id	sid	tid	token	lemma	pos
ajceb-5184	1	1	construction	construction	NOUN
ajceb-5184	1	2	economics	economic	NOUN
ajceb-5184	1	3	and	and	CCONJ
ajceb-5184	1	4	building	building	NOUN
ajceb-5184	1	5	,	,	PUNCT
ajceb-5184	1	6	16(4	16(4	NUM
ajceb-5184	1	7	)	)	PUNCT
ajceb-5184	1	8	,	,	PUNCT
ajceb-5184	1	9	86	86	NUM
ajceb-5184	1	10	-	-	SYM
ajceb-5184	1	11	98	98	NUM
ajceb-5184	1	12	copyright	copyright	NOUN
ajceb-5184	1	13	:	:	PUNCT
ajceb-5184	1	14	construction	construction	NOUN
ajceb-5184	1	15	economics	economic	NOUN
ajceb-5184	1	16	and	and	CCONJ
ajceb-5184	1	17	building	build	VERB
ajceb-5184	1	18	2016	2016	NUM
ajceb-5184	1	19	.	.	PUNCT
ajceb-5184	2	1	©	©	PROPN
ajceb-5184	2	2	2016	2016	NUM
ajceb-5184	2	3	ralph	ralph	PROPN
ajceb-5184	2	4	olusola	olusola	PROPN
ajceb-5184	2	5	aluko	aluko	PROPN
ajceb-5184	2	6	,	,	PUNCT
ajceb-5184	2	7	olumide	olumide	ADJ
ajceb-5184	2	8	afolarin	afolarin	PROPN
ajceb-5184	2	9	adenuga	adenuga	PROPN
ajceb-5184	2	10	,	,	PUNCT
ajceb-5184	2	11	patricia	patricia	PROPN
ajceb-5184	2	12	omega	omega	NOUN
ajceb-5184	2	13	kukoyi	kukoyi	PROPN
ajceb-5184	2	14	,	,	PUNCT
ajceb-5184	2	15	aliu	aliu	PROPN
ajceb-5184	2	16	adebayo	adebayo	PROPN
ajceb-5184	2	17	soyingbe	soyingbe	PROPN
ajceb-5184	2	18	and	and	CCONJ
ajceb-5184	2	19	joseph	joseph	PROPN
ajceb-5184	2	20	oyewale	oyewale	PROPN
ajceb-5184	2	21	oyedeji	oyedeji	PROPN
ajceb-5184	2	22	.	.	PUNCT
ajceb-5184	3	1	this	this	PRON
ajceb-5184	3	2	is	be	AUX
ajceb-5184	3	3	an	an	DET
ajceb-5184	3	4	open	open	ADJ
ajceb-5184	3	5	access	access	NOUN
ajceb-5184	3	6	article	article	NOUN
ajceb-5184	3	7	distributed	distribute	VERB
ajceb-5184	3	8	under	under	ADP
ajceb-5184	3	9	the	the	DET
ajceb-5184	3	10	terms	term	NOUN
ajceb-5184	3	11	of	of	ADP
ajceb-5184	3	12	the	the	DET
ajceb-5184	3	13	creative	creative	ADJ
ajceb-5184	3	14	commons	common	NOUN
ajceb-5184	3	15	attribution	attribution	NOUN
ajceb-5184	3	16	4.0	4.0	NUM
ajceb-5184	3	17	unported	unported	ADJ
ajceb-5184	3	18	(	(	PUNCT
ajceb-5184	3	19	cc	cc	NOUN
ajceb-5184	3	20	by	by	ADP
ajceb-5184	3	21	4.0	4.0	NUM
ajceb-5184	3	22	)	)	PUNCT
ajceb-5184	3	23	license	license	NOUN
ajceb-5184	3	24	(	(	PUNCT
ajceb-5184	3	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
ajceb-5184	3	26	)	)	PUNCT
ajceb-5184	3	27	,	,	PUNCT
ajceb-5184	3	28	allowing	allow	VERB
ajceb-5184	3	29	third	third	ADJ
ajceb-5184	3	30	parties	party	NOUN
ajceb-5184	3	31	to	to	PART
ajceb-5184	3	32	copy	copy	VERB
ajceb-5184	3	33	and	and	CCONJ
ajceb-5184	3	34	redistribute	redistribute	VERB
ajceb-5184	3	35	the	the	DET
ajceb-5184	3	36	material	material	NOUN
ajceb-5184	3	37	in	in	ADP
ajceb-5184	3	38	any	any	DET
ajceb-5184	3	39	medium	medium	ADJ
ajceb-5184	3	40	or	or	CCONJ
ajceb-5184	3	41	format	format	NOUN
ajceb-5184	3	42	and	and	CCONJ
ajceb-5184	3	43	to	to	ADP
ajceb-5184	3	44	remix	remix	NOUN
ajceb-5184	3	45	,	,	PUNCT
ajceb-5184	3	46	transform	transform	NOUN
ajceb-5184	3	47	,	,	PUNCT
ajceb-5184	3	48	and	and	CCONJ
ajceb-5184	3	49	build	build	VERB
ajceb-5184	3	50	upon	upon	SCONJ
ajceb-5184	3	51	the	the	DET
ajceb-5184	3	52	material	material	NOUN
ajceb-5184	3	53	for	for	ADP
ajceb-5184	3	54	any	any	DET
ajceb-5184	3	55	purpose	purpose	NOUN
ajceb-5184	3	56	,	,	PUNCT
ajceb-5184	3	57	even	even	ADV
ajceb-5184	3	58	commercially	commercially	ADV
ajceb-5184	3	59	,	,	PUNCT
ajceb-5184	3	60	provided	provide	VERB
ajceb-5184	3	61	the	the	DET
ajceb-5184	3	62	original	original	ADJ
ajceb-5184	3	63	work	work	NOUN
ajceb-5184	3	64	is	be	AUX
ajceb-5184	3	65	properly	properly	ADV
ajceb-5184	3	66	cited	cite	VERB
ajceb-5184	3	67	and	and	CCONJ
ajceb-5184	3	68	states	state	VERB
ajceb-5184	3	69	its	its	PRON
ajceb-5184	3	70	license	license	NOUN
ajceb-5184	3	71	.	.	PUNCT
ajceb-5184	4	1	citation	citation	NOUN
ajceb-5184	4	2	:	:	PUNCT
ajceb-5184	5	1	aluko	aluko	PROPN
ajceb-5184	5	2	,	,	PUNCT
ajceb-5184	5	3	r.o	r.o	PROPN
ajceb-5184	5	4	.	.	PROPN
ajceb-5184	5	5	,	,	PUNCT
ajceb-5184	5	6	adenuga	adenuga	PROPN
ajceb-5184	5	7	,	,	PUNCT
ajceb-5184	5	8	o.a	o.a	PROPN
ajceb-5184	5	9	.	.	PROPN
ajceb-5184	5	10	,	,	PUNCT
ajceb-5184	5	11	kukoyi	kukoyi	PROPN
ajceb-5184	5	12	,	,	PUNCT
ajceb-5184	5	13	p.o	p.o	PROPN
ajceb-5184	5	14	.	.	PROPN
ajceb-5184	5	15	,	,	PUNCT
ajceb-5184	5	16	soyingbe	soyingbe	PROPN
ajceb-5184	5	17	,	,	PUNCT
ajceb-5184	5	18	a.a	a.a	PROPN
ajceb-5184	5	19	.	.	PROPN
ajceb-5184	5	20	and	and	CCONJ
ajceb-5184	5	21	oyedeji	oyedeji	PROPN
ajceb-5184	5	22	,	,	PUNCT
ajceb-5184	5	23	o.o	o.o	PROPN
ajceb-5184	5	24	.	.	PROPN
ajceb-5184	5	25	2016	2016	NUM
ajceb-5184	5	26	.	.	PUNCT
ajceb-5184	6	1	predicting	predict	VERB
ajceb-5184	6	2	the	the	DET
ajceb-5184	6	3	academic	academic	ADJ
ajceb-5184	6	4	performance	performance	NOUN
ajceb-5184	6	5	of	of	ADP
ajceb-5184	6	6	architecture	architecture	NOUN
ajceb-5184	6	7	students	student	NOUN
ajceb-5184	6	8	by	by	ADP
ajceb-5184	6	9	pre	pre	ADJ
ajceb-5184	6	10	-	-	ADJ
ajceb-5184	6	11	enrolment	enrolment	ADJ
ajceb-5184	6	12	requirement	requirement	NOUN
ajceb-5184	6	13	:	:	PUNCT
ajceb-5184	6	14	using	use	VERB
ajceb-5184	6	15	machine	machine	NOUN
ajceb-5184	6	16	-	-	PUNCT
ajceb-5184	6	17	learning	learn	VERB
ajceb-5184	6	18	techniques	technique	NOUN
ajceb-5184	6	19	.	.	PUNCT
ajceb-5184	7	1	construction	construction	NOUN
ajceb-5184	7	2	economics	economic	NOUN
ajceb-5184	7	3	and	and	CCONJ
ajceb-5184	7	4	building	building	NOUN
ajceb-5184	7	5	,	,	PUNCT
ajceb-5184	7	6	16(4	16(4	NUM
ajceb-5184	7	7	)	)	PUNCT
ajceb-5184	7	8	,	,	PUNCT
ajceb-5184	7	9	86	86	NUM
ajceb-5184	7	10	-	-	SYM
ajceb-5184	7	11	98	98	NUM
ajceb-5184	7	12	.	.	PUNCT
ajceb-5184	8	1	doi	doi	NOUN
ajceb-5184	8	2	:	:	PUNCT
ajceb-5184	8	3	http://dx.doi.org/10.5130/ajceb.v16i4.5184	http://dx.doi.org/10.5130/ajceb.v16i4.5184	PRON
ajceb-5184	8	4	corresponding	corresponding	ADJ
ajceb-5184	8	5	author	author	NOUN
ajceb-5184	8	6	:	:	PUNCT
ajceb-5184	8	7	patricia	patricia	PROPN
ajceb-5184	8	8	omega	omega	NOUN
ajceb-5184	8	9	kukoyi	kukoyi	PROPN
ajceb-5184	8	10	;	;	PUNCT
ajceb-5184	8	11	email	email	NOUN
ajceb-5184	8	12	s215061608@nmmu.ac.za	s215061608@nmmu.ac.za	PROPN
ajceb-5184	8	13	publisher	publisher	NOUN
ajceb-5184	8	14	:	:	PUNCT
ajceb-5184	8	15	university	university	NOUN
ajceb-5184	8	16	of	of	ADP
ajceb-5184	8	17	technology	technology	PROPN
ajceb-5184	8	18	sydney	sydney	PROPN
ajceb-5184	8	19	(	(	PUNCT
ajceb-5184	8	20	uts	uts	PROPN
ajceb-5184	8	21	)	)	PUNCT
ajceb-5184	8	22	epress	epress	NOUN
ajceb-5184	8	23	predicting	predict	VERB
ajceb-5184	8	24	the	the	DET
ajceb-5184	8	25	academic	academic	ADJ
ajceb-5184	8	26	success	success	NOUN
ajceb-5184	8	27	of	of	ADP
ajceb-5184	8	28	architecture	architecture	NOUN
ajceb-5184	8	29	students	student	NOUN
ajceb-5184	8	30	by	by	ADP
ajceb-5184	8	31	preenrolment	preenrolment	ADJ
ajceb-5184	8	32	requirement	requirement	NOUN
ajceb-5184	8	33	:	:	PUNCT
ajceb-5184	8	34	using	use	VERB
ajceb-5184	8	35	machine	machine	NOUN
ajceb-5184	8	36	-	-	PUNCT
ajceb-5184	8	37	learning	learn	VERB
ajceb-5184	8	38	techniques	technique	NOUN
ajceb-5184	8	39	ralph	ralph	PROPN
ajceb-5184	8	40	olusola	olusola	PROPN
ajceb-5184	8	41	aluko1	aluko1	PROPN
ajceb-5184	8	42	,	,	PUNCT
ajceb-5184	8	43	olumide	olumide	ADJ
ajceb-5184	8	44	afolarin	afolarin	NOUN
ajceb-5184	8	45	adenuga2	adenuga2	PROPN
ajceb-5184	8	46	,	,	PUNCT
ajceb-5184	8	47	patricia	patricia	PROPN
ajceb-5184	8	48	omega	omega	PROPN
ajceb-5184	8	49	kukoyi3	kukoyi3	PROPN
ajceb-5184	8	50	,	,	PUNCT
ajceb-5184	8	51	aliu	aliu	NOUN
ajceb-5184	8	52	adebayo	adebayo	PROPN
ajceb-5184	8	53	soyingbe2	soyingbe2	PROPN
ajceb-5184	8	54	and	and	CCONJ
ajceb-5184	8	55	joseph	joseph	PROPN
ajceb-5184	8	56	oyewale	oyewale	PROPN
ajceb-5184	8	57	oyedeji4	oyedeji4	PROPN
ajceb-5184	8	58	1olabisi	1olabisi	NUM
ajceb-5184	8	59	onabanjo	onabanjo	ADJ
ajceb-5184	8	60	university	university	NOUN
ajceb-5184	8	61	,	,	PUNCT
ajceb-5184	8	62	nigeria	nigeria	PROPN
ajceb-5184	8	63	2university	2university	NUM
ajceb-5184	8	64	of	of	ADP
ajceb-5184	8	65	lagos	lagos	PROPN
ajceb-5184	8	66	,	,	PUNCT
ajceb-5184	8	67	nigeria	nigeria	PROPN
ajceb-5184	8	68	3nelson	3nelson	NUM
ajceb-5184	8	69	mandela	mandela	PROPN
ajceb-5184	8	70	metropolitan	metropolitan	PROPN
ajceb-5184	8	71	university	university	PROPN
ajceb-5184	8	72	,	,	PUNCT
ajceb-5184	8	73	south	south	PROPN
ajceb-5184	8	74	africa	africa	PROPN
ajceb-5184	8	75	4bells	4bells	NUM
ajceb-5184	8	76	university	university	PROPN
ajceb-5184	8	77	of	of	ADP
ajceb-5184	8	78	technology	technology	NOUN
ajceb-5184	8	79	,	,	PUNCT
ajceb-5184	8	80	nigeria	nigeria	PROPN
ajceb-5184	8	81	abstract	abstract	ADJ
ajceb-5184	8	82	in	in	ADP
ajceb-5184	8	83	recent	recent	ADJ
ajceb-5184	8	84	years	year	NOUN
ajceb-5184	8	85	,	,	PUNCT
ajceb-5184	8	86	there	there	PRON
ajceb-5184	8	87	has	have	AUX
ajceb-5184	8	88	been	be	AUX
ajceb-5184	8	89	an	an	DET
ajceb-5184	8	90	increase	increase	NOUN
ajceb-5184	8	91	in	in	ADP
ajceb-5184	8	92	the	the	DET
ajceb-5184	8	93	number	number	NOUN
ajceb-5184	8	94	of	of	ADP
ajceb-5184	8	95	applicants	applicant	NOUN
ajceb-5184	8	96	seeking	seek	VERB
ajceb-5184	8	97	admission	admission	NOUN
ajceb-5184	8	98	into	into	ADP
ajceb-5184	8	99	architecture	architecture	NOUN
ajceb-5184	8	100	programmes	programme	NOUN
ajceb-5184	8	101	.	.	PUNCT
ajceb-5184	9	1	as	as	SCONJ
ajceb-5184	9	2	expected	expect	VERB
ajceb-5184	9	3	,	,	PUNCT
ajceb-5184	9	4	prior	prior	ADJ
ajceb-5184	9	5	academic	academic	ADJ
ajceb-5184	9	6	performance	performance	NOUN
ajceb-5184	9	7	(	(	PUNCT
ajceb-5184	9	8	also	also	ADV
ajceb-5184	9	9	referred	refer	VERB
ajceb-5184	9	10	to	to	ADP
ajceb-5184	9	11	as	as	ADP
ajceb-5184	9	12	preenrolment	preenrolment	NOUN
ajceb-5184	9	13	requirement	requirement	NOUN
ajceb-5184	9	14	)	)	PUNCT
ajceb-5184	9	15	is	be	AUX
ajceb-5184	9	16	a	a	DET
ajceb-5184	9	17	major	major	ADJ
ajceb-5184	9	18	factor	factor	NOUN
ajceb-5184	9	19	considered	consider	VERB
ajceb-5184	9	20	during	during	ADP
ajceb-5184	9	21	the	the	DET
ajceb-5184	9	22	process	process	NOUN
ajceb-5184	9	23	of	of	ADP
ajceb-5184	9	24	selecting	select	VERB
ajceb-5184	9	25	applicants	applicant	NOUN
ajceb-5184	9	26	.	.	PUNCT
ajceb-5184	10	1	in	in	ADP
ajceb-5184	10	2	the	the	DET
ajceb-5184	10	3	present	present	ADJ
ajceb-5184	10	4	study	study	NOUN
ajceb-5184	10	5	,	,	PUNCT
ajceb-5184	10	6	machine	machine	NOUN
ajceb-5184	10	7	learning	learning	NOUN
ajceb-5184	10	8	models	model	NOUN
ajceb-5184	10	9	were	be	AUX
ajceb-5184	10	10	used	use	VERB
ajceb-5184	10	11	to	to	PART
ajceb-5184	10	12	predict	predict	VERB
ajceb-5184	10	13	academic	academic	ADJ
ajceb-5184	10	14	success	success	NOUN
ajceb-5184	10	15	of	of	ADP
ajceb-5184	10	16	architecture	architecture	NOUN
ajceb-5184	10	17	students	student	NOUN
ajceb-5184	10	18	based	base	VERB
ajceb-5184	10	19	on	on	ADP
ajceb-5184	10	20	information	information	NOUN
ajceb-5184	10	21	provided	provide	VERB
ajceb-5184	10	22	in	in	ADP
ajceb-5184	10	23	prior	prior	ADJ
ajceb-5184	10	24	academic	academic	ADJ
ajceb-5184	10	25	performance	performance	NOUN
ajceb-5184	10	26	.	.	PUNCT
ajceb-5184	11	1	two	two	NUM
ajceb-5184	11	2	modelling	model	VERB
ajceb-5184	11	3	techniques	technique	NOUN
ajceb-5184	11	4	,	,	PUNCT
ajceb-5184	11	5	namely	namely	ADV
ajceb-5184	11	6	k	k	X
ajceb-5184	11	7	-	-	PUNCT
ajceb-5184	11	8	nearest	near	ADJ
ajceb-5184	11	9	neighbour	neighbour	NOUN
ajceb-5184	11	10	(	(	PUNCT
ajceb-5184	11	11	k	k	NOUN
ajceb-5184	11	12	-	-	PUNCT
ajceb-5184	11	13	nn	nn	NOUN
ajceb-5184	11	14	)	)	PUNCT
ajceb-5184	11	15	and	and	CCONJ
ajceb-5184	11	16	linear	linear	ADJ
ajceb-5184	11	17	discriminant	discriminant	ADJ
ajceb-5184	11	18	analysis	analysis	NOUN
ajceb-5184	11	19	were	be	AUX
ajceb-5184	11	20	applied	apply	VERB
ajceb-5184	11	21	in	in	ADP
ajceb-5184	11	22	the	the	DET
ajceb-5184	11	23	study	study	NOUN
ajceb-5184	11	24	.	.	PUNCT
ajceb-5184	12	1	it	it	PRON
ajceb-5184	12	2	was	be	AUX
ajceb-5184	12	3	found	find	VERB
ajceb-5184	12	4	that	that	SCONJ
ajceb-5184	12	5	k	k	ADJ
ajceb-5184	12	6	-	-	PUNCT
ajceb-5184	12	7	nearest	near	ADJ
ajceb-5184	12	8	neighbour	neighbour	NOUN
ajceb-5184	12	9	(	(	PUNCT
ajceb-5184	12	10	k	k	PROPN
ajceb-5184	12	11	-	-	PUNCT
ajceb-5184	12	12	nn	nn	NOUN
ajceb-5184	12	13	)	)	PUNCT
ajceb-5184	12	14	outperforms	outperform	VERB
ajceb-5184	12	15	the	the	DET
ajceb-5184	12	16	linear	linear	ADJ
ajceb-5184	12	17	discriminant	discriminant	NOUN
ajceb-5184	12	18	analysis	analysis	NOUN
ajceb-5184	12	19	model	model	NOUN
ajceb-5184	12	20	in	in	ADP
ajceb-5184	12	21	terms	term	NOUN
ajceb-5184	12	22	of	of	ADP
ajceb-5184	12	23	accuracy	accuracy	NOUN
ajceb-5184	12	24	.	.	PUNCT
ajceb-5184	13	1	in	in	ADP
ajceb-5184	13	2	addition	addition	NOUN
ajceb-5184	13	3	,	,	PUNCT
ajceb-5184	13	4	grades	grade	NOUN
ajceb-5184	13	5	obtained	obtain	VERB
ajceb-5184	13	6	in	in	ADP
ajceb-5184	13	7	mathematics	mathematic	NOUN
ajceb-5184	13	8	(	(	PUNCT
ajceb-5184	13	9	at	at	ADP
ajceb-5184	13	10	ordinary	ordinary	ADJ
ajceb-5184	13	11	level	level	NOUN
ajceb-5184	13	12	examinations	examination	NOUN
ajceb-5184	13	13	)	)	PUNCT
ajceb-5184	13	14	had	have	VERB
ajceb-5184	13	15	a	a	DET
ajceb-5184	13	16	significant	significant	ADJ
ajceb-5184	13	17	impact	impact	NOUN
ajceb-5184	13	18	on	on	ADP
ajceb-5184	13	19	the	the	DET
ajceb-5184	13	20	academic	academic	ADJ
ajceb-5184	13	21	success	success	NOUN
ajceb-5184	13	22	of	of	ADP
ajceb-5184	13	23	undergraduate	undergraduate	ADJ
ajceb-5184	13	24	architecture	architecture	NOUN
ajceb-5184	13	25	students	student	NOUN
ajceb-5184	13	26	.	.	PUNCT
ajceb-5184	14	1	this	this	DET
ajceb-5184	14	2	paper	paper	NOUN
ajceb-5184	14	3	makes	make	VERB
ajceb-5184	14	4	a	a	DET
ajceb-5184	14	5	modest	modest	ADJ
ajceb-5184	14	6	contribution	contribution	NOUN
ajceb-5184	14	7	to	to	ADP
ajceb-5184	14	8	the	the	DET
ajceb-5184	14	9	ongoing	ongoing	ADJ
ajceb-5184	14	10	discussion	discussion	NOUN
ajceb-5184	14	11	on	on	ADP
ajceb-5184	14	12	the	the	DET
ajceb-5184	14	13	relationship	relationship	NOUN
ajceb-5184	14	14	between	between	ADP
ajceb-5184	14	15	prior	prior	ADJ
ajceb-5184	14	16	academic	academic	ADJ
ajceb-5184	14	17	performance	performance	NOUN
ajceb-5184	14	18	and	and	CCONJ
ajceb-5184	14	19	academic	academic	ADJ
ajceb-5184	14	20	success	success	NOUN
ajceb-5184	14	21	of	of	ADP
ajceb-5184	14	22	undergraduate	undergraduate	ADJ
ajceb-5184	14	23	students	student	NOUN
ajceb-5184	14	24	by	by	ADP
ajceb-5184	14	25	evaluating	evaluate	VERB
ajceb-5184	14	26	this	this	DET
ajceb-5184	14	27	proposition	proposition	NOUN
ajceb-5184	14	28	.	.	PUNCT
ajceb-5184	15	1	one	one	NUM
ajceb-5184	15	2	of	of	ADP
ajceb-5184	15	3	the	the	DET
ajceb-5184	15	4	issues	issue	NOUN
ajceb-5184	15	5	that	that	PRON
ajceb-5184	15	6	emerges	emerge	VERB
ajceb-5184	15	7	from	from	ADP
ajceb-5184	15	8	these	these	DET
ajceb-5184	15	9	findings	finding	NOUN
ajceb-5184	15	10	is	be	AUX
ajceb-5184	15	11	that	that	SCONJ
ajceb-5184	15	12	prior	prior	ADJ
ajceb-5184	15	13	academic	academic	ADJ
ajceb-5184	15	14	performance	performance	NOUN
ajceb-5184	15	15	can	can	AUX
ajceb-5184	15	16	be	be	AUX
ajceb-5184	15	17	used	use	VERB
ajceb-5184	15	18	as	as	ADP
ajceb-5184	15	19	a	a	DET
ajceb-5184	15	20	predictor	predictor	NOUN
ajceb-5184	15	21	of	of	ADP
ajceb-5184	15	22	academic	academic	ADJ
ajceb-5184	15	23	success	success	NOUN
ajceb-5184	15	24	in	in	ADP
ajceb-5184	15	25	undergraduate	undergraduate	ADJ
ajceb-5184	15	26	architecture	architecture	NOUN
ajceb-5184	15	27	programmes	programme	NOUN
ajceb-5184	15	28	.	.	PUNCT
ajceb-5184	16	1	overall	overall	ADV
ajceb-5184	16	2	,	,	PUNCT
ajceb-5184	16	3	the	the	DET
ajceb-5184	16	4	developed	developed	ADJ
ajceb-5184	16	5	k	k	PROPN
ajceb-5184	16	6	-	-	PUNCT
ajceb-5184	16	7	nn	nn	ADJ
ajceb-5184	16	8	model	model	NOUN
ajceb-5184	16	9	can	can	AUX
ajceb-5184	16	10	serve	serve	VERB
ajceb-5184	16	11	as	as	ADP
ajceb-5184	16	12	a	a	DET
