id	sid	tid	token	lemma	pos
cana-2252	1	1	communications	communication	NOUN
cana-2252	1	2	on	on	ADP
cana-2252	1	3	applied	apply	VERB
cana-2252	1	4	nonlinear	nonlinear	ADJ
cana-2252	1	5	analysis	analysis	NOUN
cana-2252	1	6	issn	issn	NOUN
cana-2252	1	7	:	:	PUNCT
cana-2252	1	8	1074	1074	NUM
cana-2252	1	9	-	-	PUNCT
cana-2252	1	10	133x	133x	NUM
cana-2252	1	11	vol	vol	NOUN
cana-2252	1	12	32	32	NUM
cana-2252	1	13	no	no	NOUN
cana-2252	1	14	.	.	PUNCT
cana-2252	2	1	2s	2s	NUM
cana-2252	2	2	(	(	PUNCT
cana-2252	2	3	2025	2025	NUM
cana-2252	2	4	)	)	PUNCT
cana-2252	2	5	76	76	NUM
cana-2252	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2252	2	7	ai	ai	VERB
cana-2252	2	8	predictive	predictive	ADJ
cana-2252	2	9	analytics	analytic	NOUN
cana-2252	2	10	for	for	ADP
cana-2252	2	11	verifying	verify	VERB
cana-2252	2	12	pharmaceutical	pharmaceutical	ADJ
cana-2252	2	13	authenticity	authenticity	NOUN
cana-2252	2	14	and	and	CCONJ
cana-2252	2	15	combating	combat	VERB
cana-2252	2	16	drug	drug	NOUN
cana-2252	2	17	counterfeiting	counterfeiting	NOUN
cana-2252	2	18	aakansha	aakansha	ADJ
cana-2252	2	19	soy1	soy1	NOUN
cana-2252	2	20	,	,	PUNCT
cana-2252	2	21	sutar	sutar	VERB
cana-2252	2	22	manisha	manisha	PROPN
cana-2252	2	23	balkrishna2	balkrishna2	PROPN
cana-2252	3	1	1assistant	1assistant	NUM
cana-2252	3	2	professor	professor	NOUN
cana-2252	3	3	,	,	PUNCT
cana-2252	3	4	department	department	NOUN
cana-2252	3	5	of	of	ADP
cana-2252	3	6	cs	cs	PROPN
cana-2252	3	7	&	&	CCONJ
cana-2252	3	8	it	it	PRON
cana-2252	3	9	,	,	PUNCT
cana-2252	3	10	kalinga	kalinga	PROPN
cana-2252	3	11	university	university	PROPN
cana-2252	3	12	,	,	PUNCT
cana-2252	3	13	raipur	raipur	PROPN
cana-2252	3	14	,	,	PUNCT
cana-2252	3	15	india	india	PROPN
cana-2252	3	16	.	.	PUNCT
cana-2252	4	1	2research	2research	NUM
cana-2252	4	2	scholar	scholar	NOUN
cana-2252	4	3	,	,	PUNCT
cana-2252	4	4	department	department	NOUN
cana-2252	4	5	of	of	ADP
cana-2252	4	6	cs	cs	PROPN
cana-2252	4	7	&	&	CCONJ
cana-2252	4	8	it	it	PRON
cana-2252	4	9	,	,	PUNCT
cana-2252	4	10	kalinga	kalinga	PROPN
cana-2252	4	11	university	university	PROPN
cana-2252	4	12	,	,	PUNCT
cana-2252	4	13	raipur	raipur	PROPN
cana-2252	4	14	,	,	PUNCT
cana-2252	4	15	india	india	PROPN
cana-2252	4	16	.	.	PUNCT
cana-2252	5	1	article	article	PROPN
cana-2252	5	2	history	history	NOUN
cana-2252	5	3	:	:	PUNCT
cana-2252	5	4	received	receive	VERB
cana-2252	5	5	:	:	PUNCT
cana-2252	5	6	03	03	NUM
cana-2252	5	7	-	-	PUNCT
cana-2252	5	8	09	09	NUM
cana-2252	5	9	-	-	PUNCT
cana-2252	5	10	2024	2024	NUM
cana-2252	5	11	revised	revise	VERB
cana-2252	5	12	:	:	PUNCT
cana-2252	5	13	12	12	NUM
cana-2252	5	14	-	-	SYM
cana-2252	5	15	10	10	NUM
cana-2252	5	16	-	-	PUNCT
cana-2252	5	17	2024	2024	NUM
cana-2252	5	18	accepted	accept	VERB
cana-2252	5	19	:	:	PUNCT
cana-2252	5	20	28	28	NUM
cana-2252	5	21	-	-	SYM
cana-2252	5	22	10	10	NUM
cana-2252	5	23	-	-	PUNCT
cana-2252	5	24	2024	2024	NUM
cana-2252	5	25	abstract	abstract	NOUN
cana-2252	5	26	:	:	PUNCT
cana-2252	5	27	a	a	DET
cana-2252	5	28	significant	significant	ADJ
cana-2252	5	29	worry	worry	NOUN
cana-2252	5	30	in	in	ADP
cana-2252	5	31	recent	recent	ADJ
cana-2252	5	32	years	year	NOUN
cana-2252	5	33	has	have	AUX
cana-2252	5	34	been	be	AUX
cana-2252	5	35	the	the	DET
cana-2252	5	36	counterfeiting	counterfeiting	NOUN
cana-2252	5	37	of	of	ADP
cana-2252	5	38	medicines	medicine	NOUN
cana-2252	5	39	.	.	PUNCT
cana-2252	6	1	the	the	DET
cana-2252	6	2	distribution	distribution	NOUN
cana-2252	6	3	and	and	CCONJ
cana-2252	6	4	manufacture	manufacture	NOUN
cana-2252	6	5	of	of	ADP
cana-2252	6	6	fake	fake	ADJ
cana-2252	6	7	or	or	CCONJ
cana-2252	6	8	falsified	falsified	ADJ
cana-2252	6	9	drugs	drug	NOUN
cana-2252	6	10	are	be	AUX
cana-2252	6	11	both	both	PRON
cana-2252	6	12	criminal	criminal	ADJ
cana-2252	6	13	and	and	CCONJ
cana-2252	6	14	harmful	harmful	ADJ
cana-2252	6	15	to	to	ADP
cana-2252	6	16	the	the	DET
cana-2252	6	17	public	public	NOUN
cana-2252	6	18	's	's	PART
cana-2252	6	19	health	health	NOUN
cana-2252	6	20	.	.	PUNCT
cana-2252	7	1	the	the	DET
cana-2252	7	2	severity	severity	NOUN
cana-2252	7	3	of	of	ADP
cana-2252	7	4	this	this	DET
cana-2252	7	5	issue	issue	NOUN
cana-2252	7	6	differs	differ	VERB
cana-2252	7	7	significantly	significantly	ADV
cana-2252	7	8	from	from	ADP
cana-2252	7	9	one	one	NUM
cana-2252	7	10	country	country	NOUN
cana-2252	7	11	to	to	ADP
cana-2252	7	12	another	another	PRON
cana-2252	7	13	,	,	PUNCT
cana-2252	7	14	primarily	primarily	ADV
cana-2252	7	15	due	due	ADP
cana-2252	7	16	to	to	ADP
cana-2252	7	17	variations	variation	NOUN
cana-2252	7	18	in	in	ADP
cana-2252	7	19	the	the	DET
cana-2252	7	20	adherence	adherence	NOUN
cana-2252	7	21	to	to	ADP
cana-2252	7	22	national	national	ADJ
cana-2252	7	23	regulations	regulation	NOUN
cana-2252	7	24	and	and	CCONJ
cana-2252	7	25	processes	process	NOUN
cana-2252	7	26	.	.	PUNCT
cana-2252	8	1	thus	thus	ADV
cana-2252	8	2	,	,	PUNCT
cana-2252	8	3	preventing	prevent	VERB
cana-2252	8	4	the	the	DET
cana-2252	8	5	sale	sale	NOUN
cana-2252	8	6	of	of	ADP
cana-2252	8	7	fake	fake	ADJ
cana-2252	8	8	drugs	drug	NOUN
cana-2252	8	9	has	have	AUX
cana-2252	8	10	become	become	VERB
cana-2252	8	11	an	an	DET
cana-2252	8	12	urgent	urgent	ADJ
cana-2252	8	13	matter	matter	NOUN
cana-2252	8	14	,	,	PUNCT
cana-2252	8	15	particularly	particularly	ADV
cana-2252	8	16	in	in	ADP
cana-2252	8	17	poor	poor	ADJ
cana-2252	8	18	and	and	CCONJ
cana-2252	8	19	developing	develop	VERB
cana-2252	8	20	nations	nation	NOUN
cana-2252	8	21	.	.	PUNCT
cana-2252	9	1	the	the	DET
cana-2252	9	2	study	study	NOUN
cana-2252	9	3	presents	present	VERB
cana-2252	9	4	a	a	DET
cana-2252	9	5	new	new	ADJ
cana-2252	9	6	multi	multi	ADJ
cana-2252	9	7	-	-	ADJ
cana-2252	9	8	layered	layered	ADJ
cana-2252	9	9	validation	validation	NOUN
cana-2252	9	10	structure	structure	NOUN
cana-2252	9	11	for	for	ADP
cana-2252	9	12	pharmaceutical	pharmaceutical	ADJ
cana-2252	9	13	authenticity	authenticity	NOUN
cana-2252	9	14	verification	verification	NOUN
cana-2252	9	15	that	that	PRON
cana-2252	9	16	uses	use	VERB
cana-2252	9	17	generative	generative	ADJ
cana-2252	9	18	adversarial	adversarial	ADJ
cana-2252	9	19	networks	network	NOUN
cana-2252	9	20	(	(	PUNCT
cana-2252	9	21	gans	gan	NOUN
cana-2252	9	22	)	)	PUNCT
cana-2252	9	23	,	,	PUNCT
cana-2252	9	24	convolutional	convolutional	ADJ
cana-2252	9	25	neural	neural	ADJ
cana-2252	9	26	networks	network	NOUN
cana-2252	9	27	(	(	PUNCT
cana-2252	9	28	cnns	cnns	PROPN
cana-2252	9	29	)	)	PUNCT
cana-2252	9	30	and	and	CCONJ
cana-2252	9	31	blockchain	blockchain	PROPN
cana-2252	9	32	technology	technology	PROPN
cana-2252	9	33	for	for	ADP
cana-2252	9	34	artificial	artificial	ADJ
cana-2252	9	35	intelligence	intelligence	NOUN
cana-2252	9	36	predictive	predictive	ADJ
cana-2252	9	37	analytics	analytic	NOUN
cana-2252	9	38	.	.	PUNCT
cana-2252	10	1	the	the	DET
cana-2252	10	2	goal	goal	NOUN
cana-2252	10	3	is	be	AUX
cana-2252	10	4	to	to	PART
cana-2252	10	5	tackle	tackle	VERB
cana-2252	10	6	the	the	DET
cana-2252	10	7	widespread	widespread	ADJ
cana-2252	10	8	problem	problem	NOUN
cana-2252	10	9	of	of	ADP
cana-2252	10	10	counterfeit	counterfeit	ADJ
cana-2252	10	11	drugs	drug	NOUN
cana-2252	10	12	.	.	PUNCT
cana-2252	11	1	using	use	VERB
cana-2252	11	2	gans	gan	NOUN
cana-2252	11	3	to	to	PART
cana-2252	11	4	sift	sift	VERB
cana-2252	11	5	through	through	ADP
cana-2252	11	6	past	past	ADJ
cana-2252	11	7	data	datum	NOUN
cana-2252	11	8	,	,	PUNCT
cana-2252	11	9	the	the	DET
cana-2252	11	10	suggested	suggest	VERB
cana-2252	11	11	strategy	strategy	NOUN
cana-2252	11	12	improves	improve	VERB
cana-2252	11	13	the	the	DET
cana-2252	11	14	detection	detection	NOUN
cana-2252	11	15	of	of	ADP
cana-2252	11	16	minor	minor	ADJ
cana-2252	11	17	package	package	NOUN
cana-2252	11	18	variations	variation	NOUN
cana-2252	11	19	by	by	ADP
cana-2252	11	20	identifying	identify	VERB
cana-2252	11	21	trends	trend	NOUN
cana-2252	11	22	and	and	CCONJ
cana-2252	11	23	traits	trait	NOUN
cana-2252	11	24	linked	link	VERB
cana-2252	11	25	to	to	ADP
cana-2252	11	26	counterfeit	counterfeit	ADJ
cana-2252	11	27	drugs	drug	NOUN
cana-2252	11	28	.	.	PUNCT
cana-2252	12	1	using	use	VERB
cana-2252	12	2	the	the	DET
cana-2252	12	3	gan	gan	PROPN
cana-2252	12	4	-	-	PUNCT
cana-2252	12	5	generated	generate	VERB
cana-2252	12	6	enhanced	enhanced	ADJ
cana-2252	12	7	dataset	dataset	NOUN
cana-2252	12	8	,	,	PUNCT
cana-2252	12	9	a	a	DET
cana-2252	12	10	cnn	cnn	PROPN
cana-2252	12	11	is	be	AUX
cana-2252	12	12	trained	train	VERB
cana-2252	12	13	to	to	PART
cana-2252	12	14	accurately	accurately	ADV
cana-2252	12	15	and	and	CCONJ
cana-2252	12	16	specifically	specifically	ADV
cana-2252	12	17	categorize	categorize	VERB
cana-2252	12	18	drug	drug	NOUN
cana-2252	12	19	packaging.further	packaging.further	PROPN
cana-2252	12	20	,	,	PUNCT
cana-2252	12	21	the	the	DET
cana-2252	12	22	framework	framework	NOUN
cana-2252	12	23	uses	use	VERB
cana-2252	12	24	blockchain	blockchain	PROPN
cana-2252	12	25	technology	technology	PROPN
cana-2252	12	26	to	to	PART
cana-2252	12	27	provide	provide	VERB
cana-2252	12	28	trustworthy	trustworthy	ADJ
cana-2252	12	29	and	and	CCONJ
cana-2252	12	30	transparent	transparent	ADJ
cana-2252	12	31	recordkeeping	recordkeeping	NOUN
cana-2252	12	32	of	of	ADP
cana-2252	12	33	drugs	drug	NOUN
cana-2252	12	34	in	in	ADP
cana-2252	12	35	realtime	realtime	NOUN
cana-2252	12	36	as	as	SCONJ
cana-2252	12	37	they	they	PRON
cana-2252	12	38	move	move	VERB
cana-2252	12	39	through	through	ADP
cana-2252	12	40	the	the	DET
cana-2252	12	41	supply	supply	NOUN
cana-2252	12	42	chain	chain	NOUN
cana-2252	12	43	.	.	PUNCT
cana-2252	13	1	increased	increase	VERB
cana-2252	13	2	patient	patient	ADJ
cana-2252	13	3	safety	safety	NOUN
cana-2252	13	4	directly	directly	ADV
cana-2252	13	5	results	result	VERB
cana-2252	13	6	from	from	ADP
cana-2252	13	7	our	our	PRON
cana-2252	13	8	system	system	NOUN
cana-2252	13	9	's	's	PART
cana-2252	13	10	thorough	thorough	ADJ
cana-2252	13	11	audit	audit	NOUN
cana-2252	13	12	trail	trail	NOUN
cana-2252	13	13	,	,	PUNCT
cana-2252	13	14	which	which	PRON
cana-2252	13	15	solves	solve	VERB
cana-2252	13	16	the	the	DET
cana-2252	13	17	problems	problem	NOUN
cana-2252	13	18	of	of	ADP
cana-2252	13	19	fake	fake	ADJ
cana-2252	13	20	medications	medication	NOUN
cana-2252	13	21	and	and	CCONJ
cana-2252	13	22	regulatory	regulatory	ADJ
cana-2252	13	23	compliance	compliance	NOUN
cana-2252	13	24	.	.	PUNCT
cana-2252	14	1	the	the	DET
cana-2252	14	2	suggested	suggest	VERB
cana-2252	14	3	approach	approach	NOUN
cana-2252	14	4	reduces	reduce	VERB
cana-2252	14	5	counterfeit	counterfeit	ADJ
cana-2252	14	6	dangers	danger	NOUN
cana-2252	14	7	and	and	CCONJ
cana-2252	14	8	provides	provide	VERB
cana-2252	14	9	a	a	DET
cana-2252	14	10	scalable	scalable	ADJ
cana-2252	14	11	paradigm	paradigm	NOUN
cana-2252	14	12	for	for	ADP
cana-2252	14	13	other	other	ADJ
cana-2252	14	14	industries	industry	NOUN
cana-2252	14	15	to	to	PART
cana-2252	14	16	use	use	VERB
cana-2252	14	17	when	when	SCONJ
cana-2252	14	18	dealing	deal	VERB
cana-2252	14	19	with	with	ADP
cana-2252	14	20	similar	similar	ADJ
cana-2252	14	21	authenticity	authenticity	NOUN
cana-2252	14	22	verification	verification	NOUN
cana-2252	14	23	issues	issue	NOUN
cana-2252	14	24	,	,	PUNCT
cana-2252	14	25	which	which	PRON
cana-2252	14	26	means	mean	VERB
cana-2252	14	27	it	it	PRON
cana-2252	14	28	can	can	AUX
cana-2252	14	29	find	find	VERB
cana-2252	14	30	more	more	ADJ
cana-2252	14	31	uses	use	NOUN
cana-2252	14	32	in	in	ADP
cana-2252	14	33	safety	safety	NOUN
cana-2252	14	34	-	-	PUNCT
cana-2252	14	35	critical	critical	ADJ
cana-2252	14	36	fields	field	NOUN
cana-2252	14	37	.	.	PUNCT
cana-2252	15	1	the	the	DET
cana-2252	15	2	success	success	NOUN
cana-2252	15	3	of	of	ADP
cana-2252	15	4	the	the	DET
cana-2252	15	5	multi	multi	ADJ
cana-2252	15	6	-	-	ADJ
cana-2252	15	7	layered	layered	ADJ
cana-2252	15	8	validation	validation	NOUN
cana-2252	15	9	structure	structure	NOUN
cana-2252	15	10	model	model	NOUN
cana-2252	15	11	is	be	AUX
cana-2252	15	12	evaluated	evaluate	VERB
cana-2252	15	13	using	use	VERB
cana-2252	15	14	performance	performance	NOUN
cana-2252	15	15	metrics	metric	NOUN
cana-2252	15	16	such	such	ADJ
cana-2252	15	17	as	as	ADP
cana-2252	15	18	accuracy	accuracy	NOUN
cana-2252	15	19	,	,	PUNCT
cana-2252	15	20	recall	recall	NOUN
cana-2252	15	21	,	,	PUNCT
cana-2252	15	22	and	and	CCONJ
cana-2252	15	23	f1	f1	NOUN
cana-2252	15	24	-	-	PUNCT
cana-2252	15	25	score	score	NOUN
cana-2252	15	26	.	.	PUNCT
cana-2252	16	1	it	it	PRON
cana-2252	16	2	achieves	achieve	VERB
cana-2252	16	3	a	a	DET
cana-2252	16	4	fantastic	fantastic	ADJ
cana-2252	16	5	accuracy	accuracy	NOUN
cana-2252	16	6	rate	rate	NOUN
cana-2252	16	7	of	of	ADP
cana-2252	16	8	over	over	ADP
cana-2252	16	9	95	95	NUM
cana-2252	16	10	%	%	NOUN
cana-2252	16	11	.	.	PUNCT
cana-2252	17	1	keywords	keyword	NOUN
cana-2252	17	2	:	:	PUNCT
cana-2252	17	3	convolutional	convolutional	ADJ
cana-2252	17	4	neural	neural	ADJ
cana-2252	17	5	networks	network	NOUN
cana-2252	17	6	,	,	PUNCT
cana-2252	17	7	drug	drug	NOUN
cana-2252	17	8	counterfeiting	counterfeiting	NOUN
cana-2252	17	9	,	,	PUNCT
cana-2252	17	10	performance	performance	NOUN
cana-2252	17	11	metrics	metric	NOUN
cana-2252	17	12	.	.	PUNCT
cana-2252	18	1	1	1	X
cana-2252	18	2	.	.	X
cana-2252	18	3	introduction	introduction	NOUN
cana-2252	18	4	pharmaceutical	pharmaceutical	NOUN
cana-2252	18	5	businesses	business	NOUN
cana-2252	18	6	prioritize	prioritize	VERB
cana-2252	18	7	distribution	distribution	NOUN
cana-2252	18	8	maintenance	maintenance	NOUN
cana-2252	18	9	during	during	ADP
cana-2252	18	10	repackaging	repackage	VERB
cana-2252	18	11	or	or	CCONJ
cana-2252	18	12	relabeling	relabele	VERB
cana-2252	18	13	to	to	PART
cana-2252	18	14	optimize	optimize	VERB
cana-2252	18	15	distribution	distribution	NOUN
cana-2252	18	16	routes	route	NOUN
cana-2252	18	17	and	and	CCONJ
cana-2252	18	18	safeguard	safeguard	VERB
cana-2252	18	19	patients	patient	NOUN
cana-2252	18	20	from	from	ADP
cana-2252	18	21	errors	error	NOUN
cana-2252	18	22	[	[	X
cana-2252	18	23	1	1	NUM
cana-2252	18	24	]	]	PUNCT
cana-2252	18	25	.	.	PUNCT
cana-2252	19	1	pharmacy	pharmacy	NOUN
cana-2252	19	2	managers	manager	NOUN
cana-2252	19	3	,	,	PUNCT
cana-2252	19	4	wholesale	wholesale	ADJ
cana-2252	19	5	distributors	distributor	NOUN
cana-2252	19	6	,	,	PUNCT
cana-2252	19	7	and	and	CCONJ
cana-2252	19	8	others	other	NOUN
cana-2252	19	9	are	be	AUX
cana-2252	19	10	involved	involve	VERB
cana-2252	19	11	in	in	ADP
cana-2252	19	12	the	the	DET
cana-2252	19	13	pharmaceutical	pharmaceutical	ADJ
cana-2252	19	14	supply	supply	NOUN
cana-2252	19	15	chain	chain	NOUN
cana-2252	19	16	.	.	PUNCT
cana-2252	20	1	pharmaceutics	pharmaceutic	NOUN
cana-2252	20	2	supply	supply	NOUN
cana-2252	20	3	chain	chain	NOUN
cana-2252	20	4	services	service	NOUN
cana-2252	20	5	include	include	VERB
cana-2252	20	6	clinical	clinical	ADJ
cana-2252	20	7	research	research	NOUN
cana-2252	20	8	and	and	CCONJ
cana-2252	20	9	wholesale	wholesale	ADJ
cana-2252	20	10	distribution	distribution	NOUN
cana-2252	20	11	[	[	X
cana-2252	20	12	15	15	NUM
cana-2252	20	13	]	]	PUNCT
cana-2252	20	14	.	.	PUNCT
cana-2252	21	1	private	private	ADJ
cana-2252	21	2	corporations	corporation	NOUN
cana-2252	21	3	,	,	PUNCT
cana-2252	21	4	government	government	NOUN
cana-2252	21	5	agencies	agency	NOUN
cana-2252	21	6	,	,	PUNCT
cana-2252	21	7	and	and	CCONJ
cana-2252	21	8	consumers	consumer	NOUN
cana-2252	21	9	scrutinize	scrutinize	VERB
cana-2252	21	10	the	the	DET
cana-2252	21	11	healthcare	healthcare	NOUN
cana-2252	21	12	and	and	CCONJ
cana-2252	21	13	pharmaceutical	pharmaceutical	NOUN
cana-2252	21	14	industries	industry	NOUN
cana-2252	21	15	,	,	PUNCT
cana-2252	21	16	making	make	VERB
cana-2252	21	17	them	they	PRON
cana-2252	21	18	challenging	challenge	VERB
cana-2252	21	19	to	to	PART
cana-2252	21	20	manage	manage	VERB
cana-2252	21	21	[	[	X
cana-2252	21	22	18	18	NUM
cana-2252	21	23	]	]	PUNCT
cana-2252	21	24	.	.	PUNCT
cana-2252	22	1	this	this	DET
cana-2252	22	2	complexity	complexity	NOUN
cana-2252	22	3	complicates	complicate	VERB
cana-2252	22	4	the	the	DET
cana-2252	22	5	reduction	reduction	NOUN
cana-2252	22	6	of	of	ADP
cana-2252	22	7	counterfeit	counterfeit	ADJ
cana-2252	22	8	pharmaceuticals	pharmaceutical	NOUN
cana-2252	22	9	and	and	CCONJ
cana-2252	22	10	causes	cause	VERB
cana-2252	22	11	cold	cold	ADJ
cana-2252	22	12	-	-	PUNCT
cana-2252	22	13	chain	chain	NOUN
cana-2252	22	14	shipping	shipping	NOUN
cana-2252	22	15	,	,	PUNCT
cana-2252	22	16	which	which	PRON
cana-2252	22	17	raises	raise	VERB
cana-2252	22	18	prescription	prescription	NOUN
cana-2252	22	19	drug	drug	NOUN
cana-2252	22	20	prices	price	NOUN
cana-2252	22	21	,	,	PUNCT
cana-2252	22	22	causes	cause	VERB
cana-2252	22	23	supply	supply	NOUN
cana-2252	22	24	shortages	shortage	NOUN
cana-2252	22	25	,	,	PUNCT
cana-2252	22	26	and	and	CCONJ
cana-2252	22	27	worsens	worsen	VERB
cana-2252	22	28	medication	medication	NOUN
cana-2252	22	29	pricing	pricing	NOUN
cana-2252	22	30	[	[	X
cana-2252	22	31	3	3	NUM
cana-2252	22	32	]	]	PUNCT
cana-2252	22	33	.	.	PUNCT
cana-2252	23	1	pharmaceutical	pharmaceutical	ADJ
cana-2252	23	2	products	product	NOUN
cana-2252	23	3	labelled	label	VERB
cana-2252	23	4	"	"	PUNCT
cana-2252	23	5	counterfeit	counterfeit	ADJ
cana-2252	23	6	pharmaceuticals	pharmaceutical	NOUN
cana-2252	23	7	"	"	PUNCT
cana-2252	23	8	are	be	AUX
cana-2252	23	9	made	make	VERB
cana-2252	23	10	to	to	PART
cana-2252	23	11	deceive	deceive	VERB
cana-2252	23	12	clients	client	NOUN
cana-2252	23	13	by	by	ADP
cana-2252	23	14	using	use	VERB
cana-2252	23	15	fake	fake	ADJ
cana-2252	23	16	names	name	NOUN
cana-2252	23	17	and	and	CCONJ
cana-2252	23	18	labels	label	NOUN
cana-2252	23	19	.	.	PUNCT
cana-2252	24	1	in	in	ADP
cana-2252	24	2	addition	addition	NOUN
cana-2252	24	3	,	,	PUNCT
cana-2252	24	4	counterfeit	counterfeit	ADJ
cana-2252	24	5	pharmaceuticals	pharmaceutical	NOUN
cana-2252	24	6	may	may	AUX
cana-2252	24	7	have	have	VERB
cana-2252	24	8	inappropriate	inappropriate	ADJ
cana-2252	24	9	formulations	formulation	NOUN
cana-2252	24	10	,	,	PUNCT
cana-2252	24	11	such	such	ADJ
cana-2252	24	12	as	as	ADP
cana-2252	24	13	inadequate	inadequate	ADJ
cana-2252	24	14	api	api	NOUN
cana-2252	24	15	,	,	PUNCT
cana-2252	24	16	impurities	impurity	NOUN
cana-2252	24	17	,	,	PUNCT
cana-2252	24	18	or	or	CCONJ
cana-2252	24	19	repackaged	repackage	VERB
cana-2252	24	20	old	old	ADJ
cana-2252	24	21	medication	medication	NOUN
cana-2252	24	22	,	,	PUNCT
cana-2252	24	23	and	and	CCONJ
cana-2252	24	24	poor	poor	ADJ
cana-2252	24	25	manufacturing	manufacturing	NOUN
cana-2252	24	26	standards	standard	NOUN
cana-2252	24	27	[	[	X
cana-2252	24	28	22	22	NUM
cana-2252	24	29	]	]	PUNCT
cana-2252	24	30	.	.	PUNCT
cana-2252	25	1	the	the	DET
cana-2252	25	2	quantity	quantity	NOUN
cana-2252	25	3	of	of	ADP
cana-2252	25	4	medicines	medicine	NOUN
cana-2252	25	5	and	and	CCONJ
cana-2252	25	6	communications	communication	NOUN
cana-2252	25	7	on	on	ADP
cana-2252	25	8	applied	apply	VERB
cana-2252	25	9	nonlinear	nonlinear	ADJ
cana-2252	25	10	analysis	analysis	NOUN
cana-2252	25	11	issn	issn	NOUN
cana-2252	25	12	:	:	PUNCT
cana-2252	25	13	1074	1074	NUM
cana-2252	25	14	-	-	PUNCT
cana-2252	25	15	133x	133x	NUM
cana-2252	25	16	vol	vol	NOUN
cana-2252	25	17	32	32	NUM
cana-2252	25	18	no	no	NOUN
cana-2252	25	19	.	.	PUNCT
cana-2252	26	1	2s	2s	NUM
cana-2252	26	2	(	(	PUNCT
cana-2252	26	3	2025	2025	NUM
cana-2252	26	4	)	)	PUNCT
cana-2252	26	5	77	77	NUM
cana-2252	26	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2252	26	7	technological	technological	ADJ
cana-2252	26	8	advances	advance	NOUN
cana-2252	26	9	that	that	PRON
cana-2252	26	10	have	have	AUX
cana-2252	26	11	led	lead	VERB
cana-2252	26	12	to	to	ADP
cana-2252	26	13	the	the	DET
cana-2252	26	14	development	development	NOUN
cana-2252	26	15	of	of	ADP
cana-2252	26	16	new	new	ADJ
cana-2252	26	17	pharmaceuticals	pharmaceutical	NOUN
cana-2252	26	18	under	under	ADP
cana-2252	26	19	different	different	ADJ
cana-2252	26	20	brands	brand	NOUN
cana-2252	26	21	are	be	AUX
cana-2252	26	22	increasing	increase	VERB
cana-2252	26	23	the	the	DET
cana-2252	26	24	potential	potential	NOUN
cana-2252	26	25	of	of	ADP
cana-2252	26	26	drug	drug	NOUN
cana-2252	26	27	counterfeiting.to	counterfeiting.to	PRON
cana-2252	26	28	protect	protect	VERB
cana-2252	26	29	patient	patient	ADJ
cana-2252	26	30	health	health	NOUN
cana-2252	26	31	,	,	PUNCT
cana-2252	26	32	several	several	ADJ
cana-2252	26	33	healthcare	healthcare	NOUN
cana-2252	26	34	institutions	institution	NOUN
cana-2252	26	35	are	be	AUX
cana-2252	26	36	using	use	VERB
cana-2252	26	37	cutting	cutting	NOUN
cana-2252	26	38	-	-	PUNCT
cana-2252	26	39	edge	edge	NOUN
cana-2252	26	40	technologies	technology	NOUN
cana-2252	26	41	to	to	PART
cana-2252	26	42	avoid	avoid	VERB
cana-2252	26	43	pharmaceutical	pharmaceutical	ADJ
cana-2252	26	44	counterfeiting	counterfeiting	NOUN
cana-2252	26	45	[	[	X
cana-2252	26	46	16	16	NUM
cana-2252	26	47	]	]	PUNCT
cana-2252	26	48	.	.	PUNCT
cana-2252	27	1	many	many	ADJ
cana-2252	27	2	markets	market	NOUN
cana-2252	27	3	and	and	CCONJ
cana-2252	27	4	our	our	PRON
cana-2252	27	5	daily	daily	ADJ
cana-2252	27	6	lives	life	NOUN
cana-2252	27	7	have	have	AUX
cana-2252	27	8	changed	change	VERB
cana-2252	27	9	due	due	ADP
cana-2252	27	10	to	to	ADP
cana-2252	27	11	recent	recent	ADJ
cana-2252	27	12	ai	ai	NOUN
cana-2252	27	13	advances	advance	NOUN
cana-2252	27	14	.	.	PUNCT
cana-2252	28	1	ai	ai	VERB
cana-2252	28	2	could	could	AUX
cana-2252	28	3	speed	speed	VERB
cana-2252	28	4	up	up	ADP
cana-2252	28	5	and	and	CCONJ
cana-2252	28	6	improve	improve	VERB
cana-2252	28	7	scientific	scientific	ADJ
cana-2252	28	8	data	datum	NOUN
cana-2252	28	9	processing	processing	NOUN
cana-2252	28	10	and	and	CCONJ
cana-2252	28	11	publication	publication	NOUN
cana-2252	28	12	[	[	X
cana-2252	28	13	4	4	NUM
cana-2252	28	14	]	]	PUNCT
cana-2252	28	15	.	.	PUNCT
cana-2252	29	1	the	the	DET
cana-2252	29	2	traceability	traceability	NOUN
cana-2252	29	3	of	of	ADP
cana-2252	29	4	drugs	drug	NOUN
cana-2252	29	5	is	be	AUX
cana-2252	29	6	crucial	crucial	ADJ
cana-2252	29	7	to	to	ADP
cana-2252	29	8	these	these	DET
cana-2252	29	9	efforts	effort	NOUN
cana-2252	29	10	.	.	PUNCT
cana-2252	30	1	the	the	DET
cana-2252	30	2	pharmaceutical	pharmaceutical	ADJ
cana-2252	30	3	sector	sector	NOUN
cana-2252	30	4	must	must	AUX
cana-2252	30	5	establish	establish	VERB
cana-2252	30	6	a	a	DET
cana-2252	30	7	scalable	scalable	ADJ
cana-2252	30	8	,	,	PUNCT
cana-2252	30	9	computerized	computerized	ADJ
cana-2252	30	10	system	system	NOUN
cana-2252	30	11	to	to	PART
cana-2252	30	12	detect	detect	VERB
cana-2252	30	13	and	and	CCONJ
cana-2252	30	14	track	track	VERB
cana-2252	30	15	prescription	prescription	NOUN
cana-2252	30	16	drugs	drug	NOUN
cana-2252	30	17	to	to	PART
cana-2252	30	18	comply	comply	VERB
cana-2252	30	19	with	with	ADP
cana-2252	30	20	the	the	DET
cana-2252	30	21	drug	drug	NOUN
cana-2252	30	22	supply	supply	NOUN
cana-2252	30	23	chain	chain	NOUN
cana-2252	30	24	security	security	NOUN
cana-2252	30	25	act	act	NOUN
cana-2252	30	26	[	[	X
cana-2252	30	27	5	5	NUM
cana-2252	30	28	]	]	PUNCT
cana-2252	30	29	.	.	PUNCT
cana-2252	31	1	creating	create	VERB
cana-2252	31	2	a	a	DET
cana-2252	31	3	national	national	ADJ
cana-2252	31	4	standard	standard	NOUN
cana-2252	31	5	for	for	ADP
cana-2252	31	6	tracking	track	VERB
cana-2252	31	7	and	and	CCONJ
cana-2252	31	8	tracing	trace	VERB
cana-2252	31	9	drugs	drug	NOUN
cana-2252	31	10	is	be	AUX
cana-2252	31	11	the	the	DET
cana-2252	31	12	biggest	big	ADJ
cana-2252	31	13	issue	issue	NOUN
cana-2252	31	14	.	.	PUNCT
cana-2252	32	1	traditional	traditional	ADJ
cana-2252	32	2	counterfeiting	counterfeiting	NOUN
cana-2252	32	3	prevention	prevention	NOUN
cana-2252	32	4	measures	measure	NOUN
cana-2252	32	5	like	like	ADP
cana-2252	32	6	digital	digital	ADJ
cana-2252	32	7	tracking	tracking	NOUN
cana-2252	32	8	or	or	CCONJ
cana-2252	32	9	physical	physical	ADJ
cana-2252	32	10	inspection	inspection	NOUN
cana-2252	32	11	fail	fail	VERB
cana-2252	32	12	.	.	PUNCT
cana-2252	33	1	they	they	PRON
cana-2252	33	2	can	can	AUX
cana-2252	33	3	not	not	PART
cana-2252	33	4	provide	provide	VERB
cana-2252	33	5	tamper	tamper	NOUN
cana-2252	33	6	-	-	ADJ
cana-2252	33	7	proof	proof	ADJ
