id	sid	tid	token	lemma	pos
cana-3313	1	1	communications	communication	NOUN
cana-3313	1	2	on	on	ADP
cana-3313	1	3	applied	apply	VERB
cana-3313	1	4	nonlinear	nonlinear	ADJ
cana-3313	1	5	analysis	analysis	NOUN
cana-3313	1	6	issn	issn	NOUN
cana-3313	1	7	:	:	PUNCT
cana-3313	1	8	1074	1074	NUM
cana-3313	1	9	-	-	PUNCT
cana-3313	1	10	133x	133x	NUM
cana-3313	1	11	vol	vol	NOUN
cana-3313	1	12	32	32	NUM
cana-3313	1	13	no	no	NOUN
cana-3313	1	14	.	.	PUNCT
cana-3313	2	1	6s	6s	NUM
cana-3313	2	2	(	(	PUNCT
cana-3313	2	3	2025	2025	NUM
cana-3313	2	4	)	)	PUNCT
cana-3313	2	5	497	497	NUM
cana-3313	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	2	7	an	an	DET
cana-3313	2	8	integrated	integrated	ADJ
cana-3313	2	9	approach	approach	NOUN
cana-3313	2	10	to	to	PART
cana-3313	2	11	optimize	optimize	VERB
cana-3313	2	12	risk	risk	NOUN
cana-3313	2	13	in	in	ADP
cana-3313	2	14	scm	scm	PROPN
cana-3313	2	15	using	use	VERB
cana-3313	2	16	blockchain	blockchain	PROPN
cana-3313	2	17	and	and	CCONJ
cana-3313	2	18	machine	machine	NOUN
cana-3313	2	19	learning	learn	VERB
cana-3313	2	20	techniques	technique	NOUN
cana-3313	2	21	ritesh	ritesh	PROPN
cana-3313	2	22	kumar	kumar	PROPN
cana-3313	2	23	singh1	singh1	PROPN
cana-3313	2	24	,	,	PUNCT
cana-3313	2	25	udai	udai	NOUN
cana-3313	2	26	shanker2	shanker2	NOUN
cana-3313	2	27	1research	1research	NUM
cana-3313	2	28	scholar	scholar	NOUN
cana-3313	2	29	,	,	PUNCT
cana-3313	2	30	2professor	2professor	NUM
cana-3313	2	31	,	,	PUNCT
cana-3313	2	32	department	department	NOUN
cana-3313	2	33	of	of	ADP
cana-3313	2	34	cse	cse	PROPN
cana-3313	2	35	,	,	PUNCT
cana-3313	2	36	m.	m.	NOUN
cana-3313	2	37	m.	m.	PROPN
cana-3313	2	38	m.	m.	PROPN
cana-3313	2	39	university	university	PROPN
cana-3313	2	40	of	of	ADP
cana-3313	2	41	technology	technology	PROPN
cana-3313	2	42	,	,	PUNCT
cana-3313	2	43	gorakhpur	gorakhpur	PROPN
cana-3313	2	44	,	,	PUNCT
cana-3313	2	45	up	up	ADV
cana-3313	2	46	,	,	PUNCT
cana-3313	2	47	india	india	PROPN
cana-3313	2	48	e	e	PROPN
cana-3313	2	49	-	-	NOUN
cana-3313	2	50	mail	mail	NOUN
cana-3313	2	51	:	:	PUNCT
cana-3313	2	52	1riteshvns53@gmail.com	1riteshvns53@gmail.com	NUM
cana-3313	2	53	,	,	PUNCT
cana-3313	2	54	2udaigkp@gmail.com	2udaigkp@gmail.com	NUM
cana-3313	2	55	article	article	NOUN
cana-3313	2	56	history	history	NOUN
cana-3313	2	57	:	:	PUNCT
cana-3313	2	58	received	receive	VERB
cana-3313	2	59	:	:	PUNCT
cana-3313	2	60	23	23	NUM
cana-3313	2	61	-	-	SYM
cana-3313	2	62	10	10	NUM
cana-3313	2	63	-	-	PUNCT
cana-3313	2	64	2024	2024	NUM
cana-3313	2	65	revised	revise	VERB
cana-3313	2	66	:	:	PUNCT
cana-3313	2	67	07	07	NUM
cana-3313	2	68	-	-	SYM
cana-3313	2	69	12	12	NUM
cana-3313	2	70	-	-	PUNCT
cana-3313	2	71	2024	2024	NUM
cana-3313	2	72	accepted	accept	VERB
cana-3313	2	73	:	:	PUNCT
cana-3313	2	74	15	15	NUM
cana-3313	2	75	-	-	SYM
cana-3313	2	76	12	12	NUM
cana-3313	2	77	-	-	PUNCT
cana-3313	2	78	2024	2024	NUM
cana-3313	2	79	abstract	abstract	NOUN
cana-3313	2	80	:	:	PUNCT
cana-3313	2	81	in	in	ADP
cana-3313	2	82	the	the	DET
cana-3313	2	83	dynamic	dynamic	ADJ
cana-3313	2	84	field	field	NOUN
cana-3313	2	85	of	of	ADP
cana-3313	2	86	supply	supply	NOUN
cana-3313	2	87	chain	chain	NOUN
cana-3313	2	88	management	management	NOUN
cana-3313	2	89	(	(	PUNCT
cana-3313	2	90	scm	scm	PROPN
cana-3313	2	91	)	)	PUNCT
cana-3313	2	92	,	,	PUNCT
cana-3313	2	93	identifying	identify	VERB
cana-3313	2	94	and	and	CCONJ
cana-3313	2	95	mitigating	mitigate	VERB
cana-3313	2	96	risks	risk	NOUN
cana-3313	2	97	is	be	AUX
cana-3313	2	98	crucial	crucial	ADJ
cana-3313	2	99	for	for	ADP
cana-3313	2	100	sustaining	sustain	VERB
cana-3313	2	101	resilience	resilience	NOUN
cana-3313	2	102	and	and	CCONJ
cana-3313	2	103	efficiency	efficiency	NOUN
cana-3313	2	104	.	.	PUNCT
cana-3313	3	1	conventional	conventional	ADJ
cana-3313	3	2	risk	risk	NOUN
cana-3313	3	3	management	management	NOUN
cana-3313	3	4	strategies	strategy	NOUN
cana-3313	3	5	frequently	frequently	ADV
cana-3313	3	6	inadequately	inadequately	ADV
cana-3313	3	7	handle	handle	VERB
cana-3313	3	8	the	the	DET
cana-3313	3	9	complexities	complexity	NOUN
cana-3313	3	10	and	and	CCONJ
cana-3313	3	11	uncertainties	uncertainty	NOUN
cana-3313	3	12	intrinsic	intrinsic	ADJ
cana-3313	3	13	to	to	ADP
cana-3313	3	14	contemporary	contemporary	ADJ
cana-3313	3	15	supply	supply	NOUN
cana-3313	3	16	networks	network	NOUN
cana-3313	3	17	.	.	PUNCT
cana-3313	4	1	this	this	DET
cana-3313	4	2	study	study	NOUN
cana-3313	4	3	investigates	investigate	VERB
cana-3313	4	4	a	a	DET
cana-3313	4	5	hybrid	hybrid	ADJ
cana-3313	4	6	approach	approach	NOUN
cana-3313	4	7	that	that	PRON
cana-3313	4	8	combines	combine	VERB
cana-3313	4	9	blockchain	blockchain	PROPN
cana-3313	4	10	technology	technology	PROPN
cana-3313	4	11	with	with	ADP
cana-3313	4	12	machine	machine	NOUN
cana-3313	4	13	learning	learn	VERB
cana-3313	4	14	to	to	PART
cana-3313	4	15	improve	improve	VERB
cana-3313	4	16	risk	risk	NOUN
cana-3313	4	17	detection	detection	NOUN
cana-3313	4	18	and	and	CCONJ
cana-3313	4	19	management	management	NOUN
cana-3313	4	20	in	in	ADP
cana-3313	4	21	supply	supply	NOUN
cana-3313	4	22	chain	chain	NOUN
cana-3313	4	23	management	management	NOUN
cana-3313	4	24	.	.	PUNCT
cana-3313	5	1	blockchain	blockchain	PROPN
cana-3313	5	2	provides	provide	VERB
cana-3313	5	3	a	a	DET
cana-3313	5	4	decentralised	decentralise	VERB
cana-3313	5	5	and	and	CCONJ
cana-3313	5	6	transparent	transparent	ADJ
cana-3313	5	7	system	system	NOUN
cana-3313	5	8	for	for	ADP
cana-3313	5	9	monitoring	monitor	VERB
cana-3313	5	10	supply	supply	NOUN
cana-3313	5	11	chain	chain	NOUN
cana-3313	5	12	operations	operation	NOUN
cana-3313	5	13	,	,	PUNCT
cana-3313	5	14	guaranteeing	guarantee	VERB
cana-3313	5	15	data	datum	NOUN
cana-3313	5	16	integrity	integrity	NOUN
cana-3313	5	17	and	and	CCONJ
cana-3313	5	18	transparency	transparency	NOUN
cana-3313	5	19	.	.	PUNCT
cana-3313	6	1	machine	machine	NOUN
cana-3313	6	2	learning	learning	NOUN
cana-3313	6	3	enhances	enhance	VERB
cana-3313	6	4	this	this	DET
cana-3313	6	5	process	process	NOUN
cana-3313	6	6	by	by	ADP
cana-3313	6	7	examining	examine	VERB
cana-3313	6	8	extensive	extensive	ADJ
cana-3313	6	9	amounts	amount	NOUN
cana-3313	6	10	of	of	ADP
cana-3313	6	11	past	past	NOUN
cana-3313	6	12	and	and	CCONJ
cana-3313	6	13	present	present	ADJ
cana-3313	6	14	information	information	NOUN
cana-3313	6	15	to	to	ADP
cana-3313	6	16	discern	discern	ADJ
cana-3313	6	17	trends	trend	NOUN
cana-3313	6	18	,	,	PUNCT
cana-3313	6	19	forecast	forecast	VERB
cana-3313	6	20	future	future	ADJ
cana-3313	6	21	dangers	danger	NOUN
cana-3313	6	22	,	,	PUNCT
cana-3313	6	23	and	and	CCONJ
cana-3313	6	24	propose	propose	VERB
cana-3313	6	25	mitigation	mitigation	NOUN
cana-3313	6	26	solutions	solution	NOUN
cana-3313	6	27	.	.	PUNCT
cana-3313	7	1	the	the	DET
cana-3313	7	2	suggested	suggest	VERB
cana-3313	7	3	system	system	NOUN
cana-3313	7	4	utilises	utilise	VERB
cana-3313	7	5	blockchain	blockchain	PROPN
cana-3313	7	6	's	's	PART
cana-3313	7	7	inviolability	inviolability	NOUN
cana-3313	7	8	and	and	CCONJ
cana-3313	7	9	machine	machine	NOUN
cana-3313	7	10	learning	learning	NOUN
cana-3313	7	11	's	's	PART
cana-3313	7	12	predictive	predictive	ADJ
cana-3313	7	13	powers	power	NOUN
cana-3313	7	14	to	to	PART
cana-3313	7	15	tackle	tackle	VERB
cana-3313	7	16	significant	significant	ADJ
cana-3313	7	17	difficulties	difficulty	NOUN
cana-3313	7	18	including	include	VERB
cana-3313	7	19	identifying	identify	VERB
cana-3313	7	20	fraud	fraud	NOUN
cana-3313	7	21	,	,	PUNCT
cana-3313	7	22	demand	demand	NOUN
cana-3313	7	23	forecasting	forecasting	NOUN
cana-3313	7	24	,	,	PUNCT
cana-3313	7	25	supplier	supplier	NOUN
cana-3313	7	26	assessment	assessment	NOUN
cana-3313	7	27	,	,	PUNCT
cana-3313	7	28	and	and	CCONJ
cana-3313	7	29	disruption	disruption	NOUN
cana-3313	7	30	prediction	prediction	NOUN
cana-3313	7	31	.	.	PUNCT
cana-3313	8	1	case	case	NOUN
cana-3313	8	2	studies	study	NOUN
cana-3313	8	3	and	and	CCONJ
cana-3313	8	4	quantitative	quantitative	ADJ
cana-3313	8	5	assessments	assessment	NOUN
cana-3313	8	6	illustrate	illustrate	VERB
cana-3313	8	7	the	the	DET
cana-3313	8	8	efficacy	efficacy	NOUN
cana-3313	8	9	of	of	ADP
cana-3313	8	10	the	the	DET
cana-3313	8	11	hybrid	hybrid	NOUN
cana-3313	8	12	method	method	NOUN
cana-3313	8	13	in	in	ADP
cana-3313	8	14	mitigating	mitigate	VERB
cana-3313	8	15	vulnerabilities	vulnerability	NOUN
cana-3313	8	16	and	and	CCONJ
cana-3313	8	17	enhancing	enhance	VERB
cana-3313	8	18	decision	decision	NOUN
cana-3313	8	19	-	-	PUNCT
cana-3313	8	20	making	making	NOUN
cana-3313	8	21	.	.	PUNCT
cana-3313	9	1	this	this	DET
cana-3313	9	2	research	research	NOUN
cana-3313	9	3	enhances	enhance	VERB
cana-3313	9	4	current	current	ADJ
cana-3313	9	5	understanding	understanding	NOUN
cana-3313	9	6	in	in	ADP
cana-3313	9	7	digital	digital	ADJ
cana-3313	9	8	supply	supply	NOUN
cana-3313	9	9	chain	chain	NOUN
cana-3313	9	10	management	management	NOUN
cana-3313	9	11	and	and	CCONJ
cana-3313	9	12	offers	offer	VERB
cana-3313	9	13	practical	practical	ADJ
cana-3313	9	14	insights	insight	NOUN
cana-3313	9	15	for	for	ADP
cana-3313	9	16	practitioners	practitioner	NOUN
cana-3313	9	17	aiming	aim	VERB
cana-3313	9	18	to	to	PART
cana-3313	9	19	implement	implement	VERB
cana-3313	9	20	novel	novel	ADJ
cana-3313	9	21	technology	technology	NOUN
cana-3313	9	22	to	to	PART
cana-3313	9	23	alleviate	alleviate	VERB
cana-3313	9	24	supply	supply	NOUN
cana-3313	9	25	chain	chain	NOUN
cana-3313	9	26	hazards	hazard	NOUN
cana-3313	9	27	.	.	PUNCT
cana-3313	10	1	this	this	DET
cana-3313	10	2	hybrid	hybrid	ADJ
cana-3313	10	3	system	system	NOUN
cana-3313	10	4	utilises	utilise	VERB
cana-3313	10	5	the	the	DET
cana-3313	10	6	immutable	immutable	ADJ
cana-3313	10	7	characteristics	characteristic	NOUN
cana-3313	10	8	of	of	ADP
cana-3313	10	9	blockchain	blockchain	PROPN
cana-3313	10	10	to	to	PART
cana-3313	10	11	provide	provide	VERB
cana-3313	10	12	safe	safe	ADJ
cana-3313	10	13	and	and	CCONJ
cana-3313	10	14	open	open	ADJ
cana-3313	10	15	data	datum	NOUN
cana-3313	10	16	storage	storage	NOUN
cana-3313	10	17	,	,	PUNCT
cana-3313	10	18	while	while	SCONJ
cana-3313	10	19	machine	machine	NOUN
cana-3313	10	20	learning	learning	NOUN
cana-3313	10	21	models	model	NOUN
cana-3313	10	22	derive	derive	VERB
cana-3313	10	23	actionable	actionable	ADJ
cana-3313	10	24	insights	insight	NOUN
cana-3313	10	25	,	,	PUNCT
cana-3313	10	26	hence	hence	ADV
cana-3313	10	27	improving	improve	VERB
cana-3313	10	28	productivity	productivity	NOUN
cana-3313	10	29	and	and	CCONJ
cana-3313	10	30	making	make	VERB
cana-3313	10	31	decisions	decision	NOUN
cana-3313	10	32	.	.	PUNCT
cana-3313	11	1	the	the	DET
cana-3313	11	2	experiment	experiment	NOUN
cana-3313	11	3	demonstrates	demonstrate	VERB
cana-3313	11	4	four	four	NUM
cana-3313	11	5	machine	machine	NOUN
cana-3313	11	6	learning	learning	NOUN
cana-3313	11	7	models	model	NOUN
cana-3313	11	8	and	and	CCONJ
cana-3313	11	9	we	we	PRON
cana-3313	11	10	achieved	achieve	VERB
cana-3313	11	11	97	97	NUM
cana-3313	11	12	%	%	NOUN
cana-3313	11	13	accuracy	accuracy	NOUN
cana-3313	11	14	for	for	ADP
cana-3313	11	15	two	two	NUM
cana-3313	11	16	model	model	NOUN
cana-3313	11	17	for	for	ADP
cana-3313	11	18	random	random	ADJ
cana-3313	11	19	forest	forest	NOUN
cana-3313	11	20	and	and	CCONJ
cana-3313	11	21	support	support	VERB
cana-3313	11	22	vector	vector	NOUN
cana-3313	11	23	machine	machine	NOUN
cana-3313	11	24	that	that	PRON
cana-3313	11	25	outperform	outperform	VERB
cana-3313	11	26	from	from	ADP
cana-3313	11	27	other	other	ADJ
cana-3313	11	28	models	model	NOUN
cana-3313	11	29	.	.	PUNCT
cana-3313	12	1	keywords	keyword	NOUN
cana-3313	12	2	:	:	PUNCT
cana-3313	12	3	supply	supply	NOUN
cana-3313	12	4	chain	chain	NOUN
cana-3313	12	5	management	management	NOUN
cana-3313	12	6	,	,	PUNCT
cana-3313	12	7	blockchain	blockchain	NOUN
cana-3313	12	8	,	,	PUNCT
cana-3313	12	9	machine	machine	NOUN
cana-3313	12	10	learning	learning	NOUN
cana-3313	12	11	,	,	PUNCT
cana-3313	12	12	risk	risk	NOUN
cana-3313	12	13	management	management	NOUN
cana-3313	12	14	,	,	PUNCT
cana-3313	12	15	privacy	privacy	NOUN
cana-3313	12	16	preserving	preserve	VERB
cana-3313	12	17	1	1	NUM
cana-3313	12	18	.	.	PUNCT
cana-3313	12	19	introduction	introduction	NOUN
cana-3313	12	20	in	in	ADP
cana-3313	12	21	the	the	DET
cana-3313	12	22	contemporary	contemporary	ADJ
cana-3313	12	23	era	era	NOUN
cana-3313	12	24	of	of	ADP
cana-3313	12	25	globalisation	globalisation	NOUN
cana-3313	12	26	,	,	PUNCT
cana-3313	12	27	several	several	ADJ
cana-3313	12	28	organisations	organisation	NOUN
cana-3313	12	29	are	be	AUX
cana-3313	12	30	establishing	establish	VERB
cana-3313	12	31	dependable	dependable	ADJ
cana-3313	12	32	supply	supply	NOUN
cana-3313	12	33	chains	chain	NOUN
cana-3313	12	34	to	to	PART
cana-3313	12	35	secure	secure	VERB
cana-3313	12	36	a	a	DET
cana-3313	12	37	competitive	competitive	ADJ
cana-3313	12	38	edge	edge	NOUN
cana-3313	12	39	by	by	ADP
cana-3313	12	40	providing	provide	VERB
cana-3313	12	41	the	the	DET
cana-3313	12	42	greatest	great	ADJ
cana-3313	12	43	value	value	NOUN
cana-3313	12	44	to	to	ADP
cana-3313	12	45	their	their	PRON
cana-3313	12	46	clients	client	NOUN
cana-3313	12	47	.	.	PUNCT
cana-3313	13	1	supply	supply	NOUN
cana-3313	13	2	chain	chain	NOUN
cana-3313	13	3	management	management	NOUN
cana-3313	13	4	(	(	PUNCT
cana-3313	13	5	scm	scm	PROPN
cana-3313	13	6	)	)	PUNCT
cana-3313	13	7	has	have	AUX
cana-3313	13	8	grown	grow	VERB
cana-3313	13	9	essential	essential	ADJ
cana-3313	13	10	for	for	ADP
cana-3313	13	11	managing	manage	VERB
cana-3313	13	12	risk	risk	NOUN
cana-3313	13	13	,	,	PUNCT
cana-3313	13	14	dynamism	dynamism	NOUN
cana-3313	13	15	,	,	PUNCT
cana-3313	13	16	and	and	CCONJ
cana-3313	13	17	the	the	DET
cana-3313	13	18	intricacies	intricacy	NOUN
cana-3313	13	19	of	of	ADP
cana-3313	13	20	global	global	ADJ
cana-3313	13	21	sourcing	sourcing	NOUN
cana-3313	13	22	[	[	X
cana-3313	13	23	1	1	NUM
cana-3313	13	24	]	]	PUNCT
cana-3313	13	25	.	.	PUNCT
cana-3313	14	1	consequently	consequently	ADV
cana-3313	14	2	,	,	PUNCT
cana-3313	14	3	the	the	DET
cana-3313	14	4	organisation	organisation	NOUN
cana-3313	14	5	must	must	AUX
cana-3313	14	6	have	have	VERB
cana-3313	14	7	a	a	DET
cana-3313	14	8	fully	fully	ADV
cana-3313	14	9	interconnected	interconnected	ADJ
cana-3313	14	10	supply	supply	NOUN
cana-3313	14	11	chain	chain	NOUN
cana-3313	14	12	for	for	ADP
cana-3313	14	13	maximum	maximum	ADJ
cana-3313	14	14	benefits	benefit	NOUN
cana-3313	14	15	.	.	PUNCT
cana-3313	15	1	supply	supply	NOUN
cana-3313	15	2	chain	chain	NOUN
cana-3313	15	3	management	management	NOUN
cana-3313	15	4	(	(	PUNCT
cana-3313	15	5	scm	scm	PROPN
cana-3313	15	6	)	)	PUNCT
cana-3313	15	7	has	have	AUX
cana-3313	15	8	become	become	VERB
cana-3313	15	9	a	a	DET
cana-3313	15	10	primary	primary	ADJ
cana-3313	15	11	priority	priority	NOUN
cana-3313	15	12	for	for	ADP
cana-3313	15	13	top	top	ADJ
cana-3313	15	14	firms	firm	NOUN
cana-3313	15	15	seeking	seek	VERB
cana-3313	15	16	to	to	PART
cana-3313	15	17	enhance	enhance	VERB
cana-3313	15	18	market	market	NOUN
cana-3313	15	19	share	share	NOUN
cana-3313	15	20	,	,	PUNCT
cana-3313	15	21	profitability	profitability	NOUN
cana-3313	15	22	,	,	PUNCT
cana-3313	15	23	competitive	competitive	ADJ
cana-3313	15	24	advantage	advantage	NOUN
cana-3313	15	25	,	,	PUNCT
cana-3313	15	26	and	and	CCONJ
cana-3313	15	27	shareholder	shareholder	NOUN
cana-3313	15	28	value	value	NOUN
cana-3313	15	29	.	.	PUNCT
cana-3313	16	1	indeed	indeed	ADV
cana-3313	16	2	,	,	PUNCT
cana-3313	16	3	during	during	ADP
cana-3313	16	4	the	the	DET
cana-3313	16	5	last	last	ADJ
cana-3313	16	6	few	few	ADJ
cana-3313	16	7	decades	decade	NOUN
cana-3313	16	8	,	,	PUNCT
cana-3313	16	9	the	the	DET
cana-3313	16	10	word	word	NOUN
cana-3313	16	11	scm	scm	PROPN
cana-3313	16	12	has	have	AUX
cana-3313	16	13	transitioned	transition	VERB
cana-3313	16	14	from	from	ADP
cana-3313	16	15	"	"	PUNCT
cana-3313	16	16	distribution	distribution	NOUN
cana-3313	16	17	"	"	PUNCT
cana-3313	16	18	to	to	ADP
cana-3313	16	19	"	"	PUNCT
cana-3313	16	20	logistics	logistic	NOUN
cana-3313	16	21	"	"	PUNCT
cana-3313	16	22	and	and	CCONJ
cana-3313	16	23	ultimately	ultimately	ADV
cana-3313	16	24	to	to	PART
cana-3313	16	25	"	"	PUNCT
cana-3313	16	26	supply	supply	VERB
cana-3313	16	27	chain	chain	NOUN
cana-3313	16	28	management	management	NOUN
cana-3313	16	29	"	"	PUNCT
cana-3313	16	30	[	[	X
cana-3313	16	31	2	2	NUM
cana-3313	16	32	]	]	PUNCT
cana-3313	16	33	.	.	PUNCT
cana-3313	17	1	contemporary	contemporary	ADJ
cana-3313	17	2	industrial	industrial	ADJ
cana-3313	17	3	civilisation	civilisation	NOUN
cana-3313	17	4	relies	rely	VERB
cana-3313	17	5	on	on	ADP
cana-3313	17	6	globalisation	globalisation	NOUN
cana-3313	17	7	,	,	PUNCT
cana-3313	17	8	specialisation	specialisation	NOUN
cana-3313	17	9	,	,	PUNCT
cana-3313	17	10	mailto:riteshvns53@gmail.com	mailto:riteshvns53@gmail.com	PROPN
cana-3313	17	11	mailto:udaigkp@gmail.com	mailto:udaigkp@gmail.com	PROPN
cana-3313	17	12	communications	communication	NOUN
cana-3313	17	13	on	on	ADP
cana-3313	17	14	applied	apply	VERB
cana-3313	17	15	nonlinear	nonlinear	ADJ
cana-3313	17	16	analysis	analysis	NOUN
cana-3313	17	17	issn	issn	NOUN
cana-3313	17	18	:	:	PUNCT
cana-3313	17	19	1074	1074	NUM
cana-3313	17	20	-	-	PUNCT
cana-3313	17	21	133x	133x	NUM
cana-3313	17	22	vol	vol	NOUN
cana-3313	17	23	32	32	NUM
cana-3313	17	24	no	no	NOUN
cana-3313	17	25	.	.	PUNCT
cana-3313	18	1	6s	6s	NUM
cana-3313	18	2	(	(	PUNCT
cana-3313	18	3	2025	2025	NUM
cana-3313	18	4	)	)	PUNCT
cana-3313	18	5	498	498	NUM
cana-3313	18	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	18	7	and	and	CCONJ
cana-3313	18	8	mass	mass	NOUN
cana-3313	18	9	production	production	NOUN
cana-3313	18	10	.	.	PUNCT
cana-3313	19	1	virtually	virtually	ADV
cana-3313	19	2	no	no	DET
cana-3313	19	3	firm	firm	ADJ
cana-3313	19	4	or	or	CCONJ
cana-3313	19	5	industrial	industrial	ADJ
cana-3313	19	6	unit	unit	NOUN
cana-3313	19	7	manufactures	manufacture	VERB
cana-3313	19	8	the	the	DET
cana-3313	19	9	entire	entire	ADJ
cana-3313	19	10	product	product	NOUN
cana-3313	19	11	anymore	anymore	ADV
cana-3313	19	12	.	.	PUNCT
cana-3313	20	1	a	a	DET
cana-3313	20	2	supply	supply	NOUN
cana-3313	20	3	chain	chain	NOUN
cana-3313	20	4	is	be	AUX
cana-3313	20	5	an	an	DET
cana-3313	20	6	association	association	NOUN
cana-3313	20	7	of	of	ADP
cana-3313	20	8	distinct	distinct	ADJ
cana-3313	20	9	companies	company	NOUN
cana-3313	20	10	that	that	PRON
cana-3313	20	11	cooperate	cooperate	VERB
cana-3313	20	12	to	to	PART
cana-3313	20	13	produce	produce	VERB
cana-3313	20	14	a	a	DET
cana-3313	20	15	product	product	NOUN
cana-3313	20	16	that	that	PRON
cana-3313	20	17	satisfies	satisfy	VERB
cana-3313	20	18	customer	customer	NOUN
cana-3313	20	19	requirements	requirement	NOUN
cana-3313	20	20	.	.	PUNCT
cana-3313	21	1	scm	scm	PROPN
cana-3313	21	2	encompasses	encompass	VERB
cana-3313	21	3	the	the	DET
cana-3313	21	4	strategic	strategic	ADJ
cana-3313	21	5	planning	planning	NOUN
cana-3313	21	6	and	and	CCONJ
cana-3313	21	7	management	management	NOUN
cana-3313	21	8	of	of	ADP
cana-3313	21	9	commodities	commodity	NOUN
cana-3313	21	10	movement	movement	NOUN
cana-3313	21	11	to	to	PART
cana-3313	21	12	accelerate	accelerate	VERB
cana-3313	21	13	time	time	NOUN
cana-3313	21	14	to	to	ADP
cana-3313	21	15	market	market	NOUN
cana-3313	21	16	,	,	PUNCT
cana-3313	21	17	minimise	minimise	NOUN
cana-3313	21	18	inventory	inventory	NOUN
cana-3313	21	19	levels	level	NOUN
cana-3313	21	20	,	,	PUNCT
cana-3313	21	21	reduce	reduce	VERB
cana-3313	21	22	overall	overall	ADJ
cana-3313	21	23	costs	cost	NOUN
cana-3313	21	24	,	,	PUNCT
cana-3313	21	25	and	and	CCONJ
cana-3313	21	26	enhance	enhance	VERB
cana-3313	21	27	client	client	NOUN
cana-3313	21	28	service	service	NOUN
cana-3313	21	29	and	and	CCONJ
cana-3313	21	30	experience	experience	NOUN
cana-3313	21	31	.	.	PUNCT
cana-3313	22	1	1.1	1.1	NUM
cana-3313	22	2	risk	risk	NOUN
cana-3313	22	3	management	management	NOUN
cana-3313	22	4	in	in	ADP
cana-3313	22	5	scm	scm	PROPN
cana-3313	22	6	risk	risk	NOUN
cana-3313	22	7	refers	refer	VERB
cana-3313	22	8	to	to	ADP
cana-3313	22	9	the	the	DET
cana-3313	22	10	possibility	possibility	NOUN
cana-3313	22	11	of	of	ADP
cana-3313	22	12	encountering	encounter	VERB
cana-3313	22	13	harm	harm	NOUN
cana-3313	22	14	or	or	CCONJ
cana-3313	22	15	loss	loss	NOUN
cana-3313	22	16	.	.	PUNCT
cana-3313	23	1	exposure	exposure	NOUN
cana-3313	23	2	to	to	ADP
cana-3313	23	3	the	the	DET
cana-3313	23	4	risk	risk	NOUN
cana-3313	23	5	of	of	ADP
cana-3313	23	6	damage	damage	NOUN
cana-3313	23	7	or	or	CCONJ
cana-3313	23	8	loss	loss	NOUN
cana-3313	23	9	,	,	PUNCT
cana-3313	23	10	a	a	DET
cana-3313	23	11	hazard	hazard	NOUN
cana-3313	23	12	or	or	CCONJ
cana-3313	23	13	peril	peril	NOUN
cana-3313	23	14	,	,	PUNCT
cana-3313	23	15	likelihood	likelihood	NOUN
cana-3313	23	16	of	of	ADP
cana-3313	23	17	loss	loss	NOUN
cana-3313	23	18	,	,	PUNCT
cana-3313	23	19	and	and	CCONJ
cana-3313	23	20	the	the	DET
cana-3313	23	21	degree	degree	NOUN
cana-3313	23	22	of	of	ADP
cana-3313	23	23	probability	probability	NOUN
cana-3313	23	24	associated	associate	VERB
cana-3313	23	25	with	with	ADP
cana-3313	23	26	such	such	ADJ
cana-3313	23	27	loss	loss	NOUN
cana-3313	23	28	.	.	PUNCT
cana-3313	24	1	risks	risk	NOUN
cana-3313	24	2	arise	arise	VERB
cana-3313	24	3	from	from	ADP
cana-3313	24	4	ambiguity	ambiguity	NOUN
cana-3313	24	5	regarding	regard	VERB
cana-3313	24	6	the	the	DET
cana-3313	24	7	future	future	NOUN
cana-3313	24	8	,	,	PUNCT
cana-3313	24	9	and	and	CCONJ
cana-3313	24	10	since	since	SCONJ
cana-3313	24	11	precise	precise	ADJ
cana-3313	24	12	outcomes	outcome	NOUN
cana-3313	24	13	are	be	AUX
cana-3313	24	14	unattainable	unattainable	ADJ
cana-3313	24	15	,	,	PUNCT
cana-3313	24	16	risk	risk	NOUN
cana-3313	24	17	is	be	AUX
cana-3313	24	18	perpetually	perpetually	ADV
cana-3313	24	19	present	present	ADJ
cana-3313	24	20	.	.	PUNCT
cana-3313	25	1	the	the	DET
cana-3313	25	2	phrases	phrase	NOUN
cana-3313	25	3	'	'	PUNCT
cana-3313	25	4	risk	risk	NOUN
cana-3313	25	5	'	'	PUNCT
cana-3313	25	6	and	and	CCONJ
cana-3313	25	7	'	'	PUNCT
cana-3313	25	8	uncertainty	uncertainty	NOUN
cana-3313	25	9	'	'	PUNCT
cana-3313	25	10	are	be	AUX
cana-3313	25	11	sometimes	sometimes	ADV
cana-3313	25	12	used	use	VERB
cana-3313	25	13	interchangeably	interchangeably	ADV
cana-3313	25	14	;	;	PUNCT
cana-3313	25	15	however	however	ADV
cana-3313	25	16	,	,	PUNCT
cana-3313	25	17	there	there	PRON
cana-3313	25	18	exists	exist	VERB
cana-3313	25	19	a	a	DET
cana-3313	25	20	fundamental	fundamental	ADJ
cana-3313	25	21	distinction	distinction	NOUN
cana-3313	25	22	between	between	ADP
cana-3313	25	23	both	both	PRON
cana-3313	25	24	.	.	PUNCT
cana-3313	26	1	uncertainty	uncertainty	NOUN
cana-3313	26	2	denotes	denote	VERB
cana-3313	26	3	the	the	DET
cana-3313	26	4	ability	ability	NOUN
cana-3313	26	5	to	to	PART
cana-3313	26	6	enumerate	enumerate	VERB
cana-3313	26	7	potential	potential	ADJ
cana-3313	26	8	future	future	ADJ
cana-3313	26	9	occurrences	occurrence	NOUN
cana-3313	26	10	but	but	CCONJ
cana-3313	26	11	lacking	lack	VERB
cana-3313	26	12	knowledge	knowledge	NOUN
cana-3313	26	13	on	on	ADP
cana-3313	26	14	which	which	PRON
cana-3313	26	15	it	it	PRON
cana-3313	26	16	will	will	AUX
cana-3313	26	17	transpire	transpire	VERB
cana-3313	26	18	or	or	CCONJ
cana-3313	26	19	their	their	PRON
cana-3313	26	20	respective	respective	ADJ
cana-3313	26	21	probabilities	probability	NOUN
cana-3313	26	22	.	.	PUNCT
cana-3313	27	1	risk	risk	NOUN
cana-3313	27	2	refers	refer	VERB
cana-3313	27	3	to	to	ADP
cana-3313	27	4	the	the	DET
cana-3313	27	5	capacity	capacity	NOUN
cana-3313	27	6	to	to	PART
cana-3313	27	7	enumerate	enumerate	VERB
cana-3313	27	8	potential	potential	ADJ
cana-3313	27	9	future	future	ADJ
cana-3313	27	10	occurrences	occurrence	NOUN
cana-3313	27	11	and	and	CCONJ
cana-3313	27	12	assigns	assign	VERB
cana-3313	27	13	a	a	DET
cana-3313	27	14	probability	probability	NOUN
cana-3313	27	15	to	to	ADP
cana-3313	27	16	occurrence	occurrence	NOUN
cana-3313	27	17	[	[	X
cana-3313	27	18	3	3	NUM
cana-3313	27	19	]	]	PUNCT
cana-3313	27	20	.	.	PUNCT
cana-3313	28	1	when	when	SCONJ
cana-3313	28	2	managers	manager	NOUN
cana-3313	28	3	engage	engage	VERB
cana-3313	28	4	with	with	ADP
cana-3313	28	5	uncertainty	uncertainty	NOUN
cana-3313	28	6	,	,	PUNCT
cana-3313	28	7	risk	risk	NOUN
cana-3313	28	8	,	,	PUNCT
cana-3313	28	9	certainty	certainty	NOUN
cana-3313	28	10	,	,	PUNCT
cana-3313	28	11	and	and	CCONJ
cana-3313	28	12	ignorance	ignorance	NOUN
cana-3313	28	13	,	,	PUNCT
cana-3313	28	14	the	the	DET
cana-3313	28	15	discourse	discourse	NOUN
cana-3313	28	16	typically	typically	ADV
cana-3313	28	17	revolves	revolve	VERB
cana-3313	28	18	on	on	ADP
cana-3313	28	19	risk	risk	NOUN
cana-3313	28	20	management	management	NOUN
cana-3313	28	21	.	.	PUNCT
cana-3313	29	1	risk	risk	NOUN
cana-3313	29	2	management	management	NOUN
cana-3313	29	3	is	be	AUX
cana-3313	29	4	a	a	DET
cana-3313	29	5	systematic	systematic	ADJ
cana-3313	29	6	technique	technique	NOUN
cana-3313	29	7	of	of	ADP
cana-3313	29	8	detecting	detect	VERB
cana-3313	29	9	,	,	PUNCT
cana-3313	29	10	reducing	reducing	NOUN
cana-3313	29	11	,	,	PUNCT
cana-3313	29	12	and	and	CCONJ
cana-3313	29	13	evaluating	evaluate	VERB
cana-3313	29	14	risks	risk	NOUN
cana-3313	29	15	to	to	PART
cana-3313	29	16	minimize	minimize	VERB
cana-3313	29	17	losses	loss	NOUN
cana-3313	29	18	resulting	result	VERB
cana-3313	29	19	from	from	ADP
cana-3313	29	20	inadequate	inadequate	ADJ
cana-3313	29	21	risk	risk	NOUN
cana-3313	29	22	management	management	NOUN
cana-3313	29	23	[	[	X
cana-3313	29	24	4][5	4][5	X
cana-3313	29	25	]	]	X
cana-3313	29	26	.	.	PUNCT
cana-3313	30	1	the	the	DET
cana-3313	30	2	risk	risk	NOUN
cana-3313	30	3	management	management	NOUN
cana-3313	30	4	process	process	NOUN
cana-3313	30	5	encompasses	encompass	VERB
cana-3313	30	6	the	the	DET
cana-3313	30	7	subsequent	subsequent	ADJ
cana-3313	30	8	phases	phase	NOUN
cana-3313	30	9	that	that	PRON
cana-3313	30	10	can	can	AUX
cana-3313	30	11	be	be	AUX
cana-3313	30	12	seen	see	VERB
cana-3313	30	13	in	in	ADP
cana-3313	30	14	figure	figure	NOUN
cana-3313	30	15	1	1	NUM
cana-3313	30	16	figure	figure	NOUN
cana-3313	30	17	1	1	NUM
cana-3313	30	18	:	:	PUNCT
cana-3313	30	19	risk	risk	NOUN
cana-3313	30	20	management	management	NOUN
cana-3313	30	21	process	process	NOUN
cana-3313	30	22	cycle	cycle	NOUN
cana-3313	30	23	in	in	ADP
cana-3313	30	24	supply	supply	NOUN
cana-3313	30	25	chain	chain	NOUN
cana-3313	30	26	•	•	NUM
cana-3313	30	27	recognition	recognition	NOUN
cana-3313	30	28	of	of	ADP
cana-3313	30	29	risks	risk	NOUN
cana-3313	30	30	–	–	PUNCT
cana-3313	30	31	it	it	PRON
cana-3313	30	32	assists	assist	VERB
cana-3313	30	33	in	in	ADP
cana-3313	30	34	recognizing	recognize	VERB
cana-3313	30	35	potential	potential	ADJ
cana-3313	30	36	hazards	hazard	NOUN
cana-3313	30	37	to	to	ADP
cana-3313	30	38	the	the	DET
cana-3313	30	39	system	system	NOUN
cana-3313	30	40	.	.	PUNCT
cana-3313	31	1	•	•	NOUN
cana-3313	31	2	risk	risk	NOUN
cana-3313	31	3	analysis	analysis	NOUN
cana-3313	31	4	and	and	CCONJ
cana-3313	31	5	evaluation	evaluation	NOUN
cana-3313	31	6	it	it	PRON
cana-3313	31	7	facilitates	facilitate	VERB
cana-3313	31	8	the	the	DET
cana-3313	31	9	prioritization	prioritization	NOUN
cana-3313	31	10	,	,	PUNCT
cana-3313	31	11	evaluation	evaluation	NOUN
cana-3313	31	12	,	,	PUNCT
cana-3313	31	13	and	and	CCONJ
cana-3313	31	14	implementation	implementation	NOUN
cana-3313	31	15	of	of	ADP
cana-3313	31	16	the	the	DET
cana-3313	31	17	recommended	recommend	VERB
cana-3313	31	18	control	control	NOUN
cana-3313	31	19	measures	measure	NOUN
cana-3313	31	20	inside	inside	ADP
cana-3313	31	21	the	the	DET
cana-3313	31	22	system	system	NOUN
cana-3313	31	23	.	.	PUNCT
cana-3313	32	1	•	•	NOUN
cana-3313	32	2	risk	risk	NOUN
cana-3313	32	3	reduction	reduction	NOUN
cana-3313	32	4	it	it	PRON
cana-3313	32	5	assesses	assess	VERB
cana-3313	32	6	and	and	CCONJ
cana-3313	32	7	determines	determine	VERB
cana-3313	32	8	the	the	DET
cana-3313	32	9	applicability	applicability	NOUN
cana-3313	32	10	of	of	ADP
cana-3313	32	11	the	the	DET
cana-3313	32	12	existing	exist	VERB
cana-3313	32	13	control	control	NOUN
cana-3313	32	14	procedure	procedure	NOUN
cana-3313	32	15	to	to	ADP
cana-3313	32	16	the	the	DET
cana-3313	32	17	system	system	NOUN
cana-3313	32	18	.	.	PUNCT
cana-3313	33	1	supply	supply	NOUN
cana-3313	33	2	chain	chain	NOUN
cana-3313	33	3	risk	risk	NOUN
cana-3313	33	4	manifests	manifest	NOUN
cana-3313	33	5	as	as	ADP
cana-3313	33	6	any	any	DET
cana-3313	33	7	occurrence	occurrence	NOUN
cana-3313	33	8	that	that	PRON
cana-3313	33	9	might	might	AUX
cana-3313	33	10	impact	impact	VERB
cana-3313	33	11	transportation	transportation	NOUN
cana-3313	33	12	and	and	CCONJ
cana-3313	33	13	interrupt	interrupt	VERB
cana-3313	33	14	the	the	DET
cana-3313	33	15	intended	intend	VERB
cana-3313	33	16	flow	flow	NOUN
cana-3313	33	17	of	of	ADP
cana-3313	33	18	materials	material	NOUN
cana-3313	33	19	.	.	PUNCT
cana-3313	34	1	the	the	DET
cana-3313	34	2	assumption	assumption	NOUN
cana-3313	34	3	is	be	AUX
cana-3313	34	4	that	that	SCONJ
cana-3313	34	5	the	the	DET
cana-3313	34	6	anticipated	anticipated	ADJ
cana-3313	34	7	,	,	PUNCT
cana-3313	34	8	standard	standard	ADJ
cana-3313	34	9	supply	supply	NOUN
cana-3313	34	10	chain	chain	NOUN
cana-3313	34	11	flow	flow	NOUN
cana-3313	34	12	yields	yield	VERB
cana-3313	34	13	a	a	DET
cana-3313	34	14	conventional	conventional	ADJ
cana-3313	34	15	outcome	outcome	NOUN
cana-3313	34	16	,	,	PUNCT
cana-3313	34	17	and	and	CCONJ
cana-3313	34	18	that	that	SCONJ
cana-3313	34	19	any	any	DET
cana-3313	34	20	disturbance	disturbance	NOUN
cana-3313	34	21	in	in	ADP
cana-3313	34	22	this	this	DET
cana-3313	34	23	flow	flow	NOUN
cana-3313	34	24	may	may	AUX
cana-3313	34	25	diminish	diminish	VERB
cana-3313	34	26	the	the	DET
cana-3313	34	27	result	result	NOUN
cana-3313	34	28	.	.	PUNCT
cana-3313	35	1	1.2	1.2	NUM
cana-3313	35	2	use	use	NOUN
cana-3313	35	3	of	of	ADP
cana-3313	35	4	blockchain	blockchain	NOUN
cana-3313	35	5	and	and	CCONJ
cana-3313	35	6	machine	machine	NOUN
cana-3313	35	7	learning	learn	VERB
