id	sid	tid	token	lemma	pos
asir-56424	1	1	applied	apply	VERB
asir-56424	1	2	science	science	NOUN
asir-56424	1	3	and	and	CCONJ
asir-56424	1	4	innovative	innovative	ADJ
asir-56424	1	5	research	research	NOUN
asir-56424	1	6	issn	issn	VERB
asir-56424	1	7	2474	2474	NUM
asir-56424	1	8	-	-	SYM
asir-56424	1	9	4972	4972	NUM
asir-56424	1	10	(	(	PUNCT
asir-56424	1	11	print	print	NOUN
asir-56424	1	12	)	)	PUNCT
asir-56424	1	13	issn	issn	VERB
asir-56424	1	14	2474	2474	NUM
asir-56424	1	15	-	-	SYM
asir-56424	1	16	4980	4980	NUM
asir-56424	1	17	(	(	PUNCT
asir-56424	1	18	online	online	ADJ
asir-56424	1	19	)	)	PUNCT
asir-56424	1	20	vol	vol	NOUN
asir-56424	1	21	.	.	NOUN
asir-56424	2	1	9	9	NUM
asir-56424	2	2	,	,	PUNCT
asir-56424	2	3	no	no	INTJ
asir-56424	2	4	.	.	NOUN
asir-56424	2	5	3	3	NUM
asir-56424	2	6	,	,	PUNCT
asir-56424	2	7	2025	2025	NUM
asir-56424	2	8	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	VERB
asir-56424	2	9	23	23	NUM
asir-56424	2	10	original	original	ADJ
asir-56424	2	11	paper	paper	NOUN
asir-56424	2	12	neural	neural	ADJ
asir-56424	2	13	network	network	NOUN
asir-56424	2	14	implementation	implementation	NOUN
asir-56424	2	15	for	for	ADP
asir-56424	2	16	crc	crc	NOUN
asir-56424	2	17	awareness	awareness	NOUN
asir-56424	2	18	prediction	prediction	NOUN
asir-56424	2	19	ale	ale	NOUN
asir-56424	2	20	j.	j.	PROPN
asir-56424	2	21	hejase1	hejase1	PROPN
asir-56424	2	22	,	,	PUNCT
asir-56424	2	23	ali	ali	PROPN
asir-56424	2	24	a.	a.	PROPN
asir-56424	2	25	haidous2	haidous2	PROPN
asir-56424	2	26	,	,	PUNCT
asir-56424	2	27	ahmad	ahmad	PROPN
asir-56424	2	28	a.	a.	PROPN
asir-56424	2	29	hejasebazzi3	hejasebazzi3	PROPN
asir-56424	2	30	&	&	CCONJ
asir-56424	2	31	hussin	hussin	PROPN
asir-56424	2	32	j.	j.	PROPN
asir-56424	2	33	hejase4	hejase4	PROPN
asir-56424	2	34	1	1	NUM
asir-56424	2	35	senior	senior	ADJ
asir-56424	2	36	researcher	researcher	NOUN
asir-56424	2	37	,	,	PUNCT
asir-56424	2	38	former	former	ADJ
asir-56424	2	39	professor	professor	NOUN
asir-56424	2	40	,	,	PUNCT
asir-56424	2	41	adnan	adnan	PROPN
asir-56424	2	42	kassar	kassar	PROPN
asir-56424	2	43	school	school	PROPN
asir-56424	2	44	of	of	ADP
asir-56424	2	45	business	business	NOUN
asir-56424	2	46	(	(	PUNCT
asir-56424	2	47	aksob	aksob	ADJ
asir-56424	2	48	)	)	PUNCT
asir-56424	2	49	,	,	PUNCT
asir-56424	2	50	lebanese	lebanese	ADJ
asir-56424	2	51	american	american	PROPN
asir-56424	2	52	university	university	PROPN
asir-56424	2	53	,	,	PUNCT
asir-56424	2	54	beirut	beirut	PROPN
asir-56424	2	55	,	,	PUNCT
asir-56424	2	56	lebanon	lebanon	PROPN
asir-56424	2	57	2	2	NUM
asir-56424	2	58	adjunct	adjunct	PROPN
asir-56424	2	59	professor	professor	NOUN
asir-56424	2	60	,	,	PUNCT
asir-56424	2	61	edge	edge	NOUN
asir-56424	2	62	ai	ai	PROPN
asir-56424	2	63	department	department	NOUN
asir-56424	2	64	,	,	PUNCT
asir-56424	2	65	university	university	PROPN
asir-56424	2	66	of	of	ADP
asir-56424	2	67	south	south	PROPN
asir-56424	2	68	alabama	alabama	PROPN
asir-56424	2	69	,	,	PUNCT
asir-56424	2	70	mobile	mobile	PROPN
asir-56424	2	71	,	,	PUNCT
asir-56424	2	72	al	al	PROPN
asir-56424	2	73	,	,	PUNCT
asir-56424	2	74	usa	usa	PROPN
asir-56424	2	75	3	3	NUM
asir-56424	2	76	department	department	NOUN
asir-56424	2	77	of	of	ADP
asir-56424	2	78	computer	computer	NOUN
asir-56424	2	79	science	science	PROPN
asir-56424	2	80	&	&	CCONJ
asir-56424	2	81	engineering	engineering	PROPN
asir-56424	2	82	,	,	PUNCT
asir-56424	2	83	michigan	michigan	PROPN
asir-56424	2	84	state	state	PROPN
asir-56424	2	85	university	university	PROPN
asir-56424	2	86	,	,	PUNCT
asir-56424	2	87	east	east	PROPN
asir-56424	2	88	lansing	lansing	PROPN
asir-56424	2	89	,	,	PUNCT
asir-56424	2	90	mi	mi	PROPN
asir-56424	2	91	,	,	PUNCT
asir-56424	2	92	usa	usa	PROPN
asir-56424	2	93	4	4	NUM
asir-56424	2	94	basic	basic	ADJ
asir-56424	2	95	and	and	CCONJ
asir-56424	2	96	applied	apply	VERB
asir-56424	2	97	sciences	sciences	PROPN
asir-56424	2	98	research	research	NOUN
asir-56424	2	99	center	center	NOUN
asir-56424	2	100	,	,	PUNCT
asir-56424	2	101	al	al	PROPN
asir-56424	2	102	maaref	maaref	PROPN
asir-56424	2	103	university	university	PROPN
asir-56424	2	104	,	,	PUNCT
asir-56424	2	105	beirut	beirut	PROPN
asir-56424	2	106	,	,	PUNCT
asir-56424	2	107	lebanon	lebanon	PROPN
asir-56424	2	108	corresponding	corresponding	PROPN
asir-56424	2	109	author	author	PROPN
asir-56424	2	110	:	:	PUNCT
asir-56424	2	111	hussin	hussin	PROPN
asir-56424	2	112	j.	j.	PROPN
asir-56424	2	113	hejase	hejase	PROPN
asir-56424	2	114	,	,	PUNCT
asir-56424	2	115	e	e	NOUN
asir-56424	2	116	-	-	NOUN
asir-56424	2	117	mail	mail	NOUN
asir-56424	2	118	:	:	PUNCT
asir-56424	2	119	hussin.hejase@mu.edu.lb	hussin.hejase@mu.edu.lb	NOUN
asir-56424	2	120	abstract	abstract	ADJ
asir-56424	2	121	artificial	artificial	ADJ
asir-56424	2	122	intelligence	intelligence	NOUN
asir-56424	2	123	(	(	PUNCT
asir-56424	2	124	ai	ai	NOUN
asir-56424	2	125	)	)	PUNCT
asir-56424	2	126	is	be	AUX
asir-56424	2	127	prevalent	prevalent	ADJ
asir-56424	2	128	,	,	PUNCT
asir-56424	2	129	driven	drive	VERB
asir-56424	2	130	by	by	ADP
asir-56424	2	131	the	the	DET
asir-56424	2	132	resurgence	resurgence	NOUN
asir-56424	2	133	of	of	ADP
asir-56424	2	134	machine	machine	NOUN
asir-56424	2	135	learning	learning	NOUN
asir-56424	2	136	(	(	PUNCT
asir-56424	2	137	ml	ml	NOUN
asir-56424	2	138	)	)	PUNCT
asir-56424	2	139	and	and	CCONJ
asir-56424	2	140	advancements	advancement	NOUN
asir-56424	2	141	in	in	ADP
asir-56424	2	142	data	data	NOUN
asir-56424	2	143	-	-	PUNCT
asir-56424	2	144	driven	drive	VERB
asir-56424	2	145	applications	application	NOUN
asir-56424	2	146	,	,	PUNCT
asir-56424	2	147	which	which	PRON
asir-56424	2	148	have	have	AUX
asir-56424	2	149	created	create	VERB
asir-56424	2	150	new	new	ADJ
asir-56424	2	151	opportunities	opportunity	NOUN
asir-56424	2	152	to	to	PART
asir-56424	2	153	surpass	surpass	VERB
asir-56424	2	154	traditional	traditional	ADJ
asir-56424	2	155	statistical	statistical	ADJ
asir-56424	2	156	limits	limit	NOUN
asir-56424	2	157	in	in	ADP
asir-56424	2	158	health	health	NOUN
asir-56424	2	159	analytics	analytic	NOUN
asir-56424	2	160	.	.	PUNCT
asir-56424	3	1	this	this	DET
asir-56424	3	2	study	study	NOUN
asir-56424	3	3	develops	develop	VERB
asir-56424	3	4	and	and	CCONJ
asir-56424	3	5	assesses	assess	VERB
asir-56424	3	6	a	a	DET
asir-56424	3	7	deep	deep	ADJ
asir-56424	3	8	artificial	artificial	ADJ
asir-56424	3	9	neural	neural	ADJ
asir-56424	3	10	network	network	NOUN
asir-56424	3	11	(	(	PUNCT
asir-56424	3	12	ann	ann	PROPN
asir-56424	3	13	)	)	PUNCT
asir-56424	3	14	to	to	PART
asir-56424	3	15	predict	predict	VERB
asir-56424	3	16	public	public	ADJ
asir-56424	3	17	awareness	awareness	NOUN
asir-56424	3	18	of	of	ADP
asir-56424	3	19	colorectal	colorectal	ADJ
asir-56424	3	20	cancer	cancer	NOUN
asir-56424	3	21	(	(	PUNCT
asir-56424	3	22	crc	crc	NOUN
asir-56424	3	23	)	)	PUNCT
asir-56424	3	24	using	use	VERB
asir-56424	3	25	six	six	NUM
asir-56424	3	26	demographic	demographic	ADJ
asir-56424	3	27	and	and	CCONJ
asir-56424	3	28	socioeconomic	socioeconomic	ADJ
asir-56424	3	29	factors	factor	NOUN
asir-56424	3	30	:	:	PUNCT
asir-56424	3	31	age	age	NOUN
asir-56424	3	32	,	,	PUNCT
asir-56424	3	33	gender	gender	NOUN
asir-56424	3	34	,	,	PUNCT
asir-56424	3	35	marital	marital	ADJ
asir-56424	3	36	status	status	NOUN
asir-56424	3	37	,	,	PUNCT
asir-56424	3	38	educational	educational	ADJ
asir-56424	3	39	level	level	NOUN
asir-56424	3	40	,	,	PUNCT
asir-56424	3	41	work	work	NOUN
asir-56424	3	42	status	status	NOUN
asir-56424	3	43	,	,	PUNCT
asir-56424	3	44	and	and	CCONJ
asir-56424	3	45	place	place	NOUN
asir-56424	3	46	of	of	ADP
asir-56424	3	47	residence	residence	NOUN
asir-56424	3	48	.	.	PUNCT
asir-56424	4	1	primary	primary	ADJ
asir-56424	4	2	data	datum	NOUN
asir-56424	4	3	were	be	AUX
asir-56424	4	4	collected	collect	VERB
asir-56424	4	5	through	through	ADP
asir-56424	4	6	a	a	DET
asir-56424	4	7	survey	survey	NOUN
asir-56424	4	8	administered	administer	VERB
asir-56424	4	9	to	to	ADP
asir-56424	4	10	a	a	DET
asir-56424	4	11	sample	sample	NOUN
asir-56424	4	12	of	of	ADP
asir-56424	4	13	1,229	1,229	NUM
asir-56424	4	14	lebanese	lebanese	ADJ
asir-56424	4	15	individuals	individual	NOUN
asir-56424	4	16	.	.	PUNCT
asir-56424	5	1	we	we	PRON
asir-56424	5	2	systematically	systematically	ADV
asir-56424	5	3	describe	describe	VERB
asir-56424	5	4	the	the	DET
asir-56424	5	5	data	datum	NOUN
asir-56424	5	6	preprocessing	preprocesse	VERB
asir-56424	5	7	steps	step	NOUN
asir-56424	5	8	,	,	PUNCT
asir-56424	5	9	including	include	VERB
asir-56424	5	10	handling	handle	VERB
asir-56424	5	11	missing	miss	VERB
asir-56424	5	12	values	value	NOUN
asir-56424	5	13	,	,	PUNCT
asir-56424	5	14	encoding	encode	VERB
asir-56424	5	15	categorical	categorical	ADJ
asir-56424	5	16	variables	variable	NOUN
asir-56424	5	17	,	,	PUNCT
asir-56424	5	18	and	and	CCONJ
asir-56424	5	19	scaling	scale	VERB
asir-56424	5	20	features	feature	NOUN
asir-56424	5	21	.	.	PUNCT
asir-56424	6	1	we	we	PRON
asir-56424	6	2	specify	specify	VERB
asir-56424	6	3	the	the	DET
asir-56424	6	4	model	model	NOUN
asir-56424	6	5	architecture	architecture	NOUN
asir-56424	6	6	,	,	PUNCT
asir-56424	6	7	which	which	PRON
asir-56424	6	8	includes	include	VERB
asir-56424	6	9	input	input	NOUN
asir-56424	6	10	,	,	PUNCT
asir-56424	6	11	output	output	NOUN
asir-56424	6	12	,	,	PUNCT
asir-56424	6	13	and	and	CCONJ
asir-56424	6	14	one	one	NUM
asir-56424	6	15	or	or	CCONJ
asir-56424	6	16	more	more	ADV
asir-56424	6	17	hidden	hidden	ADJ
asir-56424	6	18	layers	layer	NOUN
asir-56424	6	19	,	,	PUNCT
asir-56424	6	20	along	along	ADP
asir-56424	6	21	with	with	ADP
asir-56424	6	22	training	training	NOUN
asir-56424	6	23	optimization	optimization	NOUN
asir-56424	6	24	methods	method	NOUN
asir-56424	6	25	such	such	ADJ
asir-56424	6	26	as	as	ADP
asir-56424	6	27	class	class	NOUN
asir-56424	6	28	weighting	weighting	NOUN
asir-56424	6	29	,	,	PUNCT
asir-56424	6	30	early	early	ADJ
asir-56424	6	31	stopping	stopping	NOUN
asir-56424	6	32	,	,	PUNCT
asir-56424	6	33	and	and	CCONJ
asir-56424	6	34	learning	learn	VERB
asir-56424	6	35	rate	rate	NOUN
asir-56424	6	36	scheduling	scheduling	NOUN
asir-56424	6	37	.	.	PUNCT
asir-56424	7	1	the	the	DET
asir-56424	7	2	model	model	NOUN
asir-56424	7	3	is	be	AUX
asir-56424	7	4	evaluated	evaluate	VERB
asir-56424	7	5	using	use	VERB
asir-56424	7	6	thorough	thorough	ADJ
asir-56424	7	7	cross	cross	NOUN
asir-56424	7	8	-	-	ADJ
asir-56424	7	9	validation	validation	ADJ
asir-56424	7	10	and	and	CCONJ
asir-56424	7	11	held	hold	VERB
asir-56424	7	12	-	-	PUNCT
asir-56424	7	13	out	out	ADP
asir-56424	7	14	testing	testing	NOUN
asir-56424	7	15	,	,	PUNCT
asir-56424	7	16	with	with	ADP
asir-56424	7	17	metrics	metric	NOUN
asir-56424	7	18	like	like	ADP
asir-56424	7	19	discrimination	discrimination	NOUN
asir-56424	7	20	and	and	CCONJ
asir-56424	7	21	calibration	calibration	NOUN
asir-56424	7	22	assessments	assessment	NOUN
asir-56424	7	23	,	,	PUNCT
asir-56424	7	24	including	include	VERB
asir-56424	7	25	accuracy	accuracy	NOUN
asir-56424	7	26	percentages	percentage	NOUN
asir-56424	7	27	and	and	CCONJ
asir-56424	7	28	confidence	confidence	NOUN
asir-56424	7	29	scores	score	NOUN
asir-56424	7	30	.	.	PUNCT
asir-56424	8	1	an	an	DET
asir-56424	8	2	explainability	explainability	NOUN
asir-56424	8	3	technique	technique	NOUN
asir-56424	8	4	,	,	PUNCT
asir-56424	8	5	including	include	VERB
asir-56424	8	6	feature	feature	NOUN
asir-56424	8	7	importance	importance	NOUN
asir-56424	8	8	analysis	analysis	NOUN
asir-56424	8	9	,	,	PUNCT
asir-56424	8	10	is	be	AUX
asir-56424	8	11	employed	employ	VERB
asir-56424	8	12	to	to	PART
asir-56424	8	13	enhance	enhance	VERB
asir-56424	8	14	transparency	transparency	NOUN
asir-56424	8	15	.	.	PUNCT
asir-56424	9	1	the	the	DET
asir-56424	9	2	proposed	propose	VERB
asir-56424	9	3	network	network	NOUN
asir-56424	9	4	demonstrates	demonstrate	VERB
asir-56424	9	5	reliable	reliable	ADJ
asir-56424	9	6	binary	binary	ADJ
asir-56424	9	7	classification	classification	NOUN
asir-56424	9	8	performance	performance	NOUN
asir-56424	9	9	while	while	SCONJ
asir-56424	9	10	emphasizing	emphasize	VERB
asir-56424	9	11	interpretability	interpretability	NOUN
asir-56424	9	12	,	,	PUNCT
asir-56424	9	13	deployment	deployment	NOUN
asir-56424	9	14	readiness	readiness	NOUN
asir-56424	9	15	,	,	PUNCT
asir-56424	9	16	and	and	CCONJ
asir-56424	9	17	the	the	DET
asir-56424	9	18	reproducible	reproducible	ADJ
asir-56424	9	19	integration	integration	NOUN
asir-56424	9	20	of	of	ADP
asir-56424	9	21	machine	machine	NOUN
asir-56424	9	22	learning	learn	VERB
asir-56424	9	23	into	into	ADP
asir-56424	9	24	healthcare	healthcare	NOUN
asir-56424	9	25	analytics	analytic	NOUN
asir-56424	9	26	.	.	PUNCT
asir-56424	10	1	keywords	keyword	VERB
asir-56424	10	2	awareness	awareness	NOUN
asir-56424	10	3	,	,	PUNCT
asir-56424	10	4	crc	crc	PROPN
asir-56424	10	5	,	,	PUNCT
asir-56424	10	6	ann	ann	PROPN
asir-56424	10	7	,	,	PUNCT
asir-56424	10	8	ml	ml	PROPN
asir-56424	10	9	,	,	PUNCT
asir-56424	10	10	demographics	demographic	NOUN
asir-56424	10	11	,	,	PUNCT
asir-56424	10	12	lebanon	lebanon	PROPN
asir-56424	10	13	1	1	NUM
asir-56424	10	14	.	.	PUNCT
asir-56424	11	1	introduction	introduction	NOUN
asir-56424	11	2	colorectal	colorectal	ADJ
asir-56424	11	3	cancer	cancer	NOUN
asir-56424	11	4	(	(	PUNCT
asir-56424	11	5	crc	crc	NOUN
asir-56424	11	6	)	)	PUNCT
asir-56424	11	7	remains	remain	VERB
asir-56424	11	8	a	a	DET
asir-56424	11	9	leading	lead	VERB
asir-56424	11	10	cause	cause	NOUN
asir-56424	11	11	of	of	ADP
asir-56424	11	12	cancer	cancer	NOUN
asir-56424	11	13	deaths	death	NOUN
asir-56424	11	14	worldwide	worldwide	ADV
asir-56424	11	15	(	(	PUNCT
asir-56424	11	16	rawla	rawla	PROPN
asir-56424	11	17	,	,	PUNCT
asir-56424	11	18	sunkara	sunkara	NOUN
asir-56424	11	19	,	,	PUNCT
asir-56424	11	20	&	&	CCONJ
asir-56424	11	21	barsouk	barsouk	PROPN
asir-56424	11	22	,	,	PUNCT
asir-56424	11	23	2019	2019	NUM
asir-56424	11	24	)	)	PUNCT
asir-56424	11	25	,	,	PUNCT
asir-56424	11	26	emphasizing	emphasize	VERB
asir-56424	11	27	the	the	DET
asir-56424	11	28	urgent	urgent	ADJ
asir-56424	11	29	need	need	NOUN
asir-56424	11	30	for	for	ADP
asir-56424	11	31	accessible	accessible	ADJ
asir-56424	11	32	and	and	CCONJ
asir-56424	11	33	affordable	affordable	ADJ
asir-56424	11	34	screening	screening	NOUN
asir-56424	11	35	options	option	NOUN
asir-56424	11	36	(	(	PUNCT
asir-56424	11	37	a.	a.	NOUN
asir-56424	11	38	hejase	hejase	PROPN
asir-56424	11	39	,	,	PUNCT
asir-56424	11	40	hejase	hejase	PROPN
asir-56424	11	41	,	,	PUNCT
asir-56424	11	42	kassem	kassem	PROPN
asir-56424	11	43	,	,	PUNCT
asir-56424	11	44	&	&	CCONJ
asir-56424	11	45	hejasebazzi	hejasebazzi	PROPN
asir-56424	11	46	,	,	PUNCT
asir-56424	11	47	2025	2025	NUM
asir-56424	11	48	)	)	PUNCT
asir-56424	11	49	.	.	PUNCT
asir-56424	12	1	this	this	PRON
asir-56424	12	2	relies	rely	VERB
asir-56424	12	3	heavily	heavily	ADV
asir-56424	12	4	on	on	ADP
asir-56424	12	5	well	well	ADV
asir-56424	12	6	-	-	PUNCT
asir-56424	12	7	crafted	craft	VERB
asir-56424	12	8	awareness	awareness	NOUN
asir-56424	12	9	campaigns	campaign	NOUN
asir-56424	12	10	that	that	PRON
asir-56424	12	11	actively	actively	ADV
asir-56424	12	12	engage	engage	VERB
asir-56424	12	13	and	and	CCONJ
asir-56424	12	14	educate	educate	VERB
asir-56424	12	15	the	the	DET
asir-56424	12	16	public	public	NOUN
asir-56424	12	17	(	(	PUNCT
asir-56424	12	18	van	van	PROPN
asir-56424	12	19	altena	altena	PROPN
asir-56424	12	20	,	,	PUNCT
asir-56424	12	21	2021	2021	NUM
asir-56424	12	22	)	)	PUNCT
asir-56424	12	23	.	.	PUNCT
asir-56424	13	1	successful	successful	ADJ
asir-56424	13	2	crc	crc	NOUN
asir-56424	13	3	awareness	awareness	NOUN
asir-56424	13	4	efforts	effort	NOUN
asir-56424	13	5	focus	focus	VERB
asir-56424	13	6	on	on	ADP
asir-56424	13	7	mailto:hussin.hejase@mu.edu.lb	mailto:hussin.hejase@mu.edu.lb	NOUN
asir-56424	13	8	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-56424	13	9	applied	apply	VERB
asir-56424	13	10	science	science	NOUN
asir-56424	13	11	and	and	CCONJ
asir-56424	13	12	innovative	innovative	ADJ
asir-56424	13	13	research	research	NOUN
asir-56424	13	14	vol	vol	NOUN
asir-56424	13	15	.	.	PUNCT
asir-56424	14	1	9	9	NUM
asir-56424	14	2	,	,	PUNCT
asir-56424	14	3	no	no	INTJ
asir-56424	14	4	.	.	NOUN
asir-56424	14	5	3	3	NUM
asir-56424	14	6	,	,	PUNCT
asir-56424	14	7	2025	2025	NUM
asir-56424	14	8	24	24	NUM
asir-56424	14	9	published	publish	VERB
asir-56424	14	10	by	by	ADP
asir-56424	14	11	scholink	scholink	PROPN
asir-56424	14	12	inc	inc	PROPN
asir-56424	14	13	.	.	PROPN
asir-56424	15	1	promoting	promote	VERB
asir-56424	15	2	screening	screening	NOUN
asir-56424	15	3	,	,	PUNCT
asir-56424	15	4	raising	raise	VERB
asir-56424	15	5	awareness	awareness	NOUN
asir-56424	15	6	about	about	ADP
asir-56424	15	7	risk	risk	NOUN
asir-56424	15	8	factors	factor	NOUN
asir-56424	15	9	and	and	CCONJ
asir-56424	15	10	symptoms	symptom	NOUN
asir-56424	15	11	,	,	PUNCT
asir-56424	15	12	and	and	CCONJ
asir-56424	15	13	utilizing	utilize	VERB
asir-56424	15	14	various	various	ADJ
asir-56424	15	15	communication	communication	NOUN
asir-56424	15	16	channels	channel	NOUN
asir-56424	15	17	(	(	PUNCT
asir-56424	15	18	nemer	nemer	NOUN
asir-56424	15	19	et	et	PROPN
asir-56424	15	20	al	al	PROPN
asir-56424	15	21	.	.	PROPN
asir-56424	15	22	,	,	PUNCT
asir-56424	15	23	2016	2016	NUM
asir-56424	15	24	;	;	PUNCT
asir-56424	15	25	ranganath	ranganath	NOUN
asir-56424	15	26	,	,	PUNCT
asir-56424	15	27	lujaina	lujaina	PROPN
asir-56424	15	28	,	,	PUNCT
asir-56424	15	29	al	al	PROPN
asir-56424	15	30	saidi	saidi	PROPN
asir-56424	15	31	,	,	PUNCT
asir-56424	15	32	et	et	PROPN
asir-56424	15	33	al	al	PROPN
asir-56424	15	34	.	.	PROPN
asir-56424	15	35	,	,	PUNCT
asir-56424	15	36	2022	2022	NUM
asir-56424	15	37	)	)	PUNCT
asir-56424	15	38	.	.	PUNCT
asir-56424	16	1	crc	crc	NOUN
asir-56424	16	2	is	be	AUX
asir-56424	16	3	a	a	DET
asir-56424	16	4	key	key	ADJ
asir-56424	16	5	contributor	contributor	NOUN
asir-56424	16	6	to	to	ADP
asir-56424	16	7	global	global	ADJ
asir-56424	16	8	cancer	cancer	NOUN
asir-56424	16	9	mortality	mortality	NOUN
asir-56424	16	10	(	(	PUNCT
asir-56424	16	11	li	li	PROPN
asir-56424	16	12	,	,	PUNCT
asir-56424	16	13	geng	geng	PROPN
asir-56424	16	14	,	,	PUNCT
asir-56424	16	15	luo	luo	PROPN
asir-56424	16	16	,	,	PUNCT
asir-56424	16	17	wang	wang	PROPN
asir-56424	16	18	,	,	PUNCT
asir-56424	16	19	et	et	PROPN
asir-56424	16	20	al	al	PROPN
asir-56424	16	21	.	.	PROPN
asir-56424	16	22	,	,	PUNCT
asir-56424	16	23	2024	2024	NUM
asir-56424	16	24	)	)	PUNCT
asir-56424	16	25	,	,	PUNCT
asir-56424	16	26	highlighting	highlight	VERB
asir-56424	16	27	the	the	DET
asir-56424	16	28	urgent	urgent	ADJ
asir-56424	16	29	need	need	NOUN
asir-56424	16	30	for	for	ADP
asir-56424	16	31	optimized	optimize	VERB
asir-56424	16	32	and	and	CCONJ
asir-56424	16	33	cost	cost	NOUN
asir-56424	16	34	-	-	PUNCT
asir-56424	16	35	effective	effective	ADJ
asir-56424	16	36	screening	screening	NOUN
asir-56424	16	37	methods	method	NOUN
asir-56424	16	38	.	.	PUNCT
asir-56424	17	1	colorectal	colorectal	ADJ
asir-56424	17	2	cancer	cancer	NOUN
asir-56424	17	3	(	(	PUNCT
asir-56424	17	4	crc	crc	NOUN
asir-56424	17	5	)	)	PUNCT
asir-56424	17	6	awareness	awareness	NOUN
asir-56424	17	7	varies	vary	VERB
asir-56424	17	8	widely	widely	ADV
asir-56424	17	9	across	across	ADP
asir-56424	17	10	different	different	ADJ
asir-56424	17	11	demographic	demographic	ADJ
asir-56424	17	12	groups	group	NOUN
asir-56424	17	13	(	(	PUNCT
asir-56424	17	14	pankratz	pankratz	NOUN
asir-56424	17	15	,	,	PUNCT
asir-56424	17	16	kanda	kanda	PROPN
asir-56424	17	17	,	,	PUNCT
asir-56424	17	18	kosich	kosich	PROPN
asir-56424	17	19	,	,	PUNCT
asir-56424	17	20	edwardson	edwardson	PROPN
asir-56424	17	21	,	,	PUNCT
asir-56424	17	22	et	et	PROPN
asir-56424	17	23	al	al	PROPN
asir-56424	17	24	.	.	PROPN
asir-56424	17	25	,	,	PUNCT
asir-56424	17	26	2024	2024	NUM
asir-56424	17	27	)	)	PUNCT
asir-56424	17	28	.	.	PUNCT
asir-56424	18	1	understanding	understand	VERB
asir-56424	18	2	what	what	PRON
asir-56424	18	3	influences	influence	VERB
asir-56424	18	4	crc	crc	NOUN
asir-56424	18	5	awareness	awareness	NOUN
asir-56424	18	6	is	be	AUX
asir-56424	18	7	essential	essential	ADJ
asir-56424	18	8	for	for	ADP
asir-56424	18	9	creating	create	VERB
asir-56424	18	10	targeted	target	VERB
asir-56424	18	11	health	health	NOUN
asir-56424	18	12	education	education	NOUN
asir-56424	18	13	campaigns	campaign	NOUN
asir-56424	18	14	(	(	PUNCT
asir-56424	18	15	eka	eka	PROPN
asir-56424	18	16	rusdi	rusdi	VERB
asir-56424	18	17	antara	antara	NOUN
asir-56424	18	18	,	,	PUNCT
asir-56424	18	19	2024	2024	NUM
asir-56424	18	20	)	)	PUNCT
asir-56424	18	21	.	.	PUNCT
asir-56424	19	1	getting	getting	AUX
asir-56424	19	2	screened	screen	VERB
asir-56424	19	3	regularly	regularly	ADV
asir-56424	19	4	,	,	PUNCT
asir-56424	19	5	starting	start	VERB
asir-56424	19	6	at	at	ADP
asir-56424	19	7	age	age	NOUN
asir-56424	19	8	45	45	NUM
asir-56424	19	9	,	,	PUNCT
asir-56424	19	10	is	be	AUX
asir-56424	19	11	key	key	ADJ
asir-56424	19	12	to	to	ADP
asir-56424	19	13	preventing	prevent	VERB
asir-56424	19	14	colorectal	colorectal	ADJ
asir-56424	19	15	cancer	cancer	NOUN
asir-56424	19	16	(	(	PUNCT
asir-56424	19	17	cancer	cancer	NOUN
asir-56424	19	18	of	of	ADP
asir-56424	19	19	the	the	DET
asir-56424	19	20	colon	colon	NOUN
asir-56424	19	21	or	or	CCONJ
asir-56424	19	22	rectum	rectum	NOUN
asir-56424	19	23	)	)	PUNCT
asir-56424	19	24	.	.	PUNCT
asir-56424	20	1	according	accord	VERB
asir-56424	20	2	to	to	ADP
asir-56424	20	3	abreu	abreu	PROPN
asir-56424	20	4	lopez	lopez	PROPN
asir-56424	20	5	et	et	PROPN
asir-56424	20	6	al	al	PROPN
asir-56424	20	7	.	.	PROPN
asir-56424	21	1	(	(	PUNCT
asir-56424	21	2	2024	2024	NUM
asir-56424	21	3	)	)	PUNCT
asir-56424	21	4	,	,	PUNCT
asir-56424	21	5	the	the	DET
asir-56424	21	6	american	american	PROPN
asir-56424	21	7	cancer	cancer	PROPN
asir-56424	21	8	society	society	NOUN
asir-56424	21	9	(	(	PUNCT
asir-56424	21	10	2024	2024	NUM
asir-56424	21	11	)	)	PUNCT
asir-56424	21	12	,	,	PUNCT
asir-56424	21	13	and	and	CCONJ
asir-56424	21	14	a.	a.	PROPN
asir-56424	21	15	hejase	hejase	PROPN
asir-56424	21	16	et	et	PROPN
asir-56424	21	17	al	al	PROPN
asir-56424	21	18	.	.	PROPN
asir-56424	22	1	(	(	PUNCT
asir-56424	22	2	2025	2025	NUM
asir-56424	22	3	)	)	PUNCT
asir-56424	22	4	,	,	PUNCT
asir-56424	22	5	“	"	PUNCT
asir-56424	22	6	individuals	individual	NOUN
asir-56424	22	7	aged	age	VERB
asir-56424	22	8	45	45	NUM
asir-56424	22	9	to	to	PART
asir-56424	22	10	75	75	NUM
asir-56424	22	11	should	should	AUX
asir-56424	22	12	undergo	undergo	VERB
asir-56424	22	13	regular	regular	ADJ
asir-56424	22	14	screenings	screening	NOUN
asir-56424	22	15	for	for	ADP
asir-56424	22	16	colorectal	colorectal	ADJ
asir-56424	22	17	cancer	cancer	NOUN
asir-56424	22	18	.	.	PUNCT
asir-56424	23	1	people	people	NOUN
asir-56424	23	2	under	under	ADP
asir-56424	23	3	45	45	NUM
asir-56424	23	4	who	who	PRON
asir-56424	23	5	believe	believe	VERB
asir-56424	23	6	they	they	PRON
asir-56424	23	7	might	might	AUX
asir-56424	23	8	be	be	AUX
asir-56424	23	9	at	at	ADP
asir-56424	23	10	high	high	ADJ
asir-56424	23	11	risk	risk	NOUN
asir-56424	23	12	for	for	ADP
asir-56424	23	13	colorectal	colorectal	ADJ
asir-56424	23	14	cancer	cancer	NOUN
asir-56424	23	15	,	,	PUNCT
asir-56424	23	16	along	along	ADP
asir-56424	23	17	with	with	ADP
asir-56424	23	18	those	those	PRON
asir-56424	23	19	over	over	ADP
asir-56424	23	20	75	75	NUM
asir-56424	23	21	,	,	PUNCT
asir-56424	23	22	should	should	AUX
asir-56424	23	23	discuss	discuss	VERB
asir-56424	23	24	screening	screen	VERB
asir-56424	23	25	options	option	NOUN
asir-56424	23	26	with	with	ADP
asir-56424	23	27	their	their	PRON
asir-56424	23	28	doctor	doctor	NOUN
asir-56424	23	29	.	.	PUNCT
asir-56424	23	30	”	"	PUNCT
asir-56424	24	1	crc	crc	PROPN
asir-56424	24	2	often	often	ADV
asir-56424	24	3	shows	show	VERB
asir-56424	24	4	no	no	DET
asir-56424	24	5	symptoms	symptom	NOUN
asir-56424	24	6	,	,	PUNCT
asir-56424	24	7	especially	especially	ADV
asir-56424	24	8	in	in	ADP
asir-56424	24	9	its	its	PRON
asir-56424	24	10	early	early	ADJ
asir-56424	24	11	stages	stage	NOUN
asir-56424	24	12	.	.	PUNCT
asir-56424	25	1	that	that	PRON
asir-56424	25	2	’s	’	VERB
asir-56424	25	3	why	why	SCONJ
asir-56424	25	4	regular	regular	ADJ
asir-56424	25	5	screenings	screening	NOUN
asir-56424	25	6	are	be	AUX
asir-56424	25	7	so	so	ADV
asir-56424	25	8	important	important	ADJ
asir-56424	25	9	.	.	PUNCT
asir-56424	26	1	cleveland	cleveland	PROPN
asir-56424	26	2	clinic	clinic	PROPN
asir-56424	26	3	(	(	PUNCT
asir-56424	26	4	2022	2022	NUM
asir-56424	26	5	)	)	PUNCT
asir-56424	26	6	warns	warn	VERB
asir-56424	26	7	that	that	SCONJ
asir-56424	26	8	sometimes	sometimes	ADV
asir-56424	26	9	,	,	PUNCT
asir-56424	26	10	“	"	PUNCT
asir-56424	26	11	unusual	unusual	ADJ
asir-56424	26	12	growths	growth	NOUN
asir-56424	26	13	known	know	VERB
asir-56424	26	14	as	as	ADP
asir-56424	26	15	polyps	polyp	NOUN
asir-56424	26	16	develop	develop	VERB
asir-56424	26	17	in	in	ADP
asir-56424	26	18	the	the	DET
asir-56424	26	19	colon	colon	NOUN
asir-56424	26	20	or	or	CCONJ
asir-56424	26	21	rectum	rectum	NOUN
asir-56424	26	22	.	.	PUNCT
asir-56424	27	1	eventually	eventually	ADV
asir-56424	27	2	,	,	PUNCT
asir-56424	27	3	some	some	DET
asir-56424	27	4	polyps	polyp	NOUN
asir-56424	27	5	can	can	AUX
asir-56424	27	6	turn	turn	VERB
asir-56424	27	7	into	into	ADP
asir-56424	27	8	cancer	cancer	NOUN
asir-56424	27	9	.	.	PUNCT
asir-56424	28	1	screening	screen	VERB
asir-56424	28	2	tests	test	NOUN
asir-56424	28	3	can	can	AUX
asir-56424	28	4	detect	detect	VERB
asir-56424	28	5	polyps	polyp	NOUN
asir-56424	28	6	,	,	PUNCT
asir-56424	28	7	allowing	allow	VERB
asir-56424	28	8	for	for	ADP
asir-56424	28	9	their	their	PRON
asir-56424	28	10	removal	removal	NOUN
asir-56424	28	11	before	before	SCONJ
asir-56424	28	12	they	they	PRON
asir-56424	28	13	become	become	VERB
asir-56424	28	14	cancerous	cancerous	ADJ
asir-56424	28	15	.	.	PUNCT
asir-56424	28	16	”	"	PUNCT
asir-56424	29	1	screening	screen	VERB
asir-56424	29	2	helps	helps	AUX
asir-56424	29	3	find	find	VERB
asir-56424	29	4	colorectal	colorectal	ADJ
asir-56424	29	5	cancer	cancer	NOUN
asir-56424	29	6	early	early	ADV
asir-56424	29	7	,	,	PUNCT
asir-56424	29	8	when	when	SCONJ
asir-56424	29	9	treatment	treatment	NOUN
asir-56424	29	10	is	be	AUX
asir-56424	29	11	most	most	ADV
asir-56424	29	12	effective	effective	ADJ
asir-56424	29	13	(	(	PUNCT
asir-56424	29	14	cdc	cdc	NOUN
asir-56424	29	15	,	,	PUNCT
asir-56424	29	16	2025	2025	NUM
asir-56424	29	17	)	)	PUNCT
asir-56424	29	18	.	.	PUNCT
asir-56424	30	1	1.2	1.2	NUM
asir-56424	30	2	problem	problem	NOUN
asir-56424	30	3	statement	statement	NOUN
asir-56424	30	4	and	and	CCONJ
asir-56424	30	5	objectives	objective	NOUN
asir-56424	30	6	over	over	ADP
asir-56424	30	7	the	the	DET
asir-56424	30	8	past	past	ADJ
asir-56424	30	9	decade	decade	NOUN
asir-56424	30	10	,	,	PUNCT
asir-56424	30	11	the	the	DET
asir-56424	30	12	resurgence	resurgence	NOUN
asir-56424	30	13	of	of	ADP
asir-56424	30	14	machine	machine	NOUN
asir-56424	30	15	learning	learning	NOUN
asir-56424	30	16	(	(	PUNCT
asir-56424	30	17	ml	ml	NOUN
asir-56424	30	18	)	)	PUNCT
asir-56424	30	19	and	and	CCONJ
asir-56424	30	20	advancements	advancement	NOUN
asir-56424	30	21	in	in	ADP
asir-56424	30	22	artificial	artificial	ADJ
asir-56424	30	23	intelligence	intelligence	NOUN
asir-56424	30	24	(	(	PUNCT
asir-56424	30	25	ai	ai	PROPN
asir-56424	30	26	)	)	PUNCT
asir-56424	30	27	,	,	PUNCT
asir-56424	30	28	driven	drive	VERB
asir-56424	30	29	by	by	ADP
asir-56424	30	30	data	datum	NOUN
asir-56424	30	31	science	science	NOUN
asir-56424	30	32	,	,	PUNCT
asir-56424	30	33	present	present	ADJ
asir-56424	30	34	unique	unique	ADJ
asir-56424	30	35	opportunities	opportunity	NOUN
asir-56424	30	36	to	to	PART
asir-56424	30	37	overcome	overcome	VERB
asir-56424	30	38	traditional	traditional	ADJ
asir-56424	30	39	statistical	statistical	ADJ
asir-56424	30	40	and	and	CCONJ
asir-56424	30	41	research	research	NOUN
asir-56424	30	42	limitations	limitation	NOUN
asir-56424	30	43	,	,	PUNCT
asir-56424	30	44	improving	improve	VERB
asir-56424	30	45	health	health	NOUN
asir-56424	30	46	data	datum	NOUN
asir-56424	30	47	analytics	analytic	NOUN
asir-56424	30	48	to	to	PART
asir-56424	30	49	address	address	VERB
asir-56424	30	50	healthcare	healthcare	NOUN
asir-56424	30	51	challenges	challenge	NOUN
asir-56424	30	52	better	well	ADV
asir-56424	30	53	and	and	CCONJ
asir-56424	30	54	ultimately	ultimately	ADV
asir-56424	30	55	enhance	enhance	VERB
asir-56424	30	56	health	health	NOUN
asir-56424	30	57	service	service	NOUN
asir-56424	30	58	delivery	delivery	NOUN
asir-56424	30	59	(	(	PUNCT
asir-56424	30	60	hassibi	hassibi	NOUN
asir-56424	30	61	,	,	PUNCT
asir-56424	30	62	2016	2016	NUM
asir-56424	30	63	;	;	PUNCT
asir-56424	30	64	stewart	stewart	PROPN
asir-56424	30	65	,	,	PUNCT
asir-56424	30	66	2019	2019	NUM
asir-56424	30	67	)	)	PUNCT
asir-56424	30	68	.	.	PUNCT
asir-56424	31	1	this	this	DET
asir-56424	31	2	paper	paper	NOUN
asir-56424	31	3	offers	offer	VERB
asir-56424	31	4	a	a	DET
asir-56424	31	5	comprehensive	comprehensive	ADJ
asir-56424	31	6	implementation	implementation	NOUN
asir-56424	31	7	of	of	ADP
asir-56424	31	8	a	a	DET
asir-56424	31	9	deep	deep	ADJ
asir-56424	31	10	neural	neural	ADJ
asir-56424	31	11	network	network	NOUN
asir-56424	31	12	for	for	ADP
asir-56424	31	13	predicting	predict	VERB
asir-56424	31	14	crc	crc	NOUN
asir-56424	31	15	awareness	awareness	NOUN
asir-56424	31	16	based	base	VERB
asir-56424	31	17	on	on	ADP
asir-56424	31	18	demographic	demographic	ADJ
asir-56424	31	19	and	and	CCONJ
asir-56424	31	20	socioeconomic	socioeconomic	ADJ
asir-56424	31	21	factors	factor	NOUN
asir-56424	31	22	.	.	PUNCT
asir-56424	32	1	the	the	DET
asir-56424	32	2	proposed	propose	VERB
asir-56424	32	3	approach	approach	NOUN
asir-56424	32	4	includes	include	VERB
asir-56424	32	5	data	datum	NOUN
asir-56424	32	6	preprocessing	preprocessing	NOUN
asir-56424	32	7	,	,	PUNCT
asir-56424	32	8	model	model	NOUN
asir-56424	32	9	architecture	architecture	NOUN
asir-56424	32	10	design	design	NOUN
asir-56424	32	11	,	,	PUNCT
asir-56424	32	12	and	and	CCONJ
asir-56424	32	13	training	training	NOUN
asir-56424	32	14	optimization	optimization	NOUN
asir-56424	32	15	.	.	PUNCT
asir-56424	33	1	the	the	DET
asir-56424	33	2	neural	neural	ADJ
asir-56424	33	3	network	network	NOUN
asir-56424	33	4	is	be	AUX
asir-56424	33	5	expected	expect	VERB
asir-56424	33	6	to	to	PART
asir-56424	33	7	perform	perform	VERB
asir-56424	33	8	robustly	robustly	ADV
asir-56424	33	9	in	in	ADP
asir-56424	33	10	binary	binary	ADJ
asir-56424	33	11	classification	classification	NOUN
asir-56424	33	12	tasks	task	NOUN
asir-56424	33	13	,	,	PUNCT
asir-56424	33	14	employing	employ	VERB
asir-56424	33	15	appropriate	appropriate	ADJ
asir-56424	33	16	regularization	regularization	NOUN
asir-56424	33	17	techniques	technique	NOUN
asir-56424	33	18	to	to	PART
asir-56424	33	19	prevent	prevent	VERB
asir-56424	33	20	overfitting	overfitte	VERB
asir-56424	33	21	and	and	CCONJ
asir-56424	33	22	ensure	ensure	VERB
asir-56424	33	23	good	good	ADJ
asir-56424	33	24	generalization	generalization	NOUN
asir-56424	33	25	.	.	PUNCT
asir-56424	34	1	its	its	PRON
asir-56424	34	2	goal	goal	NOUN
asir-56424	34	3	is	be	AUX
asir-56424	34	4	to	to	PART
asir-56424	34	5	solve	solve	VERB
asir-56424	34	6	the	the	DET
asir-56424	34	7	binary	binary	ADJ
asir-56424	34	8	classification	classification	NOUN
asir-56424	34	9	problem	problem	NOUN
asir-56424	34	10	of	of	ADP
asir-56424	34	11	predicting	predict	VERB
asir-56424	34	12	whether	whether	SCONJ
asir-56424	34	13	an	an	DET
asir-56424	34	14	individual	individual	NOUN
asir-56424	34	15	has	have	AUX
asir-56424	34	16	heard	hear	VERB
asir-56424	34	17	of	of	ADP
asir-56424	34	18	crc	crc	NOUN
asir-56424	34	19	based	base	VERB