cana-2252	33	8	real	real	ADJ
cana-2252	33	9	-	-	PUNCT
cana-2252	33	10	time	time	NOUN
cana-2252	33	11	verification	verification	NOUN
cana-2252	33	12	or	or	CCONJ
cana-2252	33	13	keep	keep	VERB
cana-2252	33	14	up	up	ADP
cana-2252	33	15	with	with	ADP
cana-2252	33	16	evolving	evolve	VERB
cana-2252	33	17	counterfeiting	counterfeiting	NOUN
cana-2252	33	18	methods	method	NOUN
cana-2252	33	19	.	.	PUNCT
cana-2252	34	1	this	this	DET
cana-2252	34	2	study	study	NOUN
cana-2252	34	3	offers	offer	VERB
cana-2252	34	4	a	a	DET
cana-2252	34	5	multi	multi	ADJ
cana-2252	34	6	-	-	ADJ
cana-2252	34	7	tiered	tiered	ADJ
cana-2252	34	8	pharmaceutical	pharmaceutical	NOUN
cana-2252	34	9	authenticity	authenticity	NOUN
cana-2252	34	10	verification	verification	NOUN
cana-2252	34	11	system	system	NOUN
cana-2252	34	12	using	use	VERB
cana-2252	34	13	blockchain	blockchain	PROPN
cana-2252	34	14	and	and	CCONJ
cana-2252	34	15	artificial	artificial	ADJ
cana-2252	34	16	intelligence	intelligence	NOUN
cana-2252	34	17	like	like	ADP
cana-2252	34	18	gans	gan	NOUN
cana-2252	34	19	and	and	CCONJ
cana-2252	34	20	cnns	cnn	NOUN
cana-2252	34	21	[	[	X
cana-2252	34	22	14	14	NUM
cana-2252	34	23	]	]	PUNCT
cana-2252	34	24	.	.	PUNCT
cana-2252	35	1	the	the	DET
cana-2252	35	2	purpose	purpose	NOUN
cana-2252	35	3	of	of	ADP
cana-2252	35	4	this	this	DET
cana-2252	35	5	system	system	NOUN
cana-2252	35	6	is	be	AUX
cana-2252	35	7	to	to	PART
cana-2252	35	8	overcome	overcome	VERB
cana-2252	35	9	these	these	DET
cana-2252	35	10	problems	problem	NOUN
cana-2252	35	11	.	.	PUNCT
cana-2252	36	1	the	the	DET
cana-2252	36	2	hybrid	hybrid	ADJ
cana-2252	36	3	approach	approach	NOUN
cana-2252	36	4	uses	use	VERB
cana-2252	36	5	immutable	immutable	ADJ
cana-2252	36	6	recordkeeping	recordkeeping	NOUN
cana-2252	36	7	and	and	CCONJ
cana-2252	36	8	predictive	predictive	ADJ
cana-2252	36	9	analytics	analytic	NOUN
cana-2252	36	10	to	to	PART
cana-2252	36	11	build	build	VERB
cana-2252	36	12	a	a	DET
cana-2252	36	13	robust	robust	ADJ
cana-2252	36	14	verification	verification	NOUN
cana-2252	36	15	system	system	NOUN
cana-2252	36	16	to	to	PART
cana-2252	36	17	identify	identify	VERB
cana-2252	36	18	counterfeit	counterfeit	ADJ
cana-2252	36	19	medications	medication	NOUN
cana-2252	36	20	.	.	PUNCT
cana-2252	37	1	it	it	PRON
cana-2252	37	2	stands	stand	VERB
cana-2252	37	3	out	out	ADP
cana-2252	37	4	from	from	ADP
cana-2252	37	5	other	other	ADJ
cana-2252	37	6	models	model	NOUN
cana-2252	37	7	with	with	ADP
cana-2252	37	8	this	this	DET
cana-2252	37	9	characteristic	characteristic	NOUN
cana-2252	37	10	.	.	PUNCT
cana-2252	38	1	by	by	ADP
cana-2252	38	2	studying	study	VERB
cana-2252	38	3	historical	historical	ADJ
cana-2252	38	4	data	datum	NOUN
cana-2252	38	5	,	,	PUNCT
cana-2252	38	6	gans	gan	NOUN
cana-2252	38	7	can	can	AUX
cana-2252	38	8	create	create	VERB
cana-2252	38	9	synthetic	synthetic	ADJ
cana-2252	38	10	patterns	pattern	NOUN
cana-2252	38	11	that	that	PRON
cana-2252	38	12	resemble	resemble	VERB
cana-2252	38	13	counterfeits	counterfeit	NOUN
cana-2252	38	14	[	[	X
cana-2252	38	15	17	17	NUM
cana-2252	38	16	]	]	PUNCT
cana-2252	38	17	.	.	PUNCT
cana-2252	39	1	the	the	DET
cana-2252	39	2	cnn	cnn	PROPN
cana-2252	39	3	's	's	PART
cana-2252	39	4	capacity	capacity	NOUN
cana-2252	39	5	to	to	PART
cana-2252	39	6	detect	detect	VERB
cana-2252	39	7	even	even	ADV
cana-2252	39	8	minute	minute	NOUN
cana-2252	39	9	irregularities	irregularity	NOUN
cana-2252	39	10	improves	improve	VERB
cana-2252	39	11	,	,	PUNCT
cana-2252	39	12	and	and	CCONJ
cana-2252	39	13	the	the	DET
cana-2252	39	14	dataset	dataset	NOUN
cana-2252	39	15	grows	grow	VERB
cana-2252	39	16	[	[	X
cana-2252	39	17	12	12	NUM
cana-2252	39	18	]	]	PUNCT
cana-2252	39	19	.	.	PUNCT
cana-2252	40	1	blockchain	blockchain	PROPN
cana-2252	40	2	technology	technology	PROPN
cana-2252	40	3	provides	provide	VERB
cana-2252	40	4	a	a	DET
cana-2252	40	5	decentralized	decentralize	VERB
cana-2252	40	6	,	,	PUNCT
cana-2252	40	7	tamper	tamper	ADV
cana-2252	40	8	-	-	PUNCT
cana-2252	40	9	resistant	resistant	ADJ
cana-2252	40	10	record	record	NOUN
cana-2252	40	11	for	for	ADP
cana-2252	40	12	tracking	track	VERB
cana-2252	40	13	medications	medication	NOUN
cana-2252	40	14	from	from	ADP
cana-2252	40	15	production	production	NOUN
cana-2252	40	16	to	to	ADP
cana-2252	40	17	sale	sale	NOUN
cana-2252	40	18	,	,	PUNCT
cana-2252	40	19	increasing	increase	VERB
cana-2252	40	20	supply	supply	NOUN
cana-2252	40	21	chain	chain	NOUN
cana-2252	40	22	security	security	NOUN
cana-2252	40	23	[	[	X
cana-2252	40	24	2	2	X
cana-2252	40	25	]	]	X
cana-2252	40	26	[	[	X
cana-2252	40	27	7	7	NUM
cana-2252	40	28	]	]	PUNCT
cana-2252	40	29	.	.	PUNCT
cana-2252	41	1	the	the	DET
cana-2252	41	2	framework	framework	NOUN
cana-2252	41	3	uses	use	VERB
cana-2252	41	4	cutting	cutting	NOUN
cana-2252	41	5	-	-	PUNCT
cana-2252	41	6	edge	edge	NOUN
cana-2252	41	7	ai	ai	VERB
cana-2252	41	8	algorithms	algorithm	NOUN
cana-2252	41	9	to	to	PART
cana-2252	41	10	improve	improve	VERB
cana-2252	41	11	medication	medication	NOUN
cana-2252	41	12	verification	verification	NOUN
cana-2252	41	13	accuracy	accuracy	NOUN
cana-2252	41	14	.	.	PUNCT
cana-2252	42	1	along	along	ADP
cana-2252	42	2	with	with	ADP
cana-2252	42	3	tackling	tackle	VERB
cana-2252	42	4	pharmaceutical	pharmaceutical	ADJ
cana-2252	42	5	logistics	logistic	NOUN
cana-2252	42	6	'	'	PART
cana-2252	42	7	transparency	transparency	NOUN
cana-2252	42	8	and	and	CCONJ
cana-2252	42	9	traceability	traceability	NOUN
cana-2252	42	10	challenges	challenge	NOUN
cana-2252	42	11	[	[	X
cana-2252	42	12	23	23	NUM
cana-2252	42	13	]	]	PUNCT
cana-2252	42	14	.	.	PUNCT
cana-2252	43	1	this	this	DET
cana-2252	43	2	methods	method	NOUN
cana-2252	43	3	use	use	VERB
cana-2252	43	4	image	image	NOUN
cana-2252	43	5	-	-	PUNCT
cana-2252	43	6	based	base	VERB
cana-2252	43	7	verification	verification	NOUN
cana-2252	43	8	and	and	CCONJ
cana-2252	43	9	secure	secure	ADJ
cana-2252	43	10	ledger	ledger	NOUN
cana-2252	43	11	technologies	technology	NOUN
cana-2252	43	12	to	to	PART
cana-2252	43	13	tackle	tackle	VERB
cana-2252	43	14	global	global	ADJ
cana-2252	43	15	and	and	CCONJ
cana-2252	43	16	local	local	ADJ
cana-2252	43	17	drug	drug	NOUN
cana-2252	43	18	counterfeiting	counterfeiting	NOUN
cana-2252	43	19	.	.	PUNCT
cana-2252	44	1	scalability	scalability	NOUN
cana-2252	44	2	between	between	ADP
cana-2252	44	3	pharmaceutical	pharmaceutical	NOUN
cana-2252	44	4	categories	category	NOUN
cana-2252	44	5	and	and	CCONJ
cana-2252	44	6	locations	location	NOUN
cana-2252	44	7	is	be	AUX
cana-2252	44	8	also	also	ADV
cana-2252	44	9	possible	possible	ADJ
cana-2252	44	10	.	.	PUNCT
cana-2252	45	1	this	this	DET
cana-2252	45	2	study	study	NOUN
cana-2252	45	3	examines	examine	VERB
cana-2252	45	4	the	the	DET
cana-2252	45	5	system	system	NOUN
cana-2252	45	6	's	's	PART
cana-2252	45	7	architecture	architecture	NOUN
cana-2252	45	8	,	,	PUNCT
cana-2252	45	9	implementation	implementation	NOUN
cana-2252	45	10	,	,	PUNCT
cana-2252	45	11	and	and	CCONJ
cana-2252	45	12	performance	performance	NOUN
cana-2252	45	13	to	to	PART
cana-2252	45	14	prove	prove	VERB
cana-2252	45	15	its	its	PRON
cana-2252	45	16	efficacy	efficacy	NOUN
cana-2252	45	17	in	in	ADP
cana-2252	45	18	real	real	ADJ
cana-2252	45	19	-	-	PUNCT
cana-2252	45	20	world	world	NOUN
cana-2252	45	21	situations	situation	NOUN
cana-2252	45	22	.	.	PUNCT
cana-2252	46	1	the	the	DET
cana-2252	46	2	main	main	ADJ
cana-2252	46	3	contribution	contribution	NOUN
cana-2252	46	4	of	of	ADP
cana-2252	46	5	the	the	DET
cana-2252	46	6	article	article	NOUN
cana-2252	46	7	include	include	VERB
cana-2252	46	8	:	:	PUNCT
cana-2252	46	9	1	1	X
cana-2252	46	10	.	.	X
cana-2252	47	1	the	the	DET
cana-2252	47	2	research	research	NOUN
cana-2252	47	3	introduces	introduce	VERB
cana-2252	47	4	a	a	DET
cana-2252	47	5	novel	novel	ADJ
cana-2252	47	6	multi	multi	ADJ
cana-2252	47	7	-	-	ADJ
cana-2252	47	8	layered	layered	ADJ
cana-2252	47	9	validation	validation	NOUN
cana-2252	47	10	framework	framework	NOUN
cana-2252	47	11	for	for	ADP
cana-2252	47	12	pharmaceutical	pharmaceutical	ADJ
cana-2252	47	13	authenticity	authenticity	NOUN
cana-2252	47	14	verification	verification	NOUN
cana-2252	47	15	using	use	VERB
cana-2252	47	16	blockchain	blockchain	PROPN
cana-2252	47	17	technology	technology	PROPN
cana-2252	47	18	,	,	PUNCT
cana-2252	47	19	gans	gan	NOUN
cana-2252	47	20	,	,	PUNCT
cana-2252	47	21	and	and	CCONJ
cana-2252	47	22	cnns	cnn	NOUN
cana-2252	47	23	.	.	PUNCT
cana-2252	48	1	2	2	X
cana-2252	48	2	.	.	X
cana-2252	48	3	gans	gans	PROPN
cana-2252	48	4	filter	filter	PROPN
cana-2252	48	5	past	past	PROPN
cana-2252	48	6	data	datum	NOUN
cana-2252	48	7	to	to	PART
cana-2252	48	8	discover	discover	VERB
cana-2252	48	9	phoney	phoney	ADJ
cana-2252	48	10	pharmaceutical	pharmaceutical	ADJ
cana-2252	48	11	trends	trend	NOUN
cana-2252	48	12	and	and	CCONJ
cana-2252	48	13	characteristics	characteristic	NOUN
cana-2252	48	14	,	,	PUNCT
cana-2252	48	15	improving	improve	VERB
cana-2252	48	16	the	the	DET
cana-2252	48	17	detection	detection	NOUN
cana-2252	48	18	of	of	ADP
cana-2252	48	19	modest	modest	ADJ
cana-2252	48	20	package	package	NOUN
cana-2252	48	21	modifications	modification	NOUN
cana-2252	48	22	.	.	PUNCT
cana-2252	49	1	using	use	VERB
cana-2252	49	2	a	a	DET
cana-2252	49	3	gan	gan	VERB
cana-2252	49	4	-	-	PUNCT
cana-2252	49	5	generated	generate	VERB
cana-2252	49	6	augmented	augment	VERB
cana-2252	49	7	dataset	dataset	NOUN
cana-2252	49	8	,	,	PUNCT
cana-2252	49	9	a	a	DET
cana-2252	49	10	cnn	cnn	PROPN
cana-2252	49	11	classifies	classify	VERB
cana-2252	49	12	medication	medication	NOUN
cana-2252	49	13	packaging	packaging	NOUN
cana-2252	49	14	accurately	accurately	ADV
cana-2252	49	15	.	.	PUNCT
cana-2252	50	1	3	3	X
cana-2252	50	2	.	.	X
cana-2252	50	3	the	the	DET
cana-2252	50	4	solution	solution	NOUN
cana-2252	50	5	also	also	ADV
cana-2252	50	6	uses	use	VERB
cana-2252	50	7	blockchain	blockchain	PROPN
cana-2252	50	8	technology	technology	PROPN
cana-2252	50	9	to	to	PART
cana-2252	50	10	provide	provide	VERB
cana-2252	50	11	reliable	reliable	ADJ
cana-2252	50	12	real	real	ADJ
cana-2252	50	13	-	-	PUNCT
cana-2252	50	14	time	time	NOUN
cana-2252	50	15	drug	drug	NOUN
cana-2252	50	16	records	record	NOUN
cana-2252	50	17	across	across	ADP
cana-2252	50	18	the	the	DET
cana-2252	50	19	supply	supply	NOUN
cana-2252	50	20	chain	chain	NOUN
cana-2252	50	21	.	.	PUNCT
cana-2252	51	1	multi	multi	ADJ
cana-2252	51	2	-	-	ADJ
cana-2252	51	3	layered	layered	ADJ
cana-2252	51	4	validation	validation	NOUN
cana-2252	51	5	measures	measure	NOUN
cana-2252	51	6	model	model	NOUN
cana-2252	51	7	performance	performance	NOUN
cana-2252	51	8	using	use	VERB
cana-2252	51	9	f1	f1	NOUN
cana-2252	51	10	-	-	PUNCT
cana-2252	51	11	score	score	NOUN
cana-2252	51	12	,	,	PUNCT
cana-2252	51	13	recall	recall	NOUN
cana-2252	51	14	,	,	PUNCT
cana-2252	51	15	accuracy	accuracy	NOUN
cana-2252	51	16	,	,	PUNCT
cana-2252	51	17	and	and	CCONJ
cana-2252	51	18	precision	precision	NOUN
cana-2252	51	19	.	.	PUNCT
cana-2252	52	1	2	2	X
cana-2252	52	2	.	.	X
cana-2252	52	3	literature	literature	NOUN
cana-2252	52	4	survey	survey	PROPN
cana-2252	52	5	ullagaddi	ullagaddi	NOUN
cana-2252	52	6	,	,	PUNCT
cana-2252	52	7	[	[	X
cana-2252	52	8	9	9	NUM
cana-2252	52	9	]	]	PUNCT
cana-2252	52	10	delves	delf	NOUN
cana-2252	52	11	into	into	ADP
cana-2252	52	12	the	the	DET
cana-2252	52	13	future	future	NOUN
cana-2252	52	14	of	of	ADP
cana-2252	52	15	digital	digital	ADJ
cana-2252	52	16	transformation	transformation	NOUN
cana-2252	52	17	of	of	ADP
cana-2252	52	18	quality	quality	NOUN
cana-2252	52	19	management	management	NOUN
cana-2252	52	20	systems	system	NOUN
cana-2252	52	21	(	(	PUNCT
cana-2252	52	22	dtqms	dtqms	PROPN
cana-2252	52	23	)	)	PUNCT
cana-2252	52	24	and	and	CCONJ
cana-2252	52	25	its	its	PRON
cana-2252	52	26	trends	trend	NOUN
cana-2252	52	27	and	and	CCONJ
cana-2252	52	28	opportunities	opportunity	NOUN
cana-2252	52	29	.	.	PUNCT
cana-2252	53	1	blockchain	blockchain	PROPN
cana-2252	53	2	technology	technology	PROPN
cana-2252	53	3	to	to	PART
cana-2252	53	4	ensure	ensure	VERB
cana-2252	53	5	data	datum	NOUN
cana-2252	53	6	integrity	integrity	NOUN
cana-2252	53	7	and	and	CCONJ
cana-2252	53	8	transparency	transparency	NOUN
cana-2252	53	9	in	in	ADP
cana-2252	53	10	the	the	DET
cana-2252	53	11	supply	supply	NOUN
cana-2252	53	12	chain	chain	NOUN
cana-2252	53	13	,	,	PUNCT
cana-2252	53	14	internet	internet	NOUN
cana-2252	53	15	of	of	ADP
cana-2252	53	16	things	thing	NOUN
cana-2252	53	17	devices	device	NOUN
cana-2252	53	18	to	to	PART
cana-2252	53	19	track	track	VERB
cana-2252	53	20	quality	quality	NOUN
cana-2252	53	21	in	in	ADP
cana-2252	53	22	real	real	ADJ
cana-2252	53	23	time	time	NOUN
cana-2252	53	24	and	and	CCONJ
cana-2252	53	25	perform	perform	VERB
cana-2252	53	26	predictive	predictive	ADJ
cana-2252	53	27	maintenance	maintenance	NOUN
cana-2252	53	28	,	,	PUNCT
cana-2252	53	29	big	big	ADJ
cana-2252	53	30	data	datum	NOUN
cana-2252	53	31	analytics	analytic	NOUN
cana-2252	53	32	and	and	CCONJ
cana-2252	53	33	machine	machine	NOUN
cana-2252	53	34	learning	learn	VERB
cana-2252	53	35	to	to	PART
cana-2252	53	36	improve	improve	VERB
cana-2252	53	37	quality	quality	NOUN
cana-2252	53	38	,	,	PUNCT
cana-2252	53	39	and	and	CCONJ
cana-2252	53	40	working	work	VERB
cana-2252	53	41	with	with	ADP
cana-2252	53	42	regulators	regulator	NOUN
cana-2252	53	43	to	to	PART
cana-2252	53	44	establish	establish	VERB
cana-2252	53	45	digital	digital	ADJ
cana-2252	53	46	quality	quality	NOUN
cana-2252	53	47	management	management	NOUN
cana-2252	53	48	standards	standard	NOUN
cana-2252	53	49	are	be	AUX
cana-2252	53	50	some	some	PRON
cana-2252	53	51	of	of	ADP
cana-2252	53	52	these	these	DET
cana-2252	53	53	trends	trend	NOUN
cana-2252	53	54	and	and	CCONJ
cana-2252	53	55	possibilities	possibility	NOUN
cana-2252	53	56	[	[	X
cana-2252	53	57	6	6	NUM
cana-2252	53	58	,	,	PUNCT
cana-2252	53	59	8	8	NUM
cana-2252	53	60	]	]	PUNCT
cana-2252	53	61	.	.	PUNCT
cana-2252	54	1	the	the	DET
cana-2252	54	2	report	report	NOUN
cana-2252	54	3	recommends	recommend	VERB
cana-2252	54	4	a	a	DET
cana-2252	54	5	comprehensive	comprehensive	ADJ
cana-2252	54	6	,	,	PUNCT
cana-2252	54	7	strategic	strategic	ADJ
cana-2252	54	8	,	,	PUNCT
cana-2252	54	9	and	and	CCONJ
cana-2252	54	10	collaborative	collaborative	ADJ
cana-2252	54	11	strategy	strategy	NOUN
cana-2252	54	12	for	for	ADP
cana-2252	54	13	communications	communication	NOUN
cana-2252	54	14	on	on	ADP
cana-2252	54	15	applied	apply	VERB
cana-2252	54	16	nonlinear	nonlinear	ADJ
cana-2252	54	17	analysis	analysis	NOUN
cana-2252	54	18	issn	issn	NOUN
cana-2252	54	19	:	:	PUNCT
cana-2252	54	20	1074	1074	NUM
cana-2252	54	21	-	-	PUNCT
cana-2252	54	22	133x	133x	NUM
cana-2252	54	23	vol	vol	NOUN
cana-2252	54	24	32	32	NUM
cana-2252	54	25	no	no	NOUN
cana-2252	54	26	.	.	PUNCT
cana-2252	55	1	2s	2s	NUM
cana-2252	55	2	(	(	PUNCT
cana-2252	55	3	2025	2025	NUM
cana-2252	55	4	)	)	PUNCT
cana-2252	55	5	78	78	NUM
cana-2252	55	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2252	55	7	the	the	DET
cana-2252	55	8	pharmaceutical	pharmaceutical	NOUN
cana-2252	55	9	industry	industry	NOUN
cana-2252	55	10	to	to	PART
cana-2252	55	11	profit	profit	VERB
cana-2252	55	12	from	from	ADP
cana-2252	55	13	digital	digital	ADJ
cana-2252	55	14	transformation	transformation	NOUN
cana-2252	55	15	,	,	PUNCT
cana-2252	55	16	including	include	VERB
cana-2252	55	17	technology	technology	NOUN
cana-2252	55	18	,	,	PUNCT
cana-2252	55	19	people	people	NOUN
cana-2252	55	20	,	,	PUNCT
cana-2252	55	21	processes	process	NOUN
cana-2252	55	22	,	,	PUNCT
cana-2252	55	23	and	and	CCONJ
cana-2252	55	24	partnerships.májovský	partnerships.májovský	ADP
cana-2252	55	25	et	et	NOUN
cana-2252	55	26	al	al	PROPN
cana-2252	55	27	.	.	PROPN
cana-2252	55	28	,	,	PUNCT
cana-2252	56	1	[	[	X
cana-2252	56	2	19	19	NUM
cana-2252	56	3	]	]	PUNCT
cana-2252	56	4	examined	examine	VERB
cana-2252	56	5	how	how	SCONJ
cana-2252	56	6	well	well	ADV
cana-2252	56	7	ai	ai	VERB
cana-2252	56	8	language	language	NOUN
cana-2252	56	9	models	model	NOUN
cana-2252	56	10	can	can	AUX
cana-2252	56	11	spoof	spoof	ADJ
cana-2252	56	12	medical	medical	ADJ
cana-2252	56	13	records	record	NOUN
cana-2252	56	14	.	.	PUNCT
cana-2252	57	1	using	use	VERB
cana-2252	57	2	the	the	DET
cana-2252	57	3	gpt-3	gpt-3	ADJ
cana-2252	57	4	language	language	NOUN
cana-2252	57	5	model	model	NOUN
cana-2252	57	6	,	,	PUNCT
cana-2252	57	7	this	this	DET
cana-2252	57	8	study	study	NOUN
cana-2252	57	9	created	create	VERB
cana-2252	57	10	a	a	DET
cana-2252	57	11	fictional	fictional	ADJ
cana-2252	57	12	neurosurgery	neurosurgery	NOUN
cana-2252	57	13	paper	paper	NOUN
cana-2252	57	14	.	.	PUNCT
cana-2252	58	1	this	this	DET
cana-2252	58	2	study	study	NOUN
cana-2252	58	3	demonstrated	demonstrate	VERB
cana-2252	58	4	chatgpt	chatgpt	NOUN
cana-2252	58	5	's	's	PART
cana-2252	58	6	proof	proof	NOUN
cana-2252	58	7	-	-	PUNCT
cana-2252	58	8	of	of	ADP
cana-2252	58	9	-	-	PUNCT
cana-2252	58	10	concept	concept	NOUN
cana-2252	58	11	effectiveness	effectiveness	NOUN
cana-2252	58	12	.	.	PUNCT
cana-2252	59	1	openai	openai	PROPN
cana-2252	59	2	's	's	PART
cana-2252	59	3	gpt-3	gpt-3	NOUN
cana-2252	59	4	is	be	AUX
cana-2252	59	5	a	a	DET
cana-2252	59	6	massive	massive	ADJ
cana-2252	59	7	language	language	NOUN
cana-2252	59	8	model	model	NOUN
cana-2252	59	9	that	that	PRON
cana-2252	59	10	mimics	mimic	VERB
cana-2252	59	11	human	human	ADJ
cana-2252	59	12	speech	speech	NOUN
cana-2252	59	13	in	in	ADP
cana-2252	59	14	response	response	NOUN
cana-2252	59	15	to	to	ADP
cana-2252	59	16	user	user	NOUN
cana-2252	59	17	input	input	NOUN
cana-2252	59	18	using	use	VERB
cana-2252	59	19	deep	deep	ADJ
cana-2252	59	20	learning	learning	NOUN
cana-2252	59	21	.	.	PUNCT
cana-2252	60	1	the	the	DET
cana-2252	60	2	model	model	NOUN
cana-2252	60	3	learned	learn	VERB
cana-2252	60	4	from	from	ADP
cana-2252	60	5	a	a	DET
cana-2252	60	6	large	large	ADJ
cana-2252	60	7	online	online	ADJ
cana-2252	60	8	text	text	NOUN
cana-2252	60	9	corpus	corpus	NOUN
cana-2252	60	10	and	and	CCONJ
cana-2252	60	11	can	can	AUX
cana-2252	60	12	write	write	VERB
cana-2252	60	13	well	well	ADV
cana-2252	60	14	in	in	ADP
cana-2252	60	15	many	many	ADJ
cana-2252	60	16	languages	language	NOUN
cana-2252	60	17	and	and	CCONJ
cana-2252	60	18	topics	topic	NOUN
cana-2252	60	19	.	.	PUNCT
cana-2252	61	1	the	the	DET
cana-2252	61	2	study	study	NOUN
cana-2252	61	3	found	find	VERB
cana-2252	61	4	that	that	SCONJ
cana-2252	61	5	the	the	DET
cana-2252	61	6	artificial	artificial	ADJ
cana-2252	61	7	intelligence	intelligence	NOUN
cana-2252	61	8	language	language	NOUN
cana-2252	61	9	model	model	NOUN
cana-2252	61	10	can	can	AUX
cana-2252	61	11	imitate	imitate	VERB
cana-2252	61	12	a	a	DET
cana-2252	61	13	scientific	scientific	ADJ
cana-2252	61	14	publication	publication	NOUN
cana-2252	61	15	's	's	PART
cana-2252	61	16	style	style	NOUN
cana-2252	61	17	,	,	PUNCT
cana-2252	61	18	grammar	grammar	NOUN
cana-2252	61	19	,	,	PUNCT
cana-2252	61	20	and	and	CCONJ
cana-2252	61	21	vocabulary	vocabulary	NOUN
cana-2252	61	22	to	to	PART
cana-2252	61	23	create	create	VERB
cana-2252	61	24	a	a	DET
cana-2252	61	25	convincingly	convincingly	ADV
cana-2252	61	26	fraudulent	fraudulent	ADJ
cana-2252	61	27	piece	piece	NOUN
cana-2252	61	28	.	.	PUNCT
cana-2252	62	1	chen	chen	PROPN
cana-2252	62	2	et	et	PROPN
cana-2252	62	3	al	al	PROPN
cana-2252	62	4	.	.	PROPN
cana-2252	62	5	,	,	PUNCT
cana-2252	63	1	[	[	X
cana-2252	63	2	11	11	NUM
cana-2252	63	3	]	]	PUNCT
cana-2252	63	4	introduce	introduce	NOUN
cana-2252	63	5	clinaiops	clinaiop	NOUN
cana-2252	63	6	,	,	PUNCT
cana-2252	63	7	"	"	PUNCT
cana-2252	63	8	clinical	clinical	ADJ
cana-2252	63	9	artificialintelligence	artificialintelligence	NOUN
cana-2252	63	10	operations	operation	NOUN
cana-2252	63	11	.	.	PUNCT
cana-2252	63	12	"	"	PUNCT
cana-2252	64	1	this	this	DET
cana-2252	64	2	paradigm	paradigm	NOUN
cana-2252	64	3	combines	combine	VERB
cana-2252	64	4	therapeutic	therapeutic	ADJ
cana-2252	64	5	monitoring	monitoring	NOUN
cana-2252	64	6	with	with	ADP
cana-2252	64	7	ai	ai	PROPN
cana-2252	64	8	research	research	NOUN
cana-2252	64	9	.	.	PUNCT
cana-2252	65	1	clinaiops	clinaiop	NOUN
cana-2252	65	2	has	have	VERB
cana-2252	65	3	three	three	NUM
cana-2252	65	4	feedback	feedback	NOUN
cana-2252	65	5	loops	loop	NOUN
cana-2252	65	6	:	:	PUNCT
cana-2252	65	7	one	one	NUM
cana-2252	65	8	for	for	ADP
cana-2252	65	9	the	the	DET
cana-2252	65	10	patient	patient	NOUN
cana-2252	65	11	to	to	PART
cana-2252	65	12	use	use	VERB
cana-2252	65	13	ai	ai	VERB
cana-2252	65	14	outputs	output	NOUN
cana-2252	65	15	to	to	PART
cana-2252	65	16	change	change	VERB
cana-2252	65	17	their	their	PRON
cana-2252	65	18	therapy	therapy	NOUN
cana-2252	65	19	,	,	PUNCT
cana-2252	65	20	one	one	NUM
cana-2252	65	21	for	for	ADP
cana-2252	65	22	the	the	DET
cana-2252	65	23	clinician	clinician	NOUN
cana-2252	65	24	to	to	PART
cana-2252	65	25	track	track	VERB
cana-2252	65	26	their	their	PRON
cana-2252	65	27	success	success	NOUN
cana-2252	65	28	,	,	PUNCT
cana-2252	65	29	and	and	CCONJ
cana-2252	65	30	one	one	NUM
cana-2252	65	31	for	for	ADP
cana-2252	65	32	the	the	DET
cana-2252	65	33	ai	ai	PROPN
cana-2252	65	34	developer	developer	NOUN
cana-2252	65	35	to	to	PART
cana-2252	65	36	get	get	VERB
cana-2252	65	37	ongoing	ongoing	ADJ
cana-2252	65	38	feedback	feedback	NOUN
cana-2252	65	39	from	from	ADP
cana-2252	65	40	both	both	ADV
cana-2252	65	41	.	.	PUNCT
cana-2252	66	1	each	each	DET
cana-2252	66	2	feedback	feedback	NOUN
cana-2252	66	3	loop	loop	NOUN
cana-2252	66	4	is	be	AUX
cana-2252	66	5	named	name	VERB
cana-2252	66	6	after	after	ADP
cana-2252	66	7	an	an	DET
cana-2252	66	8	ai	ai	NOUN
cana-2252	66	9	feature	feature	NOUN
cana-2252	66	10	.	.	PUNCT
cana-2252	67	1	they	they	PRON
cana-2252	67	2	were	be	AUX
cana-2252	67	3	analyzing	analyze	VERB
cana-2252	67	4	the	the	DET
cana-2252	67	5	use	use	NOUN
cana-2252	67	6	of	of	ADP
cana-2252	67	7	clinaiops	clinaiop	NOUN
cana-2252	67	8	to	to	PART
cana-2252	67	9	treat	treat	VERB
cana-2252	67	10	hypertension	hypertension	NOUN
cana-2252	67	11	,	,	PUNCT
cana-2252	67	12	diabetes	diabetes	NOUN
cana-2252	67	13	,	,	PUNCT
cana-2252	67	14	and	and	CCONJ
cana-2252	67	15	parkinson	parkinson	NOUN
cana-2252	67	16	's	's	PART
cana-2252	67	17	disease	disease	NOUN
cana-2252	67	18	to	to	PART
cana-2252	67	19	demonstrate	demonstrate	VERB
cana-2252	67	20	its	its	PRON
cana-2252	67	21	main	main	ADJ
cana-2252	67	22	obstacles	obstacle	NOUN
cana-2252	67	23	and	and	CCONJ
cana-2252	67	24	potential	potential	ADJ
cana-2252	67	25	benefits	benefit	NOUN
cana-2252	67	26	.	.	PUNCT
cana-2252	68	1	clinaiops	clinaiop	NOUN
cana-2252	68	2	may	may	AUX
cana-2252	68	3	enhance	enhance	VERB
cana-2252	68	4	patient	patient	ADJ
cana-2252	68	5	outcomes	outcome	NOUN
cana-2252	68	6	by	by	ADP
cana-2252	68	7	allowing	allow	VERB
cana-2252	68	8	more	more	ADV
cana-2252	68	9	frequent	frequent	ADJ
cana-2252	68	10	and	and	CCONJ
cana-2252	68	11	precise	precise	ADJ
cana-2252	68	12	health	health	NOUN
cana-2252	68	13	evaluations	evaluation	NOUN
cana-2252	68	14	and	and	CCONJ
cana-2252	68	15	faster	fast	ADJ
cana-2252	68	16	treatment	treatment	NOUN
cana-2252	68	17	changes	change	NOUN
cana-2252	68	18	[	[	X
cana-2252	68	19	10	10	NUM
cana-2252	68	20	]	]	PUNCT
cana-2252	68	21	.	.	PUNCT
cana-2252	69	1	dogheim	dogheim	PROPN
cana-2252	69	2	&	&	CCONJ
cana-2252	69	3	hussain	hussain	PROPN
cana-2252	69	4	,	,	PUNCT
cana-2252	69	5	[	[	X
cana-2252	69	6	20	20	NUM
cana-2252	69	7	]	]	PUNCT
cana-2252	69	8	illuminate	illuminate	VERB
cana-2252	69	9	the	the	DET
cana-2252	69	10	complex	complex	ADJ
cana-2252	69	11	function	function	NOUN
cana-2252	69	12	of	of	ADP
cana-2252	69	13	predictive	predictive	ADJ
cana-2252	69	14	models	model	NOUN
cana-2252	69	15	and	and	CCONJ
cana-2252	69	16	intelligent	intelligent	ADJ
cana-2252	69	17	warnings	warning	NOUN
cana-2252	69	18	in	in	ADP
cana-2252	69	19	preventive	preventive	ADJ
cana-2252	69	20	medicine	medicine	NOUN
cana-2252	69	21	.	.	PUNCT
cana-2252	70	1	risk	risk	NOUN
cana-2252	70	2	stratification	stratification	NOUN
cana-2252	70	3	begins	begin	VERB
cana-2252	70	4	with	with	ADP
cana-2252	70	5	predictive	predictive	ADJ
cana-2252	70	6	algorithms	algorithm	NOUN
cana-2252	70	7	that	that	PRON
cana-2252	70	8	analyze	analyze	VERB
