id	sid	tid	token	lemma	pos
cana-5713	1	1	communications	communication	NOUN
cana-5713	1	2	on	on	ADP
cana-5713	1	3	applied	apply	VERB
cana-5713	1	4	nonlinear	nonlinear	ADJ
cana-5713	1	5	analysis	analysis	NOUN
cana-5713	1	6	issn	issn	NOUN
cana-5713	1	7	:	:	PUNCT
cana-5713	1	8	1074	1074	NUM
cana-5713	1	9	-	-	PUNCT
cana-5713	1	10	133x	133x	NUM
cana-5713	1	11	vol	vol	VERB
cana-5713	1	12	32	32	NUM
cana-5713	1	13	no	no	NOUN
cana-5713	1	14	.	.	PUNCT
cana-5713	2	1	10s	10	NOUN
cana-5713	2	2	(	(	PUNCT
cana-5713	2	3	2025	2025	NUM
cana-5713	2	4	)	)	PUNCT
cana-5713	2	5	2723	2723	NUM
cana-5713	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	2	7	harnessing	harness	VERB
cana-5713	2	8	deep	deep	ADJ
cana-5713	2	9	learning	learning	NOUN
cana-5713	2	10	for	for	ADP
cana-5713	2	11	precision	precision	NOUN
cana-5713	2	12	diagnosis	diagnosis	NOUN
cana-5713	2	13	of	of	ADP
cana-5713	2	14	pancreatic	pancreatic	ADJ
cana-5713	2	15	cancer	cancer	NOUN
cana-5713	2	16	pathapaty	pathapaty	ADP
cana-5713	2	17	dinshi	dinshi	PROPN
cana-5713	2	18	student	student	NOUN
cana-5713	2	19	,	,	PUNCT
cana-5713	2	20	department	department	NOUN
cana-5713	2	21	of	of	ADP
cana-5713	2	22	computer	computer	NOUN
cana-5713	2	23	science	science	NOUN
cana-5713	2	24	and	and	CCONJ
cana-5713	2	25	engineering	engineering	NOUN
cana-5713	2	26	,	,	PUNCT
cana-5713	2	27	koneru	koneru	PROPN
cana-5713	2	28	lakshmaiah	lakshmaiah	PROPN
cana-5713	2	29	education	education	PROPN
cana-5713	2	30	foundation	foundation	PROPN
cana-5713	2	31	,	,	PUNCT
cana-5713	2	32	green	green	ADJ
cana-5713	2	33	fields	field	NOUN
cana-5713	2	34	,	,	PUNCT
cana-5713	2	35	vaddeswaram	vaddeswaram	NOUN
cana-5713	2	36	,	,	PUNCT
cana-5713	2	37	a.p	a.p	PROPN
cana-5713	2	38	2101050012@kluniversity.in	2101050012@kluniversity.in	NUM
cana-5713	2	39	orc	orc	NOUN
cana-5713	3	1	i	i	PROPN
cana-5713	3	2	d	d	PROPN
cana-5713	3	3	:	:	PUNCT
cana-5713	3	4	0009	0009	NUM
cana-5713	3	5	0005	0005	NUM
cana-5713	4	1	9110	9110	NUM
cana-5713	4	2	6728	6728	NUM
cana-5713	4	3	dr	dr	PROPN
cana-5713	4	4	pvrd	pvrd	PROPN
cana-5713	4	5	prasada	prasada	PROPN
cana-5713	4	6	rao	rao	PROPN
cana-5713	4	7	professor	professor	PROPN
cana-5713	4	8	,	,	PUNCT
cana-5713	4	9	department	department	NOUN
cana-5713	4	10	of	of	ADP
cana-5713	4	11	computer	computer	NOUN
cana-5713	4	12	science	science	NOUN
cana-5713	4	13	and	and	CCONJ
cana-5713	4	14	engineering	engineering	NOUN
cana-5713	4	15	,	,	PUNCT
cana-5713	4	16	koneru	koneru	PROPN
cana-5713	4	17	lakshmaiah	lakshmaiah	PROPN
cana-5713	4	18	education	education	PROPN
cana-5713	4	19	foundation	foundation	PROPN
cana-5713	4	20	,	,	PUNCT
cana-5713	4	21	green	green	ADJ
cana-5713	4	22	fields	field	NOUN
cana-5713	4	23	,	,	PUNCT
cana-5713	4	24	vaddeswaram	vaddeswaram	PROPN
cana-5713	4	25	,	,	PUNCT
cana-5713	4	26	a.p	a.p	PROPN
cana-5713	4	27	pvrdprasad@kluniversity.in	pvrdprasad@kluniversity.in	PROPN
cana-5713	4	28	orc	orc	NOUN
cana-5713	4	29	i	i	PROPN
cana-5713	4	30	d	d	PROPN
cana-5713	4	31	:	:	PUNCT
cana-5713	4	32	00	00	NUM
cana-5713	4	33	00000175278013	00000175278013	NUM
cana-5713	4	34	article	article	NOUN
cana-5713	4	35	history	history	NOUN
cana-5713	4	36	:	:	PUNCT
cana-5713	4	37	received	receive	VERB
cana-5713	4	38	:	:	PUNCT
cana-5713	4	39	12	12	NUM
cana-5713	4	40	-	-	SYM
cana-5713	4	41	01	01	NUM
cana-5713	4	42	-	-	PUNCT
cana-5713	4	43	2025	2025	NUM
cana-5713	4	44	revised	revise	VERB
cana-5713	4	45	:	:	PUNCT
cana-5713	4	46	15	15	NUM
cana-5713	4	47	-	-	NUM
cana-5713	4	48	02	02	NUM
cana-5713	4	49	-	-	PUNCT
cana-5713	4	50	2025	2025	NUM
cana-5713	4	51	accepted	accept	VERB
cana-5713	4	52	:	:	PUNCT
cana-5713	4	53	01	01	NUM
cana-5713	4	54	-	-	SYM
cana-5713	4	55	03	03	NUM
cana-5713	4	56	-	-	PUNCT
cana-5713	4	57	2025	2025	NUM
cana-5713	4	58	abstract	abstract	NOUN
cana-5713	4	59	:	:	PUNCT
cana-5713	4	60	introduction	introduction	NOUN
cana-5713	4	61	:	:	PUNCT
cana-5713	4	62	the	the	DET
cana-5713	4	63	pancreatic	pancreatic	ADJ
cana-5713	4	64	cancer	cancer	NOUN
cana-5713	4	65	cells	cell	NOUN
cana-5713	4	66	are	be	AUX
cana-5713	4	67	developed	develop	VERB
cana-5713	4	68	due	due	ADJ
cana-5713	4	69	to	to	ADP
cana-5713	4	70	over	over	ADP
cana-5713	4	71	or	or	CCONJ
cana-5713	4	72	high	high	ADJ
cana-5713	4	73	cell	cell	NOUN
cana-5713	4	74	growth	growth	NOUN
cana-5713	4	75	,	,	PUNCT
cana-5713	4	76	these	these	PRON
cana-5713	4	77	can	can	AUX
cana-5713	4	78	be	be	AUX
cana-5713	4	79	also	also	ADV
cana-5713	4	80	caused	cause	VERB
cana-5713	4	81	by	by	ADP
cana-5713	4	82	genetic	genetic	ADJ
cana-5713	4	83	mutation	mutation	NOUN
cana-5713	4	84	,	,	PUNCT
cana-5713	4	85	habits	habit	NOUN
cana-5713	4	86	of	of	ADP
cana-5713	4	87	daily	daily	ADJ
cana-5713	4	88	life	life	NOUN
cana-5713	4	89	and	and	CCONJ
cana-5713	4	90	medical	medical	ADJ
cana-5713	4	91	conditions	condition	NOUN
cana-5713	4	92	.	.	PUNCT
cana-5713	5	1	early	early	ADJ
cana-5713	5	2	detection	detection	NOUN
cana-5713	5	3	of	of	ADP
cana-5713	5	4	the	the	DET
cana-5713	5	5	pancreatic	pancreatic	ADJ
cana-5713	5	6	cancer	cancer	NOUN
cana-5713	5	7	can	can	AUX
cana-5713	5	8	be	be	AUX
cana-5713	5	9	challenging	challenge	VERB
cana-5713	5	10	,	,	PUNCT
cana-5713	5	11	treatment	treatment	NOUN
cana-5713	5	12	often	often	ADV
cana-5713	5	13	involves	involve	VERB
cana-5713	5	14	chemotherapy	chemotherapy	NOUN
cana-5713	5	15	,	,	PUNCT
cana-5713	5	16	immune	immune	ADJ
cana-5713	5	17	therapy	therapy	NOUN
cana-5713	5	18	and	and	CCONJ
cana-5713	5	19	drugs	drug	NOUN
cana-5713	5	20	related	relate	VERB
cana-5713	5	21	to	to	ADP
cana-5713	5	22	stage	stage	NOUN
cana-5713	5	23	of	of	ADP
cana-5713	5	24	cancer	cancer	NOUN
cana-5713	5	25	.	.	PUNCT
cana-5713	6	1	these	these	DET
cana-5713	6	2	drugs	drug	NOUN
cana-5713	6	3	often	often	ADV
cana-5713	6	4	develop	develop	VERB
cana-5713	6	5	side	side	NOUN
cana-5713	6	6	effects	effect	NOUN
cana-5713	6	7	.ai	.ai	PUNCT
cana-5713	6	8	driven	drive	VERB
cana-5713	6	9	methods	method	NOUN
cana-5713	6	10	like	like	ADP
cana-5713	6	11	random	random	ADJ
cana-5713	6	12	forest	forest	NOUN
cana-5713	6	13	,	,	PUNCT
cana-5713	6	14	naïve	naïve	ADJ
cana-5713	6	15	bayes	bayes	PROPN
cana-5713	6	16	and	and	CCONJ
cana-5713	6	17	cnn	cnn	PROPN
cana-5713	6	18	,	,	PUNCT
cana-5713	6	19	assist	assist	VERB
cana-5713	6	20	with	with	ADP
cana-5713	6	21	medical	medical	ADJ
cana-5713	6	22	professionals	professional	NOUN
cana-5713	6	23	in	in	ADP
cana-5713	6	24	diagnosing	diagnose	VERB
cana-5713	6	25	pancreatic	pancreatic	ADJ
cana-5713	6	26	cancer	cancer	NOUN
cana-5713	6	27	with	with	ADP
cana-5713	6	28	the	the	DET
cana-5713	6	29	help	help	NOUN
cana-5713	6	30	of	of	ADP
cana-5713	6	31	medicals	medical	NOUN
cana-5713	6	32	imaging	imaging	NOUN
cana-5713	6	33	and	and	CCONJ
cana-5713	6	34	lab	lab	NOUN
cana-5713	6	35	test	test	NOUN
cana-5713	6	36	analysis	analysis	NOUN
cana-5713	6	37	.preventive	.preventive	NUM
cana-5713	6	38	measures	measure	NOUN
cana-5713	6	39	like	like	ADP
cana-5713	6	40	maintaining	maintain	VERB
cana-5713	6	41	good	good	ADJ
cana-5713	6	42	bmi	bmi	NOUN
cana-5713	6	43	and	and	CCONJ
cana-5713	6	44	dietary	dietary	ADJ
cana-5713	6	45	changes	change	NOUN
cana-5713	6	46	are	be	AUX
cana-5713	6	47	some	some	PRON
cana-5713	6	48	of	of	ADP
cana-5713	6	49	measures	measure	NOUN
cana-5713	6	50	to	to	PART
cana-5713	6	51	be	be	AUX
cana-5713	6	52	taken	take	VERB
cana-5713	6	53	to	to	PART
cana-5713	6	54	ensure	ensure	VERB
cana-5713	6	55	low	low	ADJ
cana-5713	6	56	risk	risk	NOUN
cana-5713	6	57	of	of	ADP
cana-5713	6	58	pancreatic	pancreatic	ADJ
cana-5713	6	59	cancer	cancer	NOUN
cana-5713	6	60	.	.	PUNCT
cana-5713	7	1	objectives	objective	NOUN
cana-5713	7	2	:	:	PUNCT
cana-5713	7	3	the	the	DET
cana-5713	7	4	deep	deep	ADJ
cana-5713	7	5	learning	learning	NOUN
cana-5713	7	6	and	and	CCONJ
cana-5713	7	7	machine	machine	NOUN
cana-5713	7	8	learning	learning	NOUN
cana-5713	7	9	can	can	AUX
cana-5713	7	10	be	be	AUX
cana-5713	7	11	used	use	VERB
cana-5713	7	12	for	for	ADP
cana-5713	7	13	the	the	DET
cana-5713	7	14	accurate	accurate	ADJ
cana-5713	7	15	and	and	CCONJ
cana-5713	7	16	early	early	ADJ
cana-5713	7	17	diagnosis	diagnosis	NOUN
cana-5713	7	18	of	of	ADP
cana-5713	7	19	the	the	DET
cana-5713	7	20	pancreatic	pancreatic	ADJ
cana-5713	7	21	cancer	cancer	NOUN
cana-5713	7	22	,	,	PUNCT
cana-5713	7	23	improving	improve	VERB
cana-5713	7	24	detection	detection	NOUN
cana-5713	7	25	rate	rate	NOUN
cana-5713	7	26	and	and	CCONJ
cana-5713	7	27	patient	patient	ADJ
cana-5713	7	28	outcomes	outcome	NOUN
cana-5713	7	29	.	.	PUNCT
cana-5713	8	1	the	the	DET
cana-5713	8	2	ai	ai	PROPN
cana-5713	8	3	models	model	NOUN
cana-5713	8	4	analyse	analyse	VERB
cana-5713	8	5	medical	medical	ADJ
cana-5713	8	6	images	image	NOUN
cana-5713	8	7	,	,	PUNCT
cana-5713	8	8	lab	lab	NOUN
cana-5713	8	9	results	result	NOUN
cana-5713	8	10	and	and	CCONJ
cana-5713	8	11	genetic	genetic	ADJ
cana-5713	8	12	data	datum	NOUN
cana-5713	8	13	,	,	PUNCT
cana-5713	8	14	to	to	PART
cana-5713	8	15	classify	classify	VERB
cana-5713	8	16	different	different	ADJ
cana-5713	8	17	types	type	NOUN
cana-5713	8	18	and	and	CCONJ
cana-5713	8	19	stages	stage	NOUN
cana-5713	8	20	of	of	ADP
cana-5713	8	21	cancer	cancer	NOUN
cana-5713	8	22	for	for	ADP
cana-5713	8	23	a	a	DET
cana-5713	8	24	perfect	perfect	ADJ
cana-5713	8	25	personalised	personalised	ADJ
cana-5713	8	26	treatment	treatment	NOUN
cana-5713	8	27	strategy	strategy	NOUN
cana-5713	8	28	.	.	PUNCT
cana-5713	9	1	methologies	methologie	NOUN
cana-5713	9	2	:	:	PUNCT
cana-5713	9	3	the	the	DET
cana-5713	9	4	ai	ai	VERB
cana-5713	9	5	based	base	VERB
cana-5713	9	6	method	method	NOUN
cana-5713	9	7	combines	combine	VERB
cana-5713	9	8	machine	machine	NOUN
cana-5713	9	9	learning	learning	NOUN
cana-5713	9	10	and	and	CCONJ
cana-5713	9	11	deep	deep	ADJ
cana-5713	9	12	learning	learning	NOUN
cana-5713	9	13	for	for	ADP
cana-5713	9	14	the	the	DET
cana-5713	9	15	detection	detection	NOUN
cana-5713	9	16	and	and	CCONJ
cana-5713	9	17	classification	classification	NOUN
cana-5713	9	18	of	of	ADP
cana-5713	9	19	pancreatic	pancreatic	ADJ
cana-5713	9	20	cancer	cancer	NOUN
cana-5713	9	21	accurately	accurately	ADV
cana-5713	9	22	.	.	PUNCT
cana-5713	10	1	the	the	DET
cana-5713	10	2	machine	machine	NOUN
cana-5713	10	3	learning	learn	VERB
cana-5713	10	4	algorithms	algorithm	NOUN
cana-5713	10	5	like	like	ADP
cana-5713	10	6	random	random	ADJ
cana-5713	10	7	forest	forest	NOUN
cana-5713	10	8	and	and	CCONJ
cana-5713	10	9	naïve	naïve	ADJ
cana-5713	10	10	bayes	bayes	PROPN
cana-5713	10	11	analyse	analyse	VERB
cana-5713	10	12	clincal	clincal	ADJ
cana-5713	10	13	and	and	CCONJ
cana-5713	10	14	genetic	genetic	ADJ
cana-5713	10	15	test	test	NOUN
cana-5713	10	16	result	result	NOUN
cana-5713	10	17	data	datum	NOUN
cana-5713	10	18	.	.	PUNCT
cana-5713	11	1	the	the	DET
cana-5713	11	2	deep	deep	ADJ
cana-5713	11	3	learning	learning	NOUN
cana-5713	11	4	algorithms	algorithm	NOUN
cana-5713	11	5	like	like	ADP
cana-5713	11	6	cnn	cnn	PROPN
cana-5713	11	7	use	use	VERB
cana-5713	11	8	medical	medical	ADJ
cana-5713	11	9	imaging	imaging	NOUN
cana-5713	11	10	for	for	ADP
cana-5713	11	11	the	the	DET
cana-5713	11	12	detection	detection	NOUN
cana-5713	11	13	of	of	ADP
cana-5713	11	14	tumor	tumor	NOUN
cana-5713	11	15	in	in	ADP
cana-5713	11	16	the	the	DET
cana-5713	11	17	image	image	NOUN
cana-5713	11	18	.	.	PUNCT
cana-5713	12	1	communications	communication	NOUN
cana-5713	12	2	on	on	ADP
cana-5713	12	3	applied	apply	VERB
cana-5713	12	4	nonlinear	nonlinear	ADJ
cana-5713	12	5	analysis	analysis	NOUN
cana-5713	12	6	issn	issn	NOUN
cana-5713	12	7	:	:	PUNCT
cana-5713	12	8	1074	1074	NUM
cana-5713	12	9	-	-	PUNCT
cana-5713	12	10	133x	133x	NUM
cana-5713	12	11	vol	vol	VERB
cana-5713	12	12	32	32	NUM
cana-5713	12	13	no	no	NOUN
cana-5713	12	14	.	.	PUNCT
cana-5713	13	1	10s	10	NOUN
cana-5713	13	2	(	(	PUNCT
cana-5713	13	3	2025	2025	NUM
cana-5713	13	4	)	)	PUNCT
cana-5713	13	5	2724	2724	NUM
cana-5713	13	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	13	7	results	result	VERB
cana-5713	13	8	:	:	PUNCT
cana-5713	13	9	the	the	DET
cana-5713	13	10	machine	machine	NOUN
cana-5713	13	11	learning	learn	VERB
cana-5713	13	12	algorithm	algorithm	NOUN
cana-5713	13	13	is	be	AUX
cana-5713	13	14	used	use	VERB
cana-5713	13	15	when	when	SCONJ
cana-5713	13	16	we	we	PRON
cana-5713	13	17	use	use	VERB
cana-5713	13	18	the	the	DET
cana-5713	13	19	lab	lab	NOUN
cana-5713	13	20	data	datum	NOUN
cana-5713	13	21	,	,	PUNCT
cana-5713	13	22	in	in	ADP
cana-5713	13	23	which	which	PRON
cana-5713	13	24	we	we	PRON
cana-5713	13	25	add	add	VERB
cana-5713	13	26	data	datum	NOUN
cana-5713	13	27	to	to	ADP
cana-5713	13	28	ml	ml	NOUN
cana-5713	13	29	model	model	VERB
cana-5713	13	30	which	which	PRON
cana-5713	13	31	then	then	ADV
cana-5713	13	32	predicts	predict	VERB
cana-5713	13	33	whether	whether	SCONJ
cana-5713	13	34	the	the	DET
cana-5713	13	35	data	datum	NOUN
cana-5713	13	36	has	have	VERB
cana-5713	13	37	pancreatic	pancreatic	ADJ
cana-5713	13	38	cancer	cancer	NOUN
cana-5713	13	39	or	or	CCONJ
cana-5713	13	40	not	not	PART
cana-5713	13	41	,	,	PUNCT
cana-5713	13	42	also	also	ADV
cana-5713	13	43	classifies	classify	VERB
cana-5713	13	44	which	which	DET
cana-5713	13	45	type	type	NOUN
cana-5713	13	46	of	of	ADP
cana-5713	13	47	pancreatic	pancreatic	ADJ
cana-5713	13	48	cancer	cancer	NOUN
cana-5713	13	49	.	.	PUNCT
cana-5713	14	1	where	where	SCONJ
cana-5713	14	2	the	the	DET
cana-5713	14	3	dl	dl	PROPN
cana-5713	14	4	model	model	NOUN
cana-5713	14	5	uses	use	VERB
cana-5713	14	6	ct	ct	NUM
cana-5713	14	7	images	image	NOUN
cana-5713	14	8	which	which	PRON
cana-5713	14	9	automatically	automatically	ADV
cana-5713	14	10	detects	detect	VERB
cana-5713	14	11	tumor	tumor	NOUN
cana-5713	14	12	in	in	ADP
cana-5713	14	13	images	image	NOUN
cana-5713	14	14	.	.	PUNCT
cana-5713	15	1	conclusion	conclusion	NOUN
cana-5713	15	2	:	:	PUNCT
cana-5713	15	3	the	the	DET
cana-5713	15	4	model	model	NOUN
cana-5713	15	5	enhances	enhance	VERB
cana-5713	15	6	medical	medical	ADJ
cana-5713	15	7	diagnosis	diagnosis	NOUN
cana-5713	15	8	and	and	CCONJ
cana-5713	15	9	advanced	advanced	ADJ
cana-5713	15	10	health	health	NOUN
cana-5713	15	11	care	care	NOUN
cana-5713	15	12	technologies	technology	NOUN
cana-5713	15	13	.	.	PUNCT
cana-5713	16	1	the	the	DET
cana-5713	16	2	integrated	integrate	VERB
cana-5713	16	3	approach	approach	NOUN
cana-5713	16	4	improves	improve	VERB
cana-5713	16	5	the	the	DET
cana-5713	16	6	accuracy	accuracy	NOUN
cana-5713	16	7	,	,	PUNCT
cana-5713	16	8	with	with	ADP
cana-5713	16	9	coordination	coordination	NOUN
cana-5713	16	10	evolving	evolve	VERB
cana-5713	16	11	health	health	NOUN
cana-5713	16	12	care	care	NOUN
cana-5713	16	13	standards	standard	NOUN
cana-5713	16	14	.	.	PUNCT
cana-5713	17	1	this	this	PRON
cana-5713	17	2	demonstrates	demonstrate	VERB
cana-5713	17	3	the	the	DET
cana-5713	17	4	potential	potential	NOUN
cana-5713	17	5	of	of	ADP
cana-5713	17	6	ai	ai	NOUN
cana-5713	17	7	and	and	CCONJ
cana-5713	17	8	data	datum	NOUN
cana-5713	17	9	integration	integration	NOUN
cana-5713	17	10	in	in	ADP
cana-5713	17	11	addressing	address	VERB
cana-5713	17	12	complex	complex	ADJ
cana-5713	17	13	medical	medical	ADJ
cana-5713	17	14	challenges	challenge	NOUN
cana-5713	17	15	.	.	PUNCT
cana-5713	18	1	key	key	ADJ
cana-5713	18	2	words	word	NOUN
cana-5713	18	3	:	:	PUNCT
cana-5713	18	4	deep	deep	ADJ
cana-5713	18	5	learning	learning	NOUN
cana-5713	18	6	,	,	PUNCT
cana-5713	18	7	machine	machine	NOUN
cana-5713	18	8	learning	learning	NOUN
cana-5713	18	9	,	,	PUNCT
cana-5713	18	10	artificial	artificial	ADJ
cana-5713	18	11	intelligence	intelligence	NOUN
cana-5713	18	12	,	,	PUNCT
cana-5713	18	13	medical	medical	ADJ
cana-5713	18	14	image	image	NOUN
cana-5713	18	15	analysis	analysis	NOUN
cana-5713	18	16	,	,	PUNCT
cana-5713	18	17	convolution	convolution	NOUN
cana-5713	18	18	neural	neural	ADJ
cana-5713	18	19	networks	network	NOUN
cana-5713	18	20	.	.	PUNCT
cana-5713	19	1	i.introduction	i.introduction	NOUN
cana-5713	19	2	:	:	PUNCT
cana-5713	19	3	pancreatic	pancreatic	ADJ
cana-5713	19	4	cancer	cancer	NOUN
cana-5713	19	5	generally	generally	ADV
cana-5713	19	6	occur	occur	VERB
cana-5713	19	7	when	when	SCONJ
cana-5713	19	8	cell	cell	NOUN
cana-5713	19	9	grow	grow	VERB
cana-5713	19	10	at	at	ADP
cana-5713	19	11	abnormal	abnormal	ADJ
cana-5713	19	12	large	large	ADJ
cana-5713	19	13	form	form	NOUN
cana-5713	19	14	which	which	PRON
cana-5713	19	15	together	together	ADV
cana-5713	19	16	form	form	VERB
cana-5713	19	17	a	a	DET
cana-5713	19	18	tumor	tumor	NOUN
cana-5713	19	19	.	.	PUNCT
cana-5713	20	1	the	the	DET
cana-5713	20	2	tumor	tumor	NOUN
cana-5713	20	3	is	be	AUX
cana-5713	20	4	a	a	DET
cana-5713	20	5	pancreatic	pancreatic	ADJ
cana-5713	20	6	cancer	cancer	NOUN
cana-5713	20	7	tumor	tumor	NOUN
cana-5713	20	8	.	.	PUNCT
cana-5713	21	1	several	several	ADJ
cana-5713	21	2	risk	risk	NOUN
cana-5713	21	3	factors	factor	NOUN
cana-5713	21	4	together	together	ADV
cana-5713	21	5	combine	combine	VERB
cana-5713	21	6	together	together	ADV
cana-5713	21	7	in	in	ADP
cana-5713	21	8	the	the	DET
cana-5713	21	9	development	development	NOUN
cana-5713	21	10	of	of	ADP
cana-5713	21	11	cancer	cancer	NOUN
cana-5713	21	12	cells	cell	NOUN
cana-5713	21	13	the	the	DET
cana-5713	21	14	following	follow	VERB
cana-5713	21	15	are	be	AUX
cana-5713	21	16	some	some	PRON
cana-5713	21	17	of	of	ADP
cana-5713	21	18	the	the	DET
cana-5713	21	19	reasons	reason	NOUN
cana-5713	21	20	for	for	ADP
cana-5713	21	21	occurrence	occurrence	NOUN
cana-5713	21	22	of	of	ADP
cana-5713	21	23	pancreatic	pancreatic	ADJ
cana-5713	21	24	cancer	cancer	NOUN
cana-5713	21	25	,	,	PUNCT
cana-5713	21	26	firstly	firstly	ADV
cana-5713	21	27	genetic	genetic	ADJ
cana-5713	21	28	mutations	mutation	NOUN
cana-5713	21	29	,	,	PUNCT
cana-5713	21	30	there	there	PRON
cana-5713	21	31	are	be	VERB
cana-5713	21	32	different	different	ADJ
cana-5713	21	33	genetic	genetic	ADJ
cana-5713	21	34	mutations	mutation	NOUN
cana-5713	21	35	like	like	ADP
cana-5713	21	36	inherited	inherit	VERB
cana-5713	21	37	mutations	mutation	NOUN
cana-5713	21	38	and	and	CCONJ
cana-5713	21	39	acquired	acquire	VERB
cana-5713	21	40	mutations	mutation	NOUN
cana-5713	21	41	.	.	PUNCT
cana-5713	22	1	secondly	secondly	ADV
cana-5713	22	2	different	different	ADJ
cana-5713	22	3	life	life	NOUN
cana-5713	22	4	style	style	NOUN
cana-5713	22	5	factors	factor	NOUN
cana-5713	22	6	contribute	contribute	VERB
cana-5713	22	7	to	to	ADP
cana-5713	22	8	development	development	NOUN
cana-5713	22	9	of	of	ADP
cana-5713	22	10	pancreatic	pancreatic	ADJ
cana-5713	22	11	cancer	cancer	NOUN
cana-5713	22	12	.	.	PUNCT
cana-5713	23	1	thirdly	thirdly	ADV
cana-5713	23	2	different	different	ADJ
cana-5713	23	3	medical	medical	ADJ
cana-5713	23	4	conditions	condition	NOUN
cana-5713	23	5	like	like	ADP
cana-5713	23	6	diabetes	diabetes	NOUN
cana-5713	23	7	,	,	PUNCT
cana-5713	23	8	stones	stone	NOUN
cana-5713	23	9	in	in	ADP
cana-5713	23	10	kidneys	kidney	NOUN
cana-5713	23	11	and	and	CCONJ
cana-5713	23	12	gall	gall	NOUN
cana-5713	23	13	bladder	bladder	NOUN
cana-5713	23	14	.	.	PUNCT
cana-5713	24	1	finally	finally	ADV
cana-5713	24	2	,	,	PUNCT
cana-5713	24	3	if	if	SCONJ
cana-5713	24	4	a	a	DET
cana-5713	24	5	family	family	NOUN
cana-5713	24	6	member	member	NOUN
cana-5713	24	7	has	have	VERB
cana-5713	24	8	a	a	DET
cana-5713	24	9	history	history	NOUN
cana-5713	24	10	of	of	ADP
cana-5713	24	11	having	have	VERB
cana-5713	24	12	this	this	DET
cana-5713	24	13	type	type	NOUN
cana-5713	24	14	of	of	ADP
cana-5713	24	15	cancer	cancer	NOUN
cana-5713	24	16	generally	generally	ADV
cana-5713	24	17	increases	increase	VERB
cana-5713	24	18	the	the	DET
cana-5713	24	19	risk	risk	NOUN
cana-5713	24	20	of	of	ADP
cana-5713	24	21	another	another	DET
cana-5713	24	22	family	family	NOUN
cana-5713	24	23	member	member	NOUN
cana-5713	24	24	in	in	ADP
cana-5713	24	25	getting	get	VERB
cana-5713	24	26	this	this	DET
cana-5713	24	27	type	type	NOUN
cana-5713	24	28	of	of	ADP
cana-5713	24	29	cancer	cancer	NOUN
cana-5713	24	30	.it	.it	PUNCT
cana-5713	24	31	is	be	AUX
cana-5713	24	32	most	most	ADV
cana-5713	24	33	occurred	occur	VERB
cana-5713	24	34	in	in	ADP
cana-5713	24	35	people	people	NOUN
cana-5713	24	36	above	above	ADP
cana-5713	24	37	age	age	NOUN
cana-5713	24	38	60	60	NUM
cana-5713	24	39	and	and	CCONJ
cana-5713	24	40	is	be	AUX
cana-5713	24	41	most	most	ADV
cana-5713	24	42	common	common	ADJ
cana-5713	24	43	in	in	ADP
cana-5713	24	44	men	man	NOUN
cana-5713	24	45	than	than	ADP
cana-5713	24	46	in	in	ADP
cana-5713	24	47	women	woman	NOUN
cana-5713	24	48	.	.	PUNCT
cana-5713	25	1	several	several	ADJ
cana-5713	25	2	measures	measure	NOUN
cana-5713	25	3	can	can	AUX
cana-5713	25	4	be	be	AUX
cana-5713	25	5	taken	take	VERB
cana-5713	25	6	to	to	PART
cana-5713	25	7	reduce	reduce	VERB
cana-5713	25	8	the	the	DET
cana-5713	25	9	risk	risk	NOUN
cana-5713	25	10	of	of	ADP
cana-5713	25	11	pancreatic	pancreatic	ADJ
cana-5713	25	12	cancer	cancer	NOUN
cana-5713	25	13	.quit	.quit	NOUN
cana-5713	25	14	smoking	smoking	NOUN
cana-5713	25	15	,	,	PUNCT
cana-5713	25	16	consuming	consume	VERB
cana-5713	25	17	less	less	ADJ
cana-5713	25	18	alcohol	alcohol	NOUN
cana-5713	25	19	,	,	PUNCT
cana-5713	25	20	maintain	maintain	VERB
cana-5713	25	21	a	a	DET
cana-5713	25	22	healthy	healthy	ADJ
cana-5713	25	23	weight	weight	NOUN
cana-5713	25	24	and	and	CCONJ
cana-5713	25	25	healthy	healthy	ADJ
cana-5713	25	26	bmi	bmi	NOUN
cana-5713	25	27	,	,	PUNCT
cana-5713	25	28	regular	regular	ADJ
cana-5713	25	29	blood	blood	NOUN
cana-5713	25	30	checkups	checkup	NOUN
cana-5713	25	31	,	,	PUNCT
cana-5713	25	32	eating	eat	VERB
cana-5713	25	33	low	low	ADJ
cana-5713	25	34	or	or	CCONJ
cana-5713	25	35	no	no	DET
cana-5713	25	36	processed	process	VERB
cana-5713	25	37	foods	food	NOUN
cana-5713	25	38	.	.	PUNCT
cana-5713	26	1	if	if	SCONJ
cana-5713	26	2	any	any	DET
cana-5713	26	3	family	family	NOUN
cana-5713	26	4	member	member	NOUN
cana-5713	26	5	has	have	VERB
cana-5713	26	6	a	a	DET
cana-5713	26	7	history	history	NOUN
cana-5713	26	8	of	of	ADP
cana-5713	26	9	pancreatic	pancreatic	ADJ
cana-5713	26	10	cancer	cancer	NOUN
cana-5713	26	11	a	a	DET
cana-5713	26	12	person	person	NOUN
cana-5713	26	13	need	need	VERB
cana-5713	26	14	to	to	PART
cana-5713	26	15	get	get	VERB
cana-5713	26	16	a	a	DET
cana-5713	26	17	genetic	genetic	ADJ
cana-5713	26	18	testing	testing	NOUN
cana-5713	26	19	in	in	ADP
cana-5713	26	20	identifying	identify	VERB
cana-5713	26	21	cancer	cancer	NOUN
cana-5713	26	22	.different	.different	NOUN
cana-5713	27	1	drugs	drug	NOUN
cana-5713	27	2	are	be	AUX
cana-5713	27	3	given	give	VERB
cana-5713	27	4	to	to	ADP
cana-5713	27	5	patients	patient	NOUN
cana-5713	27	6	during	during	ADP
cana-5713	27	7	the	the	DET
cana-5713	27	8	treatment	treatment	NOUN
cana-5713	27	9	.	.	PUNCT
cana-5713	28	1	each	each	DET
cana-5713	28	2	drug	drug	NOUN
cana-5713	28	3	varies	vary	VERB
cana-5713	28	4	in	in	ADP
cana-5713	28	5	each	each	DET
cana-5713	28	6	stages	stage	NOUN
cana-5713	28	7	because	because	SCONJ
cana-5713	28	8	of	of	ADP
cana-5713	28	9	its	its	PRON
cana-5713	28	10	variation	variation	NOUN
cana-5713	28	11	and	and	CCONJ
cana-5713	28	12	effect	effect	NOUN
cana-5713	28	13	of	of	ADP
cana-5713	28	14	drug	drug	NOUN
cana-5713	28	15	on	on	ADP
cana-5713	28	16	the	the	DET
cana-5713	28	17	body	body	NOUN
cana-5713	28	18	.	.	PUNCT
cana-5713	29	1	in	in	ADP
cana-5713	29	2	the	the	DET
cana-5713	29	3	initial	initial	ADJ
cana-5713	29	4	stage	stage	NOUN
cana-5713	29	5	or	or	CCONJ
cana-5713	29	6	chemotherapy	chemotherapy	NOUN
cana-5713	29	7	stage	stage	NOUN
cana-5713	29	8	,	,	PUNCT
cana-5713	29	9	chemotherapy	chemotherapy	NOUN
cana-5713	29	10	drugs	drug	NOUN
cana-5713	29	11	are	be	AUX
cana-5713	29	12	given	give	VERB
cana-5713	29	13	to	to	ADP
cana-5713	29	14	patients	patient	NOUN
cana-5713	29	15	before	before	ADP
cana-5713	29	16	surgery	surgery	NOUN
cana-5713	29	17	to	to	PART
cana-5713	29	18	slow	slow	VERB
cana-5713	29	19	down	down	ADP
cana-5713	29	20	the	the	DET
cana-5713	29	21	growth	growth	NOUN
cana-5713	29	22	of	of	ADP
cana-5713	29	23	cancer	cancer	NOUN
cana-5713	29	24	cells	cell	NOUN
cana-5713	29	25	.	.	PUNCT
cana-5713	30	1	in	in	ADP
cana-5713	30	2	the	the	DET
cana-5713	30	3	targeted	target	VERB
cana-5713	30	4	therapy	therapy	NOUN
cana-5713	30	5	,	,	PUNCT
cana-5713	30	6	the	the	DET
cana-5713	30	7	drugs	drug	NOUN
cana-5713	30	8	ae	ae	PROPN
cana-5713	30	9	given	give	VERB
cana-5713	30	10	to	to	ADP
cana-5713	30	11	specific	specific	ADJ
cana-5713	30	12	type	type	NOUN
cana-5713	30	13	of	of	ADP
cana-5713	30	14	cancer	cancer	NOUN
cana-5713	30	15	cell	cell	NOUN
cana-5713	30	16	mutations	mutation	NOUN
cana-5713	30	17	which	which	PRON
cana-5713	30	18	kills	kill	VERB
cana-5713	30	19	or	or	CCONJ
cana-5713	30	20	destroys	destroy	VERB
cana-5713	30	21	this	this	DET
cana-5713	30	22	type	type	NOUN
cana-5713	30	23	of	of	ADP
cana-5713	30	24	mutations	mutation	NOUN
cana-5713	30	25	.	.	PUNCT
cana-5713	31	1	immuno	immuno	ADJ
cana-5713	31	2	-	-	PUNCT
cana-5713	31	3	therapy	therapy	NOUN
cana-5713	31	4	drugs	drug	NOUN
cana-5713	32	1	,	,	PUNCT
cana-5713	32	2	these	these	DET
cana-5713	32	3	drugs	drug	NOUN
cana-5713	32	4	boost	boost	VERB
cana-5713	32	5	the	the	DET
cana-5713	32	6	immune	immune	ADJ
cana-5713	32	7	system	system	NOUN
cana-5713	32	8	to	to	PART
cana-5713	32	9	attack	attack	VERB
cana-5713	32	10	the	the	DET
cana-5713	32	11	cancer	cancer	NOUN
cana-5713	32	12	cells	cell	NOUN
cana-5713	32	13	and	and	CCONJ
cana-5713	32	14	reduce	reduce	VERB
cana-5713	32	15	the	the	DET
cana-5713	32	16	cancer	cancer	NOUN