ajceb-5184	16	13	valuable	valuable	ADJ
ajceb-5184	16	14	tool	tool	NOUN
ajceb-5184	16	15	during	during	ADP
ajceb-5184	16	16	the	the	DET
ajceb-5184	16	17	process	process	NOUN
ajceb-5184	16	18	of	of	ADP
ajceb-5184	16	19	selecting	select	VERB
ajceb-5184	16	20	new	new	ADJ
ajceb-5184	16	21	intakes	intake	NOUN
ajceb-5184	16	22	into	into	ADP
ajceb-5184	16	23	undergraduate	undergraduate	ADJ
ajceb-5184	16	24	architecture	architecture	NOUN
ajceb-5184	16	25	programmes	programme	NOUN
ajceb-5184	16	26	in	in	ADP
ajceb-5184	16	27	nigeria	nigeria	PROPN
ajceb-5184	16	28	.	.	PUNCT
ajceb-5184	17	1	keywords	keyword	NOUN
ajceb-5184	17	2	:	:	PUNCT
ajceb-5184	17	3	academic	academic	ADJ
ajceb-5184	17	4	achievement	achievement	NOUN
ajceb-5184	17	5	,	,	PUNCT
ajceb-5184	17	6	architecture	architecture	NOUN
ajceb-5184	17	7	students	student	NOUN
ajceb-5184	17	8	,	,	PUNCT
ajceb-5184	17	9	classification	classification	NOUN
ajceb-5184	17	10	,	,	PUNCT
ajceb-5184	17	11	k	k	PROPN
ajceb-5184	17	12	-	-	PUNCT
ajceb-5184	17	13	nn	nn	ADJ
ajceb-5184	17	14	,	,	PUNCT
ajceb-5184	17	15	prior	prior	ADJ
ajceb-5184	17	16	academic	academic	ADJ
ajceb-5184	17	17	performance	performance	NOUN
ajceb-5184	17	18	,	,	PUNCT
ajceb-5184	17	19	selection	selection	NOUN
ajceb-5184	17	20	criteria	criterion	NOUN
ajceb-5184	17	21	.	.	PUNCT
ajceb-5184	18	1	submission	submission	NOUN
ajceb-5184	18	2	type	type	NOUN
ajceb-5184	18	3	:	:	PUNCT
ajceb-5184	18	4	research	research	NOUN
ajceb-5184	18	5	article	article	NOUN
ajceb-5184	18	6	introduction	introduction	NOUN
ajceb-5184	18	7	nigerian	nigerian	ADJ
ajceb-5184	18	8	universities	university	NOUN
ajceb-5184	18	9	are	be	AUX
ajceb-5184	18	10	experiencing	experience	VERB
ajceb-5184	18	11	an	an	DET
ajceb-5184	18	12	increase	increase	NOUN
ajceb-5184	18	13	in	in	ADP
ajceb-5184	18	14	the	the	DET
ajceb-5184	18	15	number	number	NOUN
ajceb-5184	18	16	of	of	ADP
ajceb-5184	18	17	applicants	applicant	NOUN
ajceb-5184	18	18	seeking	seek	VERB
ajceb-5184	18	19	admission	admission	NOUN
ajceb-5184	18	20	.	.	PUNCT
ajceb-5184	19	1	for	for	ADP
ajceb-5184	19	2	admission	admission	NOUN
ajceb-5184	19	3	committees	committee	NOUN
ajceb-5184	19	4	this	this	PRON
ajceb-5184	19	5	poses	pose	VERB
ajceb-5184	19	6	serious	serious	ADJ
ajceb-5184	19	7	yearly	yearly	ADJ
ajceb-5184	19	8	problems	problem	NOUN
ajceb-5184	19	9	in	in	ADP
ajceb-5184	19	10	terms	term	NOUN
ajceb-5184	19	11	of	of	ADP
ajceb-5184	19	12	identifying	identify	VERB
ajceb-5184	19	13	,	,	PUNCT
ajceb-5184	19	14	selecting	select	VERB
ajceb-5184	19	15	and	and	CCONJ
ajceb-5184	19	16	admitting	admit	VERB
ajceb-5184	19	17	outstanding	outstanding	ADJ
ajceb-5184	19	18	students	student	NOUN
ajceb-5184	19	19	into	into	ADP
ajceb-5184	19	20	the	the	DET
ajceb-5184	19	21	various	various	ADJ
ajceb-5184	19	22	departments	department	NOUN
ajceb-5184	19	23	.	.	PUNCT
ajceb-5184	20	1	the	the	DET
ajceb-5184	20	2	selection	selection	NOUN
ajceb-5184	20	3	of	of	ADP
ajceb-5184	20	4	students	student	NOUN
ajceb-5184	20	5	by	by	ADP
ajceb-5184	20	6	such	such	ADJ
ajceb-5184	20	7	committees	committee	NOUN
ajceb-5184	20	8	is	be	AUX
ajceb-5184	20	9	usually	usually	ADV
ajceb-5184	20	10	based	base	VERB
ajceb-5184	20	11	on	on	ADP
ajceb-5184	20	12	prescribed	prescribe	VERB
ajceb-5184	20	13	criteria	criterion	NOUN
ajceb-5184	20	14	for	for	ADP
ajceb-5184	20	15	each	each	DET
ajceb-5184	20	16	programme	programme	NOUN
ajceb-5184	20	17	at	at	ADP
ajceb-5184	20	18	the	the	DET
ajceb-5184	20	19	different	different	ADJ
ajceb-5184	20	20	universities	university	NOUN
ajceb-5184	20	21	.	.	PUNCT
ajceb-5184	21	1	a	a	DET
ajceb-5184	21	2	robust	robust	ADJ
ajceb-5184	21	3	selection	selection	NOUN
ajceb-5184	21	4	process	process	NOUN
ajceb-5184	21	5	should	should	AUX
ajceb-5184	21	6	ensure	ensure	VERB
ajceb-5184	21	7	that	that	SCONJ
ajceb-5184	21	8	the	the	DET
ajceb-5184	21	9	best	good	ADJ
ajceb-5184	21	10	students	student	NOUN
ajceb-5184	21	11	are	be	AUX
ajceb-5184	21	12	selected	select	VERB
ajceb-5184	21	13	for	for	ADP
ajceb-5184	21	14	each	each	DET
ajceb-5184	21	15	programme	programme	NOUN
ajceb-5184	21	16	(	(	PUNCT
ajceb-5184	21	17	holt	holt	PROPN
ajceb-5184	21	18	et	et	PROPN
ajceb-5184	21	19	al	al	PROPN
ajceb-5184	21	20	.	.	PROPN
ajceb-5184	21	21	,	,	PUNCT
ajceb-5184	21	22	2006	2006	NUM
ajceb-5184	21	23	;	;	PUNCT
ajceb-5184	21	24	neame	neame	PROPN
ajceb-5184	21	25	et	et	PROPN
ajceb-5184	21	26	al	al	PROPN
ajceb-5184	21	27	.	.	PROPN
ajceb-5184	21	28	,	,	PUNCT
ajceb-5184	21	29	1992	1992	NUM
ajceb-5184	21	30	;	;	PUNCT
ajceb-5184	21	31	young	young	ADJ
ajceb-5184	21	32	,	,	PUNCT
ajceb-5184	21	33	1989	1989	NUM
ajceb-5184	21	34	)	)	PUNCT
ajceb-5184	21	35	.	.	PUNCT
ajceb-5184	22	1	furthermore	furthermore	ADV
ajceb-5184	22	2	,	,	PUNCT
ajceb-5184	22	3	the	the	DET
ajceb-5184	22	4	previous	previous	ADJ
ajceb-5184	22	5	academic	academic	ADJ
ajceb-5184	22	6	performance	performance	NOUN
ajceb-5184	22	7	of	of	ADP
ajceb-5184	22	8	applicants	applicant	NOUN
ajceb-5184	22	9	is	be	AUX
ajceb-5184	22	10	crucial	crucial	ADJ
ajceb-5184	22	11	information	information	NOUN
ajceb-5184	22	12	needed	need	VERB
ajceb-5184	22	13	to	to	PART
ajceb-5184	22	14	aid	aid	VERB
ajceb-5184	22	15	the	the	DET
ajceb-5184	22	16	selection	selection	NOUN
ajceb-5184	22	17	process	process	NOUN
ajceb-5184	22	18	.	.	PUNCT
ajceb-5184	23	1	grades	grade	NOUN
ajceb-5184	23	2	obtained	obtain	VERB
ajceb-5184	23	3	in	in	ADP
ajceb-5184	23	4	secondary	secondary	ADJ
ajceb-5184	23	5	school	school	NOUN
ajceb-5184	23	6	terminal	terminal	NOUN
ajceb-5184	23	7	examinations	examination	NOUN
ajceb-5184	23	8	,	,	PUNCT
ajceb-5184	23	9	the	the	DET
ajceb-5184	23	10	unified	unified	ADJ
ajceb-5184	23	11	tertiary	tertiary	ADJ
ajceb-5184	23	12	matriculation	matriculation	NOUN
ajceb-5184	23	13	examination	examination	NOUN
ajceb-5184	23	14	(	(	PUNCT
ajceb-5184	23	15	utme	utme	PROPN
ajceb-5184	23	16	)	)	PUNCT
ajceb-5184	23	17	and	and	CCONJ
ajceb-5184	23	18	post	post	ADJ
ajceb-5184	23	19	-	-	ADJ
ajceb-5184	23	20	utme	utme	ADJ
ajceb-5184	23	21	test	test	NOUN
ajceb-5184	23	22	scores	score	NOUN
ajceb-5184	23	23	(	(	PUNCT
ajceb-5184	23	24	the	the	DET
ajceb-5184	23	25	post	post	ADJ
ajceb-5184	23	26	-	-	ADJ
ajceb-5184	23	27	utme	utme	ADJ
ajceb-5184	23	28	test	test	NOUN
ajceb-5184	23	29	is	be	AUX
ajceb-5184	23	30	conducted	conduct	VERB
ajceb-5184	23	31	by	by	ADP
ajceb-5184	23	32	each	each	DET
ajceb-5184	23	33	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	NOUN
ajceb-5184	23	34	http://dx.doi.org/10.5130/ajceb.v16i4.5184	http://dx.doi.org/10.5130/ajceb.v16i4.5184	PRON
ajceb-5184	23	35	construction	construction	NOUN
ajceb-5184	23	36	economics	economic	NOUN
ajceb-5184	23	37	and	and	CCONJ
ajceb-5184	23	38	building	building	NOUN
ajceb-5184	23	39	,	,	PUNCT
ajceb-5184	23	40	16(4	16(4	NUM
ajceb-5184	23	41	)	)	PUNCT
ajceb-5184	23	42	,	,	PUNCT
ajceb-5184	23	43	86	86	NUM
ajceb-5184	23	44	-	-	SYM
ajceb-5184	23	45	98	98	NUM
ajceb-5184	23	46	aluko	aluko	PROPN
ajceb-5184	23	47	,	,	PUNCT
ajceb-5184	23	48	adenuga	adenuga	PROPN
ajceb-5184	23	49	,	,	PUNCT
ajceb-5184	23	50	kukoyi	kukoyi	PROPN
ajceb-5184	23	51	,	,	PUNCT
ajceb-5184	23	52	soyingbe	soyingbe	NOUN
ajceb-5184	23	53	,	,	PUNCT
ajceb-5184	23	54	and	and	CCONJ
ajceb-5184	23	55	oyedeji	oyedeji	VERB
ajceb-5184	23	56	87	87	NUM
ajceb-5184	23	57	university	university	NOUN
ajceb-5184	23	58	)	)	PUNCT
ajceb-5184	23	59	are	be	AUX
ajceb-5184	23	60	sources	source	NOUN
ajceb-5184	23	61	of	of	ADP
ajceb-5184	23	62	key	key	ADJ
ajceb-5184	23	63	information	information	NOUN
ajceb-5184	23	64	especially	especially	ADV
ajceb-5184	23	65	in	in	ADP
ajceb-5184	23	66	selecting	select	VERB
ajceb-5184	23	67	exceptional	exceptional	ADJ
ajceb-5184	23	68	students	student	NOUN
ajceb-5184	23	69	into	into	ADP
ajceb-5184	23	70	the	the	DET
ajceb-5184	23	71	architecture	architecture	NOUN
ajceb-5184	23	72	undergraduate	undergraduate	NOUN
ajceb-5184	23	73	programme	programme	NOUN
ajceb-5184	23	74	.	.	PUNCT
ajceb-5184	24	1	conventionally	conventionally	ADV
ajceb-5184	24	2	,	,	PUNCT
ajceb-5184	24	3	admission	admission	NOUN
ajceb-5184	24	4	policies	policy	NOUN
ajceb-5184	24	5	are	be	AUX
ajceb-5184	24	6	designed	design	VERB
ajceb-5184	24	7	to	to	PART
ajceb-5184	24	8	select	select	VERB
ajceb-5184	24	9	applicants	applicant	NOUN
ajceb-5184	24	10	with	with	ADP
ajceb-5184	24	11	high	high	ADJ
ajceb-5184	24	12	prior	prior	ADJ
ajceb-5184	24	13	performance	performance	NOUN
ajceb-5184	24	14	.	.	PUNCT
ajceb-5184	25	1	this	this	PRON
ajceb-5184	25	2	is	be	AUX
ajceb-5184	25	3	because	because	SCONJ
ajceb-5184	25	4	it	it	PRON
ajceb-5184	25	5	is	be	AUX
ajceb-5184	25	6	generally	generally	ADV
ajceb-5184	25	7	believed	believe	VERB
ajceb-5184	25	8	that	that	SCONJ
ajceb-5184	25	9	high	high	ADJ
ajceb-5184	25	10	prior	prior	ADJ
ajceb-5184	25	11	academic	academic	ADJ
ajceb-5184	25	12	performance	performance	NOUN
ajceb-5184	25	13	may	may	AUX
ajceb-5184	25	14	be	be	AUX
ajceb-5184	25	15	positively	positively	ADV
ajceb-5184	25	16	related	relate	VERB
ajceb-5184	25	17	to	to	ADP
ajceb-5184	25	18	high	high	ADJ
ajceb-5184	25	19	academic	academic	ADJ
ajceb-5184	25	20	success	success	NOUN
ajceb-5184	25	21	.	.	PUNCT
ajceb-5184	26	1	the	the	DET
ajceb-5184	26	2	main	main	ADJ
ajceb-5184	26	3	challenge	challenge	NOUN
ajceb-5184	26	4	faced	face	VERB
ajceb-5184	26	5	by	by	ADP
ajceb-5184	26	6	many	many	ADJ
ajceb-5184	26	7	admission	admission	NOUN
ajceb-5184	26	8	screening	screen	VERB
ajceb-5184	26	9	committees	committee	NOUN
ajceb-5184	26	10	is	be	AUX
ajceb-5184	26	11	the	the	DET
ajceb-5184	26	12	identification	identification	NOUN
ajceb-5184	26	13	of	of	ADP
ajceb-5184	26	14	the	the	DET
ajceb-5184	26	15	criteria	criterion	NOUN
ajceb-5184	26	16	(	(	PUNCT
ajceb-5184	26	17	i.e.	i.e.	X
ajceb-5184	26	18	prior	prior	ADJ
ajceb-5184	26	19	academic	academic	ADJ
ajceb-5184	26	20	performance	performance	NOUN
ajceb-5184	26	21	)	)	PUNCT
ajceb-5184	26	22	which	which	PRON
ajceb-5184	26	23	influence	influence	VERB
ajceb-5184	26	24	academic	academic	ADJ
ajceb-5184	26	25	success	success	NOUN
ajceb-5184	26	26	of	of	ADP
ajceb-5184	26	27	undergraduate	undergraduate	ADJ
ajceb-5184	26	28	students	student	NOUN
ajceb-5184	26	29	.	.	PUNCT
ajceb-5184	27	1	research	research	NOUN
ajceb-5184	27	2	into	into	ADP
ajceb-5184	27	3	the	the	DET
ajceb-5184	27	4	relationship	relationship	NOUN
ajceb-5184	27	5	between	between	ADP
ajceb-5184	27	6	the	the	DET
ajceb-5184	27	7	two	two	NUM
ajceb-5184	27	8	variables	variable	NOUN
ajceb-5184	27	9	(	(	PUNCT
ajceb-5184	27	10	i.e.	i.e.	X
ajceb-5184	27	11	prior	prior	ADJ
ajceb-5184	27	12	academic	academic	ADJ
ajceb-5184	27	13	performance	performance	NOUN
ajceb-5184	27	14	and	and	CCONJ
ajceb-5184	27	15	academic	academic	ADJ
ajceb-5184	27	16	success	success	NOUN
ajceb-5184	27	17	)	)	PUNCT
ajceb-5184	27	18	has	have	VERB
ajceb-5184	27	19	a	a	DET
ajceb-5184	27	20	long	long	ADJ
ajceb-5184	27	21	history	history	NOUN
ajceb-5184	27	22	(	(	PUNCT
ajceb-5184	27	23	e.g.	e.g.	ADV
ajceb-5184	27	24	young	young	ADJ
ajceb-5184	27	25	,	,	PUNCT
ajceb-5184	27	26	1989	1989	NUM
ajceb-5184	27	27	)	)	PUNCT
ajceb-5184	27	28	.	.	PUNCT
ajceb-5184	28	1	although	although	SCONJ
ajceb-5184	28	2	the	the	DET
ajceb-5184	28	3	findings	finding	NOUN
ajceb-5184	28	4	of	of	ADP
ajceb-5184	28	5	previous	previous	ADJ
ajceb-5184	28	6	studies	study	NOUN
ajceb-5184	28	7	(	(	PUNCT
ajceb-5184	28	8	e.g.	e.g.	ADV
ajceb-5184	28	9	abisuga	abisuga	NOUN
ajceb-5184	28	10	et	et	PROPN
ajceb-5184	28	11	al	al	PROPN
ajceb-5184	28	12	.	.	PROPN
ajceb-5184	28	13	,	,	PUNCT
ajceb-5184	28	14	2015	2015	NUM
ajceb-5184	28	15	;	;	PUNCT
ajceb-5184	28	16	allen	allen	PROPN
ajceb-5184	28	17	and	and	CCONJ
ajceb-5184	28	18	carter	carter	PROPN
ajceb-5184	28	19	,	,	PUNCT
ajceb-5184	28	20	2007	2007	NUM
ajceb-5184	28	21	)	)	PUNCT
ajceb-5184	28	22	have	have	AUX
ajceb-5184	28	23	shown	show	VERB
ajceb-5184	28	24	that	that	SCONJ
ajceb-5184	28	25	a	a	DET
ajceb-5184	28	26	positive	positive	ADJ
ajceb-5184	28	27	relationship	relationship	NOUN
ajceb-5184	28	28	exists	exist	VERB
ajceb-5184	28	29	between	between	ADP
ajceb-5184	28	30	these	these	DET
ajceb-5184	28	31	two	two	NUM
ajceb-5184	28	32	variables	variable	NOUN
ajceb-5184	28	33	,	,	PUNCT
ajceb-5184	28	34	a	a	DET
ajceb-5184	28	35	significant	significant	ADJ
ajceb-5184	28	36	portion	portion	NOUN
ajceb-5184	28	37	of	of	ADP
ajceb-5184	28	38	those	those	DET
ajceb-5184	28	39	studies	study	NOUN
ajceb-5184	28	40	are	be	AUX
ajceb-5184	28	41	focused	focus	VERB
ajceb-5184	28	42	on	on	ADP
ajceb-5184	28	43	'	'	PUNCT
ajceb-5184	28	44	explanatory	explanatory	ADJ
ajceb-5184	28	45	'	'	PUNCT
ajceb-5184	28	46	modelling	modelling	NOUN
ajceb-5184	28	47	.	.	PUNCT
ajceb-5184	29	1	shmueli	shmueli	PROPN
ajceb-5184	29	2	(	(	PUNCT
ajceb-5184	29	3	2010	2010	NUM
ajceb-5184	29	4	)	)	PUNCT
ajceb-5184	29	5	points	point	VERB
ajceb-5184	29	6	out	out	ADP
ajceb-5184	29	7	that	that	SCONJ
ajceb-5184	29	8	'	'	AUX
ajceb-5184	29	9	explaining	explain	VERB
ajceb-5184	29	10	'	'	PUNCT
ajceb-5184	29	11	and	and	CCONJ
ajceb-5184	29	12	'	'	PUNCT
ajceb-5184	29	13	prediction	prediction	NOUN
ajceb-5184	29	14	'	'	PUNCT
ajceb-5184	29	15	are	be	AUX
ajceb-5184	29	16	two	two	NUM
ajceb-5184	29	17	distinct	distinct	ADJ
ajceb-5184	29	18	terms	term	NOUN
ajceb-5184	29	19	in	in	ADP
ajceb-5184	29	20	statistical	statistical	ADJ
ajceb-5184	29	21	modelling	modelling	NOUN
ajceb-5184	29	22	.	.	PUNCT
ajceb-5184	30	1	further	far	ADV
ajceb-5184	30	2	,	,	PUNCT
ajceb-5184	30	3	it	it	PRON
ajceb-5184	30	4	has	have	AUX
ajceb-5184	30	5	been	be	AUX
ajceb-5184	30	6	argued	argue	VERB
ajceb-5184	30	7	that	that	SCONJ
ajceb-5184	30	8	predictive	predictive	ADJ
ajceb-5184	30	9	modelling	modelling	NOUN
ajceb-5184	30	10	is	be	AUX
ajceb-5184	30	11	essential	essential	ADJ
ajceb-5184	30	12	for	for	ADP
ajceb-5184	30	13	testing	testing	NOUN
ajceb-5184	30	14	theories	theory	NOUN
ajceb-5184	30	15	which	which	PRON
ajceb-5184	30	16	leads	lead	VERB
ajceb-5184	30	17	to	to	ADP
ajceb-5184	30	18	generation	generation	NOUN
ajceb-5184	30	19	of	of	ADP
ajceb-5184	30	20	new	new	ADJ
ajceb-5184	30	21	knowledge	knowledge	NOUN
ajceb-5184	30	22	(	(	PUNCT
ajceb-5184	30	23	shumeli	shumeli	NOUN
ajceb-5184	30	24	,	,	PUNCT
ajceb-5184	30	25	2010	2010	NUM
ajceb-5184	30	26	;	;	PUNCT
ajceb-5184	30	27	runeson	runeson	PROPN
ajceb-5184	30	28	,	,	PUNCT
ajceb-5184	30	29	2011	2011	NUM
ajceb-5184	30	30	)	)	PUNCT
ajceb-5184	30	31	.	.	PUNCT
ajceb-5184	31	1	in	in	ADP
ajceb-5184	31	2	addition	addition	NOUN
ajceb-5184	31	3	,	,	PUNCT
ajceb-5184	31	4	coleman	coleman	PROPN
ajceb-5184	31	5	(	(	PUNCT
ajceb-5184	31	6	2007	2007	NUM
ajceb-5184	31	7	)	)	PUNCT
ajceb-5184	31	8	asserted	assert	VERB
ajceb-5184	31	9	that	that	DET
ajceb-5184	31	10	prediction	prediction	NOUN
ajceb-5184	31	11	is	be	AUX
ajceb-5184	31	12	a	a	DET
ajceb-5184	31	13	valid	valid	ADJ
ajceb-5184	31	14	approach	approach	NOUN
ajceb-5184	31	15	to	to	PART
ajceb-5184	31	16	test	test	VERB
ajceb-5184	31	17	the	the	DET
ajceb-5184	31	18	validity	validity	NOUN
ajceb-5184	31	19	of	of	ADP
ajceb-5184	31	20	a	a	DET
ajceb-5184	31	21	theory	theory	NOUN
ajceb-5184	31	22	against	against	ADP
ajceb-5184	31	23	alternative	alternative	ADJ
ajceb-5184	31	24	theories	theory	NOUN
ajceb-5184	31	25	.	.	PUNCT
ajceb-5184	32	1	the	the	DET
ajceb-5184	32	2	objectives	objective	NOUN
ajceb-5184	32	3	of	of	ADP
ajceb-5184	32	4	this	this	DET
ajceb-5184	32	5	research	research	NOUN
ajceb-5184	32	6	are	be	AUX
ajceb-5184	32	7	to	to	ADP
ajceb-5184	32	8	:	:	PUNCT
ajceb-5184	32	9	(	(	PUNCT
ajceb-5184	32	10	1	1	X
ajceb-5184	32	11	)	)	PUNCT
ajceb-5184	32	12	develop	develop	VERB
ajceb-5184	32	13	models	model	NOUN
ajceb-5184	32	14	for	for	ADP
ajceb-5184	32	15	predicting	predict	VERB