cana-2252	70	9	massive	massive	ADJ
cana-2252	70	10	amounts	amount	NOUN
cana-2252	70	11	of	of	ADP
cana-2252	70	12	genetic	genetic	ADJ
cana-2252	70	13	,	,	PUNCT
cana-2252	70	14	clinical	clinical	ADJ
cana-2252	70	15	,	,	PUNCT
cana-2252	70	16	and	and	CCONJ
cana-2252	70	17	demographic	demographic	ADJ
cana-2252	70	18	data	datum	NOUN
cana-2252	70	19	to	to	PART
cana-2252	70	20	find	find	VERB
cana-2252	70	21	trends	trend	NOUN
cana-2252	70	22	.	.	PUNCT
cana-2252	71	1	second	second	ADJ
cana-2252	71	2	,	,	PUNCT
cana-2252	71	3	predictive	predictive	ADJ
cana-2252	71	4	models	model	NOUN
cana-2252	71	5	can	can	AUX
cana-2252	71	6	recommend	recommend	VERB
cana-2252	71	7	preventative	preventative	ADJ
cana-2252	71	8	steps	step	NOUN
cana-2252	71	9	by	by	ADP
cana-2252	71	10	merging	merge	VERB
cana-2252	71	11	historical	historical	ADJ
cana-2252	71	12	data	datum	NOUN
cana-2252	71	13	with	with	ADP
cana-2252	71	14	present	present	ADJ
cana-2252	71	15	risk	risk	NOUN
cana-2252	71	16	profiles	profile	NOUN
cana-2252	71	17	.	.	PUNCT
cana-2252	72	1	integrating	integrate	VERB
cana-2252	72	2	predictive	predictive	ADJ
cana-2252	72	3	algorithms	algorithm	NOUN
cana-2252	72	4	and	and	CCONJ
cana-2252	72	5	intelligent	intelligent	ADJ
cana-2252	72	6	warnings	warning	NOUN
cana-2252	72	7	optimizes	optimize	VERB
cana-2252	72	8	resource	resource	NOUN
cana-2252	72	9	allocation	allocation	NOUN
cana-2252	72	10	,	,	PUNCT
cana-2252	72	11	among	among	ADP
cana-2252	72	12	other	other	ADJ
cana-2252	72	13	benefits	benefit	NOUN
cana-2252	72	14	.	.	PUNCT
cana-2252	73	1	healthcare	healthcare	NOUN
cana-2252	73	2	systems	system	NOUN
cana-2252	73	3	can	can	AUX
cana-2252	73	4	maximize	maximize	VERB
cana-2252	73	5	preventative	preventative	ADJ
cana-2252	73	6	treatment	treatment	NOUN
cana-2252	73	7	by	by	ADP
cana-2252	73	8	identifying	identify	VERB
cana-2252	73	9	and	and	CCONJ
cana-2252	73	10	focusing	focus	VERB
cana-2252	73	11	on	on	ADP
cana-2252	73	12	high	high	ADJ
cana-2252	73	13	-	-	PUNCT
cana-2252	73	14	risk	risk	NOUN
cana-2252	73	15	individuals	individual	NOUN
cana-2252	73	16	.	.	PUNCT
cana-2252	74	1	finally	finally	ADV
cana-2252	74	2	,	,	PUNCT
cana-2252	74	3	prediction	prediction	NOUN
cana-2252	74	4	models	model	NOUN
cana-2252	74	5	enable	enable	VERB
cana-2252	74	6	prevention	prevention	NOUN
cana-2252	74	7	evaluation	evaluation	NOUN
cana-2252	74	8	and	and	CCONJ
cana-2252	74	9	improvement	improvement	NOUN
cana-2252	74	10	.	.	PUNCT
cana-2252	75	1	comparing	compare	VERB
cana-2252	75	2	predictions	prediction	NOUN
cana-2252	75	3	with	with	ADP
cana-2252	75	4	actual	actual	ADJ
cana-2252	75	5	results	result	NOUN
cana-2252	75	6	helps	help	VERB
cana-2252	75	7	improve	improve	VERB
cana-2252	75	8	models	model	NOUN
cana-2252	75	9	and	and	CCONJ
cana-2252	75	10	actions	action	NOUN
cana-2252	75	11	.	.	PUNCT
cana-2252	76	1	it	it	PRON
cana-2252	76	2	allows	allow	VERB
cana-2252	76	3	these	these	DET
cana-2252	76	4	models	model	NOUN
cana-2252	76	5	to	to	PART
cana-2252	76	6	produce	produce	VERB
cana-2252	76	7	more	more	ADV
cana-2252	76	8	accurate	accurate	ADJ
cana-2252	76	9	projections	projection	NOUN
cana-2252	76	10	and	and	CCONJ
cana-2252	76	11	implement	implement	VERB
cana-2252	76	12	preventative	preventative	ADJ
cana-2252	76	13	tactics.singh	tactics.singh	PROPN
cana-2252	76	14	&	&	CCONJ
cana-2252	76	15	kaunert	kaunert	PROPN
cana-2252	76	16	,	,	PUNCT
cana-2252	76	17	[	[	X
cana-2252	76	18	13	13	NUM
cana-2252	76	19	]	]	PUNCT
cana-2252	76	20	introduce	introduce	NOUN
cana-2252	76	21	permissioned	permissione	VERB
cana-2252	76	22	blockchain	blockchain	PROPN
cana-2252	76	23	technology	technology	PROPN
cana-2252	76	24	with	with	ADP
cana-2252	76	25	ai	ai	PROPN
cana-2252	76	26	(	(	PUNCT
cana-2252	76	27	ai	ai	PROPN
cana-2252	76	28	-	-	PUNCT
cana-2252	76	29	bc	bc	ADJ
cana-2252	76	30	)	)	PUNCT
cana-2252	76	31	for	for	ADP
cana-2252	76	32	user	user	NOUN
cana-2252	76	33	-	-	PUNCT
cana-2252	76	34	centric	centric	ADJ
cana-2252	76	35	health	health	NOUN
cana-2252	76	36	data	datum	NOUN
cana-2252	76	37	sharing	sharing	NOUN
cana-2252	76	38	.	.	PUNCT
cana-2252	77	1	a	a	DET
cana-2252	77	2	channel	channel	NOUN
cana-2252	77	3	construction	construction	NOUN
cana-2252	77	4	method	method	NOUN
cana-2252	77	5	protects	protect	VERB
cana-2252	77	6	users	user	NOUN
cana-2252	77	7	'	'	PART
cana-2252	77	8	privacy	privacy	NOUN
cana-2252	77	9	,	,	PUNCT
cana-2252	77	10	and	and	CCONJ
cana-2252	77	11	the	the	DET
cana-2252	77	12	membership	membership	NOUN
cana-2252	77	13	service	service	NOUN
cana-2252	77	14	improves	improve	VERB
cana-2252	77	15	identity	identity	NOUN
cana-2252	77	16	management	management	NOUN
cana-2252	77	17	.	.	PUNCT
cana-2252	78	1	privacy	privacy	NOUN
cana-2252	78	2	,	,	PUNCT
cana-2252	78	3	confidentiality	confidentiality	NOUN
cana-2252	78	4	,	,	PUNCT
cana-2252	78	5	and	and	CCONJ
cana-2252	78	6	self	self	NOUN
cana-2252	78	7	-	-	PUNCT
cana-2252	78	8	sovereign	sovereign	ADJ
cana-2252	78	9	data	datum	NOUN
cana-2252	78	10	ownership	ownership	NOUN
cana-2252	78	11	drive	drive	NOUN
cana-2252	78	12	blockchain	blockchain	PROPN
cana-2252	78	13	technology	technology	NOUN
cana-2252	78	14	use	use	NOUN
cana-2252	78	15	in	in	ADP
cana-2252	78	16	health	health	NOUN
cana-2252	78	17	record	record	NOUN
cana-2252	78	18	storage	storage	NOUN
cana-2252	78	19	and	and	CCONJ
cana-2252	78	20	transfer	transfer	NOUN
cana-2252	78	21	systems	system	NOUN
cana-2252	78	22	.	.	PUNCT
cana-2252	79	1	to	to	PART
cana-2252	79	2	use	use	VERB
cana-2252	79	3	data	datum	NOUN
cana-2252	79	4	for	for	ADP
cana-2252	79	5	informed	informed	ADJ
cana-2252	79	6	decisionmaking	decisionmaking	NOUN
cana-2252	79	7	and	and	CCONJ
cana-2252	79	8	better	well	ADJ
cana-2252	79	9	patient	patient	ADJ
cana-2252	79	10	outcomes	outcome	NOUN
cana-2252	79	11	while	while	SCONJ
cana-2252	79	12	maintaining	maintain	VERB
cana-2252	79	13	patient	patient	ADJ
cana-2252	79	14	privacy	privacy	NOUN
cana-2252	79	15	and	and	CCONJ
cana-2252	79	16	data	datum	NOUN
cana-2252	79	17	security	security	NOUN
cana-2252	79	18	,	,	PUNCT
cana-2252	79	19	healthcare	healthcare	PROPN
cana-2252	79	20	analytics	analytic	NOUN
cana-2252	79	21	requires	require	VERB
cana-2252	79	22	secure	secure	ADJ
cana-2252	79	23	data	datum	NOUN
cana-2252	79	24	sharing	sharing	NOUN
cana-2252	79	25	and	and	CCONJ
cana-2252	79	26	collaboration	collaboration	NOUN
cana-2252	79	27	.	.	PUNCT
cana-2252	80	1	this	this	DET
cana-2252	80	2	chapter	chapter	NOUN
cana-2252	80	3	showed	show	VERB
cana-2252	80	4	that	that	SCONJ
cana-2252	80	5	securely	securely	ADV
cana-2252	80	6	transferring	transfer	VERB
cana-2252	80	7	and	and	CCONJ
cana-2252	80	8	analyzing	analyze	VERB
cana-2252	80	9	sensitive	sensitive	ADJ
cana-2252	80	10	healthcare	healthcare	PROPN
cana-2252	80	11	data	datum	NOUN
cana-2252	80	12	requires	require	VERB
cana-2252	80	13	a	a	DET
cana-2252	80	14	combination	combination	NOUN
cana-2252	80	15	of	of	ADP
cana-2252	80	16	technology	technology	NOUN
cana-2252	80	17	solutions	solution	NOUN
cana-2252	80	18	,	,	PUNCT
cana-2252	80	19	legal	legal	ADJ
cana-2252	80	20	frameworks	framework	NOUN
cana-2252	80	21	,	,	PUNCT
cana-2252	80	22	and	and	CCONJ
cana-2252	80	23	best	good	ADJ
cana-2252	80	24	practices	practice	NOUN
cana-2252	80	25	.	.	PUNCT
cana-2252	81	1	sayem	sayem	PROPN
cana-2252	81	2	et	et	PROPN
cana-2252	81	3	al	al	PROPN
cana-2252	81	4	.	.	PROPN
cana-2252	81	5	,	,	PUNCT
cana-2252	82	1	[	[	X
cana-2252	82	2	21	21	NUM
cana-2252	82	3	]	]	PUNCT
cana-2252	82	4	examine	examine	VERB
cana-2252	82	5	how	how	SCONJ
cana-2252	82	6	new	new	ADJ
cana-2252	82	7	technologies	technology	NOUN
cana-2252	82	8	like	like	ADP
cana-2252	82	9	ai	ai	AUX
cana-2252	82	10	provide	provide	VERB
cana-2252	82	11	more	more	ADV
cana-2252	82	12	efficient	efficient	ADJ
cana-2252	82	13	ways	way	NOUN
cana-2252	82	14	to	to	PART
cana-2252	82	15	fight	fight	VERB
cana-2252	82	16	healthcare	healthcare	PROPN
cana-2252	82	17	fraud	fraud	NOUN
cana-2252	82	18	.	.	PUNCT
cana-2252	83	1	speech	speech	NOUN
cana-2252	83	2	biometrics	biometric	NOUN
cana-2252	83	3	and	and	CCONJ
cana-2252	83	4	patterned	pattern	VERB
cana-2252	83	5	voice	voice	NOUN
cana-2252	83	6	analysis	analysis	NOUN
cana-2252	83	7	are	be	AUX
cana-2252	83	8	ai	ai	ADJ
cana-2252	83	9	-	-	PUNCT
cana-2252	83	10	powered	power	VERB
cana-2252	83	11	tools	tool	NOUN
cana-2252	83	12	that	that	PRON
cana-2252	83	13	identify	identify	VERB
cana-2252	83	14	fraudulent	fraudulent	ADJ
cana-2252	83	15	conduct	conduct	NOUN
cana-2252	83	16	more	more	ADV
cana-2252	83	17	efficiently	efficiently	ADV
cana-2252	83	18	and	and	CCONJ
cana-2252	83	19	accurately	accurately	ADV
cana-2252	83	20	than	than	ADP
cana-2252	83	21	earlier	early	ADJ
cana-2252	83	22	methods	method	NOUN
cana-2252	83	23	.	.	PUNCT
cana-2252	84	1	this	this	DET
cana-2252	84	2	study	study	NOUN
cana-2252	84	3	quantitatively	quantitatively	ADV
cana-2252	84	4	reviews	review	VERB
cana-2252	84	5	ai	ai	VERB
cana-2252	84	6	potential	potential	ADJ
cana-2252	84	7	to	to	PART
cana-2252	84	8	reduce	reduce	VERB
cana-2252	84	9	healthcare	healthcare	NOUN
cana-2252	84	10	risks	risk	NOUN
cana-2252	84	11	.	.	PUNCT
cana-2252	85	1	data	data	NOUN
cana-2252	85	2	-	-	PUNCT
cana-2252	85	3	centricity	centricity	NOUN
cana-2252	85	4	,	,	PUNCT
cana-2252	85	5	which	which	PRON
cana-2252	85	6	has	have	AUX
cana-2252	85	7	existed	exist	VERB
cana-2252	85	8	since	since	SCONJ
cana-2252	85	9	large	large	ADJ
cana-2252	85	10	-	-	PUNCT
cana-2252	85	11	scale	scale	NOUN
cana-2252	85	12	tagged	tag	VERB
cana-2252	85	13	medicare	medicare	PROPN
cana-2252	85	14	databases	database	NOUN
cana-2252	85	15	,	,	PUNCT
cana-2252	85	16	helps	help	VERB
cana-2252	85	17	healthcare	healthcare	NOUN
cana-2252	85	18	providers	provider	NOUN
cana-2252	85	19	speed	speed	VERB
cana-2252	85	20	policyholder	policyholder	NOUN
cana-2252	85	21	payouts	payout	NOUN
cana-2252	85	22	and	and	CCONJ
cana-2252	85	23	recordkeeping	recordkeeping	NOUN
cana-2252	85	24	.	.	PUNCT
cana-2252	86	1	current	current	ADJ
cana-2252	86	2	research	research	NOUN
cana-2252	86	3	suggests	suggest	VERB
cana-2252	86	4	that	that	SCONJ
cana-2252	86	5	ai	ai	NOUN
cana-2252	86	6	-	-	PUNCT
cana-2252	86	7	based	base	VERB
cana-2252	86	8	fraud	fraud	NOUN
cana-2252	86	9	-	-	PUNCT
cana-2252	86	10	reduction	reduction	NOUN
cana-2252	86	11	tactics	tactic	NOUN
cana-2252	86	12	could	could	AUX
cana-2252	86	13	impact	impact	VERB
cana-2252	86	14	the	the	DET
cana-2252	86	15	healthcare	healthcare	NOUN
cana-2252	86	16	industry	industry	NOUN
cana-2252	86	17	.	.	PUNCT
cana-2252	87	1	by	by	ADP
cana-2252	87	2	improving	improve	VERB
cana-2252	87	3	and	and	CCONJ
cana-2252	87	4	automating	automate	VERB
cana-2252	87	5	fraud	fraud	NOUN
cana-2252	87	6	detection	detection	NOUN
cana-2252	87	7	,	,	PUNCT
cana-2252	87	8	the	the	DET
cana-2252	87	9	healthcare	healthcare	NOUN
cana-2252	87	10	business	business	NOUN
cana-2252	87	11	may	may	AUX
cana-2252	87	12	be	be	AUX
cana-2252	87	13	able	able	ADJ
cana-2252	87	14	to	to	PART
cana-2252	87	15	secure	secure	VERB
cana-2252	87	16	patient	patient	ADJ
cana-2252	87	17	data	datum	NOUN
cana-2252	87	18	,	,	PUNCT
cana-2252	87	19	finances	finance	NOUN
cana-2252	87	20	,	,	PUNCT
cana-2252	87	21	and	and	CCONJ
cana-2252	87	22	public	public	ADJ
cana-2252	87	23	trust	trust	NOUN
cana-2252	87	24	.	.	PUNCT
cana-2252	88	1	ai	ai	VERB
cana-2252	88	2	may	may	AUX
cana-2252	88	3	also	also	ADV
cana-2252	88	4	help	help	VERB
cana-2252	88	5	prevent	prevent	VERB
cana-2252	88	6	healthcare	healthcare	PROPN
cana-2252	88	7	fraud	fraud	NOUN
cana-2252	88	8	,	,	PUNCT
cana-2252	88	9	making	make	VERB
cana-2252	88	10	the	the	DET
cana-2252	88	11	system	system	NOUN
cana-2252	88	12	more	more	ADV
cana-2252	88	13	effective	effective	ADJ
cana-2252	88	14	and	and	CCONJ
cana-2252	88	15	safe	safe	ADJ
cana-2252	88	16	.	.	PUNCT
cana-2252	89	1	communications	communication	NOUN
cana-2252	89	2	on	on	ADP
cana-2252	89	3	applied	apply	VERB
cana-2252	89	4	nonlinear	nonlinear	ADJ
cana-2252	89	5	analysis	analysis	NOUN
cana-2252	89	6	issn	issn	NOUN
cana-2252	89	7	:	:	PUNCT
cana-2252	89	8	1074	1074	NUM
cana-2252	89	9	-	-	PUNCT
cana-2252	89	10	133x	133x	NUM
cana-2252	89	11	vol	vol	NOUN
cana-2252	89	12	32	32	NUM
cana-2252	89	13	no	no	NOUN
cana-2252	89	14	.	.	PUNCT
cana-2252	90	1	2s	2s	NUM
cana-2252	90	2	(	(	PUNCT
cana-2252	90	3	2025	2025	NUM
cana-2252	90	4	)	)	PUNCT
cana-2252	90	5	79	79	NUM
cana-2252	90	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2252	90	7	3	3	X
cana-2252	90	8	.	.	X
cana-2252	90	9	system	system	NOUN
cana-2252	90	10	methodology	methodology	NOUN
cana-2252	90	11	3.1	3.1	NUM
cana-2252	90	12	.	.	PUNCT
cana-2252	90	13	overview	overview	NOUN
cana-2252	90	14	of	of	ADP
cana-2252	90	15	the	the	DET
cana-2252	90	16	proposed	propose	VERB
cana-2252	90	17	model	model	NOUN
cana-2252	90	18	a	a	DET
cana-2252	90	19	multi	multi	ADJ
cana-2252	90	20	-	-	ADJ
cana-2252	90	21	layered	layered	ADJ
cana-2252	90	22	verification	verification	NOUN
cana-2252	90	23	flow	flow	NOUN
cana-2252	90	24	structure	structure	NOUN
cana-2252	90	25	in	in	ADP
cana-2252	90	26	figure	figure	NOUN
cana-2252	90	27	1	1	NUM
cana-2252	90	28	is	be	AUX
cana-2252	90	29	a	a	DET
cana-2252	90	30	strategy	strategy	NOUN
cana-2252	90	31	that	that	PRON
cana-2252	90	32	utilizes	utilize	VERB
cana-2252	90	33	gans	gan	NOUN
cana-2252	90	34	,	,	PUNCT
cana-2252	90	35	cnns	cnn	NOUN
cana-2252	90	36	,	,	PUNCT
cana-2252	90	37	and	and	CCONJ
cana-2252	90	38	blockchain	blockchain	PROPN
cana-2252	90	39	technology	technology	PROPN
cana-2252	90	40	.	.	PUNCT
cana-2252	91	1	this	this	DET
cana-2252	91	2	framework	framework	NOUN
cana-2252	91	3	is	be	AUX
cana-2252	91	4	an	an	DET
cana-2252	91	5	all	all	ADV
cana-2252	91	6	-	-	PUNCT
cana-2252	91	7	encompassing	encompass	VERB
cana-2252	91	8	approach	approach	NOUN
cana-2252	91	9	to	to	ADP
cana-2252	91	10	verifying	verify	VERB
cana-2252	91	11	the	the	DET
cana-2252	91	12	validity	validity	NOUN
cana-2252	91	13	of	of	ADP
cana-2252	91	14	pharmaceutical	pharmaceutical	NOUN
cana-2252	91	15	products	product	NOUN
cana-2252	91	16	.	.	PUNCT
cana-2252	92	1	using	use	VERB
cana-2252	92	2	data	datum	NOUN
cana-2252	92	3	,	,	PUNCT
cana-2252	92	4	the	the	DET
cana-2252	92	5	gan	gan	ADJ
cana-2252	92	6	layer	layer	NOUN
cana-2252	92	7	analyzes	analyze	VERB
cana-2252	92	8	and	and	CCONJ
cana-2252	92	9	develops	develop	VERB
cana-2252	92	10	patterns	pattern	NOUN
cana-2252	92	11	,	,	PUNCT
cana-2252	92	12	the	the	DET
cana-2252	92	13	cnn	cnn	PROPN
cana-2252	92	14	layer	layer	NOUN
cana-2252	92	15	performs	perform	VERB
cana-2252	92	16	visual	visual	ADJ
cana-2252	92	17	verification	verification	NOUN
cana-2252	92	18	,	,	PUNCT
cana-2252	92	19	and	and	CCONJ
cana-2252	92	20	the	the	DET
cana-2252	92	21	blockchain	blockchain	PROPN
cana-2252	92	22	layer	layer	NOUN
cana-2252	92	23	monitors	monitor	VERB
cana-2252	92	24	the	the	DET
cana-2252	92	25	supply	supply	NOUN
cana-2252	92	26	chain	chain	NOUN
cana-2252	92	27	's	's	PART
cana-2252	92	28	integrity	integrity	NOUN
cana-2252	92	29	using	use	VERB
cana-2252	92	30	blockchain	blockchain	PROPN
cana-2252	92	31	technology	technology	PROPN
cana-2252	92	32	.	.	PUNCT
cana-2252	93	1	each	each	PRON
cana-2252	93	2	of	of	ADP
cana-2252	93	3	these	these	DET
cana-2252	93	4	three	three	NUM
cana-2252	93	5	layers	layer	NOUN
cana-2252	93	6	constitutes	constitute	VERB
cana-2252	93	7	the	the	DET
cana-2252	93	8	entirety	entirety	NOUN
cana-2252	93	9	of	of	ADP
cana-2252	93	10	the	the	DET
cana-2252	93	11	process	process	NOUN
cana-2252	93	12	.	.	PUNCT
cana-2252	94	1	the	the	DET
cana-2252	94	2	pharmaceutical	pharmaceutical	ADJ
cana-2252	94	3	goods	good	NOUN
cana-2252	94	4	are	be	AUX
cana-2252	94	5	documented	document	VERB
cana-2252	94	6	securely	securely	ADV
cana-2252	94	7	throughout	throughout	ADP
cana-2252	94	8	the	the	DET
cana-2252	94	9	supply	supply	NOUN
cana-2252	94	10	chain	chain	NOUN
cana-2252	94	11	,	,	PUNCT
cana-2252	94	12	and	and	CCONJ
cana-2252	94	13	the	the	DET
cana-2252	94	14	identification	identification	NOUN
cana-2252	94	15	of	of	ADP
cana-2252	94	16	medication	medication	NOUN
cana-2252	94	17	counterfeiting	counterfeiting	NOUN
cana-2252	94	18	is	be	AUX
cana-2252	94	19	accomplished	accomplish	VERB
cana-2252	94	20	with	with	ADP
cana-2252	94	21	a	a	DET
cana-2252	94	22	high	high	ADJ
cana-2252	94	23	degree	degree	NOUN
cana-2252	94	24	of	of	ADP
cana-2252	94	25	accuracy	accuracy	NOUN
cana-2252	94	26	through	through	ADP
cana-2252	94	27	an	an	DET
cana-2252	94	28	integrated	integrate	VERB
cana-2252	94	29	workflow	workflow	NOUN
cana-2252	94	30	.	.	PUNCT
cana-2252	95	1	gan	gan	PROPN
cana-2252	95	2	layer	layer	NOUN
cana-2252	95	3	uses	use	VERB
cana-2252	95	4	include	include	VERB
cana-2252	95	5	data	datum	NOUN
cana-2252	95	6	analysis	analysis	NOUN
cana-2252	95	7	and	and	CCONJ
cana-2252	95	8	pattern	pattern	NOUN
cana-2252	95	9	development	development	NOUN
cana-2252	95	10	.	.	PUNCT
cana-2252	96	1	adding	add	VERB
cana-2252	96	2	synthetic	synthetic	ADJ
cana-2252	96	3	counterfeit	counterfeit	ADJ
cana-2252	96	4	medicine	medicine	NOUN
cana-2252	96	5	patterns	pattern	NOUN
cana-2252	96	6	from	from	ADP
cana-2252	96	7	historical	historical	ADJ
cana-2252	96	8	data	datum	NOUN
cana-2252	96	9	to	to	ADP
cana-2252	96	10	the	the	DET
cana-2252	96	11	training	training	NOUN
cana-2252	96	12	dataset	dataset	NOUN
cana-2252	96	13	improves	improve	VERB
cana-2252	96	14	the	the	DET
cana-2252	96	15	artificial	artificial	ADJ
cana-2252	96	16	intelligence	intelligence	NOUN
cana-2252	96	17	predictive	predictive	PROPN
cana-2252	96	18	model	model	NOUN
cana-2252	96	19	's	's	PART
cana-2252	96	20	capacity	capacity	NOUN
cana-2252	96	21	to	to	PART
cana-2252	96	22	recognize	recognize	VERB
cana-2252	96	23	counterfeit	counterfeit	ADJ
cana-2252	96	24	packaging	packaging	NOUN
cana-2252	96	25	.	.	PUNCT
cana-2252	97	1	include	include	VERB
cana-2252	97	2	real	real	ADJ
cana-2252	97	3	and	and	CCONJ
cana-2252	97	4	fake	fake	ADJ
cana-2252	97	5	drug	drug	NOUN
cana-2252	97	6	photos	photo	NOUN
cana-2252	97	7	in	in	ADP
cana-2252	97	8	the	the	DET
cana-2252	97	9	gan	gan	PROPN
cana-2252	97	10	model	model	NOUN
cana-2252	97	11	.	.	PUNCT
cana-2252	98	1	include	include	VERB
cana-2252	98	2	all	all	DET
cana-2252	98	3	historical	historical	ADJ
cana-2252	98	4	data	datum	NOUN
cana-2252	98	5	.	.	PUNCT
cana-2252	99	1	gans	gan	NOUN
cana-2252	99	2	can	can	AUX
cana-2252	99	3	evaluate	evaluate	VERB
cana-2252	99	4	the	the	DET
cana-2252	99	5	dataset	dataset	NOUN
cana-2252	99	6	to	to	PART
cana-2252	99	7	generate	generate	VERB
cana-2252	99	8	new	new	ADJ
cana-2252	99	9	synthetic	synthetic	ADJ
cana-2252	99	10	counterfeit	counterfeit	ADJ
cana-2252	99	11	images	image	NOUN
cana-2252	99	12	replicating	replicate	VERB
cana-2252	99	13	packaging	packaging	NOUN
cana-2252	99	14	variations	variation	NOUN
cana-2252	99	15	.	.	PUNCT
cana-2252	100	1	in	in	ADP
cana-2252	100	2	a	a	DET
cana-2252	100	3	gan	gan	PROPN
cana-2252	100	4	design	design	NOUN
cana-2252	100	5	,	,	PUNCT
cana-2252	100	6	the	the	DET
cana-2252	100	7	generator	generator	NOUN
cana-2252	100	8	(	(	PUNCT
cana-2252	100	9	g	g	NOUN
cana-2252	100	10	)	)	PUNCT
cana-2252	100	11	learns	learn	VERB
cana-2252	100	12	to	to	PART
cana-2252	100	13	create	create	VERB
cana-2252	100	14	more	more	ADV
cana-2252	100	15	convincing	convincing	ADJ
cana-2252	100	16	counterfeit	counterfeit	ADJ
cana-2252	100	17	patterns	pattern	NOUN
cana-2252	100	18	,	,	PUNCT
cana-2252	100	19	while	while	SCONJ
cana-2252	100	20	the	the	DET
cana-2252	100	21	discriminator	discriminator	NOUN
cana-2252	100	22	(	(	PUNCT
cana-2252	100	23	d	d	NOUN
cana-2252	100	24	)	)	PUNCT
cana-2252	100	25	determines	determine	VERB
cana-2252	100	26	if	if	SCONJ
cana-2252	100	27	the	the	DET
cana-2252	100	28	picture	picture	NOUN
cana-2252	100	29	is	be	AUX
cana-2252	100	30	accurate	accurate	ADJ
cana-2252	100	31	.	.	PUNCT
cana-2252	101	1	this	this	DET
cana-2252	101	2	layer	layer	NOUN
cana-2252	101	3	trains	train	VERB
cana-2252	101	4	the	the	DET
cana-2252	101	5	cnn	cnn	PROPN
cana-2252	101	6	model	model	NOUN
cana-2252	101	7	with	with	ADP
cana-2252	101	8	the	the	DET
cana-2252	101	9	latest	late	ADJ
cana-2252	101	10	dataset.cnn	dataset.cnn	NOUN
cana-2252	101	11	layer	layer	NOUN
cana-2252	101	12	is	be	AUX
cana-2252	101	13	crucial	crucial	ADJ
cana-2252	101	14	to	to	ADP
cana-2252	101	15	fighting	fight	VERB
cana-2252	101	16	pharmaceutical	pharmaceutical	NOUN
cana-2252	101	17	counterfeiting	counterfeiting	NOUN
cana-2252	101	18	and	and	CCONJ
cana-2252	101	19	visually	visually	ADV
cana-2252	101	20	verifying	verify	VERB
cana-2252	101	21	drug	drug	NOUN
cana-2252	101	22	purity	purity	NOUN
cana-2252	101	23	.	.	PUNCT
cana-2252	102	1	use	use	VERB
cana-2252	102	2	convolutional	convolutional	ADJ
cana-2252	102	3	neural	neural	ADJ
cana-2252	102	4	networks	network	NOUN
cana-2252	102	5	to	to	PART
cana-2252	102	6	verify	verify	VERB
cana-2252	102	7	pharmaceutical	pharmaceutical	ADJ
cana-2252	102	8	packaging	packaging	NOUN
cana-2252	102	9	's	's	PART
cana-2252	102	10	appearance	appearance	NOUN
cana-2252	102	11	.	.	PUNCT
cana-2252	103	1	we	we	PRON
cana-2252	103	2	feed	feed	VERB
cana-2252	103	3	the	the	DET
cana-2252	103	4	cnn	cnn	PROPN
cana-2252	103	5	model	model	PROPN
cana-2252	103	6	medication	medication	PROPN
cana-2252	103	7	box	box	NOUN
cana-2252	103	8	photos	photo	NOUN
cana-2252	103	9	to	to	PART
cana-2252	103	10	train	train	VERB
cana-2252	103	11	it	it	PRON
cana-2252	103	12	.	.	PUNCT
cana-2252	104	1	convolutional	convolutional	ADJ
cana-2252	104	2	neural	neural	ADJ
cana-2252	104	3	networks	network	NOUN
cana-2252	104	4	(	(	PUNCT
cana-2252	104	5	cnns	cnns	PROPN
cana-2252	104	6	)	)	PUNCT
cana-2252	104	7	extract	extract	VERB
cana-2252	104	8	picture	picture	NOUN
cana-2252	104	9	characteristics	characteristic	NOUN
cana-2252	104	10	using	use	VERB
cana-2252	104	11	convolutional	convolutional	ADJ
cana-2252	104	12	and	and	CCONJ
cana-2252	104	13	pooling	pool	VERB
cana-2252	104	14	layers	layer	NOUN
cana-2252	104	15	.	.	PUNCT
cana-2252	105	1	physical	physical	ADJ
cana-2252	105	2	features	feature	NOUN
cana-2252	105	3	like	like	ADP
cana-2252	105	4	holographic	holographic	ADJ
cana-2252	105	5	seals	seal	NOUN
cana-2252	105	6	,	,	PUNCT
cana-2252	105	7	barcode	barcode	NOUN
cana-2252	105	8	patterns	pattern	NOUN
cana-2252	105	9	,	,	PUNCT
cana-2252	105	10	and	and	CCONJ
cana-2252	105	11	texture	texture	NOUN
cana-2252	105	12	can	can	AUX
cana-2252	105	13	distinguish	distinguish	VERB
cana-2252	105	14	genuine	genuine	ADJ
cana-2252	105	15	from	from	ADP
cana-2252	105	16	counterfeit	counterfeit	ADJ
cana-2252	105	17	medications	medication	NOUN
cana-2252	105	18	.	.	PUNCT
cana-2252	106	1	the	the	DET
cana-2252	106	2	final	final	ADJ
cana-2252	106	3	classification	classification	NOUN
cana-2252	106	4	by	by	ADP
cana-2252	106	5	fully	fully	ADV
cana-2252	106	6	linked	link	VERB
cana-2252	106	7	layers	layer	NOUN
cana-2252	106	8	yields	yield	VERB
cana-2252	106	9	a	a	DET
cana-2252	106	10	probability	probability	NOUN
cana-2252	106	11	score	score	NOUN
cana-2252	106	12	indicating	indicate	VERB
cana-2252	106	13	whether	whether	SCONJ
cana-2252	106	14	the	the	DET
cana-2252	106	15	medicine	medicine	NOUN
cana-2252	106	16	is	be	AUX
cana-2252	106	17	legitimate	legitimate	ADJ
cana-2252	106	18	or	or	CCONJ
cana-2252	106	19	counterfeit	counterfeit	ADJ
cana-2252	106	20	.	.	PUNCT
cana-2252	107	1	fig	fig	NOUN
cana-2252	107	2	.	.	PUNCT
cana-2252	108	1	1	1	NUM
cana-2252	108	2	:	:	PUNCT
cana-2252	108	3	flow	flow	NOUN
cana-2252	108	4	structure	structure	NOUN
cana-2252	108	5	of	of	ADP
cana-2252	108	6	the	the	DET
cana-2252	108	7	proposed	propose	VERB
cana-2252	108	8	model	model	NOUN
cana-2252	108	9	communications	communication	NOUN
cana-2252	108	10	on	on	ADP
cana-2252	108	11	applied	apply	VERB
cana-2252	108	12	nonlinear	nonlinear	ADJ
cana-2252	108	13	analysis	analysis	NOUN
cana-2252	108	14	issn	issn	NOUN
cana-2252	108	15	:	:	PUNCT
cana-2252	108	16	1074	1074	NUM
cana-2252	108	17	-	-	PUNCT
cana-2252	108	18	133x	133x	NUM
cana-2252	108	19	vol	vol	NOUN
cana-2252	108	20	32	32	NUM
cana-2252	108	21	no	no	NOUN
cana-2252	108	22	.	.	PUNCT
cana-2252	109	1	2s	2s	NUM
cana-2252	109	2	(	(	PUNCT
cana-2252	109	3	2025	2025	NUM
cana-2252	109	4	)	)	PUNCT
cana-2252	109	5	80	80	NUM