cana-5713	32	17	cells	cell	NOUN
cana-5713	32	18	in	in	ADP
cana-5713	32	19	the	the	DET
cana-5713	32	20	body	body	NOUN
cana-5713	32	21	.	.	PUNCT
cana-5713	33	1	supportive	supportive	ADJ
cana-5713	33	2	drugs	drug	NOUN
cana-5713	33	3	are	be	AUX
cana-5713	33	4	given	give	VERB
cana-5713	33	5	to	to	ADP
cana-5713	33	6	patients	patient	NOUN
cana-5713	33	7	who	who	PRON
cana-5713	33	8	suffer	suffer	VERB
cana-5713	33	9	from	from	ADP
cana-5713	33	10	the	the	DET
cana-5713	33	11	side	side	NOUN
cana-5713	33	12	effects	effect	NOUN
cana-5713	33	13	of	of	ADP
cana-5713	33	14	chemotherapy	chemotherapy	NOUN
cana-5713	33	15	or	or	CCONJ
cana-5713	33	16	any	any	DET
cana-5713	33	17	type	type	NOUN
cana-5713	33	18	of	of	ADP
cana-5713	33	19	treatment	treatment	NOUN
cana-5713	33	20	.	.	PUNCT
cana-5713	34	1	this	this	DET
cana-5713	34	2	type	type	NOUN
cana-5713	34	3	of	of	ADP
cana-5713	34	4	drugs	drug	NOUN
cana-5713	34	5	are	be	AUX
cana-5713	34	6	given	give	VERB
cana-5713	34	7	to	to	ADP
cana-5713	34	8	patients	patient	NOUN
cana-5713	34	9	with	with	ADP
cana-5713	34	10	stomach	stomach	NOUN
cana-5713	34	11	issues	issue	NOUN
cana-5713	34	12	,	,	PUNCT
cana-5713	34	13	anti	anti	ADJ
cana-5713	34	14	-	-	ADJ
cana-5713	34	15	nausea	nausea	ADJ
cana-5713	34	16	drugs	drug	NOUN
cana-5713	34	17	,	,	PUNCT
cana-5713	34	18	loss	loss	NOUN
cana-5713	34	19	of	of	ADP
cana-5713	34	20	appetite	appetite	NOUN
cana-5713	34	21	..	..	PUNCT
cana-5713	34	22	etc	etc	X
cana-5713	34	23	.	.	X
cana-5713	34	24	different	different	ADJ
cana-5713	34	25	type	type	NOUN
cana-5713	34	26	of	of	ADP
cana-5713	34	27	medicines	medicine	NOUN
cana-5713	34	28	are	be	AUX
cana-5713	34	29	used	use	VERB
cana-5713	34	30	in	in	ADP
cana-5713	34	31	different	different	ADJ
cana-5713	34	32	stages	stage	NOUN
cana-5713	34	33	of	of	ADP
cana-5713	34	34	treatment	treatment	NOUN
cana-5713	34	35	of	of	ADP
cana-5713	34	36	pancreatic	pancreatic	ADJ
cana-5713	34	37	cancer	cancer	NOUN
cana-5713	34	38	.	.	PUNCT
cana-5713	35	1	early	early	ADJ
cana-5713	35	2	stage	stage	NOUN
cana-5713	35	3	generally	generally	ADV
cana-5713	35	4	the	the	DET
cana-5713	35	5	treatment	treatment	NOUN
cana-5713	35	6	is	be	AUX
cana-5713	35	7	surgery	surgery	NOUN
cana-5713	35	8	or	or	CCONJ
cana-5713	35	9	chemotherapy	chemotherapy	NOUN
cana-5713	35	10	.	.	PUNCT
cana-5713	36	1	the	the	DET
cana-5713	36	2	drugs	drug	NOUN
cana-5713	36	3	or	or	CCONJ
cana-5713	36	4	medication	medication	NOUN
cana-5713	36	5	given	give	VERB
cana-5713	36	6	are	be	AUX
cana-5713	36	7	generally	generally	ADV
cana-5713	36	8	folfirinix	folfirinix	NOUN
cana-5713	36	9	or	or	CCONJ
cana-5713	36	10	gemcitabine	gemcitabine	NOUN
cana-5713	36	11	.	.	PUNCT
cana-5713	37	1	locally	locally	ADV
cana-5713	37	2	advanced	advance	VERB
cana-5713	37	3	pancreatic	pancreatic	ADJ
cana-5713	37	4	cancer	cancer	NOUN
cana-5713	37	5	is	be	AUX
cana-5713	37	6	a	a	DET
cana-5713	37	7	stage	stage	NOUN
cana-5713	37	8	where	where	SCONJ
cana-5713	37	9	chemotherapy	chemotherapy	NOUN
cana-5713	37	10	or	or	CCONJ
cana-5713	37	11	radiation	radiation	NOUN
cana-5713	37	12	therapy	therapy	NOUN
cana-5713	37	13	is	be	AUX
cana-5713	37	14	done	do	VERB
cana-5713	37	15	on	on	ADP
cana-5713	37	16	patient	patient	NOUN
cana-5713	37	17	.	.	PUNCT
cana-5713	38	1	medication	medication	NOUN
cana-5713	38	2	generally	generally	ADV
cana-5713	38	3	used	use	VERB
cana-5713	38	4	is	be	AUX
cana-5713	38	5	folfirinix	folfirinix	NOUN
cana-5713	38	6	.	.	PUNCT
cana-5713	39	1	metastatic	metastatic	ADJ
cana-5713	39	2	stage	stage	NOUN
cana-5713	39	3	,	,	PUNCT
cana-5713	39	4	also	also	ADV
cana-5713	39	5	communications	communication	NOUN
cana-5713	39	6	on	on	ADP
cana-5713	39	7	applied	apply	VERB
cana-5713	39	8	nonlinear	nonlinear	ADJ
cana-5713	39	9	analysis	analysis	NOUN
cana-5713	39	10	issn	issn	NOUN
cana-5713	39	11	:	:	PUNCT
cana-5713	39	12	1074	1074	NUM
cana-5713	39	13	-	-	PUNCT
cana-5713	39	14	133x	133x	NUM
cana-5713	39	15	vol	vol	VERB
cana-5713	39	16	32	32	NUM
cana-5713	39	17	no	no	NOUN
cana-5713	39	18	.	.	PUNCT
cana-5713	40	1	10s	10	NOUN
cana-5713	40	2	(	(	PUNCT
cana-5713	40	3	2025	2025	NUM
cana-5713	40	4	)	)	PUNCT
cana-5713	40	5	2725	2725	NUM
cana-5713	40	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	40	7	known	know	VERB
cana-5713	40	8	as	as	ADP
cana-5713	40	9	pancreatic	pancreatic	ADJ
cana-5713	40	10	stage	stage	NOUN
cana-5713	40	11	4	4	NUM
cana-5713	40	12	cancer	cancer	NOUN
cana-5713	40	13	.	.	PUNCT
cana-5713	41	1	chemotherapy	chemotherapy	NOUN
cana-5713	41	2	is	be	AUX
cana-5713	41	3	done	do	VERB
cana-5713	41	4	on	on	ADP
cana-5713	41	5	a	a	DET
cana-5713	41	6	patient	patient	NOUN
cana-5713	41	7	.	.	PUNCT
cana-5713	42	1	genetic	genetic	ADJ
cana-5713	42	2	mutation	mutation	NOUN
cana-5713	42	3	based	base	VERB
cana-5713	42	4	is	be	AUX
cana-5713	42	5	a	a	DET
cana-5713	42	6	another	another	DET
cana-5713	42	7	level	level	NOUN
cana-5713	42	8	of	of	ADP
cana-5713	42	9	pancreatic	pancreatic	ADJ
cana-5713	42	10	cancer	cancer	NOUN
cana-5713	42	11	based	base	VERB
cana-5713	42	12	on	on	ADP
cana-5713	42	13	genetic	genetic	ADJ
cana-5713	42	14	mutations	mutation	NOUN
cana-5713	42	15	.	.	PUNCT
cana-5713	43	1	usually	usually	ADV
cana-5713	43	2	allopathnic	allopathnic	ADJ
cana-5713	43	3	is	be	AUX
cana-5713	43	4	used	use	VERB
cana-5713	43	5	as	as	ADP
cana-5713	43	6	a	a	DET
cana-5713	43	7	medication	medication	NOUN
cana-5713	43	8	for	for	ADP
cana-5713	43	9	pancreatic	pancreatic	ADJ
cana-5713	43	10	cancer	cancer	NOUN
cana-5713	43	11	treatment	treatment	NOUN
cana-5713	43	12	.	.	PUNCT
cana-5713	44	1	allopathnic	allopathnic	ADJ
cana-5713	44	2	medication	medication	NOUN
cana-5713	44	3	are	be	AUX
cana-5713	44	4	generally	generally	ADV
cana-5713	44	5	used	use	VERB
cana-5713	44	6	for	for	ADP
cana-5713	44	7	active	active	ADJ
cana-5713	44	8	cancer	cancer	NOUN
cana-5713	44	9	cases	case	NOUN
cana-5713	44	10	,	,	PUNCT
cana-5713	44	11	these	these	PRON
cana-5713	44	12	can	can	AUX
cana-5713	44	13	shrink	shrink	VERB
cana-5713	44	14	tumor	tumor	NOUN
cana-5713	44	15	or	or	CCONJ
cana-5713	44	16	can	can	AUX
cana-5713	44	17	remove	remove	VERB
cana-5713	44	18	cancer	cancer	NOUN
cana-5713	44	19	cells	cell	NOUN
cana-5713	44	20	in	in	ADP
cana-5713	44	21	early	early	ADJ
cana-5713	44	22	stages	stage	NOUN
cana-5713	44	23	.	.	PUNCT
cana-5713	45	1	it	it	PRON
cana-5713	45	2	is	be	AUX
cana-5713	45	3	most	most	ADV
cana-5713	45	4	effective	effective	ADJ
cana-5713	45	5	method	method	NOUN
cana-5713	45	6	.	.	PUNCT
cana-5713	46	1	but	but	CCONJ
cana-5713	46	2	certain	certain	ADJ
cana-5713	46	3	side	side	NOUN
cana-5713	46	4	effects	effect	NOUN
cana-5713	46	5	occurs	occur	VERB
cana-5713	46	6	during	during	ADP
cana-5713	46	7	the	the	DET
cana-5713	46	8	consumption	consumption	NOUN
cana-5713	46	9	of	of	ADP
cana-5713	46	10	this	this	DET
cana-5713	46	11	medication	medication	NOUN
cana-5713	46	12	.	.	PUNCT
cana-5713	47	1	nausea	nausea	NOUN
cana-5713	47	2	,	,	PUNCT
cana-5713	47	3	fatigue	fatigue	NOUN
cana-5713	47	4	,	,	PUNCT
cana-5713	47	5	hair	hair	NOUN
cana-5713	47	6	loss	loss	NOUN
cana-5713	47	7	are	be	AUX
cana-5713	47	8	some	some	PRON
cana-5713	47	9	of	of	ADP
cana-5713	47	10	the	the	DET
cana-5713	47	11	side	side	NOUN
cana-5713	47	12	effects	effect	NOUN
cana-5713	47	13	.	.	PUNCT
cana-5713	48	1	the	the	DET
cana-5713	48	2	allopathnic	allopathnic	NOUN
cana-5713	48	3	is	be	AUX
cana-5713	48	4	generally	generally	ADV
cana-5713	48	5	expensive	expensive	ADJ
cana-5713	48	6	and	and	CCONJ
cana-5713	48	7	is	be	AUX
cana-5713	48	8	not	not	PART
cana-5713	48	9	most	most	ADV
cana-5713	48	10	effective	effective	ADJ
cana-5713	48	11	in	in	ADP
cana-5713	48	12	advanced	advanced	ADJ
cana-5713	48	13	stages	stage	NOUN
cana-5713	48	14	.	.	PUNCT
cana-5713	49	1	ayurvedic	ayurvedic	ADJ
cana-5713	49	2	medications	medication	NOUN
cana-5713	49	3	are	be	AUX
cana-5713	49	4	used	use	VERB
cana-5713	49	5	as	as	ADP
cana-5713	49	6	a	a	DET
cana-5713	49	7	symptom	symptom	NOUN
cana-5713	49	8	reliefs	relief	NOUN
cana-5713	49	9	.	.	PUNCT
cana-5713	50	1	these	these	PRON
cana-5713	50	2	manage	manage	VERB
cana-5713	50	3	symptoms	symptom	NOUN
cana-5713	50	4	like	like	ADP
cana-5713	50	5	digestive	digestive	ADJ
cana-5713	50	6	issues	issue	NOUN
cana-5713	50	7	.	.	PUNCT
cana-5713	51	1	weakness	weakness	NOUN
cana-5713	51	2	and	and	CCONJ
cana-5713	51	3	boost	boost	VERB
cana-5713	51	4	immunity	immunity	NOUN
cana-5713	51	5	.	.	PUNCT
cana-5713	52	1	these	these	PRON
cana-5713	52	2	are	be	AUX
cana-5713	52	3	to	to	PART
cana-5713	52	4	used	use	VERB
cana-5713	52	5	along	along	ADP
cana-5713	52	6	side	side	NOUN
cana-5713	52	7	allopathic	allopathic	ADJ
cana-5713	52	8	but	but	CCONJ
cana-5713	52	9	with	with	ADP
cana-5713	52	10	the	the	DET
cana-5713	52	11	guidance	guidance	NOUN
cana-5713	52	12	of	of	ADP
cana-5713	52	13	a	a	DET
cana-5713	52	14	doctor	doctor	NOUN
cana-5713	52	15	.usually	.usually	ADV
cana-5713	52	16	ayurvedic	ayurvedic	VERB
cana-5713	52	17	medications	medication	NOUN
cana-5713	52	18	have	have	VERB
cana-5713	52	19	no	no	DET
cana-5713	52	20	cure	cure	NOUN
cana-5713	52	21	of	of	ADP
cana-5713	52	22	cancer	cancer	NOUN
cana-5713	52	23	.	.	PUNCT
cana-5713	53	1	we	we	PRON
cana-5713	53	2	can	can	AUX
cana-5713	53	3	not	not	PART
cana-5713	53	4	stop	stop	VERB
cana-5713	53	5	the	the	DET
cana-5713	53	6	treatment	treatment	NOUN
cana-5713	53	7	of	of	ADP
cana-5713	53	8	using	use	VERB
cana-5713	53	9	dedicated	dedicated	ADJ
cana-5713	53	10	therapy	therapy	NOUN
cana-5713	53	11	even	even	ADV
cana-5713	53	12	if	if	SCONJ
cana-5713	53	13	you	you	PRON
cana-5713	53	14	are	be	AUX
cana-5713	53	15	using	use	VERB
cana-5713	53	16	ayurvedic	ayurvedic	ADJ
cana-5713	53	17	medications	medication	NOUN
cana-5713	53	18	.	.	PUNCT
cana-5713	54	1	there	there	PRON
cana-5713	54	2	are	be	VERB
cana-5713	54	3	some	some	DET
cana-5713	54	4	side	side	NOUN
cana-5713	54	5	effects	effect	NOUN
cana-5713	54	6	during	during	ADP
cana-5713	54	7	different	different	ADJ
cana-5713	54	8	medications	medication	NOUN
cana-5713	54	9	.	.	PUNCT
cana-5713	55	1	chemotherapy	chemotherapy	NOUN
cana-5713	55	2	has	have	VERB
cana-5713	55	3	certain	certain	ADJ
cana-5713	55	4	common	common	ADJ
cana-5713	55	5	side	side	NOUN
cana-5713	55	6	effects	effect	NOUN
cana-5713	55	7	like	like	ADP
cana-5713	55	8	nausea	nausea	NOUN
cana-5713	55	9	,	,	PUNCT
cana-5713	55	10	fatigue	fatigue	NOUN
cana-5713	55	11	,	,	PUNCT
cana-5713	55	12	loss	loss	NOUN
cana-5713	55	13	of	of	ADP
cana-5713	55	14	appetite	appetite	NOUN
cana-5713	55	15	and	and	CCONJ
cana-5713	55	16	loss	loss	NOUN
cana-5713	55	17	of	of	ADP
cana-5713	55	18	weight	weight	NOUN
cana-5713	55	19	.	.	PUNCT
cana-5713	56	1	but	but	CCONJ
cana-5713	56	2	there	there	PRON
cana-5713	56	3	are	be	VERB
cana-5713	56	4	severe	severe	ADJ
cana-5713	56	5	side	side	NOUN
cana-5713	56	6	effects	effect	NOUN
cana-5713	56	7	which	which	PRON
cana-5713	56	8	occur	occur	VERB
cana-5713	56	9	during	during	ADP
cana-5713	56	10	chemotherapy	chemotherapy	NOUN
cana-5713	56	11	.	.	PUNCT
cana-5713	57	1	low	low	ADJ
cana-5713	57	2	blood	blood	NOUN
cana-5713	57	3	count	count	NOUN
cana-5713	57	4	,	,	PUNCT
cana-5713	57	5	sores	sore	NOUN
cana-5713	57	6	in	in	ADP
cana-5713	57	7	mouth	mouth	NOUN
cana-5713	57	8	,	,	PUNCT
cana-5713	57	9	damage	damage	NOUN
cana-5713	57	10	in	in	ADP
cana-5713	57	11	liver	liver	NOUN
cana-5713	57	12	and	and	CCONJ
cana-5713	57	13	kidneys	kidney	NOUN
cana-5713	57	14	are	be	AUX
cana-5713	57	15	some	some	PRON
cana-5713	57	16	of	of	ADP
cana-5713	57	17	the	the	DET
cana-5713	57	18	severe	severe	ADJ
cana-5713	57	19	side	side	NOUN
cana-5713	57	20	effects	effect	NOUN
cana-5713	57	21	of	of	ADP
cana-5713	57	22	chemotherapy	chemotherapy	NOUN
cana-5713	57	23	.	.	PUNCT
cana-5713	58	1	during	during	ADP
cana-5713	58	2	targeted	target	VERB
cana-5713	58	3	therapy	therapy	NOUN
cana-5713	58	4	,	,	PUNCT
cana-5713	58	5	the	the	DET
cana-5713	58	6	side	side	NOUN
cana-5713	58	7	effects	effect	NOUN
cana-5713	58	8	generally	generally	ADV
cana-5713	58	9	include	include	VERB
cana-5713	58	10	rashes	rash	NOUN
cana-5713	58	11	on	on	ADP
cana-5713	58	12	skin	skin	NOUN
cana-5713	58	13	,	,	PUNCT
cana-5713	58	14	dry	dry	ADJ
cana-5713	58	15	skin	skin	NOUN
cana-5713	58	16	,	,	PUNCT
cana-5713	58	17	liver	liver	NOUN
cana-5713	58	18	problems	problem	NOUN
cana-5713	58	19	.supportive	.supportive	ADP
cana-5713	58	20	medications	medication	NOUN
cana-5713	58	21	which	which	PRON
cana-5713	58	22	are	be	AUX
cana-5713	58	23	generally	generally	ADV
cana-5713	58	24	used	use	VERB
cana-5713	58	25	to	to	PART
cana-5713	58	26	support	support	VERB
cana-5713	58	27	any	any	DET
cana-5713	58	28	weakness	weakness	NOUN
cana-5713	58	29	in	in	ADP
cana-5713	58	30	body	body	NOUN
cana-5713	58	31	during	during	ADP
cana-5713	58	32	chemotherapy	chemotherapy	NOUN
cana-5713	58	33	also	also	ADV
cana-5713	58	34	have	have	VERB
cana-5713	58	35	certain	certain	ADJ
cana-5713	58	36	side	side	NOUN
cana-5713	58	37	effects	effect	NOUN
cana-5713	58	38	like	like	ADP
cana-5713	58	39	drowsiness	drowsiness	NOUN
cana-5713	58	40	,	,	PUNCT
cana-5713	58	41	boating	boating	NOUN
cana-5713	58	42	and	and	CCONJ
cana-5713	58	43	stomach	stomach	NOUN
cana-5713	58	44	pain	pain	NOUN
cana-5713	58	45	.	.	PUNCT
cana-5713	59	1	during	during	ADP
cana-5713	59	2	the	the	DET
cana-5713	59	3	immune	immune	ADJ
cana-5713	59	4	therapy	therapy	NOUN
cana-5713	59	5	the	the	DET
cana-5713	59	6	side	side	NOUN
cana-5713	59	7	effects	effect	NOUN
cana-5713	59	8	generally	generally	ADV
cana-5713	59	9	include	include	VERB
cana-5713	59	10	flu	flu	NOUN
cana-5713	59	11	symptoms	symptom	NOUN
cana-5713	59	12	,	,	PUNCT
cana-5713	59	13	rashes	rash	NOUN
cana-5713	59	14	on	on	ADP
cana-5713	59	15	skin	skin	NOUN
cana-5713	59	16	and	and	CCONJ
cana-5713	59	17	lung	lung	NOUN
cana-5713	59	18	inflammation	inflammation	NOUN
cana-5713	59	19	.	.	PUNCT
cana-5713	60	1	pancreatic	pancreatic	ADJ
cana-5713	60	2	cancer	cancer	NOUN
cana-5713	60	3	is	be	AUX
cana-5713	60	4	not	not	PART
cana-5713	60	5	caused	cause	VERB
cana-5713	60	6	by	by	ADP
cana-5713	60	7	life	life	NOUN
cana-5713	60	8	style	style	NOUN
cana-5713	60	9	habits	habit	NOUN
cana-5713	60	10	only	only	ADV
cana-5713	60	11	.	.	PUNCT
cana-5713	61	1	but	but	CCONJ
cana-5713	61	2	it	it	PRON
cana-5713	61	3	plays	play	VERB
cana-5713	61	4	a	a	DET
cana-5713	61	5	role	role	NOUN
cana-5713	61	6	in	in	ADP
cana-5713	61	7	increasing	increase	VERB
cana-5713	61	8	the	the	DET
cana-5713	61	9	risk	risk	NOUN
cana-5713	61	10	of	of	ADP
cana-5713	61	11	the	the	DET
cana-5713	61	12	cancer	cancer	NOUN
cana-5713	61	13	.lifestyle	.lifestyle	NOUN
cana-5713	61	14	habits	habit	NOUN
cana-5713	61	15	include	include	VERB
cana-5713	61	16	heavy	heavy	ADJ
cana-5713	61	17	smoking	smoking	NOUN
cana-5713	61	18	,	,	PUNCT
cana-5713	61	19	heavy	heavy	ADJ
cana-5713	61	20	alcohol	alcohol	NOUN
cana-5713	61	21	consumption	consumption	NOUN
cana-5713	61	22	,	,	PUNCT
cana-5713	61	23	has	have	VERB
cana-5713	61	24	high	high	ADJ
cana-5713	61	25	bmi	bmi	NOUN
cana-5713	61	26	and	and	CCONJ
cana-5713	61	27	no	no	DET
cana-5713	61	28	physical	physical	ADJ
cana-5713	61	29	exercise	exercise	NOUN
cana-5713	61	30	,	,	PUNCT
cana-5713	61	31	patients	patient	NOUN
cana-5713	61	32	with	with	ADP
cana-5713	61	33	diabetics	diabetic	NOUN
cana-5713	61	34	(	(	PUNCT
cana-5713	61	35	type-2).non	type-2).non	NOUN
cana-5713	61	36	-	-	PUNCT
cana-5713	61	37	life	life	NOUN
cana-5713	61	38	style	style	NOUN
cana-5713	61	39	habits	habit	NOUN
cana-5713	61	40	include	include	VERB
cana-5713	61	41	genetic	genetic	ADJ
cana-5713	61	42	mutations	mutation	NOUN
cana-5713	61	43	,	,	PUNCT
cana-5713	61	44	chronic	chronic	ADJ
cana-5713	61	45	illness	illness	NOUN
cana-5713	61	46	,	,	PUNCT
cana-5713	61	47	medical	medical	ADJ
cana-5713	61	48	conditions	condition	NOUN
cana-5713	61	49	,	,	PUNCT
cana-5713	61	50	age	age	NOUN
cana-5713	61	51	and	and	CCONJ
cana-5713	61	52	gender	gender	NOUN
cana-5713	62	1	.there	.there	VERB
cana-5713	62	2	are	be	AUX
cana-5713	62	3	some	some	DET
cana-5713	62	4	remedies	remedy	NOUN
cana-5713	62	5	and	and	CCONJ
cana-5713	62	6	prevention	prevention	NOUN
cana-5713	62	7	methods	method	NOUN
cana-5713	62	8	for	for	ADP
cana-5713	62	9	pancreatic	pancreatic	ADJ
cana-5713	62	10	cancer	cancer	NOUN
cana-5713	62	11	.change	.change	NOUN
cana-5713	62	12	to	to	ADP
cana-5713	62	13	a	a	DET
cana-5713	62	14	healthier	healthy	ADJ
cana-5713	62	15	life	life	NOUN
cana-5713	62	16	style	style	NOUN
cana-5713	62	17	to	to	PART
cana-5713	62	18	decrease	decrease	VERB
cana-5713	62	19	the	the	DET
cana-5713	62	20	risk	risk	NOUN
cana-5713	62	21	.	.	PUNCT
cana-5713	63	1	quit	quit	VERB
cana-5713	63	2	smoking	smoking	NOUN
cana-5713	63	3	,	,	PUNCT
cana-5713	63	4	low	low	ADJ
cana-5713	63	5	alcohol	alcohol	NOUN
cana-5713	63	6	consumption	consumption	NOUN
cana-5713	63	7	.	.	PUNCT
cana-5713	64	1	maintain	maintain	VERB
cana-5713	64	2	a	a	DET
cana-5713	64	3	healthy	healthy	ADJ
cana-5713	64	4	bmi	bmi	NOUN
cana-5713	64	5	,	,	PUNCT
cana-5713	64	6	exercise	exercise	VERB
cana-5713	64	7	daily	daily	ADV
cana-5713	64	8	.	.	PUNCT
cana-5713	65	1	some	some	DET
cana-5713	65	2	dietary	dietary	ADJ
cana-5713	65	3	remedies	remedy	NOUN
cana-5713	65	4	include	include	VERB
cana-5713	65	5	consuming	consume	VERB
cana-5713	65	6	plant	plant	NOUN
cana-5713	65	7	based	base	VERB
cana-5713	65	8	diet	diet	NOUN
cana-5713	65	9	,	,	PUNCT
cana-5713	65	10	more	more	ADV
cana-5713	65	11	anti	anti	ADJ
cana-5713	65	12	flammatory	flammatory	ADJ
cana-5713	65	13	foods	food	NOUN
cana-5713	65	14	like	like	ADP
cana-5713	65	15	turmeric	turmeric	NOUN
cana-5713	65	16	,	,	PUNCT
cana-5713	65	17	green	green	ADJ
cana-5713	65	18	tea	tea	NOUN
cana-5713	65	19	,	,	PUNCT
cana-5713	65	20	garlic	garlic	NOUN
cana-5713	65	21	,	,	PUNCT
cana-5713	65	22	ginger	ginger	NOUN
cana-5713	65	23	,	,	PUNCT
cana-5713	65	24	berries	berry	NOUN
cana-5713	65	25	,	,	PUNCT
cana-5713	65	26	leafy	leafy	ADJ
cana-5713	65	27	greens	green	NOUN
cana-5713	65	28	are	be	AUX
cana-5713	65	29	to	to	PART
cana-5713	65	30	taken	take	VERB
cana-5713	65	31	daily	daily	ADV
cana-5713	65	32	.	.	PUNCT
cana-5713	66	1	ayurvedic	ayurvedic	ADJ
cana-5713	66	2	remedies	remedy	NOUN
cana-5713	66	3	like	like	ADP
cana-5713	66	4	ashwagandha	ashwagandha	NOUN
cana-5713	66	5	,	,	PUNCT
cana-5713	66	6	aloe	aloe	PROPN
cana-5713	66	7	vera	vera	NOUN
cana-5713	66	8	juice	juice	NOUN
cana-5713	66	9	,	,	PUNCT
cana-5713	66	10	triphala	triphala	NOUN
cana-5713	66	11	,	,	PUNCT
cana-5713	66	12	bitter	bitter	ADJ
cana-5713	66	13	gourd	gourd	NOUN
cana-5713	66	14	juice	juice	NOUN
cana-5713	66	15	and	and	CCONJ
cana-5713	66	16	consuming	consume	VERB
cana-5713	66	17	more	more	ADJ
cana-5713	66	18	water	water	NOUN
cana-5713	66	19	.	.	PUNCT
cana-5713	67	1	medical	medical	ADJ
cana-5713	67	2	screening	screening	NOUN
cana-5713	67	3	like	like	ADP
cana-5713	67	4	ct	ct	PROPN
cana-5713	67	5	scans	scan	NOUN
cana-5713	67	6	and	and	CCONJ
cana-5713	67	7	mri	mri	NOUN
cana-5713	67	8	scans	scan	NOUN
cana-5713	67	9	are	be	AUX
cana-5713	67	10	to	to	PART
cana-5713	67	11	done	do	VERB
cana-5713	67	12	regularly	regularly	ADV
cana-5713	67	13	to	to	PART
cana-5713	67	14	identify	identify	VERB
cana-5713	67	15	any	any	DET
cana-5713	67	16	underlying	underlying	ADJ
cana-5713	67	17	illness	illness	NOUN
cana-5713	67	18	.	.	PUNCT
cana-5713	68	1	early	early	ADJ
cana-5713	68	2	detection	detection	NOUN
cana-5713	68	3	of	of	ADP
cana-5713	68	4	pancreatic	pancreatic	ADJ
cana-5713	68	5	cancer	cancer	NOUN
cana-5713	68	6	occurs	occur	VERB
cana-5713	68	7	at	at	ADP
cana-5713	68	8	a	a	DET
cana-5713	68	9	later	later	ADJ
cana-5713	68	10	stage	stage	NOUN
cana-5713	68	11	.	.	PUNCT
cana-5713	69	1	this	this	DET
cana-5713	69	2	type	type	NOUN
cana-5713	69	3	of	of	ADP
cana-5713	69	4	cancer	cancer	NOUN
cana-5713	69	5	usually	usually	ADV
cana-5713	69	6	occurs	occur	VERB
cana-5713	69	7	in	in	ADP
cana-5713	69	8	the	the	DET
cana-5713	69	9	pancreas	pancrea	NOUN
cana-5713	69	10	,	,	PUNCT
cana-5713	69	11	which	which	PRON
cana-5713	69	12	is	be	AUX
cana-5713	69	13	a	a	DET
cana-5713	69	14	vital	vital	ADJ
cana-5713	69	15	organ	organ	NOUN
cana-5713	69	16	in	in	ADP
cana-5713	69	17	the	the	DET
cana-5713	69	18	stomach	stomach	NOUN
cana-5713	69	19	area	area	NOUN
cana-5713	69	20	.	.	PUNCT
cana-5713	70	1	this	this	DET
cana-5713	70	2	organ	organ	NOUN
cana-5713	70	3	plays	play	VERB
cana-5713	70	4	an	an	DET
cana-5713	70	5	important	important	ADJ
cana-5713	70	6	role	role	NOUN
cana-5713	70	7	in	in	ADP
cana-5713	70	8	digestion	digestion	NOUN
cana-5713	70	9	and	and	CCONJ
cana-5713	70	10	glucose	glucose	NOUN
cana-5713	70	11	regulation	regulation	NOUN
cana-5713	70	12	,	,	PUNCT
cana-5713	70	13	producing	produce	VERB
cana-5713	70	14	enzymes	enzyme	NOUN
cana-5713	70	15	that	that	PRON
cana-5713	70	16	help	help	VERB
cana-5713	70	17	in	in	ADP
cana-5713	70	18	breaking	break	VERB
cana-5713	70	19	the	the	DET
cana-5713	70	20	food	food	NOUN
cana-5713	70	21	and	and	CCONJ
cana-5713	70	22	balance	balance	VERB
cana-5713	70	23	the	the	DET
cana-5713	70	24	imbalanced	imbalanced	ADJ
cana-5713	70	25	hormones	hormone	NOUN
cana-5713	70	26	to	to	PART
cana-5713	70	27	regulate	regulate	VERB
cana-5713	70	28	the	the	DET
cana-5713	70	29	sugar	sugar	NOUN
cana-5713	70	30	levels	level	NOUN
cana-5713	70	31	in	in	ADP
cana-5713	70	32	the	the	DET
cana-5713	70	33	blood	blood	NOUN
cana-5713	70	34	.	.	PUNCT
cana-5713	71	1	this	this	DET
cana-5713	71	2	type	type	NOUN
cana-5713	71	3	of	of	ADP
cana-5713	71	4	cancer	cancer	NOUN
cana-5713	71	5	differs	differ	VERB
cana-5713	71	6	from	from	ADP
cana-5713	71	7	other	other	ADJ
cana-5713	71	8	types	type	NOUN
cana-5713	71	9	due	due	ADP
cana-5713	71	10	to	to	ADP
cana-5713	71	11	the	the	DET
cana-5713	71	12	unique	unique	ADJ
cana-5713	71	13	features	feature	NOUN
cana-5713	71	14	of	of	ADP
cana-5713	71	15	the	the	DET
cana-5713	71	16	pancreas	pancrea	NOUN
cana-5713	71	17	,	,	PUNCT
cana-5713	71	18	which	which	PRON
cana-5713	71	19	provide	provide	VERB
cana-5713	71	20	numerous	numerous	ADJ
cana-5713	71	21	benefits	benefit	NOUN
cana-5713	71	22	to	to	ADP
cana-5713	71	23	the	the	DET
cana-5713	71	24	human	human	ADJ
cana-5713	71	25	body	body	NOUN
cana-5713	71	26	.	.	PUNCT
cana-5713	72	1	as	as	ADP
cana-5713	72	2	a	a	DET
cana-5713	72	3	result	result	NOUN
cana-5713	72	4	,	,	PUNCT
cana-5713	72	5	this	this	DET
cana-5713	72	6	type	type	NOUN
cana-5713	72	7	of	of	ADP
cana-5713	72	8	cancer	cancer	NOUN
cana-5713	72	9	is	be	AUX
cana-5713	72	10	particularly	particularly	ADV
cana-5713	72	11	complex	complex	ADJ
cana-5713	72	12	,	,	PUNCT
cana-5713	72	13	disrupting	disrupt	VERB
cana-5713	72	14	various	various	ADJ
cana-5713	72	15	functions	function	NOUN
cana-5713	72	16	of	of	ADP
cana-5713	72	17	both	both	DET
cana-5713	72	18	digestion	digestion	NOUN
cana-5713	72	19	and	and	CCONJ
cana-5713	72	20	body	body	NOUN
cana-5713	72	21	processes	process	NOUN
cana-5713	72	22	.	.	PUNCT
cana-5713	73	1	we	we	PRON
cana-5713	73	2	considered	consider	VERB
cana-5713	73	3	an	an	DET
cana-5713	73	4	existing	exist	VERB
cana-5713	73	5	system	system	NOUN
cana-5713	73	6	to	to	PART
cana-5713	73	7	tackle	tackle	VERB
cana-5713	73	8	cancer	cancer	NOUN
cana-5713	73	9	detection	detection	NOUN
cana-5713	73	10	and	and	CCONJ
cana-5713	73	11	classification	classification	NOUN
cana-5713	73	12	using	use	VERB
cana-5713	73	13	numerical	numerical	ADJ
cana-5713	73	14	datasets	dataset	NOUN
cana-5713	73	15	;	;	PUNCT
cana-5713	73	16	it	it	PRON
cana-5713	73	17	employs	employ	VERB
cana-5713	73	18	an	an	DET
cana-5713	73	19	advanced	advanced	ADJ
cana-5713	73	20	convolutional	convolutional	ADJ
cana-5713	73	21	neural	neural	ADJ
cana-5713	73	22	network	network	NOUN
cana-5713	73	23	,	,	PUNCT
cana-5713	73	24	or	or	CCONJ
cana-5713	73	25	acnn	acnn	NOUN
cana-5713	73	26	,	,	PUNCT
cana-5713	73	27	for	for	ADP
cana-5713	73	28	diagnosis	diagnosis	NOUN
cana-5713	73	29	instead	instead	ADV
cana-5713	73	30	of	of	ADP
cana-5713	73	31	imaging	image	VERB
cana-5713	73	32	data	data	NOUN
cana-5713	73	33	sets	set	NOUN
cana-5713	73	34	.	.	PUNCT
cana-5713	74	1	the	the	DET
cana-5713	74	2	acnn	acnn	PROPN
cana-5713	74	3	has	have	VERB
cana-5713	74	4	the	the	DET
cana-5713	74	5	ability	ability	NOUN
cana-5713	74	6	to	to	PART
cana-5713	74	7	adapt	adapt	VERB
cana-5713	74	8	any	any	DET
cana-5713	74	9	process	process	NOUN
cana-5713	74	10	and	and	CCONJ
cana-5713	74	11	interpret	interpret	VERB
cana-5713	74	12	numerical	numerical	ADJ
cana-5713	74	13	values	value	NOUN
cana-5713	74	14	.	.	PUNCT
cana-5713	75	1	given	give	VERB
cana-5713	75	2	that	that	SCONJ
cana-5713	75	3	the	the	DET
cana-5713	75	4	acnn	acnn	NOUN
cana-5713	75	5	is	be	AUX
cana-5713	75	6	a	a	DET
cana-5713	75	7	deep	deep	ADJ
cana-5713	75	8	learning	learning	NOUN
cana-5713	75	9	approach	approach	NOUN
cana-5713	75	10	,	,	PUNCT
cana-5713	75	11	it	it	PRON
cana-5713	75	12	can	can	AUX
cana-5713	75	13	easily	easily	ADV
cana-5713	75	14	adapt	adapt	VERB
cana-5713	75	15	to	to	ADP
cana-5713	75	16	the	the	DET
cana-5713	75	17	needs	need	NOUN
cana-5713	75	18	of	of	ADP
cana-5713	75	19	a	a	DET
cana-5713	75	20	machine	machine	NOUN
cana-5713	75	21	learning	learn	VERB
cana-5713	75	22	communications	communication	NOUN
cana-5713	75	23	on	on	ADP
cana-5713	75	24	applied	apply	VERB
cana-5713	75	25	nonlinear	nonlinear	ADJ
cana-5713	75	26	analysis	analysis	NOUN
cana-5713	75	27	issn	issn	NOUN
cana-5713	75	28	:	:	PUNCT
cana-5713	75	29	1074	1074	NUM
cana-5713	75	30	-	-	PUNCT
cana-5713	75	31	133x	133x	NUM
cana-5713	75	32	vol	vol	VERB
cana-5713	75	33	32	32	NUM
cana-5713	75	34	no	no	NOUN