ajceb-5184	32	16	academic	academic	ADJ
ajceb-5184	32	17	success	success	NOUN
ajceb-5184	32	18	of	of	ADP
ajceb-5184	32	19	undergraduate	undergraduate	ADJ
ajceb-5184	32	20	architecture	architecture	NOUN
ajceb-5184	32	21	students	student	NOUN
ajceb-5184	32	22	using	use	VERB
ajceb-5184	32	23	prior	prior	ADJ
ajceb-5184	32	24	academic	academic	ADJ
ajceb-5184	32	25	performance	performance	NOUN
ajceb-5184	32	26	as	as	ADP
ajceb-5184	32	27	predictors	predictor	NOUN
ajceb-5184	32	28	;	;	PUNCT
ajceb-5184	32	29	and	and	CCONJ
ajceb-5184	32	30	(	(	PUNCT
ajceb-5184	32	31	2	2	X
ajceb-5184	32	32	)	)	PUNCT
ajceb-5184	32	33	identify	identify	VERB
ajceb-5184	32	34	the	the	DET
ajceb-5184	32	35	most	most	ADV
ajceb-5184	32	36	important	important	ADJ
ajceb-5184	32	37	predictors	predictor	NOUN
ajceb-5184	32	38	(	(	PUNCT
ajceb-5184	32	39	i.e.	i.e.	X
ajceb-5184	32	40	academic	academic	ADJ
ajceb-5184	32	41	performance	performance	NOUN
ajceb-5184	32	42	)	)	PUNCT
ajceb-5184	32	43	which	which	PRON
ajceb-5184	32	44	have	have	VERB
ajceb-5184	32	45	a	a	DET
ajceb-5184	32	46	significant	significant	ADJ
ajceb-5184	32	47	impact	impact	NOUN
ajceb-5184	32	48	on	on	ADP
ajceb-5184	32	49	academic	academic	ADJ
ajceb-5184	32	50	success	success	NOUN
ajceb-5184	32	51	.	.	PUNCT
ajceb-5184	33	1	two	two	NUM
ajceb-5184	33	2	predictive	predictive	ADJ
ajceb-5184	33	3	models	model	NOUN
ajceb-5184	33	4	,	,	PUNCT
ajceb-5184	33	5	namely	namely	ADV
ajceb-5184	33	6	:	:	PUNCT
ajceb-5184	33	7	the	the	DET
ajceb-5184	33	8	k	k	PROPN
ajceb-5184	33	9	-	-	PUNCT
ajceb-5184	33	10	nn	nn	ADJ
ajceb-5184	33	11	algorithm	algorithm	NOUN
ajceb-5184	33	12	and	and	CCONJ
ajceb-5184	33	13	linear	linear	ADJ
ajceb-5184	33	14	discriminant	discriminant	ADJ
ajceb-5184	33	15	analysis	analysis	NOUN
ajceb-5184	33	16	were	be	AUX
ajceb-5184	33	17	applied	apply	VERB
ajceb-5184	33	18	in	in	ADP
ajceb-5184	33	19	this	this	DET
ajceb-5184	33	20	study	study	NOUN
ajceb-5184	33	21	.	.	PUNCT
ajceb-5184	34	1	the	the	DET
ajceb-5184	34	2	need	need	NOUN
ajceb-5184	34	3	for	for	ADP
ajceb-5184	34	4	this	this	DET
ajceb-5184	34	5	investigation	investigation	NOUN
ajceb-5184	34	6	is	be	AUX
ajceb-5184	34	7	justifiable	justifiable	ADJ
ajceb-5184	34	8	for	for	ADP
ajceb-5184	34	9	several	several	ADJ
ajceb-5184	34	10	reasons	reason	NOUN
ajceb-5184	34	11	.	.	PUNCT
ajceb-5184	35	1	first	first	ADV
ajceb-5184	35	2	,	,	PUNCT
ajceb-5184	35	3	the	the	DET
ajceb-5184	35	4	number	number	NOUN
ajceb-5184	35	5	of	of	ADP
ajceb-5184	35	6	applicants	applicant	NOUN
ajceb-5184	35	7	seeking	seek	VERB
ajceb-5184	35	8	admission	admission	NOUN
ajceb-5184	35	9	into	into	ADP
ajceb-5184	35	10	nigerian	nigerian	ADJ
ajceb-5184	35	11	universities	university	NOUN
ajceb-5184	35	12	have	have	AUX
ajceb-5184	35	13	significantly	significantly	ADV
ajceb-5184	35	14	increased	increase	VERB
ajceb-5184	35	15	in	in	ADP
ajceb-5184	35	16	recent	recent	ADJ
ajceb-5184	35	17	years	year	NOUN
ajceb-5184	35	18	.	.	PUNCT
ajceb-5184	36	1	the	the	DET
ajceb-5184	36	2	developed	develop	VERB
ajceb-5184	36	3	model	model	NOUN
ajceb-5184	36	4	could	could	AUX
ajceb-5184	36	5	be	be	AUX
ajceb-5184	36	6	used	use	VERB
ajceb-5184	36	7	as	as	ADP
ajceb-5184	36	8	a	a	DET
ajceb-5184	36	9	decision	decision	NOUN
ajceb-5184	36	10	support	support	NOUN
ajceb-5184	36	11	tool	tool	NOUN
ajceb-5184	36	12	during	during	ADP
ajceb-5184	36	13	the	the	DET
ajceb-5184	36	14	process	process	NOUN
ajceb-5184	36	15	of	of	ADP
ajceb-5184	36	16	screen	screen	NOUN
ajceb-5184	36	17	applicants	applicant	NOUN
ajceb-5184	36	18	.	.	PUNCT
ajceb-5184	37	1	second	second	ADJ
ajceb-5184	37	2	,	,	PUNCT
ajceb-5184	37	3	reduction	reduction	NOUN
ajceb-5184	37	4	in	in	ADP
ajceb-5184	37	5	attrition	attrition	NOUN
ajceb-5184	37	6	rates	rate	NOUN
ajceb-5184	37	7	and	and	CCONJ
ajceb-5184	37	8	effective	effective	ADJ
ajceb-5184	37	9	utilization	utilization	NOUN
ajceb-5184	37	10	of	of	ADP
ajceb-5184	37	11	resources	resource	NOUN
ajceb-5184	37	12	expended	expend	VERB
ajceb-5184	37	13	on	on	ADP
ajceb-5184	37	14	student	student	NOUN
ajceb-5184	37	15	’s	’s	PART
ajceb-5184	37	16	training	training	NOUN
ajceb-5184	37	17	.	.	PUNCT
ajceb-5184	38	1	government	government	NOUN
ajceb-5184	38	2	policies	policy	NOUN
ajceb-5184	38	3	targeted	target	VERB
ajceb-5184	38	4	at	at	ADP
ajceb-5184	38	5	attracting	attract	VERB
ajceb-5184	38	6	applicants	applicant	NOUN
ajceb-5184	38	7	from	from	ADP
ajceb-5184	38	8	educationally	educationally	ADV
ajceb-5184	38	9	disadvantaged	disadvantaged	ADJ
ajceb-5184	38	10	areas	area	NOUN
ajceb-5184	38	11	so	so	SCONJ
ajceb-5184	38	12	as	as	SCONJ
ajceb-5184	38	13	to	to	PART
ajceb-5184	38	14	meet	meet	VERB
ajceb-5184	38	15	the	the	DET
ajceb-5184	38	16	educational	educational	ADJ
ajceb-5184	38	17	needs	need	NOUN
ajceb-5184	38	18	of	of	ADP
ajceb-5184	38	19	such	such	ADJ
ajceb-5184	38	20	communities	community	NOUN
ajceb-5184	38	21	.	.	PUNCT
ajceb-5184	39	1	the	the	DET
ajceb-5184	39	2	developed	develop	VERB
ajceb-5184	39	3	model	model	NOUN
ajceb-5184	39	4	could	could	AUX
ajceb-5184	39	5	assist	assist	VERB
ajceb-5184	39	6	in	in	ADP
ajceb-5184	39	7	identifying	identify	VERB
ajceb-5184	39	8	‘	'	PUNCT
ajceb-5184	39	9	weak	weak	ADJ
ajceb-5184	39	10	’	'	PUNCT
ajceb-5184	39	11	students	student	NOUN
ajceb-5184	39	12	,	,	PUNCT
ajceb-5184	39	13	who	who	PRON
ajceb-5184	39	14	will	will	AUX
ajceb-5184	39	15	require	require	VERB
ajceb-5184	39	16	additional	additional	ADJ
ajceb-5184	39	17	learning	learning	NOUN
ajceb-5184	39	18	support	support	NOUN
ajceb-5184	39	19	.	.	PUNCT
ajceb-5184	40	1	finally	finally	ADV
ajceb-5184	40	2	,	,	PUNCT
ajceb-5184	40	3	modelling	modelling	NOUN
ajceb-5184	40	4	provides	provide	VERB
ajceb-5184	40	5	a	a	DET
ajceb-5184	40	6	platform	platform	NOUN
ajceb-5184	40	7	for	for	ADP
ajceb-5184	40	8	evaluating	evaluate	VERB
ajceb-5184	40	9	alternatives	alternative	NOUN
ajceb-5184	40	10	strategies	strategy	NOUN
ajceb-5184	40	11	(	(	PUNCT
ajceb-5184	40	12	ogunlana	ogunlana	PROPN
ajceb-5184	40	13	,	,	PUNCT
ajceb-5184	40	14	li	li	PROPN
ajceb-5184	40	15	and	and	CCONJ
ajceb-5184	40	16	sukhera	sukhera	PROPN
ajceb-5184	40	17	,	,	PUNCT
ajceb-5184	40	18	2003	2003	NUM
ajceb-5184	40	19	)	)	PUNCT
ajceb-5184	40	20	and	and	CCONJ
ajceb-5184	40	21	theories	theory	NOUN
ajceb-5184	40	22	(	(	PUNCT
ajceb-5184	40	23	shmueli	shmueli	ADJ
ajceb-5184	40	24	,	,	PUNCT
ajceb-5184	40	25	2010	2010	NUM
ajceb-5184	40	26	)	)	PUNCT
ajceb-5184	40	27	.	.	PUNCT
ajceb-5184	41	1	the	the	DET
ajceb-5184	41	2	information	information	NOUN
ajceb-5184	41	3	provided	provide	VERB
ajceb-5184	41	4	by	by	ADP
ajceb-5184	41	5	the	the	DET
ajceb-5184	41	6	model	model	NOUN
ajceb-5184	41	7	would	would	AUX
ajceb-5184	41	8	be	be	AUX
ajceb-5184	41	9	useful	useful	ADJ
ajceb-5184	41	10	for	for	ADP
ajceb-5184	41	11	developing	develop	VERB
ajceb-5184	41	12	strategies	strategy	NOUN
ajceb-5184	41	13	for	for	ADP
ajceb-5184	41	14	identifying	identify	VERB
ajceb-5184	41	15	the	the	DET
ajceb-5184	41	16	‘	'	PUNCT
ajceb-5184	41	17	best	good	ADJ
ajceb-5184	41	18	’	'	PUNCT
ajceb-5184	41	19	applicants	applicant	NOUN
ajceb-5184	41	20	,	,	PUNCT
ajceb-5184	41	21	who	who	PRON
ajceb-5184	41	22	possess	possess	VERB
ajceb-5184	41	23	the	the	DET
ajceb-5184	41	24	appropriate	appropriate	ADJ
ajceb-5184	41	25	knowledge	knowledge	NOUN
ajceb-5184	41	26	for	for	ADP
ajceb-5184	41	27	academic	academic	ADJ
ajceb-5184	41	28	success	success	NOUN
ajceb-5184	41	29	in	in	ADP
ajceb-5184	41	30	the	the	DET
ajceb-5184	41	31	undergraduate	undergraduate	ADJ
ajceb-5184	41	32	architecture	architecture	NOUN
ajceb-5184	41	33	programme	programme	NOUN
ajceb-5184	41	34	.	.	PUNCT
ajceb-5184	42	1	review	review	NOUN
ajceb-5184	42	2	of	of	ADP
ajceb-5184	42	3	literature	literature	PROPN
ajceb-5184	42	4	a	a	DET
ajceb-5184	42	5	review	review	NOUN
ajceb-5184	42	6	of	of	ADP
ajceb-5184	42	7	past	past	ADJ
ajceb-5184	42	8	studies	study	NOUN
ajceb-5184	42	9	that	that	PRON
ajceb-5184	42	10	focused	focus	VERB
ajceb-5184	42	11	on	on	ADP
ajceb-5184	42	12	the	the	DET
ajceb-5184	42	13	relationship	relationship	NOUN
ajceb-5184	42	14	between	between	ADP
ajceb-5184	42	15	prior	prior	ADJ
ajceb-5184	42	16	academic	academic	ADJ
ajceb-5184	42	17	performance	performance	NOUN
ajceb-5184	42	18	and	and	CCONJ
ajceb-5184	42	19	the	the	DET
ajceb-5184	42	20	success	success	NOUN
ajceb-5184	42	21	of	of	ADP
ajceb-5184	42	22	undergraduate	undergraduate	ADJ
ajceb-5184	42	23	students	student	NOUN
ajceb-5184	42	24	was	be	AUX
ajceb-5184	42	25	conducted	conduct	VERB
ajceb-5184	42	26	.	.	PUNCT
ajceb-5184	43	1	the	the	DET
ajceb-5184	43	2	information	information	NOUN
ajceb-5184	43	3	generated	generate	VERB
ajceb-5184	43	4	from	from	ADP
ajceb-5184	43	5	this	this	DET
ajceb-5184	43	6	review	review	NOUN
ajceb-5184	43	7	served	serve	VERB
ajceb-5184	43	8	as	as	ADP
ajceb-5184	43	9	a	a	DET
ajceb-5184	43	10	basis	basis	NOUN
ajceb-5184	43	11	for	for	ADP
ajceb-5184	43	12	comparing	compare	VERB
ajceb-5184	43	13	the	the	DET
ajceb-5184	43	14	outcome	outcome	NOUN
ajceb-5184	43	15	of	of	ADP
ajceb-5184	43	16	the	the	DET
ajceb-5184	43	17	present	present	ADJ
ajceb-5184	43	18	study	study	NOUN
ajceb-5184	43	19	to	to	ADP
ajceb-5184	43	20	what	what	PRON
ajceb-5184	43	21	was	be	AUX
ajceb-5184	43	22	found	find	VERB
ajceb-5184	43	23	in	in	ADP
ajceb-5184	43	24	the	the	DET
ajceb-5184	43	25	past	past	NOUN
ajceb-5184	43	26	.	.	PUNCT
ajceb-5184	44	1	academic	academic	ADJ
ajceb-5184	44	2	success	success	NOUN
ajceb-5184	44	3	a	a	DET
ajceb-5184	44	4	considerable	considerable	ADJ
ajceb-5184	44	5	amount	amount	NOUN
ajceb-5184	44	6	of	of	ADP
ajceb-5184	44	7	literature	literature	NOUN
ajceb-5184	44	8	has	have	AUX
ajceb-5184	44	9	been	be	AUX
ajceb-5184	44	10	published	publish	VERB
ajceb-5184	44	11	on	on	ADP
ajceb-5184	44	12	the	the	DET
ajceb-5184	44	13	academic	academic	ADJ
ajceb-5184	44	14	success	success	NOUN
ajceb-5184	44	15	of	of	ADP
ajceb-5184	44	16	university	university	NOUN
ajceb-5184	44	17	students	student	NOUN
ajceb-5184	44	18	(	(	PUNCT
ajceb-5184	44	19	at	at	ADP
ajceb-5184	44	20	undergraduate	undergraduate	NOUN
ajceb-5184	44	21	and	and	CCONJ
ajceb-5184	44	22	postgraduate	postgraduate	NOUN
ajceb-5184	44	23	levels	level	NOUN
ajceb-5184	44	24	)	)	PUNCT
ajceb-5184	44	25	.	.	PUNCT
ajceb-5184	45	1	the	the	DET
ajceb-5184	45	2	term	term	NOUN
ajceb-5184	45	3	‘	'	PUNCT
ajceb-5184	45	4	academic	academic	ADJ
ajceb-5184	45	5	success	success	NOUN
ajceb-5184	45	6	’	'	PUNCT
ajceb-5184	45	7	refers	refer	VERB
ajceb-5184	45	8	to	to	ADP
ajceb-5184	45	9	a	a	DET
ajceb-5184	45	10	phenomenon	phenomenon	NOUN
ajceb-5184	45	11	that	that	PRON
ajceb-5184	45	12	incorporates	incorporate	VERB
ajceb-5184	45	13	academic	academic	ADJ
ajceb-5184	45	14	achievement	achievement	NOUN
ajceb-5184	45	15	,	,	PUNCT
ajceb-5184	45	16	attainment	attainment	NOUN
ajceb-5184	45	17	of	of	ADP
ajceb-5184	45	18	learning	learn	VERB
ajceb-5184	45	19	objectives	objective	NOUN
ajceb-5184	45	20	,	,	PUNCT
ajceb-5184	45	21	acquisition	acquisition	NOUN
ajceb-5184	45	22	of	of	ADP
ajceb-5184	45	23	desired	desire	VERB
ajceb-5184	45	24	skills	skill	NOUN
ajceb-5184	45	25	and	and	CCONJ
ajceb-5184	45	26	competencies	competency	NOUN
ajceb-5184	45	27	,	,	PUNCT
ajceb-5184	45	28	satisfaction	satisfaction	NOUN
ajceb-5184	45	29	,	,	PUNCT
ajceb-5184	45	30	persistence	persistence	NOUN
ajceb-5184	45	31	and	and	CCONJ
ajceb-5184	45	32	post	post	NOUN
ajceb-5184	45	33	college	college	NOUN
ajceb-5184	45	34	performance	performance	NOUN
ajceb-5184	45	35	(	(	PUNCT
ajceb-5184	45	36	york	york	PROPN
ajceb-5184	45	37	et	et	PROPN
ajceb-5184	45	38	al	al	PROPN
ajceb-5184	45	39	.	.	PROPN
ajceb-5184	45	40	,	,	PUNCT
ajceb-5184	45	41	2015	2015	NUM
ajceb-5184	45	42	)	)	PUNCT
ajceb-5184	45	43	.	.	PUNCT
ajceb-5184	46	1	academic	academic	ADJ
ajceb-5184	46	2	success	success	NOUN
ajceb-5184	46	3	has	have	AUX
ajceb-5184	46	4	also	also	ADV
ajceb-5184	46	5	been	be	AUX
ajceb-5184	46	6	viewed	view	VERB
ajceb-5184	46	7	as	as	ADP
ajceb-5184	46	8	completion	completion	NOUN
ajceb-5184	46	9	of	of	ADP
ajceb-5184	46	10	academic	academic	ADJ
ajceb-5184	46	11	activities	activity	NOUN
ajceb-5184	46	12	which	which	PRON
ajceb-5184	46	13	improves	improve	VERB
ajceb-5184	46	14	the	the	DET
ajceb-5184	46	15	academic	academic	ADJ
ajceb-5184	46	16	achievement	achievement	NOUN
ajceb-5184	46	17	of	of	ADP
ajceb-5184	46	18	the	the	DET
ajceb-5184	46	19	student	student	NOUN
ajceb-5184	46	20	concerned	concern	VERB
ajceb-5184	46	21	.	.	PUNCT
ajceb-5184	47	1	academic	academic	ADJ
ajceb-5184	47	2	success	success	NOUN
ajceb-5184	47	3	is	be	AUX
ajceb-5184	47	4	important	important	ADJ
ajceb-5184	47	5	in	in	ADP
ajceb-5184	47	6	achieving	achieve	VERB
ajceb-5184	47	7	the	the	DET
ajceb-5184	47	8	set	set	ADJ
ajceb-5184	47	9	objectives	objective	NOUN
ajceb-5184	47	10	of	of	ADP
ajceb-5184	47	11	knowledge	knowledge	NOUN
ajceb-5184	47	12	and	and	CCONJ
ajceb-5184	47	13	skill	skill	NOUN
ajceb-5184	47	14	development	development	NOUN
ajceb-5184	47	15	during	during	ADP
ajceb-5184	47	16	the	the	DET
ajceb-5184	47	17	process	process	NOUN
ajceb-5184	47	18	of	of	ADP
ajceb-5184	47	19	learning	learning	NOUN
ajceb-5184	47	20	.	.	PUNCT
ajceb-5184	48	1	hence	hence	ADV
ajceb-5184	48	2	,	,	PUNCT
ajceb-5184	48	3	there	there	PRON
ajceb-5184	48	4	is	be	VERB
ajceb-5184	48	5	a	a	DET
ajceb-5184	48	6	need	need	NOUN
ajceb-5184	48	7	to	to	PART
ajceb-5184	48	8	understand	understand	VERB
ajceb-5184	48	9	the	the	DET
ajceb-5184	48	10	underlying	underlie	VERB
ajceb-5184	48	11	factors	factor	NOUN
ajceb-5184	48	12	that	that	PRON
ajceb-5184	48	13	affect	affect	VERB
ajceb-5184	48	14	students	student	NOUN
ajceb-5184	48	15	’	'	PUNCT
ajceb-5184	48	16	academic	academic	ADJ
ajceb-5184	48	17	success	success	NOUN
ajceb-5184	48	18	at	at	ADP
ajceb-5184	48	19	the	the	DET
ajceb-5184	48	20	university	university	NOUN
ajceb-5184	48	21	.	.	PUNCT
ajceb-5184	49	1	construction	construction	NOUN
ajceb-5184	49	2	economics	economic	NOUN
ajceb-5184	49	3	and	and	CCONJ
ajceb-5184	49	4	building	building	NOUN
ajceb-5184	49	5	,	,	PUNCT
ajceb-5184	49	6	16(4	16(4	NUM
ajceb-5184	49	7	)	)	PUNCT
ajceb-5184	49	8	,	,	PUNCT
ajceb-5184	49	9	86	86	NUM
ajceb-5184	49	10	-	-	SYM
ajceb-5184	49	11	98	98	NUM
ajceb-5184	49	12	aluko	aluko	PROPN
ajceb-5184	49	13	,	,	PUNCT
ajceb-5184	49	14	adenuga	adenuga	PROPN
ajceb-5184	49	15	,	,	PUNCT
ajceb-5184	49	16	kukoyi	kukoyi	PROPN
ajceb-5184	49	17	,	,	PUNCT
ajceb-5184	49	18	soyingbe	soyingbe	NOUN
ajceb-5184	49	19	,	,	PUNCT
ajceb-5184	49	20	and	and	CCONJ
ajceb-5184	49	21	oyedeji	oyedeji	VERB
ajceb-5184	49	22	88	88	NUM
ajceb-5184	49	23	the	the	DET
ajceb-5184	49	24	literature	literature	NOUN
ajceb-5184	49	25	on	on	ADP
ajceb-5184	49	26	academic	academic	ADJ
ajceb-5184	49	27	success	success	NOUN
ajceb-5184	49	28	has	have	AUX
ajceb-5184	49	29	highlighted	highlight	VERB
ajceb-5184	49	30	that	that	SCONJ
ajceb-5184	49	31	several	several	ADJ
ajceb-5184	49	32	factors	factor	NOUN
ajceb-5184	49	33	affect	affect	VERB
ajceb-5184	49	34	academic	academic	ADJ
ajceb-5184	49	35	success	success	NOUN
ajceb-5184	49	36	of	of	ADP
ajceb-5184	49	37	undergraduate	undergraduate	ADJ
ajceb-5184	49	38	students	student	NOUN
ajceb-5184	49	39	at	at	ADP
ajceb-5184	49	40	university	university	NOUN
ajceb-5184	49	41	level	level	NOUN
ajceb-5184	49	42	.	.	PUNCT
ajceb-5184	50	1	this	this	PRON
ajceb-5184	50	2	has	have	AUX
ajceb-5184	50	3	led	lead	VERB
ajceb-5184	50	4	to	to	ADP
ajceb-5184	50	5	development	development	NOUN
ajceb-5184	50	6	of	of	ADP
ajceb-5184	50	7	several	several	ADJ
ajceb-5184	50	8	theories	theory	NOUN
ajceb-5184	50	9	found	find	VERB
ajceb-5184	50	10	in	in	ADP
ajceb-5184	50	11	the	the	DET
ajceb-5184	50	12	field	field	NOUN
ajceb-5184	50	13	of	of	ADP
