id	sid	tid	token	lemma	pos
edu-5885	1	1	146	146	NUM
edu-5885	1	2	©	©	PROPN
edu-5885	1	3	2024	2024	NUM
edu-5885	1	4	by	by	ADP
edu-5885	1	5	the	the	DET
edu-5885	1	6	author	author	NOUN
edu-5885	1	7	;	;	PUNCT
edu-5885	1	8	licensee	licensee	PROPN
edu-5885	1	9	asian	asian	ADJ
edu-5885	1	10	online	online	PROPN
edu-5885	1	11	journal	journal	PROPN
edu-5885	1	12	publishing	publishing	PROPN
edu-5885	1	13	group	group	PROPN
edu-5885	1	14	asian	asian	PROPN
edu-5885	1	15	journal	journal	PROPN
edu-5885	1	16	of	of	ADP
edu-5885	1	17	education	education	NOUN
edu-5885	1	18	and	and	CCONJ
edu-5885	1	19	training	training	NOUN
edu-5885	1	20	vol	vol	NOUN
edu-5885	1	21	.	.	PUNCT
edu-5885	1	22	10	10	NUM
edu-5885	1	23	,	,	PUNCT
edu-5885	1	24	no	no	INTJ
edu-5885	1	25	.	.	NOUN
edu-5885	1	26	3	3	NUM
edu-5885	1	27	,	,	PUNCT
edu-5885	1	28	146	146	NUM
edu-5885	1	29	-	-	SYM
edu-5885	1	30	153	153	NUM
edu-5885	1	31	,	,	PUNCT
edu-5885	1	32	2024	2024	NUM
edu-5885	1	33	issn(e	issn(e	PROPN
edu-5885	1	34	)	)	PUNCT
edu-5885	1	35	2519	2519	NUM
edu-5885	1	36	-	-	SYM
edu-5885	1	37	5387	5387	NUM
edu-5885	1	38	doi	doi	NOUN
edu-5885	1	39	:	:	PUNCT
edu-5885	1	40	10.20448	10.20448	NUM
edu-5885	1	41	/	/	SYM
edu-5885	1	42	edu.v10i3.5885	edu.v10i3.5885	PROPN
edu-5885	2	1	©	©	ADP
edu-5885	2	2	2024	2024	NUM
edu-5885	2	3	by	by	ADP
edu-5885	2	4	the	the	DET
edu-5885	2	5	author	author	NOUN
edu-5885	2	6	;	;	PUNCT
edu-5885	2	7	licensee	licensee	PROPN
edu-5885	2	8	asian	asian	ADJ
edu-5885	2	9	online	online	PROPN
edu-5885	2	10	journal	journal	PROPN
edu-5885	2	11	publishing	publishing	NOUN
edu-5885	2	12	group	group	NOUN
edu-5885	2	13	using	use	VERB
edu-5885	2	14	machine	machine	NOUN
edu-5885	2	15	learning	learn	VERB
edu-5885	2	16	techniques	technique	NOUN
edu-5885	2	17	to	to	PART
edu-5885	2	18	study	study	VERB
edu-5885	2	19	of	of	ADP
edu-5885	2	20	stress	stress	NOUN
edu-5885	2	21	,	,	PUNCT
edu-5885	2	22	depression	depression	NOUN
edu-5885	2	23	,	,	PUNCT
edu-5885	2	24	and	and	CCONJ
edu-5885	2	25	academic	academic	ADJ
edu-5885	2	26	performance	performance	NOUN
edu-5885	2	27	of	of	ADP
edu-5885	2	28	grade	grade	NOUN
edu-5885	2	29	12th	12th	NOUN
edu-5885	2	30	students	student	NOUN
edu-5885	2	31	wudhijaya	wudhijaya	NOUN
edu-5885	2	32	philuek	philuek	VERB
edu-5885	2	33	faculty	faculty	NOUN
edu-5885	2	34	of	of	ADP
edu-5885	2	35	education	education	NOUN
edu-5885	2	36	,	,	PUNCT
edu-5885	2	37	nakhon	nakhon	PROPN
edu-5885	2	38	sawan	sawan	PROPN
edu-5885	2	39	rajabhat	rajabhat	PROPN
edu-5885	2	40	university	university	PROPN
edu-5885	2	41	,	,	PUNCT
edu-5885	2	42	nakhon	nakhon	PROPN
edu-5885	2	43	sawan	sawan	PROPN
edu-5885	2	44	,	,	PUNCT
edu-5885	2	45	60000	60000	NUM
edu-5885	2	46	thailand	thailand	PROPN
edu-5885	2	47	.	.	PUNCT
edu-5885	3	1	email	email	NOUN
edu-5885	3	2	:	:	PUNCT
edu-5885	3	3	wudhijaya@nsru.ac.th	wudhijaya@nsru.ac.th	ADJ
edu-5885	3	4	abstract	abstract	ADJ
edu-5885	3	5	the	the	DET
edu-5885	3	6	objectives	objective	NOUN
edu-5885	3	7	of	of	ADP
edu-5885	3	8	this	this	DET
edu-5885	3	9	research	research	NOUN
edu-5885	3	10	were	be	AUX
edu-5885	3	11	1	1	NUM
edu-5885	3	12	)	)	PUNCT
edu-5885	3	13	to	to	PART
edu-5885	3	14	study	study	VERB
edu-5885	3	15	the	the	DET
edu-5885	3	16	problems	problem	NOUN
edu-5885	3	17	of	of	ADP
edu-5885	3	18	stress	stress	NOUN
edu-5885	3	19	and	and	CCONJ
edu-5885	3	20	depression	depression	NOUN
edu-5885	3	21	among	among	ADP
edu-5885	3	22	grade	grade	NOUN
edu-5885	3	23	12	12	NUM
edu-5885	3	24	students	student	NOUN
edu-5885	3	25	;	;	PUNCT
edu-5885	3	26	2	2	X
edu-5885	3	27	)	)	PUNCT
edu-5885	3	28	to	to	PART
edu-5885	3	29	investigate	investigate	VERB
edu-5885	3	30	the	the	DET
edu-5885	3	31	machine	machine	NOUN
edu-5885	3	32	learning	learning	NOUN
edu-5885	3	33	technique	technique	NOUN
edu-5885	3	34	in	in	ADP
edu-5885	3	35	analyzing	analyze	VERB
edu-5885	3	36	and	and	CCONJ
edu-5885	3	37	predicting	predict	VERB
edu-5885	3	38	stress	stress	NOUN
edu-5885	3	39	,	,	PUNCT
edu-5885	3	40	depression	depression	NOUN
edu-5885	3	41	,	,	PUNCT
edu-5885	3	42	and	and	CCONJ
edu-5885	3	43	academic	academic	ADJ
edu-5885	3	44	performance	performance	NOUN
edu-5885	3	45	among	among	ADP
edu-5885	3	46	grade	grade	NOUN
edu-5885	3	47	12	12	NUM
edu-5885	3	48	students	student	NOUN
edu-5885	3	49	;	;	PUNCT
edu-5885	3	50	and	and	CCONJ
edu-5885	3	51	3	3	X
edu-5885	3	52	)	)	PUNCT
edu-5885	3	53	to	to	PART
edu-5885	3	54	evaluate	evaluate	VERB
edu-5885	3	55	the	the	DET
edu-5885	3	56	stress	stress	NOUN
edu-5885	3	57	and	and	CCONJ
edu-5885	3	58	depression	depression	NOUN
edu-5885	3	59	prediction	prediction	NOUN
edu-5885	3	60	platform	platform	NOUN
edu-5885	3	61	.	.	PUNCT
edu-5885	4	1	students	student	NOUN
edu-5885	4	2	from	from	ADP
edu-5885	4	3	schools	school	NOUN
edu-5885	4	4	in	in	ADP
edu-5885	4	5	the	the	DET
edu-5885	4	6	secondary	secondary	ADJ
edu-5885	4	7	educational	educational	ADJ
edu-5885	4	8	service	service	NOUN
edu-5885	4	9	areas	area	NOUN
edu-5885	4	10	of	of	ADP
edu-5885	4	11	nakhon	nakhon	PROPN
edu-5885	4	12	sawan	sawan	PROPN
edu-5885	4	13	,	,	PUNCT
edu-5885	4	14	uthai	uthai	PROPN
edu-5885	4	15	thani	thani	PROPN
edu-5885	4	16	,	,	PUNCT
edu-5885	4	17	chainat	chainat	NOUN
edu-5885	4	18	,	,	PUNCT
edu-5885	4	19	and	and	CCONJ
edu-5885	4	20	pichit	pichit	NOUN
edu-5885	4	21	in	in	ADP
edu-5885	4	22	thailand	thailand	PROPN
edu-5885	4	23	comprised	comprise	VERB
edu-5885	4	24	the	the	DET
edu-5885	4	25	sampling	sample	VERB
edu-5885	4	26	group	group	NOUN
edu-5885	4	27	,	,	PUNCT
edu-5885	4	28	which	which	PRON
edu-5885	4	29	the	the	DET
edu-5885	4	30	researchers	researcher	NOUN
edu-5885	4	31	recruited	recruit	VERB
edu-5885	4	32	through	through	ADP
edu-5885	4	33	simple	simple	ADJ
edu-5885	4	34	random	random	ADJ
edu-5885	4	35	sampling	sampling	NOUN
edu-5885	4	36	.	.	PUNCT
edu-5885	5	1	a	a	DET
edu-5885	5	2	total	total	NOUN
edu-5885	5	3	of	of	ADP
edu-5885	5	4	510	510	NUM
edu-5885	5	5	students	student	NOUN
edu-5885	5	6	volunteered	volunteer	VERB
edu-5885	5	7	to	to	PART
edu-5885	5	8	participate	participate	VERB
edu-5885	5	9	in	in	ADP
edu-5885	5	10	the	the	DET
edu-5885	5	11	questionnaire	questionnaire	NOUN
edu-5885	5	12	,	,	PUNCT
edu-5885	5	13	while	while	SCONJ
edu-5885	5	14	117	117	NUM
edu-5885	5	15	students	student	NOUN
edu-5885	5	16	served	serve	VERB
edu-5885	5	17	as	as	ADP
edu-5885	5	18	the	the	DET
edu-5885	5	19	group	group	NOUN
edu-5885	5	20	for	for	ADP
edu-5885	5	21	the	the	DET
edu-5885	5	22	evaluation	evaluation	NOUN
edu-5885	5	23	platform	platform	NOUN
edu-5885	5	24	.	.	PUNCT
edu-5885	6	1	the	the	DET
edu-5885	6	2	researcher	researcher	NOUN
edu-5885	6	3	employed	employ	VERB
edu-5885	6	4	a	a	DET
edu-5885	6	5	total	total	NOUN
edu-5885	6	6	of	of	ADP
edu-5885	6	7	three	three	NUM
edu-5885	6	8	assessments	assessment	NOUN
edu-5885	6	9	:	:	PUNCT
edu-5885	6	10	1	1	X
edu-5885	6	11	)	)	PUNCT
edu-5885	6	12	the	the	DET
edu-5885	6	13	stress	stress	NOUN
edu-5885	6	14	assessment	assessment	NOUN
edu-5885	6	15	scale	scale	NOUN
edu-5885	6	16	(	(	PUNCT
edu-5885	6	17	spst-20	spst-20	NOUN
edu-5885	6	18	)	)	PUNCT
edu-5885	6	19	,	,	PUNCT
edu-5885	6	20	2	2	X
edu-5885	6	21	)	)	PUNCT
edu-5885	6	22	the	the	DET
edu-5885	6	23	depression	depression	NOUN
edu-5885	6	24	assessment	assessment	NOUN
edu-5885	6	25	form	form	NOUN
edu-5885	6	26	9	9	NUM
edu-5885	6	27	questions	question	NOUN
edu-5885	6	28	(	(	PUNCT
edu-5885	6	29	9q	9q	NUM
edu-5885	6	30	)	)	PUNCT
edu-5885	6	31	,	,	PUNCT
edu-5885	6	32	and	and	CCONJ
edu-5885	6	33	3	3	X
edu-5885	6	34	)	)	PUNCT
edu-5885	6	35	the	the	DET
edu-5885	6	36	death	death	NOUN
edu-5885	6	37	assessment	assessment	NOUN
edu-5885	6	38	form	form	NOUN
edu-5885	6	39	(	(	PUNCT
edu-5885	6	40	8q	8q	NUM
edu-5885	6	41	)	)	PUNCT
edu-5885	6	42	to	to	PART
edu-5885	6	43	gather	gather	VERB
edu-5885	6	44	data	datum	NOUN
edu-5885	6	45	and	and	CCONJ
edu-5885	6	46	develop	develop	VERB
edu-5885	6	47	the	the	DET
edu-5885	6	48	platform	platform	NOUN
edu-5885	6	49	.	.	PUNCT
edu-5885	7	1	the	the	DET
edu-5885	7	2	data	data	PROPN
edu-5885	7	3	analytics	analytic	NOUN
edu-5885	7	4	process	process	NOUN
edu-5885	7	5	incorporates	incorporate	VERB
edu-5885	7	6	all	all	DET
edu-5885	7	7	assessment	assessment	NOUN
edu-5885	7	8	results	result	NOUN
edu-5885	7	9	,	,	PUNCT
edu-5885	7	10	comparing	compare	VERB
edu-5885	7	11	five	five	NUM
edu-5885	7	12	techniques	technique	NOUN
edu-5885	7	13	to	to	PART
edu-5885	7	14	yield	yield	VERB
edu-5885	7	15	the	the	DET
edu-5885	7	16	most	most	ADV
edu-5885	7	17	accurate	accurate	ADJ
edu-5885	7	18	results	result	NOUN
edu-5885	7	19	.	.	PUNCT
edu-5885	8	1	the	the	DET
edu-5885	8	2	article	article	NOUN
edu-5885	8	3	presents	present	VERB
edu-5885	8	4	the	the	DET
edu-5885	8	5	research	research	NOUN
edu-5885	8	6	results	result	NOUN
edu-5885	8	7	,	,	PUNCT
edu-5885	8	8	which	which	PRON
edu-5885	8	9	will	will	AUX
edu-5885	8	10	guide	guide	VERB
edu-5885	8	11	the	the	DET
edu-5885	8	12	development	development	NOUN
edu-5885	8	13	of	of	ADP
edu-5885	8	14	a	a	DET
edu-5885	8	15	system	system	NOUN
edu-5885	8	16	and	and	CCONJ
edu-5885	8	17	tools	tool	NOUN
edu-5885	8	18	for	for	ADP
edu-5885	8	19	future	future	ADJ
edu-5885	8	20	student	student	NOUN
edu-5885	8	21	monitoring	monitoring	NOUN
edu-5885	8	22	in	in	ADP
edu-5885	8	23	schools	school	NOUN
edu-5885	8	24	.	.	PUNCT
edu-5885	9	1	keywords	keyword	NOUN
edu-5885	9	2	:	:	PUNCT
edu-5885	9	3	stress	stress	NOUN
edu-5885	9	4	,	,	PUNCT
edu-5885	9	5	depression	depression	NOUN
edu-5885	9	6	,	,	PUNCT
edu-5885	9	7	data	datum	NOUN
edu-5885	9	8	analytics	analytic	NOUN
edu-5885	9	9	,	,	PUNCT
edu-5885	9	10	machine	machine	NOUN
edu-5885	9	11	learning	learning	NOUN
edu-5885	9	12	techniques	technique	NOUN
edu-5885	9	13	,	,	PUNCT
edu-5885	9	14	platform	platform	NOUN
edu-5885	9	15	,	,	PUNCT
edu-5885	9	16	grade	grade	NOUN
edu-5885	9	17	12th	12th	NOUN
edu-5885	9	18	students	student	NOUN
edu-5885	9	19	,	,	PUNCT
edu-5885	9	20	thailand	thailand	PROPN
edu-5885	9	21	.	.	PUNCT
edu-5885	10	1	citation	citation	NOUN
edu-5885	10	2	|	|	ADV
edu-5885	10	3	philuek	philuek	VERB
edu-5885	10	4	,	,	PUNCT
edu-5885	10	5	w.	w.	NOUN
edu-5885	10	6	(	(	PUNCT
edu-5885	10	7	2024	2024	NUM
edu-5885	10	8	)	)	PUNCT
edu-5885	10	9	.	.	PUNCT
edu-5885	11	1	using	use	VERB
edu-5885	11	2	machine	machine	NOUN
edu-5885	11	3	learning	learn	VERB
edu-5885	11	4	techniques	technique	NOUN
edu-5885	11	5	to	to	PART
edu-5885	11	6	study	study	VERB
edu-5885	11	7	of	of	ADP
edu-5885	11	8	stress	stress	NOUN
edu-5885	11	9	,	,	PUNCT
edu-5885	11	10	depression	depression	NOUN
edu-5885	11	11	,	,	PUNCT
edu-5885	11	12	and	and	CCONJ
edu-5885	11	13	academic	academic	ADJ
edu-5885	11	14	performance	performance	NOUN
edu-5885	11	15	of	of	ADP
edu-5885	11	16	grade	grade	NOUN
edu-5885	11	17	12th	12th	NOUN
edu-5885	11	18	students	student	NOUN
edu-5885	11	19	.	.	PUNCT
edu-5885	12	1	asian	asian	ADJ
edu-5885	12	2	journal	journal	PROPN
edu-5885	12	3	of	of	ADP
edu-5885	12	4	education	education	NOUN
edu-5885	12	5	and	and	CCONJ
edu-5885	12	6	training	training	NOUN
edu-5885	12	7	,	,	PUNCT
edu-5885	12	8	10(3	10(3	NUM
edu-5885	12	9	)	)	PUNCT
edu-5885	12	10	,	,	PUNCT
edu-5885	12	11	146–153	146–153	NUM
edu-5885	12	12	.	.	NOUN
edu-5885	12	13	10.20448	10.20448	NUM
edu-5885	12	14	/	/	SYM
edu-5885	12	15	edu.v10i3.5885	edu.v10i3.5885	PROPN
edu-5885	12	16	history	history	NOUN
edu-5885	12	17	:	:	PUNCT
edu-5885	12	18	received	receive	VERB
edu-5885	12	19	:	:	PUNCT
edu-5885	12	20	12	12	NUM
edu-5885	12	21	december	december	PROPN
edu-5885	12	22	2023	2023	NUM
edu-5885	12	23	revised	revise	VERB
edu-5885	12	24	:	:	PUNCT
edu-5885	12	25	26	26	NUM
edu-5885	12	26	june	june	PROPN
edu-5885	12	27	2024	2024	NUM
edu-5885	12	28	accepted	accept	VERB
edu-5885	12	29	:	:	PUNCT
edu-5885	12	30	17	17	NUM
edu-5885	12	31	july	july	PROPN
edu-5885	12	32	2024	2024	NUM
edu-5885	12	33	published	publish	VERB
edu-5885	12	34	:	:	PUNCT
edu-5885	12	35	15	15	NUM
edu-5885	12	36	august	august	PROPN
edu-5885	12	37	2024	2024	NUM
edu-5885	12	38	licensed	license	VERB
edu-5885	12	39	:	:	PUNCT
edu-5885	12	40	this	this	DET
edu-5885	12	41	work	work	NOUN
edu-5885	12	42	is	be	AUX
edu-5885	12	43	licensed	license	VERB
edu-5885	12	44	under	under	ADP
edu-5885	12	45	a	a	DET
edu-5885	12	46	creative	creative	ADJ
edu-5885	12	47	commons	common	NOUN
edu-5885	12	48	attribution	attribution	NOUN
edu-5885	12	49	4.0	4.0	NUM
edu-5885	12	50	license	license	NOUN
edu-5885	12	51	publisher	publisher	NOUN
edu-5885	12	52	:	:	PUNCT
edu-5885	12	53	asian	asian	ADJ
edu-5885	12	54	online	online	PROPN
edu-5885	12	55	journal	journal	PROPN
edu-5885	12	56	publishing	publishing	PROPN
edu-5885	12	57	group	group	PROPN
edu-5885	12	58	funding	funding	NOUN
edu-5885	12	59	:	:	PUNCT
edu-5885	12	60	this	this	DET
edu-5885	12	61	research	research	NOUN
edu-5885	12	62	is	be	AUX
edu-5885	12	63	supported	support	VERB
edu-5885	12	64	by	by	ADP
edu-5885	12	65	nakhon	nakhon	PROPN
edu-5885	12	66	sawan	sawan	PROPN
edu-5885	12	67	rajabhat	rajabhat	PROPN
edu-5885	12	68	university	university	PROPN
edu-5885	12	69	(	(	PUNCT
edu-5885	12	70	grant	grant	PROPN
edu-5885	12	71	number	number	NOUN
edu-5885	12	72	:	:	PUNCT
edu-5885	13	1	edu66	edu66	NOUN
edu-5885	13	2	-	-	PUNCT
edu-5885	13	3	com03	com03	NOUN
edu-5885	13	4	)	)	PUNCT
edu-5885	13	5	.	.	PUNCT
edu-5885	14	1	institutional	institutional	ADJ
edu-5885	14	2	review	review	PROPN
edu-5885	14	3	board	board	NOUN
edu-5885	14	4	statement	statement	NOUN
edu-5885	14	5	:	:	PUNCT
edu-5885	14	6	the	the	DET
edu-5885	14	7	ethical	ethical	ADJ
edu-5885	14	8	committee	committee	NOUN
edu-5885	14	9	of	of	ADP
edu-5885	14	10	the	the	DET
edu-5885	14	11	nakhon	nakhon	PROPN
edu-5885	14	12	ratchasima	ratchasima	PROPN
edu-5885	14	13	rajabhat	rajabhat	PROPN
edu-5885	14	14	university	university	PROPN
edu-5885	14	15	,	,	PUNCT
edu-5885	14	16	thailand	thailand	PROPN
edu-5885	14	17	has	have	AUX
edu-5885	14	18	granted	grant	VERB
edu-5885	14	19	approval	approval	NOUN
edu-5885	14	20	for	for	ADP
edu-5885	14	21	this	this	DET
edu-5885	14	22	study	study	NOUN
edu-5885	14	23	on	on	ADP
edu-5885	14	24	30	30	NUM
edu-5885	14	25	january	january	NOUN
edu-5885	14	26	2023	2023	NUM
edu-5885	14	27	(	(	PUNCT
edu-5885	14	28	ref	ref	NOUN
edu-5885	14	29	.	.	PUNCT
edu-5885	15	1	no	no	INTJ
edu-5885	15	2	.	.	PUNCT
edu-5885	15	3	he-014	he-014	X
edu-5885	15	4	-	-	PUNCT
edu-5885	15	5	2566	2566	NUM
edu-5885	15	6	)	)	PUNCT
edu-5885	15	7	.	.	PUNCT
edu-5885	16	1	transparency	transparency	NOUN
edu-5885	16	2	:	:	PUNCT
edu-5885	16	3	the	the	DET
edu-5885	16	4	author	author	NOUN
edu-5885	16	5	confirms	confirm	VERB
edu-5885	16	6	that	that	SCONJ
edu-5885	16	7	the	the	DET
edu-5885	16	8	manuscript	manuscript	NOUN
edu-5885	16	9	is	be	AUX
edu-5885	16	10	an	an	DET
edu-5885	16	11	honest	honest	ADJ
edu-5885	16	12	,	,	PUNCT
edu-5885	16	13	accurate	accurate	ADJ
edu-5885	16	14	,	,	PUNCT
edu-5885	16	15	and	and	CCONJ
edu-5885	16	16	transparent	transparent	ADJ
edu-5885	16	17	account	account	NOUN
edu-5885	16	18	of	of	ADP
edu-5885	16	19	the	the	DET
edu-5885	16	20	study	study	NOUN
edu-5885	16	21	;	;	PUNCT
edu-5885	16	22	that	that	SCONJ
edu-5885	16	23	no	no	DET
edu-5885	16	24	vital	vital	ADJ
edu-5885	16	25	features	feature	NOUN
edu-5885	16	26	of	of	ADP
edu-5885	16	27	the	the	DET
edu-5885	16	28	study	study	NOUN
edu-5885	16	29	have	have	AUX
edu-5885	16	30	been	be	AUX
edu-5885	16	31	omitted	omit	VERB
edu-5885	16	32	;	;	PUNCT
edu-5885	16	33	and	and	CCONJ
edu-5885	16	34	that	that	SCONJ
edu-5885	16	35	any	any	DET
edu-5885	16	36	discrepancies	discrepancy	NOUN
edu-5885	16	37	from	from	ADP
edu-5885	16	38	the	the	DET
edu-5885	16	39	study	study	NOUN
edu-5885	16	40	as	as	SCONJ
edu-5885	16	41	planned	plan	VERB
edu-5885	16	42	have	have	AUX
edu-5885	16	43	been	be	AUX
edu-5885	16	44	explained	explain	VERB
edu-5885	16	45	.	.	PUNCT
edu-5885	17	1	this	this	DET
edu-5885	17	2	study	study	NOUN
edu-5885	17	3	followed	follow	VERB
edu-5885	17	4	all	all	DET
edu-5885	17	5	ethical	ethical	ADJ
edu-5885	17	6	practices	practice	NOUN
edu-5885	17	7	during	during	ADP
edu-5885	17	8	writing	writing	NOUN
edu-5885	17	9	.	.	PUNCT
edu-5885	18	1	competing	compete	VERB
edu-5885	18	2	interests	interest	NOUN
edu-5885	18	3	:	:	PUNCT
edu-5885	18	4	the	the	DET
edu-5885	18	5	author	author	NOUN
edu-5885	18	6	declares	declare	VERB
edu-5885	18	7	that	that	SCONJ
edu-5885	18	8	there	there	PRON
edu-5885	18	9	are	be	VERB
edu-5885	18	10	no	no	DET
edu-5885	18	11	conflicts	conflict	NOUN
edu-5885	18	12	of	of	ADP
edu-5885	18	13	interests	interest	NOUN
edu-5885	18	14	regarding	regard	VERB
edu-5885	18	15	the	the	DET
edu-5885	18	16	publication	publication	NOUN
edu-5885	18	17	of	of	ADP
edu-5885	18	18	this	this	DET
edu-5885	18	19	paper	paper	NOUN
edu-5885	18	20	.	.	PUNCT
edu-5885	19	1	contents	content	NOUN
edu-5885	19	2	1	1	NUM
edu-5885	19	3	.	.	PUNCT
edu-5885	20	1	introduction	introduction	NOUN
edu-5885	20	2	....................................................................................................................................................................................	....................................................................................................................................................................................	VERB
edu-5885	20	3	147	147	NUM
edu-5885	20	4	2	2	NUM
edu-5885	20	5	.	.	PUNCT
edu-5885	20	6	methodology	methodology	NOUN
edu-5885	20	7	...................................................................................................................................................................................	...................................................................................................................................................................................	PUNCT
edu-5885	21	1	147	147	NUM
edu-5885	21	2	3	3	NUM
edu-5885	21	3	.	.	PUNCT
edu-5885	21	4	results	result	NOUN
edu-5885	21	5	..............................................................................................................................................................................................	..............................................................................................................................................................................................	PUNCT
edu-5885	22	1	150	150	NUM
edu-5885	22	2	4	4	NUM
edu-5885	22	3	.	.	PUNCT
edu-5885	23	1	discussions	discussion	NOUN
edu-5885	23	2	......................................................................................................................................................................................	......................................................................................................................................................................................	PUNCT
edu-5885	24	1	152	152	NUM
edu-5885	24	2	references	reference	NOUN
edu-5885	24	3	............................................................................................................................................................................................	............................................................................................................................................................................................	PROPN
edu-5885	24	4	153	153	NUM
edu-5885	24	5	mailto:wudhijaya@nsru.ac.th	mailto:wudhijaya@nsru.ac.th	PROPN
edu-5885	24	6	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
edu-5885	24	7	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
edu-5885	24	8	https://www.doi.org/10.20448/edu.v10i3.5885	https://www.doi.org/10.20448/edu.v10i3.5885	NOUN
edu-5885	24	9	https://orcid.org/0000-0002-1931-6633	https://orcid.org/0000-0002-1931-6633	PROPN
edu-5885	24	10	asian	asian	PROPN
edu-5885	24	11	journal	journal	PROPN
edu-5885	24	12	of	of	ADP
edu-5885	24	13	education	education	NOUN
edu-5885	24	14	and	and	CCONJ
edu-5885	24	15	training	training	NOUN
edu-5885	24	16	,	,	PUNCT
edu-5885	24	17	2024	2024	NUM
edu-5885	24	18	,	,	PUNCT
edu-5885	24	19	10(3	10(3	NUM
edu-5885	24	20	):	):	PUNCT
edu-5885	24	21	146	146	NUM
edu-5885	24	22	-	-	SYM
edu-5885	24	23	153	153	NUM
edu-5885	24	24	147	147	NUM
edu-5885	24	25	©	©	ADP
edu-5885	24	26	2024	2024	NUM
edu-5885	24	27	by	by	ADP
edu-5885	24	28	the	the	DET
edu-5885	24	29	authors	author	NOUN
edu-5885	24	30	;	;	PUNCT
edu-5885	24	31	licensee	licensee	PROPN
edu-5885	24	32	asian	asian	ADJ
edu-5885	24	33	online	online	PROPN
edu-5885	24	34	journal	journal	PROPN
edu-5885	24	35	publishing	publishing	NOUN
edu-5885	24	36	group	group	NOUN
edu-5885	24	37	contribution	contribution	NOUN
edu-5885	24	38	of	of	ADP
edu-5885	24	39	this	this	DET
edu-5885	24	40	paper	paper	NOUN
edu-5885	24	41	to	to	ADP
edu-5885	24	42	the	the	DET
edu-5885	24	43	literature	literature	NOUN
edu-5885	24	44	students	student	NOUN
edu-5885	24	45	in	in	ADP
edu-5885	24	46	grade	grade	NOUN
edu-5885	24	47	12	12	NUM
edu-5885	24	48	are	be	AUX
edu-5885	24	49	required	require	VERB
edu-5885	24	50	to	to	PART
edu-5885	24	51	take	take	VERB
edu-5885	24	52	university	university	NOUN
edu-5885	24	53	entrance	entrance	NOUN
edu-5885	24	54	exams	exam	NOUN
edu-5885	24	55	,	,	PUNCT
edu-5885	24	56	and	and	CCONJ
edu-5885	24	57	teachers	teacher	NOUN
edu-5885	24	58	must	must	AUX
edu-5885	24	59	take	take	VERB
edu-5885	24	60	care	care	NOUN
edu-5885	24	61	of	of	ADP
edu-5885	24	62	their	their	PRON
edu-5885	24	63	students	student	NOUN
edu-5885	24	64	if	if	SCONJ
edu-5885	24	65	they	they	PRON
edu-5885	24	66	are	be	AUX
edu-5885	24	67	mentally	mentally	ADV
edu-5885	24	68	ill	ill	ADJ
edu-5885	24	69	or	or	CCONJ
edu-5885	24	70	stressed	stress	VERB
edu-5885	24	71	.	.	PUNCT
edu-5885	25	1	this	this	DET
edu-5885	25	2	paper	paper	NOUN
edu-5885	25	3	outlines	outline	VERB
edu-5885	25	4	the	the	DET
edu-5885	25	5	system	system	NOUN
edu-5885	25	6	for	for	ADP
edu-5885	25	7	screening	screen	VERB
edu-5885	25	8	and	and	CCONJ
edu-5885	25	9	supervising	supervise	VERB
edu-5885	25	10	students	student	NOUN
edu-5885	25	11	.	.	PUNCT
edu-5885	26	1	teachers	teacher	NOUN
edu-5885	26	2	can	can	AUX
edu-5885	26	3	use	use	VERB
edu-5885	26	4	the	the	DET
edu-5885	26	5	data	datum	NOUN
edu-5885	26	6	to	to	PART
edu-5885	26	7	analyze	analyze	VERB
edu-5885	26	8	and	and	CCONJ
edu-5885	26	9	organize	organize	VERB
edu-5885	26	10	activities	activity	NOUN
edu-5885	26	11	,	,	PUNCT
edu-5885	26	12	whether	whether	SCONJ
edu-5885	26	13	teaching	teaching	NOUN
edu-5885	26	14	or	or	CCONJ
edu-5885	26	15	recreation	recreation	NOUN
edu-5885	26	16	,	,	PUNCT
edu-5885	26	17	to	to	PART
edu-5885	26	18	alleviate	alleviate	VERB
edu-5885	26	19	students	student	NOUN
edu-5885	26	20	'	'	PART
edu-5885	26	21	symptoms	symptom	NOUN
edu-5885	26	22	.	.	PUNCT
edu-5885	27	1	1	1	X
edu-5885	27	2	.	.	X
edu-5885	27	3	introduction	introduction	NOUN
edu-5885	27	4	adolescence	adolescence	NOUN
edu-5885	27	5	is	be	AUX
edu-5885	27	6	the	the	DET
edu-5885	27	7	age	age	NOUN
edu-5885	27	8	that	that	PRON
edu-5885	27	9	marks	mark	VERB
edu-5885	27	10	the	the	DET
edu-5885	27	11	juncture	juncture	NOUN
edu-5885	27	12	of	of	ADP
edu-5885	27	13	childhood	childhood	PROPN
edu-5885	27	14	development	development	NOUN
edu-5885	27	15	and	and	CCONJ
edu-5885	27	16	adulthood	adulthood	NOUN
edu-5885	27	17	,	,	PUNCT
edu-5885	27	18	requiring	require	VERB
edu-5885	27	19	adaptation	adaptation	NOUN
edu-5885	27	20	in	in	ADP
edu-5885	27	21	many	many	ADJ
edu-5885	27	22	aspects	aspect	NOUN
edu-5885	27	23	at	at	ADP
edu-5885	27	24	the	the	DET
edu-5885	27	25	same	same	ADJ
edu-5885	27	26	time	time	NOUN
edu-5885	27	27	.	.	PUNCT
edu-5885	28	1	this	this	PRON
edu-5885	28	2	is	be	AUX
edu-5885	28	3	an	an	DET
edu-5885	28	4	age	age	NOUN
edu-5885	28	5	where	where	SCONJ
edu-5885	28	6	numerous	numerous	ADJ
edu-5885	28	7	challenges	challenge	NOUN
edu-5885	28	8	will	will	AUX
edu-5885	28	9	arise	arise	VERB
edu-5885	28	10	.	.	PUNCT
edu-5885	29	1	successful	successful	ADJ
edu-5885	29	2	adaptation	adaptation	NOUN
edu-5885	29	3	will	will	AUX
edu-5885	29	4	help	help	VERB
edu-5885	29	5	adolescents	adolescent	NOUN
edu-5885	29	6	develop	develop	VERB
edu-5885	29	7	themselves	themselves	PRON
edu-5885	29	8	.	.	PUNCT
edu-5885	30	1	at	at	ADP
edu-5885	30	2	the	the	DET
edu-5885	30	3	same	same	ADJ
edu-5885	30	4	time	time	NOUN
edu-5885	30	5	,	,	PUNCT
edu-5885	30	6	stress	stress	NOUN
edu-5885	30	7	affects	affect	VERB
edu-5885	30	8	adolescent	adolescent	ADJ
edu-5885	30	9	development	development	NOUN
edu-5885	30	10	,	,	PUNCT
edu-5885	30	11	causing	cause	VERB
edu-5885	30	12	children	child	NOUN
edu-5885	30	13	to	to	PART
edu-5885	30	14	be	be	AUX
edu-5885	30	15	less	less	ADV
edu-5885	30	16	focused	focused	ADJ
edu-5885	30	17	on	on	ADP
edu-5885	30	18	school	school	NOUN
edu-5885	30	19	,	,	PUNCT
edu-5885	30	20	have	have	VERB
edu-5885	30	21	aggressive	aggressive	ADJ
edu-5885	30	22	behavior	behavior	NOUN
edu-5885	30	23	,	,	PUNCT
edu-5885	30	24	lack	lack	NOUN
edu-5885	30	25	enthusiasm	enthusiasm	NOUN
edu-5885	30	26	,	,	PUNCT
edu-5885	30	27	be	be	AUX
edu-5885	30	28	socially	socially	ADV
edu-5885	30	29	isolated	isolate	VERB
edu-5885	30	30	,	,	PUNCT
edu-5885	30	31	and	and	CCONJ
edu-5885	30	32	have	have	VERB
edu-5885	30	33	suicidal	suicidal	ADJ
edu-5885	30	34	thoughts	thought	NOUN
edu-5885	30	35	(	(	PUNCT
edu-5885	30	36	magwa	magwa	NOUN
edu-5885	30	37	,	,	PUNCT
edu-5885	30	38	2013	2013	NUM
edu-5885	30	39	)	)	PUNCT
edu-5885	30	40	.	.	PUNCT
edu-5885	31	1	the	the	DET
edu-5885	31	2	most	most	ADV
edu-5885	31	3	common	common	ADJ
edu-5885	31	4	psychological	psychological	ADJ
edu-5885	31	5	and	and	CCONJ
edu-5885	31	6	psychosocial	psychosocial	ADJ
edu-5885	31	7	problems	problem	NOUN
edu-5885	31	8	in	in	ADP
edu-5885	31	9	adolescents	adolescent	NOUN
edu-5885	31	10	are	be	AUX
edu-5885	31	11	stress	stress	NOUN
edu-5885	31	12	,	,	PUNCT
edu-5885	31	13	anxiety	anxiety	NOUN
edu-5885	31	14	,	,	PUNCT
edu-5885	31	15	depression	depression	NOUN
edu-5885	31	16	,	,	PUNCT
edu-5885	31	17	and	and	CCONJ
edu-5885	31	18	suicide	suicide	NOUN
edu-5885	31	19	(	(	PUNCT
edu-5885	31	20	horwitz	horwitz	PROPN
edu-5885	31	21	,	,	PUNCT
edu-5885	31	22	hill	hill	PROPN
edu-5885	31	23	,	,	PUNCT
edu-5885	31	24	&	&	CCONJ
edu-5885	31	25	king	king	PROPN
edu-5885	31	26	,	,	PUNCT
edu-5885	31	27	2011	2011	NUM
edu-5885	31	28	)	)	PUNCT
edu-5885	31	29	.	.	PUNCT
edu-5885	32	1	mental	mental	ADJ
edu-5885	32	2	health	health	NOUN
edu-5885	32	3	problems	problem	NOUN
edu-5885	32	4	affect	affect	VERB
edu-5885	32	5	adolescents	adolescent	NOUN
edu-5885	32	6	in	in	ADP
edu-5885	32	7	many	many	ADJ
edu-5885	32	8	ways	way	NOUN
edu-5885	32	9	.	.	PUNCT
edu-5885	33	1	adolescents	adolescent	NOUN
edu-5885	33	2	are	be	AUX
edu-5885	33	3	affected	affect	VERB
edu-5885	33	4	physically	physically	ADV
edu-5885	33	5	,	,	PUNCT
edu-5885	33	6	intellectually	intellectually	ADV
edu-5885	33	7	,	,	PUNCT
edu-5885	33	8	mentally	mentally	ADV
edu-5885	33	9	,	,	PUNCT
edu-5885	33	10	and	and	CCONJ
edu-5885	33	11	socially	socially	ADV
edu-5885	33	12	,	,	PUNCT
edu-5885	33	13	which	which	PRON
edu-5885	33	14	can	can	AUX
edu-5885	33	15	have	have	VERB
edu-5885	33	16	a	a	DET
edu-5885	33	17	significant	significant	ADJ
edu-5885	33	18	impact	impact	NOUN
edu-5885	33	19	on	on	ADP
edu-5885	33	20	their	their	PRON
edu-5885	33	21	lives	life	NOUN
edu-5885	33	22	today	today	NOUN
edu-5885	33	23	and	and	CCONJ
edu-5885	33	24	in	in	ADP
edu-5885	33	25	the	the	DET
edu-5885	33	26	future	future	NOUN
edu-5885	33	27	.	.	PUNCT
edu-5885	34	1	in	in	ADP
edu-5885	34	2	the	the	DET