cana-5713	75	35	.	.	PUNCT
cana-5713	75	36	10s	10	NOUN
cana-5713	75	37	(	(	PUNCT
cana-5713	75	38	2025	2025	NUM
cana-5713	75	39	)	)	PUNCT
cana-5713	75	40	2726	2726	NUM
cana-5713	75	41	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	75	42	approach	approach	NOUN
cana-5713	75	43	.	.	PUNCT
cana-5713	76	1	it	it	PRON
cana-5713	76	2	usually	usually	ADV
cana-5713	76	3	does	do	AUX
cana-5713	76	4	not	not	PART
cana-5713	76	5	concern	concern	VERB
cana-5713	76	6	itself	itself	PRON
cana-5713	76	7	with	with	ADP
cana-5713	76	8	the	the	DET
cana-5713	76	9	pattern	pattern	NOUN
cana-5713	76	10	in	in	ADP
cana-5713	76	11	the	the	DET
cana-5713	76	12	data	datum	NOUN
cana-5713	76	13	.	.	PUNCT
cana-5713	77	1	this	this	DET
cana-5713	77	2	system	system	NOUN
cana-5713	77	3	uses	use	VERB
cana-5713	77	4	and	and	CCONJ
cana-5713	77	5	processes	process	VERB
cana-5713	77	6	the	the	DET
cana-5713	77	7	numerical	numerical	ADJ
cana-5713	77	8	values	value	NOUN
cana-5713	77	9	to	to	PART
cana-5713	77	10	pinpoint	pinpoint	VERB
cana-5713	77	11	the	the	DET
cana-5713	77	12	cancer	cancer	NOUN
cana-5713	77	13	details	detail	NOUN
cana-5713	77	14	.	.	PUNCT
cana-5713	78	1	it	it	PRON
cana-5713	78	2	was	be	AUX
cana-5713	78	3	particularly	particularly	ADV
cana-5713	78	4	useful	useful	ADJ
cana-5713	78	5	during	during	ADP
cana-5713	78	6	non	non	ADJ
cana-5713	78	7	-	-	ADJ
cana-5713	78	8	image	image	ADJ
cana-5713	78	9	dataset	dataset	NOUN
cana-5713	78	10	availability	availability	NOUN
cana-5713	78	11	.	.	PUNCT
cana-5713	79	1	it	it	PRON
cana-5713	79	2	has	have	VERB
cana-5713	79	3	specific	specific	ADJ
cana-5713	79	4	disadvantages	disadvantage	NOUN
cana-5713	79	5	because	because	SCONJ
cana-5713	79	6	it	it	PRON
cana-5713	79	7	only	only	ADV
cana-5713	79	8	considers	consider	VERB
cana-5713	79	9	numerical	numerical	ADJ
cana-5713	79	10	data	datum	NOUN
cana-5713	79	11	,	,	PUNCT
cana-5713	79	12	not	not	PART
cana-5713	79	13	image	image	NOUN
cana-5713	79	14	data	datum	NOUN
cana-5713	79	15	,	,	PUNCT
cana-5713	79	16	as	as	SCONJ
cana-5713	79	17	most	most	ADJ
cana-5713	79	18	departments	department	NOUN
cana-5713	79	19	in	in	ADP
cana-5713	79	20	hospitals	hospital	NOUN
cana-5713	79	21	have	have	VERB
cana-5713	79	22	an	an	DET
cana-5713	79	23	imaginary	imaginary	ADJ
cana-5713	79	24	dataset	dataset	NOUN
cana-5713	79	25	.	.	PUNCT
cana-5713	80	1	hence	hence	ADV
cana-5713	80	2	we	we	PRON
cana-5713	80	3	need	need	VERB
cana-5713	80	4	to	to	PART
cana-5713	80	5	use	use	VERB
cana-5713	80	6	artificial	artificial	ADJ
cana-5713	80	7	intelligence	intelligence	NOUN
cana-5713	80	8	to	to	PART
cana-5713	80	9	analyse	analyse	VERB
cana-5713	80	10	and	and	CCONJ
cana-5713	80	11	classify	classify	VERB
cana-5713	80	12	whether	whether	SCONJ
cana-5713	80	13	the	the	DET
cana-5713	80	14	taken	take	VERB
cana-5713	80	15	image	image	NOUN
cana-5713	80	16	or	or	CCONJ
cana-5713	80	17	mri	mri	NOUN
cana-5713	80	18	scan	scan	NOUN
cana-5713	80	19	has	have	VERB
cana-5713	80	20	pancreatic	pancreatic	ADJ
cana-5713	80	21	cancer	cancer	NOUN
cana-5713	80	22	or	or	CCONJ
cana-5713	80	23	not	not	PART
cana-5713	80	24	artificial	artificial	ADJ
cana-5713	80	25	intelligence	intelligence	NOUN
cana-5713	80	26	uses	use	VERB
cana-5713	80	27	both	both	PRON
cana-5713	80	28	machine	machine	NOUN
cana-5713	80	29	learning	learning	NOUN
cana-5713	80	30	and	and	CCONJ
cana-5713	80	31	deep	deep	ADJ
cana-5713	80	32	learning	learning	NOUN
cana-5713	80	33	methods	method	NOUN
cana-5713	80	34	to	to	PART
cana-5713	80	35	classify	classify	VERB
cana-5713	80	36	and	and	CCONJ
cana-5713	80	37	check	check	VERB
cana-5713	80	38	whether	whether	SCONJ
cana-5713	80	39	that	that	DET
cana-5713	80	40	image	image	NOUN
cana-5713	80	41	has	have	VERB
cana-5713	80	42	pancreatic	pancreatic	ADJ
cana-5713	80	43	cancer	cancer	NOUN
cana-5713	80	44	or	or	CCONJ
cana-5713	80	45	not	not	PART
cana-5713	80	46	.the	.the	DET
cana-5713	80	47	deep	deep	ADJ
cana-5713	80	48	learning	learning	NOUN
cana-5713	80	49	methods	method	NOUN
cana-5713	80	50	,	,	PUNCT
cana-5713	80	51	hybrid	hybrid	ADJ
cana-5713	80	52	algorithms	algorithm	NOUN
cana-5713	80	53	,	,	PUNCT
cana-5713	80	54	supervised	supervised	ADJ
cana-5713	80	55	and	and	CCONJ
cana-5713	80	56	unsupervised	unsupervised	ADJ
cana-5713	80	57	learning	learning	NOUN
cana-5713	80	58	methods	method	NOUN
cana-5713	80	59	and	and	CCONJ
cana-5713	80	60	ensemble	ensemble	ADJ
cana-5713	80	61	learning	learning	NOUN
cana-5713	80	62	are	be	AUX
cana-5713	80	63	some	some	PRON
cana-5713	80	64	of	of	ADP
cana-5713	80	65	the	the	DET
cana-5713	80	66	approaches	approach	NOUN
cana-5713	80	67	with	with	ADP
cana-5713	80	68	which	which	PRON
cana-5713	80	69	we	we	PRON
cana-5713	80	70	can	can	AUX
cana-5713	80	71	classify	classify	VERB
cana-5713	80	72	an	an	DET
cana-5713	80	73	image	image	NOUN
cana-5713	80	74	.	.	PUNCT
cana-5713	81	1	ai	ai	VERB
cana-5713	81	2	models	model	NOUN
cana-5713	81	3	analyse	analyse	VERB
cana-5713	81	4	medical	medical	ADJ
cana-5713	81	5	images	image	NOUN
cana-5713	81	6	,	,	PUNCT
cana-5713	81	7	lab	lab	NOUN
cana-5713	81	8	test	test	NOUN
cana-5713	81	9	results	result	NOUN
cana-5713	81	10	,	,	PUNCT
cana-5713	81	11	biopsy	biopsy	NOUN
cana-5713	81	12	results	result	NOUN
cana-5713	81	13	and	and	CCONJ
cana-5713	81	14	symptoms	symptom	NOUN
cana-5713	81	15	stated	state	VERB
cana-5713	81	16	by	by	ADP
cana-5713	81	17	patient	patient	NOUN
cana-5713	81	18	and	and	CCONJ
cana-5713	81	19	draws	draw	VERB
cana-5713	81	20	a	a	DET
cana-5713	81	21	result	result	NOUN
cana-5713	81	22	which	which	PRON
cana-5713	81	23	can	can	AUX
cana-5713	81	24	assist	assist	VERB
cana-5713	81	25	the	the	DET
cana-5713	81	26	doctors	doctor	NOUN
cana-5713	81	27	in	in	ADP
cana-5713	81	28	early	early	ADJ
cana-5713	81	29	detection	detection	NOUN
cana-5713	81	30	of	of	ADP
cana-5713	81	31	pancreatic	pancreatic	ADJ
cana-5713	81	32	cancer	cancer	NOUN
cana-5713	81	33	.for	.for	ADP
cana-5713	81	34	example	example	NOUN
cana-5713	81	35	use	use	NOUN
cana-5713	81	36	of	of	ADP
cana-5713	81	37	ai	ai	NOUN
cana-5713	81	38	in	in	ADP
cana-5713	81	39	radiology	radiology	NOUN
cana-5713	81	40	.	.	PUNCT
cana-5713	82	1	mri	mri	NOUN
cana-5713	82	2	or	or	CCONJ
cana-5713	82	3	mrcp	mrcp	PROPN
cana-5713	82	4	scans	scan	NOUN
cana-5713	82	5	are	be	AUX
cana-5713	82	6	taken	take	VERB
cana-5713	82	7	which	which	PRON
cana-5713	82	8	helps	help	VERB
cana-5713	82	9	in	in	ADP
cana-5713	82	10	giving	give	VERB
cana-5713	82	11	the	the	DET
cana-5713	82	12	detailed	detail	VERB
cana-5713	82	13	soft	soft	ADJ
cana-5713	82	14	tissue	tissue	NOUN
cana-5713	82	15	image	image	NOUN
cana-5713	82	16	which	which	PRON
cana-5713	82	17	can	can	AUX
cana-5713	82	18	be	be	AUX
cana-5713	82	19	useful	useful	ADJ
cana-5713	82	20	to	to	PART
cana-5713	82	21	detect	detect	VERB
cana-5713	82	22	blockages	blockage	NOUN
cana-5713	82	23	in	in	ADP
cana-5713	82	24	pancreas	pancrea	NOUN
cana-5713	82	25	.	.	PUNCT
cana-5713	83	1	the	the	DET
cana-5713	83	2	lab	lab	NOUN
cana-5713	83	3	test	test	NOUN
cana-5713	83	4	were	be	AUX
cana-5713	83	5	taken	take	VERB
cana-5713	83	6	and	and	CCONJ
cana-5713	83	7	used	use	VERB
cana-5713	83	8	by	by	ADP
cana-5713	83	9	machine	machine	NOUN
cana-5713	83	10	learning	learn	VERB
cana-5713	83	11	algorithm	algorithm	NOUN
cana-5713	83	12	to	to	PART
cana-5713	83	13	determine	determine	VERB
cana-5713	83	14	whether	whether	SCONJ
cana-5713	83	15	the	the	DET
cana-5713	83	16	given	give	VERB
cana-5713	83	17	values	value	NOUN
cana-5713	83	18	containing	contain	VERB
cana-5713	83	19	the	the	DET
cana-5713	83	20	terms	term	NOUN
cana-5713	83	21	and	and	CCONJ
cana-5713	83	22	values	value	NOUN
cana-5713	83	23	related	relate	VERB
cana-5713	83	24	to	to	ADP
cana-5713	83	25	pancreatic	pancreatic	ADJ
cana-5713	83	26	cancer.a	cancer.a	NOUN
cana-5713	83	27	recent	recent	ADJ
cana-5713	83	28	study	study	NOUN
cana-5713	83	29	presents	present	VERB
cana-5713	83	30	a	a	DET
cana-5713	83	31	groundbreaking	groundbreaking	ADJ
cana-5713	83	32	analysis	analysis	NOUN
cana-5713	83	33	that	that	PRON
cana-5713	83	34	employs	employ	VERB
cana-5713	83	35	a	a	DET
cana-5713	83	36	deep	deep	ADJ
cana-5713	83	37	learning	learning	NOUN
cana-5713	83	38	algorithm	algorithm	NOUN
cana-5713	83	39	to	to	PART
cana-5713	83	40	predict	predict	VERB
cana-5713	83	41	the	the	DET
cana-5713	83	42	risk	risk	NOUN
cana-5713	83	43	of	of	ADP
cana-5713	83	44	pancreatic	pancreatic	ADJ
cana-5713	83	45	cancer	cancer	NOUN
cana-5713	83	46	using	use	VERB
cana-5713	83	47	health	health	NOUN
cana-5713	83	48	records	record	NOUN
cana-5713	83	49	1	1	NUM
cana-5713	83	50	.	.	PUNCT
cana-5713	84	1	the	the	DET
cana-5713	84	2	researchers	researcher	NOUN
cana-5713	84	3	developed	develop	VERB
cana-5713	84	4	a	a	DET
cana-5713	84	5	model	model	NOUN
cana-5713	84	6	that	that	PRON
cana-5713	84	7	identifies	identify	VERB
cana-5713	84	8	patterns	pattern	NOUN
cana-5713	84	9	and	and	CCONJ
cana-5713	84	10	trajectories	trajectory	NOUN
cana-5713	84	11	of	of	ADP
cana-5713	84	12	a	a	DET
cana-5713	84	13	disease	disease	NOUN
cana-5713	84	14	.	.	PUNCT
cana-5713	85	1	they	they	PRON
cana-5713	85	2	have	have	AUX
cana-5713	85	3	used	use	VERB
cana-5713	85	4	a	a	DET
cana-5713	85	5	large	large	ADJ
cana-5713	85	6	data	datum	NOUN
cana-5713	85	7	set	set	VERB
cana-5713	85	8	of	of	ADP
cana-5713	85	9	over	over	ADP
cana-5713	85	10	1	1	NUM
cana-5713	85	11	million	million	NUM
cana-5713	85	12	patients	patient	NOUN
cana-5713	85	13	,	,	PUNCT
cana-5713	85	14	which	which	PRON
cana-5713	85	15	includes	include	VERB
cana-5713	85	16	data	datum	NOUN
cana-5713	85	17	on	on	ADP
cana-5713	85	18	pancreatic	pancreatic	ADJ
cana-5713	85	19	cancer	cancer	NOUN
cana-5713	85	20	.	.	PUNCT
cana-5713	86	1	the	the	DET
cana-5713	86	2	study	study	NOUN
cana-5713	86	3	results	result	VERB
cana-5713	86	4	in	in	ADP
cana-5713	86	5	high	high	ADJ
cana-5713	86	6	accuracy	accuracy	NOUN
cana-5713	86	7	and	and	CCONJ
cana-5713	86	8	early	early	ADJ
cana-5713	86	9	detection	detection	NOUN
cana-5713	86	10	.	.	PUNCT
cana-5713	87	1	the	the	DET
cana-5713	87	2	journal	journal	PROPN
cana-5713	87	3	of	of	ADP
cana-5713	87	4	gastroentrology	gastroentrology	PROPN
cana-5713	87	5	published	publish	VERB
cana-5713	87	6	a	a	DET
cana-5713	87	7	review	review	NOUN
cana-5713	87	8	that	that	SCONJ
cana-5713	87	9	examined	examine	VERB
cana-5713	87	10	machine	machine	NOUN
cana-5713	87	11	learning	learning	NOUN
cana-5713	87	12	models	model	NOUN
cana-5713	87	13	for	for	ADP
cana-5713	87	14	predicting	predict	VERB
cana-5713	87	15	pancreatic	pancreatic	ADJ
cana-5713	87	16	cancer	cancer	NOUN
cana-5713	87	17	risk	risk	NOUN
cana-5713	87	18	using	use	VERB
cana-5713	87	19	health	health	NOUN
cana-5713	87	20	records	record	NOUN
cana-5713	87	21	.	.	PUNCT
cana-5713	88	1	the	the	DET
cana-5713	88	2	study	study	NOUN
cana-5713	88	3	encompasses	encompass	VERB
cana-5713	88	4	22	22	NUM
cana-5713	88	5	developed	develop	VERB
cana-5713	88	6	machine	machine	NOUN
cana-5713	88	7	learning	learning	NOUN
cana-5713	88	8	models	model	NOUN
cana-5713	88	9	2	2	NUM
cana-5713	88	10	.	.	PUNCT
cana-5713	89	1	the	the	DET
cana-5713	89	2	results	result	NOUN
cana-5713	89	3	show	show	VERB
cana-5713	89	4	an	an	DET
cana-5713	89	5	accuracy	accuracy	NOUN
cana-5713	89	6	on	on	ADP
cana-5713	89	7	the	the	DET
cana-5713	89	8	curve	curve	NOUN
cana-5713	89	9	of	of	ADP
cana-5713	89	10	0.85–0.90	0.85–0.90	PROPN
cana-5713	89	11	.	.	PUNCT
cana-5713	90	1	it	it	PRON
cana-5713	90	2	also	also	ADV
cana-5713	90	3	shows	show	VERB
cana-5713	90	4	the	the	DET
cana-5713	90	5	use	use	NOUN
cana-5713	90	6	of	of	ADP
cana-5713	90	7	high	high	ADJ
cana-5713	90	8	-	-	PUNCT
cana-5713	90	9	quality	quality	NOUN
cana-5713	90	10	data	datum	NOUN
cana-5713	90	11	enables	enable	VERB
cana-5713	90	12	better	well	ADJ
cana-5713	90	13	results	result	NOUN
cana-5713	90	14	.	.	PUNCT
cana-5713	91	1	the	the	DET
cana-5713	91	2	key	key	ADJ
cana-5713	91	3	elements	element	NOUN
cana-5713	91	4	include	include	VERB
cana-5713	91	5	the	the	DET
cana-5713	91	6	patient	patient	NOUN
cana-5713	91	7	's	's	PART
cana-5713	91	8	medical	medical	ADJ
cana-5713	91	9	history	history	NOUN
cana-5713	91	10	,	,	PUNCT
cana-5713	91	11	laboratory	laboratory	NOUN
cana-5713	91	12	results	result	NOUN
cana-5713	91	13	,	,	PUNCT
cana-5713	91	14	and	and	CCONJ
cana-5713	91	15	the	the	DET
cana-5713	91	16	type	type	NOUN
cana-5713	91	17	of	of	ADP
cana-5713	91	18	medication	medication	NOUN
cana-5713	91	19	prescribed	prescribe	VERB
cana-5713	91	20	.	.	PUNCT
cana-5713	92	1	they	they	PRON
cana-5713	92	2	have	have	AUX
cana-5713	92	3	faced	face	VERB
cana-5713	92	4	several	several	ADJ
cana-5713	92	5	challenges	challenge	NOUN
cana-5713	92	6	.	.	PUNCT
cana-5713	93	1	they	they	PRON
cana-5713	93	2	are	be	AUX
cana-5713	93	3	unable	unable	ADJ
cana-5713	93	4	to	to	PART
cana-5713	93	5	locate	locate	VERB
cana-5713	93	6	previously	previously	ADV
cana-5713	93	7	generated	generate	VERB
cana-5713	93	8	data	data	NOUN
cana-5713	93	9	records	record	NOUN
cana-5713	93	10	,	,	PUNCT
cana-5713	93	11	and	and	CCONJ
cana-5713	93	12	the	the	DET
cana-5713	93	13	complexity	complexity	NOUN
cana-5713	93	14	of	of	ADP
cana-5713	93	15	the	the	DET
cana-5713	93	16	models	model	NOUN
cana-5713	93	17	makes	make	VERB
cana-5713	93	18	it	it	PRON
cana-5713	93	19	challenging	challenging	ADJ
cana-5713	93	20	to	to	PART
cana-5713	93	21	pinpoint	pinpoint	VERB
cana-5713	93	22	the	the	DET
cana-5713	93	23	risk	risk	NOUN
cana-5713	93	24	factors	factor	NOUN
cana-5713	93	25	.	.	PUNCT
cana-5713	94	1	a	a	DET
cana-5713	94	2	review	review	NOUN
cana-5713	94	3	provides	provide	VERB
cana-5713	94	4	an	an	DET
cana-5713	94	5	overview	overview	NOUN
cana-5713	94	6	of	of	ADP
cana-5713	94	7	ai	ai	NOUN
cana-5713	94	8	in	in	ADP
cana-5713	94	9	detection	detection	NOUN
cana-5713	94	10	of	of	ADP
cana-5713	94	11	pancreatic	pancreatic	ADJ
cana-5713	94	12	cancer	cancer	NOUN
cana-5713	94	13	to	to	PART
cana-5713	94	14	improve	improve	VERB
cana-5713	94	15	patient	patient	ADJ
cana-5713	94	16	outcomes	outcome	NOUN
cana-5713	94	17	.	.	PUNCT
cana-5713	95	1	tripati	tripati	PROPN
cana-5713	95	2	.	.	PUNCT
cana-5713	95	3	conducted	conduct	VERB
cana-5713	95	4	the	the	DET
cana-5713	95	5	review	review	NOUN
cana-5713	95	6	,	,	PUNCT
cana-5713	95	7	utilizing	utilize	VERB
cana-5713	95	8	both	both	PRON
cana-5713	95	9	ai	ai	VERB
cana-5713	95	10	and	and	CCONJ
cana-5713	95	11	ml	ml	ADP
cana-5713	95	12	applications	application	NOUN
cana-5713	95	13	for	for	ADP
cana-5713	95	14	pancreatic	pancreatic	ADJ
cana-5713	95	15	cancer	cancer	NOUN
cana-5713	95	16	diagnosis	diagnosis	NOUN
cana-5713	95	17	3	3	NUM
cana-5713	95	18	research	research	NOUN
cana-5713	95	19	has	have	AUX
cana-5713	95	20	proven	prove	VERB
cana-5713	95	21	that	that	SCONJ
cana-5713	95	22	ai	ai	INTJ
cana-5713	95	23	can	can	AUX
cana-5713	95	24	enhance	enhance	VERB
cana-5713	95	25	cancer	cancer	NOUN
cana-5713	95	26	diagnosis	diagnosis	NOUN
cana-5713	95	27	accuracy	accuracy	NOUN
cana-5713	95	28	,	,	PUNCT
cana-5713	95	29	forecast	forecast	NOUN
cana-5713	95	30	cancer	cancer	NOUN
cana-5713	95	31	development	development	NOUN
cana-5713	95	32	risk	risk	NOUN
cana-5713	95	33	,	,	PUNCT
cana-5713	95	34	and	and	CCONJ
cana-5713	95	35	devise	devise	VERB
cana-5713	95	36	treatment	treatment	NOUN
cana-5713	95	37	plans	plan	NOUN
cana-5713	95	38	.	.	PUNCT
cana-5713	96	1	researchers	researcher	NOUN
cana-5713	96	2	also	also	ADV
cana-5713	96	3	use	use	VERB
cana-5713	96	4	it	it	PRON
cana-5713	96	5	to	to	PART
cana-5713	96	6	calculate	calculate	VERB
cana-5713	96	7	survival	survival	NOUN
cana-5713	96	8	rates	rate	NOUN
cana-5713	96	9	..	..	PUNCT
cana-5713	97	1	the	the	DET
cana-5713	97	2	esmo	esmo	NOUN
cana-5713	97	3	study	study	VERB
cana-5713	97	4	4	4	NUM
cana-5713	97	5	presents	present	VERB
cana-5713	97	6	a	a	DET
cana-5713	97	7	model	model	NOUN
cana-5713	97	8	that	that	PRON
cana-5713	97	9	elucidates	elucidate	VERB
cana-5713	97	10	the	the	DET
cana-5713	97	11	multimodal	multimodal	NOUN
cana-5713	97	12	machine	machine	NOUN
cana-5713	97	13	learning	learn	VERB
cana-5713	97	14	approach	approach	NOUN
cana-5713	97	15	for	for	ADP
cana-5713	97	16	survival	survival	NOUN
cana-5713	97	17	prediction	prediction	NOUN
cana-5713	97	18	.	.	PUNCT
cana-5713	98	1	the	the	DET
cana-5713	98	2	research	research	NOUN
cana-5713	98	3	used	use	VERB
cana-5713	98	4	a	a	DET
cana-5713	98	5	sample	sample	NOUN
cana-5713	98	6	of	of	ADP
cana-5713	98	7	150	150	NUM
cana-5713	98	8	pancreatic	pancreatic	ADJ
cana-5713	98	9	cancer	cancer	NOUN
cana-5713	98	10	patients	patient	NOUN
cana-5713	98	11	.	.	PUNCT
cana-5713	99	1	the	the	DET
cana-5713	99	2	model	model	NOUN
cana-5713	99	3	achieved	achieve	VERB
cana-5713	99	4	a	a	DET
cana-5713	99	5	higher	high	ADJ
cana-5713	99	6	accuracy	accuracy	NOUN
cana-5713	99	7	rate	rate	NOUN
cana-5713	99	8	,	,	PUNCT
cana-5713	99	9	among	among	ADP
cana-5713	99	10	other	other	ADJ
cana-5713	99	11	benefits	benefit	NOUN
cana-5713	99	12	.	.	PUNCT
cana-5713	100	1	a	a	DET
cana-5713	100	2	model	model	NOUN
cana-5713	100	3	was	be	AUX
cana-5713	100	4	5	5	NUM
cana-5713	100	5	created	create	VERB
cana-5713	100	6	using	use	VERB
cana-5713	100	7	machine	machine	NOUN
cana-5713	100	8	learning	learn	VERB
cana-5713	100	9	algorithms	algorithm	NOUN
cana-5713	100	10	that	that	PRON
cana-5713	100	11	predicts	predict	VERB
cana-5713	100	12	the	the	DET
cana-5713	100	13	risk	risk	NOUN
cana-5713	100	14	of	of	ADP
cana-5713	100	15	pancreatic	pancreatic	ADJ
cana-5713	100	16	cancer	cancer	NOUN
cana-5713	100	17	using	use	VERB
cana-5713	100	18	trajectories	trajectory	NOUN
cana-5713	100	19	.	.	PUNCT
cana-5713	101	1	the	the	DET
cana-5713	101	2	model	model	NOUN
cana-5713	101	3	identifies	identify	VERB
cana-5713	101	4	high	high	ADJ
cana-5713	101	5	-	-	PUNCT
cana-5713	101	6	risk	risk	NOUN
cana-5713	101	7	patients	patient	NOUN
cana-5713	101	8	,	,	PUNCT
cana-5713	101	9	performs	perform	VERB
cana-5713	101	10	high	high	ADJ
cana-5713	101	11	-	-	PUNCT
cana-5713	101	12	risk	risk	NOUN
cana-5713	101	13	prediction	prediction	NOUN
cana-5713	101	14	,	,	PUNCT
cana-5713	101	15	and	and	CCONJ
cana-5713	101	16	conducts	conduct	VERB
cana-5713	101	17	large	large	ADJ
cana-5713	101	18	-	-	PUNCT
cana-5713	101	19	scale	scale	NOUN
cana-5713	101	20	ehr	ehr	NOUN
cana-5713	101	21	analysis	analysis	NOUN
cana-5713	101	22	.	.	PUNCT
cana-5713	102	1	we	we	PRON
cana-5713	102	2	verify	verify	VERB
cana-5713	102	3	the	the	DET
cana-5713	102	4	performance	performance	NOUN
cana-5713	102	5	of	of	ADP
cana-5713	102	6	6	6	NUM
cana-5713	102	7	various	various	ADJ
cana-5713	102	8	machine	machine	NOUN
cana-5713	102	9	learning	learning	NOUN
cana-5713	102	10	and	and	CCONJ
cana-5713	102	11	deep	deep	ADJ
cana-5713	102	12	learning	learning	NOUN
cana-5713	102	13	techniques	technique	NOUN
cana-5713	102	14	for	for	ADP
cana-5713	102	15	pancreatic	pancreatic	ADJ
cana-5713	102	16	cancer	cancer	NOUN
cana-5713	102	17	detection	detection	NOUN
cana-5713	102	18	.	.	PUNCT
cana-5713	103	1	it	it	PRON
cana-5713	103	2	shows	show	VERB
cana-5713	103	3	an	an	DET
cana-5713	103	4	effective	effective	ADJ
cana-5713	103	5	approach	approach	NOUN
cana-5713	103	6	to	to	ADP
cana-5713	103	7	detecting	detect	VERB
cana-5713	103	8	pancreatic	pancreatic	ADJ
cana-5713	103	9	cancer	cancer	NOUN
cana-5713	103	10	using	use	VERB
cana-5713	103	11	ct	ct	PROPN
cana-5713	103	12	.	.	PUNCT
cana-5713	104	1	the	the	DET
cana-5713	104	2	deep	deep	ADJ
cana-5713	104	3	learning	learning	NOUN
cana-5713	104	4	methods	method	NOUN
cana-5713	104	5	like	like	ADP
cana-5713	104	6	cnn	cnn	PROPN
cana-5713	104	7	and	and	CCONJ
cana-5713	104	8	rnn	rnn	PROPN
cana-5713	104	9	outperformed	outperform	VERB
cana-5713	104	10	machine	machine	NOUN
cana-5713	104	11	learning	learning	NOUN
cana-5713	104	12	techniques	technique	NOUN
cana-5713	104	13	like	like	ADP
cana-5713	104	14	svm	svm	ADJ
cana-5713	104	15	,	,	PUNCT
cana-5713	104	16	random	random	ADJ
cana-5713	104	17	forest	forest	NOUN
cana-5713	104	18	,	,	PUNCT
cana-5713	104	19	and	and	CCONJ
cana-5713	104	20	cnn	cnn	PROPN
cana-5713	104	21	in	in	ADP
cana-5713	104	22	the	the	DET
cana-5713	104	23	detection	detection	NOUN
cana-5713	104	24	of	of	ADP
cana-5713	104	25	cancer	cancer	NOUN
cana-5713	104	26	.	.	PUNCT
cana-5713	105	1	cnn	cnn	PROPN
cana-5713	105	2	has	have	AUX
cana-5713	105	3	achieved	achieve	VERB
cana-5713	105	4	a	a	DET
cana-5713	105	5	high	high	ADJ
cana-5713	105	6	score	score	NOUN
cana-5713	105	7	of	of	ADP
cana-5713	105	8	94.4	94.4	NUM
cana-5713	105	9	%	%	NOUN
cana-5713	105	10	.	.	PUNCT
cana-5713	106	1	the	the	DET
cana-5713	106	2	goal	goal	NOUN
cana-5713	106	3	of	of	ADP
cana-5713	106	4	the	the	DET
cana-5713	106	5	7	7	NUM
cana-5713	106	6	machine	machine	NOUN
cana-5713	106	7	learning	learn	VERB
cana-5713	106	8	study	study	NOUN
cana-5713	106	9	is	be	AUX
cana-5713	106	10	to	to	PART
cana-5713	106	11	find	find	VERB
cana-5713	106	12	out	out	ADP
cana-5713	106	13	how	how	SCONJ
cana-5713	106	14	different	different	ADJ
cana-5713	106	15	types	type	NOUN
cana-5713	106	16	of	of	ADP
cana-5713	106	17	gut	gut	ADJ
cana-5713	106	18	microbiota	microbiota	NOUN
cana-5713	106	19	interact	interact	NOUN
cana-5713	106	20	with	with	ADP
cana-5713	106	21	pancreatic	pancreatic	ADJ
cana-5713	106	22	cancer	cancer	NOUN
cana-5713	106	23	that	that	PRON
cana-5713	106	24	has	have	AUX
cana-5713	106	25	spread	spread	VERB
cana-5713	106	26	and	and	CCONJ
cana-5713	106	27	cancer	cancer	NOUN
cana-5713	106	28	that	that	PRON
cana-5713	106	29	has	have	AUX
cana-5713	106	30	not	not	PART
cana-5713	106	31	spread	spread	VERB
cana-5713	106	32	.	.	PUNCT
cana-5713	107	1	the	the	DET
cana-5713	107	2	results	result	NOUN
cana-5713	107	3	show	show	VERB
cana-5713	107	4	that	that	SCONJ
cana-5713	107	5	the	the	DET
cana-5713	107	6	machine	machine	NOUN
cana-5713	107	7	communications	communication	NOUN
cana-5713	107	8	on	on	ADP
cana-5713	107	9	applied	apply	VERB
cana-5713	107	10	nonlinear	nonlinear	ADJ
cana-5713	107	11	analysis	analysis	NOUN
cana-5713	107	12	issn	issn	NOUN
cana-5713	107	13	:	:	PUNCT
cana-5713	107	14	1074	1074	NUM
cana-5713	107	15	-	-	PUNCT
cana-5713	107	16	133x	133x	NUM
cana-5713	107	17	vol	vol	VERB
cana-5713	107	18	32	32	NUM
cana-5713	107	19	no	no	NOUN
cana-5713	107	20	.	.	PUNCT
cana-5713	108	1	10s	10	NOUN
cana-5713	108	2	(	(	PUNCT
cana-5713	108	3	2025	2025	NUM
cana-5713	108	4	)	)	PUNCT
cana-5713	108	5	2727	2727	NUM
cana-5713	109	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	109	2	learning	learn	VERB
cana-5713	109	3	approach	approach	NOUN
cana-5713	109	4	identified	identify	VERB
cana-5713	109	5	a	a	DET
cana-5713	109	6	set	set	NOUN
cana-5713	109	7	of	of	ADP
cana-5713	109	8	microbial	microbial	ADJ
cana-5713	109	9	markers	marker	NOUN
cana-5713	109	10	that	that	PRON
cana-5713	109	11	can	can	AUX
cana-5713	109	12	predict	predict	VERB
cana-5713	109	13	the	the	DET
cana-5713	109	14	presence	presence	NOUN
cana-5713	109	15	of	of	ADP
cana-5713	109	16	metastatic	metastatic	ADJ
cana-5713	109	17	pancreatic	pancreatic	ADJ
cana-5713	109	18	cancer	cancer	NOUN
cana-5713	109	19	with	with	ADP
cana-5713	109	20	high	high	ADJ
cana-5713	109	21	accuracy	accuracy	NOUN
cana-5713	109	22	.	.	PUNCT
cana-5713	110	1	the	the	DET
cana-5713	110	2	study	study	NOUN
cana-5713	110	3	uses	use	VERB
cana-5713	110	4	deep	deep	ADJ
cana-5713	110	5	learning	learn	VERB
cana-5713	110	6	8	8	NUM
cana-5713	110	7	to	to	PART
cana-5713	110	8	classify	classify	VERB
cana-5713	110	9	pancreatic	pancreatic	ADJ
cana-5713	110	10	cancer	cancer	NOUN
cana-5713	110	11	into	into	ADP
cana-5713	110	12	different	different	ADJ
cana-5713	110	13	types	type	NOUN
cana-5713	110	14	using	use	VERB
cana-5713	110	15	ct	ct	NUM
cana-5713	110	16	images	image	NOUN
cana-5713	110	17	.	.	PUNCT
cana-5713	111	1	the	the	DET
cana-5713	111	2	model	model	NOUN
cana-5713	111	3	has	have	AUX
cana-5713	111	4	achieved	achieve	VERB
cana-5713	111	5	high	high	ADJ
cana-5713	111	6	accuracy	accuracy	NOUN
cana-5713	111	7	in	in	ADP
cana-5713	111	8	classifying	classify	VERB
cana-5713	111	9	patients	patient	NOUN
cana-5713	111	10	.	.	PUNCT
cana-5713	112	1	the	the	DET
cana-5713	112	2	study	study	NOUN
cana-5713	112	3	offers	offer	VERB
cana-5713	112	4	the	the	DET
cana-5713	112	5	potential	potential	NOUN
cana-5713	112	6	for	for	ADP
cana-5713	112	7	deep	deep	ADJ
cana-5713	112	8	learning	learning	NOUN
cana-5713	112	9	to	to	PART
cana-5713	112	10	enhance	enhance	VERB
cana-5713	112	11	the	the	DET
cana-5713	112	12	accuracy	accuracy	NOUN
cana-5713	112	13	and	and	CCONJ
cana-5713	112	14	efficiency	efficiency	NOUN
cana-5713	112	15	of	of	ADP
cana-5713	112	16	pancreatic	pancreatic	ADJ
cana-5713	112	17	cancer	cancer	NOUN
cana-5713	112	18	diagnosis	diagnosis	NOUN
cana-5713	112	19	and	and	CCONJ
cana-5713	112	20	classification	classification	NOUN
cana-5713	112	21	.	.	PUNCT
cana-5713	113	1	designing	design	VERB
cana-5713	113	2	a	a	DET
cana-5713	113	3	machine	machine	NOUN
cana-5713	113	4	learning	learning	NOUN
cana-5713	113	5	and	and	CCONJ
cana-5713	113	6	deep	deep	ADJ
cana-5713	113	7	learning	learning	NOUN
cana-5713	113	8	frame	frame	NOUN
cana-5713	113	9	work	work	NOUN
cana-5713	113	10	for	for	ADP
cana-5713	113	11	early	early	ADJ
cana-5713	113	12	pancreatic	pancreatic	ADJ
cana-5713	113	13	cancer	cancer	NOUN
cana-5713	113	14	detection	detection	NOUN
cana-5713	113	15	aims	aim	VERB
cana-5713	113	16	to	to	PART
cana-5713	113	17	develop	develop	VERB
cana-5713	113	18	a	a	DET
cana-5713	113	19	framework	framework	NOUN
cana-5713	113	20	using	use	VERB
cana-5713	113	21	machine	machine	NOUN