cana-2252	109	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2252	109	7	next	next	ADV
cana-2252	109	8	,	,	PUNCT
cana-2252	109	9	the	the	DET
cana-2252	109	10	blockchain	blockchain	PROPN
cana-2252	109	11	layer	layer	NOUN
cana-2252	109	12	will	will	AUX
cana-2252	109	13	develop	develop	VERB
cana-2252	109	14	supply	supply	NOUN
cana-2252	109	15	chain	chain	NOUN
cana-2252	109	16	integrity	integrity	NOUN
cana-2252	109	17	tracking	track	VERB
cana-2252	109	18	to	to	PART
cana-2252	109	19	make	make	VERB
cana-2252	109	20	the	the	DET
cana-2252	109	21	pharmaceutical	pharmaceutical	ADJ
cana-2252	109	22	supply	supply	NOUN
cana-2252	109	23	chain	chain	NOUN
cana-2252	109	24	visible	visible	ADJ
cana-2252	109	25	,	,	PUNCT
cana-2252	109	26	traceable	traceable	ADJ
cana-2252	109	27	,	,	PUNCT
cana-2252	109	28	and	and	CCONJ
cana-2252	109	29	safe	safe	ADJ
cana-2252	109	30	.	.	PUNCT
cana-2252	110	1	the	the	DET
cana-2252	110	2	blockchain	blockchain	PROPN
cana-2252	110	3	stores	store	VERB
cana-2252	110	4	each	each	DET
cana-2252	110	5	drug	drug	NOUN
cana-2252	110	6	batch	batch	NOUN
cana-2252	110	7	's	's	PART
cana-2252	110	8	origin	origin	NOUN
cana-2252	110	9	,	,	PUNCT
cana-2252	110	10	manufacturing	manufacturing	NOUN
cana-2252	110	11	date	date	NOUN
cana-2252	110	12	,	,	PUNCT
cana-2252	110	13	and	and	CCONJ
cana-2252	110	14	validity	validity	NOUN
cana-2252	110	15	status	status	NOUN
cana-2252	110	16	.	.	PUNCT
cana-2252	111	1	the	the	DET
cana-2252	111	2	blockchain	blockchain	PROPN
cana-2252	111	3	gives	give	VERB
cana-2252	111	4	each	each	DET
cana-2252	111	5	drug	drug	NOUN
cana-2252	111	6	batch	batch	NOUN
cana-2252	111	7	a	a	DET
cana-2252	111	8	unique	unique	ADJ
cana-2252	111	9	i	i	PRON
cana-2252	111	10	d.	d.	NOUN
cana-2252	111	11	we	we	PRON
cana-2252	111	12	track	track	VERB
cana-2252	111	13	the	the	DET
cana-2252	111	14	drug	drug	NOUN
cana-2252	111	15	's	's	PART
cana-2252	111	16	status	status	NOUN
cana-2252	111	17	and	and	CCONJ
cana-2252	111	18	location	location	NOUN
cana-2252	111	19	as	as	SCONJ
cana-2252	111	20	it	it	PRON
cana-2252	111	21	moves	move	VERB
cana-2252	111	22	through	through	ADP
cana-2252	111	23	the	the	DET
cana-2252	111	24	supply	supply	NOUN
cana-2252	111	25	chain	chain	NOUN
cana-2252	111	26	from	from	ADP
cana-2252	111	27	manufacturer	manufacturer	NOUN
cana-2252	111	28	to	to	ADP
cana-2252	111	29	distributor	distributor	NOUN
cana-2252	111	30	to	to	AUX
cana-2252	111	31	store	store	VERB
cana-2252	111	32	.	.	PUNCT
cana-2252	112	1	to	to	PART
cana-2252	112	2	prevent	prevent	VERB
cana-2252	112	3	manipulation	manipulation	NOUN
cana-2252	112	4	,	,	PUNCT
cana-2252	112	5	all	all	DET
cana-2252	112	6	transactions	transaction	NOUN
cana-2252	112	7	are	be	AUX
cana-2252	112	8	double	double	ADJ
cana-2252	112	9	-	-	PUNCT
cana-2252	112	10	verified	verify	VERB
cana-2252	112	11	using	use	VERB
cana-2252	112	12	cryptographic	cryptographic	ADJ
cana-2252	112	13	signatures	signature	NOUN
cana-2252	112	14	and	and	CCONJ
cana-2252	112	15	consensus	consensus	NOUN
cana-2252	112	16	processes	process	NOUN
cana-2252	112	17	.	.	PUNCT
cana-2252	113	1	distributed	distribute	VERB
cana-2252	113	2	ledger	ledger	NOUN
cana-2252	113	3	technology	technology	NOUN
cana-2252	113	4	allows	allow	VERB
cana-2252	113	5	regulatory	regulatory	ADJ
cana-2252	113	6	agencies	agency	NOUN
cana-2252	113	7	and	and	CCONJ
cana-2252	113	8	pharmacists	pharmacist	NOUN
cana-2252	113	9	to	to	PART
cana-2252	113	10	verify	verify	VERB
cana-2252	113	11	drug	drug	NOUN
cana-2252	113	12	validity	validity	NOUN
cana-2252	113	13	and	and	CCONJ
cana-2252	113	14	track	track	VERB
cana-2252	113	15	its	its	PRON
cana-2252	113	16	location	location	NOUN
cana-2252	113	17	in	in	ADP
cana-2252	113	18	real	real	ADJ
cana-2252	113	19	-	-	PUNCT
cana-2252	113	20	time	time	NOUN
cana-2252	113	21	.	.	PUNCT
cana-2252	114	1	this	this	DET
cana-2252	114	2	multi	multi	ADJ
cana-2252	114	3	-	-	ADJ
cana-2252	114	4	tiered	tiered	ADJ
cana-2252	114	5	system	system	NOUN
cana-2252	114	6	's	's	PART
cana-2252	114	7	thorough	thorough	ADJ
cana-2252	114	8	verification	verification	NOUN
cana-2252	114	9	and	and	CCONJ
cana-2252	114	10	traceability	traceability	NOUN
cana-2252	114	11	reduces	reduce	VERB
cana-2252	114	12	the	the	DET
cana-2252	114	13	likelihood	likelihood	NOUN
cana-2252	114	14	of	of	ADP
cana-2252	114	15	counterfeit	counterfeit	ADJ
cana-2252	114	16	medications	medication	NOUN
cana-2252	114	17	entering	enter	VERB
cana-2252	114	18	the	the	DET
cana-2252	114	19	supply	supply	NOUN
cana-2252	114	20	chain	chain	NOUN
cana-2252	114	21	.	.	PUNCT
cana-2252	115	1	3.2	3.2	NUM
cana-2252	115	2	.	.	PUNCT
cana-2252	116	1	gan	gan	PROPN
cana-2252	116	2	model	model	PROPN
cana-2252	116	3	the	the	DET
cana-2252	116	4	generator	generator	NOUN
cana-2252	116	5	(	(	PUNCT
cana-2252	116	6	g	g	NOUN
cana-2252	116	7	)	)	PUNCT
cana-2252	116	8	and	and	CCONJ
cana-2252	116	9	discriminator	discriminator	NOUN
cana-2252	116	10	(	(	PUNCT
cana-2252	116	11	d	d	NOUN
cana-2252	116	12	)	)	PUNCT
cana-2252	116	13	are	be	AUX
cana-2252	116	14	the	the	DET
cana-2252	116	15	generative	generative	ADJ
cana-2252	116	16	adversarial	adversarial	ADJ
cana-2252	116	17	network	network	NOUN
cana-2252	116	18	's	's	PART
cana-2252	116	19	main	main	ADJ
cana-2252	116	20	components	component	NOUN
cana-2252	116	21	.	.	PUNCT
cana-2252	117	1	minimax	minimax	NOUN
cana-2252	117	2	games	game	NOUN
cana-2252	117	3	involve	involve	VERB
cana-2252	117	4	these	these	DET
cana-2252	117	5	two	two	NUM
cana-2252	117	6	components	component	NOUN
cana-2252	117	7	.	.	PUNCT
cana-2252	118	1	in	in	ADP
cana-2252	118	2	this	this	DET
cana-2252	118	3	scenario	scenario	NOUN
cana-2252	118	4	,	,	PUNCT
cana-2252	118	5	the	the	DET
cana-2252	118	6	generator	generator	NOUN
cana-2252	118	7	creates	create	VERB
cana-2252	118	8	synthetic	synthetic	ADJ
cana-2252	118	9	data	datum	NOUN
cana-2252	118	10	samples	sample	NOUN
cana-2252	118	11	(	(	PUNCT
cana-2252	118	12	pictures	picture	NOUN
cana-2252	118	13	of	of	ADP
cana-2252	118	14	counterfeit	counterfeit	ADJ
cana-2252	118	15	drug	drug	NOUN
cana-2252	118	16	packaging	packaging	NOUN
cana-2252	118	17	)	)	PUNCT
cana-2252	118	18	that	that	PRON
cana-2252	118	19	seem	seem	VERB
cana-2252	118	20	like	like	ADP
cana-2252	118	21	actual	actual	ADJ
cana-2252	118	22	data	datum	NOUN
cana-2252	118	23	while	while	SCONJ
cana-2252	118	24	the	the	DET
cana-2252	118	25	discriminator	discriminator	NOUN
cana-2252	118	26	tries	try	VERB
cana-2252	118	27	to	to	PART
cana-2252	118	28	tell	tell	VERB
cana-2252	118	29	them	they	PRON
cana-2252	118	30	apart	apart	ADV
cana-2252	118	31	.	.	PUNCT
cana-2252	119	1	the	the	DET
cana-2252	119	2	suggested	suggest	VERB
cana-2252	119	3	pharmaceutical	pharmaceutical	NOUN
cana-2252	119	4	authenticity	authenticity	NOUN
cana-2252	119	5	model	model	NOUN
cana-2252	119	6	uses	use	VERB
cana-2252	119	7	a	a	DET
cana-2252	119	8	gan	gan	PROPN
cana-2252	119	9	.	.	PROPN
cana-2252	119	10	fig	fig	NOUN
cana-2252	119	11	.	.	PUNCT
cana-2252	120	1	2	2	NUM
cana-2252	120	2	:	:	PUNCT
cana-2252	120	3	gan	gan	PROPN
cana-2252	120	4	model	model	NOUN
cana-2252	120	5	this	this	DET
cana-2252	120	6	model	model	NOUN
cana-2252	120	7	uses	use	VERB
cana-2252	120	8	a	a	DET
cana-2252	120	9	dataset	dataset	NOUN
cana-2252	120	10	of	of	ADP
cana-2252	120	11	genuine	genuine	ADJ
cana-2252	120	12	and	and	CCONJ
cana-2252	120	13	counterfeit	counterfeit	ADJ
cana-2252	120	14	prescription	prescription	NOUN
cana-2252	120	15	packaging	packaging	NOUN
cana-2252	120	16	photos	photo	NOUN
cana-2252	120	17	and	and	CCONJ
cana-2252	120	18	their	their	PRON
cana-2252	120	19	associated	associated	ADJ
cana-2252	120	20	data	datum	NOUN
cana-2252	120	21	.	.	PUNCT
cana-2252	121	1	training	train	VERB
cana-2252	121	2	the	the	DET
cana-2252	121	3	gan	gan	NOUN
cana-2252	121	4	to	to	PART
cana-2252	121	5	create	create	VERB
cana-2252	121	6	synthetic	synthetic	ADJ
cana-2252	121	7	prescription	prescription	NOUN
cana-2252	121	8	drug	drug	NOUN
cana-2252	121	9	patterns	pattern	NOUN
cana-2252	121	10	that	that	PRON
cana-2252	121	11	match	match	VERB
cana-2252	121	12	realworld	realworld	PROPN
cana-2252	121	13	variances	variance	NOUN
cana-2252	121	14	requires	require	VERB
cana-2252	121	15	this	this	PRON
cana-2252	121	16	upgraded	upgrade	VERB
cana-2252	121	17	dataset	dataset	NOUN
cana-2252	121	18	.	.	PUNCT
cana-2252	122	1	the	the	DET
cana-2252	122	2	dataset	dataset	NOUN
cana-2252	122	3	should	should	AUX
cana-2252	122	4	contain	contain	VERB
cana-2252	122	5	legitimate	legitimate	ADJ
cana-2252	122	6	and	and	CCONJ
cana-2252	122	7	counterfeit	counterfeit	ADJ
cana-2252	122	8	drug	drug	NOUN
cana-2252	122	9	images	image	NOUN
cana-2252	122	10	in	in	ADP
cana-2252	122	11	various	various	ADJ
cana-2252	122	12	volumes	volume	NOUN
cana-2252	122	13	and	and	CCONJ
cana-2252	122	14	kinds	kind	NOUN
cana-2252	122	15	.	.	PUNCT
cana-2252	123	1	better	well	ADJ
cana-2252	123	2	comprehend	comprehend	VERB
cana-2252	123	3	feature	feature	NOUN
cana-2252	123	4	distribution	distribution	NOUN
cana-2252	123	5	in	in	ADP
cana-2252	123	6	genuine	genuine	ADJ
cana-2252	123	7	drug	drug	NOUN
cana-2252	123	8	packaging	packaging	NOUN
cana-2252	123	9	images	image	NOUN
cana-2252	123	10	by	by	ADP
cana-2252	123	11	training	train	VERB
cana-2252	123	12	the	the	DET
cana-2252	123	13	gan	gan	NOUN
cana-2252	123	14	with	with	ADP
cana-2252	123	15	this	this	DET
cana-2252	123	16	dataset	dataset	NOUN
cana-2252	123	17	.	.	PUNCT
cana-2252	124	1	also	also	ADV
cana-2252	124	2	,	,	PUNCT
cana-2252	124	3	create	create	VERB
cana-2252	124	4	synthetic	synthetic	ADJ
cana-2252	124	5	counterfeit	counterfeit	ADJ
cana-2252	124	6	authentic	authentic	ADJ
cana-2252	124	7	drug	drug	NOUN
cana-2252	124	8	packaging	packaging	NOUN
cana-2252	124	9	images	image	NOUN
cana-2252	124	10	that	that	PRON
cana-2252	124	11	seem	seem	VERB
cana-2252	124	12	like	like	ADP
cana-2252	124	13	real	real	ADJ
cana-2252	124	14	ones	one	NOUN
cana-2252	124	15	.	.	PUNCT
cana-2252	125	1	because	because	SCONJ
cana-2252	125	2	of	of	ADP
cana-2252	125	3	this	this	PRON
cana-2252	125	4	,	,	PUNCT
cana-2252	125	5	the	the	DET
cana-2252	125	6	algorithm	algorithm	NOUN
cana-2252	125	7	will	will	AUX
cana-2252	125	8	detect	detect	VERB
cana-2252	125	9	counterfeit	counterfeit	ADJ
cana-2252	125	10	drugs	drug	NOUN
cana-2252	125	11	better	well	ADV
cana-2252	125	12	.	.	PUNCT
cana-2252	126	1	the	the	DET
cana-2252	126	2	data	data	NOUN
cana-2252	126	3	production	production	NOUN
cana-2252	126	4	process	process	NOUN
cana-2252	126	5	relies	rely	VERB
cana-2252	126	6	on	on	ADP
cana-2252	126	7	the	the	DET
cana-2252	126	8	gan	gan	PROPN
cana-2252	126	9	,	,	PUNCT
cana-2252	126	10	famous	famous	ADJ
cana-2252	126	11	for	for	ADP
cana-2252	126	12	its	its	PRON
cana-2252	126	13	synthetic	synthetic	ADJ
cana-2252	126	14	data	datum	NOUN
cana-2252	126	15	synthesis	synthesis	NOUN
cana-2252	126	16	.	.	PUNCT
cana-2252	127	1	gans	gan	NOUN
cana-2252	127	2	may	may	AUX
cana-2252	127	3	train	train	VERB
cana-2252	127	4	two	two	NUM
cana-2252	127	5	networks	network	NOUN
cana-2252	127	6	concurrently	concurrently	ADV
cana-2252	127	7	.	.	PUNCT
cana-2252	128	1	the	the	DET
cana-2252	128	2	generator	generator	NOUN
cana-2252	128	3	network	network	NOUN
cana-2252	128	4	,	,	PUNCT
cana-2252	128	5	the	the	DET
cana-2252	128	6	initial	initial	ADJ
cana-2252	128	7	network	network	NOUN
cana-2252	128	8	,	,	PUNCT
cana-2252	128	9	creates	create	VERB
cana-2252	128	10	intimate	intimate	ADJ
cana-2252	128	11	pictures	picture	NOUN
cana-2252	128	12	by	by	ADP
cana-2252	128	13	evaluating	evaluate	VERB
cana-2252	128	14	data	datum	NOUN
cana-2252	128	15	distribution	distribution	NOUN
cana-2252	128	16	.	.	PUNCT
cana-2252	129	1	discriminator	discriminator	NOUN
cana-2252	129	2	networks	network	NOUN
cana-2252	129	3	detect	detect	VERB
cana-2252	129	4	if	if	SCONJ
cana-2252	129	5	input	input	NOUN
cana-2252	129	6	samples	sample	NOUN
cana-2252	129	7	are	be	AUX
cana-2252	129	8	authentic	authentic	ADJ
cana-2252	129	9	or	or	CCONJ
cana-2252	129	10	manufactured	manufacture	VERB
cana-2252	129	11	,	,	PUNCT
cana-2252	129	12	meaning	mean	VERB
cana-2252	129	13	they	they	PRON
cana-2252	129	14	came	come	VERB
cana-2252	129	15	from	from	ADP
cana-2252	129	16	the	the	DET
cana-2252	129	17	generator	generator	NOUN
cana-2252	129	18	or	or	CCONJ
cana-2252	129	19	elsewhere	elsewhere	ADV
cana-2252	129	20	.	.	PUNCT
cana-2252	130	1	the	the	DET
cana-2252	130	2	gan	gan	NOUN
cana-2252	130	3	-	-	PUNCT
cana-2252	130	4	based	base	VERB
cana-2252	130	5	technique	technique	NOUN
cana-2252	130	6	predicts	predict	VERB
cana-2252	130	7	data	datum	NOUN
cana-2252	130	8	distribution	distribution	NOUN
cana-2252	130	9	to	to	PART
cana-2252	130	10	discriminate	discriminate	VERB
cana-2252	130	11	seven	seven	NUM
cana-2252	130	12	target	target	NOUN
cana-2252	130	13	categories	category	NOUN
cana-2252	130	14	while	while	SCONJ
cana-2252	130	15	minimizing	minimize	VERB
cana-2252	130	16	class	class	NOUN
cana-2252	130	17	variance	variance	NOUN
cana-2252	130	18	.	.	PUNCT
cana-2252	131	1	gan	gan	PROPN
cana-2252	131	2	loss	loss	NOUN
cana-2252	131	3	functions	function	NOUN
cana-2252	131	4	,	,	PUNCT
cana-2252	131	5	or	or	CCONJ
cana-2252	131	6	min	min	NOUN
cana-2252	131	7	-	-	ADJ
cana-2252	131	8	max	max	PROPN
cana-2252	131	9	optimization	optimization	NOUN
cana-2252	131	10	functions	function	NOUN
cana-2252	131	11	,	,	PUNCT
cana-2252	131	12	are	be	AUX
cana-2252	131	13	mathematical	mathematical	ADJ
cana-2252	131	14	expressions	expression	NOUN
cana-2252	131	15	in	in	ADP
cana-2252	131	16	equation	equation	NOUN
cana-2252	131	17	1	1	NUM
cana-2252	131	18	representing	represent	VERB
cana-2252	131	19	gan	gan	NOUN
cana-2252	131	20	objectives	objective	NOUN
cana-2252	131	21	.	.	PUNCT
cana-2252	132	1	𝑚𝑖𝑛𝐺𝑚𝑎𝑥𝐷𝑣(𝐷	𝑚𝑖𝑛𝐺𝑚𝑎𝑥𝐷𝑣(𝐷	PROPN
cana-2252	132	2	,	,	PUNCT
cana-2252	132	3	𝐺	𝐺	NOUN
cana-2252	132	4	)	)	PUNCT
cana-2252	132	5	=	=	SYM
cana-2252	132	6	𝐸𝑥~𝑝𝑑𝑎𝑡𝑎(𝑥)[𝑙𝑜𝑔𝐷(𝑥	𝐸𝑥~𝑝𝑑𝑎𝑡𝑎(𝑥)[𝑙𝑜𝑔𝐷(𝑥	NUM
cana-2252	132	7	)	)	PUNCT
cana-2252	132	8	]	]	PUNCT
cana-2252	133	1	+	+	NUM
cana-2252	133	2	𝐸𝑧~𝑝𝑑𝑎𝑡𝑎(𝑧)[1−	𝐸𝑧~𝑝𝑑𝑎𝑡𝑎(𝑧)[1−	NOUN
cana-2252	133	3	𝑙𝑜𝑔𝐷(𝐺(𝑧))](1	𝑙𝑜𝑔𝐷(𝐺(𝑧))](1	PROPN
cana-2252	133	4	)	)	PUNCT
cana-2252	133	5	where	where	SCONJ
cana-2252	133	6	𝑣(𝐷	𝑣(𝐷	PROPN
cana-2252	133	7	,	,	PUNCT
cana-2252	133	8	𝐺)is	𝐺)is	ADJ
cana-2252	133	9	the	the	DET
cana-2252	133	10	value	value	NOUN
cana-2252	133	11	function	function	NOUN
cana-2252	133	12	defining	define	VERB
cana-2252	133	13	the	the	DET
cana-2252	133	14	objective	objective	NOUN
cana-2252	133	15	of	of	ADP
cana-2252	133	16	gan	gan	PROPN
cana-2252	133	17	,	,	PUNCT
cana-2252	133	18	𝐷(𝑥)is	𝐷(𝑥)is	VERB
cana-2252	133	19	the	the	DET
cana-2252	133	20	discriminators	discriminator	NOUN
cana-2252	133	21	output	output	NOUN
cana-2252	133	22	communications	communication	NOUN
cana-2252	133	23	on	on	ADP
cana-2252	133	24	applied	apply	VERB
cana-2252	133	25	nonlinear	nonlinear	ADJ
cana-2252	133	26	analysis	analysis	NOUN
cana-2252	133	27	issn	issn	NOUN
cana-2252	133	28	:	:	PUNCT
cana-2252	133	29	1074	1074	NUM
cana-2252	133	30	-	-	PUNCT
cana-2252	133	31	133x	133x	NUM
cana-2252	133	32	vol	vol	NOUN
cana-2252	133	33	32	32	NUM
cana-2252	133	34	no	no	NOUN
cana-2252	133	35	.	.	PUNCT
cana-2252	134	1	2s	2s	NUM
cana-2252	134	2	(	(	PUNCT
cana-2252	134	3	2025	2025	NUM
cana-2252	134	4	)	)	PUNCT
cana-2252	134	5	81	81	NUM
cana-2252	134	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-2252	134	7	probability	probability	NOUN
cana-2252	134	8	,	,	PUNCT
cana-2252	134	9	𝐺(𝑧)is	𝐺(𝑧)is	ADJ
cana-2252	134	10	the	the	DET
cana-2252	134	11	generator	generator	NOUN
cana-2252	134	12	output,𝐸𝑥~𝑝𝑑𝑎𝑡𝑎denotes	output,𝐸𝑥~𝑝𝑑𝑎𝑡𝑎denote	VERB
cana-2252	134	13	the	the	DET
cana-2252	134	14	real	real	ADJ
cana-2252	134	15	data	datum	NOUN
cana-2252	134	16	distribution	distribution	NOUN
cana-2252	134	17	and	and	CCONJ
cana-2252	134	18	𝐸𝑧~𝑝𝑑𝑎𝑡𝑎(𝑧)represents	𝐸𝑧~𝑝𝑑𝑎𝑡𝑎(𝑧)represent	NOUN
cana-2252	134	19	the	the	DET
cana-2252	134	20	latent	latent	NOUN
cana-2252	134	21	space	space	NOUN
cana-2252	134	22	distribution	distribution	NOUN
cana-2252	134	23	.	.	PUNCT
cana-2252	135	1	adversarial	adversarial	ADJ
cana-2252	135	2	training	training	NOUN
cana-2252	135	3	helps	help	VERB
cana-2252	135	4	the	the	DET
cana-2252	135	5	generatorgenerate	generatorgenerate	VERB
cana-2252	135	6	more	more	ADV
cana-2252	135	7	realistic	realistic	ADJ
cana-2252	135	8	data	datum	NOUN
cana-2252	135	9	,	,	PUNCT
cana-2252	135	10	and	and	CCONJ
cana-2252	135	11	the	the	DET
cana-2252	135	12	discriminator	discriminator	NOUN
cana-2252	135	13	distinguishes	distinguish	VERB
cana-2252	135	14	between	between	ADP
cana-2252	135	15	genuine	genuine	ADJ
cana-2252	135	16	and	and	CCONJ
cana-2252	135	17	synthetic	synthetic	ADJ
cana-2252	135	18	samples	sample	NOUN
cana-2252	135	19	until	until	SCONJ
cana-2252	135	20	both	both	DET
cana-2252	135	21	networks	network	NOUN
cana-2252	135	22	attain	attain	VERB
cana-2252	135	23	equilibrium	equilibrium	NOUN
cana-2252	135	24	.	.	PUNCT
cana-2252	136	1	the	the	DET
cana-2252	136	2	generator	generator	NOUN
cana-2252	136	3	creates	create	VERB
cana-2252	136	4	high	high	ADJ
cana-2252	136	5	-	-	PUNCT
cana-2252	136	6	quality	quality	NOUN
cana-2252	136	7	counterfeit	counterfeit	ADJ
cana-2252	136	8	patterns	pattern	NOUN
cana-2252	136	9	in	in	ADP
cana-2252	136	10	this	this	DET
cana-2252	136	11	gan	gan	ADJ
cana-2252	136	12	equation	equation	NOUN
cana-2252	136	13	,	,	PUNCT
cana-2252	136	14	and	and	CCONJ
cana-2252	136	15	the	the	DET
cana-2252	136	16	discriminator	discriminator	NOUN
cana-2252	136	17	improves	improve	VERB
cana-2252	136	18	categorization	categorization	NOUN
cana-2252	136	19	accuracy	accuracy	NOUN
cana-2252	136	20	.	.	PUNCT
cana-2252	137	1	3.3	3.3	NUM
cana-2252	137	2	.	.	PUNCT
cana-2252	138	1	cnn	cnn	PROPN
cana-2252	138	2	-	-	PUNCT
cana-2252	138	3	based	base	VERB
cana-2252	138	4	visual	visual	ADJ
cana-2252	138	5	feature	feature	NOUN
cana-2252	138	6	transaction	transaction	NOUN
cana-2252	138	7	after	after	ADP
cana-2252	138	8	the	the	DET
cana-2252	138	9	gan	gan	PROPN
cana-2252	138	10	's	's	PART
cana-2252	138	11	training	training	NOUN
cana-2252	138	12	,	,	PUNCT
cana-2252	138	13	a	a	DET
cana-2252	138	14	cnn	cnn	PROPN
cana-2252	138	15	classifier	classifier	NOUN
cana-2252	138	16	independent	independent	ADJ
cana-2252	138	17	of	of	ADP
cana-2252	138	18	the	the	DET
cana-2252	138	19	gan	gan	PROPN
cana-2252	138	20	can	can	AUX
cana-2252	138	21	accept	accept	VERB
cana-2252	138	22	generator	generator	NOUN
cana-2252	138	23	-	-	PUNCT
cana-2252	138	24	generated	generate	VERB
cana-2252	138	25	synthetic	synthetic	ADJ
cana-2252	138	26	images	image	NOUN
cana-2252	138	27	.	.	PUNCT
cana-2252	139	1	adding	add	VERB
cana-2252	139	2	variations	variation	NOUN
cana-2252	139	3	to	to	ADP
cana-2252	139	4	the	the	DET
cana-2252	139	5	training	training	NOUN
cana-2252	139	6	dataset	dataset	NOUN
cana-2252	139	7	improves	improve	VERB
cana-2252	139	8	the	the	DET
cana-2252	139	9	classifier	classifier	NOUN
cana-2252	139	10	and	and	CCONJ
cana-2252	139	11	classification	classification	NOUN
cana-2252	139	12	quality	quality	NOUN
cana-2252	139	13	.	.	PUNCT
cana-2252	140	1	cnns	cnns	PROPN
cana-2252	140	2	,	,	PUNCT
cana-2252	140	3	a	a	DET
cana-2252	140	4	deep	deep	ADJ
cana-2252	140	5	learning	learning	NOUN
cana-2252	140	6	architecture	architecture	NOUN
cana-2252	140	7	shown	show	VERB
cana-2252	140	8	in	in	ADP
cana-2252	140	9	figure	figure	NOUN
cana-2252	140	10	3	3	NUM
cana-2252	140	11	,	,	PUNCT
cana-2252	140	12	operate	operate	VERB
cana-2252	140	13	well	well	ADV
cana-2252	140	14	with	with	ADP
cana-2252	140	15	organized	organized	ADJ
cana-2252	140	16	grid	grid	NOUN
cana-2252	140	17	data	datum	NOUN
cana-2252	140	18	.	.	PUNCT
cana-2252	141	1	such	such	ADJ
cana-2252	141	2	data	datum	NOUN
cana-2252	141	3	includes	include	VERB
cana-2252	141	4	images	image	NOUN
cana-2252	141	5	.	.	PUNCT
cana-2252	142	1	figure3	figure3	NOUN
cana-2252	142	2	:	:	PUNCT
cana-2252	142	3	cnn	cnn	PROPN
cana-2252	142	4	flow	flow	NOUN
cana-2252	142	5	structure	structure	NOUN
cana-2252	142	6	based	base	VERB
cana-2252	142	7	visual	visual	ADJ
cana-2252	142	8	feature	feature	NOUN
cana-2252	142	9	transaction	transaction	NOUN
cana-2252	142	10	its	its	PRON
cana-2252	142	11	ability	ability	NOUN
cana-2252	142	12	to	to	PART
cana-2252	142	13	autonomously	autonomously	ADV
cana-2252	142	14	acquire	acquire	VERB
cana-2252	142	15	hierarchical	hierarchical	ADJ
cana-2252	142	16	feature	feature	NOUN
cana-2252	142	17	representations	representation	NOUN
cana-2252	142	18	from	from	ADP
cana-2252	142	19	input	input	NOUN
cana-2252	142	20	pictures	picture	NOUN
cana-2252	142	21	makes	make	VERB
cana-2252	142	22	it	it	PRON
cana-2252	142	23	useful	useful	ADJ
cana-2252	142	24	for	for	ADP
cana-2252	142	25	visual	visual	ADJ
cana-2252	142	26	feature	feature	NOUN
cana-2252	142	27	extraction	extraction	NOUN
cana-2252	142	28	.	.	PUNCT
cana-2252	143	1	classifying	classify	VERB
cana-2252	143	2	an	an	DET
cana-2252	143	3	input	input	NOUN
cana-2252	143	4	image	image	NOUN
cana-2252	143	5	starts	start	VERB
cana-2252	143	6	with	with	ADP
cana-2252	143	7	convolutional	convolutional	ADJ
cana-2252	143	8	,	,	PUNCT
cana-2252	143	9	activation	activation	NOUN
cana-2252	143	10	,	,	PUNCT
cana-2252	143	11	pooling	pooling	NOUN
cana-2252	143	12	,	,	PUNCT
cana-2252	143	13	and	and	CCONJ
cana-2252	143	14	fully	fully	ADV
cana-2252	143	15	connected	connected	ADJ
cana-2252	143	16	layers	layer	NOUN
cana-2252	143	17	.	.	PUNCT
cana-2252	144	1	a	a	DET
cana-2252	144	2	medicine	medicine	NOUN
cana-2252	144	3	container	container	NOUN
cana-2252	144	4	image	image	NOUN
cana-2252	144	5	is	be	AUX
cana-2252	144	6	one	one	NUM
cana-2252	144	7	example	example	NOUN
cana-2252	144	8	.	.	PUNCT
cana-2252	145	1	deeper	deep	ADJ
cana-2252	145	2	cnn	cnn	PROPN
cana-2252	145	3	layers	layer	NOUN
cana-2252	145	4	extract	extract	VERB
cana-2252	145	5	object	object	NOUN
cana-2252	145	6	-	-	PUNCT
cana-2252	145	7	specific	specific	ADJ
cana-2252	145	8	,	,	PUNCT
cana-2252	145	9	sophisticated	sophisticated	ADJ
cana-2252	145	10	,	,	PUNCT
cana-2252	145	11	and	and	CCONJ
cana-2252	145	12	abstract	abstract	ADJ
cana-2252	145	13	information	information	NOUN
cana-2252	145	14	,	,	PUNCT
cana-2252	145	15	while	while	SCONJ
cana-2252	145	16	lower	low	ADJ
cana-2252	145	17	-	-	PUNCT
cana-2252	145	18	level	level	NOUN
cana-2252	145	19	cnn	cnn	PROPN
cana-2252	145	20	layers	layer	NOUN
cana-2252	145	21	capture	capture	VERB
cana-2252	145	22	textures	texture	NOUN
cana-2252	145	23	,	,	PUNCT
cana-2252	145	24	patterns	pattern	NOUN
cana-2252	145	25	,	,	PUNCT
cana-2252	145	26	and	and	CCONJ
cana-2252	145	27	edges	edge	NOUN
cana-2252	145	28	.	.	PUNCT
cana-2252	146	1	such	such	ADJ
cana-2252	146	2	information	information	NOUN
cana-2252	146	3	includes	include	VERB
cana-2252	146	4	logos	logo	NOUN
cana-2252	146	5	,	,	PUNCT
cana-2252	146	6	barcode	barcode	NOUN
cana-2252	146	7	patterns	pattern	NOUN
cana-2252	146	8	,	,	PUNCT
cana-2252	146	9	and	and	CCONJ
cana-2252	146	10	packaging	packaging	NOUN
cana-2252	146	11	design	design	NOUN
cana-2252	146	12	.	.	PUNCT
cana-2252	147	1	visual	visual	ADJ
cana-2252	147	2	feature	feature	NOUN
cana-2252	147	3	extraction	extraction	NOUN
cana-2252	147	4	starts	start	VERB
cana-2252	147	5	with	with	ADP
cana-2252	147	6	the	the	DET
cana-2252	147	7	convolutional	convolutional	ADJ
cana-2252	147	8	layer	layer	NOUN
cana-2252	147	9	.	.	PUNCT
cana-2252	148	1	it	it	PRON
cana-2252	148	2	uses	use	VERB
cana-2252	148	3	a	a	DET
cana-2252	148	4	succession	succession	NOUN
cana-2252	148	5	of	of	ADP
cana-2252	148	6	learnable	learnable	ADJ
cana-2252	148	7	filters	filter	NOUN
cana-2252	148	8	or	or	CCONJ
cana-2252	148	9	kernels	kernel	NOUN
cana-2252	148	10	to	to	PART
cana-2252	148	11	traverse	traverse	VERB
cana-2252	148	12	across	across	ADP
cana-2252	148	13	the	the	DET
cana-2252	148	14	image	image	NOUN
cana-2252	148	15	and	and	CCONJ
cana-2252	148	16	multiply	multiply	ADV
cana-2252	148	17	and	and	CCONJ
cana-2252	148	18	add	add	VERB
cana-2252	148	19	elements	element	NOUN
cana-2252	148	20	based	base	VERB
cana-2252	148	21	on	on	ADP
cana-2252	148	22	their	their	PRON
cana-2252	148	23	values	value	NOUN
cana-2252	148	24	to	to	PART
cana-2252	148	25	produce	produce	VERB
cana-2252	148	26	feature	feature	NOUN
cana-2252	148	27	maps	map	NOUN
cana-2252	148	28	.	.	PUNCT