ajceb-5184	50	14	education	education	NOUN
ajceb-5184	50	15	,	,	PUNCT
ajceb-5184	50	16	such	such	ADJ
ajceb-5184	50	17	as	as	ADP
ajceb-5184	50	18	pedagogical	pedagogical	ADJ
ajceb-5184	50	19	theory	theory	NOUN
ajceb-5184	50	20	,	,	PUNCT
ajceb-5184	50	21	curriculum	curriculum	NOUN
ajceb-5184	50	22	theory	theory	NOUN
ajceb-5184	50	23	,	,	PUNCT
ajceb-5184	50	24	and	and	CCONJ
ajceb-5184	50	25	learning	learn	VERB
ajceb-5184	50	26	theory	theory	NOUN
ajceb-5184	50	27	among	among	ADP
ajceb-5184	50	28	others	other	NOUN
ajceb-5184	50	29	.	.	PUNCT
ajceb-5184	51	1	empirical	empirical	ADJ
ajceb-5184	51	2	studies	study	NOUN
ajceb-5184	51	3	have	have	AUX
ajceb-5184	51	4	investigated	investigate	VERB
ajceb-5184	51	5	the	the	DET
ajceb-5184	51	6	impact	impact	NOUN
ajceb-5184	51	7	of	of	ADP
ajceb-5184	51	8	a	a	DET
ajceb-5184	51	9	whole	whole	ADJ
ajceb-5184	51	10	range	range	NOUN
ajceb-5184	51	11	of	of	ADP
ajceb-5184	51	12	factors	factor	NOUN
ajceb-5184	51	13	on	on	ADP
ajceb-5184	51	14	the	the	DET
ajceb-5184	51	15	academic	academic	ADJ
ajceb-5184	51	16	performance	performance	NOUN
ajceb-5184	51	17	of	of	ADP
ajceb-5184	51	18	undergraduate	undergraduate	ADJ
ajceb-5184	51	19	students	student	NOUN
ajceb-5184	51	20	in	in	ADP
ajceb-5184	51	21	universities	university	NOUN
ajceb-5184	51	22	(	(	PUNCT
ajceb-5184	51	23	parker	parker	PROPN
ajceb-5184	51	24	et	et	PROPN
ajceb-5184	51	25	al	al	PROPN
ajceb-5184	51	26	.	.	PROPN
ajceb-5184	51	27	,	,	PUNCT
ajceb-5184	51	28	2004	2004	NUM
ajceb-5184	51	29	;	;	PUNCT
ajceb-5184	51	30	young	young	ADJ
ajceb-5184	51	31	,	,	PUNCT
ajceb-5184	51	32	1989	1989	NUM
ajceb-5184	51	33	)	)	PUNCT
ajceb-5184	51	34	.	.	PUNCT
ajceb-5184	52	1	it	it	PRON
ajceb-5184	52	2	is	be	AUX
ajceb-5184	52	3	worth	worth	ADJ
ajceb-5184	52	4	noting	note	VERB
ajceb-5184	52	5	that	that	SCONJ
ajceb-5184	52	6	the	the	DET
ajceb-5184	52	7	terms	term	NOUN
ajceb-5184	52	8	‘	'	PUNCT
ajceb-5184	52	9	achievement	achievement	NOUN
ajceb-5184	52	10	’	'	PUNCT
ajceb-5184	52	11	and	and	CCONJ
ajceb-5184	52	12	‘	'	PUNCT
ajceb-5184	52	13	academic	academic	ADJ
ajceb-5184	52	14	success	success	NOUN
ajceb-5184	52	15	’	'	PUNCT
ajceb-5184	52	16	are	be	AUX
ajceb-5184	52	17	used	use	VERB
ajceb-5184	52	18	interchangeably	interchangeably	ADV
ajceb-5184	52	19	in	in	ADP
ajceb-5184	52	20	the	the	DET
ajceb-5184	52	21	literature	literature	NOUN
ajceb-5184	52	22	.	.	PUNCT
ajceb-5184	53	1	herminio	herminio	PROPN
ajceb-5184	53	2	(	(	PUNCT
ajceb-5184	53	3	2005	2005	NUM
ajceb-5184	53	4	)	)	PUNCT
ajceb-5184	53	5	classified	classify	VERB
ajceb-5184	53	6	two	two	NUM
ajceb-5184	53	7	factors	factor	NOUN
ajceb-5184	53	8	affecting	affect	VERB
ajceb-5184	53	9	academic	academic	ADJ
ajceb-5184	53	10	success	success	NOUN
ajceb-5184	53	11	,	,	PUNCT
ajceb-5184	53	12	namely	namely	ADV
ajceb-5184	53	13	:	:	PUNCT
ajceb-5184	53	14	internal	internal	ADJ
ajceb-5184	53	15	and	and	CCONJ
ajceb-5184	53	16	external	external	ADJ
ajceb-5184	53	17	factors	factor	NOUN
ajceb-5184	53	18	.	.	PUNCT
ajceb-5184	54	1	the	the	DET
ajceb-5184	54	2	internal	internal	ADJ
ajceb-5184	54	3	factors	factor	NOUN
ajceb-5184	54	4	are	be	AUX
ajceb-5184	54	5	class	class	NOUN
ajceb-5184	54	6	schedule	schedule	NOUN
ajceb-5184	54	7	,	,	PUNCT
ajceb-5184	54	8	class	class	NOUN
ajceb-5184	54	9	size	size	NOUN
ajceb-5184	54	10	,	,	PUNCT
ajceb-5184	54	11	classroom	classroom	NOUN
ajceb-5184	54	12	environment	environment	NOUN
ajceb-5184	54	13	,	,	PUNCT
ajceb-5184	54	14	role	role	NOUN
ajceb-5184	54	15	of	of	ADP
ajceb-5184	54	16	the	the	DET
ajceb-5184	54	17	lecturers	lecturer	NOUN
ajceb-5184	54	18	,	,	PUNCT
ajceb-5184	54	19	technology	technology	NOUN
ajceb-5184	54	20	and	and	CCONJ
ajceb-5184	54	21	nature	nature	NOUN
ajceb-5184	54	22	of	of	ADP
ajceb-5184	54	23	examination	examination	NOUN
ajceb-5184	54	24	while	while	SCONJ
ajceb-5184	54	25	the	the	DET
ajceb-5184	54	26	external	external	ADJ
ajceb-5184	54	27	factors	factor	NOUN
ajceb-5184	54	28	include	include	VERB
ajceb-5184	54	29	extracurricular	extracurricular	ADJ
ajceb-5184	54	30	activities	activity	NOUN
ajceb-5184	54	31	,	,	PUNCT
ajceb-5184	54	32	family	family	NOUN
ajceb-5184	54	33	and	and	CCONJ
ajceb-5184	54	34	work	work	NOUN
ajceb-5184	54	35	activities	activity	NOUN
ajceb-5184	54	36	.	.	PUNCT
ajceb-5184	55	1	herminio	herminio	PROPN
ajceb-5184	55	2	’s	’s	PART
ajceb-5184	55	3	(	(	PUNCT
ajceb-5184	55	4	2005	2005	NUM
ajceb-5184	55	5	)	)	PUNCT
ajceb-5184	55	6	findings	finding	NOUN
ajceb-5184	55	7	show	show	VERB
ajceb-5184	55	8	that	that	SCONJ
ajceb-5184	55	9	internal	internal	ADJ
ajceb-5184	55	10	factors	factor	NOUN
ajceb-5184	55	11	are	be	AUX
ajceb-5184	55	12	much	much	ADV
ajceb-5184	55	13	more	more	ADV
ajceb-5184	55	14	significant	significant	ADJ
ajceb-5184	55	15	than	than	ADP
ajceb-5184	55	16	the	the	DET
ajceb-5184	55	17	external	external	ADJ
ajceb-5184	55	18	factors	factor	NOUN
ajceb-5184	55	19	.	.	PUNCT
ajceb-5184	56	1	further	far	ADV
ajceb-5184	56	2	,	,	PUNCT
ajceb-5184	56	3	ling	le	VERB
ajceb-5184	56	4	et	et	PROPN
ajceb-5184	56	5	al	al	PROPN
ajceb-5184	56	6	.	.	PROPN
ajceb-5184	57	1	(	(	PUNCT
ajceb-5184	57	2	2010	2010	NUM
ajceb-5184	57	3	)	)	PUNCT
ajceb-5184	57	4	examined	examine	VERB
ajceb-5184	57	5	the	the	DET
ajceb-5184	57	6	effect	effect	NOUN
ajceb-5184	57	7	of	of	ADP
ajceb-5184	57	8	teaching	teaching	NOUN
ajceb-5184	57	9	and	and	CCONJ
ajceb-5184	57	10	learning	learn	VERB
ajceb-5184	57	11	approaches	approach	NOUN
ajceb-5184	57	12	on	on	ADP
ajceb-5184	57	13	academic	academic	ADJ
ajceb-5184	57	14	performance	performance	NOUN
ajceb-5184	57	15	.	.	PUNCT
ajceb-5184	58	1	it	it	PRON
ajceb-5184	58	2	was	be	AUX
ajceb-5184	58	3	found	find	VERB
ajceb-5184	58	4	that	that	SCONJ
ajceb-5184	58	5	the	the	DET
ajceb-5184	58	6	growing	grow	VERB
ajceb-5184	58	7	teaching	teaching	NOUN
ajceb-5184	58	8	approach	approach	NOUN
ajceb-5184	58	9	and	and	CCONJ
ajceb-5184	58	10	the	the	DET
ajceb-5184	58	11	achieving	achieve	VERB
ajceb-5184	58	12	motive	motive	ADJ
ajceb-5184	58	13	learning	learning	NOUN
ajceb-5184	58	14	approach	approach	NOUN
ajceb-5184	58	15	are	be	AUX
ajceb-5184	58	16	related	relate	VERB
ajceb-5184	58	17	to	to	ADP
ajceb-5184	58	18	improved	improve	VERB
ajceb-5184	58	19	academic	academic	ADJ
ajceb-5184	58	20	success	success	NOUN
ajceb-5184	58	21	.	.	PUNCT
ajceb-5184	59	1	similarly	similarly	ADV
ajceb-5184	59	2	,	,	PUNCT
ajceb-5184	59	3	studies	study	NOUN
ajceb-5184	59	4	(	(	PUNCT
ajceb-5184	59	5	e.g.	e.g.	ADV
ajceb-5184	59	6	mckenzie	mckenzie	NOUN
ajceb-5184	59	7	and	and	CCONJ
ajceb-5184	59	8	schweitzer	schweitzer	PROPN
ajceb-5184	59	9	,	,	PUNCT
ajceb-5184	59	10	2001	2001	NUM
ajceb-5184	59	11	;	;	PUNCT
ajceb-5184	59	12	win	win	NOUN
ajceb-5184	59	13	and	and	CCONJ
ajceb-5184	59	14	miller	miller	PROPN
ajceb-5184	59	15	,	,	PUNCT
ajceb-5184	59	16	2005	2005	NUM
ajceb-5184	59	17	)	)	PUNCT
ajceb-5184	59	18	have	have	AUX
ajceb-5184	59	19	demonstrated	demonstrate	VERB
ajceb-5184	59	20	that	that	SCONJ
ajceb-5184	59	21	prior	prior	ADJ
ajceb-5184	59	22	academic	academic	ADJ
ajceb-5184	59	23	performance	performance	NOUN
ajceb-5184	59	24	has	have	VERB
ajceb-5184	59	25	significant	significant	ADJ
ajceb-5184	59	26	impact	impact	NOUN
ajceb-5184	59	27	on	on	ADP
ajceb-5184	59	28	the	the	DET
ajceb-5184	59	29	academic	academic	ADJ
ajceb-5184	59	30	success	success	NOUN
ajceb-5184	59	31	of	of	ADP
ajceb-5184	59	32	first	first	ADJ
ajceb-5184	59	33	-	-	PUNCT
ajceb-5184	59	34	year	year	NOUN
ajceb-5184	59	35	university	university	NOUN
ajceb-5184	59	36	students	student	NOUN
ajceb-5184	59	37	.	.	PUNCT
ajceb-5184	60	1	although	although	SCONJ
ajceb-5184	60	2	bone	bone	NOUN
ajceb-5184	60	3	and	and	CCONJ
ajceb-5184	60	4	reid	reid	PROPN
ajceb-5184	60	5	(	(	PUNCT
ajceb-5184	60	6	2011	2011	NUM
ajceb-5184	60	7	)	)	PUNCT
ajceb-5184	60	8	contend	contend	VERB
ajceb-5184	60	9	that	that	SCONJ
ajceb-5184	60	10	numerical	numerical	ADJ
ajceb-5184	60	11	assessment	assessment	NOUN
ajceb-5184	60	12	scores	score	NOUN
ajceb-5184	60	13	/	/	SYM
ajceb-5184	60	14	grades	grade	NOUN
ajceb-5184	60	15	obtained	obtain	VERB
ajceb-5184	60	16	in	in	ADP
ajceb-5184	60	17	a	a	DET
ajceb-5184	60	18	subject	subject	NOUN
ajceb-5184	60	19	may	may	AUX
ajceb-5184	60	20	not	not	PART
ajceb-5184	60	21	be	be	AUX
ajceb-5184	60	22	a	a	DET
ajceb-5184	60	23	true	true	ADJ
ajceb-5184	60	24	reflection	reflection	NOUN
ajceb-5184	60	25	of	of	ADP
ajceb-5184	60	26	the	the	DET
ajceb-5184	60	27	knowledge	knowledge	NOUN
ajceb-5184	60	28	gained	gain	VERB
ajceb-5184	60	29	by	by	ADP
ajceb-5184	60	30	a	a	DET
ajceb-5184	60	31	student	student	NOUN
ajceb-5184	60	32	on	on	ADP
ajceb-5184	60	33	a	a	DET
ajceb-5184	60	34	topic	topic	NOUN
ajceb-5184	60	35	/	/	SYM
ajceb-5184	60	36	subject	subject	NOUN
ajceb-5184	60	37	;	;	PUNCT
ajceb-5184	60	38	a	a	DET
ajceb-5184	60	39	numerical	numerical	ADJ
ajceb-5184	60	40	score	score	NOUN
ajceb-5184	60	41	/	/	SYM
ajceb-5184	60	42	grade	grade	NOUN
ajceb-5184	60	43	obviously	obviously	ADV
ajceb-5184	60	44	remains	remain	VERB
ajceb-5184	60	45	the	the	DET
ajceb-5184	60	46	most	most	ADV
ajceb-5184	60	47	available	available	ADJ
ajceb-5184	60	48	proxy	proxy	NOUN
ajceb-5184	60	49	for	for	ADP
ajceb-5184	60	50	measuring	measure	VERB
ajceb-5184	60	51	academic	academic	ADJ
ajceb-5184	60	52	success	success	NOUN
ajceb-5184	60	53	.	.	PUNCT
ajceb-5184	61	1	the	the	DET
ajceb-5184	61	2	aim	aim	NOUN
ajceb-5184	61	3	of	of	ADP
ajceb-5184	61	4	the	the	DET
ajceb-5184	61	5	present	present	ADJ
ajceb-5184	61	6	study	study	NOUN
ajceb-5184	61	7	is	be	AUX
ajceb-5184	61	8	not	not	PART
ajceb-5184	61	9	to	to	PART
ajceb-5184	61	10	investigate	investigate	VERB
ajceb-5184	61	11	all	all	DET
ajceb-5184	61	12	the	the	DET
ajceb-5184	61	13	factors	factor	NOUN
ajceb-5184	61	14	affecting	affect	VERB
ajceb-5184	61	15	academic	academic	ADJ
ajceb-5184	61	16	success	success	NOUN
ajceb-5184	61	17	of	of	ADP
ajceb-5184	61	18	undergraduate	undergraduate	ADJ
ajceb-5184	61	19	students	student	NOUN
ajceb-5184	61	20	.	.	PUNCT
ajceb-5184	62	1	for	for	ADP
ajceb-5184	62	2	the	the	DET
ajceb-5184	62	3	purpose	purpose	NOUN
ajceb-5184	62	4	of	of	ADP
ajceb-5184	62	5	the	the	DET
ajceb-5184	62	6	study	study	NOUN
ajceb-5184	62	7	,	,	PUNCT
ajceb-5184	62	8	the	the	DET
ajceb-5184	62	9	discussion	discussion	NOUN
ajceb-5184	62	10	presented	present	VERB
ajceb-5184	62	11	in	in	ADP
ajceb-5184	62	12	the	the	DET
ajceb-5184	62	13	next	next	ADJ
ajceb-5184	62	14	section	section	NOUN
ajceb-5184	62	15	is	be	AUX
ajceb-5184	62	16	limited	limit	VERB
ajceb-5184	62	17	to	to	ADP
ajceb-5184	62	18	the	the	DET
ajceb-5184	62	19	impact	impact	NOUN
ajceb-5184	62	20	of	of	ADP
ajceb-5184	62	21	prior	prior	ADJ
ajceb-5184	62	22	academic	academic	ADJ
ajceb-5184	62	23	performance	performance	NOUN
ajceb-5184	62	24	on	on	ADP
ajceb-5184	62	25	academic	academic	ADJ
ajceb-5184	62	26	success	success	NOUN
ajceb-5184	62	27	of	of	ADP
ajceb-5184	62	28	undergraduate	undergraduate	ADJ
ajceb-5184	62	29	students	student	NOUN
ajceb-5184	62	30	.	.	PUNCT
ajceb-5184	63	1	prior	prior	ADJ
ajceb-5184	63	2	academic	academic	ADJ
ajceb-5184	63	3	performance	performance	NOUN
ajceb-5184	63	4	and	and	CCONJ
ajceb-5184	63	5	success	success	NOUN
ajceb-5184	63	6	on	on	ADP
ajceb-5184	63	7	undergraduate	undergraduate	ADJ
ajceb-5184	63	8	programmes	programme	NOUN
ajceb-5184	63	9	recent	recent	ADJ
ajceb-5184	63	10	studies	study	NOUN
ajceb-5184	63	11	have	have	AUX
ajceb-5184	63	12	examined	examine	VERB
ajceb-5184	63	13	the	the	DET
ajceb-5184	63	14	relationship	relationship	NOUN
ajceb-5184	63	15	between	between	ADP
ajceb-5184	63	16	previous	previous	ADJ
ajceb-5184	63	17	academic	academic	ADJ
ajceb-5184	63	18	achievement	achievement	NOUN
ajceb-5184	63	19	and	and	CCONJ
ajceb-5184	63	20	the	the	DET
ajceb-5184	63	21	academic	academic	ADJ
ajceb-5184	63	22	success	success	NOUN
ajceb-5184	63	23	of	of	ADP
ajceb-5184	63	24	undergraduate	undergraduate	ADJ
ajceb-5184	63	25	students	student	NOUN
ajceb-5184	63	26	at	at	ADP
ajceb-5184	63	27	universities	university	NOUN
ajceb-5184	63	28	(	(	PUNCT
ajceb-5184	63	29	see	see	VERB
ajceb-5184	63	30	abisuga	abisuga	NOUN
ajceb-5184	63	31	et	et	PROPN
ajceb-5184	63	32	al	al	PROPN
ajceb-5184	63	33	.	.	PROPN
ajceb-5184	63	34	,	,	PUNCT
ajceb-5184	63	35	2015	2015	NUM
ajceb-5184	63	36	;	;	PUNCT
ajceb-5184	63	37	curtis	curtis	PROPN
ajceb-5184	63	38	et	et	PROPN
ajceb-5184	63	39	al	al	PROPN
ajceb-5184	63	40	.	.	PROPN
ajceb-5184	63	41	,	,	PUNCT
ajceb-5184	63	42	2007	2007	NUM
ajceb-5184	63	43	;	;	PUNCT
ajceb-5184	63	44	whyte	whyte	PROPN
ajceb-5184	63	45	et	et	PROPN
ajceb-5184	63	46	al	al	PROPN
ajceb-5184	63	47	.	.	PROPN
ajceb-5184	63	48	,	,	PUNCT
ajceb-5184	63	49	2011	2011	NUM
ajceb-5184	63	50	;	;	PUNCT
ajceb-5184	63	51	shahiri	shahiri	NOUN
ajceb-5184	63	52	and	and	CCONJ
ajceb-5184	63	53	husain	husain	NOUN
ajceb-5184	63	54	,	,	PUNCT
ajceb-5184	63	55	2015	2015	NUM
ajceb-5184	63	56	)	)	PUNCT
ajceb-5184	63	57	.	.	PUNCT
ajceb-5184	64	1	curtis	curtis	PROPN
ajceb-5184	64	2	et	et	PROPN
ajceb-5184	64	3	al	al	PROPN
ajceb-5184	64	4	.	.	PROPN
ajceb-5184	65	1	(	(	PUNCT
ajceb-5184	65	2	2007	2007	NUM
ajceb-5184	65	3	)	)	PUNCT
ajceb-5184	65	4	reports	report	VERB
ajceb-5184	65	5	that	that	SCONJ
ajceb-5184	65	6	admission	admission	NOUN
ajceb-5184	65	7	criteria	criterion	NOUN
ajceb-5184	65	8	are	be	AUX
ajceb-5184	65	9	weak	weak	ADJ
ajceb-5184	65	10	predictors	predictor	NOUN
ajceb-5184	65	11	of	of	ADP
ajceb-5184	65	12	academic	academic	ADJ
ajceb-5184	65	13	performance	performance	NOUN
ajceb-5184	65	14	for	for	ADP
ajceb-5184	65	15	first	first	ADJ
ajceb-5184	65	16	year	year	NOUN
ajceb-5184	65	17	students	student	NOUN
ajceb-5184	65	18	in	in	ADP
ajceb-5184	65	19	a	a	DET
ajceb-5184	65	20	dentistry	dentistry	NOUN
ajceb-5184	65	21	programme	programme	NOUN
ajceb-5184	65	22	.	.	PUNCT
ajceb-5184	66	1	similarly	similarly	ADV
ajceb-5184	66	2	,	,	PUNCT
ajceb-5184	66	3	whyte	whyte	PROPN
ajceb-5184	66	4	et	et	PROPN
ajceb-5184	66	5	al	al	PROPN
ajceb-5184	66	6	.	.	PROPN
ajceb-5184	67	1	(	(	PUNCT
ajceb-5184	67	2	2011	2011	NUM
ajceb-5184	67	3	)	)	PUNCT
ajceb-5184	67	4	determined	determine	VERB
ajceb-5184	67	5	that	that	SCONJ
ajceb-5184	67	6	the	the	DET
ajceb-5184	67	7	best	good	ADJ
ajceb-5184	67	8	predictors	predictor	NOUN
ajceb-5184	67	9	of	of	ADP
ajceb-5184	67	10	academic	academic	ADJ
ajceb-5184	67	11	success	success	NOUN
ajceb-5184	67	12	for	for	ADP
ajceb-5184	67	13	nursing	nursing	NOUN
ajceb-5184	67	14	and	and	CCONJ
ajceb-5184	67	15	paramedics	paramedic	NOUN
ajceb-5184	67	16	students	student	NOUN
ajceb-5184	67	17	are	be	AUX
ajceb-5184	67	18	index	index	NOUN
ajceb-5184	67	19	scores	score	NOUN
ajceb-5184	67	20	and	and	CCONJ
ajceb-5184	67	21	student	student	NOUN
ajceb-5184	67	22	’s	’s	PART
ajceb-5184	67	23	maturity	maturity	NOUN
ajceb-5184	67	24	in	in	ADP
ajceb-5184	67	25	age	age	NOUN
ajceb-5184	67	26	.	.	PUNCT
ajceb-5184	68	1	furthermore	furthermore	ADV
ajceb-5184	68	2	,	,	PUNCT
ajceb-5184	68	3	a	a	DET
ajceb-5184	68	4	number	number	NOUN
ajceb-5184	68	5	of	of	ADP
ajceb-5184	68	6	studies	study	NOUN
ajceb-5184	68	7	confirmed	confirm	VERB
ajceb-5184	68	8	that	that	SCONJ
ajceb-5184	68	9	academic	academic	ADJ
ajceb-5184	68	10	entry	entry	NOUN
ajceb-5184	68	11	criteria	criterion	NOUN
ajceb-5184	68	12	and	and	CCONJ
ajceb-5184	68	13	age	age	NOUN
ajceb-5184	68	14	maturity	maturity	NOUN
ajceb-5184	68	15	are	be	AUX
ajceb-5184	68	16	the	the	DET
ajceb-5184	68	17	best	good	ADJ
ajceb-5184	68	18	predictors	predictor	NOUN
ajceb-5184	68	19	of	of	ADP
ajceb-5184	68	20	academic	academic	ADJ
ajceb-5184	68	21	success	success	NOUN
ajceb-5184	68	22	in	in	ADP
ajceb-5184	68	23	undergraduate	undergraduate	ADJ
ajceb-5184	68	24	programmes	programme	NOUN
ajceb-5184	68	25	in	in	ADP
ajceb-5184	68	26	both	both	DET