cana-5713	113	22	learning	learning	NOUN
cana-5713	113	23	for	for	ADP
cana-5713	113	24	early	early	ADJ
cana-5713	113	25	diagnosis;9.by	diagnosis;9.by	PROPN
cana-5713	113	26	using	use	VERB
cana-5713	113	27	advanced	advanced	ADJ
cana-5713	113	28	computational	computational	ADJ
cana-5713	113	29	techniques	technique	NOUN
cana-5713	113	30	,	,	PUNCT
cana-5713	113	31	the	the	DET
cana-5713	113	32	framework	framework	NOUN
cana-5713	113	33	aims	aim	VERB
cana-5713	113	34	to	to	PART
cana-5713	113	35	enhance	enhance	VERB
cana-5713	113	36	the	the	DET
cana-5713	113	37	detection	detection	NOUN
cana-5713	113	38	.	.	PUNCT
cana-5713	114	1	the	the	DET
cana-5713	114	2	study	study	NOUN
cana-5713	114	3	ranges	range	VERB
cana-5713	114	4	and	and	CCONJ
cana-5713	114	5	explains	explain	VERB
cana-5713	114	6	about	about	ADP
cana-5713	114	7	the	the	DET
cana-5713	114	8	use	use	NOUN
cana-5713	114	9	of	of	ADP
cana-5713	114	10	algorithms	algorithm	NOUN
cana-5713	114	11	in	in	ADP
cana-5713	114	12	detection	detection	NOUN
cana-5713	114	13	of	of	ADP
cana-5713	114	14	cancer	cancer	NOUN
cana-5713	114	15	and	and	CCONJ
cana-5713	114	16	aims	aim	VERB
cana-5713	114	17	for	for	ADP
cana-5713	114	18	higher	high	ADJ
cana-5713	114	19	potential	potential	NOUN
cana-5713	114	20	for	for	ADP
cana-5713	114	21	use	use	NOUN
cana-5713	114	22	in	in	ADP
cana-5713	114	23	clinical	clinical	ADJ
cana-5713	114	24	work	work	NOUN
cana-5713	114	25	flows.10.the	flows.10.the	DET
cana-5713	114	26	article	article	NOUN
cana-5713	114	27	discuss	discuss	VERB
cana-5713	114	28	the	the	DET
cana-5713	114	29	use	use	NOUN
cana-5713	114	30	of	of	ADP
cana-5713	114	31	machine	machine	NOUN
cana-5713	114	32	learning	learn	VERB
cana-5713	114	33	algorithms	algorithm	NOUN
cana-5713	114	34	in	in	ADP
cana-5713	114	35	predicting	predict	VERB
cana-5713	114	36	and	and	CCONJ
cana-5713	114	37	recommend	recommend	VERB
cana-5713	114	38	medicines	medicine	NOUN
cana-5713	114	39	for	for	ADP
cana-5713	114	40	cancer	cancer	NOUN
cana-5713	114	41	patients	patient	NOUN
cana-5713	114	42	,	,	PUNCT
cana-5713	114	43	the	the	DET
cana-5713	114	44	research	research	NOUN
cana-5713	114	45	aimed	aim	VERB
cana-5713	114	46	to	to	PART
cana-5713	114	47	predict	predict	VERB
cana-5713	114	48	the	the	DET
cana-5713	114	49	recurrence	recurrence	NOUN
cana-5713	114	50	patterns	pattern	NOUN
cana-5713	114	51	of	of	ADP
cana-5713	114	52	pancreatic	pancreatic	ADJ
cana-5713	114	53	cancer	cancer	NOUN
cana-5713	114	54	after	after	ADP
cana-5713	114	55	surgery	surgery	NOUN
cana-5713	114	56	using	use	VERB
cana-5713	114	57	supervised	supervised	ADJ
cana-5713	114	58	machine	machine	NOUN
cana-5713	114	59	learning	learn	VERB
cana-5713	114	60	algorithms11,the	algorithms11,the	DET
cana-5713	114	61	machine	machine	NOUN
cana-5713	114	62	learning	learning	NOUN
cana-5713	114	63	models	model	NOUN
cana-5713	114	64	can	can	AUX
cana-5713	114	65	predict	predict	VERB
cana-5713	114	66	the	the	DET
cana-5713	114	67	recurrence	recurrence	NOUN
cana-5713	114	68	patterns	pattern	NOUN
cana-5713	114	69	in	in	ADP
cana-5713	114	70	pancreatic	pancreatic	ADJ
cana-5713	114	71	cancer	cancer	NOUN
cana-5713	114	72	which	which	PRON
cana-5713	114	73	could	could	AUX
cana-5713	114	74	significantly	significantly	ADV
cana-5713	114	75	impact	impact	VERB
cana-5713	114	76	patient	patient	ADJ
cana-5713	114	77	management	management	NOUN
cana-5713	114	78	and	and	CCONJ
cana-5713	114	79	outcomes	outcome	NOUN
cana-5713	114	80	.	.	PUNCT
cana-5713	115	1	the	the	DET
cana-5713	115	2	study	study	NOUN
cana-5713	115	3	aims	aim	VERB
cana-5713	115	4	to	to	PART
cana-5713	115	5	propose	propose	VERB
cana-5713	115	6	a	a	DET
cana-5713	115	7	new	new	ADJ
cana-5713	115	8	early	early	ADJ
cana-5713	115	9	detection	detection	NOUN
cana-5713	115	10	indicator	indicator	NOUN
cana-5713	115	11	for	for	ADP
cana-5713	115	12	pancreatic	pancreatic	ADJ
cana-5713	115	13	cancer	cancer	NOUN
cana-5713	115	14	by	by	ADP
cana-5713	115	15	using	use	VERB
cana-5713	115	16	both	both	PRON
cana-5713	115	17	machine	machine	NOUN
cana-5713	115	18	learning	learning	NOUN
cana-5713	115	19	and	and	CCONJ
cana-5713	115	20	neural	neural	ADJ
cana-5713	115	21	network	network	NOUN
cana-5713	115	22	based	base	VERB
cana-5713	115	23	model	model	NOUN
cana-5713	115	24	utilizing	utilize	VERB
cana-5713	115	25	mirna	mirna	PROPN
cana-5713	115	26	profiles	profile	NOUN
cana-5713	115	27	12	12	NUM
cana-5713	115	28	,	,	PUNCT
cana-5713	115	29	this	this	DET
cana-5713	115	30	approach	approach	NOUN
cana-5713	115	31	could	could	AUX
cana-5713	115	32	significantly	significantly	ADV
cana-5713	115	33	enhance	enhance	VERB
cana-5713	115	34	the	the	DET
cana-5713	115	35	accuracy	accuracy	NOUN
cana-5713	115	36	of	of	ADP
cana-5713	115	37	diagnosis	diagnosis	NOUN
cana-5713	115	38	and	and	CCONJ
cana-5713	115	39	facilitate	facilitate	VERB
cana-5713	115	40	personalized	personalized	ADJ
cana-5713	115	41	treatment	treatment	NOUN
cana-5713	115	42	strategies	strategy	NOUN
cana-5713	115	43	.	.	PUNCT
cana-5713	116	1	the	the	DET
cana-5713	116	2	study	study	NOUN
cana-5713	116	3	by	by	ADP
cana-5713	116	4	m	m	PROPN
cana-5713	116	5	suneetha	suneetha	PROPN
cana-5713	116	6	explores	explore	VERB
cana-5713	116	7	the	the	DET
cana-5713	116	8	role	role	NOUN
cana-5713	116	9	of	of	ADP
cana-5713	116	10	cnn	cnn	PROPN
cana-5713	116	11	in	in	ADP
cana-5713	116	12	predicting	predict	VERB
cana-5713	116	13	pancreatic	pancreatic	ADJ
cana-5713	116	14	cancer	cancer	NOUN
cana-5713	116	15	from	from	ADP
cana-5713	116	16	medical	medical	ADJ
cana-5713	116	17	images	image	NOUN
cana-5713	116	18	.the	.the	DET
cana-5713	116	19	study	study	NOUN
cana-5713	116	20	uses	use	VERB
cana-5713	116	21	cnn	cnn	PROPN
cana-5713	116	22	to	to	PART
cana-5713	116	23	extract	extract	VERB
cana-5713	116	24	features	feature	NOUN
cana-5713	116	25	from	from	ADP
cana-5713	116	26	ct	ct	PROPN
cana-5713	116	27	scans	scan	NOUN
cana-5713	116	28	.	.	PUNCT
cana-5713	117	1	by	by	ADP
cana-5713	117	2	training	train	VERB
cana-5713	117	3	the	the	DET
cana-5713	117	4	model	model	NOUN
cana-5713	117	5	on	on	ADP
cana-5713	117	6	large	large	ADJ
cana-5713	117	7	data	datum	NOUN
cana-5713	117	8	set	set	VERB
cana-5713	117	9	13	13	NUM
cana-5713	117	10	,	,	PUNCT
cana-5713	117	11	the	the	DET
cana-5713	117	12	researchers	researcher	NOUN
cana-5713	117	13	found	find	VERB
cana-5713	117	14	that	that	SCONJ
cana-5713	117	15	cnn	cnn	PROPN
cana-5713	117	16	outperform	outperform	VERB
cana-5713	117	17	other	other	ADJ
cana-5713	117	18	models	model	NOUN
cana-5713	117	19	by	by	ADP
cana-5713	117	20	identifying	identify	VERB
cana-5713	117	21	different	different	ADJ
cana-5713	117	22	patterns	pattern	NOUN
cana-5713	117	23	that	that	PRON
cana-5713	117	24	was	be	AUX
cana-5713	117	25	not	not	PART
cana-5713	117	26	easily	easily	ADV
cana-5713	117	27	detected	detect	VERB
cana-5713	117	28	by	by	ADP
cana-5713	117	29	radiologist	radiologist	NOUN
cana-5713	117	30	as	as	SCONJ
cana-5713	117	31	this	this	PRON
cana-5713	117	32	could	could	AUX
cana-5713	117	33	reduce	reduce	VERB
cana-5713	117	34	the	the	DET
cana-5713	117	35	false	false	ADJ
cana-5713	117	36	negatives	negative	NOUN
cana-5713	117	37	leading	lead	VERB
cana-5713	117	38	to	to	ADP
cana-5713	117	39	a	a	DET
cana-5713	117	40	earlier	early	ADJ
cana-5713	117	41	treatment	treatment	NOUN
cana-5713	117	42	and	and	CCONJ
cana-5713	117	43	diagnosis	diagnosis	NOUN
cana-5713	117	44	.	.	PUNCT
cana-5713	118	1	this	this	DET
cana-5713	118	2	area	area	NOUN
cana-5713	118	3	focus	focus	VERB
cana-5713	118	4	on	on	ADP
cana-5713	118	5	using	use	VERB
cana-5713	118	6	ann	ann	PROPN
cana-5713	118	7	to	to	PART
cana-5713	118	8	enhance	enhance	VERB
cana-5713	118	9	accuracy	accuracy	NOUN
cana-5713	118	10	and	and	CCONJ
cana-5713	118	11	efficiency	efficiency	NOUN
cana-5713	118	12	of	of	ADP
cana-5713	118	13	diagnosis	diagnosis	NOUN
cana-5713	118	14	of	of	ADP
cana-5713	118	15	pancreatic	pancreatic	ADJ
cana-5713	118	16	cancer	cancer	NOUN
cana-5713	118	17	.	.	PUNCT
cana-5713	119	1	the	the	DET
cana-5713	119	2	ann	ann	PROPN
cana-5713	119	3	analyse	analyse	PROPN
cana-5713	119	4	complex	complex	PROPN
cana-5713	119	5	medical	medical	ADJ
cana-5713	119	6	data	datum	NOUN
cana-5713	119	7	to	to	PART
cana-5713	119	8	detect	detect	VERB
cana-5713	119	9	early	early	ADJ
cana-5713	119	10	stage	stage	NOUN
cana-5713	119	11	cancer	cancer	NOUN
cana-5713	119	12	.	.	PUNCT
cana-5713	120	1	this	this	PRON
cana-5713	120	2	shows	show	VERB
cana-5713	120	3	that	that	SCONJ
cana-5713	120	4	the	the	DET
cana-5713	120	5	use	use	NOUN
cana-5713	120	6	of	of	ADP
cana-5713	120	7	potential	potential	ADJ
cana-5713	120	8	future	future	ADJ
cana-5713	120	9	applications	application	NOUN
cana-5713	120	10	of	of	ADP
cana-5713	120	11	ai	ai	NOUN
cana-5713	120	12	in	in	ADP
cana-5713	120	13	medical	medical	ADJ
cana-5713	120	14	diagnosis	diagnosis	NOUN
cana-5713	120	15	emphasizing	emphasize	VERB
cana-5713	120	16	the	the	DET
cana-5713	120	17	need	need	NOUN
cana-5713	120	18	of	of	ADP
cana-5713	120	19	more	more	ADV
cana-5713	120	20	extensive	extensive	ADJ
cana-5713	120	21	data	datum	NOUN
cana-5713	120	22	set	set	VERB
cana-5713	120	23	,	,	PUNCT
cana-5713	120	24	improvised	improvised	ADJ
cana-5713	120	25	algorithm	algorithm	NOUN
cana-5713	120	26	and	and	CCONJ
cana-5713	120	27	real	real	ADJ
cana-5713	120	28	world	world	NOUN
cana-5713	120	29	clinical	clinical	ADJ
cana-5713	120	30	validation.14	validation.14	NOUN
cana-5713	120	31	if	if	SCONJ
cana-5713	120	32	fully	fully	ADV
cana-5713	120	33	integrated	integrate	VERB
cana-5713	120	34	ann	ann	PROPN
cana-5713	120	35	based	base	VERB
cana-5713	120	36	models	model	NOUN
cana-5713	120	37	can	can	AUX
cana-5713	120	38	assist	assist	VERB
cana-5713	120	39	radiologist	radiologist	NOUN
cana-5713	120	40	and	and	CCONJ
cana-5713	120	41	oncologist	oncologist	NOUN
cana-5713	120	42	in	in	ADP
cana-5713	120	43	making	make	VERB
cana-5713	120	44	quicker	quick	ADV
cana-5713	120	45	and	and	CCONJ
cana-5713	120	46	reliable	reliable	ADJ
cana-5713	120	47	diagnosis	diagnosis	NOUN
cana-5713	120	48	,	,	PUNCT
cana-5713	120	49	by	by	ADP
cana-5713	120	50	refining	refine	VERB
cana-5713	120	51	ann	ann	PROPN
cana-5713	120	52	-	-	PUNCT
cana-5713	120	53	based	base	VERB
cana-5713	120	54	models	model	NOUN
cana-5713	120	55	and	and	CCONJ
cana-5713	120	56	incorporating	incorporate	VERB
cana-5713	120	57	them	they	PRON
cana-5713	120	58	into	into	ADP
cana-5713	120	59	clinical	clinical	ADJ
cana-5713	120	60	practice	practice	NOUN
cana-5713	120	61	,	,	PUNCT
cana-5713	120	62	the	the	DET
cana-5713	120	63	fight	fight	NOUN
cana-5713	120	64	against	against	ADP
cana-5713	120	65	pancreatic	pancreatic	ADJ
cana-5713	120	66	cancer	cancer	NOUN
cana-5713	120	67	could	could	AUX
cana-5713	120	68	take	take	VERB
cana-5713	120	69	a	a	DET
cana-5713	120	70	significant	significant	ADJ
cana-5713	120	71	step	step	NOUN
cana-5713	120	72	forward	forward	ADV
cana-5713	120	73	,	,	PUNCT
cana-5713	120	74	improving	improve	VERB
cana-5713	120	75	patient	patient	ADJ
cana-5713	120	76	outcomes	outcome	NOUN
cana-5713	120	77	and	and	CCONJ
cana-5713	120	78	survival	survival	NOUN
cana-5713	120	79	rates	rate	NOUN
cana-5713	120	80	.	.	PUNCT
cana-5713	121	1	the	the	DET
cana-5713	121	2	study	study	NOUN
cana-5713	121	3	utilizes	utilize	VERB
cana-5713	121	4	ensemble	ensemble	ADJ
cana-5713	121	5	learning	learning	NOUN
cana-5713	121	6	techniques	technique	NOUN
cana-5713	121	7	,	,	PUNCT
cana-5713	121	8	which	which	PRON
cana-5713	121	9	integrate	integrate	VERB
cana-5713	121	10	multiple	multiple	ADJ
cana-5713	121	11	machine	machine	NOUN
cana-5713	121	12	learning	learning	NOUN
cana-5713	121	13	models	model	NOUN
cana-5713	121	14	such	such	ADJ
cana-5713	121	15	as	as	ADP
cana-5713	121	16	random	random	ADJ
cana-5713	121	17	forest	forest	NOUN
cana-5713	121	18	,	,	PUNCT
cana-5713	121	19	gradient	gradient	ADJ
cana-5713	121	20	boosting	boosting	NOUN
cana-5713	121	21	,	,	PUNCT
cana-5713	121	22	and	and	CCONJ
cana-5713	121	23	voting	voting	NOUN
cana-5713	121	24	classifiers	classifier	NOUN
cana-5713	121	25	to	to	PART
cana-5713	121	26	improve	improve	VERB
cana-5713	121	27	diagnostic	diagnostic	ADJ
cana-5713	121	28	accuracy	accuracy	NOUN
cana-5713	121	29	15	15	NUM
cana-5713	121	30	.	.	PUNCT
cana-5713	122	1	by	by	ADP
cana-5713	122	2	combining	combine	VERB
cana-5713	122	3	the	the	DET
cana-5713	122	4	predictions	prediction	NOUN
cana-5713	122	5	of	of	ADP
cana-5713	122	6	different	different	ADJ
cana-5713	122	7	models	model	NOUN
cana-5713	122	8	,	,	PUNCT
cana-5713	122	9	ensemble	ensemble	ADJ
cana-5713	122	10	methods	method	NOUN
cana-5713	122	11	can	can	AUX
cana-5713	122	12	reduce	reduce	VERB
cana-5713	122	13	bias	bias	NOUN
cana-5713	122	14	,	,	PUNCT
cana-5713	122	15	enhance	enhance	NOUN
cana-5713	122	16	generalization	generalization	NOUN
cana-5713	122	17	,	,	PUNCT
cana-5713	122	18	and	and	CCONJ
cana-5713	122	19	minimize	minimize	VERB
cana-5713	122	20	false	false	ADJ
cana-5713	122	21	positives	positive	NOUN
cana-5713	122	22	and	and	CCONJ
cana-5713	122	23	false	false	ADJ
cana-5713	122	24	negatives	negative	NOUN
cana-5713	122	25	.	.	PUNCT
cana-5713	123	1	the	the	DET
cana-5713	123	2	findings	finding	NOUN
cana-5713	123	3	suggest	suggest	VERB
cana-5713	123	4	that	that	SCONJ
cana-5713	123	5	ensemble	ensemble	ADJ
cana-5713	123	6	learning	learning	NOUN
cana-5713	123	7	significantly	significantly	ADV
cana-5713	123	8	outperforms	outperform	VERB
cana-5713	123	9	individual	individual	ADJ
cana-5713	123	10	machine	machine	NOUN
cana-5713	123	11	learning	learning	NOUN
cana-5713	123	12	models	model	NOUN
cana-5713	123	13	in	in	ADP
cana-5713	123	14	identifying	identify	VERB
cana-5713	123	15	pancreatic	pancreatic	ADJ
cana-5713	123	16	cancer	cancer	NOUN
cana-5713	123	17	cases	case	NOUN
cana-5713	123	18	,	,	PUNCT
cana-5713	123	19	making	make	VERB
cana-5713	123	20	it	it	PRON
cana-5713	123	21	a	a	DET
cana-5713	123	22	promising	promising	ADJ
cana-5713	123	23	approach	approach	NOUN
cana-5713	123	24	for	for	ADP
cana-5713	123	25	early	early	ADJ
cana-5713	123	26	detection	detection	NOUN
cana-5713	123	27	.	.	PUNCT
cana-5713	124	1	this	this	DET
cana-5713	124	2	research	research	NOUN
cana-5713	124	3	highlights	highlight	VERB
cana-5713	124	4	the	the	DET
cana-5713	124	5	growing	grow	VERB
cana-5713	124	6	importance	importance	NOUN
cana-5713	124	7	of	of	ADP
cana-5713	124	8	ai	ai	VERB
cana-5713	124	9	-	-	PUNCT
cana-5713	124	10	driven	drive	VERB
cana-5713	124	11	methodologies	methodology	NOUN
cana-5713	124	12	in	in	ADP
cana-5713	124	13	the	the	DET
cana-5713	124	14	medical	medical	ADJ
cana-5713	124	15	field	field	NOUN
cana-5713	124	16	,	,	PUNCT
cana-5713	124	17	emphasizing	emphasize	VERB
cana-5713	124	18	the	the	DET
cana-5713	124	19	need	need	NOUN
cana-5713	124	20	for	for	ADP
cana-5713	124	21	advanced	advanced	ADJ
cana-5713	124	22	computational	computational	ADJ
cana-5713	124	23	techniques	technique	NOUN
cana-5713	124	24	to	to	PART
cana-5713	124	25	support	support	VERB
cana-5713	124	26	radiologists	radiologist	NOUN
cana-5713	124	27	and	and	CCONJ
cana-5713	124	28	healthcare	healthcare	NOUN
cana-5713	124	29	professionals	professional	NOUN
cana-5713	124	30	in	in	ADP
cana-5713	124	31	early	early	ADJ
cana-5713	124	32	diagnosis	diagnosis	NOUN
cana-5713	124	33	and	and	CCONJ
cana-5713	124	34	effective	effective	ADJ
cana-5713	124	35	treatment	treatment	NOUN
cana-5713	124	36	planning	planning	NOUN
cana-5713	124	37	.	.	PUNCT
cana-5713	125	1	the	the	DET
cana-5713	125	2	study	study	NOUN
cana-5713	125	3	proposes	propose	VERB
cana-5713	125	4	an	an	DET
cana-5713	125	5	ai	ai	NOUN
cana-5713	125	6	-	-	PUNCT
cana-5713	125	7	driven	drive	VERB
cana-5713	125	8	system	system	NOUN
cana-5713	125	9	that	that	PRON
cana-5713	125	10	leverages	leverage	VERB
cana-5713	125	11	deep	deep	ADJ
cana-5713	125	12	learning	learning	NOUN
cana-5713	125	13	models	model	NOUN
cana-5713	125	14	to	to	PART
cana-5713	125	15	analyse	analyse	VERB
cana-5713	125	16	medical	medical	ADJ
cana-5713	125	17	imaging	imaging	PROPN
cana-5713	125	18	data	datum	NOUN
cana-5713	125	19	,	,	PUNCT
cana-5713	125	20	particularly	particularly	ADV
cana-5713	125	21	ct	ct	NUM
cana-5713	125	22	and	and	CCONJ
cana-5713	125	23	mri	mri	NOUN
cana-5713	125	24	scans	scan	NOUN
cana-5713	125	25	,	,	PUNCT
cana-5713	125	26	to	to	PART
cana-5713	125	27	detect	detect	VERB
cana-5713	125	28	pancreatic	pancreatic	ADJ
cana-5713	125	29	cancer	cancer	NOUN
cana-5713	125	30	at	at	ADP
cana-5713	125	31	an	an	DET
cana-5713	125	32	early	early	ADJ
cana-5713	125	33	stage	stage	NOUN
cana-5713	125	34	.the	.the	PRON
cana-5713	125	35	research	research	NOUN
cana-5713	125	36	utilizes	utilize	VERB
cana-5713	125	37	advanced	advanced	ADJ
cana-5713	125	38	convolutional	convolutional	ADJ
cana-5713	125	39	neural	neural	ADJ
cana-5713	125	40	networks	network	NOUN
cana-5713	125	41	(	(	PUNCT
cana-5713	125	42	cnns	cnns	PROPN
cana-5713	125	43	)	)	PUNCT
cana-5713	125	44	and	and	CCONJ
cana-5713	125	45	other	other	ADJ
cana-5713	125	46	deep	deep	ADJ
cana-5713	125	47	learning	learning	NOUN
cana-5713	125	48	architectures	architecture	NOUN
cana-5713	125	49	to	to	PART
cana-5713	125	50	automatically	automatically	ADV
cana-5713	125	51	identify	identify	VERB
cana-5713	125	52	cancerous	cancerous	ADJ
cana-5713	125	53	regions	region	NOUN
cana-5713	125	54	in	in	ADP
cana-5713	125	55	the	the	DET
cana-5713	125	56	pancreas	pancrea	NOUN
cana-5713	125	57	with	with	ADP
cana-5713	125	58	high	high	ADJ
cana-5713	125	59	accuracy	accuracy	NOUN
cana-5713	125	60	.	.	PUNCT
cana-5713	126	1	16the	16the	PRON
cana-5713	126	2	"	"	PUNCT
cana-5713	126	3	ai	ai	NOUN
cana-5713	126	4	-	-	PUNCT
cana-5713	126	5	powered	power	VERB
cana-5713	126	6	pancreas	pancreas	NOUN
cana-5713	126	7	navigator	navigator	NOUN
cana-5713	126	8	"	"	PUNCT
cana-5713	126	9	aims	aim	VERB
cana-5713	126	10	to	to	PART
cana-5713	126	11	assist	assist	VERB
cana-5713	126	12	radiologists	radiologist	NOUN
cana-5713	126	13	by	by	ADP
cana-5713	126	14	providing	provide	VERB
cana-5713	126	15	precise	precise	ADJ
cana-5713	126	16	predictions	prediction	NOUN
cana-5713	126	17	and	and	CCONJ
cana-5713	126	18	reducing	reduce	VERB
cana-5713	126	19	diagnostic	diagnostic	ADJ
cana-5713	126	20	errors	error	NOUN
cana-5713	126	21	.	.	PUNCT
cana-5713	127	1	the	the	DET
cana-5713	127	2	study	study	NOUN
cana-5713	127	3	’s	’s	PART
cana-5713	127	4	findings	finding	NOUN
cana-5713	127	5	indicate	indicate	VERB
cana-5713	127	6	that	that	SCONJ
cana-5713	127	7	ai	ai	NOUN
cana-5713	127	8	-	-	PUNCT
cana-5713	127	9	based	base	VERB
cana-5713	127	10	approaches	approach	NOUN
cana-5713	127	11	significantly	significantly	ADV
cana-5713	127	12	communications	communication	NOUN
cana-5713	127	13	on	on	ADP
cana-5713	127	14	applied	apply	VERB
cana-5713	127	15	nonlinear	nonlinear	ADJ
cana-5713	127	16	analysis	analysis	NOUN
cana-5713	127	17	issn	issn	NOUN
cana-5713	127	18	:	:	PUNCT
cana-5713	127	19	1074	1074	NUM
cana-5713	127	20	-	-	PUNCT
cana-5713	127	21	133x	133x	NUM
cana-5713	127	22	vol	vol	VERB
cana-5713	127	23	32	32	NUM
cana-5713	127	24	no	no	NOUN
cana-5713	127	25	.	.	PUNCT
cana-5713	128	1	10s	10	NOUN
cana-5713	128	2	(	(	PUNCT
cana-5713	128	3	2025	2025	NUM
cana-5713	128	4	)	)	PUNCT
cana-5713	128	5	2728	2728	NUM
cana-5713	128	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	128	7	outperform	outperform	VERB
cana-5713	128	8	traditional	traditional	ADJ
cana-5713	128	9	diagnostic	diagnostic	ADJ
cana-5713	128	10	methods	method	NOUN
cana-5713	128	11	,	,	PUNCT
cana-5713	128	12	enabling	enable	VERB
cana-5713	128	13	faster	fast	ADV
cana-5713	128	14	,	,	PUNCT
cana-5713	128	15	more	more	ADV
cana-5713	128	16	reliable	reliable	ADJ
cana-5713	128	17	,	,	PUNCT
cana-5713	128	18	and	and	CCONJ
cana-5713	128	19	non	non	ADJ
cana-5713	128	20	-	-	ADJ
cana-5713	128	21	invasive	invasive	ADJ
cana-5713	128	22	detection	detection	NOUN
cana-5713	128	23	.	.	PUNCT
cana-5713	129	1	by	by	ADP
cana-5713	129	2	integrating	integrate	VERB
cana-5713	129	3	deep	deep	ADJ
cana-5713	129	4	learning	learning	NOUN
cana-5713	129	5	into	into	ADP
cana-5713	129	6	cancer	cancer	NOUN
cana-5713	129	7	diagnostics	diagnostic	NOUN
cana-5713	129	8	,	,	PUNCT
cana-5713	129	9	this	this	DET
cana-5713	129	10	research	research	NOUN
cana-5713	129	11	paves	pave	VERB
cana-5713	129	12	the	the	DET
cana-5713	129	13	way	way	NOUN
cana-5713	129	14	for	for	ADP
cana-5713	129	15	improved	improve	VERB
cana-5713	129	16	early	early	ADJ
cana-5713	129	17	detection	detection	NOUN
cana-5713	129	18	strategies	strategy	NOUN
cana-5713	129	19	,	,	PUNCT
cana-5713	129	20	personalized	personalized	ADJ
cana-5713	129	21	treatment	treatment	NOUN
cana-5713	129	22	planning	planning	NOUN
cana-5713	129	23	,	,	PUNCT
cana-5713	129	24	and	and	CCONJ
cana-5713	129	25	enhanced	enhance	VERB
cana-5713	129	26	patient	patient	ADJ
cana-5713	129	27	outcomes	outcome	NOUN
cana-5713	129	28	,	,	PUNCT
cana-5713	129	29	reinforcing	reinforce	VERB
cana-5713	129	30	the	the	DET
cana-5713	129	31	role	role	NOUN
cana-5713	129	32	of	of	ADP
cana-5713	129	33	ai	ai	VERB
cana-5713	129	34	in	in	ADP
cana-5713	129	35	transforming	transform	VERB
cana-5713	129	36	modern	modern	ADJ
cana-5713	129	37	healthcare	healthcare	PROPN
cana-5713	129	38	.	.	PUNCT
cana-5713	130	1	ii	ii	PROPN
cana-5713	130	2	.	.	PUNCT
cana-5713	131	1	objectives	objective	VERB
cana-5713	131	2	:	:	PUNCT
cana-5713	131	3	the	the	DET
cana-5713	131	4	principal	principal	ADJ
cana-5713	131	5	aim	aim	NOUN
cana-5713	131	6	of	of	ADP
cana-5713	131	7	utilizing	utilize	VERB
cana-5713	131	8	deep	deep	ADJ
cana-5713	131	9	learning	learning	NOUN
cana-5713	131	10	for	for	ADP
cana-5713	131	11	the	the	DET
cana-5713	131	12	precise	precise	ADJ
cana-5713	131	13	diagnosis	diagnosis	NOUN
cana-5713	131	14	of	of	ADP
cana-5713	131	15	pancreatic	pancreatic	ADJ
cana-5713	131	16	cancer	cancer	NOUN
cana-5713	131	17	is	be	AUX
cana-5713	131	18	to	to	PART
cana-5713	131	19	augment	augment	VERB
cana-5713	131	20	early	early	ADJ
cana-5713	131	21	detection	detection	NOUN
cana-5713	131	22	and	and	CCONJ
cana-5713	131	23	raise	raise	VERB
cana-5713	131	24	diagnostic	diagnostic	ADJ
cana-5713	131	25	accuracy	accuracy	NOUN
cana-5713	131	26	,	,	PUNCT
cana-5713	131	27	hence	hence	ADV
cana-5713	131	28	elevating	elevate	VERB
cana-5713	131	29	patient	patient	ADJ
cana-5713	131	30	survival	survival	NOUN
cana-5713	131	31	rates	rate	NOUN
cana-5713	131	32	.	.	PUNCT
cana-5713	132	1	the	the	DET
cana-5713	132	2	model	model	NOUN
cana-5713	132	3	employs	employ	VERB
cana-5713	132	4	sophisticated	sophisticated	ADJ
cana-5713	132	5	machine	machine	NOUN
cana-5713	132	6	learning	learning	NOUN
cana-5713	132	7	and	and	CCONJ
cana-5713	132	8	deep	deep	ADJ
cana-5713	132	9	learning	learning	NOUN
cana-5713	132	10	methodologies	methodology	NOUN
cana-5713	132	11	to	to	PART
cana-5713	132	12	examine	examine	VERB
cana-5713	132	13	medical	medical	ADJ
cana-5713	132	14	pictures	picture	NOUN
cana-5713	132	15	,	,	PUNCT
cana-5713	132	16	including	include	VERB
cana-5713	132	17	ct	ct	NUM
cana-5713	132	18	scans	scan	NOUN
cana-5713	132	19	,	,	PUNCT
cana-5713	132	20	mris	mris	NOUN
cana-5713	132	21	,	,	PUNCT
cana-5713	132	22	and	and	CCONJ
cana-5713	132	23	histopathology	histopathology	NOUN
cana-5713	132	24	slides	slide	NOUN
cana-5713	132	25	,	,	PUNCT
cana-5713	132	26	for	for	ADP
cana-5713	132	27	the	the	DET
cana-5713	132	28	detection	detection	NOUN
cana-5713	132	29	of	of	ADP
cana-5713	132	30	malignant	malignant	ADJ
cana-5713	132	31	patterns	pattern	NOUN
cana-5713	132	32	.	.	PUNCT
cana-5713	133	1	convolutional	convolutional	ADJ
cana-5713	133	2	neural	neural	ADJ
cana-5713	133	3	networks	network	NOUN
cana-5713	133	4	(	(	PUNCT
cana-5713	133	5	cnns	cnns	PROPN
cana-5713	133	6	)	)	PUNCT
cana-5713	133	7	are	be	AUX
cana-5713	133	8	essential	essential	ADJ
cana-5713	133	9	for	for	ADP
cana-5713	133	10	feature	feature	NOUN
cana-5713	133	11	extraction	extraction	NOUN
cana-5713	133	12	,	,	PUNCT
cana-5713	133	13	facilitating	facilitate	VERB
cana-5713	133	14	accurate	accurate	ADJ
cana-5713	133	15	categorization	categorization	NOUN
cana-5713	133	16	of	of	ADP
cana-5713	133	17	pancreatic	pancreatic	ADJ
cana-5713	133	18	cancer	cancer	NOUN
cana-5713	133	19	.	.	PUNCT
cana-5713	134	1	furthermore	furthermore	ADV
cana-5713	134	2	,	,	PUNCT
cana-5713	134	3	the	the	DET
cana-5713	134	4	integration	integration	NOUN
cana-5713	134	5	of	of	ADP
cana-5713	134	6	diverse	diverse	ADJ
cana-5713	134	7	machine	machine	NOUN
cana-5713	134	8	learning	learning	NOUN
cana-5713	134	9	models	model	NOUN
cana-5713	134	10	,	,	PUNCT
cana-5713	134	11	such	such	ADJ
cana-5713	134	12	as	as	ADP
cana-5713	134	13	naïve	naïve	ADJ
cana-5713	134	14	bayes	bayes	NOUN
cana-5713	134	15	and	and	CCONJ
cana-5713	134	16	random	random	ADJ
cana-5713	134	17	forest	forest	NOUN
cana-5713	134	18	,	,	PUNCT
cana-5713	134	19	facilitates	facilitate	VERB
cana-5713	134	20	the	the	DET
cana-5713	134	21	analysis	analysis	NOUN
cana-5713	134	22	of	of	ADP
cana-5713	134	23	clinical	clinical	ADJ
cana-5713	134	24	history	history	NOUN
cana-5713	134	25	,	,	PUNCT
cana-5713	134	26	biomarkers	biomarker	NOUN
cana-5713	134	27	,	,	PUNCT
cana-5713	134	28	and	and	CCONJ
cana-5713	134	29	genetic	genetic	ADJ
cana-5713	134	30	alterations	alteration	NOUN
cana-5713	134	31	for	for	ADP
cana-5713	134	32	a	a	DET
cana-5713	134	33	thorough	thorough	ADJ
cana-5713	134	34	diagnosis	diagnosis	NOUN
cana-5713	134	35	.	.	PUNCT
cana-5713	135	1	this	this	DET
cana-5713	135	2	method	method	NOUN
cana-5713	135	3	seeks	seek	VERB