edu-5885	34	3	worst	bad	ADJ
edu-5885	34	4	case	case	NOUN
edu-5885	34	5	scenario	scenario	NOUN
edu-5885	34	6	,	,	PUNCT
edu-5885	34	7	they	they	PRON
edu-5885	34	8	may	may	AUX
edu-5885	34	9	resort	resort	VERB
edu-5885	34	10	to	to	ADP
edu-5885	34	11	self	self	NOUN
edu-5885	34	12	-	-	PUNCT
edu-5885	34	13	harm	harm	NOUN
edu-5885	34	14	as	as	ADP
edu-5885	34	15	a	a	DET
edu-5885	34	16	solution	solution	NOUN
edu-5885	34	17	(	(	PUNCT
edu-5885	34	18	department	department	NOUN
edu-5885	34	19	of	of	ADP
edu-5885	34	20	mental	mental	ADJ
edu-5885	34	21	health	health	NOUN
edu-5885	34	22	,	,	PUNCT
edu-5885	34	23	2021	2021	NUM
edu-5885	34	24	)	)	PUNCT
edu-5885	34	25	.	.	PUNCT
edu-5885	35	1	adolescents	adolescent	NOUN
edu-5885	35	2	not	not	PART
edu-5885	35	3	only	only	ADV
edu-5885	35	4	face	face	VERB
edu-5885	35	5	stress	stress	NOUN
edu-5885	35	6	,	,	PUNCT
edu-5885	35	7	but	but	CCONJ
edu-5885	35	8	depression	depression	NOUN
edu-5885	35	9	also	also	ADV
edu-5885	35	10	poses	pose	VERB
edu-5885	35	11	a	a	DET
edu-5885	35	12	significant	significant	ADJ
edu-5885	35	13	problem	problem	NOUN
edu-5885	35	14	,	,	PUNCT
edu-5885	35	15	with	with	ADP
edu-5885	35	16	18	18	NUM
edu-5885	35	17	percent	percent	NOUN
edu-5885	35	18	reporting	report	VERB
edu-5885	35	19	depression	depression	NOUN
edu-5885	35	20	as	as	ADP
edu-5885	35	21	a	a	DET
edu-5885	35	22	mood	mood	NOUN
edu-5885	35	23	disorder	disorder	NOUN
edu-5885	35	24	that	that	PRON
edu-5885	35	25	allows	allow	VERB
edu-5885	35	26	individuals	individual	NOUN
edu-5885	35	27	to	to	PART
edu-5885	35	28	express	express	VERB
edu-5885	35	29	their	their	PRON
edu-5885	35	30	thoughts	thought	NOUN
edu-5885	35	31	.	.	PUNCT
edu-5885	36	1	motivation	motivation	NOUN
edu-5885	36	2	,	,	PUNCT
edu-5885	36	3	emotion	emotion	NOUN
edu-5885	36	4	,	,	PUNCT
edu-5885	36	5	and	and	CCONJ
edu-5885	36	6	behavior	behavior	NOUN
edu-5885	36	7	are	be	AUX
edu-5885	36	8	common	common	ADJ
edu-5885	36	9	mental	mental	ADJ
edu-5885	36	10	health	health	NOUN
edu-5885	36	11	problems	problem	NOUN
edu-5885	36	12	that	that	PRON
edu-5885	36	13	can	can	AUX
edu-5885	36	14	occur	occur	VERB
edu-5885	36	15	in	in	ADP
edu-5885	36	16	people	people	NOUN
edu-5885	36	17	of	of	ADP
edu-5885	36	18	all	all	DET
edu-5885	36	19	ages	age	NOUN
edu-5885	36	20	(	(	PUNCT
edu-5885	36	21	beck	beck	NOUN
edu-5885	36	22	,	,	PUNCT
edu-5885	36	23	2011	2011	NUM
edu-5885	36	24	)	)	PUNCT
edu-5885	36	25	.	.	PUNCT
edu-5885	37	1	adolescent	adolescent	ADJ
edu-5885	37	2	depression	depression	NOUN
edu-5885	37	3	,	,	PUNCT
edu-5885	37	4	particularly	particularly	ADV
edu-5885	37	5	during	during	ADP
edu-5885	37	6	adolescence	adolescence	NOUN
edu-5885	37	7	,	,	PUNCT
edu-5885	37	8	can	can	AUX
edu-5885	37	9	easily	easily	ADV
edu-5885	37	10	arise	arise	VERB
edu-5885	37	11	due	due	ADP
edu-5885	37	12	to	to	ADP
edu-5885	37	13	the	the	DET
edu-5885	37	14	onset	onset	NOUN
edu-5885	37	15	of	of	ADP
edu-5885	37	16	personal	personal	ADJ
edu-5885	37	17	thoughts	thought	NOUN
edu-5885	37	18	,	,	PUNCT
edu-5885	37	19	the	the	DET
edu-5885	37	20	desire	desire	NOUN
edu-5885	37	21	for	for	ADP
edu-5885	37	22	independence	independence	NOUN
edu-5885	37	23	,	,	PUNCT
edu-5885	37	24	the	the	DET
edu-5885	37	25	emotional	emotional	ADJ
edu-5885	37	26	state	state	NOUN
edu-5885	37	27	,	,	PUNCT
edu-5885	37	28	the	the	DET
edu-5885	37	29	ability	ability	NOUN
edu-5885	37	30	to	to	PART
edu-5885	37	31	be	be	AUX
edu-5885	37	32	independent	independent	ADJ
edu-5885	37	33	,	,	PUNCT
edu-5885	37	34	mood	mood	NOUN
edu-5885	37	35	changes	change	NOUN
edu-5885	37	36	,	,	PUNCT
edu-5885	37	37	the	the	DET
edu-5885	37	38	inability	inability	NOUN
edu-5885	37	39	to	to	PART
edu-5885	37	40	regulate	regulate	VERB
edu-5885	37	41	mood	mood	NOUN
edu-5885	37	42	effectively	effectively	ADV
edu-5885	37	43	,	,	PUNCT
edu-5885	37	44	and	and	CCONJ
edu-5885	37	45	the	the	DET
edu-5885	37	46	occurrence	occurrence	NOUN
edu-5885	37	47	of	of	ADP
edu-5885	37	48	oppressive	oppressive	ADJ
edu-5885	37	49	and	and	CCONJ
edu-5885	37	50	intense	intense	ADJ
edu-5885	37	51	emotional	emotional	ADJ
edu-5885	37	52	expression	expression	NOUN
edu-5885	37	53	(	(	PUNCT
edu-5885	37	54	santrock	santrock	NOUN
edu-5885	37	55	,	,	PUNCT
edu-5885	37	56	2014	2014	NUM
edu-5885	37	57	)	)	PUNCT
edu-5885	37	58	.	.	PUNCT
edu-5885	38	1	according	accord	VERB
edu-5885	38	2	to	to	ADP
edu-5885	38	3	statistics	statistic	NOUN
edu-5885	38	4	from	from	ADP
edu-5885	38	5	the	the	DET
edu-5885	38	6	world	world	PROPN
edu-5885	38	7	health	health	NOUN
edu-5885	38	8	organization	organization	NOUN
edu-5885	38	9	,	,	PUNCT
edu-5885	38	10	more	more	ADJ
edu-5885	38	11	than	than	ADP
edu-5885	38	12	350	350	NUM
edu-5885	38	13	million	million	NUM
edu-5885	38	14	people	people	NOUN
edu-5885	38	15	,	,	PUNCT
edu-5885	38	16	or	or	CCONJ
edu-5885	38	17	more	more	ADJ
edu-5885	38	18	than	than	ADP
edu-5885	38	19	4	4	NUM
edu-5885	38	20	percent	percent	NOUN
edu-5885	38	21	of	of	ADP
edu-5885	38	22	the	the	DET
edu-5885	38	23	world	world	NOUN
edu-5885	38	24	's	's	PART
edu-5885	38	25	population	population	NOUN
edu-5885	38	26	,	,	PUNCT
edu-5885	38	27	suffer	suffer	VERB
edu-5885	38	28	from	from	ADP
edu-5885	38	29	depression	depression	NOUN
edu-5885	38	30	.	.	PUNCT
edu-5885	39	1	past	past	ADJ
edu-5885	39	2	research	research	NOUN
edu-5885	39	3	studies	study	NOUN
edu-5885	39	4	have	have	AUX
edu-5885	39	5	found	find	VERB
edu-5885	39	6	that	that	SCONJ
edu-5885	39	7	45–69.30	45–69.30	NUM
edu-5885	39	8	%	%	NOUN
edu-5885	39	9	of	of	ADP
edu-5885	39	10	thai	thai	ADJ
edu-5885	39	11	adolescents	adolescent	NOUN
edu-5885	39	12	studying	study	VERB
edu-5885	39	13	in	in	ADP
edu-5885	39	14	secondary	secondary	ADJ
edu-5885	39	15	school	school	NOUN
edu-5885	39	16	suffer	suffer	VERB
edu-5885	39	17	from	from	ADP
edu-5885	39	18	depression	depression	NOUN
edu-5885	39	19	(	(	PUNCT
edu-5885	39	20	vatanasin	vatanasin	ADJ
edu-5885	39	21	,	,	PUNCT
edu-5885	39	22	thapinta	thapinta	ADJ
edu-5885	39	23	,	,	PUNCT
edu-5885	39	24	thompson	thompson	PROPN
edu-5885	39	25	,	,	PUNCT
edu-5885	39	26	&	&	CCONJ
edu-5885	39	27	thungjaroenkul	thungjaroenkul	NOUN
edu-5885	39	28	,	,	PUNCT
edu-5885	39	29	2012	2012	NUM
edu-5885	39	30	)	)	PUNCT
edu-5885	39	31	.	.	PUNCT
edu-5885	40	1	there	there	PRON
edu-5885	40	2	is	be	VERB
edu-5885	40	3	also	also	ADV
edu-5885	40	4	a	a	DET
edu-5885	40	5	study	study	NOUN
edu-5885	40	6	on	on	ADP
edu-5885	40	7	the	the	DET
edu-5885	40	8	prevalence	prevalence	NOUN
edu-5885	40	9	of	of	ADP
edu-5885	40	10	depression	depression	NOUN
edu-5885	40	11	among	among	ADP
edu-5885	40	12	college	college	NOUN
edu-5885	40	13	students	student	NOUN
edu-5885	40	14	who	who	PRON
edu-5885	40	15	are	be	AUX
edu-5885	40	16	in	in	ADP
edu-5885	40	17	late	late	ADJ
edu-5885	40	18	adolescence	adolescence	NOUN
edu-5885	40	19	,	,	PUNCT
edu-5885	40	20	which	which	PRON
edu-5885	40	21	is	be	AUX
edu-5885	40	22	as	as	ADV
edu-5885	40	23	high	high	ADJ
edu-5885	40	24	as	as	ADP
edu-5885	40	25	53.50	53.50	NUM
edu-5885	40	26	%	%	NOUN
edu-5885	40	27	(	(	PUNCT
edu-5885	40	28	pandee	pandee	NOUN
edu-5885	40	29	,	,	PUNCT
edu-5885	40	30	2015	2015	NUM
edu-5885	40	31	)	)	PUNCT
edu-5885	40	32	.	.	PUNCT
edu-5885	41	1	the	the	DET
edu-5885	41	2	study	study	NOUN
edu-5885	41	3	on	on	ADP
edu-5885	41	4	the	the	DET
edu-5885	41	5	effects	effect	NOUN
edu-5885	41	6	of	of	ADP
edu-5885	41	7	depression	depression	NOUN
edu-5885	41	8	on	on	ADP
edu-5885	41	9	adolescents	adolescent	NOUN
edu-5885	41	10	revealed	reveal	VERB
edu-5885	41	11	that	that	SCONJ
edu-5885	41	12	adolescents	adolescent	NOUN
edu-5885	41	13	with	with	ADP
edu-5885	41	14	depressive	depressive	ADJ
edu-5885	41	15	disorder	disorder	NOUN
edu-5885	41	16	were	be	AUX
edu-5885	41	17	at	at	ADP
edu-5885	41	18	risk	risk	NOUN
edu-5885	41	19	of	of	ADP
edu-5885	41	20	developing	develop	VERB
edu-5885	41	21	personality	personality	NOUN
edu-5885	41	22	disorders	disorder	NOUN
edu-5885	41	23	,	,	PUNCT
edu-5885	41	24	drug	drug	NOUN
edu-5885	41	25	use	use	NOUN
edu-5885	41	26	,	,	PUNCT
edu-5885	41	27	social	social	ADJ
edu-5885	41	28	adjustment	adjustment	NOUN
edu-5885	41	29	problems	problem	NOUN
edu-5885	41	30	,	,	PUNCT
edu-5885	41	31	and	and	CCONJ
edu-5885	41	32	a	a	DET
edu-5885	41	33	lack	lack	NOUN
edu-5885	41	34	of	of	ADP
edu-5885	41	35	academic	academic	ADJ
edu-5885	41	36	achievement	achievement	NOUN
edu-5885	41	37	.	.	PUNCT
edu-5885	42	1	after	after	ADP
edu-5885	42	2	the	the	DET
edu-5885	42	3	first	first	ADJ
edu-5885	42	4	symptom	symptom	NOUN
edu-5885	42	5	,	,	PUNCT
edu-5885	42	6	adolescents	adolescent	NOUN
edu-5885	42	7	with	with	ADP
edu-5885	42	8	depressive	depressive	ADJ
edu-5885	42	9	disorder	disorder	NOUN
edu-5885	42	10	had	have	VERB
edu-5885	42	11	a	a	DET
edu-5885	42	12	25–40	25–40	NUM
edu-5885	42	13	%	%	NOUN
edu-5885	42	14	higher	high	ADJ
edu-5885	42	15	chance	chance	NOUN
edu-5885	42	16	of	of	ADP
edu-5885	42	17	recurrence	recurrence	NOUN
edu-5885	42	18	than	than	ADP
edu-5885	42	19	the	the	DET
edu-5885	42	20	general	general	ADJ
edu-5885	42	21	population	population	NOUN
edu-5885	42	22	(	(	PUNCT
edu-5885	42	23	tapinta	tapinta	PROPN
edu-5885	42	24	,	,	PUNCT
edu-5885	42	25	2013	2013	NUM
edu-5885	42	26	)	)	PUNCT
edu-5885	42	27	.	.	PUNCT
edu-5885	43	1	researchers	researcher	NOUN
edu-5885	43	2	also	also	ADV
edu-5885	43	3	found	find	VERB
edu-5885	43	4	that	that	SCONJ
edu-5885	43	5	patients	patient	NOUN
edu-5885	43	6	with	with	ADP
edu-5885	43	7	severe	severe	ADJ
edu-5885	43	8	and	and	CCONJ
edu-5885	43	9	chronic	chronic	ADJ
edu-5885	43	10	depression	depression	NOUN
edu-5885	43	11	had	have	VERB
edu-5885	43	12	a	a	DET
edu-5885	43	13	higher	high	ADJ
edu-5885	43	14	risk	risk	NOUN
edu-5885	43	15	of	of	ADP
edu-5885	43	16	death	death	NOUN
edu-5885	43	17	.	.	PUNCT
edu-5885	44	1	repeated	repeat	VERB
edu-5885	44	2	deaths	death	NOUN
edu-5885	44	3	were	be	AUX
edu-5885	44	4	15	15	NUM
edu-5885	44	5	times	time	NOUN
edu-5885	44	6	higher	high	ADJ
edu-5885	44	7	than	than	ADP
edu-5885	44	8	those	those	PRON
edu-5885	44	9	of	of	ADP
edu-5885	44	10	people	people	NOUN
edu-5885	44	11	who	who	PRON
edu-5885	44	12	did	do	AUX
edu-5885	44	13	not	not	PART
edu-5885	44	14	suffer	suffer	VERB
edu-5885	44	15	from	from	ADP
edu-5885	44	16	depression	depression	NOUN
edu-5885	44	17	(	(	PUNCT
edu-5885	44	18	hongsrisuwan	hongsrisuwan	NOUN
edu-5885	44	19	,	,	PUNCT
edu-5885	44	20	2016	2016	NUM
edu-5885	44	21	)	)	PUNCT
edu-5885	44	22	.	.	PUNCT
edu-5885	45	1	in	in	ADP
edu-5885	45	2	the	the	DET
edu-5885	45	3	data	data	NOUN
edu-5885	45	4	-	-	PUNCT
edu-5885	45	5	rich	rich	ADJ
edu-5885	45	6	era	era	NOUN
edu-5885	45	7	,	,	PUNCT
edu-5885	45	8	more	more	ADJ
edu-5885	45	9	and	and	CCONJ
edu-5885	45	10	more	more	ADJ
edu-5885	45	11	consumers	consumer	NOUN
edu-5885	45	12	are	be	AUX
edu-5885	45	13	producing	produce	VERB
edu-5885	45	14	information	information	NOUN
edu-5885	45	15	,	,	PUNCT
edu-5885	45	16	whether	whether	SCONJ
edu-5885	45	17	it	it	PRON
edu-5885	45	18	is	be	AUX
edu-5885	45	19	electronic	electronic	ADJ
edu-5885	45	20	transactions	transaction	NOUN
edu-5885	45	21	or	or	CCONJ
edu-5885	45	22	searching	search	VERB
edu-5885	45	23	for	for	ADP
edu-5885	45	24	online	online	ADJ
edu-5885	45	25	shopping	shopping	NOUN
edu-5885	45	26	information	information	NOUN
edu-5885	45	27	.	.	PUNCT
edu-5885	46	1	through	through	ADP
edu-5885	46	2	the	the	DET
edu-5885	46	3	use	use	NOUN
edu-5885	46	4	of	of	ADP
edu-5885	46	5	social	social	ADJ
edu-5885	46	6	media	medium	NOUN
edu-5885	46	7	,	,	PUNCT
edu-5885	46	8	these	these	DET
edu-5885	46	9	behaviors	behavior	NOUN
edu-5885	46	10	generate	generate	VERB
edu-5885	46	11	new	new	ADJ
edu-5885	46	12	information	information	NOUN
edu-5885	46	13	,	,	PUNCT
edu-5885	46	14	thereby	thereby	ADV
edu-5885	46	15	increasing	increase	VERB
edu-5885	46	16	the	the	DET
edu-5885	46	17	volume	volume	NOUN
edu-5885	46	18	of	of	ADP
edu-5885	46	19	information	information	NOUN
edu-5885	46	20	and	and	CCONJ
edu-5885	46	21	establishing	establish	VERB
edu-5885	46	22	a	a	DET
edu-5885	46	23	decisionsupport	decisionsupport	NOUN
edu-5885	46	24	system	system	NOUN
edu-5885	46	25	.	.	PUNCT
edu-5885	47	1	as	as	SCONJ
edu-5885	47	2	business	business	NOUN
edu-5885	47	3	systems	system	NOUN
edu-5885	47	4	continue	continue	VERB
edu-5885	47	5	to	to	PART
edu-5885	47	6	operate	operate	VERB
edu-5885	47	7	,	,	PUNCT
edu-5885	47	8	the	the	DET
edu-5885	47	9	data	datum	NOUN
edu-5885	47	10	will	will	AUX
edu-5885	47	11	continue	continue	VERB
edu-5885	47	12	to	to	PART
edu-5885	47	13	grow	grow	VERB
edu-5885	47	14	to	to	ADP
edu-5885	47	15	an	an	DET
edu-5885	47	16	even	even	ADV
edu-5885	47	17	greater	great	ADJ
edu-5885	47	18	volume	volume	NOUN
edu-5885	47	19	,	,	PUNCT
edu-5885	47	20	which	which	PRON
edu-5885	47	21	further	far	ADV
edu-5885	47	22	reduces	reduce	VERB
edu-5885	47	23	the	the	DET
edu-5885	47	24	efficiency	efficiency	NOUN
edu-5885	47	25	of	of	ADP
edu-5885	47	26	data	datum	NOUN
edu-5885	47	27	access	access	NOUN
edu-5885	47	28	and	and	CCONJ
edu-5885	47	29	processing	processing	NOUN
edu-5885	47	30	,	,	PUNCT
edu-5885	47	31	thus	thus	ADV
edu-5885	47	32	giving	give	VERB
edu-5885	47	33	rise	rise	NOUN
edu-5885	47	34	to	to	ADP
edu-5885	47	35	a	a	DET
edu-5885	47	36	concept	concept	NOUN
edu-5885	47	37	known	know	VERB
edu-5885	47	38	as	as	ADP
edu-5885	47	39	big	big	ADJ
edu-5885	47	40	data	datum	NOUN
edu-5885	47	41	and	and	CCONJ
edu-5885	47	42	one	one	NUM
edu-5885	47	43	of	of	ADP
edu-5885	47	44	those	those	DET
edu-5885	47	45	techniques	technique	NOUN
edu-5885	47	46	that	that	PRON
edu-5885	47	47	can	can	AUX
edu-5885	47	48	automatically	automatically	ADV
edu-5885	47	49	find	find	VERB
edu-5885	47	50	patterns	pattern	NOUN
edu-5885	47	51	in	in	ADP
edu-5885	47	52	huge	huge	ADJ
edu-5885	47	53	amounts	amount	NOUN
edu-5885	47	54	of	of	ADP
edu-5885	47	55	data	data	NOUN
edu-5885	47	56	is	be	AUX
edu-5885	47	57	a	a	DET
edu-5885	47	58	technique	technique	NOUN
edu-5885	47	59	called	call	VERB
edu-5885	47	60	data	datum	NOUN
edu-5885	47	61	mining	mining	NOUN
edu-5885	47	62	(	(	PUNCT
edu-5885	47	63	philuek	philuek	NOUN
edu-5885	47	64	,	,	PUNCT
edu-5885	47	65	pongsuk	pongsuk	NOUN
edu-5885	47	66	,	,	PUNCT
edu-5885	47	67	&	&	CCONJ
edu-5885	47	68	panawong	panawong	NOUN
edu-5885	47	69	,	,	PUNCT
edu-5885	47	70	2022	2022	NUM
edu-5885	47	71	;	;	PUNCT
edu-5885	47	72	pongsuk	pongsuk	NOUN
edu-5885	47	73	,	,	PUNCT
edu-5885	47	74	2017	2017	NUM
edu-5885	47	75	)	)	PUNCT
edu-5885	47	76	.	.	PUNCT
edu-5885	48	1	the	the	DET
edu-5885	48	2	study	study	NOUN
edu-5885	48	3	compared	compare	VERB
edu-5885	48	4	the	the	DET
edu-5885	48	5	performance	performance	NOUN
edu-5885	48	6	of	of	ADP
edu-5885	48	7	various	various	ADJ
edu-5885	48	8	classification	classification	NOUN
edu-5885	48	9	algorithms	algorithm	NOUN
edu-5885	48	10	,	,	PUNCT
edu-5885	48	11	such	such	ADJ
edu-5885	48	12	as	as	ADP
edu-5885	48	13	support	support	NOUN
edu-5885	48	14	vector	vector	NOUN
edu-5885	48	15	machine	machine	NOUN
edu-5885	48	16	,	,	PUNCT
edu-5885	48	17	k	k	X
edu-5885	48	18	-	-	PUNCT
edu-5885	48	19	nearest	near	ADJ
edu-5885	48	20	neighbors	neighbor	NOUN
edu-5885	48	21	,	,	PUNCT
edu-5885	48	22	logistic	logistic	ADJ
edu-5885	48	23	regression	regression	NOUN
edu-5885	48	24	,	,	PUNCT
edu-5885	48	25	decision	decision	NOUN
edu-5885	48	26	tree	tree	NOUN
edu-5885	48	27	,	,	PUNCT
edu-5885	48	28	and	and	CCONJ
edu-5885	48	29	naive	naive	ADJ
edu-5885	48	30	bayes	bayes	NOUN
edu-5885	48	31	,	,	PUNCT
edu-5885	48	32	in	in	ADP
edu-5885	48	33	predicting	predict	VERB
edu-5885	48	34	depression	depression	NOUN
edu-5885	48	35	and	and	CCONJ
edu-5885	48	36	anxiety	anxiety	NOUN
edu-5885	48	37	.	.	PUNCT
edu-5885	49	1	we	we	PRON
edu-5885	49	2	used	use	VERB
edu-5885	49	3	evaluation	evaluation	NOUN
edu-5885	49	4	metrics	metric	NOUN
edu-5885	49	5	like	like	ADP
edu-5885	49	6	accuracy	accuracy	NOUN
edu-5885	49	7	,	,	PUNCT
edu-5885	49	8	precision	precision	NOUN
edu-5885	49	9	,	,	PUNCT
edu-5885	49	10	specificity	specificity	NOUN
edu-5885	49	11	,	,	PUNCT
edu-5885	49	12	and	and	CCONJ
edu-5885	49	13	f1	f1	NOUN
edu-5885	49	14	score	score	NOUN
edu-5885	49	15	to	to	PART
edu-5885	49	16	assess	assess	VERB
edu-5885	49	17	the	the	DET
edu-5885	49	18	models	model	NOUN
edu-5885	49	19	.	.	PUNCT
edu-5885	50	1	after	after	ADP
edu-5885	50	2	implementing	implement	VERB
edu-5885	50	3	all	all	DET
edu-5885	50	4	the	the	DET
edu-5885	50	5	algorithms	algorithm	NOUN
edu-5885	50	6	,	,	PUNCT
edu-5885	50	7	(	(	PUNCT
edu-5885	50	8	malik	malik	PROPN
edu-5885	50	9	&	&	CCONJ
edu-5885	50	10	khan	khan	PROPN
edu-5885	50	11	,	,	PUNCT
edu-5885	50	12	2023	2023	NUM
edu-5885	50	13	)	)	PUNCT
edu-5885	50	14	found	find	VERB
edu-5885	50	15	that	that	SCONJ
edu-5885	50	16	k	k	ADJ
edu-5885	50	17	-	-	PUNCT
edu-5885	50	18	nearest	near	ADJ
edu-5885	50	19	neighbour	neighbour	NOUN
edu-5885	50	20	outperformed	outperform	VERB
edu-5885	50	21	logistic	logistic	ADJ
edu-5885	50	22	regression	regression	NOUN
edu-5885	50	23	in	in	ADP
edu-5885	50	24	predicting	predict	VERB
edu-5885	50	25	anxiety	anxiety	NOUN
edu-5885	50	26	,	,	PUNCT
edu-5885	50	27	stress	stress	NOUN
edu-5885	50	28	,	,	PUNCT
edu-5885	50	29	and	and	CCONJ
edu-5885	50	30	depression	depression	NOUN
edu-5885	50	31	levels	level	NOUN
edu-5885	50	32	in	in	ADP
edu-5885	50	33	college	college	NOUN
edu-5885	50	34	students	student	NOUN
edu-5885	50	35	.	.	PUNCT
edu-5885	51	1	the	the	DET
edu-5885	51	2	above	above	ADJ
edu-5885	51	3	highlights	highlight	NOUN
edu-5885	51	4	the	the	DET
edu-5885	51	5	significance	significance	NOUN
edu-5885	51	6	of	of	ADP
edu-5885	51	7	monitoring	monitoring	NOUN
edu-5885	51	8	and	and	CCONJ
edu-5885	51	9	surveillance	surveillance	NOUN
edu-5885	51	10	of	of	ADP
edu-5885	51	11	adolescents	adolescent	NOUN
edu-5885	51	12	in	in	ADP
edu-5885	51	13	light	light	NOUN
edu-5885	51	14	of	of	ADP
edu-5885	51	15	the	the	DET
edu-5885	51	16	covid-19	covid-19	PROPN
edu-5885	51	17	epidemic	epidemic	NOUN
edu-5885	51	18	.	.	PUNCT
edu-5885	52	1	this	this	PRON
edu-5885	52	2	forces	force	VERB
edu-5885	52	3	the	the	DET
edu-5885	52	4	students	student	NOUN
edu-5885	52	5	to	to	PART
edu-5885	52	6	adapt	adapt	VERB
edu-5885	52	7	their	their	PRON
edu-5885	52	8	teaching	teaching	NOUN
edu-5885	52	9	style	style	NOUN
edu-5885	52	10	to	to	ADP
edu-5885	52	11	an	an	DET
edu-5885	52	12	online	online	ADJ
edu-5885	52	13	format	format	NOUN
edu-5885	52	14	,	,	PUNCT
edu-5885	52	15	leading	lead	VERB
edu-5885	52	16	to	to	ADP
edu-5885	52	17	feelings	feeling	NOUN
edu-5885	52	18	of	of	ADP
edu-5885	52	19	stress	stress	NOUN
edu-5885	52	20	and	and	CCONJ
edu-5885	52	21	anxiety	anxiety	NOUN
edu-5885	52	22	.	.	PUNCT
edu-5885	53	1	in	in	ADP
edu-5885	53	2	addition	addition	NOUN
edu-5885	53	3	to	to	ADP
edu-5885	53	4	the	the	DET
edu-5885	53	5	stress	stress	NOUN
edu-5885	53	6	of	of	ADP
edu-5885	53	7	the	the	DET
edu-5885	53	8	current	current	ADJ
edu-5885	53	9	situation	situation	NOUN
edu-5885	53	10	,	,	PUNCT
edu-5885	53	11	students	student	NOUN
edu-5885	53	12	will	will	AUX
edu-5885	53	13	have	have	VERB
edu-5885	53	14	to	to	PART
edu-5885	53	15	adjust	adjust	VERB
edu-5885	53	16	to	to	ADP
edu-5885	53	17	the	the	DET
edu-5885	53	18	new	new	ADJ
edu-5885	53	19	teaching	teaching	NOUN
edu-5885	53	20	style	style	NOUN
edu-5885	53	21	.	.	PUNCT
edu-5885	54	1	as	as	ADP
edu-5885	54	2	a	a	DET
edu-5885	54	3	result	result	NOUN
edu-5885	54	4	,	,	PUNCT
edu-5885	54	5	students	student	NOUN
edu-5885	54	6	who	who	PRON
edu-5885	54	7	are	be	AUX
edu-5885	54	8	unable	unable	ADJ
edu-5885	54	9	to	to	PART
edu-5885	54	10	adjust	adjust	VERB
edu-5885	54	11	themselves	themselves	PRON
edu-5885	54	12	experience	experience	VERB
edu-5885	54	13	stress	stress	NOUN
edu-5885	54	14	and	and	CCONJ
edu-5885	54	15	anxiety	anxiety	NOUN
edu-5885	54	16	,	,	PUNCT
edu-5885	54	17	leading	lead	VERB
edu-5885	54	18	to	to	ADP
edu-5885	54	19	depression	depression	NOUN
edu-5885	54	20	.	.	PUNCT
edu-5885	55	1	therefore	therefore	ADV
edu-5885	55	2	,	,	PUNCT
edu-5885	55	3	the	the	DET
edu-5885	55	4	researcher	researcher	NOUN
edu-5885	55	5	would	would	AUX
edu-5885	55	6	like	like	VERB
edu-5885	55	7	to	to	PART
edu-5885	55	8	study	study	VERB
edu-5885	55	9	the	the	DET
edu-5885	55	10	problem	problem	NOUN
edu-5885	55	11	by	by	ADP
edu-5885	55	12	using	use	VERB
edu-5885	55	13	techniques	technique	NOUN
edu-5885	55	14	to	to	PART
edu-5885	55	15	analyze	analyze	VERB
edu-5885	55	16	and	and	CCONJ
edu-5885	55	17	predict	predict	VERB
edu-5885	55	18	the	the	DET
edu-5885	55	19	level	level	NOUN
edu-5885	55	20	of	of	ADP
edu-5885	55	21	stress	stress	NOUN
edu-5885	55	22	,	,	PUNCT
edu-5885	55	23	depression	depression	NOUN
edu-5885	55	24	,	,	PUNCT
edu-5885	55	25	and	and	CCONJ
edu-5885	55	26	academic	academic	ADJ
edu-5885	55	27	performance	performance	NOUN
edu-5885	55	28	of	of	ADP
edu-5885	55	29	high	high	ADJ
edu-5885	55	30	school	school	NOUN
edu-5885	55	31	students	student	NOUN
edu-5885	55	32	.	.	PUNCT
edu-5885	56	1	this	this	PRON
edu-5885	56	2	will	will	AUX
edu-5885	56	3	lead	lead	VERB
edu-5885	56	4	to	to	ADP
edu-5885	56	5	the	the	DET
edu-5885	56	6	development	development	NOUN
edu-5885	56	7	of	of	ADP
edu-5885	56	8	systems	system	NOUN
edu-5885	56	9	and	and	CCONJ
edu-5885	56	10	tools	tool	NOUN
edu-5885	56	11	to	to	PART
edu-5885	56	12	assist	assist	VERB
edu-5885	56	13	,	,	PUNCT
edu-5885	56	14	monitor	monitor	NOUN
edu-5885	56	15	,	,	PUNCT
edu-5885	56	16	and	and	CCONJ
edu-5885	56	17	continue	continue	VERB
edu-5885	56	18	to	to	PART
edu-5885	56	19	care	care	VERB
edu-5885	56	20	for	for	ADP
edu-5885	56	21	these	these	DET
edu-5885	56	22	students	student	NOUN
edu-5885	56	23	.	.	PUNCT
edu-5885	57	1	1.1	1.1	NUM
edu-5885	57	2	.	.	PUNCT
edu-5885	58	1	research	research	NOUN
edu-5885	58	2	objectives	objective	NOUN
edu-5885	58	3	1	1	NUM
edu-5885	58	4	.	.	PUNCT
edu-5885	58	5	to	to	PART
edu-5885	58	6	study	study	VERB
edu-5885	58	7	the	the	DET
edu-5885	58	8	problems	problem	NOUN
edu-5885	58	9	of	of	ADP
edu-5885	58	10	stress	stress	NOUN
edu-5885	58	11	and	and	CCONJ
edu-5885	58	12	depression	depression	NOUN
edu-5885	58	13	among	among	ADP
edu-5885	58	14	students	student	NOUN
edu-5885	58	15	in	in	ADP
edu-5885	58	16	grade	grade	NOUN
edu-5885	58	17	12th	12th	NOUN
edu-5885	58	18	students	student	NOUN
edu-5885	58	19	2	2	NUM
edu-5885	58	20	.	.	PUNCT
edu-5885	58	21	to	to	PART
edu-5885	58	22	study	study	VERB
edu-5885	58	23	techniques	technique	NOUN
edu-5885	58	24	for	for	ADP
edu-5885	58	25	analyzing	analyze	VERB
edu-5885	58	26	and	and	CCONJ
edu-5885	58	27	predicting	predict	VERB
edu-5885	58	28	stress	stress	NOUN
edu-5885	58	29	,	,	PUNCT
edu-5885	58	30	depression	depression	NOUN
edu-5885	58	31	,	,	PUNCT
edu-5885	58	32	and	and	CCONJ
edu-5885	58	33	academic	academic	ADJ
edu-5885	58	34	performance	performance	NOUN
edu-5885	58	35	in	in	ADP
edu-5885	58	36	grade	grade	NOUN
edu-5885	58	37	12th	12th	NOUN
edu-5885	58	38	students	student	NOUN
edu-5885	58	39	.	.	PUNCT
edu-5885	59	1	3	3	X
edu-5885	59	2	.	.	X
edu-5885	59	3	to	to	PART
edu-5885	59	4	develop	develop	VERB
edu-5885	59	5	a	a	DET
edu-5885	59	6	platform	platform	NOUN
edu-5885	59	7	to	to	PART
edu-5885	59	8	predict	predict	VERB
edu-5885	59	9	stress	stress	NOUN
edu-5885	59	10	and	and	CCONJ
edu-5885	59	11	depression	depression	NOUN
edu-5885	59	12	among	among	ADP
edu-5885	59	13	students	student	NOUN
edu-5885	59	14	in	in	ADP
edu-5885	59	15	grade	grade	NOUN
edu-5885	59	16	12th	12th	NOUN
edu-5885	59	17	students	student	NOUN
edu-5885	59	18	.	.	PUNCT
edu-5885	60	1	2	2	X
edu-5885	60	2	.	.	X
edu-5885	60	3	methodology	methodology	NOUN
edu-5885	60	4	the	the	DET
edu-5885	60	5	research	research	NOUN
edu-5885	60	6	on	on	ADP
edu-5885	60	7	using	use	VERB
edu-5885	60	8	machine	machine	NOUN
edu-5885	60	9	learning	learning	NOUN
edu-5885	60	10	in	in	ADP
edu-5885	60	11	stress	stress	NOUN
edu-5885	60	12	,	,	PUNCT
edu-5885	60	13	depression	depression	NOUN
edu-5885	60	14	,	,	PUNCT
edu-5885	60	15	and	and	CCONJ
edu-5885	60	16	academic	academic	ADJ
edu-5885	60	17	performance	performance	NOUN
edu-5885	60	18	analytics	analytic	NOUN
edu-5885	60	19	for	for	ADP
edu-5885	60	20	grade	grade	NOUN
edu-5885	60	21	12th	12th	ADJ
edu-5885	60	22	students	student	NOUN
edu-5885	60	23	has	have	VERB
edu-5885	60	24	the	the	DET
edu-5885	60	25	following	follow	VERB
edu-5885	60	26	steps	step	NOUN
edu-5885	60	27	:	:	PUNCT
edu-5885	60	28	2.1	2.1	NUM
edu-5885	60	29	.	.	PUNCT
edu-5885	61	1	procedures	procedure	NOUN
edu-5885	61	2	for	for	ADP
edu-5885	61	3	conducting	conduct	VERB
edu-5885	61	4	research	research	NOUN
edu-5885	61	5	•	•	NOUN
edu-5885	61	6	study	study	VERB
edu-5885	61	7	the	the	DET
edu-5885	61	8	stress	stress	NOUN
edu-5885	61	9	,	,	PUNCT
edu-5885	61	10	depression	depression	NOUN
edu-5885	61	11	questionnaire	questionnaire	NOUN
edu-5885	61	12	.	.	PUNCT
edu-5885	62	1	•	•	NUM
edu-5885	62	2	study	study	NOUN
edu-5885	62	3	of	of	ADP
edu-5885	62	4	geographic	geographic	ADJ
edu-5885	62	5	information	information	NOUN
edu-5885	62	6	systems	system	NOUN
edu-5885	62	7	and	and	CCONJ
edu-5885	62	8	programs	program	NOUN
edu-5885	62	9	used	use	VERB
edu-5885	62	10	.	.	PUNCT
edu-5885	63	1	•	•	NUM
edu-5885	63	2	study	study	VERB
edu-5885	63	3	the	the	DET
edu-5885	63	4	school	school	NOUN
edu-5885	63	5	area	area	NOUN
edu-5885	63	6	in	in	ADP
edu-5885	63	7	the	the	DET
edu-5885	63	8	target	target	NOUN
edu-5885	63	9	group	group	NOUN
edu-5885	63	10	area	area	NOUN
edu-5885	63	11	.	.	PUNCT
edu-5885	64	1	•	•	NUM
edu-5885	64	2	the	the	DET
edu-5885	64	3	results	result	NOUN
edu-5885	64	4	of	of	ADP
edu-5885	64	5	the	the	DET
edu-5885	64	6	stress	stress	NOUN
edu-5885	64	7	assessment	assessment	NOUN
edu-5885	64	8	responses	response	NOUN
edu-5885	64	9	were	be	AUX
edu-5885	64	10	analyzed	analyze	VERB
edu-5885	64	11	and	and	CCONJ
edu-5885	64	12	compared	compare	VERB
edu-5885	64	13	with	with	ADP
edu-5885	64	14	each	each	DET
edu-5885	64	15	technique	technique	NOUN
edu-5885	64	16	.	.	PUNCT
edu-5885	65	1	•	•	NUM
edu-5885	65	2	apply	apply	VERB
edu-5885	65	3	each	each	DET
edu-5885	65	4	analysis	analysis	NOUN
edu-5885	65	5	technique	technique	NOUN
edu-5885	65	6	for	for	ADP
edu-5885	65	7	analysis	analysis	NOUN
edu-5885	65	8	.	.	PUNCT
edu-5885	66	1	2.2	2.2	NUM
edu-5885	66	2	.	.	PUNCT
edu-5885	66	3	scope	scope	NOUN
edu-5885	66	4	of	of	ADP
edu-5885	66	5	research	research	NOUN
edu-5885	66	6	the	the	DET
edu-5885	66	7	sample	sample	NOUN
edu-5885	66	8	consisted	consist	VERB
edu-5885	66	9	of	of	ADP
edu-5885	66	10	510	510	NUM
edu-5885	66	11	students	student	NOUN
edu-5885	66	12	in	in	ADP
edu-5885	66	13	the	the	DET
edu-5885	66	14	secondary	secondary	ADJ
edu-5885	66	15	education	education	NOUN
edu-5885	66	16	service	service	NOUN
edu-5885	66	17	area	area	NOUN
edu-5885	66	18	of	of	ADP
edu-5885	66	19	nakhon	nakhon	PROPN
edu-5885	66	20	sawan	sawan	PROPN
edu-5885	66	21	,	,	PUNCT
edu-5885	66	22	uthai	uthai	PROPN
edu-5885	66	23	thani	thani	PROPN
edu-5885	66	24	,	,	PUNCT
edu-5885	66	25	chainat	chainat	NOUN
edu-5885	66	26	,	,	PUNCT
edu-5885	66	27	and	and	CCONJ
edu-5885	66	28	phichit	phichit	ADJ
edu-5885	66	29	schools	school	NOUN
edu-5885	66	30	.	.	PUNCT
edu-5885	67	1	asian	asian	ADJ
edu-5885	67	2	journal	journal	PROPN
edu-5885	67	3	of	of	ADP
edu-5885	67	4	education	education	NOUN
edu-5885	67	5	and	and	CCONJ
edu-5885	67	6	training	training	NOUN
edu-5885	67	7	,	,	PUNCT
edu-5885	67	8	2024	2024	NUM
edu-5885	67	9	,	,	PUNCT
edu-5885	67	10	10(3	10(3	NUM
edu-5885	67	11	):	):	PUNCT
edu-5885	67	12	146	146	NUM
edu-5885	67	13	-	-	SYM