cana-2252	149	1	these	these	DET
cana-2252	149	2	feature	feature	NOUN
cana-2252	149	3	maps	map	NOUN
cana-2252	149	4	collect	collect	VERB
cana-2252	149	5	local	local	ADJ
cana-2252	149	6	visual	visual	ADJ
cana-2252	149	7	features	feature	NOUN
cana-2252	149	8	and	and	CCONJ
cana-2252	149	9	retain	retain	VERB
cana-2252	149	10	spatial	spatial	ADJ
cana-2252	149	11	relationships	relationship	NOUN
cana-2252	149	12	between	between	ADP
cana-2252	149	13	picture	picture	NOUN
cana-2252	149	14	components	component	NOUN
cana-2252	149	15	.	.	PUNCT
cana-2252	150	1	these	these	DET
cana-2252	150	2	features	feature	NOUN
cana-2252	150	3	may	may	AUX
cana-2252	150	4	include	include	VERB
cana-2252	150	5	holographic	holographic	ADJ
cana-2252	150	6	elements	element	NOUN
cana-2252	150	7	,	,	PUNCT
cana-2252	150	8	printing	print	VERB
cana-2252	150	9	quality	quality	NOUN
cana-2252	150	10	discrepancies	discrepancy	NOUN
cana-2252	150	11	,	,	PUNCT
cana-2252	150	12	or	or	CCONJ
cana-2252	150	13	slight	slight	ADJ
cana-2252	150	14	text	text	NOUN
cana-2252	150	15	spacing	space	VERB
cana-2252	150	16	differences	difference	NOUN
cana-2252	150	17	.	.	PUNCT
cana-2252	151	1	these	these	DET
cana-2252	151	2	attributes	attribute	NOUN
cana-2252	151	3	may	may	AUX
cana-2252	151	4	apply	apply	VERB
cana-2252	151	5	to	to	ADP
cana-2252	151	6	the	the	DET
cana-2252	151	7	pharmaceutical	pharmaceutical	ADJ
cana-2252	151	8	industry	industry	NOUN
cana-2252	151	9	.	.	PUNCT
cana-2252	152	1	this	this	PRON
cana-2252	152	2	helps	help	VERB
cana-2252	152	3	the	the	DET
cana-2252	152	4	network	network	NOUN
cana-2252	152	5	learn	learn	VERB
cana-2252	152	6	complicated	complicated	ADJ
cana-2252	152	7	patterns	pattern	NOUN
cana-2252	152	8	by	by	ADP
cana-2252	152	9	applying	apply	VERB
cana-2252	152	10	non	non	NOUN
cana-2252	152	11	-	-	NOUN
cana-2252	152	12	linearity	linearity	ADJ
cana-2252	152	13	to	to	ADP
cana-2252	152	14	the	the	DET
cana-2252	152	15	feature	feature	NOUN
cana-2252	152	16	maps	map	NOUN
cana-2252	152	17	created	create	VERB
cana-2252	152	18	by	by	ADP
cana-2252	152	19	a	a	DET
cana-2252	152	20	rectified	rectified	ADJ
cana-2252	152	21	linear	linear	NOUN
cana-2252	152	22	unit	unit	NOUN
cana-2252	152	23	(	(	PUNCT
cana-2252	152	24	relu	relu	NOUN
cana-2252	152	25	)	)	PUNCT
cana-2252	152	26	or	or	CCONJ
cana-2252	152	27	other	other	ADJ
cana-2252	152	28	non	non	ADJ
cana-2252	152	29	-	-	ADJ
cana-2252	152	30	linear	linear	ADJ
cana-2252	152	31	activation	activation	NOUN
cana-2252	152	32	function	function	NOUN
cana-2252	152	33	.	.	PUNCT
cana-2252	153	1	after	after	ADP
cana-2252	153	2	that	that	PRON
cana-2252	153	3	,	,	PUNCT
cana-2252	153	4	pooling	pool	VERB
cana-2252	153	5	layers	layer	NOUN
cana-2252	153	6	minimize	minimize	VERB
cana-2252	153	7	the	the	DET
cana-2252	153	8	spatial	spatial	ADJ
cana-2252	153	9	dimensions	dimension	NOUN
cana-2252	153	10	of	of	ADP
cana-2252	153	11	the	the	DET
cana-2252	153	12	feature	feature	NOUN
cana-2252	153	13	maps	map	NOUN
cana-2252	153	14	,	,	PUNCT
cana-2252	153	15	reducing	reduce	VERB
cana-2252	153	16	computing	computing	NOUN
cana-2252	153	17	effort	effort	NOUN
cana-2252	153	18	while	while	SCONJ
cana-2252	153	19	preserving	preserve	VERB
cana-2252	153	20	the	the	DET
cana-2252	153	21	most	most	ADV
cana-2252	153	22	noticeable	noticeable	ADJ
cana-2252	153	23	qualities	quality	NOUN
cana-2252	153	24	.	.	PUNCT
cana-2252	154	1	max	max	PROPN
cana-2252	154	2	pooling	pooling	PROPN
cana-2252	154	3	,	,	PUNCT
cana-2252	154	4	a	a	DET
cana-2252	154	5	popular	popular	ADJ
cana-2252	154	6	method	method	NOUN
cana-2252	154	7	,	,	PUNCT
cana-2252	154	8	selects	select	VERB
cana-2252	154	9	the	the	DET
cana-2252	154	10	highest	high	ADJ
cana-2252	154	11	value	value	NOUN
cana-2252	154	12	from	from	ADP
cana-2252	154	13	several	several	ADJ
cana-2252	154	14	pixels	pixel	NOUN
cana-2252	154	15	to	to	PART
cana-2252	154	16	protect	protect	VERB
cana-2252	154	17	the	the	DET
cana-2252	154	18	most	most	ADV
cana-2252	154	19	essential	essential	ADJ
cana-2252	154	20	properties	property	NOUN
cana-2252	154	21	.	.	PUNCT
cana-2252	155	1	the	the	DET
cana-2252	155	2	network	network	NOUN
cana-2252	155	3	uses	use	VERB
cana-2252	155	4	many	many	ADJ
cana-2252	155	5	convolutional	convolutional	ADJ
cana-2252	155	6	and	and	CCONJ
cana-2252	155	7	pooling	pool	VERB
cana-2252	155	8	layers	layer	NOUN
cana-2252	155	9	to	to	PART
cana-2252	155	10	construct	construct	VERB
cana-2252	155	11	an	an	DET
cana-2252	155	12	exhaustive	exhaustive	ADJ
cana-2252	155	13	feature	feature	NOUN
cana-2252	155	14	depiction	depiction	NOUN
cana-2252	155	15	communications	communication	NOUN
cana-2252	155	16	on	on	ADP
cana-2252	155	17	applied	apply	VERB
cana-2252	155	18	nonlinear	nonlinear	ADJ
cana-2252	155	19	analysis	analysis	NOUN
cana-2252	155	20	issn	issn	NOUN
cana-2252	155	21	:	:	PUNCT
cana-2252	155	22	1074	1074	NUM
cana-2252	155	23	-	-	PUNCT
cana-2252	155	24	133x	133x	NUM
cana-2252	155	25	vol	vol	NOUN
cana-2252	155	26	32	32	NUM
cana-2252	155	27	no	no	NOUN
cana-2252	155	28	.	.	PUNCT
cana-2252	156	1	2s	2s	NUM
cana-2252	156	2	(	(	PUNCT
cana-2252	156	3	2025	2025	NUM
cana-2252	156	4	)	)	PUNCT
cana-2252	156	5	82	82	NUM
cana-2252	156	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2252	156	7	of	of	ADP
cana-2252	156	8	the	the	DET
cana-2252	156	9	input	input	NOUN
cana-2252	156	10	image	image	NOUN
cana-2252	156	11	.	.	PUNCT
cana-2252	157	1	each	each	DET
cana-2252	157	2	layer	layer	NOUN
cana-2252	157	3	catches	catch	VERB
cana-2252	157	4	more	more	ADV
cana-2252	157	5	subtle	subtle	ADJ
cana-2252	157	6	patterns	pattern	NOUN
cana-2252	157	7	like	like	ADP
cana-2252	157	8	symbol	symbol	NOUN
cana-2252	157	9	and	and	CCONJ
cana-2252	157	10	word	word	NOUN
cana-2252	157	11	placement	placement	NOUN
cana-2252	157	12	,	,	PUNCT
cana-2252	157	13	finegrained	finegraine	VERB
cana-2252	157	14	texturing	texturing	NOUN
cana-2252	157	15	,	,	PUNCT
cana-2252	157	16	and	and	CCONJ
cana-2252	157	17	layout	layout	PROPN
cana-2252	157	18	modifications	modification	NOUN
cana-2252	157	19	.	.	PUNCT
cana-2252	158	1	it	it	PRON
cana-2252	158	2	is	be	AUX
cana-2252	158	3	crucial	crucial	ADJ
cana-2252	158	4	to	to	ADP
cana-2252	158	5	differentiating	differentiate	VERB
cana-2252	158	6	original	original	ADJ
cana-2252	158	7	from	from	ADP
cana-2252	158	8	counterfeit	counterfeit	ADJ
cana-2252	158	9	packaging	packaging	NOUN
cana-2252	158	10	.	.	PUNCT
cana-2252	159	1	they	they	PRON
cana-2252	159	2	transfer	transfer	VERB
cana-2252	159	3	flattened	flatten	VERB
cana-2252	159	4	,	,	PUNCT
cana-2252	159	5	deep	deep	ADJ
cana-2252	159	6	,	,	PUNCT
cana-2252	159	7	high	high	ADJ
cana-2252	159	8	-	-	PUNCT
cana-2252	159	9	level	level	NOUN
cana-2252	159	10	features	feature	NOUN
cana-2252	159	11	to	to	PART
cana-2252	159	12	fully	fully	ADV
cana-2252	159	13	connected	connect	VERB
cana-2252	159	14	(	(	PUNCT
cana-2252	159	15	fc	fc	INTJ
cana-2252	159	16	)	)	PUNCT
cana-2252	159	17	layers	layer	NOUN
cana-2252	159	18	.	.	PUNCT
cana-2252	160	1	like	like	ADP
cana-2252	160	2	standard	standard	ADJ
cana-2252	160	3	neural	neural	ADJ
cana-2252	160	4	network	network	NOUN
cana-2252	160	5	layers	layer	NOUN
cana-2252	160	6	,	,	PUNCT
cana-2252	160	7	fc	fc	PROPN
cana-2252	160	8	layers	layer	NOUN
cana-2252	160	9	use	use	VERB
cana-2252	160	10	all	all	DET
cana-2252	160	11	retrieved	retrieve	VERB
cana-2252	160	12	features	feature	NOUN
cana-2252	160	13	to	to	PART
cana-2252	160	14	classify	classify	VERB
cana-2252	160	15	.	.	PUNCT
cana-2252	161	1	in	in	ADP
cana-2252	161	2	multi	multi	ADJ
cana-2252	161	3	-	-	ADJ
cana-2252	161	4	class	class	ADJ
cana-2252	161	5	classification	classification	NOUN
cana-2252	161	6	,	,	PUNCT
cana-2252	161	7	the	the	DET
cana-2252	161	8	output	output	NOUN
cana-2252	161	9	layer	layer	NOUN
cana-2252	161	10	uses	use	VERB
cana-2252	161	11	the	the	DET
cana-2252	161	12	softmax	softmax	NOUN
cana-2252	161	13	activation	activation	NOUN
cana-2252	161	14	function	function	VERB
cana-2252	161	15	to	to	PART
cana-2252	161	16	create	create	VERB
cana-2252	161	17	probability	probability	NOUN
cana-2252	161	18	ratings	rating	NOUN
cana-2252	161	19	for	for	ADP
cana-2252	161	20	each	each	DET
cana-2252	161	21	class	class	NOUN
cana-2252	161	22	(	(	PUNCT
cana-2252	161	23	e.g.	e.g.	ADV
cana-2252	161	24	,	,	PUNCT
cana-2252	161	25	authentic	authentic	ADJ
cana-2252	161	26	vs.	vs.	ADP
cana-2252	161	27	counterfeit	counterfeit	NOUN
cana-2252	161	28	)	)	PUNCT
cana-2252	161	29	.	.	PUNCT
cana-2252	162	1	due	due	ADP
cana-2252	162	2	to	to	ADP
cana-2252	162	3	its	its	PRON
cana-2252	162	4	ability	ability	NOUN
cana-2252	162	5	to	to	PART
cana-2252	162	6	learn	learn	VERB
cana-2252	162	7	visual	visual	ADJ
cana-2252	162	8	features	feature	NOUN
cana-2252	162	9	without	without	ADP
cana-2252	162	10	manual	manual	ADJ
cana-2252	162	11	feature	feature	NOUN
cana-2252	162	12	engineering	engineering	NOUN
cana-2252	162	13	,	,	PUNCT
cana-2252	162	14	cnn	cnn	PROPN
cana-2252	162	15	has	have	AUX
cana-2252	162	16	performed	perform	VERB
cana-2252	162	17	well	well	ADV
cana-2252	162	18	in	in	ADP
cana-2252	162	19	complex	complex	ADJ
cana-2252	162	20	tasks	task	NOUN
cana-2252	162	21	like	like	ADP
cana-2252	162	22	verifying	verify	VERB
cana-2252	162	23	pharmaceutical	pharmaceutical	ADJ
cana-2252	162	24	authenticity	authenticity	NOUN
cana-2252	162	25	,	,	PUNCT
cana-2252	162	26	where	where	SCONJ
cana-2252	162	27	even	even	ADV
cana-2252	162	28	minor	minor	ADJ
cana-2252	162	29	packaging	packaging	NOUN
cana-2252	162	30	variations	variation	NOUN
cana-2252	162	31	can	can	AUX
cana-2252	162	32	indicate	indicate	VERB
cana-2252	162	33	counterfeit	counterfeit	NOUN
cana-2252	162	34	.	.	PUNCT
cana-2252	163	1	cnn	cnn	PROPN
cana-2252	163	2	hierarchies	hierarchy	NOUN
cana-2252	163	3	enable	enable	VERB
cana-2252	163	4	good	good	ADJ
cana-2252	163	5	classification	classification	NOUN
cana-2252	163	6	accuracy	accuracy	NOUN
cana-2252	163	7	and	and	CCONJ
cana-2252	163	8	withstand	withstand	VERB
cana-2252	163	9	minor	minor	ADJ
cana-2252	163	10	visual	visual	ADJ
cana-2252	163	11	distortions	distortion	NOUN
cana-2252	163	12	,	,	PUNCT
cana-2252	163	13	light	light	NOUN
cana-2252	163	14	and	and	CCONJ
cana-2252	163	15	perspective	perspective	ADJ
cana-2252	163	16	changes	change	NOUN
cana-2252	163	17	.	.	PUNCT
cana-2252	164	1	using	use	VERB
cana-2252	164	2	back	back	ADP
cana-2252	164	3	propagation	propagation	NOUN
cana-2252	164	4	,	,	PUNCT
cana-2252	164	5	the	the	DET
cana-2252	164	6	network	network	NOUN
cana-2252	164	7	optimizes	optimize	VERB
cana-2252	164	8	training	training	NOUN
cana-2252	164	9	by	by	ADP
cana-2252	164	10	changing	change	VERB
cana-2252	164	11	filter	filter	NOUN
cana-2252	164	12	weights	weight	NOUN
cana-2252	164	13	to	to	PART
cana-2252	164	14	minimize	minimize	VERB
cana-2252	164	15	loss	loss	NOUN
cana-2252	164	16	between	between	ADP
cana-2252	164	17	anticipated	anticipate	VERB
cana-2252	164	18	and	and	CCONJ
cana-2252	164	19	actual	actual	ADJ
cana-2252	164	20	class	class	NOUN
cana-2252	164	21	labels	label	NOUN
cana-2252	164	22	.	.	PUNCT
cana-2252	165	1	it	it	PRON
cana-2252	165	2	optimizes	optimize	VERB
cana-2252	165	3	network	network	NOUN
cana-2252	165	4	performance	performance	NOUN
cana-2252	165	5	.	.	PUNCT
cana-2252	166	1	visual	visual	ADJ
cana-2252	166	2	feature	feature	NOUN
cana-2252	166	3	extraction	extraction	NOUN
cana-2252	166	4	of	of	ADP
cana-2252	166	5	the	the	DET
cana-2252	166	6	cnn	cnn	PROPN
cana-2252	166	7	is	be	AUX
cana-2252	166	8	vital	vital	ADJ
cana-2252	166	9	for	for	ADP
cana-2252	166	10	detecting	detect	VERB
cana-2252	166	11	genuine	genuine	ADJ
cana-2252	166	12	and	and	CCONJ
cana-2252	166	13	counterfeit	counterfeit	ADJ
cana-2252	166	14	medications	medication	NOUN
cana-2252	166	15	among	among	ADP
cana-2252	166	16	the	the	DET
cana-2252	166	17	many	many	ADJ
cana-2252	166	18	layers	layer	NOUN
cana-2252	166	19	of	of	ADP
cana-2252	166	20	the	the	DET
cana-2252	166	21	suggested	suggest	VERB
cana-2252	166	22	structure	structure	NOUN
cana-2252	166	23	.	.	PUNCT
cana-2252	167	1	the	the	DET
cana-2252	167	2	next	next	ADJ
cana-2252	167	3	layer	layer	NOUN
cana-2252	167	4	of	of	ADP
cana-2252	167	5	the	the	DET
cana-2252	167	6	blockchain	blockchain	PROPN
cana-2252	167	7	uses	use	VERB
cana-2252	167	8	these	these	DET
cana-2252	167	9	classification	classification	NOUN
cana-2252	167	10	finds	find	VERB
cana-2252	167	11	to	to	PART
cana-2252	167	12	track	track	VERB
cana-2252	167	13	records	record	NOUN
cana-2252	167	14	and	and	CCONJ
cana-2252	167	15	ensure	ensure	VERB
cana-2252	167	16	supply	supply	NOUN
cana-2252	167	17	chain	chain	NOUN
cana-2252	167	18	integrity	integrity	NOUN
cana-2252	167	19	.	.	PUNCT
cana-2252	168	1	thus	thus	ADV
cana-2252	168	2	,	,	PUNCT
cana-2252	168	3	when	when	SCONJ
cana-2252	168	4	used	use	VERB
cana-2252	168	5	in	in	ADP
cana-2252	168	6	real	real	ADJ
cana-2252	168	7	scenarios	scenario	NOUN
cana-2252	168	8	,	,	PUNCT
cana-2252	168	9	the	the	DET
cana-2252	168	10	system	system	NOUN
cana-2252	168	11	reliably	reliably	ADV
cana-2252	168	12	detects	detect	NOUN
cana-2252	168	13	and	and	CCONJ
cana-2252	168	14	alerts	alert	VERB
cana-2252	168	15	individuals	individual	NOUN
cana-2252	168	16	to	to	PART
cana-2252	168	17	fake	fake	VERB
cana-2252	168	18	medications	medication	NOUN
cana-2252	168	19	.	.	PUNCT
cana-2252	169	1	3.4	3.4	NUM
cana-2252	169	2	.	.	PUNCT
cana-2252	170	1	blockchain	blockchain	NOUN
cana-2252	170	2	-	-	PUNCT
cana-2252	170	3	based	base	VERB
cana-2252	170	4	record	record	NOUN
cana-2252	170	5	tracking	tracking	NOUN
cana-2252	170	6	&	&	CCONJ
cana-2252	170	7	storage	storage	NOUN
cana-2252	170	8	after	after	SCONJ
cana-2252	170	9	the	the	DET
cana-2252	170	10	cnn	cnn	PROPN
cana-2252	170	11	finishes	finish	VERB
cana-2252	170	12	visual	visual	ADJ
cana-2252	170	13	feature	feature	NOUN
cana-2252	170	14	extraction	extraction	NOUN
cana-2252	170	15	and	and	CCONJ
cana-2252	170	16	classification	classification	NOUN
cana-2252	170	17	,	,	PUNCT
cana-2252	170	18	the	the	DET
cana-2252	170	19	suggested	suggest	VERB
cana-2252	170	20	method	method	NOUN
cana-2252	170	21	uses	use	VERB
cana-2252	170	22	blockchain	blockchain	PROPN
cana-2252	170	23	technology	technology	PROPN
cana-2252	170	24	to	to	PART
cana-2252	170	25	store	store	VERB
cana-2252	170	26	and	and	CCONJ
cana-2252	170	27	track	track	VERB
cana-2252	170	28	the	the	DET
cana-2252	170	29	results	result	NOUN
cana-2252	170	30	safely	safely	ADV
cana-2252	170	31	.	.	PUNCT
cana-2252	171	1	the	the	DET
cana-2252	171	2	decentralized	decentralize	VERB
cana-2252	171	3	blockchain	blockchain	PROPN
cana-2252	171	4	ledger	ledger	NOUN
cana-2252	171	5	stores	store	NOUN
cana-2252	171	6	every	every	DET
cana-2252	171	7	classified	classified	ADJ
cana-2252	171	8	image	image	NOUN
cana-2252	171	9	and	and	CCONJ
cana-2252	171	10	associated	associated	ADJ
cana-2252	171	11	metadata	metadata	NOUN
cana-2252	171	12	,	,	PUNCT
cana-2252	171	13	including	include	VERB
cana-2252	171	14	packing	pack	VERB
cana-2252	171	15	details	detail	NOUN
cana-2252	171	16	,	,	PUNCT
cana-2252	171	17	timestamps	timestamp	NOUN
cana-2252	171	18	,	,	PUNCT
cana-2252	171	19	and	and	CCONJ
cana-2252	171	20	unique	unique	ADJ
cana-2252	171	21	ids	id	NOUN
cana-2252	171	22	,	,	PUNCT
cana-2252	171	23	and	and	CCONJ
cana-2252	171	24	verifies	verifie	NOUN
cana-2252	171	25	or	or	CCONJ
cana-2252	171	26	flags	flag	NOUN
cana-2252	171	27	it	it	PRON
cana-2252	171	28	as	as	ADP
cana-2252	171	29	counterfeit	counterfeit	ADJ
cana-2252	171	30	.	.	PUNCT
cana-2252	172	1	this	this	DET
cana-2252	172	2	interface	interface	NOUN
cana-2252	172	3	provides	provide	VERB
cana-2252	172	4	a	a	DET
cana-2252	172	5	safe	safe	ADJ
cana-2252	172	6	and	and	CCONJ
cana-2252	172	7	transparent	transparent	ADJ
cana-2252	172	8	audit	audit	NOUN
cana-2252	172	9	trail	trail	NOUN
cana-2252	172	10	for	for	ADP
cana-2252	172	11	pharmaceutical	pharmaceutical	NOUN
cana-2252	172	12	verification	verification	NOUN
cana-2252	172	13	,	,	PUNCT
cana-2252	172	14	ensuring	ensure	VERB
cana-2252	172	15	that	that	SCONJ
cana-2252	172	16	every	every	DET
cana-2252	172	17	classification	classification	NOUN
cana-2252	172	18	result	result	NOUN
cana-2252	172	19	is	be	AUX
cana-2252	172	20	unchangeable	unchangeable	ADJ
cana-2252	172	21	and	and	CCONJ
cana-2252	172	22	challenging	challenging	ADJ
cana-2252	172	23	to	to	PART
cana-2252	172	24	alter	alter	VERB
cana-2252	172	25	.	.	PUNCT
cana-2252	173	1	blockchain	blockchain	PROPN
cana-2252	173	2	,	,	PUNCT
cana-2252	173	3	or	or	CCONJ
cana-2252	173	4	distributed	distribute	VERB
cana-2252	173	5	ledger	ledger	NOUN
cana-2252	173	6	technology	technology	NOUN
cana-2252	173	7	,	,	PUNCT
cana-2252	173	8	makes	make	VERB
cana-2252	173	9	the	the	DET
cana-2252	173	10	system	system	NOUN
cana-2252	173	11	immune	immune	ADJ
cana-2252	173	12	to	to	PART
cana-2252	173	13	fraud	fraud	NOUN
cana-2252	173	14	and	and	CCONJ
cana-2252	173	15	data	datum	NOUN
cana-2252	173	16	manipulation	manipulation	NOUN
cana-2252	173	17	because	because	SCONJ
cana-2252	173	18	it	it	PRON
cana-2252	173	19	allows	allow	VERB
cana-2252	173	20	pharmacies	pharmacy	NOUN
cana-2252	173	21	,	,	PUNCT
cana-2252	173	22	regulators	regulator	NOUN
cana-2252	173	23	,	,	PUNCT
cana-2252	173	24	producers	producer	NOUN
cana-2252	173	25	,	,	PUNCT
cana-2252	173	26	and	and	CCONJ
cana-2252	173	27	distributors	distributor	NOUN
cana-2252	173	28	to	to	PART
cana-2252	173	29	access	access	VERB
cana-2252	173	30	and	and	CCONJ
cana-2252	173	31	authenticate	authenticate	NOUN
cana-2252	173	32	data	datum	NOUN
cana-2252	173	33	independently	independently	ADV
cana-2252	173	34	of	of	ADP
cana-2252	173	35	a	a	DET
cana-2252	173	36	centralized	centralized	ADJ
cana-2252	173	37	authority	authority	NOUN
cana-2252	173	38	.	.	PUNCT
cana-2252	174	1	each	each	DET
cana-2252	174	2	certified	certify	VERB
cana-2252	174	3	image	image	NOUN
cana-2252	174	4	has	have	VERB
cana-2252	174	5	a	a	DET
cana-2252	174	6	unique	unique	ADJ
cana-2252	174	7	cryptographic	cryptographic	ADJ
cana-2252	174	8	hash	hash	NOUN
cana-2252	174	9	,	,	PUNCT
cana-2252	174	10	which	which	PRON
cana-2252	174	11	allows	allow	VERB
cana-2252	174	12	the	the	DET
cana-2252	174	13	blockchain	blockchain	PROPN
cana-2252	174	14	ledger	ledger	NOUN
cana-2252	174	15	to	to	PART
cana-2252	174	16	maintain	maintain	VERB
cana-2252	174	17	data	data	NOUN
cana-2252	174	18	integrity	integrity	NOUN
cana-2252	174	19	and	and	CCONJ
cana-2252	174	20	record	record	NOUN
cana-2252	174	21	all	all	DET
cana-2252	174	22	classification	classification	NOUN
cana-2252	174	23	findings	finding	NOUN
cana-2252	174	24	.	.	PUNCT
cana-2252	175	1	after	after	ADP
cana-2252	175	2	scanning	scan	VERB
cana-2252	175	3	an	an	DET
cana-2252	175	4	image	image	NOUN
cana-2252	175	5	,	,	PUNCT
cana-2252	175	6	cnns	cnn	NOUN
cana-2252	175	7	add	add	VERB
cana-2252	175	8	a	a	DET
cana-2252	175	9	new	new	ADJ
cana-2252	175	10	block	block	NOUN
cana-2252	175	11	to	to	ADP
cana-2252	175	12	the	the	DET
cana-2252	175	13	blockchain	blockchain	NOUN
cana-2252	175	14	with	with	ADP
cana-2252	175	15	their	their	PRON
cana-2252	175	16	categorization	categorization	NOUN
cana-2252	175	17	results	result	NOUN
cana-2252	175	18	and	and	CCONJ
cana-2252	175	19	specified	specify	VERB
cana-2252	175	20	properties	property	NOUN
cana-2252	175	21	.	.	PUNCT
cana-2252	176	1	digital	digital	ADJ
cana-2252	176	2	signatures	signature	NOUN
cana-2252	176	3	and	and	CCONJ
cana-2252	176	4	role	role	NOUN
cana-2252	176	5	-	-	PUNCT
cana-2252	176	6	based	base	VERB
cana-2252	176	7	access	access	NOUN
cana-2252	176	8	restrictions	restriction	NOUN
cana-2252	176	9	can	can	AUX
cana-2252	176	10	also	also	ADV
cana-2252	176	11	prevent	prevent	VERB
cana-2252	176	12	unauthorized	unauthorized	ADJ
cana-2252	176	13	access	access	NOUN
cana-2252	176	14	and	and	CCONJ
cana-2252	176	15	changes	change	NOUN
cana-2252	176	16	to	to	ADP
cana-2252	176	17	sensitive	sensitive	ADJ
cana-2252	176	18	data	datum	NOUN
cana-2252	176	19	.	.	PUNCT
cana-2252	177	1	in	in	ADP
cana-2252	177	2	addition	addition	NOUN
cana-2252	177	3	to	to	ADP
cana-2252	177	4	authenticity	authenticity	NOUN
cana-2252	177	5	certification	certification	NOUN
cana-2252	177	6	,	,	PUNCT
cana-2252	177	7	this	this	DET
cana-2252	177	8	comprehensive	comprehensive	ADJ
cana-2252	177	9	monitoring	monitoring	NOUN
cana-2252	177	10	and	and	CCONJ
cana-2252	177	11	storage	storage	NOUN
cana-2252	177	12	method	method	NOUN
cana-2252	177	13	allows	allow	VERB
cana-2252	177	14	real	real	ADJ
cana-2252	177	15	-	-	PUNCT
cana-2252	177	16	time	time	NOUN
cana-2252	177	17	data	datum	NOUN
cana-2252	177	18	sharing	sharing	NOUN
cana-2252	177	19	and	and	CCONJ
cana-2252	177	20	provenance	provenance	NOUN
cana-2252	177	21	tracking	tracking	NOUN
cana-2252	177	22	throughout	throughout	ADP
cana-2252	177	23	the	the	DET
cana-2252	177	24	pharmaceutical	pharmaceutical	ADJ
cana-2252	177	25	supply	supply	NOUN
cana-2252	177	26	chain	chain	NOUN
cana-2252	177	27	.	.	PUNCT
cana-2252	178	1	improves	improve	VERB
cana-2252	178	2	traceability	traceability	NOUN
cana-2252	178	3	and	and	CCONJ
cana-2252	178	4	ensures	ensure	VERB
cana-2252	178	5	visibility	visibility	NOUN
cana-2252	178	6	throughout	throughout	ADP
cana-2252	178	7	.	.	PUNCT
cana-2252	179	1	it	it	PRON
cana-2252	179	2	's	be	AUX
cana-2252	179	3	possible	possible	ADJ
cana-2252	179	4	to	to	PART
cana-2252	179	5	quickly	quickly	ADV
cana-2252	179	6	detect	detect	VERB
cana-2252	179	7	and	and	CCONJ
cana-2252	179	8	flag	flag	VERB
cana-2252	179	9	counterfeit	counterfeit	ADJ
cana-2252	179	10	attempts	attempt	NOUN
cana-2252	179	11	in	in	ADP
cana-2252	179	12	the	the	DET
cana-2252	179	13	supply	supply	NOUN
cana-2252	179	14	chain	chain	NOUN
cana-2252	179	15	,	,	PUNCT
cana-2252	179	16	protecting	protect	VERB
cana-2252	179	17	producers	producer	NOUN
cana-2252	179	18	and	and	CCONJ
cana-2252	179	19	customers.the	customers.the	DET
cana-2252	179	20	suggested	suggest	VERB
cana-2252	179	21	system	system	NOUN
cana-2252	179	22	includes	include	VERB
cana-2252	179	23	a	a	DET
cana-2252	179	24	secure	secure	ADJ
cana-2252	179	25	interface	interface	NOUN
cana-2252	179	26	for	for	ADP
cana-2252	179	27	manufacturers	manufacturer	NOUN
cana-2252	179	28	,	,	PUNCT
cana-2252	179	29	distributors	distributor	NOUN
cana-2252	179	30	,	,	PUNCT
cana-2252	179	31	and	and	CCONJ
cana-2252	179	32	regulatory	regulatory	ADJ
cana-2252	179	33	authorities	authority	NOUN
cana-2252	179	34	to	to	PART
cana-2252	179	35	access	access	VERB
cana-2252	179	36	,	,	PUNCT
cana-2252	179	37	review	review	NOUN
cana-2252	179	38	,	,	PUNCT
cana-2252	179	39	and	and	CCONJ
cana-2252	179	40	analyze	analyze	VERB
cana-2252	179	41	blockchain	blockchain	NOUN
cana-2252	179	42	categorization	categorization	NOUN
cana-2252	179	43	results	result	NOUN
cana-2252	179	44	.	.	PUNCT
cana-2252	180	1	this	this	DET
cana-2252	180	2	interface	interface	NOUN
cana-2252	180	3	handles	handle	VERB
cana-2252	180	4	user	user	NOUN
cana-2252	180	5	access	access	NOUN
cana-2252	180	6	and	and	CCONJ
cana-2252	180	7	authenticity	authenticity	NOUN
cana-2252	180	8	reports	report	NOUN
cana-2252	180	9	.	.	PUNCT
cana-2252	181	1	role	role	NOUN
cana-2252	181	2	-	-	PUNCT
cana-2252	181	3	based	base	VERB
cana-2252	181	4	permissions	permission	NOUN
cana-2252	181	5	restrict	restrict	VERB
cana-2252	181	6	user	user	NOUN
cana-2252	181	7	access	access	NOUN
cana-2252	181	8	to	to	ADP
cana-2252	181	9	data	datum	NOUN
cana-2252	181	10	fields	field	NOUN
cana-2252	181	11	and	and	CCONJ
cana-2252	181	12	functionalities	functionality	NOUN
cana-2252	181	13	in	in	ADP
cana-2252	181	14	our	our	PRON
cana-2252	181	15	system	system	NOUN
cana-2252	181	16	.	.	PUNCT
cana-2252	182	1	this	this	PRON
cana-2252	182	2	protects	protect	VERB
cana-2252	182	3	sensitive	sensitive	ADJ
cana-2252	182	4	data	datum	NOUN
cana-2252	182	5	from	from	ADP
cana-2252	182	6	unauthorized	unauthorized	ADJ
cana-2252	182	7	users	user	NOUN
cana-2252	182	8	.	.	PUNCT
cana-2252	183	1	the	the	DET
cana-2252	183	2	system	system	NOUN
cana-2252	183	3	obtains	obtain	VERB
cana-2252	183	4	relevant	relevant	ADJ
cana-2252	183	5	blockchain	blockchain	NOUN
cana-2252	183	6	records	record	NOUN
cana-2252	183	7	when	when	SCONJ
cana-2252	183	8	a	a	DET
cana-2252	183	9	user	user	NOUN
cana-2252	183	10	requests	request	VERB