cana-3313	35	8	techniques	technique	NOUN
cana-3313	35	9	machine	machine	NOUN
cana-3313	35	10	learning	learn	VERB
cana-3313	35	11	algorithms	algorithm	NOUN
cana-3313	35	12	provide	provide	VERB
cana-3313	35	13	exceptional	exceptional	ADJ
cana-3313	35	14	learning	learning	NOUN
cana-3313	35	15	capabilities	capability	NOUN
cana-3313	35	16	.	.	PUNCT
cana-3313	36	1	they	they	PRON
cana-3313	36	2	possess	possess	VERB
cana-3313	36	3	several	several	ADJ
cana-3313	36	4	elements	element	NOUN
cana-3313	36	5	that	that	PRON
cana-3313	36	6	enhance	enhance	VERB
cana-3313	36	7	the	the	DET
cana-3313	36	8	blockchain	blockchain	NOUN
cana-3313	36	9	's	's	PART
cana-3313	36	10	functionality	functionality	NOUN
cana-3313	36	11	compared	compare	VERB
cana-3313	36	12	to	to	ADP
cana-3313	36	13	its	its	PRON
cana-3313	36	14	prior	prior	ADJ
cana-3313	36	15	state	state	NOUN
cana-3313	36	16	.	.	PUNCT
cana-3313	37	1	several	several	ADJ
cana-3313	37	2	of	of	ADP
cana-3313	37	3	these	these	PRON
cana-3313	37	4	enhance	enhance	VERB
cana-3313	37	5	the	the	DET
cana-3313	37	6	security	security	NOUN
cana-3313	37	7	of	of	ADP
cana-3313	37	8	the	the	DET
cana-3313	37	9	apps	app	NOUN
cana-3313	37	10	.	.	PUNCT
cana-3313	38	1	machine	machine	NOUN
cana-3313	38	2	learning	learning	NOUN
cana-3313	38	3	diminishes	diminish	VERB
cana-3313	38	4	the	the	DET
cana-3313	38	5	computing	computing	NOUN
cana-3313	38	6	time	time	NOUN
cana-3313	38	7	required	require	VERB
cana-3313	38	8	to	to	PART
cana-3313	38	9	answer	answer	VERB
cana-3313	38	10	the	the	DET
cana-3313	38	11	challenge	challenge	NOUN
cana-3313	38	12	and	and	CCONJ
cana-3313	38	13	enhances	enhance	VERB
cana-3313	38	14	data	datum	NOUN
cana-3313	38	15	sharing	sharing	NOUN
cana-3313	38	16	methodologies	methodology	NOUN
cana-3313	38	17	.	.	PUNCT
cana-3313	39	1	machine	machine	NOUN
cana-3313	39	2	learning	learn	VERB
cana-3313	39	3	algorithms	algorithm	NOUN
cana-3313	39	4	can	can	AUX
cana-3313	39	5	utilize	utilize	VERB
cana-3313	39	6	data	datum	NOUN
cana-3313	39	7	stored	store	VERB
cana-3313	39	8	on	on	ADP
cana-3313	39	9	the	the	DET
cana-3313	39	10	blockchain	blockchain	NOUN
cana-3313	39	11	for	for	ADP
cana-3313	39	12	predictive	predictive	ADJ
cana-3313	39	13	analytics	analytic	NOUN
cana-3313	39	14	or	or	CCONJ
cana-3313	39	15	data	datum	NOUN
cana-3313	39	16	analysis	analysis	NOUN
cana-3313	39	17	.	.	PUNCT
cana-3313	40	1	intelligent	intelligent	ADJ
cana-3313	40	2	blockchain	blockchain	PROPN
cana-3313	40	3	-	-	PUNCT
cana-3313	40	4	based	base	VERB
cana-3313	40	5	apps	app	NOUN
cana-3313	40	6	aggregate	aggregate	VERB
cana-3313	40	7	data	datum	NOUN
cana-3313	40	8	communications	communication	NOUN
cana-3313	40	9	on	on	ADP
cana-3313	40	10	applied	apply	VERB
cana-3313	40	11	nonlinear	nonlinear	ADJ
cana-3313	40	12	analysis	analysis	NOUN
cana-3313	40	13	issn	issn	NOUN
cana-3313	40	14	:	:	PUNCT
cana-3313	40	15	1074	1074	NUM
cana-3313	40	16	-	-	PUNCT
cana-3313	40	17	133x	133x	NUM
cana-3313	40	18	vol	vol	NOUN
cana-3313	40	19	32	32	NUM
cana-3313	40	20	no	no	NOUN
cana-3313	40	21	.	.	PUNCT
cana-3313	41	1	6s	6s	NUM
cana-3313	41	2	(	(	PUNCT
cana-3313	41	3	2025	2025	NUM
cana-3313	41	4	)	)	PUNCT
cana-3313	41	5	499	499	NUM
cana-3313	41	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	41	7	from	from	ADP
cana-3313	41	8	many	many	ADJ
cana-3313	41	9	sources	source	NOUN
cana-3313	41	10	including	include	VERB
cana-3313	41	11	smart	smart	ADJ
cana-3313	41	12	devices	device	NOUN
cana-3313	41	13	,	,	PUNCT
cana-3313	41	14	sensors	sensor	NOUN
cana-3313	41	15	,	,	PUNCT
cana-3313	41	16	and	and	CCONJ
cana-3313	41	17	more	more	ADJ
cana-3313	41	18	apparatus	apparatus	NOUN
cana-3313	41	19	.	.	PUNCT
cana-3313	42	1	the	the	DET
cana-3313	42	2	blockchain	blockchain	PROPN
cana-3313	42	3	is	be	AUX
cana-3313	42	4	an	an	DET
cana-3313	42	5	integral	integral	ADJ
cana-3313	42	6	component	component	NOUN
cana-3313	42	7	of	of	ADP
cana-3313	42	8	the	the	DET
cana-3313	42	9	application	application	NOUN
cana-3313	42	10	where	where	SCONJ
cana-3313	42	11	a	a	DET
cana-3313	42	12	machine	machine	NOUN
cana-3313	42	13	learning	learning	NOUN
cana-3313	42	14	model	model	NOUN
cana-3313	42	15	is	be	AUX
cana-3313	42	16	utilized	utilize	VERB
cana-3313	42	17	for	for	ADP
cana-3313	42	18	data	datum	NOUN
cana-3313	42	19	analysis	analysis	NOUN
cana-3313	42	20	or	or	CCONJ
cana-3313	42	21	predictions	prediction	NOUN
cana-3313	42	22	[	[	X
cana-3313	42	23	6	6	NUM
cana-3313	42	24	]	]	PUNCT
cana-3313	42	25	.	.	PUNCT
cana-3313	43	1	errors	error	NOUN
cana-3313	43	2	in	in	ADP
cana-3313	43	3	machine	machine	NOUN
cana-3313	43	4	learning	learning	NOUN
cana-3313	43	5	models	model	NOUN
cana-3313	43	6	may	may	AUX
cana-3313	43	7	be	be	AUX
cana-3313	43	8	mitigated	mitigate	VERB
cana-3313	43	9	by	by	ADP
cana-3313	43	10	utilizing	utilize	VERB
cana-3313	43	11	blockchain	blockchain	NOUN
cana-3313	43	12	for	for	ADP
cana-3313	43	13	data	datum	NOUN
cana-3313	43	14	storage	storage	NOUN
cana-3313	43	15	.	.	PUNCT
cana-3313	44	1	it	it	PRON
cana-3313	44	2	is	be	AUX
cana-3313	44	3	devoid	devoid	ADJ
cana-3313	44	4	of	of	ADP
cana-3313	44	5	missing	miss	VERB
cana-3313	44	6	data	datum	NOUN
cana-3313	44	7	,	,	PUNCT
cana-3313	44	8	duplication	duplication	NOUN
cana-3313	44	9	,	,	PUNCT
cana-3313	44	10	and	and	CCONJ
cana-3313	44	11	noise	noise	NOUN
cana-3313	44	12	,	,	PUNCT
cana-3313	44	13	all	all	PRON
cana-3313	44	14	of	of	ADP
cana-3313	44	15	which	which	PRON
cana-3313	44	16	are	be	AUX
cana-3313	44	17	essential	essential	ADJ
cana-3313	44	18	for	for	SCONJ
cana-3313	44	19	a	a	DET
cana-3313	44	20	machine	machine	NOUN
cana-3313	44	21	learning	learn	VERB
cana-3313	44	22	model	model	NOUN
cana-3313	44	23	to	to	PART
cana-3313	44	24	achieve	achieve	VERB
cana-3313	44	25	enhanced	enhanced	ADJ
cana-3313	44	26	accuracy	accuracy	NOUN
cana-3313	44	27	.	.	PUNCT
cana-3313	45	1	potential	potential	ADJ
cana-3313	45	2	applications	application	NOUN
cana-3313	45	3	of	of	ADP
cana-3313	45	4	machine	machine	NOUN
cana-3313	45	5	learning	learn	VERB
cana-3313	45	6	in	in	ADP
cana-3313	45	7	conjunction	conjunction	NOUN
cana-3313	45	8	with	with	ADP
cana-3313	45	9	blockchain	blockchain	PROPN
cana-3313	45	10	include	include	VERB
cana-3313	45	11	improved	improve	VERB
cana-3313	45	12	customer	customer	NOUN
cana-3313	45	13	service	service	NOUN
cana-3313	45	14	,	,	PUNCT
cana-3313	45	15	data	datum	NOUN
cana-3313	45	16	trade	trade	NOUN
cana-3313	45	17	,	,	PUNCT
cana-3313	45	18	product	product	NOUN
cana-3313	45	19	production	production	NOUN
cana-3313	45	20	etc	etc	X
cana-3313	45	21	.	.	X
cana-3313	45	22	1.3	1.3	NUM
cana-3313	45	23	need	need	NOUN
cana-3313	45	24	for	for	ADP
cana-3313	45	25	blockchain	blockchain	PROPN
cana-3313	45	26	technology	technology	PROPN
cana-3313	45	27	in	in	ADP
cana-3313	45	28	scm	scm	PROPN
cana-3313	45	29	the	the	DET
cana-3313	45	30	applications	application	NOUN
cana-3313	45	31	of	of	ADP
cana-3313	45	32	blockchain	blockchain	PROPN
cana-3313	45	33	are	be	AUX
cana-3313	45	34	numerous	numerous	ADJ
cana-3313	45	35	.	.	PUNCT
cana-3313	46	1	in	in	ADP
cana-3313	46	2	addition	addition	NOUN
cana-3313	46	3	to	to	ADP
cana-3313	46	4	its	its	PRON
cana-3313	46	5	application	application	NOUN
cana-3313	46	6	in	in	ADP
cana-3313	46	7	industrial	industrial	ADJ
cana-3313	46	8	industries	industry	NOUN
cana-3313	46	9	,	,	PUNCT
cana-3313	46	10	the	the	DET
cana-3313	46	11	healthcare	healthcare	NOUN
cana-3313	46	12	industry	industry	NOUN
cana-3313	46	13	has	have	AUX
cana-3313	46	14	effectively	effectively	ADV
cana-3313	46	15	utilized	utilize	VERB
cana-3313	46	16	blockchain	blockchain	NOUN
cana-3313	46	17	for	for	ADP
cana-3313	46	18	communication	communication	NOUN
cana-3313	46	19	and	and	CCONJ
cana-3313	46	20	other	other	ADJ
cana-3313	46	21	critical	critical	ADJ
cana-3313	46	22	functions	function	NOUN
cana-3313	46	23	.	.	PUNCT
cana-3313	47	1	various	various	ADJ
cana-3313	47	2	sectors	sector	NOUN
cana-3313	47	3	have	have	AUX
cana-3313	47	4	heightened	heighten	VERB
cana-3313	47	5	their	their	PRON
cana-3313	47	6	awareness	awareness	NOUN
cana-3313	47	7	of	of	ADP
cana-3313	47	8	the	the	DET
cana-3313	47	9	myriad	myriad	ADJ
cana-3313	47	10	cyber	cyber	NOUN
cana-3313	47	11	hazards	hazard	NOUN
cana-3313	47	12	that	that	PRON
cana-3313	47	13	products	product	NOUN
cana-3313	47	14	encounter	encounter	VERB
cana-3313	47	15	throughout	throughout	ADP
cana-3313	47	16	the	the	DET
cana-3313	47	17	scm	scm	PROPN
cana-3313	47	18	process	process	NOUN
cana-3313	47	19	[	[	X
cana-3313	47	20	7	7	NUM
cana-3313	47	21	]	]	PUNCT
cana-3313	47	22	.	.	PUNCT
cana-3313	48	1	ensuring	ensure	VERB
cana-3313	48	2	the	the	DET
cana-3313	48	3	integrity	integrity	NOUN
cana-3313	48	4	and	and	CCONJ
cana-3313	48	5	traceability	traceability	NOUN
cana-3313	48	6	of	of	ADP
cana-3313	48	7	products	product	NOUN
cana-3313	48	8	and	and	CCONJ
cana-3313	48	9	processes	process	NOUN
cana-3313	48	10	within	within	ADP
cana-3313	48	11	a	a	DET
cana-3313	48	12	multi	multi	ADJ
cana-3313	48	13	-	-	ADJ
cana-3313	48	14	stakeholder	stakeholder	ADJ
cana-3313	48	15	supply	supply	NOUN
cana-3313	48	16	chain	chain	NOUN
cana-3313	48	17	system	system	NOUN
cana-3313	48	18	is	be	AUX
cana-3313	48	19	a	a	DET
cana-3313	48	20	significant	significant	ADJ
cana-3313	48	21	challenge	challenge	NOUN
cana-3313	48	22	.	.	PUNCT
cana-3313	49	1	product	product	NOUN
cana-3313	49	2	safety	safety	NOUN
cana-3313	49	3	and	and	CCONJ
cana-3313	49	4	protection	protection	NOUN
cana-3313	49	5	is	be	AUX
cana-3313	49	6	a	a	DET
cana-3313	49	7	burgeoning	burgeon	VERB
cana-3313	49	8	domain	domain	NOUN
cana-3313	49	9	within	within	ADP
cana-3313	49	10	supply	supply	NOUN
cana-3313	49	11	chain	chain	NOUN
cana-3313	49	12	management	management	NOUN
cana-3313	49	13	that	that	PRON
cana-3313	49	14	has	have	AUX
cana-3313	49	15	garnered	garner	VERB
cana-3313	49	16	significant	significant	ADJ
cana-3313	49	17	research	research	NOUN
cana-3313	49	18	interest	interest	NOUN
cana-3313	49	19	in	in	ADP
cana-3313	49	20	the	the	DET
cana-3313	49	21	past	past	ADJ
cana-3313	49	22	year	year	NOUN
cana-3313	49	23	.	.	PUNCT
cana-3313	50	1	in	in	ADP
cana-3313	50	2	figure	figure	NOUN
cana-3313	50	3	2	2	NUM
cana-3313	50	4	,	,	PUNCT
cana-3313	50	5	we	we	PRON
cana-3313	50	6	focused	focus	VERB
cana-3313	50	7	that	that	SCONJ
cana-3313	50	8	product	product	NOUN
cana-3313	50	9	safety	safety	NOUN
cana-3313	50	10	refers	refer	VERB
cana-3313	50	11	to	to	ADP
cana-3313	50	12	the	the	DET
cana-3313	50	13	reduction	reduction	NOUN
cana-3313	50	14	of	of	ADP
cana-3313	50	15	the	the	DET
cana-3313	50	16	probability	probability	NOUN
cana-3313	50	17	that	that	SCONJ
cana-3313	50	18	a	a	DET
cana-3313	50	19	product	product	NOUN
cana-3313	50	20	may	may	AUX
cana-3313	50	21	induce	induce	VERB
cana-3313	50	22	disease	disease	NOUN
cana-3313	50	23	,	,	PUNCT
cana-3313	50	24	injury	injury	NOUN
cana-3313	50	25	,	,	PUNCT
cana-3313	50	26	or	or	CCONJ
cana-3313	50	27	other	other	ADJ
cana-3313	50	28	detrimental	detrimental	ADJ
cana-3313	50	29	effects	effect	NOUN
cana-3313	50	30	to	to	ADP
cana-3313	50	31	individuals	individual	NOUN
cana-3313	50	32	.	.	PUNCT
cana-3313	51	1	blockchain	blockchain	PROPN
cana-3313	51	2	is	be	AUX
cana-3313	51	3	a	a	DET
cana-3313	51	4	superior	superior	ADJ
cana-3313	51	5	solution	solution	NOUN
cana-3313	51	6	for	for	ADP
cana-3313	51	7	addressing	address	VERB
cana-3313	51	8	supply	supply	NOUN
cana-3313	51	9	chain	chain	NOUN
cana-3313	51	10	management	management	NOUN
cana-3313	51	11	concerns	concern	NOUN
cana-3313	51	12	.	.	PUNCT
cana-3313	52	1	current	current	ADJ
cana-3313	52	2	blockchain	blockchain	PROPN
cana-3313	52	3	-	-	PUNCT
cana-3313	52	4	based	base	VERB
cana-3313	52	5	systems	system	NOUN
cana-3313	52	6	encounter	encounter	VERB
cana-3313	52	7	several	several	ADJ
cana-3313	52	8	security	security	NOUN
cana-3313	52	9	issues	issue	NOUN
cana-3313	52	10	,	,	PUNCT
cana-3313	52	11	such	such	ADJ
cana-3313	52	12	as	as	ADP
cana-3313	52	13	scalability	scalability	NOUN
cana-3313	52	14	,	,	PUNCT
cana-3313	52	15	confidentiality	confidentiality	NOUN
cana-3313	52	16	,	,	PUNCT
cana-3313	52	17	anonymity	anonymity	NOUN
cana-3313	52	18	,	,	PUNCT
cana-3313	52	19	and	and	CCONJ
cana-3313	52	20	privacy	privacy	NOUN
cana-3313	52	21	.	.	PUNCT
cana-3313	53	1	supply	supply	NOUN
cana-3313	53	2	chains	chain	NOUN
cana-3313	53	3	utilizing	utilize	VERB
cana-3313	53	4	blockchain	blockchain	PROPN
cana-3313	53	5	are	be	AUX
cana-3313	53	6	always	always	ADV
cana-3313	53	7	susceptible	susceptible	ADJ
cana-3313	53	8	to	to	ADP
cana-3313	53	9	many	many	ADJ
cana-3313	53	10	forms	form	NOUN
cana-3313	53	11	of	of	ADP
cana-3313	53	12	attacks	attack	NOUN
cana-3313	53	13	including	include	VERB
cana-3313	53	14	tag	tag	NOUN
cana-3313	53	15	cloning	cloning	NOUN
cana-3313	53	16	,	,	PUNCT
cana-3313	53	17	key	key	ADJ
cana-3313	53	18	leakage	leakage	NOUN
cana-3313	53	19	,	,	PUNCT
cana-3313	53	20	eavesdropping	eavesdropping	NOUN
cana-3313	53	21	,	,	PUNCT
cana-3313	53	22	and	and	CCONJ
cana-3313	53	23	block	block	VERB
cana-3313	53	24	withholding	withholding	NOUN
cana-3313	53	25	attacks	attack	NOUN
cana-3313	53	26	[	[	X
cana-3313	53	27	8][9	8][9	NOUN
cana-3313	53	28	]	]	X
cana-3313	53	29	.	.	PUNCT
cana-3313	54	1	despite	despite	SCONJ
cana-3313	54	2	the	the	DET
cana-3313	54	3	availability	availability	NOUN
cana-3313	54	4	of	of	ADP
cana-3313	54	5	many	many	ADJ
cana-3313	54	6	countermeasures	countermeasure	NOUN
cana-3313	54	7	,	,	PUNCT
cana-3313	54	8	assaults	assault	NOUN
cana-3313	54	9	and	and	CCONJ
cana-3313	54	10	attackers	attacker	NOUN
cana-3313	54	11	remain	remain	VERB
cana-3313	54	12	active	active	ADJ
cana-3313	54	13	in	in	ADP
cana-3313	54	14	disrupting	disrupt	VERB
cana-3313	54	15	the	the	DET
cana-3313	54	16	blockchain	blockchain	NOUN
cana-3313	54	17	process	process	NOUN
cana-3313	54	18	for	for	ADP
cana-3313	54	19	their	their	PRON
cana-3313	54	20	personal	personal	ADJ
cana-3313	54	21	profit	profit	NOUN
cana-3313	54	22	.	.	PUNCT
cana-3313	55	1	these	these	DET
cana-3313	55	2	conditions	condition	NOUN
cana-3313	55	3	delineate	delineate	VERB
cana-3313	55	4	a	a	DET
cana-3313	55	5	gap	gap	NOUN
cana-3313	55	6	that	that	PRON
cana-3313	55	7	necessitates	necessitate	VERB
cana-3313	55	8	a	a	DET
cana-3313	55	9	framework	framework	NOUN
cana-3313	55	10	to	to	PART
cana-3313	55	11	address	address	VERB
cana-3313	55	12	all	all	DET
cana-3313	55	13	forms	form	NOUN
cana-3313	55	14	of	of	ADP
cana-3313	55	15	current	current	ADJ
cana-3313	55	16	and	and	CCONJ
cana-3313	55	17	future	future	ADJ
cana-3313	55	18	threats	threat	NOUN
cana-3313	55	19	.	.	PUNCT
cana-3313	56	1	figure	figure	NOUN
cana-3313	56	2	2	2	NUM
cana-3313	56	3	:	:	PUNCT
cana-3313	56	4	blockchain	blockchain	PROPN
cana-3313	56	5	based	base	VERB
cana-3313	56	6	scm	scm	PROPN
cana-3313	56	7	architecture	architecture	NOUN
cana-3313	56	8	[	[	X
cana-3313	56	9	10	10	NUM
cana-3313	56	10	]	]	X
cana-3313	56	11	it	it	PRON
cana-3313	56	12	is	be	AUX
cana-3313	56	13	crucial	crucial	ADJ
cana-3313	56	14	to	to	ADP
cana-3313	56	15	priorities	priority	NOUN
cana-3313	56	16	strategies	strategy	NOUN
cana-3313	56	17	for	for	ADP
cana-3313	56	18	effectively	effectively	ADV
cana-3313	56	19	responding	respond	VERB
cana-3313	56	20	to	to	ADP
cana-3313	56	21	attacks	attack	NOUN
cana-3313	56	22	and	and	CCONJ
cana-3313	56	23	confronting	confront	VERB
cana-3313	56	24	assailants	assailant	NOUN
cana-3313	56	25	.	.	PUNCT
cana-3313	57	1	in	in	ADP
cana-3313	57	2	accordance	accordance	NOUN
cana-3313	57	3	with	with	ADP
cana-3313	57	4	the	the	DET
cana-3313	57	5	aforementioned	aforementioned	ADJ
cana-3313	57	6	,	,	PUNCT
cana-3313	57	7	it	it	PRON
cana-3313	57	8	became	become	VERB
cana-3313	57	9	essential	essential	ADJ
cana-3313	57	10	to	to	PART
cana-3313	57	11	create	create	VERB
cana-3313	57	12	appropriate	appropriate	ADJ
cana-3313	57	13	modules	module	NOUN
cana-3313	57	14	to	to	PART
cana-3313	57	15	maintain	maintain	VERB
cana-3313	57	16	blockchain	blockchain	PROPN
cana-3313	57	17	as	as	ADP
cana-3313	57	18	a	a	DET
cana-3313	57	19	safe	safe	ADJ
cana-3313	57	20	technology	technology	NOUN
cana-3313	57	21	,	,	PUNCT
cana-3313	57	22	impervious	impervious	ADJ
cana-3313	57	23	to	to	ADP
cana-3313	57	24	manipulation	manipulation	NOUN
cana-3313	57	25	or	or	CCONJ
cana-3313	57	26	disruption	disruption	NOUN
cana-3313	57	27	of	of	ADP
cana-3313	57	28	the	the	DET
cana-3313	57	29	actual	actual	ADJ
cana-3313	57	30	process	process	NOUN
cana-3313	57	31	flow	flow	NOUN
cana-3313	57	32	[	[	X
cana-3313	57	33	11	11	NUM
cana-3313	57	34	]	]	PUNCT
cana-3313	57	35	.	.	PUNCT
cana-3313	58	1	due	due	ADP
cana-3313	58	2	to	to	ADP
cana-3313	58	3	the	the	DET
cana-3313	58	4	rise	rise	NOUN
cana-3313	58	5	of	of	ADP
cana-3313	58	6	unethical	unethical	ADJ
cana-3313	58	7	practices	practice	NOUN
cana-3313	58	8	in	in	ADP
cana-3313	58	9	the	the	DET
cana-3313	58	10	supply	supply	NOUN
cana-3313	58	11	chain	chain	NOUN
cana-3313	58	12	,	,	PUNCT
cana-3313	58	13	such	such	ADJ
cana-3313	58	14	as	as	ADP
cana-3313	58	15	counterfeit	counterfeit	ADJ
cana-3313	58	16	goods	good	NOUN
cana-3313	58	17	,	,	PUNCT
cana-3313	58	18	misleading	mislead	VERB
cana-3313	58	19	product	product	NOUN
cana-3313	58	20	labelling	labelling	NOUN
cana-3313	58	21	,	,	PUNCT
cana-3313	58	22	inappropriate	inappropriate	ADJ
cana-3313	58	23	components	component	NOUN
cana-3313	58	24	and	and	CCONJ
cana-3313	58	25	materials	material	NOUN
cana-3313	58	26	,	,	PUNCT
cana-3313	58	27	and	and	CCONJ
cana-3313	58	28	trademark	trademark	NOUN
cana-3313	58	29	infringement	infringement	NOUN
cana-3313	58	30	,	,	PUNCT
cana-3313	58	31	the	the	DET
cana-3313	58	32	origin	origin	NOUN
cana-3313	58	33	of	of	ADP
cana-3313	58	34	these	these	DET
cana-3313	58	35	issues	issue	NOUN
cana-3313	58	36	remains	remain	VERB
cana-3313	58	37	undetectable	undetectable	ADJ
cana-3313	58	38	with	with	ADP
cana-3313	58	39	current	current	ADJ
cana-3313	58	40	centralized	centralized	ADJ
cana-3313	58	41	anti	anti	ADJ
cana-3313	58	42	-	-	ADJ
cana-3313	58	43	counterfeit	counterfeit	ADJ
cana-3313	58	44	solutions	solution	NOUN
cana-3313	58	45	.	.	PUNCT
cana-3313	59	1	moreover	moreover	ADV
cana-3313	59	2	,	,	PUNCT
cana-3313	59	3	the	the	DET
cana-3313	59	4	proposed	propose	VERB
cana-3313	59	5	modules	module	NOUN
cana-3313	59	6	may	may	AUX
cana-3313	59	7	instill	instill	VERB
cana-3313	59	8	genuine	genuine	ADJ
cana-3313	59	9	confidence	confidence	NOUN
cana-3313	59	10	in	in	ADP
cana-3313	59	11	the	the	DET
cana-3313	59	12	blockchain	blockchain	PROPN
cana-3313	59	13	process	process	NOUN
cana-3313	59	14	among	among	ADP
cana-3313	59	15	participants	participant	NOUN
cana-3313	59	16	and	and	CCONJ
cana-3313	59	17	further	far	ADV
cana-3313	59	18	entice	entice	VERB
cana-3313	59	19	new	new	ADJ
cana-3313	59	20	individuals	individual	NOUN
cana-3313	59	21	to	to	PART
cana-3313	59	22	join	join	VERB
cana-3313	59	23	by	by	ADP
cana-3313	59	24	mitigating	mitigate	VERB
cana-3313	59	25	concerns	concern	NOUN
cana-3313	59	26	over	over	ADP
cana-3313	59	27	potential	potential	ADJ
cana-3313	59	28	assaults	assault	NOUN
cana-3313	59	29	.	.	PUNCT
cana-3313	60	1	the	the	DET
cana-3313	60	2	advantages	advantage	NOUN
cana-3313	60	3	communications	communication	NOUN
cana-3313	60	4	on	on	ADP
cana-3313	60	5	applied	apply	VERB
cana-3313	60	6	nonlinear	nonlinear	ADJ
cana-3313	60	7	analysis	analysis	NOUN
cana-3313	60	8	issn	issn	NOUN
cana-3313	60	9	:	:	PUNCT
cana-3313	60	10	1074	1074	NUM
cana-3313	60	11	-	-	PUNCT
cana-3313	60	12	133x	133x	NUM
cana-3313	60	13	vol	vol	NOUN
cana-3313	60	14	32	32	NUM
cana-3313	60	15	no	no	NOUN
cana-3313	60	16	.	.	PUNCT
cana-3313	61	1	6s	6s	NUM
cana-3313	61	2	(	(	PUNCT
cana-3313	61	3	2025	2025	NUM
cana-3313	61	4	)	)	PUNCT
cana-3313	61	5	500	500	NUM
cana-3313	61	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	61	7	derived	derive	VERB
cana-3313	61	8	from	from	ADP
cana-3313	61	9	a	a	DET
cana-3313	61	10	secure	secure	ADJ
cana-3313	61	11	blockchain	blockchain	NOUN
cana-3313	61	12	entice	entice	VERB
cana-3313	61	13	additional	additional	ADJ
cana-3313	61	14	parties	party	NOUN
cana-3313	61	15	and	and	CCONJ
cana-3313	61	16	may	may	AUX
cana-3313	61	17	facilitate	facilitate	VERB
cana-3313	61	18	its	its	PRON
cana-3313	61	19	advancement	advancement	NOUN
cana-3313	61	20	and	and	CCONJ
cana-3313	61	21	broader	broad	ADJ
cana-3313	61	22	use	use	NOUN
cana-3313	61	23	.	.	PUNCT
cana-3313	62	1	1.4	1.4	NUM
cana-3313	62	2	machine	machine	NOUN
cana-3313	62	3	learning	learn	VERB
cana-3313	62	4	techniques	technique	NOUN
cana-3313	62	5	organizations	organization	NOUN
cana-3313	62	6	possess	possess	VERB
cana-3313	62	7	substantial	substantial	ADJ
cana-3313	62	8	amounts	amount	NOUN
cana-3313	62	9	of	of	ADP
cana-3313	62	10	organized	organized	ADJ
cana-3313	62	11	and	and	CCONJ
cana-3313	62	12	unstructured	unstructured	ADJ
cana-3313	62	13	data	datum	NOUN
cana-3313	62	14	;	;	PUNCT
cana-3313	62	15	yet	yet	CCONJ
cana-3313	62	16	improper	improper	ADJ
cana-3313	62	17	management	management	NOUN
cana-3313	62	18	may	may	AUX
cana-3313	62	19	diminish	diminish	VERB
cana-3313	62	20	the	the	DET
cana-3313	62	21	advantages	advantage	NOUN
cana-3313	62	22	.	.	PUNCT
cana-3313	63	1	data	datum	NOUN
cana-3313	63	2	mining	mining	NOUN
cana-3313	63	3	facilitates	facilitate	VERB
cana-3313	63	4	the	the	DET
cana-3313	63	5	identification	identification	NOUN
cana-3313	63	6	of	of	ADP
cana-3313	63	7	patterns	pattern	NOUN
cana-3313	63	8	and	and	CCONJ
cana-3313	63	9	trends	trend	NOUN
cana-3313	63	10	that	that	PRON
cana-3313	63	11	might	might	AUX
cana-3313	63	12	benefit	benefit	VERB
cana-3313	63	13	the	the	DET
cana-3313	63	14	organization	organization	NOUN
cana-3313	63	15	[	[	X
cana-3313	63	16	12	12	NUM
cana-3313	63	17	]	]	PUNCT
cana-3313	63	18	.	.	PUNCT
cana-3313	64	1	a	a	DET
cana-3313	64	2	variety	variety	NOUN
cana-3313	64	3	of	of	ADP
cana-3313	64	4	strategies	strategy	NOUN
cana-3313	64	5	can	can	AUX
cana-3313	64	6	be	be	AUX
cana-3313	64	7	employed	employ	VERB
cana-3313	64	8	to	to	PART
cana-3313	64	9	transform	transform	VERB
cana-3313	64	10	raw	raw	ADJ
cana-3313	64	11	data	datum	NOUN
cana-3313	64	12	into	into	ADP
cana-3313	64	13	valuable	valuable	ADJ
cana-3313	64	14	information	information	NOUN
cana-3313	64	15	.	.	PUNCT
cana-3313	65	1	this	this	PRON
cana-3313	65	2	encompasses	encompass	VERB
cana-3313	65	3	both	both	CCONJ
cana-3313	65	4	sophisticated	sophisticated	ADJ
cana-3313	65	5	artificial	artificial	ADJ
cana-3313	65	6	intelligence	intelligence	NOUN
cana-3313	65	7	[	[	X
cana-3313	65	8	13	13	NUM
cana-3313	65	9	]	]	PUNCT
cana-3313	65	10	and	and	CCONJ
cana-3313	65	11	essential	essential	ADJ
cana-3313	65	12	data	datum	NOUN
cana-3313	65	13	strategy	strategy	NOUN
cana-3313	65	14	,	,	PUNCT
cana-3313	65	15	which	which	PRON
cana-3313	65	16	are	be	AUX
cana-3313	65	17	vital	vital	ADJ
cana-3313	65	18	for	for	ADP
cana-3313	65	19	maximizing	maximize	VERB
cana-3313	65	20	the	the	DET
cana-3313	65	21	value	value	NOUN
cana-3313	65	22	of	of	ADP
cana-3313	65	23	data	datum	NOUN
cana-3313	65	24	investments	investment	NOUN
cana-3313	65	25	.	.	PUNCT
cana-3313	66	1	the	the	DET
cana-3313	66	2	use	use	NOUN
cana-3313	66	3	of	of	ADP
cana-3313	66	4	machine	machine	NOUN
cana-3313	66	5	learning	learning	NOUN
cana-3313	66	6	is	be	AUX
cana-3313	66	7	a	a	DET
cana-3313	66	8	fundamental	fundamental	ADJ
cana-3313	66	9	component	component	NOUN
cana-3313	66	10	in	in	ADP
cana-3313	66	11	the	the	DET
cana-3313	66	12	constantly	constantly	ADV
cana-3313	66	13	changing	change	VERB
cana-3313	66	14	discipline	discipline	NOUN
cana-3313	66	15	of	of	ADP
cana-3313	66	16	data	datum	NOUN
cana-3313	66	17	science	science	NOUN
cana-3313	66	18	.	.	PUNCT
cana-3313	67	1	in	in	ADP
cana-3313	67	2	data	data	NOUN
cana-3313	67	3	extraction	extraction	NOUN
cana-3313	67	4	endeavors	endeavor	NOUN
cana-3313	67	5	,	,	PUNCT
cana-3313	67	6	algorithms	algorithm	NOUN
cana-3313	67	7	are	be	AUX
cana-3313	67	8	instructed	instruct	VERB
cana-3313	67	9	using	use	VERB
cana-3313	67	10	statistical	statistical	ADJ
cana-3313	67	11	methodologies	methodology	NOUN
cana-3313	67	12	to	to	PART
cana-3313	67	13	provide	provide	VERB
cana-3313	67	14	predictions	prediction	NOUN
cana-3313	67	15	or	or	CCONJ
cana-3313	67	16	categories	category	NOUN
cana-3313	67	17	and	and	CCONJ
cana-3313	67	18	to	to	PART
cana-3313	67	19	reveal	reveal	VERB
cana-3313	67	20	valuable	valuable	ADJ
cana-3313	67	21	insights	insight	NOUN
cana-3313	67	22	.	.	PUNCT
cana-3313	68	1	these	these	DET
cana-3313	68	2	insights	insight	NOUN
cana-3313	68	3	subsequently	subsequently	ADV
cana-3313	68	4	impact	impact	VERB
cana-3313	68	5	the	the	DET
cana-3313	68	6	decision	decision	NOUN
cana-3313	68	7	-	-	PUNCT
cana-3313	68	8	making	making	NOUN
cana-3313	68	9	of	of	ADP
cana-3313	68	10	apps	app	NOUN
cana-3313	68	11	and	and	CCONJ
cana-3313	68	12	companies	company	NOUN
cana-3313	68	13	.	.	PUNCT
cana-3313	69	1	,	,	PUNCT
cana-3313	69	2	ideally	ideally	ADV
cana-3313	69	3	impacting	impact	VERB
cana-3313	69	4	essential	essential	ADJ
cana-3313	69	5	growth	growth	NOUN
cana-3313	69	6	kpis	kpis	PROPN
cana-3313	69	7	.	.	PUNCT
cana-3313	70	1	with	with	ADP
cana-3313	70	2	the	the	DET
cana-3313	70	3	proliferation	proliferation	NOUN
cana-3313	70	4	of	of	ADP
cana-3313	70	5	big	big	ADJ
cana-3313	70	6	data	datum	NOUN
cana-3313	70	7	,	,	PUNCT
cana-3313	70	8	the	the	DET
cana-3313	70	9	need	need	NOUN
cana-3313	70	10	for	for	ADP
cana-3313	70	11	data	datum	NOUN
cana-3313	70	12	scientists	scientist	NOUN
cana-3313	70	13	will	will	AUX
cana-3313	70	14	increase	increase	VERB
cana-3313	70	15	.	.	PUNCT
cana-3313	71	1	they	they	PRON
cana-3313	71	2	will	will	AUX
cana-3313	71	3	be	be	AUX
cana-3313	71	4	tasked	task	VERB
cana-3313	71	5	with	with	ADP
cana-3313	71	6	assisting	assisting	NOUN
cana-3313	71	7	in	in	ADP
cana-3313	71	8	the	the	DET
cana-3313	71	9	selection	selection	NOUN
cana-3313	71	10	of	of	ADP
cana-3313	71	11	the	the	DET
cana-3313	71	12	most	most	ADV
cana-3313	71	13	relevant	relevant	ADJ
cana-3313	71	14	business	business	NOUN
cana-3313	71	15	queries	query	NOUN
cana-3313	71	16	and	and	CCONJ
cana-3313	71	17	the	the	DET
cana-3313	71	18	corresponding	corresponding	ADJ
cana-3313	71	19	data	datum	NOUN
cana-3313	71	20	[	[	X
cana-3313	71	21	14	14	NUM
cana-3313	71	22	]	]	PUNCT
cana-3313	71	23	.	.	PUNCT
cana-3313	72	1	data	datum	NOUN
cana-3313	72	2	serves	serve	VERB
cana-3313	72	3	as	as	ADP
cana-3313	72	4	the	the	DET
cana-3313	72	5	catalyst	catalyst	NOUN
cana-3313	72	6	that	that	PRON
cana-3313	72	7	drives	drive	VERB
cana-3313	72	8	an	an	DET
cana-3313	72	9	organisation	organisation	NOUN
cana-3313	72	10	.	.	PUNCT
cana-3313	73	1	through	through	ADP
cana-3313	73	2	data	data	NOUN
cana-3313	73	3	-	-	PUNCT
cana-3313	73	4	driven	drive	VERB
cana-3313	73	5	analytics	analytic	NOUN
cana-3313	73	6	,	,	PUNCT
cana-3313	73	7	a	a	DET
cana-3313	73	8	corporation	corporation	NOUN
cana-3313	73	9	may	may	AUX
cana-3313	73	10	ascertain	ascertain	VERB
cana-3313	73	11	if	if	SCONJ
cana-3313	73	12	it	it	PRON
cana-3313	73	13	is	be	AUX
cana-3313	73	14	maintaining	maintain	VERB
cana-3313	73	15	competitiveness	competitiveness	NOUN
cana-3313	73	16	or	or	CCONJ
cana-3313	73	17	lagging	lagging	NOUN
cana-3313	73	18	.	.	PUNCT
cana-3313	74	1	machine	machine	NOUN
cana-3313	74	2	learning	learning	NOUN
cana-3313	74	3	is	be	AUX
cana-3313	74	4	essential	essential	ADJ
cana-3313	74	5	for	for	ADP
cana-3313	74	6	realising	realise	VERB
cana-3313	74	7	the	the	DET
cana-3313	74	8	true	true	ADJ
cana-3313	74	9	value	value	NOUN
cana-3313	74	10	of	of	ADP
cana-3313	74	11	corporate	corporate	ADJ
cana-3313	74	12	and	and	CCONJ
cana-3313	74	13	consumer	consumer	NOUN
cana-3313	74	14	data	datum	NOUN
cana-3313	74	15	and	and	CCONJ
cana-3313	74	16	facilitating	facilitate	VERB
cana-3313	74	17	optimal	optimal	ADJ
cana-3313	74	18	decision	decision	NOUN
cana-3313	74	19	-	-	PUNCT
cana-3313	74	20	making	making	NOUN
cana-3313	74	21	.	.	PUNCT
cana-3313	75	1	machine	machine	NOUN
cana-3313	75	2	learning	learning	NOUN
cana-3313	75	3	encompasses	encompass	VERB
cana-3313	75	4	several	several	ADJ
cana-3313	75	5	sorts	sort	NOUN
cana-3313	75	6	of	of	ADP
cana-3313	75	7	models	model	NOUN
cana-3313	75	8	that	that	PRON
cana-3313	75	9	utilise	utilise	VERB
cana-3313	75	10	distinct	distinct	ADJ
cana-3313	75	11	algorithmic	algorithmic	ADJ
cana-3313	75	12	techniques	technique	NOUN
cana-3313	75	13	.	.	PUNCT
cana-3313	76	1	one	one	NUM
cana-3313	76	2	of	of	ADP
cana-3313	76	3	the	the	DET
cana-3313	76	4	following	follow	VERB
cana-3313	76	5	four	four	NUM
cana-3313	76	6	learning	learning	NOUN
cana-3313	76	7	models	model	NOUN
cana-3313	76	8	may	may	AUX
cana-3313	76	9	be	be	AUX
cana-3313	76	10	utilised	utilise	VERB
cana-3313	76	11	:	:	PUNCT
cana-3313	76	12	supervised	supervised	ADJ
cana-3313	76	13	,	,	PUNCT
cana-3313	76	14	unsupervised	unsupervised	ADJ
cana-3313	76	15	,	,	PUNCT
cana-3313	76	16	semi	semi	ADJ
cana-3313	76	17	-	-	ADJ
cana-3313	76	18	supervised	supervised	ADJ
cana-3313	76	19	,	,	PUNCT
cana-3313	76	20	or	or	CCONJ
cana-3313	76	21	reinforced	reinforce	VERB
cana-3313	76	22	[	[	PUNCT
cana-3313	76	23	15	15	NUM
cana-3313	76	24	]	]	PUNCT
cana-3313	76	25	.	.	PUNCT
cana-3313	77	1	each	each	DET
cana-3313	77	2	model	model	NOUN
cana-3313	77	3	may	may	AUX
cana-3313	77	4	incorporate	incorporate	VERB
cana-3313	77	5	one	one	NUM
cana-3313	77	6	or	or	CCONJ
cana-3313	77	7	more	more	ADV
cana-3313	77	8	algorithmic	algorithmic	ADJ
cana-3313	77	9	procedures	procedure	NOUN
cana-3313	77	10	,	,	PUNCT
cana-3313	77	11	contingent	contingent	ADJ
cana-3313	77	12	upon	upon	SCONJ
cana-3313	77	13	the	the	DET
cana-3313	77	14	used	use	VERB
cana-3313	77	15	data	data	NOUN
cana-3313	77	16	sets	set	NOUN
cana-3313	77	17	and	and	CCONJ
cana-3313	77	18	the	the	DET
cana-3313	77	19	intended	intend	VERB
cana-3313	77	20	results	result	NOUN
cana-3313	77	21	.	.	PUNCT
cana-3313	78	1	the	the	DET
cana-3313	78	2	primary	primary	ADJ
cana-3313	78	3	objective	objective	NOUN
cana-3313	78	4	of	of	ADP
cana-3313	78	5	machine	machine	NOUN
cana-3313	78	6	learning	learn	VERB
cana-3313	78	7	algorithms	algorithm	NOUN
cana-3313	78	8	is	be	AUX