edu-5885	67	14	153	153	NUM
edu-5885	67	15	148	148	NUM
edu-5885	67	16	©	©	ADP
edu-5885	67	17	2024	2024	NUM
edu-5885	67	18	by	by	ADP
edu-5885	67	19	the	the	DET
edu-5885	67	20	authors	author	NOUN
edu-5885	67	21	;	;	PUNCT
edu-5885	67	22	licensee	licensee	PROPN
edu-5885	67	23	asian	asian	ADJ
edu-5885	67	24	online	online	PROPN
edu-5885	67	25	journal	journal	PROPN
edu-5885	67	26	publishing	publishing	NOUN
edu-5885	67	27	group	group	NOUN
edu-5885	67	28	table	table	NOUN
edu-5885	67	29	1	1	NUM
edu-5885	67	30	.	.	PUNCT
edu-5885	68	1	schools	school	NOUN
edu-5885	68	2	that	that	PRON
edu-5885	68	3	answered	answer	VERB
edu-5885	68	4	the	the	DET
edu-5885	68	5	questionnaire	questionnaire	NOUN
edu-5885	68	6	,	,	PUNCT
edu-5885	68	7	a	a	DET
edu-5885	68	8	total	total	NOUN
edu-5885	68	9	of	of	ADP
edu-5885	68	10	5	5	NUM
edu-5885	68	11	schools	school	NOUN
edu-5885	68	12	.	.	PUNCT
edu-5885	69	1	school	school	NOUN
edu-5885	69	2	response	response	NOUN
edu-5885	69	3	count	count	NOUN
edu-5885	69	4	number	number	NOUN
edu-5885	69	5	of	of	ADP
edu-5885	69	6	students	student	NOUN
edu-5885	69	7	who	who	PRON
edu-5885	69	8	answered	answer	VERB
edu-5885	69	9	the	the	DET
edu-5885	69	10	questionnaire	questionnaire	NOUN
edu-5885	69	11	1	1	NUM
edu-5885	69	12	.	.	PUNCT
edu-5885	69	13	kuru	kuru	NOUN
edu-5885	69	14	prachasan	prachasan	ADJ
edu-5885	69	15	school	school	NOUN
edu-5885	69	16	119	119	NUM
edu-5885	69	17	2	2	NUM
edu-5885	69	18	.	.	PUNCT
edu-5885	69	19	taphan	taphan	ADP
edu-5885	69	20	hin	hin	PRON
edu-5885	69	21	school	school	NOUN
edu-5885	69	22	240	240	NUM
edu-5885	69	23	3	3	NUM
edu-5885	69	24	.	.	PUNCT
edu-5885	69	25	nongchang	nongchang	PROPN
edu-5885	69	26	wittaya	wittaya	PROPN
edu-5885	69	27	school	school	PROPN
edu-5885	69	28	52	52	NUM
edu-5885	69	29	4	4	NUM
edu-5885	69	30	.	.	PUNCT
edu-5885	69	31	uthai	uthai	PROPN
edu-5885	69	32	wittayakom	wittayakom	PROPN
edu-5885	69	33	school	school	PROPN
edu-5885	69	34	22	22	NUM
edu-5885	69	35	5	5	NUM
edu-5885	69	36	.	.	PUNCT
edu-5885	70	1	nawamintrachuthit	nawamintrachuthit	PROPN
edu-5885	70	2	school	school	PROPN
edu-5885	70	3	77	77	NUM
edu-5885	70	4	total	total	ADJ
edu-5885	70	5	510	510	NUM
edu-5885	70	6	table	table	NOUN
edu-5885	70	7	1	1	NUM
edu-5885	70	8	presents	present	VERB
edu-5885	70	9	the	the	DET
edu-5885	70	10	number	number	NOUN
edu-5885	70	11	of	of	ADP
edu-5885	70	12	students	student	NOUN
edu-5885	70	13	who	who	PRON
edu-5885	70	14	answered	answer	VERB
edu-5885	70	15	the	the	DET
edu-5885	70	16	questionnaire	questionnaire	NOUN
edu-5885	70	17	in	in	ADP
edu-5885	70	18	each	each	DET
edu-5885	70	19	school	school	NOUN
edu-5885	70	20	.	.	PUNCT
edu-5885	71	1	the	the	DET
edu-5885	71	2	first	first	ADJ
edu-5885	71	3	school	school	NOUN
edu-5885	71	4	was	be	AUX
edu-5885	71	5	kuru	kuru	NOUN
edu-5885	71	6	prachasan	prachasan	ADJ
edu-5885	71	7	school	school	NOUN
edu-5885	71	8	,	,	PUNCT
edu-5885	71	9	located	locate	VERB
edu-5885	71	10	in	in	ADP
edu-5885	71	11	chainat	chainat	NOUN
edu-5885	71	12	province	province	NOUN
edu-5885	71	13	,	,	PUNCT
edu-5885	71	14	with	with	ADP
edu-5885	71	15	119	119	NUM
edu-5885	71	16	students	student	NOUN
edu-5885	71	17	.	.	PUNCT
edu-5885	72	1	the	the	DET
edu-5885	72	2	second	second	ADJ
edu-5885	72	3	school	school	NOUN
edu-5885	72	4	,	,	PUNCT
edu-5885	72	5	taphan	taphan	VERB
edu-5885	72	6	hin	hin	PROPN
edu-5885	72	7	school	school	NOUN
edu-5885	72	8	,	,	PUNCT
edu-5885	72	9	represented	represent	VERB
edu-5885	72	10	phichit	phichit	ADJ
edu-5885	72	11	province	province	NOUN
edu-5885	72	12	with	with	ADP
edu-5885	72	13	240	240	NUM
edu-5885	72	14	students	student	NOUN
edu-5885	72	15	.	.	PUNCT
edu-5885	73	1	the	the	DET
edu-5885	73	2	third	third	ADJ
edu-5885	73	3	and	and	CCONJ
edu-5885	73	4	fourth	fourth	ADJ
edu-5885	73	5	schools	school	NOUN
edu-5885	73	6	were	be	AUX
edu-5885	73	7	nongchang	nongchang	PROPN
edu-5885	73	8	wittaya	wittaya	PROPN
edu-5885	73	9	school	school	NOUN
edu-5885	73	10	and	and	CCONJ
edu-5885	73	11	uthai	uthai	ADJ
edu-5885	73	12	wittayakom	wittayakom	PROPN
edu-5885	73	13	school	school	PROPN
edu-5885	73	14	,	,	PUNCT
edu-5885	73	15	which	which	PRON
edu-5885	73	16	represented	represent	VERB
edu-5885	73	17	uhai	uhai	PROPN
edu-5885	73	18	thani	thani	PROPN
edu-5885	73	19	province	province	NOUN
edu-5885	73	20	with	with	ADP
edu-5885	73	21	74	74	NUM
edu-5885	73	22	students	student	NOUN
edu-5885	73	23	;	;	PUNCT
edu-5885	73	24	the	the	DET
edu-5885	73	25	last	last	ADJ
edu-5885	73	26	school	school	NOUN
edu-5885	73	27	was	be	AUX
edu-5885	73	28	nawamintrachuthit	nawamintrachuthit	ADJ
edu-5885	73	29	school	school	NOUN
edu-5885	73	30	in	in	ADP
edu-5885	73	31	nakhon	nakhon	PROPN
edu-5885	73	32	sawan	sawan	PROPN
edu-5885	73	33	province	province	PROPN
edu-5885	73	34	with	with	ADP
edu-5885	73	35	77	77	NUM
edu-5885	73	36	students	student	NOUN
edu-5885	73	37	;	;	PUNCT
edu-5885	73	38	a	a	DET
edu-5885	73	39	total	total	NOUN
edu-5885	73	40	of	of	ADP
edu-5885	73	41	510	510	NUM
edu-5885	73	42	students	student	NOUN
edu-5885	73	43	answered	answer	VERB
edu-5885	73	44	the	the	DET
edu-5885	73	45	questionnaire	questionnaire	NOUN
edu-5885	73	46	.	.	PUNCT
edu-5885	74	1	2.2.1	2.2.1	NUM
edu-5885	74	2	.	.	PUNCT
edu-5885	74	3	content	content	NOUN
edu-5885	74	4	scope	scope	NOUN
edu-5885	74	5	this	this	DET
edu-5885	74	6	form	form	NOUN
edu-5885	74	7	included	include	VERB
edu-5885	74	8	three	three	NUM
edu-5885	74	9	distinct	distinct	ADJ
edu-5885	74	10	types	type	NOUN
edu-5885	74	11	of	of	ADP
edu-5885	74	12	assessments	assessment	NOUN
edu-5885	74	13	.	.	PUNCT
edu-5885	75	1	1	1	X
edu-5885	75	2	)	)	PUNCT
edu-5885	75	3	the	the	DET
edu-5885	75	4	stress	stress	NOUN
edu-5885	75	5	assessment	assessment	NOUN
edu-5885	75	6	scale	scale	NOUN
edu-5885	75	7	(	(	PUNCT
edu-5885	75	8	spst-20	spst-20	NOUN
edu-5885	75	9	)	)	PUNCT
edu-5885	75	10	,	,	PUNCT
edu-5885	75	11	which	which	PRON
edu-5885	75	12	is	be	AUX
edu-5885	75	13	a	a	DET
edu-5885	75	14	stress	stress	NOUN
edu-5885	75	15	symptom	symptom	NOUN
edu-5885	75	16	assessment	assessment	NOUN
edu-5885	75	17	questionnaire	questionnaire	NOUN
edu-5885	75	18	consisting	consist	VERB
edu-5885	75	19	of	of	ADP
edu-5885	75	20	20	20	NUM
edu-5885	75	21	questions	question	NOUN
edu-5885	75	22	,	,	PUNCT
edu-5885	75	23	is	be	AUX
edu-5885	75	24	an	an	DET
edu-5885	75	25	initial	initial	ADJ
edu-5885	75	26	screening	screening	NOUN
edu-5885	75	27	test	test	NOUN
edu-5885	75	28	for	for	ADP
edu-5885	75	29	depression	depression	NOUN
edu-5885	75	30	.	.	PUNCT
edu-5885	76	1	2	2	X
edu-5885	76	2	)	)	PUNCT
edu-5885	76	3	the	the	DET
edu-5885	76	4	9	9	NUM
edu-5885	76	5	-	-	PUNCT
edu-5885	76	6	question	question	NOUN
edu-5885	76	7	depression	depression	NOUN
edu-5885	76	8	assessment	assessment	NOUN
edu-5885	76	9	scale	scale	NOUN
edu-5885	76	10	(	(	PUNCT
edu-5885	76	11	9q	9q	NUM
edu-5885	76	12	)	)	PUNCT
edu-5885	76	13	,	,	PUNCT
edu-5885	76	14	a	a	DET
edu-5885	76	15	depression	depression	NOUN
edu-5885	76	16	symptom	symptom	NOUN
edu-5885	76	17	assessment	assessment	NOUN
edu-5885	76	18	scale	scale	NOUN
edu-5885	76	19	consisting	consist	VERB
edu-5885	76	20	of	of	ADP
edu-5885	76	21	9	9	NUM
edu-5885	76	22	questions	question	NOUN
edu-5885	76	23	;	;	PUNCT
edu-5885	76	24	and	and	CCONJ
edu-5885	76	25	3	3	X
edu-5885	76	26	)	)	PUNCT
edu-5885	76	27	the	the	DET
edu-5885	76	28	8	8	NUM
edu-5885	76	29	-	-	PUNCT
edu-5885	76	30	question	question	NOUN
edu-5885	76	31	suicide	suicide	NOUN
edu-5885	76	32	assessment	assessment	NOUN
edu-5885	76	33	scale	scale	NOUN
edu-5885	76	34	(	(	PUNCT
edu-5885	76	35	8q	8q	NUM
edu-5885	76	36	)	)	PUNCT
edu-5885	76	37	,	,	PUNCT
edu-5885	76	38	a	a	DET
edu-5885	76	39	severity	severity	NOUN
edu-5885	76	40	assessment	assessment	NOUN
edu-5885	76	41	scale	scale	NOUN
edu-5885	76	42	of	of	ADP
edu-5885	76	43	suicide	suicide	NOUN
edu-5885	76	44	consisting	consist	VERB
edu-5885	76	45	of	of	ADP
edu-5885	76	46	8	8	NUM
edu-5885	76	47	questions	question	NOUN
edu-5885	76	48	.	.	PUNCT
edu-5885	77	1	2.3	2.3	NUM
edu-5885	77	2	.	.	PUNCT
edu-5885	78	1	research	research	NOUN
edu-5885	78	2	tools	tool	NOUN
edu-5885	78	3	2.3.1	2.3.1	NUM
edu-5885	78	4	.	.	PUNCT
edu-5885	78	5	working	working	NOUN
edu-5885	78	6	data	datum	NOUN
edu-5885	78	7	the	the	DET
edu-5885	78	8	stress	stress	NOUN
edu-5885	78	9	and	and	CCONJ
edu-5885	78	10	depression	depression	NOUN
edu-5885	78	11	assessment	assessment	NOUN
edu-5885	78	12	form	form	NOUN
edu-5885	78	13	was	be	AUX
edu-5885	78	14	prepared	prepare	VERB
edu-5885	78	15	online	online	ADV
edu-5885	78	16	by	by	ADP
edu-5885	78	17	using	use	VERB
edu-5885	78	18	the	the	DET
edu-5885	78	19	google	google	PROPN
edu-5885	78	20	forms	form	NOUN
edu-5885	78	21	assessment	assessment	NOUN
edu-5885	78	22	form	form	NOUN
edu-5885	78	23	.	.	PUNCT
edu-5885	79	1	•	•	NUM
edu-5885	79	2	data	datum	NOUN
edu-5885	79	3	analysis	analysis	NOUN
edu-5885	79	4	program	program	NOUN
edu-5885	79	5	.	.	PUNCT
edu-5885	80	1	•	•	NUM
edu-5885	80	2	working	work	VERB
edu-5885	80	3	equipment	equipment	NOUN
edu-5885	80	4	.	.	PUNCT
edu-5885	81	1	•	•	NUM
edu-5885	81	2	computer	computer	NOUN
edu-5885	81	3	.	.	PUNCT
edu-5885	82	1	the	the	DET
edu-5885	82	2	techniques	technique	NOUN
edu-5885	82	3	used	use	VERB
edu-5885	82	4	in	in	ADP
edu-5885	82	5	data	datum	NOUN
edu-5885	82	6	analysis	analysis	NOUN
edu-5885	82	7	are	be	AUX
edu-5885	82	8	as	as	SCONJ
edu-5885	82	9	follows	follow	VERB
edu-5885	82	10	:	:	PUNCT
edu-5885	82	11	•	•	NUM
edu-5885	82	12	support	support	NOUN
edu-5885	82	13	vector	vector	NOUN
edu-5885	82	14	machine	machine	NOUN
edu-5885	82	15	(	(	PUNCT
edu-5885	82	16	svm	svm	ADJ
edu-5885	82	17	)	)	PUNCT
edu-5885	82	18	technique	technique	NOUN
edu-5885	82	19	.	.	PUNCT
edu-5885	83	1	•	•	NUM
edu-5885	83	2	k	k	X
edu-5885	83	3	-	-	PUNCT
edu-5885	83	4	nearest	near	ADJ
edu-5885	83	5	neighbors	neighbor	NOUN
edu-5885	83	6	(	(	PUNCT
edu-5885	83	7	k	k	X
edu-5885	83	8	-	-	PUNCT
edu-5885	83	9	nn	nn	ADJ
edu-5885	83	10	)	)	PUNCT
edu-5885	83	11	technique	technique	NOUN
edu-5885	83	12	.	.	PUNCT
edu-5885	84	1	•	•	NUM
edu-5885	84	2	logistic	logistic	ADJ
edu-5885	84	3	regression	regression	NOUN
edu-5885	84	4	(	(	PUNCT
edu-5885	84	5	lr)technique	lr)technique	NOUN
edu-5885	84	6	.	.	PUNCT
edu-5885	85	1	•	•	NUM
edu-5885	85	2	decision	decision	NOUN
edu-5885	85	3	tree	tree	NOUN
edu-5885	85	4	(	(	PUNCT
edu-5885	85	5	dt	dt	NOUN
edu-5885	85	6	)	)	PUNCT
edu-5885	85	7	technique	technique	NOUN
edu-5885	85	8	.	.	PUNCT
edu-5885	86	1	•	•	NOUN
edu-5885	86	2	naïve	naïve	ADJ
edu-5885	86	3	bayes	bayes	NOUN
edu-5885	86	4	(	(	PUNCT
edu-5885	86	5	nb	nb	NOUN
edu-5885	86	6	)	)	PUNCT
edu-5885	86	7	technique	technique	NOUN
edu-5885	86	8	.	.	PUNCT
edu-5885	87	1	•	•	NUM
edu-5885	87	2	microsoft	microsoft	PROPN
edu-5885	87	3	excel	excel	VERB
edu-5885	87	4	2019	2019	NUM
edu-5885	87	5	.	.	PUNCT
edu-5885	88	1	•	•	NUM
edu-5885	88	2	jupyter	jupyter	ADJ
edu-5885	88	3	writing	writing	NOUN
edu-5885	88	4	program	program	NOUN
edu-5885	88	5	.	.	PUNCT
edu-5885	89	1	the	the	DET
edu-5885	89	2	results	result	NOUN
edu-5885	89	3	of	of	ADP
edu-5885	89	4	the	the	DET
edu-5885	89	5	stress	stress	NOUN
edu-5885	89	6	and	and	CCONJ
edu-5885	89	7	depression	depression	NOUN
edu-5885	89	8	assessment	assessment	NOUN
edu-5885	89	9	of	of	ADP
edu-5885	89	10	5	5	NUM
edu-5885	89	11	schools	school	NOUN
edu-5885	89	12	under	under	ADP
edu-5885	89	13	the	the	DET
edu-5885	89	14	secondary	secondary	ADJ
edu-5885	89	15	educational	educational	ADJ
edu-5885	89	16	service	service	NOUN
edu-5885	89	17	area	area	NOUN
edu-5885	89	18	office	office	NOUN
edu-5885	89	19	of	of	ADP
edu-5885	89	20	nakhon	nakhon	PROPN
edu-5885	89	21	sawan	sawan	PROPN
edu-5885	89	22	,	,	PUNCT
edu-5885	89	23	uthai	uthai	PROPN
edu-5885	89	24	thani	thani	PROPN
edu-5885	89	25	,	,	PUNCT
edu-5885	89	26	chainat	chainat	NOUN
edu-5885	89	27	,	,	PUNCT
edu-5885	89	28	and	and	CCONJ
edu-5885	89	29	phichit	phichit	NOUN
edu-5885	89	30	.	.	PUNCT
edu-5885	90	1	2.4	2.4	NUM
edu-5885	90	2	.	.	PUNCT
edu-5885	90	3	method	method	NOUN
edu-5885	90	4	of	of	ADP
edu-5885	90	5	collecting	collect	VERB
edu-5885	90	6	data	datum	NOUN
edu-5885	90	7	step	step	NOUN
edu-5885	90	8	1	1	NUM
edu-5885	90	9	:	:	PUNCT
edu-5885	90	10	choose	choose	VERB
edu-5885	90	11	a	a	DET
edu-5885	90	12	questionnaire	questionnaire	NOUN
edu-5885	90	13	that	that	PRON
edu-5885	90	14	matches	match	VERB
edu-5885	90	15	the	the	DET
edu-5885	90	16	research	research	NOUN
edu-5885	90	17	objectives	objective	NOUN
edu-5885	90	18	.	.	PUNCT
edu-5885	91	1	step	step	NOUN
edu-5885	91	2	2	2	NUM
edu-5885	91	3	:	:	PUNCT
edu-5885	91	4	prepare	prepare	VERB
edu-5885	91	5	a	a	DET
edu-5885	91	6	memo	memo	NOUN
edu-5885	91	7	letter	letter	NOUN
edu-5885	91	8	requesting	request	VERB
edu-5885	91	9	permission	permission	NOUN
edu-5885	91	10	to	to	PART
edu-5885	91	11	use	use	VERB
edu-5885	91	12	the	the	DET
edu-5885	91	13	sample	sample	NOUN
edu-5885	91	14	group	group	NOUN
edu-5885	91	15	and	and	CCONJ
edu-5885	91	16	send	send	VERB
edu-5885	91	17	it	it	PRON
edu-5885	91	18	to	to	ADP
edu-5885	91	19	all	all	DET
edu-5885	91	20	five	five	NUM
edu-5885	91	21	schools	school	NOUN
edu-5885	91	22	.	.	PUNCT
edu-5885	92	1	step	step	NOUN
edu-5885	92	2	3	3	NUM
edu-5885	92	3	:	:	PUNCT
edu-5885	92	4	receive	receive	VERB
edu-5885	92	5	assessment	assessment	NOUN
edu-5885	92	6	responses	response	NOUN
edu-5885	92	7	from	from	ADP
edu-5885	92	8	all	all	DET
edu-5885	92	9	contacted	contact	VERB
edu-5885	92	10	schools	school	NOUN
edu-5885	92	11	.	.	PUNCT
edu-5885	93	1	step	step	NOUN
edu-5885	93	2	4	4	NUM
edu-5885	93	3	:	:	PUNCT
edu-5885	93	4	choose	choose	VERB
edu-5885	93	5	the	the	DET
edu-5885	93	6	program	program	NOUN
edu-5885	93	7	for	for	ADP
edu-5885	93	8	analysis	analysis	NOUN
edu-5885	93	9	.	.	PUNCT
edu-5885	94	1	2.5	2.5	NUM
edu-5885	94	2	.	.	PUNCT
edu-5885	95	1	data	datum	NOUN
edu-5885	95	2	analysis	analysis	NOUN
edu-5885	95	3	the	the	DET
edu-5885	95	4	researcher	researcher	NOUN
edu-5885	95	5	operates	operate	VERB
edu-5885	95	6	in	in	ADP
edu-5885	95	7	accordance	accordance	NOUN
edu-5885	95	8	with	with	ADP
edu-5885	95	9	the	the	DET
edu-5885	95	10	standards	standard	NOUN
edu-5885	95	11	of	of	ADP
edu-5885	95	12	the	the	DET
edu-5885	95	13	data	data	NOUN
edu-5885	95	14	mining	mining	NOUN
edu-5885	95	15	development	development	NOUN
edu-5885	95	16	process	process	NOUN
edu-5885	95	17	.	.	PUNCT
edu-5885	96	1	the	the	DET
edu-5885	96	2	crossindustry	crossindustry	NOUN
edu-5885	96	3	standard	standard	ADJ
edu-5885	96	4	process	process	NOUN
edu-5885	96	5	for	for	ADP
edu-5885	96	6	data	data	NOUN
edu-5885	96	7	mining	mining	NOUN
edu-5885	96	8	(	(	PUNCT
edu-5885	96	9	crisp	crisp	ADJ
edu-5885	96	10	-	-	PUNCT
edu-5885	96	11	dm	dm	NOUN
edu-5885	96	12	)	)	PUNCT
edu-5885	96	13	offers	offer	VERB
edu-5885	96	14	a	a	DET
edu-5885	96	15	research	research	NOUN
edu-5885	96	16	process	process	NOUN
edu-5885	96	17	that	that	PRON
edu-5885	96	18	follows	follow	VERB
edu-5885	96	19	specific	specific	ADJ
edu-5885	96	20	guidelines	guideline	NOUN
edu-5885	96	21	.	.	PUNCT
edu-5885	97	1	the	the	DET
edu-5885	97	2	tasks	task	NOUN
edu-5885	97	3	assigned	assign	VERB
edu-5885	97	4	to	to	ADP
edu-5885	97	5	each	each	DET
edu-5885	97	6	step	step	NOUN
edu-5885	97	7	are	be	AUX
edu-5885	97	8	as	as	SCONJ
edu-5885	97	9	follows	follow	VERB
edu-5885	97	10	:	:	PUNCT
edu-5885	97	11	2.5.1	2.5.1	X
edu-5885	97	12	.	.	PUNCT
edu-5885	98	1	understanding	understand	VERB
edu-5885	98	2	the	the	DET
edu-5885	98	3	problem	problem	NOUN
edu-5885	98	4	(	(	PUNCT
edu-5885	98	5	business	business	NOUN
edu-5885	98	6	understanding	understanding	NOUN
edu-5885	98	7	)	)	PUNCT
edu-5885	98	8	2.5.1.1	2.5.1.1	NUM
edu-5885	98	9	.	.	PUNCT
edu-5885	99	1	data	datum	NOUN
edu-5885	99	2	understanding	understand	VERB
edu-5885	99	3	the	the	DET
edu-5885	99	4	researcher	researcher	NOUN
edu-5885	99	5	examined	examine	VERB
edu-5885	99	6	the	the	DET
edu-5885	99	7	existing	exist	VERB
edu-5885	99	8	data	datum	NOUN
edu-5885	99	9	and	and	CCONJ
edu-5885	99	10	evaluated	evaluate	VERB
edu-5885	99	11	its	its	PRON
edu-5885	99	12	suitability	suitability	NOUN
edu-5885	99	13	for	for	ADP
edu-5885	99	14	analysis	analysis	NOUN
edu-5885	99	15	.	.	PUNCT
edu-5885	100	1	there	there	PRON
edu-5885	100	2	are	be	VERB
edu-5885	100	3	methods	method	NOUN
edu-5885	100	4	,	,	PUNCT
edu-5885	100	5	as	as	SCONJ
edu-5885	100	6	follows	follow	VERB
edu-5885	100	7	:	:	PUNCT
edu-5885	100	8	at	at	ADP
edu-5885	100	9	this	this	DET
edu-5885	100	10	stage	stage	NOUN
edu-5885	100	11	,	,	PUNCT
edu-5885	100	12	to	to	PART
edu-5885	100	13	collect	collect	VERB
edu-5885	100	14	the	the	DET
edu-5885	100	15	above	above	ADJ
edu-5885	100	16	data	datum	NOUN
edu-5885	100	17	,	,	PUNCT
edu-5885	100	18	the	the	DET
edu-5885	100	19	researcher	researcher	NOUN
edu-5885	100	20	created	create	VERB
edu-5885	100	21	an	an	DET
edu-5885	100	22	online	online	ADJ
edu-5885	100	23	form	form	NOUN
edu-5885	100	24	for	for	ADP
edu-5885	100	25	assessing	assess	VERB
edu-5885	100	26	stress	stress	NOUN
edu-5885	100	27	and	and	CCONJ
edu-5885	100	28	depression	depression	NOUN
edu-5885	100	29	using	use	VERB
edu-5885	100	30	google	google	PROPN
edu-5885	100	31	forms	form	NOUN
edu-5885	100	32	.	.	PUNCT
edu-5885	101	1	the	the	DET
edu-5885	101	2	questions	question	NOUN
edu-5885	101	3	included	include	VERB
edu-5885	101	4	the	the	DET
edu-5885	101	5	student	student	NOUN
edu-5885	101	6	's	's	PART
edu-5885	101	7	email	email	NOUN
edu-5885	101	8	or	or	CCONJ
edu-5885	101	9	line	line	NOUN
edu-5885	101	10	i	i	PROPN
edu-5885	101	11	d	d	PROPN
edu-5885	101	12	,	,	PUNCT
edu-5885	101	13	as	as	ADV
edu-5885	101	14	well	well	ADV
edu-5885	101	15	as	as	ADP
edu-5885	101	16	their	their	PRON
edu-5885	101	17	gender	gender	NOUN
edu-5885	101	18	.	.	PUNCT
edu-5885	102	1	the	the	DET
edu-5885	102	2	school	school	NOUN
edu-5885	102	3	has	have	VERB
edu-5885	102	4	a	a	DET
edu-5885	102	5	student	student	NOUN
edu-5885	102	6	grade	grade	NOUN
edu-5885	102	7	point	point	NOUN
edu-5885	102	8	average	average	NOUN
edu-5885	102	9	(	(	PUNCT
edu-5885	102	10	gpa	gpa	PROPN
edu-5885	102	11	)	)	PUNCT
edu-5885	102	12	,	,	PUNCT
edu-5885	102	13	and	and	CCONJ
edu-5885	102	14	this	this	DET
edu-5885	102	15	form	form	NOUN
edu-5885	102	16	consists	consist	VERB
edu-5885	102	17	of	of	ADP
edu-5885	102	18	three	three	NUM
edu-5885	102	19	types	type	NOUN
edu-5885	102	20	of	of	ADP
edu-5885	102	21	assessments	assessment	NOUN
edu-5885	102	22	:	:	PUNCT
edu-5885	102	23	1	1	X
edu-5885	102	24	)	)	PUNCT
edu-5885	102	25	the	the	DET
edu-5885	102	26	stress	stress	NOUN
edu-5885	102	27	assessment	assessment	NOUN
edu-5885	102	28	scale	scale	NOUN
edu-5885	102	29	(	(	PUNCT
edu-5885	102	30	spst-20	spst-20	NOUN
edu-5885	102	31	)	)	PUNCT
edu-5885	102	32	,	,	PUNCT
edu-5885	102	33	which	which	PRON
edu-5885	102	34	is	be	AUX
edu-5885	102	35	a	a	DET
edu-5885	102	36	stress	stress	NOUN
edu-5885	102	37	symptom	symptom	NOUN
edu-5885	102	38	assessment	assessment	NOUN
edu-5885	102	39	questionnaire	questionnaire	NOUN
edu-5885	102	40	consisting	consist	VERB
edu-5885	102	41	of	of	ADP
edu-5885	102	42	20	20	NUM
edu-5885	102	43	questions	question	NOUN
edu-5885	102	44	,	,	PUNCT
edu-5885	102	45	is	be	AUX
edu-5885	102	46	an	an	DET
edu-5885	102	47	initial	initial	ADJ
edu-5885	102	48	screening	screening	NOUN
edu-5885	102	49	test	test	NOUN
edu-5885	102	50	for	for	ADP
edu-5885	102	51	depression	depression	NOUN
edu-5885	102	52	.	.	PUNCT
edu-5885	103	1	2	2	X
edu-5885	103	2	)	)	PUNCT
edu-5885	103	3	the	the	DET
edu-5885	103	4	9	9	NUM
edu-5885	103	5	-	-	PUNCT
edu-5885	103	6	question	question	NOUN
edu-5885	103	7	depression	depression	NOUN
edu-5885	103	8	assessment	assessment	NOUN
edu-5885	103	9	scale	scale	NOUN
edu-5885	103	10	(	(	PUNCT
edu-5885	103	11	9q	9q	NUM
edu-5885	103	12	)	)	PUNCT
edu-5885	103	13	,	,	PUNCT
edu-5885	103	14	a	a	DET
edu-5885	103	15	depression	depression	NOUN
edu-5885	103	16	symptom	symptom	NOUN
edu-5885	103	17	assessment	assessment	NOUN
edu-5885	103	18	scale	scale	NOUN
edu-5885	103	19	consisting	consist	VERB
edu-5885	103	20	of	of	ADP
edu-5885	103	21	9	9	NUM
edu-5885	103	22	questions	question	NOUN
edu-5885	103	23	;	;	PUNCT
edu-5885	103	24	and	and	CCONJ
edu-5885	103	25	3	3	X
edu-5885	103	26	)	)	PUNCT
edu-5885	103	27	the	the	DET
edu-5885	103	28	8	8	NUM
edu-5885	103	29	-	-	PUNCT
edu-5885	103	30	question	question	NOUN
edu-5885	103	31	suicide	suicide	NOUN
edu-5885	103	32	assessment	assessment	NOUN
edu-5885	103	33	scale	scale	NOUN
edu-5885	103	34	(	(	PUNCT
edu-5885	103	35	8q	8q	NUM
edu-5885	103	36	)	)	PUNCT
edu-5885	103	37	,	,	PUNCT
edu-5885	103	38	a	a	DET
edu-5885	103	39	severity	severity	NOUN
edu-5885	103	40	assessment	assessment	NOUN
edu-5885	103	41	scale	scale	NOUN
edu-5885	103	42	of	of	ADP
edu-5885	103	43	suicide	suicide	NOUN
edu-5885	103	44	consisting	consist	VERB
edu-5885	103	45	of	of	ADP
edu-5885	103	46	8	8	NUM
edu-5885	103	47	questions	question	NOUN
edu-5885	103	48	.	.	PUNCT
edu-5885	104	1	describe	describe	VERB
edu-5885	104	2	data	datum	NOUN
edu-5885	104	3	:	:	PUNCT
edu-5885	104	4	1	1	X
edu-5885	104	5	)	)	PUNCT
edu-5885	104	6	current	current	ADJ
edu-5885	104	7	gpa	gpa	PROPN
edu-5885	104	8	;	;	PUNCT
edu-5885	104	9	2	2	X
edu-5885	104	10	)	)	PUNCT
edu-5885	104	11	stress	stress	NOUN
edu-5885	104	12	assessment	assessment	NOUN
edu-5885	104	13	scale	scale	NOUN
edu-5885	104	14	(	(	PUNCT
edu-5885	104	15	spst-20	spst-20	NOUN
edu-5885	104	16	)	)	PUNCT
edu-5885	104	17	,	,	PUNCT
edu-5885	104	18	a	a	DET
edu-5885	104	19	20	20	NUM
edu-5885	104	20	-	-	PUNCT
edu-5885	104	21	question	question	NOUN
edu-5885	104	22	stress	stress	NOUN
edu-5885	104	23	symptom	symptom	NOUN
edu-5885	104	24	assessment	assessment	NOUN
edu-5885	104	25	questionnaire	questionnaire	NOUN
edu-5885	104	26	that	that	PRON
edu-5885	104	27	serves	serve	VERB
edu-5885	104	28	as	as	ADP
edu-5885	104	29	an	an	DET
edu-5885	104	30	initial	initial	ADJ
edu-5885	104	31	screening	screening	NOUN
edu-5885	104	32	test	test	NOUN
edu-5885	104	33	for	for	ADP
edu-5885	104	34	depression	depression	NOUN
edu-5885	104	35	.	.	PUNCT
edu-5885	105	1	3	3	X
edu-5885	105	2	)	)	PUNCT
edu-5885	105	3	the	the	DET
edu-5885	105	4	9	9	NUM
edu-5885	105	5	-	-	PUNCT
edu-5885	105	6	question	question	NOUN
edu-5885	105	7	depression	depression	NOUN
edu-5885	105	8	assessment	assessment	NOUN
edu-5885	105	9	scale	scale	NOUN
edu-5885	105	10	(	(	PUNCT
edu-5885	105	11	9q	9q	NUM
edu-5885	105	12	)	)	PUNCT
edu-5885	105	13	,	,	PUNCT
edu-5885	105	14	a	a	DET
edu-5885	105	15	depression	depression	NOUN
edu-5885	105	16	symptom	symptom	NOUN
edu-5885	105	17	assessment	assessment	NOUN
edu-5885	105	18	scale	scale	NOUN
edu-5885	105	19	consisting	consist	VERB
edu-5885	105	20	of	of	ADP
edu-5885	105	21	9	9	NUM
edu-5885	105	22	questions	question	NOUN
edu-5885	105	23	;	;	PUNCT
edu-5885	105	24	and	and	CCONJ
edu-5885	105	25	4	4	X
edu-5885	105	26	)	)	PUNCT
edu-5885	105	27	the	the	DET
edu-5885	105	28	8	8	NUM
edu-5885	105	29	-	-	PUNCT
edu-5885	105	30	question	question	NOUN
edu-5885	105	31	suicide	suicide	NOUN
edu-5885	105	32	assessment	assessment	NOUN
edu-5885	105	33	scale	scale	NOUN
edu-5885	105	34	(	(	PUNCT
edu-5885	105	35	8q	8q	NUM
edu-5885	105	36	)	)	PUNCT
edu-5885	105	37	,	,	PUNCT
edu-5885	105	38	a	a	DET
edu-5885	105	39	severity	severity	NOUN
edu-5885	105	40	assessment	assessment	NOUN
edu-5885	105	41	scale	scale	NOUN
edu-5885	105	42	of	of	ADP
edu-5885	105	43	suicide	suicide	NOUN
edu-5885	105	44	consisting	consist	VERB
edu-5885	105	45	of	of	ADP
edu-5885	105	46	8	8	NUM
edu-5885	105	47	questions	question	NOUN
edu-5885	105	48	.	.	PUNCT
edu-5885	106	1	•	•	NUM
edu-5885	106	2	data	datum	NOUN
edu-5885	106	3	preparation	preparation	NOUN
edu-5885	106	4	divides	divide	VERB
edu-5885	106	5	the	the	DET
edu-5885	106	6	information	information	NOUN
edu-5885	106	7	into	into	ADP
edu-5885	106	8	three	three	NUM
edu-5885	106	9	sub	sub	NOUN
edu-5885	106	10	-	-	NOUN
edu-5885	106	11	steps	step	NOUN
edu-5885	106	12	.	.	PUNCT
edu-5885	107	1	•	•	NUM
edu-5885	107	2	data	datum	NOUN
edu-5885	107	3	selection	selection	NOUN
edu-5885	107	4	:	:	PUNCT
edu-5885	107	5	choose	choose	VERB
edu-5885	107	6	pertinent	pertinent	ADJ
edu-5885	107	7	data	datum	NOUN
edu-5885	107	8	for	for	ADP
edu-5885	107	9	further	further	ADJ
edu-5885	107	10	analysis	analysis	NOUN
edu-5885	107	11	.	.	PUNCT
edu-5885	108	1	it	it	PRON
edu-5885	108	2	is	be	AUX
edu-5885	108	3	taken	take	VERB
edu-5885	108	4	from	from	ADP
edu-5885	108	5	multiple	multiple	ADJ
edu-5885	108	6	columns	column	NOUN
edu-5885	108	7	.	.	PUNCT
edu-5885	109	1	•	•	NUM
edu-5885	109	2	data	datum	NOUN
edu-5885	109	3	cleaning	cleaning	NOUN
edu-5885	109	4	:	:	PUNCT
edu-5885	109	5	this	this	DET
edu-5885	109	6	stage	stage	NOUN
edu-5885	109	7	was	be	AUX
edu-5885	109	8	the	the	DET
edu-5885	109	9	process	process	NOUN
edu-5885	109	10	of	of	ADP
edu-5885	109	11	cleaning	clean	VERB
edu-5885	109	12	the	the	DET
edu-5885	109	13	data	datum	NOUN
edu-5885	109	14	in	in	ADP
edu-5885	109	15	order	order	NOUN
edu-5885	109	16	to	to	PART
edu-5885	109	17	format	format	VERB
edu-5885	109	18	it	it	PRON
edu-5885	109	19	in	in	ADP
edu-5885	109	20	an	an	DET
edu-5885	109	21	appropriate	appropriate	ADJ
edu-5885	109	22	format	format	NOUN
edu-5885	109	23	and	and	CCONJ
edu-5885	109	24	eliminate	eliminate	VERB
edu-5885	109	25	missing	miss	VERB
edu-5885	109	26	data	datum	NOUN
edu-5885	109	27	.	.	PUNCT
edu-5885	110	1	the	the	DET
edu-5885	110	2	author	author	NOUN
edu-5885	110	3	used	use	VERB
edu-5885	110	4	ms	ms	PROPN
edu-5885	110	5	excel	excel	VERB
edu-5885	110	6	to	to	PART
edu-5885	110	7	check	check	VERB
edu-5885	110	8	if	if	SCONJ
edu-5885	110	9	there	there	PRON
edu-5885	110	10	were	be	VERB
edu-5885	110	11	any	any	DET
edu-5885	110	12	missing	missing	ADJ
edu-5885	110	13	data	datum	NOUN
edu-5885	110	14	in	in	ADP
edu-5885	110	15	each	each	DET
edu-5885	110	16	column	column	NOUN
edu-5885	110	17	asian	asian	PROPN
edu-5885	110	18	journal	journal	PROPN
edu-5885	110	19	of	of	ADP
edu-5885	110	20	education	education	NOUN
edu-5885	110	21	and	and	CCONJ
edu-5885	110	22	training	training	NOUN
edu-5885	110	23	,	,	PUNCT
edu-5885	110	24	2024	2024	NUM
edu-5885	110	25	,	,	PUNCT
edu-5885	110	26	10(3	10(3	NUM
edu-5885	110	27	):	):	PUNCT
edu-5885	110	28	146	146	NUM
edu-5885	110	29	-	-	SYM
edu-5885	110	30	153	153	NUM
edu-5885	110	31	149	149	NUM
edu-5885	110	32	©	©	ADP
edu-5885	110	33	2024	2024	NUM
edu-5885	110	34	by	by	ADP
edu-5885	110	35	the	the	DET
edu-5885	110	36	authors	author	NOUN
edu-5885	110	37	;	;	PUNCT
edu-5885	110	38	licensee	licensee	PROPN
edu-5885	110	39	asian	asian	ADJ
edu-5885	110	40	online	online	PROPN
edu-5885	110	41	journal	journal	PROPN
edu-5885	110	42	publishing	publishing	NOUN
edu-5885	110	43	group	group	NOUN
edu-5885	110	44	and	and	CCONJ
edu-5885	110	45	roll	roll	NOUN
edu-5885	110	46	,	,	PUNCT
edu-5885	110	47	as	as	SCONJ
edu-5885	110	48	shown	show	VERB
edu-5885	110	49	in	in	ADP
edu-5885	110	50	figure	figure	NOUN
edu-5885	110	51	1	1	NUM
edu-5885	110	52	.	.	PUNCT
edu-5885	110	53	figure	figure	NOUN
edu-5885	110	54	1	1	NUM
edu-5885	110	55	.	.	PUNCT
edu-5885	110	56	transform	transform	VERB
edu-5885	110	57	data	datum	NOUN
edu-5885	110	58	to	to	PART
edu-5885	110	59	excel	excel	VERB
edu-5885	110	60	for	for	ADP
edu-5885	110	61	analysis	analysis	NOUN
edu-5885	110	62	.	.	PUNCT
edu-5885	111	1	data	datum	NOUN
edu-5885	111	2	transformation	transformation	NOUN
edu-5885	111	3	is	be	AUX
edu-5885	111	4	the	the	DET
edu-5885	111	5	process	process	NOUN
edu-5885	111	6	of	of	ADP