ajceb-5184	68	27	nursing	nursing	NOUN
ajceb-5184	68	28	and	and	CCONJ
ajceb-5184	68	29	paramedics	paramedic	NOUN
ajceb-5184	68	30	(	(	PUNCT
ajceb-5184	68	31	van	van	PROPN
ajceb-5184	68	32	rooyen	rooyen	NOUN
ajceb-5184	68	33	et	et	PROPN
ajceb-5184	68	34	al	al	PROPN
ajceb-5184	68	35	.	.	PROPN
ajceb-5184	68	36	,	,	PUNCT
ajceb-5184	68	37	2006	2006	NUM
ajceb-5184	68	38	;	;	PUNCT
ajceb-5184	68	39	whyte	whyte	PROPN
ajceb-5184	68	40	et	et	PROPN
ajceb-5184	68	41	al	al	PROPN
ajceb-5184	68	42	.	.	PROPN
ajceb-5184	68	43	,	,	PUNCT
ajceb-5184	68	44	2011	2011	NUM
ajceb-5184	68	45	)	)	PUNCT
ajceb-5184	68	46	.	.	PUNCT
ajceb-5184	69	1	the	the	DET
ajceb-5184	69	2	studies	study	NOUN
ajceb-5184	69	3	presented	present	VERB
ajceb-5184	69	4	thus	thus	ADV
ajceb-5184	69	5	far	far	ADV
ajceb-5184	69	6	provide	provide	VERB
ajceb-5184	69	7	evidence	evidence	NOUN
ajceb-5184	69	8	that	that	SCONJ
ajceb-5184	69	9	a	a	DET
ajceb-5184	69	10	positive	positive	ADJ
ajceb-5184	69	11	relationship	relationship	NOUN
ajceb-5184	69	12	exists	exist	VERB
ajceb-5184	69	13	between	between	ADP
ajceb-5184	69	14	prior	prior	ADJ
ajceb-5184	69	15	academic	academic	ADJ
ajceb-5184	69	16	performance	performance	NOUN
ajceb-5184	69	17	and	and	CCONJ
ajceb-5184	69	18	academic	academic	ADJ
ajceb-5184	69	19	success	success	NOUN
ajceb-5184	69	20	of	of	ADP
ajceb-5184	69	21	undergraduate	undergraduate	ADJ
ajceb-5184	69	22	students	student	NOUN
ajceb-5184	69	23	.	.	PUNCT
ajceb-5184	70	1	however	however	ADV
ajceb-5184	70	2	,	,	PUNCT
ajceb-5184	70	3	it	it	PRON
ajceb-5184	70	4	should	should	AUX
ajceb-5184	70	5	be	be	AUX
ajceb-5184	70	6	noted	note	VERB
ajceb-5184	70	7	that	that	SCONJ
ajceb-5184	70	8	other	other	ADJ
ajceb-5184	70	9	factors	factor	NOUN
ajceb-5184	70	10	influence	influence	VERB
ajceb-5184	70	11	the	the	DET
ajceb-5184	70	12	impact	impact	NOUN
ajceb-5184	70	13	of	of	ADP
ajceb-5184	70	14	this	this	DET
ajceb-5184	70	15	relationship	relationship	NOUN
ajceb-5184	70	16	.	.	PUNCT
ajceb-5184	71	1	the	the	DET
ajceb-5184	71	2	generalisability	generalisability	NOUN
ajceb-5184	71	3	of	of	ADP
ajceb-5184	71	4	much	much	ADV
ajceb-5184	71	5	published	publish	VERB
ajceb-5184	71	6	research	research	NOUN
ajceb-5184	71	7	on	on	ADP
ajceb-5184	71	8	this	this	DET
ajceb-5184	71	9	issue	issue	NOUN
ajceb-5184	71	10	(	(	PUNCT
ajceb-5184	71	11	i.e.	i.e.	X
ajceb-5184	71	12	the	the	DET
ajceb-5184	71	13	positive	positive	ADJ
ajceb-5184	71	14	relationship	relationship	NOUN
ajceb-5184	71	15	between	between	ADP
ajceb-5184	71	16	academic	academic	ADJ
ajceb-5184	71	17	performance	performance	NOUN
ajceb-5184	71	18	and	and	CCONJ
ajceb-5184	71	19	academic	academic	ADJ
ajceb-5184	71	20	success	success	NOUN
ajceb-5184	71	21	for	for	ADP
ajceb-5184	71	22	undergraduate	undergraduate	ADJ
ajceb-5184	71	23	students	student	NOUN
ajceb-5184	71	24	)	)	PUNCT
ajceb-5184	71	25	is	be	AUX
ajceb-5184	71	26	problematic	problematic	ADJ
ajceb-5184	71	27	.	.	PUNCT
ajceb-5184	72	1	ting	ting	PROPN
ajceb-5184	72	2	’s	’s	X
ajceb-5184	73	1	(	(	PUNCT
ajceb-5184	73	2	2001	2001	NUM
ajceb-5184	73	3	)	)	PUNCT
ajceb-5184	73	4	findings	finding	NOUN
ajceb-5184	73	5	suggest	suggest	VERB
ajceb-5184	73	6	that	that	SCONJ
ajceb-5184	73	7	a	a	DET
ajceb-5184	73	8	combination	combination	NOUN
ajceb-5184	73	9	of	of	ADP
ajceb-5184	73	10	prior	prior	ADJ
ajceb-5184	73	11	academic	academic	ADJ
ajceb-5184	73	12	achievement	achievement	NOUN
ajceb-5184	73	13	and	and	CCONJ
ajceb-5184	73	14	psychological	psychological	ADJ
ajceb-5184	73	15	variables	variable	NOUN
ajceb-5184	73	16	are	be	AUX
ajceb-5184	73	17	significant	significant	ADJ
ajceb-5184	73	18	predictors	predictor	NOUN
ajceb-5184	73	19	of	of	ADP
ajceb-5184	73	20	academic	academic	ADJ
ajceb-5184	73	21	success	success	NOUN
ajceb-5184	73	22	on	on	ADP
ajceb-5184	73	23	undergraduate	undergraduate	ADJ
ajceb-5184	73	24	engineering	engineering	NOUN
ajceb-5184	73	25	programmes	programme	NOUN
ajceb-5184	73	26	.	.	PUNCT
ajceb-5184	74	1	however	however	ADV
ajceb-5184	74	2	,	,	PUNCT
ajceb-5184	74	3	poole	poole	PROPN
ajceb-5184	74	4	et	et	PROPN
ajceb-5184	74	5	al	al	PROPN
ajceb-5184	74	6	.	.	PROPN
ajceb-5184	75	1	(	(	PUNCT
ajceb-5184	75	2	2007	2007	NUM
ajceb-5184	75	3	)	)	PUNCT
ajceb-5184	75	4	affirms	affirm	VERB
ajceb-5184	75	5	that	that	SCONJ
ajceb-5184	75	6	admission	admission	NOUN
ajceb-5184	75	7	criteria	criterion	NOUN
ajceb-5184	75	8	are	be	AUX
ajceb-5184	75	9	significant	significant	ADJ
ajceb-5184	75	10	predictors	predictor	NOUN
ajceb-5184	75	11	of	of	ADP
ajceb-5184	75	12	academic	academic	ADJ
ajceb-5184	75	13	performance	performance	NOUN
ajceb-5184	75	14	in	in	ADP
ajceb-5184	75	15	the	the	DET
ajceb-5184	75	16	first	first	ADJ
ajceb-5184	75	17	two	two	NUM
ajceb-5184	75	18	years	year	NOUN
ajceb-5184	75	19	of	of	ADP
ajceb-5184	75	20	undergraduate	undergraduate	ADJ
ajceb-5184	75	21	study	study	NOUN
ajceb-5184	75	22	in	in	ADP
ajceb-5184	75	23	dentistry	dentistry	NOUN
ajceb-5184	75	24	but	but	CCONJ
ajceb-5184	75	25	dwindle	dwindle	VERB
ajceb-5184	75	26	in	in	ADP
ajceb-5184	75	27	later	later	ADJ
ajceb-5184	75	28	years	year	NOUN
ajceb-5184	75	29	.	.	PUNCT
ajceb-5184	76	1	in	in	ADP
ajceb-5184	76	2	total	total	ADJ
ajceb-5184	76	3	contrast	contrast	NOUN
ajceb-5184	76	4	,	,	PUNCT
ajceb-5184	76	5	studies	study	NOUN
ajceb-5184	76	6	such	such	ADJ
ajceb-5184	76	7	as	as	ADP
ajceb-5184	76	8	bone	bone	NOUN
ajceb-5184	76	9	and	and	CCONJ
ajceb-5184	76	10	reid	reid	PROPN
ajceb-5184	76	11	(	(	PUNCT
ajceb-5184	76	12	2011	2011	NUM
ajceb-5184	76	13	)	)	PUNCT
ajceb-5184	76	14	report	report	NOUN
ajceb-5184	76	15	that	that	SCONJ
ajceb-5184	76	16	no	no	DET
ajceb-5184	76	17	relationship	relationship	NOUN
ajceb-5184	76	18	exists	exist	VERB
ajceb-5184	76	19	between	between	ADP
ajceb-5184	76	20	prior	prior	ADJ
ajceb-5184	76	21	academic	academic	ADJ
ajceb-5184	76	22	achievement	achievement	NOUN
ajceb-5184	76	23	and	and	CCONJ
ajceb-5184	76	24	academic	academic	ADJ
ajceb-5184	76	25	success	success	NOUN
ajceb-5184	76	26	on	on	ADP
ajceb-5184	76	27	undergraduate	undergraduate	ADJ
ajceb-5184	76	28	programmes	programme	NOUN
ajceb-5184	76	29	in	in	ADP
ajceb-5184	76	30	medicine	medicine	NOUN
ajceb-5184	76	31	and	and	CCONJ
ajceb-5184	76	32	biology	biology	NOUN
ajceb-5184	76	33	respectively	respectively	ADV
ajceb-5184	76	34	,	,	PUNCT
ajceb-5184	76	35	while	while	SCONJ
ajceb-5184	76	36	kirby	kirby	PROPN
ajceb-5184	76	37	and	and	CCONJ
ajceb-5184	76	38	dempster	dempster	PROPN
ajceb-5184	76	39	(	(	PUNCT
ajceb-5184	76	40	2014	2014	NUM
ajceb-5184	76	41	)	)	PUNCT
ajceb-5184	76	42	attest	attest	NOUN
ajceb-5184	76	43	that	that	SCONJ
ajceb-5184	76	44	providing	provide	VERB
ajceb-5184	76	45	accommodation	accommodation	NOUN
ajceb-5184	76	46	and	and	CCONJ
ajceb-5184	76	47	financial	financial	ADJ
ajceb-5184	76	48	support	support	NOUN
ajceb-5184	76	49	are	be	AUX
ajceb-5184	76	50	vital	vital	ADJ
ajceb-5184	76	51	predictors	predictor	NOUN
ajceb-5184	76	52	of	of	ADP
ajceb-5184	76	53	academic	academic	ADJ
ajceb-5184	76	54	success	success	NOUN
ajceb-5184	76	55	on	on	ADP
ajceb-5184	76	56	a	a	DET
ajceb-5184	76	57	foundation	foundation	NOUN
ajceb-5184	76	58	programme	programme	NOUN
ajceb-5184	76	59	in	in	ADP
ajceb-5184	76	60	a	a	DET
ajceb-5184	76	61	south	south	ADJ
ajceb-5184	76	62	african	african	ADJ
ajceb-5184	76	63	university	university	NOUN
ajceb-5184	76	64	.	.	PUNCT
ajceb-5184	77	1	roberts	roberts	PROPN
ajceb-5184	77	2	(	(	PUNCT
ajceb-5184	77	3	2007	2007	NUM
ajceb-5184	77	4	)	)	PUNCT
ajceb-5184	77	5	concludes	conclude	VERB
ajceb-5184	77	6	that	that	SCONJ
ajceb-5184	77	7	cognitive	cognitive	ADJ
ajceb-5184	77	8	style	style	NOUN
ajceb-5184	77	9	might	might	AUX
ajceb-5184	77	10	be	be	AUX
ajceb-5184	77	11	a	a	DET
ajceb-5184	77	12	better	well	ADJ
ajceb-5184	77	13	predictor	predictor	NOUN
ajceb-5184	77	14	of	of	ADP
ajceb-5184	77	15	students	student	NOUN
ajceb-5184	77	16	’	'	PUNCT
ajceb-5184	77	17	ability	ability	NOUN
ajceb-5184	77	18	to	to	PART
ajceb-5184	77	19	attain	attain	VERB
ajceb-5184	77	20	academic	academic	ADJ
ajceb-5184	77	21	success	success	NOUN
ajceb-5184	77	22	irrespective	irrespective	ADV
ajceb-5184	77	23	of	of	ADP
ajceb-5184	77	24	whether	whether	SCONJ
ajceb-5184	77	25	a	a	DET
ajceb-5184	77	26	student	student	NOUN
ajceb-5184	77	27	had	have	AUX
ajceb-5184	77	28	previously	previously	ADV
ajceb-5184	77	29	studied	study	VERB
ajceb-5184	77	30	arts	art	NOUN
ajceb-5184	77	31	or	or	CCONJ
ajceb-5184	77	32	science	science	NOUN
ajceb-5184	77	33	.	.	PUNCT
ajceb-5184	78	1	based	base	VERB
ajceb-5184	78	2	on	on	ADP
ajceb-5184	78	3	the	the	DET
ajceb-5184	78	4	aforementioned	aforementioned	ADJ
ajceb-5184	78	5	,	,	PUNCT
ajceb-5184	78	6	it	it	PRON
ajceb-5184	78	7	is	be	AUX
ajceb-5184	78	8	evident	evident	ADJ
ajceb-5184	78	9	that	that	SCONJ
ajceb-5184	78	10	there	there	PRON
ajceb-5184	78	11	are	be	VERB
ajceb-5184	78	12	contrasting	contrast	VERB
ajceb-5184	78	13	results	result	NOUN
ajceb-5184	78	14	from	from	ADP
ajceb-5184	78	15	studies	study	NOUN
ajceb-5184	78	16	on	on	ADP
ajceb-5184	78	17	the	the	DET
ajceb-5184	78	18	relationship	relationship	NOUN
ajceb-5184	78	19	construction	construction	NOUN
ajceb-5184	78	20	economics	economic	NOUN
ajceb-5184	78	21	and	and	CCONJ
ajceb-5184	78	22	building	building	NOUN
ajceb-5184	78	23	,	,	PUNCT
ajceb-5184	78	24	16(4	16(4	NUM
ajceb-5184	78	25	)	)	PUNCT
ajceb-5184	78	26	,	,	PUNCT
ajceb-5184	78	27	86	86	NUM
ajceb-5184	78	28	-	-	SYM
ajceb-5184	78	29	98	98	NUM
ajceb-5184	78	30	aluko	aluko	PROPN
ajceb-5184	78	31	,	,	PUNCT
ajceb-5184	78	32	adenuga	adenuga	PROPN
ajceb-5184	78	33	,	,	PUNCT
ajceb-5184	78	34	kukoyi	kukoyi	PROPN
ajceb-5184	78	35	,	,	PUNCT
ajceb-5184	78	36	soyingbe	soyingbe	NOUN
ajceb-5184	78	37	,	,	PUNCT
ajceb-5184	78	38	and	and	CCONJ
ajceb-5184	78	39	oyedeji	oyedeji	PROPN
ajceb-5184	78	40	89	89	NUM
ajceb-5184	78	41	between	between	ADP
ajceb-5184	78	42	prior	prior	ADJ
ajceb-5184	78	43	academic	academic	ADJ
ajceb-5184	78	44	achievement	achievement	NOUN
ajceb-5184	78	45	and	and	CCONJ
ajceb-5184	78	46	academic	academic	ADJ
ajceb-5184	78	47	success	success	NOUN
ajceb-5184	78	48	.	.	PUNCT
ajceb-5184	79	1	however	however	ADV
ajceb-5184	79	2	,	,	PUNCT
ajceb-5184	79	3	it	it	PRON
ajceb-5184	79	4	is	be	AUX
ajceb-5184	79	5	important	important	ADJ
ajceb-5184	79	6	to	to	PART
ajceb-5184	79	7	gain	gain	VERB
ajceb-5184	79	8	insights	insight	NOUN
ajceb-5184	79	9	into	into	ADP
ajceb-5184	79	10	the	the	DET
ajceb-5184	79	11	strength	strength	NOUN
ajceb-5184	79	12	of	of	ADP
ajceb-5184	79	13	these	these	DET
ajceb-5184	79	14	relationships	relationship	NOUN
ajceb-5184	79	15	in	in	ADP
ajceb-5184	79	16	previous	previous	ADJ
ajceb-5184	79	17	studies	study	NOUN
ajceb-5184	79	18	focused	focus	VERB
ajceb-5184	79	19	on	on	ADP
ajceb-5184	79	20	built	build	VERB
ajceb-5184	79	21	environment	environment	NOUN
ajceb-5184	79	22	disciplines	discipline	NOUN
ajceb-5184	79	23	.	.	PUNCT
ajceb-5184	80	1	previous	previous	ADJ
ajceb-5184	80	2	studies	study	NOUN
ajceb-5184	80	3	into	into	ADP
ajceb-5184	80	4	the	the	DET
ajceb-5184	80	5	relationship	relationship	NOUN
ajceb-5184	80	6	between	between	ADP
ajceb-5184	80	7	prior	prior	ADJ
ajceb-5184	80	8	academic	academic	ADJ
ajceb-5184	80	9	performance	performance	NOUN
ajceb-5184	80	10	and	and	CCONJ
ajceb-5184	80	11	academic	academic	ADJ
ajceb-5184	80	12	success	success	NOUN
ajceb-5184	80	13	for	for	ADP
ajceb-5184	80	14	undergraduate	undergraduate	ADJ
ajceb-5184	80	15	programmes	programme	NOUN
ajceb-5184	80	16	in	in	ADP
ajceb-5184	80	17	built	build	VERB
ajceb-5184	80	18	environment	environment	NOUN
ajceb-5184	80	19	disciplines	discipline	NOUN
ajceb-5184	80	20	are	be	AUX
ajceb-5184	80	21	relatively	relatively	ADV
ajceb-5184	80	22	few	few	ADJ
ajceb-5184	80	23	.	.	PUNCT
ajceb-5184	81	1	allen	allen	PROPN
ajceb-5184	81	2	and	and	CCONJ
ajceb-5184	81	3	carter	carter	PROPN
ajceb-5184	81	4	(	(	PUNCT
ajceb-5184	81	5	2007	2007	NUM
ajceb-5184	81	6	)	)	PUNCT
ajceb-5184	81	7	revealed	reveal	VERB
ajceb-5184	81	8	that	that	SCONJ
ajceb-5184	81	9	academic	academic	ADJ
ajceb-5184	81	10	success	success	NOUN
ajceb-5184	81	11	is	be	AUX
ajceb-5184	81	12	largely	largely	ADV
ajceb-5184	81	13	dependent	dependent	ADJ
ajceb-5184	81	14	on	on	ADP
ajceb-5184	81	15	grades	grade	NOUN
ajceb-5184	81	16	obtained	obtain	VERB
ajceb-5184	81	17	by	by	ADP
ajceb-5184	81	18	students	student	NOUN
ajceb-5184	81	19	in	in	ADP
ajceb-5184	81	20	core	core	NOUN
ajceb-5184	81	21	-	-	PUNCT
ajceb-5184	81	22	knowledge	knowledge	NOUN
ajceb-5184	81	23	courses	course	NOUN
ajceb-5184	81	24	taken	take	VERB
ajceb-5184	81	25	at	at	ADP
ajceb-5184	81	26	earlier	early	ADJ
ajceb-5184	81	27	stages	stage	NOUN
ajceb-5184	81	28	of	of	ADP
ajceb-5184	81	29	study	study	NOUN
ajceb-5184	81	30	in	in	ADP
ajceb-5184	81	31	a	a	DET
ajceb-5184	81	32	real	real	ADJ
ajceb-5184	81	33	estate	estate	NOUN
ajceb-5184	81	34	programme	programme	NOUN
ajceb-5184	81	35	.	.	PUNCT
ajceb-5184	82	1	abisuga	abisuga	NOUN
ajceb-5184	82	2	et	et	PROPN
ajceb-5184	82	3	al	al	PROPN
ajceb-5184	82	4	.	.	PROPN
ajceb-5184	83	1	(	(	PUNCT
ajceb-5184	83	2	2015	2015	NUM
ajceb-5184	83	3	)	)	PUNCT
ajceb-5184	83	4	reported	report	VERB
ajceb-5184	83	5	that	that	SCONJ
ajceb-5184	83	6	admission	admission	NOUN
ajceb-5184	83	7	criteria	criterion	NOUN
ajceb-5184	83	8	are	be	AUX
ajceb-5184	83	9	weak	weak	ADJ
ajceb-5184	83	10	predictors	predictor	NOUN
ajceb-5184	83	11	of	of	ADP
ajceb-5184	83	12	academic	academic	ADJ
ajceb-5184	83	13	success	success	NOUN
ajceb-5184	83	14	for	for	ADP
ajceb-5184	83	15	building	build	VERB
ajceb-5184	83	16	technology	technology	NOUN
ajceb-5184	83	17	students	student	NOUN
ajceb-5184	83	18	.	.	PUNCT
ajceb-5184	84	1	in	in	ADP
ajceb-5184	84	2	a	a	DET
ajceb-5184	84	3	similar	similar	ADJ
ajceb-5184	84	4	vein	vein	NOUN
ajceb-5184	84	5	,	,	PUNCT
ajceb-5184	84	6	newell	newell	PROPN
ajceb-5184	84	7	and	and	CCONJ
ajceb-5184	84	8	mallik	mallik	PROPN
ajceb-5184	84	9	(	(	PUNCT
ajceb-5184	84	10	2011	2011	NUM
ajceb-5184	84	11	)	)	PUNCT
ajceb-5184	84	12	found	find	VERB
ajceb-5184	84	13	that	that	SCONJ
ajceb-5184	84	14	prior	prior	ADJ
ajceb-5184	84	15	academic	academic	ADJ
ajceb-5184	84	16	performance	performance	NOUN
ajceb-5184	84	17	in	in	ADP
ajceb-5184	84	18	mathematics	mathematic	NOUN
ajceb-5184	84	19	is	be	AUX
ajceb-5184	84	20	significantly	significantly	ADV
ajceb-5184	84	21	related	relate	VERB
ajceb-5184	84	22	to	to	ADP
ajceb-5184	84	23	academic	academic	ADJ
ajceb-5184	84	24	success	success	NOUN
ajceb-5184	84	25	for	for	ADP
ajceb-5184	84	26	property	property	NOUN
ajceb-5184	84	27	undergraduate	undergraduate	NOUN
ajceb-5184	84	28	degree	degree	NOUN
ajceb-5184	84	29	programme	programme	NOUN
ajceb-5184	84	30	.	.	PUNCT
ajceb-5184	85	1	in	in	ADP
ajceb-5184	85	2	view	view	NOUN
ajceb-5184	85	3	of	of	ADP
ajceb-5184	85	4	all	all	DET
ajceb-5184	85	5	the	the	DET
ajceb-5184	85	6	studies	study	NOUN
ajceb-5184	85	7	that	that	PRON
ajceb-5184	85	8	have	have	AUX
ajceb-5184	85	9	been	be	AUX
ajceb-5184	85	10	reviewed	review	VERB
ajceb-5184	85	11	so	so	ADV
ajceb-5184	85	12	far	far	ADV
ajceb-5184	85	13	,	,	PUNCT
ajceb-5184	85	14	certain	certain	ADJ
ajceb-5184	85	15	inferences	inference	NOUN
ajceb-5184	85	16	can	can	AUX
ajceb-5184	85	17	be	be	AUX
ajceb-5184	85	18	drawn	draw	VERB
ajceb-5184	85	19	:	:	PUNCT
ajceb-5184	85	20	(	(	PUNCT
ajceb-5184	85	21	1	1	X
ajceb-5184	85	22	)	)	PUNCT
ajceb-5184	85	23	a	a	DET
ajceb-5184	85	24	relationship	relationship	NOUN
ajceb-5184	85	25	exists	exist	VERB
ajceb-5184	85	26	between	between	ADP
ajceb-5184	85	27	prior	prior	ADJ
ajceb-5184	85	28	academic	academic	ADJ
ajceb-5184	85	29	achievement	achievement	NOUN
ajceb-5184	85	30	and	and	CCONJ
ajceb-5184	85	31	academic	academic	ADJ