cana-3313	78	9	to	to	PART
cana-3313	78	10	categorise	categorise	VERB
cana-3313	78	11	things	thing	NOUN
cana-3313	78	12	,	,	PUNCT
cana-3313	78	13	discern	discern	ADJ
cana-3313	78	14	patterns	pattern	NOUN
cana-3313	78	15	,	,	PUNCT
cana-3313	78	16	predict	predict	VERB
cana-3313	78	17	outcomes	outcome	NOUN
cana-3313	78	18	,	,	PUNCT
cana-3313	78	19	and	and	CCONJ
cana-3313	78	20	provide	provide	VERB
cana-3313	78	21	educated	educate	VERB
cana-3313	78	22	decisions	decision	NOUN
cana-3313	78	23	.	.	PUNCT
cana-3313	79	1	in	in	ADP
cana-3313	79	2	the	the	DET
cana-3313	79	3	context	context	NOUN
cana-3313	79	4	of	of	ADP
cana-3313	79	5	complex	complex	ADJ
cana-3313	79	6	and	and	CCONJ
cana-3313	79	7	unforeseen	unforeseen	ADJ
cana-3313	79	8	data	datum	NOUN
cana-3313	79	9	,	,	PUNCT
cana-3313	79	10	algorithms	algorithm	NOUN
cana-3313	79	11	may	may	AUX
cana-3313	79	12	be	be	AUX
cana-3313	79	13	employed	employ	VERB
cana-3313	79	14	individually	individually	ADV
cana-3313	79	15	or	or	CCONJ
cana-3313	79	16	collectively	collectively	ADV
cana-3313	79	17	to	to	PART
cana-3313	79	18	achieve	achieve	VERB
cana-3313	79	19	optimal	optimal	ADJ
cana-3313	79	20	accuracy	accuracy	NOUN
cana-3313	79	21	.	.	PUNCT
cana-3313	80	1	1.5	1.5	NUM
cana-3313	80	2	challenges	challenge	NOUN
cana-3313	80	3	of	of	ADP
cana-3313	80	4	machine	machine	NOUN
cana-3313	80	5	learning	learn	VERB
cana-3313	80	6	the	the	DET
cana-3313	80	7	subsequent	subsequent	ADJ
cana-3313	80	8	are	be	AUX
cana-3313	80	9	notable	notable	ADJ
cana-3313	80	10	issues	issue	NOUN
cana-3313	80	11	associated	associate	VERB
cana-3313	80	12	with	with	ADP
cana-3313	80	13	machine	machine	NOUN
cana-3313	80	14	learning	learn	VERB
cana-3313	80	15	[	[	X
cana-3313	80	16	16][25][26	16][25][26	NUM
cana-3313	80	17	]	]	SYM
cana-3313	80	18	:	:	PUNCT
cana-3313	80	19	•	•	NUM
cana-3313	80	20	substandard	substandard	ADJ
cana-3313	80	21	data	datum	NOUN
cana-3313	80	22	quality	quality	NOUN
cana-3313	80	23	:	:	PUNCT
cana-3313	80	24	developers	developer	NOUN
cana-3313	80	25	have	have	VERB
cana-3313	80	26	difficulties	difficulty	NOUN
cana-3313	80	27	in	in	ADP
cana-3313	80	28	obtaining	obtain	VERB
cana-3313	80	29	quality	quality	NOUN
cana-3313	80	30	data	datum	NOUN
cana-3313	80	31	while	while	SCONJ
cana-3313	80	32	always	always	ADV
cana-3313	80	33	striving	strive	VERB
cana-3313	80	34	to	to	PART
cana-3313	80	35	enhance	enhance	VERB
cana-3313	80	36	machine	machine	NOUN
cana-3313	80	37	learning	learning	NOUN
cana-3313	80	38	algorithms	algorithm	NOUN
cana-3313	80	39	.	.	PUNCT
cana-3313	81	1	the	the	DET
cana-3313	81	2	difficulty	difficulty	NOUN
cana-3313	81	3	of	of	ADP
cana-3313	81	4	data	datum	NOUN
cana-3313	81	5	quality	quality	NOUN
cana-3313	81	6	is	be	AUX
cana-3313	81	7	complex	complex	ADJ
cana-3313	81	8	due	due	ADP
cana-3313	81	9	to	to	ADP
cana-3313	81	10	its	its	PRON
cana-3313	81	11	diversity	diversity	NOUN
cana-3313	81	12	,	,	PUNCT
cana-3313	81	13	speed	speed	NOUN
cana-3313	81	14	,	,	PUNCT
cana-3313	81	15	and	and	CCONJ
cana-3313	81	16	magnitude	magnitude	NOUN
cana-3313	81	17	.	.	PUNCT
cana-3313	82	1	diverse	diverse	ADJ
cana-3313	82	2	sources	source	NOUN
cana-3313	82	3	and	and	CCONJ
cana-3313	82	4	categories	category	NOUN
cana-3313	82	5	of	of	ADP
cana-3313	82	6	data	datum	NOUN
cana-3313	82	7	require	require	VERB
cana-3313	82	8	distinct	distinct	ADJ
cana-3313	82	9	methodologies	methodology	NOUN
cana-3313	82	10	.	.	PUNCT
cana-3313	83	1	machine	machine	NOUN
cana-3313	83	2	learning	learning	NOUN
cana-3313	83	3	may	may	AUX
cana-3313	83	4	assist	assist	VERB
cana-3313	83	5	with	with	ADP
cana-3313	83	6	particular	particular	ADJ
cana-3313	83	7	aspects	aspect	NOUN
cana-3313	83	8	of	of	ADP
cana-3313	83	9	data	datum	NOUN
cana-3313	83	10	quality	quality	NOUN
cana-3313	83	11	like	like	ADP
cana-3313	83	12	addressing	address	VERB
cana-3313	83	13	data	datum	NOUN
cana-3313	83	14	gaps	gap	NOUN
cana-3313	83	15	,	,	PUNCT
cana-3313	83	16	detecting	detect	VERB
cana-3313	83	17	abnormalities	abnormality	NOUN
cana-3313	83	18	,	,	PUNCT
cana-3313	83	19	finding	find	VERB
cana-3313	83	20	and	and	CCONJ
cana-3313	83	21	eliminating	eliminate	VERB
cana-3313	83	22	duplicates	duplicate	NOUN
cana-3313	83	23	,	,	PUNCT
cana-3313	83	24	and	and	CCONJ
cana-3313	83	25	verifying	verify	VERB
cana-3313	83	26	data	datum	NOUN
cana-3313	83	27	.	.	PUNCT
cana-3313	84	1	•	•	NUM
cana-3313	84	2	insufficient	insufficient	ADJ
cana-3313	84	3	skilled	skilled	ADJ
cana-3313	84	4	personnel	personnel	NOUN
cana-3313	84	5	:	:	PUNCT
cana-3313	84	6	oversight	oversight	NOUN
cana-3313	84	7	of	of	ADP
cana-3313	84	8	the	the	DET
cana-3313	84	9	machine	machine	NOUN
cana-3313	84	10	learning	learning	NOUN
cana-3313	84	11	process	process	NOUN
cana-3313	84	12	,	,	PUNCT
cana-3313	84	13	encompassing	encompass	VERB
cana-3313	84	14	coding	coding	NOUN
cana-3313	84	15	and	and	CCONJ
cana-3313	84	16	maintenance	maintenance	NOUN
cana-3313	84	17	,	,	PUNCT
cana-3313	84	18	is	be	AUX
cana-3313	84	19	conducted	conduct	VERB
cana-3313	84	20	by	by	ADP
cana-3313	84	21	machine	machine	NOUN
cana-3313	84	22	learning	learn	VERB
cana-3313	84	23	specialists	specialist	NOUN
cana-3313	84	24	.	.	PUNCT
cana-3313	85	1	the	the	DET
cana-3313	85	2	sector	sector	NOUN
cana-3313	85	3	is	be	AUX
cana-3313	85	4	nascent	nascent	ADJ
cana-3313	85	5	,	,	PUNCT
cana-3313	85	6	making	make	VERB
cana-3313	85	7	it	it	PRON
cana-3313	85	8	challenging	challenging	ADJ
cana-3313	85	9	to	to	PART
cana-3313	85	10	find	find	VERB
cana-3313	85	11	experienced	experienced	ADJ
cana-3313	85	12	personnel	personnel	NOUN
cana-3313	85	13	.	.	PUNCT
cana-3313	86	1	consequently	consequently	ADV
cana-3313	86	2	,	,	PUNCT
cana-3313	86	3	there	there	PRON
cana-3313	86	4	is	be	VERB
cana-3313	86	5	a	a	DET
cana-3313	86	6	deficiency	deficiency	NOUN
cana-3313	86	7	of	of	ADP
cana-3313	86	8	proficient	proficient	ADJ
cana-3313	86	9	representatives	representative	NOUN
cana-3313	86	10	to	to	PART
cana-3313	86	11	formulate	formulate	VERB
cana-3313	86	12	and	and	CCONJ
cana-3313	86	13	oversee	oversee	VERB
cana-3313	86	14	scientific	scientific	ADJ
cana-3313	86	15	components	component	NOUN
cana-3313	86	16	for	for	ADP
cana-3313	86	17	machine	machine	NOUN
cana-3313	86	18	learning	learning	NOUN
cana-3313	86	19	(	(	PUNCT
cana-3313	86	20	moraffah	moraffah	NOUN
cana-3313	86	21	r	r	NOUN
cana-3313	86	22	et	et	NOUN
cana-3313	86	23	al	al	PROPN
cana-3313	86	24	.	.	PROPN
cana-3313	86	25	,	,	PUNCT
cana-3313	86	26	2020	2020	NUM
cana-3313	86	27	;	;	PUNCT
cana-3313	86	28	tran	tran	PROPN
cana-3313	86	29	s.	s.	PROPN
cana-3313	86	30	et	et	PROPN
cana-3313	86	31	al	al	PROPN
cana-3313	86	32	.	.	PROPN
cana-3313	86	33	,	,	PUNCT
cana-3313	86	34	2021	2021	NUM
cana-3313	86	35	)	)	PUNCT
cana-3313	86	36	.	.	PUNCT
cana-3313	87	1	•	•	NUM
cana-3313	87	2	inadequate	inadequate	ADJ
cana-3313	87	3	comprehension	comprehension	NOUN
cana-3313	87	4	of	of	ADP
cana-3313	87	5	the	the	DET
cana-3313	87	6	issue	issue	NOUN
cana-3313	87	7	:	:	PUNCT
cana-3313	87	8	in	in	ADP
cana-3313	87	9	the	the	DET
cana-3313	87	10	contemporary	contemporary	ADJ
cana-3313	87	11	landscape	landscape	NOUN
cana-3313	87	12	of	of	ADP
cana-3313	87	13	machine	machine	NOUN
cana-3313	87	14	learning	learning	NOUN
cana-3313	87	15	,	,	PUNCT
cana-3313	87	16	distinguishing	distinguish	VERB
cana-3313	87	17	reality	reality	NOUN
cana-3313	87	18	from	from	ADP
cana-3313	87	19	fiction	fiction	NOUN
cana-3313	87	20	is	be	AUX
cana-3313	87	21	getting	get	VERB
cana-3313	87	22	ever	ever	ADV
cana-3313	87	23	more	more	ADV
cana-3313	87	24	difficult	difficult	ADJ
cana-3313	87	25	.	.	PUNCT
cana-3313	88	1	daily	daily	ADJ
cana-3313	88	2	manual	manual	ADJ
cana-3313	88	3	procedures	procedure	NOUN
cana-3313	88	4	with	with	ADP
cana-3313	88	5	consistent	consistent	ADJ
cana-3313	88	6	output	output	NOUN
cana-3313	88	7	are	be	AUX
cana-3313	88	8	the	the	DET
cana-3313	88	9	simplest	simple	ADJ
cana-3313	88	10	to	to	PART
cana-3313	88	11	automate	automate	VERB
cana-3313	88	12	.	.	PUNCT
cana-3313	89	1	prior	prior	ADV
cana-3313	89	2	to	to	ADP
cana-3313	89	3	automating	automate	VERB
cana-3313	89	4	complex	complex	ADJ
cana-3313	89	5	operations	operation	NOUN
cana-3313	89	6	,	,	PUNCT
cana-3313	89	7	they	they	PRON
cana-3313	89	8	must	must	AUX
cana-3313	89	9	communications	communication	NOUN
cana-3313	89	10	on	on	ADP
cana-3313	89	11	applied	apply	VERB
cana-3313	89	12	nonlinear	nonlinear	ADJ
cana-3313	89	13	analysis	analysis	NOUN
cana-3313	89	14	issn	issn	NOUN
cana-3313	89	15	:	:	PUNCT
cana-3313	89	16	1074	1074	NUM
cana-3313	89	17	-	-	PUNCT
cana-3313	89	18	133x	133x	NUM
cana-3313	89	19	vol	vol	NOUN
cana-3313	89	20	32	32	NUM
cana-3313	89	21	no	no	NOUN
cana-3313	89	22	.	.	PUNCT
cana-3313	90	1	6s	6s	NUM
cana-3313	90	2	(	(	PUNCT
cana-3313	90	3	2025	2025	NUM
cana-3313	90	4	)	)	PUNCT
cana-3313	90	5	501	501	NUM
cana-3313	90	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	90	7	undergo	undergo	VERB
cana-3313	90	8	meticulous	meticulous	ADJ
cana-3313	90	9	examination	examination	NOUN
cana-3313	90	10	.	.	PUNCT
cana-3313	91	1	it	it	PRON
cana-3313	91	2	is	be	AUX
cana-3313	91	3	essential	essential	ADJ
cana-3313	91	4	to	to	PART
cana-3313	91	5	identify	identify	VERB
cana-3313	91	6	the	the	DET
cana-3313	91	7	platforms	platform	NOUN
cana-3313	91	8	to	to	PART
cana-3313	91	9	be	be	AUX
cana-3313	91	10	utilized	utilize	VERB
cana-3313	91	11	and	and	CCONJ
cana-3313	91	12	the	the	DET
cana-3313	91	13	problems	problem	NOUN
cana-3313	91	14	associated	associate	VERB
cana-3313	91	15	with	with	ADP
cana-3313	91	16	them	they	PRON
cana-3313	91	17	prior	prior	ADV
cana-3313	91	18	to	to	ADP
cana-3313	91	19	addressing	address	VERB
cana-3313	91	20	the	the	DET
cana-3313	91	21	problem	problem	NOUN
cana-3313	91	22	.	.	PUNCT
cana-3313	92	1	although	although	SCONJ
cana-3313	92	2	machine	machine	NOUN
cana-3313	92	3	learning	learning	NOUN
cana-3313	92	4	can	can	AUX
cana-3313	92	5	facilitate	facilitate	VERB
cana-3313	92	6	the	the	DET
cana-3313	92	7	automation	automation	NOUN
cana-3313	92	8	of	of	ADP
cana-3313	92	9	certain	certain	ADJ
cana-3313	92	10	processes	process	NOUN
cana-3313	92	11	,	,	PUNCT
cana-3313	92	12	it	it	PRON
cana-3313	92	13	is	be	AUX
cana-3313	92	14	not	not	PART
cana-3313	92	15	essential	essential	ADJ
cana-3313	92	16	for	for	ADP
cana-3313	92	17	all	all	DET
cana-3313	92	18	automation	automation	NOUN
cana-3313	92	19	challenges	challenge	NOUN
cana-3313	92	20	.	.	PUNCT
cana-3313	93	1	•	•	NUM
cana-3313	93	2	implementation	implementation	NOUN
cana-3313	93	3	challenges	challenge	NOUN
cana-3313	93	4	:	:	PUNCT
cana-3313	93	5	by	by	ADP
cana-3313	93	6	the	the	DET
cana-3313	93	7	time	time	NOUN
cana-3313	93	8	,	,	PUNCT
cana-3313	93	9	organizations	organization	NOUN
cana-3313	93	10	opt	opt	VERB
cana-3313	93	11	to	to	PART
cana-3313	93	12	transition	transition	NOUN
cana-3313	93	13	to	to	ADP
cana-3313	93	14	machine	machine	NOUN
cana-3313	93	15	learning	learning	NOUN
cana-3313	93	16	,	,	PUNCT
cana-3313	93	17	the	the	DET
cana-3313	93	18	majority	majority	NOUN
cana-3313	93	19	already	already	ADV
cana-3313	93	20	own	own	VERB
cana-3313	93	21	established	establish	VERB
cana-3313	93	22	analytical	analytical	ADJ
cana-3313	93	23	engines	engine	NOUN
cana-3313	93	24	.	.	PUNCT
cana-3313	94	1	integrating	integrate	VERB
cana-3313	94	2	contemporary	contemporary	ADJ
cana-3313	94	3	machine	machine	NOUN
cana-3313	94	4	learning	learning	NOUN
cana-3313	94	5	methodologies	methodology	NOUN
cana-3313	94	6	into	into	ADP
cana-3313	94	7	existing	exist	VERB
cana-3313	94	8	processes	process	NOUN
cana-3313	94	9	is	be	AUX
cana-3313	94	10	a	a	DET
cana-3313	94	11	challenging	challenging	ADJ
cana-3313	94	12	endeavor	endeavor	NOUN
cana-3313	94	13	.	.	PUNCT
cana-3313	95	1	accurate	accurate	ADJ
cana-3313	95	2	interpretation	interpretation	NOUN
cana-3313	95	3	and	and	CCONJ
cana-3313	95	4	recording	recording	NOUN
cana-3313	95	5	of	of	ADP
cana-3313	95	6	primary	primary	ADJ
cana-3313	95	7	training	training	NOUN
cana-3313	95	8	can	can	AUX
cana-3313	95	9	facilitate	facilitate	VERB
cana-3313	95	10	implementation	implementation	NOUN
cana-3313	95	11	significantly	significantly	ADV
cana-3313	95	12	.	.	PUNCT
cana-3313	96	1	engaging	engage	VERB
cana-3313	96	2	an	an	DET
cana-3313	96	3	implementation	implementation	NOUN
cana-3313	96	4	partner	partner	NOUN
cana-3313	96	5	may	may	AUX
cana-3313	96	6	significantly	significantly	ADV
cana-3313	96	7	simplify	simplify	VERB
cana-3313	96	8	the	the	DET
cana-3313	96	9	development	development	NOUN
cana-3313	96	10	of	of	ADP
cana-3313	96	11	services	service	NOUN
cana-3313	96	12	such	such	ADJ
cana-3313	96	13	as	as	ADP
cana-3313	96	14	anomaly	anomaly	NOUN
cana-3313	96	15	detection	detection	NOUN
cana-3313	96	16	,	,	PUNCT
cana-3313	96	17	forecasting	forecasting	NOUN
cana-3313	96	18	,	,	PUNCT
cana-3313	96	19	and	and	CCONJ
cana-3313	96	20	ensemble	ensemble	ADJ
cana-3313	96	21	simulation	simulation	NOUN
cana-3313	96	22	.	.	PUNCT
cana-3313	97	1	1.6	1.6	NUM
cana-3313	97	2	motivation	motivation	NOUN
cana-3313	97	3	today	today	NOUN
cana-3313	97	4	supply	supply	NOUN
cana-3313	97	5	chains	chain	NOUN
cana-3313	97	6	are	be	AUX
cana-3313	97	7	growing	grow	VERB
cana-3313	97	8	progressively	progressively	ADV
cana-3313	97	9	intricate	intricate	ADJ
cana-3313	97	10	regarding	regard	VERB
cana-3313	97	11	the	the	DET
cana-3313	97	12	individuals	individual	NOUN
cana-3313	97	13	involved	involve	VERB
cana-3313	97	14	,	,	PUNCT
cana-3313	97	15	resources	resource	NOUN
cana-3313	97	16	utilized	utilize	VERB
cana-3313	97	17	,	,	PUNCT
cana-3313	97	18	and	and	CCONJ
cana-3313	97	19	overall	overall	ADJ
cana-3313	97	20	complexity	complexity	NOUN
cana-3313	97	21	.	.	PUNCT
cana-3313	98	1	due	due	ADP
cana-3313	98	2	to	to	ADP
cana-3313	98	3	the	the	DET
cana-3313	98	4	extensive	extensive	ADJ
cana-3313	98	5	nature	nature	NOUN
cana-3313	98	6	of	of	ADP
cana-3313	98	7	these	these	DET
cana-3313	98	8	supply	supply	NOUN
cana-3313	98	9	chains	chain	NOUN
cana-3313	98	10	involving	involve	VERB
cana-3313	98	11	several	several	ADJ
cana-3313	98	12	enterprises	enterprise	NOUN
cana-3313	98	13	,	,	PUNCT
cana-3313	98	14	the	the	DET
cana-3313	98	15	exchange	exchange	NOUN
cana-3313	98	16	of	of	ADP
cana-3313	98	17	products	product	NOUN
cana-3313	98	18	,	,	PUNCT
cana-3313	98	19	personnel	personnel	NOUN
cana-3313	98	20	,	,	PUNCT
cana-3313	98	21	and	and	CCONJ
cana-3313	98	22	information	information	NOUN
cana-3313	98	23	among	among	ADP
cana-3313	98	24	critical	critical	ADJ
cana-3313	98	25	stakeholders	stakeholder	NOUN
cana-3313	98	26	is	be	AUX
cana-3313	98	27	imperative	imperative	ADJ
cana-3313	98	28	.	.	PUNCT
cana-3313	99	1	this	this	PRON
cana-3313	99	2	presents	present	VERB
cana-3313	99	3	many	many	ADJ
cana-3313	99	4	supply	supply	NOUN
cana-3313	99	5	chain	chain	NOUN
cana-3313	99	6	security	security	NOUN
cana-3313	99	7	issues	issue	NOUN
cana-3313	99	8	.	.	PUNCT
cana-3313	100	1	security	security	NOUN
cana-3313	100	2	risks	risk	NOUN
cana-3313	100	3	must	must	AUX
cana-3313	100	4	be	be	AUX
cana-3313	100	5	promptly	promptly	ADV
cana-3313	100	6	handled	handle	VERB
cana-3313	100	7	,	,	PUNCT
cana-3313	100	8	since	since	SCONJ
cana-3313	100	9	a	a	DET
cana-3313	100	10	system	system	NOUN
cana-3313	100	11	breach	breach	NOUN
cana-3313	100	12	might	might	AUX
cana-3313	100	13	lead	lead	VERB
cana-3313	100	14	to	to	ADP
cana-3313	100	15	the	the	DET
cana-3313	100	16	loss	loss	NOUN
cana-3313	100	17	of	of	ADP
cana-3313	100	18	trade	trade	NOUN
cana-3313	100	19	secrets	secret	NOUN
cana-3313	100	20	,	,	PUNCT
cana-3313	100	21	revenue	revenue	NOUN
cana-3313	100	22	,	,	PUNCT
cana-3313	100	23	and	and	CCONJ
cana-3313	100	24	wasteful	wasteful	ADJ
cana-3313	100	25	shipping	shipping	NOUN
cana-3313	100	26	.	.	PUNCT
cana-3313	101	1	providing	provide	VERB
cana-3313	101	2	unauthorized	unauthorized	ADJ
cana-3313	101	3	or	or	CCONJ
cana-3313	101	4	altered	alter	VERB
cana-3313	101	5	merchandise	merchandise	NOUN
cana-3313	101	6	may	may	AUX
cana-3313	101	7	jeopardize	jeopardize	VERB
cana-3313	101	8	consumer	consumer	NOUN
cana-3313	101	9	safety	safety	NOUN
cana-3313	101	10	and	and	CCONJ
cana-3313	101	11	lead	lead	VERB
cana-3313	101	12	to	to	ADP
cana-3313	101	13	undesirable	undesirable	ADJ
cana-3313	101	14	arguments	argument	NOUN
cana-3313	101	15	.	.	PUNCT
cana-3313	102	1	inspired	inspire	VERB
cana-3313	102	2	by	by	ADP
cana-3313	102	3	these	these	DET
cana-3313	102	4	findings	finding	NOUN
cana-3313	102	5	,	,	PUNCT
cana-3313	102	6	this	this	DET
cana-3313	102	7	paper	paper	NOUN
cana-3313	102	8	presents	present	VERB
cana-3313	102	9	a	a	DET
cana-3313	102	10	secure	secure	ADJ
cana-3313	102	11	blockchain	blockchain	NOUN
cana-3313	102	12	-	-	PUNCT
cana-3313	102	13	based	base	VERB
cana-3313	102	14	system	system	NOUN
cana-3313	102	15	for	for	ADP
cana-3313	102	16	scm	scm	PROPN
cana-3313	102	17	.	.	PUNCT
cana-3313	103	1	additionally	additionally	ADV
cana-3313	103	2	,	,	PUNCT
cana-3313	103	3	forecast	forecast	NOUN
cana-3313	103	4	risks	risk	NOUN
cana-3313	103	5	in	in	ADP
cana-3313	103	6	scm	scm	PROPN
cana-3313	103	7	via	via	ADP
cana-3313	103	8	a	a	DET
cana-3313	103	9	predictive	predictive	ADJ
cana-3313	103	10	model	model	NOUN
cana-3313	103	11	is	be	AUX
cana-3313	103	12	designed	design	VERB
cana-3313	103	13	to	to	PART
cana-3313	103	14	function	function	VERB
cana-3313	103	15	as	as	ADP
cana-3313	103	16	a	a	DET
cana-3313	103	17	risk	risk	NOUN
cana-3313	103	18	management	management	NOUN
cana-3313	103	19	tool	tool	NOUN
cana-3313	103	20	.	.	PUNCT
cana-3313	104	1	anticipating	anticipate	VERB
cana-3313	104	2	future	future	ADJ
cana-3313	104	3	risks	risk	NOUN
cana-3313	104	4	allows	allow	VERB
cana-3313	104	5	the	the	DET
cana-3313	104	6	firm	firm	NOUN
cana-3313	104	7	to	to	PART
cana-3313	104	8	implement	implement	VERB
cana-3313	104	9	measures	measure	NOUN
cana-3313	104	10	to	to	PART
cana-3313	104	11	mitigate	mitigate	VERB
cana-3313	104	12	them	they	PRON
cana-3313	104	13	.	.	PUNCT
cana-3313	105	1	this	this	DET
cana-3313	105	2	study	study	NOUN
cana-3313	105	3	aims	aim	VERB
cana-3313	105	4	to	to	PART
cana-3313	105	5	assess	assess	VERB
cana-3313	105	6	the	the	DET
cana-3313	105	7	causal	causal	ADJ
cana-3313	105	8	impact	impact	NOUN
cana-3313	105	9	on	on	ADP
cana-3313	105	10	risk	risk	NOUN
cana-3313	105	11	,	,	PUNCT
cana-3313	105	12	so	so	CCONJ
cana-3313	105	13	offering	offer	VERB
cana-3313	105	14	the	the	DET
cana-3313	105	15	organization	organization	NOUN
cana-3313	105	16	further	far	ADV
cana-3313	105	17	insight	insight	NOUN
cana-3313	105	18	into	into	ADP
cana-3313	105	19	mitigating	mitigate	VERB
cana-3313	105	20	its	its	PRON
cana-3313	105	21	effects	effect	NOUN
cana-3313	105	22	.	.	PUNCT
cana-3313	106	1	1.7	1.7	NUM
cana-3313	106	2	objective	objective	NOUN
cana-3313	106	3	of	of	ADP
cana-3313	106	4	research	research	NOUN
cana-3313	106	5	this	this	PRON
cana-3313	106	6	would	would	AUX
cana-3313	106	7	be	be	AUX
cana-3313	106	8	helpful	helpful	ADJ
cana-3313	106	9	to	to	ADP
cana-3313	106	10	the	the	DET
cana-3313	106	11	industry	industry	NOUN
cana-3313	106	12	professionals	professional	NOUN
cana-3313	106	13	in	in	ADP
cana-3313	106	14	making	make	VERB
cana-3313	106	15	a	a	DET
cana-3313	106	16	secure	secure	ADJ
cana-3313	106	17	framework	framework	NOUN
cana-3313	106	18	and	and	CCONJ
cana-3313	106	19	classifying	classify	VERB
cana-3313	106	20	the	the	DET
cana-3313	106	21	risk	risk	NOUN
cana-3313	106	22	.	.	PUNCT
cana-3313	107	1	the	the	DET
cana-3313	107	2	primary	primary	ADJ
cana-3313	107	3	purpose	purpose	NOUN
cana-3313	107	4	of	of	ADP
cana-3313	107	5	this	this	DET
cana-3313	107	6	study	study	NOUN
cana-3313	107	7	is	be	AUX
cana-3313	107	8	given	give	VERB
cana-3313	107	9	below	below	ADV
cana-3313	107	10	.	.	PUNCT
cana-3313	108	1	•	•	NUM
cana-3313	108	2	determine	determine	VERB
cana-3313	108	3	principal	principal	ADJ
cana-3313	108	4	risks	risk	NOUN
cana-3313	108	5	and	and	CCONJ
cana-3313	108	6	inadequacies	inadequacy	NOUN
cana-3313	108	7	in	in	ADP
cana-3313	108	8	supply	supply	NOUN
cana-3313	108	9	chain	chain	NOUN
cana-3313	108	10	through	through	ADP
cana-3313	108	11	gathering	gathering	NOUN
cana-3313	108	12	of	of	ADP
cana-3313	108	13	dataset	dataset	NOUN
cana-3313	108	14	.	.	PUNCT
cana-3313	109	1	•	•	NUM
cana-3313	109	2	investigate	investigate	VERB
cana-3313	109	3	ways	way	NOUN
cana-3313	109	4	in	in	ADP
cana-3313	109	5	which	which	PRON
cana-3313	109	6	blockchain	blockchain	NOUN
cana-3313	109	7	improves	improve	VERB
cana-3313	109	8	confidence	confidence	NOUN
cana-3313	109	9	,	,	PUNCT
cana-3313	109	10	and	and	CCONJ
cana-3313	109	11	data	datum	NOUN
cana-3313	109	12	security	security	NOUN
cana-3313	109	13	inside	inside	ADP
cana-3313	109	14	supply	supply	NOUN
cana-3313	109	15	chains	chain	NOUN
cana-3313	109	16	.	.	PUNCT
cana-3313	110	1	•	•	NUM
cana-3313	110	2	examine	examine	NOUN
cana-3313	110	3	machine	machine	NOUN
cana-3313	110	4	learning	learn	VERB
cana-3313	110	5	methodologies	methodology	NOUN
cana-3313	110	6	to	to	PART
cana-3313	110	7	forecast	forecast	VERB
cana-3313	110	8	risks	risk	NOUN
cana-3313	110	9	and	and	CCONJ
cana-3313	110	10	enhance	enhance	VERB
cana-3313	110	11	supply	supply	NOUN
cana-3313	110	12	chain	chain	NOUN
cana-3313	110	13	efficiency	efficiency	NOUN
cana-3313	110	14	.	.	PUNCT
cana-3313	111	1	this	this	DET
cana-3313	111	2	section	section	NOUN
cana-3313	111	3	provides	provide	VERB
cana-3313	111	4	a	a	DET
cana-3313	111	5	comprehensive	comprehensive	ADJ
cana-3313	111	6	introduction	introduction	NOUN
cana-3313	111	7	to	to	PART
cana-3313	111	8	risk	risk	VERB
cana-3313	111	9	management	management	NOUN
cana-3313	111	10	in	in	ADP
cana-3313	111	11	scm	scm	PROPN
cana-3313	111	12	,	,	PUNCT
cana-3313	111	13	the	the	DET
cana-3313	111	14	need	need	NOUN
cana-3313	111	15	of	of	ADP
cana-3313	111	16	blockchain	blockchain	PROPN
cana-3313	111	17	,	,	PUNCT
cana-3313	111	18	uses	use	NOUN
cana-3313	111	19	of	of	ADP
cana-3313	111	20	machine	machine	NOUN
cana-3313	111	21	learning	learn	VERB
cana-3313	111	22	techniques	technique	NOUN
cana-3313	111	23	,	,	PUNCT
cana-3313	111	24	and	and	CCONJ
cana-3313	111	25	research	research	NOUN
cana-3313	111	26	objectives	objective	NOUN
cana-3313	111	27	.	.	PUNCT
cana-3313	112	1	the	the	DET
cana-3313	112	2	next	next	ADJ
cana-3313	112	3	part	part	NOUN
cana-3313	112	4	will	will	AUX
cana-3313	112	5	examine	examine	VERB
cana-3313	112	6	the	the	DET
cana-3313	112	7	previous	previous	ADJ
cana-3313	112	8	researchers	researcher	NOUN
cana-3313	112	9	'	'	PART
cana-3313	112	10	efforts	effort	NOUN
cana-3313	112	11	to	to	PART
cana-3313	112	12	identify	identify	VERB
cana-3313	112	13	risk	risk	NOUN
cana-3313	112	14	management	management	NOUN
cana-3313	112	15	in	in	ADP
cana-3313	112	16	scm	scm	PROPN
cana-3313	112	17	.	.	PUNCT
cana-3313	113	1	2	2	X
cana-3313	113	2	.	.	X
cana-3313	113	3	literature	literature	NOUN
cana-3313	113	4	survey	survey	VERB
cana-3313	113	5	the	the	DET
cana-3313	113	6	supply	supply	NOUN
cana-3313	113	7	chain	chain	NOUN
cana-3313	113	8	,	,	PUNCT
cana-3313	113	9	comprising	comprising	NOUN
cana-3313	113	10	of	of	ADP
cana-3313	113	11	multiple	multiple	ADJ
cana-3313	113	12	participants	participant	NOUN
cana-3313	113	13	such	such	ADJ
cana-3313	113	14	as	as	ADP
cana-3313	113	15	manufacturers	manufacturer	NOUN
cana-3313	113	16	,	,	PUNCT
cana-3313	113	17	stockiest	stocky	ADJ
cana-3313	113	18	,	,	PUNCT
cana-3313	113	19	distributors	distributor	NOUN
cana-3313	113	20	,	,	PUNCT
cana-3313	113	21	physical	physical	ADJ
cana-3313	113	22	sellers	seller	NOUN
cana-3313	113	23	,	,	PUNCT
cana-3313	113	24	and	and	CCONJ
cana-3313	113	25	buyers	buyer	NOUN
cana-3313	113	26	,	,	PUNCT
cana-3313	113	27	is	be	AUX
cana-3313	113	28	quite	quite	ADV
cana-3313	113	29	intricate	intricate	ADJ
cana-3313	113	30	.	.	PUNCT
cana-3313	114	1	when	when	SCONJ
cana-3313	114	2	a	a	DET
cana-3313	114	3	disruption	disruption	NOUN
cana-3313	114	4	occurs	occur	VERB
cana-3313	114	5	in	in	ADP
cana-3313	114	6	a	a	DET
cana-3313	114	7	supply	supply	NOUN
cana-3313	114	8	chain	chain	NOUN
cana-3313	114	9	,	,	PUNCT
cana-3313	114	10	it	it	PRON
cana-3313	114	11	necessitates	necessitate	VERB
cana-3313	114	12	extra	extra	ADJ
cana-3313	114	13	time	time	NOUN
cana-3313	114	14	and	and	CCONJ
cana-3313	114	15	effort	effort	NOUN
cana-3313	114	16	to	to	PART
cana-3313	114	17	ascertain	ascertain	VERB
cana-3313	114	18	the	the	DET
cana-3313	114	19	location	location	NOUN
cana-3313	114	20	and	and	CCONJ
cana-3313	114	21	nature	nature	NOUN
cana-3313	114	22	of	of	ADP
cana-3313	114	23	the	the	DET
cana-3313	114	24	delivery	delivery	NOUN
cana-3313	114	25	failure	failure	NOUN
cana-3313	114	26	.	.	PUNCT
cana-3313	115	1	the	the	DET
cana-3313	115	2	discourse	discourse	NOUN
cana-3313	115	3	has	have	AUX
cana-3313	115	4	been	be	AUX
cana-3313	115	5	organized	organize	VERB
cana-3313	115	6	into	into	ADP
cana-3313	115	7	many	many	ADJ
cana-3313	115	8	headings	heading	NOUN
cana-3313	115	9	and	and	CCONJ
cana-3313	115	10	subheadings	subheading	NOUN
cana-3313	115	11	.	.	PUNCT
cana-3313	116	1	this	this	DET
cana-3313	116	2	research	research	NOUN
cana-3313	116	3	study	study	NOUN
cana-3313	116	4	emphasizes	emphasize	VERB
cana-3313	116	5	the	the	DET
cana-3313	116	6	security	security	NOUN
cana-3313	116	7	of	of	ADP
cana-3313	116	8	blockchain	blockchain	PROPN
cana-3313	116	9	technology	technology	PROPN
cana-3313	116	10	and	and	CCONJ
cana-3313	116	11	associated	associate	VERB
cana-3313	116	12	topics	topic	NOUN
cana-3313	116	13	such	such	ADJ
cana-3313	116	14	as	as	ADP
cana-3313	116	15	authentication	authentication	NOUN
cana-3313	116	16	;	;	PUNCT
cana-3313	116	17	subsequently	subsequently	ADV
cana-3313	116	18	,	,	PUNCT
cana-3313	116	19	communications	communication	NOUN
cana-3313	116	20	on	on	ADP
cana-3313	116	21	applied	apply	VERB
cana-3313	116	22	nonlinear	nonlinear	ADJ
cana-3313	116	23	analysis	analysis	NOUN
cana-3313	116	24	issn	issn	NOUN
cana-3313	116	25	:	:	PUNCT
cana-3313	116	26	1074	1074	NUM
cana-3313	116	27	-	-	PUNCT
cana-3313	116	28	133x	133x	NUM
cana-3313	116	29	vol	vol	NOUN
cana-3313	116	30	32	32	NUM
cana-3313	116	31	no	no	NOUN
cana-3313	116	32	.	.	PUNCT
cana-3313	117	1	6s	6s	NUM
cana-3313	117	2	(	(	PUNCT
cana-3313	117	3	2025	2025	NUM
cana-3313	117	4	)	)	PUNCT
cana-3313	117	5	502	502	NUM
cana-3313	117	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	117	7	examines	examine	VERB
cana-3313	117	8	the	the	DET
cana-3313	117	9	applications	application	NOUN
cana-3313	117	10	of	of	ADP
cana-3313	117	11	machine	machine	NOUN
cana-3313	117	12	learning	learn	VERB
cana-3313	117	13	improvements	improvement	NOUN
cana-3313	117	14	for	for	ADP
cana-3313	117	15	mitigating	mitigate	VERB
cana-3313	117	16	risk	risk	NOUN
cana-3313	117	17	in	in	ADP
cana-3313	117	18	supply	supply	NOUN
cana-3313	117	19	chain	chain	NOUN
cana-3313	117	20	management	management	NOUN
cana-3313	117	21	.	.	PUNCT
cana-3313	118	1	here	here	ADV
cana-3313	118	2	,	,	PUNCT
cana-3313	118	3	we	we	PRON
cana-3313	118	4	have	have	AUX
cana-3313	118	5	discussed	discuss	VERB
cana-3313	118	6	some	some	DET
cana-3313	118	7	technical	technical	ADJ
cana-3313	118	8	papers	paper	NOUN
cana-3313	118	9	to	to	PART
cana-3313	118	10	reduce	reduce	VERB
cana-3313	118	11	the	the	DET
cana-3313	118	12	risk	risk	NOUN
cana-3313	118	13	using	use	VERB
cana-3313	118	14	blockchain	blockchain	PROPN
cana-3313	118	15	and	and	CCONJ
cana-3313	118	16	machine	machine	NOUN
cana-3313	118	17	learning	learn	VERB
cana-3313	118	18	techniques	technique	NOUN
cana-3313	118	19	under	under	ADP
cana-3313	118	20	the	the	DET
cana-3313	118	21	head	head	NOUN
cana-3313	118	22	supply	supply	NOUN
cana-3313	118	23	chain	chain	NOUN
cana-3313	118	24	,	,	PUNCT
cana-3313	118	25	blockchain	blockchain	NOUN
cana-3313	118	26	in	in	ADP
cana-3313	118	27	supply	supply	NOUN
cana-3313	118	28	chain	chain	NOUN
cana-3313	118	29	and	and	CCONJ
cana-3313	118	30	machine	machine	NOUN
cana-3313	118	31	learning	learning	NOUN
cana-3313	118	32	technique	technique	NOUN
cana-3313	118	33	for	for	ADP
cana-3313	118	34	supply	supply	NOUN
cana-3313	118	35	chain	chain	NOUN
cana-3313	118	36	.	.	PUNCT
cana-3313	119	1	scm	scm	PROPN
cana-3313	119	2	emphasises	emphasise	VERB
cana-3313	119	3	the	the	DET
cana-3313	119	4	coordination	coordination	NOUN
cana-3313	119	5	and	and	CCONJ
cana-3313	119	6	optimisation	optimisation	NOUN
cana-3313	119	7	of	of	ADP
cana-3313	119	8	operations	operation	NOUN
cana-3313	119	9	to	to	PART
cana-3313	119	10	guarantee	guarantee	VERB
cana-3313	119	11	the	the	DET
cana-3313	119	12	effective	effective	ADJ
cana-3313	119	13	movement	movement	NOUN
cana-3313	119	14	of	of	ADP
cana-3313	119	15	products	product	NOUN
cana-3313	119	16	,	,	PUNCT
cana-3313	119	17	services	service	NOUN
cana-3313	119	18	,	,	PUNCT
cana-3313	119	19	and	and	CCONJ
cana-3313	119	20	information	information	NOUN
cana-3313	119	21	.	.	PUNCT
cana-3313	120	1	today	today	NOUN
cana-3313	120	2	,	,	PUNCT
cana-3313	120	3	global	global	ADJ
cana-3313	120	4	supply	supply	NOUN
cana-3313	120	5	networks	network	NOUN
cana-3313	120	6	are	be	AUX
cana-3313	120	7	especially	especially	ADV
cana-3313	120	8	susceptible	susceptible	ADJ
cana-3313	120	9	to	to	ADP
cana-3313	120	10	interruptions	interruption	NOUN
cana-3313	120	11	caused	cause	VERB
cana-3313	120	12	by	by	ADP
cana-3313	120	13	natural	natural	ADJ
cana-3313	120	14	catastrophes	catastrophe	NOUN
cana-3313	120	15	,	,	PUNCT
cana-3313	120	16	geopolitical	geopolitical	ADJ
cana-3313	120	17	conflicts	conflict	NOUN
cana-3313	120	18	,	,	PUNCT
cana-3313	120	19	and	and	CCONJ
cana-3313	120	20	cyberattacks	cyberattack	NOUN
cana-3313	120	21	due	due	ADP
cana-3313	120	22	to	to	ADP
cana-3313	120	23	their	their	PRON
cana-3313	120	24	complexity	complexity	NOUN
cana-3313	120	25	.	.	PUNCT
cana-3313	121	1	recent	recent	ADJ
cana-3313	121	2	studies	study	NOUN
cana-3313	121	3	underscore	underscore	VERB
cana-3313	121	4	the	the	DET
cana-3313	121	5	necessity	necessity	NOUN
cana-3313	121	6	for	for	ADP
cana-3313	121	7	flexibility	flexibility	NOUN
cana-3313	121	8	and	and	CCONJ
cana-3313	121	9	adaptive	adaptive	ADJ
cana-3313	121	10	risk	risk	NOUN
cana-3313	121	11	management	management	NOUN