edu-5885	111	7	transforming	transform	VERB
edu-5885	111	8	data	datum	NOUN
edu-5885	111	9	into	into	ADP
edu-5885	111	10	a	a	DET
edu-5885	111	11	format	format	NOUN
edu-5885	111	12	that	that	PRON
edu-5885	111	13	is	be	AUX
edu-5885	111	14	ready	ready	ADJ
edu-5885	111	15	for	for	ADP
edu-5885	111	16	use	use	NOUN
edu-5885	111	17	in	in	ADP
edu-5885	111	18	analysis	analysis	NOUN
edu-5885	111	19	by	by	ADP
edu-5885	111	20	specifying	specify	VERB
edu-5885	111	21	the	the	DET
edu-5885	111	22	quality	quality	NOUN
edu-5885	111	23	variables	variable	NOUN
edu-5885	111	24	,	,	PUNCT
edu-5885	111	25	as	as	SCONJ
edu-5885	111	26	shown	show	VERB
edu-5885	111	27	in	in	ADP
edu-5885	111	28	the	the	DET
edu-5885	111	29	following	follow	VERB
edu-5885	111	30	table	table	NOUN
edu-5885	111	31	2	2	NUM
edu-5885	111	32	.	.	PUNCT
edu-5885	111	33	table	table	NOUN
edu-5885	111	34	2	2	NUM
edu-5885	111	35	.	.	PUNCT
edu-5885	111	36	determination	determination	NOUN
edu-5885	111	37	of	of	ADP
edu-5885	111	38	the	the	DET
edu-5885	111	39	quality	quality	NOUN
edu-5885	111	40	level	level	NOUN
edu-5885	111	41	of	of	ADP
edu-5885	111	42	variables	variable	NOUN
edu-5885	111	43	.	.	PUNCT
edu-5885	112	1	quality	quality	NOUN
edu-5885	112	2	level	level	NOUN
edu-5885	112	3	of	of	ADP
edu-5885	112	4	variables	variable	NOUN
edu-5885	112	5	description	description	NOUN
edu-5885	112	6	ดีมาก	ดีมาก	ADP
edu-5885	112	7	(	(	PUNCT
edu-5885	112	8	very	very	ADV
edu-5885	112	9	good	good	ADJ
edu-5885	112	10	)	)	PUNCT
edu-5885	112	11	very	very	ADV
edu-5885	112	12	good	good	ADJ
edu-5885	112	13	ดี	ดี	ADV
edu-5885	112	14	(	(	PUNCT
edu-5885	112	15	good	good	ADJ
edu-5885	112	16	)	)	PUNCT
edu-5885	112	17	good	good	ADJ
edu-5885	112	18	ปานกลาง	ปานกลาง	PROPN
edu-5885	112	19	(	(	PUNCT
edu-5885	112	20	moderate	moderate	ADJ
edu-5885	112	21	)	)	PUNCT
edu-5885	112	22	moderate	moderate	ADJ
edu-5885	112	23	พอใช	พอใช	NOUN
edu-5885	112	24	้(fair	้(fair	NOUN
edu-5885	112	25	)	)	PUNCT
edu-5885	112	26	fair	fair	ADJ
edu-5885	112	27	ควรปรบัปรุง	ควรปรบัปรุง	PROPN
edu-5885	112	28	(	(	PUNCT
edu-5885	112	29	adjust	adjust	VERB
edu-5885	112	30	)	)	PUNCT
edu-5885	112	31	adjust	adjust	VERB
edu-5885	112	32	table	table	NOUN
edu-5885	112	33	2	2	NUM
edu-5885	112	34	illustrates	illustrate	VERB
edu-5885	112	35	the	the	DET
edu-5885	112	36	process	process	NOUN
edu-5885	112	37	of	of	ADP
edu-5885	112	38	determining	determine	VERB
edu-5885	112	39	the	the	DET
edu-5885	112	40	quality	quality	NOUN
edu-5885	112	41	level	level	NOUN
edu-5885	112	42	of	of	ADP
edu-5885	112	43	variables	variable	NOUN
edu-5885	112	44	.	.	PUNCT
edu-5885	113	1	the	the	DET
edu-5885	113	2	classification	classification	NOUN
edu-5885	113	3	process	process	NOUN
edu-5885	113	4	employed	employ	VERB
edu-5885	113	5	five	five	NUM
edu-5885	113	6	classes	class	NOUN
edu-5885	113	7	of	of	ADP
edu-5885	113	8	quality	quality	NOUN
edu-5885	113	9	-	-	PUNCT
edu-5885	113	10	level	level	NOUN
edu-5885	113	11	variables	variable	NOUN
edu-5885	113	12	.	.	PUNCT
edu-5885	114	1	because	because	SCONJ
edu-5885	114	2	this	this	DET
edu-5885	114	3	study	study	NOUN
edu-5885	114	4	was	be	AUX
edu-5885	114	5	conducted	conduct	VERB
edu-5885	114	6	in	in	ADP
edu-5885	114	7	thailand	thailand	PROPN
edu-5885	114	8	,	,	PUNCT
edu-5885	114	9	the	the	DET
edu-5885	114	10	researcher	researcher	NOUN
edu-5885	114	11	used	use	VERB
edu-5885	114	12	thai	thai	PROPN
edu-5885	114	13	in	in	ADP
edu-5885	114	14	terms	term	NOUN
edu-5885	114	15	of	of	ADP
edu-5885	114	16	ดีมาก	ดีมาก	PRON
edu-5885	114	17	(	(	PUNCT
edu-5885	114	18	very	very	ADV
edu-5885	114	19	good	good	ADJ
edu-5885	114	20	)	)	PUNCT
edu-5885	114	21	,	,	PUNCT
edu-5885	114	22	ดี	ดี	ADV
edu-5885	114	23	(	(	PUNCT
edu-5885	114	24	good	good	ADJ
edu-5885	114	25	)	)	PUNCT
edu-5885	114	26	,	,	PUNCT
edu-5885	114	27	and	and	CCONJ
edu-5885	114	28	ปานกลาง	ปานกลาง	PROPN
edu-5885	114	29	(	(	PUNCT
edu-5885	114	30	moderate	moderate	ADJ
edu-5885	114	31	)	)	PUNCT
edu-5885	114	32	.	.	PUNCT
edu-5885	115	1	พอใช้	พอใช้	PUNCT
edu-5885	115	2	(	(	PUNCT
edu-5885	115	3	fair	fair	ADJ
edu-5885	115	4	)	)	PUNCT
edu-5885	115	5	and	and	CCONJ
edu-5885	115	6	ควรปรับปรุง	ควรปรับปรุง	PROPN
edu-5885	115	7	(	(	PUNCT
edu-5885	115	8	adjust	adjust	VERB
edu-5885	115	9	)	)	PUNCT
edu-5885	115	10	as	as	ADP
edu-5885	115	11	a	a	DET
edu-5885	115	12	class	class	NOUN
edu-5885	115	13	in	in	ADP
edu-5885	115	14	testing	test	VERB
edu-5885	115	15	the	the	DET
edu-5885	115	16	precision	precision	NOUN
edu-5885	115	17	,	,	PUNCT
edu-5885	115	18	recall	recall	NOUN
edu-5885	115	19	,	,	PUNCT
edu-5885	115	20	f1	f1	NOUN
edu-5885	115	21	-	-	PUNCT
edu-5885	115	22	score	score	NOUN
edu-5885	115	23	,	,	PUNCT
edu-5885	115	24	and	and	CCONJ
edu-5885	115	25	support	support	NOUN
edu-5885	115	26	in	in	ADP
edu-5885	115	27	each	each	DET
edu-5885	115	28	machine	machine	NOUN
edu-5885	115	29	learning	learning	NOUN
edu-5885	115	30	technique	technique	NOUN
edu-5885	115	31	.	.	PUNCT
edu-5885	116	1	2.6	2.6	NUM
edu-5885	116	2	.	.	PUNCT
edu-5885	116	3	modeling	modeling	NOUN
edu-5885	116	4	phase	phase	NOUN
edu-5885	116	5	this	this	DET
edu-5885	116	6	phase	phase	NOUN
edu-5885	116	7	involved	involve	VERB
edu-5885	116	8	the	the	DET
edu-5885	116	9	selection	selection	NOUN
edu-5885	116	10	of	of	ADP
edu-5885	116	11	suitable	suitable	ADJ
edu-5885	116	12	models	model	NOUN
edu-5885	116	13	to	to	PART
edu-5885	116	14	improve	improve	VERB
edu-5885	116	15	the	the	DET
edu-5885	116	16	variables	variable	NOUN
edu-5885	116	17	for	for	ADP
edu-5885	116	18	the	the	DET
edu-5885	116	19	best	good	ADJ
edu-5885	116	20	results	result	NOUN
edu-5885	116	21	.	.	PUNCT
edu-5885	117	1	at	at	ADP
edu-5885	117	2	this	this	DET
edu-5885	117	3	stage	stage	NOUN
edu-5885	117	4	,	,	PUNCT
edu-5885	117	5	the	the	DET
edu-5885	117	6	researcher	researcher	NOUN
edu-5885	117	7	selected	select	VERB
edu-5885	117	8	the	the	DET
edu-5885	117	9	following	follow	VERB
edu-5885	117	10	data	data	NOUN
edu-5885	117	11	mining	mining	NOUN
edu-5885	117	12	techniques	technique	NOUN
edu-5885	117	13	and	and	CCONJ
edu-5885	117	14	algorithms	algorithm	NOUN
edu-5885	117	15	:	:	PUNCT
edu-5885	117	16	•	•	NOUN
edu-5885	117	17	support	support	NOUN
edu-5885	117	18	vector	vector	NOUN
edu-5885	117	19	machine	machine	NOUN
edu-5885	117	20	technique	technique	NOUN
edu-5885	117	21	(	(	PUNCT
edu-5885	117	22	svm	svm	PROPN
edu-5885	117	23	)	)	PUNCT
edu-5885	117	24	.	.	PUNCT
edu-5885	118	1	•	•	NUM
edu-5885	118	2	k	k	X
edu-5885	118	3	-	-	PUNCT
edu-5885	118	4	nearest	near	ADJ
edu-5885	118	5	neighbors	neighbor	NOUN
edu-5885	118	6	’	’	PART
edu-5885	118	7	technique	technique	NOUN
edu-5885	118	8	(	(	PUNCT
edu-5885	118	9	k	k	NOUN
edu-5885	118	10	-	-	PUNCT
edu-5885	118	11	nn	nn	NOUN
edu-5885	118	12	)	)	PUNCT
edu-5885	118	13	.	.	PUNCT
edu-5885	119	1	•	•	NUM
edu-5885	119	2	logistic	logistic	ADJ
edu-5885	119	3	regression	regression	NOUN
edu-5885	119	4	technique	technique	NOUN
edu-5885	119	5	(	(	PUNCT
edu-5885	119	6	lr	lr	NOUN
edu-5885	119	7	)	)	PUNCT
edu-5885	119	8	.	.	PUNCT
edu-5885	120	1	•	•	NUM
edu-5885	120	2	decision	decision	NOUN
edu-5885	120	3	tree	tree	NOUN
edu-5885	120	4	technique	technique	NOUN
edu-5885	120	5	(	(	PUNCT
edu-5885	120	6	dt	dt	NOUN
edu-5885	120	7	)	)	PUNCT
edu-5885	120	8	.	.	PUNCT
edu-5885	121	1	•	•	NUM
edu-5885	121	2	naïve	naïve	ADJ
edu-5885	121	3	bayes	bayes	NOUN
edu-5885	121	4	technique	technique	NOUN
edu-5885	121	5	(	(	PUNCT
edu-5885	121	6	nb	nb	NOUN
edu-5885	121	7	)	)	PUNCT
edu-5885	121	8	.	.	PUNCT
edu-5885	122	1	2.7	2.7	NUM
edu-5885	122	2	.	.	PUNCT
edu-5885	122	3	evaluation	evaluation	NOUN
edu-5885	122	4	phase	phase	NOUN
edu-5885	122	5	by	by	ADP
edu-5885	122	6	evaluating	evaluate	VERB
edu-5885	122	7	the	the	DET
edu-5885	122	8	model	model	NOUN
edu-5885	122	9	as	as	ADP
edu-5885	122	10	a	a	DET
edu-5885	122	11	correlation	correlation	NOUN
edu-5885	122	12	rule	rule	NOUN
edu-5885	122	13	,	,	PUNCT
edu-5885	122	14	which	which	PRON
edu-5885	122	15	takes	take	VERB
edu-5885	122	16	into	into	ADP
edu-5885	122	17	account	account	NOUN
edu-5885	122	18	considerations	consideration	NOUN
edu-5885	122	19	of	of	ADP
edu-5885	122	20	support	support	NOUN
edu-5885	122	21	,	,	PUNCT
edu-5885	122	22	validity	validity	NOUN
edu-5885	122	23	,	,	PUNCT
edu-5885	122	24	accuracy	accuracy	NOUN
edu-5885	122	25	,	,	PUNCT
edu-5885	122	26	recall	recall	NOUN
edu-5885	122	27	,	,	PUNCT
edu-5885	122	28	and	and	CCONJ
edu-5885	122	29	f1	f1	ADJ
edu-5885	122	30	-	-	PUNCT
edu-5885	122	31	score	score	NOUN
edu-5885	122	32	values	value	NOUN
edu-5885	122	33	,	,	PUNCT
edu-5885	122	34	we	we	PRON
edu-5885	122	35	can	can	AUX
edu-5885	122	36	determine	determine	VERB
edu-5885	122	37	the	the	DET
edu-5885	122	38	appropriateness	appropriateness	NOUN
edu-5885	122	39	of	of	ADP
edu-5885	122	40	the	the	DET
edu-5885	122	41	model	model	NOUN
edu-5885	122	42	's	's	PART
edu-5885	122	43	application	application	NOUN
edu-5885	122	44	and	and	CCONJ
edu-5885	122	45	how	how	SCONJ
edu-5885	122	46	accurate	accurate	ADJ
edu-5885	122	47	the	the	DET
edu-5885	122	48	model	model	NOUN
edu-5885	122	49	predicts	predict	NOUN
edu-5885	122	50	.	.	PUNCT
edu-5885	123	1	2.8	2.8	NUM
edu-5885	123	2	.	.	PUNCT
edu-5885	123	3	deployment	deployment	NOUN
edu-5885	123	4	phase	phase	NOUN
edu-5885	123	5	2.8.1	2.8.1	NUM
edu-5885	123	6	.	.	PUNCT
edu-5885	124	1	development	development	NOUN
edu-5885	124	2	of	of	ADP
edu-5885	124	3	the	the	DET
edu-5885	124	4	platform	platform	NOUN
edu-5885	124	5	phase	phase	NOUN
edu-5885	124	6	we	we	PRON
edu-5885	124	7	have	have	AUX
edu-5885	124	8	developed	develop	VERB
edu-5885	124	9	a	a	DET
edu-5885	124	10	digital	digital	ADJ
edu-5885	124	11	platform	platform	NOUN
edu-5885	124	12	that	that	PRON
edu-5885	124	13	analyzes	analyze	VERB
edu-5885	124	14	students	student	NOUN
edu-5885	124	15	based	base	VERB
edu-5885	124	16	on	on	ADP
edu-5885	124	17	their	their	PRON
edu-5885	124	18	learning	learning	NOUN
edu-5885	124	19	style	style	NOUN
edu-5885	124	20	.	.	PUNCT
edu-5885	125	1	1	1	X
edu-5885	125	2	)	)	PUNCT
edu-5885	125	3	students	student	NOUN
edu-5885	125	4	'	'	PART
edu-5885	125	5	current	current	ADJ
edu-5885	125	6	gpa	gpa	PROPN
edu-5885	125	7	;	;	PUNCT
edu-5885	125	8	2	2	X
edu-5885	125	9	)	)	PUNCT
edu-5885	125	10	the	the	DET
edu-5885	125	11	stress	stress	NOUN
edu-5885	125	12	assessment	assessment	NOUN
edu-5885	125	13	scale	scale	NOUN
edu-5885	125	14	(	(	PUNCT
edu-5885	125	15	spst-20	spst-20	NOUN
edu-5885	125	16	)	)	PUNCT
edu-5885	125	17	,	,	PUNCT
edu-5885	125	18	a	a	DET
edu-5885	125	19	20	20	NUM
edu-5885	125	20	-	-	PUNCT
edu-5885	125	21	question	question	NOUN
edu-5885	125	22	stress	stress	NOUN
edu-5885	125	23	symptom	symptom	NOUN
edu-5885	125	24	assessment	assessment	NOUN
edu-5885	125	25	questionnaire	questionnaire	NOUN
edu-5885	125	26	,	,	PUNCT
edu-5885	125	27	serves	serve	VERB
edu-5885	125	28	as	as	ADP
edu-5885	125	29	an	an	DET
edu-5885	125	30	initial	initial	ADJ
edu-5885	125	31	screening	screening	NOUN
edu-5885	125	32	test	test	NOUN
edu-5885	125	33	for	for	ADP
edu-5885	125	34	depression	depression	NOUN
edu-5885	125	35	.	.	PUNCT
edu-5885	126	1	3	3	X
edu-5885	126	2	)	)	PUNCT
edu-5885	126	3	the	the	DET
edu-5885	126	4	9	9	NUM
edu-5885	126	5	-	-	PUNCT
edu-5885	126	6	question	question	NOUN
edu-5885	126	7	depression	depression	NOUN
edu-5885	126	8	assessment	assessment	NOUN
edu-5885	126	9	scale	scale	NOUN
edu-5885	126	10	(	(	PUNCT
edu-5885	126	11	9q	9q	NUM
edu-5885	126	12	)	)	PUNCT
edu-5885	126	13	,	,	PUNCT
edu-5885	126	14	a	a	DET
edu-5885	126	15	depression	depression	NOUN
edu-5885	126	16	symptom	symptom	NOUN
edu-5885	126	17	assessment	assessment	NOUN
edu-5885	126	18	scale	scale	NOUN
edu-5885	126	19	with	with	ADP
edu-5885	126	20	9	9	NUM
edu-5885	126	21	questions	question	NOUN
edu-5885	126	22	,	,	PUNCT
edu-5885	126	23	and	and	CCONJ
edu-5885	126	24	4	4	X
edu-5885	126	25	)	)	PUNCT
edu-5885	126	26	the	the	DET
edu-5885	126	27	8	8	NUM
edu-5885	126	28	-	-	PUNCT
edu-5885	126	29	question	question	NOUN
edu-5885	126	30	suicide	suicide	NOUN
edu-5885	126	31	assessment	assessment	NOUN
edu-5885	126	32	scale	scale	NOUN
edu-5885	126	33	(	(	PUNCT
edu-5885	126	34	8q	8q	NUM
edu-5885	126	35	)	)	PUNCT
edu-5885	126	36	,	,	PUNCT
edu-5885	126	37	a	a	DET
edu-5885	126	38	severity	severity	NOUN
edu-5885	126	39	assessment	assessment	NOUN
edu-5885	126	40	scale	scale	NOUN
edu-5885	126	41	of	of	ADP
edu-5885	126	42	suicide	suicide	NOUN
edu-5885	126	43	with	with	ADP
edu-5885	126	44	8	8	NUM
edu-5885	126	45	questions	question	NOUN
edu-5885	126	46	,	,	PUNCT
edu-5885	126	47	which	which	PRON
edu-5885	126	48	divides	divide	VERB
edu-5885	126	49	the	the	DET
edu-5885	126	50	creation	creation	NOUN
edu-5885	126	51	process	process	NOUN
edu-5885	126	52	into	into	ADP
edu-5885	126	53	two	two	NUM
edu-5885	126	54	sections	section	NOUN
edu-5885	126	55	.	.	PUNCT
edu-5885	127	1	it	it	PRON
edu-5885	127	2	uses	use	VERB
edu-5885	127	3	data	datum	NOUN
edu-5885	127	4	mining	mining	NOUN
edu-5885	127	5	to	to	PART
edu-5885	127	6	develop	develop	VERB
edu-5885	127	7	a	a	DET
edu-5885	127	8	model	model	NOUN
edu-5885	127	9	based	base	VERB
edu-5885	127	10	on	on	ADP
edu-5885	127	11	the	the	DET
edu-5885	127	12	crisp	crisp	ADJ
edu-5885	127	13	-	-	PUNCT
edu-5885	127	14	dm	dm	NOUN
edu-5885	127	15	data	datum	NOUN
edu-5885	127	16	analysis	analysis	NOUN
edu-5885	127	17	process	process	NOUN
edu-5885	127	18	,	,	PUNCT
edu-5885	127	19	as	as	ADV
edu-5885	127	20	well	well	ADV
edu-5885	127	21	as	as	ADP
edu-5885	127	22	the	the	DET
edu-5885	127	23	development	development	NOUN
edu-5885	127	24	of	of	ADP
edu-5885	127	25	information	information	NOUN
edu-5885	127	26	systems	system	NOUN
edu-5885	127	27	through	through	ADP
edu-5885	127	28	the	the	DET
edu-5885	127	29	systems	system	NOUN
edu-5885	127	30	development	development	NOUN
edu-5885	127	31	life	life	NOUN
edu-5885	127	32	cycle	cycle	NOUN
edu-5885	127	33	(	(	PUNCT
edu-5885	127	34	sdlc	sdlc	PROPN
edu-5885	127	35	)	)	PUNCT
edu-5885	127	36	(	(	PUNCT
edu-5885	127	37	phakdiwatthanakul	phakdiwatthanakul	NOUN
edu-5885	127	38	&	&	CCONJ
edu-5885	127	39	panichkul	panichkul	PROPN
edu-5885	127	40	,	,	PUNCT
edu-5885	127	41	2008	2008	NUM
edu-5885	127	42	)	)	PUNCT
edu-5885	127	43	.	.	PUNCT
edu-5885	128	1	asian	asian	ADJ
edu-5885	128	2	journal	journal	PROPN
edu-5885	128	3	of	of	ADP
edu-5885	128	4	education	education	NOUN
edu-5885	128	5	and	and	CCONJ
edu-5885	128	6	training	training	NOUN
edu-5885	128	7	,	,	PUNCT
edu-5885	128	8	2024	2024	NUM
edu-5885	128	9	,	,	PUNCT
edu-5885	128	10	10(3	10(3	NUM
edu-5885	128	11	):	):	PUNCT
edu-5885	128	12	146	146	NUM
edu-5885	128	13	-	-	SYM
edu-5885	128	14	153	153	NUM
edu-5885	128	15	150	150	NUM
edu-5885	128	16	©	©	ADP
edu-5885	128	17	2024	2024	NUM
edu-5885	128	18	by	by	ADP
edu-5885	128	19	the	the	DET
edu-5885	128	20	authors	author	NOUN
edu-5885	128	21	;	;	PUNCT
edu-5885	128	22	licensee	licensee	PROPN
edu-5885	128	23	asian	asian	ADJ
edu-5885	128	24	online	online	PROPN
edu-5885	128	25	journal	journal	PROPN
edu-5885	128	26	publishing	publishing	NOUN
edu-5885	128	27	group	group	PROPN
edu-5885	128	28	3	3	NUM
edu-5885	128	29	.	.	PUNCT
edu-5885	128	30	results	result	NOUN
edu-5885	128	31	3.1	3.1	NUM
edu-5885	128	32	.	.	PUNCT
edu-5885	129	1	the	the	DET
edu-5885	129	2	results	result	NOUN
edu-5885	129	3	of	of	ADP
edu-5885	129	4	students	student	NOUN
edu-5885	129	5	’	'	PUNCT
edu-5885	129	6	stress	stress	NOUN
edu-5885	129	7	and	and	CCONJ
edu-5885	129	8	depression	depression	NOUN
edu-5885	129	9	and	and	CCONJ
edu-5885	129	10	machine	machine	NOUN
edu-5885	129	11	learning	learn	VERB
edu-5885	129	12	techniques	technique	NOUN
edu-5885	129	13	in	in	ADP
edu-5885	129	14	analytic	analytic	ADJ
edu-5885	129	15	.	.	PUNCT
edu-5885	130	1	3.1.1	3.1.1	NUM
edu-5885	130	2	the	the	DET
edu-5885	130	3	results	result	NOUN
edu-5885	130	4	of	of	ADP
edu-5885	130	5	stress	stress	NOUN
edu-5885	130	6	and	and	CCONJ
edu-5885	130	7	depression	depression	NOUN
edu-5885	130	8	of	of	ADP
edu-5885	130	9	grade	grade	NOUN
edu-5885	130	10	12th	12th	NOUN
edu-5885	130	11	students	student	NOUN
edu-5885	130	12	table	table	VERB
edu-5885	130	13	3	3	NUM
edu-5885	130	14	.	.	PUNCT
edu-5885	130	15	results	result	NOUN
edu-5885	130	16	of	of	ADP
edu-5885	130	17	a	a	DET
edu-5885	130	18	study	study	NOUN
edu-5885	130	19	of	of	ADP
edu-5885	130	20	stress	stress	NOUN
edu-5885	130	21	and	and	CCONJ
edu-5885	130	22	depression	depression	NOUN
edu-5885	130	23	problems	problem	NOUN
edu-5885	130	24	among	among	ADP
edu-5885	130	25	students	student	NOUN
edu-5885	130	26	of	of	ADP
edu-5885	130	27	grade	grade	NOUN
edu-5885	130	28	12th	12th	NOUN
edu-5885	130	29	students	student	NOUN
edu-5885	130	30	.	.	PUNCT
edu-5885	131	1	measures	measure	NOUN
edu-5885	131	2	of	of	ADP
edu-5885	131	3	dispersion	dispersion	NOUN
edu-5885	131	4	sex	sex	NOUN
edu-5885	131	5	g12	g12	PROPN
edu-5885	131	6	gpa	gpa	PROPN
edu-5885	131	7	n	n	PRON
edu-5885	131	8	male	male	ADJ
edu-5885	131	9	female	female	ADJ
edu-5885	131	10	n	n	CCONJ
edu-5885	131	11	male	male	ADJ
edu-5885	131	12	female	female	ADJ
edu-5885	131	13	count	count	NOUN
edu-5885	131	14	510	510	NUM
edu-5885	131	15	137	137	NUM
edu-5885	131	16	373	373	NUM
edu-5885	131	17	510	510	NUM
edu-5885	131	18	510	510	NUM
edu-5885	131	19	137	137	NUM
edu-5885	131	20	373	373	NUM
edu-5885	131	21	mean	mean	NOUN
edu-5885	131	22	1.72	1.72	NUM
edu-5885	131	23	1.62	1.62	NUM
edu-5885	131	24	1.84	1.84	NUM
edu-5885	131	25	0.84	0.84	NUM
edu-5885	131	26	3.92	3.92	NUM
edu-5885	131	27	3.82	3.82	NUM
edu-5885	131	28	4.02	4.02	NUM
edu-5885	131	29	std	std	NOUN
edu-5885	131	30	.	.	PROPN
edu-5885	132	1	0.44	0.44	NUM
edu-5885	132	2	0.39	0.39	NUM
edu-5885	132	3	0.38	0.38	NUM
edu-5885	132	4	0.36	0.36	NUM
edu-5885	132	5	0.98	0.98	NUM
edu-5885	132	6	1.05	1.05	NUM
edu-5885	132	7	0.94	0.94	NUM
edu-5885	132	8	min	min	NOUN
edu-5885	132	9	.	.	NOUN
edu-5885	132	10	1	1	NUM
edu-5885	132	11	1	1	NUM
edu-5885	132	12	2	2	NUM
edu-5885	132	13	0	0	NUM
edu-5885	132	14	1	1	NUM
edu-5885	132	15	1	1	NUM
edu-5885	132	16	1	1	NUM
edu-5885	132	17	25	25	NUM
edu-5885	132	18	%	%	NOUN
edu-5885	132	19	1	1	NUM
edu-5885	132	20	1	1	NUM
edu-5885	132	21	2	2	NUM
edu-5885	132	22	1	1	NUM
edu-5885	132	23	3	3	NUM
edu-5885	132	24	2	2	NUM
edu-5885	132	25	3	3	NUM
edu-5885	132	26	50	50	NUM
edu-5885	132	27	%	%	NOUN
edu-5885	132	28	2	2	NUM
edu-5885	132	29	1	1	NUM
edu-5885	132	30	2	2	NUM
edu-5885	132	31	1	1	NUM
edu-5885	132	32	4	4	NUM
edu-5885	132	33	3	3	NUM
edu-5885	132	34	4	4	NUM
edu-5885	132	35	75	75	NUM
edu-5885	132	36	%	%	NOUN
edu-5885	132	37	2	2	NUM
edu-5885	132	38	1	1	NUM
edu-5885	132	39	2	2	NUM
edu-5885	132	40	1	1	NUM
edu-5885	132	41	5	5	NUM
edu-5885	132	42	4	4	NUM
edu-5885	132	43	5	5	NUM
edu-5885	132	44	max	max	NOUN
edu-5885	132	45	.	.	PROPN
edu-5885	132	46	2	2	NUM
edu-5885	132	47	1	1	NUM
edu-5885	132	48	2	2	NUM
edu-5885	132	49	1	1	NUM
edu-5885	132	50	5	5	NUM
edu-5885	132	51	5	5	NUM
edu-5885	132	52	5	5	NUM
edu-5885	132	53	table	table	NOUN
edu-5885	132	54	3	3	NUM
edu-5885	132	55	presents	present	VERB
edu-5885	132	56	the	the	DET
edu-5885	132	57	stress	stress	NOUN
edu-5885	132	58	and	and	CCONJ
edu-5885	132	59	depression	depression	NOUN
edu-5885	132	60	results	result	NOUN
edu-5885	132	61	among	among	ADP
edu-5885	132	62	grade	grade	NOUN
edu-5885	132	63	12	12	NUM
edu-5885	132	64	students	student	NOUN
edu-5885	132	65	,	,	PUNCT
edu-5885	132	66	which	which	PRON
edu-5885	132	67	revealed	reveal	VERB
edu-5885	132	68	that	that	SCONJ
edu-5885	132	69	out	out	ADP
edu-5885	132	70	of	of	ADP
edu-5885	132	71	a	a	DET
edu-5885	132	72	total	total	NOUN
edu-5885	132	73	of	of	ADP
edu-5885	132	74	510	510	NUM
edu-5885	132	75	students	student	NOUN
edu-5885	132	76	,	,	PUNCT
edu-5885	132	77	137	137	NUM
edu-5885	132	78	were	be	AUX
edu-5885	132	79	male	male	ADJ
edu-5885	132	80	and	and	CCONJ
edu-5885	132	81	373	373	NUM
edu-5885	132	82	were	be	AUX
edu-5885	132	83	female	female	ADJ
edu-5885	132	84	.	.	PUNCT
edu-5885	133	1	the	the	DET
edu-5885	133	2	mean	mean	ADJ
edu-5885	133	3	incidence	incidence	NOUN
edu-5885	133	4	of	of	ADP
edu-5885	133	5	stress	stress	NOUN
edu-5885	133	6	and	and	CCONJ
edu-5885	133	7	depression	depression	NOUN
edu-5885	133	8	was	be	AUX
edu-5885	133	9	1.72	1.72	NUM
edu-5885	133	10	.	.	PUNCT
edu-5885	134	1	the	the	DET
edu-5885	134	2	average	average	ADJ
edu-5885	134	3	male	male	ADJ
edu-5885	134	4	tendency	tendency	NOUN
edu-5885	134	5	to	to	PART
edu-5885	134	6	stress	stress	VERB
edu-5885	134	7	and	and	CCONJ
edu-5885	134	8	depression	depression	NOUN
edu-5885	134	9	was	be	AUX
edu-5885	134	10	1.62	1.62	NUM
edu-5885	134	11	,	,	PUNCT
edu-5885	134	12	while	while	SCONJ
edu-5885	134	13	the	the	DET
edu-5885	134	14	female	female	ADJ
edu-5885	134	15	mean	mean	NOUN
edu-5885	134	16	was	be	AUX
edu-5885	134	17	1.84	1.84	NUM
edu-5885	134	18	.	.	PUNCT
edu-5885	135	1	the	the	DET
edu-5885	135	2	male	male	NOUN
edu-5885	135	3	mean	mean	NOUN
edu-5885	135	4	is	be	AUX
edu-5885	135	5	0.22	0.22	NUM
edu-5885	135	6	lower	low	ADJ
edu-5885	135	7	than	than	ADP
edu-5885	135	8	the	the	DET
edu-5885	135	9	female	female	ADJ
edu-5885	135	10	mean	mean	NOUN
edu-5885	135	11	.	.	PUNCT
edu-5885	136	1	the	the	DET
edu-5885	136	2	mean	mean	ADJ
edu-5885	136	3	total	total	ADJ
edu-5885	136	4	gpa	gpa	PROPN
edu-5885	136	5	was	be	AUX
edu-5885	136	6	3.92	3.92	NUM
edu-5885	136	7	,	,	PUNCT
edu-5885	136	8	divided	divide	VERB
edu-5885	136	9	into	into	ADP
edu-5885	136	10	a	a	DET
edu-5885	136	11	mean	mean	ADJ
edu-5885	136	12	male	male	ADJ
edu-5885	136	13	gpa	gpa	NOUN
edu-5885	136	14	of	of	ADP
edu-5885	136	15	3.82	3.82	NUM
edu-5885	136	16	and	and	CCONJ
edu-5885	136	17	a	a	DET
edu-5885	136	18	mean	mean	ADJ
edu-5885	136	19	female	female	ADJ
edu-5885	136	20	gpa	gpa	NOUN
edu-5885	136	21	of	of	ADP
edu-5885	136	22	4.02	4.02	NUM
edu-5885	136	23	.	.	PUNCT
edu-5885	137	1	the	the	DET
edu-5885	137	2	mean	mean	ADJ
edu-5885	137	3	gpa	gpa	PROPN
edu-5885	137	4	of	of	ADP
edu-5885	137	5	males	male	NOUN
edu-5885	137	6	was	be	AUX
edu-5885	137	7	0.20	0.20	NUM
edu-5885	137	8	lower	low	ADJ
edu-5885	137	9	than	than	ADP
edu-5885	137	10	that	that	PRON
edu-5885	137	11	of	of	ADP
edu-5885	137	12	females	female	NOUN
edu-5885	137	13	.	.	PUNCT
edu-5885	138	1	they	they	PRON
edu-5885	138	2	were	be	AUX
edu-5885	138	3	less	less	ADV
edu-5885	138	4	likely	likely	ADJ
edu-5885	138	5	to	to	PART
edu-5885	138	6	experience	experience	VERB
edu-5885	138	7	stress	stress	NOUN
edu-5885	138	8	and	and	CCONJ
edu-5885	138	9	depression	depression	NOUN
edu-5885	138	10	than	than	ADP
edu-5885	138	11	females	female	NOUN
edu-5885	138	12	and	and	CCONJ
edu-5885	138	13	had	have	VERB
edu-5885	138	14	lower	low	ADJ
edu-5885	138	15	grades	grade	NOUN
edu-5885	138	16	than	than	ADP
edu-5885	138	17	females	female	NOUN
edu-5885	138	18	,	,	PUNCT
edu-5885	138	19	but	but	CCONJ
edu-5885	138	20	females	female	NOUN
edu-5885	138	21	who	who	PRON
edu-5885	138	22	were	be	AUX
edu-5885	138	23	more	more	ADV
edu-5885	138	24	prone	prone	ADJ
edu-5885	138	25	to	to	ADP
edu-5885	138	26	stress	stress	NOUN
edu-5885	138	27	and	and	CCONJ
edu-5885	138	28	depression	depression	NOUN
edu-5885	138	29	had	have	VERB
edu-5885	138	30	a	a	DET
edu-5885	138	31	higher	high	ADJ
edu-5885	138	32	gpa	gpa	NOUN
edu-5885	138	33	and	and	CCONJ
edu-5885	138	34	were	be	AUX
edu-5885	138	35	grade	grade	NOUN
edu-5885	138	36	12	12	NUM
edu-5885	138	37	students	student	NOUN
edu-5885	138	38	.	.	PUNCT
edu-5885	139	1	they	they	PRON
edu-5885	139	2	had	have	VERB
edu-5885	139	3	an	an	DET
edu-5885	139	4	average	average	NOUN
edu-5885	139	5	of	of	ADP
edu-5885	139	6	1.58	1.58	NUM
edu-5885	139	7	times	time	NOUN
edu-5885	139	8	more	more	ADJ
edu-5885	139	9	stress	stress	NOUN
edu-5885	139	10	than	than	ADP
edu-5885	139	11	depression	depression	NOUN
edu-5885	139	12	.	.	PUNCT
edu-5885	140	1	the	the	DET
edu-5885	140	2	results	result	NOUN
edu-5885	140	3	of	of	ADP
edu-5885	140	4	using	use	VERB
edu-5885	140	5	5	5	NUM
edu-5885	140	6	machine	machine	NOUN
edu-5885	140	7	learning	learn	VERB
edu-5885	140	8	techniques	technique	NOUN
edu-5885	140	9	for	for	ADP
edu-5885	140	10	analyzing	analyze	VERB
edu-5885	140	11	the	the	DET
edu-5885	140	12	relationship	relationship	NOUN
edu-5885	140	13	between	between	ADP
edu-5885	140	14	stress	stress	NOUN
edu-5885	140	15	,	,	PUNCT
edu-5885	140	16	depression	depression	NOUN
edu-5885	140	17	,	,	PUNCT
edu-5885	140	18	and	and	CCONJ
edu-5885	140	19	academic	academic	ADJ
edu-5885	140	20	performance	performance	NOUN
edu-5885	140	21	of	of	ADP
edu-5885	140	22	grade	grade	NOUN
edu-5885	140	23	12th	12th	NOUN
edu-5885	140	24	students	student	NOUN
edu-5885	140	25	in	in	ADP
edu-5885	140	26	each	each	DET
edu-5885	140	27	technique	technique	NOUN
edu-5885	140	28	are	be	AUX
edu-5885	140	29	shown	show	VERB
edu-5885	140	30	in	in	ADP
edu-5885	140	31	table	table	NOUN
edu-5885	140	32	4	4	NUM
edu-5885	140	33	.	.	PUNCT
edu-5885	140	34	table	table	NOUN
edu-5885	140	35	4	4	NUM
edu-5885	140	36	.	.	PUNCT
edu-5885	140	37	test	test	NOUN
edu-5885	140	38	results	result	NOUN
edu-5885	140	39	of	of	ADP
edu-5885	140	40	knn	knn	PROPN
edu-5885	140	41	,	,	PUNCT
edu-5885	140	42	lr	lr	PROPN
edu-5885	140	43	,	,	PUNCT
edu-5885	140	44	svc	svc	PROPN
edu-5885	140	45	and	and	CCONJ
edu-5885	140	46	nb	nb	PROPN
edu-5885	140	47	technique	technique	NOUN
edu-5885	140	48	.	.	PUNCT
edu-5885	141	1	model	model	NOUN
edu-5885	141	2	class	class	PROPN
edu-5885	141	3	fair	fair	ADJ
edu-5885	141	4	good	good	ADJ
edu-5885	141	5	moderate	moderate	ADJ
edu-5885	141	6	very	very	ADV
edu-5885	141	7	good	good	ADJ
edu-5885	141	8	accuracy	accuracy	NOUN
edu-5885	141	9	macro	macro	PROPN
edu-5885	141	10	avg	avg	PROPN
edu-5885	141	11	.	.	PUNCT
edu-5885	142	1	k	k	ADJ
edu-5885	142	2	-	-	PUNCT
edu-5885	142	3	nearest	near	ADJ
edu-5885	142	4	neighbors	neighbor	NOUN
edu-5885	142	5	(	(	PUNCT
edu-5885	142	6	knn	knn	PROPN
edu-5885	142	7	)	)	PUNCT
edu-5885	142	8	precision	precision	NOUN
edu-5885	142	9	0.00	0.00	NUM
edu-5885	142	10	0.36	0.36	NUM
edu-5885	142	11	0.26	0.26	NUM
edu-5885	142	12	0.58	0.58	NUM
edu-5885	142	13	0.39	0.39	NUM
edu-5885	142	14	0.30	0.30	NUM
edu-5885	142	15	recall	recall	VERB
edu-5885	142	16	0.00	0.00	NUM
edu-5885	142	17	0.55	0.55	NUM
edu-5885	142	18	0.25	0.25	NUM
edu-5885	142	19	0.44	0.44	NUM
edu-5885	142	20	0.31	0.31	NUM
edu-5885	142	21	f1	f1	NOUN
edu-5885	142	22	-	-	PUNCT
edu-5885	142	23	score	score	NOUN
edu-5885	142	24	0.00	0.00	NUM
edu-5885	142	25	0.44	0.44	NUM
edu-5885	142	26	0.26	0.26	NUM
edu-5885	142	27	0.60	0.60	NUM
edu-5885	142	28	0.30	0.30	NUM
edu-5885	142	29	support	support	NOUN
edu-5885	142	30	12.00	12.00	NUM
edu-5885	142	31	38.00	38.00	NUM
edu-5885	142	32	20.00	20.00	NUM
edu-5885	142	33	32.00	32.00	NUM
edu-5885	142	34	102.00	102.00	NUM
edu-5885	142	35	102.00	102.00	NUM
edu-5885	142	36	logistic	logistic	ADJ
edu-5885	142	37	regression	regression	NOUN
edu-5885	142	38	(	(	PUNCT
edu-5885	142	39	lr	lr	NOUN
edu-5885	142	40	)	)	PUNCT
edu-5885	142	41	precision	precision	NOUN
edu-5885	142	42	0.62	0.62	NUM
edu-5885	142	43	0.62	0.62	NUM
edu-5885	142	44	0.25	0.25	NUM
edu-5885	142	45	0.90	0.90	NUM
edu-5885	142	46	0.65	0.65	NUM
edu-5885	142	47	0.60	0.60	NUM
edu-5885	142	48	recall	recall	NOUN
edu-5885	142	49	0.42	0.42	NUM
edu-5885	142	50	0.76	0.76	NUM
edu-5885	142	51	0.20	0.20	NUM
edu-5885	142	52	0.88	0.88	NUM
edu-5885	142	53	0.56	0.56	NUM
edu-5885	142	54	f1	f1	NOUN
edu-5885	142	55	-	-	PUNCT
edu-5885	142	56	score	score	NOUN
edu-5885	142	57	0.50	0.50	NUM
edu-5885	142	58	0.68	0.68	NUM
edu-5885	142	59	0.22	0.22	NUM