cana-2252	183	11	an	an	DET
cana-2252	183	12	image	image	NOUN
cana-2252	183	13	or	or	CCONJ
cana-2252	183	14	pharmaceutical	pharmaceutical	NOUN
cana-2252	183	15	batch	batch	NOUN
cana-2252	183	16	.	.	PUNCT
cana-2252	184	1	it	it	PRON
cana-2252	184	2	also	also	ADV
cana-2252	184	3	creates	create	VERB
cana-2252	184	4	an	an	DET
cana-2252	184	5	authenticity	authenticity	NOUN
cana-2252	184	6	report	report	NOUN
cana-2252	184	7	with	with	ADP
cana-2252	184	8	cnn	cnn	PROPN
cana-2252	184	9	-	-	PUNCT
cana-2252	184	10	based	base	VERB
cana-2252	184	11	classification	classification	NOUN
cana-2252	184	12	,	,	PUNCT
cana-2252	184	13	verification	verification	NOUN
cana-2252	184	14	timestamps	timestamp	NOUN
cana-2252	184	15	,	,	PUNCT
cana-2252	184	16	and	and	CCONJ
cana-2252	184	17	temporal	temporal	ADJ
cana-2252	184	18	metadata	metadata	NOUN
cana-2252	184	19	for	for	ADP
cana-2252	184	20	the	the	DET
cana-2252	184	21	objects	object	NOUN
cana-2252	184	22	under	under	ADP
cana-2252	184	23	investigation	investigation	NOUN
cana-2252	184	24	.	.	PUNCT
cana-2252	185	1	these	these	DET
cana-2252	185	2	reports	report	NOUN
cana-2252	185	3	provide	provide	VERB
cana-2252	185	4	authenticity	authenticity	NOUN
cana-2252	185	5	status	status	NOUN
cana-2252	185	6	,	,	PUNCT
cana-2252	185	7	supply	supply	NOUN
cana-2252	185	8	chain	chain	NOUN
cana-2252	185	9	path	path	NOUN
cana-2252	185	10	,	,	PUNCT
cana-2252	185	11	and	and	CCONJ
cana-2252	185	12	anomaly	anomaly	NOUN
cana-2252	185	13	information	information	NOUN
cana-2252	185	14	,	,	PUNCT
cana-2252	185	15	helping	help	VERB
cana-2252	185	16	stakeholders	stakeholder	NOUN
cana-2252	185	17	make	make	VERB
cana-2252	185	18	smarter	smart	ADJ
cana-2252	185	19	decisions	decision	NOUN
cana-2252	185	20	.	.	PUNCT
cana-2252	186	1	the	the	DET
cana-2252	186	2	blockchain	blockchain	PROPN
cana-2252	186	3	also	also	ADV
cana-2252	186	4	securely	securely	ADV
cana-2252	186	5	records	record	VERB
cana-2252	186	6	user	user	NOUN
cana-2252	186	7	access	access	NOUN
cana-2252	186	8	,	,	PUNCT
cana-2252	186	9	allowing	allow	VERB
cana-2252	186	10	us	we	PRON
cana-2252	186	11	to	to	PART
cana-2252	186	12	track	track	VERB
cana-2252	186	13	who	who	PRON
cana-2252	186	14	accessed	access	VERB
cana-2252	186	15	reports	report	NOUN
cana-2252	186	16	and	and	CCONJ
cana-2252	186	17	when	when	SCONJ
cana-2252	186	18	.	.	PUNCT
cana-2252	187	1	this	this	PRON
cana-2252	187	2	enhances	enhance	VERB
cana-2252	187	3	pharmaceutical	pharmaceutical	ADJ
cana-2252	187	4	verification	verification	NOUN
cana-2252	187	5	accountability	accountability	NOUN
cana-2252	187	6	communications	communication	NOUN
cana-2252	187	7	on	on	ADP
cana-2252	187	8	applied	apply	VERB
cana-2252	187	9	nonlinear	nonlinear	ADJ
cana-2252	187	10	analysis	analysis	NOUN
cana-2252	187	11	issn	issn	NOUN
cana-2252	187	12	:	:	PUNCT
cana-2252	187	13	1074	1074	NUM
cana-2252	187	14	-	-	PUNCT
cana-2252	187	15	133x	133x	NUM
cana-2252	187	16	vol	vol	NOUN
cana-2252	187	17	32	32	NUM
cana-2252	187	18	no	no	NOUN
cana-2252	187	19	.	.	PUNCT
cana-2252	188	1	2s	2s	NUM
cana-2252	188	2	(	(	PUNCT
cana-2252	188	3	2025	2025	NUM
cana-2252	188	4	)	)	PUNCT
cana-2252	188	5	83	83	NUM
cana-2252	188	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2252	188	7	and	and	CCONJ
cana-2252	188	8	transparency	transparency	NOUN
cana-2252	188	9	.	.	PUNCT
cana-2252	189	1	4	4	X
cana-2252	189	2	.	.	X
cana-2252	189	3	experimental	experimental	ADJ
cana-2252	189	4	results	result	NOUN
cana-2252	189	5	the	the	DET
cana-2252	189	6	proposed	propose	VERB
cana-2252	189	7	model	model	NOUN
cana-2252	189	8	utilizes	utilize	VERB
cana-2252	189	9	medmnist(https://medmnist.com	medmnist(https://medmnist.com	NOUN
cana-2252	189	10	)	)	PUNCT
cana-2252	189	11	.	.	PUNCT
cana-2252	190	1	a	a	DET
cana-2252	190	2	modification	modification	NOUN
cana-2252	190	3	of	of	ADP
cana-2252	190	4	medmnist	medmnist	NOUN
cana-2252	190	5	to	to	PART
cana-2252	190	6	validate	validate	VERB
cana-2252	190	7	pharmaceutical	pharmaceutical	ADJ
cana-2252	190	8	packaging	packaging	NOUN
cana-2252	190	9	is	be	AUX
cana-2252	190	10	possible	possible	ADJ
cana-2252	190	11	because	because	SCONJ
cana-2252	190	12	it	it	PRON
cana-2252	190	13	is	be	AUX
cana-2252	190	14	an	an	DET
cana-2252	190	15	extensive	extensive	ADJ
cana-2252	190	16	,	,	PUNCT
cana-2252	190	17	lightweight	lightweight	ADJ
cana-2252	190	18	dataset	dataset	NOUN
cana-2252	190	19	of	of	ADP
cana-2252	190	20	medical	medical	ADJ
cana-2252	190	21	images	image	NOUN
cana-2252	190	22	intended	intend	VERB
cana-2252	190	23	for	for	ADP
cana-2252	190	24	various	various	ADJ
cana-2252	190	25	healthcare	healthcare	NOUN
cana-2252	190	26	applications	application	NOUN
cana-2252	190	27	.	.	PUNCT
cana-2252	191	1	the	the	DET
cana-2252	191	2	massive	massive	ADJ
cana-2252	191	3	medmnist	medmnist	PROPN
cana-2252	191	4	biomedical	biomedical	ADJ
cana-2252	191	5	picture	picture	NOUN
cana-2252	191	6	collection	collection	NOUN
cana-2252	191	7	has	have	VERB
cana-2252	191	8	12	12	NUM
cana-2252	191	9	2d	2d	NUM
cana-2252	191	10	and	and	CCONJ
cana-2252	191	11	6	6	NUM
cana-2252	191	12	3d	3d	NUM
cana-2252	191	13	datasets	dataset	NOUN
cana-2252	191	14	.	.	PUNCT
cana-2252	192	1	we	we	PRON
cana-2252	192	2	pre	pre	VERB
cana-2252	192	3	-	-	VERB
cana-2252	192	4	processed	process	VERB
cana-2252	192	5	all	all	DET
cana-2252	192	6	photos	photo	NOUN
cana-2252	192	7	into	into	ADP
cana-2252	192	8	28x28	28x28	NUM
cana-2252	192	9	(	(	PUNCT
cana-2252	192	10	2d	2d	NOUN
cana-2252	192	11	)	)	PUNCT
cana-2252	192	12	or	or	CCONJ
cana-2252	192	13	28x28x28	28x28x28	NUM
cana-2252	192	14	(	(	PUNCT
cana-2252	192	15	3d	3d	NOUN
cana-2252	192	16	)	)	PUNCT
cana-2252	192	17	formats	format	NOUN
cana-2252	192	18	with	with	ADP
cana-2252	192	19	classification	classification	NOUN
cana-2252	192	20	labels	label	NOUN
cana-2252	192	21	to	to	PART
cana-2252	192	22	simplify	simplify	VERB
cana-2252	192	23	the	the	DET
cana-2252	192	24	process	process	NOUN
cana-2252	192	25	.	.	PUNCT
cana-2252	193	1	medmnist	medmnist	PROPN
cana-2252	193	2	can	can	AUX
cana-2252	193	3	handle	handle	VERB
cana-2252	193	4	lightweight	lightweight	ADJ
cana-2252	193	5	2d	2d	NOUN
cana-2252	193	6	and	and	CCONJ
cana-2252	193	7	3d	3d	NUM
cana-2252	193	8	biomedical	biomedical	ADJ
cana-2252	193	9	images	image	NOUN
cana-2252	193	10	with	with	ADP
cana-2252	193	11	data	datum	NOUN
cana-2252	193	12	sizes	size	NOUN
cana-2252	193	13	from	from	ADP
cana-2252	193	14	100	100	NUM
cana-2252	193	15	to	to	ADP
cana-2252	193	16	100,000	100,000	NUM
cana-2252	193	17	and	and	CCONJ
cana-2252	193	18	various	various	ADJ
cana-2252	193	19	tasks	task	NOUN
cana-2252	193	20	(	(	PUNCT
cana-2252	193	21	binary	binary	ADJ
cana-2252	193	22	/	/	SYM
cana-2252	193	23	multi	multi	ADJ
cana-2252	193	24	-	-	ADJ
cana-2252	193	25	class	class	ADJ
cana-2252	193	26	,	,	PUNCT
cana-2252	193	27	ordinal	ordinal	ADJ
cana-2252	193	28	regression	regression	NOUN
cana-2252	193	29	,	,	PUNCT
cana-2252	193	30	and	and	CCONJ
cana-2252	193	31	multi	multi	ADJ
cana-2252	193	32	-	-	ADJ
cana-2252	193	33	label	label	ADJ
cana-2252	193	34	image	image	NOUN
cana-2252	193	35	representations	representation	NOUN
cana-2252	193	36	)	)	PUNCT
cana-2252	193	37	.	.	PUNCT
cana-2252	194	1	these	these	DET
cana-2252	194	2	two	two	NUM
cana-2252	194	3	hundred	hundred	NUM
cana-2252	194	4	and	and	CCONJ
cana-2252	194	5	eight	eight	NUM
cana-2252	194	6	thousand	thousand	NUM
cana-2252	194	7	two	two	NUM
cana-2252	194	8	-	-	PUNCT
cana-2252	194	9	dimensional	dimensional	ADJ
cana-2252	194	10	and	and	CCONJ
cana-2252	194	11	ten	ten	NUM
cana-2252	194	12	thousand	thousand	NUM
cana-2252	194	13	three	three	NUM
cana-2252	194	14	-	-	PUNCT
cana-2252	194	15	dimensional	dimensional	ADJ
cana-2252	194	16	images	image	NOUN
cana-2252	194	17	have	have	VERB
cana-2252	194	18	several	several	ADJ
cana-2252	194	19	applications	application	NOUN
cana-2252	194	20	in	in	ADP
cana-2252	194	21	biological	biological	ADJ
cana-2252	194	22	image	image	NOUN
cana-2252	194	23	analysis	analysis	NOUN
cana-2252	194	24	,	,	PUNCT
cana-2252	194	25	computer	computer	NOUN
cana-2252	194	26	vision	vision	NOUN
cana-2252	194	27	,	,	PUNCT
cana-2252	194	28	and	and	CCONJ
cana-2252	194	29	machine	machine	NOUN
cana-2252	194	30	learning	learning	NOUN
cana-2252	194	31	.	.	PUNCT
cana-2252	195	1	on	on	ADP
cana-2252	195	2	analyzing	analyze	VERB
cana-2252	195	3	baseline	baseline	NOUN
cana-2252	195	4	techniques	technique	NOUN
cana-2252	195	5	such	such	ADJ
cana-2252	195	6	as	as	ADP
cana-2252	195	7	twoand	twoand	ADP
cana-2252	195	8	three	three	NUM
cana-2252	195	9	-	-	PUNCT
cana-2252	195	10	dimensional	dimensional	ADJ
cana-2252	195	11	neural	neural	ADJ
cana-2252	195	12	networks	network	NOUN
cana-2252	195	13	and	and	CCONJ
cana-2252	195	14	commercial	commercial	ADJ
cana-2252	195	15	and	and	CCONJ
cana-2252	195	16	opensource	opensource	NOUN
cana-2252	195	17	automl	automl	NOUN
cana-2252	195	18	algorithms	algorithm	NOUN
cana-2252	195	19	using	use	VERB
cana-2252	195	20	medmnist	medmnist	NOUN
cana-2252	195	21	.	.	PUNCT
cana-2252	196	1	compared	compare	VERB
cana-2252	196	2	to	to	ADP
cana-2252	196	3	dt	dt	PROPN
cana-2252	196	4	-	-	PUNCT
cana-2252	196	5	qms	qms	NOUN
cana-2252	196	6	,	,	PUNCT
cana-2252	196	7	clinaiops	clinaiop	NOUN
cana-2252	196	8	,	,	PUNCT
cana-2252	196	9	and	and	CCONJ
cana-2252	196	10	ai	ai	PROPN
cana-2252	196	11	-	-	PUNCT
cana-2252	196	12	bc	bc	PROPN
cana-2252	196	13	,	,	PUNCT
cana-2252	196	14	the	the	DET
cana-2252	196	15	suggested	suggest	VERB
cana-2252	196	16	model	model	NOUN
cana-2252	196	17	uses	use	VERB
cana-2252	196	18	performance	performance	NOUN
cana-2252	196	19	parameters	parameter	NOUN
cana-2252	196	20	such	such	ADJ
cana-2252	196	21	as	as	ADP
cana-2252	196	22	accuracy	accuracy	NOUN
cana-2252	196	23	,	,	PUNCT
cana-2252	196	24	recall	recall	NOUN
cana-2252	196	25	and	and	CCONJ
cana-2252	196	26	f1	f1	NOUN
cana-2252	196	27	-	-	PUNCT
cana-2252	196	28	score	score	NOUN
cana-2252	196	29	.	.	PUNCT
cana-2252	197	1	4.1	4.1	NUM
cana-2252	197	2	.	.	PUNCT
cana-2252	197	3	accuracy	accuracy	NOUN
cana-2252	197	4	(	(	PUNCT
cana-2252	197	5	%	%	INTJ
cana-2252	197	6	)	)	PUNCT
cana-2252	197	7	the	the	DET
cana-2252	197	8	proposed	propose	VERB
cana-2252	197	9	model	model	NOUN
cana-2252	197	10	outperforms	outperform	VERB
cana-2252	197	11	its	its	PRON
cana-2252	197	12	rivals	rival	NOUN
cana-2252	197	13	by	by	ADP
cana-2252	197	14	achieving	achieve	VERB
cana-2252	197	15	an	an	DET
cana-2252	197	16	accuracy	accuracy	NOUN
cana-2252	197	17	rate	rate	NOUN
cana-2252	197	18	of	of	ADP
cana-2252	197	19	97.8	97.8	NUM
cana-2252	197	20	percent	percent	NOUN
cana-2252	197	21	illustrated	illustrate	VERB
cana-2252	197	22	in	in	ADP
cana-2252	197	23	figure	figure	NOUN
cana-2252	197	24	4	4	NUM
cana-2252	197	25	,	,	PUNCT
cana-2252	197	26	demonstrating	demonstrate	VERB
cana-2252	197	27	its	its	PRON
cana-2252	197	28	efficient	efficient	ADJ
cana-2252	197	29	ability	ability	NOUN
cana-2252	197	30	to	to	PART
cana-2252	197	31	distinguish	distinguish	VERB
cana-2252	197	32	between	between	ADP
cana-2252	197	33	authentic	authentic	ADJ
cana-2252	197	34	and	and	CCONJ
cana-2252	197	35	counterfeit	counterfeit	ADJ
cana-2252	197	36	pharmaceuticals	pharmaceutical	NOUN
cana-2252	197	37	.	.	PUNCT
cana-2252	198	1	the	the	DET
cana-2252	198	2	dt	dt	PROPN
cana-2252	198	3	-	-	PUNCT
cana-2252	198	4	qms	qms	PROPN
cana-2252	198	5	achieves	achieve	VERB
cana-2252	198	6	an	an	DET
cana-2252	198	7	accuracy	accuracy	NOUN
cana-2252	198	8	of	of	ADP
cana-2252	198	9	92.3	92.3	NUM
cana-2252	198	10	%	%	NOUN
cana-2252	198	11	since	since	SCONJ
cana-2252	198	12	it	it	PRON
cana-2252	198	13	does	do	AUX
cana-2252	198	14	not	not	PART
cana-2252	198	15	concentrate	concentrate	VERB
cana-2252	198	16	on	on	ADP
cana-2252	198	17	detecting	detect	VERB
cana-2252	198	18	counterfeits	counterfeit	NOUN
cana-2252	198	19	;	;	PUNCT
cana-2252	198	20	this	this	PRON
cana-2252	198	21	indicates	indicate	VERB
cana-2252	198	22	that	that	SCONJ
cana-2252	198	23	the	the	DET
cana-2252	198	24	classification	classification	NOUN
cana-2252	198	25	precision	precision	NOUN
cana-2252	198	26	is	be	AUX
cana-2252	198	27	significantly	significantly	ADV
cana-2252	198	28	impaired	impaired	ADJ
cana-2252	198	29	.	.	PUNCT
cana-2252	199	1	it	it	PRON
cana-2252	199	2	accomplishes	accomplish	VERB
cana-2252	199	3	this	this	PRON
cana-2252	199	4	by	by	ADP
cana-2252	199	5	evaluating	evaluate	VERB
cana-2252	199	6	patient	patient	ADJ
cana-2252	199	7	data	datum	NOUN
cana-2252	199	8	rather	rather	ADV
cana-2252	199	9	than	than	ADP
cana-2252	199	10	checking	check	VERB
cana-2252	199	11	medications	medication	NOUN
cana-2252	199	12	which	which	PRON
cana-2252	199	13	is	be	AUX
cana-2252	199	14	analogous	analogous	ADJ
cana-2252	199	15	to	to	ADP
cana-2252	199	16	how	how	SCONJ
cana-2252	199	17	clinaiops	clinaiop	NOUN
cana-2252	199	18	achieved	achieve	VERB
cana-2252	199	19	an	an	DET
cana-2252	199	20	accuracy	accuracy	NOUN
cana-2252	199	21	rate	rate	NOUN
cana-2252	199	22	of	of	ADP
cana-2252	199	23	89.7	89.7	NUM
cana-2252	199	24	percent	percent	NOUN
cana-2252	199	25	in	in	ADP
cana-2252	199	26	its	its	PRON
cana-2252	199	27	pursuit	pursuit	NOUN
cana-2252	199	28	of	of	ADP
cana-2252	199	29	optimizing	optimize	VERB
cana-2252	199	30	clinical	clinical	ADJ
cana-2252	199	31	operations	operation	NOUN
cana-2252	199	32	.	.	PUNCT
cana-2252	200	1	despite	despite	SCONJ
cana-2252	200	2	having	have	VERB
cana-2252	200	3	a	a	DET
cana-2252	200	4	success	success	NOUN
cana-2252	200	5	record	record	NOUN
cana-2252	200	6	of	of	ADP
cana-2252	200	7	94.1	94.1	NUM
cana-2252	200	8	%	%	NOUN
cana-2252	200	9	,	,	PUNCT
cana-2252	200	10	the	the	DET
cana-2252	200	11	ai	ai	PROPN
cana-2252	200	12	-	-	PUNCT
cana-2252	200	13	bc	bc	ADJ
cana-2252	200	14	supply	supply	NOUN
cana-2252	200	15	chain	chain	NOUN
cana-2252	200	16	management	management	NOUN
cana-2252	200	17	system	system	NOUN
cana-2252	200	18	,	,	PUNCT
cana-2252	200	19	a	a	DET
cana-2252	200	20	combination	combination	NOUN
cana-2252	200	21	of	of	ADP
cana-2252	200	22	artificial	artificial	ADJ
cana-2252	200	23	intelligence	intelligence	NOUN
cana-2252	200	24	and	and	CCONJ
cana-2252	200	25	blockchain	blockchain	PROPN
cana-2252	200	26	technology	technology	PROPN
cana-2252	200	27	,	,	PUNCT
cana-2252	200	28	can	can	AUX
cana-2252	200	29	not	not	PART
cana-2252	200	30	deal	deal	VERB
cana-2252	200	31	with	with	ADP
cana-2252	200	32	complex	complex	ADJ
cana-2252	200	33	counterfeit	counterfeit	ADJ
cana-2252	200	34	patterns	pattern	NOUN
cana-2252	200	35	.	.	PUNCT
cana-2252	201	1	fig.4	fig.4	PRON
cana-2252	201	2	:	:	PUNCT
cana-2252	201	3	accuracy	accuracy	NOUN
cana-2252	201	4	4.2	4.2	NUM
cana-2252	201	5	.	.	PUNCT
cana-2252	202	1	recall	recall	NOUN
cana-2252	202	2	(	(	PUNCT
cana-2252	202	3	%	%	INTJ
cana-2252	202	4	)	)	PUNCT
cana-2252	202	5	the	the	DET
cana-2252	202	6	proposed	propose	VERB
cana-2252	202	7	model	model	NOUN
cana-2252	202	8	achieves	achieve	VERB
cana-2252	202	9	a	a	DET
cana-2252	202	10	recall	recall	NOUN
cana-2252	202	11	value	value	NOUN
cana-2252	202	12	of	of	ADP
cana-2252	202	13	95.6	95.6	NUM
cana-2252	202	14	%	%	NOUN
cana-2252	202	15	,	,	PUNCT
cana-2252	202	16	demonstrating	demonstrate	VERB
cana-2252	202	17	that	that	SCONJ
cana-2252	202	18	it	it	PRON
cana-2252	202	19	can	can	AUX
cana-2252	202	20	identify	identify	VERB
cana-2252	202	21	a	a	DET
cana-2252	202	22	significant	significant	ADJ
cana-2252	202	23	fraction	fraction	NOUN
cana-2252	202	24	of	of	ADP
cana-2252	202	25	genuine	genuine	ADJ
cana-2252	202	26	counterfeit	counterfeit	ADJ
cana-2252	202	27	drugs	drug	NOUN
cana-2252	202	28	.	.	PUNCT
cana-2252	203	1	because	because	SCONJ
cana-2252	203	2	it	it	PRON
cana-2252	203	3	takes	take	VERB
cana-2252	203	4	a	a	DET
cana-2252	203	5	more	more	ADV
cana-2252	203	6	all	all	ADV
cana-2252	203	7	-	-	PUNCT
cana-2252	203	8	encompassing	encompass	VERB
cana-2252	203	9	approach	approach	NOUN
cana-2252	203	10	to	to	ADP
cana-2252	203	11	quality	quality	NOUN
cana-2252	203	12	assurance	assurance	NOUN
cana-2252	203	13	measurements	measurement	NOUN
cana-2252	203	14	,	,	PUNCT
cana-2252	203	15	dt	dt	PROPN
cana-2252	203	16	-	-	PUNCT
cana-2252	203	17	qms	qms	PROPN
cana-2252	203	18	can	can	AUX
cana-2252	203	19	attain	attain	VERB
cana-2252	203	20	a	a	DET
cana-2252	203	21	recall	recall	NOUN
cana-2252	203	22	rate	rate	NOUN
cana-2252	203	23	of	of	ADP
cana-2252	203	24	90.1	90.1	NUM
cana-2252	203	25	%	%	NOUN
cana-2252	203	26	,	,	PUNCT
cana-2252	203	27	which	which	PRON
cana-2252	203	28	is	be	AUX
cana-2252	203	29	slightly	slightly	ADV
cana-2252	203	30	lower	low	ADJ
cana-2252	203	31	than	than	ADP
cana-2252	203	32	the	the	DET
cana-2252	203	33	average	average	NOUN
cana-2252	203	34	.	.	PUNCT
cana-2252	204	1	the	the	DET
cana-2252	204	2	fact	fact	NOUN
cana-2252	204	3	that	that	SCONJ
cana-2252	204	4	clinaiops	clinaiop	NOUN
cana-2252	204	5	emphasises	emphasise	VERB
cana-2252	204	6	optimizing	optimize	VERB
cana-2252	204	7	patient	patient	ADJ
cana-2252	204	8	data	datum	NOUN
cana-2252	204	9	rather	rather	ADV
cana-2252	204	10	than	than	ADP
cana-2252	204	11	counterfeit	counterfeit	ADJ
cana-2252	204	12	identification	identification	NOUN
cana-2252	204	13	is	be	AUX
cana-2252	204	14	mainly	mainly	ADV
cana-2252	204	15	responsible	responsible	ADJ
cana-2252	204	16	for	for	ADP
cana-2252	204	17	the	the	DET
cana-2252	204	18	outstanding	outstanding	ADJ
cana-2252	204	19	success	success	NOUN
cana-2252	204	20	rate	rate	NOUN
cana-2252	204	21	of	of	ADP
cana-2252	204	22	87.4	87.4	NUM
cana-2252	204	23	%	%	NOUN
cana-2252	204	24	that	that	SCONJ
cana-2252	204	25	it	it	PRON
cana-2252	204	26	obtains	obtain	VERB
cana-2252	204	27	.	.	PUNCT
cana-2252	205	1	the	the	DET
cana-2252	205	2	0	0	NUM
cana-2252	205	3	20	20	NUM
cana-2252	205	4	40	40	NUM
cana-2252	205	5	60	60	NUM
cana-2252	205	6	80	80	NUM
cana-2252	205	7	100	100	NUM
cana-2252	205	8	100	100	NUM
cana-2252	205	9	200	200	NUM
cana-2252	205	10	300	300	NUM
cana-2252	205	11	400	400	NUM
cana-2252	205	12	500	500	NUM
cana-2252	205	13	600	600	NUM
cana-2252	205	14	a	a	DET
cana-2252	205	15	cc	cc	X
cana-2252	205	16	u	u	NOUN
cana-2252	205	17	ra	ra	PROPN
cana-2252	205	18	cy	cy	PROPN
cana-2252	205	19	(	(	PUNCT
cana-2252	205	20	%	%	NOUN
cana-2252	205	21	)	)	PUNCT
cana-2252	205	22	no	no	DET
cana-2252	205	23	of	of	ADP
cana-2252	205	24	images	image	NOUN
cana-2252	205	25	dt	dt	PROPN
cana-2252	205	26	-	-	PUNCT
cana-2252	205	27	qms	qms	PROPN
cana-2252	205	28	clinaiops	clinaiop	NOUN
cana-2252	205	29	ai	ai	PROPN
cana-2252	205	30	-	-	PUNCT
cana-2252	205	31	bc	bc	PROPN
cana-2252	205	32	proposed	propose	VERB
cana-2252	205	33	model	model	NOUN
cana-2252	205	34	communications	communication	NOUN
cana-2252	205	35	on	on	ADP
cana-2252	205	36	applied	apply	VERB
cana-2252	205	37	nonlinear	nonlinear	ADJ
cana-2252	205	38	analysis	analysis	NOUN
cana-2252	205	39	issn	issn	NOUN
cana-2252	205	40	:	:	PUNCT
cana-2252	205	41	1074	1074	NUM
cana-2252	205	42	-	-	PUNCT
cana-2252	205	43	133x	133x	NUM
cana-2252	205	44	vol	vol	NOUN
cana-2252	205	45	32	32	NUM
cana-2252	205	46	no	no	NOUN
cana-2252	205	47	.	.	PUNCT
cana-2252	206	1	2s	2s	NUM
cana-2252	206	2	(	(	PUNCT
cana-2252	206	3	2025	2025	NUM
cana-2252	206	4	)	)	PUNCT
cana-2252	206	5	84	84	NUM
cana-2252	206	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2252	206	7	performance	performance	NOUN
cana-2252	206	8	of	of	ADP
cana-2252	206	9	the	the	DET
cana-2252	206	10	recommended	recommend	VERB
cana-2252	206	11	model	model	NOUN
cana-2252	206	12	is	be	AUX
cana-2252	206	13	superior	superior	ADJ
cana-2252	206	14	to	to	ADP
cana-2252	206	15	that	that	PRON
cana-2252	206	16	of	of	ADP
cana-2252	206	17	ai	ai	PROPN
cana-2252	206	18	-	-	PUNCT
cana-2252	206	19	bc	bc	PROPN
cana-2252	206	20	,	,	PUNCT
cana-2252	206	21	which	which	PRON
cana-2252	206	22	demonstrates	demonstrate	VERB
cana-2252	206	23	that	that	SCONJ
cana-2252	206	24	aibc	aibc	PROPN
cana-2252	206	25	is	be	AUX
cana-2252	206	26	less	less	ADV
cana-2252	206	27	sensitive	sensitive	ADJ
cana-2252	206	28	when	when	SCONJ
cana-2252	206	29	detecting	detect	VERB
cana-2252	206	30	nuanced	nuanced	ADJ
cana-2252	206	31	instances	instance	NOUN
cana-2252	206	32	of	of	ADP
cana-2252	206	33	counterfeiting	counterfeiting	NOUN
cana-2252	206	34	,	,	PUNCT
cana-2252	206	35	although	although	SCONJ
cana-2252	206	36	ai	ai	PROPN
cana-2252	206	37	-	-	PUNCT
cana-2252	206	38	bc	bc	PROPN
cana-2252	206	39	has	have	VERB
cana-2252	206	40	a	a	DET
cana-2252	206	41	stronger	strong	ADJ
cana-2252	206	42	recall	recall	NOUN
cana-2252	206	43	of	of	ADP
cana-2252	206	44	91.8	91.8	NUM
cana-2252	206	45	%	%	NOUN
cana-2252	206	46	.	.	PUNCT
cana-2252	207	1	fig.5	fig.5	NOUN
cana-2252	207	2	:	:	PUNCT
cana-2252	207	3	recall	recall	VERB
cana-2252	207	4	4.3	4.3	NUM
cana-2252	207	5	.	.	PUNCT
cana-2252	208	1	f1	f1	NOUN
cana-2252	208	2	-	-	PUNCT
cana-2252	208	3	score	score	NOUN
cana-2252	208	4	(	(	PUNCT
cana-2252	208	5	%	%	INTJ
cana-2252	208	6	)	)	PUNCT
cana-2252	208	7	the	the	DET
cana-2252	208	8	proposed	propose	VERB
cana-2252	208	9	model	model	NOUN
cana-2252	208	10	achieves	achieve	VERB
cana-2252	208	11	a	a	DET
cana-2252	208	12	reasonable	reasonable	ADJ
cana-2252	208	13	balance	balance	NOUN
cana-2252	208	14	between	between	ADP
cana-2252	208	15	recall	recall	NOUN
cana-2252	208	16	and	and	CCONJ
cana-2252	208	17	precision	precision	NOUN
cana-2252	208	18	,	,	PUNCT
cana-2252	208	19	as	as	SCONJ
cana-2252	208	20	indicated	indicate	VERB
cana-2252	208	21	by	by	ADP
cana-2252	208	22	an	an	DET
cana-2252	208	23	f1	f1	ADJ
cana-2252	208	24	score	score	NOUN
cana-2252	208	25	in	in	ADP
cana-2252	208	26	figure	figure	NOUN
cana-2252	208	27	6	6	NUM
cana-2252	208	28	of	of	ADP
cana-2252	208	29	96.7	96.7	NUM
cana-2252	208	30	%	%	NOUN
cana-2252	208	31	,	,	PUNCT
cana-2252	208	32	which	which	PRON
cana-2252	208	33	suggests	suggest	VERB
cana-2252	208	34	that	that	SCONJ
cana-2252	208	35	the	the	DET
cana-2252	208	36	model	model	NOUN
cana-2252	208	37	is	be	AUX
cana-2252	208	38	successful	successful	ADJ
cana-2252	208	39	.	.	PUNCT
cana-2252	209	1	a	a	DET
cana-2252	209	2	good	good	ADJ
cana-2252	209	3	but	but	CCONJ
cana-2252	209	4	not	not	PART
cana-2252	209	5	particularly	particularly	ADV
cana-2252	209	6	impressive	impressive	ADJ
cana-2252	209	7	level	level	NOUN
cana-2252	209	8	of	of	ADP
cana-2252	209	9	equilibrium	equilibrium	NOUN
cana-2252	209	10	is	be	AUX
cana-2252	209	11	demonstrated	demonstrate	VERB
cana-2252	209	12	by	by	ADP
cana-2252	209	13	dt	dt	PROPN
cana-2252	209	14	-	-	PUNCT
cana-2252	209	15	qms	qms	NOUN
cana-2252	209	16	,	,	PUNCT
cana-2252	209	17	which	which	PRON
cana-2252	209	18	has	have	VERB
cana-2252	209	19	an	an	DET
cana-2252	209	20	f1	f1	ADJ
cana-2252	209	21	score	score	NOUN
cana-2252	209	22	of	of	ADP
cana-2252	209	23	91.5	91.5	NUM
cana-2252	209	24	%	%	NOUN
cana-2252	209	25	.	.	PUNCT
cana-2252	210	1	a	a	DET
cana-2252	210	2	lower	low	ADJ
cana-2252	210	3	f1	f1	NOUN
cana-2252	210	4	-	-	PUNCT
cana-2252	210	5	score	score	NOUN
cana-2252	210	6	of	of	ADP
cana-2252	210	7	88.5	88.5	NUM
cana-2252	210	8	%	%	NOUN
cana-2252	210	9	is	be	AUX
cana-2252	210	10	assigned	assign	VERB
cana-2252	210	11	to	to	ADP
cana-2252	210	12	clinaiops	clinaiop	NOUN
cana-2252	210	13	due	due	ADP
cana-2252	210	14	to	to	ADP
cana-2252	210	15	its	its	PRON
cana-2252	210	16	improper	improper	ADJ
cana-2252	210	17	categorization	categorization	NOUN
cana-2252	210	18	in	in	ADP
cana-2252	210	19	pharmaceutical	pharmaceutical	ADJ
cana-2252	210	20	contexts	contexts	NOUN
cana-2252	210	21	.	.	PUNCT
cana-2252	211	1	the	the	DET
cana-2252	211	2	f1	f1	NOUN
cana-2252	211	3	-	-	PUNCT
cana-2252	211	4	score	score	NOUN
cana-2252	211	5	of	of	ADP
cana-2252	211	6	ai	ai	PROPN
cana-2252	211	7	-	-	PUNCT
cana-2252	211	8	bc	bc	PROPN
cana-2252	211	9	is	be	AUX
cana-2252	211	10	93.0	93.0	NUM
cana-2252	211	11	%	%	NOUN
cana-2252	211	12	,	,	PUNCT
cana-2252	211	13	which	which	PRON
cana-2252	211	14	indicates	indicate	VERB
cana-2252	211	15	that	that	SCONJ
cana-2252	211	16	it	it	PRON
cana-2252	211	17	is	be	AUX
cana-2252	211	18	not	not	PART
cana-2252	211	19	as	as	ADV
cana-2252	211	20	resilient	resilient	ADJ
cana-2252	211	21	as	as	ADP
cana-2252	211	22	the	the	DET
cana-2252	211	23	indicated	indicate	VERB
cana-2252	211	24	system	system	NOUN
cana-2252	211	25	when	when	SCONJ