asir-56424	34	20	on	on	ADP
asir-56424	34	21	six	six	NUM
asir-56424	34	22	demographic	demographic	ADJ
asir-56424	34	23	features	feature	NOUN
asir-56424	34	24	.	.	PUNCT
asir-56424	35	1	the	the	DET
asir-56424	35	2	primary	primary	ADJ
asir-56424	35	3	objectives	objective	NOUN
asir-56424	35	4	of	of	ADP
asir-56424	35	5	this	this	DET
asir-56424	35	6	implementation	implementation	NOUN
asir-56424	35	7	are	be	AUX
asir-56424	35	8	:	:	PUNCT
asir-56424	35	9	1	1	X
asir-56424	35	10	)	)	PUNCT
asir-56424	35	11	develop	develop	VERB
asir-56424	35	12	a	a	DET
asir-56424	35	13	robust	robust	ADJ
asir-56424	35	14	neural	neural	ADJ
asir-56424	35	15	network	network	NOUN
asir-56424	35	16	classifier	classifier	NOUN
asir-56424	35	17	for	for	ADP
asir-56424	35	18	crc	crc	NOUN
asir-56424	35	19	awareness	awareness	NOUN
asir-56424	35	20	prediction	prediction	NOUN
asir-56424	35	21	.	.	PUNCT
asir-56424	36	1	2	2	X
asir-56424	36	2	)	)	PUNCT
asir-56424	36	3	implement	implement	VERB
asir-56424	36	4	proper	proper	ADJ
asir-56424	36	5	data	datum	NOUN
asir-56424	36	6	preprocessing	preprocessing	NOUN
asir-56424	36	7	and	and	CCONJ
asir-56424	36	8	feature	feature	VERB
asir-56424	36	9	scaling	scale	VERB
asir-56424	36	10	techniques	technique	NOUN
asir-56424	36	11	.	.	PUNCT
asir-56424	37	1	3	3	X
asir-56424	37	2	)	)	PUNCT
asir-56424	37	3	create	create	VERB
asir-56424	37	4	a	a	DET
asir-56424	37	5	production	production	NOUN
asir-56424	37	6	-	-	PUNCT
asir-56424	37	7	ready	ready	ADJ
asir-56424	37	8	api	api	NOUN
asir-56424	37	9	(	(	PUNCT
asir-56424	37	10	application	application	NOUN
asir-56424	37	11	programming	programming	NOUN
asir-56424	37	12	interface	interface	NOUN
asir-56424	37	13	)	)	PUNCT
asir-56424	37	14	for	for	ADP
asir-56424	37	15	real	real	ADJ
asir-56424	37	16	-	-	PUNCT
asir-56424	37	17	time	time	NOUN
asir-56424	37	18	predictions	prediction	NOUN
asir-56424	37	19	.	.	PUNCT
asir-56424	38	1	4	4	X
asir-56424	38	2	)	)	PUNCT
asir-56424	38	3	provide	provide	VERB
asir-56424	38	4	comprehensive	comprehensive	ADJ
asir-56424	38	5	model	model	NOUN
asir-56424	38	6	analysis	analysis	NOUN
asir-56424	38	7	and	and	CCONJ
asir-56424	38	8	visualization	visualization	NOUN
asir-56424	38	9	tools	tool	NOUN
asir-56424	38	10	.	.	PUNCT
asir-56424	39	1	5	5	X
asir-56424	39	2	)	)	PUNCT
asir-56424	39	3	ensure	ensure	VERB
asir-56424	39	4	a	a	DET
asir-56424	39	5	scalable	scalable	ADJ
asir-56424	39	6	deployment	deployment	NOUN
asir-56424	39	7	architecture	architecture	NOUN
asir-56424	39	8	.	.	PUNCT
asir-56424	40	1	1.3	1.3	NUM
asir-56424	40	2	merit	merit	NOUN
asir-56424	40	3	of	of	ADP
asir-56424	40	4	the	the	DET
asir-56424	40	5	research	research	NOUN
asir-56424	40	6	this	this	DET
asir-56424	40	7	paper	paper	NOUN
asir-56424	40	8	has	have	VERB
asir-56424	40	9	several	several	ADJ
asir-56424	40	10	notable	notable	ADJ
asir-56424	40	11	strengths	strength	NOUN
asir-56424	40	12	.	.	PUNCT
asir-56424	41	1	first	first	ADV
asir-56424	41	2	,	,	PUNCT
asir-56424	41	3	it	it	PRON
asir-56424	41	4	contributes	contribute	VERB
asir-56424	41	5	original	original	ADJ
asir-56424	41	6	data	datum	NOUN
asir-56424	41	7	from	from	ADP
asir-56424	41	8	lebanon	lebanon	PROPN
asir-56424	41	9	,	,	PUNCT
asir-56424	41	10	a	a	DET
asir-56424	41	11	region	region	NOUN
asir-56424	41	12	largely	largely	ADV
asir-56424	41	13	underrepresented	underrepresented	ADJ
asir-56424	41	14	in	in	ADP
asir-56424	41	15	the	the	DET
asir-56424	41	16	existing	exist	VERB
asir-56424	41	17	literature	literature	NOUN
asir-56424	41	18	on	on	ADP
asir-56424	41	19	this	this	DET
asir-56424	41	20	specific	specific	ADJ
asir-56424	41	21	subject	subject	NOUN
asir-56424	41	22	.	.	PUNCT
asir-56424	42	1	to	to	ADP
asir-56424	42	2	our	our	PRON
asir-56424	42	3	knowledge	knowledge	NOUN
asir-56424	42	4	,	,	PUNCT
asir-56424	42	5	no	no	DET
asir-56424	42	6	prior	prior	ADJ
asir-56424	42	7	studies	study	NOUN
asir-56424	42	8	have	have	AUX
asir-56424	42	9	addressed	address	VERB
asir-56424	42	10	this	this	DET
asir-56424	42	11	topic	topic	NOUN
asir-56424	42	12	within	within	ADP
asir-56424	42	13	the	the	DET
asir-56424	42	14	lebanese	lebanese	ADJ
asir-56424	42	15	context	context	NOUN
asir-56424	42	16	,	,	PUNCT
asir-56424	42	17	making	make	VERB
asir-56424	42	18	this	this	DET
asir-56424	42	19	research	research	NOUN
asir-56424	42	20	both	both	CCONJ
asir-56424	42	21	timely	timely	ADJ
asir-56424	42	22	and	and	CCONJ
asir-56424	42	23	innovative	innovative	ADJ
asir-56424	42	24	.	.	PUNCT
asir-56424	43	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-56424	43	2	applied	apply	VERB
asir-56424	43	3	science	science	NOUN
asir-56424	43	4	and	and	CCONJ
asir-56424	43	5	innovative	innovative	ADJ
asir-56424	43	6	research	research	NOUN
asir-56424	43	7	vol	vol	NOUN
asir-56424	43	8	.	.	PUNCT
asir-56424	44	1	9	9	NUM
asir-56424	44	2	,	,	PUNCT
asir-56424	44	3	no	no	INTJ
asir-56424	44	4	.	.	NOUN
asir-56424	44	5	3	3	NUM
asir-56424	44	6	,	,	PUNCT
asir-56424	44	7	2025	2025	NUM
asir-56424	44	8	25	25	NUM
asir-56424	44	9	published	publish	VERB
asir-56424	44	10	by	by	ADP
asir-56424	44	11	scholink	scholink	PROPN
asir-56424	44	12	inc	inc	PROPN
asir-56424	44	13	.	.	PROPN
asir-56424	44	14	additionally	additionally	ADV
asir-56424	44	15	,	,	PUNCT
asir-56424	44	16	the	the	DET
asir-56424	44	17	sample	sample	NOUN
asir-56424	44	18	size	size	NOUN
asir-56424	44	19	is	be	AUX
asir-56424	44	20	sufficiently	sufficiently	ADV
asir-56424	44	21	large	large	ADJ
asir-56424	44	22	to	to	PART
asir-56424	44	23	lend	lend	VERB
asir-56424	44	24	credibility	credibility	NOUN
asir-56424	44	25	and	and	CCONJ
asir-56424	44	26	facilitate	facilitate	VERB
asir-56424	44	27	broader	broad	ADJ
asir-56424	44	28	generalization	generalization	NOUN
asir-56424	44	29	of	of	ADP
asir-56424	44	30	the	the	DET
asir-56424	44	31	findings	finding	NOUN
asir-56424	44	32	.	.	PUNCT
asir-56424	45	1	overall	overall	ADV
asir-56424	45	2	,	,	PUNCT
asir-56424	45	3	it	it	PRON
asir-56424	45	4	's	be	AUX
asir-56424	45	5	a	a	DET
asir-56424	45	6	meaningful	meaningful	ADJ
asir-56424	45	7	addition	addition	NOUN
asir-56424	45	8	to	to	ADP
asir-56424	45	9	the	the	DET
asir-56424	45	10	academic	academic	ADJ
asir-56424	45	11	conversation	conversation	NOUN
asir-56424	45	12	.	.	PUNCT
asir-56424	46	1	2	2	X
asir-56424	46	2	.	.	X
asir-56424	46	3	materials	material	NOUN
asir-56424	46	4	and	and	CCONJ
asir-56424	46	5	methods	method	NOUN
asir-56424	46	6	this	this	DET
asir-56424	46	7	paper	paper	NOUN
asir-56424	46	8	uses	use	VERB
asir-56424	46	9	a	a	DET
asir-56424	46	10	quantitative	quantitative	ADJ
asir-56424	46	11	,	,	PUNCT
asir-56424	46	12	exploratory	exploratory	ADJ
asir-56424	46	13	,	,	PUNCT
asir-56424	46	14	and	and	CCONJ
asir-56424	46	15	explanatory	explanatory	ADJ
asir-56424	46	16	approach	approach	NOUN
asir-56424	46	17	.	.	PUNCT
asir-56424	47	1	with	with	ADP
asir-56424	47	2	a	a	DET
asir-56424	47	3	positivist	positivist	ADJ
asir-56424	47	4	stance	stance	NOUN
asir-56424	47	5	and	and	CCONJ
asir-56424	47	6	survey	survey	NOUN
asir-56424	47	7	strategy	strategy	NOUN
asir-56424	47	8	,	,	PUNCT
asir-56424	47	9	primary	primary	ADJ
asir-56424	47	10	data	datum	NOUN
asir-56424	47	11	is	be	AUX
asir-56424	47	12	collected	collect	VERB
asir-56424	47	13	and	and	CCONJ
asir-56424	47	14	analyzed	analyze	VERB
asir-56424	47	15	.	.	PUNCT
asir-56424	48	1	2.1	2.1	NUM
asir-56424	48	2	sampling	sampling	NOUN
asir-56424	48	3	and	and	CCONJ
asir-56424	48	4	sample	sample	NOUN
asir-56424	48	5	size	size	NOUN
asir-56424	48	6	the	the	DET
asir-56424	48	7	authors	author	NOUN
asir-56424	48	8	utilized	utilize	VERB
asir-56424	48	9	non	non	ADJ
asir-56424	48	10	-	-	ADJ
asir-56424	48	11	probabilistic	probabilistic	ADJ
asir-56424	48	12	convenience	convenience	NOUN
asir-56424	48	13	sampling	sample	VERB
asir-56424	48	14	in	in	ADP
asir-56424	48	15	their	their	PRON
asir-56424	48	16	study	study	NOUN
asir-56424	48	17	.	.	PUNCT
asir-56424	49	1	respondents	respondent	NOUN
asir-56424	49	2	were	be	AUX
asir-56424	49	3	chosen	choose	VERB
asir-56424	49	4	based	base	VERB
asir-56424	49	5	on	on	ADP
asir-56424	49	6	their	their	PRON
asir-56424	49	7	willingness	willingness	NOUN
asir-56424	49	8	to	to	PART
asir-56424	49	9	participate	participate	VERB
asir-56424	49	10	after	after	ADP
asir-56424	49	11	being	be	AUX
asir-56424	49	12	informed	inform	VERB
asir-56424	49	13	that	that	SCONJ
asir-56424	49	14	they	they	PRON
asir-56424	49	15	could	could	AUX
asir-56424	49	16	withdraw	withdraw	VERB
asir-56424	49	17	at	at	ADP
asir-56424	49	18	any	any	DET
asir-56424	49	19	time	time	NOUN
asir-56424	49	20	without	without	ADP
asir-56424	49	21	question	question	NOUN
asir-56424	49	22	asked	ask	VERB
asir-56424	49	23	.	.	PUNCT
asir-56424	50	1	participants	participant	NOUN
asir-56424	50	2	have	have	VERB
asir-56424	50	3	free	free	ADJ
asir-56424	50	4	will	will	NOUN
asir-56424	50	5	.	.	PUNCT
asir-56424	51	1	they	they	PRON
asir-56424	51	2	are	be	AUX
asir-56424	51	3	told	tell	VERB
asir-56424	51	4	that	that	SCONJ
asir-56424	51	5	their	their	PRON
asir-56424	51	6	responses	response	NOUN
asir-56424	51	7	are	be	AUX
asir-56424	51	8	confidential	confidential	ADJ
asir-56424	51	9	,	,	PUNCT
asir-56424	51	10	with	with	SCONJ
asir-56424	51	11	no	no	DET
asir-56424	51	12	personal	personal	ADJ
asir-56424	51	13	information	information	NOUN
asir-56424	51	14	revealed	reveal	VERB
asir-56424	51	15	,	,	PUNCT
asir-56424	51	16	and	and	CCONJ
asir-56424	51	17	their	their	PRON
asir-56424	51	18	feedback	feedback	NOUN
asir-56424	51	19	is	be	AUX
asir-56424	51	20	used	use	VERB
asir-56424	51	21	for	for	ADP
asir-56424	51	22	academic	academic	ADJ
asir-56424	51	23	research	research	NOUN
asir-56424	51	24	.	.	PUNCT
asir-56424	52	1	cochran	cochran	PROPN
asir-56424	52	2	's	's	PART
asir-56424	52	3	formula	formula	NOUN
asir-56424	52	4	was	be	AUX
asir-56424	52	5	applied	apply	VERB
asir-56424	52	6	to	to	PART
asir-56424	52	7	determine	determine	VERB
asir-56424	52	8	the	the	DET
asir-56424	52	9	needed	need	VERB
asir-56424	52	10	number	number	NOUN
asir-56424	52	11	of	of	ADP
asir-56424	52	12	participants	participant	NOUN
asir-56424	52	13	(	(	PUNCT
asir-56424	52	14	hejase	hejase	NOUN
asir-56424	52	15	&	&	CCONJ
asir-56424	52	16	hejase	hejase	PROPN
asir-56424	52	17	,	,	PUNCT
asir-56424	52	18	2013	2013	NUM
asir-56424	52	19	)	)	PUNCT
asir-56424	52	20	.	.	PUNCT
asir-56424	53	1	with	with	ADP
asir-56424	53	2	an	an	DET
asir-56424	53	3	approximate	approximate	ADJ
asir-56424	53	4	4	4	NUM
asir-56424	53	5	%	%	NOUN
asir-56424	53	6	margin	margin	NOUN
asir-56424	53	7	of	of	ADP
asir-56424	53	8	error	error	NOUN
asir-56424	53	9	,	,	PUNCT
asir-56424	53	10	a	a	DET
asir-56424	53	11	99	99	NUM
asir-56424	53	12	%	%	NOUN
asir-56424	53	13	confidence	confidence	NOUN
asir-56424	53	14	level	level	NOUN
asir-56424	53	15	,	,	PUNCT
asir-56424	53	16	and	and	CCONJ
asir-56424	53	17	a	a	DET
asir-56424	53	18	50	50	NUM
asir-56424	53	19	%	%	NOUN
asir-56424	53	20	attribute	attribute	NOUN
asir-56424	53	21	distribution	distribution	NOUN
asir-56424	53	22	(	(	PUNCT
asir-56424	53	23	i.e.	i.e.	X
asir-56424	53	24	,	,	PUNCT
asir-56424	53	25	gender	gender	NOUN
asir-56424	53	26	)	)	PUNCT
asir-56424	53	27	,	,	PUNCT
asir-56424	53	28	the	the	DET
asir-56424	53	29	minimum	minimum	ADJ
asir-56424	53	30	sample	sample	NOUN
asir-56424	53	31	size	size	NOUN
asir-56424	53	32	was	be	AUX
asir-56424	53	33	estimated	estimate	VERB
asir-56424	53	34	at	at	ADP
asir-56424	53	35	1,112	1,112	NUM
asir-56424	53	36	participants	participant	NOUN
asir-56424	53	37	.	.	PUNCT
asir-56424	54	1	furthermore	furthermore	ADV
asir-56424	54	2	,	,	PUNCT
asir-56424	54	3	for	for	ADP
asir-56424	54	4	the	the	DET
asir-56424	54	5	sake	sake	NOUN
asir-56424	54	6	of	of	ADP
asir-56424	54	7	validation	validation	NOUN
asir-56424	54	8	,	,	PUNCT
asir-56424	54	9	a	a	DET
asir-56424	54	10	reliability	reliability	NOUN
asir-56424	54	11	error	error	NOUN
asir-56424	54	12	value	value	NOUN
asir-56424	54	13	was	be	AUX
asir-56424	54	14	determined	determine	VERB
asir-56424	54	15	utilizing	utilize	VERB
asir-56424	54	16	a	a	DET
asir-56424	54	17	method	method	NOUN
asir-56424	54	18	similar	similar	ADJ
asir-56424	54	19	to	to	ADP
asir-56424	54	20	that	that	PRON
asir-56424	54	21	described	describe	VERB
asir-56424	54	22	in	in	ADP
asir-56424	54	23	the	the	DET
asir-56424	54	24	works	work	NOUN
asir-56424	54	25	of	of	ADP
asir-56424	54	26	various	various	ADJ
asir-56424	54	27	researchers	researcher	NOUN
asir-56424	54	28	(	(	PUNCT
asir-56424	54	29	rammal	rammal	PROPN
asir-56424	54	30	et	et	PROPN
asir-56424	54	31	al	al	PROPN
asir-56424	54	32	.	.	PROPN
asir-56424	54	33	,	,	PUNCT
asir-56424	54	34	2024	2024	NUM
asir-56424	54	35	,	,	PUNCT
asir-56424	54	36	2025	2025	NUM
asir-56424	54	37	;	;	PUNCT
asir-56424	54	38	a.	a.	NOUN
asir-56424	54	39	hejase	hejase	PROPN
asir-56424	54	40	et	et	PROPN
asir-56424	54	41	al	al	PROPN
asir-56424	54	42	.	.	PROPN
asir-56424	54	43	,	,	PUNCT
asir-56424	54	44	2025	2025	NUM
asir-56424	54	45	;	;	PUNCT
asir-56424	54	46	chehimi	chehimi	NOUN
asir-56424	54	47	and	and	CCONJ
asir-56424	54	48	hejase	hejase	NOUN
asir-56424	54	49	,	,	PUNCT
asir-56424	54	50	2024	2024	NUM
asir-56424	54	51	;	;	PUNCT
asir-56424	54	52	masoudi	masoudi	ADJ
asir-56424	54	53	and	and	CCONJ
asir-56424	54	54	hejase	hejase	NOUN
asir-56424	54	55	,	,	PUNCT
asir-56424	54	56	2023	2023	NUM
asir-56424	54	57	;	;	PUNCT
asir-56424	54	58	h.	h.	PROPN
asir-56424	54	59	hejase	hejase	PROPN
asir-56424	54	60	et	et	PROPN
asir-56424	54	61	al	al	PROPN
asir-56424	54	62	.	.	PROPN
asir-56424	54	63	,	,	PUNCT
asir-56424	54	64	2023a	2023a	NUM
asir-56424	54	65	,	,	PUNCT
asir-56424	54	66	b	b	NOUN
asir-56424	54	67	)	)	PUNCT
asir-56424	54	68	.	.	PUNCT
asir-56424	55	1	for	for	ADP
asir-56424	55	2	a	a	DET
asir-56424	55	3	population	population	NOUN
asir-56424	55	4	of	of	ADP
asir-56424	55	5	5,000	5,000	NUM
asir-56424	55	6	or	or	CCONJ
asir-56424	55	7	more	more	ADJ
asir-56424	55	8	(	(	PUNCT
asir-56424	55	9	at	at	ADP
asir-56424	55	10	α	α	NOUN
asir-56424	55	11	=	=	SYM
asir-56424	55	12	5	5	NUM
asir-56424	55	13	%	%	NOUN
asir-56424	55	14	)	)	PUNCT
asir-56424	55	15	and	and	CCONJ
asir-56424	55	16	a	a	DET
asir-56424	55	17	sample	sample	NOUN
asir-56424	55	18	size	size	NOUN
asir-56424	55	19	over	over	ADP
asir-56424	55	20	1,000	1,000	NUM
asir-56424	55	21	,	,	PUNCT
asir-56424	55	22	the	the	DET
asir-56424	55	23	margin	margin	NOUN
asir-56424	55	24	of	of	ADP
asir-56424	55	25	error	error	NOUN
asir-56424	55	26	for	for	ADP
asir-56424	55	27	this	this	DET
asir-56424	55	28	study	study	NOUN
asir-56424	55	29	at	at	ADP
asir-56424	55	30	the	the	DET
asir-56424	55	31	95	95	NUM
asir-56424	55	32	%	%	NOUN
asir-56424	55	33	confidence	confidence	NOUN
asir-56424	55	34	level	level	NOUN
asir-56424	55	35	is	be	AUX
asir-56424	55	36	roughly	roughly	ADV
asir-56424	55	37	±	±	NUM
asir-56424	55	38	3.5	3.5	NUM
asir-56424	55	39	%	%	NOUN
asir-56424	55	40	.	.	PUNCT
asir-56424	56	1	that	that	PRON
asir-56424	56	2	indicates	indicate	VERB
asir-56424	56	3	that	that	SCONJ
asir-56424	56	4	in	in	ADP
asir-56424	56	5	96.5	96.5	NUM
asir-56424	56	6	out	out	ADP
asir-56424	56	7	of	of	ADP
asir-56424	56	8	every	every	DET
asir-56424	56	9	100	100	NUM
asir-56424	56	10	times	time	NOUN
asir-56424	56	11	the	the	DET
asir-56424	56	12	survey	survey	NOUN
asir-56424	56	13	is	be	AUX
asir-56424	56	14	repeated	repeat	VERB
asir-56424	56	15	,	,	PUNCT
asir-56424	56	16	the	the	DET
asir-56424	56	17	outcomes	outcome	NOUN
asir-56424	56	18	will	will	AUX
asir-56424	56	19	differ	differ	VERB
asir-56424	56	20	by	by	ADP
asir-56424	56	21	at	at	ADP
asir-56424	56	22	most	most	ADV
asir-56424	56	23	3.5	3.5	NUM
asir-56424	56	24	%	%	NOUN
asir-56424	56	25	.	.	PUNCT
asir-56424	57	1	this	this	DET
asir-56424	57	2	degree	degree	NOUN
asir-56424	57	3	of	of	ADP
asir-56424	57	4	dependability	dependability	NOUN
asir-56424	57	5	is	be	AUX
asir-56424	57	6	perfect	perfect	ADJ
asir-56424	57	7	for	for	ADP
asir-56424	57	8	this	this	DET
asir-56424	57	9	investigative	investigative	ADJ
asir-56424	57	10	study	study	NOUN
asir-56424	57	11	.	.	PUNCT
asir-56424	58	1	2.2	2.2	NUM
asir-56424	58	2	questionnaire	questionnaire	NOUN
asir-56424	58	3	design	design	NOUN
asir-56424	58	4	this	this	DET
asir-56424	58	5	study	study	NOUN
asir-56424	58	6	questionnaire	questionnaire	NOUN
asir-56424	58	7	used	use	VERB
asir-56424	58	8	the	the	DET
asir-56424	58	9	same	same	ADJ
asir-56424	58	10	form	form	NOUN
asir-56424	58	11	as	as	ADP
asir-56424	58	12	a.	a.	NOUN
asir-56424	58	13	hejase	hejase	PROPN
asir-56424	58	14	et	et	PROPN
asir-56424	58	15	al	al	PROPN
asir-56424	58	16	.	.	PROPN
asir-56424	59	1	(	(	PUNCT
asir-56424	59	2	2025	2025	NUM
asir-56424	59	3	)	)	PUNCT
asir-56424	59	4	.	.	PUNCT
asir-56424	60	1	it	it	PRON
asir-56424	60	2	is	be	AUX
asir-56424	60	3	divided	divide	VERB
asir-56424	60	4	into	into	ADP
asir-56424	60	5	two	two	NUM
asir-56424	60	6	sections	section	NOUN
asir-56424	60	7	,	,	PUNCT
asir-56424	60	8	whereby	whereby	SCONJ
asir-56424	60	9	section	section	NOUN
asir-56424	60	10	1	1	NUM
asir-56424	60	11	delineates	delineate	VERB
asir-56424	60	12	awareness	awareness	NOUN
asir-56424	60	13	of	of	ADP
asir-56424	60	14	crc	crc	NOUN
asir-56424	60	15	indicators	indicator	NOUN
asir-56424	60	16	,	,	PUNCT
asir-56424	60	17	symptoms	symptom	NOUN
asir-56424	60	18	,	,	PUNCT
asir-56424	60	19	risk	risk	NOUN
asir-56424	60	20	elements	element	NOUN
asir-56424	60	21	,	,	PUNCT
asir-56424	60	22	and	and	CCONJ
asir-56424	60	23	readiness	readiness	NOUN
asir-56424	60	24	for	for	ADP
asir-56424	60	25	early	early	ADJ
asir-56424	60	26	screening	screening	NOUN
asir-56424	60	27	initiatives	initiative	NOUN
asir-56424	60	28	(	(	PUNCT
asir-56424	60	29	focusing	focus	VERB
asir-56424	60	30	primarily	primarily	ADV
asir-56424	60	31	on	on	ADP
asir-56424	60	32	colonoscopy	colonoscopy	NOUN
asir-56424	60	33	and	and	CCONJ
asir-56424	60	34	fit	fit	ADJ
asir-56424	60	35	tests	test	NOUN
asir-56424	60	36	)	)	PUNCT
asir-56424	60	37	.	.	PUNCT
asir-56424	61	1	section	section	NOUN
asir-56424	61	2	two	two	NUM
asir-56424	61	3	constitutes	constitute	VERB
asir-56424	61	4	the	the	DET
asir-56424	61	5	socio	socio	NOUN
asir-56424	61	6	-	-	PUNCT
asir-56424	61	7	demographic	demographic	ADJ
asir-56424	61	8	traits	trait	NOUN
asir-56424	61	9	of	of	ADP
asir-56424	61	10	participants	participant	NOUN
asir-56424	61	11	(	(	PUNCT
asir-56424	61	12	age	age	NOUN
asir-56424	61	13	,	,	PUNCT
asir-56424	61	14	gender	gender	NOUN
asir-56424	61	15	,	,	PUNCT
asir-56424	61	16	education	education	NOUN
asir-56424	61	17	level	level	NOUN
asir-56424	61	18	,	,	PUNCT
asir-56424	61	19	location	location	NOUN
asir-56424	61	20	of	of	ADP
asir-56424	61	21	residence	residence	NOUN
asir-56424	61	22	,	,	PUNCT
asir-56424	61	23	work	work	NOUN
asir-56424	61	24	status	status	NOUN
asir-56424	61	25	,	,	PUNCT
asir-56424	61	26	and	and	CCONJ
asir-56424	61	27	marital	marital	ADJ
asir-56424	61	28	status	status	NOUN
asir-56424	61	29	)	)	PUNCT
asir-56424	61	30	.	.	PUNCT
asir-56424	62	1	the	the	DET
asir-56424	62	2	questionnaire	questionnaire	NOUN
asir-56424	62	3	was	be	AUX
asir-56424	62	4	distributed	distribute	VERB
asir-56424	62	5	through	through	ADP
asir-56424	62	6	convenient	convenient	ADJ
asir-56424	62	7	social	social	ADJ
asir-56424	62	8	connections	connection	NOUN
asir-56424	62	9	between	between	ADP
asir-56424	62	10	february	february	PROPN
asir-56424	62	11	2025	2025	NUM
asir-56424	62	12	and	and	CCONJ
asir-56424	62	13	may	may	AUX
asir-56424	62	14	2025	2025	NUM
asir-56424	62	15	.	.	PUNCT
asir-56424	63	1	the	the	DET
asir-56424	63	2	paper	paper	NOUN
asir-56424	63	3	questionnaire	questionnaire	NOUN
asir-56424	63	4	was	be	AUX
asir-56424	63	5	administered	administer	VERB
asir-56424	63	6	to	to	ADP
asir-56424	63	7	a	a	DET
asir-56424	63	8	sample	sample	NOUN
asir-56424	63	9	of	of	ADP
asir-56424	63	10	1,250	1,250	NUM
asir-56424	63	11	individuals	individual	NOUN
asir-56424	63	12	;	;	PUNCT
asir-56424	63	13	however	however	ADV
asir-56424	63	14	,	,	PUNCT
asir-56424	63	15	1229	1229	NUM
asir-56424	63	16	valid	valid	ADJ
asir-56424	63	17	questionnaires	questionnaire	NOUN
asir-56424	63	18	resulted	result	VERB
asir-56424	63	19	.	.	PUNCT
asir-56424	64	1	therefore	therefore	ADV
asir-56424	64	2	,	,	PUNCT
asir-56424	64	3	a	a	DET
asir-56424	64	4	response	response	NOUN
asir-56424	64	5	rate	rate	NOUN
asir-56424	64	6	of	of	ADP
asir-56424	64	7	98.32	98.32	NUM
asir-56424	64	8	%	%	NOUN
asir-56424	64	9	was	be	AUX
asir-56424	64	10	obtained	obtain	VERB
asir-56424	64	11	.	.	PUNCT
asir-56424	65	1	2.3	2.3	NUM
asir-56424	65	2	data	datum	NOUN
asir-56424	65	3	analysis	analysis	NOUN
asir-56424	65	4	a	a	DET
asir-56424	65	5	neural	neural	ADJ
asir-56424	65	6	network	network	NOUN
asir-56424	65	7	(	(	PUNCT
asir-56424	65	8	ann	ann	PROPN
asir-56424	65	9	)	)	PUNCT
asir-56424	65	10	modeling	model	VERB
asir-56424	65	11	calculations	calculation	NOUN
asir-56424	65	12	and	and	CCONJ
asir-56424	65	13	considerations	consideration	NOUN
asir-56424	65	14	are	be	AUX
asir-56424	65	15	based	base	VERB
asir-56424	65	16	on	on	ADP
asir-56424	65	17	the	the	DET
asir-56424	65	18	collected	collect	VERB
asir-56424	65	19	responses	response	NOUN
asir-56424	65	20	from	from	ADP
asir-56424	65	21	the	the	DET
asir-56424	65	22	aforementioned	aforementioned	ADJ
asir-56424	65	23	questionnaire	questionnaire	NOUN
asir-56424	65	24	.	.	PUNCT
asir-56424	66	1	an	an	DET
asir-56424	66	2	ann	ann	PROPN
asir-56424	66	3	is	be	AUX
asir-56424	66	4	a	a	DET
asir-56424	66	5	mathematical	mathematical	ADJ
asir-56424	66	6	structure	structure	NOUN
asir-56424	66	7	created	create	VERB
asir-56424	66	8	to	to	PART
asir-56424	66	9	emulate	emulate	VERB
asir-56424	66	10	the	the	DET
asir-56424	66	11	operations	operation	NOUN
asir-56424	66	12	of	of	ADP
asir-56424	66	13	the	the	DET
asir-56424	66	14	brain	brain	NOUN
asir-56424	66	15	's	's	PART
asir-56424	66	16	central	central	ADJ
asir-56424	66	17	nervous	nervous	ADJ
asir-56424	66	18	system	system	NOUN
asir-56424	66	19	(	(	PUNCT
asir-56424	66	20	hadoua	hadoua	ADJ
asir-56424	66	21	,	,	PUNCT
asir-56424	66	22	belaadi	belaadi	NOUN
asir-56424	66	23	,	,	PUNCT
asir-56424	66	24	ghernaoutb	ghernaoutb	NOUN
asir-56424	66	25	,	,	PUNCT
asir-56424	66	26	&	&	CCONJ
asir-56424	66	27	mukalazid	mukalazid	PROPN
asir-56424	66	28	,	,	PUNCT
asir-56424	66	29	2025	2025	NUM
asir-56424	66	30	)	)	PUNCT
asir-56424	66	31	.	.	PUNCT
asir-56424	67	1	it	it	PRON
asir-56424	67	2	can	can	AUX
asir-56424	67	3	recognize	recognize	VERB
asir-56424	67	4	patterns	pattern	NOUN
asir-56424	67	5	and	and	CCONJ
asir-56424	67	6	learn	learn	VERB
asir-56424	67	7	the	the	DET
asir-56424	67	8	ability	ability	NOUN
asir-56424	67	9	to	to	PART
asir-56424	67	10	make	make	VERB
asir-56424	67	11	forecasts	forecast	NOUN
asir-56424	67	12	by	by	ADP
asir-56424	67	13	utilizing	utilize	VERB
asir-56424	67	14	empirical	empirical	ADJ
asir-56424	67	15	models	model	NOUN
asir-56424	67	16	(	(	PUNCT
asir-56424	67	17	hejase	hejase	NOUN
asir-56424	67	18	&	&	CCONJ
asir-56424	67	19	hejase	hejase	PROPN
asir-56424	67	20	,	,	PUNCT
asir-56424	67	21	1997	1997	NUM
asir-56424	67	22	)	)	PUNCT
asir-56424	67	23	.	.	PUNCT
asir-56424	68	1	neural	neural	ADJ
asir-56424	68	2	networks	network	NOUN
asir-56424	68	3	serve	serve	VERB
asir-56424	68	4	a	a	DET
asir-56424	68	5	wide	wide	ADJ
asir-56424	68	6	range	range	NOUN
asir-56424	68	7	of	of	ADP
asir-56424	68	8	purposes	purpose	NOUN
asir-56424	68	9	.	.	PUNCT
asir-56424	69	1	to	to	PART
asir-56424	69	2	identify	identify	VERB
asir-56424	69	3	the	the	DET
asir-56424	69	4	best	good	ADJ
asir-56424	69	5	parameters	parameter	NOUN
asir-56424	69	6	for	for	ADP
asir-56424	69	7	the	the	DET
asir-56424	69	8	prediction	prediction	NOUN
asir-56424	69	9	model	model	NOUN
asir-56424	69	10	,	,	PUNCT
asir-56424	69	11	it	it	PRON
asir-56424	69	12	is	be	AUX
asir-56424	69	13	crucial	crucial	ADJ
asir-56424	69	14	to	to	PART
asir-56424	69	15	conduct	conduct	VERB
asir-56424	69	16	experiments	experiment	NOUN
asir-56424	69	17	on	on	ADP
asir-56424	69	18	these	these	DET
asir-56424	69	19	models	model	NOUN
asir-56424	69	20	(	(	PUNCT
asir-56424	69	21	turco	turco	PROPN
asir-56424	69	22	et	et	PROPN
asir-56424	69	23	al	al	PROPN
asir-56424	69	24	.	.	PROPN
asir-56424	69	25	,	,	PUNCT
asir-56424	69	26	2021	2021	NUM
asir-56424	69	27	)	)	PUNCT
asir-56424	69	28	.	.	PUNCT
asir-56424	70	1	the	the	DET
asir-56424	70	2	quantity	quantity	NOUN
asir-56424	70	3	of	of	ADP
asir-56424	70	4	cells	cell	NOUN
asir-56424	70	5	in	in	ADP
asir-56424	70	6	the	the	DET
asir-56424	70	7	hidden	hide	VERB
asir-56424	70	8	layer	layer	NOUN
asir-56424	70	9	is	be	AUX
asir-56424	70	10	essential	essential	ADJ
asir-56424	70	11	in	in	ADP
asir-56424	70	12	network	network	NOUN
asir-56424	70	13	design	design	NOUN
asir-56424	70	14	.	.	PUNCT
asir-56424	71	1	the	the	DET
asir-56424	71	2	current	current	ADJ
asir-56424	71	3	study	study	NOUN
asir-56424	71	4	examined	examine	VERB
asir-56424	71	5	different	different	ADJ
asir-56424	71	6	quantities	quantity	NOUN
asir-56424	71	7	of	of	ADP
asir-56424	71	8	neurons	neuron	NOUN
asir-56424	71	9	in	in	ADP
asir-56424	71	10	the	the	DET
asir-56424	71	11	concealed	conceal	VERB
asir-56424	71	12	layer	layer	NOUN
asir-56424	71	13	.	.	PUNCT
asir-56424	72	1	the	the	DET
asir-56424	72	2	ideal	ideal	ADJ
asir-56424	72	3	quantity	quantity	NOUN
asir-56424	72	4	varies	vary	VERB
asir-56424	72	5	based	base	VERB
asir-56424	72	6	on	on	ADP
asir-56424	72	7	the	the	DET
asir-56424	72	8	particulars	particular	NOUN
asir-56424	72	9	of	of	ADP
asir-56424	72	10	the	the	DET
asir-56424	72	11	problem	problem	NOUN
asir-56424	72	12	at	at	ADP
asir-56424	72	13	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-56424	72	14	applied	apply	VERB
asir-56424	72	15	science	science	NOUN
asir-56424	72	16	and	and	CCONJ
asir-56424	72	17	innovative	innovative	ADJ
asir-56424	72	18	research	research	NOUN
asir-56424	72	19	vol	vol	NOUN
asir-56424	72	20	.	.	PUNCT
asir-56424	73	1	9	9	NUM
asir-56424	73	2	,	,	PUNCT
asir-56424	73	3	no	no	INTJ
asir-56424	73	4	.	.	NOUN
asir-56424	73	5	3	3	NUM
asir-56424	73	6	,	,	PUNCT
asir-56424	73	7	2025	2025	NUM
asir-56424	73	8	26	26	NUM
asir-56424	73	9	published	publish	VERB
asir-56424	73	10	by	by	ADP
asir-56424	73	11	scholink	scholink	PROPN
asir-56424	73	12	inc	inc	PROPN
asir-56424	73	13	.	.	PROPN
asir-56424	73	14	hand	hand	PROPN
asir-56424	73	15	and	and	CCONJ
asir-56424	73	16	the	the	DET
asir-56424	73	17	training	training	NOUN
asir-56424	73	18	method	method	NOUN
asir-56424	73	19	employed	employ	VERB
asir-56424	73	20	,	,	PUNCT
asir-56424	73	21	ascertained	ascertain	VERB
asir-56424	73	22	through	through	ADP
asir-56424	73	23	a	a	DET
asir-56424	73	24	series	series	NOUN
asir-56424	73	25	of	of	ADP
asir-56424	73	26	ongoing	ongoing	ADJ
asir-56424	73	27	experimentation	experimentation	NOUN
asir-56424	73	28	(	(	PUNCT
asir-56424	73	29	altıntaş	altıntaş	NOUN
asir-56424	73	30	et	et	PROPN
asir-56424	73	31	al	al	PROPN
asir-56424	73	32	.	.	PROPN
asir-56424	73	33	,	,	PUNCT
asir-56424	73	34	2019	2019	NUM
asir-56424	73	35	)	)	PUNCT
asir-56424	73	36	.	.	PUNCT
asir-56424	74	1	therefore	therefore	ADV
asir-56424	74	2	,	,	PUNCT
asir-56424	74	3	data	datum	NOUN
asir-56424	74	4	processing	processing	NOUN
asir-56424	74	5	for	for	ADP
asir-56424	74	6	neural	neural	ADJ
asir-56424	74	7	networks	network	NOUN
asir-56424	74	8	involves	involve	VERB
asir-56424	74	9	preparing	prepare	VERB
asir-56424	74	10	raw	raw	ADJ
asir-56424	74	11	data	datum	NOUN
asir-56424	74	12	into	into	ADP
asir-56424	74	13	a	a	DET
asir-56424	74	14	format	format	NOUN
asir-56424	74	15	that	that	SCONJ
asir-56424	74	16	the	the	DET
asir-56424	74	17	network	network	NOUN
asir-56424	74	18	can	can	AUX
asir-56424	74	19	effectively	effectively	ADV
asir-56424	74	20	learn	learn	VERB
asir-56424	74	21	from	from	ADP
asir-56424	74	22	.	.	PUNCT
asir-56424	75	1	this	this	PRON
asir-56424	75	2	includes	include	VERB
asir-56424	75	3	cleaning	cleaning	NOUN
asir-56424	75	4	,	,	PUNCT
asir-56424	75	5	transforming	transform	VERB
asir-56424	75	6	,	,	PUNCT
asir-56424	75	7	and	and	CCONJ
asir-56424	75	8	scaling	scale	VERB
asir-56424	75	9	the	the	DET
asir-56424	75	10	data	datum	NOUN
asir-56424	75	11	,	,	PUNCT
asir-56424	75	12	as	as	ADV
asir-56424	75	13	well	well	ADV
asir-56424	75	14	as	as	ADP
asir-56424	75	15	potentially	potentially	ADV
asir-56424	75	16	reducing	reduce	VERB
asir-56424	75	17	dimensionality	dimensionality	NOUN
asir-56424	75	18	or	or	CCONJ
asir-56424	75	19	creating	create	VERB
asir-56424	75	20	new	new	ADJ
asir-56424	75	21	features	feature	NOUN
asir-56424	75	22	.	.	PUNCT
asir-56424	76	1	these	these	DET
asir-56424	76	2	steps	step	NOUN
asir-56424	76	3	are	be	AUX
asir-56424	76	4	crucial	crucial	ADJ
asir-56424	76	5	for	for	ADP
asir-56424	76	6	optimal	optimal	ADJ
asir-56424	76	7	network	network	NOUN
asir-56424	76	8	performance	performance	NOUN
asir-56424	76	9	and	and	CCONJ
asir-56424	76	10	generalization	generalization	NOUN
asir-56424	76	11	(	(	PUNCT
asir-56424	76	12	peace	peace	NOUN
asir-56424	76	13	,	,	PUNCT
asir-56424	76	14	chris	chris	PROPN
asir-56424	76	15	,	,	PUNCT
asir-56424	76	16	&	&	CCONJ
asir-56424	76	17	victor	victor	PROPN
asir-56424	76	18	,	,	PUNCT
asir-56424	76	19	2024	2024	NUM
asir-56424	76	20	)	)	PUNCT
asir-56424	76	21	.	.	PUNCT
asir-56424	77	1	the	the	DET
asir-56424	77	2	adopted	adopt	VERB
asir-56424	77	3	dataset	dataset	NOUN
asir-56424	77	4	contains	contain	VERB
asir-56424	77	5	the	the	DET
asir-56424	77	6	demographic	demographic	ADJ
asir-56424	77	7	information	information	NOUN
asir-56424	77	8	collected	collect	VERB
asir-56424	77	9	from	from	ADP
asir-56424	77	10	the	the	DET
asir-56424	77	11	survey	survey	NOUN
asir-56424	77	12	participants	participant	NOUN
asir-56424	77	13	.	.	PUNCT
asir-56424	78	1	as	as	SCONJ
asir-56424	78	2	previously	previously	ADV
asir-56424	78	3	mentioned	mention	VERB
asir-56424	78	4	,	,	PUNCT
asir-56424	78	5	the	the	DET
asir-56424	78	6	demographics	demographic	NOUN
asir-56424	78	7	set	set	VERB
asir-56424	78	8	includes	include	VERB
asir-56424	78	9	six	six	NUM
asir-56424	78	10	input	input	NOUN
asir-56424	78	11	variables	variable	NOUN
asir-56424	78	12	and	and	CCONJ
asir-56424	78	13	one	one	NUM
asir-56424	78	14	binary	binary	ADJ
asir-56424	78	15	target	target	NOUN
asir-56424	78	16	variable	variable	NOUN
asir-56424	78	17	as	as	SCONJ
asir-56424	78	18	follows	follow	VERB
asir-56424	78	19	:	:	PUNCT
asir-56424	78	20	1	1	X
asir-56424	78	21	.	.	X
asir-56424	78	22	age	age	NOUN
asir-56424	78	23	:	:	PUNCT
asir-56424	78	24	participant	participant	ADJ
asir-56424	78	25	age	age	NOUN
asir-56424	78	26	at	at	ADP
asir-56424	78	27	last	last	ADJ
asir-56424	78	28	birthday	birthday	NOUN
asir-56424	78	29	(	(	PUNCT
asir-56424	78	30	covariate	covariate	ADJ
asir-56424	78	31	,	,	PUNCT
asir-56424	78	32	continuous	continuous	ADJ
asir-56424	78	33	variable	variable	NOUN
asir-56424	78	34	)	)	PUNCT
asir-56424	78	35	.	.	PUNCT
asir-56424	79	1	2	2	X
asir-56424	79	2	.	.	X
asir-56424	79	3	gender	gender	NOUN
asir-56424	79	4	:	:	PUNCT
asir-56424	79	5	gender	gender	NOUN
asir-56424	79	6	classification	classification	NOUN
asir-56424	79	7	(	(	PUNCT
asir-56424	79	8	categorical	categorical	ADJ
asir-56424	79	9	:	:	SYM
asir-56424	79	10	1	1	NUM
asir-56424	79	11	=	=	SYM
asir-56424	79	12	female	female	NOUN
asir-56424	79	13	,	,	PUNCT
asir-56424	79	14	2	2	NUM
asir-56424	79	15	=	=	SYM
asir-56424	79	16	male	male	NOUN
asir-56424	79	17	)	)	PUNCT
asir-56424	79	18	.	.	PUNCT
asir-56424	80	1	3	3	X
asir-56424	80	2	.	.	X
asir-56424	80	3	marital	marital	ADJ
asir-56424	80	4	status	status	NOUN
asir-56424	80	5	:	:	PUNCT
asir-56424	80	6	marital	marital	ADJ
asir-56424	80	7	status	status	NOUN
asir-56424	80	8	(	(	PUNCT
asir-56424	80	9	categorical	categorical	ADJ
asir-56424	80	10	:	:	SYM
asir-56424	80	11	1	1	NUM
asir-56424	80	12	=	=	SYM
asir-56424	80	13	single	single	ADJ
asir-56424	80	14	,	,	PUNCT
asir-56424	80	15	2	2	NUM