edu-5885	142	60	0.89	0.89	NUM
edu-5885	142	61	0.57	0.57	NUM
edu-5885	142	62	support	support	NOUN
edu-5885	142	63	12.00	12.00	NUM
edu-5885	142	64	38.00	38.00	NUM
edu-5885	142	65	20.00	20.00	NUM
edu-5885	142	66	32.00	32.00	NUM
edu-5885	142	67	102.00	102.00	NUM
edu-5885	142	68	102.00	102.00	NUM
edu-5885	142	69	support	support	NOUN
edu-5885	142	70	vector	vector	NOUN
edu-5885	142	71	classification	classification	NOUN
edu-5885	142	72	(	(	PUNCT
edu-5885	142	73	svc	svc	NOUN
edu-5885	142	74	)	)	PUNCT
edu-5885	142	75	precision	precision	NOUN
edu-5885	142	76	0.00	0.00	NUM
edu-5885	142	77	0.82	0.82	NUM
edu-5885	142	78	0.52	0.52	NUM
edu-5885	142	79	0.89	0.89	NUM
edu-5885	142	80	0.76	0.76	NUM
edu-5885	142	81	0.56	0.56	NUM
edu-5885	142	82	recall	recall	NOUN
edu-5885	142	83	0.00	0.00	NUM
edu-5885	142	84	0.87	0.87	NUM
edu-5885	142	85	0.70	0.70	NUM
edu-5885	142	86	0.97	0.97	NUM
edu-5885	142	87	0.63	0.63	NUM
edu-5885	142	88	f1	f1	NOUN
edu-5885	142	89	-	-	PUNCT
edu-5885	142	90	score	score	NOUN
edu-5885	142	91	0.00	0.00	NUM
edu-5885	142	92	0.85	0.85	NUM
edu-5885	142	93	0.60	0.60	NUM
edu-5885	142	94	0.93	0.93	NUM
edu-5885	142	95	0.59	0.59	NUM
edu-5885	142	96	support	support	NOUN
edu-5885	142	97	12.00	12.00	NUM
edu-5885	142	98	38.00	38.00	NUM
edu-5885	142	99	20.00	20.00	NUM
edu-5885	142	100	32.00	32.00	NUM
edu-5885	142	101	102.00	102.00	NUM
edu-5885	142	102	102.00	102.00	NUM
edu-5885	142	103	naïve	naïve	ADJ
edu-5885	142	104	bayes	bayes	NOUN
edu-5885	142	105	(	(	PUNCT
edu-5885	142	106	nb	nb	NOUN
edu-5885	142	107	)	)	PUNCT
edu-5885	142	108	precision	precision	NOUN
edu-5885	142	109	1.00	1.00	NUM
edu-5885	142	110	1.00	1.00	NUM
edu-5885	142	111	1.00	1.00	NUM
edu-5885	142	112	1.00	1.00	NUM
edu-5885	142	113	1.00	1.00	NUM
edu-5885	142	114	1.00	1.00	NUM
edu-5885	142	115	recall	recall	NOUN
edu-5885	142	116	1.00	1.00	NUM
edu-5885	142	117	1.00	1.00	NUM
edu-5885	142	118	1.00	1.00	NUM
edu-5885	142	119	1.00	1.00	NUM
edu-5885	142	120	1.00	1.00	NUM
edu-5885	142	121	f1	f1	NOUN
edu-5885	142	122	-	-	PUNCT
edu-5885	142	123	score	score	NOUN
edu-5885	142	124	1.00	1.00	NUM
edu-5885	142	125	1.00	1.00	NUM
edu-5885	142	126	1.00	1.00	NUM
edu-5885	142	127	1.00	1.00	NUM
edu-5885	142	128	1.00	1.00	NUM
edu-5885	142	129	support	support	NOUN
edu-5885	142	130	12.00	12.00	NUM
edu-5885	142	131	38.00	38.00	NUM
edu-5885	142	132	20.00	20.00	NUM
edu-5885	142	133	32.00	32.00	NUM
edu-5885	142	134	102.00	102.00	NUM
edu-5885	142	135	102.00	102.00	NUM
edu-5885	142	136	decision	decision	NOUN
edu-5885	142	137	tree	tree	NOUN
edu-5885	142	138	(	(	PUNCT
edu-5885	142	139	dt	dt	NOUN
edu-5885	142	140	)	)	PUNCT
edu-5885	142	141	precision	precision	NOUN
edu-5885	142	142	1.00	1.00	NUM
edu-5885	142	143	1.00	1.00	NUM
edu-5885	142	144	1.00	1.00	NUM
edu-5885	142	145	1.00	1.00	NUM
edu-5885	142	146	1.00	1.00	NUM
edu-5885	142	147	1.00	1.00	NUM
edu-5885	142	148	recall	recall	NOUN
edu-5885	142	149	1.00	1.00	NUM
edu-5885	142	150	1.00	1.00	NUM
edu-5885	142	151	1.00	1.00	NUM
edu-5885	142	152	1.00	1.00	NUM
edu-5885	142	153	1.00	1.00	NUM
edu-5885	142	154	f1	f1	NOUN
edu-5885	142	155	-	-	PUNCT
edu-5885	142	156	score	score	NOUN
edu-5885	142	157	1.00	1.00	NUM
edu-5885	142	158	1.00	1.00	NUM
edu-5885	142	159	1.00	1.00	NUM
edu-5885	142	160	1.00	1.00	NUM
edu-5885	142	161	1.00	1.00	NUM
edu-5885	142	162	support	support	NOUN
edu-5885	142	163	12.00	12.00	NUM
edu-5885	142	164	38.00	38.00	NUM
edu-5885	142	165	20.00	20.00	NUM
edu-5885	142	166	32.00	32.00	NUM
edu-5885	142	167	102.00	102.00	NUM
edu-5885	142	168	102.00	102.00	NUM
edu-5885	142	169	table	table	NOUN
edu-5885	142	170	4	4	NUM
edu-5885	142	171	displays	display	VERB
edu-5885	142	172	the	the	DET
edu-5885	142	173	test	test	NOUN
edu-5885	142	174	results	result	NOUN
edu-5885	142	175	for	for	ADP
edu-5885	142	176	the	the	DET
edu-5885	142	177	support	support	NOUN
edu-5885	142	178	vector	vector	NOUN
edu-5885	142	179	machine	machine	NOUN
edu-5885	142	180	(	(	PUNCT
edu-5885	142	181	svm	svm	PROPN
edu-5885	142	182	)	)	PUNCT
edu-5885	142	183	,	,	PUNCT
edu-5885	142	184	k	k	X
edu-5885	142	185	-	-	PUNCT
edu-5885	142	186	nearest	near	ADJ
edu-5885	142	187	neighbors	neighbor	NOUN
edu-5885	142	188	(	(	PUNCT
edu-5885	142	189	k	k	X
edu-5885	142	190	-	-	PUNCT
edu-5885	142	191	nn	nn	NOUN
edu-5885	142	192	)	)	PUNCT
edu-5885	142	193	,	,	PUNCT
edu-5885	142	194	logistic	logistic	ADJ
edu-5885	142	195	regression	regression	NOUN
edu-5885	142	196	(	(	PUNCT
edu-5885	142	197	lr	lr	NOUN
edu-5885	142	198	)	)	PUNCT
edu-5885	142	199	,	,	PUNCT
edu-5885	142	200	naive	naive	ADJ
edu-5885	142	201	bayes	bayes	NOUN
edu-5885	142	202	technique	technique	NOUN
edu-5885	142	203	(	(	PUNCT
edu-5885	142	204	nb	nb	NOUN
edu-5885	142	205	)	)	PUNCT
edu-5885	142	206	,	,	PUNCT
edu-5885	142	207	and	and	CCONJ
edu-5885	142	208	decision	decision	NOUN
edu-5885	142	209	tree	tree	NOUN
edu-5885	142	210	(	(	PUNCT
edu-5885	142	211	dt	dt	PROPN
edu-5885	142	212	)	)	PUNCT
edu-5885	142	213	,	,	PUNCT
edu-5885	142	214	providing	provide	VERB
edu-5885	142	215	a	a	DET
edu-5885	142	216	summary	summary	NOUN
edu-5885	142	217	as	as	SCONJ
edu-5885	142	218	follows	follow	VERB
edu-5885	142	219	:	:	PUNCT
edu-5885	142	220	testing	test	VERB
edu-5885	142	221	for	for	ADP
edu-5885	142	222	the	the	DET
edu-5885	142	223	k	k	NOUN
edu-5885	142	224	-	-	PUNCT
edu-5885	142	225	nearest	near	ADJ
edu-5885	142	226	neighbors	neighbor	NOUN
edu-5885	142	227	(	(	PUNCT
edu-5885	142	228	knn	knn	NOUN
edu-5885	142	229	)	)	PUNCT
edu-5885	142	230	technique	technique	NOUN
edu-5885	142	231	showed	show	VERB
edu-5885	142	232	accuracy	accuracy	NOUN
edu-5885	142	233	at	at	ADP
edu-5885	142	234	0.39	0.39	NUM
edu-5885	142	235	,	,	PUNCT
edu-5885	142	236	logistic	logistic	ADJ
edu-5885	142	237	regression	regression	NOUN
edu-5885	142	238	(	(	PUNCT
edu-5885	142	239	lr	lr	NOUN
edu-5885	142	240	)	)	PUNCT
edu-5885	142	241	showed	show	VERB
edu-5885	142	242	accuracy	accuracy	NOUN
edu-5885	142	243	at	at	ADP
edu-5885	142	244	0.65	0.65	NUM
edu-5885	142	245	,	,	PUNCT
edu-5885	142	246	support	support	NOUN
edu-5885	142	247	vector	vector	NOUN
edu-5885	142	248	machine	machine	NOUN
edu-5885	142	249	(	(	PUNCT
edu-5885	142	250	svm	svm	PROPN
edu-5885	142	251	)	)	PUNCT
edu-5885	142	252	showed	show	VERB
edu-5885	142	253	accuracy	accuracy	NOUN
edu-5885	142	254	at	at	ADP
edu-5885	142	255	0.76	0.76	NUM
edu-5885	142	256	,	,	PUNCT
edu-5885	142	257	naïve	naïve	ADJ
edu-5885	142	258	bayes	bayes	NOUN
edu-5885	142	259	(	(	PUNCT
edu-5885	142	260	nb	nb	NOUN
edu-5885	142	261	)	)	PUNCT
edu-5885	142	262	showed	show	VERB
edu-5885	142	263	accuracy	accuracy	NOUN
edu-5885	142	264	at	at	ADP
edu-5885	142	265	1.00	1.00	NUM
edu-5885	142	266	,	,	PUNCT
edu-5885	142	267	and	and	CCONJ
edu-5885	142	268	decision	decision	NOUN
edu-5885	142	269	tree	tree	NOUN
edu-5885	142	270	(	(	PUNCT
edu-5885	142	271	dt	dt	NOUN
edu-5885	142	272	)	)	PUNCT
edu-5885	142	273	showed	show	VERB
edu-5885	142	274	accuracy	accuracy	NOUN
edu-5885	142	275	at	at	ADP
edu-5885	142	276	1.00	1.00	NUM
edu-5885	142	277	.	.	PUNCT
edu-5885	143	1	we	we	PRON
edu-5885	143	2	can	can	AUX
edu-5885	143	3	conclude	conclude	VERB
edu-5885	143	4	that	that	DET
edu-5885	143	5	decision	decision	NOUN
edu-5885	143	6	tree	tree	NOUN
edu-5885	143	7	(	(	PUNCT
edu-5885	143	8	dt	dt	NOUN
edu-5885	143	9	)	)	PUNCT
edu-5885	143	10	and	and	CCONJ
edu-5885	143	11	naive	naive	ADJ
edu-5885	143	12	bayes	bayes	NOUN
edu-5885	143	13	(	(	PUNCT
edu-5885	143	14	nb	nb	INTJ
edu-5885	143	15	)	)	PUNCT
edu-5885	143	16	are	be	AUX
edu-5885	143	17	the	the	DET
edu-5885	143	18	most	most	ADV
edu-5885	143	19	accurate	accurate	ADJ
edu-5885	143	20	techniques	technique	NOUN
edu-5885	143	21	in	in	ADP
edu-5885	143	22	data	datum	NOUN
edu-5885	143	23	analysis	analysis	NOUN
edu-5885	143	24	.	.	PUNCT
edu-5885	144	1	3.2	3.2	NUM
edu-5885	144	2	.	.	PUNCT
edu-5885	145	1	platform	platform	NOUN
edu-5885	145	2	evaluation	evaluation	NOUN
edu-5885	145	3	the	the	DET
edu-5885	145	4	results	result	NOUN
edu-5885	145	5	of	of	ADP
edu-5885	145	6	the	the	DET
edu-5885	145	7	assessment	assessment	NOUN
edu-5885	145	8	of	of	ADP
edu-5885	145	9	the	the	DET
edu-5885	145	10	platform	platform	NOUN
edu-5885	145	11	by	by	ADP
edu-5885	145	12	experts	expert	NOUN
edu-5885	145	13	are	be	AUX
edu-5885	145	14	shown	show	VERB
edu-5885	145	15	in	in	ADP
edu-5885	145	16	table	table	NOUN
edu-5885	145	17	5	5	NUM
edu-5885	145	18	.	.	PUNCT
edu-5885	145	19	table	table	NOUN
edu-5885	145	20	5	5	NUM
edu-5885	145	21	.	.	PUNCT
edu-5885	146	1	the	the	DET
edu-5885	146	2	results	result	NOUN
edu-5885	146	3	of	of	ADP
edu-5885	146	4	the	the	DET
edu-5885	146	5	assessment	assessment	NOUN
edu-5885	146	6	of	of	ADP
edu-5885	146	7	the	the	DET
edu-5885	146	8	efficiency	efficiency	NOUN
edu-5885	146	9	of	of	ADP
edu-5885	146	10	information	information	NOUN
edu-5885	146	11	systems	system	NOUN
edu-5885	146	12	from	from	ADP
edu-5885	146	13	5	5	NUM
edu-5885	146	14	experts	expert	NOUN
edu-5885	146	15	.	.	PUNCT
edu-5885	147	1	assessment	assessment	NOUN
edu-5885	147	2	item	item	PROPN
edu-5885	147	3	mean	mean	PROPN
edu-5885	147	4	s.d	s.d	PROPN
edu-5885	147	5	.	.	PROPN
edu-5885	147	6	interpretation	interpretation	PROPN
edu-5885	147	7	1	1	NUM
edu-5885	147	8	.	.	PUNCT
edu-5885	147	9	function	function	NOUN
edu-5885	147	10	requirement	requirement	NOUN
edu-5885	147	11	5.00	5.00	NUM
edu-5885	147	12	0.000	0.000	NUM
edu-5885	147	13	very	very	ADV
edu-5885	147	14	good	good	ADJ
edu-5885	147	15	2	2	NUM
edu-5885	147	16	.	.	PUNCT
edu-5885	147	17	function	function	VERB
edu-5885	147	18	4.80	4.80	NUM
edu-5885	147	19	0.447	0.447	NUM
edu-5885	147	20	very	very	ADV
edu-5885	147	21	good	good	ADJ
edu-5885	147	22	3	3	NUM
edu-5885	147	23	.	.	PUNCT
edu-5885	147	24	usability	usability	NOUN
edu-5885	147	25	4.60	4.60	NUM
edu-5885	147	26	0.547	0.547	NUM
edu-5885	147	27	very	very	ADV
edu-5885	147	28	good	good	ADJ
edu-5885	147	29	4	4	NUM
edu-5885	147	30	.	.	PUNCT
edu-5885	147	31	performance	performance	NOUN
edu-5885	147	32	4.80	4.80	NUM
edu-5885	147	33	0.447	0.447	NUM
edu-5885	147	34	very	very	ADV
edu-5885	147	35	good	good	ADJ
edu-5885	147	36	5	5	NUM
edu-5885	147	37	.	.	PUNCT
edu-5885	148	1	security	security	NOUN
edu-5885	148	2	4.40	4.40	NUM
edu-5885	148	3	0.547	0.547	NUM
edu-5885	148	4	very	very	ADV
edu-5885	148	5	good	good	ADJ
edu-5885	148	6	table	table	NOUN
edu-5885	148	7	5	5	NUM
edu-5885	148	8	displays	display	VERB
edu-5885	148	9	the	the	DET
edu-5885	148	10	results	result	NOUN
edu-5885	148	11	of	of	ADP
edu-5885	148	12	a	a	DET
edu-5885	148	13	five	five	NUM
edu-5885	148	14	-	-	PUNCT
edu-5885	148	15	expert	expert	NOUN
edu-5885	148	16	assessment	assessment	NOUN
edu-5885	148	17	of	of	ADP
edu-5885	148	18	the	the	DET
edu-5885	148	19	efficiency	efficiency	NOUN
edu-5885	148	20	of	of	ADP
edu-5885	148	21	information	information	NOUN
edu-5885	148	22	systems	system	NOUN
edu-5885	148	23	,	,	PUNCT
edu-5885	148	24	which	which	PRON
edu-5885	148	25	received	receive	VERB
edu-5885	148	26	very	very	ADV
edu-5885	148	27	good	good	ADJ
edu-5885	148	28	scores	score	NOUN
edu-5885	148	29	in	in	ADP
edu-5885	148	30	all	all	DET
edu-5885	148	31	categories	category	NOUN
edu-5885	148	32	:	:	PUNCT
edu-5885	148	33	(	(	PUNCT
edu-5885	148	34	1	1	X
edu-5885	148	35	)	)	PUNCT
edu-5885	148	36	function	function	NOUN
edu-5885	148	37	requirement	requirement	NOUN
edu-5885	148	38	,	,	PUNCT
edu-5885	148	39	2	2	NUM
edu-5885	148	40	)	)	PUNCT
edu-5885	148	41	function	function	NOUN
edu-5885	148	42	,	,	PUNCT
edu-5885	148	43	3	3	X
edu-5885	148	44	)	)	PUNCT
edu-5885	148	45	usability	usability	NOUN
edu-5885	148	46	,	,	PUNCT
edu-5885	148	47	4	4	NUM
edu-5885	148	48	)	)	PUNCT
edu-5885	148	49	performance	performance	NOUN
edu-5885	148	50	,	,	PUNCT
edu-5885	148	51	and	and	CCONJ
edu-5885	148	52	5	5	X
edu-5885	148	53	)	)	PUNCT
edu-5885	148	54	security	security	NOUN
edu-5885	148	55	.	.	PUNCT
edu-5885	149	1	this	this	PRON
edu-5885	149	2	means	mean	VERB
edu-5885	149	3	that	that	SCONJ
edu-5885	149	4	the	the	DET
edu-5885	149	5	digital	digital	ADJ
edu-5885	149	6	platform	platform	NOUN
edu-5885	149	7	has	have	VERB
edu-5885	149	8	good	good	ADJ
edu-5885	149	9	quality	quality	NOUN
edu-5885	149	10	and	and	CCONJ
edu-5885	149	11	is	be	AUX
edu-5885	149	12	appropriate	appropriate	ADJ
edu-5885	149	13	to	to	PART
edu-5885	149	14	use	use	VERB
edu-5885	149	15	.	.	PUNCT
edu-5885	150	1	asian	asian	ADJ
edu-5885	150	2	journal	journal	PROPN
edu-5885	150	3	of	of	ADP
edu-5885	150	4	education	education	NOUN
edu-5885	150	5	and	and	CCONJ
edu-5885	150	6	training	training	NOUN
edu-5885	150	7	,	,	PUNCT
edu-5885	150	8	2024	2024	NUM
edu-5885	150	9	,	,	PUNCT
edu-5885	150	10	10(3	10(3	NUM
edu-5885	150	11	):	):	PUNCT
edu-5885	150	12	146	146	NUM
edu-5885	150	13	-	-	SYM
edu-5885	150	14	153	153	NUM
edu-5885	150	15	151	151	NUM
edu-5885	150	16	©	©	PROPN
edu-5885	150	17	2024	2024	NUM
edu-5885	150	18	by	by	ADP
edu-5885	150	19	the	the	DET
edu-5885	150	20	authors	author	NOUN
edu-5885	150	21	;	;	PUNCT
edu-5885	150	22	licensee	licensee	PROPN
edu-5885	150	23	asian	asian	ADJ
edu-5885	150	24	online	online	PROPN
edu-5885	150	25	journal	journal	PROPN
edu-5885	150	26	publishing	publishing	NOUN
edu-5885	150	27	group	group	NOUN
edu-5885	150	28	figure	figure	NOUN
edu-5885	150	29	2	2	NUM
edu-5885	150	30	.	.	PUNCT
edu-5885	150	31	dashboard	dashboard	NOUN
edu-5885	150	32	of	of	ADP
edu-5885	150	33	platform	platform	NOUN
edu-5885	150	34	.	.	PUNCT
edu-5885	151	1	figure	figure	NOUN
edu-5885	151	2	2	2	NUM
edu-5885	151	3	shows	show	VERB
edu-5885	151	4	the	the	DET
edu-5885	151	5	dashboard	dashboard	NOUN
edu-5885	151	6	of	of	ADP
edu-5885	151	7	the	the	DET
edu-5885	151	8	platform	platform	NOUN
edu-5885	151	9	.	.	PUNCT
edu-5885	152	1	the	the	DET
edu-5885	152	2	platform	platform	NOUN
edu-5885	152	3	presents	present	VERB
edu-5885	152	4	the	the	DET
edu-5885	152	5	number	number	NOUN
edu-5885	152	6	of	of	ADP
edu-5885	152	7	students	student	NOUN
edu-5885	152	8	who	who	PRON
edu-5885	152	9	used	use	VERB
edu-5885	152	10	this	this	DET
edu-5885	152	11	platform	platform	NOUN
edu-5885	152	12	in	in	ADP
edu-5885	152	13	terms	term	NOUN
edu-5885	152	14	of	of	ADP
edu-5885	152	15	analytics	analytic	NOUN
edu-5885	152	16	or	or	CCONJ
edu-5885	152	17	to	to	PART
edu-5885	152	18	predict	predict	VERB
edu-5885	152	19	their	their	PRON
edu-5885	152	20	stress	stress	NOUN
edu-5885	152	21	and	and	CCONJ
edu-5885	152	22	depression	depression	NOUN
edu-5885	152	23	.	.	PUNCT
edu-5885	153	1	the	the	DET
edu-5885	153	2	dashboard	dashboard	NOUN
edu-5885	153	3	consisted	consist	VERB
edu-5885	153	4	of	of	ADP
edu-5885	153	5	the	the	DET
edu-5885	153	6	evaluation	evaluation	NOUN
edu-5885	153	7	form	form	NOUN
edu-5885	153	8	function	function	NOUN
edu-5885	153	9	,	,	PUNCT
edu-5885	153	10	the	the	DET
edu-5885	153	11	learner	learner	NOUN
edu-5885	153	12	analytics	analytic	NOUN
edu-5885	153	13	function	function	NOUN
edu-5885	153	14	,	,	PUNCT
edu-5885	153	15	the	the	DET
edu-5885	153	16	report	report	NOUN
edu-5885	153	17	function	function	NOUN
edu-5885	153	18	,	,	PUNCT
edu-5885	153	19	the	the	DET
edu-5885	153	20	setting	set	VERB
edu-5885	153	21	function	function	NOUN
edu-5885	153	22	,	,	PUNCT
edu-5885	153	23	and	and	CCONJ
edu-5885	153	24	the	the	DET
edu-5885	153	25	logout	logout	NOUN
edu-5885	153	26	function	function	NOUN
edu-5885	153	27	.	.	PUNCT
edu-5885	154	1	students	student	NOUN
edu-5885	154	2	who	who	PRON
edu-5885	154	3	have	have	AUX
edu-5885	154	4	never	never	ADV
edu-5885	154	5	used	use	VERB
edu-5885	154	6	this	this	DET
edu-5885	154	7	platform	platform	NOUN
edu-5885	154	8	before	before	ADV
edu-5885	154	9	must	must	AUX
edu-5885	154	10	sign	sign	VERB
edu-5885	154	11	up	up	ADP
edu-5885	154	12	,	,	PUNCT
edu-5885	154	13	and	and	CCONJ
edu-5885	154	14	they	they	PRON
edu-5885	154	15	will	will	AUX
edu-5885	154	16	be	be	AUX
edu-5885	154	17	granted	grant	VERB
edu-5885	154	18	permission	permission	NOUN
edu-5885	154	19	.	.	PUNCT
edu-5885	155	1	figure	figure	NOUN
edu-5885	155	2	3	3	NUM
edu-5885	155	3	.	.	PUNCT
edu-5885	155	4	dashboard	dashboard	NOUN
edu-5885	155	5	of	of	ADP
edu-5885	155	6	evaluation	evaluation	NOUN
edu-5885	155	7	form	form	NOUN
edu-5885	155	8	.	.	PUNCT
edu-5885	156	1	figure	figure	NOUN
edu-5885	156	2	3	3	NUM
edu-5885	156	3	shows	show	VERB
edu-5885	156	4	the	the	DET
edu-5885	156	5	functions	function	NOUN
edu-5885	156	6	of	of	ADP
edu-5885	156	7	the	the	DET
edu-5885	156	8	evaluation	evaluation	NOUN
edu-5885	156	9	forms	form	NOUN
edu-5885	156	10	,	,	PUNCT
edu-5885	156	11	particularly	particularly	ADV
edu-5885	156	12	the	the	DET
edu-5885	156	13	stress	stress	NOUN
edu-5885	156	14	evaluation	evaluation	NOUN
edu-5885	156	15	form	form	NOUN
edu-5885	156	16	and	and	CCONJ
edu-5885	156	17	the	the	DET
edu-5885	156	18	depression	depression	NOUN
edu-5885	156	19	evaluation	evaluation	NOUN
edu-5885	156	20	form	form	NOUN
edu-5885	156	21	.	.	PUNCT
edu-5885	157	1	after	after	SCONJ
edu-5885	157	2	students	student	NOUN
edu-5885	157	3	log	log	VERB
edu-5885	157	4	in	in	ADP
edu-5885	157	5	to	to	ADP
edu-5885	157	6	the	the	DET
edu-5885	157	7	platform	platform	NOUN
edu-5885	157	8	,	,	PUNCT
edu-5885	157	9	they	they	PRON
edu-5885	157	10	will	will	AUX
edu-5885	157	11	use	use	VERB
edu-5885	157	12	the	the	DET
edu-5885	157	13	evaluation	evaluation	NOUN
edu-5885	157	14	form	form	NOUN
edu-5885	157	15	function	function	VERB
edu-5885	157	16	to	to	PART
edu-5885	157	17	access	access	VERB
edu-5885	157	18	these	these	DET
edu-5885	157	19	two	two	NUM
edu-5885	157	20	forms	form	NOUN
edu-5885	157	21	,	,	PUNCT
edu-5885	157	22	and	and	CCONJ
edu-5885	157	23	they	they	PRON
edu-5885	157	24	just	just	ADV
edu-5885	157	25	click	click	VERB
edu-5885	157	26	on	on	ADP
edu-5885	157	27	any	any	DET
edu-5885	157	28	form	form	NOUN
edu-5885	157	29	they	they	PRON
edu-5885	157	30	would	would	AUX
edu-5885	157	31	like	like	VERB
edu-5885	157	32	to	to	PART
edu-5885	157	33	evaluate	evaluate	VERB
edu-5885	157	34	themselves	themselves	PRON
edu-5885	157	35	.	.	PUNCT
edu-5885	158	1	figure	figure	VERB
edu-5885	158	2	4	4	NUM
edu-5885	158	3	.	.	NOUN
edu-5885	158	4	example	example	NOUN
edu-5885	158	5	of	of	ADP
edu-5885	158	6	stress	stress	NOUN
edu-5885	158	7	evaluation	evaluation	NOUN
edu-5885	158	8	form	form	NOUN
edu-5885	158	9	.	.	PUNCT
edu-5885	159	1	figure	figure	NOUN
edu-5885	159	2	4	4	NUM
edu-5885	159	3	illustrates	illustrate	VERB
edu-5885	159	4	the	the	DET
edu-5885	159	5	details	detail	NOUN
edu-5885	159	6	,	,	PUNCT
edu-5885	159	7	including	include	VERB
edu-5885	159	8	a	a	DET
edu-5885	159	9	question	question	NOUN
edu-5885	159	10	that	that	PRON
edu-5885	159	11	students	student	NOUN
edu-5885	159	12	can	can	AUX
edu-5885	159	13	answer	answer	VERB
edu-5885	159	14	by	by	ADP
edu-5885	159	15	selecting	select	VERB
edu-5885	159	16	from	from	ADP
edu-5885	159	17	1	1	NUM
edu-5885	159	18	(	(	PUNCT
edu-5885	159	19	not	not	PART
edu-5885	159	20	related	relate	VERB
edu-5885	159	21	)	)	PUNCT
edu-5885	159	22	to	to	ADP
edu-5885	159	23	5	5	NUM
edu-5885	159	24	(	(	PUNCT
edu-5885	159	25	mostly	mostly	ADV
edu-5885	159	26	related	relate	VERB
edu-5885	159	27	to	to	ADP
edu-5885	159	28	me	i	PRON
edu-5885	159	29	)	)	PUNCT
edu-5885	159	30	.	.	PUNCT
edu-5885	160	1	the	the	DET
edu-5885	160	2	stress	stress	NOUN
edu-5885	160	3	evaluation	evaluation	NOUN
edu-5885	160	4	form	form	NOUN
edu-5885	160	5	is	be	AUX
edu-5885	160	6	used	use	VERB
edu-5885	160	7	as	as	ADP
edu-5885	160	8	an	an	DET
edu-5885	160	9	example	example	NOUN
edu-5885	160	10	in	in	ADP
edu-5885	160	11	this	this	DET
edu-5885	160	12	figure	figure	NOUN
edu-5885	160	13	.	.	PUNCT
edu-5885	161	1	once	once	SCONJ
edu-5885	161	2	students	student	NOUN
edu-5885	161	3	have	have	AUX
edu-5885	161	4	completed	complete	VERB
edu-5885	161	5	all	all	DET
edu-5885	161	6	questions	question	NOUN
edu-5885	161	7	,	,	PUNCT
edu-5885	161	8	they	they	PRON
edu-5885	161	9	can	can	AUX
edu-5885	161	10	view	view	VERB
edu-5885	161	11	their	their	PRON
edu-5885	161	12	results	result	NOUN
edu-5885	161	13	in	in	ADP
edu-5885	161	14	the	the	DET
edu-5885	161	15	learner	learner	NOUN
edu-5885	161	16	analytics	analytic	NOUN
edu-5885	161	17	function	function	VERB
edu-5885	161	18	and	and	CCONJ
edu-5885	161	19	utilize	utilize	VERB
edu-5885	161	20	the	the	DET
edu-5885	161	21	report	report	NOUN
edu-5885	161	22	function	function	NOUN
edu-5885	161	23	to	to	PART
edu-5885	161	24	print	print	VERB
edu-5885	161	25	their	their	PRON
edu-5885	161	26	results	result	NOUN
edu-5885	161	27	in	in	ADP
edu-5885	161	28	a	a	DET
edu-5885	161	29	pdf	pdf	NOUN
edu-5885	161	30	file	file	NOUN
edu-5885	161	31	.	.	PUNCT
edu-5885	162	1	volunteers	volunteer	NOUN
edu-5885	162	2	obtained	obtain	VERB
edu-5885	162	3	the	the	DET
edu-5885	162	4	results	result	NOUN
edu-5885	162	5	of	of	ADP
edu-5885	162	6	a	a	DET
edu-5885	162	7	survey	survey	NOUN
edu-5885	162	8	of	of	ADP
edu-5885	162	9	117	117	NUM
edu-5885	162	10	students	student	NOUN
edu-5885	162	11	about	about	ADP
edu-5885	162	12	their	their	PRON
edu-5885	162	13	satisfaction	satisfaction	NOUN
edu-5885	162	14	with	with	ADP
edu-5885	162	15	using	use	VERB
edu-5885	162	16	digital	digital	ADJ
edu-5885	162	17	platforms	platform	NOUN
edu-5885	162	18	.	.	PUNCT
edu-5885	163	1	asian	asian	ADJ
edu-5885	163	2	journal	journal	PROPN
edu-5885	163	3	of	of	ADP
edu-5885	163	4	education	education	NOUN
edu-5885	163	5	and	and	CCONJ
edu-5885	163	6	training	training	NOUN
edu-5885	163	7	,	,	PUNCT
edu-5885	163	8	2024	2024	NUM
edu-5885	163	9	,	,	PUNCT
edu-5885	163	10	10(3	10(3	NUM
edu-5885	163	11	):	):	PUNCT
edu-5885	163	12	146	146	NUM
edu-5885	163	13	-	-	SYM
edu-5885	163	14	153	153	NUM
edu-5885	163	15	152	152	NUM
edu-5885	163	16	©	©	ADP
edu-5885	163	17	2024	2024	NUM
edu-5885	163	18	by	by	ADP
edu-5885	163	19	the	the	DET
edu-5885	163	20	authors	author	NOUN
edu-5885	163	21	;	;	PUNCT
edu-5885	163	22	licensee	licensee	PROPN
edu-5885	163	23	asian	asian	ADJ
edu-5885	163	24	online	online	PROPN
edu-5885	163	25	journal	journal	PROPN
edu-5885	163	26	publishing	publishing	NOUN
edu-5885	163	27	group	group	NOUN
edu-5885	163	28	table	table	NOUN
edu-5885	163	29	6	6	NUM
edu-5885	163	30	.	.	PUNCT
edu-5885	164	1	students	student	NOUN
edu-5885	164	2	’	'	PUNCT
edu-5885	164	3	satisfaction	satisfaction	NOUN
edu-5885	164	4	in	in	ADP
edu-5885	164	5	using	use	VERB
edu-5885	164	6	digital	digital	ADJ
edu-5885	164	7	platform	platform	NOUN
edu-5885	164	8	(	(	PUNCT
edu-5885	164	9	n	n	NOUN
edu-5885	164	10	=	=	SYM
edu-5885	164	11	117	117	NUM
edu-5885	164	12	)	)	PUNCT
edu-5885	164	13	.	.	PUNCT
edu-5885	165	1	assessment	assessment	NOUN
edu-5885	165	2	item	item	PROPN
edu-5885	165	3	mean	mean	PROPN
edu-5885	165	4	s.d	s.d	PROPN
edu-5885	165	5	.	.	PROPN
edu-5885	165	6	interpretation	interpretation	PROPN
edu-5885	165	7	1	1	NUM
edu-5885	165	8	.	.	PUNCT
edu-5885	166	1	information	information	NOUN
edu-5885	166	2	criteria	criteria	VERB
edu-5885	166	3	1.1	1.1	NUM
edu-5885	166	4	the	the	DET
edu-5885	166	5	speed	speed	NOUN
edu-5885	166	6	of	of	ADP
edu-5885	166	7	displaying	display	VERB
edu-5885	166	8	data	datum	NOUN
edu-5885	166	9	is	be	AUX
edu-5885	166	10	categorized	categorize	VERB
edu-5885	166	11	to	to	PART
edu-5885	166	12	make	make	VERB
edu-5885	166	13	it	it	PRON
edu-5885	166	14	easy	easy	ADJ
edu-5885	166	15	to	to	PART
edu-5885	166	16	access	access	VERB
edu-5885	166	17	4.56	4.56	NUM
edu-5885	166	18	0.61	0.61	NUM
edu-5885	166	19	highest	high	ADJ
edu-5885	166	20	1.2	1.2	NUM
edu-5885	166	21	the	the	DET
edu-5885	166	22	databases	database	NOUN
edu-5885	166	23	are	be	AUX
edu-5885	166	24	kept	keep	VERB
edu-5885	166	25	up	up	ADP
edu-5885	166	26	-	-	PUNCT
edu-5885	166	27	to	to	ADP
edu-5885	166	28	-	-	PUNCT
edu-5885	166	29	date	date	NOUN
edu-5885	166	30	4.52	4.52	NUM
edu-5885	166	31	0.54	0.54	NUM
edu-5885	166	32	highest	high	ADJ
edu-5885	166	33	1.3	1.3	NUM
edu-5885	166	34	the	the	DET
edu-5885	166	35	database	database	NOUN
edu-5885	166	36	can	can	AUX
edu-5885	166	37	be	be	AUX
edu-5885	166	38	used	use	VERB
edu-5885	166	39	to	to	PART
edu-5885	166	40	benefit	benefit	VERB
edu-5885	166	41	you	you	PRON
edu-5885	166	42	and	and	CCONJ
edu-5885	166	43	the	the	DET
edu-5885	166	44	organization	organization	NOUN
edu-5885	166	45	effectively	effectively	ADV
edu-5885	166	46	4.36	4.36	NUM
edu-5885	166	47	0.71	0.71	NUM
edu-5885	166	48	high	high	ADJ
edu-5885	166	49	1.4	1.4	NUM
edu-5885	166	50	information	information	NOUN
edu-5885	166	51	in	in	ADP
edu-5885	166	52	the	the	DET
edu-5885	166	53	system	system	NOUN
edu-5885	166	54	is	be	AUX
edu-5885	166	55	accurate	accurate	ADJ
edu-5885	166	56	and	and	CCONJ
edu-5885	166	57	complete	complete	ADJ
edu-5885	166	58	,	,	PUNCT
edu-5885	166	59	useful	useful	ADJ
edu-5885	166	60	for	for	ADP
edu-5885	166	61	operations	operation	NOUN
edu-5885	166	62	and	and	CCONJ
edu-5885	166	63	decision	decision	NOUN
edu-5885	166	64	-	-	PUNCT
edu-5885	166	65	making	make	VERB
edu-5885	166	66	4.48	4.48	NUM
edu-5885	166	67	0.60	0.60	NUM
edu-5885	166	68	high	high	ADJ
edu-5885	166	69	1.5	1.5	NUM
edu-5885	166	70	the	the	DET
edu-5885	166	71	information	information	NOUN
edu-5885	166	72	is	be	AUX
edu-5885	166	73	organized	organize	VERB
edu-5885	166	74	into	into	ADP
edu-5885	166	75	categories	category	NOUN
edu-5885	166	76	for	for	ADP
edu-5885	166	77	easy	easy	ADJ
edu-5885	166	78	searching	search	VERB
edu-5885	166	79	4.17	4.17	NUM
edu-5885	166	80	0.86	0.86	NUM
edu-5885	166	81	high	high	ADJ
edu-5885	166	82	1.6	1.6	NUM
edu-5885	166	83	formats	format	NOUN
edu-5885	166	84	and	and	CCONJ
edu-5885	166	85	techniques	technique	NOUN
edu-5885	166	86	for	for	ADP
edu-5885	166	87	presenting	present	VERB
edu-5885	166	88	information	information	NOUN
edu-5885	166	89	4.41	4.41	NUM
edu-5885	166	90	0.64	0.64	NUM
edu-5885	166	91	high	high	ADJ
edu-5885	166	92	1.7	1.7	NUM
edu-5885	166	93	there	there	PRON
edu-5885	166	94	is	be	VERB
edu-5885	166	95	a	a	DET
edu-5885	166	96	security	security	NOUN
edu-5885	166	97	rating	rating	NOUN
edu-5885	166	98	or	or	CCONJ
edu-5885	166	99	permission	permission	NOUN
edu-5885	166	100	to	to	PART
edu-5885	166	101	access	access	VERB
edu-5885	166	102	information	information	NOUN
edu-5885	166	103	4.52	4.52	NUM
edu-5885	166	104	0.56	0.56	NUM
edu-5885	166	105	highest	high	ADJ
edu-5885	166	106	1.8	1.8	NUM
edu-5885	166	107	attractiveness	attractiveness	NOUN
edu-5885	166	108	of	of	ADP
edu-5885	166	109	information	information	NOUN
edu-5885	166	110	systems	system	NOUN
edu-5885	166	111	4.41	4.41	NUM
edu-5885	166	112	0.64	0.64	NUM
edu-5885	166	113	high	high	ADJ
edu-5885	166	114	total	total	ADJ
edu-5885	166	115	4.43	4.43	NUM
edu-5885	166	116	0.48	0.48	NUM
edu-5885	166	117	high	high	ADJ
edu-5885	166	118	2	2	NUM
edu-5885	166	119	.	.	PUNCT
edu-5885	166	120	performance	performance	NOUN
edu-5885	166	121	criteria	criterion	NOUN
edu-5885	166	122	2.1	2.1	NUM
edu-5885	166	123	can	can	AUX
edu-5885	166	124	easily	easily	ADV
edu-5885	166	125	find	find	VERB
edu-5885	166	126	or	or	CCONJ
edu-5885	166	127	access	access	VERB
edu-5885	166	128	the	the	DET
edu-5885	166	129	required	require	VERB
edu-5885	166	130	information	information	NOUN
edu-5885	166	131	4.44	4.44	NUM
edu-5885	166	132	0.69	0.69	NUM
edu-5885	166	133	high	high	ADJ
edu-5885	166	134	2.2	2.2	NUM
edu-5885	166	135	there	there	PRON
edu-5885	166	136	are	be	VERB
edu-5885	166	137	functions	function	NOUN
edu-5885	166	138	or	or	CCONJ
edu-5885	166	139	tools	tool	NOUN
edu-5885	166	140	to	to	PART
edu-5885	166	141	use	use	VERB
edu-5885	166	142	appropriately	appropriately	ADV