ajceb-5184	85	32	success	success	NOUN
ajceb-5184	85	33	across	across	ADP
ajceb-5184	85	34	all	all	DET
ajceb-5184	85	35	disciplines	discipline	NOUN
ajceb-5184	85	36	.	.	PUNCT
ajceb-5184	86	1	however	however	ADV
ajceb-5184	86	2	,	,	PUNCT
ajceb-5184	86	3	the	the	DET
ajceb-5184	86	4	strength	strength	NOUN
ajceb-5184	86	5	of	of	ADP
ajceb-5184	86	6	this	this	DET
ajceb-5184	86	7	relationship	relationship	NOUN
ajceb-5184	86	8	weakens	weaken	VERB
ajceb-5184	86	9	as	as	SCONJ
ajceb-5184	86	10	students	student	NOUN
ajceb-5184	86	11	progress	progress	VERB
ajceb-5184	86	12	to	to	ADP
ajceb-5184	86	13	later	later	ADJ
ajceb-5184	86	14	years	year	NOUN
ajceb-5184	86	15	;	;	PUNCT
ajceb-5184	86	16	(	(	PUNCT
ajceb-5184	86	17	2	2	X
ajceb-5184	86	18	)	)	PUNCT
ajceb-5184	86	19	studies	study	NOUN
ajceb-5184	86	20	have	have	AUX
ajceb-5184	86	21	largely	largely	ADV
ajceb-5184	86	22	focused	focus	VERB
ajceb-5184	86	23	on	on	ADP
ajceb-5184	86	24	‘	'	PUNCT
ajceb-5184	86	25	explaining	explain	VERB
ajceb-5184	86	26	’	'	PUNCT
ajceb-5184	86	27	the	the	DET
ajceb-5184	86	28	relationship	relationship	NOUN
ajceb-5184	86	29	rather	rather	ADV
ajceb-5184	86	30	than	than	ADP
ajceb-5184	86	31	‘	'	PUNCT
ajceb-5184	86	32	prediction	prediction	NOUN
ajceb-5184	86	33	’	'	PUNCT
ajceb-5184	86	34	(	(	PUNCT
ajceb-5184	86	35	see	see	VERB
ajceb-5184	86	36	shmueli	shmueli	ADJ
ajceb-5184	86	37	,	,	PUNCT
ajceb-5184	86	38	2010	2010	NUM
ajceb-5184	86	39	for	for	ADP
ajceb-5184	86	40	detailed	detailed	ADJ
ajceb-5184	86	41	information	information	NOUN
ajceb-5184	86	42	on	on	ADP
ajceb-5184	86	43	the	the	DET
ajceb-5184	86	44	difference	difference	NOUN
ajceb-5184	86	45	between	between	ADP
ajceb-5184	86	46	‘	'	PUNCT
ajceb-5184	86	47	explain	explain	VERB
ajceb-5184	86	48	’	'	PUNCT
ajceb-5184	86	49	and	and	CCONJ
ajceb-5184	86	50	‘	'	PUNCT
ajceb-5184	86	51	predict	predict	VERB
ajceb-5184	86	52	’	'	PUNCT
ajceb-5184	86	53	)	)	PUNCT
ajceb-5184	86	54	;	;	PUNCT
ajceb-5184	86	55	(	(	PUNCT
ajceb-5184	86	56	3	3	X
ajceb-5184	86	57	)	)	PUNCT
ajceb-5184	86	58	the	the	DET
ajceb-5184	86	59	preference	preference	NOUN
ajceb-5184	86	60	for	for	ADP
ajceb-5184	86	61	linear	linear	NOUN
ajceb-5184	86	62	modelling	modelling	NOUN
ajceb-5184	86	63	techniques	technique	NOUN
ajceb-5184	86	64	was	be	AUX
ajceb-5184	86	65	evident	evident	ADJ
ajceb-5184	86	66	in	in	ADP
ajceb-5184	86	67	previous	previous	ADJ
ajceb-5184	86	68	built	build	VERB
ajceb-5184	86	69	environment	environment	NOUN
ajceb-5184	86	70	disciplines	discipline	NOUN
ajceb-5184	86	71	(	(	PUNCT
ajceb-5184	86	72	abisuga	abisuga	NOUN
ajceb-5184	86	73	et	et	PROPN
ajceb-5184	86	74	al	al	PROPN
ajceb-5184	86	75	.	.	PROPN
ajceb-5184	86	76	2015	2015	NUM
ajceb-5184	86	77	;	;	PUNCT
ajceb-5184	86	78	allen	allen	PROPN
ajceb-5184	86	79	and	and	CCONJ
ajceb-5184	86	80	carter	carter	PROPN
ajceb-5184	86	81	,	,	PUNCT
ajceb-5184	86	82	2007	2007	NUM
ajceb-5184	86	83	;	;	PUNCT
ajceb-5184	86	84	newell	newell	PROPN
ajceb-5184	86	85	and	and	CCONJ
ajceb-5184	86	86	mallik	mallik	PROPN
ajceb-5184	86	87	,	,	PUNCT
ajceb-5184	86	88	2011	2011	NUM
ajceb-5184	86	89	)	)	PUNCT
ajceb-5184	86	90	.	.	PUNCT
ajceb-5184	87	1	therefore	therefore	ADV
ajceb-5184	87	2	,	,	PUNCT
ajceb-5184	87	3	the	the	DET
ajceb-5184	87	4	present	present	ADJ
ajceb-5184	87	5	study	study	NOUN
ajceb-5184	87	6	investigates	investigate	VERB
ajceb-5184	87	7	the	the	DET
ajceb-5184	87	8	relationship	relationship	NOUN
ajceb-5184	87	9	between	between	ADP
ajceb-5184	87	10	prior	prior	ADJ
ajceb-5184	87	11	academic	academic	ADJ
ajceb-5184	87	12	performance	performance	NOUN
ajceb-5184	87	13	and	and	CCONJ
ajceb-5184	87	14	student	student	NOUN
ajceb-5184	87	15	’s	’s	PART
ajceb-5184	87	16	academic	academic	ADJ
ajceb-5184	87	17	success	success	NOUN
ajceb-5184	87	18	on	on	ADP
ajceb-5184	87	19	an	an	DET
ajceb-5184	87	20	undergraduate	undergraduate	ADJ
ajceb-5184	87	21	architecture	architecture	NOUN
ajceb-5184	87	22	programme	programme	NOUN
ajceb-5184	87	23	using	use	VERB
ajceb-5184	87	24	machine	machine	NOUN
ajceb-5184	87	25	-	-	PUNCT
ajceb-5184	87	26	learning	learn	VERB
ajceb-5184	87	27	techniques	technique	NOUN
ajceb-5184	87	28	.	.	PUNCT
ajceb-5184	88	1	the	the	DET
ajceb-5184	88	2	study	study	NOUN
ajceb-5184	88	3	addresses	address	VERB
ajceb-5184	88	4	a	a	DET
ajceb-5184	88	5	gap	gap	NOUN
ajceb-5184	88	6	in	in	ADP
ajceb-5184	88	7	the	the	DET
ajceb-5184	88	8	literature	literature	NOUN
ajceb-5184	88	9	by	by	ADP
ajceb-5184	88	10	applying	apply	VERB
ajceb-5184	88	11	machinelearning	machinelearning	NOUN
ajceb-5184	88	12	techniques	technique	NOUN
ajceb-5184	88	13	which	which	PRON
ajceb-5184	88	14	possess	possess	VERB
ajceb-5184	88	15	the	the	DET
ajceb-5184	88	16	ability	ability	NOUN
ajceb-5184	88	17	to	to	PART
ajceb-5184	88	18	capture	capture	VERB
ajceb-5184	88	19	non	non	ADJ
ajceb-5184	88	20	-	-	ADJ
ajceb-5184	88	21	linear	linear	ADJ
ajceb-5184	88	22	relationships	relationship	NOUN
ajceb-5184	88	23	present	present	ADJ
ajceb-5184	88	24	in	in	ADP
ajceb-5184	88	25	real	real	ADJ
ajceb-5184	88	26	life	life	NOUN
ajceb-5184	88	27	data	datum	NOUN
ajceb-5184	88	28	.	.	PUNCT
ajceb-5184	89	1	also	also	ADV
ajceb-5184	89	2	,	,	PUNCT
ajceb-5184	89	3	the	the	DET
ajceb-5184	89	4	estimated	estimate	VERB
ajceb-5184	89	5	relationship	relationship	NOUN
ajceb-5184	89	6	is	be	AUX
ajceb-5184	89	7	used	use	VERB
ajceb-5184	89	8	for	for	ADP
ajceb-5184	89	9	prediction	prediction	NOUN
ajceb-5184	89	10	.	.	PUNCT
ajceb-5184	90	1	method	method	NOUN
ajceb-5184	90	2	many	many	ADJ
ajceb-5184	90	3	researchers	researcher	NOUN
ajceb-5184	90	4	have	have	AUX
ajceb-5184	90	5	examined	examine	VERB
ajceb-5184	90	6	the	the	DET
ajceb-5184	90	7	determinants	determinant	NOUN
ajceb-5184	90	8	of	of	ADP
ajceb-5184	90	9	academic	academic	ADJ
ajceb-5184	90	10	success	success	NOUN
ajceb-5184	90	11	in	in	ADP
ajceb-5184	90	12	built	build	VERB
ajceb-5184	90	13	environment	environment	NOUN
ajceb-5184	90	14	programmes	programme	NOUN
ajceb-5184	90	15	using	use	VERB
ajceb-5184	90	16	various	various	ADJ
ajceb-5184	90	17	methods	method	NOUN
ajceb-5184	90	18	.	.	PUNCT
ajceb-5184	91	1	in	in	ADP
ajceb-5184	91	2	literature	literature	NOUN
ajceb-5184	91	3	,	,	PUNCT
ajceb-5184	91	4	the	the	DET
ajceb-5184	91	5	research	research	NOUN
ajceb-5184	91	6	methods	method	NOUN
ajceb-5184	91	7	utilized	utilize	VERB
ajceb-5184	91	8	include	include	VERB
ajceb-5184	91	9	:	:	PUNCT
ajceb-5184	91	10	questionnaire	questionnaire	NOUN
ajceb-5184	91	11	survey	survey	NOUN
ajceb-5184	91	12	(	(	PUNCT
ajceb-5184	91	13	ling	ling	NOUN
ajceb-5184	91	14	et	et	PROPN
ajceb-5184	91	15	al	al	PROPN
ajceb-5184	91	16	.	.	PROPN
ajceb-5184	91	17	,	,	PUNCT
ajceb-5184	91	18	2010	2010	NUM
ajceb-5184	91	19	)	)	PUNCT
ajceb-5184	91	20	,	,	PUNCT
ajceb-5184	91	21	simulation	simulation	NOUN
ajceb-5184	91	22	(	(	PUNCT
ajceb-5184	91	23	long	long	ADV
ajceb-5184	91	24	et	et	PROPN
ajceb-5184	91	25	al	al	PROPN
ajceb-5184	91	26	.	.	PROPN
ajceb-5184	91	27	,	,	PUNCT
ajceb-5184	91	28	2009	2009	NUM
ajceb-5184	91	29	)	)	PUNCT
ajceb-5184	91	30	and	and	CCONJ
ajceb-5184	91	31	longitudinal	longitudinal	ADJ
ajceb-5184	91	32	survey	survey	NOUN
ajceb-5184	91	33	(	(	PUNCT
ajceb-5184	91	34	guillermo	guillermo	PROPN
ajceb-5184	91	35	et	et	PROPN
ajceb-5184	91	36	al	al	PROPN
ajceb-5184	91	37	.	.	PROPN
ajceb-5184	91	38	,	,	PUNCT
ajceb-5184	91	39	2014	2014	NUM
ajceb-5184	91	40	)	)	PUNCT
ajceb-5184	91	41	.	.	PUNCT
ajceb-5184	92	1	although	although	SCONJ
ajceb-5184	92	2	several	several	ADJ
ajceb-5184	92	3	research	research	NOUN
ajceb-5184	92	4	methods	method	NOUN
ajceb-5184	92	5	have	have	AUX
ajceb-5184	92	6	been	be	AUX
ajceb-5184	92	7	applied	apply	VERB
ajceb-5184	92	8	in	in	ADP
ajceb-5184	92	9	literature	literature	NOUN
ajceb-5184	92	10	,	,	PUNCT
ajceb-5184	92	11	it	it	PRON
ajceb-5184	92	12	is	be	AUX
ajceb-5184	92	13	important	important	ADJ
ajceb-5184	92	14	to	to	PART
ajceb-5184	92	15	note	note	VERB
ajceb-5184	92	16	that	that	SCONJ
ajceb-5184	92	17	the	the	DET
ajceb-5184	92	18	suitability	suitability	NOUN
ajceb-5184	92	19	of	of	ADP
ajceb-5184	92	20	a	a	DET
ajceb-5184	92	21	particular	particular	ADJ
ajceb-5184	92	22	approach	approach	NOUN
ajceb-5184	92	23	to	to	ADP
ajceb-5184	92	24	addressing	address	VERB
ajceb-5184	92	25	a	a	DET
ajceb-5184	92	26	research	research	NOUN
ajceb-5184	92	27	problem	problem	NOUN
ajceb-5184	92	28	is	be	AUX
ajceb-5184	92	29	a	a	DET
ajceb-5184	92	30	principal	principal	ADJ
ajceb-5184	92	31	factor	factor	NOUN
ajceb-5184	92	32	considered	consider	VERB
ajceb-5184	92	33	in	in	ADP
ajceb-5184	92	34	selecting	select	VERB
ajceb-5184	92	35	a	a	DET
ajceb-5184	92	36	research	research	NOUN
ajceb-5184	92	37	method	method	NOUN
ajceb-5184	92	38	.	.	PUNCT
ajceb-5184	93	1	the	the	DET
ajceb-5184	93	2	modelling	model	VERB
ajceb-5184	93	3	research	research	NOUN
ajceb-5184	93	4	method	method	NOUN
ajceb-5184	93	5	offers	offer	VERB
ajceb-5184	93	6	an	an	DET
ajceb-5184	93	7	effective	effective	ADJ
ajceb-5184	93	8	way	way	NOUN
ajceb-5184	93	9	of	of	ADP
ajceb-5184	93	10	examining	examine	VERB
ajceb-5184	93	11	the	the	DET
ajceb-5184	93	12	relationship	relationship	NOUN
ajceb-5184	93	13	between	between	ADP
ajceb-5184	93	14	dependent	dependent	ADJ
ajceb-5184	93	15	and	and	CCONJ
ajceb-5184	93	16	independent	independent	ADJ
ajceb-5184	93	17	variables	variable	NOUN
ajceb-5184	93	18	(	(	PUNCT
ajceb-5184	93	19	fellows	fellow	NOUN
ajceb-5184	93	20	and	and	CCONJ
ajceb-5184	93	21	liu	liu	PROPN
ajceb-5184	93	22	,	,	PUNCT
ajceb-5184	93	23	2015	2015	NUM
ajceb-5184	93	24	)	)	PUNCT
ajceb-5184	93	25	.	.	PUNCT
ajceb-5184	94	1	the	the	DET
ajceb-5184	94	2	underlying	underlie	VERB
ajceb-5184	94	3	pattern	pattern	NOUN
ajceb-5184	94	4	that	that	PRON
ajceb-5184	94	5	is	be	AUX
ajceb-5184	94	6	uncovered	uncover	VERB
ajceb-5184	94	7	can	can	AUX
ajceb-5184	94	8	then	then	ADV
ajceb-5184	94	9	be	be	AUX
ajceb-5184	94	10	used	use	VERB
ajceb-5184	94	11	for	for	ADP
ajceb-5184	94	12	prediction	prediction	NOUN
ajceb-5184	94	13	.	.	PUNCT
ajceb-5184	95	1	in	in	ADP
ajceb-5184	95	2	addition	addition	NOUN
ajceb-5184	95	3	,	,	PUNCT
ajceb-5184	95	4	prediction	prediction	NOUN
ajceb-5184	95	5	modelling	modelling	NOUN
ajceb-5184	95	6	is	be	AUX
ajceb-5184	95	7	useful	useful	ADJ
ajceb-5184	95	8	in	in	ADP
ajceb-5184	95	9	theory	theory	NOUN
ajceb-5184	95	10	/	/	SYM
ajceb-5184	95	11	hypothesis	hypothesis	NOUN
ajceb-5184	95	12	testing	testing	NOUN
ajceb-5184	95	13	(	(	PUNCT
ajceb-5184	95	14	shmueli	shmueli	ADJ
ajceb-5184	95	15	,	,	PUNCT
ajceb-5184	95	16	2010	2010	NUM
ajceb-5184	95	17	)	)	PUNCT
ajceb-5184	95	18	.	.	PUNCT
ajceb-5184	96	1	therefore	therefore	ADV
ajceb-5184	96	2	,	,	PUNCT
ajceb-5184	96	3	two	two	NUM
ajceb-5184	96	4	machine	machine	NOUN
ajceb-5184	96	5	learning	learn	VERB
ajceb-5184	96	6	modelling	model	VERB
ajceb-5184	96	7	techniques	technique	NOUN
ajceb-5184	96	8	(	(	PUNCT
ajceb-5184	96	9	i.e.	i.e.	X
ajceb-5184	96	10	k	k	X
ajceb-5184	96	11	-	-	PUNCT
ajceb-5184	96	12	nn	nn	ADJ
ajceb-5184	96	13	algorithm	algorithm	NOUN
ajceb-5184	96	14	and	and	CCONJ
ajceb-5184	96	15	linear	linear	ADJ
ajceb-5184	96	16	discriminant	discriminant	ADJ
ajceb-5184	96	17	analysis	analysis	NOUN
ajceb-5184	96	18	)	)	PUNCT
ajceb-5184	96	19	were	be	AUX
ajceb-5184	96	20	used	use	VERB
ajceb-5184	96	21	to	to	PART
ajceb-5184	96	22	predict	predict	VERB
ajceb-5184	96	23	academic	academic	ADJ
ajceb-5184	96	24	success	success	NOUN
ajceb-5184	96	25	of	of	ADP
ajceb-5184	96	26	undergraduate	undergraduate	ADJ
ajceb-5184	96	27	students	student	NOUN
ajceb-5184	96	28	on	on	ADP
ajceb-5184	96	29	an	an	DET
ajceb-5184	96	30	architecture	architecture	NOUN
ajceb-5184	96	31	programme	programme	NOUN
ajceb-5184	96	32	in	in	ADP
ajceb-5184	96	33	a	a	DET
ajceb-5184	96	34	nigerian	nigerian	ADJ
ajceb-5184	96	35	university	university	NOUN
ajceb-5184	96	36	.	.	PUNCT
ajceb-5184	97	1	linear	linear	PROPN
ajceb-5184	97	2	discriminant	discriminant	ADJ
ajceb-5184	97	3	analysis	analysis	NOUN
ajceb-5184	97	4	was	be	AUX
ajceb-5184	97	5	applied	apply	VERB
ajceb-5184	97	6	because	because	SCONJ
ajceb-5184	97	7	this	this	DET
ajceb-5184	97	8	technique	technique	NOUN
ajceb-5184	97	9	was	be	AUX
ajceb-5184	97	10	employed	employ	VERB
ajceb-5184	97	11	in	in	ADP
ajceb-5184	97	12	early	early	ADJ
ajceb-5184	97	13	studies	study	NOUN
ajceb-5184	97	14	(	(	PUNCT
ajceb-5184	97	15	e.g.	e.g.	ADV
ajceb-5184	97	16	young	young	ADJ
ajceb-5184	97	17	,	,	PUNCT
ajceb-5184	97	18	1989	1989	NUM
ajceb-5184	97	19	)	)	PUNCT
ajceb-5184	97	20	.	.	PUNCT
ajceb-5184	98	1	also	also	ADV
ajceb-5184	98	2	,	,	PUNCT
ajceb-5184	98	3	the	the	DET
ajceb-5184	98	4	k	k	PROPN
ajceb-5184	98	5	-	-	PUNCT
ajceb-5184	98	6	nn	nn	ADJ
ajceb-5184	98	7	modelling	modelling	NOUN
ajceb-5184	98	8	technique	technique	NOUN
ajceb-5184	98	9	has	have	AUX
ajceb-5184	98	10	provided	provide	VERB
ajceb-5184	98	11	useful	useful	ADJ
ajceb-5184	98	12	predictions	prediction	NOUN
ajceb-5184	98	13	in	in	ADP
ajceb-5184	98	14	different	different	ADJ
ajceb-5184	98	15	fields	field	NOUN
ajceb-5184	98	16	of	of	ADP
ajceb-5184	98	17	academic	academic	ADJ
ajceb-5184	98	18	endeavours	endeavour	NOUN
ajceb-5184	98	19	,	,	PUNCT
ajceb-5184	98	20	such	such	ADJ
ajceb-5184	98	21	as	as	ADP
ajceb-5184	98	22	ergonomics	ergonomic	NOUN
ajceb-5184	98	23	(	(	PUNCT
ajceb-5184	98	24	sánchez	sánchez	NOUN
ajceb-5184	98	25	et	et	PROPN
ajceb-5184	98	26	al	al	PROPN
ajceb-5184	98	27	.	.	PROPN
ajceb-5184	98	28	,	,	PUNCT
ajceb-5184	98	29	2016	2016	NUM
ajceb-5184	98	30	)	)	PUNCT
ajceb-5184	98	31	;	;	PUNCT
ajceb-5184	98	32	traffic	traffic	NOUN
ajceb-5184	98	33	engineering	engineering	NOUN
ajceb-5184	98	34	(	(	PUNCT
ajceb-5184	98	35	yoon	yoon	PROPN
ajceb-5184	98	36	and	and	CCONJ
ajceb-5184	98	37	chang	chang	PROPN
ajceb-5184	98	38	,	,	PUNCT
ajceb-5184	98	39	2014	2014	NUM
ajceb-5184	98	40	)	)	PUNCT
ajceb-5184	98	41	and	and	CCONJ
ajceb-5184	98	42	medicine	medicine	NOUN
ajceb-5184	98	43	(	(	PUNCT
ajceb-5184	98	44	zhu	zhu	X
ajceb-5184	98	45	et	et	PROPN
ajceb-5184	98	46	al	al	PROPN
ajceb-5184	98	47	.	.	PROPN
ajceb-5184	98	48	,	,	PUNCT
ajceb-5184	98	49	2007	2007	NUM
ajceb-5184	98	50	)	)	PUNCT
ajceb-5184	98	51	among	among	ADP
ajceb-5184	98	52	others	other	NOUN
ajceb-5184	98	53	.	.	PUNCT
ajceb-5184	99	1	the	the	DET
ajceb-5184	99	2	predictive	predictive	ADJ
ajceb-5184	99	3	accuracy	accuracy	NOUN
ajceb-5184	99	4	(	(	PUNCT
ajceb-5184	99	5	i.e.	i.e.	X
ajceb-5184	99	6	generalisation	generalisation	NOUN
ajceb-5184	99	7	)	)	PUNCT
ajceb-5184	99	8	of	of	ADP
ajceb-5184	99	9	the	the	DET
ajceb-5184	99	10	developed	develop	VERB
ajceb-5184	99	11	models	model	NOUN
ajceb-5184	99	12	were	be	AUX
ajceb-5184	99	13	compared	compare	VERB
ajceb-5184	99	14	.	.	PUNCT
ajceb-5184	100	1	due	due	ADP
ajceb-5184	100	2	to	to	ADP
ajceb-5184	100	3	space	space	NOUN
ajceb-5184	100	4	constraints	constraint	NOUN
ajceb-5184	100	5	,	,	PUNCT
ajceb-5184	100	6	readers	reader	NOUN
ajceb-5184	100	7	interested	interested	ADJ
ajceb-5184	100	8	in	in	ADP
ajceb-5184	100	9	the	the	DET
ajceb-5184	100	10	application	application	NOUN
ajceb-5184	100	11	of	of	ADP
ajceb-5184	100	12	machine	machine	NOUN
ajceb-5184	100	13	-	-	PUNCT
ajceb-5184	100	14	learning	learn	VERB
ajceb-5184	100	15	models	model	NOUN
ajceb-5184	100	16	are	be	AUX
ajceb-5184	100	17	referred	refer	VERB
ajceb-5184	100	18	to	to	ADP
ajceb-5184	100	19	cortez	cortez	PROPN
ajceb-5184	100	20	(	(	PUNCT
ajceb-5184	100	21	2015	2015	NUM
ajceb-5184	100	22	)	)	PUNCT
ajceb-5184	100	23	.	.	PUNCT
ajceb-5184	101	1	ethical	ethical	ADJ
ajceb-5184	101	2	consideration	consideration	NOUN
ajceb-5184	101	3	permission	permission	NOUN
ajceb-5184	101	4	was	be	AUX
ajceb-5184	101	5	obtained	obtain	VERB
ajceb-5184	101	6	from	from	ADP
ajceb-5184	101	7	the	the	DET