cana-3313	121	12	to	to	PART
cana-3313	121	13	guarantee	guarantee	VERB
cana-3313	121	14	durability	durability	NOUN
cana-3313	121	15	in	in	ADP
cana-3313	121	16	supply	supply	NOUN
cana-3313	121	17	chains	chain	NOUN
cana-3313	121	18	.	.	PUNCT
cana-3313	122	1	aljohani	aljohani	PROPN
cana-3313	122	2	(	(	PUNCT
cana-3313	122	3	2023	2023	NUM
cana-3313	122	4	)	)	PUNCT
cana-3313	123	1	[	[	X
cana-3313	123	2	17	17	NUM
cana-3313	123	3	]	]	PUNCT
cana-3313	123	4	highlighted	highlight	VERB
cana-3313	123	5	the	the	DET
cana-3313	123	6	use	use	NOUN
cana-3313	123	7	of	of	ADP
cana-3313	123	8	analytical	analytical	ADJ
cana-3313	123	9	models	model	NOUN
cana-3313	123	10	and	and	CCONJ
cana-3313	123	11	real	real	ADJ
cana-3313	123	12	-	-	PUNCT
cana-3313	123	13	time	time	NOUN
cana-3313	123	14	tracking	tracking	NOUN
cana-3313	123	15	systems	system	NOUN
cana-3313	123	16	to	to	PART
cana-3313	123	17	proactively	proactively	ADV
cana-3313	123	18	detect	detect	VERB
cana-3313	123	19	hazards	hazard	NOUN
cana-3313	123	20	,	,	PUNCT
cana-3313	123	21	hence	hence	ADV
cana-3313	123	22	improving	improve	VERB
cana-3313	123	23	agility	agility	NOUN
cana-3313	123	24	and	and	CCONJ
cana-3313	123	25	quickness	quickness	NOUN
cana-3313	123	26	in	in	ADP
cana-3313	123	27	supply	supply	NOUN
cana-3313	123	28	chains	chain	NOUN
cana-3313	123	29	.	.	PUNCT
cana-3313	124	1	this	this	DET
cana-3313	124	2	strategy	strategy	NOUN
cana-3313	124	3	enhances	enhance	VERB
cana-3313	124	4	readiness	readiness	NOUN
cana-3313	124	5	and	and	CCONJ
cana-3313	124	6	flexibility	flexibility	NOUN
cana-3313	124	7	in	in	ADP
cana-3313	124	8	an	an	DET
cana-3313	124	9	unpredictable	unpredictable	ADJ
cana-3313	124	10	global	global	ADJ
cana-3313	124	11	landscape	landscape	NOUN
cana-3313	124	12	.	.	PUNCT
cana-3313	125	1	blockchain	blockchain	PROPN
cana-3313	125	2	technology	technology	PROPN
cana-3313	125	3	has	have	AUX
cana-3313	125	4	been	be	AUX
cana-3313	125	5	used	use	VERB
cana-3313	125	6	as	as	ADP
cana-3313	125	7	a	a	DET
cana-3313	125	8	revolutionary	revolutionary	ADJ
cana-3313	125	9	instrument	instrument	NOUN
cana-3313	125	10	for	for	ADP
cana-3313	125	11	enhancing	enhance	VERB
cana-3313	125	12	transparency	transparency	NOUN
cana-3313	125	13	,	,	PUNCT
cana-3313	125	14	accountability	accountability	NOUN
cana-3313	125	15	,	,	PUNCT
cana-3313	125	16	and	and	CCONJ
cana-3313	125	17	trust	trust	NOUN
cana-3313	125	18	inside	inside	ADJ
cana-3313	125	19	supply	supply	NOUN
cana-3313	125	20	chains	chain	NOUN
cana-3313	125	21	.	.	PUNCT
cana-3313	126	1	it	it	PRON
cana-3313	126	2	provides	provide	VERB
cana-3313	126	3	decentralised	decentralised	ADJ
cana-3313	126	4	and	and	CCONJ
cana-3313	126	5	irreversible	irreversible	ADJ
cana-3313	126	6	recordkeeping	recordkeeping	NOUN
cana-3313	126	7	,	,	PUNCT
cana-3313	126	8	ensuring	ensure	VERB
cana-3313	126	9	accountability	accountability	NOUN
cana-3313	126	10	and	and	CCONJ
cana-3313	126	11	mitigating	mitigate	VERB
cana-3313	126	12	the	the	DET
cana-3313	126	13	danger	danger	NOUN
cana-3313	126	14	of	of	ADP
cana-3313	126	15	fraud	fraud	NOUN
cana-3313	126	16	,	,	PUNCT
cana-3313	126	17	infringement	infringement	NOUN
cana-3313	126	18	,	,	PUNCT
cana-3313	126	19	and	and	CCONJ
cana-3313	126	20	data	datum	NOUN
cana-3313	126	21	tampering	tampering	NOUN
cana-3313	126	22	.	.	PUNCT
cana-3313	127	1	recent	recent	ADJ
cana-3313	127	2	improvements	improvement	NOUN
cana-3313	127	3	have	have	AUX
cana-3313	127	4	shown	show	VERB
cana-3313	127	5	its	its	PRON
cana-3313	127	6	significance	significance	NOUN
cana-3313	127	7	in	in	ADP
cana-3313	127	8	mitigating	mitigate	VERB
cana-3313	127	9	disruption	disruption	NOUN
cana-3313	127	10	risks	risk	NOUN
cana-3313	127	11	,	,	PUNCT
cana-3313	127	12	including	include	VERB
cana-3313	127	13	those	those	PRON
cana-3313	127	14	stemming	stem	VERB
cana-3313	127	15	from	from	ADP
cana-3313	127	16	unstable	unstable	ADJ
cana-3313	127	17	geopolitical	geopolitical	ADJ
cana-3313	127	18	circumstances	circumstance	NOUN
cana-3313	127	19	or	or	CCONJ
cana-3313	127	20	pandemic	pandemic	ADV
cana-3313	127	21	-	-	PUNCT
cana-3313	127	22	related	relate	VERB
cana-3313	127	23	shocks	shock	NOUN
cana-3313	127	24	.	.	PUNCT
cana-3313	128	1	etemadi	etemadi	PROPN
cana-3313	128	2	et	et	PROPN
cana-3313	128	3	al	al	PROPN
cana-3313	128	4	.	.	PROPN
cana-3313	129	1	(	(	PUNCT
cana-3313	129	2	2023	2023	NUM
cana-3313	129	3	)	)	PUNCT
cana-3313	130	1	[	[	X
cana-3313	130	2	18	18	NUM
cana-3313	130	3	]	]	PUNCT
cana-3313	130	4	investigated	investigate	VERB
cana-3313	130	5	the	the	DET
cana-3313	130	6	role	role	NOUN
cana-3313	130	7	of	of	ADP
cana-3313	130	8	blockchain	blockchain	PROPN
cana-3313	130	9	in	in	ADP
cana-3313	130	10	augmenting	augment	VERB
cana-3313	130	11	supply	supply	NOUN
cana-3313	130	12	chain	chain	NOUN
cana-3313	130	13	resilience	resilience	NOUN
cana-3313	130	14	via	via	ADP
cana-3313	130	15	secure	secure	ADJ
cana-3313	130	16	traceability	traceability	NOUN
cana-3313	130	17	and	and	CCONJ
cana-3313	130	18	real	real	ADJ
cana-3313	130	19	-	-	PUNCT
cana-3313	130	20	time	time	NOUN
cana-3313	130	21	disruption	disruption	NOUN
cana-3313	130	22	surveillance	surveillance	NOUN
cana-3313	130	23	.	.	PUNCT
cana-3313	131	1	r.	r.	PROPN
cana-3313	131	2	tan	tan	PROPN
cana-3313	131	3	et	et	PROPN
cana-3313	131	4	al	al	PROPN
cana-3313	131	5	.	.	PROPN
cana-3313	132	1	(	(	PUNCT
cana-3313	132	2	2023	2023	NUM
cana-3313	132	3	)	)	PUNCT
cana-3313	133	1	[	[	X
cana-3313	133	2	19	19	NUM
cana-3313	133	3	]	]	PUNCT
cana-3313	133	4	illustrated	illustrate	VERB
cana-3313	133	5	the	the	DET
cana-3313	133	6	application	application	NOUN
cana-3313	133	7	of	of	ADP
cana-3313	133	8	blockchain	blockchain	PROPN
cana-3313	133	9	in	in	ADP
cana-3313	133	10	vaccination	vaccination	NOUN
cana-3313	133	11	supply	supply	NOUN
cana-3313	133	12	chains	chain	NOUN
cana-3313	133	13	ensuring	ensure	VERB
cana-3313	133	14	authenticity	authenticity	NOUN
cana-3313	133	15	and	and	CCONJ
cana-3313	133	16	accountability	accountability	NOUN
cana-3313	133	17	while	while	SCONJ
cana-3313	133	18	tackling	tackle	VERB
cana-3313	133	19	significant	significant	ADJ
cana-3313	133	20	issues	issue	NOUN
cana-3313	133	21	including	include	VERB
cana-3313	133	22	counterfeit	counterfeit	ADJ
cana-3313	133	23	prevention	prevention	NOUN
cana-3313	133	24	and	and	CCONJ
cana-3313	133	25	logistical	logistical	ADJ
cana-3313	133	26	efficiency	efficiency	NOUN
cana-3313	133	27	.	.	PUNCT
cana-3313	134	1	the	the	DET
cana-3313	134	2	integration	integration	NOUN
cana-3313	134	3	of	of	ADP
cana-3313	134	4	blockchain	blockchain	PROPN
cana-3313	134	5	and	and	CCONJ
cana-3313	134	6	machine	machine	NOUN
cana-3313	134	7	learning	learning	NOUN
cana-3313	134	8	is	be	AUX
cana-3313	134	9	becoming	become	VERB
cana-3313	134	10	effective	effective	ADJ
cana-3313	134	11	in	in	ADP
cana-3313	134	12	thoroughly	thoroughly	ADV
cana-3313	134	13	mitigating	mitigate	VERB
cana-3313	134	14	supply	supply	NOUN
cana-3313	134	15	chain	chain	NOUN
cana-3313	134	16	risks	risk	NOUN
cana-3313	134	17	.	.	PUNCT
cana-3313	135	1	blockchain	blockchain	PROPN
cana-3313	135	2	guarantees	guarantee	VERB
cana-3313	135	3	data	datum	NOUN
cana-3313	135	4	integrity	integrity	NOUN
cana-3313	135	5	and	and	CCONJ
cana-3313	135	6	traceability	traceability	NOUN
cana-3313	135	7	,	,	PUNCT
cana-3313	135	8	whilst	whilst	SCONJ
cana-3313	135	9	machine	machine	NOUN
cana-3313	135	10	learning	learning	NOUN
cana-3313	135	11	provides	provide	VERB
cana-3313	135	12	predictive	predictive	ADJ
cana-3313	135	13	and	and	CCONJ
cana-3313	135	14	prescriptive	prescriptive	ADJ
cana-3313	135	15	analytics	analytic	NOUN
cana-3313	135	16	to	to	PART
cana-3313	135	17	enhance	enhance	VERB
cana-3313	135	18	decision	decision	NOUN
cana-3313	135	19	-	-	PUNCT
cana-3313	135	20	making	making	NOUN
cana-3313	135	21	.	.	PUNCT
cana-3313	136	1	wu	wu	PROPN
cana-3313	136	2	et	et	PROPN
cana-3313	136	3	al	al	PROPN
cana-3313	136	4	.	.	PROPN
cana-3313	137	1	(	(	PUNCT
cana-3313	137	2	2023	2023	NUM
cana-3313	137	3	)	)	PUNCT
cana-3313	138	1	[	[	X
cana-3313	138	2	20	20	NUM
cana-3313	138	3	]	]	PUNCT
cana-3313	138	4	presented	present	VERB
cana-3313	138	5	frameworks	framework	NOUN
cana-3313	138	6	that	that	PRON
cana-3313	138	7	amalgamate	amalgamate	VERB
cana-3313	138	8	blockchain	blockchain	NOUN
cana-3313	138	9	with	with	ADP
cana-3313	138	10	machine	machine	NOUN
cana-3313	138	11	learning	learning	NOUN
cana-3313	138	12	for	for	ADP
cana-3313	138	13	green	green	ADJ
cana-3313	138	14	supply	supply	NOUN
cana-3313	138	15	chains	chain	NOUN
cana-3313	138	16	,	,	PUNCT
cana-3313	138	17	enhancing	enhance	VERB
cana-3313	138	18	visibility	visibility	NOUN
cana-3313	138	19	and	and	CCONJ
cana-3313	138	20	environmental	environmental	ADJ
cana-3313	138	21	sustainability	sustainability	NOUN
cana-3313	138	22	.	.	PUNCT
cana-3313	139	1	zhang	zhang	PROPN
cana-3313	139	2	et	et	PROPN
cana-3313	139	3	al	al	PROPN
cana-3313	139	4	.	.	PROPN
cana-3313	139	5	(	(	PUNCT
cana-3313	139	6	2023	2023	NUM
cana-3313	139	7	)	)	PUNCT
cana-3313	140	1	[	[	X
cana-3313	140	2	21	21	NUM
cana-3313	140	3	]	]	PUNCT
cana-3313	140	4	emphasised	emphasise	VERB
cana-3313	140	5	the	the	DET
cana-3313	140	6	efficacy	efficacy	NOUN
cana-3313	140	7	of	of	ADP
cana-3313	140	8	blockchain	blockchain	PROPN
cana-3313	140	9	-	-	PUNCT
cana-3313	140	10	enabled	enable	VERB
cana-3313	140	11	platforms	platform	NOUN
cana-3313	140	12	in	in	ADP
cana-3313	140	13	reverse	reverse	ADJ
cana-3313	140	14	supply	supply	NOUN
cana-3313	140	15	chains	chain	NOUN
cana-3313	140	16	,	,	PUNCT
cana-3313	140	17	especially	especially	ADV
cana-3313	140	18	for	for	ADP
cana-3313	140	19	the	the	DET
cana-3313	140	20	management	management	NOUN
cana-3313	140	21	of	of	ADP
cana-3313	140	22	high	high	ADJ
cana-3313	140	23	-	-	PUNCT
cana-3313	140	24	value	value	NOUN
cana-3313	140	25	resources	resource	NOUN
cana-3313	140	26	such	such	ADJ
cana-3313	140	27	as	as	ADP
cana-3313	140	28	power	power	NOUN
cana-3313	140	29	batteries	battery	NOUN
cana-3313	140	30	.	.	PUNCT
cana-3313	141	1	machine	machine	NOUN
cana-3313	141	2	learning	learning	NOUN
cana-3313	141	3	(	(	PUNCT
cana-3313	141	4	ml	ml	NOUN
cana-3313	141	5	)	)	PUNCT
cana-3313	141	6	is	be	AUX
cana-3313	141	7	progressively	progressively	ADV
cana-3313	141	8	utilised	utilise	VERB
cana-3313	141	9	in	in	ADP
cana-3313	141	10	scm	scm	PROPN
cana-3313	141	11	for	for	ADP
cana-3313	141	12	predictive	predictive	ADJ
cana-3313	141	13	analytics	analytic	NOUN
cana-3313	141	14	,	,	PUNCT
cana-3313	141	15	anomaly	anomaly	NOUN
cana-3313	141	16	identification	identification	NOUN
cana-3313	141	17	,	,	PUNCT
cana-3313	141	18	and	and	CCONJ
cana-3313	141	19	demand	demand	NOUN
cana-3313	141	20	forecasting	forecasting	NOUN
cana-3313	141	21	.	.	PUNCT
cana-3313	142	1	machine	machine	NOUN
cana-3313	142	2	learning	learn	VERB
cana-3313	142	3	approaches	approach	NOUN
cana-3313	142	4	enable	enable	VERB
cana-3313	142	5	organisations	organisation	NOUN
cana-3313	142	6	to	to	PART
cana-3313	142	7	discern	discern	VERB
cana-3313	142	8	patterns	pattern	NOUN
cana-3313	142	9	and	and	CCONJ
cana-3313	142	10	possible	possible	ADJ
cana-3313	142	11	dangers	danger	NOUN
cana-3313	142	12	within	within	ADP
cana-3313	142	13	complicated	complicated	ADJ
cana-3313	142	14	information	information	NOUN
cana-3313	142	15	,	,	PUNCT
cana-3313	142	16	facilitating	facilitate	VERB
cana-3313	142	17	proactive	proactive	ADJ
cana-3313	142	18	risk	risk	NOUN
cana-3313	142	19	mitigation	mitigation	NOUN
cana-3313	142	20	tactics	tactic	NOUN
cana-3313	142	21	.	.	PUNCT
cana-3313	143	1	kayikci	kayikci	PROPN
cana-3313	143	2	et	et	PROPN
cana-3313	143	3	al	al	PROPN
cana-3313	143	4	.	.	PROPN
cana-3313	144	1	(	(	PUNCT
cana-3313	144	2	2024	2024	NUM
cana-3313	144	3	)	)	PUNCT
cana-3313	145	1	[	[	X
cana-3313	145	2	22	22	NUM
cana-3313	145	3	]	]	PUNCT
cana-3313	145	4	conducted	conduct	VERB
cana-3313	145	5	comprehensive	comprehensive	ADJ
cana-3313	145	6	research	research	NOUN
cana-3313	145	7	on	on	ADP
cana-3313	145	8	the	the	DET
cana-3313	145	9	function	function	NOUN
cana-3313	145	10	of	of	ADP
cana-3313	145	11	machine	machine	NOUN
cana-3313	145	12	learning	learn	VERB
cana-3313	145	13	in	in	ADP
cana-3313	145	14	examining	examine	VERB
cana-3313	145	15	intricate	intricate	ADJ
cana-3313	145	16	blockchain	blockchain	PROPN
cana-3313	145	17	data	data	PROPN
cana-3313	145	18	structures	structure	NOUN
cana-3313	145	19	,	,	PUNCT
cana-3313	145	20	offering	offer	VERB
cana-3313	145	21	insights	insight	NOUN
cana-3313	145	22	into	into	ADP
cana-3313	145	23	overcoming	overcome	VERB
cana-3313	145	24	problems	problem	NOUN
cana-3313	145	25	such	such	ADJ
cana-3313	145	26	as	as	ADP
cana-3313	145	27	sparse	sparse	ADJ
cana-3313	145	28	data	datum	NOUN
cana-3313	145	29	and	and	CCONJ
cana-3313	145	30	real	real	ADJ
cana-3313	145	31	-	-	PUNCT
cana-3313	145	32	time	time	NOUN
cana-3313	145	33	volatile	volatile	ADJ
cana-3313	145	34	modifications	modification	NOUN
cana-3313	145	35	in	in	ADP
cana-3313	145	36	blockchain	blockchain	PROPN
cana-3313	145	37	settings	setting	NOUN
cana-3313	145	38	.	.	PUNCT
cana-3313	146	1	paramesha	paramesha	PROPN
cana-3313	146	2	et	et	PROPN
cana-3313	146	3	al	al	PROPN
cana-3313	146	4	.	.	PROPN
cana-3313	147	1	(	(	PUNCT
cana-3313	147	2	2024	2024	NUM
cana-3313	147	3	)	)	PUNCT
cana-3313	148	1	[	[	X
cana-3313	148	2	23	23	NUM
cana-3313	148	3	]	]	PUNCT
cana-3313	148	4	demonstrated	demonstrate	VERB
cana-3313	148	5	the	the	DET
cana-3313	148	6	use	use	NOUN
cana-3313	148	7	of	of	ADP
cana-3313	148	8	blockchain	blockchain	NOUN
cana-3313	148	9	for	for	ADP
cana-3313	148	10	safe	safe	ADJ
cana-3313	148	11	data	datum	NOUN
cana-3313	148	12	management	management	NOUN
cana-3313	148	13	and	and	CCONJ
cana-3313	148	14	machine	machine	NOUN
cana-3313	148	15	learning	learn	VERB
cana-3313	148	16	for	for	ADP
cana-3313	148	17	modelling	modelling	NOUN
cana-3313	148	18	and	and	CCONJ
cana-3313	148	19	prediction	prediction	NOUN
cana-3313	148	20	to	to	PART
cana-3313	148	21	reduce	reduce	VERB
cana-3313	148	22	financial	financial	ADJ
cana-3313	148	23	risks	risk	NOUN
cana-3313	148	24	in	in	ADP
cana-3313	148	25	supply	supply	NOUN
cana-3313	148	26	chains	chain	NOUN
cana-3313	148	27	,	,	PUNCT
cana-3313	148	28	showcasing	showcase	VERB
cana-3313	148	29	practical	practical	ADJ
cana-3313	148	30	applications	application	NOUN
cana-3313	148	31	and	and	CCONJ
cana-3313	148	32	outcomes	outcome	NOUN
cana-3313	148	33	.	.	PUNCT
cana-3313	149	1	although	although	SCONJ
cana-3313	149	2	blockchain	blockchain	PROPN
cana-3313	149	3	guarantees	guarantee	VERB
cana-3313	149	4	accountability	accountability	NOUN
cana-3313	149	5	and	and	CCONJ
cana-3313	149	6	tracking	tracking	NOUN
cana-3313	149	7	,	,	PUNCT
cana-3313	149	8	while	while	SCONJ
cana-3313	149	9	machine	machine	NOUN
cana-3313	149	10	learning	learning	NOUN
cana-3313	149	11	offers	offer	VERB
cana-3313	149	12	predictive	predictive	ADJ
cana-3313	149	13	analytics	analytic	NOUN
cana-3313	149	14	,	,	PUNCT
cana-3313	149	15	limited	limited	ADJ
cana-3313	149	16	research	research	NOUN
cana-3313	149	17	addresses	address	VERB
cana-3313	149	18	the	the	DET
cana-3313	149	19	cohesive	cohesive	ADJ
cana-3313	149	20	integration	integration	NOUN
cana-3313	149	21	of	of	ADP
cana-3313	149	22	both	both	DET
cana-3313	149	23	technologies	technology	NOUN
cana-3313	149	24	into	into	ADP
cana-3313	149	25	a	a	DET
cana-3313	149	26	singular	singular	ADJ
cana-3313	149	27	framework	framework	NOUN
cana-3313	149	28	for	for	ADP
cana-3313	149	29	holistic	holistic	ADJ
cana-3313	149	30	risk	risk	NOUN
cana-3313	149	31	management	management	NOUN
cana-3313	149	32	.	.	PUNCT
cana-3313	150	1	much	much	ADJ
cana-3313	150	2	research	research	NOUN
cana-3313	150	3	investigates	investigate	VERB
cana-3313	150	4	these	these	DET
cana-3313	150	5	technologies	technology	NOUN
cana-3313	150	6	in	in	ADP
cana-3313	150	7	isolation	isolation	NOUN
cana-3313	150	8	,	,	PUNCT
cana-3313	150	9	resulting	result	VERB
cana-3313	150	10	in	in	ADP
cana-3313	150	11	a	a	DET
cana-3313	150	12	deficiency	deficiency	NOUN
cana-3313	150	13	of	of	ADP
cana-3313	150	14	integrated	integrate	VERB
cana-3313	150	15	application	application	NOUN
cana-3313	150	16	solutions	solution	NOUN
cana-3313	150	17	.	.	PUNCT
cana-3313	151	1	to	to	PART
cana-3313	151	2	address	address	VERB
cana-3313	151	3	these	these	DET
cana-3313	151	4	gaps	gap	NOUN
cana-3313	151	5	,	,	PUNCT
cana-3313	151	6	it	it	PRON
cana-3313	151	7	is	be	AUX
cana-3313	151	8	essential	essential	ADJ
cana-3313	151	9	to	to	ADP
cana-3313	151	10	communications	communication	NOUN
cana-3313	151	11	on	on	ADP
cana-3313	151	12	applied	apply	VERB
cana-3313	151	13	nonlinear	nonlinear	ADJ
cana-3313	151	14	analysis	analysis	NOUN
cana-3313	151	15	issn	issn	NOUN
cana-3313	151	16	:	:	PUNCT
cana-3313	151	17	1074	1074	NUM
cana-3313	151	18	-	-	PUNCT
cana-3313	151	19	133x	133x	NUM
cana-3313	151	20	vol	vol	NOUN
cana-3313	151	21	32	32	NUM
cana-3313	151	22	no	no	NOUN
cana-3313	151	23	.	.	PUNCT
cana-3313	152	1	6s	6s	NUM
cana-3313	152	2	(	(	PUNCT
cana-3313	152	3	2025	2025	NUM
cana-3313	152	4	)	)	PUNCT
cana-3313	152	5	503	503	NUM
cana-3313	152	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	152	7	design	design	NOUN
cana-3313	152	8	scalable	scalable	ADJ
cana-3313	152	9	,	,	PUNCT
cana-3313	152	10	sustainable	sustainable	ADJ
cana-3313	152	11	,	,	PUNCT
cana-3313	152	12	and	and	CCONJ
cana-3313	152	13	experimentally	experimentally	ADV
cana-3313	152	14	verified	verify	VERB
cana-3313	152	15	frameworks	framework	NOUN
cana-3313	152	16	that	that	PRON
cana-3313	152	17	include	include	VERB
cana-3313	152	18	blockchain	blockchain	NOUN
cana-3313	152	19	and	and	CCONJ
cana-3313	152	20	machine	machine	NOUN
cana-3313	152	21	learning	learning	NOUN
cana-3313	152	22	,	,	PUNCT
cana-3313	152	23	taking	take	VERB
cana-3313	152	24	into	into	ADP
cana-3313	152	25	account	account	NOUN
cana-3313	152	26	different	different	ADJ
cana-3313	152	27	uses	use	NOUN
cana-3313	152	28	and	and	CCONJ
cana-3313	152	29	real	real	ADJ
cana-3313	152	30	-	-	PUNCT
cana-3313	152	31	world	world	NOUN
cana-3313	152	32	limitations	limitation	NOUN
cana-3313	152	33	.	.	PUNCT
cana-3313	153	1	3	3	X
cana-3313	153	2	.	.	X
cana-3313	153	3	methodology	methodology	NOUN
cana-3313	153	4	effective	effective	ADJ
cana-3313	153	5	scm	scm	PROPN
cana-3313	153	6	is	be	AUX
cana-3313	153	7	essential	essential	ADJ
cana-3313	153	8	for	for	ADP
cana-3313	153	9	facilitating	facilitate	VERB
cana-3313	153	10	the	the	DET
cana-3313	153	11	uninterrupted	uninterrupted	ADJ
cana-3313	153	12	movement	movement	NOUN
cana-3313	153	13	of	of	ADP
cana-3313	153	14	goods	good	NOUN
cana-3313	153	15	,	,	PUNCT
cana-3313	153	16	services	service	NOUN
cana-3313	153	17	,	,	PUNCT
cana-3313	153	18	and	and	CCONJ
cana-3313	153	19	information	information	NOUN
cana-3313	153	20	throughout	throughout	ADP
cana-3313	153	21	different	different	ADJ
cana-3313	153	22	phases	phase	NOUN
cana-3313	153	23	of	of	ADP
cana-3313	153	24	production	production	NOUN
cana-3313	153	25	and	and	CCONJ
cana-3313	153	26	distribution	distribution	NOUN
cana-3313	153	27	.	.	PUNCT
cana-3313	154	1	nonetheless	nonetheless	ADV
cana-3313	154	2	,	,	PUNCT
cana-3313	154	3	irregularities	irregularity	NOUN
cana-3313	154	4	in	in	ADP
cana-3313	154	5	the	the	DET
cana-3313	154	6	supply	supply	NOUN
cana-3313	154	7	chain	chain	NOUN
cana-3313	154	8	may	may	AUX
cana-3313	154	9	result	result	VERB
cana-3313	154	10	in	in	ADP
cana-3313	154	11	interruptions	interruption	NOUN
cana-3313	154	12	,	,	PUNCT
cana-3313	154	13	inefficiencies	inefficiency	NOUN
cana-3313	154	14	,	,	PUNCT
cana-3313	154	15	and	and	CCONJ
cana-3313	154	16	monetary	monetary	ADJ
cana-3313	154	17	losses	loss	NOUN
cana-3313	154	18	.	.	PUNCT
cana-3313	155	1	these	these	DET
cana-3313	155	2	abnormalities	abnormality	NOUN
cana-3313	155	3	may	may	AUX
cana-3313	155	4	arise	arise	VERB
cana-3313	155	5	from	from	ADP
cana-3313	155	6	data	datum	NOUN
cana-3313	155	7	input	input	NOUN
cana-3313	155	8	mistakes	mistake	NOUN
cana-3313	155	9	,	,	PUNCT
cana-3313	155	10	operational	operational	ADJ
cana-3313	155	11	problems	problem	NOUN
cana-3313	155	12	,	,	PUNCT
cana-3313	155	13	or	or	CCONJ
cana-3313	155	14	possible	possible	ADJ
cana-3313	155	15	fraudulent	fraudulent	ADJ
cana-3313	155	16	activity	activity	NOUN
cana-3313	155	17	.	.	PUNCT
cana-3313	156	1	this	this	DET
cana-3313	156	2	article	article	NOUN
cana-3313	156	3	utilises	utilise	VERB
cana-3313	156	4	blockchain	blockchain	PROPN
cana-3313	156	5	and	and	CCONJ
cana-3313	156	6	machine	machine	NOUN
cana-3313	156	7	learning	learning	NOUN
cana-3313	156	8	approaches	approach	NOUN
cana-3313	156	9	to	to	PART
cana-3313	156	10	secure	secure	VERB
cana-3313	156	11	and	and	CCONJ
cana-3313	156	12	identify	identify	VERB
cana-3313	156	13	anomalies	anomaly	NOUN
cana-3313	156	14	throughout	throughout	ADP
cana-3313	156	15	a	a	DET
cana-3313	156	16	scm	scm	PROPN
cana-3313	156	17	dataset	dataset	VERB
cana-3313	156	18	to	to	PART
cana-3313	156	19	tackle	tackle	VERB
cana-3313	156	20	these	these	DET
cana-3313	156	21	difficulties	difficulty	NOUN
cana-3313	156	22	.	.	PUNCT
cana-3313	157	1	3.1	3.1	NUM
cana-3313	157	2	dataset	dataset	NOUN
cana-3313	157	3	collection	collection	NOUN
cana-3313	157	4	this	this	DET
cana-3313	157	5	study	study	NOUN
cana-3313	157	6	illustrates	illustrate	VERB
cana-3313	157	7	the	the	DET
cana-3313	157	8	capability	capability	NOUN
cana-3313	157	9	of	of	ADP
cana-3313	157	10	machine	machine	NOUN
cana-3313	157	11	learning	learn	VERB
cana-3313	157	12	in	in	ADP
cana-3313	157	13	tackling	tackle	VERB
cana-3313	157	14	significant	significant	ADJ
cana-3313	157	15	difficulties	difficulty	NOUN
cana-3313	157	16	in	in	ADP
cana-3313	157	17	supply	supply	NOUN
cana-3313	157	18	chain	chain	NOUN
cana-3313	157	19	management	management	NOUN
cana-3313	157	20	through	through	ADP
cana-3313	157	21	the	the	DET
cana-3313	157	22	automation	automation	NOUN
cana-3313	157	23	of	of	ADP
cana-3313	157	24	anomaly	anomaly	NOUN
cana-3313	157	25	detection	detection	NOUN
cana-3313	157	26	and	and	CCONJ
cana-3313	157	27	classification	classification	NOUN
cana-3313	157	28	by	by	ADP
cana-3313	157	29	providing	provide	VERB
cana-3313	157	30	a	a	DET
cana-3313	157	31	pragmatic	pragmatic	ADJ
cana-3313	157	32	solution	solution	NOUN
cana-3313	157	33	for	for	ADP
cana-3313	157	34	enhancing	enhance	VERB
cana-3313	157	35	efficiency	efficiency	NOUN
cana-3313	157	36	in	in	ADP
cana-3313	157	37	operations	operation	NOUN
cana-3313	157	38	and	and	CCONJ
cana-3313	157	39	decision	decision	NOUN
cana-3313	157	40	-	-	PUNCT
cana-3313	157	41	making	making	NOUN
cana-3313	157	42	.	.	PUNCT
cana-3313	158	1	the	the	DET
cana-3313	158	2	dataset	dataset	NOUN
cana-3313	158	3	is	be	AUX
cana-3313	158	4	obtained	obtain	VERB
cana-3313	158	5	from	from	ADP
cana-3313	158	6	kaggle	kaggle	PROPN
cana-3313	158	7	(	(	PUNCT
cana-3313	158	8	https://www.kaggle.com/datasets/lastman0800/supply-chain-management	https://www.kaggle.com/datasets/lastman0800/supply-chain-management	NOUN
cana-3313	158	9	)	)	PUNCT
cana-3313	159	1	[	[	X
cana-3313	159	2	24	24	NUM
cana-3313	159	3	]	]	PUNCT
cana-3313	159	4	.	.	PUNCT
cana-3313	160	1	the	the	DET
cana-3313	160	2	methodology	methodology	NOUN
cana-3313	160	3	encompasses	encompass	VERB
cana-3313	160	4	a	a	DET
cana-3313	160	5	sequential	sequential	ADJ
cana-3313	160	6	procedure	procedure	NOUN
cana-3313	160	7	,	,	PUNCT
cana-3313	160	8	commencing	commence	VERB
cana-3313	160	9	with	with	ADP
cana-3313	160	10	data	datum	NOUN
cana-3313	160	11	exploration	exploration	NOUN
cana-3313	160	12	and	and	CCONJ
cana-3313	160	13	preprocessing	preprocessing	NOUN
cana-3313	160	14	,	,	PUNCT
cana-3313	160	15	succeeded	succeed	VERB
cana-3313	160	16	by	by	ADP
cana-3313	160	17	anomaly	anomaly	NOUN
cana-3313	160	18	identification	identification	NOUN
cana-3313	160	19	,	,	PUNCT
cana-3313	160	20	model	model	NOUN
cana-3313	160	21	training	training	NOUN
cana-3313	160	22	,	,	PUNCT
cana-3313	160	23	and	and	CCONJ
cana-3313	160	24	optimisation	optimisation	NOUN
cana-3313	160	25	.	.	PUNCT
cana-3313	161	1	every	every	DET
cana-3313	161	2	step	step	NOUN
cana-3313	161	3	is	be	AUX
cana-3313	161	4	formulated	formulate	VERB
cana-3313	161	5	to	to	PART
cana-3313	161	6	guarantee	guarantee	VERB
cana-3313	161	7	effective	effective	ADJ
cana-3313	161	8	and	and	CCONJ
cana-3313	161	9	precise	precise	ADJ
cana-3313	161	10	anomaly	anomaly	NOUN
cana-3313	161	11	identification	identification	NOUN
cana-3313	161	12	inside	inside	ADP
cana-3313	161	13	the	the	DET
cana-3313	161	14	scm	scm	PROPN
cana-3313	161	15	dataset	dataset	PROPN
cana-3313	161	16	.	.	PUNCT
cana-3313	162	1	the	the	DET
cana-3313	162	2	dataset	dataset	NOUN
cana-3313	162	3	includes	include	VERB
cana-3313	162	4	data	datum	NOUN
cana-3313	162	5	types	type	NOUN
cana-3313	162	6	,	,	PUNCT
cana-3313	162	7	column	column	NOUN
cana-3313	162	8	count	count	NOUN
cana-3313	162	9	,	,	PUNCT
cana-3313	162	10	and	and	CCONJ
cana-3313	162	11	missing	miss	VERB
cana-3313	162	12	values	value	NOUN
cana-3313	162	13	.	.	PUNCT
cana-3313	163	1	the	the	DET
cana-3313	163	2	dataset	dataset	NOUN
cana-3313	163	3	initially	initially	ADV
cana-3313	163	4	had	have	VERB
cana-3313	163	5	1000	1000	NUM
cana-3313	163	6	rows	row	NOUN
cana-3313	163	7	and	and	CCONJ
cana-3313	163	8	23	23	NUM
cana-3313	163	9	columns	column	NOUN
cana-3313	163	10	represented	represent	VERB
cana-3313	163	11	as	as	ADP
cana-3313	163	12	a	a	DET
cana-3313	163	13	shape	shape	NOUN
cana-3313	163	14	of	of	ADP
cana-3313	163	15	(	(	PUNCT
cana-3313	163	16	1000	1000	NUM
cana-3313	163	17	,	,	PUNCT
cana-3313	163	18	23	23	NUM
cana-3313	163	19	)	)	PUNCT
cana-3313	163	20	evaluated	evaluate	VERB
cana-3313	163	21	each	each	DET
cana-3313	163	22	column	column	NOUN
cana-3313	163	23	to	to	PART
cana-3313	163	24	determine	determine	VERB
cana-3313	163	25	its	its	PRON
cana-3313	163	26	significance	significance	NOUN
cana-3313	163	27	to	to	ADP
cana-3313	163	28	the	the	DET
cana-3313	163	29	analysis	analysis	NOUN
cana-3313	163	30	,	,	PUNCT
cana-3313	163	31	eliminated	eliminate	VERB
cana-3313	163	32	superfluous	superfluous	ADJ
cana-3313	163	33	or	or	CCONJ
cana-3313	163	34	unnecessary	unnecessary	ADJ
cana-3313	163	35	columns	column	NOUN
cana-3313	163	36	,	,	PUNCT
cana-3313	163	37	including	include	VERB
cana-3313	163	38	those	those	PRON
cana-3313	163	39	exhibiting	exhibit	VERB
cana-3313	163	40	consistent	consistent	ADJ
cana-3313	163	41	values	value	NOUN
cana-3313	163	42	across	across	ADP
cana-3313	163	43	rows	row	NOUN
cana-3313	163	44	or	or	CCONJ
cana-3313	163	45	minimal	minimal	ADJ
cana-3313	163	46	fluctuation	fluctuation	NOUN
cana-3313	163	47	.	.	PUNCT
cana-3313	164	1	upon	upon	SCONJ
cana-3313	164	2	eliminating	eliminate	VERB
cana-3313	164	3	unimportant	unimportant	ADJ
cana-3313	164	4	columns	column	NOUN
cana-3313	164	5	or	or	CCONJ
cana-3313	164	6	those	those	PRON
cana-3313	164	7	containing	contain	VERB
cana-3313	164	8	excessive	excessive	ADJ
cana-3313	164	9	null	null	ADJ
cana-3313	164	10	values	value	NOUN
cana-3313	164	11	,	,	PUNCT
cana-3313	164	12	we	we	PRON
cana-3313	164	13	are	be	AUX
cana-3313	164	14	left	leave	VERB
cana-3313	164	15	with	with	ADP
cana-3313	164	16	20	20	NUM
cana-3313	164	17	columns	column	NOUN
cana-3313	164	18	,	,	PUNCT
cana-3313	164	19	including	include	VERB
cana-3313	164	20	:	:	PUNCT
cana-3313	164	21	▪	▪	X
cana-3313	164	22	scm	scm	PROPN
cana-3313	164	23	practices	practice	VERB
cana-3313	164	24	1000	1000	NUM
cana-3313	164	25	non	non	ADJ
cana-3313	164	26	-	-	ADJ
cana-3313	164	27	null	null	ADJ
cana-3313	164	28	object	object	NOUN
cana-3313	164	29	▪	▪	NOUN
cana-3313	164	30	supplier	supplier	NOUN
cana-3313	164	31	count	count	NOUN
cana-3313	164	32	1000	1000	NUM
cana-3313	164	33	non	non	ADJ
cana-3313	164	34	-	-	ADJ
cana-3313	164	35	null	null	ADJ
cana-3313	164	36	int64	int64	PROPN
cana-3313	164	37	▪	▪	ADJ
cana-3313	164	38	inventory	inventory	NOUN
cana-3313	164	39	turnover	turnover	NOUN
cana-3313	164	40	ratio	ratio	NOUN
cana-3313	164	41	1000	1000	NUM
cana-3313	164	42	non	non	ADJ
cana-3313	164	43	-	-	ADJ
cana-3313	164	44	null	null	ADJ
cana-3313	164	45	float64	float64	NOUN
cana-3313	164	46	▪	▪	NOUN
cana-3313	164	47	lead	lead	NOUN
cana-3313	164	48	time	time	NOUN
cana-3313	164	49	(	(	PUNCT
cana-3313	164	50	days	day	NOUN
cana-3313	164	51	)	)	PUNCT
cana-3313	164	52	1000	1000	NUM
cana-3313	164	53	non	non	ADJ
cana-3313	164	54	-	-	ADJ
cana-3313	164	55	null	null	ADJ
cana-3313	164	56	float64	float64	NOUN
cana-3313	164	57	▪	▪	NOUN
cana-3313	164	58	order	order	NOUN
cana-3313	164	59	fulfilment	fulfilment	NOUN
cana-3313	164	60	rate	rate	NOUN
cana-3313	164	61	(	(	PUNCT
cana-3313	164	62	%	%	INTJ
cana-3313	164	63	)	)	PUNCT
cana-3313	164	64	1000	1000	NUM
cana-3313	164	65	non	non	ADJ
cana-3313	164	66	-	-	ADJ
cana-3313	164	67	null	null	ADJ
cana-3313	164	68	float64	float64	NOUN
cana-3313	164	69	▪	▪	ADJ
cana-3313	164	70	customer	customer	NOUN
cana-3313	164	71	satisfaction	satisfaction	NOUN
cana-3313	164	72	(	(	PUNCT
cana-3313	164	73	%	%	INTJ
cana-3313	164	74	)	)	PUNCT
cana-3313	164	75	1000	1000	NUM
cana-3313	164	76	non	non	ADJ
cana-3313	164	77	-	-	ADJ
cana-3313	164	78	null	null	ADJ
cana-3313	164	79	int64	int64	PROPN
cana-3313	164	80	▪	▪	NOUN
cana-3313	164	81	technology	technology	NOUN
cana-3313	164	82	utilized	utilize	VERB
cana-3313	164	83	1000	1000	NUM
cana-3313	164	84	non	non	ADJ
cana-3313	164	85	-	-	ADJ
cana-3313	164	86	null	null	ADJ
cana-3313	164	87	object	object	NOUN
cana-3313	164	88	▪	▪	ADJ
cana-3313	164	89	supply	supply	NOUN
cana-3313	164	90	chain	chain	NOUN
cana-3313	164	91	agility	agility	NOUN
cana-3313	164	92	1000	1000	NUM
cana-3313	164	93	non	non	ADJ
cana-3313	164	94	-	-	ADJ
cana-3313	164	95	null	null	ADJ
cana-3313	164	96	object	object	NOUN
cana-3313	164	97	▪	▪	NOUN
cana-3313	164	98	supplier	supplier	NOUN
cana-3313	164	99	lead	lead	NOUN
cana-3313	164	100	time	time	NOUN
cana-3313	164	101	variability	variability	NOUN
cana-3313	164	102	(	(	PUNCT
cana-3313	164	103	days	day	NOUN
cana-3313	164	104	)	)	PUNCT
cana-3313	164	105	1000	1000	NUM
cana-3313	164	106	non	non	ADJ
cana-3313	164	107	-	-	ADJ