edu-5885	166	143	4.40	4.40	NUM
edu-5885	166	144	0.64	0.64	NUM
edu-5885	166	145	high	high	ADJ
edu-5885	166	146	2.3	2.3	NUM
edu-5885	166	147	system	system	NOUN
edu-5885	166	148	efficiency	efficiency	NOUN
edu-5885	166	149	/	/	SYM
edu-5885	166	150	speed	speed	NOUN
edu-5885	166	151	of	of	ADP
edu-5885	166	152	response	response	NOUN
edu-5885	166	153	4.35	4.35	NUM
edu-5885	166	154	0.84	0.84	NUM
edu-5885	166	155	high	high	ADJ
edu-5885	166	156	2.4	2.4	NUM
edu-5885	166	157	the	the	DET
edu-5885	166	158	system	system	NOUN
edu-5885	166	159	is	be	AUX
edu-5885	166	160	stable	stable	ADJ
edu-5885	166	161	,	,	PUNCT
edu-5885	166	162	can	can	AUX
edu-5885	166	163	be	be	AUX
edu-5885	166	164	accessed	access	VERB
edu-5885	166	165	at	at	ADP
edu-5885	166	166	any	any	DET
edu-5885	166	167	time	time	NOUN
edu-5885	166	168	4.42	4.42	NUM
edu-5885	166	169	0.74	0.74	NUM
edu-5885	166	170	high	high	ADJ
edu-5885	166	171	2.5	2.5	NUM
edu-5885	166	172	the	the	DET
edu-5885	166	173	display	display	NOUN
edu-5885	166	174	format	format	NOUN
edu-5885	166	175	on	on	ADP
edu-5885	166	176	the	the	DET
edu-5885	166	177	screen	screen	NOUN
edu-5885	166	178	is	be	AUX
edu-5885	166	179	suitable	suitable	ADJ
edu-5885	166	180	and	and	CCONJ
edu-5885	166	181	beautiful	beautiful	ADJ
edu-5885	166	182	4.30	4.30	NUM
edu-5885	166	183	0.67	0.67	NUM
edu-5885	166	184	high	high	ADJ
edu-5885	166	185	2.6	2.6	NUM
edu-5885	166	186	there	there	PRON
edu-5885	166	187	is	be	VERB
edu-5885	166	188	information	information	NOUN
edu-5885	166	189	that	that	PRON
edu-5885	166	190	is	be	AUX
edu-5885	166	191	useful	useful	ADJ
edu-5885	166	192	to	to	ADP
edu-5885	166	193	users	user	NOUN
edu-5885	166	194	4.54	4.54	NUM
edu-5885	166	195	0.62	0.62	NUM
edu-5885	166	196	highest	high	ADJ
edu-5885	166	197	2.7	2.7	NUM
edu-5885	166	198	the	the	DET
edu-5885	166	199	system	system	NOUN
edu-5885	166	200	is	be	AUX
edu-5885	166	201	easy	easy	ADJ
edu-5885	166	202	to	to	PART
edu-5885	166	203	use	use	VERB
edu-5885	166	204	and	and	CCONJ
edu-5885	166	205	not	not	PART
edu-5885	166	206	complicated	complicate	VERB
edu-5885	166	207	4.53	4.53	NUM
edu-5885	166	208	0.53	0.53	NUM
edu-5885	166	209	highest	high	ADJ
edu-5885	166	210	total	total	ADJ
edu-5885	166	211	4.43	4.43	NUM
edu-5885	166	212	0.54	0.54	NUM
edu-5885	166	213	high	high	ADJ
edu-5885	166	214	table	table	NOUN
edu-5885	166	215	6	6	NUM
edu-5885	166	216	shows	show	VERB
edu-5885	166	217	the	the	DET
edu-5885	166	218	level	level	NOUN
edu-5885	166	219	of	of	ADP
edu-5885	166	220	satisfaction	satisfaction	NOUN
edu-5885	166	221	of	of	ADP
edu-5885	166	222	117	117	NUM
edu-5885	166	223	students	student	NOUN
edu-5885	166	224	who	who	PRON
edu-5885	166	225	use	use	VERB
edu-5885	166	226	digital	digital	ADJ
edu-5885	166	227	platforms	platform	NOUN
edu-5885	166	228	,	,	PUNCT
edu-5885	166	229	with	with	ADP
edu-5885	166	230	an	an	DET
edu-5885	166	231	average	average	ADJ
edu-5885	166	232	level	level	NOUN
edu-5885	166	233	of	of	ADP
edu-5885	166	234	high	high	ADJ
edu-5885	166	235	satisfaction	satisfaction	NOUN
edu-5885	166	236	with	with	ADP
edu-5885	166	237	information	information	NOUN
edu-5885	166	238	criteria	criterion	NOUN
edu-5885	166	239	(	(	PUNCT
edu-5885	166	240	m	m	NOUN
edu-5885	166	241	=	=	SYM
edu-5885	166	242	4.43	4.43	NUM
edu-5885	166	243	,	,	PUNCT
edu-5885	166	244	s.d	s.d	PROPN
edu-5885	166	245	.	.	PUNCT
edu-5885	167	1	=	=	NUM
edu-5885	167	2	0.48	0.48	NUM
edu-5885	167	3	)	)	PUNCT
edu-5885	167	4	and	and	CCONJ
edu-5885	167	5	high	high	ADJ
edu-5885	167	6	satisfaction	satisfaction	NOUN
edu-5885	167	7	with	with	ADP
edu-5885	167	8	performance	performance	NOUN
edu-5885	167	9	criteria	criterion	NOUN
edu-5885	167	10	(	(	PUNCT
edu-5885	167	11	m	m	NOUN
edu-5885	167	12	=	=	SYM
edu-5885	167	13	4.43	4.43	NUM
edu-5885	167	14	,	,	PUNCT
edu-5885	167	15	s.d	s.d	PROPN
edu-5885	167	16	.	.	PUNCT
edu-5885	168	1	=	=	NUM
edu-5885	168	2	0.54	0.54	NUM
edu-5885	168	3	)	)	PUNCT
edu-5885	168	4	.	.	PUNCT
edu-5885	169	1	three	three	NUM
edu-5885	169	2	items	item	NOUN
edu-5885	169	3	make	make	VERB
edu-5885	169	4	up	up	ADP
edu-5885	169	5	the	the	DET
edu-5885	169	6	information	information	NOUN
edu-5885	169	7	criteria	criterion	NOUN
edu-5885	169	8	:	:	PUNCT
edu-5885	169	9	categorizing	categorize	VERB
edu-5885	169	10	the	the	DET
edu-5885	169	11	speed	speed	NOUN
edu-5885	169	12	of	of	ADP
edu-5885	169	13	data	datum	NOUN
edu-5885	169	14	display	display	NOUN
edu-5885	169	15	for	for	ADP
edu-5885	169	16	ease	ease	NOUN
edu-5885	169	17	of	of	ADP
edu-5885	169	18	access	access	NOUN
edu-5885	169	19	,	,	PUNCT
edu-5885	169	20	maintaining	maintain	VERB
edu-5885	169	21	up	up	ADP
edu-5885	169	22	-	-	PUNCT
edu-5885	169	23	to	to	ADP
edu-5885	169	24	-	-	PUNCT
edu-5885	169	25	date	date	NOUN
edu-5885	169	26	databases	database	NOUN
edu-5885	169	27	,	,	PUNCT
edu-5885	169	28	and	and	CCONJ
edu-5885	169	29	providing	provide	VERB
edu-5885	169	30	a	a	DET
edu-5885	169	31	security	security	NOUN
edu-5885	169	32	rating	rating	NOUN
edu-5885	169	33	or	or	CCONJ
edu-5885	169	34	permission	permission	NOUN
edu-5885	169	35	to	to	PART
edu-5885	169	36	access	access	VERB
edu-5885	169	37	information	information	NOUN
edu-5885	169	38	,	,	PUNCT
edu-5885	169	39	all	all	PRON
edu-5885	169	40	of	of	ADP
edu-5885	169	41	which	which	PRON
edu-5885	169	42	students	student	NOUN
edu-5885	169	43	find	find	VERB
edu-5885	169	44	most	most	ADV
edu-5885	169	45	satisfying	satisfying	ADJ
edu-5885	169	46	.	.	PUNCT
edu-5885	170	1	in	in	ADP
edu-5885	170	2	terms	term	NOUN
edu-5885	170	3	of	of	ADP
edu-5885	170	4	performance	performance	NOUN
edu-5885	170	5	criteria	criterion	NOUN
edu-5885	170	6	,	,	PUNCT
edu-5885	170	7	there	there	PRON
edu-5885	170	8	are	be	VERB
edu-5885	170	9	two	two	NUM
edu-5885	170	10	items	item	NOUN
edu-5885	170	11	:	:	PUNCT
edu-5885	170	12	there	there	PRON
edu-5885	170	13	is	be	VERB
edu-5885	170	14	information	information	NOUN
edu-5885	170	15	that	that	PRON
edu-5885	170	16	is	be	AUX
edu-5885	170	17	useful	useful	ADJ
edu-5885	170	18	to	to	ADP
edu-5885	170	19	users	user	NOUN
edu-5885	170	20	,	,	PUNCT
edu-5885	170	21	and	and	CCONJ
edu-5885	170	22	the	the	DET
edu-5885	170	23	system	system	NOUN
edu-5885	170	24	is	be	AUX
edu-5885	170	25	easy	easy	ADJ
edu-5885	170	26	to	to	PART
edu-5885	170	27	use	use	VERB
edu-5885	170	28	and	and	CCONJ
edu-5885	170	29	not	not	PART
edu-5885	170	30	complicated	complicate	VERB
edu-5885	170	31	,	,	PUNCT
edu-5885	170	32	which	which	PRON
edu-5885	170	33	means	mean	VERB
edu-5885	170	34	students	student	NOUN
edu-5885	170	35	have	have	VERB
edu-5885	170	36	the	the	DET
edu-5885	170	37	highest	high	ADJ
edu-5885	170	38	satisfaction	satisfaction	NOUN
edu-5885	170	39	level	level	NOUN
edu-5885	170	40	.	.	PUNCT
edu-5885	171	1	4	4	X
edu-5885	171	2	.	.	X
edu-5885	171	3	discussions	discussion	NOUN
edu-5885	171	4	the	the	DET
edu-5885	171	5	discussion	discussion	NOUN
edu-5885	171	6	of	of	ADP
edu-5885	171	7	the	the	DET
edu-5885	171	8	results	result	NOUN
edu-5885	171	9	of	of	ADP
edu-5885	171	10	this	this	DET
edu-5885	171	11	research	research	NOUN
edu-5885	171	12	consisted	consist	VERB
edu-5885	171	13	of	of	ADP
edu-5885	171	14	two	two	NUM
edu-5885	171	15	topics	topic	NOUN
edu-5885	171	16	:	:	PUNCT
edu-5885	171	17	1	1	NUM
edu-5885	171	18	)	)	PUNCT
edu-5885	171	19	to	to	PART
edu-5885	171	20	study	study	VERB
edu-5885	171	21	the	the	DET
edu-5885	171	22	problems	problem	NOUN
edu-5885	171	23	of	of	ADP
edu-5885	171	24	stress	stress	NOUN
edu-5885	171	25	and	and	CCONJ
edu-5885	171	26	depression	depression	NOUN
edu-5885	171	27	among	among	ADP
edu-5885	171	28	students	student	NOUN
edu-5885	171	29	in	in	ADP
edu-5885	171	30	grade	grade	NOUN
edu-5885	171	31	12th	12th	ADJ
edu-5885	171	32	students	student	NOUN
edu-5885	171	33	,	,	PUNCT
edu-5885	171	34	2	2	NUM
edu-5885	171	35	)	)	PUNCT
edu-5885	171	36	to	to	PART
edu-5885	171	37	study	study	VERB
edu-5885	171	38	techniques	technique	NOUN
edu-5885	171	39	for	for	ADP
edu-5885	171	40	analyzing	analyze	VERB
edu-5885	171	41	and	and	CCONJ
edu-5885	171	42	predicting	predict	VERB
edu-5885	171	43	stress	stress	NOUN
edu-5885	171	44	levels	level	NOUN
edu-5885	171	45	,	,	PUNCT
edu-5885	171	46	depression	depression	NOUN
edu-5885	171	47	,	,	PUNCT
edu-5885	171	48	and	and	CCONJ
edu-5885	171	49	learning	learn	VERB
edu-5885	171	50	performance	performance	NOUN
edu-5885	171	51	,	,	PUNCT
edu-5885	171	52	and	and	CCONJ
edu-5885	171	53	3	3	X
edu-5885	171	54	)	)	PUNCT
edu-5885	171	55	to	to	PART
edu-5885	171	56	evaluate	evaluate	VERB
edu-5885	171	57	stress	stress	NOUN
edu-5885	171	58	and	and	CCONJ
edu-5885	171	59	depression	depression	NOUN
edu-5885	171	60	prediction	prediction	NOUN
edu-5885	171	61	platforms	platform	NOUN
edu-5885	171	62	among	among	ADP
edu-5885	171	63	grade	grade	NOUN
edu-5885	171	64	12th	12th	ADJ
edu-5885	171	65	students	student	NOUN
edu-5885	171	66	.	.	PUNCT
edu-5885	172	1	the	the	DET
edu-5885	172	2	learning	learning	NOUN
edu-5885	172	3	of	of	ADP
edu-5885	172	4	grade	grade	NOUN
edu-5885	172	5	12th	12th	NOUN
edu-5885	172	6	students	student	NOUN
edu-5885	172	7	is	be	AUX
edu-5885	172	8	as	as	SCONJ
edu-5885	172	9	follows	follow	VERB
edu-5885	172	10	:	:	PUNCT
edu-5885	173	1	1	1	X
edu-5885	173	2	.	.	PUNCT
edu-5885	173	3	the	the	DET
edu-5885	173	4	results	result	NOUN
edu-5885	173	5	of	of	ADP
edu-5885	173	6	a	a	DET
edu-5885	173	7	study	study	NOUN
edu-5885	173	8	on	on	ADP
edu-5885	173	9	stress	stress	NOUN
edu-5885	173	10	and	and	CCONJ
edu-5885	173	11	depression	depression	NOUN
edu-5885	173	12	problems	problem	NOUN
edu-5885	173	13	among	among	ADP
edu-5885	173	14	grade	grade	NOUN
edu-5885	173	15	12	12	NUM
edu-5885	173	16	students	student	NOUN
edu-5885	173	17	found	find	VERB
edu-5885	173	18	that	that	SCONJ
edu-5885	173	19	females	female	NOUN
edu-5885	173	20	were	be	AUX
edu-5885	173	21	more	more	ADV
edu-5885	173	22	likely	likely	ADJ
edu-5885	173	23	to	to	PART
edu-5885	173	24	experience	experience	VERB
edu-5885	173	25	stress	stress	NOUN
edu-5885	173	26	and	and	CCONJ
edu-5885	173	27	depression	depression	NOUN
edu-5885	173	28	,	,	PUNCT
edu-5885	173	29	with	with	ADP
edu-5885	173	30	males	male	NOUN
edu-5885	173	31	having	have	VERB
edu-5885	173	32	an	an	DET
edu-5885	173	33	average	average	NOUN
edu-5885	173	34	lower	low	ADJ
edu-5885	173	35	than	than	ADP
edu-5885	173	36	females	female	NOUN
edu-5885	173	37	at	at	ADP
edu-5885	173	38	0.22	0.22	NUM
edu-5885	173	39	.	.	PUNCT
edu-5885	174	1	this	this	PRON
edu-5885	174	2	included	include	VERB
edu-5885	174	3	the	the	DET
edu-5885	174	4	average	average	ADJ
edu-5885	174	5	student	student	NOUN
edu-5885	174	6	's	's	PART
edu-5885	174	7	gpa	gpa	PROPN
edu-5885	174	8	.	.	PROPN
edu-5885	175	1	females	female	NOUN
edu-5885	175	2	with	with	ADP
edu-5885	175	3	a	a	DET
edu-5885	175	4	good	good	ADJ
edu-5885	175	5	gpa	gpa	PROPN
edu-5885	175	6	were	be	AUX
edu-5885	175	7	more	more	ADV
edu-5885	175	8	likely	likely	ADJ
edu-5885	175	9	to	to	PART
edu-5885	175	10	experience	experience	VERB
edu-5885	175	11	stress	stress	NOUN
edu-5885	175	12	and	and	CCONJ
edu-5885	175	13	depression	depression	NOUN
edu-5885	175	14	than	than	ADP
edu-5885	175	15	students	student	NOUN
edu-5885	175	16	with	with	ADP
edu-5885	175	17	a	a	DET
edu-5885	175	18	lower	low	ADJ
edu-5885	175	19	gpa	gpa	NOUN
edu-5885	175	20	.	.	PUNCT
edu-5885	176	1	the	the	DET
edu-5885	176	2	covid-19	covid-19	PROPN
edu-5885	176	3	epidemic	epidemic	NOUN
edu-5885	176	4	has	have	AUX
edu-5885	176	5	forced	force	VERB
edu-5885	176	6	everyone	everyone	PRON
edu-5885	176	7	to	to	PART
edu-5885	176	8	adapt	adapt	VERB
edu-5885	176	9	their	their	PRON
edu-5885	176	10	lifestyles	lifestyle	NOUN
edu-5885	176	11	and	and	CCONJ
edu-5885	176	12	livelihoods	livelihood	NOUN
edu-5885	176	13	,	,	PUNCT
edu-5885	176	14	including	include	VERB
edu-5885	176	15	in	in	ADP
edu-5885	176	16	education	education	NOUN
edu-5885	176	17	.	.	PUNCT
edu-5885	177	1	the	the	DET
edu-5885	177	2	traditional	traditional	ADJ
edu-5885	177	3	on	on	ADP
edu-5885	177	4	-	-	PUNCT
edu-5885	177	5	site	site	NOUN
edu-5885	177	6	teaching	teaching	NOUN
edu-5885	177	7	style	style	NOUN
edu-5885	177	8	has	have	AUX
edu-5885	177	9	been	be	AUX
edu-5885	177	10	replaced	replace	VERB
edu-5885	177	11	by	by	ADP
edu-5885	177	12	online	online	ADJ
edu-5885	177	13	learning	learning	NOUN
edu-5885	177	14	,	,	PUNCT
edu-5885	177	15	necessitating	necessitate	VERB
edu-5885	177	16	students	student	NOUN
edu-5885	177	17	to	to	PART
edu-5885	177	18	adjust	adjust	VERB
edu-5885	177	19	to	to	ADP
edu-5885	177	20	this	this	DET
edu-5885	177	21	new	new	ADJ
edu-5885	177	22	environment	environment	NOUN
edu-5885	177	23	.	.	PUNCT
edu-5885	178	1	living	live	VERB
edu-5885	178	2	in	in	ADP
edu-5885	178	3	a	a	DET
edu-5885	178	4	house	house	NOUN
edu-5885	178	5	means	mean	VERB
edu-5885	178	6	they	they	PRON
edu-5885	178	7	will	will	AUX
edu-5885	178	8	face	face	VERB
edu-5885	178	9	stress	stress	NOUN
edu-5885	178	10	because	because	SCONJ
edu-5885	178	11	they	they	PRON
edu-5885	178	12	may	may	AUX
edu-5885	178	13	not	not	PART
edu-5885	178	14	be	be	AUX
edu-5885	178	15	aware	aware	ADJ
edu-5885	178	16	of	of	ADP
edu-5885	178	17	the	the	DET
edu-5885	178	18	covid-19	covid-19	PROPN
edu-5885	178	19	epidemic	epidemic	NOUN
edu-5885	178	20	situation	situation	NOUN
edu-5885	178	21	.	.	PUNCT
edu-5885	179	1	in	in	ADP
edu-5885	179	2	addition	addition	NOUN
edu-5885	179	3	to	to	ADP
edu-5885	179	4	students	student	NOUN
edu-5885	179	5	having	have	VERB
edu-5885	179	6	to	to	PART
edu-5885	179	7	deal	deal	VERB
edu-5885	179	8	with	with	ADP
edu-5885	179	9	the	the	DET
edu-5885	179	10	epidemic	epidemic	NOUN
edu-5885	179	11	situation	situation	NOUN
edu-5885	179	12	,	,	PUNCT
edu-5885	179	13	grade	grade	NOUN
edu-5885	179	14	6	6	NUM
edu-5885	179	15	students	student	NOUN
edu-5885	179	16	also	also	ADV
edu-5885	179	17	need	need	VERB
edu-5885	179	18	to	to	PART
edu-5885	179	19	prepare	prepare	VERB
edu-5885	179	20	for	for	ADP
edu-5885	179	21	university	university	NOUN
edu-5885	179	22	,	,	PUNCT
edu-5885	179	23	resulting	result	VERB
edu-5885	179	24	in	in	ADP
edu-5885	179	25	severe	severe	ADJ
edu-5885	179	26	stress	stress	NOUN
edu-5885	179	27	among	among	ADP
edu-5885	179	28	grade	grade	NOUN
edu-5885	179	29	6	6	NUM
edu-5885	179	30	students	student	NOUN
edu-5885	179	31	,	,	PUNCT
edu-5885	179	32	which	which	PRON
edu-5885	179	33	may	may	AUX
edu-5885	179	34	make	make	VERB
edu-5885	179	35	them	they	PRON
edu-5885	179	36	more	more	ADV
edu-5885	179	37	prone	prone	ADJ
edu-5885	179	38	to	to	ADP
edu-5885	179	39	depression	depression	NOUN
edu-5885	179	40	.	.	PUNCT
edu-5885	180	1	numerous	numerous	ADJ
edu-5885	180	2	scholars	scholar	NOUN
edu-5885	180	3	have	have	AUX
edu-5885	180	4	suggested	suggest	VERB
edu-5885	180	5	that	that	SCONJ
edu-5885	180	6	adolescents	adolescent	NOUN
edu-5885	180	7	'	'	PART
edu-5885	180	8	selfexpectations	selfexpectation	NOUN
edu-5885	180	9	and	and	CCONJ
edu-5885	180	10	their	their	PRON
edu-5885	180	11	family	family	NOUN
edu-5885	180	12	's	's	PART
edu-5885	180	13	perceptions	perception	NOUN
edu-5885	180	14	of	of	ADP
edu-5885	180	15	their	their	PRON
edu-5885	180	16	lack	lack	NOUN
edu-5885	180	17	of	of	ADP
edu-5885	180	18	preparedness	preparedness	NOUN
edu-5885	180	19	for	for	ADP
edu-5885	180	20	education	education	NOUN
edu-5885	180	21	may	may	AUX
edu-5885	180	22	be	be	AUX
edu-5885	180	23	the	the	DET
edu-5885	180	24	root	root	NOUN
edu-5885	180	25	cause	cause	NOUN
edu-5885	180	26	of	of	ADP
edu-5885	180	27	stress	stress	NOUN
edu-5885	180	28	.	.	PUNCT
edu-5885	181	1	prepare	prepare	VERB
edu-5885	181	2	yourself	yourself	PRON
edu-5885	181	3	,	,	PUNCT
edu-5885	181	4	including	include	VERB
edu-5885	181	5	your	your	PRON
edu-5885	181	6	grades	grade	NOUN
edu-5885	181	7	(	(	PUNCT
edu-5885	181	8	inprom	inprom	PROPN
edu-5885	181	9	&	&	CCONJ
edu-5885	181	10	nimnuan	nimnuan	PROPN
edu-5885	181	11	,	,	PUNCT
edu-5885	181	12	2006	2006	NUM
edu-5885	181	13	)	)	PUNCT
edu-5885	181	14	.	.	PUNCT
edu-5885	182	1	researchers	researcher	NOUN
edu-5885	182	2	have	have	AUX
edu-5885	182	3	stated	state	VERB
edu-5885	182	4	that	that	SCONJ
edu-5885	182	5	when	when	SCONJ
edu-5885	182	6	considering	consider	VERB
edu-5885	182	7	the	the	DET
edu-5885	182	8	factors	factor	NOUN
edu-5885	182	9	of	of	ADP
edu-5885	182	10	family	family	NOUN
edu-5885	182	11	expectations	expectation	NOUN
edu-5885	182	12	on	on	ADP
edu-5885	182	13	stress	stress	NOUN
edu-5885	182	14	levels	level	NOUN
edu-5885	182	15	,	,	PUNCT
edu-5885	182	16	the	the	DET
edu-5885	182	17	results	result	NOUN
edu-5885	182	18	of	of	ADP
edu-5885	182	19	this	this	DET
edu-5885	182	20	study	study	NOUN
edu-5885	182	21	also	also	ADV
edu-5885	182	22	found	find	VERB
edu-5885	182	23	that	that	SCONJ
edu-5885	182	24	family	family	NOUN
edu-5885	182	25	expectations	expectation	NOUN
edu-5885	182	26	for	for	ADP
edu-5885	182	27	university	university	NOUN
edu-5885	182	28	entrance	entrance	NOUN
edu-5885	182	29	exams	exam	NOUN
edu-5885	182	30	were	be	AUX
edu-5885	182	31	more	more	ADV
edu-5885	182	32	important	important	ADJ
edu-5885	182	33	factors	factor	NOUN
edu-5885	182	34	positively	positively	ADV
edu-5885	182	35	correlated	correlate	VERB
edu-5885	182	36	with	with	ADP
edu-5885	182	37	stress	stress	NOUN
edu-5885	182	38	(	(	PUNCT
edu-5885	182	39	p<.05	p<.05	NOUN
edu-5885	182	40	,	,	PUNCT
edu-5885	182	41	r	r	NOUN
edu-5885	182	42	=	=	SYM
edu-5885	182	43	148	148	NUM
edu-5885	182	44	)	)	PUNCT
edu-5885	182	45	.	.	PUNCT
edu-5885	183	1	in	in	ADP
edu-5885	183	2	addition	addition	NOUN
edu-5885	183	3	to	to	ADP
edu-5885	183	4	the	the	DET
edu-5885	183	5	above	above	ADJ
edu-5885	183	6	two	two	NUM
edu-5885	183	7	factors	factor	NOUN
edu-5885	183	8	,	,	PUNCT
edu-5885	183	9	the	the	DET
edu-5885	183	10	throughput	throughput	NOUN
edu-5885	183	11	factor	factor	NOUN
edu-5885	183	12	was	be	AUX
edu-5885	183	13	associated	associate	VERB
edu-5885	183	14	with	with	ADP
edu-5885	183	15	increased	increase	VERB
edu-5885	183	16	stress	stress	NOUN
edu-5885	183	17	(	(	PUNCT
edu-5885	183	18	p<.01	p<.01	PROPN
edu-5885	183	19	,	,	PUNCT
edu-5885	183	20	r=-.256	r=-.256	PROPN
edu-5885	183	21	)	)	PUNCT
edu-5885	183	22	.	.	PUNCT
edu-5885	184	1	the	the	PRON
edu-5885	184	2	lower	low	ADJ
edu-5885	184	3	the	the	DET
edu-5885	184	4	family	family	NOUN
edu-5885	184	5	's	's	PART
edu-5885	184	6	income	income	NOUN
edu-5885	184	7	,	,	PUNCT
edu-5885	184	8	the	the	PRON
edu-5885	184	9	higher	high	ADJ
edu-5885	184	10	the	the	DET
edu-5885	184	11	stress	stress	NOUN
edu-5885	184	12	level	level	NOUN
edu-5885	184	13	of	of	ADP
edu-5885	184	14	adolescents	adolescent	NOUN
edu-5885	184	15	.	.	PUNCT
edu-5885	185	1	researchers	researcher	NOUN
edu-5885	185	2	conducted	conduct	VERB
edu-5885	185	3	a	a	DET
edu-5885	185	4	study	study	NOUN
edu-5885	185	5	on	on	ADP
edu-5885	185	6	the	the	DET
edu-5885	185	7	depression	depression	NOUN
edu-5885	185	8	levels	level	NOUN
edu-5885	185	9	of	of	ADP
edu-5885	185	10	grade	grade	NOUN
edu-5885	185	11	12	12	NUM
edu-5885	185	12	students	student	NOUN
edu-5885	185	13	in	in	ADP
edu-5885	185	14	samut	samut	PROPN
edu-5885	185	15	songkhram	songkhram	PROPN
edu-5885	185	16	province	province	PROPN
edu-5885	185	17	,	,	PUNCT
edu-5885	185	18	who	who	PRON
edu-5885	185	19	were	be	AUX
edu-5885	185	20	preparing	prepare	VERB
edu-5885	185	21	for	for	ADP
edu-5885	185	22	their	their	PRON
edu-5885	185	23	university	university	NOUN
edu-5885	185	24	entrance	entrance	NOUN
edu-5885	185	25	examination	examination	NOUN
edu-5885	185	26	.	.	PUNCT
edu-5885	186	1	it	it	PRON
edu-5885	186	2	was	be	AUX
edu-5885	186	3	found	find	VERB
edu-5885	186	4	that	that	SCONJ
edu-5885	186	5	21.4	21.4	NUM
edu-5885	186	6	%	%	NOUN
edu-5885	186	7	of	of	ADP
edu-5885	186	8	adolescents	adolescent	NOUN
edu-5885	186	9	had	have	VERB
edu-5885	186	10	depression	depression	NOUN
edu-5885	186	11	to	to	ADP
edu-5885	186	12	the	the	DET
edu-5885	186	13	degree	degree	NOUN
edu-5885	186	14	of	of	ADP
edu-5885	186	15	clinical	clinical	ADJ
edu-5885	186	16	significance	significance	NOUN
edu-5885	186	17	that	that	SCONJ
edu-5885	186	18	they	they	PRON
edu-5885	186	19	should	should	AUX
edu-5885	186	20	be	be	AUX
edu-5885	186	21	referred	refer	VERB
edu-5885	186	22	for	for	ADP
edu-5885	186	23	diagnosis	diagnosis	NOUN
edu-5885	186	24	(	(	PUNCT
edu-5885	186	25	uratmanee	uratmanee	NOUN
edu-5885	186	26	&	&	CCONJ
edu-5885	186	27	lertsamran	lertsamran	ADJ
edu-5885	186	28	,	,	PUNCT
edu-5885	186	29	2017	2017	NUM
edu-5885	186	30	)	)	PUNCT
edu-5885	186	31	.	.	PUNCT
edu-5885	187	1	the	the	DET
edu-5885	187	2	research	research	NOUN
edu-5885	187	3	also	also	ADV
edu-5885	187	4	revealed	reveal	VERB
edu-5885	187	5	that	that	SCONJ
edu-5885	187	6	zhou	zhou	PROPN
edu-5885	187	7	et	et	PROPN
edu-5885	187	8	al	al	PROPN
edu-5885	187	9	.	.	PROPN
edu-5885	188	1	(	(	PUNCT
edu-5885	188	2	2023	2023	NUM
edu-5885	188	3	)	)	PUNCT
edu-5885	188	4	developed	develop	VERB
edu-5885	188	5	a	a	DET
edu-5885	188	6	machine	machine	NOUN
edu-5885	188	7	learning	learn	VERB
edu-5885	188	8	model	model	NOUN
edu-5885	188	9	to	to	PART
edu-5885	188	10	detect	detect	VERB
edu-5885	188	11	and	and	CCONJ
edu-5885	188	12	distinguish	distinguish	VERB
edu-5885	188	13	depression	depression	NOUN
edu-5885	188	14	,	,	PUNCT
edu-5885	188	15	anxiety	anxiety	NOUN
edu-5885	188	16	,	,	PUNCT
edu-5885	188	17	and	and	CCONJ
edu-5885	188	18	apathy	apathy	NOUN
edu-5885	188	19	in	in	ADP
edu-5885	188	20	older	old	ADJ
edu-5885	188	21	adults	adult	NOUN
edu-5885	188	22	with	with	ADP
edu-5885	188	23	mild	mild	ADJ
edu-5885	188	24	cognitive	cognitive	ADJ
edu-5885	188	25	impairment	impairment	NOUN
edu-5885	188	26	based	base	VERB
edu-5885	188	27	on	on	ADP
edu-5885	188	28	speech	speech	NOUN
edu-5885	188	29	and	and	CCONJ
edu-5885	188	30	facial	facial	ADJ
edu-5885	188	31	expressions	expression	NOUN
edu-5885	188	32	.	.	PUNCT
edu-5885	189	1	the	the	DET
edu-5885	189	2	study	study	NOUN
edu-5885	189	3	by	by	ADP
edu-5885	189	4	singh	singh	PROPN
edu-5885	189	5	,	,	PUNCT
edu-5885	189	6	gupta	gupta	PROPN
edu-5885	189	7	,	,	PUNCT
edu-5885	189	8	singh	singh	NOUN
edu-5885	189	9	,	,	PUNCT
edu-5885	189	10	and	and	CCONJ
edu-5885	189	11	agrawal	agrawal	PROPN
edu-5885	189	12	(	(	PUNCT
edu-5885	189	13	2022	2022	NUM
edu-5885	189	14	)	)	PUNCT
edu-5885	189	15	which	which	PRON
edu-5885	189	16	explores	explore	VERB
edu-5885	189	17	the	the	DET
edu-5885	189	18	use	use	NOUN
edu-5885	189	19	of	of	ADP
edu-5885	189	20	machine	machine	NOUN
edu-5885	189	21	learning	learning	NOUN
edu-5885	189	22	models	model	NOUN
edu-5885	189	23	to	to	PART
edu-5885	189	24	predict	predict	VERB
edu-5885	189	25	the	the	DET
edu-5885	189	26	levels	level	NOUN
edu-5885	189	27	of	of	ADP
edu-5885	189	28	depression	depression	NOUN
edu-5885	189	29	,	,	PUNCT
edu-5885	189	30	anxiety	anxiety	NOUN
edu-5885	189	31	,	,	PUNCT
edu-5885	189	32	and	and	CCONJ
edu-5885	189	33	stress	stress	NOUN
edu-5885	189	34	based	base	VERB
edu-5885	189	35	on	on	ADP
edu-5885	189	36	the	the	DET
edu-5885	189	37	dass-42	dass-42	PROPN
edu-5885	189	38	psychometric	psychometric	ADJ
edu-5885	189	39	test	test	NOUN
edu-5885	189	40	results	result	NOUN
edu-5885	189	41	and	and	CCONJ
edu-5885	189	42	demographic	demographic	ADJ
edu-5885	189	43	information	information	NOUN
edu-5885	189	44	,	,	PUNCT
edu-5885	189	45	aligns	align	VERB
edu-5885	189	46	with	with	ADP
edu-5885	189	47	the	the	DET
edu-5885	189	48	model	model	NOUN
edu-5885	189	49	's	's	PART
edu-5885	189	50	strong	strong	ADJ
edu-5885	189	51	classification	classification	NOUN
edu-5885	189	52	performance	performance	NOUN
edu-5885	189	53	,	,	PUNCT
edu-5885	189	54	achieving	achieve	VERB
edu-5885	189	55	a	a	DET
edu-5885	189	56	weighted	weight	VERB
edu-5885	189	57	-	-	PUNCT
edu-5885	189	58	average	average	ADJ
edu-5885	189	59	f1	f1	NOUN
edu-5885	189	60	score	score	NOUN
edu-5885	189	61	of	of	ADP
edu-5885	189	62	96.6	96.6	NUM
edu-5885	189	63	%	%	NOUN
edu-5885	189	64	.	.	PUNCT
edu-5885	190	1	the	the	DET
edu-5885	190	2	researchers	researcher	NOUN
edu-5885	190	3	looked	look	VERB
edu-5885	190	4	at	at	ADP
edu-5885	190	5	a	a	DET
edu-5885	190	6	number	number	NOUN
edu-5885	190	7	of	of	ADP
edu-5885	190	8	techniques	technique	NOUN
edu-5885	190	9	and	and	CCONJ
edu-5885	190	10	ensemble	ensemble	ADJ
edu-5885	190	11	learning	learning	NOUN
edu-5885	190	12	methods	method	NOUN
edu-5885	190	13	,	,	PUNCT
edu-5885	190	14	such	such	ADJ
edu-5885	190	15	as	as	ADP
edu-5885	190	16	random	random	ADJ
edu-5885	190	17	forest	forest	NOUN
edu-5885	190	18	,	,	PUNCT
edu-5885	190	19	decision	decision	NOUN
edu-5885	190	20	tree	tree	NOUN
edu-5885	190	21	,	,	PUNCT
edu-5885	190	22	support	support	VERB
edu-5885	190	23	vector	vector	NOUN
edu-5885	190	24	machine	machine	NOUN
edu-5885	190	25	,	,	PUNCT
edu-5885	190	26	adaboost	adaboost	ADV
edu-5885	190	27	,	,	PUNCT
edu-5885	190	28	catboost	catboost	ADJ
edu-5885	190	29	,	,	PUNCT
edu-5885	190	30	and	and	CCONJ
edu-5885	190	31	extreme	extreme	ADJ
edu-5885	190	32	gradient	gradient	NOUN
edu-5885	190	33	boosting	boost	VERB
edu-5885	190	34	(	(	PUNCT
edu-5885	190	35	xgboost	xgboost	NUM
edu-5885	190	36	)	)	PUNCT
edu-5885	190	37	.	.	PUNCT
edu-5885	191	1	the	the	DET
edu-5885	191	2	support	support	NOUN
edu-5885	191	3	vector	vector	NOUN
edu-5885	191	4	machine	machine	NOUN
edu-5885	191	5	did	do	VERB
edu-5885	191	6	better	well	ADV
edu-5885	191	7	than	than	ADP
edu-5885	191	8	the	the	DET
edu-5885	191	9	others	other	NOUN
edu-5885	191	10	,	,	PUNCT
edu-5885	191	11	with	with	ADP
edu-5885	191	12	an	an	DET
edu-5885	191	13	f1measure	f1measure	NOUN
edu-5885	191	14	of	of	ADP
edu-5885	191	15	94	94	NUM
edu-5885	191	16	%	%	NOUN
edu-5885	191	17	for	for	ADP
edu-5885	191	18	depression	depression	NOUN
edu-5885	191	19	,	,	PUNCT
edu-5885	191	20	95	95	NUM
edu-5885	191	21	%	%	NOUN
edu-5885	191	22	for	for	ADP
edu-5885	191	23	anxiety	anxiety	NOUN
edu-5885	191	24	,	,	PUNCT
edu-5885	191	25	and	and	CCONJ
edu-5885	191	26	91	91	NUM
edu-5885	191	27	%	%	NOUN
edu-5885	191	28	for	for	ADP
edu-5885	191	29	stress	stress	NOUN
edu-5885	191	30	prediction	prediction	NOUN
edu-5885	191	31	.	.	PUNCT
edu-5885	192	1	2	2	X
edu-5885	192	2	.	.	X
edu-5885	192	3	the	the	DET
edu-5885	192	4	study	study	NOUN
edu-5885	192	5	analyzed	analyze	VERB
edu-5885	192	6	and	and	CCONJ
edu-5885	192	7	predicted	predict	VERB
edu-5885	192	8	stress	stress	NOUN
edu-5885	192	9	levels	level	NOUN
edu-5885	192	10	,	,	PUNCT
edu-5885	192	11	depression	depression	NOUN
edu-5885	192	12	,	,	PUNCT
edu-5885	192	13	and	and	CCONJ
edu-5885	192	14	academic	academic	ADJ
edu-5885	192	15	performance	performance	NOUN
edu-5885	192	16	of	of	ADP
edu-5885	192	17	grade	grade	NOUN
edu-5885	192	18	12th	12th	NOUN
edu-5885	192	19	students	student	NOUN
edu-5885	192	20	by	by	ADP
edu-5885	192	21	comparing	compare	VERB
edu-5885	192	22	the	the	DET
edu-5885	192	23	efficiency	efficiency	NOUN
edu-5885	192	24	and	and	CCONJ
edu-5885	192	25	accuracy	accuracy	NOUN
edu-5885	192	26	of	of	ADP
edu-5885	192	27	five	five	NUM
edu-5885	192	28	forecasting	forecasting	NOUN
edu-5885	192	29	models	model	NOUN
edu-5885	192	30	.	.	PUNCT
edu-5885	193	1	the	the	DET
edu-5885	193	2	logistic	logistic	ADJ
edu-5885	193	3	regression	regression	NOUN
edu-5885	193	4	model	model	NOUN
edu-5885	193	5	had	have	VERB
edu-5885	193	6	an	an	DET
edu-5885	193	7	accuracy	accuracy	NOUN
edu-5885	193	8	of	of	ADP
edu-5885	193	9	102	102	NUM
edu-5885	193	10	%	%	NOUN
edu-5885	193	11	,	,	PUNCT
edu-5885	193	12	while	while	SCONJ
edu-5885	193	13	the	the	DET
edu-5885	193	14	support	support	NOUN