ajceb-5184	101	8	concerned	concerned	ADJ
ajceb-5184	101	9	academic	academic	ADJ
ajceb-5184	101	10	department	department	NOUN
ajceb-5184	101	11	prior	prior	ADV
ajceb-5184	101	12	to	to	ADP
ajceb-5184	101	13	data	data	NOUN
ajceb-5184	101	14	collection	collection	NOUN
ajceb-5184	101	15	.	.	PUNCT
ajceb-5184	102	1	in	in	ADP
ajceb-5184	102	2	order	order	NOUN
ajceb-5184	102	3	to	to	PART
ajceb-5184	102	4	comply	comply	VERB
ajceb-5184	102	5	with	with	ADP
ajceb-5184	102	6	ethical	ethical	ADJ
ajceb-5184	102	7	requirements	requirement	NOUN
ajceb-5184	102	8	,	,	PUNCT
ajceb-5184	102	9	the	the	DET
ajceb-5184	102	10	academic	academic	ADJ
ajceb-5184	102	11	records	record	NOUN
ajceb-5184	102	12	of	of	ADP
ajceb-5184	102	13	each	each	DET
ajceb-5184	102	14	student	student	NOUN
ajceb-5184	102	15	was	be	AUX
ajceb-5184	102	16	anonymised	anonymise	VERB
ajceb-5184	102	17	by	by	ADP
ajceb-5184	102	18	the	the	DET
ajceb-5184	102	19	administrators	administrator	NOUN
ajceb-5184	102	20	in	in	ADP
ajceb-5184	102	21	charge	charge	NOUN
ajceb-5184	102	22	of	of	ADP
ajceb-5184	102	23	the	the	DET
ajceb-5184	102	24	database	database	NOUN
ajceb-5184	102	25	.	.	PUNCT
ajceb-5184	103	1	subsequently	subsequently	ADV
ajceb-5184	103	2	,	,	PUNCT
ajceb-5184	103	3	the	the	DET
ajceb-5184	103	4	anonymised	anonymise	VERB
ajceb-5184	103	5	data	datum	NOUN
ajceb-5184	103	6	was	be	AUX
ajceb-5184	103	7	transferred	transfer	VERB
ajceb-5184	103	8	to	to	ADP
ajceb-5184	103	9	the	the	DET
ajceb-5184	103	10	first	first	ADJ
ajceb-5184	103	11	author	author	NOUN
ajceb-5184	103	12	.	.	PUNCT
ajceb-5184	104	1	this	this	PRON
ajceb-5184	104	2	ensured	ensure	VERB
ajceb-5184	104	3	that	that	SCONJ
ajceb-5184	104	4	no	no	DET
ajceb-5184	104	5	connection	connection	NOUN
ajceb-5184	104	6	could	could	AUX
ajceb-5184	104	7	be	be	AUX
ajceb-5184	104	8	made	make	VERB
ajceb-5184	104	9	with	with	ADP
ajceb-5184	104	10	any	any	DET
ajceb-5184	104	11	individual	individual	NOUN
ajceb-5184	104	12	.	.	PUNCT
ajceb-5184	105	1	it	it	PRON
ajceb-5184	105	2	should	should	AUX
ajceb-5184	105	3	be	be	AUX
ajceb-5184	105	4	noted	note	VERB
ajceb-5184	105	5	that	that	SCONJ
ajceb-5184	105	6	issues	issue	NOUN
ajceb-5184	105	7	relating	relate	VERB
ajceb-5184	105	8	to	to	ADP
ajceb-5184	105	9	admission	admission	NOUN
ajceb-5184	105	10	criteria	criterion	NOUN
ajceb-5184	105	11	and	and	CCONJ
ajceb-5184	105	12	access	access	NOUN
ajceb-5184	105	13	to	to	ADP
ajceb-5184	105	14	student	student	NOUN
ajceb-5184	105	15	's	's	PART
ajceb-5184	105	16	construction	construction	NOUN
ajceb-5184	105	17	economics	economic	NOUN
ajceb-5184	105	18	and	and	CCONJ
ajceb-5184	105	19	building	building	NOUN
ajceb-5184	105	20	,	,	PUNCT
ajceb-5184	105	21	16(4	16(4	NUM
ajceb-5184	105	22	)	)	PUNCT
ajceb-5184	105	23	,	,	PUNCT
ajceb-5184	105	24	86	86	NUM
ajceb-5184	105	25	-	-	SYM
ajceb-5184	105	26	98	98	NUM
ajceb-5184	105	27	aluko	aluko	PROPN
ajceb-5184	105	28	,	,	PUNCT
ajceb-5184	105	29	adenuga	adenuga	PROPN
ajceb-5184	105	30	,	,	PUNCT
ajceb-5184	105	31	kukoyi	kukoyi	PROPN
ajceb-5184	105	32	,	,	PUNCT
ajceb-5184	105	33	soyingbe	soyingbe	NOUN
ajceb-5184	105	34	,	,	PUNCT
ajceb-5184	105	35	and	and	CCONJ
ajceb-5184	105	36	oyedeji	oyedeji	VERB
ajceb-5184	105	37	90	90	NUM
ajceb-5184	105	38	entry	entry	NOUN
ajceb-5184	105	39	information	information	NOUN
ajceb-5184	105	40	are	be	AUX
ajceb-5184	105	41	handled	handle	VERB
ajceb-5184	105	42	by	by	ADP
ajceb-5184	105	43	senior	senior	ADJ
ajceb-5184	105	44	academics	academic	NOUN
ajceb-5184	105	45	and	and	CCONJ
ajceb-5184	105	46	top	top	ADJ
ajceb-5184	105	47	university	university	NOUN
ajceb-5184	105	48	administrators	administrator	NOUN
ajceb-5184	105	49	.	.	PUNCT
ajceb-5184	106	1	in	in	ADP
ajceb-5184	106	2	addition	addition	NOUN
ajceb-5184	106	3	,	,	PUNCT
ajceb-5184	106	4	there	there	PRON
ajceb-5184	106	5	is	be	VERB
ajceb-5184	106	6	an	an	DET
ajceb-5184	106	7	internal	internal	ADJ
ajceb-5184	106	8	process	process	NOUN
ajceb-5184	106	9	for	for	ADP
ajceb-5184	106	10	cross	cross	ADJ
ajceb-5184	106	11	-	-	ADJ
ajceb-5184	106	12	checking	checking	ADJ
ajceb-5184	106	13	marks	mark	NOUN
ajceb-5184	106	14	assigned	assign	VERB
ajceb-5184	106	15	for	for	ADP
ajceb-5184	106	16	each	each	DET
ajceb-5184	106	17	course	course	NOUN
ajceb-5184	106	18	taken	take	VERB
ajceb-5184	106	19	by	by	ADP
ajceb-5184	106	20	each	each	DET
ajceb-5184	106	21	student	student	NOUN
ajceb-5184	106	22	.	.	PUNCT
ajceb-5184	107	1	this	this	PRON
ajceb-5184	107	2	serves	serve	VERB
ajceb-5184	107	3	as	as	ADP
ajceb-5184	107	4	quality	quality	NOUN
ajceb-5184	107	5	assurance	assurance	NOUN
ajceb-5184	107	6	in	in	ADP
ajceb-5184	107	7	order	order	NOUN
ajceb-5184	107	8	to	to	PART
ajceb-5184	107	9	preserve	preserve	VERB
ajceb-5184	107	10	objectivity	objectivity	NOUN
ajceb-5184	107	11	in	in	ADP
ajceb-5184	107	12	the	the	DET
ajceb-5184	107	13	metrics	metric	NOUN
ajceb-5184	107	14	used	use	VERB
ajceb-5184	107	15	to	to	PART
ajceb-5184	107	16	evaluate	evaluate	VERB
ajceb-5184	107	17	students	student	NOUN
ajceb-5184	107	18	'	'	PART
ajceb-5184	107	19	academic	academic	ADJ
ajceb-5184	107	20	success	success	NOUN
ajceb-5184	107	21	.	.	PUNCT
ajceb-5184	108	1	data	data	VERB
ajceb-5184	108	2	the	the	DET
ajceb-5184	108	3	architecture	architecture	NOUN
ajceb-5184	108	4	undergraduate	undergraduate	NOUN
ajceb-5184	108	5	programme	programme	NOUN
ajceb-5184	108	6	at	at	ADP
ajceb-5184	108	7	the	the	DET
ajceb-5184	108	8	olabisi	olabisi	ADJ
ajceb-5184	108	9	onabanjo	onabanjo	PROPN
ajceb-5184	108	10	university	university	NOUN
ajceb-5184	108	11	began	begin	VERB
ajceb-5184	108	12	in	in	ADP
ajceb-5184	108	13	2003	2003	NUM
ajceb-5184	108	14	.	.	PUNCT
ajceb-5184	109	1	the	the	DET
ajceb-5184	109	2	curriculum	curriculum	NOUN
ajceb-5184	109	3	includes	include	VERB
ajceb-5184	109	4	studio	studio	NOUN
ajceb-5184	109	5	-	-	PUNCT
ajceb-5184	109	6	based	base	VERB
ajceb-5184	109	7	learning	learning	NOUN
ajceb-5184	109	8	strategies	strategy	NOUN
ajceb-5184	109	9	and	and	CCONJ
ajceb-5184	109	10	integration	integration	NOUN
ajceb-5184	109	11	of	of	ADP
ajceb-5184	109	12	relevant	relevant	ADJ
ajceb-5184	109	13	courses	course	NOUN
ajceb-5184	109	14	from	from	ADP
ajceb-5184	109	15	other	other	ADJ
ajceb-5184	109	16	built	build	VERB
ajceb-5184	109	17	environment	environment	NOUN
ajceb-5184	109	18	disciplines	discipline	NOUN
ajceb-5184	109	19	.	.	PUNCT
ajceb-5184	110	1	currently	currently	ADV
ajceb-5184	110	2	,	,	PUNCT
ajceb-5184	110	3	the	the	DET
ajceb-5184	110	4	admission	admission	NOUN
ajceb-5184	110	5	criteria	criterion	NOUN
ajceb-5184	110	6	are	be	AUX
ajceb-5184	110	7	designed	design	VERB
ajceb-5184	110	8	to	to	PART
ajceb-5184	110	9	provide	provide	VERB
ajceb-5184	110	10	entry	entry	NOUN
ajceb-5184	110	11	opportunities	opportunity	NOUN
ajceb-5184	110	12	into	into	ADP
ajceb-5184	110	13	the	the	DET
ajceb-5184	110	14	architecture	architecture	NOUN
ajceb-5184	110	15	programme	programme	NOUN
ajceb-5184	110	16	for	for	ADP
ajceb-5184	110	17	high	high	ADJ
ajceb-5184	110	18	academic	academic	ADJ
ajceb-5184	110	19	achievers	achiever	NOUN
ajceb-5184	110	20	(	(	PUNCT
ajceb-5184	110	21	based	base	VERB
ajceb-5184	110	22	on	on	ADP
ajceb-5184	110	23	prior	prior	ADJ
ajceb-5184	110	24	academic	academic	ADJ
ajceb-5184	110	25	achievement	achievement	NOUN
ajceb-5184	110	26	)	)	PUNCT
ajceb-5184	110	27	and	and	CCONJ
ajceb-5184	110	28	applicants	applicant	NOUN
ajceb-5184	110	29	from	from	ADP
ajceb-5184	110	30	educationally	educationally	ADV
ajceb-5184	110	31	disadvantaged	disadvantaged	ADJ
ajceb-5184	110	32	areas	area	NOUN
ajceb-5184	110	33	.	.	PUNCT
ajceb-5184	111	1	further	far	ADV
ajceb-5184	111	2	,	,	PUNCT
ajceb-5184	111	3	the	the	DET
ajceb-5184	111	4	undergraduate	undergraduate	ADJ
ajceb-5184	111	5	architecture	architecture	NOUN
ajceb-5184	111	6	programme	programme	NOUN
ajceb-5184	111	7	is	be	AUX
ajceb-5184	111	8	accredited	accredit	VERB
ajceb-5184	111	9	by	by	ADP
ajceb-5184	111	10	the	the	DET
ajceb-5184	111	11	national	national	PROPN
ajceb-5184	111	12	universities	universities	PROPN
ajceb-5184	111	13	commission	commission	PROPN
ajceb-5184	111	14	.	.	PUNCT
ajceb-5184	112	1	the	the	DET
ajceb-5184	112	2	developed	develop	VERB
ajceb-5184	112	3	models	model	NOUN
ajceb-5184	112	4	were	be	AUX
ajceb-5184	112	5	trained	train	VERB
ajceb-5184	112	6	using	use	VERB
ajceb-5184	112	7	data	datum	NOUN
ajceb-5184	112	8	collected	collect	VERB
ajceb-5184	112	9	from	from	ADP
ajceb-5184	112	10	the	the	DET
ajceb-5184	112	11	department	department	NOUN
ajceb-5184	112	12	of	of	ADP
ajceb-5184	112	13	design	design	NOUN
ajceb-5184	112	14	and	and	CCONJ
ajceb-5184	112	15	architecture	architecture	NOUN
ajceb-5184	112	16	,	,	PUNCT
ajceb-5184	112	17	olabisi	olabisi	ADJ
ajceb-5184	112	18	onabanjo	onabanjo	PROPN
ajceb-5184	112	19	university	university	PROPN
ajceb-5184	112	20	,	,	PUNCT
ajceb-5184	112	21	ogun	ogun	PROPN
ajceb-5184	112	22	state	state	PROPN
ajceb-5184	112	23	,	,	PUNCT
ajceb-5184	112	24	nigeria	nigeria	PROPN
ajceb-5184	112	25	.	.	PUNCT
ajceb-5184	113	1	the	the	DET
ajceb-5184	113	2	collected	collect	VERB
ajceb-5184	113	3	data	datum	NOUN
ajceb-5184	113	4	contained	contain	VERB
ajceb-5184	113	5	information	information	NOUN
ajceb-5184	113	6	on	on	ADP
ajceb-5184	113	7	102	102	NUM
ajceb-5184	113	8	students	student	NOUN
ajceb-5184	113	9	that	that	PRON
ajceb-5184	113	10	completed	complete	VERB
ajceb-5184	113	11	the	the	DET
ajceb-5184	113	12	undergraduate	undergraduate	ADJ
ajceb-5184	113	13	programme	programme	NOUN
ajceb-5184	113	14	between	between	ADP
ajceb-5184	113	15	2011	2011	NUM
ajceb-5184	113	16	and	and	CCONJ
ajceb-5184	113	17	2014	2014	NUM
ajceb-5184	113	18	.	.	PUNCT
ajceb-5184	114	1	this	this	PRON
ajceb-5184	114	2	provided	provide	VERB
ajceb-5184	114	3	information	information	NOUN
ajceb-5184	114	4	relating	relate	VERB
ajceb-5184	114	5	to	to	ADP
ajceb-5184	114	6	prior	prior	ADJ
ajceb-5184	114	7	academic	academic	ADJ
ajceb-5184	114	8	achievement	achievement	NOUN
ajceb-5184	114	9	and	and	CCONJ
ajceb-5184	114	10	academic	academic	ADJ
ajceb-5184	114	11	success	success	NOUN
ajceb-5184	114	12	for	for	ADP
ajceb-5184	114	13	each	each	DET
ajceb-5184	114	14	student	student	NOUN
ajceb-5184	114	15	.	.	PUNCT
ajceb-5184	115	1	before	before	ADP
ajceb-5184	115	2	fitting	fit	VERB
ajceb-5184	115	3	the	the	DET
ajceb-5184	115	4	collected	collect	VERB
ajceb-5184	115	5	data	datum	NOUN
ajceb-5184	115	6	to	to	ADP
ajceb-5184	115	7	the	the	DET
ajceb-5184	115	8	models	model	NOUN
ajceb-5184	115	9	,	,	PUNCT
ajceb-5184	115	10	data	datum	NOUN
ajceb-5184	115	11	cleaning	cleaning	NOUN
ajceb-5184	115	12	was	be	AUX
ajceb-5184	115	13	carried	carry	VERB
ajceb-5184	115	14	out	out	ADP
ajceb-5184	115	15	.	.	PUNCT
ajceb-5184	116	1	owing	owe	VERB
ajceb-5184	116	2	to	to	ADP
ajceb-5184	116	3	some	some	DET
ajceb-5184	116	4	missing	missing	ADJ
ajceb-5184	116	5	information	information	NOUN
ajceb-5184	116	6	,	,	PUNCT
ajceb-5184	116	7	the	the	DET
ajceb-5184	116	8	data	datum	NOUN
ajceb-5184	116	9	for	for	ADP
ajceb-5184	116	10	only	only	ADV
ajceb-5184	116	11	101	101	NUM
ajceb-5184	116	12	students	student	NOUN
ajceb-5184	116	13	were	be	AUX
ajceb-5184	116	14	used	use	VERB
ajceb-5184	116	15	during	during	ADP
ajceb-5184	116	16	the	the	DET
ajceb-5184	116	17	model	model	NOUN
ajceb-5184	116	18	development	development	NOUN
ajceb-5184	116	19	phase	phase	NOUN
ajceb-5184	116	20	of	of	ADP
ajceb-5184	116	21	the	the	DET
ajceb-5184	116	22	current	current	ADJ
ajceb-5184	116	23	study	study	NOUN
ajceb-5184	116	24	.	.	PUNCT
ajceb-5184	117	1	table	table	NOUN
ajceb-5184	117	2	1	1	NUM
ajceb-5184	117	3	:	:	PUNCT
ajceb-5184	117	4	class	class	NOUN
ajceb-5184	117	5	discretisation	discretisation	NOUN
ajceb-5184	117	6	class	class	PROPN
ajceb-5184	117	7	possible	possible	ADJ
ajceb-5184	117	8	value	value	NOUN
ajceb-5184	117	9	(	(	PUNCT
ajceb-5184	117	10	cgpa	cgpa	PROPN
ajceb-5184	117	11	range	range	PROPN
ajceb-5184	117	12	)	)	PUNCT
ajceb-5184	117	13	pass	pass	VERB
ajceb-5184	117	14	5.00	5.00	NUM
ajceb-5184	117	15	–	–	PUNCT
ajceb-5184	117	16	2.40	2.40	NUM
ajceb-5184	117	17	fail	fail	VERB
ajceb-5184	117	18	2.39	2.39	NUM
ajceb-5184	117	19	–	–	PUNCT
ajceb-5184	117	20	0.00	0.00	NUM
ajceb-5184	117	21	table	table	NOUN
ajceb-5184	117	22	2	2	NUM
ajceb-5184	117	23	:	:	PUNCT
ajceb-5184	117	24	the	the	DET
ajceb-5184	117	25	pre	pre	ADJ
ajceb-5184	117	26	-	-	ADJ
ajceb-5184	117	27	processed	process	VERB
ajceb-5184	117	28	input	input	NOUN
ajceb-5184	117	29	and	and	CCONJ
ajceb-5184	117	30	output	output	NOUN
ajceb-5184	117	31	variables	variable	NOUN
ajceb-5184	117	32	attribute	attribute	NOUN
ajceb-5184	117	33	description	description	NOUN
ajceb-5184	117	34	(	(	PUNCT
ajceb-5184	117	35	domain	domain	NOUN
ajceb-5184	117	36	)	)	PUNCT
ajceb-5184	117	37	grades	grade	NOUN
ajceb-5184	117	38	obtained	obtain	VERB
ajceb-5184	117	39	in	in	ADP
ajceb-5184	117	40	‘	'	PUNCT
ajceb-5184	117	41	o	o	NOUN
ajceb-5184	117	42	’	'	PUNCT
ajceb-5184	117	43	level	level	NOUN
ajceb-5184	117	44	examinations	examination	NOUN
ajceb-5184	117	45	mathematics	mathematic	NOUN
ajceb-5184	117	46	(	(	PUNCT
ajceb-5184	117	47	math	math	NOUN
ajceb-5184	117	48	)	)	PUNCT
ajceb-5184	117	49	student	student	NOUN
ajceb-5184	117	50	's	's	PART
ajceb-5184	117	51	grade	grade	NOUN
ajceb-5184	117	52	(	(	PUNCT
ajceb-5184	117	53	numeric	numeric	ADP
ajceb-5184	117	54	:	:	PUNCT
ajceb-5184	117	55	from	from	ADP
ajceb-5184	117	56	9	9	NUM
ajceb-5184	117	57	a1	a1	NOUN
ajceb-5184	117	58	to	to	ADP
ajceb-5184	117	59	0	0	NUM
ajceb-5184	117	60	no	no	DET
ajceb-5184	117	61	grade	grade	NOUN
ajceb-5184	117	62	)	)	PUNCT
ajceb-5184	117	63	english	english	PROPN
ajceb-5184	117	64	(	(	PUNCT
ajceb-5184	117	65	eng	eng	PROPN
ajceb-5184	117	66	)	)	PUNCT
ajceb-5184	117	67	student	student	NOUN
ajceb-5184	117	68	's	's	PART
ajceb-5184	117	69	grade	grade	NOUN
ajceb-5184	117	70	(	(	PUNCT
ajceb-5184	117	71	numeric	numeric	ADP
ajceb-5184	117	72	:	:	PUNCT
ajceb-5184	117	73	from	from	ADP
ajceb-5184	117	74	9	9	NUM
ajceb-5184	117	75	a1	a1	NOUN
ajceb-5184	117	76	to	to	ADP
ajceb-5184	117	77	0	0	NUM
ajceb-5184	117	78	no	no	DET
ajceb-5184	117	79	grade	grade	NOUN
ajceb-5184	117	80	)	)	PUNCT
ajceb-5184	117	81	physics	physics	NOUN
ajceb-5184	117	82	(	(	PUNCT
ajceb-5184	117	83	phy	phy	NOUN
ajceb-5184	117	84	)	)	PUNCT
ajceb-5184	117	85	student	student	NOUN
ajceb-5184	117	86	's	's	PART
ajceb-5184	117	87	grade	grade	NOUN
ajceb-5184	117	88	(	(	PUNCT
ajceb-5184	117	89	numeric	numeric	ADP
ajceb-5184	117	90	:	:	PUNCT
ajceb-5184	117	91	from	from	ADP
ajceb-5184	117	92	9	9	NUM
ajceb-5184	117	93	a1	a1	NOUN
ajceb-5184	117	94	to	to	ADP
ajceb-5184	117	95	0	0	NUM
ajceb-5184	117	96	no	no	DET
ajceb-5184	117	97	grade	grade	NOUN
ajceb-5184	117	98	)	)	PUNCT
ajceb-5184	117	99	biology	biology	NOUN
ajceb-5184	117	100	(	(	PUNCT
ajceb-5184	117	101	bio	bio	NOUN
ajceb-5184	117	102	)	)	PUNCT
ajceb-5184	117	103	student	student	NOUN
ajceb-5184	117	104	's	's	PART
ajceb-5184	117	105	grade	grade	NOUN
ajceb-5184	117	106	(	(	PUNCT
ajceb-5184	117	107	numeric	numeric	ADP
ajceb-5184	117	108	:	:	PUNCT
ajceb-5184	117	109	from	from	ADP
ajceb-5184	117	110	9	9	NUM
ajceb-5184	117	111	a1	a1	NOUN
ajceb-5184	117	112	to	to	ADP
ajceb-5184	117	113	0	0	NUM
ajceb-5184	117	114	no	no	DET
ajceb-5184	117	115	grade	grade	NOUN
ajceb-5184	117	116	)	)	PUNCT
ajceb-5184	117	117	chemistry	chemistry	NOUN
ajceb-5184	117	118	(	(	PUNCT
ajceb-5184	117	119	chem	chem	NOUN
ajceb-5184	117	120	)	)	PUNCT
ajceb-5184	117	121	student	student	NOUN
ajceb-5184	117	122	's	's	PART
ajceb-5184	117	123	grade	grade	NOUN
ajceb-5184	117	124	(	(	PUNCT
ajceb-5184	117	125	numeric	numeric	ADP
ajceb-5184	117	126	:	:	PUNCT
ajceb-5184	117	127	from	from	ADP
ajceb-5184	117	128	9	9	NUM
ajceb-5184	117	129	a1	a1	NOUN