cana-2252	211	26	confronted	confront	VERB
cana-2252	211	27	with	with	ADP
cana-2252	211	28	various	various	ADJ
cana-2252	211	29	counterfeit	counterfeit	ADJ
cana-2252	211	30	scenarios	scenario	NOUN
cana-2252	211	31	.	.	PUNCT
cana-2252	212	1	this	this	PRON
cana-2252	212	2	is	be	AUX
cana-2252	212	3	even	even	ADV
cana-2252	212	4	though	though	SCONJ
cana-2252	212	5	aibc	aibc	PROPN
cana-2252	212	6	performs	perform	VERB
cana-2252	212	7	well	well	ADV
cana-2252	212	8	overall	overall	ADV
cana-2252	212	9	.	.	PUNCT
cana-2252	213	1	fig.6	fig.6	PROPN
cana-2252	213	2	:	:	PUNCT
cana-2252	213	3	f1	f1	NOUN
cana-2252	213	4	-	-	PUNCT
cana-2252	213	5	score	score	NOUN
cana-2252	213	6	5	5	NUM
cana-2252	213	7	.	.	PUNCT
cana-2252	214	1	conclusion	conclusion	NOUN
cana-2252	214	2	combining	combine	VERB
cana-2252	214	3	cutting	cutting	NOUN
cana-2252	214	4	-	-	PUNCT
cana-2252	214	5	edge	edge	NOUN
cana-2252	214	6	ai	ai	NOUN
cana-2252	214	7	techniques	technique	NOUN
cana-2252	214	8	like	like	ADP
cana-2252	214	9	gans	gan	NOUN
cana-2252	214	10	and	and	CCONJ
cana-2252	214	11	cnn	cnn	PROPN
cana-2252	214	12	with	with	ADP
cana-2252	214	13	multi	multi	ADJ
cana-2252	214	14	-	-	ADJ
cana-2252	214	15	layered	layered	ADJ
cana-2252	214	16	blockchain	blockchain	NOUN
cana-2252	214	17	architecture	architecture	NOUN
cana-2252	214	18	improves	improve	VERB
cana-2252	214	19	pharmaceutical	pharmaceutical	ADJ
cana-2252	214	20	validity	validity	NOUN
cana-2252	214	21	verification	verification	NOUN
cana-2252	214	22	and	and	CCONJ
cana-2252	214	23	combats	combat	NOUN
cana-2252	214	24	counterfeiting	counterfeiting	NOUN
cana-2252	214	25	.	.	PUNCT
cana-2252	215	1	gans	gan	NOUN
cana-2252	215	2	produce	produce	VERB
cana-2252	215	3	synthetic	synthetic	ADJ
cana-2252	215	4	counterfeit	counterfeit	ADJ
cana-2252	215	5	data	datum	NOUN
cana-2252	215	6	,	,	PUNCT
cana-2252	215	7	and	and	CCONJ
cana-2252	215	8	cnns	cnns	PROPN
cana-2252	215	9	extract	extract	VERB
cana-2252	215	10	visual	visual	ADJ
cana-2252	215	11	features	feature	NOUN
cana-2252	215	12	,	,	PUNCT
cana-2252	215	13	giving	give	VERB
cana-2252	215	14	the	the	DET
cana-2252	215	15	model	model	NOUN
cana-2252	215	16	better	well	ADJ
cana-2252	215	17	accuracy	accuracy	NOUN
cana-2252	215	18	,	,	PUNCT
cana-2252	215	19	recall	recall	NOUN
cana-2252	215	20	,	,	PUNCT
cana-2252	215	21	and	and	CCONJ
cana-2252	215	22	f1	f1	NOUN
cana-2252	215	23	-	-	PUNCT
cana-2252	215	24	score	score	NOUN
cana-2252	215	25	than	than	ADP
cana-2252	215	26	dt	dt	PROPN
cana-2252	215	27	-	-	PUNCT
cana-2252	215	28	qms	qms	NOUN
cana-2252	215	29	,	,	PUNCT
cana-2252	215	30	clinaiops	clinaiop	NOUN
cana-2252	215	31	,	,	PUNCT
cana-2252	215	32	and	and	CCONJ
cana-2252	215	33	ai	ai	PROPN
cana-2252	215	34	-	-	PUNCT
cana-2252	215	35	bc	bc	PROPN
cana-2252	215	36	.	.	PUNCT
cana-2252	216	1	this	this	PRON
cana-2252	216	2	makes	make	VERB
cana-2252	216	3	our	our	PRON
cana-2252	216	4	system	system	NOUN
cana-2252	216	5	highly	highly	ADV
cana-2252	216	6	resistant	resistant	ADJ
cana-2252	216	7	to	to	ADP
cana-2252	216	8	manipulation	manipulation	NOUN
cana-2252	216	9	throughout	throughout	ADP
cana-2252	216	10	every	every	DET
cana-2252	216	11	step	step	NOUN
cana-2252	216	12	.	.	PUNCT
cana-2252	217	1	the	the	DET
cana-2252	217	2	computational	computational	ADJ
cana-2252	217	3	difficulty	difficulty	NOUN
cana-2252	217	4	of	of	ADP
cana-2252	217	5	gan	gan	ADJ
cana-2252	217	6	training	training	NOUN
cana-2252	217	7	and	and	CCONJ
cana-2252	217	8	the	the	DET
cana-2252	217	9	possibility	possibility	NOUN
cana-2252	217	10	of	of	ADP
cana-2252	217	11	scalability	scalability	NOUN
cana-2252	217	12	issues	issue	NOUN
cana-2252	217	13	in	in	ADP
cana-2252	217	14	large	large	ADJ
cana-2252	217	15	blockchain	blockchain	PROPN
cana-2252	217	16	networks	network	NOUN
cana-2252	217	17	limit	limit	VERB
cana-2252	217	18	the	the	DET
cana-2252	217	19	model	model	NOUN
cana-2252	217	20	's	's	PART
cana-2252	217	21	use	use	NOUN
cana-2252	217	22	of	of	ADP
cana-2252	217	23	high	high	ADJ
cana-2252	217	24	-	-	PUNCT
cana-2252	217	25	quality	quality	NOUN
cana-2252	217	26	labelled	label	VERB
cana-2252	217	27	datasets	dataset	NOUN
cana-2252	217	28	.	.	PUNCT
cana-2252	218	1	to	to	PART
cana-2252	218	2	solve	solve	VERB
cana-2252	218	3	these	these	DET
cana-2252	218	4	problems	problem	NOUN
cana-2252	218	5	,	,	PUNCT
cana-2252	218	6	future	future	ADJ
cana-2252	218	7	research	research	NOUN
cana-2252	218	8	should	should	AUX
cana-2252	218	9	focus	focus	VERB
cana-2252	218	10	on	on	ADP
cana-2252	218	11	lightweight	lightweight	PROPN
cana-2252	218	12	blockchain	blockchain	PROPN
cana-2252	218	13	solutions	solution	NOUN
cana-2252	218	14	,	,	PUNCT
cana-2252	218	15	optimizing	optimize	VERB
cana-2252	218	16	gan	gan	NOUN
cana-2252	218	17	topologies	topology	NOUN
cana-2252	218	18	,	,	PUNCT
cana-2252	218	19	and	and	CCONJ
cana-2252	218	20	federated	federated	ADJ
cana-2252	218	21	learning	learning	NOUN
cana-2252	218	22	for	for	ADP
cana-2252	218	23	distributed	distributed	ADJ
cana-2252	218	24	training	training	NOUN
cana-2252	218	25	that	that	PRON
cana-2252	218	26	protects	protect	VERB
cana-2252	218	27	0	0	NUM
cana-2252	218	28	20	20	NUM
cana-2252	218	29	40	40	NUM
cana-2252	218	30	60	60	NUM
cana-2252	218	31	80	80	NUM
cana-2252	218	32	100	100	NUM
cana-2252	218	33	1	1	NUM
cana-2252	218	34	0	0	NUM
cana-2252	218	35	0	0	NUM
cana-2252	218	36	2	2	NUM
cana-2252	218	37	0	0	NUM
cana-2252	218	38	0	0	NUM
cana-2252	218	39	3	3	NUM
cana-2252	218	40	0	0	NUM
cana-2252	218	41	0	0	NUM
cana-2252	218	42	4	4	NUM
cana-2252	218	43	0	0	NUM
cana-2252	218	44	0	0	NUM
cana-2252	218	45	5	5	NUM
cana-2252	218	46	0	0	NUM
cana-2252	218	47	0	0	NUM
cana-2252	219	1	6	6	NUM
cana-2252	219	2	0	0	NUM
cana-2252	219	3	0	0	NUM
cana-2252	220	1	r	r	NOUN
cana-2252	220	2	ec	ec	PROPN
cana-2252	220	3	a	a	DET
cana-2252	220	4	ll	ll	NOUN
cana-2252	220	5	(	(	PUNCT
cana-2252	220	6	%	%	NOUN
cana-2252	220	7	)	)	PUNCT
cana-2252	220	8	no	no	DET
cana-2252	220	9	of	of	ADP
cana-2252	220	10	images	image	NOUN
cana-2252	220	11	dt	dt	PROPN
cana-2252	220	12	-	-	PUNCT
cana-2252	220	13	qms	qms	PROPN
cana-2252	220	14	clinaiops	clinaiop	NOUN
cana-2252	220	15	ai	ai	PROPN
cana-2252	220	16	-	-	PUNCT
cana-2252	220	17	bc	bc	PROPN
cana-2252	220	18	proposed	propose	VERB
cana-2252	220	19	model	model	NOUN
cana-2252	220	20	0	0	NUM
cana-2252	220	21	20	20	NUM
cana-2252	220	22	40	40	NUM
cana-2252	220	23	60	60	NUM
cana-2252	220	24	80	80	NUM
cana-2252	220	25	100	100	NUM
cana-2252	220	26	100	100	NUM
cana-2252	220	27	200	200	NUM
cana-2252	220	28	300	300	NUM
cana-2252	220	29	400	400	NUM
cana-2252	220	30	500	500	NUM
cana-2252	220	31	600	600	NUM
cana-2252	220	32	f	f	NOUN
cana-2252	220	33	1	1	NUM
cana-2252	220	34	-s	-s	PROPN
cana-2252	220	35	co	co	X
cana-2252	220	36	re	re	X
cana-2252	220	37	(	(	PUNCT
cana-2252	220	38	%	%	INTJ
cana-2252	220	39	)	)	PUNCT
cana-2252	220	40	no	no	PRON
cana-2252	220	41	of	of	ADP
cana-2252	220	42	images	image	NOUN
cana-2252	220	43	dt	dt	PROPN
cana-2252	220	44	-	-	PUNCT
cana-2252	220	45	qms	qms	PROPN
cana-2252	220	46	clinaiops	clinaiop	NOUN
cana-2252	220	47	ai	ai	PROPN
cana-2252	220	48	-	-	PUNCT
cana-2252	220	49	bc	bc	PROPN
cana-2252	220	50	proposed	propose	VERB
cana-2252	220	51	model	model	NOUN
cana-2252	220	52	communications	communication	NOUN
cana-2252	220	53	on	on	ADP
cana-2252	220	54	applied	apply	VERB
cana-2252	220	55	nonlinear	nonlinear	ADJ
cana-2252	220	56	analysis	analysis	NOUN
cana-2252	220	57	issn	issn	NOUN
cana-2252	220	58	:	:	PUNCT
cana-2252	220	59	1074	1074	NUM
cana-2252	220	60	-	-	PUNCT
cana-2252	220	61	133x	133x	NUM
cana-2252	220	62	vol	vol	NOUN
cana-2252	220	63	32	32	NUM
cana-2252	220	64	no	no	NOUN
cana-2252	220	65	.	.	PUNCT
cana-2252	221	1	2s	2s	NUM
cana-2252	221	2	(	(	PUNCT
cana-2252	221	3	2025	2025	NUM
cana-2252	221	4	)	)	PUNCT
cana-2252	221	5	85	85	NUM
cana-2252	221	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2252	221	7	users	user	NOUN
cana-2252	221	8	'	'	PART
cana-2252	221	9	privacy	privacy	NOUN
cana-2252	221	10	.	.	PUNCT
cana-2252	222	1	future	future	ADJ
cana-2252	222	2	research	research	NOUN
cana-2252	222	3	may	may	AUX
cana-2252	222	4	involve	involve	VERB
cana-2252	222	5	creating	create	VERB
cana-2252	222	6	a	a	DET
cana-2252	222	7	library	library	NOUN
cana-2252	222	8	of	of	ADP
cana-2252	222	9	pharmaceutical	pharmaceutical	ADJ
cana-2252	222	10	photographs	photograph	NOUN
cana-2252	222	11	,	,	PUNCT
cana-2252	222	12	conducting	conduct	VERB
cana-2252	222	13	real	real	ADJ
cana-2252	222	14	-	-	PUNCT
cana-2252	222	15	world	world	NOUN
cana-2252	222	16	case	case	NOUN
cana-2252	222	17	studies	study	NOUN
cana-2252	222	18	,	,	PUNCT
cana-2252	222	19	and	and	CCONJ
cana-2252	222	20	using	use	VERB
cana-2252	222	21	explainable	explainable	ADJ
cana-2252	222	22	artificial	artificial	ADJ
cana-2252	222	23	intelligence	intelligence	NOUN
cana-2252	222	24	to	to	PART
cana-2252	222	25	improve	improve	VERB
cana-2252	222	26	system	system	NOUN
cana-2252	222	27	dependability	dependability	NOUN
cana-2252	222	28	and	and	CCONJ
cana-2252	222	29	adaptability	adaptability	NOUN
cana-2252	222	30	in	in	ADP
cana-2252	222	31	changing	change	VERB
cana-2252	222	32	environments	environment	NOUN
cana-2252	222	33	.	.	PUNCT
cana-2252	223	1	after	after	ADP
cana-2252	223	2	these	these	DET
cana-2252	223	3	changes	change	NOUN
cana-2252	223	4	,	,	PUNCT
cana-2252	223	5	the	the	DET
cana-2252	223	6	system	system	NOUN
cana-2252	223	7	will	will	AUX
cana-2252	223	8	be	be	AUX
cana-2252	223	9	more	more	ADV
cana-2252	223	10	reliable	reliable	ADJ
cana-2252	223	11	and	and	CCONJ
cana-2252	223	12	adaptable	adaptable	ADJ
cana-2252	223	13	,	,	PUNCT
cana-2252	223	14	allowing	allow	VERB
cana-2252	223	15	it	it	PRON
cana-2252	223	16	to	to	PART
cana-2252	223	17	better	well	ADV
cana-2252	223	18	handle	handle	VERB
cana-2252	223	19	counterfeit	counterfeit	ADJ
cana-2252	223	20	goods	good	NOUN
cana-2252	223	21	'	'	PART
cana-2252	223	22	ever	ever	ADV
cana-2252	223	23	-	-	PUNCT
cana-2252	223	24	changing	change	VERB
cana-2252	223	25	threats	threat	NOUN
cana-2252	223	26	.	.	PUNCT
cana-2252	224	1	references	reference	NOUN
cana-2252	224	2	[	[	X
cana-2252	224	3	1	1	NUM
cana-2252	224	4	]	]	PUNCT
cana-2252	224	5	sajidha	sajidha	NOUN
cana-2252	224	6	,	,	PUNCT
cana-2252	224	7	s.	s.	PROPN
cana-2252	224	8	a.	a.	PROPN
cana-2252	224	9	,	,	PUNCT
cana-2252	224	10	mairaj	mairaj	ADJ
cana-2252	224	11	,	,	PUNCT
cana-2252	224	12	a.	a.	NOUN
cana-2252	224	13	,	,	PUNCT
cana-2252	224	14	tyagi	tyagi	PROPN
cana-2252	224	15	,	,	PUNCT
cana-2252	224	16	a.	a.	PROPN
cana-2252	224	17	k.	k.	PROPN
cana-2252	224	18	,	,	PUNCT
cana-2252	224	19	vijayalakshmi	vijayalakshmi	NOUN
cana-2252	224	20	,	,	PUNCT
cana-2252	224	21	a.	a.	NOUN
cana-2252	224	22	,	,	PUNCT
cana-2252	224	23	nisha	nisha	PROPN
cana-2252	224	24	,	,	PUNCT
cana-2252	224	25	v.	v.	ADP
cana-2252	224	26	m.	m.	NOUN
cana-2252	224	27	,	,	PUNCT
cana-2252	224	28	nair	nair	PROPN
cana-2252	224	29	,	,	PUNCT
cana-2252	224	30	s.	s.	PROPN
cana-2252	224	31	,	,	PUNCT
cana-2252	224	32	&	&	CCONJ
cana-2252	224	33	menon	menon	PROPN
cana-2252	224	34	,	,	PUNCT
cana-2252	224	35	h.	h.	PROPN
cana-2252	224	36	(	(	PUNCT
cana-2252	224	37	2024	2024	NUM
cana-2252	224	38	)	)	PUNCT
cana-2252	224	39	.	.	PUNCT
cana-2252	225	1	counterfeit	counterfeit	ADJ
cana-2252	225	2	pharmaceutical	pharmaceutical	ADJ
cana-2252	225	3	drug	drug	NOUN
cana-2252	225	4	identification	identification	NOUN
cana-2252	225	5	.	.	PUNCT
cana-2252	226	1	conversational	conversational	ADJ
cana-2252	226	2	artificial	artificial	ADJ
cana-2252	226	3	intelligence	intelligence	NOUN
cana-2252	226	4	,	,	PUNCT
cana-2252	226	5	269	269	NUM
cana-2252	226	6	-	-	SYM
cana-2252	226	7	285	285	NUM
cana-2252	226	8	.	.	PUNCT
cana-2252	227	1	[	[	X
cana-2252	227	2	2	2	NUM
cana-2252	227	3	]	]	X
cana-2252	227	4	kodric	kodric	PROPN
cana-2252	227	5	,	,	PUNCT
cana-2252	227	6	z.	z.	PROPN
cana-2252	227	7	,	,	PUNCT
cana-2252	227	8	vrhovec	vrhovec	PROPN
cana-2252	227	9	,	,	PUNCT
cana-2252	227	10	s.	s.	PROPN
cana-2252	227	11	,	,	PUNCT
cana-2252	227	12	&	&	CCONJ
cana-2252	227	13	jelovcan	jelovcan	PROPN
cana-2252	227	14	,	,	PUNCT
cana-2252	227	15	l.	l.	PROPN
cana-2252	227	16	(	(	PUNCT
cana-2252	227	17	2021	2021	NUM
cana-2252	227	18	)	)	PUNCT
cana-2252	227	19	.	.	PUNCT
cana-2252	228	1	securing	secure	VERB
cana-2252	228	2	edge	edge	NOUN
cana-2252	228	3	-	-	PUNCT
cana-2252	228	4	enabled	enable	VERB
cana-2252	228	5	smart	smart	ADJ
cana-2252	228	6	healthcare	healthcare	NOUN
cana-2252	228	7	systems	system	NOUN
cana-2252	228	8	with	with	ADP
cana-2252	228	9	blockchain	blockchain	PROPN
cana-2252	228	10	:	:	PUNCT
cana-2252	228	11	a	a	DET
cana-2252	228	12	systematic	systematic	ADJ
cana-2252	228	13	literature	literature	PROPN
cana-2252	228	14	review	review	PROPN
cana-2252	228	15	.	.	PUNCT
cana-2252	229	1	journal	journal	PROPN
cana-2252	229	2	of	of	ADP
cana-2252	229	3	internet	internet	NOUN
cana-2252	229	4	services	service	NOUN
cana-2252	229	5	and	and	CCONJ
cana-2252	229	6	information	information	NOUN
cana-2252	229	7	security	security	NOUN
cana-2252	229	8	,	,	PUNCT
cana-2252	229	9	11(4	11(4	NUM
cana-2252	229	10	)	)	PUNCT
cana-2252	229	11	,	,	PUNCT
cana-2252	229	12	19	19	NUM
cana-2252	229	13	-	-	SYM
cana-2252	229	14	32	32	NUM
cana-2252	229	15	.	.	PUNCT
cana-2252	230	1	[	[	X
cana-2252	230	2	3	3	NUM
cana-2252	230	3	]	]	X
cana-2252	230	4	uniyal	uniyal	ADJ
cana-2252	230	5	,	,	PUNCT
cana-2252	230	6	p.	p.	NOUN
cana-2252	230	7	,	,	PUNCT
cana-2252	230	8	singh	singh	PROPN
cana-2252	230	9	,	,	PUNCT
cana-2252	230	10	c.	c.	PROPN
cana-2252	230	11	,	,	PUNCT
cana-2252	230	12	&	&	CCONJ
cana-2252	230	13	dinesh	dinesh	PROPN
cana-2252	230	14	,	,	PUNCT
cana-2252	230	15	g.	g.	PROPN
cana-2252	230	16	(	(	PUNCT
cana-2252	230	17	2024	2024	NUM
cana-2252	230	18	)	)	PUNCT
cana-2252	230	19	.	.	PUNCT
cana-2252	231	1	leveraging	leverage	VERB
cana-2252	231	2	deep	deep	ADJ
cana-2252	231	3	learning	learning	NOUN
cana-2252	231	4	and	and	CCONJ
cana-2252	231	5	blockchain	blockchain	PROPN
cana-2252	231	6	for	for	ADP
cana-2252	231	7	enhanced	enhanced	ADJ
cana-2252	231	8	transparency	transparency	NOUN
cana-2252	231	9	and	and	CCONJ
cana-2252	231	10	traceability	traceability	NOUN
cana-2252	231	11	in	in	ADP
cana-2252	231	12	the	the	DET
cana-2252	231	13	indian	indian	ADJ
cana-2252	231	14	herbal	herbal	ADJ
cana-2252	231	15	product	product	NOUN
cana-2252	231	16	supply	supply	NOUN
cana-2252	231	17	chain	chain	NOUN
cana-2252	231	18	.	.	PUNCT
cana-2252	232	1	in	in	ADP
cana-2252	232	2	ieee	ieee	PROPN
cana-2252	232	3	international	international	ADJ
cana-2252	232	4	conference	conference	NOUN
cana-2252	232	5	on	on	ADP
cana-2252	232	6	intelligent	intelligent	ADJ
cana-2252	232	7	systems	system	NOUN
cana-2252	232	8	for	for	ADP
cana-2252	232	9	cybersecurity	cybersecurity	NOUN
cana-2252	232	10	(	(	PUNCT
cana-2252	232	11	iscs	isc	NOUN
cana-2252	232	12	)	)	PUNCT
cana-2252	232	13	,	,	PUNCT
cana-2252	232	14	1	1	NUM
cana-2252	232	15	-	-	SYM
cana-2252	232	16	6	6	NUM
cana-2252	232	17	.	.	PUNCT
cana-2252	233	1	[	[	X
cana-2252	233	2	4	4	X
cana-2252	233	3	]	]	SYM
cana-2252	233	4	mehak	mehak	X
cana-2252	233	5	,	,	PUNCT
cana-2252	233	6	s.	s.	PROPN
cana-2252	233	7	,	,	PUNCT
cana-2252	233	8	himanshi	himanshi	PROPN
cana-2252	233	9	.	.	PUNCT
cana-2252	233	10	,	,	PUNCT
cana-2252	233	11	&	&	CCONJ
cana-2252	233	12	sanju	sanju	PROPN
cana-2252	233	13	,	,	PUNCT
cana-2252	233	14	s.	s.	PROPN
cana-2252	233	15	(	(	PUNCT
cana-2252	233	16	2024	2024	NUM
cana-2252	233	17	)	)	PUNCT
cana-2252	233	18	.	.	PUNCT
cana-2252	234	1	privacy	privacy	NOUN
cana-2252	234	2	-	-	PUNCT
cana-2252	234	3	enhancing	enhance	VERB
cana-2252	234	4	blockchain	blockchain	NOUN
cana-2252	234	5	solutions	solution	NOUN
cana-2252	234	6	for	for	ADP
cana-2252	234	7	the	the	DET
cana-2252	234	8	healthcare	healthcare	NOUN
cana-2252	234	9	sector	sector	NOUN
cana-2252	234	10	:	:	PUNCT
cana-2252	234	11	efficient	efficient	ADJ
cana-2252	234	12	message	message	NOUN
cana-2252	234	13	sharing	sharing	NOUN
cana-2252	234	14	and	and	CCONJ
cana-2252	234	15	robust	robust	ADJ
cana-2252	234	16	big	big	ADJ
cana-2252	234	17	data	datum	NOUN
cana-2252	234	18	protection	protection	NOUN
cana-2252	234	19	.	.	PUNCT
cana-2252	235	1	journal	journal	PROPN
cana-2252	235	2	of	of	ADP
cana-2252	235	3	internet	internet	NOUN
cana-2252	235	4	services	service	NOUN
cana-2252	235	5	and	and	CCONJ
cana-2252	235	6	information	information	NOUN
cana-2252	235	7	security	security	NOUN
cana-2252	235	8	,	,	PUNCT
cana-2252	235	9	14(2	14(2	NUM
cana-2252	235	10	)	)	PUNCT
cana-2252	235	11	,	,	PUNCT
cana-2252	235	12	85	85	NUM
cana-2252	235	13	-	-	SYM
cana-2252	235	14	97	97	NUM
cana-2252	235	15	.	.	PUNCT
cana-2252	236	1	[	[	X
cana-2252	236	2	5	5	NUM
cana-2252	236	3	]	]	SYM
cana-2252	236	4	wu	wu	PROPN
cana-2252	236	5	,	,	PUNCT
cana-2252	236	6	r.	r.	PROPN
cana-2252	236	7	,	,	PUNCT
cana-2252	236	8	liu	liu	PROPN
cana-2252	236	9	,	,	PUNCT
cana-2252	236	10	n.	n.	PROPN
cana-2252	236	11	,	,	PUNCT
cana-2252	236	12	peng	peng	PROPN
cana-2252	236	13	,	,	PUNCT
cana-2252	236	14	g.	g.	PROPN
cana-2252	236	15	,	,	PUNCT
cana-2252	236	16	bhattarai	bhattarai	PROPN
cana-2252	236	17	,	,	PUNCT
cana-2252	236	18	a.	a.	PROPN
cana-2252	236	19	,	,	PUNCT
cana-2252	236	20	&	&	CCONJ
cana-2252	236	21	peng	peng	PROPN
cana-2252	236	22	,	,	PUNCT
cana-2252	236	23	d.	d.	PROPN
cana-2252	236	24	(	(	PUNCT
cana-2252	236	25	2024	2024	NUM
cana-2252	236	26	)	)	PUNCT
cana-2252	236	27	.	.	PUNCT
cana-2252	237	1	an	an	DET
cana-2252	237	2	innovative	innovative	ADJ
cana-2252	237	3	method	method	NOUN
cana-2252	237	4	for	for	ADP
cana-2252	237	5	securing	secure	VERB
cana-2252	237	6	qr	qr	PROPN
cana-2252	237	7	codes	code	NOUN
cana-2252	237	8	against	against	ADP
cana-2252	237	9	counterfeits	counterfeit	NOUN
cana-2252	237	10	in	in	ADP
cana-2252	237	11	supply	supply	NOUN
cana-2252	237	12	chain	chain	NOUN
cana-2252	237	13	management	management	NOUN
cana-2252	237	14	.	.	PUNCT
cana-2252	238	1	in	in	ADP
cana-2252	238	2	ieee	ieee	NOUN
cana-2252	238	3	14th	14th	ADJ
cana-2252	238	4	annual	annual	ADJ
cana-2252	238	5	computing	computing	NOUN
cana-2252	238	6	and	and	CCONJ
cana-2252	238	7	communication	communication	NOUN
cana-2252	238	8	workshop	workshop	NOUN
cana-2252	238	9	and	and	CCONJ
cana-2252	238	10	conference	conference	NOUN
cana-2252	238	11	(	(	PUNCT
cana-2252	238	12	ccwc	ccwc	PROPN
cana-2252	238	13	)	)	PUNCT
cana-2252	238	14	,	,	PUNCT
cana-2252	238	15	0589	0589	NUM
cana-2252	238	16	-	-	SYM
cana-2252	238	17	0596	0596	NUM
cana-2252	238	18	.	.	PUNCT
cana-2252	239	1	[	[	X
cana-2252	239	2	6	6	NUM
cana-2252	239	3	]	]	X
cana-2252	239	4	sofiene	sofiene	NOUN
cana-2252	239	5	,	,	PUNCT
cana-2252	239	6	m.	m.	NOUN
cana-2252	239	7	,	,	PUNCT
cana-2252	239	8	souhir	souhir	ADJ
cana-2252	239	9	,	,	PUNCT
cana-2252	239	10	c.	c.	PROPN
cana-2252	239	11	,	,	PUNCT
cana-2252	239	12	yousef	yousef	PROPN
cana-2252	239	13	,	,	PUNCT
cana-2252	239	14	a.	a.	PROPN
cana-2252	239	15	,	,	PUNCT
cana-2252	239	16	&	&	CCONJ
cana-2252	239	17	abdulrahman	abdulrahman	PROPN
cana-2252	239	18	,	,	PUNCT
cana-2252	239	19	a.	a.	NOUN
cana-2252	239	20	(	(	PUNCT
cana-2252	239	21	2023	2023	NUM
cana-2252	239	22	)	)	PUNCT
cana-2252	239	23	.	.	PUNCT
cana-2252	240	1	blockchain	blockchain	PROPN
cana-2252	240	2	technology	technology	PROPN
cana-2252	240	3	in	in	ADP
cana-2252	240	4	enhancing	enhance	VERB
cana-2252	240	5	health	health	NOUN
cana-2252	240	6	care	care	NOUN
cana-2252	240	7	ecosystem	ecosystem	NOUN
cana-2252	240	8	for	for	ADP
cana-2252	240	9	sustainable	sustainable	ADJ
cana-2252	240	10	development	development	NOUN
cana-2252	240	11	.	.	PUNCT
cana-2252	241	1	journal	journal	PROPN
cana-2252	241	2	of	of	ADP
cana-2252	241	3	wireless	wireless	ADJ
cana-2252	241	4	mobile	mobile	ADJ
cana-2252	241	5	networks	network	NOUN
cana-2252	241	6	,	,	PUNCT
cana-2252	241	7	ubiquitous	ubiquitous	ADJ
cana-2252	241	8	computing	computing	NOUN
cana-2252	241	9	,	,	PUNCT
cana-2252	241	10	and	and	CCONJ
cana-2252	241	11	dependable	dependable	ADJ
cana-2252	241	12	applications,14(3	applications,14(3	PROPN
cana-2252	241	13	)	)	PUNCT
cana-2252	241	14	,	,	PUNCT
cana-2252	241	15	240	240	NUM
cana-2252	241	16	-	-	SYM
cana-2252	241	17	252	252	NUM
cana-2252	241	18	.	.	PUNCT
cana-2252	242	1	[	[	X
cana-2252	242	2	7	7	NUM
cana-2252	242	3	]	]	X
cana-2252	242	4	momani	momani	NOUN
cana-2252	242	5	,	,	PUNCT
cana-2252	242	6	shaher	shaher	PROPN
cana-2252	242	7	,	,	PUNCT
cana-2252	242	8	et	et	PROPN
cana-2252	242	9	al	al	PROPN
cana-2252	242	10	.	.	PUNCT
cana-2252	243	1	"	"	PUNCT
cana-2252	243	2	two	two	NUM
cana-2252	243	3	energy	energy	NOUN
cana-2252	243	4	groups	group	NOUN
cana-2252	243	5	neutron	neutron	NOUN
cana-2252	243	6	diffusion	diffusion	NOUN
cana-2252	243	7	model	model	NOUN
cana-2252	243	8	in	in	ADP
cana-2252	243	9	spherical	spherical	ADJ
cana-2252	243	10	reactors	reactor	NOUN
cana-2252	243	11	.	.	PUNCT
cana-2252	243	12	"	"	PUNCT
cana-2252	243	13	results	result	NOUN
cana-2252	243	14	in	in	ADP
cana-2252	243	15	nonlinear	nonlinear	ADJ
cana-2252	243	16	analysis	analysis	NOUN
cana-2252	243	17	,	,	PUNCT
cana-2252	243	18	vol	vol	NOUN
cana-2252	243	19	.	.	PROPN
cana-2252	244	1	7	7	NUM
cana-2252	244	2	,	,	PUNCT
cana-2252	244	3	no	no	INTJ
cana-2252	244	4	.	.	NOUN
cana-2252	244	5	2	2	NUM
cana-2252	244	6	,	,	PUNCT
cana-2252	244	7	2024	2024	NUM
cana-2252	244	8	,	,	PUNCT
cana-2252	244	9	pp	pp	ADV
cana-2252	244	10	.	.	PUNCT
cana-2252	245	1	160–173	160–173	NUM
cana-2252	245	2	.	.	PUNCT
cana-2252	246	1	[	[	X
cana-2252	246	2	8	8	NUM
cana-2252	246	3	]	]	X
cana-2252	246	4	mohamed	mohamed	PROPN
cana-2252	246	5	,	,	PUNCT
cana-2252	246	6	k.n.r	k.n.r	PROPN
cana-2252	246	7	.	.	PROPN
cana-2252	246	8	,	,	PUNCT
cana-2252	246	9	nijaguna	nijaguna	PROPN
cana-2252	246	10	,	,	PUNCT
cana-2252	246	11	g.s	g.s	PROPN
cana-2252	246	12	.	.	PROPN
cana-2252	246	13	,	,	PUNCT
cana-2252	246	14	pushpa	pushpa	PROPN
cana-2252	246	15	,	,	PUNCT
cana-2252	246	16	dayanand	dayanand	PROPN
cana-2252	246	17	,	,	PUNCT
cana-2252	246	18	l.n	l.n	PROPN
cana-2252	246	19	.	.	PROPN
cana-2252	246	20	,	,	PUNCT
cana-2252	246	21	naga	naga	PROPN
cana-2252	246	22	,	,	PUNCT
cana-2252	246	23	r.m	r.m	PROPN
cana-2252	246	24	.	.	PROPN
cana-2252	246	25	,	,	PUNCT
cana-2252	246	26	&	&	CCONJ
cana-2252	246	27	zameer	zameer	PROPN
cana-2252	246	28	,	,	PUNCT
cana-2252	246	29	aa	aa	INTJ
cana-2252	246	30	.	.	PUNCT
cana-2252	246	31	(	(	PUNCT
cana-2252	246	32	2024	2024	NUM
cana-2252	246	33	)	)	PUNCT
cana-2252	246	34	.	.	PUNCT
cana-2252	247	1	a	a	DET
cana-2252	247	2	comprehensive	comprehensive	ADJ
cana-2252	247	3	approach	approach	NOUN
cana-2252	247	4	to	to	ADP
cana-2252	247	5	a	a	DET
cana-2252	247	6	hybrid	hybrid	ADJ
cana-2252	247	7	blockchain	blockchain	NOUN
cana-2252	247	8	framework	framework	NOUN
cana-2252	247	9	for	for	ADP
cana-2252	247	10	multimedia	multimedia	NOUN
cana-2252	247	11	data	datum	NOUN
cana-2252	247	12	processing	processing	NOUN
cana-2252	247	13	and	and	CCONJ
cana-2252	247	14	analysis	analysis	NOUN
cana-2252	247	15	in	in	ADP
cana-2252	247	16	iothealthcare	iothealthcare	NOUN
cana-2252	247	17	.	.	PUNCT
cana-2252	248	1	journal	journal	NOUN
cana-2252	248	2	of	of	ADP
cana-2252	248	3	wireless	wireless	ADJ
cana-2252	248	4	mobile	mobile	ADJ
cana-2252	248	5	networks	network	NOUN
cana-2252	248	6	,	,	PUNCT
cana-2252	248	7	ubiquitous	ubiquitous	ADJ
cana-2252	248	8	computing	computing	NOUN
cana-2252	248	9	,	,	PUNCT
cana-2252	248	10	and	and	CCONJ
cana-2252	248	11	dependable	dependable	ADJ
cana-2252	248	12	applications	application	NOUN
cana-2252	248	13	(	(	PUNCT
cana-2252	248	14	jowua	jowua	ADJ
cana-2252	248	15	)	)	PUNCT
cana-2252	248	16	,	,	PUNCT
cana-2252	248	17	15(2	15(2	NUM
cana-2252	248	18	)	)	PUNCT
cana-2252	248	19	,	,	PUNCT
cana-2252	248	20	94	94	NUM
cana-2252	248	21	-	-	SYM
cana-2252	248	22	108	108	NUM
cana-2252	248	23	.	.	PUNCT
cana-2252	249	1	[	[	X
cana-2252	249	2	9	9	NUM
cana-2252	249	3	]	]	SYM
cana-2252	249	4	ullagaddi	ullagaddi	NOUN
cana-2252	249	5	,	,	PUNCT
cana-2252	249	6	p.	p.	NOUN
cana-2252	249	7	(	(	PUNCT
cana-2252	249	8	2024	2024	NUM
cana-2252	249	9	)	)	PUNCT
cana-2252	249	10	.	.	PUNCT
cana-2252	250	1	digital	digital	ADJ
cana-2252	250	2	transformation	transformation	NOUN
cana-2252	250	3	in	in	ADP
cana-2252	250	4	the	the	DET