edu-5885	193	15	vector	vector	NOUN
edu-5885	193	16	machine	machine	NOUN
edu-5885	193	17	technique	technique	NOUN
edu-5885	193	18	had	have	VERB
edu-5885	193	19	an	an	DET
edu-5885	193	20	accuracy	accuracy	NOUN
edu-5885	193	21	of	of	ADP
edu-5885	193	22	102	102	NUM
edu-5885	193	23	%	%	NOUN
edu-5885	193	24	.	.	PUNCT
edu-5885	194	1	the	the	DET
edu-5885	194	2	accuracy	accuracy	NOUN
edu-5885	194	3	was	be	AUX
edu-5885	194	4	102	102	NUM
edu-5885	194	5	%	%	NOUN
edu-5885	194	6	,	,	PUNCT
edu-5885	194	7	the	the	DET
edu-5885	194	8	decision	decision	NOUN
edu-5885	194	9	tree	tree	NOUN
edu-5885	194	10	technique	technique	NOUN
edu-5885	194	11	was	be	AUX
edu-5885	194	12	102	102	NUM
edu-5885	194	13	%	%	NOUN
edu-5885	194	14	,	,	PUNCT
edu-5885	194	15	and	and	CCONJ
edu-5885	194	16	the	the	DET
edu-5885	194	17	naïve	naïve	ADJ
edu-5885	194	18	bayes	bayes	NOUN
edu-5885	194	19	technique	technique	NOUN
edu-5885	194	20	was	be	AUX
edu-5885	194	21	83	83	NUM
edu-5885	194	22	%	%	NOUN
edu-5885	194	23	.	.	PUNCT
edu-5885	195	1	with	with	ADP
edu-5885	195	2	an	an	DET
edu-5885	195	3	accuracy	accuracy	NOUN
edu-5885	195	4	of	of	ADP
edu-5885	195	5	102	102	NUM
edu-5885	195	6	%	%	NOUN
edu-5885	195	7	,	,	PUNCT
edu-5885	195	8	a	a	DET
edu-5885	195	9	decision	decision	NOUN
edu-5885	195	10	tree	tree	NOUN
edu-5885	195	11	surpasses	surpass	VERB
edu-5885	195	12	the	the	DET
edu-5885	195	13	accuracy	accuracy	NOUN
edu-5885	195	14	of	of	ADP
edu-5885	195	15	the	the	DET
edu-5885	195	16	four	four	NUM
edu-5885	195	17	techniques	technique	NOUN
edu-5885	195	18	mentioned	mention	VERB
edu-5885	195	19	above	above	ADV
edu-5885	195	20	.	.	PUNCT
edu-5885	196	1	research	research	NOUN
edu-5885	196	2	by	by	ADP
edu-5885	196	3	thamsombat	thamsombat	NOUN
edu-5885	196	4	(	(	PUNCT
edu-5885	196	5	2012	2012	NUM
edu-5885	196	6	)	)	PUNCT
edu-5885	196	7	suggests	suggest	VERB
edu-5885	196	8	that	that	SCONJ
edu-5885	196	9	we	we	PRON
edu-5885	196	10	can	can	AUX
edu-5885	196	11	use	use	VERB
edu-5885	196	12	this	this	DET
edu-5885	196	13	technique	technique	NOUN
edu-5885	196	14	to	to	PART
edu-5885	196	15	predict	predict	VERB
edu-5885	196	16	stress	stress	NOUN
edu-5885	196	17	and	and	CCONJ
edu-5885	196	18	depression	depression	NOUN
edu-5885	196	19	.	.	PUNCT
edu-5885	197	1	the	the	DET
edu-5885	197	2	goal	goal	NOUN
edu-5885	197	3	of	of	ADP
edu-5885	197	4	this	this	DET
edu-5885	197	5	research	research	NOUN
edu-5885	197	6	is	be	AUX
edu-5885	197	7	to	to	PART
edu-5885	197	8	create	create	VERB
edu-5885	197	9	a	a	DET
edu-5885	197	10	decision	decision	NOUN
edu-5885	197	11	support	support	NOUN
edu-5885	197	12	system	system	NOUN
edu-5885	197	13	that	that	PRON
edu-5885	197	14	utilizes	utilize	VERB
edu-5885	197	15	the	the	DET
edu-5885	197	16	decision	decision	NOUN
edu-5885	197	17	tree	tree	NOUN
edu-5885	197	18	algorithm	algorithm	NOUN
edu-5885	197	19	to	to	PART
edu-5885	197	20	guide	guide	VERB
edu-5885	197	21	users	user	NOUN
edu-5885	197	22	in	in	ADP
edu-5885	197	23	selecting	select	VERB
edu-5885	197	24	a	a	DET
edu-5885	197	25	mobile	mobile	ADJ
edu-5885	197	26	internet	internet	NOUN
edu-5885	197	27	package	package	NOUN
edu-5885	197	28	based	base	VERB
edu-5885	197	29	on	on	ADP
edu-5885	197	30	their	their	PRON
edu-5885	197	31	individual	individual	ADJ
edu-5885	197	32	behaviors	behavior	NOUN
edu-5885	197	33	.	.	PUNCT
edu-5885	198	1	models	model	NOUN
edu-5885	198	2	generated	generate	VERB
edu-5885	198	3	from	from	ADP
edu-5885	198	4	the	the	DET
edu-5885	198	5	decision	decision	NOUN
edu-5885	198	6	tree	tree	NOUN
edu-5885	198	7	algorithm	algorithm	NOUN
edu-5885	198	8	were	be	AUX
edu-5885	198	9	used	use	VERB
edu-5885	198	10	to	to	PART
edu-5885	198	11	determine	determine	VERB
edu-5885	198	12	the	the	DET
edu-5885	198	13	most	most	ADV
edu-5885	198	14	accurate	accurate	ADJ
edu-5885	198	15	model	model	NOUN
edu-5885	198	16	before	before	ADP
edu-5885	198	17	implementing	implement	VERB
edu-5885	198	18	it	it	PRON
edu-5885	198	19	in	in	ADP
edu-5885	198	20	an	an	DET
edu-5885	198	21	open	open	ADJ
edu-5885	198	22	source	source	NOUN
edu-5885	198	23	web	web	NOUN
edu-5885	198	24	framework	framework	NOUN
edu-5885	198	25	for	for	ADP
edu-5885	198	26	building	build	VERB
edu-5885	198	27	modern	modern	ADJ
edu-5885	198	28	web	web	NOUN
edu-5885	198	29	apps	app	NOUN
edu-5885	198	30	and	and	CCONJ
edu-5885	198	31	services	service	NOUN
edu-5885	198	32	(	(	PUNCT
edu-5885	198	33	asp.net	asp.net	PROPN
edu-5885	198	34	)	)	PUNCT
edu-5885	198	35	by	by	ADP
edu-5885	198	36	using	use	VERB
edu-5885	198	37	c	c	NOUN
edu-5885	198	38	#	#	NOUN
edu-5885	198	39	in	in	ADP
edu-5885	198	40	development	development	NOUN
edu-5885	198	41	and	and	CCONJ
edu-5885	198	42	using	use	VERB
edu-5885	198	43	a	a	DET
edu-5885	198	44	standard	standard	ADJ
edu-5885	198	45	language	language	NOUN
edu-5885	198	46	for	for	ADP
edu-5885	198	47	storing	store	VERB
edu-5885	198	48	,	,	PUNCT
edu-5885	198	49	manipulating	manipulate	VERB
edu-5885	198	50	,	,	PUNCT
edu-5885	198	51	and	and	CCONJ
edu-5885	198	52	retrieving	retrieve	VERB
edu-5885	198	53	asian	asian	ADJ
edu-5885	198	54	journal	journal	NOUN
edu-5885	198	55	of	of	ADP
edu-5885	198	56	education	education	NOUN
edu-5885	198	57	and	and	CCONJ
edu-5885	198	58	training	training	NOUN
edu-5885	198	59	,	,	PUNCT
edu-5885	198	60	2024	2024	NUM
edu-5885	198	61	,	,	PUNCT
edu-5885	198	62	10(3	10(3	NUM
edu-5885	198	63	):	):	PUNCT
edu-5885	198	64	146	146	NUM
edu-5885	198	65	-	-	SYM
edu-5885	198	66	153	153	NUM
edu-5885	198	67	153	153	NUM
edu-5885	198	68	©	©	PROPN
edu-5885	198	69	2024	2024	NUM
edu-5885	198	70	by	by	ADP
edu-5885	198	71	the	the	DET
edu-5885	198	72	authors	author	NOUN
edu-5885	198	73	;	;	PUNCT
edu-5885	198	74	licensee	licensee	PROPN
edu-5885	198	75	asian	asian	ADJ
edu-5885	198	76	online	online	PROPN
edu-5885	198	77	journal	journal	PROPN
edu-5885	198	78	publishing	publishing	NOUN
edu-5885	198	79	group	group	NOUN
edu-5885	198	80	data	datum	NOUN
edu-5885	198	81	in	in	ADP
edu-5885	198	82	databases	database	NOUN
edu-5885	198	83	(	(	PUNCT
edu-5885	198	84	sql	sql	NOUN
edu-5885	198	85	server	server	NOUN
edu-5885	198	86	2008	2008	NUM
edu-5885	198	87	databases	database	NOUN
edu-5885	198	88	)	)	PUNCT
edu-5885	198	89	developed	develop	VERB
edu-5885	198	90	in	in	ADP
edu-5885	198	91	the	the	DET
edu-5885	198	92	form	form	NOUN
edu-5885	198	93	of	of	ADP
edu-5885	198	94	web	web	NOUN
edu-5885	198	95	-	-	PUNCT
edu-5885	198	96	based	base	VERB
edu-5885	198	97	applications	application	NOUN
edu-5885	198	98	,	,	PUNCT
edu-5885	198	99	and	and	CCONJ
edu-5885	198	100	weka	weka	PROPN
edu-5885	198	101	3.6.2	3.6.2	PROPN
edu-5885	198	102	was	be	AUX
edu-5885	198	103	used	use	VERB
edu-5885	198	104	to	to	PART
edu-5885	198	105	validate	validate	VERB
edu-5885	198	106	the	the	DET
edu-5885	198	107	model	model	NOUN
edu-5885	198	108	generated	generate	VERB
edu-5885	198	109	by	by	ADP
edu-5885	198	110	the	the	DET
edu-5885	198	111	system	system	NOUN
edu-5885	198	112	.	.	PUNCT
edu-5885	199	1	the	the	DET
edu-5885	199	2	result	result	NOUN
edu-5885	199	3	was	be	AUX
edu-5885	199	4	that	that	SCONJ
edu-5885	199	5	the	the	DET
edu-5885	199	6	model	model	NOUN
edu-5885	199	7	generated	generate	VERB
edu-5885	199	8	by	by	ADP
edu-5885	199	9	the	the	DET
edu-5885	199	10	decision	decision	NOUN
edu-5885	199	11	tree	tree	NOUN
edu-5885	199	12	id3	id3	NOUN
edu-5885	199	13	algorithm	algorithm	NOUN
edu-5885	199	14	had	have	VERB
edu-5885	199	15	a	a	DET
edu-5885	199	16	higher	high	ADJ
edu-5885	199	17	accuracy	accuracy	NOUN
edu-5885	199	18	than	than	ADP
edu-5885	199	19	c4.5	c4.5	PROPN
edu-5885	199	20	(	(	PUNCT
edu-5885	199	21	j48	j48	PROPN
edu-5885	199	22	)	)	PUNCT
edu-5885	199	23	with	with	ADP
edu-5885	199	24	a	a	DET
edu-5885	199	25	correctly	correctly	ADV
edu-5885	199	26	classified	classified	ADJ
edu-5885	199	27	instances	instance	NOUN
edu-5885	199	28	value	value	NOUN
edu-5885	199	29	of	of	ADP
edu-5885	199	30	92.3	92.3	NUM
edu-5885	199	31	%	%	NOUN
edu-5885	199	32	when	when	SCONJ
edu-5885	199	33	tested	test	VERB
edu-5885	199	34	with	with	ADP
edu-5885	199	35	1000	1000	NUM
edu-5885	199	36	sets	set	NOUN
edu-5885	199	37	of	of	ADP
edu-5885	199	38	training	training	NOUN
edu-5885	199	39	data	datum	NOUN
edu-5885	199	40	pools	pool	NOUN
edu-5885	199	41	and	and	CCONJ
edu-5885	199	42	when	when	SCONJ
edu-5885	199	43	the	the	DET
edu-5885	199	44	id3	id3	NOUN
edu-5885	199	45	decision	decision	NOUN
edu-5885	199	46	tree	tree	NOUN
edu-5885	199	47	algorithm	algorithm	NOUN
edu-5885	199	48	was	be	AUX
edu-5885	199	49	tested	test	VERB
edu-5885	199	50	on	on	ADP
edu-5885	199	51	500	500	NUM
edu-5885	199	52	sets	set	NOUN
edu-5885	199	53	of	of	ADP
edu-5885	199	54	testing	testing	NOUN
edu-5885	199	55	data	datum	NOUN
edu-5885	199	56	yielded	yield	VERB
edu-5885	199	57	the	the	DET
edu-5885	199	58	test	test	NOUN
edu-5885	199	59	results	result	NOUN
edu-5885	199	60	with	with	ADP
edu-5885	199	61	validity	validity	NOUN
edu-5885	199	62	values	value	NOUN
edu-5885	199	63	was	be	AUX
edu-5885	199	64	92.2	92.2	NUM
edu-5885	199	65	%	%	NOUN
edu-5885	199	66	,	,	PUNCT
edu-5885	199	67	and	and	CCONJ
edu-5885	199	68	when	when	SCONJ
edu-5885	199	69	considering	consider	VERB
edu-5885	199	70	the	the	DET
edu-5885	199	71	confusion	confusion	NOUN
edu-5885	199	72	matrix	matrix	NOUN
edu-5885	199	73	,	,	PUNCT
edu-5885	199	74	it	it	PRON
edu-5885	199	75	was	be	AUX
edu-5885	199	76	found	find	VERB
edu-5885	199	77	that	that	SCONJ
edu-5885	199	78	the	the	DET
edu-5885	199	79	prediction	prediction	NOUN
edu-5885	199	80	results	result	VERB
edu-5885	199	81	from	from	ADP
edu-5885	199	82	the	the	DET
edu-5885	199	83	model	model	NOUN
edu-5885	199	84	had	have	VERB
edu-5885	199	85	the	the	DET
edu-5885	199	86	actual	actual	ADJ
edu-5885	199	87	number	number	NOUN
edu-5885	199	88	of	of	ADP
edu-5885	199	89	data	datum	NOUN
edu-5885	199	90	and	and	CCONJ
edu-5885	199	91	the	the	DET
edu-5885	199	92	number	number	NOUN
edu-5885	199	93	of	of	ADP
edu-5885	199	94	data	datum	NOUN
edu-5885	199	95	from	from	ADP
edu-5885	199	96	the	the	DET
edu-5885	199	97	model	model	NOUN
edu-5885	199	98	's	's	PART
edu-5885	199	99	prediction	prediction	NOUN
edu-5885	199	100	had	have	VERB
edu-5885	199	101	a	a	DET
edu-5885	199	102	total	total	ADJ
edu-5885	199	103	mean	mean	NOUN
edu-5885	199	104	of	of	ADP
edu-5885	199	105	83.06	83.06	NUM
edu-5885	199	106	%	%	NOUN
edu-5885	199	107	,	,	PUNCT
edu-5885	199	108	which	which	PRON
edu-5885	199	109	was	be	AUX
edu-5885	199	110	a	a	DET
edu-5885	199	111	rather	rather	ADV
edu-5885	199	112	high	high	ADJ
edu-5885	199	113	mean	mean	NOUN
edu-5885	199	114	,	,	PUNCT
edu-5885	199	115	and	and	CCONJ
edu-5885	199	116	also	also	ADV
edu-5885	199	117	related	relate	VERB
edu-5885	199	118	to	to	ADP
edu-5885	199	119	the	the	DET
edu-5885	199	120	paper	paper	NOUN
edu-5885	199	121	of	of	ADP
edu-5885	199	122	aggarwal	aggarwal	PROPN
edu-5885	199	123	and	and	CCONJ
edu-5885	199	124	goyal	goyal	PROPN
edu-5885	199	125	(	(	PUNCT
edu-5885	199	126	2022	2022	NUM
edu-5885	199	127	)	)	PUNCT
edu-5885	199	128	which	which	PRON
edu-5885	199	129	presents	present	VERB
edu-5885	199	130	a	a	DET
edu-5885	199	131	system	system	NOUN
edu-5885	199	132	for	for	ADP
edu-5885	199	133	predicting	predict	VERB
edu-5885	199	134	if	if	SCONJ
edu-5885	199	135	a	a	DET
edu-5885	199	136	player	player	NOUN
edu-5885	199	137	suffers	suffer	VERB
edu-5885	199	138	from	from	ADP
edu-5885	199	139	psychological	psychological	ADJ
edu-5885	199	140	illnesses	illness	NOUN
edu-5885	199	141	such	such	ADJ
edu-5885	199	142	as	as	ADP
edu-5885	199	143	anxiety	anxiety	NOUN
edu-5885	199	144	and	and	CCONJ
edu-5885	199	145	depression	depression	NOUN
edu-5885	199	146	by	by	ADP
edu-5885	199	147	combining	combine	VERB
edu-5885	199	148	game	game	NOUN
edu-5885	199	149	and	and	CCONJ
edu-5885	199	150	player	player	NOUN
edu-5885	199	151	information	information	NOUN
edu-5885	199	152	with	with	ADP
edu-5885	199	153	a	a	DET
edu-5885	199	154	self	self	NOUN
edu-5885	199	155	-	-	PUNCT
edu-5885	199	156	esteem	esteem	NOUN
edu-5885	199	157	measure	measure	NOUN
edu-5885	199	158	.	.	PUNCT
edu-5885	200	1	four	four	NUM
edu-5885	200	2	different	different	ADJ
edu-5885	200	3	machine	machine	NOUN
edu-5885	200	4	learning	learn	VERB
edu-5885	200	5	classifiers	classifier	NOUN
edu-5885	200	6	were	be	AUX
edu-5885	200	7	tested	test	VERB
edu-5885	200	8	,	,	PUNCT
edu-5885	200	9	and	and	CCONJ
edu-5885	200	10	the	the	DET
edu-5885	200	11	decision	decision	NOUN
edu-5885	200	12	tree	tree	NOUN
edu-5885	200	13	classifier	classifier	NOUN
edu-5885	200	14	showed	show	VERB
edu-5885	200	15	the	the	DET
edu-5885	200	16	best	good	ADJ
edu-5885	200	17	accuracy	accuracy	NOUN
edu-5885	200	18	for	for	ADP
edu-5885	200	19	all	all	DET
edu-5885	200	20	predicted	predict	VERB
edu-5885	200	21	parameters	parameter	NOUN
edu-5885	200	22	.	.	PUNCT
edu-5885	201	1	for	for	ADP
edu-5885	201	2	the	the	DET
edu-5885	201	3	generalized	generalized	ADJ
edu-5885	201	4	anxiety	anxiety	NOUN
edu-5885	201	5	disorder	disorder	NOUN
edu-5885	201	6	questionnaire	questionnaire	NOUN
edu-5885	201	7	(	(	PUNCT
edu-5885	201	8	gad	gad	PROPN
edu-5885	201	9	)	)	PUNCT
edu-5885	201	10	,	,	PUNCT
edu-5885	201	11	the	the	DET
edu-5885	201	12	decision	decision	NOUN
edu-5885	201	13	tree	tree	NOUN
edu-5885	201	14	obtained	obtain	VERB
edu-5885	201	15	an	an	DET
edu-5885	201	16	accuracy	accuracy	NOUN
edu-5885	201	17	of	of	ADP
edu-5885	201	18	100	100	NUM
edu-5885	201	19	%	%	NOUN
edu-5885	201	20	,	,	PUNCT
edu-5885	201	21	and	and	CCONJ
edu-5885	201	22	for	for	ADP
edu-5885	201	23	the	the	DET
edu-5885	201	24	short	short	ADJ
edu-5885	201	25	5	5	NUM
edu-5885	201	26	-	-	PUNCT
edu-5885	201	27	item	item	NOUN
edu-5885	201	28	instrument	instrument	NOUN
edu-5885	201	29	designed	design	VERB
edu-5885	201	30	to	to	PART
edu-5885	201	31	measure	measure	VERB
edu-5885	201	32	global	global	ADJ
edu-5885	201	33	cognitive	cognitive	ADJ
edu-5885	201	34	judgments	judgment	NOUN
edu-5885	201	35	of	of	ADP
edu-5885	201	36	satisfaction	satisfaction	NOUN
edu-5885	201	37	(	(	PUNCT
edu-5885	201	38	swls	swl	VERB
edu-5885	201	39	questionnaire	questionnaire	NOUN
edu-5885	201	40	)	)	PUNCT
edu-5885	201	41	,	,	PUNCT
edu-5885	201	42	it	it	PRON
edu-5885	201	43	obtained	obtain	VERB
edu-5885	201	44	an	an	DET
edu-5885	201	45	accuracy	accuracy	NOUN
edu-5885	201	46	of	of	ADP
edu-5885	201	47	84.71	84.71	NUM
edu-5885	201	48	%	%	NOUN
edu-5885	201	49	.	.	PUNCT
edu-5885	202	1	however	however	ADV
edu-5885	202	2	,	,	PUNCT
edu-5885	202	3	some	some	DET
edu-5885	202	4	machine	machine	NOUN
edu-5885	202	5	learning	learn	VERB
edu-5885	202	6	algorithms	algorithm	NOUN
edu-5885	202	7	,	,	PUNCT
edu-5885	202	8	specifically	specifically	ADV
edu-5885	202	9	neural	neural	ADJ
edu-5885	202	10	network	network	NOUN
edu-5885	202	11	algorithms	algorithm	NOUN
edu-5885	202	12	,	,	PUNCT
edu-5885	202	13	show	show	VERB
edu-5885	202	14	promising	promise	VERB
edu-5885	202	15	results	result	NOUN
edu-5885	202	16	in	in	ADP
edu-5885	202	17	predicting	predict	VERB
edu-5885	202	18	depressive	depressive	ADJ
edu-5885	202	19	episodes	episode	NOUN
edu-5885	202	20	.	.	PUNCT
edu-5885	203	1	in	in	SCONJ
edu-5885	203	2	this	this	DET
edu-5885	203	3	study	study	NOUN
edu-5885	203	4	trivedi	trivedi	PROPN
edu-5885	203	5	et	et	PROPN
edu-5885	203	6	al	al	PROPN
edu-5885	203	7	.	.	PROPN
edu-5885	203	8	(	(	PUNCT
edu-5885	203	9	2022	2022	NUM
edu-5885	203	10	)	)	PUNCT
edu-5885	203	11	and	and	CCONJ
edu-5885	203	12	sandhu	sandhu	NOUN
edu-5885	203	13	,	,	PUNCT
edu-5885	203	14	huma	huma	PROPN
edu-5885	203	15	jabeen	jabeen	PROPN
edu-5885	203	16	,	,	PUNCT
edu-5885	203	17	ali	ali	PROPN
edu-5885	203	18	mudassar	mudassar	PROPN
edu-5885	203	19	,	,	PUNCT
edu-5885	203	20	and	and	CCONJ
edu-5885	203	21	raza	raza	NOUN
edu-5885	203	22	(	(	PUNCT
edu-5885	203	23	2022	2022	NUM
edu-5885	203	24	)	)	PUNCT
edu-5885	203	25	utilized	utilize	VERB
edu-5885	203	26	neural	neural	ADJ
edu-5885	203	27	network	network	NOUN
edu-5885	203	28	algorithms	algorithm	NOUN
edu-5885	203	29	to	to	PART
edu-5885	203	30	achieve	achieve	VERB
edu-5885	203	31	a	a	DET
edu-5885	203	32	classification	classification	NOUN
edu-5885	203	33	accuracy	accuracy	NOUN
edu-5885	203	34	of	of	ADP
edu-5885	203	35	97.2	97.2	NUM
edu-5885	203	36	%	%	NOUN
edu-5885	203	37	for	for	ADP
edu-5885	203	38	depression	depression	NOUN
edu-5885	203	39	prediction	prediction	NOUN
edu-5885	203	40	,	,	PUNCT
edu-5885	203	41	offering	offer	VERB
edu-5885	203	42	a	a	DET
edu-5885	203	43	technical	technical	ADJ
edu-5885	203	44	solution	solution	NOUN
edu-5885	203	45	to	to	ADP
edu-5885	203	46	this	this	DET
edu-5885	203	47	mental	mental	ADJ
edu-5885	203	48	challenge	challenge	NOUN
edu-5885	203	49	.	.	PUNCT
edu-5885	204	1	the	the	DET
edu-5885	204	2	experimental	experimental	ADJ
edu-5885	204	3	results	result	NOUN
edu-5885	204	4	demonstrate	demonstrate	VERB
edu-5885	204	5	an	an	DET
edu-5885	204	6	accuracy	accuracy	NOUN
edu-5885	204	7	of	of	ADP
edu-5885	204	8	up	up	ADP
edu-5885	204	9	to	to	PART
edu-5885	204	10	76.5	76.5	NUM
edu-5885	204	11	%	%	NOUN
edu-5885	204	12	when	when	SCONJ
edu-5885	204	13	using	use	VERB
edu-5885	204	14	k	k	PROPN
edu-5885	204	15	-	-	PUNCT
edu-5885	204	16	nn	nn	PROPN
edu-5885	204	17	without	without	ADP
edu-5885	204	18	pca	pca	PROPN
edu-5885	204	19	(	(	PUNCT
edu-5885	204	20	principal	principal	ADJ
edu-5885	204	21	component	component	NOUN
edu-5885	204	22	analysis	analysis	NOUN
edu-5885	204	23	)	)	PUNCT
edu-5885	204	24	,	,	PUNCT
edu-5885	204	25	and	and	CCONJ
edu-5885	204	26	this	this	DET
edu-5885	204	27	accuracy	accuracy	NOUN
edu-5885	204	28	rises	rise	VERB
edu-5885	204	29	to	to	ADP
edu-5885	204	30	76.6	76.6	NUM
edu-5885	204	31	%	%	NOUN
edu-5885	204	32	when	when	SCONJ
edu-5885	204	33	using	use	VERB
edu-5885	204	34	pca	pca	PROPN
edu-5885	204	35	(	(	PUNCT
edu-5885	204	36	principal	principal	ADJ
edu-5885	204	37	component	component	NOUN
edu-5885	204	38	analysis	analysis	NOUN
edu-5885	204	39	)	)	PUNCT
edu-5885	204	40	.	.	PUNCT
edu-5885	205	1	ahmed	ahmed	PROPN
edu-5885	205	2	et	et	PROPN
edu-5885	205	3	al	al	PROPN
edu-5885	205	4	.	.	PROPN
edu-5885	205	5	2022	2022	NUM
edu-5885	205	6	)	)	PUNCT
edu-5885	205	7	found	find	VERB
edu-5885	205	8	that	that	SCONJ
edu-5885	205	9	machine	machine	NOUN
edu-5885	205	10	learning	learning	NOUN
edu-5885	205	11	models	model	NOUN
edu-5885	205	12	have	have	VERB
edu-5885	205	13	the	the	DET
edu-5885	205	14	potential	potential	NOUN
edu-5885	205	15	to	to	PART
edu-5885	205	16	complement	complement	VERB
edu-5885	205	17	traditional	traditional	ADJ
edu-5885	205	18	screening	screening	NOUN
edu-5885	205	19	methods	method	NOUN
edu-5885	205	20	and	and	CCONJ
edu-5885	205	21	provide	provide	VERB
edu-5885	205	22	insights	insight	NOUN
edu-5885	205	23	into	into	ADP
edu-5885	205	24	the	the	DET
edu-5885	205	25	mental	mental	ADJ
edu-5885	205	26	health	health	NOUN
edu-5885	205	27	of	of	ADP
edu-5885	205	28	the	the	DET
edu-5885	205	29	public	public	NOUN
edu-5885	205	30	.	.	PUNCT
edu-5885	206	1	3	3	X
edu-5885	206	2	)	)	PUNCT
edu-5885	206	3	the	the	DET
edu-5885	206	4	use	use	NOUN
edu-5885	206	5	of	of	ADP
edu-5885	206	6	digital	digital	ADJ
edu-5885	206	7	platforms	platform	NOUN
edu-5885	206	8	:	:	PUNCT
edu-5885	206	9	a	a	DET
edu-5885	206	10	satisfaction	satisfaction	NOUN
edu-5885	206	11	survey	survey	NOUN
edu-5885	206	12	conducted	conduct	VERB
edu-5885	206	13	among	among	ADP
edu-5885	206	14	students	student	NOUN
edu-5885	206	15	using	use	VERB
edu-5885	206	16	these	these	DET
edu-5885	206	17	platforms	platform	NOUN
edu-5885	206	18	revealed	reveal	VERB
edu-5885	206	19	high	high	ADJ
edu-5885	206	20	levels	level	NOUN
edu-5885	206	21	of	of	ADP
edu-5885	206	22	satisfaction	satisfaction	NOUN
edu-5885	206	23	,	,	PUNCT
edu-5885	206	24	confirming	confirm	VERB
edu-5885	206	25	the	the	DET
edu-5885	206	26	platform	platform	NOUN
edu-5885	206	27	's	's	PART
edu-5885	206	28	speed	speed	NOUN
edu-5885	206	29	in	in	ADP
edu-5885	206	30	displaying	display	VERB
edu-5885	206	31	results	result	NOUN
edu-5885	206	32	.	.	PUNCT
edu-5885	207	1	information	information	NOUN
edu-5885	207	2	is	be	AUX
edu-5885	207	3	categorized	categorize	VERB
edu-5885	207	4	to	to	PART
edu-5885	207	5	facilitate	facilitate	VERB
edu-5885	207	6	easy	easy	ADJ
edu-5885	207	7	access	access	NOUN
edu-5885	207	8	.	.	PUNCT
edu-5885	208	1	the	the	DET
edu-5885	208	2	database	database	NOUN
edu-5885	208	3	is	be	AUX
edu-5885	208	4	up	up	ADP
edu-5885	208	5	-	-	PUNCT
edu-5885	208	6	to	to	ADP
edu-5885	208	7	-	-	PUNCT
edu-5885	208	8	date	date	NOUN
edu-5885	208	9	.	.	PUNCT
edu-5885	209	1	schools	school	NOUN
edu-5885	209	2	can	can	AUX
edu-5885	209	3	effectively	effectively	ADV
edu-5885	209	4	use	use	VERB
edu-5885	209	5	the	the	DET
edu-5885	209	6	database	database	NOUN
edu-5885	209	7	.	.	PUNCT
edu-5885	210	1	the	the	DET
edu-5885	210	2	information	information	NOUN
edu-5885	210	3	in	in	ADP
edu-5885	210	4	the	the	DET
edu-5885	210	5	system	system	NOUN
edu-5885	210	6	is	be	AUX
edu-5885	210	7	accurate	accurate	ADJ
edu-5885	210	8	and	and	CCONJ
edu-5885	210	9	complete	complete	ADJ
edu-5885	210	10	,	,	PUNCT
edu-5885	210	11	which	which	PRON
edu-5885	210	12	is	be	AUX
edu-5885	210	13	beneficial	beneficial	ADJ
edu-5885	210	14	for	for	ADP
edu-5885	210	15	operations	operation	NOUN
edu-5885	210	16	and	and	CCONJ
edu-5885	210	17	decision	decision	NOUN
edu-5885	210	18	-	-	PUNCT
edu-5885	210	19	making	making	NOUN
edu-5885	210	20	.	.	PUNCT
edu-5885	211	1	the	the	DET
edu-5885	211	2	system	system	NOUN
edu-5885	211	3	organizes	organize	VERB
edu-5885	211	4	data	datum	NOUN
edu-5885	211	5	into	into	ADP
edu-5885	211	6	categories	category	NOUN
edu-5885	211	7	to	to	PART
edu-5885	211	8	facilitate	facilitate	VERB
edu-5885	211	9	easy	easy	ADJ
edu-5885	211	10	searching	searching	NOUN
edu-5885	211	11	of	of	ADP
edu-5885	211	12	formats	format	NOUN
edu-5885	211	13	and	and	CCONJ
edu-5885	211	14	methods	method	NOUN
edu-5885	211	15	for	for	ADP
edu-5885	211	16	data	datum	NOUN
edu-5885	211	17	presentation	presentation	NOUN
edu-5885	211	18	.	.	PUNCT
edu-5885	212	1	the	the	DET
edu-5885	212	2	system	system	NOUN
edu-5885	212	3	arranges	arrange	VERB
edu-5885	212	4	security	security	NOUN
edu-5885	212	5	levels	level	NOUN
edu-5885	212	6	and	and	CCONJ
edu-5885	212	7	sets	set	VERB
edu-5885	212	8	permissions	permission	NOUN
edu-5885	212	9	.	.	PUNCT
edu-5885	213	1	the	the	DET
edu-5885	213	2	system	system	NOUN
edu-5885	213	3	is	be	AUX
edu-5885	213	4	stable	stable	ADJ
edu-5885	213	5	and	and	CCONJ
edu-5885	213	6	accessible	accessible	ADJ
edu-5885	213	7	at	at	ADP
edu-5885	213	8	all	all	DET
edu-5885	213	9	times	time	NOUN
edu-5885	213	10	.	.	PUNCT
edu-5885	214	1	the	the	DET
edu-5885	214	2	screen	screen	NOUN
edu-5885	214	3	displays	display	VERB
edu-5885	214	4	information	information	NOUN
edu-5885	214	5	in	in	ADP
edu-5885	214	6	a	a	DET
edu-5885	214	7	suitable	suitable	ADJ
edu-5885	214	8	and	and	CCONJ
edu-5885	214	9	beautiful	beautiful	ADJ
edu-5885	214	10	format	format	NOUN
edu-5885	214	11	that	that	PRON
edu-5885	214	12	is	be	AUX
edu-5885	214	13	useful	useful	ADJ
edu-5885	214	14	to	to	ADP
edu-5885	214	15	the	the	DET
edu-5885	214	16	user	user	NOUN
edu-5885	214	17	.	.	PUNCT
edu-5885	215	1	the	the	DET
edu-5885	215	2	system	system	NOUN
edu-5885	215	3	is	be	AUX
edu-5885	215	4	convenient	convenient	ADJ
edu-5885	215	5	and	and	CCONJ
edu-5885	215	6	not	not	PART
edu-5885	215	7	complicated	complicated	ADJ
edu-5885	215	8	to	to	PART
edu-5885	215	9	use	use	VERB
edu-5885	215	10	.	.	PUNCT
edu-5885	216	1	references	reference	NOUN
edu-5885	216	2	aggarwal	aggarwal	PROPN
edu-5885	216	3	,	,	PUNCT
edu-5885	216	4	r.	r.	PROPN
edu-5885	216	5	,	,	PUNCT
edu-5885	216	6	&	&	CCONJ
edu-5885	216	7	goyal	goyal	PROPN
edu-5885	216	8	,	,	PUNCT
edu-5885	216	9	a.	a.	NOUN
edu-5885	216	10	(	(	PUNCT
edu-5885	216	11	2022	2022	NUM
edu-5885	216	12	)	)	PUNCT
edu-5885	216	13	.	.	PUNCT
edu-5885	217	1	anxiety	anxiety	NOUN
edu-5885	217	2	and	and	CCONJ
edu-5885	217	3	depression	depression	NOUN
edu-5885	217	4	detection	detection	NOUN
edu-5885	217	5	using	use	VERB
edu-5885	217	6	machine	machine	NOUN
edu-5885	217	7	learning	learning	NOUN
edu-5885	217	8	.	.	PUNCT
edu-5885	218	1	paper	paper	NOUN
edu-5885	218	2	presented	present	VERB
edu-5885	218	3	at	at	ADP
edu-5885	218	4	the	the	DET
edu-5885	218	5	international	international	ADJ
edu-5885	218	6	conference	conference	NOUN
edu-5885	218	7	on	on	ADP
edu-5885	218	8	machine	machine	NOUN
edu-5885	218	9	learning	learning	NOUN
edu-5885	218	10	,	,	PUNCT
edu-5885	218	11	big	big	ADJ
edu-5885	218	12	data	datum	NOUN
edu-5885	218	13	,	,	PUNCT
edu-5885	218	14	cloud	cloud	NOUN
edu-5885	218	15	and	and	CCONJ
edu-5885	218	16	parallel	parallel	ADJ
edu-5885	218	17	computing	computing	NOUN
edu-5885	218	18	(	(	PUNCT
edu-5885	218	19	com	com	NOUN
edu-5885	218	20	-	-	PUNCT
edu-5885	218	21	it	it	PRON
edu-5885	218	22	-	-	PUNCT
edu-5885	218	23	con	con	NOUN
edu-5885	218	24	)	)	PUNCT
edu-5885	218	25	,	,	PUNCT
edu-5885	218	26	faridabad	faridabad	PROPN
edu-5885	218	27	,	,	PUNCT
edu-5885	218	28	india	india	PROPN
edu-5885	218	29	.	.	PUNCT
edu-5885	219	1	ahmed	ahmed	PROPN
edu-5885	219	2	,	,	PUNCT
edu-5885	219	3	a.	a.	PROPN
edu-5885	219	4	,	,	PUNCT
edu-5885	219	5	aziz	aziz	PROPN
edu-5885	219	6	,	,	PUNCT
edu-5885	219	7	s.	s.	PROPN
edu-5885	219	8	,	,	PUNCT
edu-5885	219	9	toro	toro	PROPN
edu-5885	219	10	,	,	PUNCT
edu-5885	219	11	c.	c.	PROPN
edu-5885	219	12	t.	t.	PROPN
edu-5885	219	13	,	,	PUNCT
edu-5885	219	14	alzubaidi	alzubaidi	NOUN
edu-5885	219	15	,	,	PUNCT
edu-5885	219	16	m.	m.	NOUN
edu-5885	219	17	,	,	PUNCT
edu-5885	219	18	irshaidat	irshaidat	PROPN
edu-5885	219	19	,	,	PUNCT
edu-5885	219	20	s.	s.	PROPN
edu-5885	219	21	,	,	PUNCT
edu-5885	219	22	serhan	serhan	PROPN
edu-5885	219	23	,	,	PUNCT
edu-5885	219	24	h.	h.	PROPN
edu-5885	219	25	a.	a.	PROPN
edu-5885	219	26	,	,	PUNCT
edu-5885	219	27	.	.	PUNCT
edu-5885	219	28	.	.	PUNCT
edu-5885	219	29	.	.	PUNCT
edu-5885	220	1	househ	househ	PROPN
edu-5885	220	2	,	,	PUNCT
edu-5885	220	3	m.	m.	NOUN
edu-5885	220	4	(	(	PUNCT
edu-5885	220	5	2022	2022	NUM
edu-5885	220	6	)	)	PUNCT
edu-5885	220	7	.	.	PUNCT
edu-5885	221	1	machine	machine	NOUN
edu-5885	221	2	learning	learning	NOUN
edu-5885	221	3	models	model	NOUN
edu-5885	221	4	to	to	PART
edu-5885	221	5	detect	detect	VERB
edu-5885	221	6	anxiety	anxiety	NOUN
edu-5885	221	7	and	and	CCONJ
edu-5885	221	8	depression	depression	NOUN
edu-5885	221	9	through	through	ADP
edu-5885	221	10	social	social	ADJ
edu-5885	221	11	media	medium	NOUN
edu-5885	221	12	:	:	PUNCT
edu-5885	221	13	a	a	DET
edu-5885	221	14	scoping	scope	VERB
edu-5885	221	15	review	review	NOUN
edu-5885	221	16	.	.	PUNCT
edu-5885	222	1	computer	computer	NOUN
edu-5885	222	2	methods	method	NOUN
edu-5885	222	3	and	and	CCONJ
edu-5885	222	4	programs	program	NOUN
edu-5885	222	5	in	in	ADP
edu-5885	222	6	biomedicine	biomedicine	NOUN
edu-5885	222	7	update	update	NOUN
edu-5885	222	8	,	,	PUNCT
edu-5885	222	9	100066	100066	NUM
edu-5885	222	10	.	.	PUNCT
edu-5885	223	1	https://doi.org/10.1016/j.cmpbup.2022.100066	https://doi.org/10.1016/j.cmpbup.2022.100066	PROPN
edu-5885	223	2	beck	beck	PROPN
edu-5885	223	3	,	,	PUNCT
edu-5885	223	4	j.	j.	PROPN
edu-5885	223	5	,	,	PUNCT
edu-5885	223	6	s.	s.	PROPN
edu-5885	223	7	(	(	PUNCT
edu-5885	223	8	2011	2011	NUM
edu-5885	223	9	)	)	PUNCT
edu-5885	223	10	.	.	PUNCT
edu-5885	224	1	cognitive	cognitive	ADJ
edu-5885	224	2	therapy	therapy	NOUN
edu-5885	224	3	:	:	PUNCT
edu-5885	224	4	basics	basic	NOUN