asir-56424	80	16	=	=	SYM
asir-56424	80	17	married	marry	VERB
asir-56424	80	18	,	,	PUNCT
asir-56424	80	19	3	3	NUM
asir-56424	80	20	=	=	NUM
asir-56424	80	21	divorced	divorce	VERB
asir-56424	80	22	,	,	PUNCT
asir-56424	80	23	4	4	NUM
asir-56424	80	24	=	=	NUM
asir-56424	80	25	separated	separate	VERB
asir-56424	80	26	,	,	PUNCT
asir-56424	80	27	5	5	NUM
asir-56424	80	28	=	=	NUM
asir-56424	80	29	widowed	widow	VERB
asir-56424	80	30	)	)	PUNCT
asir-56424	80	31	.	.	PUNCT
asir-56424	81	1	4	4	X
asir-56424	81	2	.	.	X
asir-56424	81	3	education	education	NOUN
asir-56424	81	4	:	:	PUNCT
asir-56424	81	5	education	education	NOUN
asir-56424	81	6	level	level	NOUN
asir-56424	81	7	(	(	PUNCT
asir-56424	81	8	categorical	categorical	ADJ
asir-56424	81	9	:	:	SYM
asir-56424	81	10	1	1	NUM
asir-56424	81	11	=	=	SYM
asir-56424	81	12	higher	high	ADJ
asir-56424	81	13	studies	study	NOUN
asir-56424	81	14	,	,	PUNCT
asir-56424	81	15	2	2	NUM
asir-56424	81	16	=	=	SYM
asir-56424	81	17	university	university	NOUN
asir-56424	81	18	,	,	PUNCT
asir-56424	81	19	3	3	NUM
asir-56424	81	20	=	=	SYM
asir-56424	81	21	high	high	ADJ
asir-56424	81	22	school	school	NOUN
asir-56424	81	23	,	,	PUNCT
asir-56424	81	24	4	4	NUM
asir-56424	81	25	=	=	SYM
asir-56424	81	26	less	less	ADJ
asir-56424	81	27	than	than	ADP
asir-56424	81	28	high	high	ADJ
asir-56424	81	29	school	school	NOUN
asir-56424	81	30	)	)	PUNCT
asir-56424	81	31	5	5	NUM
asir-56424	81	32	.	.	X
asir-56424	81	33	where	where	SCONJ
asir-56424	81	34	you	you	PRON
asir-56424	81	35	live	live	VERB
asir-56424	81	36	:	:	PUNCT
asir-56424	81	37	lebanese	lebanese	ADJ
asir-56424	81	38	geographic	geographic	ADJ
asir-56424	81	39	location	location	NOUN
asir-56424	81	40	(	(	PUNCT
asir-56424	81	41	categorical	categorical	ADJ
asir-56424	81	42	:	:	SYM
asir-56424	81	43	1	1	NUM
asir-56424	81	44	=	=	SYM
asir-56424	81	45	akkar	akkar	NOUN
asir-56424	81	46	,	,	PUNCT
asir-56424	81	47	2	2	NUM
asir-56424	81	48	=	=	SYM
asir-56424	81	49	mount	mount	PROPN
asir-56424	81	50	lebanon	lebanon	PROPN
asir-56424	81	51	,	,	PUNCT
asir-56424	81	52	3	3	NUM
asir-56424	81	53	=	=	SYM
asir-56424	81	54	bekka	bekka	PROPN
asir-56424	81	55	,	,	PUNCT
asir-56424	81	56	4	4	NUM
asir-56424	81	57	=	=	SYM
asir-56424	81	58	north	north	PROPN
asir-56424	81	59	lebanon	lebanon	PROPN
asir-56424	81	60	,	,	PUNCT
asir-56424	81	61	5	5	NUM
asir-56424	81	62	=	=	SYM
asir-56424	81	63	dahie	dahie	NOUN
asir-56424	81	64	,	,	PUNCT
asir-56424	81	65	6	6	NUM
asir-56424	81	66	=	=	SYM
asir-56424	81	67	beirut	beirut	PROPN
asir-56424	81	68	,	,	PUNCT
asir-56424	81	69	7	7	NUM
asir-56424	81	70	=	=	SYM
asir-56424	81	71	south	south	PROPN
asir-56424	81	72	lebanon	lebanon	PROPN
asir-56424	81	73	,	,	PUNCT
asir-56424	81	74	8	8	NUM
asir-56424	81	75	=	=	SYM
asir-56424	81	76	shouf	shouf	PROPN
asir-56424	81	77	)	)	PUNCT
asir-56424	81	78	.	.	PUNCT
asir-56424	82	1	6	6	X
asir-56424	82	2	.	.	X
asir-56424	82	3	work	work	NOUN
asir-56424	82	4	status	status	NOUN
asir-56424	82	5	:	:	PUNCT
asir-56424	82	6	employment	employment	NOUN
asir-56424	82	7	status	status	NOUN
asir-56424	82	8	(	(	PUNCT
asir-56424	82	9	categorical	categorical	ADJ
asir-56424	82	10	:	:	SYM
asir-56424	82	11	1	1	NUM
asir-56424	82	12	=	=	NUM
asir-56424	82	13	works	work	NOUN
asir-56424	82	14	,	,	PUNCT
asir-56424	82	15	2	2	NUM
asir-56424	82	16	=	=	SYM
asir-56424	82	17	no	no	DET
asir-56424	82	18	-	-	PUNCT
asir-56424	82	19	work	work	NOUN
asir-56424	82	20	,	,	PUNCT
asir-56424	82	21	3	3	NUM
asir-56424	82	22	=	=	NOUN
asir-56424	82	23	housewife	housewife	NOUN
asir-56424	82	24	,	,	PUNCT
asir-56424	82	25	4	4	NUM
asir-56424	82	26	=	=	NUM
asir-56424	82	27	retired	retire	VERB
asir-56424	82	28	,	,	PUNCT
asir-56424	82	29	5	5	NUM
asir-56424	82	30	=	=	SYM
asir-56424	82	31	studying	study	VERB
asir-56424	82	32	)	)	PUNCT
asir-56424	82	33	.	.	PUNCT
asir-56424	83	1	one	one	NUM
asir-56424	83	2	target	target	NOUN
asir-56424	83	3	variable	variable	NOUN
asir-56424	83	4	is	be	AUX
asir-56424	83	5	included	include	VERB
asir-56424	83	6	1	1	NUM
asir-56424	83	7	.	.	PUNCT
asir-56424	84	1	heard	hear	VERB
asir-56424	84	2	of	of	ADP
asir-56424	84	3	crc	crc	NOUN
asir-56424	84	4	:	:	PUNCT
asir-56424	84	5	binary	binary	ADJ
asir-56424	84	6	outcome	outcome	NOUN
asir-56424	84	7	(	(	PUNCT
asir-56424	84	8	originally	originally	ADV
asir-56424	84	9	encoded	encode	VERB
asir-56424	84	10	as	as	ADP
asir-56424	84	11	1	1	NUM
asir-56424	84	12	=	=	SYM
asir-56424	84	13	yes	yes	INTJ
asir-56424	84	14	,	,	PUNCT
asir-56424	84	15	2	2	NUM
asir-56424	84	16	=	=	SYM
asir-56424	84	17	no	no	NOUN
asir-56424	84	18	)	)	PUNCT
asir-56424	84	19	2.3.1	2.3.1	NUM
asir-56424	84	20	data	datum	NOUN
asir-56424	84	21	processing	processing	NOUN
asir-56424	84	22	for	for	ADP
asir-56424	84	23	data	datum	NOUN
asir-56424	84	24	preprocessing	preprocessing	NOUN
asir-56424	84	25	,	,	PUNCT
asir-56424	84	26	the	the	DET
asir-56424	84	27	authors	author	NOUN
asir-56424	84	28	followed	follow	VERB
asir-56424	84	29	the	the	DET
asir-56424	84	30	steps	step	NOUN
asir-56424	84	31	recommended	recommend	VERB
asir-56424	84	32	by	by	ADP
asir-56424	84	33	ann	ann	PROPN
asir-56424	84	34	literature	literature	PROPN
asir-56424	84	35	(	(	PUNCT
asir-56424	84	36	ibm	ibm	PROPN
asir-56424	84	37	,	,	PUNCT
asir-56424	84	38	2019	2019	NUM
asir-56424	84	39	;	;	PUNCT
asir-56424	84	40	pisa	pisa	PROPN
asir-56424	84	41	,	,	PUNCT
asir-56424	84	42	santín	santín	NOUN
asir-56424	84	43	,	,	PUNCT
asir-56424	84	44	lopez	lopez	PROPN
asir-56424	84	45	vicario	vicario	PROPN
asir-56424	84	46	,	,	PUNCT
asir-56424	84	47	morell	morell	PROPN
asir-56424	84	48	,	,	PUNCT
asir-56424	84	49	&	&	CCONJ
asir-56424	84	50	vilanova	vilanova	PROPN
asir-56424	84	51	,	,	PUNCT
asir-56424	84	52	2019	2019	NUM
asir-56424	84	53	)	)	PUNCT
asir-56424	84	54	.	.	PUNCT
asir-56424	85	1	the	the	DET
asir-56424	85	2	key	key	ADJ
asir-56424	85	3	preprocessing	preprocessing	NOUN
asir-56424	85	4	steps	step	NOUN
asir-56424	85	5	were	be	AUX
asir-56424	85	6	:	:	PUNCT
asir-56424	85	7	(	(	PUNCT
asir-56424	85	8	1	1	X
asir-56424	85	9	)	)	PUNCT
asir-56424	85	10	data	datum	NOUN
asir-56424	85	11	cleaning	cleaning	NOUN
asir-56424	85	12	:	:	PUNCT
asir-56424	85	13	remove	remove	VERB
asir-56424	85	14	rows	row	NOUN
asir-56424	85	15	with	with	ADP
asir-56424	85	16	missing	miss	VERB
asir-56424	85	17	values	value	NOUN
asir-56424	85	18	across	across	ADP
asir-56424	85	19	all	all	DET
asir-56424	85	20	features	feature	NOUN
asir-56424	85	21	.	.	PUNCT
asir-56424	86	1	this	this	DET
asir-56424	86	2	step	step	NOUN
asir-56424	86	3	eliminated	eliminate	VERB
asir-56424	86	4	10	10	NUM
asir-56424	86	5	records	record	NOUN
asir-56424	86	6	,	,	PUNCT
asir-56424	86	7	leaving	leave	VERB
asir-56424	86	8	1,219	1,219	NUM
asir-56424	86	9	valid	valid	ADJ
asir-56424	86	10	data	datum	NOUN
asir-56424	86	11	records	record	NOUN
asir-56424	86	12	.	.	PUNCT
asir-56424	87	1	(	(	PUNCT
asir-56424	87	2	2	2	X
asir-56424	87	3	)	)	PUNCT
asir-56424	87	4	target	target	NOUN
asir-56424	87	5	encoding	encoding	NOUN
asir-56424	87	6	:	:	PUNCT
asir-56424	87	7	convert	convert	VERB
asir-56424	87	8	original	original	ADJ
asir-56424	87	9	encoding	encoding	NOUN
asir-56424	87	10	(	(	PUNCT
asir-56424	87	11	1	1	NUM
asir-56424	87	12	=	=	NUM
asir-56424	87	13	yes	yes	ADJ
asir-56424	87	14	,	,	PUNCT
asir-56424	87	15	2	2	NUM
asir-56424	87	16	=	=	SYM
asir-56424	87	17	no	no	NOUN
asir-56424	87	18	)	)	PUNCT
asir-56424	87	19	to	to	ADP
asir-56424	87	20	binary	binary	NOUN
asir-56424	87	21	(	(	PUNCT
asir-56424	87	22	1	1	NUM
asir-56424	87	23	=	=	NUM
asir-56424	87	24	yes	yes	ADJ
asir-56424	87	25	,	,	PUNCT
asir-56424	87	26	0	0	PUNCT
asir-56424	87	27	=	=	SYM
asir-56424	87	28	no	no	NOUN
asir-56424	87	29	)	)	PUNCT
asir-56424	87	30	.	.	PUNCT
asir-56424	88	1	(	(	PUNCT
asir-56424	88	2	3	3	X
asir-56424	88	3	)	)	PUNCT
asir-56424	88	4	continuous	continuous	ADJ
asir-56424	88	5	feature	feature	NOUN
asir-56424	88	6	scaling	scaling	NOUN
asir-56424	88	7	:	:	PUNCT
asir-56424	88	8	apply	apply	VERB
asir-56424	88	9	standard	standard	ADJ
asir-56424	88	10	scaler	scaler	NOUN
asir-56424	88	11	(	(	PUNCT
asir-56424	88	12	standardizes	standardize	NOUN
asir-56424	88	13	age	age	NOUN
asir-56424	88	14	by	by	ADP
asir-56424	88	15	removing	remove	VERB
asir-56424	88	16	the	the	DET
asir-56424	88	17	mean	mean	NOUN
asir-56424	88	18	and	and	CCONJ
asir-56424	88	19	dividing	dividing	NOUN
asir-56424	88	20	by	by	ADP
asir-56424	88	21	the	the	DET
asir-56424	88	22	standard	standard	ADJ
asir-56424	88	23	deviation	deviation	NOUN
asir-56424	88	24	of	of	ADP
asir-56424	88	25	ages	age	NOUN
asir-56424	88	26	)	)	PUNCT
asir-56424	88	27	.	.	PUNCT
asir-56424	89	1	(	(	PUNCT
asir-56424	89	2	4	4	X
asir-56424	89	3	)	)	PUNCT
asir-56424	89	4	categorical	categorical	ADJ
asir-56424	89	5	features	feature	NOUN
asir-56424	89	6	:	:	PUNCT
asir-56424	89	7	the	the	DET
asir-56424	89	8	method	method	NOUN
asir-56424	89	9	of	of	ADP
asir-56424	89	10	one	one	NUM
asir-56424	89	11	-	-	PUNCT
asir-56424	89	12	hot	hot	ADJ
asir-56424	89	13	encoding	encoding	NOUN
asir-56424	89	14	transforms	transform	VERB
asir-56424	89	15	categorical	categorical	ADJ
asir-56424	89	16	data	datum	NOUN
asir-56424	89	17	into	into	ADP
asir-56424	89	18	a	a	DET
asir-56424	89	19	numerical	numerical	ADJ
asir-56424	89	20	format	format	NOUN
asir-56424	89	21	suitable	suitable	ADJ
asir-56424	89	22	for	for	ADP
asir-56424	89	23	use	use	NOUN
asir-56424	89	24	by	by	ADP
asir-56424	89	25	machine	machine	NOUN
asir-56424	89	26	learning	learning	NOUN
asir-56424	89	27	(	(	PUNCT
asir-56424	89	28	ml	ml	NOUN
asir-56424	89	29	)	)	PUNCT
asir-56424	89	30	algorithms	algorithm	NOUN
asir-56424	89	31	.	.	PUNCT
asir-56424	90	1	it	it	PRON
asir-56424	90	2	operates	operate	VERB
asir-56424	90	3	by	by	ADP
asir-56424	90	4	generating	generate	VERB
asir-56424	90	5	a	a	DET
asir-56424	90	6	binary	binary	ADJ
asir-56424	90	7	column	column	NOUN
asir-56424	90	8	for	for	ADP
asir-56424	90	9	every	every	DET
asir-56424	90	10	distinctive	distinctive	ADJ
asir-56424	90	11	category	category	NOUN
asir-56424	90	12	in	in	ADP
asir-56424	90	13	a	a	DET
asir-56424	90	14	feature	feature	NOUN
asir-56424	90	15	,	,	PUNCT
asir-56424	90	16	where	where	SCONJ
asir-56424	90	17	a	a	DET
asir-56424	90	18	value	value	NOUN
asir-56424	90	19	of	of	ADP
asir-56424	90	20	1	1	NUM
asir-56424	90	21	signifies	signifie	NOUN
asir-56424	90	22	the	the	DET
asir-56424	90	23	existence	existence	NOUN
asir-56424	90	24	of	of	ADP
asir-56424	90	25	that	that	DET
asir-56424	90	26	category	category	NOUN
asir-56424	90	27	and	and	CCONJ
asir-56424	90	28	0	0	NUM
asir-56424	90	29	signifies	signify	VERB
asir-56424	90	30	its	its	PRON
asir-56424	90	31	lack	lack	NOUN
asir-56424	90	32	.	.	PUNCT
asir-56424	91	1	(	(	PUNCT
asir-56424	91	2	5	5	X
asir-56424	91	3	)	)	PUNCT
asir-56424	91	4	data	datum	NOUN
asir-56424	91	5	validation	validation	NOUN
asir-56424	91	6	:	:	PUNCT
asir-56424	91	7	ensure	ensure	VERB
asir-56424	91	8	all	all	DET
asir-56424	91	9	features	feature	NOUN
asir-56424	91	10	are	be	AUX
asir-56424	91	11	properly	properly	ADV
asir-56424	91	12	typed	type	VERB
asir-56424	91	13	as	as	ADP
asir-56424	91	14	integers	integer	NOUN
asir-56424	91	15	.	.	PUNCT
asir-56424	92	1	(	(	PUNCT
asir-56424	92	2	6	6	X
asir-56424	92	3	)	)	PUNCT
asir-56424	92	4	data	datum	NOUN
asir-56424	92	5	partition	partition	NOUN
asir-56424	92	6	:	:	PUNCT
asir-56424	92	7	the	the	DET
asir-56424	92	8	1,219	1,219	NUM
asir-56424	92	9	data	datum	NOUN
asir-56424	92	10	cases	case	NOUN
asir-56424	92	11	were	be	AUX
asir-56424	92	12	randomly	randomly	ADV
asir-56424	92	13	partitioned	partition	VERB
asir-56424	92	14	into	into	ADP
asir-56424	92	15	81.5	81.5	NUM
asir-56424	92	16	%	%	NOUN
asir-56424	92	17	(	(	PUNCT
asir-56424	92	18	993	993	NUM
asir-56424	92	19	)	)	PUNCT
asir-56424	92	20	for	for	ADP
asir-56424	92	21	training	training	NOUN
asir-56424	92	22	,	,	PUNCT
asir-56424	92	23	8.6	8.6	NUM
asir-56424	92	24	%	%	NOUN
asir-56424	92	25	(	(	PUNCT
asir-56424	92	26	105	105	NUM
asir-56424	92	27	)	)	PUNCT
asir-56424	92	28	for	for	ADP
asir-56424	92	29	testing	testing	NOUN
asir-56424	92	30	,	,	PUNCT
asir-56424	92	31	and	and	CCONJ
asir-56424	92	32	9.9	9.9	NUM
asir-56424	92	33	%	%	NOUN
asir-56424	92	34	(	(	PUNCT
asir-56424	92	35	121	121	NUM
asir-56424	92	36	)	)	PUNCT
asir-56424	92	37	for	for	ADP
asir-56424	92	38	validation	validation	NOUN
asir-56424	92	39	.	.	PUNCT
asir-56424	93	1	2.3.2	2.3.2	NUM
asir-56424	93	2	neural	neural	ADJ
asir-56424	93	3	network	network	NOUN
asir-56424	93	4	architecture	architecture	NOUN
asir-56424	93	5	figure	figure	NOUN
asir-56424	93	6	1	1	NUM
asir-56424	93	7	illustrates	illustrate	VERB
asir-56424	93	8	that	that	SCONJ
asir-56424	93	9	the	the	DET
asir-56424	93	10	architecture	architecture	NOUN
asir-56424	93	11	of	of	ADP
asir-56424	93	12	a	a	DET
asir-56424	93	13	neural	neural	ADJ
asir-56424	93	14	network	network	NOUN
asir-56424	93	15	is	be	AUX
asir-56424	93	16	made	make	VERB
asir-56424	93	17	up	up	ADP
asir-56424	93	18	of	of	ADP
asir-56424	93	19	an	an	DET
asir-56424	93	20	input	input	NOUN
asir-56424	93	21	,	,	PUNCT
asir-56424	93	22	an	an	DET
asir-56424	93	23	output	output	NOUN
asir-56424	93	24	,	,	PUNCT
asir-56424	93	25	and	and	CCONJ
asir-56424	93	26	one	one	NUM
asir-56424	93	27	or	or	CCONJ
asir-56424	93	28	more	more	ADV
asir-56424	93	29	hidden	hidden	ADJ
asir-56424	93	30	layers	layer	NOUN
asir-56424	93	31	.	.	PUNCT
asir-56424	94	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-56424	94	2	applied	apply	VERB
asir-56424	94	3	science	science	NOUN
asir-56424	94	4	and	and	CCONJ
asir-56424	94	5	innovative	innovative	ADJ
asir-56424	94	6	research	research	NOUN
asir-56424	94	7	vol	vol	NOUN
asir-56424	94	8	.	.	PUNCT
asir-56424	95	1	9	9	NUM
asir-56424	95	2	,	,	PUNCT
asir-56424	95	3	no	no	INTJ
asir-56424	95	4	.	.	NOUN
asir-56424	95	5	3	3	NUM
asir-56424	95	6	,	,	PUNCT
asir-56424	95	7	2025	2025	NUM
asir-56424	95	8	27	27	NUM
asir-56424	95	9	published	publish	VERB
asir-56424	95	10	by	by	ADP
asir-56424	95	11	scholink	scholink	PROPN
asir-56424	95	12	inc	inc	PROPN
asir-56424	95	13	.	.	PROPN
asir-56424	95	14	figure	figure	NOUN
asir-56424	96	1	1	1	NUM
asir-56424	96	2	.	.	PUNCT
asir-56424	96	3	neural	neural	ADJ
asir-56424	96	4	networks	network	NOUN
asir-56424	96	5	architecture	architecture	NOUN
asir-56424	96	6	source	source	NOUN
asir-56424	96	7	:	:	PUNCT
asir-56424	96	8	geeksforgeeks	geeksforgeek	NOUN
asir-56424	96	9	,	,	PUNCT
asir-56424	96	10	2025a	2025a	NUM
asir-56424	96	11	hadoua	hadoua	ADJ
asir-56424	96	12	(	(	PUNCT
asir-56424	96	13	2025	2025	NUM
asir-56424	96	14	)	)	PUNCT
asir-56424	96	15	posits	posit	NOUN
asir-56424	96	16	that	that	SCONJ
asir-56424	96	17	“	"	PUNCT
asir-56424	96	18	artificial	artificial	ADJ
asir-56424	96	19	neural	neural	ADJ
asir-56424	96	20	networks	network	NOUN
asir-56424	96	21	(	(	PUNCT
asir-56424	96	22	anns	anns	PROPN
asir-56424	96	23	)	)	PUNCT
asir-56424	96	24	are	be	AUX
asir-56424	96	25	a	a	DET
asir-56424	96	26	subset	subset	NOUN
asir-56424	96	27	of	of	ADP
asir-56424	96	28	machine	machine	NOUN
asir-56424	96	29	learning	learning	NOUN
asir-56424	96	30	designed	design	VERB
asir-56424	96	31	to	to	PART
asir-56424	96	32	mimic	mimic	VERB
asir-56424	96	33	the	the	DET
asir-56424	96	34	processing	processing	NOUN
asir-56424	96	35	power	power	NOUN
asir-56424	96	36	of	of	ADP
asir-56424	96	37	a	a	DET
asir-56424	96	38	human	human	ADJ
asir-56424	96	39	brain	brain	NOUN
asir-56424	96	40	.	.	PUNCT
asir-56424	96	41	”	"	PUNCT
asir-56424	97	1	anns	ann	NOUN
asir-56424	97	2	operate	operate	VERB
asir-56424	97	3	by	by	ADP
asir-56424	97	4	transmitting	transmit	VERB
asir-56424	97	5	data	datum	NOUN
asir-56424	97	6	through	through	ADP
asir-56424	97	7	the	the	DET
asir-56424	97	8	levels	level	NOUN
asir-56424	97	9	of	of	ADP
asir-56424	97	10	a	a	DET
asir-56424	97	11	synthetic	synthetic	ADJ
asir-56424	97	12	neuron	neuron	NOUN
asir-56424	97	13	,	,	PUNCT
asir-56424	97	14	as	as	SCONJ
asir-56424	97	15	shown	show	VERB
asir-56424	97	16	in	in	ADP
asir-56424	97	17	figure	figure	NOUN
asir-56424	97	18	2	2	NUM
asir-56424	97	19	.	.	PUNCT
asir-56424	97	20	figure	figure	NOUN
asir-56424	97	21	2	2	NUM
asir-56424	97	22	.	.	PUNCT
asir-56424	97	23	artificial	artificial	ADJ
asir-56424	97	24	neuron	neuron	PROPN
asir-56424	97	25	source	source	NOUN
asir-56424	97	26	:	:	PUNCT
asir-56424	97	27	geeksforgeeks	geeksforgeek	NOUN
asir-56424	97	28	,	,	PUNCT
asir-56424	97	29	2025b	2025b	NUM
asir-56424	97	30	.	.	PUNCT
asir-56424	98	1	every	every	DET
asir-56424	98	2	artificial	artificial	ADJ
asir-56424	98	3	neuron	neuron	NOUN
asir-56424	98	4	consists	consist	VERB
asir-56424	98	5	of	of	ADP
asir-56424	98	6	these	these	DET
asir-56424	98	7	elements	element	NOUN
asir-56424	98	8	,	,	PUNCT
asir-56424	98	9	as	as	SCONJ
asir-56424	98	10	shown	show	VERB
asir-56424	98	11	in	in	ADP
asir-56424	98	12	figure	figure	NOUN
asir-56424	98	13	2	2	NUM
asir-56424	98	14	and	and	CCONJ
asir-56424	98	15	addressed	address	VERB
asir-56424	98	16	in	in	ADP
asir-56424	98	17	exhibit	exhibit	NOUN
asir-56424	98	18	1	1	NUM
asir-56424	98	19	.	.	PUNCT
asir-56424	98	20	exhibit	exhibit	NOUN
asir-56424	98	21	1	1	NUM
asir-56424	98	22	:	:	PUNCT
asir-56424	98	23	describing	describe	VERB
asir-56424	98	24	an	an	DET
asir-56424	98	25	artificial	artificial	ADJ
asir-56424	98	26	neuron	neuron	NOUN
asir-56424	98	27	(	(	PUNCT
asir-56424	98	28	1	1	NUM
asir-56424	98	29	)	)	PUNCT
asir-56424	98	30	input	input	NOUN
asir-56424	98	31	(	(	PUNCT
asir-56424	98	32	xi	xi	NOUN
asir-56424	98	33	)	)	PUNCT
asir-56424	98	34	refers	refer	VERB
asir-56424	98	35	to	to	ADP
asir-56424	98	36	the	the	DET
asir-56424	98	37	data	datum	NOUN
asir-56424	98	38	fed	feed	VERB
asir-56424	98	39	into	into	ADP
asir-56424	98	40	the	the	DET
asir-56424	98	41	neuron	neuron	NOUN
asir-56424	98	42	for	for	ADP
asir-56424	98	43	purposes	purpose	NOUN
asir-56424	98	44	of	of	ADP
asir-56424	98	45	training	training	NOUN
asir-56424	98	46	and	and	CCONJ
asir-56424	98	47	learning	learning	NOUN
asir-56424	98	48	.	.	PUNCT
asir-56424	99	1	(	(	PUNCT
asir-56424	99	2	2	2	X
asir-56424	99	3	)	)	PUNCT
asir-56424	99	4	weight	weight	NOUN
asir-56424	99	5	(	(	PUNCT
asir-56424	99	6	wi	wi	PROPN
asir-56424	99	7	)	)	PUNCT
asir-56424	99	8	aids	aids	PROPN
asir-56424	99	9	in	in	ADP
asir-56424	99	10	structuring	structure	VERB
asir-56424	99	11	the	the	DET
asir-56424	99	12	input	input	NOUN
asir-56424	99	13	variables	variable	NOUN
asir-56424	99	14	based	base	VERB
asir-56424	99	15	on	on	ADP
asir-56424	99	16	their	their	PRON
asir-56424	99	17	significance	significance	NOUN
asir-56424	99	18	and	and	CCONJ
asir-56424	99	19	contribution	contribution	NOUN
asir-56424	99	20	impact	impact	NOUN
asir-56424	99	21	.	.	PUNCT
asir-56424	100	1	(	(	PUNCT
asir-56424	100	2	3	3	X
asir-56424	100	3	)	)	PUNCT
asir-56424	100	4	a	a	DET
asir-56424	100	5	summing	sum	VERB
asir-56424	100	6	junction	junction	NOUN
asir-56424	100	7	occurs	occur	VERB
asir-56424	100	8	when	when	SCONJ
asir-56424	100	9	all	all	DET
asir-56424	100	10	the	the	DET
asir-56424	100	11	weighted	weight	VERB
asir-56424	100	12	inputs	input	NOUN
asir-56424	100	13	are	be	AUX
asir-56424	100	14	aggregated	aggregate	VERB
asir-56424	100	15	and	and	CCONJ
asir-56424	100	16	merged	merge	VERB
asir-56424	100	17	into	into	ADP
asir-56424	100	18	a	a	DET
asir-56424	100	19	single	single	ADJ
asir-56424	100	20	intermediate	intermediate	ADJ
asir-56424	100	21	output	output	NOUN
asir-56424	100	22	variable	variable	NOUN
asir-56424	100	23	(	(	PUNCT
asir-56424	100	24	yin	yin	PROPN
asir-56424	100	25	)	)	PUNCT
asir-56424	100	26	.	.	PUNCT
asir-56424	101	1	(	(	PUNCT
asir-56424	101	2	4	4	X
asir-56424	101	3	)	)	PUNCT
asir-56424	101	4	the	the	DET
asir-56424	101	5	purpose	purpose	NOUN
asir-56424	101	6	of	of	ADP
asir-56424	101	7	the	the	DET
asir-56424	101	8	activation	activation	NOUN
asir-56424	101	9	function	function	NOUN
asir-56424	101	10	is	be	AUX
asir-56424	101	11	to	to	PART
asir-56424	101	12	determine	determine	VERB
asir-56424	101	13	if	if	SCONJ
asir-56424	101	14	a	a	DET
asir-56424	101	15	particular	particular	ADJ
asir-56424	101	16	neuron	neuron	NOUN
asir-56424	101	17	ought	ought	AUX
asir-56424	101	18	to	to	PART
asir-56424	101	19	be	be	AUX
asir-56424	101	20	activated	activate	VERB
asir-56424	101	21	or	or	CCONJ
asir-56424	101	22	not	not	PART
asir-56424	101	23	.	.	PUNCT
asir-56424	102	1	this	this	DET
asir-56424	102	2	choice	choice	NOUN
asir-56424	102	3	hinges	hinge	NOUN
asir-56424	102	4	on	on	ADP
asir-56424	102	5	the	the	DET
asir-56424	102	6	significance	significance	NOUN
asir-56424	102	7	of	of	ADP
asir-56424	102	8	the	the	DET
asir-56424	102	9	neuron	neuron	NOUN
asir-56424	102	10	's	's	PART
asir-56424	102	11	input	input	NOUN
asir-56424	102	12	for	for	ADP
asir-56424	102	13	the	the	DET
asir-56424	102	14	prediction	prediction	NOUN
asir-56424	102	15	process	process	NOUN
asir-56424	102	16	.	.	PUNCT
asir-56424	103	1	(	(	PUNCT
asir-56424	103	2	5	5	X
asir-56424	103	3	)	)	PUNCT
asir-56424	103	4	bias	bias	NOUN
asir-56424	103	5	alters	alter	VERB
asir-56424	103	6	the	the	DET
asir-56424	103	7	value	value	NOUN
asir-56424	103	8	produced	produce	VERB
asir-56424	103	9	by	by	ADP
asir-56424	103	10	the	the	DET
asir-56424	103	11	summing	sum	VERB
asir-56424	103	12	junction	junction	NOUN
asir-56424	103	13	.	.	PUNCT
asir-56424	104	1	source	source	NOUN
asir-56424	104	2	:	:	PUNCT
asir-56424	104	3	h2o.ai	h2o.ai	NOUN
asir-56424	104	4	team	team	NOUN
asir-56424	104	5	,	,	PUNCT
asir-56424	104	6	2025	2025	NUM
asir-56424	104	7	.	.	PUNCT
asir-56424	105	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-56424	105	2	applied	apply	VERB
asir-56424	105	3	science	science	NOUN
asir-56424	105	4	and	and	CCONJ
asir-56424	105	5	innovative	innovative	ADJ
asir-56424	105	6	research	research	NOUN
asir-56424	105	7	vol	vol	NOUN
asir-56424	105	8	.	.	PUNCT
asir-56424	106	1	9	9	NUM
asir-56424	106	2	,	,	PUNCT
asir-56424	106	3	no	no	INTJ
asir-56424	106	4	.	.	NOUN
asir-56424	106	5	3	3	NUM
asir-56424	106	6	,	,	PUNCT
asir-56424	106	7	2025	2025	NUM
asir-56424	106	8	28	28	NUM
asir-56424	106	9	published	publish	VERB
asir-56424	106	10	by	by	ADP
asir-56424	106	11	scholink	scholink	PROPN
asir-56424	106	12	inc	inc	PROPN
asir-56424	106	13	.	.	PROPN
asir-56424	106	14	2.3.3	2.3.3	NUM
asir-56424	107	1	the	the	DET
asir-56424	107	2	optimal	optimal	ADJ
asir-56424	107	3	ann	ann	PROPN
asir-56424	107	4	model	model	NOUN
asir-56424	107	5	design	design	VERB
asir-56424	107	6	the	the	DET
asir-56424	107	7	model	model	NOUN
asir-56424	107	8	network	network	NOUN
asir-56424	107	9	proposed	propose	VERB
asir-56424	107	10	in	in	ADP
asir-56424	107	11	this	this	DET
asir-56424	107	12	paper	paper	NOUN
asir-56424	107	13	was	be	AUX
asir-56424	107	14	built	build	VERB
asir-56424	107	15	as	as	SCONJ
asir-56424	107	16	follows	follow	VERB
asir-56424	107	17	:	:	PUNCT
asir-56424	107	18	(	(	PUNCT
asir-56424	107	19	1	1	X
asir-56424	107	20	)	)	PUNCT
asir-56424	107	21	input	input	NOUN
asir-56424	107	22	layer	layer	NOUN
asir-56424	107	23	:	:	PUNCT
asir-56424	107	24	includes	include	VERB
asir-56424	107	25	five	five	NUM
asir-56424	107	26	factors	factor	NOUN
asir-56424	107	27	being	be	AUX
asir-56424	107	28	gender	gender	NOUN
asir-56424	107	29	(	(	PUNCT
asir-56424	107	30	2	2	NUM
asir-56424	107	31	inputs	input	NOUN
asir-56424	107	32	)	)	PUNCT
asir-56424	107	33	,	,	PUNCT
asir-56424	107	34	marital	marital	ADJ
asir-56424	107	35	status	status	NOUN
asir-56424	107	36	(	(	PUNCT
asir-56424	107	37	5	5	NUM
asir-56424	107	38	inputs	input	NOUN
asir-56424	107	39	)	)	PUNCT
asir-56424	107	40	,	,	PUNCT
asir-56424	107	41	education	education	NOUN
asir-56424	107	42	(	(	PUNCT
asir-56424	107	43	4	4	NUM
asir-56424	107	44	inputs	input	NOUN
asir-56424	107	45	)	)	PUNCT
asir-56424	107	46	,	,	PUNCT
asir-56424	107	47	residence	residence	NOUN
asir-56424	107	48	(	(	PUNCT
asir-56424	107	49	8	8	NUM
asir-56424	107	50	inputs	input	NOUN
asir-56424	107	51	)	)	PUNCT
asir-56424	107	52	,	,	PUNCT
asir-56424	107	53	work	work	NOUN
asir-56424	107	54	status	status	NOUN
asir-56424	107	55	(	(	PUNCT
asir-56424	107	56	5	5	NUM
asir-56424	107	57	inputs	input	NOUN
asir-56424	107	58	)	)	PUNCT
asir-56424	107	59	,	,	PUNCT
asir-56424	107	60	and	and	CCONJ
asir-56424	107	61	one	one	NUM
asir-56424	107	62	covariate	covariate	NOUN
asir-56424	107	63	being	be	AUX
asir-56424	107	64	age	age	NOUN
asir-56424	107	65	(	(	PUNCT
asir-56424	107	66	1	1	NUM
asir-56424	107	67	input	input	NOUN
asir-56424	107	68	)	)	PUNCT
asir-56424	107	69	;	;	PUNCT
asir-56424	107	70	making	make	VERB
asir-56424	107	71	a	a	DET
asir-56424	107	72	total	total	NOUN
asir-56424	107	73	of	of	ADP
asir-56424	107	74	25	25	NUM
asir-56424	107	75	input	input	NOUN
asir-56424	107	76	units	unit	NOUN
asir-56424	107	77	.	.	PUNCT
asir-56424	108	1	(	(	PUNCT
asir-56424	108	2	2	2	X
asir-56424	108	3	)	)	PUNCT
asir-56424	108	4	proposed	propose	VERB
asir-56424	108	5	number	number	NOUN
asir-56424	108	6	of	of	ADP
asir-56424	108	7	hidden	hide	VERB
asir-56424	108	8	layers	layer	NOUN
asir-56424	108	9	=	=	SYM
asir-56424	108	10	2	2	X
asir-56424	108	11	.	.	PUNCT
asir-56424	109	1	(	(	PUNCT
asir-56424	109	2	the	the	DET
asir-56424	109	3	two	two	NUM
asir-56424	109	4	-	-	PUNCT
asir-56424	109	5	hidden	hide	VERB
asir-56424	109	6	-	-	PUNCT
asir-56424	109	7	layer	layer	NOUN
asir-56424	109	8	model	model	NOUN
asir-56424	109	9	performed	perform	VERB
asir-56424	109	10	much	much	ADV
asir-56424	109	11	better	well	ADJ
asir-56424	109	12	than	than	ADP
asir-56424	109	13	a	a	DET
asir-56424	109	14	single	single	ADJ
asir-56424	109	15	hidden	hide	VERB
asir-56424	109	16	-	-	PUNCT
asir-56424	109	17	layer	layer	NOUN
asir-56424	109	18	model	model	NOUN
asir-56424	109	19	.	.	PUNCT
asir-56424	109	20	)	)	PUNCT
asir-56424	110	1	(	(	PUNCT
asir-56424	110	2	3	3	X
asir-56424	110	3	)	)	PUNCT
asir-56424	110	4	number	number	NOUN
asir-56424	110	5	of	of	ADP
asir-56424	110	6	units	unit	NOUN
asir-56424	110	7	(	(	PUNCT
asir-56424	110	8	artificial	artificial	ADJ
asir-56424	110	9	neurons	neuron	NOUN
asir-56424	110	10	)	)	PUNCT
asir-56424	110	11	in	in	ADP
asir-56424	110	12	hidden	hide	VERB
asir-56424	110	13	layer	layer	NOUN
asir-56424	110	14	1	1	NUM
asir-56424	110	15	(	(	PUNCT
asir-56424	110	16	excluding	exclude	VERB
asir-56424	110	17	the	the	DET
asir-56424	110	18	bias	bias	NOUN
asir-56424	110	19	unit	unit	NOUN
asir-56424	110	20	)	)	PUNCT
asir-56424	111	1	=	=	SYM
asir-56424	111	2	9	9	X
asir-56424	111	3	.	.	PUNCT
asir-56424	111	4	(	(	PUNCT
asir-56424	111	5	4	4	X
asir-56424	111	6	)	)	PUNCT
asir-56424	111	7	number	number	NOUN
asir-56424	111	8	of	of	ADP
asir-56424	111	9	units	unit	NOUN
asir-56424	111	10	(	(	PUNCT
asir-56424	111	11	artificial	artificial	ADJ
asir-56424	111	12	neurons	neuron	NOUN
asir-56424	111	13	)	)	PUNCT
asir-56424	111	14	in	in	ADP
asir-56424	111	15	hidden	hide	VERB
asir-56424	111	16	layer	layer	NOUN
asir-56424	111	17	2	2	NUM
asir-56424	111	18	(	(	PUNCT
asir-56424	111	19	excluding	exclude	VERB
asir-56424	111	20	the	the	DET
asir-56424	111	21	bias	bias	NOUN
asir-56424	111	22	unit	unit	NOUN
asir-56424	111	23	)	)	PUNCT
asir-56424	112	1	=	=	PUNCT
asir-56424	112	2	7	7	X
asir-56424	112	3	.	.	PUNCT
asir-56424	112	4	a.	a.	NOUN
asir-56424	112	5	activation	activation	NOUN
asir-56424	112	6	function	function	NOUN
asir-56424	112	7	for	for	ADP
asir-56424	112	8	all	all	DET
asir-56424	112	9	neurons	neuron	NOUN
asir-56424	112	10	in	in	ADP
asir-56424	112	11	hidden	hidden	ADJ
asir-56424	112	12	layers	layer	NOUN
asir-56424	112	13	:	:	PUNCT
asir-56424	112	14	the	the	DET
asir-56424	112	15	hyperbolic	hyperbolic	ADJ
asir-56424	112	16	tangent	tangent	NOUN
asir-56424	112	17	(	(	PUNCT
asir-56424	112	18	tanh	tanh	NOUN
asir-56424	112	19	)	)	PUNCT
asir-56424	112	20	is	be	AUX
asir-56424	112	21	a	a	DET
asir-56424	112	22	category	category	NOUN
asir-56424	112	23	of	of	ADP
asir-56424	112	24	activation	activation	NOUN
asir-56424	112	25	function	function	NOUN
asir-56424	112	26	that	that	PRON
asir-56424	112	27	converts	convert	VERB
asir-56424	112	28	its	its	PRON
asir-56424	112	29	input	input	NOUN
asir-56424	112	30	into	into	ADP
asir-56424	112	31	a	a	DET
asir-56424	112	32	value	value	NOUN
asir-56424	112	33	ranging	range	VERB
asir-56424	112	34	from	from	ADP
asir-56424	112	35	-1	-1	INTJ
asir-56424	112	36	to	to	ADP
asir-56424	112	37	1	1	NUM
asir-56424	112	38	.	.	PUNCT
asir-56424	113	1	it	it	PRON
asir-56424	113	2	is	be	AUX
asir-56424	113	3	mathematically	mathematically	ADV
asir-56424	113	4	expressed	express	VERB
asir-56424	113	5	as	as	ADP
asir-56424	113	6	:	:	PUNCT
asir-56424	113	7	b.	b.	PROPN
asir-56424	113	8	𝐭𝐚𝐧𝐡(𝒀𝒊𝒏	𝐭𝐚𝐧𝐡(𝒀𝒊𝒏	PROPN
asir-56424	113	9	)	)	PUNCT
asir-56424	114	1	=	=	PUNCT
asir-56424	115	1	𝒆𝒀𝒊𝒏−𝒆−𝒀𝒊𝒏	𝒆𝒀𝒊𝒏−𝒆−𝒀𝒊𝒏	PROPN
asir-56424	115	2	𝒆𝒀𝒊𝒏+𝒆−𝒀𝒊𝒏	𝒆𝒀𝒊𝒏+𝒆−𝒀𝒊𝒏	X
asir-56424	115	3	(	(	PUNCT
asir-56424	115	4	1	1	X
asir-56424	115	5	)	)	PUNCT
asir-56424	115	6	c.	c.	NOUN
asir-56424	115	7	where	where	SCONJ
asir-56424	115	8	“	"	PUNCT
asir-56424	115	9	e	e	NOUN
asir-56424	115	10	”	"	PUNCT
asir-56424	115	11	is	be	AUX
asir-56424	115	12	euler	euler	NOUN
asir-56424	115	13	's	's	PART
asir-56424	115	14	number	number	NOUN
asir-56424	115	15	(	(	PUNCT
asir-56424	115	16	approximately	approximately	ADV
asir-56424	115	17	2.718	2.718	NUM
asir-56424	115	18	)	)	PUNCT
asir-56424	115	19	,	,	PUNCT
asir-56424	115	20	and	and	CCONJ
asir-56424	115	21	yin	yin	PROPN
asir-56424	115	22	is	be	AUX
asir-56424	115	23	the	the	DET
asir-56424	115	24	summing	sum	VERB
asir-56424	115	25	junction	junction	NOUN
asir-56424	115	26	(	(	PUNCT
asir-56424	115	27	sum	sum	NOUN
asir-56424	115	28	of	of	ADP
asir-56424	115	29	the	the	DET
asir-56424	115	30	weighted	weight	VERB
asir-56424	115	31	inputs	input	NOUN
asir-56424	115	32	and	and	CCONJ
asir-56424	115	33	bias	bias	NOUN
asir-56424	115	34	of	of	ADP
asir-56424	115	35	a	a	DET
asir-56424	115	36	neuron	neuron	NOUN
asir-56424	115	37	)	)	PUNCT
asir-56424	115	38	.	.	PUNCT
asir-56424	116	1	(	(	PUNCT
asir-56424	116	2	5	5	X
asir-56424	116	3	)	)	PUNCT
asir-56424	116	4	activation	activation	NOUN
asir-56424	116	5	function	function	NOUN
asir-56424	116	6	for	for	ADP
asir-56424	116	7	the	the	DET
asir-56424	116	8	two	two	NUM
asir-56424	116	9	dependent	dependent	ADJ
asir-56424	116	10	variables	variable	NOUN
asir-56424	116	11	:	:	PUNCT
asir-56424	116	12	‘	'	PUNCT
asir-56424	116	13	heard	hear	VERB
asir-56424	116	14	of	of	ADP
asir-56424	116	15	crc	crc	NOUN
asir-56424	116	16	’	'	PUNCT
asir-56424	116	17	and	and	CCONJ
asir-56424	116	18	‘	'	PUNCT
asir-56424	116	19	did	do	AUX
asir-56424	116	20	not	not	PART
asir-56424	116	21	hear	hear	VERB
asir-56424	116	22	of	of	ADP
asir-56424	116	23	crc	crc	NOUN
asir-56424	116	24	’	'	PUNCT
asir-56424	116	25	is	be	AUX
asir-56424	116	26	identity	identity	NOUN
asir-56424	116	27	.	.	PUNCT
asir-56424	117	1	the	the	DET
asir-56424	117	2	identity	identity	NOUN
asir-56424	117	3	activation	activation	NOUN
asir-56424	117	4	function	function	NOUN
asir-56424	117	5	,	,	PUNCT
asir-56424	117	6	also	also	ADV
asir-56424	117	7	known	know	VERB
asir-56424	117	8	as	as	ADP
asir-56424	117	9	the	the	DET
asir-56424	117	10	linear	linear	ADJ
asir-56424	117	11	activation	activation	NOUN
asir-56424	117	12	function	function	NOUN
asir-56424	117	13	,	,	PUNCT
asir-56424	117	14	is	be	AUX
asir-56424	117	15	a	a	DET
asir-56424	117	16	type	type	NOUN
asir-56424	117	17	of	of	ADP
asir-56424	117	18	activation	activation	NOUN
asir-56424	117	19	function	function	NOUN
asir-56424	117	20	used	use	VERB
asir-56424	117	21	in	in	ADP
asir-56424	117	22	artificial	artificial	ADJ
asir-56424	117	23	neural	neural	ADJ
asir-56424	117	24	networks	network	NOUN
asir-56424	117	25	(	(	PUNCT
asir-56424	117	26	anns	anns	PROPN
asir-56424	117	27	)	)	PUNCT
asir-56424	117	28	.	.	PUNCT
asir-56424	118	1	it	it	PRON
asir-56424	118	2	is	be	AUX
asir-56424	118	3	defined	define	VERB
asir-56424	118	4	as	as	ADP
asir-56424	118	5	:	:	PUNCT