cana-3313	164	108	null	null	ADJ
cana-3313	164	109	float64	float64	NOUN
cana-3313	164	110	▪	▪	ADJ
cana-3313	164	111	inventory	inventory	NOUN
cana-3313	164	112	accuracy	accuracy	NOUN
cana-3313	164	113	(	(	PUNCT
cana-3313	164	114	%	%	INTJ
cana-3313	164	115	)	)	PUNCT
cana-3313	164	116	1000	1000	NUM
cana-3313	164	117	non	non	ADJ
cana-3313	164	118	-	-	ADJ
cana-3313	164	119	null	null	ADJ
cana-3313	164	120	float64	float64	NOUN
cana-3313	164	121	▪	▪	NOUN
cana-3313	164	122	transportation	transportation	NOUN
cana-3313	164	123	cost	cost	NOUN
cana-3313	164	124	efficiency	efficiency	NOUN
cana-3313	164	125	(	(	PUNCT
cana-3313	164	126	%	%	INTJ
cana-3313	164	127	)	)	PUNCT
cana-3313	164	128	1000	1000	NUM
cana-3313	164	129	non	non	ADJ
cana-3313	164	130	-	-	ADJ
cana-3313	164	131	null	null	ADJ
cana-3313	164	132	float64	float64	NOUN
cana-3313	164	133	▪	▪	ADJ
cana-3313	164	134	supply	supply	NOUN
cana-3313	164	135	chain	chain	NOUN
cana-3313	164	136	integration	integration	NOUN
cana-3313	164	137	level	level	NOUN
cana-3313	164	138	1000	1000	NUM
cana-3313	164	139	non	non	ADJ
cana-3313	164	140	-	-	ADJ
cana-3313	164	141	null	null	ADJ
cana-3313	164	142	object	object	NOUN
cana-3313	164	143	▪	▪	ADJ
cana-3313	164	144	supply	supply	NOUN
cana-3313	164	145	chain	chain	NOUN
cana-3313	164	146	complexity	complexity	NOUN
cana-3313	164	147	index	index	NOUN
cana-3313	164	148	1000	1000	NUM
cana-3313	164	149	non	non	ADJ
cana-3313	164	150	-	-	ADJ
cana-3313	164	151	null	null	ADJ
cana-3313	164	152	object	object	NOUN
cana-3313	164	153	https://www.kaggle.com/datasets/lastman0800/supply-chain-management	https://www.kaggle.com/datasets/lastman0800/supply-chain-management	NOUN
cana-3313	164	154	communications	communication	NOUN
cana-3313	164	155	on	on	ADP
cana-3313	164	156	applied	apply	VERB
cana-3313	164	157	nonlinear	nonlinear	ADJ
cana-3313	164	158	analysis	analysis	NOUN
cana-3313	164	159	issn	issn	NOUN
cana-3313	164	160	:	:	PUNCT
cana-3313	164	161	1074	1074	NUM
cana-3313	164	162	-	-	PUNCT
cana-3313	164	163	133x	133x	NUM
cana-3313	164	164	vol	vol	NOUN
cana-3313	164	165	32	32	NUM
cana-3313	164	166	no	no	NOUN
cana-3313	164	167	.	.	PUNCT
cana-3313	165	1	6s	6s	NUM
cana-3313	165	2	(	(	PUNCT
cana-3313	165	3	2025	2025	NUM
cana-3313	165	4	)	)	PUNCT
cana-3313	165	5	504	504	NUM
cana-3313	165	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	165	7	▪	▪	ADJ
cana-3313	165	8	cost	cost	NOUN
cana-3313	165	9	of	of	ADP
cana-3313	165	10	goods	good	NOUN
cana-3313	165	11	sold	sell	VERB
cana-3313	165	12	(	(	PUNCT
cana-3313	165	13	cogs	cog	NOUN
cana-3313	165	14	)	)	PUNCT
cana-3313	165	15	1000	1000	NUM
cana-3313	165	16	non	non	ADJ
cana-3313	165	17	-	-	ADJ
cana-3313	165	18	null	null	ADJ
cana-3313	165	19	float64	float64	NOUN
cana-3313	165	20	▪	▪	ADJ
cana-3313	165	21	operational	operational	ADJ
cana-3313	165	22	efficiency	efficiency	NOUN
cana-3313	165	23	score	score	NOUN
cana-3313	165	24	1000	1000	NUM
cana-3313	165	25	non	non	ADJ
cana-3313	165	26	-	-	ADJ
cana-3313	165	27	null	null	ADJ
cana-3313	165	28	float64	float64	NOUN
cana-3313	165	29	▪	▪	NOUN
cana-3313	165	30	revenue	revenue	NOUN
cana-3313	165	31	growth	growth	NOUN
cana-3313	165	32	rate	rate	NOUN
cana-3313	165	33	out	out	ADP
cana-3313	165	34	of	of	ADP
cana-3313	165	35	(	(	PUNCT
cana-3313	165	36	15	15	NUM
cana-3313	165	37	)	)	PUNCT
cana-3313	165	38	1000	1000	NUM
cana-3313	165	39	non	non	ADJ
cana-3313	165	40	-	-	ADJ
cana-3313	165	41	null	null	ADJ
cana-3313	165	42	float64	float64	NOUN
cana-3313	165	43	▪	▪	ADJ
cana-3313	165	44	supply	supply	NOUN
cana-3313	165	45	chain	chain	NOUN
cana-3313	165	46	risk	risk	NOUN
cana-3313	165	47	(	(	PUNCT
cana-3313	165	48	%	%	INTJ
cana-3313	165	49	)	)	PUNCT
cana-3313	165	50	1000	1000	NUM
cana-3313	165	51	non	non	ADJ
cana-3313	165	52	-	-	ADJ
cana-3313	165	53	null	null	ADJ
cana-3313	165	54	float64	float64	NOUN
cana-3313	165	55	▪	▪	X
cana-3313	165	56	supplier	supplier	NOUN
cana-3313	165	57	collaboration	collaboration	NOUN
cana-3313	165	58	level	level	NOUN
cana-3313	165	59	1000	1000	NUM
cana-3313	165	60	non	non	ADJ
cana-3313	165	61	-	-	ADJ
cana-3313	165	62	null	null	ADJ
cana-3313	165	63	object	object	NOUN
cana-3313	165	64	▪	▪	ADJ
cana-3313	165	65	supply	supply	NOUN
cana-3313	165	66	chain	chain	NOUN
cana-3313	165	67	resilience	resilience	NOUN
cana-3313	165	68	score	score	NOUN
cana-3313	165	69	1000	1000	NUM
cana-3313	165	70	non	non	ADJ
cana-3313	165	71	-	-	ADJ
cana-3313	165	72	null	null	ADJ
cana-3313	165	73	float64	float64	NOUN
cana-3313	165	74	▪	▪	X
cana-3313	165	75	supplier	supplier	NOUN
cana-3313	165	76	relationship	relationship	NOUN
cana-3313	165	77	score	score	NOUN
cana-3313	165	78	1000	1000	NUM
cana-3313	165	79	non	non	ADJ
cana-3313	165	80	-	-	ADJ
cana-3313	165	81	null	null	ADJ
cana-3313	165	82	float64	float64	PROPN
cana-3313	165	83	and	and	CCONJ
cana-3313	165	84	then	then	ADV
cana-3313	165	85	saved	save	VERB
cana-3313	165	86	the	the	DET
cana-3313	165	87	cleaned	clean	VERB
cana-3313	165	88	and	and	CCONJ
cana-3313	165	89	updated	update	VERB
cana-3313	165	90	dataset	dataset	NOUN
cana-3313	165	91	to	to	ADP
cana-3313	165	92	a	a	DET
cana-3313	165	93	new	new	ADJ
cana-3313	165	94	file	file	NOUN
cana-3313	165	95	for	for	ADP
cana-3313	165	96	ease	ease	NOUN
cana-3313	165	97	of	of	ADP
cana-3313	165	98	use	use	NOUN
cana-3313	165	99	in	in	ADP
cana-3313	165	100	later	later	ADJ
cana-3313	165	101	stages	stage	NOUN
cana-3313	165	102	.	.	PUNCT
cana-3313	166	1	3.2	3.2	NUM
cana-3313	166	2	blockchain	blockchain	NOUN
cana-3313	166	3	framework	framework	NOUN
cana-3313	166	4	for	for	ADP
cana-3313	166	5	scm	scm	PROPN
cana-3313	166	6	blockchain	blockchain	PROPN
cana-3313	166	7	was	be	AUX
cana-3313	166	8	first	first	ADV
cana-3313	166	9	introduced	introduce	VERB
cana-3313	166	10	as	as	ADP
cana-3313	166	11	a	a	DET
cana-3313	166	12	framework	framework	NOUN
cana-3313	166	13	for	for	ADP
cana-3313	166	14	facilitating	facilitate	VERB
cana-3313	166	15	bitcoin	bitcoin	NOUN
cana-3313	166	16	and	and	CCONJ
cana-3313	166	17	other	other	ADJ
cana-3313	166	18	cryptocurrencies	cryptocurrencie	NOUN
cana-3313	166	19	subsequently	subsequently	ADV
cana-3313	166	20	,	,	PUNCT
cana-3313	166	21	it	it	PRON
cana-3313	166	22	was	be	AUX
cana-3313	166	23	developed	develop	VERB
cana-3313	166	24	via	via	ADP
cana-3313	166	25	smart	smart	ADJ
cana-3313	166	26	contracts	contract	NOUN
cana-3313	166	27	,	,	PUNCT
cana-3313	166	28	including	include	VERB
cana-3313	166	29	distributed	distribute	VERB
cana-3313	166	30	programs	program	NOUN
cana-3313	166	31	based	base	VERB
cana-3313	166	32	on	on	ADP
cana-3313	166	33	blockchain	blockchain	PROPN
cana-3313	166	34	that	that	PRON
cana-3313	166	35	can	can	AUX
cana-3313	166	36	be	be	AUX
cana-3313	166	37	executed	execute	VERB
cana-3313	166	38	and	and	CCONJ
cana-3313	166	39	validated	validate	VERB
cana-3313	166	40	autonomously	autonomously	ADV
cana-3313	166	41	,	,	PUNCT
cana-3313	166	42	and	and	CCONJ
cana-3313	166	43	commenced	commence	VERB
cana-3313	166	44	use	use	NOUN
cana-3313	166	45	in	in	ADP
cana-3313	166	46	scm	scm	PROPN
cana-3313	166	47	.	.	PUNCT
cana-3313	167	1	the	the	DET
cana-3313	167	2	majority	majority	NOUN
cana-3313	167	3	of	of	ADP
cana-3313	167	4	blockchain	blockchain	PROPN
cana-3313	167	5	attributes	attribute	NOUN
cana-3313	167	6	have	have	AUX
cana-3313	167	7	encouraged	encourage	VERB
cana-3313	167	8	producers	producer	NOUN
cana-3313	167	9	to	to	PART
cana-3313	167	10	adopt	adopt	VERB
cana-3313	167	11	this	this	DET
cana-3313	167	12	technology	technology	NOUN
cana-3313	167	13	for	for	ADP
cana-3313	167	14	the	the	DET
cana-3313	167	15	conveyance	conveyance	NOUN
cana-3313	167	16	of	of	ADP
cana-3313	167	17	their	their	PRON
cana-3313	167	18	goods	good	NOUN
cana-3313	167	19	to	to	ADP
cana-3313	167	20	customers	customer	NOUN
cana-3313	167	21	.	.	PUNCT
cana-3313	168	1	while	while	SCONJ
cana-3313	168	2	blockchain	blockchain	PROPN
cana-3313	168	3	technology	technology	PROPN
cana-3313	168	4	facilitates	facilitate	VERB
cana-3313	168	5	transportation	transportation	NOUN
cana-3313	168	6	(	(	PUNCT
cana-3313	168	7	supply	supply	NOUN
cana-3313	168	8	)	)	PUNCT
cana-3313	168	9	by	by	ADP
cana-3313	168	10	reducing	reduce	VERB
cana-3313	168	11	processing	processing	NOUN
cana-3313	168	12	time	time	NOUN
cana-3313	168	13	and	and	CCONJ
cana-3313	168	14	costs	cost	NOUN
cana-3313	168	15	,	,	PUNCT
cana-3313	168	16	it	it	PRON
cana-3313	168	17	also	also	ADV
cana-3313	168	18	presents	present	VERB
cana-3313	168	19	drawbacks	drawback	NOUN
cana-3313	168	20	including	include	VERB
cana-3313	168	21	susceptibility	susceptibility	NOUN
cana-3313	168	22	to	to	ADP
cana-3313	168	23	many	many	ADJ
cana-3313	168	24	assaults	assault	NOUN
cana-3313	168	25	,	,	PUNCT
cana-3313	168	26	and	and	CCONJ
cana-3313	168	27	the	the	DET
cana-3313	168	28	management	management	NOUN
cana-3313	168	29	framework	framework	NOUN
cana-3313	168	30	remains	remain	VERB
cana-3313	168	31	largely	largely	ADV
cana-3313	168	32	undefined	undefined	ADJ
cana-3313	168	33	.	.	PUNCT
cana-3313	169	1	this	this	DET
cana-3313	169	2	section	section	NOUN
cana-3313	169	3	delineates	delineate	VERB
cana-3313	169	4	the	the	DET
cana-3313	169	5	technological	technological	ADJ
cana-3313	169	6	methodology	methodology	NOUN
cana-3313	169	7	for	for	ADP
cana-3313	169	8	employing	employ	VERB
cana-3313	169	9	blockchain	blockchain	NOUN
cana-3313	169	10	to	to	PART
cana-3313	169	11	safely	safely	ADV
cana-3313	169	12	store	store	VERB
cana-3313	169	13	and	and	CCONJ
cana-3313	169	14	monitor	monitor	VERB
cana-3313	169	15	critical	critical	ADJ
cana-3313	169	16	transactions	transaction	NOUN
cana-3313	169	17	inside	inside	ADP
cana-3313	169	18	a	a	DET
cana-3313	169	19	supply	supply	NOUN
cana-3313	169	20	chain	chain	NOUN
cana-3313	169	21	network	network	NOUN
cana-3313	169	22	.	.	PUNCT
cana-3313	170	1	the	the	DET
cana-3313	170	2	algorithm	algorithm	NOUN
cana-3313	170	3	utilises	utilise	VERB
cana-3313	170	4	the	the	DET
cana-3313	170	5	immutable	immutable	ADJ
cana-3313	170	6	and	and	CCONJ
cana-3313	170	7	decentralised	decentralised	ADJ
cana-3313	170	8	characteristics	characteristic	NOUN
cana-3313	170	9	of	of	ADP
cana-3313	170	10	blockchain	blockchain	PROPN
cana-3313	170	11	to	to	PART
cana-3313	170	12	improve	improve	VERB
cana-3313	170	13	transparency	transparency	NOUN
cana-3313	170	14	,	,	PUNCT
cana-3313	170	15	reliability	reliability	NOUN
cana-3313	170	16	,	,	PUNCT
cana-3313	170	17	and	and	CCONJ
cana-3313	170	18	confidence	confidence	NOUN
cana-3313	170	19	among	among	ADP
cana-3313	170	20	every	every	DET
cana-3313	170	21	party	party	NOUN
cana-3313	170	22	involved	involve	VERB
cana-3313	170	23	.	.	PUNCT
cana-3313	171	1	algorithm	algorithm	NOUN
cana-3313	171	2	:	:	PUNCT
cana-3313	172	1	blockchain	blockchain	NOUN
cana-3313	172	2	to	to	PART
cana-3313	172	3	store	store	VERB
cana-3313	172	4	key	key	ADJ
cana-3313	172	5	transactions	transaction	NOUN
cana-3313	172	6	step	step	NOUN
cana-3313	172	7	1	1	NUM
cana-3313	172	8	:	:	PUNCT
cana-3313	172	9	initialise	initialise	VERB
cana-3313	172	10	blockchain	blockchain	PROPN
cana-3313	172	11	network	network	PROPN
cana-3313	172	12	•	•	NUM
cana-3313	172	13	specify	specify	VERB
cana-3313	172	14	blockchain	blockchain	PROPN
cana-3313	172	15	category	category	NOUN
cana-3313	172	16	,	,	PUNCT
cana-3313	172	17	set	set	VERB
cana-3313	172	18	up	up	ADP
cana-3313	172	19	blockchain	blockchain	PROPN
cana-3313	172	20	nodes	node	NOUN
cana-3313	172	21	,	,	PUNCT
cana-3313	172	22	choose	choose	VERB
cana-3313	172	23	agreement	agreement	NOUN
cana-3313	172	24	protocol	protocol	NOUN
cana-3313	172	25	step	step	NOUN
cana-3313	172	26	2	2	NUM
cana-3313	172	27	:	:	PUNCT
cana-3313	172	28	establish	establish	VERB
cana-3313	172	29	data	data	NOUN
cana-3313	172	30	framework	framework	NOUN
cana-3313	172	31	for	for	ADP
cana-3313	172	32	transactions	transaction	NOUN
cana-3313	172	33	•	•	ADP
cana-3313	172	34	develop	develop	VERB
cana-3313	172	35	a	a	DET
cana-3313	172	36	transaction	transaction	NOUN
cana-3313	172	37	structure	structure	NOUN
cana-3313	172	38	:	:	PUNCT
cana-3313	172	39	{	{	PUNCT
cana-3313	172	40	‘	'	PUNCT
cana-3313	172	41	transactionid	transactionid	X
cana-3313	172	42	'	'	PUNCT
cana-3313	172	43	:	:	PUNCT
cana-3313	172	44	‘	'	PUNCT
cana-3313	172	45	bigint	bigint	NOUN
cana-3313	172	46	'	'	PUNCT
cana-3313	172	47	,	,	PUNCT
cana-3313	172	48	'	'	PUNCT
cana-3313	172	49	productid	productid	NOUN
cana-3313	172	50	'	'	PUNCT
cana-3313	172	51	:	:	PUNCT
cana-3313	172	52	'	'	PUNCT
cana-3313	172	53	varchar	varchar	VERB
cana-3313	172	54	'	'	PUNCT
cana-3313	172	55	,	,	PUNCT
cana-3313	172	56	'	'	PUNCT
cana-3313	172	57	timestamp	timestamp	VERB
cana-3313	172	58	'	'	PUNCT
cana-3313	172	59	:	:	PUNCT
cana-3313	172	60	datetime	datetime	PROPN
cana-3313	172	61	'	'	PUNCT
cana-3313	172	62	,	,	PUNCT
cana-3313	172	63	'	'	PUNCT
cana-3313	172	64	supplierid	supplierid	VERB
cana-3313	172	65	'	'	PUNCT
cana-3313	172	66	:	:	PUNCT
cana-3313	172	67	'	'	PUNCT
cana-3313	172	68	varchar	varchar	VERB
cana-3313	172	69	'	'	PUNCT
cana-3313	172	70	,	,	PUNCT
cana-3313	172	71	'	'	PUNCT
cana-3313	172	72	location	location	NOUN
cana-3313	172	73	'	'	PUNCT
cana-3313	172	74	:	:	PUNCT
cana-3313	172	75	‘	'	PUNCT
cana-3313	172	76	geography	geography	NOUN
cana-3313	172	77	'	'	PUNCT
cana-3313	172	78	,	,	PUNCT
cana-3313	172	79	'	'	PUNCT
cana-3313	172	80	status	status	NOUN
cana-3313	172	81	'	'	PUNCT
cana-3313	172	82	:	:	PUNCT
cana-3313	172	83	'	'	PUNCT
cana-3313	172	84	char	char	NOUN
cana-3313	172	85	'	'	PUNCT
cana-3313	172	86	,	,	PUNCT
cana-3313	172	87	'	'	PUNCT
cana-3313	172	88	metadata	metadata	VERB
cana-3313	172	89	'	'	PUNCT
cana-3313	172	90	:	:	PUNCT
cana-3313	172	91	‘	'	PUNCT
cana-3313	172	92	char	char	NOUN
cana-3313	172	93	’	'	PUNCT
cana-3313	172	94	}	}	PUNCT
cana-3313	172	95	•	•	NUM
cana-3313	172	96	hash	hash	NOUN
cana-3313	172	97	sensitive	sensitive	ADJ
cana-3313	172	98	information	information	NOUN
cana-3313	172	99	:	:	PUNCT
cana-3313	172	100	implement	implement	VERB
cana-3313	172	101	sha-3	sha-3	PRON
cana-3313	172	102	hashing	hash	VERB
cana-3313	172	103	on	on	ADP
cana-3313	172	104	highly	highly	ADV
cana-3313	172	105	sensitive	sensitive	ADJ
cana-3313	172	106	information	information	NOUN
cana-3313	172	107	to	to	PART
cana-3313	172	108	ensure	ensure	VERB
cana-3313	172	109	data	datum	NOUN
cana-3313	172	110	privacy	privacy	NOUN
cana-3313	172	111	and	and	CCONJ
cana-3313	172	112	indestructibility	indestructibility	NOUN
cana-3313	172	113	.	.	PUNCT
cana-3313	173	1	communications	communication	NOUN
cana-3313	173	2	on	on	ADP
cana-3313	173	3	applied	apply	VERB
cana-3313	173	4	nonlinear	nonlinear	ADJ
cana-3313	173	5	analysis	analysis	NOUN
cana-3313	173	6	issn	issn	NOUN
cana-3313	173	7	:	:	PUNCT
cana-3313	173	8	1074	1074	NUM
cana-3313	173	9	-	-	PUNCT
cana-3313	173	10	133x	133x	NUM
cana-3313	173	11	vol	vol	NOUN
cana-3313	173	12	32	32	NUM
cana-3313	173	13	no	no	NOUN
cana-3313	173	14	.	.	PUNCT
cana-3313	174	1	6s	6s	NUM
cana-3313	174	2	(	(	PUNCT
cana-3313	174	3	2025	2025	NUM
cana-3313	174	4	)	)	PUNCT
cana-3313	174	5	505	505	NUM
cana-3313	174	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	174	7	for	for	ADP
cana-3313	174	8	instance	instance	NOUN
cana-3313	174	9	:	:	PUNCT
cana-3313	174	10	hashed_productid	hashed_productid	ADJ
cana-3313	174	11	=	=	SYM
cana-3313	174	12	sha-3(productid	sha-3(productid	NOUN
cana-3313	174	13	)	)	PUNCT
cana-3313	174	14	.	.	PUNCT
cana-3313	175	1	step	step	NOUN
cana-3313	175	2	3	3	NUM
cana-3313	175	3	:	:	PUNCT
cana-3313	175	4	verification	verification	NOUN
cana-3313	175	5	of	of	ADP
cana-3313	175	6	transactions	transaction	NOUN
cana-3313	175	7	•	•	ADV
cana-3313	175	8	confirm	confirm	VERB
cana-3313	175	9	transaction	transaction	NOUN
cana-3313	175	10	validity	validity	NOUN
cana-3313	175	11	:	:	PUNCT
cana-3313	175	12	employ	employ	VERB
cana-3313	175	13	digital	digital	ADJ
cana-3313	175	14	signatures	signature	NOUN
cana-3313	175	15	to	to	PART
cana-3313	175	16	authenticate	authenticate	VERB
cana-3313	175	17	the	the	DET
cana-3313	175	18	sender	sender	NOUN
cana-3313	175	19	's	's	PART
cana-3313	175	20	identity.for	identity.for	PRON
cana-3313	175	21	example	example	NOUN
cana-3313	175	22	:	:	PUNCT
cana-3313	175	23	sender	sender	PROPN
cana-3313	175	24	's	's	PART
cana-3313	175	25	signature	signature	NOUN
cana-3313	175	26	:	:	PUNCT
cana-3313	175	27	signature	signature	NOUN
cana-3313	175	28	=	=	SYM
cana-3313	175	29	sign(privatekey	sign(privatekey	PROPN
cana-3313	175	30	,	,	PUNCT
cana-3313	175	31	transactiondata	transactiondata	NOUN
cana-3313	175	32	)	)	PUNCT
cana-3313	175	33	.	.	PUNCT
cana-3313	176	1	the	the	DET
cana-3313	176	2	receiver	receiver	ADJ
cana-3313	176	3	authenticates	authenticate	NOUN
cana-3313	176	4	:	:	PUNCT
cana-3313	176	5	verify(publickey	verify(publickey	PROPN
cana-3313	176	6	,	,	PUNCT
cana-3313	176	7	signature	signature	NOUN
cana-3313	176	8	,	,	PUNCT
cana-3313	176	9	transactiondata	transactiondata	NOUN
cana-3313	176	10	)	)	PUNCT
cana-3313	176	11	.	.	PUNCT
cana-3313	177	1	•	•	NOUN
cana-3313	177	2	verify	verify	VERB
cana-3313	177	3	adherence	adherence	NOUN
cana-3313	177	4	to	to	ADP
cana-3313	177	5	smart	smart	ADJ
cana-3313	177	6	agreements	agreement	NOUN
cana-3313	177	7	:	:	PUNCT
cana-3313	177	8	enforce	enforce	VERB
cana-3313	177	9	business	business	NOUN
cana-3313	177	10	regulations	regulation	NOUN
cana-3313	177	11	within	within	ADP
cana-3313	177	12	smart	smart	ADJ
cana-3313	177	13	contracts	contract	NOUN
cana-3313	177	14	(	(	PUNCT
cana-3313	177	15	e.g.	e.g.	ADV
cana-3313	177	16	,	,	PUNCT
cana-3313	177	17	'	'	PUNCT
cana-3313	177	18	only	only	ADV
cana-3313	177	19	authenticated	authenticate	VERB
cana-3313	177	20	suppliers	supplier	NOUN
cana-3313	177	21	are	be	AUX
cana-3313	177	22	permitted	permit	VERB
cana-3313	177	23	to	to	PART
cana-3313	177	24	initiate	initiate	VERB
cana-3313	177	25	transactions	transaction	NOUN
cana-3313	177	26	'	'	PUNCT
cana-3313	177	27	)	)	PUNCT
cana-3313	177	28	.	.	PUNCT
cana-3313	178	1	confirm	confirm	VERB
cana-3313	178	2	data	datum	NOUN
cana-3313	178	3	integrity	integrity	NOUN
cana-3313	178	4	and	and	CCONJ
cana-3313	178	5	assure	assure	VERB
cana-3313	178	6	compliance	compliance	NOUN
cana-3313	178	7	prior	prior	ADV
cana-3313	178	8	to	to	ADP
cana-3313	178	9	documenting	document	VERB
cana-3313	178	10	the	the	DET
cana-3313	178	11	transaction	transaction	NOUN
cana-3313	178	12	.	.	PUNCT
cana-3313	179	1	step	step	NOUN
cana-3313	179	2	4	4	NUM
cana-3313	179	3	:	:	PUNCT
cana-3313	179	4	incorporate	incorporate	VERB
cana-3313	179	5	transaction	transaction	NOUN
cana-3313	179	6	into	into	ADP
cana-3313	179	7	blockchain	blockchain	PROPN
cana-3313	179	8	disseminate	disseminate	PROPN
cana-3313	179	9	transaction	transaction	NOUN
cana-3313	179	10	(	(	PUNCT
cana-3313	179	11	t	t	NOUN
cana-3313	179	12	)	)	PUNCT
cana-3313	179	13	to	to	PART
cana-3313	179	14	blockchain	blockchain	VERB
cana-3313	179	15	nodes	node	NOUN
cana-3313	179	16	and	and	CCONJ
cana-3313	179	17	implement	implement	VERB
cana-3313	179	18	the	the	DET
cana-3313	179	19	consensus	consensus	NOUN
cana-3313	179	20	procedure	procedure	NOUN
cana-3313	179	21	to	to	PART
cana-3313	179	22	authenticate	authenticate	VERB
cana-3313	179	23	the	the	DET
cana-3313	179	24	transaction	transaction	NOUN
cana-3313	179	25	.	.	PUNCT
cana-3313	180	1	add	add	VERB
cana-3313	180	2	block	block	NOUN
cana-3313	180	3	to	to	ADP
cana-3313	180	4	the	the	DET
cana-3313	180	5	blockchain	blockchain	PROPN
cana-3313	180	6	.	.	PUNCT
cana-3313	181	1	authenticate	authenticate	NOUN
cana-3313	181	2	transaction	transaction	NOUN
cana-3313	181	3	authenticity	authenticity	NOUN
cana-3313	181	4	by	by	ADP
cana-3313	181	5	recalculating	recalculate	VERB
cana-3313	181	6	the	the	DET
cana-3313	181	7	merkle	merkle	NOUN
cana-3313	181	8	root	root	NOUN
cana-3313	181	9	and	and	CCONJ
cana-3313	181	10	comparing	compare	VERB
cana-3313	181	11	it	it	PRON
cana-3313	181	12	with	with	ADP
cana-3313	181	13	the	the	DET
cana-3313	181	14	root	root	NOUN
cana-3313	181	15	provided	provide	VERB
cana-3313	181	16	in	in	ADP
cana-3313	181	17	the	the	DET
cana-3313	181	18	block	block	NOUN
cana-3313	181	19	header	header	NOUN
cana-3313	181	20	.	.	PUNCT
cana-3313	182	1	step	step	NOUN
cana-3313	182	2	5	5	NUM
cana-3313	182	3	:	:	PUNCT
cana-3313	182	4	augmentation	augmentation	NOUN
cana-3313	182	5	of	of	ADP
cana-3313	182	6	security	security	NOUN
cana-3313	182	7	measures	measure	NOUN
cana-3313	182	8	•	•	ADP
cana-3313	182	9	implement	implement	VERB
cana-3313	182	10	access	access	NOUN
cana-3313	182	11	control	control	NOUN
cana-3313	182	12	mechanisms	mechanism	NOUN
cana-3313	182	13	:	:	PUNCT
cana-3313	182	14	establish	establish	VERB
cana-3313	182	15	role	role	NOUN
cana-3313	182	16	-	-	PUNCT
cana-3313	182	17	based	base	VERB
cana-3313	182	18	authorisation	authorisation	NOUN
cana-3313	182	19	using	use	VERB
cana-3313	182	20	smart	smart	ADJ
cana-3313	182	21	agreements	agreement	NOUN
cana-3313	182	22	to	to	PART
cana-3313	182	23	avert	avert	VERB
cana-3313	182	24	unauthorised	unauthorised	ADJ
cana-3313	182	25	access	access	NOUN
cana-3313	182	26	.	.	PUNCT
cana-3313	183	1	•	•	NOUN
cana-3313	183	2	employ	employ	NOUN
cana-3313	183	3	encryption	encryption	NOUN
cana-3313	183	4	for	for	ADP
cana-3313	183	5	crucial	crucial	ADJ
cana-3313	183	6	data	datum	NOUN
cana-3313	183	7	:	:	PUNCT
cana-3313	183	8	encrypt	encrypt	VERB
cana-3313	183	9	fields	field	NOUN
cana-3313	183	10	such	such	ADJ
cana-3313	183	11	as	as	ADP
cana-3313	183	12	agreements	agreement	NOUN
cana-3313	183	13	with	with	ADP
cana-3313	183	14	suppliers	supplier	NOUN
cana-3313	183	15	and	and	CCONJ
cana-3313	183	16	customer	customer	NOUN
cana-3313	183	17	information	information	NOUN
cana-3313	183	18	prior	prior	ADV
cana-3313	183	19	to	to	ADP
cana-3313	183	20	hashing	hashing	NOUN
cana-3313	183	21	and	and	CCONJ
cana-3313	183	22	storage	storage	NOUN
cana-3313	183	23	.	.	PUNCT
cana-3313	184	1	step	step	NOUN
cana-3313	184	2	6	6	NUM
cana-3313	184	3	:	:	PUNCT
cana-3313	184	4	scaling	scaling	NOUN
cana-3313	184	5	and	and	CCONJ
cana-3313	184	6	effectiveness	effectiveness	NOUN
cana-3313	184	7	•	•	NOUN
cana-3313	184	8	archive	archive	NOUN
cana-3313	184	9	obsolete	obsolete	ADJ
cana-3313	184	10	blocks	block	NOUN
cana-3313	184	11	off	off	ADP
cana-3313	184	12	-	-	PUNCT
cana-3313	184	13	chain	chain	NOUN
cana-3313	184	14	to	to	PART
cana-3313	184	15	facilitate	facilitate	VERB
cana-3313	184	16	expedited	expedite	VERB
cana-3313	184	17	retrieval	retrieval	NOUN
cana-3313	184	18	of	of	ADP
cana-3313	184	19	current	current	ADJ
cana-3313	184	20	transactions	transaction	NOUN
cana-3313	184	21	while	while	SCONJ
cana-3313	184	22	preserving	preserve	VERB
cana-3313	184	23	inviolability	inviolability	NOUN
cana-3313	184	24	.	.	PUNCT
cana-3313	185	1	this	this	DET
cana-3313	185	2	section	section	NOUN
cana-3313	185	3	was	be	AUX
cana-3313	185	4	constructed	construct	VERB
cana-3313	185	5	utilising	utilise	VERB
cana-3313	185	6	the	the	DET
cana-3313	185	7	blockchain	blockchain	NOUN
cana-3313	185	8	and	and	CCONJ
cana-3313	185	9	smart	smart	ADJ
cana-3313	185	10	contracts	contract	NOUN
cana-3313	185	11	to	to	PART
cana-3313	185	12	identify	identify	VERB
cana-3313	185	13	counterfeit	counterfeit	ADJ
cana-3313	185	14	items	item	NOUN
cana-3313	185	15	,	,	PUNCT
cana-3313	185	16	provide	provide	VERB
cana-3313	185	17	traceability	traceability	NOUN
cana-3313	185	18	without	without	ADP
cana-3313	185	19	intermediaries	intermediary	NOUN
cana-3313	185	20	,	,	PUNCT
cana-3313	185	21	and	and	CCONJ
cana-3313	185	22	eliminate	eliminate	VERB
cana-3313	185	23	a	a	DET
cana-3313	185	24	single	single	ADJ
cana-3313	185	25	point	point	NOUN
cana-3313	185	26	of	of	ADP
cana-3313	185	27	failure	failure	NOUN
cana-3313	185	28	in	in	ADP
cana-3313	185	29	scm	scm	PROPN
cana-3313	185	30	.	.	PUNCT
cana-3313	186	1	subsequently	subsequently	ADV
cana-3313	186	2	,	,	PUNCT
cana-3313	186	3	machine	machine	NOUN
cana-3313	186	4	learning	learning	NOUN
cana-3313	186	5	(	(	PUNCT
cana-3313	186	6	ml	ml	NOUN
cana-3313	186	7	)	)	PUNCT
cana-3313	186	8	may	may	AUX
cana-3313	186	9	be	be	AUX
cana-3313	186	10	amalgamated	amalgamate	VERB
cana-3313	186	11	with	with	ADP
cana-3313	186	12	blockchain	blockchain	NOUN
cana-3313	186	13	for	for	ADP
cana-3313	186	14	examining	examine	VERB
cana-3313	186	15	the	the	DET
cana-3313	186	16	archived	archive	VERB
cana-3313	186	17	supply	supply	NOUN
cana-3313	186	18	chain	chain	NOUN
cana-3313	186	19	data	datum	NOUN
cana-3313	186	20	for	for	ADP
cana-3313	186	21	insights	insight	NOUN
cana-3313	186	22	and	and	CCONJ
cana-3313	186	23	risk	risk	NOUN
cana-3313	186	24	forecasts	forecast	NOUN
cana-3313	186	25	.	.	PUNCT
cana-3313	187	1	3.3	3.3	NUM
cana-3313	187	2	integration	integration	NOUN
cana-3313	187	3	of	of	ADP
cana-3313	187	4	machine	machine	NOUN
cana-3313	187	5	learning	learn	VERB
cana-3313	187	6	in	in	ADP
cana-3313	187	7	scm	scm	PROPN
cana-3313	187	8	effective	effective	ADJ
cana-3313	187	9	scm	scm	PROPN
cana-3313	187	10	is	be	AUX
cana-3313	187	11	essential	essential	ADJ
cana-3313	187	12	for	for	ADP
cana-3313	187	13	facilitating	facilitate	VERB
cana-3313	187	14	the	the	DET
cana-3313	187	15	uninterrupted	uninterrupted	ADJ
cana-3313	187	16	movement	movement	NOUN
cana-3313	187	17	of	of	ADP
cana-3313	187	18	products	product	NOUN
cana-3313	187	19	,	,	PUNCT
cana-3313	187	20	services	service	NOUN
cana-3313	187	21	,	,	PUNCT
cana-3313	187	22	and	and	CCONJ
cana-3313	187	23	data	datum	NOUN
cana-3313	187	24	throughout	throughout	ADP
cana-3313	187	25	different	different	ADJ
cana-3313	187	26	phases	phase	NOUN
cana-3313	187	27	of	of	ADP
cana-3313	187	28	production	production	NOUN
cana-3313	187	29	and	and	CCONJ
cana-3313	187	30	distribution	distribution	NOUN
cana-3313	187	31	.	.	PUNCT
cana-3313	188	1	nonetheless	nonetheless	ADV
cana-3313	188	2	,	,	PUNCT
cana-3313	188	3	risk	risk	NOUN
cana-3313	188	4	in	in	ADP
cana-3313	188	5	the	the	DET
cana-3313	188	6	supply	supply	NOUN
cana-3313	188	7	chain	chain	NOUN
cana-3313	188	8	may	may	AUX
cana-3313	188	9	result	result	VERB
cana-3313	188	10	in	in	ADP
cana-3313	188	11	interruptions	interruption	NOUN
cana-3313	188	12	,	,	PUNCT
cana-3313	188	13	inefficiencies	inefficiency	NOUN
cana-3313	188	14	,	,	PUNCT
cana-3313	188	15	and	and	CCONJ
cana-3313	188	16	monetary	monetary	ADJ
cana-3313	188	17	losses	loss	NOUN
cana-3313	188	18	.	.	PUNCT
cana-3313	189	1	these	these	DET
cana-3313	189	2	risks	risk	NOUN
cana-3313	189	3	may	may	AUX
cana-3313	189	4	arise	arise	VERB
cana-3313	189	5	from	from	ADP
cana-3313	189	6	data	datum	NOUN
cana-3313	189	7	input	input	NOUN
cana-3313	189	8	mistakes	mistake	NOUN
cana-3313	189	9	,	,	PUNCT
cana-3313	189	10	operational	operational	ADJ
cana-3313	189	11	deficiencies	deficiency	NOUN
cana-3313	189	12	,	,	PUNCT
cana-3313	189	13	or	or	CCONJ
cana-3313	189	14	even	even	ADV
cana-3313	189	15	fraudulent	fraudulent	ADJ
cana-3313	189	16	activity	activity	NOUN
cana-3313	189	17	.	.	PUNCT
cana-3313	190	1	this	this	DET
cana-3313	190	2	study	study	NOUN
cana-3313	190	3	uses	use	VERB
cana-3313	190	4	machine	machine	NOUN
cana-3313	190	5	learning	learning	NOUN
cana-3313	190	6	approaches	approach	NOUN
cana-3313	190	7	to	to	PART
cana-3313	190	8	identify	identify	VERB
cana-3313	190	9	and	and	CCONJ
cana-3313	190	10	detect	detect	VERB
cana-3313	190	11	risks	risk	NOUN
cana-3313	190	12	in	in	ADP
cana-3313	190	13	a	a	DET
cana-3313	190	14	scm	scm	PROPN
cana-3313	190	15	dataset	dataset	NOUN
cana-3313	190	16	.	.	PUNCT
cana-3313	191	1	in	in	ADP
cana-3313	191	2	figure	figure	NOUN
cana-3313	191	3	3	3	NUM
cana-3313	191	4	,	,	PUNCT
cana-3313	191	5	we	we	PRON
cana-3313	191	6	can	can	AUX
cana-3313	191	7	see	see	VERB
cana-3313	191	8	the	the	DET
cana-3313	191	9	flow	flow	NOUN
cana-3313	191	10	of	of	ADP
cana-3313	191	11	integration	integration	NOUN
cana-3313	191	12	.	.	PUNCT
cana-3313	192	1	communications	communication	NOUN
cana-3313	192	2	on	on	ADP
cana-3313	192	3	applied	apply	VERB
cana-3313	192	4	nonlinear	nonlinear	ADJ
cana-3313	192	5	analysis	analysis	NOUN
cana-3313	192	6	issn	issn	NOUN
cana-3313	192	7	:	:	PUNCT
cana-3313	192	8	1074	1074	NUM
cana-3313	192	9	-	-	PUNCT
cana-3313	192	10	133x	133x	NUM
cana-3313	192	11	vol	vol	NOUN
cana-3313	192	12	32	32	NUM
cana-3313	192	13	no	no	NOUN
cana-3313	192	14	.	.	PUNCT
cana-3313	193	1	6s	6s	NUM
cana-3313	193	2	(	(	PUNCT
cana-3313	193	3	2025	2025	NUM
cana-3313	193	4	)	)	PUNCT
cana-3313	193	5	506	506	NUM
cana-3313	193	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	193	7	figure	figure	NOUN
cana-3313	193	8	3	3	NUM
cana-3313	193	9	:	:	PUNCT
cana-3313	193	10	working	work	VERB
cana-3313	193	11	principle	principle	NOUN
cana-3313	193	12	for	for	ADP
cana-3313	193	13	proposed	propose	VERB
cana-3313	193	14	study	study	NOUN
cana-3313	193	15	the	the	DET
cana-3313	193	16	paper	paper	NOUN
cana-3313	193	17	incorporates	incorporate	VERB
cana-3313	193	18	a	a	DET
cana-3313	193	19	thorough	thorough	ADJ
cana-3313	193	20	pipeline	pipeline	NOUN
cana-3313	193	21	of	of	ADP
cana-3313	193	22	data	datum	NOUN
cana-3313	193	23	preparation	preparation	NOUN
cana-3313	193	24	and	and	CCONJ
cana-3313	193	25	risk	risk	NOUN
cana-3313	193	26	detection	detection	NOUN
cana-3313	193	27	using	use	VERB
cana-3313	193	28	machine	machine	NOUN
cana-3313	193	29	learning	learn	VERB
cana-3313	193	30	classification	classification	NOUN
cana-3313	193	31	to	to	PART
cana-3313	193	32	deliver	deliver	VERB
cana-3313	193	33	a	a	DET
cana-3313	193	34	fully	fully	ADV
cana-3313	193	35	automated	automate	VERB
cana-3313	193	36	and	and	CCONJ
cana-3313	193	37	adaptable	adaptable	ADJ
cana-3313	193	38	solution	solution	NOUN
cana-3313	193	39	.	.	PUNCT
cana-3313	194	1	initially	initially	ADV
cana-3313	194	2	,	,	PUNCT
cana-3313	194	3	exploratory	exploratory	ADJ
cana-3313	194	4	data	datum	NOUN
cana-3313	194	5	analysis	analysis	NOUN
cana-3313	194	6	(	(	PUNCT
cana-3313	194	7	eda	eda	X
cana-3313	194	8	)	)	PUNCT
cana-3313	194	9	was	be	AUX
cana-3313	194	10	performed	perform	VERB
cana-3313	194	11	to	to	PART
cana-3313	194	12	comprehend	comprehend	VERB
cana-3313	194	13	the	the	DET
cana-3313	194	14	dataset	dataset	NOUN