cana-5713	135	4	to	to	PART
cana-5713	135	5	diminish	diminish	VERB
cana-5713	135	6	false	false	ADJ
cana-5713	135	7	positives	positive	NOUN
cana-5713	135	8	and	and	CCONJ
cana-5713	135	9	false	false	ADJ
cana-5713	135	10	negatives	negative	NOUN
cana-5713	135	11	,	,	PUNCT
cana-5713	135	12	thereby	thereby	ADV
cana-5713	135	13	decreasing	decrease	VERB
cana-5713	135	14	diagnostic	diagnostic	ADJ
cana-5713	135	15	inaccuracies	inaccuracy	NOUN
cana-5713	135	16	.	.	PUNCT
cana-5713	136	1	ai	ai	VERB
cana-5713	136	2	-	-	PUNCT
cana-5713	136	3	driven	drive	VERB
cana-5713	136	4	models	model	NOUN
cana-5713	136	5	enhance	enhance	VERB
cana-5713	136	6	personalized	personalize	VERB
cana-5713	136	7	medicine	medicine	NOUN
cana-5713	136	8	by	by	ADP
cana-5713	136	9	recognizing	recognize	VERB
cana-5713	136	10	cancer	cancer	NOUN
cana-5713	136	11	subtypes	subtype	NOUN
cana-5713	136	12	and	and	CCONJ
cana-5713	136	13	suggesting	suggest	VERB
cana-5713	136	14	customized	customized	ADJ
cana-5713	136	15	treatment	treatment	NOUN
cana-5713	136	16	strategies	strategy	NOUN
cana-5713	136	17	.	.	PUNCT
cana-5713	137	1	moreover	moreover	ADV
cana-5713	137	2	,	,	PUNCT
cana-5713	137	3	deep	deep	ADJ
cana-5713	137	4	learning	learning	NOUN
cana-5713	137	5	improves	improve	VERB
cana-5713	137	6	radiological	radiological	ADJ
cana-5713	137	7	interpretation	interpretation	NOUN
cana-5713	137	8	,	,	PUNCT
cana-5713	137	9	facilitating	facilitate	VERB
cana-5713	137	10	superior	superior	ADJ
cana-5713	137	11	decision	decision	NOUN
cana-5713	137	12	-	-	PUNCT
cana-5713	137	13	making	making	NOUN
cana-5713	137	14	by	by	ADP
cana-5713	137	15	healthcare	healthcare	NOUN
cana-5713	137	16	practitioners	practitioner	NOUN
cana-5713	137	17	.	.	PUNCT
cana-5713	138	1	the	the	DET
cana-5713	138	2	deployment	deployment	NOUN
cana-5713	138	3	of	of	ADP
cana-5713	138	4	ai	ai	ADJ
cana-5713	138	5	-	-	PUNCT
cana-5713	138	6	driven	drive	VERB
cana-5713	138	7	decision	decision	NOUN
cana-5713	138	8	-	-	PUNCT
cana-5713	138	9	support	support	NOUN
cana-5713	138	10	systems	system	NOUN
cana-5713	138	11	facilitates	facilitate	VERB
cana-5713	138	12	a	a	DET
cana-5713	138	13	swifter	swifter	NOUN
cana-5713	138	14	and	and	CCONJ
cana-5713	138	15	more	more	ADV
cana-5713	138	16	precise	precise	ADJ
cana-5713	138	17	diagnostic	diagnostic	ADJ
cana-5713	138	18	process	process	NOUN
cana-5713	138	19	,	,	PUNCT
cana-5713	138	20	enhancing	enhance	VERB
cana-5713	138	21	the	the	DET
cana-5713	138	22	efficacy	efficacy	NOUN
cana-5713	138	23	of	of	ADP
cana-5713	138	24	cancer	cancer	NOUN
cana-5713	138	25	detection	detection	NOUN
cana-5713	138	26	.	.	PUNCT
cana-5713	139	1	these	these	DET
cana-5713	139	2	models	model	NOUN
cana-5713	139	3	can	can	AUX
cana-5713	139	4	interact	interact	VERB
cana-5713	139	5	with	with	ADP
cana-5713	139	6	electronic	electronic	ADJ
cana-5713	139	7	health	health	NOUN
cana-5713	139	8	records	record	NOUN
cana-5713	139	9	(	(	PUNCT
cana-5713	139	10	ehrs	ehrs	INTJ
cana-5713	139	11	)	)	PUNCT
cana-5713	139	12	to	to	PART
cana-5713	139	13	deliver	deliver	VERB
cana-5713	139	14	real	real	ADJ
cana-5713	139	15	-	-	PUNCT
cana-5713	139	16	time	time	NOUN
cana-5713	139	17	cancer	cancer	NOUN
cana-5713	139	18	risk	risk	NOUN
cana-5713	139	19	assessments	assessment	NOUN
cana-5713	139	20	,	,	PUNCT
cana-5713	139	21	facilitating	facilitate	VERB
cana-5713	139	22	the	the	DET
cana-5713	139	23	early	early	ADJ
cana-5713	139	24	identification	identification	NOUN
cana-5713	139	25	of	of	ADP
cana-5713	139	26	high	high	ADJ
cana-5713	139	27	-	-	PUNCT
cana-5713	139	28	risk	risk	NOUN
cana-5713	139	29	individuals	individual	NOUN
cana-5713	139	30	.	.	PUNCT
cana-5713	140	1	deep	deep	ADJ
cana-5713	140	2	learning	learning	NOUN
cana-5713	140	3	substantially	substantially	ADV
cana-5713	140	4	decreases	decrease	VERB
cana-5713	140	5	diagnostic	diagnostic	ADJ
cana-5713	140	6	time	time	NOUN
cana-5713	140	7	and	and	CCONJ
cana-5713	140	8	enhances	enhance	VERB
cana-5713	140	9	healthcare	healthcare	NOUN
cana-5713	140	10	accessibility	accessibility	NOUN
cana-5713	140	11	,	,	PUNCT
cana-5713	140	12	particularly	particularly	ADV
cana-5713	140	13	in	in	ADP
cana-5713	140	14	distant	distant	ADJ
cana-5713	140	15	regions	region	NOUN
cana-5713	140	16	,	,	PUNCT
cana-5713	140	17	by	by	ADP
cana-5713	140	18	automating	automate	VERB
cana-5713	140	19	image	image	NOUN
cana-5713	140	20	and	and	CCONJ
cana-5713	140	21	data	datum	NOUN
cana-5713	140	22	processing	processing	NOUN
cana-5713	140	23	.	.	PUNCT
cana-5713	141	1	moreover	moreover	ADV
cana-5713	141	2	,	,	PUNCT
cana-5713	141	3	predictive	predictive	ADJ
cana-5713	141	4	ai	ai	NOUN
cana-5713	141	5	models	model	NOUN
cana-5713	141	6	can	can	AUX
cana-5713	141	7	assess	assess	VERB
cana-5713	141	8	patient	patient	ADJ
cana-5713	141	9	reactions	reaction	NOUN
cana-5713	141	10	to	to	ADP
cana-5713	141	11	particular	particular	ADJ
cana-5713	141	12	therapies	therapy	NOUN
cana-5713	141	13	,	,	PUNCT
cana-5713	141	14	enabling	enable	VERB
cana-5713	141	15	tailored	tailored	ADJ
cana-5713	141	16	therapy	therapy	NOUN
cana-5713	141	17	.	.	PUNCT
cana-5713	142	1	the	the	DET
cana-5713	142	2	research	research	NOUN
cana-5713	142	3	additionally	additionally	ADV
cana-5713	142	4	aids	aid	VERB
cana-5713	142	5	in	in	ADP
cana-5713	142	6	the	the	DET
cana-5713	142	7	identification	identification	NOUN
cana-5713	142	8	of	of	ADP
cana-5713	142	9	novel	novel	ADJ
cana-5713	142	10	biomarkers	biomarker	NOUN
cana-5713	142	11	and	and	CCONJ
cana-5713	142	12	enhances	enhance	VERB
cana-5713	142	13	oncology	oncology	NOUN
cana-5713	142	14	investigations	investigation	NOUN
cana-5713	142	15	using	use	VERB
cana-5713	142	16	ai	ai	NOUN
cana-5713	142	17	-	-	PUNCT
cana-5713	142	18	driven	drive	VERB
cana-5713	142	19	insights	insight	NOUN
cana-5713	142	20	.	.	PUNCT
cana-5713	143	1	the	the	DET
cana-5713	143	2	deployment	deployment	NOUN
cana-5713	143	3	of	of	ADP
cana-5713	143	4	ethical	ethical	ADJ
cana-5713	143	5	ai	ai	NOUN
cana-5713	143	6	is	be	AUX
cana-5713	143	7	crucial	crucial	ADJ
cana-5713	143	8	,	,	PUNCT
cana-5713	143	9	guaranteeing	guarantee	VERB
cana-5713	143	10	impartial	impartial	ADJ
cana-5713	143	11	and	and	CCONJ
cana-5713	143	12	accountable	accountable	ADJ
cana-5713	143	13	diagnoses	diagnosis	NOUN
cana-5713	143	14	while	while	SCONJ
cana-5713	143	15	perpetually	perpetually	ADV
cana-5713	143	16	enhancing	enhance	VERB
cana-5713	143	17	model	model	NOUN
cana-5713	143	18	precision	precision	NOUN
cana-5713	143	19	with	with	ADP
cana-5713	143	20	updated	update	VERB
cana-5713	143	21	medical	medical	ADJ
cana-5713	143	22	data	datum	NOUN
cana-5713	143	23	.	.	PUNCT
cana-5713	144	1	this	this	DET
cana-5713	144	2	project	project	NOUN
cana-5713	144	3	seeks	seek	VERB
cana-5713	144	4	to	to	PART
cana-5713	144	5	transform	transform	VERB
cana-5713	144	6	pancreatic	pancreatic	ADJ
cana-5713	144	7	cancer	cancer	NOUN
cana-5713	144	8	detection	detection	NOUN
cana-5713	144	9	by	by	ADP
cana-5713	144	10	incorporating	incorporate	VERB
cana-5713	144	11	deep	deep	ADJ
cana-5713	144	12	learning	learning	NOUN
cana-5713	144	13	methodologies	methodology	NOUN
cana-5713	144	14	,	,	PUNCT
cana-5713	144	15	upgrading	upgrade	VERB
cana-5713	144	16	medical	medical	ADJ
cana-5713	144	17	technology	technology	NOUN
cana-5713	144	18	,	,	PUNCT
cana-5713	144	19	and	and	CCONJ
cana-5713	144	20	improving	improve	VERB
cana-5713	144	21	patient	patient	ADJ
cana-5713	144	22	outcomes	outcome	NOUN
cana-5713	144	23	through	through	ADP
cana-5713	144	24	more	more	ADV
cana-5713	144	25	accurate	accurate	ADJ
cana-5713	144	26	and	and	CCONJ
cana-5713	144	27	timely	timely	ADJ
cana-5713	144	28	therapies	therapy	NOUN
cana-5713	144	29	.	.	PUNCT
cana-5713	145	1	iii.system	iii.system	NOUN
cana-5713	145	2	archietecture	archietecture	NOUN
cana-5713	145	3	:	:	PUNCT
cana-5713	145	4	in	in	ADP
cana-5713	145	5	the	the	DET
cana-5713	145	6	system	system	NOUN
cana-5713	145	7	architecture	architecture	NOUN
cana-5713	145	8	of	of	ADP
cana-5713	145	9	machine	machine	NOUN
cana-5713	145	10	learning	learning	NOUN
cana-5713	145	11	,	,	PUNCT
cana-5713	145	12	it	it	PRON
cana-5713	145	13	generally	generally	ADV
cana-5713	145	14	shows	show	VERB
cana-5713	145	15	how	how	SCONJ
cana-5713	145	16	the	the	DET
cana-5713	145	17	raw	raw	ADJ
cana-5713	145	18	data	data	NOUN
cana-5713	145	19	changes	change	NOUN
cana-5713	145	20	into	into	ADP
cana-5713	145	21	required	required	ADJ
cana-5713	145	22	values	value	NOUN
cana-5713	145	23	or	or	CCONJ
cana-5713	145	24	result	result	VERB
cana-5713	145	25	.	.	PUNCT
cana-5713	146	1	once	once	SCONJ
cana-5713	146	2	the	the	DET
cana-5713	146	3	data	data	NOUN
cana-5713	146	4	is	be	AUX
cana-5713	146	5	uploaded	upload	VERB
cana-5713	146	6	,	,	PUNCT
cana-5713	146	7	we	we	PRON
cana-5713	146	8	extract	extract	VERB
cana-5713	146	9	the	the	DET
cana-5713	146	10	data	datum	NOUN
cana-5713	146	11	set	set	VERB
cana-5713	146	12	and	and	CCONJ
cana-5713	146	13	preprocess	preprocess	VERB
cana-5713	146	14	the	the	DET
cana-5713	146	15	data	datum	NOUN
cana-5713	146	16	.	.	PUNCT
cana-5713	147	1	then	then	ADV
cana-5713	147	2	we	we	PRON
cana-5713	147	3	need	need	VERB
cana-5713	147	4	to	to	PART
cana-5713	147	5	test	test	VERB
cana-5713	147	6	and	and	CCONJ
cana-5713	147	7	train	train	VERB
cana-5713	147	8	the	the	DET
cana-5713	147	9	data	datum	NOUN
cana-5713	147	10	according	accord	VERB
cana-5713	147	11	to	to	ADP
cana-5713	147	12	the	the	DET
cana-5713	147	13	model	model	NOUN
cana-5713	147	14	or	or	CCONJ
cana-5713	147	15	algorithm	algorithm	NOUN
cana-5713	147	16	,	,	PUNCT
cana-5713	147	17	we	we	PRON
cana-5713	147	18	get	get	VERB
cana-5713	147	19	the	the	DET
cana-5713	147	20	predicted	predict	VERB
cana-5713	147	21	results	result	NOUN
cana-5713	147	22	,	,	PUNCT
cana-5713	147	23	by	by	ADP
cana-5713	147	24	using	use	VERB
cana-5713	147	25	the	the	DET
cana-5713	147	26	predicted	predict	VERB
cana-5713	147	27	results	result	NOUN
cana-5713	147	28	we	we	PRON
cana-5713	147	29	generate	generate	VERB
cana-5713	147	30	graphs	graph	NOUN
cana-5713	147	31	and	and	CCONJ
cana-5713	147	32	performance	performance	NOUN
cana-5713	147	33	analysis	analysis	NOUN
cana-5713	147	34	,	,	PUNCT
cana-5713	147	35	we	we	PRON
cana-5713	147	36	take	take	VERB
cana-5713	147	37	the	the	DET
cana-5713	147	38	data	datum	NOUN
cana-5713	147	39	which	which	PRON
cana-5713	147	40	are	be	AUX
cana-5713	147	41	ct	ct	NUM
cana-5713	147	42	scans	scan	NOUN
cana-5713	147	43	images	image	NOUN
cana-5713	147	44	and	and	CCONJ
cana-5713	147	45	the	the	DET
cana-5713	147	46	algorithms	algorithm	NOUN
cana-5713	147	47	like	like	ADP
cana-5713	147	48	cnn	cnn	PROPN
cana-5713	147	49	is	be	AUX
cana-5713	147	50	used	use	VERB
cana-5713	147	51	to	to	PART
cana-5713	147	52	test	test	VERB
cana-5713	147	53	and	and	CCONJ
cana-5713	147	54	train	train	VERB
cana-5713	147	55	the	the	DET
cana-5713	147	56	image	image	NOUN
cana-5713	147	57	.	.	PUNCT
cana-5713	148	1	the	the	DET
cana-5713	148	2	results	result	NOUN
cana-5713	148	3	indicate	indicate	VERB
cana-5713	148	4	the	the	DET
cana-5713	148	5	presence	presence	NOUN
cana-5713	148	6	or	or	CCONJ
cana-5713	148	7	absence	absence	NOUN
cana-5713	148	8	of	of	ADP
cana-5713	148	9	tumor	tumor	NOUN
cana-5713	148	10	in	in	ADP
cana-5713	148	11	the	the	DET
cana-5713	148	12	uploaded	uploaded	ADJ
cana-5713	148	13	image	image	NOUN
cana-5713	148	14	.by	.by	PUNCT
cana-5713	148	15	using	use	VERB
cana-5713	148	16	the	the	DET
cana-5713	148	17	results	result	NOUN
cana-5713	148	18	we	we	PRON
cana-5713	148	19	generate	generate	VERB
cana-5713	148	20	performance	performance	NOUN
cana-5713	148	21	analysis	analysis	NOUN
cana-5713	148	22	.	.	PUNCT
cana-5713	149	1	the	the	DET
cana-5713	149	2	fig	fig	NOUN
cana-5713	149	3	3.1	3.1	NUM
cana-5713	149	4	and	and	CCONJ
cana-5713	149	5	3.2	3.2	NUM
cana-5713	149	6	are	be	AUX
cana-5713	149	7	the	the	DET
cana-5713	149	8	system	system	NOUN
cana-5713	149	9	architecture	architecture	NOUN
cana-5713	149	10	for	for	ADP
cana-5713	149	11	machine	machine	NOUN
cana-5713	149	12	learning	learning	NOUN
cana-5713	149	13	and	and	CCONJ
cana-5713	149	14	deep	deep	ADJ
cana-5713	149	15	learning	learning	NOUN
cana-5713	149	16	.	.	PUNCT
cana-5713	150	1	the	the	DET
cana-5713	150	2	architecture	architecture	NOUN
cana-5713	150	3	shows	show	VERB
cana-5713	150	4	communications	communication	NOUN
cana-5713	150	5	on	on	ADP
cana-5713	150	6	applied	apply	VERB
cana-5713	150	7	nonlinear	nonlinear	ADJ
cana-5713	150	8	analysis	analysis	NOUN
cana-5713	150	9	issn	issn	NOUN
cana-5713	150	10	:	:	PUNCT
cana-5713	150	11	1074	1074	NUM
cana-5713	150	12	-	-	PUNCT
cana-5713	150	13	133x	133x	NUM
cana-5713	150	14	vol	vol	VERB
cana-5713	150	15	32	32	NUM
cana-5713	150	16	no	no	NOUN
cana-5713	150	17	.	.	PUNCT
cana-5713	151	1	10s	10	NOUN
cana-5713	151	2	(	(	PUNCT
cana-5713	151	3	2025	2025	NUM
cana-5713	151	4	)	)	PUNCT
cana-5713	151	5	2729	2729	NUM
cana-5713	151	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	151	7	fig	fig	NOUN
cana-5713	151	8	3.1	3.1	NUM
cana-5713	151	9	system	system	NOUN
cana-5713	151	10	architecture	architecture	NOUN
cana-5713	151	11	for	for	ADP
cana-5713	151	12	machine	machine	NOUN
cana-5713	151	13	learning	learn	VERB
cana-5713	151	14	fig	fig	NOUN
cana-5713	151	15	3.2	3.2	NUM
cana-5713	151	16	system	system	NOUN
cana-5713	151	17	architecture	architecture	NOUN
cana-5713	151	18	for	for	ADP
cana-5713	151	19	deep	deep	ADJ
cana-5713	151	20	learning	learning	NOUN
cana-5713	151	21	iv.algorithm	iv.algorithm	PRON
cana-5713	151	22	:	:	PUNCT
cana-5713	151	23	the	the	DET
cana-5713	151	24	random	random	ADJ
cana-5713	151	25	forest	forest	NOUN
cana-5713	151	26	algorithm	algorithm	NOUN
cana-5713	151	27	is	be	AUX
cana-5713	151	28	1	1	NUM
cana-5713	151	29	.	.	PUNCT
cana-5713	152	1	input	input	NOUN
cana-5713	152	2	:	:	PUNCT
cana-5713	152	3	dataset	dataset	ADJ
cana-5713	152	4	d	d	PROPN
cana-5713	152	5	with	with	ADP
cana-5713	152	6	features	feature	NOUN
cana-5713	152	7	x	x	PUNCT
cana-5713	152	8	and	and	CCONJ
cana-5713	152	9	labels	label	VERB
cana-5713	152	10	y	y	PROPN
cana-5713	152	11	number	number	NOUN
cana-5713	152	12	of	of	ADP
cana-5713	152	13	trees	tree	NOUN
cana-5713	152	14	(	(	PUNCT
cana-5713	152	15	n	n	CCONJ
cana-5713	152	16	)	)	PUNCT
cana-5713	152	17	number	number	NOUN
cana-5713	152	18	of	of	ADP
cana-5713	152	19	random	random	ADJ
cana-5713	152	20	features	feature	NOUN
cana-5713	152	21	for	for	ADP
cana-5713	152	22	splitting	splitting	NOUN
cana-5713	152	23	(	(	PUNCT
cana-5713	152	24	m	m	NOUN
cana-5713	152	25	)	)	PUNCT
cana-5713	152	26	2	2	NUM
cana-5713	152	27	.	.	PUNCT
cana-5713	152	28	data	datum	NOUN
cana-5713	152	29	preprocessing	preprocessing	NOUN
cana-5713	152	30	:	:	PUNCT
cana-5713	152	31	load	load	NOUN
cana-5713	152	32	dataset	dataset	VERB
cana-5713	152	33	d	d	X
cana-5713	152	34	split	split	NOUN
cana-5713	152	35	dataset	dataset	VERB
cana-5713	152	36	into	into	ADP
cana-5713	152	37	training	training	NOUN
cana-5713	152	38	set	set	VERB
cana-5713	152	39	and	and	CCONJ
cana-5713	152	40	testing	testing	NOUN
cana-5713	152	41	set	set	NOUN
cana-5713	152	42	normalize	normalize	VERB
cana-5713	152	43	data	datum	NOUN
cana-5713	152	44	3	3	NUM
cana-5713	152	45	.	.	PUNCT
cana-5713	152	46	model	model	NOUN
cana-5713	152	47	training	training	NOUN
cana-5713	152	48	:	:	PUNCT
cana-5713	152	49	initialize	initialize	VERB
cana-5713	152	50	a	a	DET
cana-5713	152	51	random	random	ADJ
cana-5713	152	52	forest	forest	NOUN
cana-5713	152	53	model	model	NOUN
cana-5713	152	54	with	with	ADP
cana-5713	152	55	n	n	NOUN
cana-5713	152	56	trees	tree	NOUN
cana-5713	152	57	for	for	ADP
cana-5713	152	58	each	each	DET
cana-5713	152	59	tree	tree	NOUN
cana-5713	152	60	in	in	ADP
cana-5713	152	61	the	the	DET
cana-5713	152	62	forest	forest	NOUN
cana-5713	152	63	:	:	PUNCT
cana-5713	152	64	.	.	PUNCT
cana-5713	153	1	train	train	VERB
cana-5713	153	2	a	a	DET
cana-5713	153	3	decision	decision	NOUN
cana-5713	153	4	tree	tree	NOUN
cana-5713	153	5	on	on	ADP
cana-5713	153	6	d_i	d_i	NOUN
cana-5713	153	7	:	:	PUNCT
cana-5713	153	8	at	at	ADP
cana-5713	153	9	each	each	DET
cana-5713	153	10	node	node	NOUN
cana-5713	153	11	:	:	PUNCT
cana-5713	153	12	a.	a.	NOUN
cana-5713	153	13	select	select	PROPN
cana-5713	153	14	m	m	VERB
cana-5713	153	15	random	random	ADJ
cana-5713	153	16	features	feature	NOUN
cana-5713	153	17	from	from	ADP
cana-5713	153	18	all	all	DET
cana-5713	153	19	features	feature	NOUN
cana-5713	153	20	communications	communication	NOUN
cana-5713	153	21	on	on	ADP
cana-5713	153	22	applied	apply	VERB
cana-5713	153	23	nonlinear	nonlinear	ADJ
cana-5713	153	24	analysis	analysis	NOUN
cana-5713	153	25	issn	issn	NOUN
cana-5713	153	26	:	:	PUNCT
cana-5713	153	27	1074	1074	NUM
cana-5713	153	28	-	-	PUNCT
cana-5713	153	29	133x	133x	NUM
cana-5713	153	30	vol	vol	VERB
cana-5713	153	31	32	32	NUM
cana-5713	153	32	no	no	NOUN
cana-5713	153	33	.	.	PUNCT
cana-5713	154	1	10s	10	NOUN
cana-5713	154	2	(	(	PUNCT
cana-5713	154	3	2025	2025	NUM
cana-5713	154	4	)	)	PUNCT
cana-5713	154	5	2730	2730	NUM
cana-5713	154	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	154	7	b.	b.	NOUN
cana-5713	154	8	find	find	VERB
cana-5713	154	9	the	the	DET
cana-5713	154	10	best	good	ADJ
cana-5713	154	11	feature	feature	NOUN
cana-5713	154	12	to	to	PART
cana-5713	154	13	split	split	VERB
cana-5713	154	14	using	use	VERB
cana-5713	154	15	enyropy	enyropy	PROPN
cana-5713	154	16	c.	c.	PROPN
cana-5713	154	17	split	split	PROPN
cana-5713	154	18	data	datum	NOUN
cana-5713	154	19	into	into	ADP
cana-5713	154	20	nodes	node	NOUN
cana-5713	154	21	d.	d.	PROPN
cana-5713	154	22	continue	continue	VERB
cana-5713	154	23	splitting	split	VERB
cana-5713	154	24	until	until	SCONJ
cana-5713	154	25	conditions	condition	NOUN
cana-5713	154	26	are	be	AUX
cana-5713	154	27	met	meet	VERB
cana-5713	154	28	e.	e.	PROPN
cana-5713	154	29	store	store	VERB
cana-5713	154	30	the	the	DET
cana-5713	154	31	tree	tree	NOUN
cana-5713	154	32	in	in	ADP
cana-5713	154	33	the	the	DET
cana-5713	154	34	random	random	ADJ
cana-5713	154	35	forest	forest	NOUN
cana-5713	154	36	model	model	NOUN
cana-5713	154	37	4	4	PROPN
cana-5713	154	38	.	.	PUNCT
cana-5713	154	39	model	model	NOUN
cana-5713	154	40	prediction	prediction	NOUN
cana-5713	154	41	:	:	PUNCT
cana-5713	154	42	for	for	ADP
cana-5713	154	43	a	a	DET
cana-5713	154	44	new	new	ADJ
cana-5713	154	45	input	input	NOUN
cana-5713	154	46	sample	sample	NOUN
cana-5713	154	47	x	x	NOUN
cana-5713	154	48	_	_	NOUN
cana-5713	154	49	:	:	PUNCT
cana-5713	154	50	1	1	X
cana-5713	154	51	.	.	X
cana-5713	154	52	pass	pass	VERB
cana-5713	154	53	x_n	x_n	PROPN
cana-5713	154	54	through	through	ADP
cana-5713	154	55	each	each	DET
cana-5713	154	56	tree	tree	NOUN
cana-5713	154	57	in	in	ADP
cana-5713	154	58	the	the	DET
cana-5713	154	59	forest	forest	NOUN
cana-5713	154	60	2	2	NUM
cana-5713	154	61	.	.	PUNCT
cana-5713	154	62	collect	collect	VERB
cana-5713	154	63	predictions	prediction	NOUN
cana-5713	154	64	from	from	ADP
cana-5713	154	65	all	all	DET
cana-5713	154	66	trees	tree	NOUN
cana-5713	154	67	3	3	NUM
cana-5713	154	68	.	.	X
cana-5713	154	69	use	use	VERB
cana-5713	154	70	majority	majority	NOUN
cana-5713	154	71	values	value	NOUN
cana-5713	154	72	to	to	PART
cana-5713	154	73	get	get	VERB
cana-5713	154	74	the	the	DET
cana-5713	154	75	final	final	ADJ
cana-5713	154	76	prediction	prediction	NOUN
cana-5713	154	77	5	5	NUM
cana-5713	154	78	.	.	PUNCT
cana-5713	154	79	model	model	NOUN
cana-5713	154	80	evaluation	evaluation	NOUN
cana-5713	154	81	:	:	PUNCT
cana-5713	154	82	predict	predict	VERB
cana-5713	154	83	labels	label	NOUN
cana-5713	154	84	for	for	ADP
cana-5713	154	85	test	test	NOUN
cana-5713	154	86	using	use	VERB
cana-5713	154	87	the	the	DET
cana-5713	154	88	trained	train	VERB
cana-5713	154	89	model	model	NOUN
cana-5713	154	90	compare	compare	NOUN
cana-5713	154	91	predicted	predict	VERB
cana-5713	154	92	labels	label	NOUN
cana-5713	154	93	with	with	ADP
cana-5713	154	94	actual	actual	ADJ
cana-5713	154	95	labels	label	NOUN
cana-5713	154	96	(	(	PUNCT
cana-5713	154	97	y_test	y_t	ADJ
cana-5713	154	98	)	)	PUNCT
cana-5713	154	99	compute	compute	NOUN
cana-5713	154	100	evaluation	evaluation	NOUN
cana-5713	154	101	metrics	metric	NOUN
cana-5713	154	102	6	6	NUM
cana-5713	154	103	.	.	PUNCT
cana-5713	155	1	output	output	NOUN
cana-5713	155	2	:	:	PUNCT
cana-5713	155	3	return	return	VERB
cana-5713	155	4	the	the	DET
cana-5713	155	5	trained	train	VERB
cana-5713	155	6	random	random	ADJ
cana-5713	155	7	forest	forest	NOUN
cana-5713	155	8	model	model	NOUN
cana-5713	155	9	return	return	VERB
cana-5713	155	10	the	the	DET
cana-5713	155	11	final	final	ADJ
cana-5713	155	12	predicted	predict	VERB
cana-5713	155	13	result	result	NOUN
cana-5713	155	14	for	for	ADP
cana-5713	155	15	new	new	ADJ
cana-5713	155	16	input	input	NOUN
cana-5713	155	17	the	the	DET
cana-5713	155	18	algorithm	algorithm	NOUN
cana-5713	155	19	for	for	ADP
cana-5713	155	20	naïve	naïve	ADJ
cana-5713	155	21	bayes	bayes	PROPN
cana-5713	155	22	algorithm	algorithm	PROPN
cana-5713	155	23	1	1	NUM
cana-5713	155	24	.	.	PUNCT
cana-5713	156	1	input	input	NOUN
cana-5713	156	2	:	:	PUNCT
cana-5713	156	3	dataset	dataset	ADJ
cana-5713	156	4	d	d	PROPN
cana-5713	156	5	with	with	ADP
cana-5713	156	6	features	feature	NOUN
cana-5713	156	7	x	x	PUNCT
cana-5713	156	8	and	and	CCONJ
cana-5713	156	9	labels	label	VERB
cana-5713	156	10	y	y	PROPN
cana-5713	156	11	communications	communication	NOUN
cana-5713	156	12	on	on	ADP
cana-5713	156	13	applied	apply	VERB
cana-5713	156	14	nonlinear	nonlinear	ADJ
cana-5713	156	15	analysis	analysis	NOUN
cana-5713	156	16	issn	issn	NOUN
cana-5713	156	17	:	:	PUNCT
cana-5713	156	18	1074	1074	NUM
cana-5713	156	19	-	-	PUNCT
cana-5713	156	20	133x	133x	NUM
cana-5713	156	21	vol	vol	VERB
cana-5713	156	22	32	32	NUM
cana-5713	156	23	no	no	NOUN
cana-5713	156	24	.	.	PUNCT
cana-5713	157	1	10s	10	NOUN
cana-5713	157	2	(	(	PUNCT
cana-5713	157	3	2025	2025	NUM
cana-5713	157	4	)	)	PUNCT
cana-5713	157	5	2731	2731	NUM
cana-5713	157	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	157	7	2	2	X
cana-5713	157	8	.	.	PUNCT
cana-5713	157	9	data	datum	NOUN
cana-5713	157	10	preprocessing	preprocessing	NOUN
cana-5713	157	11	:	:	PUNCT
cana-5713	157	12	load	load	NOUN
cana-5713	157	13	dataset	dataset	VERB
cana-5713	157	14	d	d	X
cana-5713	157	15	split	split	NOUN
cana-5713	157	16	dataset	dataset	VERB
cana-5713	157	17	into	into	ADP
cana-5713	157	18	training	training	NOUN
cana-5713	157	19	set	set	NOUN
cana-5713	157	20	(	(	PUNCT
cana-5713	157	21	x_train	x_train	PROPN
cana-5713	157	22	,	,	PUNCT
cana-5713	157	23	y_train	y_train	PROPN
cana-5713	157	24	)	)	PUNCT
cana-5713	157	25	and	and	CCONJ
cana-5713	157	26	testing	testing	NOUN
cana-5713	157	27	set	set	NOUN
cana-5713	157	28	(	(	PUNCT
cana-5713	157	29	x_test	x_test	NUM
cana-5713	157	30	,	,	PUNCT
cana-5713	157	31	y_test	y_test	X
cana-5713	157	32	)	)	PUNCT
cana-5713	157	33	convert	convert	VERB
cana-5713	157	34	data	datum	NOUN
cana-5713	157	35	and	and	CCONJ
cana-5713	157	36	normalise	normalise	VERB
cana-5713	157	37	data	datum	NOUN
cana-5713	157	38	3	3	NUM
cana-5713	157	39	.	.	PUNCT
cana-5713	157	40	model	model	NOUN
cana-5713	157	41	training	training	NOUN
cana-5713	157	42	:	:	PUNCT
cana-5713	157	43	calculate	calculate	VERB
cana-5713	157	44	prior	prior	ADJ
cana-5713	157	45	probabilities	probability	NOUN
cana-5713	157	46	for	for	ADP
cana-5713	157	47	each	each	DET
cana-5713	157	48	class	class	NOUN
cana-5713	157	49	:	:	PUNCT
cana-5713	157	50	p(class	p(class	NOUN
cana-5713	157	51	)	)	PUNCT
cana-5713	157	52	=	=	SYM
cana-5713	158	1	(	(	PUNCT
cana-5713	158	2	number	number	NOUN
cana-5713	158	3	of	of	ADP
cana-5713	158	4	samples	sample	NOUN
cana-5713	158	5	in	in	ADP
cana-5713	158	6	class	class	NOUN
cana-5713	158	7	)	)	PUNCT
cana-5713	158	8	/	/	PUNCT
cana-5713	159	1	(	(	PUNCT
cana-5713	159	2	total	total	ADJ
cana-5713	159	3	samples	sample	NOUN
cana-5713	159	4	)	)	PUNCT
cana-5713	159	5	for	for	ADP
cana-5713	159	6	each	each	DET
cana-5713	159	7	feature	feature	NOUN
cana-5713	159	8	in	in	ADP
cana-5713	159	9	x	x	NOUN
cana-5713	159	10	:	:	PUNCT
cana-5713	159	11	1	1	X
cana-5713	159	12	.	.	X
cana-5713	159	13	compute	compute	VERB
cana-5713	159	14	the	the	DET
cana-5713	159	15	likelihood	likelihood	NOUN
cana-5713	159	16	for	for	ADP
cana-5713	159	17	categorical	categorical	ADJ
cana-5713	159	18	features	feature	NOUN
cana-5713	159	19	:	:	PUNCT
cana-5713	159	20	use	use	VERB
cana-5713	159	21	frequency	frequency	NOUN
cana-5713	159	22	-	-	PUNCT
cana-5713	159	23	based	base	VERB
cana-5713	159	24	probability	probability	NOUN
cana-5713	159	25	for	for	ADP
cana-5713	159	26	continuous	continuous	ADJ
cana-5713	159	27	features	feature	NOUN
cana-5713	159	28	:	:	PUNCT
cana-5713	159	29	assume	assume	VERB
cana-5713	159	30	normal	normal	ADJ
cana-5713	159	31	distribution	distribution	NOUN
cana-5713	159	32	and	and	CCONJ
cana-5713	159	33	use	use	VERB
cana-5713	159	34	gaussian	gaussian	ADJ
cana-5713	159	35	probability	probability	NOUN
cana-5713	159	36	formula	formula	NOUN
cana-5713	159	37	:	:	PUNCT
cana-5713	159	38	p(x|class	p(x|class	X
cana-5713	159	39	)	)	PUNCT
cana-5713	159	40	=	=	SYM
cana-5713	160	1	(	(	PUNCT
cana-5713	160	2	1	1	NUM
cana-5713	160	3	/	/	SYM
cana-5713	160	4	sqrt(2πσ²	sqrt(2πσ²	NOUN
cana-5713	160	5	)	)	PUNCT
cana-5713	160	6	)	)	PUNCT
cana-5713	161	1	*	*	PUNCT
cana-5713	161	2	exp(-((x	exp(-((x	VERB
cana-5713	161	3	μ)²	μ)²	PROPN
cana-5713	161	4	/	/	SYM
cana-5713	161	5	2σ²	2σ²	NUM
cana-5713	161	6	)	)	PUNCT
cana-5713	161	7	)	)	PUNCT