asir-56424	118	6	a.	a.	NOUN
asir-56424	118	7	𝒇(𝒀𝒊𝒏	𝒇(𝒀𝒊𝒏	PROPN
asir-56424	118	8	)	)	PUNCT
asir-56424	119	1	=	=	SYM
asir-56424	119	2	𝒀𝒊𝒏	𝒀𝒊𝒏	PROPN
asir-56424	119	3	(	(	PUNCT
asir-56424	119	4	2	2	NUM
asir-56424	119	5	)	)	PUNCT
asir-56424	119	6	b.	b.	NOUN
asir-56424	120	1	this	this	PRON
asir-56424	120	2	means	mean	VERB
asir-56424	120	3	that	that	SCONJ
asir-56424	120	4	the	the	DET
asir-56424	120	5	output	output	NOUN
asir-56424	120	6	of	of	ADP
asir-56424	120	7	the	the	DET
asir-56424	120	8	neuron	neuron	NOUN
asir-56424	120	9	is	be	AUX
asir-56424	120	10	the	the	DET
asir-56424	120	11	same	same	ADJ
asir-56424	120	12	as	as	ADP
asir-56424	120	13	its	its	PRON
asir-56424	120	14	input	input	NOUN
asir-56424	120	15	.	.	PUNCT
asir-56424	121	1	in	in	ADP
asir-56424	121	2	other	other	ADJ
asir-56424	121	3	words	word	NOUN
asir-56424	121	4	,	,	PUNCT
asir-56424	121	5	the	the	DET
asir-56424	121	6	function	function	NOUN
asir-56424	121	7	does	do	AUX
asir-56424	121	8	not	not	PART
asir-56424	121	9	transform	transform	VERB
asir-56424	121	10	the	the	DET
asir-56424	121	11	input	input	NOUN
asir-56424	121	12	signal	signal	NOUN
asir-56424	121	13	‘	'	PUNCT
asir-56424	121	14	yin	yin	PROPN
asir-56424	121	15	’	'	PUNCT
asir-56424	121	16	;	;	PUNCT
asir-56424	121	17	it	it	PRON
asir-56424	121	18	simply	simply	ADV
asir-56424	121	19	passes	pass	VERB
asir-56424	121	20	it	it	PRON
asir-56424	121	21	through	through	ADP
asir-56424	121	22	unchanged	unchanged	ADJ
asir-56424	121	23	.	.	PUNCT
asir-56424	122	1	2.3.4	2.3.4	NUM
asir-56424	122	2	the	the	DET
asir-56424	122	3	training	training	NOUN
asir-56424	122	4	process	process	NOUN
asir-56424	122	5	the	the	DET
asir-56424	122	6	training	training	NOUN
asir-56424	122	7	algorithm	algorithm	NOUN
asir-56424	122	8	follows	follow	VERB
asir-56424	122	9	standard	standard	ADJ
asir-56424	122	10	backpropagation	backpropagation	NOUN
asir-56424	122	11	,	,	PUNCT
asir-56424	122	12	which	which	PRON
asir-56424	122	13	is	be	AUX
asir-56424	122	14	a	a	DET
asir-56424	122	15	widely	widely	ADV
asir-56424	122	16	used	use	VERB
asir-56424	122	17	algorithm	algorithm	NOUN
asir-56424	122	18	for	for	ADP
asir-56424	122	19	training	train	VERB
asir-56424	122	20	anns	anns	NOUN
asir-56424	122	21	(	(	PUNCT
asir-56424	122	22	hejase	hejase	NOUN
asir-56424	122	23	&	&	CCONJ
asir-56424	122	24	hejase	hejase	PROPN
asir-56424	122	25	,	,	PUNCT
asir-56424	122	26	1997	1997	NUM
asir-56424	122	27	;	;	PUNCT
asir-56424	122	28	surakhi	surakhi	PROPN
asir-56424	122	29	&	&	CCONJ
asir-56424	122	30	salameh	salameh	PROPN
asir-56424	122	31	walid	walid	PROPN
asir-56424	122	32	,	,	PUNCT
asir-56424	122	33	2014	2014	NUM
asir-56424	122	34	;	;	PUNCT
asir-56424	122	35	geeksforgeeks	geeksforgeek	NOUN
asir-56424	122	36	,	,	PUNCT
asir-56424	122	37	2025c	2025c	NUM
asir-56424	122	38	)	)	PUNCT
asir-56424	122	39	.	.	PUNCT
asir-56424	123	1	it	it	PRON
asir-56424	123	2	is	be	AUX
asir-56424	123	3	a	a	DET
asir-56424	123	4	technique	technique	NOUN
asir-56424	123	5	for	for	ADP
asir-56424	123	6	effectively	effectively	ADV
asir-56424	123	7	computing	compute	VERB
asir-56424	123	8	the	the	DET
asir-56424	123	9	gradient	gradient	NOUN
asir-56424	123	10	of	of	ADP
asir-56424	123	11	the	the	DET
asir-56424	123	12	loss	loss	NOUN
asir-56424	123	13	function	function	NOUN
asir-56424	123	14	concerning	concern	VERB
asir-56424	123	15	the	the	DET
asir-56424	123	16	network	network	NOUN
asir-56424	123	17	's	's	PART
asir-56424	123	18	weights	weight	NOUN
asir-56424	123	19	and	and	CCONJ
asir-56424	123	20	biases	bias	NOUN
asir-56424	123	21	,	,	PUNCT
asir-56424	123	22	allowing	allow	VERB
asir-56424	123	23	for	for	ADP
asir-56424	123	24	the	the	DET
asir-56424	123	25	application	application	NOUN
asir-56424	123	26	of	of	ADP
asir-56424	123	27	gradient	gradient	ADJ
asir-56424	123	28	-	-	PUNCT
asir-56424	123	29	centric	centric	ADJ
asir-56424	123	30	optimization	optimization	NOUN
asir-56424	123	31	methods	method	NOUN
asir-56424	123	32	such	such	ADJ
asir-56424	123	33	as	as	ADP
asir-56424	123	34	gradient	gradient	ADJ
asir-56424	123	35	descent	descent	NOUN
asir-56424	123	36	to	to	PART
asir-56424	123	37	adjust	adjust	VERB
asir-56424	123	38	these	these	DET
asir-56424	123	39	parameters	parameter	NOUN
asir-56424	123	40	and	and	CCONJ
asir-56424	123	41	reduce	reduce	VERB
asir-56424	123	42	the	the	DET
asir-56424	123	43	error	error	NOUN
asir-56424	123	44	(	(	PUNCT
asir-56424	123	45	geeksforgeeks	geeksforgeek	NOUN
asir-56424	123	46	,	,	PUNCT
asir-56424	123	47	2025c	2025c	NUM
asir-56424	123	48	)	)	PUNCT
asir-56424	123	49	.	.	PUNCT
asir-56424	124	1	the	the	DET
asir-56424	124	2	algorithm	algorithm	NOUN
asir-56424	124	3	adheres	adhere	VERB
asir-56424	124	4	to	to	ADP
asir-56424	124	5	the	the	DET
asir-56424	124	6	following	follow	VERB
asir-56424	124	7	steps	step	NOUN
asir-56424	124	8	:	:	PUNCT
asir-56424	124	9	(	(	PUNCT
asir-56424	124	10	1	1	X
asir-56424	124	11	)	)	PUNCT
asir-56424	124	12	forward	forward	ADV
asir-56424	124	13	pass	pass	VERB
asir-56424	124	14	:	:	PUNCT
asir-56424	124	15	generate	generate	VERB
asir-56424	124	16	predictions	prediction	NOUN
asir-56424	124	17	with	with	ADP
asir-56424	124	18	existing	exist	VERB
asir-56424	124	19	weights	weight	NOUN
asir-56424	124	20	,	,	PUNCT
asir-56424	124	21	with	with	ADP
asir-56424	124	22	the	the	DET
asir-56424	124	23	input	input	NOUN
asir-56424	124	24	data	datum	NOUN
asir-56424	124	25	entering	enter	VERB
asir-56424	124	26	through	through	ADP
asir-56424	124	27	the	the	DET
asir-56424	124	28	input	input	NOUN
asir-56424	124	29	layer	layer	NOUN
asir-56424	124	30	.	.	PUNCT
asir-56424	125	1	these	these	DET
asir-56424	125	2	inputs	input	NOUN
asir-56424	125	3	,	,	PUNCT
asir-56424	125	4	along	along	ADP
asir-56424	125	5	with	with	ADP
asir-56424	125	6	their	their	PRON
asir-56424	125	7	associated	associated	ADJ
asir-56424	125	8	weights	weight	NOUN
asir-56424	125	9	,	,	PUNCT
asir-56424	125	10	are	be	AUX
asir-56424	125	11	sent	send	VERB
asir-56424	125	12	to	to	ADP
asir-56424	125	13	hidden	hidden	ADJ
asir-56424	125	14	layers	layer	NOUN
asir-56424	125	15	.	.	PUNCT
asir-56424	126	1	in	in	ADP
asir-56424	126	2	our	our	PRON
asir-56424	126	3	suggested	suggest	VERB
asir-56424	126	4	network	network	NOUN
asir-56424	126	5	featuring	feature	VERB
asir-56424	126	6	two	two	NUM
asir-56424	126	7	hidden	hidden	ADJ
asir-56424	126	8	layers	layer	NOUN
asir-56424	126	9	(	(	PUNCT
asir-56424	126	10	h1	h1	NOUN
asir-56424	126	11	and	and	CCONJ
asir-56424	126	12	h2	h2	PROPN
asir-56424	126	13	)	)	PUNCT
asir-56424	126	14	,	,	PUNCT
asir-56424	126	15	the	the	DET
asir-56424	126	16	output	output	NOUN
asir-56424	126	17	of	of	ADP
asir-56424	126	18	h1	h1	NOUN
asir-56424	126	19	acts	act	NOUN
asir-56424	126	20	as	as	ADP
asir-56424	126	21	the	the	DET
asir-56424	126	22	input	input	NOUN
asir-56424	126	23	to	to	ADP
asir-56424	126	24	h2	h2	PROPN
asir-56424	126	25	.	.	PUNCT
asir-56424	127	1	a	a	DET
asir-56424	127	2	bias	bias	NOUN
asir-56424	127	3	is	be	AUX
asir-56424	127	4	added	add	VERB
asir-56424	127	5	to	to	ADP
asir-56424	127	6	the	the	DET
asir-56424	127	7	weighted	weight	VERB
asir-56424	127	8	inputs	input	NOUN
asir-56424	127	9	before	before	ADP
asir-56424	127	10	applying	apply	VERB
asir-56424	127	11	the	the	DET
asir-56424	127	12	tanh	tanh	NOUN
asir-56424	127	13	activation	activation	NOUN
asir-56424	127	14	function	function	NOUN
asir-56424	127	15	.	.	PUNCT
asir-56424	128	1	at	at	ADP
asir-56424	128	2	the	the	DET
asir-56424	128	3	output	output	NOUN
asir-56424	128	4	neuron	neuron	NOUN
asir-56424	128	5	,	,	PUNCT
asir-56424	128	6	the	the	DET
asir-56424	128	7	inputs	input	NOUN
asir-56424	128	8	from	from	ADP
asir-56424	128	9	the	the	DET
asir-56424	128	10	second	second	ADJ
asir-56424	128	11	hidden	hide	VERB
asir-56424	128	12	layer	layer	NOUN
asir-56424	128	13	are	be	AUX
asir-56424	128	14	summed	sum	VERB
asir-56424	128	15	(	(	PUNCT
asir-56424	128	16	along	along	ADP
asir-56424	128	17	with	with	ADP
asir-56424	128	18	the	the	DET
asir-56424	128	19	bias	bias	NOUN
asir-56424	128	20	)	)	PUNCT
asir-56424	128	21	,	,	PUNCT
asir-56424	128	22	and	and	CCONJ
asir-56424	128	23	the	the	DET
asir-56424	128	24	identity	identity	NOUN
asir-56424	128	25	activation	activation	NOUN
asir-56424	128	26	function	function	NOUN
asir-56424	128	27	delivers	deliver	VERB
asir-56424	128	28	the	the	DET
asir-56424	128	29	classification	classification	NOUN
asir-56424	128	30	probabilities	probability	NOUN
asir-56424	128	31	.	.	PUNCT
asir-56424	129	1	(	(	PUNCT
asir-56424	129	2	2	2	X
asir-56424	129	3	)	)	PUNCT
asir-56424	129	4	loss	loss	NOUN
asir-56424	129	5	calculation	calculation	NOUN
asir-56424	129	6	:	:	PUNCT
asir-56424	129	7	determine	determine	VERB
asir-56424	129	8	the	the	DET
asir-56424	129	9	discrepancy	discrepancy	NOUN
asir-56424	129	10	between	between	ADP
asir-56424	129	11	the	the	DET
asir-56424	129	12	anticipated	anticipate	VERB
asir-56424	129	13	and	and	CCONJ
asir-56424	129	14	actual	actual	ADJ
asir-56424	129	15	results	result	NOUN
asir-56424	129	16	.	.	PUNCT
asir-56424	130	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-56424	130	2	applied	apply	VERB
asir-56424	130	3	science	science	NOUN
asir-56424	130	4	and	and	CCONJ
asir-56424	130	5	innovative	innovative	ADJ
asir-56424	130	6	research	research	NOUN
asir-56424	130	7	vol	vol	NOUN
asir-56424	130	8	.	.	PUNCT
asir-56424	131	1	9	9	NUM
asir-56424	131	2	,	,	PUNCT
asir-56424	131	3	no	no	INTJ
asir-56424	131	4	.	.	NOUN
asir-56424	131	5	3	3	NUM
asir-56424	131	6	,	,	PUNCT
asir-56424	131	7	2025	2025	NUM
asir-56424	131	8	29	29	NUM
asir-56424	131	9	published	publish	VERB
asir-56424	131	10	by	by	ADP
asir-56424	131	11	scholink	scholink	PROPN
asir-56424	131	12	inc	inc	PROPN
asir-56424	131	13	.	.	PROPN
asir-56424	132	1	(	(	PUNCT
asir-56424	132	2	3	3	X
asir-56424	132	3	)	)	PUNCT
asir-56424	132	4	the	the	DET
asir-56424	132	5	sum	sum	NOUN
asir-56424	132	6	of	of	ADP
asir-56424	132	7	squares	square	NOUN
asir-56424	132	8	error	error	NOUN
asir-56424	132	9	function	function	NOUN
asir-56424	132	10	(	(	PUNCT
asir-56424	132	11	e	e	NOUN
asir-56424	132	12	)	)	PUNCT
asir-56424	132	13	is	be	AUX
asir-56424	132	14	calculated	calculate	VERB
asir-56424	132	15	for	for	ADP
asir-56424	132	16	a	a	DET
asir-56424	132	17	whole	whole	ADJ
asir-56424	132	18	epoch	epoch	NOUN
asir-56424	132	19	(	(	PUNCT
asir-56424	132	20	an	an	DET
asir-56424	132	21	epoch	epoch	NOUN
asir-56424	132	22	refers	refer	VERB
asir-56424	132	23	to	to	ADP
asir-56424	132	24	one	one	NUM
asir-56424	132	25	complete	complete	ADJ
asir-56424	132	26	pass	pass	NOUN
asir-56424	132	27	through	through	ADP
asir-56424	132	28	the	the	DET
asir-56424	132	29	entire	entire	ADJ
asir-56424	132	30	training	training	NOUN
asir-56424	132	31	dataset	dataset	NOUN
asir-56424	132	32	)	)	PUNCT
asir-56424	132	33	.	.	PUNCT
asir-56424	133	1	during	during	ADP
asir-56424	133	2	a	a	DET
asir-56424	133	3	single	single	ADJ
asir-56424	133	4	epoch	epoch	NOUN
asir-56424	133	5	,	,	PUNCT
asir-56424	133	6	the	the	DET
asir-56424	133	7	neural	neural	ADJ
asir-56424	133	8	network	network	NOUN
asir-56424	133	9	processes	process	VERB
asir-56424	133	10	all	all	DET
asir-56424	133	11	training	training	NOUN
asir-56424	133	12	examples	example	NOUN
asir-56424	133	13	,	,	PUNCT
asir-56424	133	14	and	and	CCONJ
asir-56424	133	15	the	the	DET
asir-56424	133	16	sum	sum	NOUN
asir-56424	133	17	of	of	ADP
asir-56424	133	18	squares	square	NOUN
asir-56424	133	19	is	be	AUX
asir-56424	133	20	:	:	PUNCT
asir-56424	133	21	𝑬	𝑬	X
asir-56424	133	22	=	=	SYM
asir-56424	133	23	∑(𝐭𝐚𝐫𝐠𝐞𝐭_𝐨𝐮𝐭𝐩𝐮𝐭	∑(𝐭𝐚𝐫𝐠𝐞𝐭_𝐨𝐮𝐭𝐩𝐮𝐭	PUNCT
asir-56424	133	24	−	−	PROPN
asir-56424	134	1	𝐩𝐫𝐞𝐝𝐢𝐜𝐭𝐞𝐝_𝐨𝐮𝐭𝐩𝐮𝐭)𝟐	𝐩𝐫𝐞𝐝𝐢𝐜𝐭𝐞𝐝_𝐨𝐮𝐭𝐩𝐮𝐭)𝟐	PROPN
asir-56424	134	2	(	(	PUNCT
asir-56424	134	3	3	3	NUM
asir-56424	134	4	)	)	PUNCT
asir-56424	134	5	(	(	PUNCT
asir-56424	134	6	4	4	X
asir-56424	134	7	)	)	PUNCT
asir-56424	134	8	backward	backward	ADJ
asir-56424	134	9	pass	pass	NOUN
asir-56424	134	10	:	:	PUNCT
asir-56424	134	11	compute	compute	NOUN
asir-56424	134	12	gradients	gradient	NOUN
asir-56424	134	13	via	via	ADP
asir-56424	134	14	backpropagation	backpropagation	NOUN
asir-56424	134	15	.	.	PUNCT
asir-56424	135	1	the	the	DET
asir-56424	135	2	backward	backward	ADJ
asir-56424	135	3	pass	pass	NOUN
asir-56424	135	4	,	,	PUNCT
asir-56424	135	5	or	or	CCONJ
asir-56424	135	6	backpropagation	backpropagation	NOUN
asir-56424	135	7	,	,	PUNCT
asir-56424	135	8	is	be	AUX
asir-56424	135	9	a	a	DET
asir-56424	135	10	crucial	crucial	ADJ
asir-56424	135	11	step	step	NOUN
asir-56424	135	12	in	in	ADP
asir-56424	135	13	training	train	VERB
asir-56424	135	14	the	the	DET
asir-56424	135	15	neural	neural	ADJ
asir-56424	135	16	network	network	NOUN
asir-56424	135	17	,	,	PUNCT
asir-56424	135	18	following	follow	VERB
asir-56424	135	19	the	the	DET
asir-56424	135	20	forward	forward	ADJ
asir-56424	135	21	pass	pass	NOUN
asir-56424	135	22	and	and	CCONJ
asir-56424	135	23	loss	loss	NOUN
asir-56424	135	24	calculation	calculation	NOUN
asir-56424	135	25	.	.	PUNCT
asir-56424	136	1	its	its	PRON
asir-56424	136	2	purpose	purpose	NOUN
asir-56424	136	3	is	be	AUX
asir-56424	136	4	to	to	PART
asir-56424	136	5	compute	compute	VERB
asir-56424	136	6	the	the	DET
asir-56424	136	7	gradients	gradient	NOUN
asir-56424	136	8	of	of	ADP
asir-56424	136	9	the	the	DET
asir-56424	136	10	loss	loss	NOUN
asir-56424	136	11	function	function	NOUN
asir-56424	136	12	for	for	ADP
asir-56424	136	13	each	each	DET
asir-56424	136	14	parameter	parameter	NOUN
asir-56424	136	15	(	(	PUNCT
asir-56424	136	16	weights	weight	NOUN
asir-56424	136	17	and	and	CCONJ
asir-56424	136	18	biases	bias	NOUN
asir-56424	136	19	)	)	PUNCT
asir-56424	136	20	in	in	ADP
asir-56424	136	21	the	the	DET
asir-56424	136	22	network	network	NOUN
asir-56424	136	23	.	.	PUNCT
asir-56424	137	1	these	these	DET
asir-56424	137	2	gradients	gradient	NOUN
asir-56424	137	3	indicate	indicate	VERB
asir-56424	137	4	how	how	SCONJ
asir-56424	137	5	much	much	ADJ
asir-56424	137	6	each	each	DET
asir-56424	137	7	parameter	parameter	NOUN
asir-56424	137	8	should	should	AUX
asir-56424	137	9	be	be	AUX
asir-56424	137	10	adjusted	adjust	VERB
asir-56424	137	11	to	to	PART
asir-56424	137	12	minimize	minimize	VERB
asir-56424	137	13	the	the	DET
asir-56424	137	14	loss	loss	NOUN
asir-56424	137	15	(	(	PUNCT
asir-56424	137	16	hakim	hakim	PROPN
asir-56424	137	17	,	,	PUNCT
asir-56424	137	18	2025	2025	NUM
asir-56424	137	19	)	)	PUNCT
asir-56424	137	20	.	.	PUNCT
asir-56424	138	1	(	(	PUNCT
asir-56424	138	2	5	5	X
asir-56424	138	3	)	)	PUNCT
asir-56424	138	4	parameter	parameter	NOUN
asir-56424	138	5	update	update	NOUN
asir-56424	138	6	:	:	PUNCT
asir-56424	138	7	apply	apply	VERB
asir-56424	138	8	the	the	DET
asir-56424	138	9	adam	adam	PROPN
asir-56424	138	10	optimization	optimization	NOUN
asir-56424	138	11	step	step	NOUN
asir-56424	138	12	.	.	PUNCT
asir-56424	139	1	the	the	DET
asir-56424	139	2	adam	adam	PROPN
asir-56424	139	3	optimization	optimization	NOUN
asir-56424	139	4	step	step	NOUN
asir-56424	139	5	involves	involve	VERB
asir-56424	139	6	calculating	calculate	VERB
asir-56424	139	7	the	the	DET
asir-56424	139	8	first	first	ADJ
asir-56424	139	9	and	and	CCONJ
asir-56424	139	10	second	second	ADJ
asir-56424	139	11	moments	moment	NOUN
asir-56424	139	12	of	of	ADP
asir-56424	139	13	the	the	DET
asir-56424	139	14	gradients	gradient	NOUN
asir-56424	139	15	,	,	PUNCT
asir-56424	139	16	applying	apply	VERB
asir-56424	139	17	bias	bias	NOUN
asir-56424	139	18	correction	correction	NOUN
asir-56424	139	19	,	,	PUNCT
asir-56424	139	20	and	and	CCONJ
asir-56424	139	21	then	then	ADV
asir-56424	139	22	updating	update	VERB
asir-56424	139	23	the	the	DET
asir-56424	139	24	model	model	NOUN
asir-56424	139	25	parameters	parameter	NOUN
asir-56424	139	26	using	use	VERB
asir-56424	139	27	an	an	DET
asir-56424	139	28	adaptive	adaptive	ADJ
asir-56424	139	29	learning	learning	NOUN
asir-56424	139	30	rate	rate	NOUN
asir-56424	139	31	(	(	PUNCT
asir-56424	139	32	khare	khare	NOUN
asir-56424	139	33	,	,	PUNCT
asir-56424	139	34	2023	2023	NUM
asir-56424	139	35	)	)	PUNCT
asir-56424	139	36	.	.	PUNCT
asir-56424	140	1	(	(	PUNCT
asir-56424	140	2	6	6	X
asir-56424	140	3	)	)	PUNCT
asir-56424	140	4	loop	loop	NOUN
asir-56424	140	5	back	back	ADV
asir-56424	140	6	to	to	ADP
asir-56424	140	7	the	the	DET
asir-56424	140	8	forward	forward	ADJ
asir-56424	140	9	pass	pass	NOUN
asir-56424	140	10	to	to	PART
asir-56424	140	11	continue	continue	VERB
asir-56424	140	12	training	train	VERB
asir-56424	140	13	the	the	DET
asir-56424	140	14	neural	neural	ADJ
asir-56424	140	15	network	network	NOUN
asir-56424	140	16	.	.	PUNCT
asir-56424	141	1	this	this	DET
asir-56424	141	2	iterative	iterative	NOUN
asir-56424	141	3	process	process	NOUN
asir-56424	141	4	repeats	repeat	VERB
asir-56424	141	5	for	for	ADP
asir-56424	141	6	a	a	DET
asir-56424	141	7	set	set	ADJ
asir-56424	141	8	number	number	NOUN
asir-56424	141	9	of	of	ADP
asir-56424	141	10	epochs	epoch	NOUN
asir-56424	141	11	(	(	PUNCT
asir-56424	141	12	one	one	NUM
asir-56424	141	13	epoch	epoch	NOUN
asir-56424	141	14	is	be	AUX
asir-56424	141	15	a	a	DET
asir-56424	141	16	pass	pass	NOUN
asir-56424	141	17	through	through	ADP
asir-56424	141	18	the	the	DET
asir-56424	141	19	training	training	NOUN
asir-56424	141	20	data	datum	NOUN
asir-56424	141	21	)	)	PUNCT
asir-56424	141	22	or	or	CCONJ
asir-56424	141	23	until	until	SCONJ
asir-56424	141	24	a	a	DET
asir-56424	141	25	convergence	convergence	NOUN
asir-56424	141	26	criterion	criterion	NOUN
asir-56424	141	27	is	be	AUX
asir-56424	141	28	met	meet	VERB
asir-56424	141	29	,	,	PUNCT
asir-56424	141	30	allowing	allow	VERB
asir-56424	141	31	the	the	DET
asir-56424	141	32	network	network	NOUN
asir-56424	141	33	to	to	PART
asir-56424	141	34	refine	refine	VERB
asir-56424	141	35	its	its	PRON
asir-56424	141	36	weights	weight	NOUN
asir-56424	141	37	and	and	CCONJ
asir-56424	141	38	improve	improve	VERB
asir-56424	141	39	its	its	PRON
asir-56424	141	40	performance	performance	NOUN
asir-56424	141	41	.	.	PUNCT
asir-56424	142	1	(	(	PUNCT
asir-56424	142	2	7	7	X
asir-56424	142	3	)	)	PUNCT
asir-56424	142	4	validation	validation	NOUN
asir-56424	142	5	:	:	PUNCT
asir-56424	142	6	evaluate	evaluate	VERB
asir-56424	142	7	performance	performance	NOUN
asir-56424	142	8	on	on	ADP
asir-56424	142	9	held	hold	VERB
asir-56424	142	10	-	-	PUNCT
asir-56424	142	11	out	out	ADP
asir-56424	142	12	validation	validation	NOUN
asir-56424	142	13	set	set	NOUN
asir-56424	142	14	.	.	PUNCT
asir-56424	143	1	3	3	X
asir-56424	143	2	.	.	NOUN
asir-56424	143	3	results	result	NOUN
asir-56424	143	4	and	and	CCONJ
asir-56424	143	5	analysis	analysis	NOUN
asir-56424	143	6	3.1	3.1	NUM
asir-56424	143	7	data	datum	NOUN
asir-56424	143	8	exploration	exploration	NOUN
asir-56424	143	9	results	result	VERB
asir-56424	143	10	the	the	DET
asir-56424	143	11	crc	crc	NOUN
asir-56424	143	12	awareness	awareness	NOUN
asir-56424	143	13	data	datum	NOUN
asir-56424	143	14	distribution	distribution	NOUN
asir-56424	143	15	shows	show	VERB
asir-56424	143	16	relatively	relatively	ADV
asir-56424	143	17	balanced	balanced	ADJ
asir-56424	143	18	classes	class	NOUN
asir-56424	143	19	,	,	PUNCT
asir-56424	143	20	with	with	ADP
asir-56424	143	21	a	a	DET
asir-56424	143	22	slight	slight	ADJ
asir-56424	143	23	preference	preference	NOUN
asir-56424	143	24	towards	towards	ADP
asir-56424	143	25	"	"	PUNCT
asir-56424	143	26	yes	yes	INTJ
asir-56424	143	27	"	"	PUNCT
asir-56424	143	28	responses	response	NOUN
asir-56424	143	29	(	(	PUNCT
asir-56424	143	30	656	656	NUM
asir-56424	143	31	aware	aware	ADJ
asir-56424	143	32	of	of	ADP
asir-56424	143	33	crc	crc	NOUN
asir-56424	143	34	and	and	CCONJ
asir-56424	143	35	563	563	NUM
asir-56424	143	36	unaware	unaware	ADJ
asir-56424	143	37	)	)	PUNCT
asir-56424	143	38	.	.	PUNCT
asir-56424	144	1	thus	thus	ADV
asir-56424	144	2	,	,	PUNCT
asir-56424	144	3	the	the	DET
asir-56424	144	4	dataset	dataset	NOUN
asir-56424	144	5	shows	show	VERB
asir-56424	144	6	a	a	DET
asir-56424	144	7	good	good	ADJ
asir-56424	144	8	balance	balance	NOUN
asir-56424	144	9	between	between	ADP
asir-56424	144	10	awareness	awareness	NOUN
asir-56424	144	11	classes	class	NOUN
asir-56424	144	12	,	,	PUNCT
asir-56424	144	13	and	and	CCONJ
asir-56424	144	14	there	there	PRON
asir-56424	144	15	is	be	VERB
asir-56424	144	16	no	no	DET
asir-56424	144	17	significant	significant	ADJ
asir-56424	144	18	class	class	NOUN
asir-56424	144	19	imbalance	imbalance	NOUN
asir-56424	144	20	that	that	PRON
asir-56424	144	21	requires	require	VERB
asir-56424	144	22	specialized	specialized	ADJ
asir-56424	144	23	handling	handling	NOUN
asir-56424	144	24	.	.	PUNCT
asir-56424	145	1	3.2	3.2	NUM
asir-56424	145	2	training	training	NOUN
asir-56424	145	3	performance	performance	NOUN
asir-56424	145	4	the	the	DET
asir-56424	145	5	data	datum	NOUN
asir-56424	145	6	set	set	VERB
asir-56424	145	7	was	be	AUX
asir-56424	145	8	segmented	segment	VERB
asir-56424	145	9	into	into	ADP
asir-56424	145	10	three	three	NUM
asir-56424	145	11	separate	separate	ADJ
asir-56424	145	12	sections	section	NOUN
asir-56424	145	13	:	:	PUNCT
asir-56424	145	14	training	training	NOUN
asir-56424	145	15	,	,	PUNCT
asir-56424	145	16	test	test	NOUN
asir-56424	145	17	,	,	PUNCT
asir-56424	145	18	and	and	CCONJ
asir-56424	145	19	validation	validation	NOUN
asir-56424	145	20	sets	set	NOUN
asir-56424	145	21	.	.	PUNCT
asir-56424	146	1	this	this	DET
asir-56424	146	2	separation	separation	NOUN
asir-56424	146	3	maximizes	maximize	VERB
asir-56424	146	4	the	the	DET
asir-56424	146	5	effectiveness	effectiveness	NOUN
asir-56424	146	6	of	of	ADP
asir-56424	146	7	our	our	PRON
asir-56424	146	8	neural	neural	ADJ
asir-56424	146	9	network	network	NOUN
asir-56424	146	10	.	.	PUNCT
asir-56424	147	1	the	the	DET
asir-56424	147	2	training	training	NOUN
asir-56424	147	3	dataset	dataset	NOUN
asir-56424	147	4	serves	serve	VERB
asir-56424	147	5	as	as	ADP
asir-56424	147	6	the	the	DET
asir-56424	147	7	educational	educational	ADJ
asir-56424	147	8	stage	stage	NOUN
asir-56424	147	9	for	for	ADP
asir-56424	147	10	the	the	DET
asir-56424	147	11	model	model	NOUN
asir-56424	147	12	.	.	PUNCT
asir-56424	148	1	it	it	PRON
asir-56424	148	2	's	be	AUX
asir-56424	148	3	where	where	SCONJ
asir-56424	148	4	the	the	DET
asir-56424	148	5	neural	neural	ADJ
asir-56424	148	6	network	network	NOUN
asir-56424	148	7	attempts	attempt	VERB
asir-56424	148	8	to	to	PART
asir-56424	148	9	recognize	recognize	VERB
asir-56424	148	10	patterns	pattern	NOUN
asir-56424	148	11	in	in	ADP
asir-56424	148	12	the	the	DET
asir-56424	148	13	data	datum	NOUN
asir-56424	148	14	.	.	PUNCT
asir-56424	149	1	the	the	DET
asir-56424	149	2	test	test	NOUN
asir-56424	149	3	set	set	VERB
asir-56424	149	4	aids	aid	NOUN
asir-56424	149	5	in	in	ADP
asir-56424	149	6	assessing	assess	VERB
asir-56424	149	7	how	how	SCONJ
asir-56424	149	8	effectively	effectively	ADV
asir-56424	149	9	our	our	PRON
asir-56424	149	10	model	model	NOUN
asir-56424	149	11	is	be	AUX
asir-56424	149	12	acquiring	acquire	VERB
asir-56424	149	13	knowledge	knowledge	NOUN
asir-56424	149	14	.	.	PUNCT
asir-56424	150	1	the	the	DET
asir-56424	150	2	validation	validation	NOUN
asir-56424	150	3	set	set	NOUN
asir-56424	150	4	is	be	AUX
asir-56424	150	5	utilized	utilize	VERB
asir-56424	150	6	solely	solely	ADV
asir-56424	150	7	once	once	SCONJ
asir-56424	150	8	the	the	DET
asir-56424	150	9	model	model	NOUN
asir-56424	150	10	has	have	AUX
asir-56424	150	11	been	be	AUX
asir-56424	150	12	completely	completely	ADV
asir-56424	150	13	trained	train	VERB
asir-56424	150	14	.	.	PUNCT
asir-56424	151	1	it	it	PRON
asir-56424	151	2	is	be	AUX
asir-56424	151	3	beneficial	beneficial	ADJ
asir-56424	151	4	to	to	PART
asir-56424	151	5	evaluate	evaluate	VERB
asir-56424	151	6	how	how	SCONJ
asir-56424	151	7	effectively	effectively	ADV
asir-56424	151	8	our	our	PRON
asir-56424	151	9	model	model	NOUN
asir-56424	151	10	functions	function	NOUN
asir-56424	151	11	on	on	ADP
asir-56424	151	12	entirely	entirely	ADV
asir-56424	151	13	new	new	ADJ
asir-56424	151	14	data	datum	NOUN
asir-56424	151	15	(	(	PUNCT
asir-56424	151	16	codewave	codewave	NOUN
asir-56424	151	17	,	,	PUNCT
asir-56424	151	18	2024	2024	NUM
asir-56424	151	19	)	)	PUNCT
asir-56424	151	20	.	.	PUNCT
asir-56424	152	1	the	the	DET
asir-56424	152	2	ann	ann	PROPN
asir-56424	152	3	model	model	NOUN
asir-56424	152	4	demonstrates	demonstrate	VERB
asir-56424	152	5	excellent	excellent	ADJ
asir-56424	152	6	training	training	NOUN
asir-56424	152	7	characteristics	characteristic	NOUN
asir-56424	152	8	(	(	PUNCT
asir-56424	152	9	see	see	VERB
asir-56424	152	10	table	table	NOUN
asir-56424	152	11	1	1	NUM
asir-56424	152	12	)	)	PUNCT
asir-56424	152	13	.	.	PUNCT
asir-56424	153	1	convergence	convergence	NOUN
asir-56424	153	2	analysis	analysis	NOUN
asir-56424	153	3	as	as	SCONJ
asir-56424	153	4	shown	show	VERB
asir-56424	153	5	in	in	ADP
asir-56424	153	6	table	table	NOUN
asir-56424	153	7	2	2	NUM
asir-56424	153	8	,	,	PUNCT
asir-56424	153	9	where	where	SCONJ
asir-56424	153	10	(	(	PUNCT
asir-56424	153	11	1	1	X
asir-56424	153	12	)	)	PUNCT
asir-56424	153	13	training	training	NOUN
asir-56424	153	14	accuracy	accuracy	NOUN
asir-56424	153	15	:	:	PUNCT
asir-56424	153	16	converges	converge	VERB
asir-56424	153	17	to	to	ADP
asir-56424	153	18	approximately	approximately	ADV
asir-56424	153	19	63.4	63.4	NUM
asir-56424	153	20	%	%	NOUN
asir-56424	153	21	(	(	PUNCT
asir-56424	153	22	51.3	51.3	NUM
asir-56424	153	23	%	%	NOUN
asir-56424	153	24	for	for	ADP
asir-56424	153	25	unaware	unaware	ADJ
asir-56424	153	26	cases	case	NOUN
asir-56424	153	27	and	and	CCONJ
asir-56424	153	28	73.5	73.5	NUM
asir-56424	153	29	%	%	NOUN
asir-56424	153	30	for	for	ADP
asir-56424	153	31	aware	aware	ADJ
asir-56424	153	32	cases	case	NOUN
asir-56424	153	33	)	)	PUNCT
asir-56424	153	34	.	.	PUNCT
asir-56424	154	1	(	(	PUNCT
asir-56424	154	2	2	2	X
asir-56424	154	3	)	)	PUNCT
asir-56424	154	4	testing	testing	NOUN
asir-56424	154	5	accuracy	accuracy	NOUN
asir-56424	154	6	:	:	PUNCT
asir-56424	154	7	converges	converge	VERB
asir-56424	154	8	to	to	ADP
asir-56424	154	9	approximately	approximately	ADV
asir-56424	154	10	61.9	61.9	NUM
asir-56424	154	11	%	%	NOUN
asir-56424	154	12	(	(	PUNCT
asir-56424	154	13	46.2	46.2	NUM
asir-56424	154	14	%	%	NOUN
asir-56424	154	15	for	for	ADP
asir-56424	154	16	unaware	unaware	ADJ
asir-56424	154	17	cases	case	NOUN
asir-56424	154	18	and	and	CCONJ
asir-56424	154	19	77.4	77.4	NUM
asir-56424	154	20	%	%	NOUN
asir-56424	154	21	for	for	ADP
asir-56424	154	22	aware	aware	ADJ
asir-56424	154	23	cases	case	NOUN
asir-56424	154	24	)	)	PUNCT
asir-56424	154	25	.	.	PUNCT
asir-56424	155	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-56424	155	2	applied	apply	VERB
asir-56424	155	3	science	science	NOUN
asir-56424	155	4	and	and	CCONJ
asir-56424	155	5	innovative	innovative	ADJ
asir-56424	155	6	research	research	NOUN
asir-56424	155	7	vol	vol	NOUN
asir-56424	155	8	.	.	PUNCT
asir-56424	156	1	9	9	NUM
asir-56424	156	2	,	,	PUNCT
asir-56424	156	3	no	no	INTJ
asir-56424	156	4	.	.	NOUN
asir-56424	156	5	3	3	NUM
asir-56424	156	6	,	,	PUNCT
asir-56424	156	7	2025	2025	NUM
asir-56424	156	8	30	30	NUM
asir-56424	156	9	published	publish	VERB
asir-56424	156	10	by	by	ADP
asir-56424	156	11	scholink	scholink	PROPN
asir-56424	156	12	inc	inc	PROPN
asir-56424	156	13	.	.	PROPN
asir-56424	157	1	(	(	PUNCT
asir-56424	157	2	3	3	X
asir-56424	157	3	)	)	PUNCT
asir-56424	157	4	validation	validation	NOUN
asir-56424	157	5	accuracy	accuracy	NOUN
asir-56424	157	6	:	:	PUNCT
asir-56424	157	7	achieves	achieve	VERB
asir-56424	157	8	approximately	approximately	ADV
asir-56424	157	9	64.5	64.5	NUM
asir-56424	157	10	%	%	NOUN
asir-56424	157	11	final	final	ADJ
asir-56424	157	12	accuracy	accuracy	NOUN
asir-56424	157	13	with	with	ADP
asir-56424	157	14	60.7	60.7	NUM
asir-56424	157	15	%	%	NOUN
asir-56424	157	16	for	for	ADP
asir-56424	157	17	unaware	unaware	ADJ
asir-56424	157	18	cases	case	NOUN
asir-56424	157	19	and	and	CCONJ
asir-56424	157	20	68.3	68.3	NUM
asir-56424	157	21	%	%	NOUN
asir-56424	157	22	for	for	ADP
asir-56424	157	23	aware	aware	ADJ
asir-56424	157	24	cases	case	NOUN
asir-56424	157	25	.	.	PUNCT
asir-56424	158	1	(	(	PUNCT
asir-56424	158	2	4	4	X
asir-56424	158	3	)	)	PUNCT
asir-56424	158	4	generalization	generalization	NOUN
asir-56424	158	5	:	:	PUNCT
asir-56424	158	6	validation	validation	NOUN
asir-56424	158	7	accuracy	accuracy	NOUN
asir-56424	158	8	exceeds	exceed	VERB
asir-56424	158	9	training	training	NOUN
asir-56424	158	10	accuracy	accuracy	NOUN
asir-56424	158	11	,	,	PUNCT
asir-56424	158	12	indicating	indicate	VERB
asir-56424	158	13	good	good	ADJ
asir-56424	158	14	generalization	generalization	NOUN
asir-56424	158	15	.	.	PUNCT
asir-56424	159	1	table	table	NOUN
asir-56424	159	2	1	1	NUM
asir-56424	159	3	.	.	PUNCT
asir-56424	159	4	model	model	NOUN
asir-56424	159	5	summary	summary	NOUN
asir-56424	159	6	training	training	NOUN
asir-56424	159	7	sum	sum	NOUN
asir-56424	159	8	of	of	ADP
asir-56424	159	9	squares	square	NOUN
asir-56424	159	10	error	error	NOUN
asir-56424	159	11	214.353	214.353	NUM
asir-56424	159	12	%	%	NOUN
asir-56424	159	13	incorrect	incorrect	ADJ
asir-56424	159	14	predictions	prediction	NOUN
asir-56424	159	15	36.6	36.6	NUM
asir-56424	159	16	%	%	NOUN
asir-56424	159	17	testing	testing	NOUN
asir-56424	159	18	sum	sum	NOUN
asir-56424	159	19	of	of	ADP
asir-56424	159	20	squares	square	NOUN
asir-56424	159	21	error	error	NOUN
asir-56424	159	22	24.014	24.014	NUM
asir-56424	159	23	%	%	NOUN
asir-56424	159	24	incorrect	incorrect	ADJ
asir-56424	159	25	predictions	prediction	NOUN
asir-56424	159	26	38.1	38.1	NUM
asir-56424	159	27	%	%	NOUN
asir-56424	159	28	holdout	holdout	NOUN
asir-56424	159	29	%	%	NOUN
asir-56424	159	30	incorrect	incorrect	ADJ
asir-56424	159	31	predictions	prediction	NOUN
asir-56424	159	32	35.5	35.5	NUM
asir-56424	159	33	%	%	NOUN
asir-56424	159	34	table	table	NOUN
asir-56424	159	35	1	1	NUM
asir-56424	159	36	presents	present	VERB
asir-56424	159	37	a	a	DET
asir-56424	159	38	“	"	PUNCT
asir-56424	159	39	summary	summary	NOUN
asir-56424	159	40	of	of	ADP
asir-56424	159	41	the	the	DET
asir-56424	159	42	ann	ann	PROPN
asir-56424	159	43	outcomes	outcome	NOUN
asir-56424	159	44	by	by	ADP
asir-56424	159	45	partition	partition	NOUN
asir-56424	159	46	and	and	CCONJ
asir-56424	159	47	in	in	ADP
asir-56424	159	48	total	total	NOUN
asir-56424	159	49	.	.	PUNCT
asir-56424	160	1	it	it	PRON
asir-56424	160	2	includes	include	VERB
asir-56424	160	3	the	the	DET
asir-56424	160	4	error	error	NOUN
asir-56424	160	5	,	,	PUNCT
asir-56424	160	6	the	the	DET
asir-56424	160	7	relative	relative	ADJ
asir-56424	160	8	error	error	NOUN
asir-56424	160	9	,	,	PUNCT
asir-56424	160	10	or	or	CCONJ
asir-56424	160	11	the	the	DET
asir-56424	160	12	proportion	proportion	NOUN
asir-56424	160	13	of	of	ADP
asir-56424	160	14	incorrect	incorrect	ADJ
asir-56424	160	15	predictions	prediction	NOUN
asir-56424	160	16	,	,	PUNCT
asir-56424	160	17	and	and	CCONJ
asir-56424	160	18	the	the	DET
asir-56424	160	19	duration	duration	NOUN
asir-56424	160	20	of	of	ADP
asir-56424	160	21	training	training	NOUN
asir-56424	160	22	”	"	PUNCT
asir-56424	160	23	(	(	PUNCT
asir-56424	160	24	ibm	ibm	PROPN
asir-56424	160	25	,	,	PUNCT
asir-56424	160	26	2019	2019	NUM
asir-56424	160	27	,	,	PUNCT
asir-56424	160	28	p.	p.	NOUN
asir-56424	160	29	14	14	NUM
asir-56424	160	30	)	)	PUNCT
asir-56424	160	31	.	.	PUNCT
asir-56424	161	1	table	table	NOUN
asir-56424	161	2	2	2	NUM
asir-56424	161	3	.	.	PUNCT
asir-56424	162	1	classification	classification	NOUN
asir-56424	162	2	:	:	PUNCT
asir-56424	162	3	comparing	compare	VERB
asir-56424	162	4	observed	observe	VERB
asir-56424	162	5	data	datum	NOUN
asir-56424	162	6	to	to	PART
asir-56424	162	7	predicted	predict	VERB
asir-56424	162	8	data	datum	NOUN
asir-56424	162	9	sample	sample	NOUN
asir-56424	162	10	observed	observe	VERB