cana-3313	194	15	's	's	PART
cana-3313	194	16	structure	structure	NOUN
cana-3313	194	17	and	and	CCONJ
cana-3313	194	18	detect	detect	VERB
cana-3313	194	19	significant	significant	ADJ
cana-3313	194	20	aspects	aspect	NOUN
cana-3313	194	21	.	.	PUNCT
cana-3313	195	1	subsequent	subsequent	ADJ
cana-3313	195	2	phases	phase	NOUN
cana-3313	195	3	involved	involve	VERB
cana-3313	195	4	data	datum	NOUN
cana-3313	195	5	preparation	preparation	NOUN
cana-3313	195	6	,	,	PUNCT
cana-3313	195	7	which	which	PRON
cana-3313	195	8	encompassed	encompass	VERB
cana-3313	195	9	encoding	encode	VERB
cana-3313	195	10	categorical	categorical	ADJ
cana-3313	195	11	variable	variable	NOUN
cana-3313	195	12	,	,	PUNCT
cana-3313	195	13	scaling	scale	VERB
cana-3313	195	14	numerical	numerical	ADJ
cana-3313	195	15	values	value	NOUN
cana-3313	195	16	,	,	PUNCT
cana-3313	195	17	and	and	CCONJ
cana-3313	195	18	eliminating	eliminate	VERB
cana-3313	195	19	unnecessary	unnecessary	ADJ
cana-3313	195	20	or	or	CCONJ
cana-3313	195	21	constant	constant	ADJ
cana-3313	195	22	-	-	PUNCT
cana-3313	195	23	value	value	NOUN
cana-3313	195	24	fields	field	NOUN
cana-3313	195	25	to	to	PART
cana-3313	195	26	enhance	enhance	VERB
cana-3313	195	27	model	model	NOUN
cana-3313	195	28	precision	precision	NOUN
cana-3313	195	29	and	and	CCONJ
cana-3313	195	30	effectiveness	effectiveness	NOUN
cana-3313	195	31	.	.	PUNCT
cana-3313	196	1	an	an	DET
cana-3313	196	2	essential	essential	ADJ
cana-3313	196	3	phase	phase	NOUN
cana-3313	196	4	in	in	ADP
cana-3313	196	5	the	the	DET
cana-3313	196	6	workflow	workflow	NOUN
cana-3313	196	7	was	be	AUX
cana-3313	196	8	risk	risk	NOUN
cana-3313	196	9	identification	identification	NOUN
cana-3313	196	10	accomplished	accomplish	VERB
cana-3313	196	11	by	by	ADP
cana-3313	196	12	the	the	DET
cana-3313	196	13	local	local	ADJ
cana-3313	196	14	outlier	outlier	NOUN
cana-3313	196	15	factor	factor	NOUN
cana-3313	196	16	(	(	PUNCT
cana-3313	196	17	lof	lof	NOUN
cana-3313	196	18	)	)	PUNCT
cana-3313	196	19	method	method	NOUN
cana-3313	196	20	.	.	PUNCT
cana-3313	197	1	lof	lof	PROPN
cana-3313	197	2	assesses	assess	VERB
cana-3313	197	3	the	the	DET
cana-3313	197	4	local	local	ADJ
cana-3313	197	5	density	density	NOUN
cana-3313	197	6	variation	variation	NOUN
cana-3313	197	7	of	of	ADP
cana-3313	197	8	a	a	DET
cana-3313	197	9	certain	certain	ADJ
cana-3313	197	10	information	information	NOUN
cana-3313	197	11	point	point	NOUN
cana-3313	197	12	with	with	ADP
cana-3313	197	13	relation	relation	NOUN
cana-3313	197	14	to	to	ADP
cana-3313	197	15	its	its	PRON
cana-3313	197	16	neighbours	neighbour	NOUN
cana-3313	197	17	;	;	PUNCT
cana-3313	197	18	therefore	therefore	ADV
cana-3313	197	19	,	,	PUNCT
cana-3313	197	20	successfully	successfully	ADV
cana-3313	197	21	detecting	detect	VERB
cana-3313	197	22	outliers	outlier	NOUN
cana-3313	197	23	within	within	ADP
cana-3313	197	24	the	the	DET
cana-3313	197	25	sample	sample	NOUN
cana-3313	197	26	.	.	PUNCT
cana-3313	198	1	lof	lof	PROPN
cana-3313	198	2	operates	operate	VERB
cana-3313	198	3	by	by	ADP
cana-3313	198	4	contrasting	contrast	VERB
cana-3313	198	5	the	the	DET
cana-3313	198	6	density	density	NOUN
cana-3313	198	7	of	of	ADP
cana-3313	198	8	a	a	DET
cana-3313	198	9	data	data	NOUN
cana-3313	198	10	point	point	NOUN
cana-3313	198	11	with	with	ADP
cana-3313	198	12	that	that	PRON
cana-3313	198	13	of	of	ADP
cana-3313	198	14	its	its	PRON
cana-3313	198	15	neighbouring	neighbouring	ADJ
cana-3313	198	16	points	point	NOUN
cana-3313	198	17	.	.	PUNCT
cana-3313	199	1	a	a	DET
cana-3313	199	2	point	point	NOUN
cana-3313	199	3	is	be	AUX
cana-3313	199	4	deemed	deem	VERB
cana-3313	199	5	an	an	DET
cana-3313	199	6	outlier	outlier	NOUN
cana-3313	199	7	if	if	SCONJ
cana-3313	199	8	its	its	PRON
cana-3313	199	9	density	density	NOUN
cana-3313	199	10	is	be	AUX
cana-3313	199	11	markedly	markedly	ADV
cana-3313	199	12	inferior	inferior	ADJ
cana-3313	199	13	to	to	ADP
cana-3313	199	14	that	that	PRON
cana-3313	199	15	of	of	ADP
cana-3313	199	16	its	its	PRON
cana-3313	199	17	surrounding	surround	VERB
cana-3313	199	18	points	point	NOUN
cana-3313	199	19	.	.	PUNCT
cana-3313	200	1	this	this	PRON
cana-3313	200	2	is	be	AUX
cana-3313	200	3	the	the	DET
cana-3313	200	4	sequential	sequential	ADJ
cana-3313	200	5	operation	operation	NOUN
cana-3313	200	6	of	of	ADP
cana-3313	200	7	lof	lof	PROPN
cana-3313	200	8	:	:	PUNCT
cana-3313	200	9	•	•	ADV
cana-3313	200	10	identifying	identify	VERB
cana-3313	200	11	neighbours	neighbour	NOUN
cana-3313	200	12	:	:	PUNCT
cana-3313	200	13	for	for	ADP
cana-3313	200	14	each	each	DET
cana-3313	200	15	data	datum	NOUN
cana-3313	200	16	point	point	NOUN
cana-3313	200	17	,	,	PUNCT
cana-3313	200	18	lof	lof	PROPN
cana-3313	200	19	determines	determine	VERB
cana-3313	200	20	the	the	DET
cana-3313	200	21	nearest	near	ADJ
cana-3313	200	22	neighbours	neighbour	NOUN
cana-3313	200	23	(	(	PUNCT
cana-3313	200	24	knearest	knearest	NOUN
cana-3313	200	25	neighbours	neighbour	NOUN
cana-3313	200	26	or	or	CCONJ
cana-3313	200	27	k	k	PROPN
cana-3313	200	28	-	-	PUNCT
cana-3313	200	29	nn	nn	NOUN
cana-3313	200	30	)	)	PUNCT
cana-3313	200	31	utilizing	utilize	VERB
cana-3313	200	32	distance	distance	NOUN
cana-3313	200	33	measures	measure	NOUN
cana-3313	200	34	.	.	PUNCT
cana-3313	201	1	•	•	NUM
cana-3313	201	2	reachability	reachability	NOUN
cana-3313	201	3	distance	distance	NOUN
cana-3313	201	4	:	:	PUNCT
cana-3313	201	5	the	the	DET
cana-3313	201	6	local	local	ADJ
cana-3313	201	7	outlier	outlier	NOUN
cana-3313	201	8	factor	factor	NOUN
cana-3313	201	9	(	(	PUNCT
cana-3313	201	10	lof	lof	PROPN
cana-3313	201	11	)	)	PUNCT
cana-3313	201	12	computes	compute	VERB
cana-3313	201	13	the	the	DET
cana-3313	201	14	reachability	reachability	NOUN
cana-3313	201	15	distance	distance	NOUN
cana-3313	201	16	,	,	PUNCT
cana-3313	201	17	which	which	PRON
cana-3313	201	18	quantifies	quantify	VERB
cana-3313	201	19	the	the	DET
cana-3313	201	20	separation	separation	NOUN
cana-3313	201	21	between	between	ADP
cana-3313	201	22	two	two	NUM
cana-3313	201	23	places	place	NOUN
cana-3313	201	24	while	while	SCONJ
cana-3313	201	25	accounting	account	VERB
cana-3313	201	26	for	for	ADP
cana-3313	201	27	the	the	DET
cana-3313	201	28	density	density	NOUN
cana-3313	201	29	of	of	ADP
cana-3313	201	30	adjacent	adjacent	ADJ
cana-3313	201	31	points	point	NOUN
cana-3313	201	32	.	.	PUNCT
cana-3313	202	1	this	this	DET
cana-3313	202	2	assists	assist	NOUN
cana-3313	202	3	in	in	ADP
cana-3313	202	4	determining	determine	VERB
cana-3313	202	5	if	if	SCONJ
cana-3313	202	6	a	a	DET
cana-3313	202	7	point	point	NOUN
cana-3313	202	8	is	be	AUX
cana-3313	202	9	segregated	segregate	VERB
cana-3313	202	10	from	from	ADP
cana-3313	202	11	its	its	PRON
cana-3313	202	12	adjacent	adjacent	ADJ
cana-3313	202	13	points	point	NOUN
cana-3313	202	14	.	.	PUNCT
cana-3313	203	1	•	•	NUM
cana-3313	203	2	local	local	ADJ
cana-3313	203	3	reachability	reachability	NOUN
cana-3313	203	4	density	density	NOUN
cana-3313	203	5	(	(	PUNCT
cana-3313	203	6	lrd	lrd	PROPN
cana-3313	203	7	):	):	PUNCT
cana-3313	203	8	subsequently	subsequently	ADV
cana-3313	203	9	,	,	PUNCT
cana-3313	203	10	lof	lof	PROPN
cana-3313	203	11	calculates	calculate	VERB
cana-3313	203	12	the	the	DET
cana-3313	203	13	local	local	ADJ
cana-3313	203	14	reachability	reachability	NOUN
cana-3313	203	15	density	density	NOUN
cana-3313	203	16	(	(	PUNCT
cana-3313	203	17	lrd	lrd	PROPN
cana-3313	203	18	)	)	PUNCT
cana-3313	203	19	of	of	ADP
cana-3313	203	20	a	a	DET
cana-3313	203	21	point	point	NOUN
cana-3313	203	22	,	,	PUNCT
cana-3313	203	23	serving	serve	VERB
cana-3313	203	24	as	as	ADP
cana-3313	203	25	an	an	DET
cana-3313	203	26	approximation	approximation	NOUN
cana-3313	203	27	of	of	ADP
cana-3313	203	28	the	the	DET
cana-3313	203	29	density	density	NOUN
cana-3313	203	30	in	in	ADP
cana-3313	203	31	the	the	DET
cana-3313	203	32	vicinity	vicinity	NOUN
cana-3313	203	33	of	of	ADP
cana-3313	203	34	that	that	DET
cana-3313	203	35	point	point	NOUN
cana-3313	203	36	.	.	PUNCT
cana-3313	204	1	if	if	SCONJ
cana-3313	204	2	a	a	DET
cana-3313	204	3	point	point	NOUN
cana-3313	204	4	is	be	AUX
cana-3313	204	5	encircled	encircle	VERB
cana-3313	204	6	by	by	ADP
cana-3313	204	7	a	a	DET
cana-3313	204	8	reduced	reduce	VERB
cana-3313	204	9	density	density	NOUN
cana-3313	204	10	of	of	ADP
cana-3313	204	11	points	point	NOUN
cana-3313	204	12	relative	relative	ADJ
cana-3313	204	13	to	to	ADP
cana-3313	204	14	its	its	PRON
cana-3313	204	15	neighbours	neighbour	NOUN
cana-3313	204	16	,	,	PUNCT
cana-3313	204	17	its	its	PRON
cana-3313	204	18	local	local	ADJ
cana-3313	204	19	reachability	reachability	NOUN
cana-3313	204	20	density	density	NOUN
cana-3313	204	21	(	(	PUNCT
cana-3313	204	22	lrd	lrd	PROPN
cana-3313	204	23	)	)	PUNCT
cana-3313	204	24	will	will	AUX
cana-3313	204	25	be	be	AUX
cana-3313	204	26	diminished	diminish	VERB
cana-3313	204	27	.	.	PUNCT
cana-3313	205	1	•	•	NUM
cana-3313	205	2	lof	lof	PROPN
cana-3313	205	3	score	score	NOUN
cana-3313	205	4	calculation	calculation	NOUN
cana-3313	205	5	:	:	PUNCT
cana-3313	205	6	the	the	DET
cana-3313	205	7	lof	lof	NOUN
cana-3313	205	8	score	score	NOUN
cana-3313	205	9	for	for	ADP
cana-3313	205	10	every	every	DET
cana-3313	205	11	point	point	NOUN
cana-3313	205	12	is	be	AUX
cana-3313	205	13	ultimately	ultimately	ADV
cana-3313	205	14	determined	determine	VERB
cana-3313	205	15	by	by	ADP
cana-3313	205	16	the	the	DET
cana-3313	205	17	ratio	ratio	NOUN
cana-3313	205	18	of	of	ADP
cana-3313	205	19	the	the	DET
cana-3313	205	20	local	local	ADJ
cana-3313	205	21	reachability	reachability	NOUN
cana-3313	205	22	density	density	NOUN
cana-3313	205	23	(	(	PUNCT
cana-3313	205	24	lrd	lrd	PROPN
cana-3313	205	25	)	)	PUNCT
cana-3313	205	26	of	of	ADP
cana-3313	205	27	the	the	DET
cana-3313	205	28	point	point	NOUN
cana-3313	205	29	to	to	ADP
cana-3313	205	30	the	the	DET
cana-3313	205	31	lrds	lrd	NOUN
cana-3313	205	32	of	of	ADP
cana-3313	205	33	its	its	PRON
cana-3313	205	34	neighbours	neighbour	NOUN
cana-3313	205	35	,	,	PUNCT
cana-3313	205	36	as	as	SCONJ
cana-3313	205	37	defined	define	VERB
cana-3313	205	38	by	by	ADP
cana-3313	205	39	communications	communication	NOUN
cana-3313	205	40	on	on	ADP
cana-3313	205	41	applied	apply	VERB
cana-3313	205	42	nonlinear	nonlinear	ADJ
cana-3313	205	43	analysis	analysis	NOUN
cana-3313	205	44	issn	issn	NOUN
cana-3313	205	45	:	:	PUNCT
cana-3313	205	46	1074	1074	NUM
cana-3313	205	47	-	-	PUNCT
cana-3313	205	48	133x	133x	NUM
cana-3313	205	49	vol	vol	NOUN
cana-3313	205	50	32	32	NUM
cana-3313	205	51	no	no	NOUN
cana-3313	205	52	.	.	PUNCT
cana-3313	206	1	6s	6s	NUM
cana-3313	206	2	(	(	PUNCT
cana-3313	206	3	2025	2025	NUM
cana-3313	206	4	)	)	PUNCT
cana-3313	206	5	507	507	NUM
cana-3313	206	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	206	7	lof	lof	PROPN
cana-3313	206	8	.	.	PUNCT
cana-3313	207	1	the	the	DET
cana-3313	207	2	occurrence	occurrence	NOUN
cana-3313	207	3	is	be	AUX
cana-3313	207	4	an	an	DET
cana-3313	207	5	aberration	aberration	NOUN
cana-3313	207	6	,	,	PUNCT
cana-3313	207	7	as	as	SCONJ
cana-3313	207	8	its	its	PRON
cana-3313	207	9	local	local	ADJ
cana-3313	207	10	density	density	NOUN
cana-3313	207	11	is	be	AUX
cana-3313	207	12	significantly	significantly	ADV
cana-3313	207	13	lower	low	ADJ
cana-3313	207	14	than	than	ADP
cana-3313	207	15	that	that	PRON
cana-3313	207	16	of	of	ADP
cana-3313	207	17	its	its	PRON
cana-3313	207	18	neighbours	neighbour	NOUN
cana-3313	207	19	,	,	PUNCT
cana-3313	207	20	as	as	SCONJ
cana-3313	207	21	indicated	indicate	VERB
cana-3313	207	22	by	by	ADP
cana-3313	207	23	an	an	DET
cana-3313	207	24	elevated	elevated	ADJ
cana-3313	207	25	lof	lof	NOUN
cana-3313	207	26	score	score	NOUN
cana-3313	207	27	.	.	PUNCT
cana-3313	208	1	therefore	therefore	ADV
cana-3313	208	2	,	,	PUNCT
cana-3313	208	3	equation	equation	NOUN
cana-3313	208	4	(	(	PUNCT
cana-3313	208	5	1	1	NUM
cana-3313	208	6	)	)	PUNCT
cana-3313	208	7	,	,	PUNCT
cana-3313	208	8	(	(	PUNCT
cana-3313	208	9	2	2	X
cana-3313	208	10	)	)	PUNCT
cana-3313	208	11	and	and	CCONJ
cana-3313	208	12	(	(	PUNCT
cana-3313	208	13	3	3	X
cana-3313	208	14	)	)	PUNCT
cana-3313	208	15	that	that	PRON
cana-3313	208	16	describe	describe	VERB
cana-3313	208	17	the	the	DET
cana-3313	208	18	identification	identification	NOUN
cana-3313	208	19	of	of	ADP
cana-3313	208	20	outlier	outlier	NOUN
cana-3313	208	21	as	as	SCONJ
cana-3313	208	22	follows	follow	VERB
cana-3313	208	23	.	.	PUNCT
cana-3313	209	1	𝑅𝑒𝑎𝑐ℎ_𝐷𝑖𝑠𝑡𝑎𝑛𝑐𝑒(𝑝,𝑜	𝑅𝑒𝑎𝑐ℎ_𝐷𝑖𝑠𝑡𝑎𝑛𝑐𝑒(𝑝,𝑜	NOUN
cana-3313	209	2	)	)	PUNCT
cana-3313	210	1	=	=	SYM
cana-3313	210	2	max	max	PROPN
cana-3313	210	3	(	(	PUNCT
cana-3313	210	4	𝑘	𝑘	NOUN
cana-3313	210	5	−	−	NOUN
cana-3313	210	6	𝑑𝑖𝑠𝑡𝑎𝑛𝑐𝑒(𝑜	𝑑𝑖𝑠𝑡𝑎𝑛𝑐𝑒(𝑜	NOUN
cana-3313	210	7	)	)	PUNCT
cana-3313	210	8	,	,	PUNCT
cana-3313	210	9	𝑑𝑖𝑠𝑡𝑎𝑛𝑐𝑒(𝑝	𝑑𝑖𝑠𝑡𝑎𝑛𝑐𝑒(𝑝	NOUN
cana-3313	210	10	,	,	PUNCT
cana-3313	210	11	𝑜	𝑜	NOUN
cana-3313	210	12	)	)	PUNCT
cana-3313	210	13	(	(	PUNCT
cana-3313	210	14	1	1	X
cana-3313	210	15	)	)	PUNCT
cana-3313	210	16	𝐿𝑅𝐷(𝑝	𝐿𝑅𝐷(𝑝	NOUN
cana-3313	210	17	)	)	PUNCT
cana-3313	210	18	=	=	SYM
cana-3313	211	1	1	1	NUM
cana-3313	211	2	1	1	NUM
cana-3313	211	3	𝑘	𝑘	PRON
cana-3313	211	4	∑	∑	PROPN
cana-3313	211	5	(	(	PUNCT
cana-3313	211	6	𝑅𝑒𝑎𝑐ℎ_𝐷𝑖𝑠𝑡𝑎𝑛𝑐𝑒(𝑝,𝑜))𝑜∈𝑛𝑘(𝑝	𝑅𝑒𝑎𝑐ℎ_𝐷𝑖𝑠𝑡𝑎𝑛𝑐𝑒(𝑝,𝑜))𝑜∈𝑛𝑘(𝑝	PROPN
cana-3313	211	7	)	)	PUNCT
cana-3313	211	8	(	(	PUNCT
cana-3313	211	9	2	2	X
cana-3313	211	10	)	)	PUNCT
cana-3313	211	11	𝐿𝑂𝐹(𝑝	𝐿𝑂𝐹(𝑝	PROPN
cana-3313	211	12	)	)	PUNCT
cana-3313	211	13	=	=	PUNCT
cana-3313	211	14	∑	∑	PUNCT
cana-3313	211	15	𝐿𝑅𝐷(𝑜	𝐿𝑅𝐷(𝑜	X
cana-3313	211	16	)	)	PUNCT
cana-3313	211	17	𝐿𝑅𝐷(𝑝	𝐿𝑅𝐷(𝑝	NOUN
cana-3313	211	18	)	)	PUNCT
cana-3313	211	19	𝑜∈𝑛𝑘(𝑝	𝑜∈𝑛𝑘(𝑝	PROPN
cana-3313	211	20	)	)	PUNCT
cana-3313	211	21	1	1	NUM
cana-3313	211	22	𝑘	𝑘	X
cana-3313	211	23	∑	∑	PROPN
cana-3313	211	24	(	(	PUNCT
cana-3313	211	25	𝑅𝑒𝑎𝑐ℎ𝐷𝑖𝑠𝑡𝑎𝑛𝑐𝑒(𝑝,𝑜))𝑜∈𝑛𝑘(𝑝	𝑅𝑒𝑎𝑐ℎ𝐷𝑖𝑠𝑡𝑎𝑛𝑐𝑒(𝑝,𝑜))𝑜∈𝑛𝑘(𝑝	NOUN
cana-3313	211	26	)	)	PUNCT
cana-3313	211	27	(	(	PUNCT
cana-3313	211	28	3	3	X
cana-3313	211	29	)	)	PUNCT
cana-3313	211	30	where	where	SCONJ
cana-3313	211	31	,	,	PUNCT
cana-3313	211	32	p	p	NOUN
cana-3313	211	33	is	be	AUX
cana-3313	211	34	point	point	NOUN
cana-3313	211	35	and	and	CCONJ
cana-3313	211	36	o	o	PROPN
cana-3313	211	37	is	be	AUX
cana-3313	211	38	neighbour	neighbour	ADJ
cana-3313	211	39	,	,	PUNCT
cana-3313	211	40	distance	distance	NOUN
cana-3313	211	41	(	(	PUNCT
cana-3313	211	42	p	p	X
cana-3313	211	43	,	,	PUNCT
cana-3313	211	44	o	o	NOUN
cana-3313	211	45	)	)	PUNCT
cana-3313	211	46	represents	represent	VERB
cana-3313	211	47	the	the	DET
cana-3313	211	48	actual	actual	ADJ
cana-3313	211	49	distance	distance	NOUN
cana-3313	211	50	across	across	ADP
cana-3313	211	51	points	point	NOUN
cana-3313	211	52	p	p	NOUN
cana-3313	211	53	and	and	CCONJ
cana-3313	211	54	o.	o.	PROPN
cana-3313	211	55	k	k	PROPN
cana-3313	211	56	-	-	PUNCT
cana-3313	211	57	distance(o	distance(o	PROPN
cana-3313	211	58	)	)	PUNCT
cana-3313	211	59	represents	represent	VERB
cana-3313	211	60	the	the	DET
cana-3313	211	61	k	k	NOUN
cana-3313	211	62	-	-	PUNCT
cana-3313	211	63	distance	distance	NOUN
cana-3313	211	64	of	of	ADP
cana-3313	211	65	points	point	NOUN
cana-3313	211	66	.	.	PUNCT
cana-3313	212	1	lrd(p	lrd(p	PROPN
cana-3313	212	2	)	)	PUNCT
cana-3313	212	3	denotes	denote	VERB
cana-3313	212	4	the	the	DET
cana-3313	212	5	local	local	ADJ
cana-3313	212	6	reachability	reachability	NOUN
cana-3313	212	7	density	density	NOUN
cana-3313	212	8	of	of	ADP
cana-3313	212	9	neighbour	neighbour	NOUN
cana-3313	212	10	o	o	NOUN
cana-3313	212	11	,	,	PUNCT
cana-3313	212	12	whereas	whereas	SCONJ
cana-3313	212	13	lof(p	lof(p	PROPN
cana-3313	212	14	)	)	PUNCT
cana-3313	212	15	represents	represent	VERB
cana-3313	212	16	the	the	DET
cana-3313	212	17	reachability	reachability	NOUN
cana-3313	212	18	density	density	NOUN
cana-3313	212	19	of	of	ADP
cana-3313	212	20	point	point	NOUN
cana-3313	213	1	p.	p.	NOUN
cana-3313	213	2	we	we	PRON
cana-3313	213	3	employed	employ	VERB
cana-3313	213	4	the	the	DET
cana-3313	213	5	elbow	elbow	NOUN
cana-3313	213	6	method	method	NOUN
cana-3313	213	7	to	to	PART
cana-3313	213	8	determine	determine	VERB
cana-3313	213	9	the	the	DET
cana-3313	213	10	optimal	optimal	ADJ
cana-3313	213	11	number	number	NOUN
cana-3313	213	12	of	of	ADP
cana-3313	213	13	neighbours	neighbour	NOUN
cana-3313	213	14	(	(	PUNCT
cana-3313	213	15	k	k	NOUN
cana-3313	213	16	)	)	PUNCT
cana-3313	213	17	identifying	identify	VERB
cana-3313	213	18	the	the	DET
cana-3313	213	19	optimum	optimum	ADJ
cana-3313	213	20	value	value	NOUN
cana-3313	213	21	for	for	ADP
cana-3313	213	22	k	k	PROPN
cana-3313	213	23	as	as	ADP
cana-3313	213	24	20	20	NUM
cana-3313	213	25	for	for	ADP
cana-3313	213	26	the	the	DET
cana-3313	213	27	lof	lof	PROPN
cana-3313	213	28	method	method	NOUN
cana-3313	213	29	.	.	PUNCT
cana-3313	214	1	the	the	DET
cana-3313	214	2	objective	objective	NOUN
cana-3313	214	3	is	be	AUX
cana-3313	214	4	to	to	PART
cana-3313	214	5	calculate	calculate	VERB
cana-3313	214	6	the	the	DET
cana-3313	214	7	lof	lof	PROPN
cana-3313	214	8	scores	score	NOUN
cana-3313	214	9	for	for	ADP
cana-3313	214	10	different	different	ADJ
cana-3313	214	11	values	value	NOUN
cana-3313	214	12	of	of	ADP
cana-3313	214	13	k	k	PROPN
cana-3313	214	14	and	and	CCONJ
cana-3313	214	15	identify	identify	VERB
cana-3313	214	16	the	the	DET
cana-3313	214	17	point	point	NOUN
cana-3313	214	18	at	at	ADP
cana-3313	214	19	which	which	PRON
cana-3313	214	20	the	the	DET
cana-3313	214	21	average	average	ADJ
cana-3313	214	22	lof	lof	NOUN
cana-3313	214	23	score	score	NOUN
cana-3313	214	24	stabilizes	stabilize	VERB
cana-3313	214	25	.	.	PUNCT
cana-3313	215	1	this	this	PRON
cana-3313	215	2	assists	assist	VERB
cana-3313	215	3	us	we	PRON
cana-3313	215	4	in	in	ADP
cana-3313	215	5	selecting	select	VERB
cana-3313	215	6	the	the	DET
cana-3313	215	7	ideal	ideal	ADJ
cana-3313	215	8	number	number	NOUN
cana-3313	215	9	of	of	ADP
cana-3313	215	10	neighbours	neighbour	NOUN
cana-3313	215	11	that	that	PRON
cana-3313	215	12	achieves	achieve	VERB
cana-3313	215	13	an	an	DET
cana-3313	215	14	optimal	optimal	ADJ
cana-3313	215	15	equilibrium	equilibrium	NOUN
cana-3313	215	16	between	between	ADP
cana-3313	215	17	identifying	identify	VERB
cana-3313	215	18	genuine	genuine	ADJ
cana-3313	215	19	outliers	outlier	NOUN
cana-3313	215	20	and	and	CCONJ
cana-3313	215	21	minimizing	minimize	VERB
cana-3313	215	22	false	false	ADJ
cana-3313	215	23	positives	positive	NOUN
cana-3313	215	24	.	.	PUNCT
cana-3313	216	1	following	follow	VERB
cana-3313	216	2	the	the	DET
cana-3313	216	3	acquisition	acquisition	NOUN
cana-3313	216	4	of	of	ADP
cana-3313	216	5	predictions	prediction	NOUN
cana-3313	216	6	from	from	ADP
cana-3313	216	7	lof	lof	PROPN
cana-3313	216	8	,	,	PUNCT
cana-3313	216	9	the	the	DET
cana-3313	216	10	outlier	outlier	NOUN
cana-3313	216	11	values	values	AUX
cana-3313	216	12	-1	-1	PUNCT
cana-3313	216	13	(	(	PUNCT
cana-3313	216	14	indicating	indicate	VERB
cana-3313	216	15	risk	risk	NOUN
cana-3313	216	16	)	)	PUNCT
cana-3313	216	17	and	and	CCONJ
cana-3313	216	18	1	1	NUM
cana-3313	216	19	(	(	PUNCT
cana-3313	216	20	indicating	indicate	VERB
cana-3313	216	21	inliers	inlier	NOUN
cana-3313	216	22	)	)	PUNCT
cana-3313	216	23	were	be	AUX
cana-3313	216	24	transformed	transform	VERB
cana-3313	216	25	into	into	ADP
cana-3313	216	26	a	a	DET
cana-3313	216	27	binary	binary	ADJ
cana-3313	216	28	format	format	NOUN
cana-3313	216	29	.	.	PUNCT
cana-3313	217	1	this	this	DET
cana-3313	217	2	binary	binary	ADJ
cana-3313	217	3	field	field	NOUN
cana-3313	217	4	signifies	signify	VERB
cana-3313	217	5	whether	whether	SCONJ
cana-3313	217	6	a	a	DET
cana-3313	217	7	data	data	NOUN
cana-3313	217	8	point	point	NOUN
cana-3313	217	9	is	be	AUX
cana-3313	217	10	classified	classify	VERB
cana-3313	217	11	as	as	ADP
cana-3313	217	12	risk	risk	NOUN
cana-3313	217	13	or	or	CCONJ
cana-3313	217	14	not	not	PART
cana-3313	217	15	.	.	PUNCT
cana-3313	218	1	3.4	3.4	NUM
cana-3313	218	2	classification	classification	NOUN
cana-3313	218	3	algorithm	algorithm	NOUN
cana-3313	218	4	after	after	ADP
cana-3313	218	5	data	datum	NOUN
cana-3313	218	6	preparation	preparation	NOUN
cana-3313	218	7	through	through	ADP
cana-3313	218	8	preprocessing	preprocessing	NOUN
cana-3313	218	9	,	,	PUNCT
cana-3313	218	10	risk	risk	NOUN
cana-3313	218	11	identification	identification	NOUN
cana-3313	218	12	,	,	PUNCT
cana-3313	218	13	and	and	CCONJ
cana-3313	218	14	partitioning	partition	VERB
cana-3313	218	15	into	into	ADP
cana-3313	218	16	training	training	NOUN
cana-3313	218	17	and	and	CCONJ
cana-3313	218	18	test	test	NOUN
cana-3313	218	19	sets	set	NOUN
cana-3313	218	20	,	,	PUNCT
cana-3313	218	21	we	we	PRON
cana-3313	218	22	advanced	advance	VERB
cana-3313	218	23	to	to	PART
cana-3313	218	24	model	model	VERB
cana-3313	218	25	training	training	NOUN
cana-3313	218	26	utilising	utilise	VERB
cana-3313	218	27	several	several	ADJ
cana-3313	218	28	machine	machine	NOUN
cana-3313	218	29	learning	learning	NOUN
cana-3313	218	30	methods	method	NOUN
cana-3313	218	31	.	.	PUNCT
cana-3313	219	1	this	this	DET
cana-3313	219	2	method	method	NOUN
cana-3313	219	3	enables	enable	VERB
cana-3313	219	4	us	we	PRON
cana-3313	219	5	to	to	PART
cana-3313	219	6	evaluate	evaluate	VERB
cana-3313	219	7	the	the	DET
cana-3313	219	8	efficacy	efficacy	NOUN
cana-3313	219	9	of	of	ADP
cana-3313	219	10	many	many	ADJ
cana-3313	219	11	models	model	NOUN
cana-3313	219	12	and	and	CCONJ
cana-3313	219	13	choose	choose	VERB
cana-3313	219	14	the	the	DET
cana-3313	219	15	most	most	ADV
cana-3313	219	16	effective	effective	ADJ
cana-3313	219	17	one	one	NUM
cana-3313	219	18	for	for	ADP
cana-3313	219	19	risk	risk	NOUN
cana-3313	219	20	detection	detection	NOUN
cana-3313	219	21	.	.	PUNCT
cana-3313	220	1	the	the	DET
cana-3313	220	2	algorithms	algorithm	NOUN
cana-3313	220	3	include	include	VERB
cana-3313	220	4	random	random	ADJ
cana-3313	220	5	forest	forest	NOUN
cana-3313	220	6	,	,	PUNCT
cana-3313	220	7	support	support	NOUN
cana-3313	220	8	vector	vector	NOUN
cana-3313	220	9	machine	machine	NOUN
cana-3313	220	10	,	,	PUNCT
cana-3313	220	11	logistic	logistic	ADJ
cana-3313	220	12	regression	regression	NOUN
cana-3313	220	13	,	,	PUNCT
cana-3313	220	14	and	and	CCONJ
cana-3313	220	15	naive	naive	ADJ
cana-3313	220	16	bayes	baye	NOUN
cana-3313	220	17	.	.	PUNCT
cana-3313	221	1	4	4	X
cana-3313	221	2	.	.	NOUN
cana-3313	221	3	results	result	NOUN
cana-3313	221	4	and	and	CCONJ
cana-3313	221	5	discussions	discussion	NOUN
cana-3313	221	6	after	after	ADP
cana-3313	221	7	the	the	DET
cana-3313	221	8	training	training	NOUN
cana-3313	221	9	and	and	CCONJ
cana-3313	221	10	testing	testing	NOUN
cana-3313	221	11	of	of	ADP
cana-3313	221	12	several	several	ADJ
cana-3313	221	13	machine	machine	NOUN
cana-3313	221	14	learning	learning	NOUN
cana-3313	221	15	methods	method	NOUN
cana-3313	221	16	,	,	PUNCT
cana-3313	221	17	we	we	PRON
cana-3313	221	18	assessed	assess	VERB
cana-3313	221	19	their	their	PRON
cana-3313	221	20	performance	performance	NOUN
cana-3313	221	21	utilising	utilise	VERB
cana-3313	221	22	essential	essential	ADJ
cana-3313	221	23	measures	measure	NOUN
cana-3313	221	24	such	such	ADJ
cana-3313	221	25	as	as	ADP
cana-3313	221	26	the	the	DET
cana-3313	221	27	confusion	confusion	NOUN
cana-3313	221	28	matrix	matrix	NOUN
cana-3313	221	29	,	,	PUNCT
cana-3313	221	30	recall	recall	NOUN
cana-3313	221	31	,	,	PUNCT
cana-3313	221	32	f1	f1	NOUN
cana-3313	221	33	-	-	PUNCT
cana-3313	221	34	score	score	NOUN
cana-3313	221	35	,	,	PUNCT
cana-3313	221	36	accuracy	accuracy	NOUN
cana-3313	221	37	,	,	PUNCT
cana-3313	221	38	and	and	CCONJ
cana-3313	221	39	precision	precision	NOUN
cana-3313	221	40	.	.	PUNCT
cana-3313	222	1	the	the	DET
cana-3313	222	2	purpose	purpose	NOUN
cana-3313	222	3	of	of	ADP
cana-3313	222	4	training	train	VERB
cana-3313	222	5	numerous	numerous	ADJ
cana-3313	222	6	algorithms	algorithm	NOUN
cana-3313	222	7	is	be	AUX
cana-3313	222	8	to	to	PART
cana-3313	222	9	investigate	investigate	VERB
cana-3313	222	10	various	various	ADJ
cana-3313	222	11	methods	method	NOUN
cana-3313	222	12	for	for	ADP
cana-3313	222	13	addressing	address	VERB
cana-3313	222	14	the	the	DET
cana-3313	222	15	anomaly	anomaly	NOUN
cana-3313	222	16	detection	detection	NOUN
cana-3313	222	17	issue	issue	NOUN
cana-3313	222	18	and	and	CCONJ
cana-3313	222	19	determine	determine	VERB
cana-3313	222	20	which	which	DET
cana-3313	222	21	algorithm	algorithm	NOUN
cana-3313	222	22	is	be	AUX
cana-3313	222	23	most	most	ADV
cana-3313	222	24	effective	effective	ADJ
cana-3313	222	25	for	for	ADP
cana-3313	222	26	this	this	DET
cana-3313	222	27	specific	specific	ADJ
cana-3313	222	28	dataset	dataset	NOUN
cana-3313	222	29	.	.	PUNCT
cana-3313	223	1	through	through	ADP
cana-3313	223	2	comparison	comparison	NOUN
cana-3313	223	3	of	of	ADP
cana-3313	223	4	the	the	DET
cana-3313	223	5	findings	finding	NOUN
cana-3313	223	6	,	,	PUNCT
cana-3313	223	7	we	we	PRON
cana-3313	223	8	may	may	AUX
cana-3313	223	9	evaluate	evaluate	VERB
cana-3313	223	10	which	which	DET
cana-3313	223	11	model	model	NOUN
cana-3313	223	12	achieves	achieve	VERB
cana-3313	223	13	an	an	DET
cana-3313	223	14	optimal	optimal	ADJ
cana-3313	223	15	equilibrium	equilibrium	NOUN
cana-3313	223	16	between	between	ADP
cana-3313	223	17	under	under	ADP
cana-3313	223	18	fitting	fitting	ADJ
cana-3313	223	19	and	and	CCONJ
cana-3313	223	20	over	over	ADP
cana-3313	223	21	fitting	fitting	ADJ
cana-3313	223	22	;	;	PUNCT
cana-3313	223	23	hence	hence	ADV
cana-3313	223	24	,	,	PUNCT
cana-3313	223	25	yielding	yield	VERB
cana-3313	223	26	the	the	DET
cana-3313	223	27	most	most	ADV
cana-3313	223	28	dependable	dependable	ADJ
cana-3313	223	29	predictions	prediction	NOUN
cana-3313	223	30	.	.	PUNCT
cana-3313	224	1	the	the	DET
cana-3313	224	2	outcome	outcome	NOUN
cana-3313	224	3	can	can	AUX
cana-3313	224	4	be	be	AUX
cana-3313	224	5	seen	see	VERB
cana-3313	224	6	in	in	ADP
cana-3313	224	7	table1	table1	PROPN
cana-3313	224	8	and	and	CCONJ
cana-3313	224	9	table	table	NOUN
cana-3313	224	10	2	2	NUM
cana-3313	224	11	.	.	PUNCT
cana-3313	224	12	communications	communication	NOUN
cana-3313	224	13	on	on	ADP
cana-3313	224	14	applied	apply	VERB
cana-3313	224	15	nonlinear	nonlinear	ADJ
cana-3313	224	16	analysis	analysis	NOUN
cana-3313	224	17	issn	issn	NOUN
cana-3313	224	18	:	:	PUNCT
cana-3313	224	19	1074	1074	NUM
cana-3313	224	20	-	-	PUNCT
cana-3313	224	21	133x	133x	NUM
cana-3313	224	22	vol	vol	NOUN
cana-3313	224	23	32	32	NUM
cana-3313	224	24	no	no	NOUN
cana-3313	224	25	.	.	PUNCT
cana-3313	225	1	6s	6s	NUM
cana-3313	225	2	(	(	PUNCT
cana-3313	225	3	2025	2025	NUM
cana-3313	225	4	)	)	PUNCT
cana-3313	225	5	508	508	NUM
cana-3313	225	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	225	7	table	table	NOUN
cana-3313	225	8	1	1	NUM
cana-3313	225	9	:	:	PUNCT
cana-3313	225	10	comparison	comparison	NOUN
cana-3313	225	11	between	between	ADP
cana-3313	225	12	different	different	ADJ
cana-3313	225	13	machine	machine	NOUN
cana-3313	225	14	learning	learn	VERB
cana-3313	225	15	classifier	classifier	NOUN
cana-3313	225	16	for	for	ADP
cana-3313	225	17	(	(	PUNCT
cana-3313	225	18	a	a	PRON
cana-3313	225	19	)	)	PUNCT
cana-3313	225	20	random	random	ADJ
cana-3313	225	21	forest	forest	NOUN
cana-3313	225	22	(	(	PUNCT
cana-3313	225	23	b	b	NOUN
cana-3313	225	24	)	)	PUNCT
cana-3313	225	25	support	support	NOUN
cana-3313	225	26	vector	vector	NOUN
cana-3313	225	27	machine	machine	NOUN
cana-3313	225	28	(	(	PUNCT
cana-3313	225	29	c	c	NOUN
cana-3313	225	30	)	)	PUNCT
cana-3313	225	31	logistic	logistic	ADJ
cana-3313	225	32	regression	regression	NOUN
cana-3313	225	33	and	and	CCONJ
cana-3313	225	34	(	(	PUNCT
cana-3313	225	35	d	d	NOUN
cana-3313	225	36	)	)	PUNCT
cana-3313	225	37	naïve	naïve	ADJ
cana-3313	225	38	bayes	bayes	PROPN
cana-3313	225	39	model	model	NOUN
cana-3313	225	40	parameter	parameter	PROPN
cana-3313	225	41	values	value	NOUN
cana-3313	225	42	(	(	PUNCT
cana-3313	225	43	%	%	INTJ
cana-3313	225	44	)	)	PUNCT
cana-3313	225	45	random	random	ADJ
cana-3313	225	46	forest	forest	NOUN
cana-3313	225	47	accuracy	accuracy	NOUN
cana-3313	225	48	97.0	97.0	NUM
cana-3313	225	49	precision	precision	NOUN
cana-3313	225	50	97.0	97.0	NUM
cana-3313	225	51	recall	recall	NOUN
cana-3313	225	52	99.0	99.0	NUM
cana-3313	225	53	f1	f1	NOUN
cana-3313	225	54	-	-	PUNCT
cana-3313	225	55	score	score	NOUN
cana-3313	225	56	98.0	98.0	NUM
cana-3313	225	57	support	support	NOUN
cana-3313	225	58	vector	vector	NOUN
cana-3313	225	59	machine	machine	NOUN
cana-3313	225	60	accuracy	accuracy	NOUN
cana-3313	225	61	97.0	97.0	NUM
cana-3313	225	62	precision	precision	NOUN
cana-3313	225	63	98.0	98.0	NUM
cana-3313	225	64	recall	recall	VERB
cana-3313	225	65	99.0	99.0	NUM
cana-3313	225	66	f1	f1	NOUN
cana-3313	225	67	-	-	PUNCT
cana-3313	225	68	score	score	NOUN
cana-3313	225	69	98.0	98.0	NUM
cana-3313	225	70	logistic	logistic	ADJ
cana-3313	225	71	regression	regression	NOUN
cana-3313	225	72	accuracy	accuracy	NOUN
cana-3313	225	73	96.5	96.5	NUM
cana-3313	225	74	precision	precision	NOUN
cana-3313	225	75	97.0	97.0	NUM
cana-3313	225	76	recall	recall	NOUN
cana-3313	225	77	98.0	98.0	NUM
cana-3313	225	78	f1	f1	NOUN
cana-3313	225	79	-	-	PUNCT
cana-3313	225	80	score	score	NOUN
cana-3313	225	81	99.0	99.0	NUM
cana-3313	225	82	naive	naive	ADJ
cana-3313	225	83	bayes	bayes	NOUN
cana-3313	225	84	accuracy	accuracy	NOUN
cana-3313	225	85	92.0	92.0	NUM
cana-3313	225	86	precision	precision	NOUN
cana-3313	225	87	94.0	94.0	NUM
cana-3313	225	88	recall	recall	VERB
cana-3313	225	89	95.0	95.0	NUM
cana-3313	225	90	f1	f1	NOUN
cana-3313	225	91	-	-	PUNCT
cana-3313	225	92	score	score	NOUN
cana-3313	225	93	94.0	94.0	NUM
cana-3313	225	94	table	table	NOUN
cana-3313	225	95	2	2	NUM
cana-3313	225	96	:	:	PUNCT
cana-3313	225	97	comparison	comparison	NOUN
cana-3313	225	98	of	of	ADP
cana-3313	225	99	training	training	NOUN
cana-3313	225	100	time	time	NOUN
cana-3313	225	101	for	for	ADP
cana-3313	225	102	different	different	ADJ
cana-3313	225	103	machine	machine	NOUN
cana-3313	225	104	learning	learn	VERB
cana-3313	225	105	classifier	classifier	NOUN
cana-3313	225	106	for	for	ADP
cana-3313	225	107	(	(	PUNCT
cana-3313	225	108	a	a	PRON
cana-3313	225	109	)	)	PUNCT
cana-3313	225	110	random	random	ADJ