cana-2252	250	5	pharmaceutical	pharmaceutical	ADJ
cana-2252	250	6	industry	industry	NOUN
cana-2252	250	7	:	:	PUNCT
cana-2252	250	8	enhancing	enhance	VERB
cana-2252	250	9	quality	quality	NOUN
cana-2252	250	10	management	management	NOUN
cana-2252	250	11	systems	system	NOUN
cana-2252	250	12	and	and	CCONJ
cana-2252	250	13	regulatory	regulatory	ADJ
cana-2252	250	14	compliance	compliance	NOUN
cana-2252	250	15	.	.	PUNCT
cana-2252	251	1	international	international	ADJ
cana-2252	251	2	journal	journal	PROPN
cana-2252	251	3	of	of	ADP
cana-2252	251	4	health	health	PROPN
cana-2252	251	5	sciences	sciences	PROPN
cana-2252	251	6	,	,	PUNCT
cana-2252	251	7	12(1	12(1	NUM
cana-2252	251	8	)	)	PUNCT
cana-2252	251	9	,	,	PUNCT
cana-2252	251	10	31	31	NUM
cana-2252	251	11	-	-	SYM
cana-2252	251	12	43	43	NUM
cana-2252	251	13	.	.	PUNCT
cana-2252	252	1	[	[	X
cana-2252	252	2	10	10	NUM
cana-2252	252	3	]	]	PUNCT
cana-2252	252	4	bobir	bobir	NOUN
cana-2252	252	5	,	,	PUNCT
cana-2252	252	6	a.o	a.o	PROPN
cana-2252	252	7	.	.	PROPN
cana-2252	252	8	,	,	PUNCT
cana-2252	252	9	askariy	askariy	ADJ
cana-2252	252	10	,	,	PUNCT
cana-2252	252	11	m.	m.	NOUN
cana-2252	252	12	,	,	PUNCT
cana-2252	252	13	otabek	otabek	PROPN
cana-2252	252	14	,	,	PUNCT
cana-2252	252	15	y.y	y.y	PROPN
cana-2252	252	16	.	.	PROPN
cana-2252	252	17	,	,	PUNCT
cana-2252	252	18	nodir	nodir	PROPN
cana-2252	252	19	,	,	PUNCT
cana-2252	252	20	r.k	r.k	PROPN
cana-2252	252	21	.	.	PROPN
cana-2252	252	22	,	,	PUNCT
cana-2252	252	23	rakhima	rakhima	PROPN
cana-2252	252	24	,	,	PUNCT
cana-2252	252	25	a.	a.	NOUN
cana-2252	252	26	,	,	PUNCT
cana-2252	252	27	zukhra	zukhra	PROPN
cana-2252	252	28	,	,	PUNCT
cana-2252	252	29	z.y	z.y	PROPN
cana-2252	252	30	.	.	PROPN
cana-2252	252	31	,	,	PUNCT
cana-2252	252	32	sherzod	sherzod	PROPN
cana-2252	252	33	,	,	PUNCT
cana-2252	252	34	a.a	a.a	PROPN
cana-2252	252	35	.	.	PROPN
cana-2252	252	36	(	(	PUNCT
cana-2252	252	37	2024	2024	NUM
cana-2252	252	38	)	)	PUNCT
cana-2252	252	39	.	.	PUNCT
cana-2252	253	1	utilizing	utilize	VERB
cana-2252	253	2	deep	deep	ADJ
cana-2252	253	3	learning	learning	NOUN
cana-2252	253	4	and	and	CCONJ
cana-2252	253	5	the	the	DET
cana-2252	253	6	internet	internet	NOUN
cana-2252	253	7	of	of	ADP
cana-2252	253	8	things	thing	NOUN
cana-2252	253	9	to	to	PART
cana-2252	253	10	monitor	monitor	VERB
cana-2252	253	11	the	the	DET
cana-2252	253	12	health	health	NOUN
cana-2252	253	13	of	of	ADP
cana-2252	253	14	aquatic	aquatic	ADJ
cana-2252	253	15	ecosystems	ecosystem	NOUN
cana-2252	253	16	to	to	PART
cana-2252	253	17	conserve	conserve	VERB
cana-2252	253	18	biodiversity	biodiversity	NOUN
cana-2252	253	19	.	.	PUNCT
cana-2252	254	1	natural	natural	ADJ
cana-2252	254	2	and	and	CCONJ
cana-2252	254	3	engineering	engineering	NOUN
cana-2252	254	4	sciences	science	NOUN
cana-2252	254	5	,	,	PUNCT
cana-2252	254	6	9(1	9(1	NUM
cana-2252	254	7	)	)	PUNCT
cana-2252	254	8	,	,	PUNCT
cana-2252	254	9	72	72	NUM
cana-2252	254	10	-	-	SYM
cana-2252	254	11	83	83	NUM
cana-2252	254	12	.	.	PUNCT
cana-2252	255	1	[	[	X
cana-2252	255	2	11	11	NUM
cana-2252	255	3	]	]	X
cana-2252	255	4	chen	chen	PROPN
cana-2252	255	5	,	,	PUNCT
cana-2252	255	6	e.	e.	PROPN
cana-2252	255	7	,	,	PUNCT
cana-2252	255	8	prakash	prakash	PROPN
cana-2252	255	9	,	,	PUNCT
cana-2252	255	10	s.	s.	PROPN
cana-2252	255	11	,	,	PUNCT
cana-2252	255	12	janapa	janapa	PROPN
cana-2252	255	13	reddi	reddi	PROPN
cana-2252	255	14	,	,	PUNCT
cana-2252	255	15	v.	v.	PROPN
cana-2252	255	16	,	,	PUNCT
cana-2252	255	17	kim	kim	PROPN
cana-2252	255	18	,	,	PUNCT
cana-2252	255	19	d.	d.	PROPN
cana-2252	255	20	,	,	PUNCT
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cana-2252	255	22	rajpurkar	rajpurkar	PROPN
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cana-2252	255	24	p.	p.	NOUN
cana-2252	255	25	(	(	PUNCT
cana-2252	255	26	2023	2023	NUM
cana-2252	255	27	)	)	PUNCT
cana-2252	255	28	.	.	PUNCT
cana-2252	256	1	a	a	DET
cana-2252	256	2	framework	framework	NOUN
cana-2252	256	3	for	for	ADP
cana-2252	256	4	integrating	integrate	VERB
cana-2252	256	5	artificial	artificial	ADJ
cana-2252	256	6	intelligence	intelligence	NOUN
cana-2252	256	7	for	for	ADP
cana-2252	256	8	clinical	clinical	ADJ
cana-2252	256	9	care	care	NOUN
cana-2252	256	10	with	with	ADP
cana-2252	256	11	continuous	continuous	ADJ
cana-2252	256	12	therapeutic	therapeutic	ADJ
cana-2252	256	13	monitoring	monitoring	NOUN
cana-2252	256	14	.	.	PUNCT
cana-2252	257	1	nature	nature	NOUN
cana-2252	257	2	biomedical	biomedical	PROPN
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cana-2252	257	4	,	,	PUNCT
cana-2252	257	5	1	1	NUM
cana-2252	257	6	-	-	SYM
cana-2252	257	7	10	10	NUM
cana-2252	257	8	.	.	PUNCT
cana-2252	258	1	[	[	X
cana-2252	258	2	12	12	NUM
cana-2252	258	3	]	]	PUNCT
cana-2252	258	4	camgözlü	camgözlü	NOUN
cana-2252	258	5	,	,	PUNCT
cana-2252	258	6	y.	y.	PROPN
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cana-2252	258	9	kutlu	kutlu	PROPN
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cana-2252	258	11	y.	y.	PROPN
cana-2252	258	12	(	(	PUNCT
cana-2252	258	13	2023	2023	NUM
cana-2252	258	14	)	)	PUNCT
cana-2252	258	15	.	.	PUNCT
cana-2252	259	1	leaf	leaf	NOUN
cana-2252	259	2	image	image	NOUN
cana-2252	259	3	classification	classification	NOUN
cana-2252	259	4	based	base	VERB
cana-2252	259	5	on	on	ADP
cana-2252	259	6	pre	pre	ADJ
cana-2252	259	7	-	-	ADJ
cana-2252	259	8	trained	train	VERB
cana-2252	259	9	convolutional	convolutional	ADJ
cana-2252	259	10	neural	neural	ADJ
cana-2252	259	11	network	network	NOUN
cana-2252	259	12	models.natural	models.natural	ADJ
cana-2252	259	13	and	and	CCONJ
cana-2252	259	14	engineering	engineering	NOUN
cana-2252	259	15	sciences	science	NOUN
cana-2252	259	16	,	,	PUNCT
cana-2252	259	17	8(3	8(3	NUM
cana-2252	259	18	)	)	PUNCT
cana-2252	259	19	,	,	PUNCT
cana-2252	259	20	214	214	NUM
cana-2252	259	21	-	-	SYM
cana-2252	259	22	232	232	NUM
cana-2252	259	23	.	.	PUNCT
cana-2252	260	1	[	[	X
cana-2252	260	2	13	13	NUM
cana-2252	260	3	]	]	X
cana-2252	260	4	singh	singh	PROPN
cana-2252	260	5	,	,	PUNCT
cana-2252	260	6	b.	b.	PROPN
cana-2252	260	7	,	,	PUNCT
cana-2252	260	8	&	&	CCONJ
cana-2252	260	9	kaunert	kaunert	PROPN
cana-2252	260	10	,	,	PUNCT
cana-2252	260	11	c.	c.	PROPN
cana-2252	260	12	(	(	PUNCT
cana-2252	260	13	2024	2024	NUM
cana-2252	260	14	)	)	PUNCT
cana-2252	260	15	.	.	PUNCT
cana-2252	261	1	reinventing	reinvent	VERB
cana-2252	261	2	artificial	artificial	ADJ
cana-2252	261	3	intelligence	intelligence	NOUN
cana-2252	261	4	and	and	CCONJ
cana-2252	261	5	blockchain	blockchain	NOUN
cana-2252	261	6	for	for	ADP
cana-2252	261	7	preserving	preserve	VERB
cana-2252	261	8	medical	medical	ADJ
cana-2252	261	9	data	datum	NOUN
cana-2252	261	10	.	.	PUNCT
cana-2252	262	1	in	in	ADP
cana-2252	262	2	ethical	ethical	ADJ
cana-2252	262	3	artificial	artificial	ADJ
cana-2252	262	4	intelligence	intelligence	NOUN
cana-2252	262	5	in	in	ADP
cana-2252	262	6	power	power	NOUN
cana-2252	262	7	electronics	electronic	NOUN
cana-2252	262	8	,	,	PUNCT
cana-2252	262	9	77	77	NUM
cana-2252	262	10	-	-	SYM
cana-2252	262	11	91	91	NUM
cana-2252	262	12	.	.	PUNCT
cana-2252	263	1	[	[	X
cana-2252	263	2	14	14	NUM
cana-2252	263	3	]	]	SYM
cana-2252	263	4	mumtaj	mumtaj	NOUN
cana-2252	263	5	begum	begum	PROPN
cana-2252	263	6	,	,	PUNCT
cana-2252	263	7	h.	h.	PROPN
cana-2252	263	8	(	(	PUNCT
cana-2252	263	9	2022	2022	NUM
cana-2252	263	10	)	)	PUNCT
cana-2252	263	11	.	.	PUNCT
cana-2252	264	1	scientometric	scientometric	ADJ
cana-2252	264	2	analysis	analysis	NOUN
cana-2252	264	3	of	of	ADP
cana-2252	264	4	the	the	DET
cana-2252	264	5	research	research	NOUN
cana-2252	264	6	paper	paper	NOUN
cana-2252	264	7	output	output	NOUN
cana-2252	264	8	on	on	ADP
cana-2252	264	9	artificial	artificial	ADJ
cana-2252	264	10	intelligence	intelligence	NOUN
cana-2252	264	11	:	:	PUNCT
cana-2252	264	12	a	a	DET
cana-2252	264	13	study	study	NOUN
cana-2252	264	14	.	.	PUNCT
cana-2252	265	1	indian	indian	ADJ
cana-2252	265	2	journal	journal	PROPN
cana-2252	265	3	of	of	ADP
cana-2252	265	4	information	information	NOUN
cana-2252	265	5	sources	source	NOUN
cana-2252	265	6	and	and	CCONJ
cana-2252	265	7	services	service	NOUN
cana-2252	265	8	,	,	PUNCT
cana-2252	265	9	12(1	12(1	NUM
cana-2252	265	10	)	)	PUNCT
cana-2252	265	11	,	,	PUNCT
cana-2252	265	12	52–58	52–58	NUM
cana-2252	265	13	.	.	PUNCT
cana-2252	266	1	[	[	X
cana-2252	266	2	15	15	NUM
cana-2252	266	3	]	]	X
cana-2252	266	4	agarzayev	agarzayev	NOUN
cana-2252	266	5	,	,	PUNCT
cana-2252	266	6	bahruz	bahruz	NOUN
cana-2252	266	7	,	,	PUNCT
cana-2252	266	8	et	et	PROPN
cana-2252	266	9	al	al	PROPN
cana-2252	266	10	.	.	PUNCT
cana-2252	266	11	"	"	PUNCT
cana-2252	266	12	weighted	weight	VERB
cana-2252	266	13	inequalities	inequality	NOUN
cana-2252	266	14	for	for	ADP
cana-2252	266	15	the	the	DET
cana-2252	266	16	traces	trace	NOUN
cana-2252	266	17	of	of	ADP
cana-2252	266	18	functions	function	NOUN
cana-2252	266	19	represented	represent	VERB
cana-2252	266	20	by	by	ADP
cana-2252	266	21	the	the	DET
cana-2252	266	22	riesz	riesz	NOUN
cana-2252	266	23	generalized	generalize	VERB
cana-2252	266	24	potentials	potential	NOUN
cana-2252	266	25	.	.	PUNCT
cana-2252	266	26	"	"	PUNCT
cana-2252	266	27	results	result	NOUN
cana-2252	266	28	in	in	ADP
cana-2252	266	29	nonlinear	nonlinear	ADJ
cana-2252	266	30	analysis	analysis	NOUN
cana-2252	266	31	,	,	PUNCT
cana-2252	266	32	vol	vol	NOUN
cana-2252	266	33	.	.	PROPN
cana-2252	267	1	7	7	NUM
cana-2252	267	2	,	,	PUNCT
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cana-2252	267	4	.	.	NOUN
cana-2252	267	5	2	2	NUM
cana-2252	267	6	,	,	PUNCT
cana-2252	267	7	2024	2024	NUM
cana-2252	267	8	,	,	PUNCT
cana-2252	267	9	pp	pp	ADV
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cana-2252	268	2	.	.	PUNCT
cana-2252	269	1	[	[	X
cana-2252	269	2	16	16	NUM
cana-2252	269	3	]	]	X
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cana-2252	269	5	,	,	PUNCT
cana-2252	269	6	s.	s.	PROPN
cana-2252	269	7	,	,	PUNCT
cana-2252	269	8	manoj	manoj	PROPN
cana-2252	269	9	,	,	PUNCT
cana-2252	269	10	g.	g.	PROPN
cana-2252	269	11	,	,	PUNCT
cana-2252	269	12	subramani	subramani	PROPN
cana-2252	269	13	,	,	PUNCT
cana-2252	269	14	k.	k.	PROPN
cana-2252	269	15	,	,	PUNCT
cana-2252	269	16	ahmed	ahmed	PROPN
cana-2252	269	17	,	,	PUNCT
cana-2252	269	18	a.	a.	PROPN
cana-2252	269	19	,	,	PUNCT
cana-2252	269	20	&	&	CCONJ
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cana-2252	269	24	(	(	PUNCT
cana-2252	269	25	2024	2024	NUM
cana-2252	269	26	)	)	PUNCT
cana-2252	269	27	.	.	PUNCT
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cana-2252	270	3	data	datum	NOUN
cana-2252	270	4	utilization	utilization	NOUN
cana-2252	270	5	and	and	CCONJ
cana-2252	270	6	performance	performance	NOUN
cana-2252	270	7	of	of	ADP
cana-2252	270	8	health	health	NOUN
cana-2252	270	9	management	management	NOUN
cana-2252	270	10	information	information	NOUN
cana-2252	270	11	systems	system	NOUN
cana-2252	270	12	:	:	PUNCT
cana-2252	270	13	a	a	DET
cana-2252	270	14	case	case	NOUN
cana-2252	270	15	study	study	NOUN
cana-2252	270	16	.	.	PUNCT
cana-2252	271	1	indian	indian	PROPN
cana-2252	271	2	journal	journal	PROPN
cana-2252	271	3	of	of	ADP
cana-2252	271	4	information	information	NOUN
cana-2252	271	5	sources	source	NOUN
cana-2252	271	6	and	and	CCONJ
cana-2252	271	7	services	service	NOUN
cana-2252	271	8	,	,	PUNCT
cana-2252	271	9	14(2	14(2	NUM
cana-2252	271	10	)	)	PUNCT
cana-2252	271	11	,	,	PUNCT
cana-2252	271	12	146–152	146–152	NUM
cana-2252	271	13	.	.	PUNCT
cana-2252	272	1	[	[	X
cana-2252	272	2	17	17	NUM
cana-2252	272	3	]	]	X
cana-2252	272	4	khalaf	khalaf	PROPN
cana-2252	272	5	,	,	PUNCT
cana-2252	272	6	l.	l.	PROPN
cana-2252	272	7	i.	i.	PROPN
cana-2252	272	8	,	,	PUNCT
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cana-2252	272	10	,	,	PUNCT
cana-2252	272	11	m.	m.	PROPN
cana-2252	272	12	l.	l.	PROPN
cana-2252	272	13	f.	f.	PROPN
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cana-2252	272	15	almashhadany	almashhadany	NOUN
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cana-2252	272	17	m.	m.	NOUN
cana-2252	272	18	t.	t.	PROPN
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cana-2252	272	25	,	,	PUNCT
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cana-2252	272	28	t.	t.	PROPN
cana-2252	272	29	s.	s.	PROPN
cana-2252	272	30	,	,	PUNCT
cana-2252	272	31	&	&	CCONJ
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cana-2252	272	34	s.	s.	PROPN
cana-2252	272	35	(	(	PUNCT
cana-2252	272	36	2024	2024	NUM
cana-2252	272	37	)	)	PUNCT
cana-2252	272	38	.	.	PUNCT
cana-2252	273	1	image	image	NOUN
cana-2252	273	2	forgery	forgery	NOUN
cana-2252	273	3	detection	detection	NOUN
cana-2252	273	4	using	use	VERB
cana-2252	273	5	convolutional	convolutional	ADJ
cana-2252	273	6	neural	neural	ADJ
cana-2252	273	7	networks	network	NOUN
cana-2252	273	8	and	and	CCONJ
cana-2252	273	9	blockchain	blockchain	PROPN
cana-2252	273	10	technology	technology	PROPN
cana-2252	273	11	.	.	PUNCT
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cana-2252	274	7	and	and	CCONJ
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cana-2252	274	13	-	-	SYM
cana-2252	274	14	321	321	NUM
cana-2252	274	15	.	.	PUNCT
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cana-2252	275	2	https://jowua.com/article/2023.i3.018/71035/	https://jowua.com/article/2023.i3.018/71035/	VERB
cana-2252	276	1	communications	communication	NOUN
cana-2252	276	2	on	on	ADP
cana-2252	276	3	applied	apply	VERB
cana-2252	276	4	nonlinear	nonlinear	ADJ
cana-2252	276	5	analysis	analysis	NOUN
cana-2252	276	6	issn	issn	NOUN
cana-2252	276	7	:	:	PUNCT
cana-2252	276	8	1074	1074	NUM
cana-2252	276	9	-	-	PUNCT
cana-2252	276	10	133x	133x	NUM
cana-2252	276	11	vol	vol	NOUN
cana-2252	276	12	32	32	NUM
cana-2252	276	13	no	no	NOUN
cana-2252	276	14	.	.	PUNCT
cana-2252	277	1	2s	2s	NUM
cana-2252	277	2	(	(	PUNCT
cana-2252	277	3	2025	2025	NUM
cana-2252	277	4	)	)	PUNCT
cana-2252	277	5	86	86	NUM
cana-2252	277	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2252	278	1	[	[	X
cana-2252	278	2	18	18	NUM
cana-2252	278	3	]	]	PUNCT
cana-2252	278	4	veera	veera	NOUN
cana-2252	278	5	boopathy	boopathy	PROPN
cana-2252	278	6	,	,	PUNCT
cana-2252	278	7	e.	e.	PROPN
cana-2252	278	8	,	,	PUNCT
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cana-2252	278	10	mohamed	mohamed	PROPN
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cana-2252	278	17	,	,	PUNCT
cana-2252	278	18	s.	s.	PROPN
cana-2252	278	19	,	,	PUNCT
cana-2252	278	20	karthick	karthick	PROPN
cana-2252	278	21	raja	raja	PROPN
cana-2252	278	22	,	,	PUNCT
cana-2252	278	23	d.	d.	PROPN
cana-2252	278	24	,	,	PUNCT
cana-2252	278	25	gowtham	gowtham	PROPN
cana-2252	278	26	,	,	PUNCT
cana-2252	278	27	m.	m.	NOUN
cana-2252	278	28	,	,	PUNCT
cana-2252	278	29	kishore	kishore	PROPN
cana-2252	278	30	,	,	PUNCT
cana-2252	278	31	r.	r.	PROPN
cana-2252	278	32	,	,	PUNCT
cana-2252	278	33	vimalraj	vimalraj	VERB
cana-2252	278	34	,	,	PUNCT
cana-2252	278	35	p.	p.	NOUN
cana-2252	278	36	,	,	PUNCT
cana-2252	278	37	&	&	CCONJ
cana-2252	278	38	vissnuvardhan	vissnuvardhan	PROPN
cana-2252	278	39	,	,	PUNCT
cana-2252	278	40	k.	k.	PROPN
cana-2252	278	41	(	(	PUNCT
cana-2252	278	42	2024	2024	NUM
cana-2252	278	43	)	)	PUNCT
cana-2252	278	44	.	.	PUNCT
cana-2252	279	1	a	a	DET
cana-2252	279	2	data	datum	NOUN
cana-2252	279	3	driven	drive	VERB
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cana-2252	279	5	through	through	ADP
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cana-2252	279	11	system	system	NOUN
cana-2252	279	12	.	.	PUNCT
cana-2252	280	1	archives	archive	NOUN
cana-2252	280	2	for	for	ADP
cana-2252	280	3	technical	technical	ADJ
cana-2252	280	4	sciences	science	NOUN
cana-2252	280	5	,	,	PUNCT
cana-2252	280	6	2(31	2(31	NUM
cana-2252	280	7	)	)	PUNCT
cana-2252	280	8	,	,	PUNCT
cana-2252	280	9	9	9	NUM
cana-2252	280	10	-	-	SYM
cana-2252	280	11	15	15	NUM
cana-2252	280	12	.	.	PUNCT
cana-2252	281	1	[	[	X
cana-2252	281	2	19	19	NUM
cana-2252	281	3	]	]	SYM
cana-2252	281	4	májovský	májovský	PROPN
cana-2252	281	5	,	,	PUNCT
cana-2252	281	6	m.	m.	NOUN
cana-2252	281	7	,	,	PUNCT
cana-2252	281	8	černý	černý	NOUN
cana-2252	281	9	,	,	PUNCT
cana-2252	281	10	m.	m.	NOUN
cana-2252	281	11	,	,	PUNCT
cana-2252	281	12	kasal	kasal	NOUN
cana-2252	281	13	,	,	PUNCT
cana-2252	281	14	m.	m.	NOUN
cana-2252	281	15	,	,	PUNCT
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cana-2252	281	19	,	,	PUNCT
cana-2252	281	20	&	&	CCONJ
cana-2252	281	21	netuka	netuka	PROPN
cana-2252	281	22	,	,	PUNCT
cana-2252	281	23	d.	d.	PROPN
cana-2252	281	24	(	(	PUNCT
cana-2252	281	25	2023	2023	NUM
cana-2252	281	26	)	)	PUNCT
cana-2252	281	27	.	.	PUNCT
cana-2252	282	1	artificial	artificial	ADJ
cana-2252	282	2	intelligence	intelligence	NOUN
cana-2252	282	3	can	can	AUX
cana-2252	282	4	generate	generate	VERB
cana-2252	282	5	fraudulent	fraudulent	ADJ
cana-2252	282	6	but	but	CCONJ
cana-2252	282	7	authentic	authentic	ADJ
cana-2252	282	8	-	-	PUNCT
cana-2252	282	9	looking	look	VERB
cana-2252	282	10	scientific	scientific	ADJ
cana-2252	282	11	medical	medical	ADJ
cana-2252	282	12	articles	article	NOUN
cana-2252	282	13	:	:	PUNCT
cana-2252	282	14	pandora	pandora	PROPN
cana-2252	282	15	's	's	PART
cana-2252	282	16	box	box	PROPN
cana-2252	282	17	has	have	AUX
cana-2252	282	18	been	be	AUX
cana-2252	282	19	opened	open	VERB
cana-2252	282	20	.	.	PUNCT
cana-2252	283	1	journal	journal	PROPN
cana-2252	283	2	of	of	ADP
cana-2252	283	3	medical	medical	ADJ
cana-2252	283	4	internet	internet	NOUN
cana-2252	283	5	research	research	NOUN
cana-2252	283	6	,	,	PUNCT
cana-2252	283	7	25	25	NUM
cana-2252	283	8	,	,	PUNCT
cana-2252	283	9	e46924	e46924	NOUN
cana-2252	283	10	.	.	PUNCT
cana-2252	284	1	[	[	X
cana-2252	284	2	20	20	NUM
cana-2252	284	3	]	]	SYM
cana-2252	284	4	dogheim	dogheim	PROPN
cana-2252	284	5	,	,	PUNCT
cana-2252	284	6	g.	g.	PROPN
cana-2252	284	7	m.	m.	PROPN
cana-2252	284	8	,	,	PUNCT
cana-2252	284	9	&	&	CCONJ
cana-2252	284	10	hussain	hussain	PROPN
cana-2252	284	11	,	,	PUNCT
cana-2252	284	12	a.	a.	NOUN
cana-2252	284	13	(	(	PUNCT
cana-2252	284	14	2023	2023	NUM
cana-2252	284	15	)	)	PUNCT
cana-2252	284	16	.	.	PUNCT
cana-2252	285	1	patient	patient	PROPN
cana-2252	285	2	care	care	NOUN
cana-2252	285	3	through	through	ADP
cana-2252	285	4	ai	ai	ADJ
cana-2252	285	5	-	-	PUNCT
cana-2252	285	6	driven	drive	VERB
cana-2252	285	7	remote	remote	ADJ
cana-2252	285	8	monitoring	monitoring	NOUN
cana-2252	285	9	:	:	PUNCT
cana-2252	285	10	analyzing	analyze	VERB
cana-2252	285	11	the	the	DET
cana-2252	285	12	role	role	NOUN
cana-2252	285	13	of	of	ADP
cana-2252	285	14	predictive	predictive	ADJ
cana-2252	285	15	models	model	NOUN
cana-2252	285	16	and	and	CCONJ
cana-2252	285	17	intelligent	intelligent	ADJ
cana-2252	285	18	alerts	alert	NOUN
cana-2252	285	19	in	in	ADP
cana-2252	285	20	preventive	preventive	ADJ
cana-2252	285	21	medicine	medicine	NOUN
cana-2252	285	22	.	.	PUNCT
cana-2252	286	1	journal	journal	PROPN
cana-2252	286	2	of	of	ADP
cana-2252	286	3	contemporary	contemporary	PROPN
cana-2252	286	4	healthcare	healthcare	PROPN
cana-2252	286	5	analytics	analytic	NOUN
cana-2252	286	6	,	,	PUNCT
cana-2252	286	7	7(1	7(1	NUM
cana-2252	286	8	)	)	PUNCT
cana-2252	286	9	,	,	PUNCT
cana-2252	286	10	94	94	NUM
cana-2252	286	11	-	-	SYM
cana-2252	286	12	110	110	NUM
cana-2252	286	13	.	.	PUNCT
cana-2252	287	1	[	[	X
cana-2252	287	2	21	21	NUM
cana-2252	287	3	]	]	X
cana-2252	287	4	sayem	sayem	PROPN
cana-2252	287	5	,	,	PUNCT
cana-2252	287	6	m.	m.	NOUN
cana-2252	287	7	a.	a.	PROPN
cana-2252	287	8	,	,	PUNCT
cana-2252	287	9	taslima	taslima	NOUN
cana-2252	287	10	,	,	PUNCT
cana-2252	287	11	n.	n.	NOUN
cana-2252	287	12	,	,	PUNCT
cana-2252	287	13	sidhu	sidhu	PROPN
cana-2252	287	14	,	,	PUNCT
cana-2252	287	15	g.	g.	PROPN
cana-2252	287	16	s.	s.	PROPN
cana-2252	287	17	,	,	PUNCT
cana-2252	287	18	&	&	CCONJ
cana-2252	287	19	ferry	ferry	PROPN
cana-2252	287	20	,	,	PUNCT
cana-2252	287	21	j.	j.	PROPN
cana-2252	287	22	w.	w.	PROPN
cana-2252	287	23	(	(	PUNCT
cana-2252	287	24	2024	2024	NUM
cana-2252	287	25	)	)	PUNCT
cana-2252	287	26	.	.	PUNCT
cana-2252	288	1	a	a	DET
cana-2252	288	2	quantitative	quantitative	ADJ
cana-2252	288	3	analysis	analysis	NOUN
cana-2252	288	4	of	of	ADP
cana-2252	288	5	healthcare	healthcare	NOUN
cana-2252	288	6	fraud	fraud	NOUN
cana-2252	288	7	and	and	CCONJ
cana-2252	288	8	utilization	utilization	NOUN
cana-2252	288	9	of	of	ADP
cana-2252	288	10	ai	ai	VERB
cana-2252	288	11	for	for	ADP
cana-2252	288	12	mitigation	mitigation	NOUN
cana-2252	288	13	.	.	PUNCT
cana-2252	289	1	international	international	ADJ
cana-2252	289	2	journal	journal	PROPN
cana-2252	289	3	of	of	ADP
cana-2252	289	4	business	business	NOUN
cana-2252	289	5	and	and	CCONJ
cana-2252	289	6	management	management	NOUN
cana-2252	289	7	sciences	science	NOUN
cana-2252	289	8	,	,	PUNCT
cana-2252	289	9	4(7	4(7	NUM
cana-2252	289	10	)	)	PUNCT
cana-2252	289	11	,	,	PUNCT
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cana-2252	289	13	-	-	SYM
cana-2252	289	14	36	36	NUM
cana-2252	289	15	.	.	PUNCT
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cana-2252	290	2	22	22	NUM
cana-2252	290	3	]	]	X
cana-2252	290	4	ramos	ramos	PROPN
cana-2252	290	5	,	,	PUNCT
cana-2252	290	6	r.	r.	PROPN
cana-2252	290	7	r.	r.	PROPN
cana-2252	290	8	t.	t.	PROPN
cana-2252	290	9	,	,	PUNCT
cana-2252	290	10	samonte	samonte	PROPN
cana-2252	290	11	,	,	PUNCT
cana-2252	290	12	k.	k.	PROPN
cana-2252	290	13	r.	r.	PROPN
cana-2252	290	14	b.	b.	PROPN
cana-2252	290	15	,	,	PUNCT
cana-2252	290	16	&	&	CCONJ
cana-2252	290	17	manlises	manlise	NOUN
cana-2252	290	18	,	,	PUNCT
cana-2252	290	19	c.	c.	PROPN
cana-2252	290	20	o.	o.	PROPN
cana-2252	290	21	(	(	PUNCT
cana-2252	290	22	2024	2024	NUM
cana-2252	290	23	)	)	PUNCT
cana-2252	290	24	.	.	PUNCT
cana-2252	291	1	medicine	medicine	NOUN
cana-2252	291	2	authentication	authentication	NOUN
cana-2252	291	3	based	base	VERB
cana-2252	291	4	on	on	ADP
cana-2252	291	5	image	image	NOUN
cana-2252	291	6	processing	processing	NOUN
cana-2252	291	7	using	use	VERB
cana-2252	291	8	convolutional	convolutional	ADJ
cana-2252	291	9	neural	neural	ADJ
cana-2252	291	10	networks	network	NOUN
cana-2252	291	11	.	.	PUNCT
cana-2252	292	1	in	in	ADP
cana-2252	292	2	ieee	ieee	PROPN
cana-2252	292	3	16th	16th	ADJ
cana-2252	292	4	international	international	ADJ
cana-2252	292	5	conference	conference	NOUN
cana-2252	292	6	on	on	ADP
cana-2252	292	7	computer	computer	NOUN
cana-2252	292	8	and	and	CCONJ
cana-2252	292	9	automation	automation	NOUN
cana-2252	292	10	engineering	engineering	NOUN
cana-2252	292	11	(	(	PUNCT
cana-2252	292	12	iccae	iccae	PROPN
cana-2252	292	13	)	)	PUNCT
cana-2252	292	14	,	,	PUNCT
cana-2252	292	15	278	278	NUM
cana-2252	292	16	-	-	SYM
cana-2252	292	17	282	282	NUM
cana-2252	292	18	.	.	PUNCT
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cana-2252	293	2	23	23	NUM
cana-2252	293	3	]	]	X
cana-2252	293	4	nguyen	nguyen	NOUN
cana-2252	293	5	,	,	PUNCT
cana-2252	293	6	d.	d.	PROPN
cana-2252	293	7	c.	c.	PROPN
cana-2252	293	8	,	,	PUNCT
cana-2252	293	9	ding	ding	NOUN
cana-2252	293	10	,	,	PUNCT
cana-2252	293	11	m.	m.	NOUN
cana-2252	293	12	,	,	PUNCT
cana-2252	293	13	pathirana	pathirana	PROPN
cana-2252	293	14	,	,	PUNCT
cana-2252	293	15	p.	p.	PROPN
cana-2252	293	16	n.	n.	PROPN
cana-2252	293	17	,	,	PUNCT
cana-2252	293	18	&	&	CCONJ
cana-2252	293	19	seneviratne	seneviratne	PROPN
cana-2252	293	20	,	,	PUNCT
cana-2252	293	21	a.	a.	NOUN
cana-2252	293	22	(	(	PUNCT
cana-2252	293	23	2021	2021	NUM
cana-2252	293	24	)	)	PUNCT
cana-2252	293	25	.	.	PUNCT
cana-2252	294	1	blockchain	blockchain	PROPN
cana-2252	294	2	and	and	CCONJ
cana-2252	294	3	ai	ai	PROPN
cana-2252	294	4	-	-	PUNCT
cana-2252	294	5	based	base	VERB
cana-2252	294	6	solutions	solution	NOUN
cana-2252	294	7	to	to	PART
cana-2252	294	8	combat	combat	VERB
cana-2252	294	9	coronavirus	coronavirus	NOUN
cana-2252	294	10	(	(	PUNCT
cana-2252	294	11	covid-19)-like	covid-19)-like	ADP
cana-2252	294	12	epidemics	epidemic	NOUN
cana-2252	294	13	:	:	PUNCT
cana-2252	294	14	a	a	DET
cana-2252	294	15	survey	survey	NOUN
cana-2252	294	16	.	.	PUNCT
cana-2252	295	1	ieee	ieee	NOUN
cana-2252	295	2	access	access	NOUN
cana-2252	295	3	,	,	PUNCT
cana-2252	295	4	9	9	NUM
cana-2252	295	5	,	,	PUNCT
cana-2252	295	6	95730	95730	NUM
cana-2252	295	7	-	-	SYM
cana-2252	295	8	95753	95753	NUM
cana-2252	295	9	.	.	PUNCT