asir-56424	162	11	:	:	PUNCT
asir-56424	162	12	‘	'	PUNCT
asir-56424	162	13	heard	hear	VERB
asir-56424	162	14	of	of	ADP
asir-56424	162	15	crc	crc	NOUN
asir-56424	162	16	’	'	PUNCT
asir-56424	162	17	predicted	predict	VERB
asir-56424	162	18	:	:	PUNCT
asir-56424	162	19	‘	'	PUNCT
asir-56424	162	20	heard	hear	VERB
asir-56424	162	21	of	of	ADP
asir-56424	162	22	crc	crc	NOUN
asir-56424	162	23	’	'	PUNCT
asir-56424	163	1	no	no	INTJ
asir-56424	163	2	yes	yes	INTJ
asir-56424	163	3	percent	percent	NOUN
asir-56424	163	4	correct	correct	ADJ
asir-56424	163	5	training	training	NOUN
asir-56424	163	6	no	no	DET
asir-56424	163	7	231	231	NUM
asir-56424	163	8	219	219	NUM
asir-56424	163	9	51.3	51.3	NUM
asir-56424	163	10	%	%	NOUN
asir-56424	164	1	yes	yes	INTJ
asir-56424	164	2	144	144	NUM
asir-56424	164	3	399	399	NUM
asir-56424	164	4	73.5	73.5	NUM
asir-56424	164	5	%	%	NOUN
asir-56424	164	6	overall	overall	ADJ
asir-56424	164	7	percent	percent	NOUN
asir-56424	164	8	37.8	37.8	NUM
asir-56424	164	9	%	%	NOUN
asir-56424	164	10	62.2	62.2	NUM
asir-56424	164	11	%	%	NOUN
asir-56424	164	12	63.4	63.4	NUM
asir-56424	164	13	%	%	NOUN
asir-56424	164	14	testing	testing	NOUN
asir-56424	164	15	no	no	DET
asir-56424	164	16	24	24	NUM
asir-56424	164	17	28	28	NUM
asir-56424	164	18	46.2	46.2	NUM
asir-56424	164	19	%	%	NOUN
asir-56424	165	1	yes	yes	INTJ
asir-56424	165	2	12	12	NUM
asir-56424	165	3	41	41	NUM
asir-56424	165	4	77.4	77.4	NUM
asir-56424	165	5	%	%	NOUN
asir-56424	165	6	overall	overall	ADJ
asir-56424	165	7	percent	percent	NOUN
asir-56424	165	8	34.3	34.3	NUM
asir-56424	165	9	%	%	NOUN
asir-56424	165	10	65.7	65.7	NUM
asir-56424	165	11	%	%	NOUN
asir-56424	165	12	61.9	61.9	NUM
asir-56424	165	13	%	%	NOUN
asir-56424	165	14	holdout	holdout	NOUN
asir-56424	165	15	no	no	DET
asir-56424	165	16	37	37	NUM
asir-56424	165	17	24	24	NUM
asir-56424	165	18	60.7	60.7	NUM
asir-56424	165	19	%	%	NOUN
asir-56424	166	1	yes	yes	INTJ
asir-56424	166	2	19	19	NUM
asir-56424	166	3	41	41	NUM
asir-56424	166	4	68.3	68.3	NUM
asir-56424	166	5	%	%	NOUN
asir-56424	166	6	overall	overall	ADJ
asir-56424	166	7	percent	percent	NOUN
asir-56424	166	8	46.3	46.3	NUM
asir-56424	166	9	%	%	NOUN
asir-56424	166	10	53.7	53.7	NUM
asir-56424	166	11	%	%	NOUN
asir-56424	166	12	64.5	64.5	NUM
asir-56424	166	13	%	%	NOUN
asir-56424	166	14	3.3	3.3	NUM
asir-56424	166	15	confidence	confidence	NOUN
asir-56424	166	16	scoring	score	VERB
asir-56424	166	17	implementation	implementation	NOUN
asir-56424	166	18	the	the	DET
asir-56424	166	19	prediction	prediction	NOUN
asir-56424	166	20	confidence	confidence	NOUN
asir-56424	166	21	is	be	AUX
asir-56424	166	22	calculated	calculate	VERB
asir-56424	166	23	using	use	VERB
asir-56424	166	24	the	the	DET
asir-56424	166	25	distance	distance	NOUN
asir-56424	166	26	from	from	ADP
asir-56424	166	27	the	the	DET
asir-56424	166	28	decision	decision	NOUN
asir-56424	166	29	boundary	boundary	NOUN
asir-56424	166	30	(	(	PUNCT
asir-56424	166	31	vemuri	vemuri	INTJ
asir-56424	166	32	,	,	PUNCT
asir-56424	166	33	2020	2020	NUM
asir-56424	166	34	):	):	PUNCT
asir-56424	166	35	confidence	confidence	NOUN
asir-56424	166	36	score	score	NOUN
asir-56424	167	1	=	=	PUNCT
asir-56424	167	2	|p	|p	NOUN
asir-56424	167	3	−	−	ADP
asir-56424	167	4	0.5|	0.5|	NUM
asir-56424	167	5	×	×	NOUN
asir-56424	167	6	2	2	NUM
asir-56424	167	7	(	(	PUNCT
asir-56424	167	8	4	4	NUM
asir-56424	167	9	)	)	PUNCT
asir-56424	167	10	where	where	SCONJ
asir-56424	167	11	p	p	NOUN
asir-56424	167	12	is	be	AUX
asir-56424	167	13	the	the	DET
asir-56424	167	14	predicted	predict	VERB
asir-56424	167	15	probability	probability	NOUN
asir-56424	167	16	given	give	VERB
asir-56424	167	17	by	by	ADP
asir-56424	167	18	the	the	DET
asir-56424	167	19	model	model	NOUN
asir-56424	167	20	neural	neural	ADJ
asir-56424	167	21	network	network	NOUN
asir-56424	167	22	.	.	PUNCT
asir-56424	168	1	the	the	DET
asir-56424	168	2	confidence	confidence	NOUN
asir-56424	168	3	level	level	NOUN
asir-56424	168	4	is	be	AUX
asir-56424	168	5	categorized	categorize	VERB
asir-56424	168	6	as	as	ADP
asir-56424	168	7	:	:	PUNCT
asir-56424	168	8	✓	✓	ADJ
asir-56424	168	9	high	high	ADJ
asir-56424	168	10	:	:	PUNCT
asir-56424	168	11	confidence	confidence	NOUN
asir-56424	168	12	score	score	NOUN
asir-56424	168	13	≥	≥	NOUN
asir-56424	168	14	0.6	0.6	NUM
asir-56424	168	15	✓	✓	ADJ
asir-56424	168	16	medium	medium	NOUN
asir-56424	168	17	:	:	PUNCT
asir-56424	168	18	0.2	0.2	NUM
asir-56424	168	19	≤	≤	NUM
asir-56424	168	20	confidence	confidence	NOUN
asir-56424	168	21	score	score	NOUN
asir-56424	168	22	<	<	X
asir-56424	168	23	0.6	0.6	NUM
asir-56424	168	24	✓	✓	ADJ
asir-56424	168	25	low	low	ADJ
asir-56424	168	26	:	:	PUNCT
asir-56424	168	27	confidence	confidence	NOUN
asir-56424	168	28	score	score	NOUN
asir-56424	168	29	<	<	X
asir-56424	168	30	0.2	0.2	NUM
asir-56424	168	31	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-56424	168	32	applied	apply	VERB
asir-56424	168	33	science	science	NOUN
asir-56424	168	34	and	and	CCONJ
asir-56424	168	35	innovative	innovative	ADJ
asir-56424	168	36	research	research	NOUN
asir-56424	168	37	vol	vol	NOUN
asir-56424	168	38	.	.	PUNCT
asir-56424	169	1	9	9	NUM
asir-56424	169	2	,	,	PUNCT
asir-56424	169	3	no	no	INTJ
asir-56424	169	4	.	.	NOUN
asir-56424	169	5	3	3	NUM
asir-56424	169	6	,	,	PUNCT
asir-56424	169	7	2025	2025	NUM
asir-56424	169	8	31	31	NUM
asir-56424	169	9	published	publish	VERB
asir-56424	169	10	by	by	ADP
asir-56424	169	11	scholink	scholink	PROPN
asir-56424	169	12	inc	inc	PROPN
asir-56424	169	13	.	.	PROPN
asir-56424	169	14	3.4	3.4	NUM
asir-56424	169	15	independent	independent	ADJ
asir-56424	169	16	variable	variable	ADJ
asir-56424	169	17	importance	importance	NOUN
asir-56424	169	18	in	in	ADP
asir-56424	169	19	a	a	DET
asir-56424	169	20	neural	neural	ADJ
asir-56424	169	21	network	network	NOUN
asir-56424	169	22	,	,	PUNCT
asir-56424	169	23	independent	independent	ADJ
asir-56424	169	24	variables	variable	NOUN
asir-56424	169	25	(	(	PUNCT
asir-56424	169	26	also	also	ADV
asir-56424	169	27	known	know	VERB
asir-56424	169	28	as	as	ADP
asir-56424	169	29	input	input	NOUN
asir-56424	169	30	features	feature	NOUN
asir-56424	169	31	or	or	CCONJ
asir-56424	169	32	predictors	predictor	NOUN
asir-56424	169	33	)	)	PUNCT
asir-56424	169	34	are	be	AUX
asir-56424	169	35	assessed	assess	VERB
asir-56424	169	36	for	for	ADP
asir-56424	169	37	their	their	PRON
asir-56424	169	38	importance	importance	NOUN
asir-56424	169	39	in	in	ADP
asir-56424	169	40	predicting	predict	VERB
asir-56424	169	41	the	the	DET
asir-56424	169	42	output	output	NOUN
asir-56424	169	43	,	,	PUNCT
asir-56424	169	44	or	or	CCONJ
asir-56424	169	45	dependent	dependent	ADJ
asir-56424	169	46	variable	variable	NOUN
asir-56424	169	47	.	.	PUNCT
asir-56424	170	1	this	this	DET
asir-56424	170	2	importance	importance	NOUN
asir-56424	170	3	is	be	AUX
asir-56424	170	4	often	often	ADV
asir-56424	170	5	quantified	quantify	VERB
asir-56424	170	6	using	use	VERB
asir-56424	170	7	various	various	ADJ
asir-56424	170	8	methods	method	NOUN
asir-56424	170	9	that	that	PRON
asir-56424	170	10	analyze	analyze	VERB
asir-56424	170	11	how	how	SCONJ
asir-56424	170	12	much	much	ADJ
asir-56424	170	13	the	the	DET
asir-56424	170	14	network	network	NOUN
asir-56424	170	15	relies	rely	VERB
asir-56424	170	16	on	on	ADP
asir-56424	170	17	each	each	DET
asir-56424	170	18	input	input	NOUN
asir-56424	170	19	to	to	PART
asir-56424	170	20	make	make	VERB
asir-56424	170	21	accurate	accurate	ADJ
asir-56424	170	22	predictions	prediction	NOUN
asir-56424	170	23	(	(	PUNCT
asir-56424	170	24	ibm	ibm	PROPN
asir-56424	170	25	,	,	PUNCT
asir-56424	170	26	2019	2019	NUM
asir-56424	170	27	)	)	PUNCT
asir-56424	170	28	.	.	PUNCT
asir-56424	171	1	independent	independent	ADJ
asir-56424	171	2	variable	variable	ADJ
asir-56424	171	3	importance	importance	NOUN
asir-56424	171	4	is	be	AUX
asir-56424	171	5	determined	determine	VERB
asir-56424	171	6	by	by	ADP
asir-56424	171	7	analyzing	analyze	VERB
asir-56424	171	8	how	how	SCONJ
asir-56424	171	9	much	much	ADJ
asir-56424	171	10	the	the	DET
asir-56424	171	11	model	model	NOUN
asir-56424	171	12	's	's	PART
asir-56424	171	13	output	output	NOUN
asir-56424	171	14	changes	change	NOUN
asir-56424	171	15	when	when	SCONJ
asir-56424	171	16	the	the	DET
asir-56424	171	17	input	input	NOUN
asir-56424	171	18	(	(	PUNCT
asir-56424	171	19	independent	independent	ADJ
asir-56424	171	20	variable	variable	NOUN
asir-56424	171	21	)	)	PUNCT
asir-56424	171	22	is	be	AUX
asir-56424	171	23	perturbed	perturb	VERB
asir-56424	171	24	.	.	PUNCT
asir-56424	172	1	this	this	PRON
asir-56424	172	2	is	be	AUX
asir-56424	172	3	typically	typically	ADV
asir-56424	172	4	done	do	VERB
asir-56424	172	5	after	after	SCONJ
asir-56424	172	6	the	the	DET
asir-56424	172	7	model	model	NOUN
asir-56424	172	8	has	have	AUX
asir-56424	172	9	been	be	AUX
asir-56424	172	10	trained	train	VERB
asir-56424	172	11	and	and	CCONJ
asir-56424	172	12	is	be	AUX
asir-56424	172	13	often	often	ADV
asir-56424	172	14	based	base	VERB
asir-56424	172	15	on	on	ADP
asir-56424	172	16	how	how	SCONJ
asir-56424	172	17	much	much	ADJ
asir-56424	172	18	the	the	DET
asir-56424	172	19	error	error	NOUN
asir-56424	172	20	changes	change	NOUN
asir-56424	172	21	during	during	ADP
asir-56424	172	22	training	training	NOUN
asir-56424	172	23	or	or	CCONJ
asir-56424	172	24	testing	testing	NOUN
asir-56424	172	25	.	.	PUNCT
asir-56424	173	1	figure	figure	VERB
asir-56424	173	2	3	3	NUM
asir-56424	173	3	presents	present	NOUN
asir-56424	173	4	the	the	DET
asir-56424	173	5	normalized	normalized	ADJ
asir-56424	173	6	importance	importance	NOUN
asir-56424	173	7	of	of	ADP
asir-56424	173	8	the	the	DET
asir-56424	173	9	input	input	NOUN
asir-56424	173	10	features	feature	NOUN
asir-56424	173	11	,	,	PUNCT
asir-56424	173	12	where	where	SCONJ
asir-56424	173	13	it	it	PRON
asir-56424	173	14	is	be	AUX
asir-56424	173	15	observed	observe	VERB
asir-56424	173	16	that	that	SCONJ
asir-56424	173	17	the	the	DET
asir-56424	173	18	two	two	NUM
asir-56424	173	19	most	most	ADV
asir-56424	173	20	important	important	ADJ
asir-56424	173	21	features	feature	NOUN
asir-56424	173	22	in	in	ADP
asir-56424	173	23	crc	crc	NOUN
asir-56424	173	24	awareness	awareness	NOUN
asir-56424	173	25	are	be	AUX
asir-56424	173	26	the	the	DET
asir-56424	173	27	place	place	NOUN
asir-56424	173	28	of	of	ADP
asir-56424	173	29	residence	residence	NOUN
asir-56424	173	30	,	,	PUNCT
asir-56424	173	31	"	"	PUNCT
asir-56424	173	32	where	where	SCONJ
asir-56424	173	33	the	the	DET
asir-56424	173	34	respondent	respondent	NOUN
asir-56424	173	35	lives	live	VERB
asir-56424	173	36	,	,	PUNCT
asir-56424	173	37	"	"	PUNCT
asir-56424	173	38	and	and	CCONJ
asir-56424	173	39	the	the	DET
asir-56424	173	40	age	age	NOUN
asir-56424	173	41	.	.	PUNCT
asir-56424	174	1	educational	educational	ADJ
asir-56424	174	2	level	level	NOUN
asir-56424	174	3	comes	come	VERB
asir-56424	174	4	in	in	ADP
asir-56424	174	5	third	third	ADJ
asir-56424	174	6	place	place	NOUN
asir-56424	174	7	,	,	PUNCT
asir-56424	174	8	so	so	SCONJ
asir-56424	174	9	this	this	PRON
asir-56424	174	10	should	should	AUX
asir-56424	174	11	be	be	AUX
asir-56424	174	12	a	a	DET
asir-56424	174	13	motivation	motivation	NOUN
asir-56424	174	14	factor	factor	NOUN
asir-56424	174	15	for	for	ADP
asir-56424	174	16	both	both	DET
asir-56424	174	17	health	health	NOUN
asir-56424	174	18	and	and	CCONJ
asir-56424	174	19	academic	academic	ADJ
asir-56424	174	20	organizations	organization	NOUN
asir-56424	174	21	to	to	PART
asir-56424	174	22	spread	spread	VERB
asir-56424	174	23	more	more	ADJ
asir-56424	174	24	crc	crc	NOUN
asir-56424	174	25	awareness	awareness	NOUN
asir-56424	174	26	campaigns	campaign	NOUN
asir-56424	174	27	among	among	ADP
asir-56424	174	28	the	the	DET
asir-56424	174	29	educated	educate	VERB
asir-56424	174	30	communities	community	NOUN
asir-56424	174	31	(	(	PUNCT
asir-56424	174	32	hamza	hamza	PROPN
asir-56424	174	33	,	,	PUNCT
asir-56424	174	34	argaw	argaw	PROPN
asir-56424	174	35	,	,	PUNCT
asir-56424	174	36	&	&	CCONJ
asir-56424	174	37	gela	gela	PROPN
asir-56424	174	38	,	,	PUNCT
asir-56424	174	39	2021	2021	NUM
asir-56424	174	40	;	;	PUNCT
asir-56424	174	41	a.	a.	NOUN
asir-56424	174	42	hejase	hejase	PROPN
asir-56424	174	43	et	et	PROPN
asir-56424	174	44	al	al	PROPN
asir-56424	174	45	.	.	PROPN
asir-56424	174	46	,	,	PUNCT
asir-56424	174	47	2025	2025	NUM
asir-56424	174	48	)	)	PUNCT
asir-56424	174	49	.	.	PUNCT
asir-56424	175	1	figure	figure	VERB
asir-56424	175	2	3	3	NUM
asir-56424	175	3	.	.	PUNCT
asir-56424	175	4	individual	individual	ADJ
asir-56424	175	5	predictors	predictor	NOUN
asir-56424	175	6	’	'	PUNCT
asir-56424	175	7	importance	importance	NOUN
asir-56424	175	8	in	in	ADP
asir-56424	175	9	determining	determine	VERB
asir-56424	175	10	the	the	DET
asir-56424	175	11	ann	ann	PROPN
asir-56424	175	12	model	model	NOUN
asir-56424	175	13	3.5	3.5	NUM
asir-56424	175	14	the	the	DET
asir-56424	175	15	application	application	NOUN
asir-56424	175	16	programming	programming	NOUN
asir-56424	175	17	interface	interface	NOUN
asir-56424	175	18	for	for	ADP
asir-56424	175	19	real	real	ADJ
asir-56424	175	20	-	-	PUNCT
asir-56424	175	21	time	time	NOUN
asir-56424	175	22	predictions	prediction	NOUN
asir-56424	175	23	the	the	DET
asir-56424	175	24	resulting	result	VERB
asir-56424	175	25	ann	ann	PROPN
asir-56424	175	26	model	model	NOUN
asir-56424	175	27	implemented	implement	VERB
asir-56424	175	28	used	use	VERB
asir-56424	175	29	an	an	DET
asir-56424	175	30	excel	excel	NOUN
asir-56424	175	31	spread	spread	VERB
asir-56424	175	32	sheet	sheet	NOUN
asir-56424	175	33	to	to	PART
asir-56424	175	34	implement	implement	VERB
asir-56424	175	35	a	a	DET
asir-56424	175	36	user	user	NOUN
asir-56424	175	37	friendly	friendly	ADJ
asir-56424	175	38	application	application	NOUN
asir-56424	175	39	where	where	SCONJ
asir-56424	175	40	the	the	DET
asir-56424	175	41	user	user	NOUN
asir-56424	175	42	may	may	AUX
asir-56424	175	43	input	input	VERB
asir-56424	175	44	the	the	DET
asir-56424	175	45	six	six	NUM
asir-56424	175	46	predictors	predictor	NOUN
asir-56424	175	47	being	be	AUX
asir-56424	175	48	:	:	PUNCT
asir-56424	175	49	age	age	NOUN
asir-56424	175	50	(	(	PUNCT
asir-56424	175	51	one	one	NUM
asir-56424	175	52	standardized	standardized	ADJ
asir-56424	175	53	input	input	NOUN
asir-56424	175	54	with	with	ADP
asir-56424	175	55	a	a	DET
asir-56424	175	56	mean	mean	ADJ
asir-56424	175	57	age	age	NOUN
asir-56424	175	58	of	of	ADP
asir-56424	175	59	26.98	26.98	NUM
asir-56424	175	60	years	year	NOUN
asir-56424	175	61	and	and	CCONJ
asir-56424	175	62	a	a	DET
asir-56424	175	63	standard	standard	ADJ
asir-56424	175	64	deviation	deviation	NOUN
asir-56424	175	65	of	of	ADP
asir-56424	175	66	9.69	9.69	NUM
asir-56424	175	67	years	year	NOUN
asir-56424	175	68	)	)	PUNCT
asir-56424	175	69	,	,	PUNCT
asir-56424	175	70	gender	gender	NOUN
asir-56424	175	71	(	(	PUNCT
asir-56424	175	72	2	2	NUM
asir-56424	175	73	inputs	input	NOUN
asir-56424	175	74	,	,	PUNCT
asir-56424	175	75	using	use	VERB
asir-56424	175	76	one	one	NUM
asir-56424	175	77	-	-	PUNCT
asir-56424	175	78	hot	hot	ADJ
asir-56424	175	79	encoding	encoding	NOUN
asir-56424	175	80	for	for	ADP
asir-56424	175	81	male	male	ADJ
asir-56424	175	82	and	and	CCONJ
asir-56424	175	83	female	female	NOUN
asir-56424	175	84	)	)	PUNCT
asir-56424	175	85	,	,	PUNCT
asir-56424	175	86	marital	marital	ADJ
asir-56424	175	87	status	status	NOUN
asir-56424	175	88	(	(	PUNCT
asir-56424	175	89	5	5	NUM
asir-56424	175	90	inputs	input	NOUN
asir-56424	175	91	,	,	PUNCT
asir-56424	175	92	using	use	VERB
asir-56424	175	93	one	one	NUM
asir-56424	175	94	-	-	PUNCT
asir-56424	175	95	hot	hot	ADJ
asir-56424	175	96	encoding	encoding	NOUN
asir-56424	175	97	for	for	ADP
asir-56424	175	98	single	single	ADJ
asir-56424	175	99	,	,	PUNCT
asir-56424	175	100	married	married	ADJ
asir-56424	175	101	,	,	PUNCT
asir-56424	175	102	separated	separate	VERB
asir-56424	175	103	,	,	PUNCT
asir-56424	175	104	divorced	divorced	ADJ
asir-56424	175	105	,	,	PUNCT
asir-56424	175	106	and	and	CCONJ
asir-56424	175	107	widowed	widow	VERB
asir-56424	175	108	)	)	PUNCT
asir-56424	175	109	,	,	PUNCT
asir-56424	175	110	education	education	NOUN
asir-56424	175	111	(	(	PUNCT
asir-56424	175	112	4	4	NUM
asir-56424	175	113	inputs	input	NOUN
asir-56424	175	114	,	,	PUNCT
asir-56424	175	115	using	use	VERB
asir-56424	175	116	one	one	NUM
asir-56424	175	117	-	-	PUNCT
asir-56424	175	118	hot	hot	ADJ
asir-56424	175	119	encoding	encoding	NOUN
asir-56424	175	120	for	for	ADP
asir-56424	175	121	higher	high	ADJ
asir-56424	175	122	studies	study	NOUN
asir-56424	175	123	,	,	PUNCT
asir-56424	175	124	university	university	NOUN
asir-56424	175	125	,	,	PUNCT
asir-56424	175	126	high	high	ADJ
asir-56424	175	127	school	school	NOUN
asir-56424	175	128	,	,	PUNCT
asir-56424	175	129	and	and	CCONJ
asir-56424	175	130	less	less	ADJ
asir-56424	175	131	than	than	ADP
asir-56424	175	132	high	high	ADJ
asir-56424	175	133	school	school	NOUN
asir-56424	175	134	)	)	PUNCT
asir-56424	175	135	,	,	PUNCT
asir-56424	175	136	region	region	NOUN
asir-56424	175	137	where	where	SCONJ
asir-56424	175	138	they	they	PRON
asir-56424	175	139	live	live	VERB
asir-56424	175	140	(	(	PUNCT
asir-56424	175	141	8	8	NUM
asir-56424	175	142	inputs	input	NOUN
asir-56424	175	143	,	,	PUNCT
asir-56424	175	144	using	use	VERB
asir-56424	175	145	one	one	NUM
asir-56424	175	146	hot	hot	ADJ
asir-56424	175	147	encoding	encoding	NOUN
asir-56424	175	148	for	for	ADP
asir-56424	175	149	akkar	akkar	PROPN
asir-56424	175	150	,	,	PUNCT
asir-56424	175	151	mount	mount	PROPN
asir-56424	175	152	lebanon	lebanon	PROPN
asir-56424	175	153	,	,	PUNCT
asir-56424	175	154	bekka	bekka	PROPN
asir-56424	175	155	,	,	PUNCT
asir-56424	175	156	north	north	PROPN
asir-56424	175	157	lebanon	lebanon	PROPN
asir-56424	175	158	,	,	PUNCT
asir-56424	175	159	dahie	dahie	PROPN
asir-56424	175	160	,	,	PUNCT
asir-56424	175	161	beirut	beirut	PROPN
asir-56424	175	162	,	,	PUNCT
asir-56424	175	163	south	south	PROPN
asir-56424	175	164	lebanon	lebanon	PROPN
asir-56424	175	165	,	,	PUNCT
asir-56424	175	166	and	and	CCONJ
asir-56424	175	167	shouf	shouf	PROPN
asir-56424	175	168	)	)	PUNCT
asir-56424	175	169	,	,	PUNCT
asir-56424	175	170	and	and	CCONJ
asir-56424	175	171	work	work	NOUN
asir-56424	175	172	status	status	NOUN
asir-56424	175	173	(	(	PUNCT
asir-56424	175	174	5	5	NUM
asir-56424	175	175	inputs	input	NOUN
asir-56424	175	176	,	,	PUNCT
asir-56424	175	177	using	use	VERB
asir-56424	175	178	one	one	NUM
asir-56424	175	179	-	-	PUNCT
asir-56424	175	180	hot	hot	ADJ
asir-56424	175	181	encoding	encoding	NOUN
asir-56424	175	182	for	for	ADP
asir-56424	175	183	works	work	NOUN
asir-56424	175	184	,	,	PUNCT
asir-56424	175	185	no	no	DET
asir-56424	175	186	-	-	PUNCT
asir-56424	175	187	work	work	NOUN
asir-56424	175	188	,	,	PUNCT
asir-56424	175	189	housewife	housewife	NOUN
asir-56424	175	190	,	,	PUNCT
asir-56424	175	191	retired	retire	VERB
asir-56424	175	192	,	,	PUNCT
asir-56424	175	193	and	and	CCONJ
asir-56424	175	194	studying	study	VERB
asir-56424	175	195	)	)	PUNCT
asir-56424	175	196	.	.	PUNCT
asir-56424	176	1	the	the	DET
asir-56424	176	2	spreadsheet	spreadsheet	NOUN
asir-56424	176	3	will	will	AUX
asir-56424	176	4	perform	perform	VERB
asir-56424	176	5	all	all	DET
asir-56424	176	6	the	the	DET
asir-56424	176	7	calculations	calculation	NOUN
asir-56424	176	8	necessary	necessary	ADJ
asir-56424	176	9	to	to	PART
asir-56424	176	10	produce	produce	VERB
asir-56424	176	11	the	the	DET
asir-56424	176	12	two	two	NUM
asir-56424	176	13	output	output	NOUN
asir-56424	176	14	probabilities	probability	NOUN
asir-56424	176	15	:	:	PUNCT
asir-56424	176	16	being	be	AUX
asir-56424	176	17	aware	aware	ADJ
asir-56424	176	18	of	of	ADP
asir-56424	176	19	crc	crc	NOUN
asir-56424	176	20	and	and	CCONJ
asir-56424	176	21	not	not	PART
asir-56424	176	22	being	be	AUX
asir-56424	176	23	aware	aware	ADJ
asir-56424	176	24	.	.	PUNCT
asir-56424	177	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-56424	177	2	applied	apply	VERB
asir-56424	177	3	science	science	NOUN
asir-56424	177	4	and	and	CCONJ
asir-56424	177	5	innovative	innovative	ADJ
asir-56424	177	6	research	research	NOUN
asir-56424	177	7	vol	vol	NOUN
asir-56424	177	8	.	.	PUNCT
asir-56424	178	1	9	9	NUM
asir-56424	178	2	,	,	PUNCT
asir-56424	178	3	no	no	INTJ
asir-56424	178	4	.	.	NOUN
asir-56424	178	5	3	3	NUM
asir-56424	178	6	,	,	PUNCT
asir-56424	178	7	2025	2025	NUM
asir-56424	178	8	32	32	NUM
asir-56424	178	9	published	publish	VERB
asir-56424	178	10	by	by	ADP
asir-56424	178	11	scholink	scholink	PROPN
asir-56424	178	12	inc	inc	PROPN
asir-56424	178	13	.	.	PUNCT
asir-56424	179	1	the	the	DET
asir-56424	179	2	sequence	sequence	NOUN
asir-56424	179	3	of	of	ADP
asir-56424	179	4	spreadsheet	spreadsheet	NOUN
asir-56424	179	5	calculations	calculation	NOUN
asir-56424	179	6	goes	go	VERB
asir-56424	179	7	as	as	SCONJ
asir-56424	179	8	follows	follow	VERB
asir-56424	179	9	:	:	PUNCT
asir-56424	179	10	1	1	X
asir-56424	179	11	.	.	X
asir-56424	179	12	use	use	VERB
asir-56424	179	13	the	the	DET
asir-56424	179	14	25	25	NUM
asir-56424	179	15	input	input	NOUN
asir-56424	179	16	predictors	predictor	NOUN
asir-56424	179	17	plus	plus	CCONJ
asir-56424	179	18	the	the	DET
asir-56424	179	19	bias	bias	NOUN
asir-56424	179	20	to	to	PART
asir-56424	179	21	calculate	calculate	VERB
asir-56424	179	22	the	the	DET
asir-56424	179	23	summing	sum	VERB
asir-56424	179	24	junction	junction	NOUN
asir-56424	179	25	for	for	ADP
asir-56424	179	26	each	each	PRON
asir-56424	179	27	of	of	ADP
asir-56424	179	28	the	the	DET
asir-56424	179	29	nine	nine	NUM
asir-56424	179	30	artificial	artificial	ADJ
asir-56424	179	31	neurons	neuron	NOUN
asir-56424	179	32	that	that	PRON
asir-56424	179	33	belong	belong	VERB
asir-56424	179	34	to	to	ADP
asir-56424	179	35	the	the	DET
asir-56424	179	36	first	first	ADJ
asir-56424	179	37	hidden	hide	VERB
asir-56424	179	38	layer	layer	NOUN
asir-56424	179	39	(	(	PUNCT
asir-56424	179	40	the	the	DET
asir-56424	179	41	weights	weight	NOUN
asir-56424	179	42	for	for	ADP
asir-56424	179	43	each	each	DET
asir-56424	179	44	input	input	NOUN
asir-56424	179	45	and	and	CCONJ
asir-56424	179	46	bias	bias	NOUN
asir-56424	179	47	are	be	AUX
asir-56424	179	48	the	the	DET
asir-56424	179	49	optimal	optimal	ADJ
asir-56424	179	50	weights	weight	NOUN
asir-56424	179	51	obtained	obtain	VERB
asir-56424	179	52	in	in	ADP
asir-56424	179	53	the	the	DET
asir-56424	179	54	proposed	propose	VERB
asir-56424	179	55	model	model	NOUN
asir-56424	179	56	)	)	PUNCT
asir-56424	179	57	.	.	PUNCT
asir-56424	180	1	2	2	X
asir-56424	180	2	.	.	X
asir-56424	180	3	use	use	VERB
asir-56424	180	4	the	the	DET
asir-56424	180	5	hyperbolic	hyperbolic	ADJ
asir-56424	180	6	tangent	tangent	NOUN
asir-56424	180	7	activation	activation	NOUN
asir-56424	180	8	function	function	VERB
asir-56424	180	9	to	to	PART
asir-56424	180	10	find	find	VERB
asir-56424	180	11	the	the	DET
asir-56424	180	12	output	output	NOUN
asir-56424	180	13	of	of	ADP
asir-56424	180	14	each	each	PRON
asir-56424	180	15	of	of	ADP
asir-56424	180	16	the	the	DET
asir-56424	180	17	nine	nine	NUM
asir-56424	180	18	hidden	hidden	ADJ
asir-56424	180	19	neurons	neuron	NOUN
asir-56424	180	20	that	that	PRON
asir-56424	180	21	belong	belong	VERB
asir-56424	180	22	to	to	ADP
asir-56424	180	23	the	the	DET
asir-56424	180	24	first	first	ADJ
asir-56424	180	25	hidden	hide	VERB
asir-56424	180	26	layer	layer	NOUN
asir-56424	180	27	.	.	PUNCT
asir-56424	181	1	3	3	X
asir-56424	181	2	.	.	X
asir-56424	181	3	the	the	DET
asir-56424	181	4	nine	nine	NUM
asir-56424	181	5	outputs	output	NOUN
asir-56424	181	6	of	of	ADP
asir-56424	181	7	the	the	DET
asir-56424	181	8	first	first	ADJ
asir-56424	181	9	hidden	hide	VERB
asir-56424	181	10	layer	layer	NOUN
asir-56424	181	11	,	,	PUNCT
asir-56424	181	12	plus	plus	CCONJ
asir-56424	181	13	a	a	DET
asir-56424	181	14	bias	bias	NOUN
asir-56424	181	15	input	input	NOUN
asir-56424	181	16	,	,	PUNCT
asir-56424	181	17	are	be	AUX
asir-56424	181	18	injected	inject	VERB
asir-56424	181	19	into	into	ADP
asir-56424	181	20	the	the	DET
asir-56424	181	21	inputs	input	NOUN
asir-56424	181	22	of	of	ADP
asir-56424	181	23	the	the	DET
asir-56424	181	24	seven	seven	NUM
asir-56424	181	25	artificial	artificial	ADJ
asir-56424	181	26	neurons	neuron	NOUN
asir-56424	181	27	that	that	PRON
asir-56424	181	28	belong	belong	VERB
asir-56424	181	29	to	to	ADP
asir-56424	181	30	the	the	DET
asir-56424	181	31	second	second	ADJ
asir-56424	181	32	hidden	hide	VERB
asir-56424	181	33	layer	layer	NOUN
asir-56424	181	34	(	(	PUNCT
asir-56424	181	35	the	the	DET
asir-56424	181	36	weights	weight	NOUN
asir-56424	181	37	for	for	ADP
asir-56424	181	38	each	each	DET
asir-56424	181	39	input	input	NOUN
asir-56424	181	40	and	and	CCONJ
asir-56424	181	41	bias	bias	NOUN
asir-56424	181	42	are	be	AUX
asir-56424	181	43	the	the	DET
asir-56424	181	44	optimal	optimal	ADJ
asir-56424	181	45	weights	weight	NOUN
asir-56424	181	46	obtained	obtain	VERB
asir-56424	181	47	in	in	ADP
asir-56424	181	48	the	the	DET
asir-56424	181	49	proposed	propose	VERB
asir-56424	181	50	model	model	NOUN
asir-56424	181	51	)	)	PUNCT
asir-56424	181	52	.	.	PUNCT
asir-56424	182	1	4	4	X
asir-56424	182	2	.	.	X
asir-56424	182	3	use	use	VERB
asir-56424	182	4	the	the	DET
asir-56424	182	5	hyperbolic	hyperbolic	ADJ
asir-56424	182	6	tangent	tangent	NOUN
asir-56424	182	7	activation	activation	NOUN
asir-56424	182	8	function	function	VERB
asir-56424	182	9	to	to	PART
asir-56424	182	10	find	find	VERB
asir-56424	182	11	the	the	DET
asir-56424	182	12	output	output	NOUN
asir-56424	182	13	of	of	ADP
asir-56424	182	14	each	each	PRON
asir-56424	182	15	of	of	ADP
asir-56424	182	16	the	the	DET
asir-56424	182	17	seven	seven	NUM
asir-56424	182	18	hidden	hide	VERB
asir-56424	182	19	neurons	neuron	NOUN
asir-56424	182	20	that	that	PRON
asir-56424	182	21	belong	belong	VERB
asir-56424	182	22	to	to	ADP
asir-56424	182	23	the	the	DET
asir-56424	182	24	second	second	ADJ
asir-56424	182	25	hidden	hide	VERB
asir-56424	182	26	layer	layer	NOUN
asir-56424	182	27	.	.	PUNCT
asir-56424	183	1	5	5	X
asir-56424	183	2	.	.	X
asir-56424	183	3	the	the	DET
asir-56424	183	4	seven	seven	NUM
asir-56424	183	5	outputs	output	NOUN
asir-56424	183	6	of	of	ADP
asir-56424	183	7	the	the	DET
asir-56424	183	8	second	second	ADJ
asir-56424	183	9	hidden	hide	VERB
asir-56424	183	10	layer	layer	NOUN
asir-56424	183	11	,	,	PUNCT
asir-56424	183	12	plus	plus	CCONJ
asir-56424	183	13	a	a	DET
asir-56424	183	14	bias	bias	NOUN
asir-56424	183	15	input	input	NOUN
asir-56424	183	16	,	,	PUNCT
asir-56424	183	17	are	be	AUX
asir-56424	183	18	injected	inject	VERB
asir-56424	183	19	into	into	ADP
asir-56424	183	20	the	the	DET
asir-56424	183	21	inputs	input	NOUN
asir-56424	183	22	of	of	ADP
asir-56424	183	23	the	the	DET
asir-56424	183	24	two	two	NUM
asir-56424	183	25	artificial	artificial	ADJ
asir-56424	183	26	neurons	neuron	NOUN
asir-56424	183	27	that	that	PRON
asir-56424	183	28	belong	belong	VERB
asir-56424	183	29	to	to	ADP
asir-56424	183	30	the	the	DET
asir-56424	183	31	output	output	NOUN
asir-56424	183	32	layer	layer	NOUN
asir-56424	183	33	(	(	PUNCT
asir-56424	183	34	the	the	DET
asir-56424	183	35	weights	weight	NOUN
asir-56424	183	36	for	for	ADP
asir-56424	183	37	each	each	DET
asir-56424	183	38	input	input	NOUN
asir-56424	183	39	and	and	CCONJ
asir-56424	183	40	bias	bias	NOUN
asir-56424	183	41	are	be	AUX
asir-56424	183	42	the	the	DET
asir-56424	183	43	optimal	optimal	ADJ
asir-56424	183	44	weights	weight	NOUN
asir-56424	183	45	obtained	obtain	VERB
asir-56424	183	46	in	in	ADP
asir-56424	183	47	the	the	DET
asir-56424	183	48	proposed	propose	VERB
asir-56424	183	49	model	model	NOUN
asir-56424	183	50	)	)	PUNCT
asir-56424	183	51	.	.	PUNCT
asir-56424	184	1	6	6	X
asir-56424	184	2	.	.	X
asir-56424	184	3	use	use	VERB
asir-56424	184	4	the	the	DET
asir-56424	184	5	identity	identity	NOUN
asir-56424	184	6	activation	activation	NOUN
asir-56424	184	7	function	function	VERB
asir-56424	184	8	to	to	PART
asir-56424	184	9	find	find	VERB
asir-56424	184	10	the	the	DET
asir-56424	184	11	output	output	NOUN
asir-56424	184	12	of	of	ADP
asir-56424	184	13	each	each	PRON
asir-56424	184	14	of	of	ADP
asir-56424	184	15	the	the	DET
asir-56424	184	16	two	two	NUM
asir-56424	184	17	output	output	NOUN
asir-56424	184	18	neurons	neuron	NOUN
asir-56424	184	19	that	that	PRON
asir-56424	184	20	belong	belong	VERB
asir-56424	184	21	to	to	ADP
asir-56424	184	22	the	the	DET
asir-56424	184	23	output	output	NOUN
asir-56424	184	24	layer	layer	NOUN
asir-56424	184	25	.	.	PUNCT
asir-56424	185	1	the	the	DET
asir-56424	185	2	two	two	NUM
asir-56424	185	3	output	output	NOUN
asir-56424	185	4	neurons	neuron	NOUN
asir-56424	185	5	provide	provide	VERB
asir-56424	185	6	the	the	DET
asir-56424	185	7	probabilities	probability	NOUN
asir-56424	185	8	for	for	ADP
asir-56424	185	9	being	be	AUX
asir-56424	185	10	aware	aware	ADJ
asir-56424	185	11	of	of	ADP
asir-56424	185	12	crc	crc	NOUN
asir-56424	185	13	and	and	CCONJ
asir-56424	185	14	for	for	ADP
asir-56424	185	15	not	not	PART
asir-56424	185	16	being	be	AUX
asir-56424	185	17	aware	aware	ADJ
asir-56424	185	18	.	.	PUNCT
asir-56424	186	1	7	7	X
asir-56424	186	2	.	.	X
asir-56424	186	3	finally	finally	ADV
asir-56424	186	4	,	,	PUNCT
asir-56424	186	5	the	the	DET
asir-56424	186	6	higher	high	ADJ
asir-56424	186	7	probability	probability	NOUN
asir-56424	186	8	is	be	AUX
asir-56424	186	9	chosen	choose	VERB
asir-56424	186	10	as	as	ADP
asir-56424	186	11	the	the	DET
asir-56424	186	12	prediction	prediction	NOUN
asir-56424	186	13	outcome	outcome	NOUN
asir-56424	186	14	,	,	PUNCT
asir-56424	186	15	and	and	CCONJ
asir-56424	186	16	the	the	DET
asir-56424	186	17	output	output	NOUN
asir-56424	186	18	message	message	NOUN
asir-56424	186	19	will	will	AUX
asir-56424	186	20	be	be	AUX
asir-56424	186	21	'	'	PUNCT
asir-56424	186	22	person	person	NOUN
asir-56424	186	23	aware	aware	ADJ
asir-56424	186	24	'	'	PUNCT
asir-56424	186	25	or	or	CCONJ
asir-56424	186	26	'	'	PUNCT
asir-56424	186	27	person	person	NOUN
asir-56424	186	28	unaware	unaware	ADJ
asir-56424	186	29	.	.	PUNCT
asir-56424	186	30	'	'	PUNCT
asir-56424	187	1	table	table	NOUN
asir-56424	187	2	3	3	NUM
asir-56424	187	3	illustrates	illustrate	VERB
asir-56424	187	4	a	a	DET
asir-56424	187	5	screenshot	screenshot	NOUN
asir-56424	187	6	of	of	ADP
asir-56424	187	7	the	the	DET
asir-56424	187	8	excel	excel	ADJ
asir-56424	187	9	api	api	NOUN
asir-56424	187	10	interface	interface	NOUN
asir-56424	187	11	,	,	PUNCT
asir-56424	187	12	and	and	CCONJ
asir-56424	187	13	tables	table	VERB
asir-56424	187	14	4	4	NUM
asir-56424	187	15	to	to	PART
asir-56424	187	16	6	6	NUM
asir-56424	187	17	are	be	AUX
asir-56424	187	18	sample	sample	NOUN
asir-56424	187	19	screenshots	screenshot	NOUN
asir-56424	187	20	presenting	present	VERB
asir-56424	187	21	the	the	DET
asir-56424	187	22	optimal	optimal	ADJ
asir-56424	187	23	weights	weight	NOUN
asir-56424	187	24	that	that	PRON
asir-56424	187	25	correspond	correspond	VERB
asir-56424	187	26	to	to	ADP
asir-56424	187	27	the	the	DET
asir-56424	187	28	nine	nine	NUM
asir-56424	187	29	neurons	neuron	NOUN
asir-56424	187	30	of	of	ADP
asir-56424	187	31	the	the	DET
asir-56424	187	32	first	first	ADJ
asir-56424	187	33	and	and	CCONJ
asir-56424	187	34	second	second	ADJ
asir-56424	187	35	hidden	hidden	ADJ
asir-56424	187	36	layers	layer	NOUN
asir-56424	187	37	,	,	PUNCT
asir-56424	187	38	and	and	CCONJ
asir-56424	187	39	the	the	DET
asir-56424	187	40	outputs	output	NOUN
asir-56424	187	41	.	.	PUNCT
asir-56424	188	1	finally	finally	ADV
asir-56424	188	2	,	,	PUNCT
asir-56424	188	3	figure	figure	VERB
asir-56424	188	4	4	4	NUM
asir-56424	188	5	depicts	depict	VERB
asir-56424	188	6	the	the	DET
asir-56424	188	7	ann	ann	PROPN
asir-56424	188	8	model	model	NOUN
asir-56424	188	9	for	for	ADP