cana-3313	225	111	forest	forest	NOUN
cana-3313	225	112	(	(	PUNCT
cana-3313	225	113	b	b	NOUN
cana-3313	225	114	)	)	PUNCT
cana-3313	225	115	support	support	NOUN
cana-3313	225	116	vector	vector	NOUN
cana-3313	225	117	machine	machine	NOUN
cana-3313	225	118	(	(	PUNCT
cana-3313	225	119	c	c	NOUN
cana-3313	225	120	)	)	PUNCT
cana-3313	225	121	logistic	logistic	ADJ
cana-3313	225	122	regression	regression	NOUN
cana-3313	225	123	and	and	CCONJ
cana-3313	225	124	(	(	PUNCT
cana-3313	225	125	d	d	NOUN
cana-3313	225	126	)	)	PUNCT
cana-3313	225	127	naïve	naïve	ADJ
cana-3313	225	128	bayes	bayes	PROPN
cana-3313	225	129	ml	ml	ADP
cana-3313	225	130	algorithm	algorithm	PROPN
cana-3313	225	131	training	training	NOUN
cana-3313	225	132	time	time	NOUN
cana-3313	225	133	(	(	PUNCT
cana-3313	225	134	ms	ms	NOUN
cana-3313	225	135	)	)	PUNCT
cana-3313	225	136	random	random	ADJ
cana-3313	225	137	forest	forest	NOUN
cana-3313	225	138	123.1	123.1	NUM
cana-3313	225	139	support	support	NOUN
cana-3313	225	140	vector	vector	NOUN
cana-3313	225	141	machine	machine	NOUN
cana-3313	225	142	13.5	13.5	NUM
cana-3313	225	143	logistic	logistic	ADJ
cana-3313	225	144	regression	regression	NOUN
cana-3313	225	145	34.2	34.2	NUM
cana-3313	225	146	naive	naive	ADJ
cana-3313	225	147	bayes	bayes	NOUN
cana-3313	225	148	10.0	10.0	NUM
cana-3313	225	149	this	this	DET
cana-3313	225	150	part	part	NOUN
cana-3313	225	151	involves	involve	VERB
cana-3313	225	152	hyper	hyper	ADJ
cana-3313	225	153	parameters	parameter	NOUN
cana-3313	225	154	tweaking	tweak	VERB
cana-3313	225	155	with	with	ADP
cana-3313	225	156	optuna	optuna	NOUN
cana-3313	225	157	,	,	PUNCT
cana-3313	225	158	a	a	DET
cana-3313	225	159	renowned	renowned	ADJ
cana-3313	225	160	optimisation	optimisation	NOUN
cana-3313	225	161	package	package	NOUN
cana-3313	225	162	for	for	ADP
cana-3313	225	163	machine	machine	NOUN
cana-3313	225	164	learning	learning	NOUN
cana-3313	225	165	.	.	PUNCT
cana-3313	226	1	optuna	optuna	NOUN
cana-3313	226	2	is	be	AUX
cana-3313	226	3	engineered	engineer	VERB
cana-3313	226	4	to	to	PART
cana-3313	226	5	automate	automate	VERB
cana-3313	226	6	the	the	DET
cana-3313	226	7	identification	identification	NOUN
cana-3313	226	8	of	of	ADP
cana-3313	226	9	optimal	optimal	ADJ
cana-3313	226	10	hyper	hyper	ADJ
cana-3313	226	11	parameters	parameter	NOUN
cana-3313	226	12	by	by	ADP
cana-3313	226	13	effectively	effectively	ADV
cana-3313	226	14	navigating	navigate	VERB
cana-3313	226	15	the	the	DET
cana-3313	226	16	hyper	hyper	ADJ
cana-3313	226	17	parameter	parameter	NOUN
cana-3313	226	18	space	space	NOUN
cana-3313	226	19	and	and	CCONJ
cana-3313	226	20	reducing	reduce	VERB
cana-3313	226	21	the	the	DET
cana-3313	226	22	computational	computational	ADJ
cana-3313	226	23	expense	expense	NOUN
cana-3313	226	24	of	of	ADP
cana-3313	226	25	tuning	tuning	NOUN
cana-3313	226	26	.	.	PUNCT
cana-3313	227	1	it	it	PRON
cana-3313	227	2	employs	employ	VERB
cana-3313	227	3	advanced	advanced	ADJ
cana-3313	227	4	optimisation	optimisation	NOUN
cana-3313	227	5	algorithms	algorithm	NOUN
cana-3313	227	6	to	to	PART
cana-3313	227	7	enhance	enhance	VERB
cana-3313	227	8	model	model	NOUN
cana-3313	227	9	performance	performance	NOUN
cana-3313	227	10	more	more	ADV
cana-3313	227	11	efficiently	efficiently	ADV
cana-3313	227	12	than	than	ADP
cana-3313	227	13	conventional	conventional	ADJ
cana-3313	227	14	grid	grid	NOUN
cana-3313	227	15	or	or	CCONJ
cana-3313	227	16	random	random	ADJ
cana-3313	227	17	search	search	NOUN
cana-3313	227	18	techniques	technique	NOUN
cana-3313	227	19	.	.	PUNCT
cana-3313	228	1	optuna	optuna	PROPN
cana-3313	228	2	's	's	PART
cana-3313	228	3	hyper	hyper	ADJ
cana-3313	228	4	parameter	parameter	NOUN
cana-3313	228	5	tuning	tuning	NOUN
cana-3313	228	6	procedure	procedure	NOUN
cana-3313	228	7	enables	enable	VERB
cana-3313	228	8	the	the	DET
cana-3313	228	9	enhancement	enhancement	NOUN
cana-3313	228	10	of	of	ADP
cana-3313	228	11	model	model	NOUN
cana-3313	228	12	performance	performance	NOUN
cana-3313	228	13	by	by	ADP
cana-3313	228	14	the	the	DET
cana-3313	228	15	adjustment	adjustment	NOUN
cana-3313	228	16	of	of	ADP
cana-3313	228	17	parameters	parameter	NOUN
cana-3313	228	18	like	like	ADP
cana-3313	228	19	tree	tree	NOUN
cana-3313	228	20	depth	depth	NOUN
cana-3313	228	21	,	,	PUNCT
cana-3313	228	22	number	number	NOUN
cana-3313	228	23	of	of	ADP
cana-3313	228	24	estimators	estimator	NOUN
cana-3313	228	25	,	,	PUNCT
cana-3313	228	26	regularisation	regularisation	NOUN
cana-3313	228	27	terms	term	NOUN
cana-3313	228	28	,	,	PUNCT
cana-3313	228	29	learning	learn	VERB
cana-3313	228	30	rate	rate	NOUN
cana-3313	228	31	,	,	PUNCT
cana-3313	228	32	and	and	CCONJ
cana-3313	228	33	others	other	NOUN
cana-3313	228	34	in	in	ADP
cana-3313	228	35	accordance	accordance	NOUN
cana-3313	228	36	with	with	ADP
cana-3313	228	37	a	a	DET
cana-3313	228	38	specified	specified	ADJ
cana-3313	228	39	optimisation	optimisation	NOUN
cana-3313	228	40	objective	objective	NOUN
cana-3313	228	41	.	.	PUNCT
cana-3313	229	1	the	the	DET
cana-3313	229	2	optimal	optimal	ADJ
cana-3313	229	3	hyperparameters	hyperparameter	NOUN
cana-3313	229	4	are	be	AUX
cana-3313	229	5	determined	determine	VERB
cana-3313	229	6	through	through	ADP
cana-3313	229	7	the	the	DET
cana-3313	229	8	assessment	assessment	NOUN
cana-3313	229	9	of	of	ADP
cana-3313	229	10	several	several	ADJ
cana-3313	229	11	trials	trial	NOUN
cana-3313	229	12	,	,	PUNCT
cana-3313	229	13	guaranteeing	guarantee	VERB
cana-3313	229	14	that	that	SCONJ
cana-3313	229	15	the	the	DET
cana-3313	229	16	models	model	NOUN
cana-3313	229	17	function	function	VERB
cana-3313	229	18	at	at	ADP
cana-3313	229	19	their	their	PRON
cana-3313	229	20	peak	peak	NOUN
cana-3313	229	21	capability	capability	NOUN
cana-3313	229	22	.	.	PUNCT
cana-3313	230	1	figure	figure	NOUN
cana-3313	230	2	4	4	NUM
cana-3313	230	3	and	and	CCONJ
cana-3313	230	4	figure	figure	VERB
cana-3313	230	5	5	5	NUM
cana-3313	230	6	provide	provide	VERB
cana-3313	230	7	a	a	DET
cana-3313	230	8	graphical	graphical	ADJ
cana-3313	230	9	illustration	illustration	NOUN
cana-3313	230	10	of	of	ADP
cana-3313	230	11	above	above	ADP
cana-3313	230	12	outcome	outcome	NOUN
cana-3313	230	13	.	.	PUNCT
cana-3313	231	1	communications	communication	NOUN
cana-3313	231	2	on	on	ADP
cana-3313	231	3	applied	apply	VERB
cana-3313	231	4	nonlinear	nonlinear	ADJ
cana-3313	231	5	analysis	analysis	NOUN
cana-3313	231	6	issn	issn	NOUN
cana-3313	231	7	:	:	PUNCT
cana-3313	231	8	1074	1074	NUM
cana-3313	231	9	-	-	PUNCT
cana-3313	231	10	133x	133x	NUM
cana-3313	231	11	vol	vol	NOUN
cana-3313	231	12	32	32	NUM
cana-3313	231	13	no	no	NOUN
cana-3313	231	14	.	.	PUNCT
cana-3313	232	1	6s	6s	NUM
cana-3313	232	2	(	(	PUNCT
cana-3313	232	3	2025	2025	NUM
cana-3313	232	4	)	)	PUNCT
cana-3313	232	5	509	509	NUM
cana-3313	232	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	232	7	figure	figure	NOUN
cana-3313	232	8	4	4	NUM
cana-3313	232	9	:	:	PUNCT
cana-3313	232	10	comparison	comparison	NOUN
cana-3313	232	11	of	of	ADP
cana-3313	232	12	outcome	outcome	NOUN
cana-3313	232	13	for	for	ADP
cana-3313	232	14	proposed	propose	VERB
cana-3313	232	15	model	model	NOUN
cana-3313	232	16	using	use	VERB
cana-3313	232	17	scm	scm	PROPN
cana-3313	232	18	dataset	dataset	ADJ
cana-3313	232	19	figure	figure	NOUN
cana-3313	232	20	5	5	NUM
cana-3313	232	21	:	:	PUNCT
cana-3313	232	22	comparison	comparison	NOUN
cana-3313	232	23	of	of	ADP
cana-3313	232	24	training	training	NOUN
cana-3313	232	25	time	time	NOUN
cana-3313	232	26	for	for	ADP
cana-3313	232	27	proposed	propose	VERB
cana-3313	232	28	algorithms	algorithm	NOUN
cana-3313	232	29	5	5	NUM
cana-3313	232	30	.	.	PUNCT
cana-3313	232	31	conclusions	conclusion	NOUN
cana-3313	232	32	and	and	CCONJ
cana-3313	232	33	future	future	ADJ
cana-3313	232	34	scope	scope	NOUN
cana-3313	232	35	this	this	DET
cana-3313	232	36	project	project	NOUN
cana-3313	232	37	has	have	AUX
cana-3313	232	38	concentrated	concentrate	VERB
cana-3313	232	39	on	on	ADP
cana-3313	232	40	creating	create	VERB
cana-3313	232	41	a	a	DET
cana-3313	232	42	secure	secure	ADJ
cana-3313	232	43	connection	connection	NOUN
cana-3313	232	44	utilising	utilise	VERB
cana-3313	232	45	a	a	DET
cana-3313	232	46	blockchain	blockchain	PROPN
cana-3313	232	47	foundation	foundation	PROPN
cana-3313	232	48	and	and	CCONJ
cana-3313	232	49	identifying	identify	VERB
cana-3313	232	50	a	a	DET
cana-3313	232	51	risk	risk	NOUN
cana-3313	232	52	detection	detection	NOUN
cana-3313	232	53	system	system	NOUN
cana-3313	232	54	through	through	ADP
cana-3313	232	55	various	various	ADJ
cana-3313	232	56	machine	machine	NOUN
cana-3313	232	57	learning	learning	NOUN
cana-3313	232	58	methodologies	methodology	NOUN
cana-3313	232	59	.	.	PUNCT
cana-3313	233	1	the	the	DET
cana-3313	233	2	blockchain	blockchain	PROPN
cana-3313	233	3	framework	framework	NOUN
cana-3313	233	4	delineates	delineate	VERB
cana-3313	233	5	a	a	DET
cana-3313	233	6	methodical	methodical	ADJ
cana-3313	233	7	strategy	strategy	NOUN
cana-3313	233	8	for	for	ADP
cana-3313	233	9	utilising	utilise	VERB
cana-3313	233	10	blockchain	blockchain	NOUN
cana-3313	233	11	to	to	ADP
cana-3313	233	12	privately	privately	ADV
cana-3313	233	13	archive	archive	VERB
cana-3313	233	14	critical	critical	ADJ
cana-3313	233	15	transactions	transaction	NOUN
cana-3313	233	16	.	.	PUNCT
cana-3313	234	1	the	the	DET
cana-3313	234	2	process	process	NOUN
cana-3313	234	3	begins	begin	VERB
cana-3313	234	4	with	with	ADP
cana-3313	234	5	the	the	DET
cana-3313	234	6	initialisation	initialisation	NOUN
cana-3313	234	7	of	of	ADP
cana-3313	234	8	the	the	DET
cana-3313	234	9	blockchain	blockchain	PROPN
cana-3313	234	10	network	network	NOUN
cana-3313	234	11	and	and	CCONJ
cana-3313	234	12	the	the	DET
cana-3313	234	13	establishment	establishment	NOUN
cana-3313	234	14	of	of	ADP
cana-3313	234	15	an	an	DET
cana-3313	234	16	organised	organise	VERB
cana-3313	234	17	system	system	NOUN
cana-3313	234	18	for	for	ADP
cana-3313	234	19	transaction	transaction	NOUN
cana-3313	234	20	data	datum	NOUN
cana-3313	234	21	that	that	PRON
cana-3313	234	22	includes	include	VERB
cana-3313	234	23	hashed	hash	VERB
cana-3313	234	24	private	private	ADJ
cana-3313	234	25	data	datum	NOUN
cana-3313	234	26	.	.	PUNCT
cana-3313	235	1	transactions	transaction	NOUN
cana-3313	235	2	are	be	AUX
cana-3313	235	3	authenticated	authenticate	VERB
cana-3313	235	4	using	use	VERB
cana-3313	235	5	digital	digital	ADJ
cana-3313	235	6	signatures	signature	NOUN
cana-3313	235	7	and	and	CCONJ
cana-3313	235	8	adherence	adherence	NOUN
cana-3313	235	9	to	to	ADP
cana-3313	235	10	intelligent	intelligent	ADJ
cana-3313	235	11	contracts	contract	NOUN
cana-3313	235	12	prior	prior	ADV
cana-3313	235	13	to	to	ADP
cana-3313	235	14	their	their	PRON
cana-3313	235	15	inclusion	inclusion	NOUN
cana-3313	235	16	in	in	ADP
cana-3313	235	17	the	the	DET
cana-3313	235	18	blockchain	blockchain	NOUN
cana-3313	235	19	through	through	ADP
cana-3313	235	20	a	a	DET
cana-3313	235	21	consensus	consensus	NOUN
cana-3313	235	22	method	method	NOUN
cana-3313	235	23	.	.	PUNCT
cana-3313	236	1	security	security	NOUN
cana-3313	236	2	is	be	AUX
cana-3313	236	3	fortified	fortify	VERB
cana-3313	236	4	by	by	ADP
cana-3313	236	5	role	role	NOUN
cana-3313	236	6	-	-	PUNCT
cana-3313	236	7	based	base	VERB
cana-3313	236	8	access	access	NOUN
cana-3313	236	9	restrictions	restriction	NOUN
cana-3313	236	10	and	and	CCONJ
cana-3313	236	11	encryption	encryption	NOUN
cana-3313	236	12	,	,	PUNCT
cana-3313	236	13	but	but	CCONJ
cana-3313	236	14	scalability	scalability	NOUN
cana-3313	236	15	is	be	AUX
cana-3313	236	16	attained	attain	VERB
cana-3313	236	17	by	by	ADP
cana-3313	236	18	archiving	archive	VERB
cana-3313	236	19	obsolete	obsolete	ADJ
cana-3313	236	20	blocks	block	NOUN
cana-3313	236	21	off	off	ADP
cana-3313	236	22	-	-	PUNCT
cana-3313	236	23	chain	chain	NOUN
cana-3313	236	24	to	to	PART
cana-3313	236	25	boost	boost	VERB
cana-3313	236	26	performance	performance	NOUN
cana-3313	236	27	.	.	PUNCT
cana-3313	237	1	the	the	DET
cana-3313	237	2	hyper	hyper	ADJ
cana-3313	237	3	parameter	parameter	NOUN
cana-3313	237	4	tuning	tuning	NOUN
cana-3313	237	5	method	method	NOUN
cana-3313	237	6	indicated	indicate	VERB
cana-3313	237	7	that	that	SCONJ
cana-3313	237	8	models	model	NOUN
cana-3313	237	9	such	such	ADJ
cana-3313	237	10	as	as	ADP
cana-3313	237	11	random	random	ADJ
cana-3313	237	12	forest	forest	NOUN
cana-3313	237	13	and	and	CCONJ
cana-3313	237	14	support	support	NOUN
cana-3313	237	15	vector	vector	NOUN
cana-3313	237	16	machine	machine	NOUN
cana-3313	237	17	attained	attain	VERB
cana-3313	237	18	optimal	optimal	ADJ
cana-3313	237	19	outcomes	outcome	NOUN
cana-3313	237	20	,	,	PUNCT
cana-3313	237	21	achieving	achieve	VERB
cana-3313	237	22	accuracies	accuracy	NOUN
cana-3313	237	23	of	of	ADP
cana-3313	237	24	97	97	NUM
cana-3313	237	25	%	%	NOUN
cana-3313	237	26	along	along	ADP
cana-3313	237	27	with	with	ADP
cana-3313	237	28	elevated	elevated	ADJ
cana-3313	237	29	accuracy	accuracy	NOUN
cana-3313	237	30	,	,	PUNCT
cana-3313	237	31	recall	recall	NOUN
cana-3313	237	32	,	,	PUNCT
cana-3313	237	33	and	and	CCONJ
cana-3313	237	34	f1	f1	PROPN
cana-3313	237	35	scores	score	NOUN
cana-3313	237	36	.	.	PUNCT
cana-3313	238	1	although	although	SCONJ
cana-3313	238	2	naive	naive	ADJ
cana-3313	238	3	bayes	bayes	NOUN
cana-3313	238	4	was	be	AUX
cana-3313	238	5	efficient	efficient	ADJ
cana-3313	238	6	and	and	CCONJ
cana-3313	238	7	rapid	rapid	ADJ
cana-3313	238	8	,	,	PUNCT
cana-3313	238	9	its	its	PRON
cana-3313	238	10	performance	performance	NOUN
cana-3313	238	11	was	be	AUX
cana-3313	238	12	inferior	inferior	ADJ
cana-3313	238	13	to	to	ADP
cana-3313	238	14	that	that	PRON
cana-3313	238	15	of	of	ADP
cana-3313	238	16	the	the	DET
cana-3313	238	17	other	other	ADJ
cana-3313	238	18	models	model	NOUN
cana-3313	238	19	.	.	PUNCT
cana-3313	239	1	the	the	DET
cana-3313	239	2	amalgamation	amalgamation	NOUN
cana-3313	239	3	of	of	ADP
cana-3313	239	4	blockchain	blockchain	PROPN
cana-3313	239	5	technology	technology	PROPN
cana-3313	239	6	with	with	ADP
cana-3313	239	7	machine	machine	NOUN
cana-3313	239	8	learning	learning	NOUN
cana-3313	239	9	presents	present	VERB
cana-3313	239	10	a	a	DET
cana-3313	239	11	revolutionary	revolutionary	ADJ
cana-3313	239	12	method	method	NOUN
cana-3313	239	13	for	for	ADP
cana-3313	239	14	scm	scm	PROPN
cana-3313	239	15	,	,	PUNCT
cana-3313	239	16	tackling	tackle	VERB
cana-3313	239	17	enduring	enduring	ADJ
cana-3313	239	18	issues	issue	NOUN
cana-3313	239	19	such	such	ADJ
cana-3313	239	20	as	as	ADP
cana-3313	239	21	privacy	privacy	NOUN
cana-3313	239	22	protection	protection	NOUN
cana-3313	239	23	,	,	PUNCT
cana-3313	239	24	risk	risk	NOUN
cana-3313	239	25	assessment	assessment	NOUN
cana-3313	239	26	,	,	PUNCT
cana-3313	239	27	and	and	CCONJ
cana-3313	239	28	disruption	disruption	NOUN
cana-3313	239	29	prediction	prediction	NOUN
cana-3313	239	30	.	.	PUNCT
cana-3313	240	1	future	future	ADJ
cana-3313	240	2	research	research	NOUN
cana-3313	240	3	may	may	AUX
cana-3313	240	4	be	be	AUX
cana-3313	240	5	broadened	broaden	VERB
cana-3313	240	6	to	to	PART
cana-3313	240	7	incorporate	incorporate	VERB
cana-3313	240	8	supplementary	supplementary	ADJ
cana-3313	240	9	alternative	alternative	NOUN
cana-3313	240	10	or	or	CCONJ
cana-3313	240	11	optimisation	optimisation	NOUN
cana-3313	240	12	methodologies	methodology	NOUN
cana-3313	240	13	for	for	ADP
cana-3313	240	14	parameter	parameter	NOUN
cana-3313	240	15	management	management	NOUN
cana-3313	240	16	and	and	CCONJ
cana-3313	240	17	investigate	investigate	VERB
cana-3313	240	18	categorisation	categorisation	NOUN
cana-3313	240	19	using	use	VERB
cana-3313	240	20	deep	deep	ADJ
cana-3313	240	21	neural	neural	ADJ
cana-3313	240	22	networks	network	NOUN
cana-3313	240	23	.	.	PUNCT
cana-3313	241	1	references	reference	NOUN
cana-3313	241	2	[	[	X
cana-3313	241	3	1	1	NUM
cana-3313	241	4	]	]	X
cana-3313	241	5	sahoo	sahoo	PROPN
cana-3313	241	6	,	,	PUNCT
cana-3313	241	7	s.	s.	PROPN
cana-3313	241	8	,	,	PUNCT
cana-3313	241	9	kumar	kumar	PROPN
cana-3313	241	10	,	,	PUNCT
cana-3313	241	11	s.	s.	PROPN
cana-3313	241	12	,	,	PUNCT
cana-3313	241	13	sivarajah	sivarajah	PROPN
cana-3313	241	14	,	,	PUNCT
cana-3313	241	15	u.	u.	PROPN
cana-3313	241	16	,	,	PUNCT
cana-3313	241	17	lim	lim	PROPN
cana-3313	241	18	,	,	PUNCT
cana-3313	241	19	w.	w.	PROPN
cana-3313	241	20	m.	m.	PROPN
cana-3313	241	21	,	,	PUNCT
cana-3313	241	22	westland	westland	PROPN
cana-3313	241	23	,	,	PUNCT
cana-3313	241	24	j.	j.	PROPN
cana-3313	241	25	c.	c.	PROPN
cana-3313	241	26	,	,	PUNCT
cana-3313	241	27	&	&	CCONJ
cana-3313	241	28	kumar	kumar	PROPN
cana-3313	241	29	,	,	PUNCT
cana-3313	241	30	a.	a.	NOUN
cana-3313	241	31	(	(	PUNCT
cana-3313	241	32	2024	2024	NUM
cana-3313	241	33	)	)	PUNCT
cana-3313	241	34	.	.	PUNCT
cana-3313	242	1	blockchain	blockchain	NOUN
cana-3313	242	2	for	for	ADP
cana-3313	242	3	sustainable	sustainable	ADJ
cana-3313	242	4	supply	supply	NOUN
cana-3313	242	5	chain	chain	NOUN
cana-3313	242	6	management	management	NOUN
cana-3313	242	7	:	:	PUNCT
cana-3313	242	8	trends	trend	NOUN
cana-3313	242	9	and	and	CCONJ
cana-3313	242	10	ways	way	NOUN
cana-3313	242	11	forward	forward	ADV
cana-3313	242	12	.	.	PUNCT
cana-3313	243	1	electronic	electronic	ADJ
cana-3313	243	2	commerce	commerce	NOUN
cana-3313	243	3	research	research	NOUN
cana-3313	243	4	,	,	PUNCT
cana-3313	243	5	24(3	24(3	NUM
cana-3313	243	6	)	)	PUNCT
cana-3313	243	7	,	,	PUNCT
cana-3313	243	8	1563	1563	NUM
cana-3313	243	9	-	-	SYM
cana-3313	243	10	1618	1618	NUM
cana-3313	243	11	.	.	PUNCT
cana-3313	244	1	[	[	X
cana-3313	244	2	2	2	NUM
cana-3313	244	3	]	]	X
cana-3313	244	4	islam	islam	PROPN
cana-3313	244	5	,	,	PUNCT
cana-3313	244	6	r.	r.	PROPN
cana-3313	244	7	,	,	PUNCT
cana-3313	244	8	ansari	ansari	PROPN
cana-3313	244	9	,	,	PUNCT
cana-3313	244	10	m.	m.	PROPN
cana-3313	244	11	e.	e.	PROPN
cana-3313	244	12	,	,	PUNCT
cana-3313	244	13	dewan	dewan	PROPN
cana-3313	244	14	,	,	PUNCT
cana-3313	244	15	m.	m.	NOUN
cana-3313	244	16	a.	a.	PROPN
cana-3313	244	17	,	,	PUNCT
cana-3313	244	18	sultana	sultana	NOUN
cana-3313	244	19	,	,	PUNCT
cana-3313	244	20	s.	s.	PROPN
cana-3313	244	21	,	,	PUNCT
cana-3313	244	22	&	&	CCONJ
cana-3313	244	23	rivin	rivin	PROPN
cana-3313	244	24	,	,	PUNCT
cana-3313	244	25	m.	m.	NOUN
cana-3313	244	26	a.	a.	PROPN
cana-3313	244	27	h.	h.	PROPN
cana-3313	244	28	(	(	PUNCT
cana-3313	244	29	2024	2024	NUM
cana-3313	244	30	)	)	PUNCT
cana-3313	244	31	.	.	PUNCT
cana-3313	244	32	supply	supply	NOUN
cana-3313	244	33	chain	chain	NOUN
cana-3313	244	34	management	management	NOUN
cana-3313	244	35	analysis	analysis	NOUN
cana-3313	244	36	and	and	CCONJ
cana-3313	244	37	design	design	NOUN
cana-3313	244	38	for	for	ADP
cana-3313	244	39	a	a	DET
cana-3313	244	40	variety	variety	NOUN
cana-3313	244	41	of	of	ADP
cana-3313	244	42	economic	economic	ADJ
cana-3313	244	43	scenarios	scenario	NOUN
cana-3313	244	44	,	,	PUNCT
cana-3313	244	45	including	include	VERB
cana-3313	244	46	data	datum	NOUN
cana-3313	244	47	and	and	CCONJ
cana-3313	244	48	system	system	NOUN
cana-3313	244	49	administration	administration	NOUN
cana-3313	244	50	.	.	PUNCT
cana-3313	245	1	journal	journal	PROPN
cana-3313	245	2	of	of	ADP
cana-3313	245	3	software	software	NOUN
cana-3313	245	4	engineering	engineering	NOUN
cana-3313	245	5	and	and	CCONJ
cana-3313	245	6	applications	application	NOUN
cana-3313	245	7	,	,	PUNCT
cana-3313	245	8	17(10	17(10	NUM
cana-3313	245	9	)	)	PUNCT
cana-3313	245	10	,	,	PUNCT
cana-3313	245	11	770	770	NUM
cana-3313	245	12	-	-	SYM
cana-3313	245	13	785	785	NUM
cana-3313	245	14	.	.	PUNCT
cana-3313	246	1	[	[	X
cana-3313	246	2	3	3	NUM
cana-3313	246	3	]	]	X
cana-3313	246	4	ngo	ngo	PROPN
cana-3313	246	5	,	,	PUNCT
cana-3313	246	6	v.	v.	ADP
cana-3313	246	7	m.	m.	PROPN
cana-3313	246	8	,	,	PUNCT
cana-3313	246	9	quang	quang	PROPN
cana-3313	246	10	,	,	PUNCT
cana-3313	246	11	h.	h.	PROPN
cana-3313	246	12	t.	t.	PROPN
cana-3313	246	13	,	,	PUNCT
cana-3313	246	14	hoang	hoang	PROPN
cana-3313	246	15	,	,	PUNCT
cana-3313	246	16	t.	t.	PROPN
cana-3313	246	17	g.	g.	PROPN
cana-3313	246	18	,	,	PUNCT
cana-3313	246	19	&	&	CCONJ
cana-3313	246	20	binh	binh	PROPN
cana-3313	246	21	,	,	PUNCT
cana-3313	246	22	a.	a.	PROPN
cana-3313	246	23	d.	d.	PROPN
cana-3313	246	24	t.	t.	PROPN
cana-3313	246	25	(	(	PUNCT
cana-3313	246	26	2024	2024	NUM
cana-3313	246	27	)	)	PUNCT
cana-3313	246	28	.	.	PUNCT
cana-3313	247	1	sustainability‐related	sustainability‐relate	VERB
cana-3313	247	2	supply	supply	NOUN
cana-3313	247	3	chain	chain	NOUN
cana-3313	247	4	risks	risk	NOUN
cana-3313	247	5	and	and	CCONJ
cana-3313	247	6	supply	supply	NOUN
cana-3313	247	7	chain	chain	NOUN
cana-3313	247	8	performances	performance	NOUN
cana-3313	247	9	:	:	PUNCT
cana-3313	247	10	the	the	DET
cana-3313	247	11	moderating	moderate	VERB
cana-3313	247	12	effects	effect	NOUN
cana-3313	247	13	of	of	ADP
cana-3313	247	14	dynamic	dynamic	ADJ
cana-3313	247	15	supply	supply	NOUN
cana-3313	247	16	chain	chain	NOUN
cana-3313	247	17	management	management	NOUN
cana-3313	247	18	practices	practice	NOUN
cana-3313	247	19	.	.	PUNCT
cana-3313	248	1	business	business	NOUN
cana-3313	248	2	strategy	strategy	NOUN
cana-3313	248	3	and	and	CCONJ
cana-3313	248	4	the	the	DET
cana-3313	248	5	environment	environment	NOUN
cana-3313	248	6	,	,	PUNCT
cana-3313	248	7	33(2	33(2	NUM
cana-3313	248	8	)	)	PUNCT
cana-3313	248	9	,	,	PUNCT
cana-3313	248	10	839	839	NUM
cana-3313	248	11	-	-	NUM
cana-3313	248	12	857	857	NUM
cana-3313	248	13	.	.	PUNCT
cana-3313	249	1	[	[	X
cana-3313	249	2	4	4	NUM
cana-3313	249	3	]	]	X
cana-3313	249	4	okoye	okoye	PROPN
cana-3313	249	5	,	,	PUNCT
cana-3313	249	6	c.	c.	PROPN
cana-3313	249	7	c.	c.	PROPN
cana-3313	249	8	,	,	PUNCT
cana-3313	249	9	ofodile	ofodile	NOUN
cana-3313	249	10	,	,	PUNCT
cana-3313	249	11	o.	o.	PROPN
cana-3313	249	12	c.	c.	PROPN
cana-3313	249	13	,	,	PUNCT
cana-3313	249	14	tula	tula	PROPN
cana-3313	249	15	,	,	PUNCT
cana-3313	249	16	s.	s.	PROPN
cana-3313	249	17	t.	t.	PROPN
cana-3313	249	18	,	,	PUNCT
cana-3313	249	19	nifise	nifise	PROPN
cana-3313	249	20	,	,	PUNCT
cana-3313	249	21	a.	a.	PROPN
cana-3313	249	22	o.	o.	PROPN
cana-3313	249	23	a.	a.	PROPN
cana-3313	249	24	,	,	PUNCT
cana-3313	249	25	falaiye	falaiye	PROPN
cana-3313	249	26	,	,	PUNCT
cana-3313	249	27	t.	t.	PROPN
cana-3313	249	28	,	,	PUNCT
cana-3313	249	29	ejairu	ejairu	PROPN
cana-3313	249	30	,	,	PUNCT
cana-3313	249	31	e.	e.	PROPN
cana-3313	249	32	,	,	PUNCT
cana-3313	249	33	&	&	CCONJ
cana-3313	249	34	addy	addy	PROPN
cana-3313	249	35	,	,	PUNCT
cana-3313	249	36	w.	w.	PROPN
cana-3313	249	37	a.	a.	PROPN
cana-3313	249	38	(	(	PUNCT
cana-3313	249	39	2024	2024	NUM
cana-3313	249	40	)	)	PUNCT
cana-3313	249	41	.	.	PUNCT
cana-3313	250	1	risk	risk	NOUN
cana-3313	250	2	management	management	NOUN
cana-3313	250	3	in	in	ADP
cana-3313	250	4	international	international	ADJ
cana-3313	250	5	supply	supply	NOUN
cana-3313	250	6	chains	chain	NOUN
cana-3313	250	7	:	:	PUNCT
cana-3313	250	8	a	a	DET
cana-3313	250	9	review	review	NOUN
cana-3313	250	10	with	with	ADP
cana-3313	250	11	usa	usa	PROPN
cana-3313	250	12	and	and	CCONJ
cana-3313	250	13	african	african	ADJ
cana-3313	250	14	cases	case	NOUN
cana-3313	250	15	.	.	PUNCT
cana-3313	251	1	magna	magna	PROPN
cana-3313	251	2	scientia	scientia	PROPN
cana-3313	251	3	advanced	advanced	PROPN
cana-3313	251	4	research	research	NOUN
cana-3313	251	5	and	and	CCONJ
cana-3313	251	6	reviews	review	NOUN
cana-3313	251	7	,	,	PUNCT
cana-3313	251	8	10(1	10(1	NUM
cana-3313	251	9	)	)	PUNCT
cana-3313	251	10	,	,	PUNCT
cana-3313	251	11	256	256	NUM
cana-3313	251	12	-	-	SYM
cana-3313	251	13	264	264	NUM
cana-3313	251	14	.	.	PUNCT
cana-3313	252	1	[	[	X
cana-3313	252	2	5	5	NUM
cana-3313	252	3	]	]	X
cana-3313	252	4	shahid	shahid	NOUN
cana-3313	252	5	,	,	PUNCT
cana-3313	252	6	m.	m.	NOUN
cana-3313	252	7	i.	i.	PROPN
cana-3313	252	8	,	,	PUNCT
cana-3313	252	9	hashim	hashim	PROPN
cana-3313	252	10	,	,	PUNCT
cana-3313	252	11	m.	m.	NOUN
cana-3313	252	12	,	,	PUNCT
cana-3313	252	13	baig	baig	PROPN
cana-3313	252	14	,	,	PUNCT
cana-3313	252	15	s.	s.	PROPN
cana-3313	252	16	a.	a.	PROPN
cana-3313	252	17	,	,	PUNCT
cana-3313	252	18	manzoor	manzoor	PROPN
cana-3313	252	19	,	,	PUNCT
cana-3313	252	20	u.	u.	PROPN
cana-3313	252	21	,	,	PUNCT
cana-3313	252	22	rehman	rehman	PROPN
cana-3313	252	23	,	,	PUNCT
cana-3313	252	24	h.	h.	PROPN
cana-3313	252	25	u.	u.	PROPN
cana-3313	252	26	,	,	PUNCT
cana-3313	252	27	&	&	CCONJ
cana-3313	252	28	fatima	fatima	PROPN
cana-3313	252	29	,	,	PUNCT
cana-3313	252	30	f.	f.	PROPN
cana-3313	252	31	(	(	PUNCT
cana-3313	252	32	2024	2024	NUM
cana-3313	252	33	,	,	PUNCT
cana-3313	252	34	january	january	PROPN
cana-3313	252	35	)	)	PUNCT
cana-3313	252	36	.	.	PUNCT
cana-3313	253	1	managing	manage	VERB
cana-3313	253	2	supply	supply	NOUN
cana-3313	253	3	chain	chain	NOUN
cana-3313	253	4	risk	risk	NOUN
cana-3313	253	5	through	through	ADP
cana-3313	253	6	supply	supply	NOUN
cana-3313	253	7	chain	chain	NOUN
cana-3313	253	8	integration	integration	NOUN
cana-3313	253	9	and	and	CCONJ
cana-3313	253	10	quality	quality	NOUN
cana-3313	253	11	management	management	NOUN
cana-3313	253	12	culture	culture	NOUN
cana-3313	253	13	.	.	PUNCT
cana-3313	254	1	in	in	ADP
cana-3313	254	2	supply	supply	NOUN
cana-3313	254	3	chain	chain	NOUN
cana-3313	254	4	forum	forum	PROPN
cana-3313	254	5	:	:	PUNCT
cana-3313	254	6	an	an	DET
cana-3313	254	7	international	international	ADJ
cana-3313	254	8	journal	journal	NOUN
cana-3313	254	9	(	(	PUNCT
cana-3313	254	10	vol	vol	NOUN
cana-3313	254	11	.	.	PROPN
cana-3313	254	12	25	25	NUM
cana-3313	254	13	,	,	PUNCT
cana-3313	254	14	no	no	INTJ
cana-3313	254	15	.	.	NOUN
cana-3313	254	16	1	1	NUM
cana-3313	254	17	,	,	PUNCT
cana-3313	254	18	pp	pp	ADJ
cana-3313	254	19	.	.	PUNCT
cana-3313	254	20	62	62	NUM
cana-3313	254	21	-	-	SYM
cana-3313	254	22	74	74	NUM
cana-3313	254	23	)	)	PUNCT
cana-3313	254	24	.	.	PUNCT
cana-3313	255	1	taylor	taylor	PROPN
cana-3313	255	2	&	&	CCONJ
cana-3313	255	3	francis	francis	PROPN
cana-3313	255	4	.	.	PUNCT
cana-3313	256	1	communications	communication	NOUN
cana-3313	256	2	on	on	ADP
cana-3313	256	3	applied	apply	VERB
cana-3313	256	4	nonlinear	nonlinear	ADJ
cana-3313	256	5	analysis	analysis	NOUN
cana-3313	256	6	issn	issn	NOUN
cana-3313	256	7	:	:	PUNCT
cana-3313	256	8	1074	1074	NUM
cana-3313	256	9	-	-	PUNCT
cana-3313	256	10	133x	133x	NUM
cana-3313	256	11	vol	vol	NOUN
cana-3313	256	12	32	32	NUM
cana-3313	256	13	no	no	NOUN
cana-3313	256	14	.	.	PUNCT
cana-3313	257	1	6s	6s	NUM
cana-3313	257	2	(	(	PUNCT
cana-3313	257	3	2025	2025	NUM
cana-3313	257	4	)	)	PUNCT
cana-3313	257	5	510	510	NUM
cana-3313	257	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3313	258	1	[	[	X
cana-3313	258	2	6	6	NUM
cana-3313	258	3	]	]	PUNCT
cana-3313	258	4	whig	whig	NOUN
cana-3313	258	5	,	,	PUNCT
cana-3313	258	6	p.	p.	NOUN
cana-3313	258	7	,	,	PUNCT
cana-3313	258	8	remala	remala	NOUN
cana-3313	258	9	,	,	PUNCT
cana-3313	258	10	r.	r.	PROPN
cana-3313	258	11	,	,	PUNCT
cana-3313	258	12	mudunuru	mudunuru	PROPN
cana-3313	258	13	,	,	PUNCT
cana-3313	258	14	k.	k.	PROPN
cana-3313	258	15	r.	r.	PROPN
cana-3313	258	16	,	,	PUNCT
cana-3313	258	17	&	&	CCONJ
cana-3313	258	18	quraishi	quraishi	PROPN
cana-3313	258	19	,	,	PUNCT
cana-3313	258	20	s.	s.	PROPN
cana-3313	258	21	j.	j.	PROPN
cana-3313	258	22	(	(	PUNCT
cana-3313	258	23	2024	2024	NUM
cana-3313	258	24	)	)	PUNCT
cana-3313	258	25	.	.	PUNCT
cana-3313	259	1	integrating	integrate	VERB
cana-3313	259	2	ai	ai	VERB
cana-3313	259	3	and	and	CCONJ
cana-3313	259	4	quantum	quantum	NOUN
cana-3313	259	5	technologies	technology	NOUN
cana-3313	259	6	for	for	ADP
cana-3313	259	7	sustainable	sustainable	ADJ
cana-3313	259	8	supply	supply	NOUN
cana-3313	259	9	chain	chain	NOUN
cana-3313	259	10	management	management	NOUN
cana-3313	259	11	.	.	PUNCT
cana-3313	260	1	in	in	ADP
cana-3313	260	2	quantum	quantum	NOUN
cana-3313	260	3	computing	computing	NOUN
cana-3313	260	4	and	and	CCONJ
cana-3313	260	5	supply	supply	NOUN
cana-3313	260	6	chain	chain	NOUN
cana-3313	260	7	management	management	NOUN
cana-3313	260	8	:	:	PUNCT
cana-3313	260	9	a	a	DET
cana-3313	260	10	new	new	ADJ
cana-3313	260	11	era	era	NOUN
cana-3313	260	12	of	of	ADP
cana-3313	260	13	optimization	optimization	NOUN
cana-3313	260	14	(	(	PUNCT
cana-3313	260	15	pp	pp	ADJ
cana-3313	260	16	.	.	PUNCT
cana-3313	260	17	267	267	NUM
cana-3313	260	18	-	-	SYM
cana-3313	260	19	283	283	NUM
cana-3313	260	20	)	)	PUNCT
cana-3313	260	21	.	.	PUNCT
cana-3313	261	1	igi	igi	PROPN
cana-3313	261	2	global	global	PROPN
cana-3313	261	3	.	.	PUNCT
cana-3313	262	1	[	[	X
cana-3313	262	2	7	7	NUM
cana-3313	262	3	]	]	X
cana-3313	262	4	moosavi	moosavi	NOUN
cana-3313	262	5	,	,	PUNCT
cana-3313	262	6	j.	j.	PROPN
cana-3313	262	7	,	,	PUNCT
cana-3313	262	8	naeni	naeni	NOUN
cana-3313	262	9	,	,	PUNCT
cana-3313	262	10	l.	l.	PROPN
cana-3313	262	11	m.	m.	PROPN
cana-3313	262	12	,	,	PUNCT
cana-3313	262	13	fathollahi	fathollahi	ADJ
cana-3313	262	14	-	-	PUNCT
cana-3313	262	15	fard	fard	NOUN
cana-3313	262	16	,	,	PUNCT
cana-3313	262	17	a.	a.	NOUN
cana-3313	262	18	m.	m.	NOUN
cana-3313	262	19	,	,	PUNCT
cana-3313	262	20	&	&	CCONJ
cana-3313	262	21	fiore	fiore	NOUN
cana-3313	262	22	,	,	PUNCT
cana-3313	262	23	u.	u.	NOUN
cana-3313	262	24	(	(	PUNCT
cana-3313	262	25	2021	2021	NUM
cana-3313	262	26	)	)	PUNCT
cana-3313	262	27	.	.	PUNCT
cana-3313	263	1	blockchain	blockchain	PROPN
cana-3313	263	2	in	in	ADP
cana-3313	263	3	supply	supply	NOUN
cana-3313	263	4	chain	chain	NOUN
cana-3313	263	5	management	management	NOUN
cana-3313	263	6	:	:	PUNCT
cana-3313	263	7	a	a	DET
cana-3313	263	8	review	review	NOUN
cana-3313	263	9	,	,	PUNCT
cana-3313	263	10	bibliometric	bibliometric	ADJ
cana-3313	263	11	,	,	PUNCT
cana-3313	263	12	and	and	CCONJ
cana-3313	263	13	network	network	NOUN
cana-3313	263	14	analysis	analysis	NOUN
cana-3313	263	15	.	.	PUNCT
cana-3313	264	1	environmental	environmental	ADJ
cana-3313	264	2	science	science	NOUN
cana-3313	264	3	and	and	CCONJ
cana-3313	264	4	pollution	pollution	NOUN
cana-3313	264	5	research	research	NOUN
cana-3313	264	6	,	,	PUNCT
cana-3313	264	7	1	1	NUM
cana-3313	264	8	-	-	SYM
cana-3313	264	9	15	15	NUM