cana-5713	161	8	where	where	SCONJ
cana-5713	161	9	μ	μ	NOUN
cana-5713	161	10	=	=	SYM
cana-5713	161	11	mean	mean	ADJ
cana-5713	161	12	and	and	CCONJ
cana-5713	161	13	σ²	σ²	NOUN
cana-5713	161	14	=	=	SYM
cana-5713	161	15	variance	variance	NOUN
cana-5713	161	16	of	of	ADP
cana-5713	161	17	the	the	DET
cana-5713	161	18	feature	feature	NOUN
cana-5713	161	19	for	for	ADP
cana-5713	161	20	the	the	DET
cana-5713	161	21	class	class	NOUN
cana-5713	161	22	2	2	NUM
cana-5713	161	23	.	.	PUNCT
cana-5713	161	24	store	store	VERB
cana-5713	161	25	these	these	DET
cana-5713	161	26	probabilities	probability	NOUN
cana-5713	161	27	for	for	ADP
cana-5713	161	28	later	later	ADV
cana-5713	161	29	use	use	NOUN
cana-5713	161	30	4	4	NUM
cana-5713	161	31	.	.	PUNCT
cana-5713	161	32	model	model	NOUN
cana-5713	161	33	prediction	prediction	NOUN
cana-5713	161	34	:	:	PUNCT
cana-5713	161	35	for	for	ADP
cana-5713	161	36	a	a	DET
cana-5713	161	37	new	new	ADJ
cana-5713	161	38	input	input	NOUN
cana-5713	161	39	sample	sample	NOUN
cana-5713	161	40	x_new	x_new	NOUN
cana-5713	161	41	:	:	PUNCT
cana-5713	161	42	1	1	NUM
cana-5713	161	43	.	.	X
cana-5713	161	44	compute	compute	ADJ
cana-5713	161	45	posterior	posterior	ADJ
cana-5713	161	46	probability	probability	NOUN
cana-5713	161	47	for	for	ADP
cana-5713	161	48	each	each	DET
cana-5713	161	49	class	class	NOUN
cana-5713	161	50	using	use	VERB
cana-5713	161	51	bayes	baye	NOUN
cana-5713	161	52	'	'	PART
cana-5713	161	53	theorem	theorem	ADJ
cana-5713	161	54	:	:	PUNCT
cana-5713	161	55	p(class|x	p(class|x	PROPN
cana-5713	161	56	)	)	PUNCT
cana-5713	162	1	=	=	PUNCT
cana-5713	162	2	[	[	PUNCT
cana-5713	162	3	p(x|class	p(x|class	X
cana-5713	162	4	)	)	PUNCT
cana-5713	162	5	*	*	PUNCT
cana-5713	162	6	p(class	p(class	PROPN
cana-5713	162	7	)	)	PUNCT
cana-5713	162	8	]	]	PUNCT
cana-5713	162	9	/	/	SYM
cana-5713	162	10	p(x	p(x	PROPN
cana-5713	162	11	)	)	PUNCT
cana-5713	162	12	2	2	NUM
cana-5713	162	13	.	.	X
cana-5713	162	14	select	select	VERB
cana-5713	162	15	the	the	DET
cana-5713	162	16	class	class	NOUN
cana-5713	162	17	with	with	ADP
cana-5713	162	18	the	the	DET
cana-5713	162	19	highest	high	ADJ
cana-5713	162	20	probability	probability	NOUN
cana-5713	162	21	as	as	SCONJ
cana-5713	162	22	the	the	DET
cana-5713	162	23	predicted	predict	VERB
cana-5713	162	24	label	label	NOUN
cana-5713	162	25	communications	communication	NOUN
cana-5713	162	26	on	on	ADP
cana-5713	162	27	applied	apply	VERB
cana-5713	162	28	nonlinear	nonlinear	ADJ
cana-5713	162	29	analysis	analysis	NOUN
cana-5713	162	30	issn	issn	NOUN
cana-5713	162	31	:	:	PUNCT
cana-5713	162	32	1074	1074	NUM
cana-5713	162	33	-	-	PUNCT
cana-5713	162	34	133x	133x	NUM
cana-5713	162	35	vol	vol	VERB
cana-5713	162	36	32	32	NUM
cana-5713	162	37	no	no	NOUN
cana-5713	162	38	.	.	PUNCT
cana-5713	163	1	10s	10	NOUN
cana-5713	163	2	(	(	PUNCT
cana-5713	163	3	2025	2025	NUM
cana-5713	163	4	)	)	PUNCT
cana-5713	163	5	2732	2732	NUM
cana-5713	163	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	163	7	5	5	X
cana-5713	163	8	.	.	PUNCT
cana-5713	163	9	model	model	NOUN
cana-5713	163	10	evaluation	evaluation	NOUN
cana-5713	163	11	:	:	PUNCT
cana-5713	163	12	predict	predict	VERB
cana-5713	163	13	labels	label	NOUN
cana-5713	163	14	for	for	ADP
cana-5713	163	15	x_test	x_t	ADJ
cana-5713	163	16	using	use	VERB
cana-5713	163	17	the	the	DET
cana-5713	163	18	trained	train	VERB
cana-5713	163	19	model	model	NOUN
cana-5713	163	20	compare	compare	NOUN
cana-5713	163	21	predicted	predict	VERB
cana-5713	163	22	labels	label	NOUN
cana-5713	163	23	with	with	ADP
cana-5713	163	24	actual	actual	ADJ
cana-5713	163	25	labels	label	NOUN
cana-5713	163	26	(	(	PUNCT
cana-5713	163	27	y_test	y_t	ADJ
cana-5713	163	28	)	)	PUNCT
cana-5713	163	29	compute	compute	NOUN
cana-5713	163	30	evaluation	evaluation	NOUN
cana-5713	163	31	metrics	metric	NOUN
cana-5713	163	32	6	6	NUM
cana-5713	163	33	.	.	PUNCT
cana-5713	164	1	output	output	NOUN
cana-5713	164	2	:	:	PUNCT
cana-5713	164	3	return	return	VERB
cana-5713	164	4	the	the	DET
cana-5713	164	5	trained	train	VERB
cana-5713	164	6	naïve	naïve	ADJ
cana-5713	164	7	bayes	bayes	PROPN
cana-5713	164	8	model	model	NOUN
cana-5713	164	9	return	return	VERB
cana-5713	164	10	the	the	DET
cana-5713	164	11	final	final	ADJ
cana-5713	164	12	predicted	predict	VERB
cana-5713	164	13	result	result	NOUN
cana-5713	164	14	for	for	ADP
cana-5713	164	15	new	new	ADJ
cana-5713	164	16	input	input	NOUN
cana-5713	164	17	the	the	DET
cana-5713	164	18	algorithm	algorithm	NOUN
cana-5713	164	19	for	for	ADP
cana-5713	164	20	cnn	cnn	PROPN
cana-5713	164	21	is	be	AUX
cana-5713	164	22	1	1	NUM
cana-5713	164	23	.	.	PUNCT
cana-5713	165	1	input	input	NOUN
cana-5713	165	2	:	:	PUNCT
cana-5713	165	3	dataset	dataset	ADJ
cana-5713	165	4	d	d	NOUN
cana-5713	165	5	with	with	ADP
cana-5713	165	6	images	image	NOUN
cana-5713	165	7	and	and	CCONJ
cana-5713	165	8	corresponding	corresponding	ADJ
cana-5713	165	9	labels	label	NOUN
cana-5713	165	10	y	y	PROPN
cana-5713	165	11	2	2	NUM
cana-5713	165	12	.	.	PUNCT
cana-5713	165	13	data	datum	NOUN
cana-5713	165	14	preprocessing	preprocessing	NOUN
cana-5713	165	15	:	:	PUNCT
cana-5713	165	16	load	load	NOUN
cana-5713	165	17	dataset	dataset	VERB
cana-5713	165	18	d	d	AUX
cana-5713	165	19	normalize	normalize	VERB
cana-5713	165	20	pixel	pixel	ADJ
cana-5713	165	21	values	value	NOUN
cana-5713	165	22	(	(	PUNCT
cana-5713	165	23	scale	scale	NOUN
cana-5713	165	24	between	between	ADP
cana-5713	165	25	0	0	NUM
cana-5713	165	26	and	and	CCONJ
cana-5713	165	27	1	1	NUM
cana-5713	165	28	or	or	CCONJ
cana-5713	165	29	-1	-1	NOUN
cana-5713	165	30	and	and	CCONJ
cana-5713	165	31	1	1	X
cana-5713	165	32	)	)	PUNCT
cana-5713	165	33	split	split	NOUN
cana-5713	165	34	dataset	dataset	VERB
cana-5713	165	35	into	into	ADP
cana-5713	165	36	training	training	NOUN
cana-5713	165	37	(	(	PUNCT
cana-5713	165	38	x_train	x_train	PROPN
cana-5713	165	39	,	,	PUNCT
cana-5713	165	40	y_train	y_train	PROPN
cana-5713	165	41	)	)	PUNCT
cana-5713	165	42	and	and	CCONJ
cana-5713	165	43	testing	testing	NOUN
cana-5713	165	44	(	(	PUNCT
cana-5713	165	45	x_test	x_test	NUM
cana-5713	165	46	,	,	PUNCT
cana-5713	165	47	y_test	y_test	X
cana-5713	165	48	)	)	PUNCT
cana-5713	166	1	3	3	X
cana-5713	166	2	.	.	PUNCT
cana-5713	166	3	model	model	NOUN
cana-5713	166	4	architecture	architecture	NOUN
cana-5713	166	5	:	:	PUNCT
cana-5713	166	6	define	define	VERB
cana-5713	166	7	a	a	DET
cana-5713	166	8	sequential	sequential	ADJ
cana-5713	166	9	cnn	cnn	PROPN
cana-5713	166	10	model	model	NOUN
cana-5713	166	11	with	with	ADP
cana-5713	166	12	layers	layer	NOUN
cana-5713	166	13	:	:	PUNCT
cana-5713	166	14	1	1	X
cana-5713	166	15	.	.	X
cana-5713	166	16	convolutional	convolutional	ADJ
cana-5713	166	17	layer	layer	NOUN
cana-5713	166	18	:	:	PUNCT
cana-5713	166	19	apply	apply	VERB
cana-5713	166	20	multiple	multiple	ADJ
cana-5713	166	21	filters	filter	NOUN
cana-5713	166	22	(	(	PUNCT
cana-5713	166	23	kernels	kernel	NOUN
cana-5713	166	24	)	)	PUNCT
cana-5713	166	25	to	to	PART
cana-5713	166	26	extract	extract	VERB
cana-5713	166	27	features	feature	NOUN
cana-5713	166	28	use	use	VERB
cana-5713	166	29	activation	activation	NOUN
cana-5713	166	30	function	function	NOUN
cana-5713	166	31	(	(	PUNCT
cana-5713	166	32	relu	relu	NOUN
cana-5713	166	33	)	)	PUNCT
cana-5713	166	34	to	to	PART
cana-5713	166	35	introduce	introduce	VERB
cana-5713	166	36	non	non	ADJ
cana-5713	166	37	-	-	ADJ
cana-5713	166	38	linearity	linearity	ADJ
cana-5713	166	39	2	2	NUM
cana-5713	166	40	.	.	X
cana-5713	166	41	pooling	pool	VERB
cana-5713	166	42	layer	layer	NOUN
cana-5713	166	43	:	:	PUNCT
cana-5713	166	44	communications	communication	NOUN
cana-5713	166	45	on	on	ADP
cana-5713	166	46	applied	apply	VERB
cana-5713	166	47	nonlinear	nonlinear	ADJ
cana-5713	166	48	analysis	analysis	NOUN
cana-5713	166	49	issn	issn	NOUN
cana-5713	166	50	:	:	PUNCT
cana-5713	166	51	1074	1074	NUM
cana-5713	166	52	-	-	PUNCT
cana-5713	166	53	133x	133x	NUM
cana-5713	166	54	vol	vol	VERB
cana-5713	166	55	32	32	NUM
cana-5713	166	56	no	no	NOUN
cana-5713	166	57	.	.	PUNCT
cana-5713	167	1	10s	10	NOUN
cana-5713	167	2	(	(	PUNCT
cana-5713	167	3	2025	2025	NUM
cana-5713	167	4	)	)	PUNCT
cana-5713	167	5	2733	2733	NUM
cana-5713	167	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	167	7	reduce	reduce	VERB
cana-5713	167	8	spatial	spatial	ADJ
cana-5713	167	9	dimensions	dimension	NOUN
cana-5713	167	10	3.flatten	3.flatten	NUM
cana-5713	167	11	layer	layer	NOUN
cana-5713	167	12	:	:	PUNCT
cana-5713	167	13	convert	convert	VERB
cana-5713	167	14	feature	feature	NOUN
cana-5713	167	15	maps	map	NOUN
cana-5713	167	16	into	into	ADP
cana-5713	167	17	a	a	DET
cana-5713	167	18	1d	1d	NUM
cana-5713	167	19	vector	vector	NOUN
cana-5713	167	20	5.fully	5.fully	NUM
cana-5713	167	21	connected	connected	ADJ
cana-5713	167	22	layer	layer	NOUN
cana-5713	167	23	:	:	PUNCT
cana-5713	167	24	perform	perform	VERB
cana-5713	167	25	classification	classification	NOUN
cana-5713	167	26	using	use	VERB
cana-5713	167	27	activation	activation	NOUN
cana-5713	167	28	function	function	NOUN
cana-5713	167	29	6	6	NUM
cana-5713	167	30	.	.	PUNCT
cana-5713	168	1	output	output	NOUN
cana-5713	168	2	layer	layer	NOUN
cana-5713	168	3	:	:	PUNCT
cana-5713	168	4	number	number	NOUN
cana-5713	168	5	of	of	ADP
cana-5713	168	6	neurons	neuron	NOUN
cana-5713	168	7	=	=	NOUN
cana-5713	168	8	number	number	NOUN
cana-5713	168	9	of	of	ADP
cana-5713	168	10	classes	class	NOUN
cana-5713	168	11	4	4	NUM
cana-5713	168	12	.	.	PUNCT
cana-5713	168	13	model	model	NOUN
cana-5713	168	14	training	training	NOUN
cana-5713	168	15	:	:	PUNCT
cana-5713	168	16	compile	compile	NOUN
cana-5713	168	17	model	model	NOUN
cana-5713	168	18	choose	choose	VERB
cana-5713	168	19	evaluation	evaluation	NOUN
cana-5713	168	20	metric	metric	NOUN
cana-5713	168	21	(	(	PUNCT
cana-5713	168	22	e.g.	e.g.	ADJ
cana-5713	168	23	,	,	PUNCT
cana-5713	168	24	accuracy	accuracy	NOUN
cana-5713	168	25	)	)	PUNCT
cana-5713	168	26	train	train	VERB
cana-5713	168	27	the	the	DET
cana-5713	168	28	model	model	NOUN
cana-5713	168	29	using	use	VERB
cana-5713	168	30	:	:	PUNCT
cana-5713	168	31	forward	forward	ADJ
cana-5713	168	32	propagation	propagation	NOUN
cana-5713	168	33	backpropagation	backpropagation	NOUN
cana-5713	168	34	use	use	NOUN
cana-5713	168	35	batch	batch	NOUN
cana-5713	168	36	processing	processing	NOUN
cana-5713	168	37	for	for	ADP
cana-5713	168	38	efficiency	efficiency	NOUN
cana-5713	168	39	repeat	repeat	NOUN
cana-5713	168	40	for	for	ADP
cana-5713	168	41	multiple	multiple	ADJ
cana-5713	168	42	epochs	epoch	NOUN
cana-5713	168	43	to	to	PART
cana-5713	168	44	improve	improve	VERB
cana-5713	168	45	performance	performance	NOUN
cana-5713	168	46	5	5	NUM
cana-5713	168	47	.	.	PUNCT
cana-5713	168	48	model	model	NOUN
cana-5713	168	49	evaluation	evaluation	NOUN
cana-5713	168	50	:	:	PUNCT
cana-5713	168	51	test	test	VERB
cana-5713	168	52	the	the	DET
cana-5713	168	53	model	model	NOUN
cana-5713	168	54	on	on	ADP
cana-5713	168	55	x_test	x_t	ADJ
cana-5713	168	56	compute	compute	ADJ
cana-5713	168	57	accuracy	accuracy	NOUN
cana-5713	168	58	and	and	CCONJ
cana-5713	168	59	other	other	ADJ
cana-5713	168	60	performance	performance	NOUN
cana-5713	168	61	metrics	metric	NOUN
cana-5713	168	62	(	(	PUNCT
cana-5713	168	63	precision	precision	NOUN
cana-5713	168	64	,	,	PUNCT
cana-5713	168	65	recall	recall	NOUN
cana-5713	168	66	,	,	PUNCT
cana-5713	168	67	f1	f1	NOUN
cana-5713	168	68	-	-	PUNCT
cana-5713	168	69	score	score	NOUN
cana-5713	168	70	)	)	PUNCT
cana-5713	168	71	6	6	NUM
cana-5713	168	72	.	.	PUNCT
cana-5713	168	73	model	model	NOUN
cana-5713	168	74	prediction	prediction	NOUN
cana-5713	168	75	:	:	PUNCT
cana-5713	168	76	for	for	SCONJ
cana-5713	168	77	a	a	DET
cana-5713	168	78	new	new	ADJ
cana-5713	168	79	input	input	NOUN
cana-5713	168	80	image	image	NOUN
cana-5713	168	81	x_new	x_new	NOUN
cana-5713	168	82	:	:	PUNCT
cana-5713	168	83	resize	resize	VERB
cana-5713	168	84	and	and	CCONJ
cana-5713	168	85	normalize	normalize	VERB
cana-5713	168	86	image	image	NOUN
cana-5713	168	87	communications	communication	NOUN
cana-5713	168	88	on	on	ADP
cana-5713	168	89	applied	apply	VERB
cana-5713	168	90	nonlinear	nonlinear	ADJ
cana-5713	168	91	analysis	analysis	NOUN
cana-5713	168	92	issn	issn	NOUN
cana-5713	168	93	:	:	PUNCT
cana-5713	168	94	1074	1074	NUM
cana-5713	168	95	-	-	PUNCT
cana-5713	168	96	133x	133x	NUM
cana-5713	168	97	vol	vol	VERB
cana-5713	168	98	32	32	NUM
cana-5713	168	99	no	no	NOUN
cana-5713	168	100	.	.	PUNCT
cana-5713	169	1	10s	10	NOUN
cana-5713	169	2	(	(	PUNCT
cana-5713	169	3	2025	2025	NUM
cana-5713	169	4	)	)	PUNCT
cana-5713	169	5	2734	2734	NUM
cana-5713	169	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	169	7	pass	pass	VERB
cana-5713	169	8	it	it	PRON
cana-5713	169	9	through	through	ADP
cana-5713	169	10	the	the	DET
cana-5713	169	11	trained	train	VERB
cana-5713	169	12	cnn	cnn	PROPN
cana-5713	169	13	model	model	PROPN
cana-5713	169	14	return	return	PROPN
cana-5713	169	15	predicted	predict	VERB
cana-5713	169	16	class	class	NOUN
cana-5713	169	17	label	label	NOUN
cana-5713	169	18	7	7	NUM
cana-5713	169	19	.	.	PUNCT
cana-5713	170	1	output	output	NOUN
cana-5713	170	2	:	:	PUNCT
cana-5713	170	3	return	return	VERB
cana-5713	170	4	trained	train	VERB
cana-5713	170	5	cnn	cnn	PROPN
cana-5713	170	6	model	model	PROPN
cana-5713	170	7	return	return	PROPN
cana-5713	170	8	predicted	predict	VERB
cana-5713	170	9	label	label	NOUN
cana-5713	170	10	for	for	ADP
cana-5713	170	11	new	new	ADJ
cana-5713	170	12	input	input	NOUN
cana-5713	170	13	image	image	NOUN
cana-5713	170	14	v.	v.	ADP
cana-5713	170	15	methodologies	methodology	NOUN
cana-5713	170	16	:	:	PUNCT
cana-5713	170	17	the	the	DET
cana-5713	170	18	developed	develop	VERB
cana-5713	170	19	method	method	NOUN
cana-5713	170	20	uses	use	VERB
cana-5713	170	21	an	an	DET
cana-5713	170	22	ai	ai	NOUN
cana-5713	170	23	based	base	VERB
cana-5713	170	24	model	model	NOUN
cana-5713	170	25	which	which	PRON
cana-5713	170	26	uses	use	VERB
cana-5713	170	27	both	both	PRON
cana-5713	170	28	machine	machine	NOUN
cana-5713	170	29	learning	learning	NOUN
cana-5713	170	30	and	and	CCONJ
cana-5713	170	31	deep	deep	ADJ
cana-5713	170	32	learning	learning	NOUN
cana-5713	170	33	to	to	PART
cana-5713	170	34	identify	identify	VERB
cana-5713	170	35	and	and	CCONJ
cana-5713	170	36	classify	classify	VERB
cana-5713	170	37	different	different	ADJ
cana-5713	170	38	pancreatic	pancreatic	ADJ
cana-5713	170	39	cancer.naïve	cancer.naïve	PROPN
cana-5713	170	40	bayes	bayes	NOUN
cana-5713	170	41	,	,	PUNCT
cana-5713	170	42	a	a	DET
cana-5713	170	43	probabilistic	probabilistic	ADJ
cana-5713	170	44	machine	machine	NOUN
cana-5713	170	45	learning	learning	NOUN
cana-5713	170	46	algorithm	algorithm	NOUN
cana-5713	170	47	,	,	PUNCT
cana-5713	170	48	can	can	AUX
cana-5713	170	49	be	be	AUX
cana-5713	170	50	applied	apply	VERB
cana-5713	170	51	to	to	ADP
cana-5713	170	52	pancreatic	pancreatic	ADJ
cana-5713	170	53	cancer	cancer	NOUN
cana-5713	170	54	detection	detection	NOUN
cana-5713	170	55	by	by	ADP
cana-5713	170	56	classifying	classify	VERB
cana-5713	170	57	patient	patient	ADJ
cana-5713	170	58	data	datum	NOUN
cana-5713	170	59	into	into	ADP
cana-5713	170	60	cancerous	cancerous	ADJ
cana-5713	170	61	or	or	CCONJ
cana-5713	170	62	non	non	ADJ
cana-5713	170	63	-	-	ADJ
cana-5713	170	64	cancerous	cancerous	ADJ
cana-5713	170	65	categories	category	NOUN
cana-5713	170	66	based	base	VERB
cana-5713	170	67	on	on	ADP
cana-5713	170	68	various	various	ADJ
cana-5713	170	69	clinical	clinical	ADJ
cana-5713	170	70	features	feature	NOUN
cana-5713	170	71	.	.	PUNCT
cana-5713	171	1	the	the	DET
cana-5713	171	2	algorithm	algorithm	NOUN
cana-5713	171	3	uses	use	VERB
cana-5713	171	4	bayes	bayes	PROPN
cana-5713	171	5	'	'	PART
cana-5713	171	6	theorem	theorem	NOUN
cana-5713	171	7	to	to	PART
cana-5713	171	8	calculate	calculate	VERB
cana-5713	171	9	the	the	DET
cana-5713	171	10	probability	probability	NOUN
cana-5713	171	11	of	of	ADP
cana-5713	171	12	a	a	DET
cana-5713	171	13	patient	patient	NOUN
cana-5713	171	14	having	have	VERB
cana-5713	171	15	pancreatic	pancreatic	ADJ
cana-5713	171	16	cancer	cancer	NOUN
cana-5713	171	17	given	give	VERB
cana-5713	171	18	their	their	PRON
cana-5713	171	19	symptoms	symptom	NOUN
cana-5713	171	20	,	,	PUNCT
cana-5713	171	21	medical	medical	ADJ
cana-5713	171	22	history	history	NOUN
cana-5713	171	23	,	,	PUNCT
cana-5713	171	24	and	and	CCONJ
cana-5713	171	25	diagnostic	diagnostic	ADJ
cana-5713	171	26	test	test	NOUN
cana-5713	171	27	results	result	NOUN
cana-5713	171	28	.	.	PUNCT
cana-5713	172	1	for	for	ADP
cana-5713	172	2	pancreatic	pancreatic	ADJ
cana-5713	172	3	cancer	cancer	NOUN
cana-5713	172	4	detection	detection	NOUN
cana-5713	172	5	,	,	PUNCT
cana-5713	172	6	random	random	ADJ
cana-5713	172	7	forest	forest	NOUN
cana-5713	172	8	can	can	AUX
cana-5713	172	9	analyse	analyse	VERB
cana-5713	172	10	clinical	clinical	ADJ
cana-5713	172	11	features	feature	NOUN
cana-5713	172	12	,	,	PUNCT
cana-5713	172	13	biomarkers	biomarker	NOUN
cana-5713	172	14	,	,	PUNCT
cana-5713	172	15	genetic	genetic	ADJ
cana-5713	172	16	data	datum	NOUN
cana-5713	172	17	,	,	PUNCT
cana-5713	172	18	and	and	CCONJ
cana-5713	172	19	imaging	imaging	NOUN
cana-5713	172	20	results	result	NOUN
cana-5713	172	21	to	to	PART
cana-5713	172	22	distinguish	distinguish	VERB
cana-5713	172	23	between	between	ADP
cana-5713	172	24	cancerous	cancerous	ADJ
cana-5713	172	25	and	and	CCONJ
cana-5713	172	26	noncancerous	noncancerous	ADJ
cana-5713	172	27	cases	case	NOUN
cana-5713	172	28	.	.	PUNCT
cana-5713	173	1	its	its	PRON
cana-5713	173	2	ability	ability	NOUN
cana-5713	173	3	to	to	PART
cana-5713	173	4	handle	handle	VERB
cana-5713	173	5	large	large	ADJ
cana-5713	173	6	,	,	PUNCT
cana-5713	173	7	complex	complex	ADJ
cana-5713	173	8	datasets	dataset	NOUN
cana-5713	173	9	makes	make	VERB
cana-5713	173	10	it	it	PRON
cana-5713	173	11	a	a	DET
cana-5713	173	12	reliable	reliable	ADJ
cana-5713	173	13	tool	tool	NOUN
cana-5713	173	14	in	in	ADP
cana-5713	173	15	medical	medical	ADJ
cana-5713	173	16	diagnostics	diagnostic	NOUN
cana-5713	173	17	,	,	PUNCT
cana-5713	173	18	though	though	SCONJ
cana-5713	173	19	careful	careful	ADJ
cana-5713	173	20	feature	feature	NOUN
cana-5713	173	21	selection	selection	NOUN
cana-5713	173	22	and	and	CCONJ
cana-5713	173	23	tuning	tuning	NOUN
cana-5713	173	24	are	be	AUX
cana-5713	173	25	essential	essential	ADJ
cana-5713	173	26	for	for	ADP
cana-5713	173	27	optimal	optimal	ADJ
cana-5713	173	28	performance	performance	NOUN
cana-5713	173	29	.	.	PUNCT
cana-5713	174	1	this	this	DET
cana-5713	174	2	study	study	NOUN
cana-5713	174	3	was	be	AUX
cana-5713	174	4	approved	approve	VERB
cana-5713	174	5	by	by	ADP
cana-5713	174	6	the	the	DET
cana-5713	174	7	institutional	institutional	ADJ
cana-5713	174	8	ethics	ethic	NOUN
cana-5713	174	9	committee	committee	PROPN
cana-5713	174	10	of	of	ADP
cana-5713	174	11	koneru	koneru	PROPN
cana-5713	174	12	lakshmaiah	lakshmaiah	PROPN
cana-5713	174	13	education	education	PROPN
cana-5713	174	14	foundation	foundation	PROPN
cana-5713	174	15	,	,	PUNCT
cana-5713	174	16	vaddeswaram	vaddeswaram	PROPN
cana-5713	174	17	,	,	PUNCT
cana-5713	174	18	andhra	andhra	PROPN
cana-5713	174	19	pradesh	pradesh	PROPN
cana-5713	174	20	,	,	PUNCT
cana-5713	174	21	india	india	PROPN
cana-5713	174	22	(	(	PUNCT
cana-5713	174	23	approval	approval	NOUN
cana-5713	174	24	no	no	INTJ
cana-5713	174	25	:	:	PUNCT
cana-5713	174	26	klu	klu	PROPN
cana-5713	174	27	/	/	SYM
cana-5713	174	28	iec/2025/03	iec/2025/03	PROPN
cana-5713	174	29	/	/	SYM
cana-5713	174	30	ai	ai	NOUN
cana-5713	174	31	-	-	PUNCT
cana-5713	174	32	pc	pc	NOUN
cana-5713	174	33	)	)	PUNCT
cana-5713	174	34	.	.	PUNCT
cana-5713	175	1	the	the	DET
cana-5713	175	2	following	follow	VERB
cana-5713	175	3	figure	figure	NOUN
cana-5713	175	4	5.1	5.1	NUM
cana-5713	175	5	shows	show	VERB
cana-5713	175	6	how	how	SCONJ
cana-5713	175	7	an	an	DET
cana-5713	175	8	machine	machine	NOUN
cana-5713	175	9	learning	learn	VERB
cana-5713	175	10	algorithm	algorithm	NOUN
cana-5713	175	11	takes	take	VERB
cana-5713	175	12	data	datum	NOUN
cana-5713	175	13	and	and	CCONJ
cana-5713	175	14	gives	give	VERB
cana-5713	175	15	the	the	DET
cana-5713	175	16	report	report	NOUN
cana-5713	175	17	.	.	PUNCT
cana-5713	176	1	convolutional	convolutional	ADJ
cana-5713	176	2	neural	neural	ADJ
cana-5713	176	3	networks	network	NOUN
cana-5713	176	4	(	(	PUNCT
cana-5713	176	5	cnns	cnns	PROPN
cana-5713	176	6	)	)	PUNCT
cana-5713	176	7	are	be	AUX
cana-5713	176	8	deep	deep	ADJ
cana-5713	176	9	learning	learning	NOUN
cana-5713	176	10	models	model	NOUN
cana-5713	176	11	highly	highly	ADV
cana-5713	176	12	effective	effective	ADJ
cana-5713	176	13	in	in	ADP
cana-5713	176	14	pancreatic	pancreatic	ADJ
cana-5713	176	15	cancer	cancer	NOUN
cana-5713	176	16	detection	detection	NOUN
cana-5713	176	17	,	,	PUNCT
cana-5713	176	18	particularly	particularly	ADV
cana-5713	176	19	for	for	ADP
cana-5713	176	20	analysing	analyse	VERB
cana-5713	176	21	medical	medical	ADJ
cana-5713	176	22	imaging	imaging	NOUN
cana-5713	176	23	data	datum	NOUN
cana-5713	176	24	such	such	ADJ
cana-5713	176	25	as	as	ADP
cana-5713	176	26	ct	ct	PROPN
cana-5713	176	27	scans	scan	NOUN
cana-5713	176	28	,	,	PUNCT
cana-5713	176	29	mri	mri	NOUN
cana-5713	176	30	,	,	PUNCT
cana-5713	176	31	and	and	CCONJ
cana-5713	176	32	histopathological	histopathological	ADJ
cana-5713	176	33	slides	slide	NOUN
cana-5713	176	34	.	.	PUNCT
cana-5713	177	1	cnns	cnns	PROPN
cana-5713	177	2	automatically	automatically	ADV
cana-5713	177	3	extract	extract	VERB
cana-5713	177	4	hierarchical	hierarchical	ADJ
cana-5713	177	5	features	feature	NOUN
cana-5713	177	6	from	from	ADP
cana-5713	177	7	images	image	NOUN
cana-5713	177	8	,	,	PUNCT
cana-5713	177	9	enabling	enable	VERB
cana-5713	177	10	precise	precise	ADJ
cana-5713	177	11	tumor	tumor	NOUN
cana-5713	177	12	detection	detection	NOUN
cana-5713	177	13	and	and	CCONJ
cana-5713	177	14	classification	classification	NOUN
cana-5713	177	15	.	.	PUNCT
cana-5713	178	1	cnns	cnns	PROPN
cana-5713	178	2	improve	improve	VERB
cana-5713	178	3	diagnostic	diagnostic	ADJ
cana-5713	178	4	accuracy	accuracy	NOUN
cana-5713	178	5	by	by	ADP
cana-5713	178	6	detecting	detect	VERB
cana-5713	178	7	subtle	subtle	ADJ
cana-5713	178	8	patterns	pattern	NOUN
cana-5713	178	9	in	in	ADP
cana-5713	178	10	medical	medical	ADJ
cana-5713	178	11	images	image	NOUN
cana-5713	178	12	,	,	PUNCT
cana-5713	178	13	aiding	aid	VERB
cana-5713	178	14	in	in	ADP
cana-5713	178	15	early	early	ADJ
cana-5713	178	16	detection	detection	NOUN
cana-5713	178	17	and	and	CCONJ
cana-5713	178	18	treatment	treatment	NOUN
cana-5713	178	19	planning	planning	NOUN
cana-5713	178	20	.	.	PUNCT
cana-5713	179	1	the	the	DET
cana-5713	179	2	below	below	ADJ
cana-5713	179	3	figure	figure	NOUN
cana-5713	179	4	uses	use	VERB
cana-5713	179	5	an	an	DET
cana-5713	179	6	deep	deep	ADJ
cana-5713	179	7	learning	learning	NOUN
cana-5713	179	8	based	base	VERB
cana-5713	179	9	approach	approach	NOUN
cana-5713	179	10	known	know	VERB
cana-5713	179	11	as	as	ADP
cana-5713	179	12	cnn	cnn	PROPN
cana-5713	179	13	.	.	PUNCT
cana-5713	180	1	we	we	PRON
cana-5713	180	2	train	train	VERB
cana-5713	180	3	and	and	CCONJ
cana-5713	180	4	test	test	VERB
cana-5713	180	5	the	the	DET
cana-5713	180	6	data	datum	NOUN
cana-5713	180	7	to	to	PART
cana-5713	180	8	determine	determine	VERB
cana-5713	180	9	if	if	SCONJ
cana-5713	180	10	the	the	DET
cana-5713	180	11	uploaded	uploaded	ADJ
cana-5713	180	12	image	image	NOUN
cana-5713	180	13	contains	contain	VERB
cana-5713	180	14	pancreatic	pancreatic	ADJ
cana-5713	180	15	cancer	cancer	NOUN
cana-5713	180	16	or	or	CCONJ
cana-5713	180	17	not	not	PART
cana-5713	180	18	communications	communication	NOUN
cana-5713	180	19	on	on	ADP
cana-5713	180	20	applied	apply	VERB
cana-5713	180	21	nonlinear	nonlinear	ADJ
cana-5713	180	22	analysis	analysis	NOUN
cana-5713	180	23	issn	issn	NOUN
cana-5713	180	24	:	:	PUNCT
cana-5713	180	25	1074	1074	NUM
cana-5713	180	26	-	-	PUNCT
cana-5713	180	27	133x	133x	NUM
cana-5713	180	28	vol	vol	VERB
cana-5713	180	29	32	32	NUM
cana-5713	180	30	no	no	NOUN
cana-5713	180	31	.	.	PUNCT
cana-5713	181	1	10s	10	NOUN
cana-5713	181	2	(	(	PUNCT
cana-5713	181	3	2025	2025	NUM
cana-5713	181	4	)	)	PUNCT
cana-5713	181	5	2735	2735	NUM
cana-5713	181	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	181	7	fig	fig	NOUN
cana-5713	181	8	5.1	5.1	NUM
cana-5713	181	9	fig	fig	NOUN
cana-5713	181	10	5.2	5.2	NUM
cana-5713	181	11	convolutional	convolutional	ADJ
cana-5713	181	12	neural	neural	ADJ
cana-5713	181	13	networks	network	NOUN
cana-5713	181	14	(	(	PUNCT
cana-5713	181	15	cnns	cnns	PROPN
cana-5713	181	16	)	)	PUNCT
cana-5713	181	17	are	be	AUX
cana-5713	181	18	deep	deep	ADJ
cana-5713	181	19	learning	learning	NOUN
cana-5713	181	20	models	model	NOUN
cana-5713	181	21	highly	highly	ADV
cana-5713	181	22	effective	effective	ADJ
cana-5713	181	23	in	in	ADP
cana-5713	181	24	pancreatic	pancreatic	ADJ
cana-5713	181	25	cancer	cancer	NOUN
cana-5713	181	26	detection	detection	NOUN
cana-5713	181	27	,	,	PUNCT
cana-5713	181	28	particularly	particularly	ADV
cana-5713	181	29	for	for	ADP
cana-5713	181	30	analysing	analyse	VERB
cana-5713	181	31	medical	medical	ADJ
cana-5713	181	32	imaging	imaging	NOUN
cana-5713	181	33	data	datum	NOUN
cana-5713	181	34	such	such	ADJ
cana-5713	181	35	as	as	ADP
cana-5713	181	36	ct	ct	PROPN
cana-5713	181	37	scans	scan	NOUN
cana-5713	181	38	,	,	PUNCT
cana-5713	181	39	mri	mri	NOUN
cana-5713	181	40	,	,	PUNCT
cana-5713	181	41	and	and	CCONJ