asir-56424	188	10	crc	crc	NOUN
asir-56424	188	11	awareness	awareness	NOUN
asir-56424	188	12	.	.	PUNCT
asir-56424	189	1	table	table	NOUN
asir-56424	189	2	3	3	NUM
asir-56424	189	3	.	.	PUNCT
asir-56424	190	1	the	the	DET
asir-56424	190	2	excel	excel	PROPN
asir-56424	190	3	interface	interface	NOUN
asir-56424	190	4	api	api	NOUN
asir-56424	190	5	for	for	ADP
asir-56424	190	6	crc	crc	NOUN
asir-56424	190	7	awareness	awareness	NOUN
asir-56424	190	8	prediction	prediction	NOUN
asir-56424	190	9	based	base	VERB
asir-56424	190	10	on	on	ADP
asir-56424	190	11	demographic	demographic	ADJ
asir-56424	190	12	data	datum	NOUN
asir-56424	190	13	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-56424	190	14	applied	apply	VERB
asir-56424	190	15	science	science	NOUN
asir-56424	190	16	and	and	CCONJ
asir-56424	190	17	innovative	innovative	ADJ
asir-56424	190	18	research	research	NOUN
asir-56424	190	19	vol	vol	NOUN
asir-56424	190	20	.	.	PUNCT
asir-56424	191	1	9	9	NUM
asir-56424	191	2	,	,	PUNCT
asir-56424	191	3	no	no	INTJ
asir-56424	191	4	.	.	NOUN
asir-56424	191	5	3	3	NUM
asir-56424	191	6	,	,	PUNCT
asir-56424	191	7	2025	2025	NUM
asir-56424	191	8	33	33	NUM
asir-56424	191	9	published	publish	VERB
asir-56424	191	10	by	by	ADP
asir-56424	191	11	scholink	scholink	PROPN
asir-56424	191	12	inc	inc	PROPN
asir-56424	191	13	.	.	PROPN
asir-56424	191	14	table	table	PROPN
asir-56424	191	15	4	4	NUM
asir-56424	191	16	.	.	PUNCT
asir-56424	192	1	the	the	DET
asir-56424	192	2	model	model	NOUN
asir-56424	192	3	's	's	PART
asir-56424	192	4	optimal	optimal	ADJ
asir-56424	192	5	weights	weight	NOUN
asir-56424	192	6	for	for	ADP
asir-56424	192	7	the	the	DET
asir-56424	192	8	nine	nine	NUM
asir-56424	192	9	neurons	neuron	NOUN
asir-56424	192	10	of	of	ADP
asir-56424	192	11	the	the	DET
asir-56424	192	12	first	first	ADJ
asir-56424	192	13	hidden	hide	VERB
asir-56424	192	14	layer	layer	NOUN
asir-56424	192	15	.	.	PUNCT
asir-56424	193	1	predictor	predictor	PROPN
asir-56424	193	2	h(1:1	h(1:1	PROPN
asir-56424	193	3	)	)	PUNCT
asir-56424	193	4	h(1:2	h(1:2	NOUN
asir-56424	193	5	)	)	PUNCT
asir-56424	193	6	h(1:3	h(1:3	NOUN
asir-56424	193	7	)	)	PUNCT
asir-56424	193	8	h(1:4	h(1:4	NOUN
asir-56424	193	9	)	)	PUNCT
asir-56424	193	10	h(1:5	h(1:5	NOUN
asir-56424	193	11	)	)	PUNCT
asir-56424	193	12	h(1:6	h(1:6	NOUN
asir-56424	193	13	)	)	PUNCT
asir-56424	193	14	h(1:7	h(1:7	PROPN
asir-56424	193	15	)	)	PUNCT
asir-56424	193	16	h(1:8	h(1:8	PROPN
asir-56424	193	17	)	)	PUNCT
asir-56424	193	18	h(1:9	h(1:9	NOUN
asir-56424	193	19	)	)	PUNCT
asir-56424	193	20	input	input	NOUN
asir-56424	193	21	layer	layer	NOUN
asir-56424	193	22	(	(	PUNCT
asir-56424	193	23	bias	bias	NOUN
asir-56424	193	24	)	)	PUNCT
asir-56424	193	25	0.14	0.14	NUM
asir-56424	193	26	0.326	0.326	NUM
asir-56424	193	27	0.078	0.078	NUM
asir-56424	193	28	-0.261	-0.261	NUM
asir-56424	193	29	0.067	0.067	NUM
asir-56424	193	30	-0.488	-0.488	NUM
asir-56424	193	31	0.274	0.274	NUM
asir-56424	193	32	-0.017	-0.017	NUM
asir-56424	193	33	-0.341	-0.341	PUNCT
asir-56424	194	1	[	[	X
asir-56424	194	2	gender=0	gender=0	X
asir-56424	194	3	]	]	X
asir-56424	194	4	0.625	0.625	NUM
asir-56424	194	5	-0.068	-0.068	X
asir-56424	194	6	0.299	0.299	NUM
asir-56424	194	7	0.159	0.159	NUM
asir-56424	194	8	0.269	0.269	NUM
asir-56424	194	9	-0.441	-0.441	NUM
asir-56424	194	10	-0.231	-0.231	NUM
asir-56424	194	11	0.126	0.126	NUM
asir-56424	194	12	0.17	0.17	NUM
asir-56424	195	1	[	[	X
asir-56424	195	2	gender=1	gender=1	X
asir-56424	195	3	]	]	X
asir-56424	195	4	-0.209	-0.209	NOUN
asir-56424	195	5	0.385	0.385	NUM
asir-56424	195	6	0.069	0.069	NUM
asir-56424	195	7	-0.281	-0.281	PUNCT
asir-56424	196	1	-0.202	-0.202	INTJ
asir-56424	196	2	-0.303	-0.303	X
asir-56424	196	3	-0.295	-0.295	X
asir-56424	196	4	-0.193	-0.193	NUM
asir-56424	196	5	0.42	0.42	NUM
asir-56424	197	1	[	[	X
asir-56424	197	2	marital_status=1	marital_status=1	X
asir-56424	197	3	]	]	PUNCT
asir-56424	197	4	-0.019	-0.019	NUM
asir-56424	197	5	0.422	0.422	NUM
asir-56424	197	6	0.101	0.101	NUM
asir-56424	197	7	0.331	0.331	NUM
asir-56424	197	8	0.567	0.567	NUM
asir-56424	197	9	-0.274	-0.274	NOUN
asir-56424	197	10	0.565	0.565	NUM
asir-56424	197	11	0.175	0.175	NUM
asir-56424	197	12	0.192	0.192	NUM
asir-56424	197	13	[	[	X
asir-56424	197	14	marital_status=2	marital_status=2	X
asir-56424	197	15	]	]	X
asir-56424	197	16	0.055	0.055	NUM
asir-56424	197	17	0.193	0.193	NUM
asir-56424	197	18	-0.038	-0.038	PUNCT
asir-56424	197	19	-0.243	-0.243	PROPN
asir-56424	197	20	-0.424	-0.424	NUM
asir-56424	197	21	-0.272	-0.272	NOUN
asir-56424	197	22	0.411	0.411	NUM
asir-56424	197	23	-0.844	-0.844	X
asir-56424	197	24	-0.258	-0.258	NOUN
asir-56424	198	1	[	[	X
asir-56424	198	2	marital_status=3	marital_status=3	NOUN
asir-56424	198	3	]	]	PUNCT
asir-56424	198	4	-0.202	-0.202	PROPN
asir-56424	198	5	0.18	0.18	NUM
asir-56424	198	6	0.197	0.197	NUM
asir-56424	198	7	-0.095	-0.095	NUM
asir-56424	198	8	0.43	0.43	NUM
asir-56424	198	9	0.049	0.049	NUM
asir-56424	198	10	-0.443	-0.443	NOUN
asir-56424	198	11	-0.148	-0.148	PUNCT
asir-56424	198	12	-0.195	-0.195	PUNCT
asir-56424	199	1	[	[	X
asir-56424	199	2	marital_status=4	marital_status=4	X
asir-56424	199	3	]	]	X
asir-56424	199	4	-0.43	-0.43	NUM
asir-56424	199	5	0.097	0.097	NUM
asir-56424	199	6	0.083	0.083	NUM
asir-56424	199	7	-0.238	-0.238	NUM
asir-56424	199	8	0.021	0.021	NUM
asir-56424	199	9	-0.336	-0.336	PROPN
asir-56424	199	10	0.018	0.018	NUM
asir-56424	199	11	-0.331	-0.331	NUM
asir-56424	199	12	0.103	0.103	NUM
asir-56424	199	13	[	[	X
asir-56424	199	14	marital_status=5	marital_status=5	X
asir-56424	199	15	]	]	X
asir-56424	199	16	-0.263	-0.263	NUM
asir-56424	199	17	0.08	0.08	NUM
asir-56424	199	18	-0.434	-0.434	NUM
asir-56424	199	19	0.285	0.285	NUM
asir-56424	199	20	0.066	0.066	NUM
asir-56424	199	21	-0.351	-0.351	NOUN
asir-56424	199	22	0.006	0.006	NUM
asir-56424	199	23	-0.11	-0.11	NUM
asir-56424	199	24	-0.411	-0.411	PUNCT
asir-56424	200	1	[	[	X
asir-56424	200	2	education=1	education=1	X
asir-56424	200	3	]	]	X
asir-56424	200	4	0.101	0.101	NUM
asir-56424	200	5	-0.278	-0.278	NOUN
asir-56424	200	6	-0.22	-0.22	NUM
asir-56424	200	7	0.406	0.406	NUM
asir-56424	200	8	-0.27	-0.27	PROPN
asir-56424	200	9	0.077	0.077	NUM
asir-56424	200	10	0.276	0.276	NUM
asir-56424	200	11	0.053	0.053	NUM
asir-56424	200	12	-0.325	-0.325	NOUN
asir-56424	201	1	[	[	X
asir-56424	201	2	education=2	education=2	X
asir-56424	201	3	]	]	X
asir-56424	201	4	0.189	0.189	DET
asir-56424	201	5	0.155	0.155	NUM
asir-56424	201	6	-0.059	-0.059	PUNCT
asir-56424	201	7	-0.071	-0.071	PUNCT
asir-56424	201	8	0.455	0.455	NUM
asir-56424	201	9	-0.407	-0.407	NUM
asir-56424	201	10	-0.338	-0.338	PUNCT
asir-56424	201	11	0.385	0.385	NUM
asir-56424	201	12	0.399	0.399	NUM
asir-56424	202	1	[	[	X
asir-56424	202	2	education=3	education=3	X
asir-56424	202	3	]	]	X
asir-56424	202	4	0.248	0.248	NUM
asir-56424	202	5	0.377	0.377	NUM
asir-56424	202	6	0.413	0.413	NUM
asir-56424	202	7	-0.061	-0.061	NOUN
asir-56424	203	1	0.312	0.312	NUM
asir-56424	203	2	-0.058	-0.058	NUM
asir-56424	203	3	-0.125	-0.125	NUM
asir-56424	203	4	-0.385	-0.385	PROPN
asir-56424	203	5	0.321	0.321	NUM
asir-56424	203	6	[	[	X
asir-56424	203	7	education=4	education=4	X
asir-56424	203	8	]	]	X
asir-56424	203	9	-0.279	-0.279	NUM
asir-56424	203	10	0.229	0.229	NUM
asir-56424	203	11	0.142	0.142	NUM
asir-56424	203	12	0.236	0.236	NUM
asir-56424	203	13	-0.089	-0.089	NOUN
asir-56424	203	14	-0.087	-0.087	PUNCT
asir-56424	203	15	-0.416	-0.416	PUNCT
asir-56424	204	1	-0.534	-0.534	NOUN
asir-56424	204	2	0.194	0.194	NUM
asir-56424	205	1	[	[	X
asir-56424	205	2	where_you_live=1	where_you_live=1	X
asir-56424	205	3	]	]	X
asir-56424	205	4	0.102	0.102	NUM
asir-56424	205	5	-0.207	-0.207	X
asir-56424	205	6	-0.42	-0.42	NUM
asir-56424	205	7	0.191	0.191	NUM
asir-56424	205	8	-0.178	-0.178	ADV
asir-56424	205	9	-0.35	-0.35	NUM
asir-56424	205	10	0.25	0.25	NUM
asir-56424	205	11	-0.419	-0.419	NUM
asir-56424	205	12	-0.338	-0.338	PUNCT
asir-56424	205	13	[	[	X
asir-56424	205	14	where_you_live=2	where_you_live=2	X
asir-56424	205	15	]	]	PUNCT
asir-56424	205	16	-0.339	-0.339	VERB
asir-56424	205	17	0.487	0.487	NUM
asir-56424	205	18	0.324	0.324	NUM
asir-56424	205	19	-0.157	-0.157	NOUN
asir-56424	205	20	0.436	0.436	NUM
asir-56424	205	21	0.276	0.276	NUM
asir-56424	205	22	0.054	0.054	NUM
asir-56424	205	23	0.156	0.156	NUM
asir-56424	205	24	0.298	0.298	NUM
asir-56424	206	1	[	[	X
asir-56424	206	2	where_you_live=3	where_you_live=3	X
asir-56424	206	3	]	]	PUNCT
asir-56424	206	4	0.288	0.288	NUM
asir-56424	206	5	0.443	0.443	NUM
asir-56424	206	6	0.503	0.503	NUM
asir-56424	206	7	-0.48	-0.48	NUM
asir-56424	206	8	0.452	0.452	NUM
asir-56424	206	9	-0.427	-0.427	NUM
asir-56424	206	10	0.155	0.155	NUM
asir-56424	206	11	0.286	0.286	NUM
asir-56424	206	12	-0.152	-0.152	PUNCT
asir-56424	207	1	[	[	X
asir-56424	207	2	where_you_live=4	where_you_live=4	X
asir-56424	207	3	]	]	X
asir-56424	207	4	0.384	0.384	NUM
asir-56424	207	5	-0.727	-0.727	SYM
asir-56424	207	6	-0.098	-0.098	SYM
asir-56424	208	1	0.091	0.091	NUM
asir-56424	208	2	-0.298	-0.298	NUM
asir-56424	208	3	0.079	0.079	NUM
asir-56424	208	4	-0.127	-0.127	NOUN
asir-56424	208	5	-0.093	-0.093	PROPN
asir-56424	208	6	0.764	0.764	NUM
asir-56424	209	1	[	[	X
asir-56424	209	2	where_you_live=5	where_you_live=5	NOUN
asir-56424	209	3	]	]	SYM
asir-56424	209	4	-0.048	-0.048	NOUN
asir-56424	209	5	0.334	0.334	NUM
asir-56424	209	6	-0.255	-0.255	SYM
asir-56424	209	7	0.293	0.293	NUM
asir-56424	209	8	-0.177	-0.177	NUM
asir-56424	209	9	-0.256	-0.256	PUNCT
asir-56424	209	10	-0.554	-0.554	NUM
asir-56424	210	1	0.378	0.378	NUM
asir-56424	210	2	0.545	0.545	NUM
asir-56424	210	3	[	[	X
asir-56424	210	4	where_you_live=6	where_you_live=6	X
asir-56424	210	5	]	]	X
asir-56424	210	6	0.348	0.348	NUM
asir-56424	210	7	0.285	0.285	NUM
asir-56424	210	8	-0.066	-0.066	NOUN
asir-56424	210	9	0.1	0.1	NUM
asir-56424	210	10	0.288	0.288	NUM
asir-56424	210	11	0.181	0.181	NUM
asir-56424	210	12	0.242	0.242	NUM
asir-56424	210	13	-0.161	-0.161	PUNCT
asir-56424	210	14	-0.436	-0.436	PUNCT
asir-56424	211	1	[	[	X
asir-56424	211	2	where_you_live=7	where_you_live=7	X
asir-56424	211	3	]	]	X
asir-56424	211	4	0.34	0.34	NUM
asir-56424	211	5	0.038	0.038	NUM
asir-56424	211	6	-0.639	-0.639	PUNCT
asir-56424	211	7	-0.148	-0.148	PUNCT
asir-56424	211	8	0.302	0.302	NUM
asir-56424	211	9	-0.28	-0.28	NOUN
asir-56424	211	10	0.535	0.535	NUM
asir-56424	211	11	-0.337	-0.337	NOUN
asir-56424	211	12	0.1	0.1	NUM
asir-56424	212	1	[	[	X
asir-56424	212	2	where_you_live=8	where_you_live=8	X
asir-56424	212	3	]	]	X
asir-56424	212	4	0.316	0.316	NUM
asir-56424	212	5	0.398	0.398	NUM
asir-56424	212	6	0.461	0.461	NUM
asir-56424	212	7	0.374	0.374	NUM
asir-56424	212	8	-0.477	-0.477	NOUN
asir-56424	212	9	0.446	0.446	NUM
asir-56424	212	10	0.462	0.462	NUM
asir-56424	212	11	0.573	0.573	NUM
asir-56424	212	12	-0.354	-0.354	NOUN
asir-56424	212	13	[	[	X
asir-56424	212	14	work_status=1	work_status=1	X
asir-56424	212	15	]	]	X
asir-56424	212	16	0.3	0.3	NUM
asir-56424	212	17	0.04	0.04	NUM
asir-56424	212	18	-0.43	-0.43	NUM
asir-56424	212	19	-0.365	-0.365	ADJ
asir-56424	212	20	-0.262	-0.262	PUNCT
asir-56424	212	21	-0.207	-0.207	X
asir-56424	212	22	-0.145	-0.145	VERB
asir-56424	212	23	-0.288	-0.288	NUM
asir-56424	212	24	0.151	0.151	NUM
asir-56424	212	25	[	[	X
asir-56424	212	26	work_status=2	work_status=2	X
asir-56424	212	27	]	]	X
asir-56424	212	28	-0.203	-0.203	NUM
asir-56424	212	29	0.167	0.167	NUM
asir-56424	212	30	0.199	0.199	NUM
asir-56424	212	31	-0.392	-0.392	NUM
asir-56424	212	32	0.46	0.46	NUM
asir-56424	212	33	-0.25	-0.25	NUM
asir-56424	212	34	0.305	0.305	NUM
asir-56424	212	35	-0.106	-0.106	NUM
asir-56424	212	36	-0.113	-0.113	NOUN
asir-56424	213	1	[	[	X
asir-56424	213	2	work_status=3	work_status=3	X
asir-56424	213	3	]	]	X
asir-56424	213	4	-0.146	-0.146	NOUN
asir-56424	213	5	0.458	0.458	NUM
asir-56424	213	6	0.299	0.299	NUM
asir-56424	213	7	-0.002	-0.002	PUNCT
asir-56424	213	8	-0.095	-0.095	NUM
asir-56424	213	9	0.01	0.01	NUM
asir-56424	213	10	0.029	0.029	NUM
asir-56424	213	11	-0.32	-0.32	VERB
asir-56424	213	12	0.161	0.161	NUM
asir-56424	213	13	[	[	X
asir-56424	213	14	work_status=4	work_status=4	X
asir-56424	213	15	]	]	X
asir-56424	213	16	-0.179	-0.179	PUNCT
asir-56424	213	17	-0.32	-0.32	VERB
asir-56424	213	18	-0.518	-0.518	PROPN
asir-56424	213	19	-0.125	-0.125	PROPN
asir-56424	213	20	-0.071	-0.071	NUM
asir-56424	213	21	0.254	0.254	NUM
asir-56424	213	22	-0.38	-0.38	NUM
asir-56424	213	23	0.358	0.358	NUM
asir-56424	213	24	0.407	0.407	NUM
asir-56424	214	1	[	[	X
asir-56424	214	2	work_status=5	work_status=5	X
asir-56424	214	3	]	]	X
asir-56424	214	4	0.475	0.475	NUM
asir-56424	214	5	0.327	0.327	NUM
asir-56424	214	6	-0.348	-0.348	NOUN
asir-56424	214	7	0.27	0.27	NUM
asir-56424	214	8	0.122	0.122	NUM
asir-56424	214	9	0.456	0.456	NUM
asir-56424	214	10	-0.513	-0.513	NOUN
asir-56424	214	11	0.352	0.352	NUM
asir-56424	214	12	0.356	0.356	NUM
asir-56424	214	13	age	age	NOUN
asir-56424	214	14	-0.859	-0.859	PUNCT
asir-56424	214	15	-0.245	-0.245	PROPN
asir-56424	214	16	0.078	0.078	NUM
asir-56424	214	17	-0.491	-0.491	NOUN
asir-56424	214	18	0.087	0.087	NUM
asir-56424	214	19	0.384	0.384	NUM
asir-56424	214	20	-0.155	-0.155	PUNCT
asir-56424	214	21	0.675	0.675	NUM
asir-56424	214	22	-0.138	-0.138	NUM
asir-56424	214	23	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-56424	214	24	applied	apply	VERB
asir-56424	214	25	science	science	NOUN
asir-56424	214	26	and	and	CCONJ
asir-56424	214	27	innovative	innovative	ADJ
asir-56424	214	28	research	research	NOUN
asir-56424	214	29	vol	vol	NOUN
asir-56424	214	30	.	.	PUNCT
asir-56424	215	1	9	9	NUM
asir-56424	215	2	,	,	PUNCT
asir-56424	215	3	no	no	INTJ
asir-56424	215	4	.	.	NOUN
asir-56424	215	5	3	3	NUM
asir-56424	215	6	,	,	PUNCT
asir-56424	215	7	2025	2025	NUM
asir-56424	215	8	34	34	NUM
asir-56424	215	9	published	publish	VERB
asir-56424	215	10	by	by	ADP
asir-56424	215	11	scholink	scholink	PROPN
asir-56424	215	12	inc	inc	PROPN
asir-56424	215	13	.	.	PROPN
asir-56424	215	14	table	table	PROPN
asir-56424	215	15	5	5	NUM
asir-56424	215	16	.	.	PUNCT
asir-56424	216	1	the	the	DET
asir-56424	216	2	model	model	NOUN
asir-56424	216	3	's	's	PART
asir-56424	216	4	optimal	optimal	ADJ
asir-56424	216	5	weights	weight	NOUN
asir-56424	216	6	for	for	ADP
asir-56424	216	7	the	the	DET
asir-56424	216	8	nine	nine	NUM
asir-56424	216	9	neurons	neuron	NOUN
asir-56424	216	10	of	of	ADP
asir-56424	216	11	the	the	DET
asir-56424	216	12	second	second	ADJ
asir-56424	216	13	hidden	hide	VERB
asir-56424	216	14	layer	layer	NOUN
asir-56424	216	15	.	.	PUNCT
asir-56424	217	1	table	table	NOUN
asir-56424	217	2	6	6	NUM
asir-56424	217	3	.	.	PUNCT
asir-56424	218	1	the	the	DET
asir-56424	218	2	model	model	NOUN
asir-56424	218	3	's	's	PART
asir-56424	218	4	optimal	optimal	ADJ
asir-56424	218	5	weights	weight	NOUN
asir-56424	218	6	for	for	SCONJ
asir-56424	218	7	the	the	DET
asir-56424	218	8	outputs	output	NOUN
asir-56424	218	9	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-56424	218	10	applied	apply	VERB
asir-56424	218	11	science	science	NOUN
asir-56424	218	12	and	and	CCONJ
asir-56424	218	13	innovative	innovative	ADJ
asir-56424	218	14	research	research	NOUN
asir-56424	218	15	vol	vol	NOUN
asir-56424	218	16	.	.	PUNCT
asir-56424	219	1	9	9	NUM
asir-56424	219	2	,	,	PUNCT
asir-56424	219	3	no	no	INTJ
asir-56424	219	4	.	.	NOUN
asir-56424	219	5	3	3	NUM
asir-56424	219	6	,	,	PUNCT
asir-56424	219	7	2025	2025	NUM
asir-56424	219	8	35	35	NUM
asir-56424	219	9	published	publish	VERB
asir-56424	219	10	by	by	ADP
asir-56424	219	11	scholink	scholink	PROPN
asir-56424	219	12	inc	inc	PROPN
asir-56424	219	13	.	.	PROPN
asir-56424	219	14	figure	figure	NOUN
asir-56424	219	15	4	4	NUM
asir-56424	219	16	.	.	PUNCT
asir-56424	220	1	the	the	DET
asir-56424	220	2	resultant	resultant	NOUN
asir-56424	220	3	ann	ann	PROPN
asir-56424	220	4	model	model	NOUN
asir-56424	220	5	for	for	ADP
asir-56424	220	6	crc	crc	PROPN
asir-56424	220	7	awareness	awareness	PROPN
asir-56424	220	8	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	VERB
asir-56424	220	9	applied	apply	VERB
asir-56424	220	10	science	science	NOUN
asir-56424	220	11	and	and	CCONJ
asir-56424	220	12	innovative	innovative	ADJ
asir-56424	220	13	research	research	NOUN
asir-56424	220	14	vol	vol	NOUN
asir-56424	220	15	.	.	PUNCT
asir-56424	220	16	9	9	NUM
asir-56424	220	17	,	,	PUNCT
asir-56424	220	18	no	no	INTJ
asir-56424	220	19	.	.	NOUN
asir-56424	220	20	3	3	NUM
asir-56424	220	21	,	,	PUNCT
asir-56424	220	22	2025	2025	NUM
asir-56424	220	23	36	36	NUM
asir-56424	220	24	published	publish	VERB
asir-56424	220	25	by	by	ADP
asir-56424	220	26	scholink	scholink	PROPN
asir-56424	220	27	inc	inc	PROPN
asir-56424	220	28	.	.	PROPN
asir-56424	220	29	4	4	NUM
asir-56424	220	30	.	.	PUNCT
asir-56424	220	31	conclusions	conclusion	NOUN
asir-56424	220	32	neural	neural	ADJ
asir-56424	220	33	network	network	NOUN
asir-56424	220	34	implementation	implementation	NOUN
asir-56424	220	35	(	(	PUNCT
asir-56424	220	36	model	model	NOUN
asir-56424	220	37	is	be	AUX
asir-56424	220	38	presented	present	VERB
asir-56424	220	39	in	in	ADP
asir-56424	220	40	figure	figure	NOUN
asir-56424	220	41	4	4	NUM
asir-56424	220	42	)	)	PUNCT
asir-56424	220	43	provides	provide	VERB
asir-56424	220	44	a	a	DET
asir-56424	220	45	comprehensive	comprehensive	ADJ
asir-56424	220	46	,	,	PUNCT
asir-56424	220	47	productionready	productionready	ADJ
asir-56424	220	48	solution	solution	NOUN
asir-56424	220	49	for	for	ADP
asir-56424	220	50	crc	crc	NOUN
asir-56424	220	51	awareness	awareness	NOUN
asir-56424	220	52	prediction	prediction	NOUN
asir-56424	220	53	using	use	VERB
asir-56424	220	54	modern	modern	ADJ
asir-56424	220	55	deep	deep	ADJ
asir-56424	220	56	learning	learning	NOUN
asir-56424	220	57	techniques	technique	NOUN
asir-56424	220	58	.	.	PUNCT
asir-56424	221	1	the	the	DET
asir-56424	221	2	neural	neural	ADJ
asir-56424	221	3	network	network	NOUN
asir-56424	221	4	architecture	architecture	NOUN
asir-56424	221	5	demonstrates	demonstrate	VERB
asir-56424	221	6	the	the	DET
asir-56424	221	7	appropriate	appropriate	ADJ
asir-56424	221	8	complexity	complexity	NOUN
asir-56424	221	9	for	for	ADP
asir-56424	221	10	the	the	DET
asir-56424	221	11	demographic	demographic	ADJ
asir-56424	221	12	prediction	prediction	NOUN
asir-56424	221	13	domain	domain	NOUN
asir-56424	221	14	,	,	PUNCT
asir-56424	221	15	while	while	SCONJ
asir-56424	221	16	incorporating	incorporate	VERB
asir-56424	221	17	state	state	NOUN
asir-56424	221	18	-	-	PUNCT
asir-56424	221	19	of	of	ADP
asir-56424	221	20	-	-	PUNCT
asir-56424	221	21	the	the	DET
asir-56424	221	22	-	-	PUNCT
asir-56424	221	23	art	art	NOUN
asir-56424	221	24	regularization	regularization	NOUN
asir-56424	221	25	techniques	technique	NOUN
asir-56424	221	26	to	to	PART
asir-56424	221	27	ensure	ensure	VERB
asir-56424	221	28	robust	robust	ADJ
asir-56424	221	29	generalization	generalization	NOUN
asir-56424	221	30	.	.	PUNCT
asir-56424	222	1	4.1	4.1	NUM
asir-56424	222	2	key	key	ADJ
asir-56424	222	3	achievements	achievement	NOUN
asir-56424	222	4	technical	technical	ADJ
asir-56424	222	5	accomplishments	accomplishment	NOUN
asir-56424	222	6	:	:	PUNCT
asir-56424	222	7	1	1	X
asir-56424	222	8	.	.	X
asir-56424	222	9	successful	successful	ADJ
asir-56424	222	10	binary	binary	ADJ
asir-56424	222	11	classification	classification	NOUN
asir-56424	222	12	with	with	ADP
asir-56424	222	13	64.5	64.5	NUM
asir-56424	222	14	%	%	NOUN
asir-56424	222	15	validation	validation	NOUN
asir-56424	222	16	accuracy	accuracy	NOUN
asir-56424	222	17	.	.	PUNCT
asir-56424	223	1	2	2	X
asir-56424	223	2	.	.	X
asir-56424	223	3	robust	robust	ADJ
asir-56424	223	4	data	datum	NOUN
asir-56424	223	5	preprocessing	preprocesse	VERB
asir-56424	223	6	pipeline	pipeline	NOUN
asir-56424	223	7	with	with	ADP
asir-56424	223	8	feature	feature	NOUN
asir-56424	223	9	scaling	scaling	NOUN
asir-56424	223	10	and	and	CCONJ
asir-56424	223	11	validation	validation	NOUN
asir-56424	223	12	.	.	PUNCT
asir-56424	224	1	3	3	X
asir-56424	224	2	.	.	X
asir-56424	224	3	extensible	extensible	ADJ
asir-56424	224	4	architecture	architecture	NOUN
asir-56424	224	5	that	that	PRON
asir-56424	224	6	supports	support	VERB
asir-56424	224	7	future	future	ADJ
asir-56424	224	8	enhancements	enhancement	NOUN
asir-56424	224	9	.	.	PUNCT
asir-56424	225	1	4	4	X
asir-56424	225	2	.	.	X
asir-56424	225	3	comprehensive	comprehensive	ADJ
asir-56424	225	4	model	model	NOUN
asir-56424	225	5	analysis	analysis	NOUN
asir-56424	225	6	and	and	CCONJ
asir-56424	225	7	visualization	visualization	NOUN
asir-56424	225	8	capabilities	capability	NOUN
asir-56424	225	9	.	.	PUNCT
asir-56424	226	1	4.2	4.2	NUM
asir-56424	226	2	impact	impact	NOUN
asir-56424	226	3	and	and	CCONJ
asir-56424	226	4	applications	application	NOUN
asir-56424	226	5	the	the	DET
asir-56424	226	6	implemented	implement	VERB
asir-56424	226	7	solution	solution	NOUN
asir-56424	226	8	serves	serve	VERB
asir-56424	226	9	multiple	multiple	ADJ
asir-56424	226	10	purposes	purpose	NOUN
asir-56424	226	11	:	:	PUNCT
asir-56424	226	12	1	1	X
asir-56424	226	13	.	.	X
asir-56424	226	14	healthcare	healthcare	PROPN
asir-56424	226	15	research	research	PROPN
asir-56424	226	16	:	:	PUNCT
asir-56424	226	17	provides	provide	VERB
asir-56424	226	18	insights	insight	NOUN
asir-56424	226	19	into	into	ADP
asir-56424	226	20	demographic	demographic	ADJ
asir-56424	226	21	factors	factor	NOUN
asir-56424	226	22	affecting	affect	VERB
asir-56424	226	23	crc	crc	NOUN
asir-56424	226	24	awareness	awareness	NOUN
asir-56424	226	25	.	.	PUNCT
asir-56424	227	1	2	2	X
asir-56424	227	2	.	.	X
asir-56424	227	3	public	public	ADJ
asir-56424	227	4	health	health	NOUN
asir-56424	227	5	planning	planning	NOUN
asir-56424	227	6	:	:	PUNCT
asir-56424	227	7	enables	enable	VERB
asir-56424	227	8	targeted	target	VERB
asir-56424	227	9	awareness	awareness	NOUN
asir-56424	227	10	campaigns	campaign	NOUN
asir-56424	227	11	based	base	VERB
asir-56424	227	12	on	on	ADP
asir-56424	227	13	demographic	demographic	ADJ
asir-56424	227	14	profiles	profile	NOUN
asir-56424	227	15	.	.	PUNCT
asir-56424	228	1	3	3	X
asir-56424	228	2	.	.	X
asir-56424	228	3	educational	educational	ADJ
asir-56424	228	4	tool	tool	NOUN
asir-56424	228	5	:	:	PUNCT
asir-56424	228	6	demonstrates	demonstrate	VERB
asir-56424	228	7	best	good	ADJ
asir-56424	228	8	practices	practice	NOUN
asir-56424	228	9	in	in	ADP
asir-56424	228	10	machine	machine	NOUN
asir-56424	228	11	learning	learn	VERB
asir-56424	228	12	model	model	NOUN
asir-56424	228	13	deployment	deployment	NOUN
asir-56424	228	14	.	.	PUNCT
asir-56424	229	1	4	4	X
asir-56424	229	2	.	.	X
asir-56424	229	3	foundation	foundation	NOUN
asir-56424	229	4	platform	platform	NOUN
asir-56424	229	5	:	:	PUNCT
asir-56424	229	6	serves	serve	VERB
asir-56424	229	7	as	as	ADP
asir-56424	229	8	an	an	DET
asir-56424	229	9	extensible	extensible	ADJ
asir-56424	229	10	framework	framework	NOUN
asir-56424	229	11	for	for	ADP
asir-56424	229	12	similar	similar	ADJ
asir-56424	229	13	healthcare	healthcare	NOUN
asir-56424	229	14	prediction	prediction	NOUN
asir-56424	229	15	tasks	task	NOUN
asir-56424	229	16	.	.	PUNCT
asir-56424	230	1	4.3	4.3	NUM
asir-56424	230	2	strengths	strength	NOUN
asir-56424	230	3	and	and	CCONJ
asir-56424	230	4	limitations	limitation	NOUN
asir-56424	230	5	our	our	PRON
asir-56424	230	6	study	study	NOUN
asir-56424	230	7	has	have	VERB
asir-56424	230	8	strengths	strength	NOUN
asir-56424	230	9	and	and	CCONJ
asir-56424	230	10	limitations	limitation	NOUN
asir-56424	230	11	.	.	PUNCT
asir-56424	231	1	first	first	ADV
asir-56424	231	2	,	,	PUNCT
asir-56424	231	3	it	it	PRON
asir-56424	231	4	is	be	AUX
asir-56424	231	5	the	the	DET
asir-56424	231	6	first	first	ADJ
asir-56424	231	7	study	study	NOUN
asir-56424	231	8	to	to	PART
asir-56424	231	9	build	build	VERB
asir-56424	231	10	a	a	DET
asir-56424	231	11	prediction	prediction	NOUN
asir-56424	231	12	model	model	NOUN
asir-56424	231	13	for	for	ADP
asir-56424	231	14	crc	crc	NOUN
asir-56424	231	15	awareness	awareness	NOUN
asir-56424	231	16	.	.	PUNCT
asir-56424	232	1	this	this	DET
asir-56424	232	2	implementation	implementation	NOUN
asir-56424	232	3	establishes	establish	VERB
asir-56424	232	4	a	a	DET
asir-56424	232	5	solid	solid	ADJ
asir-56424	232	6	foundation	foundation	NOUN
asir-56424	232	7	for	for	ADP
asir-56424	232	8	healthcare	healthcare	NOUN
asir-56424	232	9	awareness	awareness	NOUN
asir-56424	232	10	prediction	prediction	NOUN
asir-56424	232	11	tasks	task	NOUN
asir-56424	232	12	and	and	CCONJ
asir-56424	232	13	demonstrates	demonstrate	VERB
asir-56424	232	14	the	the	DET
asir-56424	232	15	industry	industry	NOUN
asir-56424	232	16	's	's	PART
asir-56424	232	17	best	good	ADJ
asir-56424	232	18	practices	practice	NOUN
asir-56424	232	19	in	in	ADP
asir-56424	232	20	machine	machine	NOUN
asir-56424	232	21	learning	learn	VERB
asir-56424	232	22	model	model	NOUN
asir-56424	232	23	development	development	NOUN
asir-56424	232	24	and	and	CCONJ
asir-56424	232	25	deployment	deployment	NOUN
asir-56424	232	26	.	.	PUNCT
asir-56424	233	1	moreover	moreover	ADV
asir-56424	233	2	,	,	PUNCT
asir-56424	233	3	the	the	DET
asir-56424	233	4	ann	ann	PROPN
asir-56424	233	5	model	model	NOUN
asir-56424	233	6	provides	provide	VERB
asir-56424	233	7	valuable	valuable	ADJ
asir-56424	233	8	insights	insight	NOUN
asir-56424	233	9	to	to	PART
asir-56424	233	10	help	help	VERB
asir-56424	233	11	guide	guide	VERB
asir-56424	233	12	the	the	DET
asir-56424	233	13	implementation	implementation	NOUN
asir-56424	233	14	and	and	CCONJ
asir-56424	233	15	improvement	improvement	NOUN
asir-56424	233	16	of	of	ADP
asir-56424	233	17	such	such	ADJ
asir-56424	233	18	public	public	ADJ
asir-56424	233	19	health	health	NOUN
asir-56424	233	20	strategies	strategy	NOUN
asir-56424	233	21	.	.	PUNCT
asir-56424	234	1	however	however	ADV
asir-56424	234	2	,	,	PUNCT
asir-56424	234	3	there	there	PRON
asir-56424	234	4	are	be	VERB
asir-56424	234	5	some	some	DET
asir-56424	234	6	limitations	limitation	NOUN
asir-56424	234	7	,	,	PUNCT
asir-56424	234	8	such	such	ADJ
asir-56424	234	9	as	as	ADP
asir-56424	234	10	the	the	DET
asir-56424	234	11	modest	modest	ADJ
asir-56424	234	12	validation	validation	NOUN
asir-56424	234	13	accuracy	accuracy	NOUN
asir-56424	234	14	of	of	ADP
asir-56424	234	15	approximately	approximately	ADV
asir-56424	234	16	64.5	64.5	NUM
asir-56424	234	17	%	%	NOUN
asir-56424	234	18	final	final	ADJ
asir-56424	234	19	accuracy	accuracy	NOUN
asir-56424	234	20	,	,	PUNCT
asir-56424	234	21	with	with	ADP
asir-56424	234	22	60.7	60.7	NUM
asir-56424	234	23	%	%	NOUN
asir-56424	234	24	for	for	ADP
asir-56424	234	25	unaware	unaware	ADJ
asir-56424	234	26	cases	case	NOUN
asir-56424	234	27	and	and	CCONJ
asir-56424	234	28	68.3	68.3	NUM
asir-56424	234	29	%	%	NOUN
asir-56424	234	30	for	for	ADP
asir-56424	234	31	aware	aware	ADJ
asir-56424	234	32	cases	case	NOUN
asir-56424	234	33	.	.	PUNCT
asir-56424	235	1	these	these	DET
asir-56424	235	2	figures	figure	NOUN
asir-56424	235	3	could	could	AUX
asir-56424	235	4	be	be	AUX
asir-56424	235	5	improved	improve	VERB
asir-56424	235	6	with	with	ADP
asir-56424	235	7	higher	high	ADJ
asir-56424	235	8	sample	sample	NOUN
asir-56424	235	9	sizes	size	NOUN
asir-56424	235	10	and	and	CCONJ
asir-56424	235	11	better	well	ADJ
asir-56424	235	12	control	control	NOUN
asir-56424	235	13	of	of	ADP
asir-56424	235	14	social	social	ADJ
asir-56424	235	15	desirability	desirability	NOUN
asir-56424	235	16	bias	bias	NOUN
asir-56424	235	17	.	.	PUNCT
asir-56424	236	1	additionally	additionally	ADV
asir-56424	236	2	,	,	PUNCT
asir-56424	236	3	future	future	ADJ
asir-56424	236	4	work	work	NOUN
asir-56424	236	5	needs	need	VERB
asir-56424	236	6	to	to	PART
asir-56424	236	7	go	go	VERB
asir-56424	236	8	beyond	beyond	ADP
asir-56424	236	9	demographics	demographic	NOUN
asir-56424	236	10	by	by	ADP
asir-56424	236	11	improving	improve	VERB
asir-56424	236	12	data	datum	NOUN
asir-56424	236	13	collection	collection	NOUN
asir-56424	236	14	to	to	PART
asir-56424	236	15	include	include	VERB
asir-56424	236	16	psychosocial	psychosocial	ADJ
asir-56424	236	17	and	and	CCONJ
asir-56424	236	18	behavioral	behavioral	ADJ
asir-56424	236	19	predictors	predictor	NOUN
asir-56424	236	20	.	.	PUNCT
asir-56424	237	1	references	reference	NOUN
asir-56424	237	2	abreu	abreu	PROPN
asir-56424	237	3	lopez	lopez	PROPN
asir-56424	237	4	,	,	PUNCT
asir-56424	237	5	b.a	b.a	PROPN
asir-56424	237	6	.	.	PROPN
asir-56424	237	7	,	,	PUNCT
asir-56424	237	8	pinto	pinto	NOUN
asir-56424	237	9	-	-	PUNCT
asir-56424	237	10	colmenarez	colmenarez	NOUN
asir-56424	237	11	,	,	PUNCT
asir-56424	237	12	r.	r.	PROPN
asir-56424	237	13	,	,	PUNCT
asir-56424	237	14	caliwag	caliwag	NOUN
asir-56424	237	15	,	,	PUNCT
asir-56424	237	16	f.m.c	f.m.c	ADV
asir-56424	237	17	.	.	PUNCT
asir-56424	237	18	,	,	PUNCT
asir-56424	237	19	ponce	ponce	NOUN
asir-56424	237	20	-	-	PUNCT
asir-56424	237	21	lujan	lujan	PROPN
asir-56424	237	22	,	,	PUNCT
asir-56424	237	23	l.	l.	PROPN
asir-56424	237	24	,	,	PUNCT
asir-56424	237	25	fermin	fermin	PROPN
asir-56424	237	26	,	,	PUNCT
asir-56424	237	27	m.d	m.d	PROPN
asir-56424	237	28	.	.	PROPN
asir-56424	237	29	,	,	PUNCT
asir-56424	237	30	granillocortés	granillocortés	NOUN
asir-56424	237	31	,	,	PUNCT
asir-56424	237	32	a.v	a.v	PROPN
asir-56424	237	33	.	.	PROPN
asir-56424	237	34	,	,	PUNCT
asir-56424	237	35	mejía	mejía	PROPN
asir-56424	237	36	-	-	PUNCT
asir-56424	237	37	martínez	martínez	PROPN
asir-56424	237	38	,	,	PUNCT
asir-56424	237	39	a.g	a.g	PROPN
asir-56424	237	40	.	.	PROPN
asir-56424	237	41	,	,	PUNCT
asir-56424	237	42	zepeda	zepeda	PROPN
asir-56424	237	43	-	-	PUNCT
asir-56424	237	44	martinez	martinez	PROPN
asir-56424	237	45	,	,	PUNCT
asir-56424	237	46	i.g	i.g	PROPN
asir-56424	237	47	.	.	PROPN
asir-56424	237	48	,	,	PUNCT
asir-56424	237	49	&	&	CCONJ
asir-56424	237	50	león	león	PROPN
asir-56424	237	51	,	,	PUNCT
asir-56424	237	52	f.g	f.g	NOUN
asir-56424	237	53	.	.	PROPN
asir-56424	237	54	(	(	PUNCT
asir-56424	237	55	2024	2024	NUM
asir-56424	237	56	,	,	PUNCT
asir-56424	237	57	october	october	PROPN
asir-56424	237	58	6	6	NUM
asir-56424	237	59	)	)	PUNCT
asir-56424	237	60	.	.	PUNCT
asir-56424	238	1	colorectal	colorectal	ADJ
asir-56424	238	2	cancer	cancer	NOUN
asir-56424	238	3	screening	screening	NOUN
asir-56424	238	4	and	and	CCONJ
asir-56424	238	5	management	management	NOUN
asir-56424	238	6	in	in	ADP
asir-56424	238	7	lowand	lowand	ADJ
asir-56424	238	8	middle	middle	ADJ
asir-56424	238	9	-	-	PUNCT
asir-56424	238	10	income	income	NOUN
asir-56424	238	11	countries	country	NOUN
asir-56424	238	12	and	and	CCONJ
asir-56424	238	13	highincome	highincome	ADJ
asir-56424	238	14	countries	country	NOUN
asir-56424	238	15	:	:	PUNCT
asir-56424	238	16	a	a	DET
asir-56424	238	17	narrative	narrative	NOUN
asir-56424	238	18	review	review	NOUN
asir-56424	238	19	.	.	PUNCT
asir-56424	239	1	cureus	cureus	PROPN
asir-56424	239	2	journal	journal	PROPN
asir-56424	239	3	of	of	ADP
asir-56424	239	4	medical	medical	ADJ
asir-56424	239	5	science	science	NOUN
asir-56424	239	6	,	,	PUNCT
asir-56424	239	7	16(10	16(10	NOUN
asir-56424	239	8	)	)	PUNCT
asir-56424	239	9	,	,	PUNCT
asir-56424	239	10	e70933	e70933	PROPN
asir-56424	239	11	.	.	PUNCT
asir-56424	239	12	https://doi.org/10.7759/cureus.70933	https://doi.org/10.7759/cureus.70933	PROPN
asir-56424	239	13	altıntaş	altıntaş	ADJ
asir-56424	239	14	,	,	PUNCT
asir-56424	239	15	o.	o.	PROPN
asir-56424	239	16	,	,	PUNCT
asir-56424	239	17	aksoy	aksoy	PROPN
asir-56424	239	18	,	,	PUNCT
asir-56424	239	19	m.	m.	NOUN
asir-56424	239	20	,	,	PUNCT
asir-56424	239	21	ünal	ünal	PROPN
asir-56424	239	22	,	,	PUNCT
asir-56424	239	23	e.	e.	PROPN
asir-56424	239	24	,	,	PUNCT
asir-56424	239	25	akgöl	akgöl	NOUN
asir-56424	239	26	,	,	PUNCT
asir-56424	239	27	o.	o.	NOUN