cana-3313	264	10	.	.	PUNCT
cana-3313	265	1	[	[	X
cana-3313	265	2	8	8	NUM
cana-3313	265	3	]	]	X
cana-3313	265	4	tezel	tezel	PROPN
cana-3313	265	5	,	,	PUNCT
cana-3313	265	6	a.	a.	PROPN
cana-3313	265	7	,	,	PUNCT
cana-3313	265	8	febrero	febrero	NOUN
cana-3313	265	9	,	,	PUNCT
cana-3313	265	10	p.	p.	NOUN
cana-3313	265	11	,	,	PUNCT
cana-3313	265	12	papadonikolaki	papadonikolaki	PROPN
cana-3313	265	13	,	,	PUNCT
cana-3313	265	14	e.	e.	PROPN
cana-3313	265	15	,	,	PUNCT
cana-3313	265	16	&	&	CCONJ
cana-3313	265	17	yitmen	yitmen	PROPN
cana-3313	265	18	,	,	PUNCT
cana-3313	265	19	i.	i.	NOUN
cana-3313	265	20	(	(	PUNCT
cana-3313	265	21	2021	2021	NUM
cana-3313	265	22	)	)	PUNCT
cana-3313	265	23	.	.	PUNCT
cana-3313	266	1	insights	insight	NOUN
cana-3313	266	2	into	into	ADP
cana-3313	266	3	blockchain	blockchain	PROPN
cana-3313	266	4	implementation	implementation	NOUN
cana-3313	266	5	in	in	ADP
cana-3313	266	6	construction	construction	NOUN
cana-3313	266	7	:	:	PUNCT
cana-3313	266	8	models	model	NOUN
cana-3313	266	9	for	for	ADP
cana-3313	266	10	supply	supply	NOUN
cana-3313	266	11	chain	chain	NOUN
cana-3313	266	12	management	management	NOUN
cana-3313	266	13	.	.	PUNCT
cana-3313	267	1	journal	journal	PROPN
cana-3313	267	2	of	of	ADP
cana-3313	267	3	management	management	NOUN
cana-3313	267	4	in	in	ADP
cana-3313	267	5	engineering	engineering	NOUN
cana-3313	267	6	,	,	PUNCT
cana-3313	267	7	37(4	37(4	PROPN
cana-3313	267	8	)	)	PUNCT
cana-3313	267	9	,	,	PUNCT
cana-3313	267	10	04021038	04021038	NUM
cana-3313	267	11	.	.	PUNCT
cana-3313	268	1	[	[	X
cana-3313	268	2	9	9	NUM
cana-3313	268	3	]	]	PUNCT
cana-3313	268	4	chowdhury	chowdhury	PROPN
cana-3313	268	5	,	,	PUNCT
cana-3313	268	6	r.	r.	PROPN
cana-3313	268	7	h.	h.	PROPN
cana-3313	268	8	(	(	PUNCT
cana-3313	268	9	2024	2024	NUM
cana-3313	268	10	)	)	PUNCT
cana-3313	268	11	.	.	PUNCT
cana-3313	269	1	automating	automate	VERB
cana-3313	269	2	supply	supply	NOUN
cana-3313	269	3	chain	chain	NOUN
cana-3313	269	4	management	management	NOUN
cana-3313	269	5	with	with	ADP
cana-3313	269	6	blockchain	blockchain	PROPN
cana-3313	269	7	technology	technology	PROPN
cana-3313	269	8	.	.	PUNCT
cana-3313	270	1	world	world	PROPN
cana-3313	270	2	journal	journal	PROPN
cana-3313	270	3	of	of	ADP
cana-3313	270	4	advanced	advanced	ADJ
cana-3313	270	5	research	research	NOUN
cana-3313	270	6	and	and	CCONJ
cana-3313	270	7	reviews	review	NOUN
cana-3313	270	8	,	,	PUNCT
cana-3313	270	9	22(3	22(3	NUM
cana-3313	270	10	)	)	PUNCT
cana-3313	270	11	,	,	PUNCT
cana-3313	270	12	1568	1568	NUM
cana-3313	270	13	-	-	SYM
cana-3313	270	14	1574	1574	NUM
cana-3313	270	15	.	.	PUNCT
cana-3313	271	1	[	[	X
cana-3313	271	2	10	10	NUM
cana-3313	271	3	]	]	SYM
cana-3313	271	4	sarfaraz	sarfaraz	NOUN
cana-3313	271	5	,	,	PUNCT
cana-3313	271	6	a.	a.	NOUN
cana-3313	271	7	,	,	PUNCT
cana-3313	271	8	chakrabortty	chakrabortty	PROPN
cana-3313	271	9	,	,	PUNCT
cana-3313	271	10	r.	r.	PROPN
cana-3313	271	11	,	,	PUNCT
cana-3313	271	12	&	&	CCONJ
cana-3313	271	13	essam	essam	PROPN
cana-3313	271	14	,	,	PUNCT
cana-3313	271	15	d.	d.	PROPN
cana-3313	271	16	l.	l.	PROPN
cana-3313	271	17	(	(	PUNCT
cana-3313	271	18	2023	2023	NUM
cana-3313	271	19	)	)	PUNCT
cana-3313	271	20	.	.	PUNCT
cana-3313	272	1	rpoc	rpoc	VERB
cana-3313	272	2	:	:	PUNCT
cana-3313	272	3	an	an	DET
cana-3313	272	4	efficient	efficient	ADJ
cana-3313	272	5	and	and	CCONJ
cana-3313	272	6	scalable	scalable	ADJ
cana-3313	272	7	consensus	consensus	NOUN
cana-3313	272	8	algorithm	algorithm	NOUN
cana-3313	272	9	for	for	ADP
cana-3313	272	10	scm	scm	PROPN
cana-3313	272	11	applications	application	NOUN
cana-3313	272	12	.	.	PUNCT
cana-3313	273	1	authorea	authorea	PROPN
cana-3313	273	2	preprints	preprint	NOUN
cana-3313	273	3	.	.	PUNCT
cana-3313	274	1	[	[	X
cana-3313	274	2	11	11	NUM
cana-3313	274	3	]	]	X
cana-3313	274	4	meier	meier	PROPN
cana-3313	274	5	,	,	PUNCT
cana-3313	274	6	o.	o.	PROPN
cana-3313	274	7	,	,	PUNCT
cana-3313	274	8	gruchmann	gruchmann	ADJ
cana-3313	274	9	,	,	PUNCT
cana-3313	274	10	t.	t.	PROPN
cana-3313	274	11	,	,	PUNCT
cana-3313	274	12	&	&	CCONJ
cana-3313	274	13	ivanov	ivanov	PROPN
cana-3313	274	14	,	,	PUNCT
cana-3313	274	15	d.	d.	PROPN
cana-3313	274	16	(	(	PUNCT
cana-3313	274	17	2023	2023	NUM
cana-3313	274	18	)	)	PUNCT
cana-3313	274	19	.	.	PUNCT
cana-3313	275	1	circular	circular	ADJ
cana-3313	275	2	supply	supply	NOUN
cana-3313	275	3	chain	chain	NOUN
cana-3313	275	4	management	management	NOUN
cana-3313	275	5	with	with	ADP
cana-3313	275	6	blockchain	blockchain	PROPN
cana-3313	275	7	technology	technology	PROPN
cana-3313	275	8	:	:	PUNCT
cana-3313	275	9	a	a	DET
cana-3313	275	10	dynamic	dynamic	ADJ
cana-3313	275	11	capabilities	capability	NOUN
cana-3313	275	12	view	view	NOUN
cana-3313	275	13	.	.	PUNCT
cana-3313	276	1	transportation	transportation	NOUN
cana-3313	276	2	research	research	NOUN
cana-3313	276	3	part	part	NOUN
cana-3313	276	4	e	e	NOUN
cana-3313	276	5	:	:	PUNCT
cana-3313	276	6	logistics	logistic	NOUN
cana-3313	276	7	and	and	CCONJ
cana-3313	276	8	transportation	transportation	NOUN
cana-3313	276	9	review	review	NOUN
cana-3313	276	10	,	,	PUNCT
cana-3313	276	11	176	176	NUM
cana-3313	276	12	,	,	PUNCT
cana-3313	276	13	103177	103177	NUM
cana-3313	276	14	.	.	PUNCT
cana-3313	277	1	[	[	X
cana-3313	277	2	12	12	NUM
cana-3313	277	3	]	]	X
cana-3313	277	4	alshurideh	alshurideh	ADV
cana-3313	277	5	,	,	PUNCT
cana-3313	277	6	m.	m.	NOUN
cana-3313	277	7	t.	t.	PROPN
cana-3313	277	8	,	,	PUNCT
cana-3313	277	9	hamadneh	hamadneh	PROPN
cana-3313	277	10	,	,	PUNCT
cana-3313	277	11	s.	s.	PROPN
cana-3313	277	12	,	,	PUNCT
cana-3313	277	13	alzoubi	alzoubi	PROPN
cana-3313	277	14	,	,	PUNCT
cana-3313	277	15	h.	h.	PROPN
cana-3313	277	16	m.	m.	PROPN
cana-3313	277	17	,	,	PUNCT
cana-3313	277	18	al	al	PROPN
cana-3313	277	19	kurdi	kurdi	PROPN
cana-3313	277	20	,	,	PUNCT
cana-3313	277	21	b.	b.	PROPN
cana-3313	277	22	,	,	PUNCT
cana-3313	277	23	nuseir	nuseir	NOUN
cana-3313	277	24	,	,	PUNCT
cana-3313	277	25	m.	m.	NOUN
cana-3313	277	26	t.	t.	PROPN
cana-3313	277	27	,	,	PUNCT
cana-3313	277	28	&	&	CCONJ
cana-3313	277	29	al	al	PROPN
cana-3313	277	30	hamad	hamad	PROPN
cana-3313	277	31	,	,	PUNCT
cana-3313	277	32	a.	a.	NOUN
cana-3313	277	33	(	(	PUNCT
cana-3313	277	34	2024	2024	NUM
cana-3313	277	35	)	)	PUNCT
cana-3313	277	36	.	.	PUNCT
cana-3313	278	1	empowering	empower	VERB
cana-3313	278	2	supply	supply	NOUN
cana-3313	278	3	chain	chain	NOUN
cana-3313	278	4	management	management	NOUN
cana-3313	278	5	system	system	NOUN
cana-3313	278	6	with	with	ADP
cana-3313	278	7	machine	machine	NOUN
cana-3313	278	8	learning	learning	NOUN
cana-3313	278	9	and	and	CCONJ
cana-3313	278	10	blockchain	blockchain	PROPN
cana-3313	278	11	technology	technology	PROPN
cana-3313	278	12	.	.	PUNCT
cana-3313	279	1	in	in	ADP
cana-3313	279	2	cyber	cyber	ADJ
cana-3313	279	3	security	security	NOUN
cana-3313	279	4	impact	impact	NOUN
cana-3313	279	5	on	on	ADP
cana-3313	279	6	digitalization	digitalization	NOUN
cana-3313	279	7	and	and	CCONJ
cana-3313	279	8	business	business	NOUN
cana-3313	279	9	intelligence	intelligence	NOUN
cana-3313	279	10	:	:	PUNCT
cana-3313	279	11	big	big	ADJ
cana-3313	279	12	cyber	cyber	NOUN
cana-3313	279	13	security	security	NOUN
cana-3313	279	14	for	for	ADP
cana-3313	279	15	information	information	NOUN
cana-3313	279	16	management	management	NOUN
cana-3313	279	17	:	:	PUNCT
cana-3313	279	18	opportunities	opportunity	NOUN
cana-3313	279	19	and	and	CCONJ
cana-3313	279	20	challenges	challenge	NOUN
cana-3313	279	21	(	(	PUNCT
cana-3313	279	22	pp	pp	ADJ
cana-3313	279	23	.	.	PUNCT
cana-3313	279	24	335	335	NUM
cana-3313	279	25	-	-	SYM
cana-3313	279	26	349	349	NUM
cana-3313	279	27	)	)	PUNCT
cana-3313	279	28	.	.	PUNCT
cana-3313	280	1	cham	cham	PROPN
cana-3313	280	2	:	:	PUNCT
cana-3313	280	3	springer	springer	NOUN
cana-3313	280	4	international	international	ADJ
cana-3313	280	5	publishing	publishing	NOUN
cana-3313	280	6	.	.	PUNCT
cana-3313	281	1	[	[	X
cana-3313	281	2	13	13	NUM
cana-3313	281	3	]	]	SYM
cana-3313	281	4	sodiya	sodiya	PROPN
cana-3313	281	5	,	,	PUNCT
cana-3313	281	6	e.	e.	PROPN
cana-3313	281	7	o.	o.	PROPN
cana-3313	281	8	,	,	PUNCT
cana-3313	281	9	jacks	jack	NOUN
cana-3313	281	10	,	,	PUNCT
cana-3313	281	11	b.	b.	PROPN
cana-3313	281	12	s.	s.	PROPN
cana-3313	281	13	,	,	PUNCT
cana-3313	281	14	ugwuanyi	ugwuanyi	PROPN
cana-3313	281	15	,	,	PUNCT
cana-3313	281	16	e.	e.	PROPN
cana-3313	281	17	d.	d.	PROPN
cana-3313	281	18	,	,	PUNCT
cana-3313	281	19	adeyinka	adeyinka	PROPN
cana-3313	281	20	,	,	PUNCT
cana-3313	281	21	m.	m.	NOUN
cana-3313	281	22	a.	a.	PROPN
cana-3313	281	23	,	,	PUNCT
cana-3313	281	24	umoga	umoga	PROPN
cana-3313	281	25	,	,	PUNCT
cana-3313	281	26	u.	u.	PROPN
cana-3313	281	27	j.	j.	PROPN
cana-3313	281	28	,	,	PUNCT
cana-3313	281	29	daraojimba	daraojimba	PROPN
cana-3313	281	30	,	,	PUNCT
cana-3313	281	31	a.	a.	NOUN
cana-3313	281	32	i.	i.	PROPN
cana-3313	281	33	,	,	PUNCT
cana-3313	281	34	&	&	CCONJ
cana-3313	281	35	lottu	lottu	ADJ
cana-3313	281	36	,	,	PUNCT
cana-3313	281	37	o.	o.	NOUN
cana-3313	281	38	a.	a.	NOUN
cana-3313	281	39	(	(	PUNCT
cana-3313	281	40	2024	2024	NUM
cana-3313	281	41	)	)	PUNCT
cana-3313	281	42	.	.	PUNCT
cana-3313	282	1	reviewing	review	VERB
cana-3313	282	2	the	the	DET
cana-3313	282	3	role	role	NOUN
cana-3313	282	4	of	of	ADP
cana-3313	282	5	ai	ai	NOUN
cana-3313	282	6	and	and	CCONJ
cana-3313	282	7	machine	machine	NOUN
cana-3313	282	8	learning	learning	NOUN
cana-3313	282	9	in	in	ADP
cana-3313	282	10	supply	supply	NOUN
cana-3313	282	11	chain	chain	NOUN
cana-3313	282	12	analytics	analytic	NOUN
cana-3313	282	13	.	.	PUNCT
cana-3313	283	1	gsc	gsc	PROPN
cana-3313	283	2	advanced	advanced	ADJ
cana-3313	283	3	research	research	NOUN
cana-3313	283	4	and	and	CCONJ
cana-3313	283	5	reviews	review	NOUN
cana-3313	283	6	,	,	PUNCT
cana-3313	283	7	18(2	18(2	NUM
cana-3313	283	8	)	)	PUNCT
cana-3313	283	9	,	,	PUNCT
cana-3313	283	10	312	312	NUM
cana-3313	283	11	-	-	SYM
cana-3313	283	12	320	320	NUM
cana-3313	283	13	.	.	PUNCT
cana-3313	284	1	[	[	X
cana-3313	284	2	14	14	NUM
cana-3313	284	3	]	]	PUNCT
cana-3313	284	4	tirkolaee	tirkolaee	PROPN
cana-3313	284	5	,	,	PUNCT
cana-3313	284	6	e.	e.	PROPN
cana-3313	284	7	b.	b.	PROPN
cana-3313	284	8	,	,	PUNCT
cana-3313	284	9	sadeghi	sadeghi	PROPN
cana-3313	284	10	,	,	PUNCT
cana-3313	284	11	s.	s.	PROPN
cana-3313	284	12	,	,	PUNCT
cana-3313	284	13	mooseloo	mooseloo	PROPN
cana-3313	284	14	,	,	PUNCT
cana-3313	284	15	f.	f.	PROPN
cana-3313	284	16	m.	m.	PROPN
cana-3313	284	17	,	,	PUNCT
cana-3313	284	18	vandchali	vandchali	PROPN
cana-3313	284	19	,	,	PUNCT
cana-3313	284	20	h.	h.	PROPN
cana-3313	284	21	r.	r.	PROPN
cana-3313	284	22	,	,	PUNCT
cana-3313	284	23	&	&	CCONJ
cana-3313	284	24	aeini	aeini	PROPN
cana-3313	284	25	,	,	PUNCT
cana-3313	284	26	s.	s.	PROPN
cana-3313	284	27	(	(	PUNCT
cana-3313	284	28	2021	2021	NUM
cana-3313	284	29	)	)	PUNCT
cana-3313	284	30	.	.	PUNCT
cana-3313	285	1	application	application	NOUN
cana-3313	285	2	of	of	ADP
cana-3313	285	3	machine	machine	NOUN
cana-3313	285	4	learning	learning	NOUN
cana-3313	285	5	in	in	ADP
cana-3313	285	6	supply	supply	NOUN
cana-3313	285	7	chain	chain	NOUN
cana-3313	285	8	management	management	NOUN
cana-3313	285	9	:	:	PUNCT
cana-3313	285	10	a	a	DET
cana-3313	285	11	comprehensive	comprehensive	ADJ
cana-3313	285	12	overview	overview	NOUN
cana-3313	285	13	of	of	ADP
cana-3313	285	14	the	the	DET
cana-3313	285	15	main	main	ADJ
cana-3313	285	16	areas	area	NOUN
cana-3313	285	17	.	.	PUNCT
cana-3313	286	1	mathematical	mathematical	ADJ
cana-3313	286	2	problems	problem	NOUN
cana-3313	286	3	in	in	ADP
cana-3313	286	4	engineering	engineering	NOUN
cana-3313	286	5	,	,	PUNCT
cana-3313	286	6	2021(1	2021(1	NUM
cana-3313	286	7	)	)	PUNCT
cana-3313	286	8	,	,	PUNCT
cana-3313	286	9	1476043	1476043	NUM
cana-3313	286	10	.	.	PUNCT
cana-3313	287	1	[	[	X
cana-3313	287	2	15	15	NUM
cana-3313	287	3	]	]	X
cana-3313	287	4	ghazal	ghazal	PROPN
cana-3313	287	5	,	,	PUNCT
cana-3313	287	6	t.	t.	PROPN
cana-3313	287	7	m.	m.	NOUN
cana-3313	287	8	,	,	PUNCT
cana-3313	287	9	&	&	CCONJ
cana-3313	287	10	alzoubi	alzoubi	PROPN
cana-3313	287	11	,	,	PUNCT
cana-3313	287	12	h.	h.	PROPN
cana-3313	287	13	m.	m.	NOUN
cana-3313	287	14	(	(	PUNCT
cana-3313	287	15	2021	2021	NUM
cana-3313	287	16	)	)	PUNCT
cana-3313	287	17	.	.	PUNCT
cana-3313	288	1	modelling	model	VERB
cana-3313	288	2	supply	supply	NOUN
cana-3313	288	3	chain	chain	NOUN
cana-3313	288	4	information	information	NOUN
cana-3313	288	5	collaboration	collaboration	NOUN
cana-3313	288	6	empowered	empower	VERB
cana-3313	288	7	with	with	ADP
cana-3313	288	8	machine	machine	NOUN
cana-3313	288	9	learning	learning	NOUN
cana-3313	288	10	technique	technique	NOUN
cana-3313	288	11	.	.	PUNCT
cana-3313	289	1	intelligent	intelligent	ADJ
cana-3313	289	2	automation	automation	NOUN
cana-3313	289	3	&	&	CCONJ
cana-3313	289	4	soft	soft	ADJ
cana-3313	289	5	computing	computing	NOUN
cana-3313	289	6	,	,	PUNCT
cana-3313	289	7	29(3	29(3	NUM
cana-3313	289	8	)	)	PUNCT
cana-3313	289	9	,	,	PUNCT
cana-3313	289	10	243	243	NUM
cana-3313	289	11	-	-	SYM
cana-3313	289	12	257	257	NUM
cana-3313	289	13	.	.	PUNCT
cana-3313	290	1	[	[	X
cana-3313	290	2	16	16	NUM
cana-3313	290	3	]	]	PUNCT
cana-3313	290	4	barzizza	barzizza	NOUN
cana-3313	290	5	,	,	PUNCT
cana-3313	290	6	e.	e.	PROPN
cana-3313	290	7	,	,	PUNCT
cana-3313	290	8	biasetton	biasetton	PROPN
cana-3313	290	9	,	,	PUNCT
cana-3313	290	10	n.	n.	NOUN
cana-3313	290	11	,	,	PUNCT
cana-3313	290	12	ceccato	ceccato	PROPN
cana-3313	290	13	,	,	PUNCT
cana-3313	290	14	r.	r.	PROPN
cana-3313	290	15	,	,	PUNCT
cana-3313	290	16	&	&	CCONJ
cana-3313	290	17	salmaso	salmaso	PROPN
cana-3313	290	18	,	,	PUNCT
cana-3313	290	19	l.	l.	PROPN
cana-3313	290	20	(	(	PUNCT
cana-3313	290	21	2023	2023	NUM
cana-3313	290	22	)	)	PUNCT
cana-3313	290	23	.	.	PUNCT
cana-3313	291	1	big	big	ADJ
cana-3313	291	2	data	datum	NOUN
cana-3313	291	3	analytics	analytic	NOUN
cana-3313	291	4	and	and	CCONJ
cana-3313	291	5	machine	machine	NOUN
cana-3313	291	6	learning	learning	NOUN
cana-3313	291	7	in	in	ADP
cana-3313	291	8	supply	supply	NOUN
cana-3313	291	9	chain	chain	NOUN
cana-3313	291	10	4.0	4.0	NUM
cana-3313	291	11	:	:	PUNCT
cana-3313	291	12	a	a	DET
cana-3313	291	13	literature	literature	NOUN
cana-3313	291	14	review	review	NOUN
cana-3313	291	15	.	.	PUNCT
cana-3313	292	1	stats	stat	NOUN
cana-3313	292	2	,	,	PUNCT
cana-3313	292	3	6(2	6(2	NUM
cana-3313	292	4	)	)	PUNCT
cana-3313	292	5	,	,	PUNCT
cana-3313	292	6	596	596	NUM
cana-3313	292	7	-	-	SYM
cana-3313	292	8	616	616	NUM
cana-3313	292	9	.	.	PUNCT
cana-3313	293	1	[	[	X
cana-3313	293	2	17	17	NUM
cana-3313	293	3	]	]	X
cana-3313	293	4	aljohani	aljohani	PROPN
cana-3313	293	5	,	,	PUNCT
cana-3313	293	6	a.	a.	NOUN
cana-3313	293	7	(	(	PUNCT
cana-3313	293	8	2023	2023	NUM
cana-3313	293	9	)	)	PUNCT
cana-3313	293	10	.	.	PUNCT
cana-3313	294	1	predictive	predictive	ADJ
cana-3313	294	2	analytics	analytic	NOUN
cana-3313	294	3	and	and	CCONJ
cana-3313	294	4	machine	machine	NOUN
cana-3313	294	5	learning	learning	NOUN
cana-3313	294	6	for	for	ADP
cana-3313	294	7	real	real	ADJ
cana-3313	294	8	-	-	PUNCT
cana-3313	294	9	time	time	NOUN
cana-3313	294	10	supply	supply	NOUN
cana-3313	294	11	chain	chain	NOUN
cana-3313	294	12	risk	risk	NOUN
cana-3313	294	13	mitigation	mitigation	NOUN
cana-3313	294	14	and	and	CCONJ
cana-3313	294	15	agility	agility	NOUN
cana-3313	294	16	.	.	PUNCT
cana-3313	295	1	sustainability	sustainability	NOUN
cana-3313	295	2	,	,	PUNCT
cana-3313	295	3	15(20	15(20	NUM
cana-3313	295	4	)	)	PUNCT
cana-3313	295	5	,	,	PUNCT
cana-3313	295	6	15088	15088	NUM
cana-3313	295	7	.	.	PUNCT
cana-3313	296	1	https://doi.org/10.3390/su152015088	https://doi.org/10.3390/su152015088	X
cana-3313	296	2	.	.	PUNCT
cana-3313	297	1	[	[	X
cana-3313	297	2	18	18	NUM
cana-3313	297	3	]	]	PUNCT
cana-3313	297	4	etemadi	etemadi	PROPN
cana-3313	297	5	,	,	PUNCT
cana-3313	297	6	n.	n.	NOUN
cana-3313	297	7	,	,	PUNCT
cana-3313	297	8	borbon	borbon	NOUN
cana-3313	297	9	-	-	PUNCT
cana-3313	297	10	galvez	galvez	PROPN
cana-3313	297	11	,	,	PUNCT
cana-3313	297	12	y.	y.	PROPN
cana-3313	297	13	,	,	PUNCT
cana-3313	297	14	strozzi	strozzi	PROPN
cana-3313	297	15	,	,	PUNCT
cana-3313	297	16	f.	f.	PROPN
cana-3313	297	17	,	,	PUNCT
cana-3313	297	18	&	&	CCONJ
cana-3313	297	19	etemadi	etemadi	PROPN
cana-3313	297	20	,	,	PUNCT
cana-3313	297	21	t.	t.	PROPN
cana-3313	297	22	(	(	PUNCT
cana-3313	297	23	2023	2023	NUM
cana-3313	297	24	)	)	PUNCT
cana-3313	297	25	.	.	PUNCT
cana-3313	298	1	supply	supply	NOUN
cana-3313	298	2	chain	chain	NOUN
cana-3313	298	3	disruption	disruption	NOUN
cana-3313	298	4	risk	risk	NOUN
cana-3313	298	5	management	management	NOUN
cana-3313	298	6	with	with	ADP
cana-3313	298	7	blockchain	blockchain	PROPN
cana-3313	298	8	:	:	PUNCT
cana-3313	298	9	a	a	DET
cana-3313	298	10	dynamic	dynamic	ADJ
cana-3313	298	11	literature	literature	NOUN
cana-3313	298	12	review	review	NOUN
cana-3313	298	13	.	.	PUNCT
cana-3313	299	1	information	information	NOUN
cana-3313	299	2	,	,	PUNCT
cana-3313	299	3	12(2	12(2	NUM
cana-3313	299	4	)	)	PUNCT
cana-3313	299	5	,	,	PUNCT
cana-3313	299	6	70	70	NUM
cana-3313	299	7	.	.	PUNCT
cana-3313	299	8	https://doi.org/10.3390/info12020070	https://doi.org/10.3390/info12020070	NOUN
cana-3313	299	9	.	.	PUNCT
cana-3313	300	1	[	[	X
cana-3313	300	2	19	19	NUM
cana-3313	300	3	]	]	X
cana-3313	300	4	r.	r.	PROPN
cana-3313	300	5	,	,	PUNCT
cana-3313	300	6	tan	tan	PROPN
cana-3313	300	7	,	,	PUNCT
cana-3313	300	8	c.	c.	PROPN
cana-3313	300	9	,	,	PUNCT
cana-3313	300	10	wu	wu	PROPN
cana-3313	300	11	,	,	PUNCT
cana-3313	300	12	d.	d.	PROPN
cana-3313	300	13	d.	d.	PROPN
cana-3313	300	14	,	,	PUNCT
cana-3313	300	15	&	&	CCONJ
cana-3313	300	16	zhao	zhao	PROPN
cana-3313	300	17	,	,	PUNCT
cana-3313	300	18	c.	c.	PROPN
cana-3313	300	19	(	(	PUNCT
cana-3313	300	20	2023	2023	NUM
cana-3313	300	21	)	)	PUNCT
cana-3313	300	22	.	.	PUNCT
cana-3313	301	1	strategies	strategy	NOUN
cana-3313	301	2	choice	choice	NOUN
cana-3313	301	3	for	for	ADP
cana-3313	301	4	blockchain	blockchain	PROPN
cana-3313	301	5	construction	construction	NOUN
cana-3313	301	6	and	and	CCONJ
cana-3313	301	7	coordination	coordination	NOUN
cana-3313	301	8	in	in	ADP
cana-3313	301	9	vaccine	vaccine	NOUN
cana-3313	301	10	supply	supply	NOUN
cana-3313	301	11	chain	chain	NOUN
cana-3313	301	12	.	.	PUNCT
cana-3313	302	1	computers	computer	NOUN
cana-3313	302	2	&	&	CCONJ
cana-3313	302	3	industrial	industrial	ADJ
cana-3313	302	4	engineering	engineering	NOUN
cana-3313	302	5	,	,	PUNCT
cana-3313	302	6	182	182	NUM
cana-3313	302	7	,	,	PUNCT
cana-3313	302	8	109346	109346	NUM
cana-3313	302	9	.	.	PUNCT
cana-3313	303	1	https://doi.org/10.1016/j.cie.2023.109346	https://doi.org/10.1016/j.cie.2023.109346	PROPN
cana-3313	303	2	.	.	PUNCT
cana-3313	304	1	[	[	X
cana-3313	304	2	20	20	NUM
cana-3313	304	3	]	]	SYM
cana-3313	304	4	wu	wu	PROPN
cana-3313	304	5	,	,	PUNCT
cana-3313	304	6	c.	c.	PROPN
cana-3313	304	7	,	,	PUNCT
cana-3313	304	8	xu	xu	PROPN
cana-3313	304	9	,	,	PUNCT
cana-3313	304	10	c.	c.	PROPN
cana-3313	304	11	,	,	PUNCT
cana-3313	304	12	&	&	CCONJ
cana-3313	304	13	zhao	zhao	PROPN
cana-3313	304	14	,	,	PUNCT
cana-3313	304	15	q.	q.	PROPN
cana-3313	304	16	(	(	PUNCT
cana-3313	304	17	2023	2023	NUM
cana-3313	304	18	)	)	PUNCT
cana-3313	304	19	.	.	PUNCT
cana-3313	305	1	research	research	NOUN
cana-3313	305	2	on	on	ADP
cana-3313	305	3	financing	financing	NOUN
cana-3313	305	4	strategy	strategy	NOUN
cana-3313	305	5	under	under	ADP
cana-3313	305	6	the	the	DET
cana-3313	305	7	integration	integration	NOUN
cana-3313	305	8	of	of	ADP
cana-3313	305	9	green	green	ADJ
cana-3313	305	10	supply	supply	NOUN
cana-3313	305	11	chain	chain	NOUN
cana-3313	305	12	and	and	CCONJ
cana-3313	305	13	blockchain	blockchain	PROPN
cana-3313	305	14	technology	technology	PROPN
cana-3313	305	15	.	.	PUNCT
cana-3313	306	1	computers	computer	NOUN
cana-3313	306	2	&	&	CCONJ
cana-3313	306	3	industrial	industrial	ADJ
cana-3313	306	4	engineering	engineering	NOUN
cana-3313	306	5	,	,	PUNCT
cana-3313	306	6	182	182	NUM
cana-3313	306	7	,	,	PUNCT
cana-3313	306	8	109598	109598	NUM
cana-3313	306	9	.	.	PUNCT
cana-3313	307	1	https://doi.org/10.1016/j.cie.2023.109598	https://doi.org/10.1016/j.cie.2023.109598	PROPN
cana-3313	307	2	.	.	PUNCT
cana-3313	308	1	[	[	X
cana-3313	308	2	21	21	NUM
cana-3313	308	3	]	]	X
cana-3313	308	4	zhang	zhang	PROPN
cana-3313	308	5	,	,	PUNCT
cana-3313	308	6	x.	x.	PROPN
cana-3313	308	7	,	,	PUNCT
cana-3313	308	8	feng	feng	PROPN
cana-3313	308	9	,	,	PUNCT
cana-3313	308	10	x.	x.	PROPN
cana-3313	308	11	,	,	PUNCT
cana-3313	308	12	jiang	jiang	PROPN
cana-3313	308	13	,	,	PUNCT
cana-3313	308	14	z.	z.	PROPN
cana-3313	308	15	,	,	PUNCT
cana-3313	308	16	&	&	CCONJ
cana-3313	308	17	gong	gong	PROPN
cana-3313	308	18	,	,	PUNCT
cana-3313	308	19	q.	q.	PROPN
cana-3313	308	20	(	(	PUNCT
cana-3313	308	21	2023	2023	NUM
cana-3313	308	22	)	)	PUNCT
cana-3313	308	23	.	.	PUNCT
cana-3313	309	1	a	a	DET
cana-3313	309	2	blockchain	blockchain	NOUN
cana-3313	309	3	-	-	PUNCT
cana-3313	309	4	enabled	enable	VERB
cana-3313	309	5	framework	framework	NOUN
cana-3313	309	6	for	for	ADP
cana-3313	309	7	reverse	reverse	ADJ
cana-3313	309	8	supply	supply	NOUN
cana-3313	309	9	chain	chain	NOUN
cana-3313	309	10	management	management	NOUN
cana-3313	309	11	of	of	ADP
cana-3313	309	12	power	power	NOUN
cana-3313	309	13	batteries	battery	NOUN
cana-3313	309	14	.	.	PUNCT
cana-3313	310	1	journal	journal	NOUN
cana-3313	310	2	of	of	ADP
cana-3313	310	3	cleaner	clean	ADJ
cana-3313	310	4	production	production	NOUN
cana-3313	310	5	,	,	PUNCT
cana-3313	310	6	415	415	NUM
cana-3313	310	7	,	,	PUNCT
cana-3313	310	8	137823	137823	NUM
cana-3313	310	9	.	.	PUNCT
cana-3313	311	1	https://doi.org/10.1016/j.jclepro.2023.137823	https://doi.org/10.1016/j.jclepro.2023.137823	PROPN
cana-3313	311	2	.	.	PUNCT
cana-3313	312	1	[	[	X
cana-3313	312	2	22	22	NUM
cana-3313	312	3	]	]	X
cana-3313	312	4	kayikci	kayikci	ADJ
cana-3313	312	5	,	,	PUNCT
cana-3313	312	6	s.	s.	PROPN
cana-3313	312	7	,	,	PUNCT
cana-3313	312	8	&	&	CCONJ
cana-3313	312	9	khoshgoftaar	khoshgoftaar	PROPN
cana-3313	312	10	,	,	PUNCT
cana-3313	312	11	t.	t.	NOUN
cana-3313	312	12	m.	m.	NOUN
cana-3313	312	13	(	(	PUNCT
cana-3313	312	14	2024	2024	NUM
cana-3313	312	15	)	)	PUNCT
cana-3313	312	16	.	.	PUNCT
cana-3313	313	1	blockchain	blockchain	PROPN
cana-3313	313	2	meets	meet	VERB
cana-3313	313	3	machine	machine	NOUN
cana-3313	313	4	learning	learning	NOUN
cana-3313	313	5	:	:	PUNCT
cana-3313	313	6	a	a	DET
cana-3313	313	7	survey	survey	NOUN
cana-3313	313	8	.	.	PUNCT
cana-3313	314	1	journal	journal	NOUN
cana-3313	314	2	of	of	ADP
cana-3313	314	3	big	big	ADJ
cana-3313	314	4	data	datum	NOUN
cana-3313	314	5	,	,	PUNCT
cana-3313	314	6	11(1	11(1	NUM
cana-3313	314	7	)	)	PUNCT
cana-3313	314	8	,	,	PUNCT
cana-3313	314	9	9	9	NUM
cana-3313	314	10	.	.	PUNCT
cana-3313	315	1	[	[	X
cana-3313	315	2	23	23	NUM
cana-3313	315	3	]	]	PUNCT
cana-3313	315	4	paramesha	paramesha	PROPN
cana-3313	315	5	,	,	PUNCT
cana-3313	315	6	m.	m.	NOUN
cana-3313	315	7	,	,	PUNCT
cana-3313	315	8	rane	rane	PROPN
cana-3313	315	9	,	,	PUNCT
cana-3313	315	10	n.	n.	PROPN
cana-3313	315	11	l.	l.	PROPN
cana-3313	315	12	,	,	PUNCT
cana-3313	315	13	&	&	CCONJ
cana-3313	315	14	rane	rane	PROPN
cana-3313	315	15	,	,	PUNCT
cana-3313	315	16	j.	j.	PROPN
cana-3313	315	17	(	(	PUNCT
cana-3313	315	18	2024	2024	NUM
cana-3313	315	19	)	)	PUNCT
cana-3313	315	20	.	.	PUNCT
cana-3313	316	1	artificial	artificial	ADJ
cana-3313	316	2	intelligence	intelligence	NOUN
cana-3313	316	3	,	,	PUNCT
cana-3313	316	4	machine	machine	NOUN
cana-3313	316	5	learning	learning	NOUN
cana-3313	316	6	,	,	PUNCT
cana-3313	316	7	deep	deep	ADJ
cana-3313	316	8	learning	learning	NOUN
cana-3313	316	9	,	,	PUNCT
cana-3313	316	10	and	and	CCONJ
cana-3313	316	11	blockchain	blockchain	NOUN
cana-3313	316	12	in	in	ADP
cana-3313	316	13	financial	financial	ADJ
cana-3313	316	14	and	and	CCONJ
cana-3313	316	15	banking	banking	NOUN
cana-3313	316	16	services	service	NOUN
cana-3313	316	17	:	:	PUNCT
cana-3313	316	18	a	a	DET
cana-3313	316	19	comprehensive	comprehensive	ADJ
cana-3313	316	20	review	review	NOUN
cana-3313	316	21	.	.	PUNCT
cana-3313	317	1	partners	partner	NOUN
cana-3313	317	2	universal	universal	ADJ
cana-3313	317	3	multidisciplinary	multidisciplinary	ADJ
cana-3313	317	4	research	research	NOUN
cana-3313	317	5	journal	journal	NOUN
cana-3313	317	6	,	,	PUNCT
cana-3313	317	7	1(2	1(2	NUM
cana-3313	317	8	)	)	PUNCT
cana-3313	317	9	,	,	PUNCT
cana-3313	317	10	51	51	NUM
cana-3313	317	11	-	-	SYM
cana-3313	317	12	67	67	NUM
cana-3313	317	13	.	.	PUNCT
cana-3313	318	1	[	[	X
cana-3313	318	2	24	24	NUM
cana-3313	318	3	]	]	X
cana-3313	318	4	xiong	xiong	PROPN
cana-3313	318	5	,	,	PUNCT
cana-3313	318	6	t.	t.	PROPN
cana-3313	318	7	(	(	PUNCT
cana-3313	318	8	2024	2024	NUM
cana-3313	318	9	)	)	PUNCT
cana-3313	318	10	.	.	PUNCT
cana-3313	319	1	the	the	DET
cana-3313	319	2	analysis	analysis	NOUN
cana-3313	319	3	of	of	ADP
cana-3313	319	4	the	the	DET
cana-3313	319	5	impact	impact	NOUN
cana-3313	319	6	of	of	ADP
cana-3313	319	7	different	different	ADJ
cana-3313	319	8	supply	supply	NOUN
cana-3313	319	9	chain	chain	NOUN
cana-3313	319	10	factors	factor	NOUN
cana-3313	319	11	using	use	VERB
cana-3313	319	12	statistical	statistical	ADJ
cana-3313	319	13	perspective	perspective	NOUN
cana-3313	319	14	.	.	PUNCT
cana-3313	320	1	applied	apply	VERB
cana-3313	320	2	and	and	CCONJ
cana-3313	320	3	computational	computational	ADJ
cana-3313	320	4	engineering	engineering	NOUN
cana-3313	320	5	,	,	PUNCT
cana-3313	320	6	87	87	NUM
cana-3313	320	7	,	,	PUNCT
cana-3313	320	8	241	241	NUM
cana-3313	320	9	-	-	SYM
cana-3313	320	10	249	249	NUM
cana-3313	320	11	.	.	PUNCT
cana-3313	321	1	[	[	X
cana-3313	321	2	25	25	NUM
cana-3313	321	3	]	]	X
cana-3313	321	4	kamal	kamal	PROPN
cana-3313	321	5	kant	kant	PROPN
cana-3313	321	6	,	,	PUNCT
cana-3313	321	7	sarvesh	sarvesh	PROPN
cana-3313	321	8	pandey	pandey	PROPN
cana-3313	321	9	&	&	CCONJ
cana-3313	321	10	udai	udai	PROPN
cana-3313	321	11	shanker	shanker	PROPN
cana-3313	321	12	(	(	PUNCT
cana-3313	321	13	2024	2024	NUM
cana-3313	321	14	)	)	PUNCT
cana-3313	321	15	.	.	PUNCT
cana-3313	322	1	addressing	address	VERB
cana-3313	322	2	blockchain	blockchain	NOUN
cana-3313	322	3	efficiency	efficiency	NOUN
cana-3313	322	4	:	:	PUNCT
cana-3313	322	5	a	a	DET
cana-3313	322	6	study	study	NOUN
cana-3313	322	7	on	on	ADP
cana-3313	322	8	super	super	ADJ
cana-3313	322	9	nodebased	nodebased	ADJ
cana-3313	322	10	consensus	consensus	NOUN
cana-3313	322	11	mechanism	mechanism	NOUN
cana-3313	322	12	”	"	PUNCT
cana-3313	322	13	proceedings	proceeding	NOUN
cana-3313	322	14	of	of	ADP
cana-3313	322	15	the	the	DET
cana-3313	322	16	1st	1st	ADJ
cana-3313	322	17	international	international	ADJ
cana-3313	322	18	conference	conference	NOUN
cana-3313	322	19	on	on	ADP
cana-3313	322	20	advanced	advanced	ADJ
cana-3313	322	21	computing	computing	NOUN
cana-3313	322	22	and	and	CCONJ
cana-3313	322	23	emerging	emerge	VERB
cana-3313	322	24	technologies	technology	NOUN
cana-3313	322	25	(	(	PUNCT
cana-3313	322	26	acet	acet	PROPN
cana-3313	322	27	)	)	PUNCT
cana-3313	322	28	,	,	PUNCT
cana-3313	322	29	23	23	NUM
cana-3313	322	30	-	-	SYM
cana-3313	322	31	24	24	NUM
cana-3313	322	32	august	august	PROPN
cana-3313	322	33	2024	2024	NUM
cana-3313	322	34	organized	organize	VERB
cana-3313	322	35	by	by	ADP
cana-3313	322	36	the	the	DET
cana-3313	322	37	department	department	PROPN
cana-3313	322	38	of	of	ADP
cana-3313	322	39	computer	computer	PROPN
cana-3313	322	40	science	science	PROPN
cana-3313	322	41	&	&	CCONJ
cana-3313	322	42	amp	amp	PROPN
cana-3313	322	43	;	;	PUNCT
cana-3313	322	44	engineering	engineering	NOUN
cana-3313	322	45	,	,	PUNCT
cana-3313	322	46	ajay	ajay	PROPN
cana-3313	322	47	kumar	kumar	PROPN
cana-3313	322	48	garg	garg	PROPN
cana-3313	322	49	engineering	engineering	PROPN
cana-3313	322	50	college	college	PROPN
cana-3313	322	51	,	,	PUNCT
cana-3313	322	52	ghaziabad	ghaziabad	PROPN
cana-3313	322	53	,	,	PUNCT
cana-3313	322	54	india	india	PROPN
cana-3313	322	55	.	.	PUNCT
cana-3313	323	1	[	[	X
cana-3313	323	2	26	26	NUM
cana-3313	323	3	]	]	X
cana-3313	323	4	kamal	kamal	PROPN
cana-3313	323	5	kant	kant	PROPN
cana-3313	323	6	under	under	ADP
cana-3313	323	7	the	the	DET
cana-3313	323	8	supervision	supervision	NOUN
cana-3313	323	9	of	of	ADP
cana-3313	323	10	sarvesh	sarvesh	PROPN
cana-3313	323	11	pandey	pandey	PROPN
cana-3313	323	12	&	&	CCONJ
cana-3313	323	13	udai	udai	PROPN
cana-3313	323	14	shanker	shanker	PROPN
cana-3313	323	15	(	(	PUNCT
cana-3313	323	16	2022	2022	NUM
cana-3313	323	17	)	)	PUNCT
cana-3313	323	18	.	.	PUNCT
cana-3313	324	1	a	a	DET
cana-3313	324	2	journey	journey	NOUN
cana-3313	324	3	from	from	ADP
cana-3313	324	4	commit	commit	VERB
cana-3313	324	5	processing	processing	NOUN
cana-3313	324	6	in	in	ADP
cana-3313	324	7	distributed	distribute	VERB
cana-3313	324	8	databases	database	NOUN
cana-3313	324	9	to	to	PART
cana-3313	324	10	consensus	consensus	VERB
cana-3313	324	11	in	in	ADP
cana-3313	324	12	blockchain	blockchain	NOUN
cana-3313	324	13	”	"	PUNCT
cana-3313	324	14	proceedings	proceeding	NOUN
cana-3313	324	15	of	of	ADP
cana-3313	324	16	the	the	DET
cana-3313	324	17	38th	38th	ADJ
cana-3313	324	18	international	international	ADJ
cana-3313	324	19	conference	conference	NOUN
cana-3313	324	20	on	on	ADP
cana-3313	324	21	data	datum	NOUN
cana-3313	324	22	engineering	engineering	NOUN
cana-3313	324	23	(	(	PUNCT
cana-3313	324	24	icde	icde	ADP
cana-3313	324	25	2022	2022	NUM
cana-3313	324	26	)	)	PUNCT
cana-3313	324	27	,	,	PUNCT
cana-3313	324	28	virtual	virtual	ADJ
cana-3313	324	29	event	event	NOUN
cana-3313	324	30	,	,	PUNCT
cana-3313	324	31	phd	phd	NOUN
cana-3313	324	32	symposium	symposium	NOUN
cana-3313	324	33	,	,	PUNCT
cana-3313	324	34	may	may	AUX
cana-3313	324	35	9	9	NUM
cana-3313	324	36	-	-	SYM
cana-3313	324	37	12	12	NUM
cana-3313	324	38	,	,	PUNCT
cana-3313	324	39	2022	2022	NUM
cana-3313	324	40	http://ieeexplore.ieee.org/search/searchresult.jsp?searchwithin=%22authors%22:.qt.udai%20shanker.qt.&newsearch=true	http://ieeexplore.ieee.org/search/searchresult.jsp?searchwithin=%22authors%22:.qt.udai%20shanker.qt.&newsearch=true	X