cana-5713	181	42	histopathological	histopathological	ADJ
cana-5713	181	43	slides	slide	NOUN
cana-5713	181	44	.	.	PUNCT
cana-5713	182	1	cnns	cnns	PROPN
cana-5713	182	2	automatically	automatically	ADV
cana-5713	182	3	extract	extract	VERB
cana-5713	182	4	hierarchical	hierarchical	ADJ
cana-5713	182	5	features	feature	NOUN
cana-5713	182	6	from	from	ADP
cana-5713	182	7	images	image	NOUN
cana-5713	182	8	,	,	PUNCT
cana-5713	182	9	enabling	enable	VERB
cana-5713	182	10	precise	precise	ADJ
cana-5713	182	11	tumor	tumor	NOUN
cana-5713	182	12	detection	detection	NOUN
cana-5713	182	13	and	and	CCONJ
cana-5713	182	14	classification	classification	NOUN
cana-5713	182	15	.	.	PUNCT
cana-5713	183	1	cnns	cnns	PROPN
cana-5713	183	2	improve	improve	VERB
cana-5713	183	3	diagnostic	diagnostic	ADJ
cana-5713	183	4	accuracy	accuracy	NOUN
cana-5713	183	5	by	by	ADP
cana-5713	183	6	detecting	detect	VERB
cana-5713	183	7	subtle	subtle	ADJ
cana-5713	183	8	patterns	pattern	NOUN
cana-5713	183	9	in	in	ADP
cana-5713	183	10	medical	medical	ADJ
cana-5713	183	11	images	image	NOUN
cana-5713	183	12	,	,	PUNCT
cana-5713	183	13	aiding	aid	VERB
cana-5713	183	14	in	in	ADP
cana-5713	183	15	early	early	ADJ
cana-5713	183	16	detection	detection	NOUN
cana-5713	183	17	and	and	CCONJ
cana-5713	183	18	treatment	treatment	NOUN
cana-5713	183	19	planning	planning	NOUN
cana-5713	183	20	.	.	PUNCT
cana-5713	184	1	vi	vi	X
cana-5713	184	2	.	.	PROPN
cana-5713	184	3	results	result	VERB
cana-5713	184	4	:	:	PUNCT
cana-5713	184	5	analysis	analysis	NOUN
cana-5713	184	6	of	of	ADP
cana-5713	184	7	both	both	CCONJ
cana-5713	184	8	pancreatic	pancreatic	ADJ
cana-5713	184	9	and	and	CCONJ
cana-5713	184	10	non	non	ADJ
cana-5713	184	11	-	-	ADJ
cana-5713	184	12	pancreatic	pancreatic	ADJ
cana-5713	184	13	cancer	cancer	NOUN
cana-5713	184	14	:	:	PUNCT
cana-5713	184	15	the	the	DET
cana-5713	184	16	two	two	NUM
cana-5713	184	17	images	image	NOUN
cana-5713	184	18	which	which	PRON
cana-5713	184	19	we	we	PRON
cana-5713	184	20	have	have	AUX
cana-5713	184	21	taken	take	VERB
cana-5713	184	22	are	be	AUX
cana-5713	184	23	ct	ct	NUM
cana-5713	184	24	scans	scan	NOUN
cana-5713	184	25	.	.	PUNCT
cana-5713	185	1	the	the	DET
cana-5713	185	2	model	model	NOUN
cana-5713	185	3	then	then	ADV
cana-5713	185	4	receives	receive	VERB
cana-5713	185	5	these	these	DET
cana-5713	185	6	images	image	NOUN
cana-5713	185	7	as	as	ADP
cana-5713	185	8	input	input	NOUN
cana-5713	185	9	.	.	PUNCT
cana-5713	186	1	the	the	DET
cana-5713	186	2	model	model	NOUN
cana-5713	186	3	then	then	ADV
cana-5713	186	4	reprocesses	reprocesse	NOUN
cana-5713	186	5	,	,	PUNCT
cana-5713	186	6	trains	train	NOUN
cana-5713	186	7	,	,	PUNCT
cana-5713	186	8	and	and	CCONJ
cana-5713	186	9	tests	test	VERB
cana-5713	186	10	the	the	DET
cana-5713	186	11	data	datum	NOUN
cana-5713	186	12	using	use	VERB
cana-5713	186	13	the	the	DET
cana-5713	186	14	algorithms	algorithm	NOUN
cana-5713	186	15	.	.	PUNCT
cana-5713	187	1	the	the	DET
cana-5713	187	2	fig	fig	NOUN
cana-5713	187	3	.	.	PUNCT
cana-5713	188	1	6.1	6.1	NUM
cana-5713	188	2	displays	display	NOUN
cana-5713	188	3	a	a	DET
cana-5713	188	4	ct	ct	NOUN
cana-5713	188	5	scan	scan	ADJ
cana-5713	188	6	image	image	NOUN
cana-5713	188	7	of	of	ADP
cana-5713	188	8	the	the	DET
cana-5713	188	9	pancreas	pancrea	NOUN
cana-5713	188	10	,	,	PUNCT
cana-5713	188	11	which	which	PRON
cana-5713	188	12	is	be	AUX
cana-5713	188	13	free	free	ADJ
cana-5713	188	14	of	of	ADP
cana-5713	188	15	pancreatic	pancreatic	ADJ
cana-5713	188	16	cancer	cancer	NOUN
cana-5713	188	17	due	due	ADP
cana-5713	188	18	to	to	ADP
cana-5713	188	19	the	the	DET
cana-5713	188	20	absence	absence	NOUN
cana-5713	188	21	of	of	ADP
cana-5713	188	22	any	any	DET
cana-5713	188	23	small	small	ADJ
cana-5713	188	24	molecules	molecule	NOUN
cana-5713	188	25	.	.	PUNCT
cana-5713	189	1	upon	upon	SCONJ
cana-5713	189	2	uploading	upload	VERB
cana-5713	189	3	this	this	DET
cana-5713	189	4	image	image	NOUN
cana-5713	189	5	,	,	PUNCT
cana-5713	189	6	it	it	PRON
cana-5713	189	7	becomes	become	VERB
cana-5713	189	8	clear	clear	ADJ
cana-5713	189	9	that	that	SCONJ
cana-5713	189	10	there	there	PRON
cana-5713	189	11	is	be	VERB
cana-5713	189	12	no	no	DET
cana-5713	189	13	pancreatic	pancreatic	ADJ
cana-5713	189	14	cancer	cancer	NOUN
cana-5713	189	15	present	present	NOUN
cana-5713	189	16	.	.	PUNCT
cana-5713	190	1	the	the	DET
cana-5713	190	2	fig	fig	NOUN
cana-5713	190	3	.	.	PUNCT
cana-5713	191	1	6.2	6.2	NUM
cana-5713	191	2	shows	show	VERB
cana-5713	191	3	a	a	DET
cana-5713	191	4	ct	ct	NUM
cana-5713	191	5	scan	scan	NOUN
cana-5713	191	6	of	of	ADP
cana-5713	191	7	the	the	DET
cana-5713	191	8	pancreas	pancrea	NOUN
cana-5713	191	9	,	,	PUNCT
cana-5713	191	10	which	which	PRON
cana-5713	191	11	,	,	PUNCT
cana-5713	191	12	when	when	SCONJ
cana-5713	191	13	uploaded	upload	VERB
cana-5713	191	14	,	,	PUNCT
cana-5713	191	15	demonstrates	demonstrate	VERB
cana-5713	191	16	that	that	SCONJ
cana-5713	191	17	the	the	DET
cana-5713	191	18	uploaded	uploaded	ADJ
cana-5713	191	19	image	image	NOUN
cana-5713	191	20	has	have	VERB
cana-5713	191	21	pancreatic	pancreatic	ADJ
cana-5713	191	22	cancer	cancer	NOUN
cana-5713	191	23	because	because	SCONJ
cana-5713	191	24	it	it	PRON
cana-5713	191	25	has	have	VERB
cana-5713	191	26	small	small	ADJ
cana-5713	191	27	modules	module	NOUN
cana-5713	191	28	in	in	ADP
cana-5713	191	29	it	it	PRON
cana-5713	191	30	.	.	PUNCT
cana-5713	192	1	the	the	DET
cana-5713	192	2	images	image	NOUN
cana-5713	192	3	are	be	AUX
cana-5713	192	4	taken	take	VERB
cana-5713	192	5	when	when	SCONJ
cana-5713	192	6	we	we	PRON
cana-5713	192	7	need	need	VERB
cana-5713	192	8	to	to	PART
cana-5713	192	9	find	find	VERB
cana-5713	192	10	image	image	NOUN
cana-5713	192	11	processing	processing	NOUN
cana-5713	192	12	for	for	ADP
cana-5713	192	13	detection	detection	NOUN
cana-5713	192	14	of	of	ADP
cana-5713	192	15	pancreatic	pancreatic	ADJ
cana-5713	192	16	cancer	cancer	NOUN
cana-5713	192	17	and	and	CCONJ
cana-5713	192	18	non	non	ADJ
cana-5713	192	19	-	-	ADJ
cana-5713	192	20	pancreatic	pancreatic	ADJ
cana-5713	192	21	cancer	cancer	NOUN
cana-5713	192	22	.	.	PUNCT
cana-5713	193	1	fig	fig	NOUN
cana-5713	193	2	6.1	6.1	NUM
cana-5713	193	3	and	and	CCONJ
cana-5713	193	4	fig	fig	NOUN
cana-5713	193	5	–	–	PUNCT
cana-5713	193	6	6.2	6.2	NUM
cana-5713	193	7	the	the	DET
cana-5713	193	8	analysis	analysis	NOUN
cana-5713	193	9	of	of	ADP
cana-5713	193	10	machine	machine	NOUN
cana-5713	193	11	learning	learning	NOUN
cana-5713	193	12	is	be	AUX
cana-5713	193	13	done	do	VERB
cana-5713	193	14	in	in	ADP
cana-5713	193	15	a	a	DET
cana-5713	193	16	different	different	ADJ
cana-5713	193	17	manner	manner	NOUN
cana-5713	193	18	.	.	PUNCT
cana-5713	194	1	as	as	SCONJ
cana-5713	194	2	it	it	PRON
cana-5713	194	3	is	be	AUX
cana-5713	194	4	a	a	DET
cana-5713	194	5	machine	machine	NOUN
cana-5713	194	6	learning	learn	VERB
cana-5713	194	7	algorithm	algorithm	NOUN
cana-5713	194	8	we	we	PRON
cana-5713	194	9	need	need	VERB
cana-5713	194	10	to	to	PART
cana-5713	194	11	mechanically	mechanically	ADV
cana-5713	194	12	upload	upload	VERB
cana-5713	194	13	the	the	DET
cana-5713	194	14	data	datum	NOUN
cana-5713	194	15	set	set	VERB
cana-5713	194	16	.	.	PUNCT
cana-5713	195	1	the	the	DET
cana-5713	195	2	model	model	NOUN
cana-5713	195	3	tests	test	NOUN
cana-5713	195	4	and	and	CCONJ
cana-5713	195	5	trains	train	VERB
cana-5713	195	6	it	it	PRON
cana-5713	195	7	according	accord	VERB
cana-5713	195	8	to	to	ADP
cana-5713	195	9	the	the	DET
cana-5713	195	10	algorithm	algorithm	NOUN
cana-5713	195	11	and	and	CCONJ
cana-5713	195	12	we	we	PRON
cana-5713	195	13	need	need	VERB
cana-5713	195	14	to	to	PART
cana-5713	195	15	enter	enter	VERB
cana-5713	195	16	values	value	NOUN
cana-5713	195	17	manually	manually	ADV
cana-5713	195	18	to	to	PART
cana-5713	195	19	find	find	VERB
cana-5713	195	20	if	if	SCONJ
cana-5713	195	21	the	the	DET
cana-5713	195	22	data	datum	NOUN
cana-5713	195	23	which	which	PRON
cana-5713	195	24	was	be	AUX
cana-5713	195	25	entered	enter	VERB
cana-5713	195	26	has	have	VERB
cana-5713	195	27	pancreatic	pancreatic	ADJ
cana-5713	195	28	cancer	cancer	NOUN
cana-5713	195	29	or	or	CCONJ
cana-5713	195	30	communications	communication	NOUN
cana-5713	195	31	on	on	ADP
cana-5713	195	32	applied	apply	VERB
cana-5713	195	33	nonlinear	nonlinear	ADJ
cana-5713	195	34	analysis	analysis	NOUN
cana-5713	195	35	issn	issn	NOUN
cana-5713	195	36	:	:	PUNCT
cana-5713	195	37	1074	1074	NUM
cana-5713	195	38	-	-	PUNCT
cana-5713	195	39	133x	133x	NUM
cana-5713	195	40	vol	vol	VERB
cana-5713	195	41	32	32	NUM
cana-5713	195	42	no	no	NOUN
cana-5713	195	43	.	.	PUNCT
cana-5713	196	1	10s	10	NOUN
cana-5713	196	2	(	(	PUNCT
cana-5713	196	3	2025	2025	NUM
cana-5713	196	4	)	)	PUNCT
cana-5713	196	5	2736	2736	NUM
cana-5713	196	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	196	7	not	not	PART
cana-5713	196	8	.	.	PUNCT
cana-5713	197	1	the	the	DET
cana-5713	197	2	below	below	ADJ
cana-5713	197	3	figure	figure	NOUN
cana-5713	197	4	6.3	6.3	NUM
cana-5713	197	5	shows	show	VERB
cana-5713	197	6	the	the	DET
cana-5713	197	7	manual	manual	ADJ
cana-5713	197	8	input	input	NOUN
cana-5713	197	9	of	of	ADP
cana-5713	197	10	values	value	NOUN
cana-5713	197	11	in	in	ADP
cana-5713	197	12	the	the	DET
cana-5713	197	13	tables	table	NOUN
cana-5713	197	14	and	and	CCONJ
cana-5713	197	15	we	we	PRON
cana-5713	197	16	need	need	VERB
cana-5713	197	17	to	to	PART
cana-5713	197	18	select	select	VERB
cana-5713	197	19	the	the	DET
cana-5713	197	20	algorithm	algorithm	NOUN
cana-5713	197	21	which	which	PRON
cana-5713	197	22	then	then	ADV
cana-5713	197	23	gives	give	VERB
cana-5713	197	24	whether	whether	SCONJ
cana-5713	197	25	data	datum	NOUN
cana-5713	197	26	entered	enter	VERB
cana-5713	197	27	has	have	AUX
cana-5713	197	28	predicted	predict	VERB
cana-5713	197	29	cancer	cancer	NOUN
cana-5713	197	30	or	or	CCONJ
cana-5713	197	31	not	not	PART
cana-5713	197	32	.	.	PUNCT
cana-5713	198	1	fig	fig	NOUN
cana-5713	198	2	6.3	6.3	NUM
cana-5713	198	3	if	if	SCONJ
cana-5713	198	4	the	the	DET
cana-5713	198	5	image	image	NOUN
cana-5713	198	6	uploaded	upload	VERB
cana-5713	198	7	has	have	VERB
cana-5713	198	8	tumor	tumor	NOUN
cana-5713	198	9	,	,	PUNCT
cana-5713	198	10	the	the	DET
cana-5713	198	11	image	image	NOUN
cana-5713	198	12	on	on	ADP
cana-5713	198	13	processing	processing	NOUN
cana-5713	198	14	shows	show	VERB
cana-5713	198	15	that	that	SCONJ
cana-5713	198	16	it	it	PRON
cana-5713	198	17	has	have	VERB
cana-5713	198	18	tumor	tumor	NOUN
cana-5713	198	19	in	in	ADP
cana-5713	198	20	it	it	PRON
cana-5713	198	21	.	.	PUNCT
cana-5713	199	1	the	the	DET
cana-5713	199	2	below	below	ADJ
cana-5713	199	3	image	image	NOUN
cana-5713	199	4	shows	show	VERB
cana-5713	199	5	when	when	SCONJ
cana-5713	199	6	uploaded	uploaded	ADJ
cana-5713	199	7	image	image	NOUN
cana-5713	199	8	has	have	VERB
cana-5713	199	9	pancreatic	pancreatic	ADJ
cana-5713	199	10	tumor	tumor	NOUN
cana-5713	199	11	in	in	ADP
cana-5713	199	12	it	it	PRON
cana-5713	199	13	.	.	PUNCT
cana-5713	200	1	fig	fig	NOUN
cana-5713	200	2	6.4	6.4	NUM
cana-5713	200	3	vii	vii	PROPN
cana-5713	200	4	.	.	PUNCT
cana-5713	201	1	performance	performance	NOUN
cana-5713	201	2	analysis	analysis	NOUN
cana-5713	201	3	and	and	CCONJ
cana-5713	201	4	graph	graph	NOUN
cana-5713	201	5	:	:	PUNCT
cana-5713	201	6	the	the	DET
cana-5713	201	7	data	datum	NOUN
cana-5713	201	8	which	which	PRON
cana-5713	201	9	we	we	PRON
cana-5713	201	10	entered	enter	VERB
cana-5713	201	11	in	in	ADP
cana-5713	201	12	the	the	DET
cana-5713	201	13	table	table	NOUN
cana-5713	201	14	then	then	ADV
cana-5713	201	15	shows	show	VERB
cana-5713	201	16	the	the	DET
cana-5713	201	17	performance	performance	NOUN
cana-5713	201	18	analysis	analysis	NOUN
cana-5713	201	19	of	of	ADP
cana-5713	201	20	both	both	CCONJ
cana-5713	201	21	the	the	DET
cana-5713	201	22	algorithms	algorithm	NOUN
cana-5713	201	23	which	which	PRON
cana-5713	201	24	we	we	PRON
cana-5713	201	25	used	use	VERB
cana-5713	201	26	like	like	ADP
cana-5713	201	27	naïve	naïve	ADJ
cana-5713	201	28	bayes	baye	NOUN
cana-5713	201	29	and	and	CCONJ
cana-5713	201	30	random	random	ADJ
cana-5713	201	31	forest	forest	NOUN
cana-5713	201	32	classifier	classifier	NOUN
cana-5713	201	33	.	.	PUNCT
cana-5713	202	1	the	the	DET
cana-5713	202	2	below	below	ADP
cana-5713	202	3	table	table	NOUN
cana-5713	202	4	7.1	7.1	NUM
cana-5713	202	5	shows	show	VERB
cana-5713	202	6	the	the	DET
cana-5713	202	7	performance	performance	NOUN
cana-5713	202	8	analysis	analysis	NOUN
cana-5713	202	9	of	of	ADP
cana-5713	202	10	random	random	ADJ
cana-5713	202	11	forest	forest	NOUN
cana-5713	202	12	and	and	CCONJ
cana-5713	202	13	naïve	naïve	ADJ
cana-5713	202	14	bayes	bayes	NOUN
cana-5713	202	15	.	.	PUNCT
cana-5713	203	1	fig	fig	NOUN
cana-5713	203	2	7.1	7.1	NUM
cana-5713	203	3	communications	communication	NOUN
cana-5713	203	4	on	on	ADP
cana-5713	203	5	applied	apply	VERB
cana-5713	203	6	nonlinear	nonlinear	ADJ
cana-5713	203	7	analysis	analysis	NOUN
cana-5713	203	8	issn	issn	NOUN
cana-5713	203	9	:	:	PUNCT
cana-5713	203	10	1074	1074	NUM
cana-5713	203	11	-	-	PUNCT
cana-5713	203	12	133x	133x	NUM
cana-5713	203	13	vol	vol	VERB
cana-5713	203	14	32	32	NUM
cana-5713	203	15	no	no	NOUN
cana-5713	203	16	.	.	PUNCT
cana-5713	204	1	10s	10	NOUN
cana-5713	204	2	(	(	PUNCT
cana-5713	204	3	2025	2025	NUM
cana-5713	204	4	)	)	PUNCT
cana-5713	204	5	2737	2737	NUM
cana-5713	204	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	205	1	the	the	DET
cana-5713	205	2	graphical	graphical	ADJ
cana-5713	205	3	analysis	analysis	NOUN
cana-5713	205	4	graph	graph	NOUN
cana-5713	205	5	fig	fig	NOUN
cana-5713	205	6	7.2	7.2	NUM
cana-5713	205	7	and	and	CCONJ
cana-5713	205	8	7.3	7.3	NUM
cana-5713	205	9	shows	show	VERB
cana-5713	205	10	that	that	SCONJ
cana-5713	205	11	model	model	NOUN
cana-5713	205	12	graph	graph	NOUN
cana-5713	205	13	values	value	NOUN
cana-5713	205	14	of	of	ADP
cana-5713	205	15	pancreatic	pancreatic	ADJ
cana-5713	205	16	cancer	cancer	NOUN
cana-5713	205	17	cases	case	NOUN
cana-5713	205	18	with	with	ADP
cana-5713	205	19	respect	respect	NOUN
cana-5713	205	20	to	to	ADP
cana-5713	205	21	non	non	ADJ
cana-5713	205	22	-	-	ADJ
cana-5713	205	23	pancreatic	pancreatic	ADJ
cana-5713	205	24	cancer	cancer	NOUN
cana-5713	205	25	cases	case	NOUN
cana-5713	205	26	.	.	PUNCT
cana-5713	206	1	the	the	DET
cana-5713	206	2	pie	pie	NOUN
cana-5713	206	3	chart	chart	NOUN
cana-5713	206	4	̀	̀	VERB
cana-5713	206	5	below	below	ADV
cana-5713	206	6	shows	show	VERB
cana-5713	206	7	the	the	DET
cana-5713	206	8	average	average	ADJ
cana-5713	206	9	number	number	NOUN
cana-5713	206	10	of	of	ADP
cana-5713	206	11	patients	patient	NOUN
cana-5713	206	12	to	to	PART
cana-5713	206	13	have	have	VERB
cana-5713	206	14	pancreatic	pancreatic	ADJ
cana-5713	206	15	cancer	cancer	NOUN
cana-5713	206	16	to	to	ADP
cana-5713	206	17	non	non	ADJ
cana-5713	206	18	-	-	ADJ
cana-5713	206	19	pancreatic	pancreatic	ADJ
cana-5713	206	20	cancer	cancer	NOUN
cana-5713	206	21	.the	.the	PUNCT
cana-5713	206	22	bar	bar	NOUN
cana-5713	206	23	graph	graph	NOUN
cana-5713	206	24	states	state	VERB
cana-5713	206	25	the	the	DET
cana-5713	206	26	average	average	ADJ
cana-5713	206	27	performance	performance	NOUN
cana-5713	206	28	analysis	analysis	NOUN
cana-5713	206	29	between	between	ADP
cana-5713	206	30	random	random	ADJ
cana-5713	206	31	forest	forest	NOUN
cana-5713	206	32	and	and	CCONJ
cana-5713	206	33	naïve	naïve	ADJ
cana-5713	206	34	bayes	bayes	NOUN
cana-5713	206	35	.	.	PUNCT
cana-5713	207	1	fig	fig	NOUN
cana-5713	207	2	7.2	7.2	NUM
cana-5713	207	3	fig	fig	NOUN
cana-5713	207	4	7.3	7.3	NUM
cana-5713	207	5	viii	viii	NOUN
cana-5713	207	6	.	.	PUNCT
cana-5713	208	1	latest	late	ADJ
cana-5713	208	2	developments	development	NOUN
cana-5713	208	3	of	of	ADP
cana-5713	208	4	using	use	VERB
cana-5713	208	5	ml	ml	X
cana-5713	208	6	and	and	CCONJ
cana-5713	208	7	dl	dl	X
cana-5713	208	8	in	in	ADP
cana-5713	208	9	detecting	detect	VERB
cana-5713	208	10	pancreatic	pancreatic	ADJ
cana-5713	208	11	cancer	cancer	NOUN
cana-5713	208	12	the	the	DET
cana-5713	208	13	early	early	ADJ
cana-5713	208	14	detection	detection	NOUN
cana-5713	208	15	of	of	ADP
cana-5713	208	16	pancreatic	pancreatic	ADJ
cana-5713	208	17	cancer	cancer	NOUN
cana-5713	208	18	have	have	AUX
cana-5713	208	19	been	be	AUX
cana-5713	208	20	greatly	greatly	ADV
cana-5713	208	21	enhanced	enhance	VERB
cana-5713	208	22	by	by	ADP
cana-5713	208	23	the	the	DET
cana-5713	208	24	use	use	NOUN
cana-5713	208	25	of	of	ADP
cana-5713	208	26	machine	machine	NOUN
cana-5713	208	27	learning	learning	NOUN
cana-5713	208	28	and	and	CCONJ
cana-5713	208	29	deep	deep	ADJ
cana-5713	208	30	learning	learning	NOUN
cana-5713	208	31	techniques	technique	NOUN
cana-5713	208	32	.	.	PUNCT
cana-5713	209	1	dl	dl	NOUN
cana-5713	209	2	techniques	technique	NOUN
cana-5713	209	3	,	,	PUNCT
cana-5713	209	4	in	in	ADP
cana-5713	209	5	particular	particular	ADJ
cana-5713	209	6	like	like	ADP
cana-5713	209	7	cnn	cnn	PROPN
cana-5713	209	8	has	have	AUX
cana-5713	209	9	been	be	AUX
cana-5713	209	10	use	use	NOUN
cana-5713	209	11	to	to	PART
cana-5713	209	12	cross	cross	VERB
cana-5713	209	13	analyse	analyse	VERB
cana-5713	209	14	the	the	DET
cana-5713	209	15	images	image	NOUN
cana-5713	209	16	from	from	ADP
cana-5713	209	17	ct	ct	NOUN
cana-5713	209	18	and	and	CCONJ
cana-5713	209	19	mri	mri	NOUN
cana-5713	209	20	scans	scan	NOUN
cana-5713	209	21	.	.	PUNCT
cana-5713	210	1	these	these	PRON
cana-5713	210	2	developed	develop	VERB
cana-5713	210	3	a	a	DET
cana-5713	210	4	high	high	ADJ
cana-5713	210	5	accuracy	accuracy	NOUN
cana-5713	210	6	in	in	ADP
cana-5713	210	7	identifying	identify	VERB
cana-5713	210	8	tumor	tumor	NOUN
cana-5713	210	9	,	,	PUNCT
cana-5713	210	10	early	early	ADJ
cana-5713	210	11	diagnosis	diagnosis	NOUN
cana-5713	210	12	.	.	PUNCT
cana-5713	211	1	some	some	DET
cana-5713	211	2	studies	study	NOUN
cana-5713	211	3	show	show	VERB
cana-5713	211	4	that	that	SCONJ
cana-5713	211	5	use	use	NOUN
cana-5713	211	6	of	of	ADP
cana-5713	211	7	dl	dl	PROPN
cana-5713	211	8	algorithms	algorithm	NOUN
cana-5713	211	9	focuses	focus	VERB
cana-5713	211	10	on	on	ADP
cana-5713	211	11	identifying	identify	VERB
cana-5713	211	12	multiple	multiple	ADJ
cana-5713	211	13	lesions	lesion	NOUN
cana-5713	211	14	and	and	CCONJ
cana-5713	211	15	tumor	tumor	NOUN
cana-5713	211	16	,	,	PUNCT
cana-5713	211	17	which	which	PRON
cana-5713	211	18	can	can	AUX
cana-5713	211	19	improve	improve	VERB
cana-5713	211	20	a	a	DET
cana-5713	211	21	diagnosis	diagnosis	NOUN
cana-5713	211	22	precision	precision	NOUN
cana-5713	211	23	.	.	PUNCT
cana-5713	212	1	a	a	DET
cana-5713	212	2	type	type	NOUN
cana-5713	212	3	of	of	ADP
cana-5713	212	4	blood	blood	NOUN
cana-5713	212	5	based	base	VERB
cana-5713	212	6	bio	bio	PROPN
cana-5713	212	7	markers	markers	PROPN
cana-5713	212	8	identification	identification	NOUN
cana-5713	212	9	method	method	NOUN
cana-5713	212	10	know	know	VERB
cana-5713	212	11	as	as	SCONJ
cana-5713	212	12	ctdna	ctdna	NOUN
cana-5713	212	13	has	have	AUX
cana-5713	212	14	been	be	AUX
cana-5713	212	15	used	use	VERB
cana-5713	212	16	for	for	ADP
cana-5713	212	17	the	the	DET
cana-5713	212	18	early	early	ADJ
cana-5713	212	19	diagnosis	diagnosis	NOUN
cana-5713	212	20	of	of	ADP
cana-5713	212	21	the	the	DET
cana-5713	212	22	pancreatic	pancreatic	ADJ
cana-5713	212	23	cancer	cancer	NOUN
cana-5713	212	24	.	.	PUNCT
cana-5713	213	1	researchers	researcher	NOUN
cana-5713	213	2	developed	develop	VERB
cana-5713	213	3	a	a	DET
cana-5713	213	4	blood	blood	NOUN
cana-5713	213	5	test	test	NOUN
cana-5713	213	6	called	call	VERB
cana-5713	213	7	pac	pac	PROPN
cana-5713	213	8	-	-	PROPN
cana-5713	213	9	mann	mann	PROPN
cana-5713	213	10	,	,	PUNCT
cana-5713	213	11	which	which	PRON
cana-5713	213	12	identifies	identify	VERB
cana-5713	213	13	pancreatic	pancreatic	ADJ
cana-5713	213	14	cancer	cancer	NOUN
cana-5713	213	15	at	at	ADP
cana-5713	213	16	an	an	DET
cana-5713	213	17	early	early	ADJ
cana-5713	213	18	stage	stage	NOUN
cana-5713	213	19	.	.	PUNCT
cana-5713	214	1	the	the	DET
cana-5713	214	2	test	test	NOUN
cana-5713	214	3	rate	rate	NOUN
cana-5713	214	4	showed	show	VERB
cana-5713	214	5	at	at	ADP
cana-5713	214	6	a	a	DET
cana-5713	214	7	value	value	NOUN
cana-5713	214	8	of	of	ADP
cana-5713	214	9	85	85	NUM
cana-5713	214	10	%	%	NOUN
cana-5713	214	11	accuracy	accuracy	NOUN
cana-5713	214	12	when	when	SCONJ
cana-5713	214	13	combined	combine	VERB
cana-5713	214	14	using	use	VERB
cana-5713	214	15	ca	ca	PROPN
cana-5713	214	16	19	19	NUM
cana-5713	214	17	-	-	SYM
cana-5713	214	18	9	9	NUM
cana-5713	214	19	test.ml	test.ml	NOUN
cana-5713	214	20	algorithms	algorithm	NOUN
cana-5713	214	21	have	have	AUX
cana-5713	214	22	been	be	AUX
cana-5713	214	23	used	use	VERB
cana-5713	214	24	to	to	PART
cana-5713	214	25	analyse	analyse	VERB
cana-5713	214	26	large	large	ADJ
cana-5713	214	27	data	datum	NOUN
cana-5713	214	28	sets	set	NOUN
cana-5713	214	29	,	,	PUNCT
cana-5713	214	30	clinical	clinical	ADJ
cana-5713	214	31	,	,	PUNCT
cana-5713	214	32	molecular	molecular	ADJ
cana-5713	214	33	data	datum	NOUN
cana-5713	214	34	of	of	ADP
cana-5713	214	35	patients	patient	NOUN
cana-5713	214	36	to	to	PART
cana-5713	214	37	predict	predict	VERB
cana-5713	214	38	the	the	DET
cana-5713	214	39	outcomes	outcome	NOUN
cana-5713	214	40	,	,	PUNCT
cana-5713	214	41	to	to	PART
cana-5713	214	42	personalised	personalise	VERB
cana-5713	214	43	their	their	PRON
cana-5713	214	44	individual	individual	ADJ
cana-5713	214	45	treatment	treatment	NOUN
cana-5713	214	46	.	.	PUNCT
cana-5713	215	1	svm	svm	PROPN
cana-5713	215	2	and	and	CCONJ
cana-5713	215	3	rf	rf	PRON
cana-5713	215	4	are	be	AUX
cana-5713	215	5	used	use	VERB
cana-5713	215	6	to	to	PART
cana-5713	215	7	predict	predict	VERB
cana-5713	215	8	tumor	tumor	NOUN
cana-5713	215	9	and	and	CCONJ
cana-5713	215	10	surviving	surviving	NOUN
cana-5713	215	11	rate	rate	NOUN
cana-5713	215	12	.	.	PUNCT
cana-5713	216	1	a	a	DET
cana-5713	216	2	model	model	NOUN
cana-5713	216	3	develop	develop	NOUN
cana-5713	216	4	by	by	ADP
cana-5713	216	5	harvard	harvard	NOUN
cana-5713	216	6	using	use	VERB
cana-5713	216	7	ai	ai	VERB
cana-5713	216	8	know	know	NOUN
cana-5713	216	9	as	as	ADP
cana-5713	216	10	“	"	PUNCT
cana-5713	216	11	chief	chief	NOUN
cana-5713	216	12	”	"	PUNCT
cana-5713	216	13	has	have	AUX
cana-5713	216	14	shown	show	VERB
cana-5713	216	15	high	high	ADJ
cana-5713	216	16	accuracy	accuracy	NOUN
cana-5713	216	17	in	in	ADP
cana-5713	216	18	detecting	detect	VERB
cana-5713	216	19	various	various	ADJ
cana-5713	216	20	cancers	cancer	NOUN
cana-5713	216	21	in	in	ADP
cana-5713	216	22	particular	particular	ADJ
cana-5713	216	23	pancreatic	pancreatic	NOUN
cana-5713	216	24	cancer.it	cancer.it	PRON
cana-5713	216	25	achieved	achieve	VERB
cana-5713	216	26	a	a	DET
cana-5713	216	27	whole	whole	NOUN
cana-5713	216	28	of	of	ADP
cana-5713	216	29	94	94	NUM
cana-5713	216	30	%	%	NOUN
cana-5713	216	31	accuracy	accuracy	NOUN
cana-5713	216	32	in	in	ADP
cana-5713	216	33	detection	detection	NOUN
cana-5713	216	34	of	of	ADP
cana-5713	216	35	cancer	cancer	NOUN
cana-5713	216	36	,	,	PUNCT
cana-5713	216	37	which	which	PRON
cana-5713	216	38	is	be	AUX
cana-5713	216	39	more	more	ADJ
cana-5713	216	40	than	than	ADP
cana-5713	216	41	36	36	NUM
cana-5713	216	42	%	%	NOUN
cana-5713	216	43	of	of	ADP
cana-5713	216	44	remaining	remain	VERB
cana-5713	216	45	ai	ai	NOUN
cana-5713	216	46	models	model	NOUN
cana-5713	216	47	.	.	PUNCT
cana-5713	217	1	in	in	ADP
cana-5713	217	2	general	general	ADJ
cana-5713	217	3	sense	sense	NOUN
cana-5713	217	4	,	,	PUNCT
cana-5713	217	5	the	the	DET
cana-5713	217	6	integration	integration	NOUN
cana-5713	217	7	of	of	ADP
cana-5713	217	8	machine	machine	NOUN
cana-5713	217	9	learning	learning	NOUN
cana-5713	217	10	and	and	CCONJ
cana-5713	217	11	deep	deep	ADJ
cana-5713	217	12	learning	learning	NOUN
cana-5713	217	13	holds	hold	VERB
cana-5713	217	14	its	its	PRON
cana-5713	217	15	promise	promise	NOUN
cana-5713	217	16	in	in	ADP
cana-5713	217	17	early	early	ADJ
cana-5713	217	18	diagnosis	diagnosis	NOUN
cana-5713	217	19	,	,	PUNCT
cana-5713	217	20	patient	patient	ADJ
cana-5713	217	21	treatment	treatment	NOUN
cana-5713	217	22	,	,	PUNCT
cana-5713	217	23	and	and	CCONJ
cana-5713	217	24	patient	patient	ADJ
cana-5713	217	25	outcomes	outcome	NOUN
cana-5713	217	26	.	.	PUNCT
cana-5713	218	1	advances	advance	NOUN
cana-5713	218	2	in	in	ADP
cana-5713	218	3	deep	deep	ADJ
cana-5713	218	4	learning	learning	NOUN
cana-5713	218	5	and	and	CCONJ
cana-5713	218	6	machine	machine	NOUN
cana-5713	218	7	learning	learning	NOUN
cana-5713	218	8	:	:	PUNCT
cana-5713	218	9	keeping	keep	VERB
cana-5713	218	10	abreast	abreast	ADV
cana-5713	218	11	of	of	ADP
cana-5713	218	12	the	the	DET
cana-5713	218	13	most	most	ADV
cana-5713	218	14	recent	recent	ADJ
cana-5713	218	15	developments	development	NOUN
cana-5713	218	16	in	in	ADP
cana-5713	218	17	these	these	DET
cana-5713	218	18	fields	field	NOUN
cana-5713	218	19	and	and	CCONJ
cana-5713	218	20	applying	apply	VERB
cana-5713	218	21	them	they	PRON
cana-5713	218	22	to	to	PART
cana-5713	218	23	improve	improve	VERB
cana-5713	218	24	the	the	DET
cana-5713	218	25	accuracy	accuracy	NOUN
cana-5713	218	26	and	and	CCONJ
cana-5713	218	27	performance	performance	NOUN
cana-5713	218	28	of	of	ADP
cana-5713	218	29	the	the	DET
cana-5713	218	30	system	system	NOUN
cana-5713	218	31	.	.	PUNCT
cana-5713	219	1	cooperation	cooperation	NOUN
cana-5713	219	2	with	with	ADP
cana-5713	219	3	healthcare	healthcare	NOUN