asir-56424	239	28	,	,	PUNCT
asir-56424	239	29	&	&	CCONJ
asir-56424	239	30	karaaslan	karaaslan	PROPN
asir-56424	239	31	,	,	PUNCT
asir-56424	239	32	m.	m.	NOUN
asir-56424	239	33	(	(	PUNCT
asir-56424	239	34	2019	2019	NUM
asir-56424	239	35	)	)	PUNCT
asir-56424	239	36	.	.	PUNCT
asir-56424	240	1	artificial	artificial	ADJ
asir-56424	240	2	neural	neural	ADJ
asir-56424	240	3	network	network	NOUN
asir-56424	240	4	approach	approach	NOUN
asir-56424	240	5	for	for	ADP
asir-56424	240	6	locomotive	locomotive	ADJ
asir-56424	240	7	maintenance	maintenance	NOUN
asir-56424	240	8	by	by	ADP
asir-56424	240	9	monitoring	monitor	VERB
asir-56424	240	10	dielectric	dielectric	ADJ
asir-56424	240	11	properties	property	NOUN
asir-56424	240	12	of	of	ADP
asir-56424	240	13	engine	engine	NOUN
asir-56424	240	14	lubricant	lubricant	NOUN
asir-56424	240	15	.	.	PUNCT
asir-56424	241	1	measurement	measurement	NOUN
asir-56424	241	2	,	,	PUNCT
asir-56424	241	3	145	145	NUM
asir-56424	241	4	,	,	PUNCT
asir-56424	241	5	678–686	678–686	NUM
asir-56424	241	6	.	.	PUNCT
asir-56424	242	1	https://doi.org/10.1016/j.measurement.2019.05.087	https://doi.org/10.1016/j.measurement.2019.05.087	PROPN
asir-56424	242	2	.	.	PUNCT
asir-56424	243	1	https://doi.org/10.7759/cureus.70933	https://doi.org/10.7759/cureus.70933	PROPN
asir-56424	244	1	https://doi.org/10.1016/j.measurement.2019.05.087	https://doi.org/10.1016/j.measurement.2019.05.087	ADV
asir-56424	244	2	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-56424	244	3	applied	apply	VERB
asir-56424	244	4	science	science	NOUN
asir-56424	244	5	and	and	CCONJ
asir-56424	244	6	innovative	innovative	ADJ
asir-56424	244	7	research	research	NOUN
asir-56424	244	8	vol	vol	NOUN
asir-56424	244	9	.	.	PUNCT
asir-56424	245	1	9	9	NUM
asir-56424	245	2	,	,	PUNCT
asir-56424	245	3	no	no	INTJ
asir-56424	245	4	.	.	NOUN
asir-56424	245	5	3	3	NUM
asir-56424	245	6	,	,	PUNCT
asir-56424	245	7	2025	2025	NUM
asir-56424	245	8	37	37	NUM
asir-56424	245	9	published	publish	VERB
asir-56424	245	10	by	by	ADP
asir-56424	245	11	scholink	scholink	PROPN
asir-56424	245	12	inc	inc	PROPN
asir-56424	245	13	.	.	PROPN
asir-56424	245	14	american	american	PROPN
asir-56424	245	15	cancer	cancer	PROPN
asir-56424	245	16	society	society	NOUN
asir-56424	245	17	.	.	PUNCT
asir-56424	246	1	(	(	PUNCT
asir-56424	246	2	2024	2024	NUM
asir-56424	246	3	,	,	PUNCT
asir-56424	246	4	january	january	PROPN
asir-56424	246	5	29	29	NUM
asir-56424	246	6	)	)	PUNCT
asir-56424	246	7	.	.	PUNCT
asir-56424	247	1	guideline	guideline	NOUN
asir-56424	247	2	for	for	ADP
asir-56424	247	3	colorectal	colorectal	ADJ
asir-56424	247	4	cancer	cancer	NOUN
asir-56424	247	5	screening	screening	NOUN
asir-56424	247	6	.	.	PUNCT
asir-56424	248	1	retrieved	retrieve	VERB
asir-56424	248	2	july	july	PROPN
asir-56424	248	3	15	15	NUM
asir-56424	248	4	,	,	PUNCT
asir-56424	248	5	2025	2025	NUM
asir-56424	248	6	,	,	PUNCT
asir-56424	248	7	from	from	ADP
asir-56424	248	8	https://www.cancer.org/cancer/types/colon-rectal-cancer/detection-diagnosisstaging/acs-recommendations.html	https://www.cancer.org/cancer/types/colon-rectal-cancer/detection-diagnosisstaging/acs-recommendations.html	X
asir-56424	248	9	cdc	cdc	PROPN
asir-56424	248	10	.	.	PUNCT
asir-56424	249	1	(	(	PUNCT
asir-56424	249	2	2025	2025	NUM
asir-56424	249	3	,	,	PUNCT
asir-56424	249	4	march	march	PROPN
asir-56424	249	5	11	11	NUM
asir-56424	249	6	)	)	PUNCT
asir-56424	249	7	.	.	PUNCT
asir-56424	250	1	colorectal	colorectal	ADJ
asir-56424	250	2	cancer	cancer	NOUN
asir-56424	250	3	awareness	awareness	NOUN
asir-56424	250	4	.	.	PUNCT
asir-56424	251	1	centers	center	NOUN
asir-56424	251	2	for	for	ADP
asir-56424	251	3	disease	disease	NOUN
asir-56424	251	4	control	control	NOUN
asir-56424	251	5	and	and	CCONJ
asir-56424	251	6	prevention	prevention	NOUN
asir-56424	251	7	.	.	PUNCT
asir-56424	252	1	retrieved	retrieve	VERB
asir-56424	252	2	july	july	PROPN
asir-56424	252	3	15	15	NUM
asir-56424	252	4	,	,	PUNCT
asir-56424	252	5	2025	2025	NUM
asir-56424	252	6	,	,	PUNCT
asir-56424	252	7	from	from	ADP
asir-56424	252	8	https://www.cdc.gov/cancer/features/colorectal-cancer.html	https://www.cdc.gov/cancer/features/colorectal-cancer.html	PROPN
asir-56424	252	9	chehimi	chehimi	PROPN
asir-56424	252	10	,	,	PUNCT
asir-56424	252	11	g.m	g.m	PROPN
asir-56424	252	12	.	.	PROPN
asir-56424	252	13	,	,	PUNCT
asir-56424	252	14	&	&	CCONJ
asir-56424	252	15	hejase	hejase	PROPN
asir-56424	252	16	,	,	PUNCT
asir-56424	252	17	h.j	h.j	PROPN
asir-56424	252	18	.	.	PROPN
asir-56424	252	19	(	(	PUNCT
asir-56424	252	20	2024	2024	NUM
asir-56424	252	21	)	)	PUNCT
asir-56424	252	22	.	.	PUNCT
asir-56424	253	1	exploring	explore	VERB
asir-56424	253	2	the	the	DET
asir-56424	253	3	impact	impact	NOUN
asir-56424	253	4	of	of	ADP
asir-56424	253	5	bilingualism	bilingualism	NOUN
asir-56424	253	6	in	in	ADP
asir-56424	253	7	early	early	ADJ
asir-56424	253	8	life	life	NOUN
asir-56424	253	9	on	on	ADP
asir-56424	253	10	foreign	foreign	ADJ
asir-56424	253	11	language	language	NOUN
asir-56424	253	12	learning	learning	NOUN
asir-56424	253	13	for	for	ADP
asir-56424	253	14	university	university	NOUN
asir-56424	253	15	students	student	NOUN
asir-56424	253	16	in	in	ADP
asir-56424	253	17	lebanon	lebanon	PROPN
asir-56424	253	18	,	,	PUNCT
asir-56424	253	19	theoretical	theoretical	ADJ
asir-56424	253	20	foundations	foundation	NOUN
asir-56424	253	21	:	:	PUNCT
asir-56424	253	22	part	part	NOUN
asir-56424	253	23	i.	i.	PROPN
asir-56424	253	24	journal	journal	PROPN
asir-56424	253	25	for	for	ADP
asir-56424	253	26	the	the	DET
asir-56424	253	27	study	study	NOUN
asir-56424	253	28	of	of	ADP
asir-56424	253	29	english	english	PROPN
asir-56424	253	30	linguistics	linguistic	NOUN
asir-56424	253	31	,	,	PUNCT
asir-56424	253	32	12(1	12(1	NUM
asir-56424	253	33	)	)	PUNCT
asir-56424	253	34	,	,	PUNCT
asir-56424	253	35	1	1	NUM
asir-56424	253	36	-	-	SYM
asir-56424	253	37	31	31	NUM
asir-56424	253	38	.	.	PUNCT
asir-56424	254	1	https://doi.org/10.5296/jsel.v12i1.21684	https://doi.org/10.5296/jsel.v12i1.21684	PROPN
asir-56424	254	2	cleveland	cleveland	PROPN
asir-56424	254	3	clinic	clinic	PROPN
asir-56424	254	4	.	.	PUNCT
asir-56424	255	1	(	(	PUNCT
asir-56424	255	2	2022	2022	NUM
asir-56424	255	3	,	,	PUNCT
asir-56424	255	4	november	november	PROPN
asir-56424	255	5	14	14	NUM
asir-56424	255	6	)	)	PUNCT
asir-56424	255	7	.	.	PUNCT
asir-56424	256	1	colorectal	colorectal	ADJ
asir-56424	256	2	(	(	PUNCT
asir-56424	256	3	colon	colon	NOUN
asir-56424	256	4	)	)	PUNCT
asir-56424	256	5	cancer	cancer	NOUN
asir-56424	256	6	.	.	PUNCT
asir-56424	257	1	retrieved	retrieve	VERB
asir-56424	257	2	july	july	PROPN
asir-56424	257	3	25	25	NUM
asir-56424	257	4	,	,	PUNCT
asir-56424	257	5	2025	2025	NUM
asir-56424	257	6	,	,	PUNCT
asir-56424	257	7	from	from	ADP
asir-56424	257	8	https://my.clevelandclinic.org/health/diseases/14501-colorectal-colon-cancer	https://my.clevelandclinic.org/health/diseases/14501-colorectal-colon-cancer	ADJ
asir-56424	257	9	codewave	codewave	NOUN
asir-56424	257	10	.	.	PUNCT
asir-56424	258	1	(	(	PUNCT
asir-56424	258	2	2024	2024	NUM
asir-56424	258	3	,	,	PUNCT
asir-56424	258	4	october	october	PROPN
asir-56424	258	5	15	15	NUM
asir-56424	258	6	)	)	PUNCT
asir-56424	258	7	.	.	PUNCT
asir-56424	259	1	steps	step	NOUN
asir-56424	259	2	to	to	PART
asir-56424	259	3	create	create	VERB
asir-56424	259	4	and	and	CCONJ
asir-56424	259	5	develop	develop	VERB
asir-56424	259	6	your	your	PRON
asir-56424	259	7	own	own	ADJ
asir-56424	259	8	neural	neural	ADJ
asir-56424	259	9	network	network	NOUN
asir-56424	259	10	.	.	PUNCT
asir-56424	260	1	codewave	codewave	PROPN
asir-56424	260	2	technology	technology	PROPN
asir-56424	260	3	.	.	PUNCT
asir-56424	261	1	retrieved	retrieve	VERB
asir-56424	261	2	july	july	PROPN
asir-56424	261	3	31	31	NUM
asir-56424	261	4	,	,	PUNCT
asir-56424	261	5	2025	2025	NUM
asir-56424	261	6	,	,	PUNCT
asir-56424	261	7	from	from	ADP
asir-56424	261	8	https://codewave.com/insights/how-to-develop-aneural-network-steps/	https://codewave.com/insights/how-to-develop-aneural-network-steps/	PROPN
asir-56424	261	9	eka	eka	PROPN
asir-56424	261	10	rusdi	rusdi	VERB
asir-56424	261	11	antara	antara	NOUN
asir-56424	261	12	,	,	PUNCT
asir-56424	261	13	g.	g.	PROPN
asir-56424	261	14	(	(	PUNCT
asir-56424	261	15	2024	2024	NUM
asir-56424	261	16	)	)	PUNCT
asir-56424	261	17	.	.	PUNCT
asir-56424	262	1	challenges	challenge	NOUN
asir-56424	262	2	of	of	ADP
asir-56424	262	3	colorectal	colorectal	ADJ
asir-56424	262	4	screening	screening	NOUN
asir-56424	262	5	in	in	ADP
asir-56424	262	6	developing	develop	VERB
asir-56424	262	7	countries	country	NOUN
asir-56424	262	8	.	.	PUNCT
asir-56424	263	1	in	in	ADP
asir-56424	263	2	jindong	jindong	PROPN
asir-56424	263	3	chen	chen	PROPN
asir-56424	263	4	(	(	PUNCT
asir-56424	263	5	ed	ed	NOUN
asir-56424	263	6	.	.	PUNCT
asir-56424	263	7	)	)	PUNCT
asir-56424	264	1	advances	advance	NOUN
asir-56424	264	2	in	in	ADP
asir-56424	264	3	diagnosis	diagnosis	NOUN
asir-56424	264	4	and	and	CCONJ
asir-56424	264	5	therapy	therapy	NOUN
asir-56424	264	6	of	of	ADP
asir-56424	264	7	colorectal	colorectal	ADJ
asir-56424	264	8	carcinoma	carcinoma	NOUN
asir-56424	264	9	(	(	PUNCT
asir-56424	264	10	chapter	chapter	NOUN
asir-56424	264	11	4	4	NUM
asir-56424	264	12	)	)	PUNCT
asir-56424	264	13	.	.	PUNCT
asir-56424	265	1	intechopen	intechopen	ADJ
asir-56424	265	2	.	.	PUNCT
asir-56424	266	1	https://doi.org/10.5772/intechopen.1004062	https://doi.org/10.5772/intechopen.1004062	NOUN
asir-56424	266	2	geeksforgeeks	geeksforgeek	NOUN
asir-56424	266	3	.	.	PUNCT
asir-56424	267	1	(	(	PUNCT
asir-56424	267	2	2025a	2025a	NUM
asir-56424	267	3	,	,	PUNCT
asir-56424	267	4	july	july	PROPN
asir-56424	267	5	12	12	NUM
asir-56424	267	6	)	)	PUNCT
asir-56424	267	7	.	.	PUNCT
asir-56424	268	1	artificial	artificial	ADJ
asir-56424	268	2	neural	neural	ADJ
asir-56424	268	3	networks	network	NOUN
asir-56424	268	4	and	and	CCONJ
asir-56424	268	5	their	their	PRON
asir-56424	268	6	applications	application	NOUN
asir-56424	268	7	.	.	PUNCT
asir-56424	269	1	retrieved	retrieve	VERB
asir-56424	269	2	july	july	PROPN
asir-56424	269	3	31	31	NUM
asir-56424	269	4	,	,	PUNCT
asir-56424	269	5	2025	2025	NUM
asir-56424	269	6	,	,	PUNCT
asir-56424	269	7	from	from	ADP
asir-56424	269	8	https://www.geeksforgeeks.org/artificial-intelligence/artificial-neural-networks-and-itsapplications/	https://www.geeksforgeeks.org/artificial-intelligence/artificial-neural-networks-and-itsapplications/	NOUN
asir-56424	269	9	geeksforgeeks	geeksforgeek	NOUN
asir-56424	269	10	.	.	PUNCT
asir-56424	270	1	(	(	PUNCT
asir-56424	270	2	2025b	2025b	NUM
asir-56424	270	3	,	,	PUNCT
asir-56424	270	4	july	july	PROPN
asir-56424	270	5	23	23	NUM
asir-56424	270	6	)	)	PUNCT
asir-56424	270	7	.	.	PUNCT
asir-56424	271	1	weights	weight	NOUN
asir-56424	271	2	and	and	CCONJ
asir-56424	271	3	bias	bias	NOUN
asir-56424	271	4	in	in	ADP
asir-56424	271	5	neural	neural	ADJ
asir-56424	271	6	networks	network	NOUN
asir-56424	271	7	.	.	PUNCT
asir-56424	272	1	retrieved	retrieve	VERB
asir-56424	272	2	july	july	PROPN
asir-56424	272	3	31	31	NUM
asir-56424	272	4	,	,	PUNCT
asir-56424	272	5	2025	2025	NUM
asir-56424	272	6	,	,	PUNCT
asir-56424	272	7	from	from	ADP
asir-56424	272	8	https://www.geeksforgeeks.org/deep-learning/the-role-of-weights-and-bias-in-neural-networks/	https://www.geeksforgeeks.org/deep-learning/the-role-of-weights-and-bias-in-neural-networks/	NOUN
asir-56424	272	9	geeksforgeeks	geeksforgeeks	PROPN
asir-56424	272	10	.	.	PUNCT
asir-56424	273	1	(	(	PUNCT
asir-56424	273	2	2025c	2025c	NUM
asir-56424	273	3	,	,	PUNCT
asir-56424	273	4	july	july	PROPN
asir-56424	273	5	01	01	NUM
asir-56424	273	6	)	)	PUNCT
asir-56424	273	7	.	.	PUNCT
asir-56424	274	1	backpropagation	backpropagation	NOUN
asir-56424	274	2	in	in	ADP
asir-56424	274	3	neural	neural	ADJ
asir-56424	274	4	networks	network	NOUN
asir-56424	274	5	.	.	PUNCT
asir-56424	275	1	retrieved	retrieve	VERB
asir-56424	275	2	july	july	PROPN
asir-56424	275	3	31	31	NUM
asir-56424	275	4	,	,	PUNCT
asir-56424	275	5	2025	2025	NUM
asir-56424	275	6	,	,	PUNCT
asir-56424	275	7	from	from	ADP
asir-56424	275	8	https://www.geeksforgeeks.org/machine-learning/backpropagation-in-neural-network/	https://www.geeksforgeeks.org/machine-learning/backpropagation-in-neural-network/	PROPN
asir-56424	275	9	h2o.ai	h2o.ai	NOUN
asir-56424	275	10	team	team	NOUN
asir-56424	275	11	.	.	PUNCT
asir-56424	276	1	(	(	PUNCT
asir-56424	276	2	2025	2025	NUM
asir-56424	276	3	)	)	PUNCT
asir-56424	276	4	.	.	PUNCT
asir-56424	277	1	what	what	PRON
asir-56424	277	2	is	be	AUX
asir-56424	277	3	neural	neural	ADJ
asir-56424	277	4	network	network	NOUN
asir-56424	277	5	architecture	architecture	NOUN
asir-56424	277	6	?	?	PUNCT
asir-56424	278	1	h2o	h2o	PROPN
asir-56424	278	2	wiki	wiki	PROPN
asir-56424	278	3	.	.	PUNCT
asir-56424	279	1	retrieved	retrieve	VERB
asir-56424	279	2	july	july	PROPN
asir-56424	279	3	25	25	NUM
asir-56424	279	4	,	,	PUNCT
asir-56424	279	5	2025	2025	NUM
asir-56424	279	6	,	,	PUNCT
asir-56424	279	7	from	from	ADP
asir-56424	279	8	https://h2o.ai/wiki/neural-network-architectures/	https://h2o.ai/wiki/neural-network-architectures/	PROPN
asir-56424	279	9	hadoua	hadoua	PROPN
asir-56424	279	10	,	,	PUNCT
asir-56424	279	11	a.	a.	NOUN
asir-56424	279	12	,	,	PUNCT
asir-56424	279	13	belaadi	belaadi	NOUN
asir-56424	279	14	,	,	PUNCT
asir-56424	279	15	a.	a.	NOUN
asir-56424	279	16	,	,	PUNCT
asir-56424	279	17	ghernaoutb	ghernaoutb	NOUN
asir-56424	279	18	,	,	PUNCT
asir-56424	279	19	d.	d.	PROPN
asir-56424	279	20	,	,	PUNCT
asir-56424	279	21	&	&	CCONJ
asir-56424	279	22	mukalazid	mukalazid	PROPN
asir-56424	279	23	,	,	PUNCT
asir-56424	279	24	h.	h.	PROPN
asir-56424	279	25	(	(	PUNCT
asir-56424	279	26	2025	2025	NUM
asir-56424	279	27	)	)	PUNCT
asir-56424	279	28	.	.	PUNCT
asir-56424	280	1	forecasting	forecast	VERB
asir-56424	280	2	the	the	DET
asir-56424	280	3	thermal	thermal	ADJ
asir-56424	280	4	degradation	degradation	NOUN
asir-56424	280	5	depending	depend	VERB
asir-56424	280	6	on	on	ADP
asir-56424	280	7	the	the	DET
asir-56424	280	8	kinetics	kinetic	NOUN
asir-56424	280	9	of	of	ADP
asir-56424	280	10	dracaena	dracaena	PROPN
asir-56424	280	11	draco	draco	PROPN
asir-56424	280	12	lignocellulosic	lignocellulosic	ADJ
asir-56424	280	13	fibers	fiber	NOUN
asir-56424	280	14	using	use	VERB
asir-56424	280	15	an	an	DET
asir-56424	280	16	artificial	artificial	ADJ
asir-56424	280	17	neural	neural	ADJ
asir-56424	280	18	network	network	NOUN
asir-56424	280	19	.	.	PUNCT
asir-56424	281	1	journal	journal	PROPN
asir-56424	281	2	of	of	ADP
asir-56424	281	3	natural	natural	ADJ
asir-56424	281	4	fibers	fiber	NOUN
asir-56424	281	5	,	,	PUNCT
asir-56424	281	6	22(1	22(1	NUM
asir-56424	281	7	)	)	PUNCT
asir-56424	281	8	,	,	PUNCT
asir-56424	281	9	2531368	2531368	NUM
asir-56424	281	10	.	.	PUNCT
asir-56424	282	1	https://doi.org/10.1080/15440478.2025.2531368	https://doi.org/10.1080/15440478.2025.2531368	PROPN
asir-56424	282	2	hakim	hakim	PROPN
asir-56424	282	3	,	,	PUNCT
asir-56424	282	4	m.	m.	NOUN
asir-56424	282	5	(	(	PUNCT
asir-56424	282	6	2025	2025	NUM
asir-56424	282	7	,	,	PUNCT
asir-56424	282	8	march	march	PROPN
asir-56424	282	9	1	1	NUM
asir-56424	282	10	)	)	PUNCT
asir-56424	282	11	.	.	PUNCT
asir-56424	283	1	backpropagation	backpropagation	NOUN
asir-56424	283	2	in	in	ADP
asir-56424	283	3	neural	neural	ADJ
asir-56424	283	4	networks	network	NOUN
asir-56424	283	5	.	.	PUNCT
asir-56424	284	1	medium	medium	NOUN
asir-56424	284	2	.	.	PUNCT
asir-56424	284	3	retrieved	retrieve	VERB
asir-56424	284	4	july	july	PROPN
asir-56424	284	5	25	25	NUM
asir-56424	284	6	,	,	PUNCT
asir-56424	284	7	2025	2025	NUM
asir-56424	284	8	,	,	PUNCT
asir-56424	284	9	from	from	ADP
asir-56424	284	10	https://medium.com/@mudassar.hakim/backpropagation-in-neural-networks-b7f7dd595de7	https://medium.com/@mudassar.hakim/backpropagation-in-neural-networks-b7f7dd595de7	PROPN
asir-56424	284	11	hamza	hamza	PROPN
asir-56424	284	12	,	,	PUNCT
asir-56424	284	13	a.	a.	PROPN
asir-56424	284	14	,	,	PUNCT
asir-56424	284	15	argaw	argaw	PROPN
asir-56424	284	16	,	,	PUNCT
asir-56424	284	17	z.	z.	PROPN
asir-56424	284	18	,	,	PUNCT
asir-56424	284	19	&	&	CCONJ
asir-56424	284	20	gela	gela	PROPN
asir-56424	284	21	,	,	PUNCT
asir-56424	284	22	d.	d.	PROPN
asir-56424	284	23	(	(	PUNCT
asir-56424	284	24	2021	2021	NUM
asir-56424	284	25	)	)	PUNCT
asir-56424	284	26	.	.	PUNCT
asir-56424	285	1	awareness	awareness	NOUN
asir-56424	285	2	of	of	ADP
asir-56424	285	3	colorectal	colorectal	ADJ
asir-56424	285	4	cancer	cancer	NOUN
asir-56424	285	5	and	and	CCONJ
asir-56424	285	6	associated	associated	ADJ
asir-56424	285	7	factors	factor	NOUN
asir-56424	285	8	among	among	ADP
asir-56424	285	9	adult	adult	NOUN
asir-56424	285	10	patients	patient	NOUN
asir-56424	285	11	in	in	ADP
asir-56424	285	12	jimma	jimma	PROPN
asir-56424	285	13	,	,	PUNCT
asir-56424	285	14	south	south	PROPN
asir-56424	285	15	-	-	PUNCT
asir-56424	285	16	west	west	NOUN
asir-56424	285	17	ethiopia	ethiopia	PROPN
asir-56424	285	18	:	:	PUNCT
asir-56424	285	19	an	an	DET
asir-56424	285	20	institution	institution	NOUN
asir-56424	285	21	-	-	PUNCT
asir-56424	285	22	based	base	VERB
asir-56424	285	23	cross	cross	ADJ
asir-56424	285	24	-	-	ADJ
asir-56424	285	25	sectional	sectional	ADJ
asir-56424	285	26	study	study	NOUN
asir-56424	285	27	.	.	PUNCT
asir-56424	286	1	cancer	cancer	NOUN
asir-56424	286	2	control	control	NOUN
asir-56424	286	3	,	,	PUNCT
asir-56424	286	4	28	28	NUM
asir-56424	286	5	,	,	PUNCT
asir-56424	286	6	10732748211033550	10732748211033550	NUM
asir-56424	286	7	.	.	PUNCT
asir-56424	287	1	https://doi.org/10.1177/10732748211033550	https://doi.org/10.1177/10732748211033550	X
asir-56424	287	2	hassibi	hassibi	NOUN
asir-56424	287	3	,	,	PUNCT
asir-56424	287	4	k.	k.	PROPN
asir-56424	287	5	(	(	PUNCT
asir-56424	287	6	2016	2016	NUM
asir-56424	287	7	,	,	PUNCT
asir-56424	287	8	october	october	PROPN
asir-56424	287	9	28	28	NUM
asir-56424	287	10	)	)	PUNCT
asir-56424	287	11	.	.	PUNCT
asir-56424	288	1	machine	machine	NOUN
asir-56424	288	2	learning	learning	NOUN
asir-56424	288	3	vs.	vs.	ADP
asir-56424	288	4	traditional	traditional	ADJ
asir-56424	288	5	statistics	statistic	NOUN
asir-56424	288	6	:	:	PUNCT
asir-56424	288	7	different	different	ADJ
asir-56424	288	8	philosophies	philosophy	NOUN
asir-56424	288	9	,	,	PUNCT
asir-56424	288	10	different	different	ADJ
asir-56424	288	11	approaches	approach	NOUN
asir-56424	288	12	.	.	PUNCT
asir-56424	289	1	data	datum	NOUN
asir-56424	289	2	science	science	PROPN
asir-56424	289	3	central	central	PROPN
asir-56424	289	4	(	(	PUNCT
asir-56424	289	5	i.	i.	NOUN
asir-56424	289	6	techtarget	techtarget	PROPN
asir-56424	289	7	,	,	PUNCT
asir-56424	289	8	editor	editor	NOUN
asir-56424	289	9	)	)	PUNCT
asir-56424	289	10	.	.	PUNCT
asir-56424	290	1	retrieved	retrieve	VERB
asir-56424	290	2	july	july	PROPN
asir-56424	290	3	25	25	NUM
asir-56424	290	4	,	,	PUNCT
asir-56424	290	5	2025	2025	NUM
asir-56424	290	6	,	,	PUNCT
asir-56424	290	7	from	from	ADP
asir-56424	290	8	https://www.datasciencecentral.com/machine-learning-vs-traditional-statistics-differenthttps://www.cancer.org/cancer/types/colon-rectal-cancer/detection-diagnosis-staging/acs-recommendations.html	https://www.datasciencecentral.com/machine-learning-vs-traditional-statistics-differenthttps://www.cancer.org/cancer/types/colon-rectal-cancer/detection-diagnosis-staging/acs-recommendations.html	PROPN
asir-56424	290	9	https://www.cancer.org/cancer/types/colon-rectal-cancer/detection-diagnosis-staging/acs-recommendations.html	https://www.cancer.org/cancer/types/colon-rectal-cancer/detection-diagnosis-staging/acs-recommendations.html	PROPN
asir-56424	290	10	https://www.cdc.gov/cancer/features/colorectal-cancer.html	https://www.cdc.gov/cancer/features/colorectal-cancer.html	PROPN
asir-56424	290	11	https://doi.org/10.5296/jsel.v12i1.21684	https://doi.org/10.5296/jsel.v12i1.21684	NOUN
asir-56424	290	12	https://my.clevelandclinic.org/health/diseases/14501-colorectal-colon-cancer	https://my.clevelandclinic.org/health/diseases/14501-colorectal-colon-cancer	X
asir-56424	290	13	https://codewave.com/insights/how-to-develop-a-neural-network-steps/	https://codewave.com/insights/how-to-develop-a-neural-network-steps/	PROPN
asir-56424	290	14	https://codewave.com/insights/how-to-develop-a-neural-network-steps/	https://codewave.com/insights/how-to-develop-a-neural-network-steps/	PROPN
asir-56424	290	15	https://doi.org/10.5772/intechopen.1004062	https://doi.org/10.5772/intechopen.1004062	NUM
asir-56424	290	16	https://www.geeksforgeeks.org/artificial-intelligence/artificial-neural-networks-and-its-applications/	https://www.geeksforgeeks.org/artificial-intelligence/artificial-neural-networks-and-its-applications/	NOUN
asir-56424	290	17	https://www.geeksforgeeks.org/artificial-intelligence/artificial-neural-networks-and-its-applications/	https://www.geeksforgeeks.org/artificial-intelligence/artificial-neural-networks-and-its-applications/	NOUN
asir-56424	290	18	https://www.geeksforgeeks.org/deep-learning/the-role-of-weights-and-bias-in-neural-networks/	https://www.geeksforgeeks.org/deep-learning/the-role-of-weights-and-bias-in-neural-networks/	NOUN
asir-56424	291	1	https://www.geeksforgeeks.org/machine-learning/backpropagation-in-neural-network/	https://www.geeksforgeeks.org/machine-learning/backpropagation-in-neural-network/	PROPN
asir-56424	291	2	https://h2o.ai/wiki/neural-network-architectures/	https://h2o.ai/wiki/neural-network-architectures/	PROPN
asir-56424	291	3	https://doi.org/10.1080/15440478.2025.2531368	https://doi.org/10.1080/15440478.2025.2531368	PROPN
asir-56424	291	4	https://medium.com/@mudassar.hakim/backpropagation-in-neural-networks-b7f7dd595de7	https://medium.com/@mudassar.hakim/backpropagation-in-neural-networks-b7f7dd595de7	PROPN
asir-56424	291	5	https://www.datasciencecentral.com/machine-learning-vs-traditional-statistics-different-philosophi-1/	https://www.datasciencecentral.com/machine-learning-vs-traditional-statistics-different-philosophi-1/	PROPN
asir-56424	291	6	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-56424	291	7	applied	apply	VERB
asir-56424	291	8	science	science	NOUN
asir-56424	291	9	and	and	CCONJ
asir-56424	291	10	innovative	innovative	ADJ
asir-56424	291	11	research	research	NOUN
asir-56424	291	12	vol	vol	NOUN
asir-56424	291	13	.	.	PUNCT
asir-56424	292	1	9	9	NUM
asir-56424	292	2	,	,	PUNCT
asir-56424	292	3	no	no	INTJ
asir-56424	292	4	.	.	NOUN
asir-56424	292	5	3	3	NUM
asir-56424	292	6	,	,	PUNCT
asir-56424	292	7	2025	2025	NUM
asir-56424	292	8	38	38	NUM
asir-56424	292	9	published	publish	VERB
asir-56424	292	10	by	by	ADP
asir-56424	292	11	scholink	scholink	PROPN
asir-56424	292	12	inc	inc	PROPN
asir-56424	292	13	.	.	PROPN
asir-56424	292	14	philosophi-1/	philosophi-1/	PROPN
asir-56424	292	15	hejase	hejase	PROPN
asir-56424	292	16	,	,	PUNCT
asir-56424	292	17	a.j	a.j	PROPN
asir-56424	292	18	.	.	PROPN
asir-56424	292	19	,	,	PUNCT
asir-56424	292	20	&	&	CCONJ
asir-56424	292	21	hejase	hejase	PROPN
asir-56424	292	22	,	,	PUNCT
asir-56424	292	23	h.j	h.j	PROPN
asir-56424	292	24	.	.	PROPN
asir-56424	292	25	(	(	PUNCT
asir-56424	292	26	2013	2013	NUM
asir-56424	292	27	)	)	PUNCT
asir-56424	292	28	.	.	PUNCT
asir-56424	293	1	research	research	NOUN
asir-56424	293	2	methods	method	NOUN
asir-56424	293	3	,	,	PUNCT
asir-56424	293	4	a	a	DET
asir-56424	293	5	practical	practical	ADJ
asir-56424	293	6	approach	approach	NOUN
asir-56424	293	7	for	for	ADP
asir-56424	293	8	business	business	NOUN
asir-56424	293	9	students	student	NOUN
asir-56424	293	10	(	(	PUNCT
asir-56424	293	11	second	second	ADJ
asir-56424	293	12	ed	ed	NOUN
asir-56424	293	13	.	.	PUNCT
asir-56424	293	14	)	)	PUNCT
asir-56424	293	15	.	.	PUNCT
asir-56424	294	1	philadelphia	philadelphia	PROPN
asir-56424	294	2	,	,	PUNCT
asir-56424	294	3	pa	pa	PROPN
asir-56424	294	4	,	,	PUNCT
asir-56424	294	5	usa	usa	PROPN
asir-56424	294	6	:	:	PUNCT
asir-56424	294	7	masadir	masadir	PROPN
asir-56424	294	8	.	.	PUNCT
asir-56424	295	1	hejase	hejase	PROPN
asir-56424	295	2	,	,	PUNCT
asir-56424	295	3	a.j	a.j	PROPN
asir-56424	295	4	.	.	PROPN
asir-56424	295	5	,	,	PUNCT
asir-56424	295	6	hejase	hejase	PROPN
asir-56424	295	7	,	,	PUNCT
asir-56424	295	8	h.j	h.j	PROPN
asir-56424	295	9	.	.	PROPN
asir-56424	295	10	,	,	PUNCT
asir-56424	295	11	kassem	kassem	PROPN
asir-56424	295	12	,	,	PUNCT
asir-56424	295	13	r.h	r.h	PROPN
asir-56424	295	14	.	.	PROPN
asir-56424	295	15	,	,	PUNCT
asir-56424	295	16	&	&	CCONJ
asir-56424	295	17	hejasebazzi	hejasebazzi	PROPN
asir-56424	295	18	,	,	PUNCT
asir-56424	295	19	a.a	a.a	PROPN
asir-56424	295	20	.	.	PROPN
asir-56424	295	21	(	(	PUNCT
asir-56424	295	22	2025	2025	NUM
asir-56424	295	23	,	,	PUNCT
asir-56424	295	24	august	august	PROPN
asir-56424	295	25	)	)	PUNCT
asir-56424	295	26	.	.	PUNCT
asir-56424	296	1	colorectal	colorectal	ADJ
asir-56424	296	2	cancer	cancer	NOUN
asir-56424	296	3	(	(	PUNCT
asir-56424	296	4	crc	crc	NOUN
asir-56424	296	5	)	)	PUNCT
asir-56424	296	6	awareness	awareness	NOUN
asir-56424	296	7	in	in	ADP
asir-56424	296	8	lebanon	lebanon	PROPN
asir-56424	296	9	among	among	ADP
asir-56424	296	10	the	the	DET
asir-56424	296	11	young	young	ADJ
asir-56424	296	12	,	,	PUNCT
asir-56424	296	13	highly	highly	ADV
asir-56424	296	14	educated	educate	VERB
asir-56424	296	15	population	population	NOUN
asir-56424	296	16	.	.	PUNCT
asir-56424	297	1	research	research	NOUN
asir-56424	297	2	in	in	ADP
asir-56424	297	3	health	health	NOUN
asir-56424	297	4	science	science	NOUN
asir-56424	297	5	,	,	PUNCT
asir-56424	297	6	10(3	10(3	NUM
asir-56424	297	7	)	)	PUNCT
asir-56424	297	8	,	,	PUNCT
asir-56424	297	9	81	81	NUM
asir-56424	297	10	-	-	SYM
asir-56424	297	11	110	110	NUM
asir-56424	297	12	.	.	PUNCT
asir-56424	298	1	https://doi.org/10.22158/rhs.v10n3p81	https://doi.org/10.22158/rhs.v10n3p81	ADJ
asir-56424	298	2	hejase	hejase	NOUN
asir-56424	298	3	,	,	PUNCT
asir-56424	298	4	h.j	h.j	PROPN
asir-56424	298	5	.	.	PROPN
asir-56424	298	6	,	,	PUNCT
asir-56424	298	7	&	&	CCONJ
asir-56424	298	8	hejase	hejase	PROPN
asir-56424	298	9	,	,	PUNCT
asir-56424	298	10	a.j	a.j	PROPN
asir-56424	298	11	.	.	PROPN
asir-56424	298	12	(	(	PUNCT
asir-56424	298	13	1997	1997	NUM
asir-56424	298	14	)	)	PUNCT
asir-56424	298	15	.	.	PUNCT
asir-56424	299	1	using	use	VERB
asir-56424	299	2	neural	neural	ADJ
asir-56424	299	3	networks	network	NOUN
asir-56424	299	4	to	to	PART
asir-56424	299	5	model	model	VERB
asir-56424	299	6	experimental	experimental	ADJ
asir-56424	299	7	data	datum	NOUN
asir-56424	299	8	obtained	obtain	VERB
asir-56424	299	9	from	from	ADP
asir-56424	299	10	torque	torque	NOUN
asir-56424	299	11	magnetometer	magnetometer	NOUN
asir-56424	299	12	experiments	experiment	NOUN
asir-56424	299	13	on	on	ADP
asir-56424	299	14	cr	cr	NOUN
asir-56424	299	15	-	-	PUNCT
asir-56424	299	16	thin	thin	ADJ
asir-56424	299	17	films	film	NOUN
asir-56424	299	18	.	.	PUNCT
asir-56424	300	1	proceedings	proceeding	NOUN
asir-56424	300	2	of	of	ADP
asir-56424	300	3	the	the	DET
asir-56424	300	4	2nd	2nd	PROPN
asir-56424	300	5	laas	laas	PROPN
asir-56424	300	6	international	international	ADJ
asir-56424	300	7	conference	conference	NOUN
asir-56424	300	8	on	on	ADP
asir-56424	300	9	computer	computer	NOUN
asir-56424	300	10	simulation	simulation	NOUN
asir-56424	300	11	,	,	PUNCT
asir-56424	300	12	beirut	beirut	PROPN
asir-56424	300	13	,	,	PUNCT
asir-56424	300	14	lebanon	lebanon	PROPN
asir-56424	300	15	.	.	PUNCT
asir-56424	300	16	retrieved	retrieve	VERB
asir-56424	300	17	july	july	PROPN
asir-56424	300	18	31	31	NUM
asir-56424	300	19	,	,	PUNCT
asir-56424	300	20	2025	2025	NUM
asir-56424	300	21	,	,	PUNCT
asir-56424	300	22	from	from	ADP
asir-56424	300	23	https://www.researchgate.net/publication/236863199_using_neural_networks_to_model_experi	https://www.researchgate.net/publication/236863199_using_neural_networks_to_model_experi	ADJ
asir-56424	300	24	mental_data_obtained_from_torque_magnetometer_experiments_on_cr	mental_data_obtained_from_torque_magnetometer_experiments_on_cr	NOUN
asir-56424	300	25	-	-	PUNCT
asir-56424	300	26	thin_films	thin_film	NOUN
asir-56424	300	27	hejase	hejase	NOUN
asir-56424	300	28	,	,	PUNCT
asir-56424	300	29	h.j	h.j	PROPN
asir-56424	300	30	.	.	PROPN
asir-56424	300	31	,	,	PUNCT
asir-56424	300	32	fayyad	fayyad	PROPN
asir-56424	300	33	-	-	PUNCT
asir-56424	300	34	kazan	kazan	PROPN
asir-56424	300	35	,	,	PUNCT
asir-56424	300	36	h.	h.	PROPN
asir-56424	300	37	,	,	PUNCT
asir-56424	300	38	hejase	hejase	PROPN
asir-56424	300	39	,	,	PUNCT
asir-56424	300	40	a.j	a.j	PROPN
asir-56424	300	41	.	.	PROPN
asir-56424	300	42	,	,	PUNCT
asir-56424	300	43	moukadem	moukadem	PROPN
asir-56424	300	44	,	,	PUNCT
asir-56424	300	45	i.	i.	PROPN
asir-56424	300	46	,	,	PUNCT
asir-56424	300	47	&	&	CCONJ
asir-56424	300	48	danach	danach	PROPN
asir-56424	300	49	,	,	PUNCT
asir-56424	300	50	k.	k.	PROPN
asir-56424	300	51	(	(	PUNCT
asir-56424	300	52	2023a	2023a	NUM
asir-56424	300	53	)	)	PUNCT
asir-56424	300	54	.	.	PUNCT
asir-56424	301	1	needed	need	VERB
asir-56424	301	2	mis	mis	PROPN
asir-56424	301	3	competencies	competency	NOUN
asir-56424	301	4	to	to	ADP
asir-56424	301	5	the	the	DET
asir-56424	301	6	job	job	NOUN
asir-56424	301	7	market	market	NOUN
asir-56424	301	8	:	:	PUNCT
asir-56424	301	9	students	student	NOUN
asir-56424	301	10	’	'	PUNCT
asir-56424	301	11	perspective	perspective	NOUN
asir-56424	301	12	.	.	PUNCT
asir-56424	302	1	british	british	ADJ
asir-56424	302	2	journal	journal	PROPN
asir-56424	302	3	of	of	ADP
asir-56424	302	4	multidisciplinary	multidisciplinary	ADJ
asir-56424	302	5	and	and	CCONJ
asir-56424	302	6	advanced	advanced	ADJ
asir-56424	302	7	studies	study	NOUN
asir-56424	302	8	:	:	PUNCT
asir-56424	302	9	business	business	NOUN
asir-56424	302	10	and	and	CCONJ
asir-56424	302	11	management	management	NOUN
asir-56424	302	12	sciences	science	NOUN
asir-56424	302	13	,	,	PUNCT
asir-56424	302	14	4(5	4(5	PROPN
asir-56424	302	15	)	)	PUNCT
asir-56424	302	16	,	,	PUNCT
asir-56424	302	17	120	120	NUM
asir-56424	302	18	-	-	SYM
asir-56424	302	19	162	162	NUM
asir-56424	302	20	.	.	PUNCT
asir-56424	303	1	https://doi.org/10.37745/bjmas.2022.0324	https://doi.org/10.37745/bjmas.2022.0324	PROPN
asir-56424	303	2	hejase	hejase	NOUN
asir-56424	303	3	,	,	PUNCT
asir-56424	303	4	h.j	h.j	PROPN
asir-56424	303	5	.	.	PROPN
asir-56424	303	6	,	,	PUNCT
asir-56424	303	7	rkein	rkein	ADJ
asir-56424	303	8	,	,	PUNCT
asir-56424	303	9	h.	h.	PROPN
asir-56424	303	10	,	,	PUNCT
asir-56424	303	11	hamdar	hamdar	PROPN
asir-56424	303	12	,	,	PUNCT
asir-56424	303	13	b.	b.	PROPN
asir-56424	303	14	,	,	PUNCT
asir-56424	303	15	and	and	CCONJ
asir-56424	303	16	hejase	hejase	PROPN
asir-56424	303	17	,	,	PUNCT
asir-56424	303	18	a.j	a.j	PROPN
asir-56424	303	19	.	.	PROPN
asir-56424	303	20	(	(	PUNCT
asir-56424	303	21	2023b	2023b	NUM
asir-56424	303	22	)	)	PUNCT
asir-56424	303	23	.	.	PUNCT
asir-56424	304	1	needed	need	VERB
asir-56424	304	2	accounting	accounting	NOUN
asir-56424	304	3	competencies	competency	NOUN
asir-56424	304	4	to	to	ADP
asir-56424	304	5	the	the	DET
asir-56424	304	6	job	job	NOUN
asir-56424	304	7	market	market	NOUN
asir-56424	304	8	.	.	PUNCT
asir-56424	305	1	british	british	ADJ
asir-56424	305	2	journal	journal	PROPN
asir-56424	305	3	of	of	ADP
asir-56424	305	4	multidisciplinary	multidisciplinary	ADJ
asir-56424	305	5	and	and	CCONJ
asir-56424	305	6	advanced	advanced	ADJ
asir-56424	305	7	studies	study	NOUN
asir-56424	305	8	:	:	PUNCT
asir-56424	305	9	business	business	NOUN
asir-56424	305	10	and	and	CCONJ
asir-56424	305	11	management	management	NOUN
asir-56424	305	12	sciences	science	NOUN
asir-56424	305	13	,	,	PUNCT
asir-56424	305	14	4(5	4(5	PROPN
asir-56424	305	15	)	)	PUNCT
asir-56424	305	16	,	,	PUNCT
asir-56424	305	17	1	1	NUM
asir-56424	305	18	-	-	SYM