edu-5885	224	5	and	and	CCONJ
edu-5885	224	6	beyond	beyond	ADP
edu-5885	224	7	(	(	PUNCT
edu-5885	224	8	2nd	2nd	ADJ
edu-5885	224	9	ed	ed	NOUN
edu-5885	224	10	.	.	PUNCT
edu-5885	224	11	)	)	PUNCT
edu-5885	225	1	new	new	PROPN
edu-5885	225	2	york	york	PROPN
edu-5885	225	3	:	:	PUNCT
edu-5885	225	4	guilford	guilford	PROPN
edu-5885	225	5	.	.	PUNCT
edu-5885	226	1	gladstone	gladstone	PROPN
edu-5885	226	2	,	,	PUNCT
edu-5885	226	3	t.	t.	PROPN
edu-5885	226	4	r.	r.	PROPN
edu-5885	226	5	(	(	PUNCT
edu-5885	226	6	2011	2011	NUM
edu-5885	226	7	)	)	PUNCT
edu-5885	226	8	.	.	PUNCT
edu-5885	227	1	the	the	DET
edu-5885	227	2	prevention	prevention	NOUN
edu-5885	227	3	of	of	ADP
edu-5885	227	4	adolescent	adolescent	ADJ
edu-5885	227	5	depression	depression	NOUN
edu-5885	227	6	.	.	PUNCT
edu-5885	228	1	psychiatric	psychiatric	ADJ
edu-5885	228	2	clinic	clinic	PROPN
edu-5885	228	3	of	of	ADP
edu-5885	228	4	north	north	PROPN
edu-5885	228	5	america	america	PROPN
edu-5885	228	6	,	,	PUNCT
edu-5885	228	7	34(1	34(1	NUM
edu-5885	228	8	)	)	PUNCT
edu-5885	228	9	,	,	PUNCT
edu-5885	228	10	35	35	NUM
edu-5885	228	11	-	-	SYM
edu-5885	228	12	52	52	NUM
edu-5885	228	13	.	.	PUNCT
edu-5885	229	1	department	department	NOUN
edu-5885	229	2	of	of	ADP
edu-5885	229	3	mental	mental	ADJ
edu-5885	229	4	health	health	NOUN
edu-5885	229	5	.	.	PUNCT
edu-5885	230	1	(	(	PUNCT
edu-5885	230	2	2021	2021	NUM
edu-5885	230	3	)	)	PUNCT
edu-5885	230	4	.	.	PUNCT
edu-5885	231	1	adolescent	adolescent	ADJ
edu-5885	231	2	mental	mental	ADJ
edu-5885	231	3	health	health	NOUN
edu-5885	231	4	it	it	PRON
edu-5885	231	5	's	be	AUX
edu-5885	231	6	bigger	big	ADJ
edu-5885	231	7	than	than	SCONJ
edu-5885	231	8	you	you	PRON
edu-5885	231	9	think	think	VERB
edu-5885	231	10	.	.	PUNCT
edu-5885	232	1	retrieved	retrieve	VERB
edu-5885	232	2	from	from	ADP
edu-5885	232	3	https://www.dmh.go.th/newsdmh/view.asp?id=30744	https://www.dmh.go.th/newsdmh/view.asp?id=30744	ADJ
edu-5885	232	4	hongsrisuwan	hongsrisuwan	NOUN
edu-5885	232	5	,	,	PUNCT
edu-5885	232	6	n.	n.	PROPN
edu-5885	232	7	(	(	PUNCT
edu-5885	232	8	2016	2016	NUM
edu-5885	232	9	)	)	PUNCT
edu-5885	232	10	.	.	PUNCT
edu-5885	233	1	depression	depression	NOUN
edu-5885	233	2	.	.	PUNCT
edu-5885	234	1	journal	journal	PROPN
edu-5885	234	2	of	of	ADP
edu-5885	234	3	huachiew	huachiew	PROPN
edu-5885	234	4	chalermprakiet	chalermprakiet	PROPN
edu-5885	234	5	university	university	PROPN
edu-5885	234	6	,	,	PUNCT
edu-5885	234	7	19(38	19(38	NUM
edu-5885	234	8	)	)	PUNCT
edu-5885	234	9	,	,	PUNCT
edu-5885	234	10	105	105	NUM
edu-5885	234	11	-	-	SYM
edu-5885	234	12	118	118	NUM
edu-5885	234	13	.	.	PUNCT
edu-5885	235	1	horwitz	horwitz	PROPN
edu-5885	235	2	,	,	PUNCT
edu-5885	235	3	a.	a.	PROPN
edu-5885	235	4	g.	g.	PROPN
edu-5885	235	5	,	,	PUNCT
edu-5885	235	6	hill	hill	PROPN
edu-5885	235	7	,	,	PUNCT
edu-5885	235	8	r.	r.	PROPN
edu-5885	235	9	m.	m.	PROPN
edu-5885	235	10	,	,	PUNCT
edu-5885	235	11	&	&	CCONJ
edu-5885	235	12	king	king	PROPN
edu-5885	235	13	,	,	PUNCT
edu-5885	235	14	c.	c.	PROPN
edu-5885	235	15	a.	a.	PROPN
edu-5885	235	16	(	(	PUNCT
edu-5885	235	17	2011	2011	NUM
edu-5885	235	18	)	)	PUNCT
edu-5885	235	19	.	.	PUNCT
edu-5885	236	1	specific	specific	ADJ
edu-5885	236	2	coping	cope	VERB
edu-5885	236	3	behaviors	behavior	NOUN
edu-5885	236	4	in	in	ADP
edu-5885	236	5	relation	relation	NOUN
edu-5885	236	6	to	to	ADP
edu-5885	236	7	adolescent	adolescent	ADJ
edu-5885	236	8	depression	depression	NOUN
edu-5885	236	9	and	and	CCONJ
edu-5885	236	10	suicidal	suicidal	ADJ
edu-5885	236	11	ideation	ideation	NOUN
edu-5885	236	12	.	.	PUNCT
edu-5885	237	1	journal	journal	NOUN
edu-5885	237	2	of	of	ADP
edu-5885	237	3	adolescence	adolescence	NOUN
edu-5885	237	4	,	,	PUNCT
edu-5885	237	5	34(5	34(5	PROPN
edu-5885	237	6	)	)	PUNCT
edu-5885	237	7	,	,	PUNCT
edu-5885	237	8	1077	1077	NUM
edu-5885	237	9	-	-	SYM
edu-5885	237	10	1085	1085	NUM
edu-5885	237	11	.	.	PUNCT
edu-5885	238	1	https://doi.org/10.1016/j.adolescence.2010.10.004	https://doi.org/10.1016/j.adolescence.2010.10.004	PROPN
edu-5885	238	2	inprom	inprom	ADV
edu-5885	238	3	,	,	PUNCT
edu-5885	238	4	p.	p.	PROPN
edu-5885	238	5	,	,	PUNCT
edu-5885	238	6	&	&	CCONJ
edu-5885	238	7	nimnuan	nimnuan	PROPN
edu-5885	238	8	,	,	PUNCT
edu-5885	238	9	c.	c.	PROPN
edu-5885	238	10	(	(	PUNCT
edu-5885	238	11	2006	2006	NUM
edu-5885	238	12	)	)	PUNCT
edu-5885	238	13	.	.	PUNCT
edu-5885	239	1	stress	stress	NOUN
edu-5885	239	2	among	among	ADP
edu-5885	239	3	mathayom	mathayom	NOUN
edu-5885	239	4	suksa	suksa	VERB
edu-5885	239	5	sixth	sixth	ADJ
edu-5885	239	6	students	student	NOUN
edu-5885	239	7	in	in	ADP
edu-5885	239	8	admission	admission	NOUN
edu-5885	239	9	to	to	ADP
edu-5885	239	10	university	university	NOUN
edu-5885	239	11	in	in	ADP
edu-5885	239	12	bangkok	bangkok	PROPN
edu-5885	239	13	.	.	PROPN
edu-5885	240	1	journal	journal	PROPN
edu-5885	240	2	of	of	ADP
edu-5885	240	3	mental	mental	ADJ
edu-5885	240	4	health	health	NOUN
edu-5885	240	5	of	of	ADP
edu-5885	240	6	thailand	thailand	PROPN
edu-5885	240	7	,	,	PUNCT
edu-5885	240	8	14(3	14(3	NUM
edu-5885	240	9	)	)	PUNCT
edu-5885	240	10	,	,	PUNCT
edu-5885	240	11	182	182	NUM
edu-5885	240	12	-	-	SYM
edu-5885	240	13	190	190	NUM
edu-5885	240	14	.	.	PUNCT
edu-5885	241	1	magwa	magwa	PROPN
edu-5885	241	2	,	,	PUNCT
edu-5885	241	3	s.	s.	PROPN
edu-5885	241	4	(	(	PUNCT
edu-5885	241	5	2013	2013	NUM
edu-5885	241	6	)	)	PUNCT
edu-5885	241	7	.	.	PUNCT
edu-5885	242	1	stress	stress	NOUN
edu-5885	242	2	and	and	CCONJ
edu-5885	242	3	adolescent	adolescent	ADJ
edu-5885	242	4	development	development	NOUN
edu-5885	242	5	.	.	PUNCT
edu-5885	243	1	greener	green	ADJ
edu-5885	243	2	journal	journal	PROPN
edu-5885	243	3	of	of	ADP
edu-5885	243	4	edicationnal	edicationnal	ADJ
edu-5885	243	5	research	research	NOUN
edu-5885	243	6	,	,	PUNCT
edu-5885	243	7	3(8	3(8	NUM
edu-5885	243	8	)	)	PUNCT
edu-5885	243	9	,	,	PUNCT
edu-5885	243	10	373	373	NUM
edu-5885	243	11	-	-	SYM
edu-5885	243	12	380	380	NUM
edu-5885	243	13	.	.	PUNCT
edu-5885	244	1	malik	malik	PROPN
edu-5885	244	2	,	,	PUNCT
edu-5885	244	3	s.	s.	PROPN
edu-5885	244	4	s.	s.	PROPN
edu-5885	244	5	,	,	PUNCT
edu-5885	244	6	&	&	CCONJ
edu-5885	244	7	khan	khan	PROPN
edu-5885	244	8	,	,	PUNCT
edu-5885	244	9	a.	a.	NOUN
edu-5885	244	10	(	(	PUNCT
edu-5885	244	11	2023	2023	NUM
edu-5885	244	12	)	)	PUNCT
edu-5885	244	13	.	.	PUNCT
edu-5885	245	1	anxiety	anxiety	NOUN
edu-5885	245	2	,	,	PUNCT
edu-5885	245	3	depression	depression	NOUN
edu-5885	245	4	and	and	CCONJ
edu-5885	245	5	stress	stress	NOUN
edu-5885	245	6	prediction	prediction	NOUN
edu-5885	245	7	among	among	ADP
edu-5885	245	8	college	college	NOUN
edu-5885	245	9	students	student	NOUN
edu-5885	245	10	using	use	VERB
edu-5885	245	11	machine	machine	NOUN
edu-5885	245	12	learning	learning	NOUN
edu-5885	245	13	algorithms	algorithm	NOUN
edu-5885	245	14	.	.	PUNCT
edu-5885	246	1	paper	paper	NOUN
edu-5885	246	2	presented	present	VERB
edu-5885	246	3	at	at	ADP
edu-5885	246	4	the	the	DET
edu-5885	246	5	2023	2023	NUM
edu-5885	246	6	second	second	ADJ
edu-5885	246	7	international	international	ADJ
edu-5885	246	8	conference	conference	NOUN
edu-5885	246	9	on	on	ADP
edu-5885	246	10	electrical	electrical	ADJ
edu-5885	246	11	,	,	PUNCT
edu-5885	246	12	electronics	electronic	NOUN
edu-5885	246	13	,	,	PUNCT
edu-5885	246	14	information	information	NOUN
edu-5885	246	15	and	and	CCONJ
edu-5885	246	16	communication	communication	NOUN
edu-5885	246	17	technologies	technology	NOUN
edu-5885	246	18	(	(	PUNCT
edu-5885	246	19	iceeict	iceeict	PROPN
edu-5885	246	20	)	)	PUNCT
edu-5885	246	21	,	,	PUNCT
edu-5885	246	22	trichirappalli	trichirappalli	PROPN
edu-5885	246	23	,	,	PUNCT
edu-5885	246	24	india	india	PROPN
edu-5885	246	25	.	.	PUNCT
edu-5885	247	1	pandee	pandee	PROPN
edu-5885	247	2	,	,	PUNCT
edu-5885	247	3	v.	v.	PROPN
edu-5885	247	4	(	(	PUNCT
edu-5885	247	5	2015	2015	NUM
edu-5885	247	6	)	)	PUNCT
edu-5885	247	7	.	.	PUNCT
edu-5885	248	1	prevalence	prevalence	NOUN
edu-5885	248	2	and	and	CCONJ
edu-5885	248	3	factors	factor	NOUN
edu-5885	248	4	of	of	ADP
edu-5885	248	5	depression	depression	NOUN
edu-5885	248	6	in	in	ADP
edu-5885	248	7	late	late	ADJ
edu-5885	248	8	adolescents	adolescent	NOUN
edu-5885	248	9	:	:	PUNCT
edu-5885	248	10	a	a	DET
edu-5885	248	11	study	study	NOUN
edu-5885	248	12	only	only	ADV
edu-5885	248	13	students	student	NOUN
edu-5885	248	14	at	at	ADP
edu-5885	248	15	sisaket	sisaket	NOUN
edu-5885	248	16	technical	technical	ADJ
edu-5885	248	17	college	college	NOUN
edu-5885	248	18	.	.	PUNCT
edu-5885	249	1	journal	journal	PROPN
edu-5885	249	2	of	of	ADP
edu-5885	249	3	public	public	ADJ
edu-5885	249	4	health	health	NOUN
edu-5885	249	5	,	,	PUNCT
edu-5885	249	6	45(3	45(3	NUM
edu-5885	249	7	)	)	PUNCT
edu-5885	249	8	,	,	PUNCT
edu-5885	249	9	298	298	NUM
edu-5885	249	10	-	-	SYM
edu-5885	249	11	309	309	NUM
edu-5885	249	12	.	.	PUNCT
edu-5885	250	1	phakdiwatthanakul	phakdiwatthanakul	PROPN
edu-5885	250	2	,	,	PUNCT
edu-5885	250	3	k.	k.	PROPN
edu-5885	250	4	,	,	PUNCT
edu-5885	250	5	&	&	CCONJ
edu-5885	250	6	panichkul	panichkul	PROPN
edu-5885	250	7	,	,	PUNCT
edu-5885	250	8	p.	p.	NOUN
edu-5885	250	9	(	(	PUNCT
edu-5885	250	10	2008	2008	NUM
edu-5885	250	11	)	)	PUNCT
edu-5885	250	12	.	.	PUNCT
edu-5885	251	1	systems	system	NOUN
edu-5885	251	2	design	design	NOUN
edu-5885	251	3	and	and	CCONJ
edu-5885	251	4	development	development	NOUN
edu-5885	251	5	(	(	PUNCT
edu-5885	251	6	6th	6th	ADJ
edu-5885	251	7	ed	ed	NOUN
edu-5885	251	8	.	.	PUNCT
edu-5885	251	9	)	)	PUNCT
edu-5885	251	10	.	.	PUNCT
edu-5885	252	1	bangkok	bangkok	PROPN
edu-5885	252	2	,	,	PUNCT
edu-5885	252	3	thailand	thailand	PROPN
edu-5885	252	4	:	:	PUNCT
edu-5885	252	5	ktp	ktp	NOUN
edu-5885	252	6	and	and	CCONJ
edu-5885	252	7	consult	consult	NOUN
edu-5885	252	8	.	.	PUNCT
edu-5885	253	1	philuek	philuek	NOUN
edu-5885	253	2	,	,	PUNCT
edu-5885	253	3	w.	w.	NOUN
edu-5885	253	4	,	,	PUNCT
edu-5885	253	5	pongsuk	pongsuk	NOUN
edu-5885	253	6	,	,	PUNCT
edu-5885	253	7	t.	t.	PROPN
edu-5885	253	8	,	,	PUNCT
edu-5885	253	9	&	&	CCONJ
edu-5885	253	10	panawong	panawong	PROPN
edu-5885	253	11	,	,	PUNCT
edu-5885	253	12	n.	n.	NOUN
edu-5885	253	13	(	(	PUNCT
edu-5885	253	14	2022	2022	NUM
edu-5885	253	15	)	)	PUNCT
edu-5885	253	16	.	.	PUNCT
edu-5885	254	1	machine	machine	NOUN
edu-5885	254	2	learning	learn	VERB
edu-5885	254	3	techniques	technique	NOUN
edu-5885	254	4	for	for	ADP
edu-5885	254	5	classifying	classify	VERB
edu-5885	254	6	self	self	NOUN
edu-5885	254	7	-	-	PUNCT
edu-5885	254	8	regulated	regulate	VERB
edu-5885	254	9	learning	learning	NOUN
edu-5885	254	10	of	of	ADP
edu-5885	254	11	secondary	secondary	ADJ
edu-5885	254	12	students	student	NOUN
edu-5885	254	13	in	in	ADP
edu-5885	254	14	thailand	thailand	PROPN
edu-5885	254	15	.	.	PUNCT
edu-5885	255	1	journal	journal	PROPN
edu-5885	255	2	of	of	ADP
edu-5885	255	3	positive	positive	ADJ
edu-5885	255	4	school	school	NOUN
edu-5885	255	5	psychology	psychology	NOUN
edu-5885	255	6	,	,	PUNCT
edu-5885	255	7	6(4	6(4	NUM
edu-5885	255	8	)	)	PUNCT
edu-5885	255	9	,	,	PUNCT
edu-5885	255	10	6429–6436	6429–6436	NUM
edu-5885	255	11	.	.	PUNCT
edu-5885	256	1	pongsuk	pongsuk	NOUN
edu-5885	256	2	,	,	PUNCT
edu-5885	256	3	t.	t.	NOUN
edu-5885	256	4	(	(	PUNCT
edu-5885	256	5	2017	2017	NUM
edu-5885	256	6	)	)	PUNCT
edu-5885	256	7	.	.	PUNCT
edu-5885	257	1	a	a	DET
edu-5885	257	2	study	study	NOUN
edu-5885	257	3	of	of	ADP
edu-5885	257	4	data	datum	NOUN
edu-5885	257	5	mining	mining	NOUN
edu-5885	257	6	techniques	technique	NOUN
edu-5885	257	7	in	in	ADP
edu-5885	257	8	forecasting	forecast	VERB
edu-5885	257	9	academic	academic	ADJ
edu-5885	257	10	results	result	NOUN
edu-5885	257	11	and	and	CCONJ
edu-5885	257	12	learning	learn	VERB
edu-5885	257	13	behaviors	behavior	NOUN
edu-5885	257	14	of	of	ADP
edu-5885	257	15	students	student	NOUN
edu-5885	257	16	in	in	ADP
edu-5885	257	17	computer	computer	NOUN
edu-5885	257	18	studies	study	NOUN
edu-5885	257	19	at	at	ADP
edu-5885	257	20	northern	northern	ADJ
edu-5885	257	21	region	region	PROPN
edu-5885	257	22	university	university	PROPN
edu-5885	257	23	.	.	PUNCT
edu-5885	258	1	nakhon	nakhon	PROPN
edu-5885	258	2	sawan	sawan	PROPN
edu-5885	258	3	:	:	PUNCT
edu-5885	258	4	nakhon	nakhon	PROPN
edu-5885	258	5	sawan	sawan	PROPN
edu-5885	258	6	rajabhat	rajabhat	PROPN
edu-5885	258	7	university	university	PROPN
edu-5885	258	8	.	.	PUNCT
edu-5885	259	1	sandhu	sandhu	PROPN
edu-5885	259	2	,	,	PUNCT
edu-5885	259	3	d.	d.	PROPN
edu-5885	259	4	e.	e.	PROPN
edu-5885	259	5	,	,	PUNCT
edu-5885	259	6	huma	huma	PROPN
edu-5885	259	7	jabeen	jabeen	PROPN
edu-5885	259	8	,	,	PUNCT
edu-5885	259	9	s.	s.	PROPN
edu-5885	259	10	,	,	PUNCT
edu-5885	259	11	ali	ali	PROPN
edu-5885	259	12	mudassar	mudassar	PROPN
edu-5885	259	13	,	,	PUNCT
edu-5885	259	14	r.	r.	PROPN
edu-5885	259	15	h.	h.	PROPN
edu-5885	259	16	,	,	PUNCT
edu-5885	259	17	&	&	CCONJ
edu-5885	259	18	raza	raza	PROPN
edu-5885	259	19	,	,	PUNCT
edu-5885	259	20	r.	r.	PROPN
edu-5885	259	21	(	(	PUNCT
edu-5885	259	22	2022	2022	NUM
edu-5885	259	23	)	)	PUNCT
edu-5885	259	24	.	.	PUNCT
edu-5885	260	1	compute	compute	NOUN
edu-5885	260	2	depression	depression	NOUN
edu-5885	260	3	and	and	CCONJ
edu-5885	260	4	anxiety	anxiety	NOUN
edu-5885	260	5	among	among	ADP
edu-5885	260	6	students	student	NOUN
edu-5885	260	7	in	in	ADP
edu-5885	260	8	pakistan	pakistan	PROPN
edu-5885	260	9	,	,	PUNCT
edu-5885	260	10	using	use	VERB
edu-5885	260	11	machine	machine	NOUN
edu-5885	260	12	learning	learning	NOUN
edu-5885	260	13	.	.	PUNCT
edu-5885	261	1	lahore	lahore	PROPN
edu-5885	261	2	garrison	garrison	PROPN
edu-5885	261	3	university	university	PROPN
edu-5885	261	4	research	research	PROPN
edu-5885	261	5	journal	journal	NOUN
edu-5885	261	6	of	of	ADP
edu-5885	261	7	computer	computer	NOUN
edu-5885	261	8	science	science	NOUN
edu-5885	261	9	and	and	CCONJ
edu-5885	261	10	information	information	NOUN
edu-5885	261	11	technology	technology	NOUN
edu-5885	261	12	,	,	PUNCT
edu-5885	261	13	6(04	6(04	NUM
edu-5885	261	14	)	)	PUNCT
edu-5885	261	15	,	,	PUNCT
edu-5885	261	16	46	46	NUM
edu-5885	261	17	-	-	SYM
edu-5885	261	18	54	54	NUM
edu-5885	261	19	.	.	PUNCT
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edu-5885	262	3	,	,	PUNCT
edu-5885	262	4	j.	j.	PROPN
edu-5885	262	5	w.	w.	PROPN
edu-5885	262	6	(	(	PUNCT
edu-5885	262	7	2014	2014	NUM
edu-5885	262	8	)	)	PUNCT
edu-5885	262	9	.	.	PUNCT
edu-5885	263	1	adolescent	adolescent	ADJ
edu-5885	263	2	.	.	PUNCT
edu-5885	264	1	new	new	PROPN
edu-5885	264	2	york	york	PROPN
edu-5885	264	3	:	:	PUNCT
edu-5885	264	4	mcgraw	mcgraw	PROPN
edu-5885	264	5	-	-	PUNCT
edu-5885	264	6	hill	hill	NOUN
edu-5885	264	7	education	education	NOUN
edu-5885	264	8	.	.	PUNCT
edu-5885	265	1	singh	singh	PROPN
edu-5885	265	2	,	,	PUNCT
edu-5885	265	3	s.	s.	PROPN
edu-5885	265	4	,	,	PUNCT
edu-5885	265	5	gupta	gupta	PROPN
edu-5885	265	6	,	,	PUNCT
edu-5885	265	7	h.	h.	PROPN
edu-5885	265	8	,	,	PUNCT
edu-5885	265	9	singh	singh	PROPN
edu-5885	265	10	,	,	PUNCT
edu-5885	265	11	p.	p.	PROPN
edu-5885	265	12	,	,	PUNCT
edu-5885	265	13	&	&	CCONJ
edu-5885	265	14	agrawal	agrawal	PROPN
edu-5885	265	15	,	,	PUNCT
edu-5885	265	16	a.	a.	NOUN
edu-5885	265	17	p.	p.	NOUN
edu-5885	265	18	(	(	PUNCT
edu-5885	265	19	2022	2022	NUM
edu-5885	265	20	)	)	PUNCT
edu-5885	265	21	.	.	PUNCT
edu-5885	266	1	comparative	comparative	ADJ
edu-5885	266	2	analysis	analysis	NOUN
edu-5885	266	3	of	of	ADP
edu-5885	266	4	machine	machine	NOUN
edu-5885	266	5	learning	learning	NOUN
edu-5885	266	6	models	model	NOUN
edu-5885	266	7	to	to	PART
edu-5885	266	8	predict	predict	VERB
edu-5885	266	9	depression	depression	NOUN
edu-5885	266	10	,	,	PUNCT
edu-5885	266	11	anxiety	anxiety	NOUN
edu-5885	266	12	and	and	CCONJ
edu-5885	266	13	stress	stress	NOUN
edu-5885	266	14	.	.	PUNCT
edu-5885	267	1	paper	paper	NOUN
edu-5885	267	2	presented	present	VERB
edu-5885	267	3	at	at	ADP
edu-5885	267	4	the	the	DET
edu-5885	267	5	2022	2022	NUM
edu-5885	267	6	11th	11th	ADJ
edu-5885	267	7	international	international	ADJ
edu-5885	267	8	conference	conference	NOUN
edu-5885	267	9	on	on	ADP
edu-5885	267	10	system	system	NOUN
edu-5885	267	11	modeling	modeling	NOUN
edu-5885	267	12	&	&	CCONJ
edu-5885	267	13	advancement	advancement	NOUN
edu-5885	267	14	in	in	ADP
edu-5885	267	15	research	research	NOUN
edu-5885	267	16	trends	trend	NOUN
edu-5885	267	17	(	(	PUNCT
edu-5885	267	18	smart	smart	ADJ
edu-5885	267	19	)	)	PUNCT
edu-5885	267	20	,	,	PUNCT
edu-5885	267	21	moradabad	moradabad	PROPN
edu-5885	267	22	,	,	PUNCT
edu-5885	267	23	india	india	PROPN
edu-5885	267	24	.	.	PUNCT
edu-5885	268	1	tapinta	tapinta	PROPN
edu-5885	268	2	,	,	PUNCT
edu-5885	268	3	d.	d.	PROPN
edu-5885	268	4	(	(	PUNCT
edu-5885	268	5	2013	2013	NUM
edu-5885	268	6	)	)	PUNCT
edu-5885	268	7	.	.	PUNCT
edu-5885	269	1	depression	depression	NOUN
edu-5885	269	2	:	:	PUNCT
edu-5885	269	3	cognitive	cognitive	ADJ
edu-5885	269	4	behavior	behavior	NOUN
edu-5885	269	5	counseling	counseling	NOUN
edu-5885	269	6	(	(	PUNCT
edu-5885	269	7	3rd	3rd	ADJ
edu-5885	269	8	ed	ed	NOUN
edu-5885	269	9	.	.	PUNCT
edu-5885	269	10	)	)	PUNCT
edu-5885	269	11	.	.	PUNCT
edu-5885	270	1	chiangmai	chiangmai	PROPN
edu-5885	270	2	:	:	PUNCT
edu-5885	270	3	wanida	wanida	PROPN
edu-5885	270	4	press	press	PROPN
edu-5885	270	5	.	.	PUNCT
edu-5885	271	1	thamsombat	thamsombat	NOUN
edu-5885	271	2	,	,	PUNCT
edu-5885	271	3	r.	r.	PROPN
edu-5885	271	4	(	(	PUNCT
edu-5885	271	5	2012	2012	NUM
edu-5885	271	6	)	)	PUNCT
edu-5885	271	7	.	.	PUNCT
edu-5885	272	1	decision	decision	NOUN
edu-5885	272	2	support	support	NOUN
edu-5885	272	3	system	system	NOUN
edu-5885	272	4	in	in	ADP
edu-5885	272	5	choosing	choose	VERB
edu-5885	272	6	a	a	DET
edu-5885	272	7	mobile	mobile	ADJ
edu-5885	272	8	internet	internet	NOUN
edu-5885	272	9	package	package	NOUN
edu-5885	272	10	using	use	VERB
edu-5885	272	11	decision	decision	NOUN
edu-5885	272	12	trees	tree	NOUN
edu-5885	272	13	(	(	PUNCT
edu-5885	272	14	research	research	NOUN
edu-5885	272	15	report	report	NOUN
edu-5885	272	16	)	)	PUNCT
edu-5885	272	17	.	.	PUNCT
edu-5885	273	1	nonthaburi	nonthaburi	PROPN
edu-5885	273	2	:	:	PUNCT
edu-5885	273	3	ratchaphruek	ratchaphruek	VERB
edu-5885	273	4	university	university	NOUN
edu-5885	273	5	.	.	PUNCT
edu-5885	274	1	trivedi	trivedi	PROPN
edu-5885	274	2	,	,	PUNCT
edu-5885	274	3	n.	n.	PROPN
edu-5885	274	4	k.	k.	PROPN
edu-5885	274	5	,	,	PUNCT
edu-5885	274	6	tiwari	tiwari	PROPN
edu-5885	274	7	,	,	PUNCT
edu-5885	274	8	r.	r.	PROPN
edu-5885	274	9	g.	g.	PROPN
edu-5885	274	10	,	,	PUNCT
edu-5885	274	11	witarsyah	witarsyah	PROPN
edu-5885	274	12	,	,	PUNCT
edu-5885	274	13	d.	d.	PROPN
edu-5885	274	14	,	,	PUNCT
edu-5885	274	15	gautam	gautam	PROPN
edu-5885	274	16	,	,	PUNCT
edu-5885	274	17	v.	v.	ADV
edu-5885	274	18	,	,	PUNCT
edu-5885	274	19	misra	misra	ADJ
edu-5885	274	20	,	,	PUNCT
edu-5885	274	21	a.	a.	NOUN
edu-5885	274	22	,	,	PUNCT
edu-5885	274	23	&	&	CCONJ
edu-5885	274	24	nugraha	nugraha	PROPN
edu-5885	274	25	,	,	PUNCT
edu-5885	274	26	r.	r.	PROPN
edu-5885	274	27	a.	a.	PROPN
edu-5885	274	28	(	(	PUNCT
edu-5885	274	29	2022	2022	NUM
edu-5885	274	30	)	)	PUNCT
edu-5885	274	31	.	.	PUNCT
edu-5885	275	1	machine	machine	NOUN
edu-5885	275	2	learning	learning	NOUN
edu-5885	275	3	based	base	VERB
edu-5885	275	4	evaluations	evaluation	NOUN
edu-5885	275	5	of	of	ADP
edu-5885	275	6	stress	stress	NOUN
edu-5885	275	7	,	,	PUNCT
edu-5885	275	8	depression	depression	NOUN
edu-5885	275	9	,	,	PUNCT
edu-5885	275	10	and	and	CCONJ
edu-5885	275	11	anxiety	anxiety	NOUN
edu-5885	275	12	.	.	PUNCT
edu-5885	276	1	paper	paper	NOUN
edu-5885	276	2	presented	present	VERB
edu-5885	276	3	at	at	ADP
edu-5885	276	4	the	the	DET
edu-5885	276	5	international	international	ADJ
edu-5885	276	6	conference	conference	NOUN
edu-5885	276	7	advancement	advancement	NOUN
edu-5885	276	8	in	in	ADP
edu-5885	276	9	data	datum	NOUN
edu-5885	276	10	science	science	NOUN
edu-5885	276	11	,	,	PUNCT
edu-5885	276	12	e	e	NOUN
edu-5885	276	13	-	-	ADJ
edu-5885	276	14	learning	learning	ADJ
edu-5885	276	15	and	and	CCONJ
edu-5885	276	16	information	information	NOUN
edu-5885	276	17	systems	system	NOUN
edu-5885	276	18	(	(	PUNCT
edu-5885	276	19	icadeis	icadeis	NOUN
edu-5885	276	20	)	)	PUNCT
edu-5885	276	21	,	,	PUNCT
edu-5885	276	22	bandung	bandung	PROPN
edu-5885	276	23	,	,	PUNCT
edu-5885	276	24	indonesia	indonesia	PROPN
edu-5885	276	25	.	.	PUNCT
edu-5885	277	1	uratmanee	uratmanee	PROPN
edu-5885	277	2	,	,	PUNCT
edu-5885	277	3	s.	s.	PROPN
edu-5885	277	4	,	,	PUNCT
edu-5885	277	5	&	&	CCONJ
edu-5885	277	6	lertsamran	lertsamran	PROPN
edu-5885	277	7	,	,	PUNCT
edu-5885	277	8	s.	s.	PROPN
edu-5885	277	9	(	(	PUNCT
edu-5885	277	10	2017	2017	NUM
edu-5885	277	11	)	)	PUNCT
edu-5885	277	12	.	.	PUNCT
edu-5885	278	1	stress	stress	NOUN
edu-5885	278	2	,	,	PUNCT
edu-5885	278	3	anxiety	anxiety	NOUN
edu-5885	278	4	and	and	CCONJ
edu-5885	278	5	depression	depression	NOUN
edu-5885	278	6	of	of	ADP
edu-5885	278	7	adolescent	adolescent	ADJ
edu-5885	278	8	students	student	NOUN
edu-5885	278	9	preparing	prepare	VERB
edu-5885	278	10	for	for	ADP
edu-5885	278	11	the	the	DET
edu-5885	278	12	university	university	NOUN
edu-5885	278	13	entrance	entrance	NOUN
edu-5885	278	14	examination	examination	NOUN
edu-5885	278	15	.	.	PUNCT
edu-5885	279	1	journal	journal	NOUN
edu-5885	279	2	of	of	ADP
edu-5885	279	3	psychiatric	psychiatric	ADJ
edu-5885	279	4	and	and	CCONJ
edu-5885	279	5	mental	mental	ADJ
edu-5885	279	6	health	health	NOUN
edu-5885	279	7	nursing	nursing	NOUN
edu-5885	279	8	,	,	PUNCT
edu-5885	279	9	31(2	31(2	NUM
edu-5885	279	10	)	)	PUNCT
edu-5885	279	11	,	,	PUNCT
edu-5885	279	12	79	79	NUM
edu-5885	279	13	-	-	SYM
edu-5885	279	14	80	80	NUM
edu-5885	279	15	.	.	PUNCT
edu-5885	280	1	vatanasin	vatanasin	PROPN
edu-5885	280	2	,	,	PUNCT
edu-5885	280	3	d.	d.	PROPN
edu-5885	280	4	,	,	PUNCT
edu-5885	280	5	thapinta	thapinta	PROPN
edu-5885	280	6	,	,	PUNCT
edu-5885	280	7	d.	d.	PROPN
edu-5885	280	8	,	,	PUNCT
edu-5885	280	9	thompson	thompson	PROPN
edu-5885	280	10	,	,	PUNCT
edu-5885	280	11	e.	e.	PROPN
edu-5885	280	12	a.	a.	PROPN
edu-5885	280	13	,	,	PUNCT
edu-5885	280	14	&	&	CCONJ
edu-5885	280	15	thungjaroenkul	thungjaroenkul	NOUN
edu-5885	280	16	,	,	PUNCT
edu-5885	280	17	p.	p.	NOUN
edu-5885	280	18	(	(	PUNCT
edu-5885	280	19	2012	2012	NUM
edu-5885	280	20	)	)	PUNCT
edu-5885	280	21	.	.	PUNCT
edu-5885	281	1	testing	test	VERB
edu-5885	281	2	a	a	DET
edu-5885	281	3	model	model	NOUN
edu-5885	281	4	of	of	ADP
edu-5885	281	5	depression	depression	NOUN
edu-5885	281	6	among	among	ADP
edu-5885	281	7	t	t	PROPN
edu-5885	281	8	hai	hai	PROPN
edu-5885	281	9	adolescents	adolescents	PROPN
edu-5885	281	10	.	.	PUNCT
edu-5885	282	1	journal	journal	PROPN
edu-5885	282	2	of	of	ADP
edu-5885	282	3	child	child	NOUN
edu-5885	282	4	and	and	CCONJ
edu-5885	282	5	adolescent	adolescent	ADJ
edu-5885	282	6	psychiatric	psychiatric	ADJ
edu-5885	282	7	nursing	nursing	NOUN
edu-5885	282	8	,	,	PUNCT
edu-5885	282	9	25(4	25(4	NOUN
edu-5885	282	10	)	)	PUNCT
edu-5885	282	11	,	,	PUNCT
edu-5885	282	12	195	195	NUM
edu-5885	282	13	-	-	SYM
edu-5885	282	14	206	206	NUM
edu-5885	282	15	.	.	PUNCT
edu-5885	283	1	https://doi.org/10.1111/jcap.12012	https://doi.org/10.1111/jcap.12012	NOUN
edu-5885	283	2	zhou	zhou	PROPN
edu-5885	283	3	,	,	PUNCT
edu-5885	283	4	y.	y.	PROPN
edu-5885	283	5	,	,	PUNCT
edu-5885	283	6	han	han	PROPN
edu-5885	283	7	,	,	PUNCT
edu-5885	283	8	w.	w.	PROPN
edu-5885	283	9	,	,	PUNCT
edu-5885	283	10	yao	yao	PROPN
edu-5885	283	11	,	,	PUNCT
edu-5885	283	12	x.	x.	PROPN
edu-5885	283	13	,	,	PUNCT
edu-5885	283	14	xue	xue	PROPN
edu-5885	283	15	,	,	PUNCT
edu-5885	283	16	j.	j.	PROPN
edu-5885	283	17	,	,	PUNCT
edu-5885	283	18	li	li	PROPN
edu-5885	283	19	,	,	PUNCT
edu-5885	283	20	z.	z.	PROPN
edu-5885	283	21	,	,	PUNCT
edu-5885	283	22	&	&	CCONJ
edu-5885	283	23	li	li	PROPN
edu-5885	283	24	,	,	PUNCT
edu-5885	283	25	y.	y.	PROPN
edu-5885	283	26	(	(	PUNCT
edu-5885	283	27	2023	2023	NUM
edu-5885	283	28	)	)	PUNCT
edu-5885	283	29	.	.	PUNCT
edu-5885	284	1	developing	develop	VERB
edu-5885	284	2	a	a	DET
edu-5885	284	3	machine	machine	NOUN
edu-5885	284	4	learning	learn	VERB
edu-5885	284	5	model	model	NOUN
edu-5885	284	6	for	for	ADP
edu-5885	284	7	detecting	detect	VERB
edu-5885	284	8	depression	depression	NOUN
edu-5885	284	9	,	,	PUNCT
edu-5885	284	10	anxiety	anxiety	NOUN
edu-5885	284	11	,	,	PUNCT
edu-5885	284	12	and	and	CCONJ
edu-5885	284	13	apathy	apathy	NOUN
edu-5885	284	14	in	in	ADP
edu-5885	284	15	older	old	ADJ
edu-5885	284	16	adults	adult	NOUN
edu-5885	284	17	with	with	ADP
edu-5885	284	18	mild	mild	ADJ
edu-5885	284	19	cognitive	cognitive	ADJ
edu-5885	284	20	impairment	impairment	NOUN
edu-5885	284	21	using	use	VERB
edu-5885	284	22	speech	speech	NOUN
edu-5885	284	23	and	and	CCONJ
edu-5885	284	24	facial	facial	ADJ
edu-5885	284	25	expressions	expression	NOUN
edu-5885	284	26	:	:	PUNCT
edu-5885	284	27	a	a	DET
edu-5885	284	28	cross	cross	ADJ
edu-5885	284	29	-	-	ADJ
edu-5885	284	30	sectional	sectional	ADJ
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edu-5885	284	32	study	study	NOUN
edu-5885	284	33	.	.	PUNCT
edu-5885	285	1	international	international	ADJ
edu-5885	285	2	journal	journal	NOUN
edu-5885	285	3	of	of	ADP
edu-5885	285	4	nursing	nursing	NOUN
edu-5885	285	5	studies	study	NOUN
edu-5885	285	6	,	,	PUNCT
edu-5885	285	7	146	146	NUM
edu-5885	285	8	,	,	PUNCT
edu-5885	285	9	104562	104562	NUM
edu-5885	285	10	.	.	PUNCT
edu-5885	286	1	https://doi.org/10.1016/j.ijnurstu.2023.104562	https://doi.org/10.1016/j.ijnurstu.2023.104562	ADJ
edu-5885	286	2	asian	asian	ADJ
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edu-5885	286	4	journal	journal	PROPN
edu-5885	286	5	publishing	publishing	NOUN
edu-5885	286	6	group	group	NOUN
edu-5885	286	7	is	be	AUX
edu-5885	286	8	not	not	PART
edu-5885	286	9	responsible	responsible	ADJ
edu-5885	286	10	or	or	CCONJ
edu-5885	286	11	answerable	answerable	ADJ
edu-5885	286	12	for	for	ADP
edu-5885	286	13	any	any	DET
edu-5885	286	14	loss	loss	NOUN
edu-5885	286	15	,	,	PUNCT
edu-5885	286	16	damage	damage	NOUN
edu-5885	286	17	or	or	CCONJ
edu-5885	286	18	liability	liability	NOUN
edu-5885	286	19	,	,	PUNCT
edu-5885	286	20	etc	etc	X
edu-5885	286	21	.	.	X
edu-5885	286	22	caused	cause	VERB
edu-5885	286	23	in	in	ADP
edu-5885	286	24	relation	relation	NOUN
edu-5885	286	25	to	to	PART
edu-5885	286	26	/	/	PUNCT
edu-5885	286	27	arising	arise	VERB
edu-5885	286	28	out	out	ADP
edu-5885	286	29	of	of	ADP
edu-5885	286	30	the	the	DET
edu-5885	286	31	use	use	NOUN
edu-5885	286	32	of	of	ADP
edu-5885	286	33	the	the	DET
edu-5885	286	34	content	content	NOUN
edu-5885	286	35	.	.	PUNCT
edu-5885	287	1	any	any	DET
edu-5885	287	2	queries	query	NOUN
edu-5885	287	3	should	should	AUX
edu-5885	287	4	be	be	AUX
edu-5885	287	5	directed	direct	VERB
edu-5885	287	6	to	to	ADP
edu-5885	287	7	the	the	DET
edu-5885	287	8	corresponding	corresponding	ADJ
edu-5885	287	9	author	author	NOUN
edu-5885	287	10	of	of	ADP
edu-5885	287	11	the	the	DET
edu-5885	287	12	article	article	NOUN
edu-5885	287	13	.	.	PUNCT
edu-5885	288	1	https://doi.org/10.1016/j.cmpbup.2022.100066	https://doi.org/10.1016/j.cmpbup.2022.100066	ADJ
edu-5885	288	2	https://www.dmh.go.th/news-dmh/view.asp?id=30744	https://www.dmh.go.th/news-dmh/view.asp?id=30744	X
edu-5885	288	3	https://www.dmh.go.th/news-dmh/view.asp?id=30744	https://www.dmh.go.th/news-dmh/view.asp?id=30744	X
edu-5885	288	4	https://doi.org/10.1016/j.adolescence.2010.10.004	https://doi.org/10.1016/j.adolescence.2010.10.004	PROPN
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