cana-5713	219	4	institutions	institution	NOUN
cana-5713	219	5	:	:	PUNCT
cana-5713	219	6	communications	communication	NOUN
cana-5713	219	7	on	on	ADP
cana-5713	219	8	applied	apply	VERB
cana-5713	219	9	nonlinear	nonlinear	ADJ
cana-5713	219	10	analysis	analysis	NOUN
cana-5713	219	11	issn	issn	NOUN
cana-5713	219	12	:	:	PUNCT
cana-5713	219	13	1074	1074	NUM
cana-5713	219	14	-	-	PUNCT
cana-5713	219	15	133x	133x	NUM
cana-5713	219	16	vol	vol	VERB
cana-5713	219	17	32	32	NUM
cana-5713	219	18	no	no	NOUN
cana-5713	219	19	.	.	PUNCT
cana-5713	220	1	10s	10	NOUN
cana-5713	220	2	(	(	PUNCT
cana-5713	220	3	2025	2025	NUM
cana-5713	220	4	)	)	PUNCT
cana-5713	220	5	2738	2738	NUM
cana-5713	220	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	220	7	working	work	VERB
cana-5713	220	8	together	together	ADV
cana-5713	220	9	,	,	PUNCT
cana-5713	220	10	healthcare	healthcare	NOUN
cana-5713	220	11	institutions	institution	NOUN
cana-5713	220	12	and	and	CCONJ
cana-5713	220	13	providers	provider	NOUN
cana-5713	220	14	can	can	AUX
cana-5713	220	15	incorporate	incorporate	VERB
cana-5713	220	16	the	the	DET
cana-5713	220	17	system	system	NOUN
cana-5713	220	18	into	into	ADP
cana-5713	220	19	clinical	clinical	ADJ
cana-5713	220	20	processes	process	NOUN
cana-5713	220	21	to	to	PART
cana-5713	220	22	guarantee	guarantee	VERB
cana-5713	220	23	its	its	PRON
cana-5713	220	24	useful	useful	ADJ
cana-5713	220	25	application	application	NOUN
cana-5713	220	26	in	in	ADP
cana-5713	220	27	actual	actual	ADJ
cana-5713	220	28	healthcare	healthcare	NOUN
cana-5713	220	29	situations	situation	NOUN
cana-5713	220	30	.	.	PUNCT
cana-5713	221	1	ix.conclusion	ix.conclusion	NOUN
cana-5713	221	2	:	:	PUNCT
cana-5713	221	3	in	in	ADP
cana-5713	221	4	conclusion	conclusion	NOUN
cana-5713	221	5	,	,	PUNCT
cana-5713	221	6	this	this	DET
cana-5713	221	7	model	model	NOUN
cana-5713	221	8	not	not	PART
cana-5713	221	9	only	only	ADV
cana-5713	221	10	contributes	contribute	VERB
cana-5713	221	11	to	to	ADP
cana-5713	221	12	the	the	DET
cana-5713	221	13	current	current	ADJ
cana-5713	221	14	state	state	NOUN
cana-5713	221	15	of	of	ADP
cana-5713	221	16	medical	medical	ADJ
cana-5713	221	17	diagnosis	diagnosis	NOUN
cana-5713	221	18	but	but	CCONJ
cana-5713	221	19	also	also	ADV
cana-5713	221	20	sets	set	VERB
cana-5713	221	21	the	the	DET
cana-5713	221	22	stage	stage	NOUN
cana-5713	221	23	for	for	ADP
cana-5713	221	24	a	a	DET
cana-5713	221	25	new	new	ADJ
cana-5713	221	26	era	era	NOUN
cana-5713	221	27	of	of	ADP
cana-5713	221	28	healthcare	healthcare	PROPN
cana-5713	221	29	technology	technology	NOUN
cana-5713	221	30	.	.	PUNCT
cana-5713	222	1	the	the	DET
cana-5713	222	2	integrated	integrate	VERB
cana-5713	222	3	approach	approach	NOUN
cana-5713	222	4	offers	offer	VERB
cana-5713	222	5	a	a	DET
cana-5713	222	6	glimpse	glimpse	NOUN
cana-5713	222	7	of	of	ADP
cana-5713	222	8	the	the	DET
cana-5713	222	9	potential	potential	NOUN
cana-5713	222	10	to	to	PART
cana-5713	222	11	revolutionize	revolutionize	VERB
cana-5713	222	12	patient	patient	NOUN
cana-5713	222	13	care	care	NOUN
cana-5713	222	14	,	,	PUNCT
cana-5713	222	15	aligning	align	VERB
cana-5713	222	16	with	with	ADP
cana-5713	222	17	ever	ever	ADV
cana-5713	222	18	-	-	PUNCT
cana-5713	222	19	evolving	evolve	VERB
cana-5713	222	20	healthcare	healthcare	NOUN
cana-5713	222	21	standards	standard	NOUN
cana-5713	222	22	and	and	CCONJ
cana-5713	222	23	the	the	DET
cana-5713	222	24	pursuit	pursuit	NOUN
cana-5713	222	25	of	of	ADP
cana-5713	222	26	more	more	ADV
cana-5713	222	27	accurate	accurate	ADJ
cana-5713	222	28	and	and	CCONJ
cana-5713	222	29	holistic	holistic	ADJ
cana-5713	222	30	diagnostic	diagnostic	ADJ
cana-5713	222	31	methods	method	NOUN
cana-5713	222	32	.	.	PUNCT
cana-5713	223	1	this	this	DET
cana-5713	223	2	project	project	NOUN
cana-5713	223	3	serves	serve	VERB
cana-5713	223	4	as	as	ADP
cana-5713	223	5	a	a	DET
cana-5713	223	6	testament	testament	NOUN
cana-5713	223	7	to	to	ADP
cana-5713	223	8	the	the	DET
cana-5713	223	9	potential	potential	NOUN
cana-5713	223	10	of	of	ADP
cana-5713	223	11	data	datum	NOUN
cana-5713	223	12	integration	integration	NOUN
cana-5713	223	13	and	and	CCONJ
cana-5713	223	14	advanced	advanced	ADJ
cana-5713	223	15	technology	technology	NOUN
cana-5713	223	16	in	in	ADP
cana-5713	223	17	addressing	address	VERB
cana-5713	223	18	complex	complex	ADJ
cana-5713	223	19	medical	medical	ADJ
cana-5713	223	20	challenges	challenge	NOUN
cana-5713	223	21	,	,	PUNCT
cana-5713	223	22	paving	pave	VERB
cana-5713	223	23	the	the	DET
cana-5713	223	24	way	way	NOUN
cana-5713	223	25	for	for	ADP
cana-5713	223	26	a	a	DET
cana-5713	223	27	more	more	ADV
cana-5713	223	28	informed	informed	ADJ
cana-5713	223	29	and	and	CCONJ
cana-5713	223	30	effective	effective	ADJ
cana-5713	223	31	healthcare	healthcare	NOUN
cana-5713	223	32	system	system	NOUN
cana-5713	223	33	.	.	PUNCT
cana-5713	224	1	references	reference	NOUN
cana-5713	224	2	1d.placido	1d.placido	NUM
cana-5713	224	3	,	,	PUNCT
cana-5713	224	4	b.yuan	b.yuan	NOUN
cana-5713	224	5	,	,	PUNCT
cana-5713	224	6	andj.x.hjaltelin,"adeeplearningalgorithmtopredicttheriskofpancreaticcancerb	andj.x.hjaltelin,"adeeplearningalgorithmtopredicttheriskofpancreaticcancerb	VERB
cana-5713	224	7	asedondiseasetrajectories,"∗natur	asedondiseasetrajectories,"∗natur	NUM
cana-5713	224	8	emedicine∗,vol.29,pp.1113	emedicine∗,vol.29,pp.1113	NOUN
cana-5713	224	9	–	–	PUNCT
cana-5713	224	10	1122,2023.doi:10.1038	1122,2023.doi:10.1038	NUM
cana-5713	224	11	/	/	SYM
cana-5713	224	12	s41591−023−02332−5	s41591−023−02332−5	PROPN
cana-5713	224	13	.	.	PUNCT
cana-5713	225	1	2a.k.mishra	2a.k.mishra	NUM
cana-5713	225	2	,	,	PUNCT
cana-5713	225	3	b.chong	b.chong	ADJ
cana-5713	225	4	,	,	PUNCT
cana-5713	225	5	s.p.arunachalam	s.p.arunachalam	ADJ
cana-5713	225	6	,	,	PUNCT
cana-5713	225	7	a.l.oberg	a.l.oberg	PROPN
cana-5713	225	8	,	,	PUNCT
cana-5713	225	9	ands.majumder,"machinelearningmodelsforp	ands.majumder,"machinelearningmodelsforp	PROPN
cana-5713	225	10	ancreaticcancerriskpredictionusingelectronichealthrecorddataasystematicreviewandassessment	ancreaticcancerriskpredictionusingelectronichealthrecorddataasystematicreviewandassessment	NOUN
cana-5713	225	11	,	,	PUNCT
cana-5713	225	12	"	"	PUNCT
cana-5713	225	13	∗theamericanjournalofgastroenterology∗,vol.119,no.8,pp.14661482,aug.2024.doi:10.1430	∗theamericanjournalofgastroenterology∗,vol.119,no.8,pp.14661482,aug.2024.doi:10.1430	ADJ
cana-5713	225	14	9	9	NUM
cana-5713	225	15	/	/	SYM
cana-5713	225	16	ajg.0000000000002870	ajg.0000000000002870	NOUN
cana-5713	225	17	.	.	PUNCT
cana-5713	226	1	3s.tripathi	3s.tripathi	NUM
cana-5713	226	2	,	,	PUNCT
cana-5713	226	3	a.tabari	a.tabari	ADJ
cana-5713	226	4	,	,	PUNCT
cana-5713	226	5	a.mansur	a.mansur	ADV
cana-5713	226	6	,	,	PUNCT
cana-5713	226	7	h.dabbara	h.dabbara	ADJ
cana-5713	226	8	,	,	PUNCT
cana-5713	226	9	c.p.bridge	c.p.bridge	NOUN
cana-5713	226	10	,	,	PUNCT
cana-5713	226	11	andd.daye,"frommachinelearningtopatie	andd.daye,"frommachinelearningtopatie	PROPN
cana-5713	226	12	ntoutcomesacomprehensivereviewofaiinpancreaticcancer,"∗diagnostics∗,vol.14,p.174,202	ntoutcomesacomprehensivereviewofaiinpancreaticcancer,"∗diagnostics∗,vol.14,p.174,202	PROPN
cana-5713	226	13	4.doi:10.3390	4.doi:10.3390	X
cana-5713	226	14	/	/	SYM
cana-5713	226	15	diagnostics14020174	diagnostics14020174	PROPN
cana-5713	226	16	.	.	PUNCT
cana-5713	227	1	4j.keyl	4j.keyl	NUM
cana-5713	227	2	,	,	PUNCT
cana-5713	227	3	s.kasper	s.kasper	NOUN
cana-5713	227	4	,	,	PUNCT
cana-5713	227	5	m.wiesweg	m.wiesweg	NOUN
cana-5713	227	6	,	,	PUNCT
cana-5713	227	7	j.go¨tze	j.go¨tze	NOUN
cana-5713	227	8	,	,	PUNCT
cana-5713	227	9	m.scho¨nrock	m.scho¨nrock	PROPN
cana-5713	227	10	,	,	PUNCT
cana-5713	227	11	m.sinn	m.sinn	NOUN
cana-5713	227	12	,	,	PUNCT
cana-5713	227	13	a.berger	a.berger	ADV
cana-5713	227	14	,	,	PUNCT
cana-5713	227	15	e.nasca	e.nasca	PROPN
cana-5713	227	16	,	,	PUNCT
cana-5713	227	17	k.kostbade	k.kostbade	PROPN
cana-5713	227	18	,	,	PUNCT
cana-5713	227	19	b.sc	b.sc	NOUN
cana-5713	227	20	humacher	humacher	NOUN
cana-5713	227	21	,	,	PUNCT
cana-5713	227	22	andp.markus,"thestudyemploysmachinelearningformultimodalsurvivalpredictioni	andp.markus,"thestudyemploysmachinelearningformultimodalsurvivalpredictioni	PROPN
cana-5713	227	23	nadvancedpancreaticcancer,"∗esmoopen∗,vol.7,no.5,p.100555,2022	nadvancedpancreaticcancer,"∗esmoopen∗,vol.7,no.5,p.100555,2022	PROPN
cana-5713	227	24	.	.	PUNCT
cana-5713	228	1	5d.placido	5d.placido	NUM
cana-5713	228	2	,	,	PUNCT
cana-5713	228	3	b.yuan	b.yuan	NOUN
cana-5713	228	4	,	,	PUNCT
cana-5713	228	5	j.x.hjaltelin	j.x.hjaltelin	PROPN
cana-5713	228	6	,	,	PUNCT
cana-5713	228	7	c.zheng	c.zheng	X
cana-5713	228	8	,	,	PUNCT
cana-5713	228	9	a.d.haue	a.d.haue	NOUN
cana-5713	228	10	,	,	PUNCT
cana-5713	228	11	p.j.chmura	p.j.chmura	NOUN
cana-5713	228	12	,	,	PUNCT
cana-5713	228	13	c.yuan	c.yuan	PROPN
cana-5713	228	14	,	,	PUNCT
cana-5713	228	15	j.kim	j.kim	PROPN
cana-5713	228	16	,	,	PUNCT
cana-5713	228	17	r.umeton	r.umeton	PROPN
cana-5713	228	18	,	,	PUNCT
cana-5713	228	19	g.ante	g.ante	PROPN
cana-5713	228	20	ll	ll	PROPN
cana-5713	228	21	,	,	PUNCT
cana-5713	228	22	anda.chowdhury,"adeeplearningalgorithmutilizesdiseasetrajectoriestoforecasttheriskof	anda.chowdhury,"adeeplearningalgorithmutilizesdiseasetrajectoriestoforecasttheriskof	PROPN
cana-5713	228	23	pancreaticcancer,"∗naturemedicine∗,vol.29,no.5,pp.1113–1122,2023	pancreaticcancer,"∗naturemedicine∗,vol.29,no.5,pp.1113–1122,2023	NOUN
cana-5713	228	24	.	.	PUNCT
cana-5713	229	1	6a.gupta	6a.gupta	NUM
cana-5713	229	2	,	,	PUNCT
cana-5713	229	3	a.koul	a.koul	NOUN
cana-5713	229	4	,	,	PUNCT
cana-5713	229	5	andy.kumar,"researchersareemployingmachineanddeeplearningtechniquest	andy.kumar,"researchersareemployingmachineanddeeplearningtechniquest	NOUN
cana-5713	229	6	odetectpancreaticcancer,"in∗proc.2ndint.conf.innovativepracticesintechnologyandmanagem	odetectpancreaticcancer,"in∗proc.2ndint.conf.innovativepracticesintechnologyandmanagem	ADJ
cana-5713	229	7	ent(iciptm)∗,feb.2022,vol.2,pp.151–155	ent(iciptm)∗,feb.2022,vol.2,pp.151–155	NOUN
cana-5713	229	8	.	.	PROPN
cana-5713	230	1	7a.villani	7a.villani	NUM
cana-5713	230	2	,	,	PUNCT
cana-5713	230	3	a.fontana	a.fontana	NOUN
cana-5713	230	4	,	,	PUNCT
cana-5713	230	5	c.panebianco	c.panebianco	NOUN
cana-5713	230	6	,	,	PUNCT
cana-5713	230	7	c.ferro	c.ferro	ADJ
cana-5713	230	8	,	,	PUNCT
cana-5713	230	9	m.copetti	m.copetti	ADJ
cana-5713	230	10	,	,	PUNCT
cana-5713	230	11	r.pavlovic	r.pavlovic	ADJ
cana-5713	230	12	,	,	PUNCT
cana-5713	230	13	d.drago	d.drago	NOUN
cana-5713	230	14	,	,	PUNCT
cana-5713	230	15	c.fiorentini	c.fiorentini	PROPN
cana-5713	230	16	,	,	PUNCT
cana-5713	230	17	f.terrac	f.terrac	NOUN
cana-5713	230	18	ciano	ciano	PROPN
cana-5713	230	19	,	,	PUNCT
cana-5713	230	20	f.bazzocchi	f.bazzocchi	NOUN
cana-5713	230	21	,	,	PUNCT
cana-5713	230	22	andg.canistro,"inpatientswithmetastaticandnonmetastaticpancreaticcance	andg.canistro,"inpatientswithmetastaticandnonmetastaticpancreaticcance	PROPN
cana-5713	230	23	r	r	NOUN
cana-5713	230	24	,	,	PUNCT
cana-5713	230	25	apotentmachinelearningmethodidentifiesinteractionsbetweendifferentiallyabundantgutmic	apotentmachinelearningmethodidentifiesinteractionsbetweendifferentiallyabundantgutmic	ADJ
cana-5713	230	26	robialsubsets,"∗gutmicrobes∗,vol.16,no.1,p.2375483,2024	robialsubsets,"∗gutmicrobes∗,vol.16,no.1,p.2375483,2024	ADJ
cana-5713	230	27	.	.	PUNCT
cana-5713	231	1	8n.vardhani	8n.vardhani	NUM
cana-5713	231	2	,	,	PUNCT
cana-5713	231	3	g.gayathri	g.gayathri	NOUN
cana-5713	231	4	,	,	PUNCT
cana-5713	231	5	k.leela	k.leela	ADV
cana-5713	231	6	,	,	PUNCT
cana-5713	231	7	t.bhavya	t.bhavya	NOUN
cana-5713	231	8	,	,	PUNCT
cana-5713	231	9	andy.d.sravani,"pancreaticcancerclassificationusing	andy.d.sravani,"pancreaticcancerclassificationuse	VERB
cana-5713	231	10	deeplearning,"in∗proc.7thint.conf.computingmethodologiesandcommunication(iccmc)∗,2	deeplearning,"in∗proc.7thint.conf.computingmethodologiesandcommunication(iccmc)∗,2	NOUN
cana-5713	231	11	023,pp.xxx	023,pp.xxx	NUM
cana-5713	231	12	–	–	PUNCT
cana-5713	231	13	xxx	xxx	NOUN
cana-5713	231	14	.	.	PUNCT
cana-5713	232	1	communications	communication	NOUN
cana-5713	232	2	on	on	ADP
cana-5713	232	3	applied	apply	VERB
cana-5713	232	4	nonlinear	nonlinear	ADJ
cana-5713	232	5	analysis	analysis	NOUN
cana-5713	232	6	issn	issn	NOUN
cana-5713	232	7	:	:	PUNCT
cana-5713	232	8	1074	1074	NUM
cana-5713	232	9	-	-	PUNCT
cana-5713	232	10	133x	133x	NUM
cana-5713	232	11	vol	vol	VERB
cana-5713	232	12	32	32	NUM
cana-5713	232	13	no	no	NOUN
cana-5713	232	14	.	.	PUNCT
cana-5713	233	1	10s	10	NOUN
cana-5713	233	2	(	(	PUNCT
cana-5713	233	3	2025	2025	NUM
cana-5713	233	4	)	)	PUNCT
cana-5713	233	5	2739	2739	NUM
cana-5713	233	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5713	233	7	9p.p.santoshandm.sekhar,"efficientnovelapproachpredictionofsurvivaltimeonpancreaticcancer	9p.p.santoshandm.sekhar,"efficientnovelapproachpredictionofsurvivaltimeonpancreaticcancer	NUM
cana-5713	233	8	usingmachinelearningparadigmstowardbigdataanalytics,"in∗proc.[conference	usingmachinelearningparadigmstowardbigdataanalytics,"in∗proc.[conference	NOUN
cana-5713	233	9	/	/	SYM
cana-5713	233	10	booktitle	booktitle	NOUN
cana-5713	233	11	,	,	PUNCT
cana-5713	233	12	if	if	SCONJ
cana-5713	233	13	available]∗,2023.doi:10.1007/978−981−19−5443−6_48	available]∗,2023.doi:10.1007/978−981−19−5443−6_48	PROPN
cana-5713	233	14	.	.	PUNCT
cana-5713	234	1	10a.lakkshmanan	10a.lakkshmanan	NUM
cana-5713	234	2	,	,	PUNCT
cana-5713	234	3	c.ananth	c.ananth	ADJ
cana-5713	234	4	,	,	PUNCT
cana-5713	234	5	ands.tiroumalmouroughane,"cnnclassificationofcomputedtomo	ands.tiroumalmouroughane,"cnnclassificationofcomputedtomo	ADV
cana-5713	234	6	graphyimagesforpancreatictumordetection,"∗internationaljournalofimageandgraphics∗,vol.2	graphyimagesforpancreatictumordetection,"∗internationaljournalofimageandgraphics∗,vol.2	NOUN
cana-5713	234	7	4,2022.doi:10.1142	4,2022.doi:10.1142	NUM
cana-5713	234	8	/	/	SYM
cana-5713	234	9	s0219467823400016	s0219467823400016	PROPN
cana-5713	234	10	.	.	PUNCT
cana-5713	235	1	11k.hayashi	11k.hayashi	NUM
cana-5713	235	2	,	,	PUNCT
cana-5713	235	3	y.ono	y.ono	PROPN
cana-5713	235	4	,	,	PUNCT
cana-5713	235	5	m.takamatsu	m.takamatsu	NOUN
cana-5713	235	6	,	,	PUNCT
cana-5713	235	7	a.oba	a.oba	PROPN
cana-5713	235	8	,	,	PUNCT
cana-5713	235	9	h.ito	h.ito	PROPN
cana-5713	235	10	,	,	PUNCT
cana-5713	235	11	t.sato	t.sato	NOUN
cana-5713	235	12	,	,	PUNCT
cana-5713	235	13	y.inoue	y.inoue	NOUN
cana-5713	235	14	,	,	PUNCT
cana-5713	235	15	a.saiura	a.saiura	ADV
cana-5713	235	16	,	,	PUNCT
cana-5713	235	17	andy.takahashi,"predicti	andy.takahashi,"predicti	PRON
cana-5713	235	18	onofrecurrencepatternofpancreaticcancerpostpancreaticsurgeryusinghistologybasedsupervi	onofrecurrencepatternofpancreaticcancerpostpancreaticsurgeryusinghistologybasedsupervi	NOUN
cana-5713	235	19	sedmachinelearningalgorithmsasinglecenterretrospectivestudy,"∗annalsofsurgicaloncolo	sedmachinelearningalgorithmsasinglecenterretrospectivestudy,"∗annalsofsurgicaloncolo	ADP
cana-5713	235	20	gy∗,vol.29,2022.doi:10.1245	gy∗,vol.29,2022.doi:10.1245	PROPN
cana-5713	235	21	/	/	SYM
cana-5713	235	22	s10434−022−11471−x	s10434−022−11471−x	NOUN
cana-5713	235	23	.	.	PUNCT
cana-5713	236	1	12h.chi	12h.chi	NUM
cana-5713	236	2	,	,	PUNCT
cana-5713	236	3	h.chen	h.chen	NOUN
cana-5713	236	4	,	,	PUNCT
cana-5713	236	5	r.wang	r.wang	PROPN
cana-5713	236	6	,	,	PUNCT
cana-5713	236	7	j.zhang	j.zhang	PROPN
cana-5713	236	8	,	,	PUNCT
cana-5713	236	9	l.jiang	l.jiang	PROPN
cana-5713	236	10	,	,	PUNCT
cana-5713	236	11	s.zhang	s.zhang	PROPN
cana-5713	236	12	,	,	PUNCT
cana-5713	236	13	c.jiang	c.jiang	PROPN
cana-5713	236	14	,	,	PUNCT
cana-5713	236	15	j.huang	j.huang	PROPN
cana-5713	236	16	,	,	PUNCT
cana-5713	236	17	x.quan	x.quan	PROPN
cana-5713	236	18	,	,	PUNCT
cana-5713	236	19	y.liu	y.liu	PROPN
cana-5713	236	20	,	,	PUNCT
cana-5713	236	21	q.h.zhang	q.h.zhang	PROPN
cana-5713	236	22	,	,	PUNCT
cana-5713	236	23	an	an	DET
cana-5713	236	24	dg.yang,"proposingnewearlydetectionindicatorsforpancreaticcancercombiningmachinelear	dg.yang,"proposingnewearlydetectionindicatorsforpancreaticcancercombiningmachinelear	PROPN
cana-5713	236	25	ningandneuralnetworksforserummirnabaseddiagnosticmodel,"∗frontiersinoncology∗,vol	ningandneuralnetworksforserummirnabaseddiagnosticmodel,"∗frontiersinoncology∗,vol	PROPN
cana-5713	236	26	.	.	PROPN
cana-5713	236	27	13,2023.doi:10.3389	13,2023.doi:10.3389	NUM
cana-5713	236	28	/	/	SYM
cana-5713	236	29	fonc.2023.1244578	fonc.2023.1244578	PROPN
cana-5713	236	30	.	.	PUNCT
cana-5713	237	1	13	13	NUM
cana-5713	237	2	m.	m.	NOUN
cana-5713	237	3	suneetha	suneetha	PROPN
cana-5713	237	4	,	,	PUNCT
cana-5713	237	5	g.	g.	PROPN
cana-5713	237	6	kalhara	kalhara	PROPN
cana-5713	237	7	,	,	PUNCT
cana-5713	237	8	m.	m.	NOUN
cana-5713	237	9	v.	v.	PROPN
cana-5713	237	10	krishna	krishna	PROPN
cana-5713	237	11	,	,	PUNCT
cana-5713	237	12	k.	k.	PROPN
cana-5713	237	13	n.	n.	PROPN
cana-5713	237	14	s.	s.	PROPN
cana-5713	237	15	chandana	chandana	PROPN
cana-5713	237	16	and	and	CCONJ
cana-5713	237	17	v.	v.	ADP
cana-5713	237	18	l.	l.	PROPN
cana-5713	237	19	s.	s.	PROPN
cana-5713	237	20	snigdha	snigdha	PROPN
cana-5713	237	21	,	,	PUNCT
cana-5713	237	22	"	"	PUNCT
cana-5713	237	23	pancreatic	pancreatic	ADJ
cana-5713	237	24	cancer	cancer	NOUN
cana-5713	237	25	prediction	prediction	NOUN
cana-5713	237	26	through	through	ADP
cana-5713	237	27	convolutional	convolutional	ADJ
cana-5713	237	28	neural	neural	ADJ
cana-5713	237	29	networks	network	NOUN
cana-5713	237	30	,	,	PUNCT
cana-5713	237	31	"	"	PUNCT
cana-5713	237	32	2023	2023	NUM
cana-5713	237	33	7th	7th	ADJ
cana-5713	237	34	international	international	ADJ
cana-5713	237	35	conference	conference	NOUN
cana-5713	237	36	on	on	ADP
cana-5713	237	37	intelligent	intelligent	ADJ
cana-5713	237	38	computing	computing	NOUN
cana-5713	237	39	and	and	CCONJ
cana-5713	237	40	control	control	NOUN
cana-5713	237	41	systems	system	NOUN
cana-5713	237	42	(	(	PUNCT
cana-5713	237	43	iciccs	iciccs	PROPN
cana-5713	237	44	)	)	PUNCT
cana-5713	237	45	,	,	PUNCT
cana-5713	237	46	madurai	madurai	NOUN
cana-5713	237	47	,	,	PUNCT
cana-5713	237	48	india	india	PROPN
cana-5713	237	49	,	,	PUNCT
cana-5713	237	50	2023	2023	NUM
cana-5713	237	51	,	,	PUNCT
cana-5713	237	52	pp	pp	ADJ
cana-5713	237	53	.	.	PUNCT
cana-5713	237	54	602	602	NUM
cana-5713	237	55	-	-	SYM
cana-5713	237	56	607	607	NUM
cana-5713	237	57	,	,	PUNCT
cana-5713	237	58	doi	doi	NOUN
cana-5713	237	59	:	:	PUNCT
cana-5713	237	60	10.1109	10.1109	NUM
cana-5713	237	61	/	/	SYM
cana-5713	237	62	iciccs56967.2023.10142618	iciccs56967.2023.10142618	NOUN
cana-5713	237	63	.	.	PUNCT
cana-5713	237	64	14	14	NUM
cana-5713	237	65	upreti	upreti	NOUN
cana-5713	237	66	,	,	PUNCT
cana-5713	237	67	m.	m.	NOUN
cana-5713	237	68	s.	s.	PROPN
cana-5713	237	69	nasir	nasir	PROPN
cana-5713	237	70	,	,	PUNCT
cana-5713	237	71	m.	m.	PROPN
cana-5713	237	72	s.	s.	PROPN
cana-5713	237	73	alam	alam	PROPN
cana-5713	237	74	,	,	PUNCT
cana-5713	237	75	f.	f.	PROPN
cana-5713	237	76	i.	i.	PROPN
cana-5713	237	77	shahi	shahi	PROPN
cana-5713	237	78	,	,	PUNCT
cana-5713	237	79	p.	p.	NOUN
cana-5713	237	80	vats	vat	NOUN
cana-5713	237	81	and	and	CCONJ
cana-5713	237	82	a.	a.	PROPN
cana-5713	237	83	k.	k.	PROPN
cana-5713	237	84	saini	saini	PROPN
cana-5713	237	85	,	,	PUNCT
cana-5713	237	86	"	"	PUNCT
cana-5713	237	87	advancing	advance	VERB
cana-5713	237	88	pancreatic	pancreatic	ADJ
cana-5713	237	89	cancer	cancer	NOUN
cana-5713	237	90	diagnosis	diagnosis	NOUN
cana-5713	237	91	with	with	ADP
cana-5713	237	92	artificial	artificial	ADJ
cana-5713	237	93	neural	neural	ADJ
cana-5713	237	94	networks	network	NOUN
cana-5713	237	95	:	:	PUNCT
cana-5713	237	96	current	current	ADJ
cana-5713	237	97	research	research	NOUN
cana-5713	237	98	and	and	CCONJ
cana-5713	237	99	future	future	ADJ
cana-5713	237	100	prospects	prospect	NOUN
cana-5713	237	101	,	,	PUNCT
cana-5713	237	102	"	"	PUNCT
cana-5713	237	103	2023	2023	NUM
cana-5713	237	104	7th	7th	ADJ
cana-5713	237	105	international	international	ADJ
cana-5713	237	106	conference	conference	NOUN
cana-5713	237	107	on	on	ADP
cana-5713	237	108	intelligent	intelligent	ADJ
cana-5713	237	109	computing	computing	NOUN
cana-5713	237	110	and	and	CCONJ
cana-5713	237	111	control	control	NOUN
cana-5713	237	112	systems	system	NOUN
cana-5713	237	113	(	(	PUNCT
cana-5713	237	114	iciccs	iciccs	PROPN
cana-5713	237	115	)	)	PUNCT
cana-5713	237	116	,	,	PUNCT
cana-5713	237	117	madurai	madurai	NOUN
cana-5713	237	118	,	,	PUNCT
cana-5713	237	119	india	india	PROPN
cana-5713	237	120	,	,	PUNCT
cana-5713	237	121	2023	2023	NUM
cana-5713	237	122	,	,	PUNCT
cana-5713	237	123	pp	pp	ADJ
cana-5713	237	124	.	.	PUNCT
cana-5713	237	125	524	524	NUM
cana-5713	237	126	-	-	SYM
cana-5713	237	127	529	529	NUM
cana-5713	237	128	,	,	PUNCT
cana-5713	237	129	doi	doi	NOUN
cana-5713	237	130	:	:	PUNCT
cana-5713	237	131	10.1109	10.1109	NUM
cana-5713	237	132	/	/	SYM
cana-5713	237	133	iciccs56967.2023.10142920	iciccs56967.2023.10142920	NUM
cana-5713	237	134	.	.	NOUN
cana-5713	237	135	15	15	NUM
cana-5713	237	136	h.	h.	PROPN
cana-5713	237	137	v.	v.	PROPN
cana-5713	237	138	ramachandra	ramachandra	PROPN
cana-5713	237	139	,	,	PUNCT
cana-5713	237	140	p.	p.	NOUN
cana-5713	237	141	chavan	chavan	PROPN
cana-5713	237	142	,	,	PUNCT
cana-5713	237	143	a.	a.	PROPN
cana-5713	237	144	ali	ali	PROPN
cana-5713	237	145	and	and	CCONJ
cana-5713	237	146	h.	h.	PROPN
cana-5713	237	147	c.	c.	PROPN
cana-5713	237	148	ramaprasad	ramaprasad	PROPN
cana-5713	237	149	,	,	PUNCT
cana-5713	237	150	"	"	PUNCT
cana-5713	237	151	ensemble	ensemble	ADJ
cana-5713	237	152	machine	machine	NOUN
cana-5713	237	153	learning	learn	VERB
cana-5713	237	154	techniques	technique	NOUN
cana-5713	237	155	for	for	ADP
cana-5713	237	156	pancreatic	pancreatic	ADJ
cana-5713	237	157	cancer	cancer	NOUN
cana-5713	237	158	detection	detection	NOUN
cana-5713	237	159	,	,	PUNCT
cana-5713	237	160	"	"	PUNCT
cana-5713	237	161	2023	2023	NUM
cana-5713	237	162	international	international	ADJ
cana-5713	237	163	conference	conference	NOUN
cana-5713	237	164	on	on	ADP
cana-5713	237	165	applied	apply	VERB
cana-5713	237	166	intelligence	intelligence	NOUN
cana-5713	237	167	and	and	CCONJ
cana-5713	237	168	sustainable	sustainable	ADJ
cana-5713	237	169	computing	computing	NOUN
cana-5713	237	170	(	(	PUNCT
cana-5713	237	171	icaisc	icaisc	NOUN
cana-5713	237	172	)	)	PUNCT
cana-5713	237	173	,	,	PUNCT
cana-5713	237	174	dharwad	dharwad	PROPN
cana-5713	237	175	,	,	PUNCT
cana-5713	237	176	india	india	PROPN
cana-5713	237	177	,	,	PUNCT
cana-5713	237	178	2023	2023	NUM
cana-5713	237	179	,	,	PUNCT
cana-5713	237	180	pp	pp	ADJ
cana-5713	237	181	.	.	PUNCT
cana-5713	238	1	1	1	NUM
cana-5713	238	2	-	-	SYM
cana-5713	238	3	5	5	NUM
cana-5713	238	4	,	,	PUNCT
cana-5713	238	5	doi	doi	NOUN
cana-5713	238	6	:	:	PUNCT
cana-5713	238	7	10.1109	10.1109	NUM
cana-5713	238	8	/	/	SYM
cana-5713	239	1	icaisc58445.2023.10200380	icaisc58445.2023.10200380	NOUN
cana-5713	239	2	.	.	PROPN
cana-5713	239	3	16	16	NUM
cana-5713	239	4	.	.	PUNCT
cana-5713	240	1	c.	c.	PROPN
cana-5713	240	2	ravi	ravi	PROPN
cana-5713	240	3	,	,	PUNCT
cana-5713	240	4	r.	r.	PROPN
cana-5713	240	5	r.	r.	PROPN
cana-5713	240	6	dixit	dixit	PROPN
cana-5713	240	7	,	,	PUNCT
cana-5713	240	8	i.	i.	PROPN
cana-5713	240	9	t	t	PROPN
cana-5713	240	10	,	,	PUNCT
cana-5713	240	11	s.	s.	PROPN
cana-5713	240	12	singh	singh	PROPN
cana-5713	240	13	,	,	PUNCT
cana-5713	240	14	a.	a.	NOUN
cana-5713	240	15	gopatoti	gopatoti	PROPN
cana-5713	240	16	and	and	CCONJ
cana-5713	240	17	a.	a.	PROPN
cana-5713	240	18	s.	s.	PROPN
cana-5713	240	19	yadav	yadav	PROPN
cana-5713	240	20	,	,	PUNCT
cana-5713	240	21	"	"	PUNCT
cana-5713	240	22	ai	ai	ADJ
cana-5713	240	23	-	-	PUNCT
cana-5713	240	24	powered	power	VERB
cana-5713	240	25	pancreas	pancreas	NOUN
cana-5713	240	26	navigator	navigator	NOUN
cana-5713	240	27	:	:	PUNCT
cana-5713	240	28	delving	delve	VERB
cana-5713	240	29	into	into	ADP
cana-5713	240	30	the	the	DET
cana-5713	240	31	depths	depth	NOUN
cana-5713	240	32	of	of	ADP
cana-5713	240	33	early	early	ADJ
cana-5713	240	34	pancreatic	pancreatic	ADJ
cana-5713	240	35	cancer	cancer	NOUN
cana-5713	240	36	diagnosis	diagnosis	NOUN
cana-5713	240	37	using	use	VERB
cana-5713	240	38	advanced	advanced	ADJ
cana-5713	240	39	deep	deep	ADJ
cana-5713	240	40	learning	learning	NOUN
cana-5713	240	41	techniques	technique	NOUN
cana-5713	240	42	,	,	PUNCT
cana-5713	240	43	"	"	PUNCT
cana-5713	240	44	2023	2023	NUM
cana-5713	240	45	9th	9th	ADJ
cana-5713	240	46	international	international	ADJ
cana-5713	240	47	conference	conference	NOUN
cana-5713	240	48	on	on	ADP
cana-5713	240	49	smart	smart	ADJ
cana-5713	240	50	structures	structure	NOUN
cana-5713	240	51	and	and	CCONJ
cana-5713	240	52	systems	system	NOUN
cana-5713	240	53	(	(	PUNCT
cana-5713	240	54	icsss	icsss	PROPN
cana-5713	240	55	)	)	PUNCT
cana-5713	240	56	,	,	PUNCT
cana-5713	240	57	chennai	chennai	PROPN
cana-5713	240	58	,	,	PUNCT
cana-5713	240	59	india	india	PROPN
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cana-5713	241	2	-	-	SYM
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cana-5713	241	4	,	,	PUNCT
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cana-5713	241	6	:	:	PUNCT
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cana-5713	241	8	/	/	SYM
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cana-5713	241	10	.	.	PUNCT