asir-56424	305	19	17	17	NUM
asir-56424	305	20	.	.	PUNCT
asir-56424	306	1	https://doi.org/10.37745/bjmas.2022.0289	https://doi.org/10.37745/bjmas.2022.0289	PROPN
asir-56424	306	2	ibm	ibm	PROPN
asir-56424	306	3	.	.	PUNCT
asir-56424	307	1	(	(	PUNCT
asir-56424	307	2	2019	2019	NUM
asir-56424	307	3	)	)	PUNCT
asir-56424	307	4	.	.	PUNCT
asir-56424	308	1	ibm	ibm	PROPN
asir-56424	308	2	spss	spss	PROPN
asir-56424	308	3	neural	neural	PROPN
asir-56424	308	4	networks	network	NOUN
asir-56424	308	5	26	26	NUM
asir-56424	308	6	.	.	PUNCT
asir-56424	308	7	retrieved	retrieve	VERB
asir-56424	308	8	july	july	PROPN
asir-56424	308	9	15	15	NUM
asir-56424	308	10	,	,	PUNCT
asir-56424	308	11	2025	2025	NUM
asir-56424	308	12	,	,	PUNCT
asir-56424	308	13	from	from	ADP
asir-56424	308	14	https://www.ibm.com/docs/en/sslvmb_26.0.0/pdf/en/ibm_spss_neural_network.pdf	https://www.ibm.com/docs/en/sslvmb_26.0.0/pdf/en/ibm_spss_neural_network.pdf	NUM
asir-56424	308	15	khare	khare	NOUN
asir-56424	308	16	,	,	PUNCT
asir-56424	308	17	y.	y.	PROPN
asir-56424	308	18	(	(	PUNCT
asir-56424	308	19	2023	2023	NUM
asir-56424	308	20	,	,	PUNCT
asir-56424	308	21	december	december	PROPN
asir-56424	308	22	24	24	NUM
asir-56424	308	23	)	)	PUNCT
asir-56424	308	24	.	.	PUNCT
asir-56424	309	1	what	what	PRON
asir-56424	309	2	is	be	AUX
asir-56424	309	3	adam	adam	PROPN
asir-56424	309	4	optimizer	optimizer	NOUN
asir-56424	309	5	and	and	CCONJ
asir-56424	309	6	how	how	SCONJ
asir-56424	309	7	to	to	PART
asir-56424	309	8	tune	tune	VERB
asir-56424	309	9	its	its	PRON
asir-56424	309	10	parameters	parameter	NOUN
asir-56424	309	11	in	in	ADP
asir-56424	309	12	pytorch	pytorch	NOUN
asir-56424	309	13	?	?	PUNCT
asir-56424	310	1	analytics	analytic	NOUN
asir-56424	310	2	vidhya	vidhya	PROPN
asir-56424	310	3	.	.	PUNCT
asir-56424	311	1	retrieved	retrieve	VERB
asir-56424	311	2	july	july	PROPN
asir-56424	311	3	15	15	NUM
asir-56424	311	4	,	,	PUNCT
asir-56424	311	5	2025	2025	NUM
asir-56424	311	6	,	,	PUNCT
asir-56424	311	7	from	from	ADP
asir-56424	311	8	https://www.analyticsvidhya.com/blog/2023/12/adam-optimizer/	https://www.analyticsvidhya.com/blog/2023/12/adam-optimizer/	PROPN
asir-56424	311	9	li	li	PROPN
asir-56424	311	10	,	,	PUNCT
asir-56424	311	11	q.	q.	PROPN
asir-56424	311	12	,	,	PUNCT
asir-56424	311	13	geng	geng	PROPN
asir-56424	311	14	,	,	PUNCT
asir-56424	311	15	s.	s.	PROPN
asir-56424	311	16	,	,	PUNCT
asir-56424	311	17	luo	luo	PROPN
asir-56424	311	18	,	,	PUNCT
asir-56424	311	19	h.	h.	PROPN
asir-56424	311	20	,	,	PUNCT
asir-56424	311	21	wang	wang	PROPN
asir-56424	311	22	,	,	PUNCT
asir-56424	311	23	w.	w.	PROPN
asir-56424	311	24	,	,	PUNCT
asir-56424	311	25	mo	mo	PROPN
asir-56424	311	26	,	,	PUNCT
asir-56424	311	27	y.-q	y.-q	PROPN
asir-56424	311	28	.	.	PROPN
asir-56424	311	29	,	,	PUNCT
asir-56424	311	30	luo	luo	PROPN
asir-56424	311	31	,	,	PUNCT
asir-56424	311	32	q.	q.	PROPN
asir-56424	311	33	,	,	PUNCT
asir-56424	311	34	wang	wang	PROPN
asir-56424	311	35	,	,	PUNCT
asir-56424	311	36	l.	l.	PROPN
asir-56424	311	37	,	,	PUNCT
asir-56424	311	38	song	song	NOUN
asir-56424	311	39	,	,	PUNCT
asir-56424	311	40	g.-b	g.-b	PROPN
asir-56424	311	41	.	.	PROPN
asir-56424	311	42	,	,	PUNCT
asir-56424	311	43	sheng	sheng	PROPN
asir-56424	311	44	,	,	PUNCT
asir-56424	311	45	j.-p	j.-p	PROPN
asir-56424	311	46	.	.	PROPN
asir-56424	311	47	,	,	PUNCT
asir-56424	311	48	&	&	CCONJ
asir-56424	311	49	xu	xu	PROPN
asir-56424	311	50	,	,	PUNCT
asir-56424	311	51	b.	b.	PROPN
asir-56424	311	52	(	(	PUNCT
asir-56424	311	53	2024	2024	NUM
asir-56424	311	54	,	,	PUNCT
asir-56424	311	55	october	october	PROPN
asir-56424	311	56	7	7	NUM
asir-56424	311	57	)	)	PUNCT
asir-56424	311	58	.	.	PUNCT
asir-56424	312	1	signaling	signal	VERB
asir-56424	312	2	pathways	pathway	NOUN
asir-56424	312	3	involved	involve	VERB
asir-56424	312	4	in	in	ADP
asir-56424	312	5	colorectal	colorectal	ADJ
asir-56424	312	6	cancer	cancer	NOUN
asir-56424	312	7	:	:	PUNCT
asir-56424	312	8	pathogenesis	pathogenesis	NOUN
asir-56424	312	9	and	and	CCONJ
asir-56424	312	10	targeted	target	VERB
asir-56424	312	11	therapy	therapy	NOUN
asir-56424	312	12	.	.	PUNCT
asir-56424	313	1	sig	sig	PROPN
asir-56424	313	2	transduct	transduct	NOUN
asir-56424	313	3	target	target	NOUN
asir-56424	313	4	ther	ther	ADV
asir-56424	313	5	,	,	PUNCT
asir-56424	313	6	9	9	NUM
asir-56424	313	7	,	,	PUNCT
asir-56424	313	8	266	266	NUM
asir-56424	313	9	.	.	PUNCT
asir-56424	314	1	https://doi.org/10.1038/s41392-024-01953-7	https://doi.org/10.1038/s41392-024-01953-7	NUM
asir-56424	314	2	masoudi	masoudi	ADJ
asir-56424	314	3	,	,	PUNCT
asir-56424	314	4	o.a	o.a	PROPN
asir-56424	314	5	.	.	PROPN
asir-56424	314	6	,	,	PUNCT
asir-56424	314	7	&	&	CCONJ
asir-56424	314	8	hejase	hejase	PROPN
asir-56424	314	9	,	,	PUNCT
asir-56424	314	10	h.j	h.j	PROPN
asir-56424	314	11	.	.	PROPN
asir-56424	314	12	(	(	PUNCT
asir-56424	314	13	2023	2023	NUM
asir-56424	314	14	)	)	PUNCT
asir-56424	314	15	.	.	PUNCT
asir-56424	315	1	needed	need	VERB
asir-56424	315	2	current	current	ADJ
asir-56424	315	3	characteristics	characteristic	NOUN
asir-56424	315	4	of	of	ADP
asir-56424	315	5	a	a	DET
asir-56424	315	6	good	good	ADJ
asir-56424	315	7	iranian	iranian	ADJ
asir-56424	315	8	graduate	graduate	NOUN
asir-56424	315	9	in	in	ADP
asir-56424	315	10	journalism	journalism	NOUN
asir-56424	315	11	and	and	CCONJ
asir-56424	315	12	media	medium	NOUN
asir-56424	315	13	studies	study	NOUN
asir-56424	315	14	.	.	PUNCT
asir-56424	316	1	asian	asian	ADJ
asir-56424	316	2	business	business	NOUN
asir-56424	316	3	research	research	NOUN
asir-56424	316	4	,	,	PUNCT
asir-56424	316	5	8(2	8(2	NUM
asir-56424	316	6	)	)	PUNCT
asir-56424	316	7	,	,	PUNCT
asir-56424	316	8	1	1	NUM
asir-56424	316	9	-	-	SYM
asir-56424	316	10	13	13	NUM
asir-56424	316	11	.	.	PUNCT
asir-56424	317	1	https://doi.org/10.20849/abr.v8i2.1368	https://doi.org/10.20849/abr.v8i2.1368	PROPN
asir-56424	317	2	nemer	nemer	PROPN
asir-56424	317	3	,	,	PUNCT
asir-56424	317	4	h.	h.	PROPN
asir-56424	317	5	,	,	PUNCT
asir-56424	317	6	hejase	hejase	PROPN
asir-56424	317	7	,	,	PUNCT
asir-56424	317	8	a.	a.	NOUN
asir-56424	317	9	,	,	PUNCT
asir-56424	317	10	hejase	hejase	PROPN
asir-56424	317	11	,	,	PUNCT
asir-56424	317	12	h.	h.	PROPN
asir-56424	317	13	,	,	PUNCT
asir-56424	317	14	othman	othman	PROPN
asir-56424	317	15	,	,	PUNCT
asir-56424	317	16	m.	m.	NOUN
asir-56424	317	17	,	,	PUNCT
asir-56424	317	18	chawraba	chawraba	PROPN
asir-56424	317	19	,	,	PUNCT
asir-56424	317	20	m.	m.	NOUN
asir-56424	317	21	,	,	PUNCT
asir-56424	317	22	&	&	CCONJ
asir-56424	317	23	trad	trad	NOUN
asir-56424	317	24	,	,	PUNCT
asir-56424	317	25	m.-a	m.-a	NOUN
asir-56424	317	26	.	.	PUNCT
asir-56424	318	1	(	(	PUNCT
asir-56424	318	2	2016	2016	NUM
asir-56424	318	3	)	)	PUNCT
asir-56424	318	4	.	.	PUNCT
asir-56424	319	1	colorectal	colorectal	ADJ
asir-56424	319	2	cancer	cancer	NOUN
asir-56424	319	3	:	:	PUNCT
asir-56424	319	4	exploring	explore	VERB
asir-56424	319	5	awareness	awareness	NOUN
asir-56424	319	6	in	in	ADP
asir-56424	319	7	lebanon	lebanon	PROPN
asir-56424	319	8	.	.	PUNCT
asir-56424	320	1	the	the	DET
asir-56424	320	2	journal	journal	NOUN
asir-56424	320	3	of	of	ADP
asir-56424	320	4	middle	middle	PROPN
asir-56424	320	5	east	east	PROPN
asir-56424	320	6	and	and	CCONJ
asir-56424	320	7	north	north	PROPN
asir-56424	320	8	africa	africa	PROPN
asir-56424	320	9	sciences	sciences	PROPN
asir-56424	320	10	,	,	PUNCT
asir-56424	320	11	2	2	NUM
asir-56424	320	12	,	,	PUNCT
asir-56424	320	13	10	10	NUM
asir-56424	320	14	-	-	SYM
asir-56424	320	15	21	21	NUM
asir-56424	320	16	.	.	PUNCT
asir-56424	321	1	https://doi.org/10.12816/0032694	https://doi.org/10.12816/0032694	X
asir-56424	321	2	pankratz	pankratz	PROPN
asir-56424	321	3	,	,	PUNCT
asir-56424	321	4	v.s.	v.s.	PROPN
asir-56424	321	5	,	,	PUNCT
asir-56424	321	6	kanda	kanda	PROPN
asir-56424	321	7	,	,	PUNCT
asir-56424	321	8	d.	d.	PROPN
asir-56424	321	9	,	,	PUNCT
asir-56424	321	10	kosich	kosich	PROPN
asir-56424	321	11	,	,	PUNCT
asir-56424	321	12	m.	m.	NOUN
asir-56424	321	13	,	,	PUNCT
asir-56424	321	14	edwardson	edwardson	PROPN
asir-56424	321	15	,	,	PUNCT
asir-56424	321	16	n.	n.	NOUN
asir-56424	321	17	,	,	PUNCT
asir-56424	321	18	english	english	PROPN
asir-56424	321	19	,	,	PUNCT
asir-56424	321	20	k.	k.	PROPN
asir-56424	321	21	,	,	PUNCT
asir-56424	321	22	adsul	adsul	PROPN
asir-56424	321	23	,	,	PUNCT
asir-56424	321	24	p.	p.	PROPN
asir-56424	321	25	,	,	PUNCT
asir-56424	321	26	&	&	CCONJ
asir-56424	321	27	mishra	mishra	PROPN
asir-56424	321	28	,	,	PUNCT
asir-56424	321	29	s.i	s.i	PROPN
asir-56424	321	30	.	.	PROPN
asir-56424	321	31	(	(	PUNCT
asir-56424	321	32	2024	2024	NUM
asir-56424	321	33	)	)	PUNCT
asir-56424	321	34	.	.	PUNCT
asir-56424	322	1	racial	racial	ADJ
asir-56424	322	2	and	and	CCONJ
asir-56424	322	3	ethnic	ethnic	ADJ
asir-56424	322	4	disparities	disparity	NOUN
asir-56424	322	5	in	in	ADP
asir-56424	322	6	colorectal	colorectal	ADJ
asir-56424	322	7	cancer	cancer	NOUN
asir-56424	322	8	incidence	incidence	NOUN
asir-56424	322	9	trends	trend	NOUN
asir-56424	322	10	across	across	ADP
asir-56424	322	11	regions	region	NOUN
asir-56424	322	12	of	of	ADP
asir-56424	322	13	the	the	DET
asir-56424	322	14	united	united	PROPN
asir-56424	322	15	states	states	PROPN
asir-56424	322	16	from	from	ADP
asir-56424	322	17	2001	2001	NUM
asir-56424	322	18	to	to	ADP
asir-56424	322	19	2020	2020	NUM
asir-56424	322	20	a	a	DET
asir-56424	322	21	united	united	PROPN
asir-56424	322	22	states	states	PROPN
asir-56424	322	23	cancer	cancer	NOUN
asir-56424	322	24	statistics	statistics	PROPN
asir-56424	322	25	analysis	analysis	NOUN
asir-56424	322	26	.	.	PUNCT
asir-56424	323	1	cancer	cancer	NOUN
asir-56424	323	2	control	control	NOUN
asir-56424	323	3	,	,	PUNCT
asir-56424	323	4	31	31	NUM
asir-56424	323	5	,	,	PUNCT
asir-56424	323	6	10732748241300653	10732748241300653	NUM
asir-56424	323	7	.	.	PUNCT
asir-56424	324	1	https://doi.org/10.1177/10732748241300653	https://doi.org/10.1177/10732748241300653	PROPN
asir-56424	324	2	https://www.datasciencecentral.com/machine-learning-vs-traditional-statistics-different-philosophi-1/	https://www.datasciencecentral.com/machine-learning-vs-traditional-statistics-different-philosophi-1/	PROPN
asir-56424	324	3	https://doi.org/10.22158/rhs.v10n3p81	https://doi.org/10.22158/rhs.v10n3p81	ADJ
asir-56424	324	4	https://www.researchgate.net/publication/236863199_using_neural_networks_to_model_experimental_data_obtained_from_torque_magnetometer_experiments_on_cr-thin_films	https://www.researchgate.net/publication/236863199_using_neural_networks_to_model_experimental_data_obtained_from_torque_magnetometer_experiments_on_cr-thin_film	NOUN
asir-56424	324	5	https://www.researchgate.net/publication/236863199_using_neural_networks_to_model_experimental_data_obtained_from_torque_magnetometer_experiments_on_cr-thin_films	https://www.researchgate.net/publication/236863199_using_neural_networks_to_model_experimental_data_obtained_from_torque_magnetometer_experiments_on_cr-thin_film	NOUN
asir-56424	324	6	https://doi.org/10.37745/bjmas.2022.0324	https://doi.org/10.37745/bjmas.2022.0324	PROPN
asir-56424	324	7	https://doi.org/10.37745/bjmas.2022.0289	https://doi.org/10.37745/bjmas.2022.0289	PROPN
asir-56424	324	8	https://www.ibm.com/docs/en/sslvmb_26.0.0/pdf/en/ibm_spss_neural_network.pdf	https://www.ibm.com/docs/en/sslvmb_26.0.0/pdf/en/ibm_spss_neural_network.pdf	NUM
asir-56424	324	9	https://www.analyticsvidhya.com/blog/2023/12/adam-optimizer/	https://www.analyticsvidhya.com/blog/2023/12/adam-optimizer/	ADP
asir-56424	324	10	https://doi.org/10.1038/s41392-024-01953-7	https://doi.org/10.1038/s41392-024-01953-7	NUM
asir-56424	324	11	https://doi.org/10.20849/abr.v8i2.1368	https://doi.org/10.20849/abr.v8i2.1368	NOUN
asir-56424	324	12	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-56424	324	13	applied	apply	VERB
asir-56424	324	14	science	science	NOUN
asir-56424	324	15	and	and	CCONJ
asir-56424	324	16	innovative	innovative	ADJ
asir-56424	324	17	research	research	NOUN
asir-56424	324	18	vol	vol	NOUN
asir-56424	324	19	.	.	PUNCT
asir-56424	325	1	9	9	NUM
asir-56424	325	2	,	,	PUNCT
asir-56424	325	3	no	no	INTJ
asir-56424	325	4	.	.	NOUN
asir-56424	325	5	3	3	NUM
asir-56424	325	6	,	,	PUNCT
asir-56424	325	7	2025	2025	NUM
asir-56424	325	8	39	39	NUM
asir-56424	325	9	published	publish	VERB
asir-56424	325	10	by	by	ADP
asir-56424	325	11	scholink	scholink	PROPN
asir-56424	325	12	inc	inc	PROPN
asir-56424	325	13	.	.	PROPN
asir-56424	325	14	peace	peace	NOUN
asir-56424	325	15	,	,	PUNCT
asir-56424	325	16	p.	p.	PROPN
asir-56424	325	17	,	,	PUNCT
asir-56424	325	18	chris	chris	PROPN
asir-56424	325	19	,	,	PUNCT
asir-56424	325	20	j.	j.	PROPN
asir-56424	325	21	,	,	PUNCT
asir-56424	325	22	&	&	CCONJ
asir-56424	325	23	victor	victor	PROPN
asir-56424	325	24	,	,	PUNCT
asir-56424	325	25	l.	l.	PROPN
asir-56424	325	26	(	(	PUNCT
asir-56424	325	27	2024	2024	NUM
asir-56424	325	28	,	,	PUNCT
asir-56424	325	29	november	november	PROPN
asir-56424	325	30	)	)	PUNCT
asir-56424	325	31	.	.	PUNCT
asir-56424	326	1	data	datum	NOUN
asir-56424	326	2	preprocessing	preprocesse	VERB
asir-56424	326	3	for	for	ADP
asir-56424	326	4	ai	ai	PROPN
asir-56424	326	5	models	model	NOUN
asir-56424	326	6	.	.	PUNCT
asir-56424	327	1	researchgate	researchgate	NOUN
asir-56424	327	2	.	.	PUNCT
asir-56424	328	1	retrieved	retrieve	VERB
asir-56424	328	2	july	july	PROPN
asir-56424	328	3	15	15	NUM
asir-56424	328	4	,	,	PUNCT
asir-56424	328	5	2025	2025	NUM
asir-56424	328	6	,	,	PUNCT
asir-56424	328	7	from	from	ADP
asir-56424	328	8	https://www.researchgate.net/publication/385707249_data_preprocessing_for_ai_models	https://www.researchgate.net/publication/385707249_data_preprocessing_for_ai_model	NOUN
asir-56424	328	9	pisa	pisa	PROPN
asir-56424	328	10	,	,	PUNCT
asir-56424	328	11	i.	i.	NOUN
asir-56424	328	12	,	,	PUNCT
asir-56424	328	13	santín	santín	NOUN
asir-56424	328	14	,	,	PUNCT
asir-56424	328	15	i.	i.	PROPN
asir-56424	328	16	,	,	PUNCT
asir-56424	328	17	lopez	lopez	PROPN
asir-56424	328	18	vicario	vicario	PROPN
asir-56424	328	19	,	,	PUNCT
asir-56424	328	20	j.	j.	PROPN
asir-56424	328	21	,	,	PUNCT
asir-56424	328	22	morell	morell	PROPN
asir-56424	328	23	,	,	PUNCT
asir-56424	328	24	a.	a.	PROPN
asir-56424	328	25	,	,	PUNCT
asir-56424	328	26	&	&	CCONJ
asir-56424	328	27	vilanova	vilanova	PROPN
asir-56424	328	28	,	,	PUNCT
asir-56424	328	29	r.	r.	PROPN
asir-56424	328	30	(	(	PUNCT
asir-56424	328	31	2019	2019	NUM
asir-56424	328	32	)	)	PUNCT
asir-56424	328	33	.	.	PUNCT
asir-56424	329	1	data	datum	NOUN
asir-56424	329	2	preprocessing	preprocesse	VERB
asir-56424	329	3	for	for	ADP
asir-56424	329	4	annbased	annbase	VERB
asir-56424	329	5	industrial	industrial	ADJ
asir-56424	329	6	time	time	NOUN
asir-56424	329	7	-	-	PUNCT
asir-56424	329	8	series	series	NOUN
asir-56424	329	9	forecasting	forecasting	NOUN
asir-56424	329	10	with	with	ADP
asir-56424	329	11	imbalanced	imbalanced	ADJ
asir-56424	329	12	data	datum	NOUN
asir-56424	329	13	.	.	PUNCT
asir-56424	330	1	proceedings	proceeding	NOUN
asir-56424	330	2	of	of	ADP
asir-56424	330	3	the	the	DET
asir-56424	330	4	2019	2019	NUM
asir-56424	330	5	27th	27th	ADJ
asir-56424	330	6	european	european	ADJ
asir-56424	330	7	signal	signal	NOUN
asir-56424	330	8	processing	processing	NOUN
asir-56424	330	9	conference	conference	NOUN
asir-56424	330	10	(	(	PUNCT
asir-56424	330	11	eusipco	eusipco	PROPN
asir-56424	330	12	)	)	PUNCT
asir-56424	330	13	,	,	PUNCT
asir-56424	330	14	(	(	PUNCT
asir-56424	330	15	pp	pp	ADJ
asir-56424	330	16	.	.	PUNCT
asir-56424	331	1	1	1	NUM
asir-56424	331	2	-	-	SYM
asir-56424	331	3	5	5	NUM
asir-56424	331	4	)	)	PUNCT
asir-56424	331	5	.	.	PUNCT
asir-56424	332	1	https://doi.org/10.23919/eusipco.2019.8902682	https://doi.org/10.23919/eusipco.2019.8902682	PROPN
asir-56424	332	2	rammal	rammal	NOUN
asir-56424	332	3	,	,	PUNCT
asir-56424	332	4	h.	h.	PROPN
asir-56424	332	5	,	,	PUNCT
asir-56424	332	6	hejase	hejase	PROPN
asir-56424	332	7	,	,	PUNCT
asir-56424	332	8	h.j	h.j	PROPN
asir-56424	332	9	.	.	PROPN
asir-56424	332	10	,	,	PUNCT
asir-56424	332	11	&	&	CCONJ
asir-56424	332	12	hazimeh	hazimeh	NOUN
asir-56424	332	13	,	,	PUNCT
asir-56424	332	14	h.	h.	PROPN
asir-56424	332	15	(	(	PUNCT
asir-56424	332	16	2024	2024	NUM
asir-56424	332	17	)	)	PUNCT
asir-56424	332	18	.	.	PUNCT
asir-56424	333	1	metaverse	metaverse	NOUN
asir-56424	333	2	technology	technology	NOUN
asir-56424	333	3	and	and	CCONJ
asir-56424	333	4	its	its	PRON
asir-56424	333	5	impact	impact	NOUN
asir-56424	333	6	on	on	ADP
asir-56424	333	7	the	the	DET
asir-56424	333	8	evolving	evolve	VERB
asir-56424	333	9	landscape	landscape	NOUN
asir-56424	333	10	of	of	ADP
asir-56424	333	11	communication	communication	NOUN
asir-56424	333	12	and	and	CCONJ
asir-56424	333	13	media	medium	NOUN
asir-56424	333	14	:	:	PUNCT
asir-56424	333	15	a	a	DET
asir-56424	333	16	future	future	ADJ
asir-56424	333	17	outlook	outlook	NOUN
asir-56424	333	18	for	for	ADP
asir-56424	333	19	lebanese	lebanese	ADJ
asir-56424	333	20	satellite	satellite	NOUN
asir-56424	333	21	channels	channel	NOUN
asir-56424	333	22	.	.	PUNCT
asir-56424	334	1	saudi	saudi	ADJ
asir-56424	334	2	j.	j.	PROPN
asir-56424	334	3	humanities	humanities	PROPN
asir-56424	334	4	soc	soc	PROPN
asir-56424	334	5	sci	sci	PROPN
asir-56424	334	6	,	,	PUNCT
asir-56424	334	7	9(3	9(3	NUM
asir-56424	334	8	)	)	PUNCT
asir-56424	334	9	,	,	PUNCT
asir-56424	334	10	92	92	NUM
asir-56424	334	11	-	-	SYM
asir-56424	334	12	117	117	NUM
asir-56424	334	13	.	.	PUNCT
asir-56424	335	1	https://do.org/0.36348/sjhss.2024.v09i03.001	https://do.org/0.36348/sjhss.2024.v09i03.001	VERB
asir-56424	335	2	rammal	rammal	NOUN
asir-56424	335	3	,	,	PUNCT
asir-56424	335	4	h.e	h.e	PROPN
asir-56424	335	5	.	.	PROPN
asir-56424	335	6	,	,	PUNCT
asir-56424	335	7	hejase	hejase	PROPN
asir-56424	335	8	,	,	PUNCT
asir-56424	335	9	h.j	h.j	PROPN
asir-56424	335	10	.	.	PROPN
asir-56424	335	11	,	,	PUNCT
asir-56424	335	12	&	&	CCONJ
asir-56424	335	13	hejase	hejase	PROPN
asir-56424	335	14	,	,	PUNCT
asir-56424	335	15	a.j	a.j	PROPN
asir-56424	335	16	.	.	PROPN
asir-56424	335	17	(	(	PUNCT
asir-56424	335	18	2025	2025	NUM
asir-56424	335	19	,	,	PUNCT
asir-56424	335	20	july	july	PROPN
asir-56424	335	21	)	)	PUNCT
asir-56424	335	22	.	.	PUNCT
asir-56424	336	1	assessment	assessment	NOUN
asir-56424	336	2	of	of	ADP
asir-56424	336	3	academic	academic	ADJ
asir-56424	336	4	art	art	NOUN
asir-56424	336	5	stakeholders	stakeholder	NOUN
asir-56424	336	6	’	'	PUNCT
asir-56424	336	7	stance	stance	NOUN
asir-56424	336	8	toward	toward	ADP
asir-56424	336	9	artificial	artificial	ADJ
asir-56424	336	10	intelligence	intelligence	NOUN
asir-56424	336	11	:	:	PUNCT
asir-56424	336	12	a	a	DET
asir-56424	336	13	study	study	NOUN
asir-56424	336	14	from	from	ADP
asir-56424	336	15	lebanon	lebanon	PROPN
asir-56424	336	16	.	.	PUNCT
asir-56424	337	1	asian	asian	PROPN
asir-56424	337	2	journal	journal	PROPN
asir-56424	337	3	of	of	ADP
asir-56424	337	4	social	social	ADJ
asir-56424	337	5	science	science	NOUN
asir-56424	337	6	studies	study	NOUN
asir-56424	337	7	,	,	PUNCT
asir-56424	337	8	10(3	10(3	NUM
asir-56424	337	9	)	)	PUNCT
asir-56424	337	10	,	,	PUNCT
asir-56424	337	11	1	1	NUM
asir-56424	337	12	-	-	SYM
asir-56424	337	13	23	23	NUM
asir-56424	337	14	.	.	PUNCT
asir-56424	338	1	https://doi.org/10.20849/ajsss.v10i3.1517	https://doi.org/10.20849/ajsss.v10i3.1517	X
asir-56424	338	2	ranganath	ranganath	NOUN
asir-56424	338	3	,	,	PUNCT
asir-56424	338	4	r.	r.	PROPN
asir-56424	338	5	,	,	PUNCT
asir-56424	338	6	lujaina	lujaina	PROPN
asir-56424	338	7	,	,	PUNCT
asir-56424	338	8	s.	s.	PROPN
asir-56424	338	9	s.-m	s.-m	PROPN
asir-56424	338	10	.	.	PUNCT
asir-56424	338	11	,	,	PUNCT
asir-56424	338	12	al	al	PROPN
asir-56424	338	13	saidi	saidi	PROPN
asir-56424	338	14	,	,	PUNCT
asir-56424	338	15	a.	a.	PROPN
asir-56424	338	16	,	,	PUNCT
asir-56424	338	17	al	al	PROPN
asir-56424	338	18	dujaili	dujaili	PROPN
asir-56424	338	19	,	,	PUNCT
asir-56424	338	20	a.	a.	PROPN
asir-56424	338	21	h.	h.	PROPN
asir-56424	338	22	,	,	PUNCT
asir-56424	338	23	&	&	CCONJ
asir-56424	338	24	mahmood	mahmood	PROPN
asir-56424	338	25	,	,	PUNCT
asir-56424	338	26	m.	m.	NOUN
asir-56424	338	27	a.-f	a.-f	NOUN
asir-56424	338	28	.	.	PUNCT
asir-56424	339	1	(	(	PUNCT
asir-56424	339	2	2022	2022	NUM
asir-56424	339	3	)	)	PUNCT
asir-56424	339	4	.	.	PUNCT
asir-56424	340	1	knowledge	knowledge	NOUN
asir-56424	340	2	and	and	CCONJ
asir-56424	340	3	awareness	awareness	NOUN
asir-56424	340	4	of	of	ADP
asir-56424	340	5	colorectal	colorectal	ADJ
asir-56424	340	6	cancer	cancer	NOUN
asir-56424	340	7	among	among	ADP
asir-56424	340	8	university	university	NOUN
asir-56424	340	9	students	student	NOUN
asir-56424	340	10	in	in	ADP
asir-56424	340	11	oman	oman	PROPN
asir-56424	340	12	.	.	PUNCT
asir-56424	341	1	j	j	PROPN
asir-56424	341	2	health	health	PROPN
asir-56424	341	3	sci	sci	PROPN
asir-56424	341	4	med	med	PROPN
asir-56424	341	5	res	re	NOUN
asir-56424	341	6	,	,	PUNCT
asir-56424	341	7	40(2	40(2	NUM
asir-56424	341	8	)	)	PUNCT
asir-56424	341	9	,	,	PUNCT
asir-56424	341	10	215	215	NUM
asir-56424	341	11	-	-	SYM
asir-56424	341	12	222	222	NUM
asir-56424	341	13	.	.	PUNCT
asir-56424	342	1	http://dx.doi.org/10.31584/jhsmr.2021835	http://dx.doi.org/10.31584/jhsmr.2021835	NOUN
asir-56424	342	2	rawla	rawla	NOUN
asir-56424	342	3	,	,	PUNCT
asir-56424	342	4	p.	p.	NOUN
asir-56424	342	5	,	,	PUNCT
asir-56424	342	6	sunkara	sunkara	PROPN
asir-56424	342	7	,	,	PUNCT
asir-56424	342	8	t.	t.	PROPN
asir-56424	342	9	,	,	PUNCT
asir-56424	342	10	&	&	CCONJ
asir-56424	342	11	barsouk	barsouk	PROPN
asir-56424	342	12	,	,	PUNCT
asir-56424	342	13	a.	a.	NOUN
asir-56424	342	14	(	(	PUNCT
asir-56424	342	15	2019	2019	NUM
asir-56424	342	16	)	)	PUNCT
asir-56424	342	17	.	.	PUNCT
asir-56424	343	1	epidemiology	epidemiology	NOUN
asir-56424	343	2	of	of	ADP
asir-56424	343	3	colorectal	colorectal	ADJ
asir-56424	343	4	cancer	cancer	NOUN
asir-56424	343	5	:	:	PUNCT
asir-56424	343	6	incidence	incidence	NOUN
asir-56424	343	7	,	,	PUNCT
asir-56424	343	8	mortality	mortality	NOUN
asir-56424	343	9	,	,	PUNCT
asir-56424	343	10	survival	survival	NOUN
asir-56424	343	11	,	,	PUNCT
asir-56424	343	12	and	and	CCONJ
asir-56424	343	13	risk	risk	NOUN
asir-56424	343	14	factors	factor	NOUN
asir-56424	343	15	.	.	PUNCT
asir-56424	344	1	przeglad	przeglad	PROPN
asir-56424	344	2	gastroenterologiczny	gastroenterologiczny	PROPN
asir-56424	344	3	,	,	PUNCT
asir-56424	344	4	14(2	14(2	NUM
asir-56424	344	5	)	)	PUNCT
asir-56424	344	6	,	,	PUNCT
asir-56424	344	7	89	89	NUM
asir-56424	344	8	-	-	SYM
asir-56424	344	9	103	103	NUM
asir-56424	344	10	.	.	PUNCT
asir-56424	345	1	https://doi.org/10.5114/pg.2018.81072	https://doi.org/10.5114/pg.2018.81072	PROPN
asir-56424	345	2	stewart	stewart	PROPN
asir-56424	345	3	,	,	PUNCT
asir-56424	345	4	m.	m.	NOUN
asir-56424	345	5	(	(	PUNCT
asir-56424	345	6	2019	2019	NUM
asir-56424	345	7	,	,	PUNCT
asir-56424	345	8	march	march	PROPN
asir-56424	345	9	24	24	NUM
asir-56424	345	10	)	)	PUNCT
asir-56424	345	11	.	.	PUNCT
asir-56424	346	1	the	the	DET
asir-56424	346	2	actual	actual	ADJ
asir-56424	346	3	difference	difference	NOUN
asir-56424	346	4	between	between	ADP
asir-56424	346	5	statistics	statistic	NOUN
asir-56424	346	6	and	and	CCONJ
asir-56424	346	7	machine	machine	NOUN
asir-56424	346	8	learning	learning	NOUN
asir-56424	346	9	.	.	PUNCT
asir-56424	347	1	medium	medium	NOUN
asir-56424	348	1	[	[	X
asir-56424	348	2	towards	towards	ADP
asir-56424	348	3	data	data	NOUN
asir-56424	348	4	science	science	NOUN
asir-56424	348	5	(	(	PUNCT
asir-56424	348	6	tds	tds	ADJ
asir-56424	348	7	)	)	PUNCT
asir-56424	348	8	archive	archive	NOUN
asir-56424	348	9	,	,	PUNCT
asir-56424	348	10	(	(	PUNCT
asir-56424	348	11	march	march	PROPN
asir-56424	348	12	)	)	PUNCT
asir-56424	348	13	]	]	PUNCT
asir-56424	348	14	.	.	PUNCT
asir-56424	349	1	retrieved	retrieve	VERB
asir-56424	349	2	july	july	PROPN
asir-56424	349	3	25	25	NUM
asir-56424	349	4	,	,	PUNCT
asir-56424	349	5	2025	2025	NUM
asir-56424	349	6	,	,	PUNCT
asir-56424	349	7	from	from	ADP
asir-56424	349	8	https://medium.com/data-science/the-actual-difference-between-statistics-and-machine-learning64b49f07ea3	https://medium.com/data-science/the-actual-difference-between-statistics-and-machine-learning64b49f07ea3	PROPN
asir-56424	349	9	surakhi	surakhi	PROPN
asir-56424	349	10	,	,	PUNCT
asir-56424	349	11	o.m	o.m	PROPN
asir-56424	349	12	.	.	PROPN
asir-56424	349	13	,	,	PUNCT
asir-56424	349	14	&	&	CCONJ
asir-56424	349	15	salameh	salameh	PROPN
asir-56424	349	16	walid	walid	PROPN
asir-56424	349	17	,	,	PUNCT
asir-56424	349	18	a.	a.	PROPN
asir-56424	349	19	(	(	PUNCT
asir-56424	349	20	2014	2014	NUM
asir-56424	349	21	)	)	PUNCT
asir-56424	349	22	.	.	PUNCT
asir-56424	350	1	enhancing	enhance	VERB
asir-56424	350	2	the	the	DET
asir-56424	350	3	performance	performance	NOUN
asir-56424	350	4	of	of	ADP
asir-56424	350	5	the	the	DET
asir-56424	350	6	backpropagation	backpropagation	NOUN
asir-56424	350	7	for	for	ADP
asir-56424	350	8	deep	deep	ADJ
asir-56424	350	9	neural	neural	ADJ
asir-56424	350	10	networks	network	NOUN
asir-56424	350	11	.	.	PUNCT
asir-56424	351	1	international	international	ADJ
asir-56424	351	2	journal	journal	PROPN
asir-56424	351	3	of	of	ADP
asir-56424	351	4	computers	computer	NOUN
asir-56424	351	5	&	&	CCONJ
asir-56424	351	6	technology	technology	NOUN
asir-56424	351	7	,	,	PUNCT
asir-56424	351	8	13(12	13(12	NUM
asir-56424	351	9	)	)	PUNCT
asir-56424	351	10	,	,	PUNCT
asir-56424	351	11	5274	5274	NUM
asir-56424	351	12	-	-	SYM
asir-56424	351	13	5285	5285	NUM
asir-56424	351	14	.	.	PUNCT
asir-56424	352	1	https://doi.org/10.24297/ijct.v13i12.5279	https://doi.org/10.24297/ijct.v13i12.5279	PROPN
asir-56424	352	2	turco	turco	PROPN
asir-56424	352	3	,	,	PUNCT
asir-56424	352	4	c.	c.	PROPN
asir-56424	352	5	,	,	PUNCT
asir-56424	352	6	funari	funari	NOUN
asir-56424	352	7	,	,	PUNCT
asir-56424	352	8	m.f	m.f	PROPN
asir-56424	352	9	.	.	PROPN
asir-56424	352	10	,	,	PUNCT
asir-56424	352	11	teixeira	teixeira	PROPN
asir-56424	352	12	,	,	PUNCT
asir-56424	352	13	e.	e.	PROPN
asir-56424	352	14	,	,	PUNCT
asir-56424	352	15	&	&	CCONJ
asir-56424	352	16	mateus	mateus	PROPN
asir-56424	352	17	,	,	PUNCT
asir-56424	352	18	r.	r.	PROPN
asir-56424	352	19	(	(	PUNCT
asir-56424	352	20	2021	2021	NUM
asir-56424	352	21	)	)	PUNCT
asir-56424	352	22	.	.	PUNCT
asir-56424	353	1	artificial	artificial	ADJ
asir-56424	353	2	neural	neural	ADJ
asir-56424	353	3	networks	network	NOUN
asir-56424	353	4	to	to	PART
asir-56424	353	5	predict	predict	VERB
asir-56424	353	6	the	the	DET
asir-56424	353	7	mechanical	mechanical	ADJ
asir-56424	353	8	properties	property	NOUN
asir-56424	353	9	of	of	ADP
asir-56424	353	10	natural	natural	ADJ
asir-56424	353	11	fibre	fibre	NOUN
asir-56424	353	12	-	-	PUNCT
asir-56424	353	13	reinforced	reinforce	VERB
asir-56424	353	14	compressed	compress	VERB
asir-56424	353	15	earth	earth	NOUN
asir-56424	353	16	blocks	block	NOUN
asir-56424	353	17	(	(	PUNCT
asir-56424	353	18	cebs	cebs	NOUN
asir-56424	353	19	)	)	PUNCT
asir-56424	353	20	.	.	PUNCT
asir-56424	354	1	fibers	fiber	NOUN
asir-56424	354	2	,	,	PUNCT
asir-56424	354	3	9(12	9(12	NUM
asir-56424	354	4	)	)	PUNCT
asir-56424	354	5	,	,	PUNCT
asir-56424	354	6	art	art	NOUN
asir-56424	354	7	.	.	PUNCT
asir-56424	355	1	no	no	DET
asir-56424	355	2	12	12	NUM
asir-56424	355	3	.	.	PUNCT
asir-56424	356	1	https://doi.org/10.3390/fib9120078	https://doi.org/10.3390/fib9120078	PROPN
asir-56424	356	2	van	van	PROPN
asir-56424	356	3	altena	altena	PROPN
asir-56424	356	4	,	,	PUNCT
asir-56424	356	5	w.	w.	NOUN
asir-56424	356	6	(	(	PUNCT
asir-56424	356	7	2021	2021	NUM
asir-56424	356	8	,	,	PUNCT
asir-56424	356	9	march	march	PROPN
asir-56424	356	10	)	)	PUNCT
asir-56424	356	11	.	.	PUNCT
asir-56424	357	1	to	to	PART
asir-56424	357	2	know	know	VERB
asir-56424	357	3	is	be	AUX
asir-56424	357	4	to	to	PART
asir-56424	357	5	act	act	VERB
asir-56424	357	6	’	'	PUNCT
asir-56424	357	7	:	:	PUNCT
asir-56424	357	8	new	new	ADJ
asir-56424	357	9	campaign	campaign	NOUN
asir-56424	357	10	seeks	seek	VERB
asir-56424	357	11	to	to	PART
asir-56424	357	12	raise	raise	VERB
asir-56424	357	13	colon	colon	NOUN
asir-56424	357	14	cancer	cancer	NOUN
asir-56424	357	15	awareness	awareness	NOUN
asir-56424	357	16	.	.	PUNCT
asir-56424	358	1	inside	inside	ADP
asir-56424	358	2	oncology	oncology	NOUN
asir-56424	358	3	.	.	PUNCT
asir-56424	359	1	retrieved	retrieve	VERB
asir-56424	359	2	july	july	PROPN
asir-56424	359	3	31	31	NUM
asir-56424	359	4	,	,	PUNCT
asir-56424	359	5	2025	2025	NUM
asir-56424	359	6	,	,	PUNCT
asir-56424	359	7	from	from	ADP
asir-56424	359	8	https://www.bjmo.be/to-know-is-to-act-newcampaign-seeks-to-raise-colon-cancer-awareness/	https://www.bjmo.be/to-know-is-to-act-newcampaign-seeks-to-raise-colon-cancer-awareness/	PROPN
asir-56424	359	9	vemuri	vemuri	PROPN
asir-56424	359	10	,	,	PUNCT
asir-56424	359	11	n.	n.	PROPN
asir-56424	359	12	(	(	PUNCT
asir-56424	359	13	2020	2020	NUM
asir-56424	359	14	)	)	PUNCT
asir-56424	359	15	.	.	PUNCT
asir-56424	360	1	scoring	score	VERB
asir-56424	360	2	confidence	confidence	NOUN
asir-56424	360	3	in	in	ADP
asir-56424	360	4	neural	neural	ADJ
asir-56424	360	5	networks	network	NOUN
asir-56424	360	6	.	.	PUNCT
asir-56424	361	1	(	(	PUNCT
asir-56424	361	2	master	master	NOUN
asir-56424	361	3	of	of	ADP
asir-56424	361	4	science	science	PROPN
asir-56424	361	5	research	research	NOUN
asir-56424	361	6	project	project	NOUN
asir-56424	361	7	)	)	PUNCT
asir-56424	361	8	,	,	PUNCT
asir-56424	361	9	department	department	NOUN
asir-56424	361	10	of	of	ADP
asir-56424	361	11	electrical	electrical	ADJ
asir-56424	361	12	engineering	engineering	NOUN
asir-56424	361	13	and	and	CCONJ
asir-56424	361	14	computer	computer	NOUN
asir-56424	361	15	sciences	science	NOUN
asir-56424	361	16	,	,	PUNCT
asir-56424	361	17	university	university	NOUN
asir-56424	361	18	of	of	ADP
asir-56424	361	19	california	california	PROPN
asir-56424	361	20	at	at	ADP
asir-56424	361	21	berkeley	berkeley	PROPN
asir-56424	361	22	,	,	PUNCT
asir-56424	361	23	berkeley	berkeley	PROPN
asir-56424	361	24	,	,	PUNCT
asir-56424	361	25	california	california	PROPN
asir-56424	361	26	,	,	PUNCT
asir-56424	361	27	usa	usa	PROPN
asir-56424	361	28	.	.	PROPN
asir-56424	361	29	https://www.researchgate.net/publication/385707249_data_preprocessing_for_ai_models	https://www.researchgate.net/publication/385707249_data_preprocessing_for_ai_models	X
asir-56424	361	30	https://do.org/0.36348/sjhss.2024.v09i03.001	https://do.org/0.36348/sjhss.2024.v09i03.001	X
asir-56424	361	31	https://doi.org/10.20849/ajsss.v10i3.1517	https://doi.org/10.20849/ajsss.v10i3.1517	VERB
asir-56424	361	32	http://dx.doi.org/10.31584/jhsmr.2021835	http://dx.doi.org/10.31584/jhsmr.2021835	PROPN
asir-56424	361	33	https://doi.org/10.5114/pg.2018.81072	https://doi.org/10.5114/pg.2018.81072	PROPN
asir-56424	361	34	https://medium.com/data-science/the-actual-difference-between-statistics-and-machine-learning-64b49f07ea3	https://medium.com/data-science/the-actual-difference-between-statistics-and-machine-learning-64b49f07ea3	PROPN
asir-56424	361	35	https://medium.com/data-science/the-actual-difference-between-statistics-and-machine-learning-64b49f07ea3	https://medium.com/data-science/the-actual-difference-between-statistics-and-machine-learning-64b49f07ea3	NOUN
asir-56424	361	36	https://doi.org/10.3390/fib9120078	https://doi.org/10.3390/fib9120078	PROPN
asir-56424	361	37	https://www.bjmo.be/to-know-is-to-act-new-campaign-seeks-to-raise-colon-cancer-awareness/	https://www.bjmo.be/to-know-is-to-act-new-campaign-seeks-to-raise-colon-cancer-awareness/	VERB
asir-56424	361	38	https://www.bjmo.be/to-know-is-to-act-new-campaign-seeks-to-raise-colon-cancer-awareness/	https://www.bjmo.be/to-know-is-to-act-new-campaign-seeks-to-raise-colon-cancer-awareness/	NOUN