ajceb-5184	117	130	to	to	ADP
ajceb-5184	117	131	0	0	NUM
ajceb-5184	117	132	no	no	DET
ajceb-5184	117	133	grade	grade	NOUN
ajceb-5184	117	134	)	)	PUNCT
ajceb-5184	117	135	local	local	ADJ
ajceb-5184	117	136	language	language	NOUN
ajceb-5184	117	137	(	(	PUNCT
ajceb-5184	117	138	e.g.	e.g.	ADV
ajceb-5184	117	139	yorubayor	yorubayor	NOUN
ajceb-5184	117	140	)	)	PUNCT
ajceb-5184	117	141	student	student	NOUN
ajceb-5184	117	142	's	's	PART
ajceb-5184	117	143	grade	grade	NOUN
ajceb-5184	117	144	(	(	PUNCT
ajceb-5184	117	145	numeric	numeric	ADP
ajceb-5184	117	146	:	:	PUNCT
ajceb-5184	117	147	from	from	ADP
ajceb-5184	117	148	9	9	NUM
ajceb-5184	117	149	a1	a1	NOUN
ajceb-5184	117	150	to	to	ADP
ajceb-5184	117	151	0	0	NUM
ajceb-5184	117	152	no	no	DET
ajceb-5184	117	153	grade	grade	NOUN
ajceb-5184	117	154	)	)	PUNCT
ajceb-5184	117	155	geography	geography	NOUN
ajceb-5184	117	156	(	(	PUNCT
ajceb-5184	117	157	geo	geo	PROPN
ajceb-5184	117	158	)	)	PUNCT
ajceb-5184	117	159	student	student	NOUN
ajceb-5184	117	160	's	's	PART
ajceb-5184	117	161	grade	grade	NOUN
ajceb-5184	117	162	(	(	PUNCT
ajceb-5184	117	163	numeric	numeric	ADP
ajceb-5184	117	164	:	:	PUNCT
ajceb-5184	117	165	from	from	ADP
ajceb-5184	117	166	9	9	NUM
ajceb-5184	117	167	a1	a1	NOUN
ajceb-5184	117	168	to	to	ADP
ajceb-5184	117	169	0	0	NUM
ajceb-5184	117	170	no	no	DET
ajceb-5184	117	171	grade	grade	NOUN
ajceb-5184	117	172	)	)	PUNCT
ajceb-5184	117	173	technical	technical	ADJ
ajceb-5184	117	174	drawing	drawing	NOUN
ajceb-5184	117	175	/	/	SYM
ajceb-5184	117	176	fine	fine	ADJ
ajceb-5184	117	177	arts	art	NOUN
ajceb-5184	117	178	(	(	PUNCT
ajceb-5184	117	179	td	td	NOUN
ajceb-5184	117	180	)	)	PUNCT
ajceb-5184	117	181	student	student	NOUN
ajceb-5184	117	182	's	's	PART
ajceb-5184	117	183	grade	grade	NOUN
ajceb-5184	117	184	(	(	PUNCT
ajceb-5184	117	185	numeric	numeric	ADP
ajceb-5184	117	186	:	:	PUNCT
ajceb-5184	117	187	from	from	ADP
ajceb-5184	117	188	9	9	NUM
ajceb-5184	117	189	a1	a1	NOUN
ajceb-5184	117	190	to	to	ADP
ajceb-5184	117	191	0	0	NUM
ajceb-5184	117	192	no	no	DET
ajceb-5184	117	193	grade	grade	NOUN
ajceb-5184	117	194	)	)	PUNCT
ajceb-5184	117	195	economics	economic	NOUN
ajceb-5184	117	196	(	(	PUNCT
ajceb-5184	117	197	econ	econ	NOUN
ajceb-5184	117	198	)	)	PUNCT
ajceb-5184	117	199	student	student	NOUN
ajceb-5184	117	200	's	's	PART
ajceb-5184	117	201	grade	grade	NOUN
ajceb-5184	117	202	(	(	PUNCT
ajceb-5184	117	203	numeric	numeric	ADP
ajceb-5184	117	204	:	:	PUNCT
ajceb-5184	117	205	from	from	ADP
ajceb-5184	117	206	9	9	NUM
ajceb-5184	117	207	a1	a1	NOUN
ajceb-5184	117	208	to	to	ADP
ajceb-5184	117	209	0	0	NUM
ajceb-5184	117	210	no	no	DET
ajceb-5184	117	211	grade	grade	NOUN
ajceb-5184	117	212	)	)	PUNCT
ajceb-5184	117	213	further	further	ADJ
ajceb-5184	117	214	mathematics	mathematic	NOUN
ajceb-5184	117	215	(	(	PUNCT
ajceb-5184	117	216	fm	fm	PROPN
ajceb-5184	117	217	)	)	PUNCT
ajceb-5184	117	218	student	student	NOUN
ajceb-5184	117	219	's	's	PART
ajceb-5184	117	220	grade	grade	NOUN
ajceb-5184	117	221	(	(	PUNCT
ajceb-5184	117	222	numeric	numeric	ADP
ajceb-5184	117	223	:	:	PUNCT
ajceb-5184	117	224	from	from	ADP
ajceb-5184	117	225	9	9	NUM
ajceb-5184	117	226	a1	a1	NOUN
ajceb-5184	117	227	to	to	ADP
ajceb-5184	117	228	0	0	NUM
ajceb-5184	117	229	no	no	DET
ajceb-5184	117	230	grade	grade	NOUN
ajceb-5184	117	231	)	)	PUNCT
ajceb-5184	117	232	agricultural	agricultural	ADJ
ajceb-5184	117	233	science	science	NOUN
ajceb-5184	117	234	(	(	PUNCT
ajceb-5184	117	235	agric	agric	ADJ
ajceb-5184	117	236	)	)	PUNCT
ajceb-5184	117	237	student	student	NOUN
ajceb-5184	117	238	's	's	PART
ajceb-5184	117	239	grade	grade	NOUN
ajceb-5184	117	240	(	(	PUNCT
ajceb-5184	117	241	numeric	numeric	ADP
ajceb-5184	117	242	:	:	PUNCT
ajceb-5184	117	243	from	from	ADP
ajceb-5184	117	244	9	9	NUM
ajceb-5184	117	245	a1	a1	NOUN
ajceb-5184	117	246	to	to	ADP
ajceb-5184	117	247	0	0	NUM
ajceb-5184	117	248	no	no	DET
ajceb-5184	117	249	grade	grade	NOUN
ajceb-5184	117	250	)	)	PUNCT
ajceb-5184	117	251	total	total	ADJ
ajceb-5184	117	252	utme	utme	NOUN
ajceb-5184	117	253	scorea	scorea	NOUN
ajceb-5184	117	254	(	(	PUNCT
ajceb-5184	117	255	jamb	jamb	ADJ
ajceb-5184	117	256	)	)	PUNCT
ajceb-5184	117	257	total	total	ADJ
ajceb-5184	117	258	score	score	NOUN
ajceb-5184	117	259	(	(	PUNCT
ajceb-5184	117	260	numeric	numeric	ADV
ajceb-5184	117	261	:	:	PUNCT
ajceb-5184	117	262	from	from	ADP
ajceb-5184	117	263	1	1	NUM
ajceb-5184	117	264	to	to	ADP
ajceb-5184	117	265	0	0	NUM
ajceb-5184	117	266	)	)	PUNCT
ajceb-5184	117	267	direct	direct	ADJ
ajceb-5184	117	268	entry	entry	NOUN
ajceb-5184	117	269	(	(	PUNCT
ajceb-5184	117	270	de	de	NOUN
ajceb-5184	117	271	)	)	PUNCT
ajceb-5184	117	272	mode	mode	NOUN
ajceb-5184	117	273	of	of	ADP
ajceb-5184	117	274	entry	entry	NOUN
ajceb-5184	117	275	(	(	PUNCT
ajceb-5184	117	276	binary	binary	NOUN
ajceb-5184	117	277	:	:	PUNCT
ajceb-5184	117	278	yes-1	yes-1	NUM
ajceb-5184	117	279	or	or	CCONJ
ajceb-5184	117	280	no	no	NOUN
ajceb-5184	117	281	)	)	PUNCT
ajceb-5184	117	282	academic	academic	ADJ
ajceb-5184	117	283	success	success	NOUN
ajceb-5184	117	284	cgpa	cgpa	PROPN
ajceb-5184	117	285	at	at	ADP
ajceb-5184	117	286	graduation	graduation	NOUN
ajceb-5184	117	287	(	(	PUNCT
ajceb-5184	117	288	binary	binary	NOUN
ajceb-5184	117	289	:	:	PUNCT
ajceb-5184	117	290	1pass	1pass	NUM
ajceb-5184	117	291	or	or	CCONJ
ajceb-5184	117	292	0	0	NUM
ajceb-5184	117	293	-	-	PUNCT
ajceb-5184	117	294	fail	fail	ADJ
ajceb-5184	117	295	)	)	PUNCT
ajceb-5184	118	1	atotal	atotal	ADJ
ajceb-5184	118	2	utme	utme	NOUN
ajceb-5184	118	3	score	score	NOUN
ajceb-5184	119	1	=	=	NOUN
ajceb-5184	120	1	student	student	NOUN
ajceb-5184	120	2	’s	’s	PART
ajceb-5184	120	3	utme	utme	ADJ
ajceb-5184	120	4	score	score	NOUN
ajceb-5184	120	5	divided	divide	VERB
ajceb-5184	120	6	by	by	ADP
ajceb-5184	120	7	400	400	NUM
ajceb-5184	120	8	the	the	DET
ajceb-5184	120	9	collected	collect	VERB
ajceb-5184	120	10	data	datum	NOUN
ajceb-5184	120	11	include	include	VERB
ajceb-5184	120	12	13	13	NUM
ajceb-5184	120	13	input	input	NOUN
ajceb-5184	120	14	(	(	PUNCT
ajceb-5184	120	15	independent	independent	ADJ
ajceb-5184	120	16	)	)	PUNCT
ajceb-5184	120	17	variables	variable	NOUN
ajceb-5184	120	18	,	,	PUNCT
ajceb-5184	120	19	which	which	PRON
ajceb-5184	120	20	are	be	AUX
ajceb-5184	120	21	measures	measure	NOUN
ajceb-5184	120	22	of	of	ADP
ajceb-5184	120	23	prior	prior	ADJ
ajceb-5184	120	24	academic	academic	ADJ
ajceb-5184	120	25	achievement	achievement	NOUN
ajceb-5184	120	26	,	,	PUNCT
ajceb-5184	120	27	and	and	CCONJ
ajceb-5184	120	28	one	one	NUM
ajceb-5184	120	29	output	output	NOUN
ajceb-5184	120	30	(	(	PUNCT
ajceb-5184	120	31	dependent	dependent	ADJ
ajceb-5184	120	32	)	)	PUNCT
ajceb-5184	120	33	variable	variable	NOUN
ajceb-5184	120	34	.	.	PUNCT
ajceb-5184	121	1	the	the	DET
ajceb-5184	121	2	input	input	NOUN
ajceb-5184	121	3	variables	variable	NOUN
ajceb-5184	121	4	are	be	AUX
ajceb-5184	121	5	the	the	DET
ajceb-5184	121	6	grades	grade	NOUN
ajceb-5184	121	7	obtained	obtain	VERB
ajceb-5184	121	8	in	in	ADP
ajceb-5184	121	9	the	the	DET
ajceb-5184	121	10	ordinary	ordinary	ADJ
ajceb-5184	121	11	(	(	PUNCT
ajceb-5184	121	12	‘	'	PUNCT
ajceb-5184	121	13	o	o	NOUN
ajceb-5184	121	14	’	'	PUNCT
ajceb-5184	121	15	)	)	PUNCT
ajceb-5184	121	16	level	level	NOUN
ajceb-5184	121	17	examination	examination	NOUN
ajceb-5184	121	18	,	,	PUNCT
ajceb-5184	121	19	total	total	ADJ
ajceb-5184	121	20	score	score	NOUN
ajceb-5184	121	21	in	in	ADP
ajceb-5184	121	22	the	the	DET
ajceb-5184	121	23	university	university	NOUN
ajceb-5184	121	24	matriculation	matriculation	NOUN
ajceb-5184	121	25	examination	examination	NOUN
ajceb-5184	121	26	(	(	PUNCT
ajceb-5184	121	27	also	also	ADV
ajceb-5184	121	28	called	call	VERB
ajceb-5184	121	29	jamb	jamb	NOUN
ajceb-5184	121	30	or	or	CCONJ
ajceb-5184	121	31	utme	utme	NOUN
ajceb-5184	121	32	)	)	PUNCT
ajceb-5184	121	33	and	and	CCONJ
ajceb-5184	121	34	mode	mode	NOUN
ajceb-5184	121	35	of	of	ADP
ajceb-5184	121	36	entry	entry	NOUN
ajceb-5184	121	37	(	(	PUNCT
ajceb-5184	121	38	which	which	PRON
ajceb-5184	121	39	is	be	AUX
ajceb-5184	121	40	a	a	DET
ajceb-5184	121	41	dummy	dummy	ADJ
ajceb-5184	121	42	variable	variable	NOUN
ajceb-5184	121	43	1=	1=	NUM
ajceb-5184	121	44	direct	direct	ADJ
ajceb-5184	121	45	entry	entry	NOUN
ajceb-5184	121	46	and	and	CCONJ
ajceb-5184	121	47	0	0	NUM
ajceb-5184	121	48	=	=	SYM
ajceb-5184	121	49	jamb	jamb	NOUN
ajceb-5184	121	50	)	)	PUNCT
ajceb-5184	121	51	.	.	PUNCT
ajceb-5184	122	1	the	the	DET
ajceb-5184	122	2	collected	collect	VERB
ajceb-5184	122	3	data	datum	NOUN
ajceb-5184	122	4	are	be	AUX
ajceb-5184	122	5	similar	similar	ADJ
ajceb-5184	122	6	to	to	ADP
ajceb-5184	122	7	those	those	PRON
ajceb-5184	122	8	used	use	VERB
ajceb-5184	122	9	in	in	ADP
ajceb-5184	122	10	an	an	DET
ajceb-5184	122	11	earlier	early	ADJ
ajceb-5184	122	12	study	study	NOUN
ajceb-5184	122	13	(	(	PUNCT
ajceb-5184	122	14	see	see	VERB
ajceb-5184	122	15	young	young	ADJ
ajceb-5184	122	16	,	,	PUNCT
ajceb-5184	122	17	1989	1989	NUM
ajceb-5184	122	18	)	)	PUNCT
ajceb-5184	122	19	.	.	PUNCT
ajceb-5184	123	1	for	for	ADP
ajceb-5184	123	2	the	the	DET
ajceb-5184	123	3	output	output	NOUN
ajceb-5184	123	4	variable	variable	NOUN
ajceb-5184	123	5	,	,	PUNCT
ajceb-5184	123	6	the	the	DET
ajceb-5184	123	7	cumulative	cumulative	ADJ
ajceb-5184	123	8	grade	grade	NOUN
ajceb-5184	123	9	point	point	NOUN
ajceb-5184	123	10	average	average	NOUN
ajceb-5184	123	11	(	(	PUNCT
ajceb-5184	123	12	cgpa	cgpa	PROPN
ajceb-5184	123	13	)	)	PUNCT
ajceb-5184	123	14	obtained	obtain	VERB
ajceb-5184	123	15	by	by	ADP
ajceb-5184	123	16	each	each	DET
ajceb-5184	123	17	student	student	NOUN
ajceb-5184	123	18	upon	upon	SCONJ
ajceb-5184	123	19	completion	completion	NOUN
ajceb-5184	123	20	of	of	ADP
ajceb-5184	123	21	the	the	DET
ajceb-5184	123	22	architecture	architecture	NOUN
ajceb-5184	123	23	undergraduate	undergraduate	NOUN
ajceb-5184	123	24	programme	programme	NOUN
ajceb-5184	123	25	was	be	AUX
ajceb-5184	123	26	used	use	VERB
ajceb-5184	123	27	as	as	ADP
ajceb-5184	123	28	a	a	DET
ajceb-5184	123	29	construction	construction	NOUN
ajceb-5184	123	30	economics	economic	NOUN
ajceb-5184	123	31	and	and	CCONJ
ajceb-5184	123	32	building	building	NOUN
ajceb-5184	123	33	,	,	PUNCT
ajceb-5184	123	34	16(4	16(4	NUM
ajceb-5184	123	35	)	)	PUNCT
ajceb-5184	123	36	,	,	PUNCT
ajceb-5184	123	37	86	86	NUM
ajceb-5184	123	38	-	-	SYM
ajceb-5184	123	39	98	98	NUM
ajceb-5184	123	40	aluko	aluko	PROPN
ajceb-5184	123	41	,	,	PUNCT
ajceb-5184	123	42	adenuga	adenuga	PROPN
ajceb-5184	123	43	,	,	PUNCT
ajceb-5184	123	44	kukoyi	kukoyi	PROPN
ajceb-5184	123	45	,	,	PUNCT
ajceb-5184	123	46	soyingbe	soyingbe	NOUN
ajceb-5184	123	47	,	,	PUNCT
ajceb-5184	123	48	and	and	CCONJ
ajceb-5184	123	49	oyedeji	oyedeji	VERB
ajceb-5184	123	50	91	91	NUM
ajceb-5184	123	51	measure	measure	NOUN
ajceb-5184	123	52	of	of	ADP
ajceb-5184	123	53	academic	academic	ADJ
ajceb-5184	123	54	success	success	NOUN
ajceb-5184	123	55	.	.	PUNCT
ajceb-5184	124	1	the	the	DET
ajceb-5184	124	2	numerical	numerical	ADJ
ajceb-5184	124	3	values	value	NOUN
ajceb-5184	124	4	of	of	ADP
ajceb-5184	124	5	cgpa	cgpa	PROPN
ajceb-5184	124	6	were	be	AUX
ajceb-5184	124	7	transformed	transform	VERB
ajceb-5184	124	8	into	into	ADP
ajceb-5184	124	9	categorical	categorical	ADJ
ajceb-5184	124	10	classes	class	NOUN
ajceb-5184	124	11	.	.	PUNCT
ajceb-5184	125	1	the	the	DET
ajceb-5184	125	2	classification	classification	NOUN
ajceb-5184	125	3	places	place	VERB
ajceb-5184	125	4	each	each	DET
ajceb-5184	125	5	student	student	NOUN
ajceb-5184	125	6	into	into	ADP
ajceb-5184	125	7	either	either	PRON
ajceb-5184	125	8	of	of	ADP
ajceb-5184	125	9	the	the	DET
ajceb-5184	125	10	two	two	NUM
ajceb-5184	125	11	classes	class	NOUN
ajceb-5184	125	12	'	'	PUNCT
ajceb-5184	125	13	pass	pass	VERB
ajceb-5184	125	14	'	'	PUNCT
ajceb-5184	125	15	and	and	CCONJ
ajceb-5184	125	16	'	'	PUNCT
ajceb-5184	125	17	fail	fail	VERB
ajceb-5184	125	18	'	'	PUNCT
ajceb-5184	125	19	.	.	PUNCT
ajceb-5184	126	1	the	the	DET
ajceb-5184	126	2	detail	detail	NOUN
ajceb-5184	126	3	of	of	ADP
ajceb-5184	126	4	each	each	DET
ajceb-5184	126	5	class	class	NOUN
ajceb-5184	126	6	is	be	AUX
ajceb-5184	126	7	presented	present	VERB
ajceb-5184	126	8	in	in	ADP
ajceb-5184	126	9	table	table	NOUN
ajceb-5184	126	10	1	1	NUM
ajceb-5184	126	11	.	.	PUNCT
ajceb-5184	127	1	it	it	PRON
ajceb-5184	127	2	is	be	AUX
ajceb-5184	127	3	important	important	ADJ
ajceb-5184	127	4	to	to	PART
ajceb-5184	127	5	note	note	VERB
ajceb-5184	127	6	that	that	SCONJ
ajceb-5184	127	7	achieving	achieve	VERB
ajceb-5184	127	8	a	a	DET
ajceb-5184	127	9	minimum	minimum	ADJ
ajceb-5184	127	10	cgpa	cgpa	NOUN
ajceb-5184	127	11	of	of	ADP
ajceb-5184	127	12	2.4	2.4	NUM
ajceb-5184	127	13	is	be	AUX
ajceb-5184	127	14	a	a	DET
ajceb-5184	127	15	criterion	criterion	NOUN
ajceb-5184	127	16	used	use	VERB
ajceb-5184	127	17	in	in	ADP
ajceb-5184	127	18	selecting	select	VERB
ajceb-5184	127	19	those	those	DET
ajceb-5184	127	20	students	student	NOUN
ajceb-5184	127	21	that	that	PRON
ajceb-5184	127	22	will	will	AUX
ajceb-5184	127	23	proceed	proceed	VERB
ajceb-5184	127	24	to	to	ADP
ajceb-5184	127	25	the	the	DET
ajceb-5184	127	26	master	master	NOUN
ajceb-5184	127	27	of	of	ADP
ajceb-5184	127	28	science	science	PROPN
ajceb-5184	127	29	(	(	PUNCT
ajceb-5184	127	30	msc	msc	NOUN
ajceb-5184	127	31	)	)	PUNCT
ajceb-5184	127	32	architecture	architecture	NOUN
ajceb-5184	127	33	programme	programme	NOUN
ajceb-5184	127	34	.	.	PUNCT
ajceb-5184	128	1	therefore	therefore	ADV
ajceb-5184	128	2	,	,	PUNCT
ajceb-5184	128	3	this	this	DET
ajceb-5184	128	4	criterion	criterion	NOUN
ajceb-5184	128	5	is	be	AUX
ajceb-5184	128	6	used	use	VERB
ajceb-5184	128	7	as	as	ADP
ajceb-5184	128	8	a	a	DET
ajceb-5184	128	9	measure	measure	NOUN
ajceb-5184	128	10	of	of	ADP
ajceb-5184	128	11	academic	academic	ADJ
ajceb-5184	128	12	success	success	NOUN
ajceb-5184	128	13	.	.	PUNCT
ajceb-5184	129	1	the	the	DET
ajceb-5184	129	2	details	detail	NOUN
ajceb-5184	129	3	of	of	ADP
ajceb-5184	129	4	the	the	DET
ajceb-5184	129	5	input	input	NOUN
ajceb-5184	129	6	variables	variable	NOUN
ajceb-5184	129	7	and	and	CCONJ
ajceb-5184	129	8	output	output	NOUN
ajceb-5184	129	9	variables	variable	NOUN
ajceb-5184	129	10	used	use	VERB
ajceb-5184	129	11	in	in	ADP
ajceb-5184	129	12	developing	develop	VERB
ajceb-5184	129	13	the	the	DET
ajceb-5184	129	14	models	model	NOUN
ajceb-5184	129	15	are	be	AUX
ajceb-5184	129	16	presented	present	VERB
ajceb-5184	129	17	on	on	ADP
ajceb-5184	129	18	table	table	NOUN
ajceb-5184	129	19	2	2	NUM
ajceb-5184	129	20	.	.	PUNCT
ajceb-5184	129	21	machine	machine	NOUN
ajceb-5184	129	22	-	-	PUNCT
ajceb-5184	129	23	learning	learn	VERB
ajceb-5184	129	24	models	model	NOUN
ajceb-5184	129	25	in	in	ADP
ajceb-5184	129	26	the	the	DET
ajceb-5184	129	27	present	present	ADJ
ajceb-5184	129	28	study	study	NOUN
ajceb-5184	129	29	,	,	PUNCT
ajceb-5184	129	30	two	two	NUM
ajceb-5184	129	31	modelling	modelling	NOUN
ajceb-5184	129	32	techniques	technique	NOUN
ajceb-5184	129	33	were	be	AUX
ajceb-5184	129	34	used	use	VERB
ajceb-5184	129	35	to	to	PART
ajceb-5184	129	36	predict	predict	VERB
ajceb-5184	129	37	students	student	NOUN
ajceb-5184	129	38	’	'	PUNCT
ajceb-5184	129	39	academic	academic	ADJ
ajceb-5184	129	40	success	success	NOUN
ajceb-5184	129	41	:	:	PUNCT
ajceb-5184	129	42	linear	linear	VERB
ajceb-5184	129	43	discriminant	discriminant	ADJ
ajceb-5184	129	44	analysis	analysis	NOUN
ajceb-5184	129	45	and	and	CCONJ
ajceb-5184	129	46	k	k	NOUN
ajceb-5184	129	47	-	-	PUNCT
ajceb-5184	129	48	nearest	near	ADJ
ajceb-5184	129	49	neighbour	neighbour	NOUN
ajceb-5184	129	50	.	.	PUNCT
ajceb-5184	130	1	the	the	DET
ajceb-5184	130	2	machine	machine	NOUN
ajceb-5184	130	3	-	-	PUNCT
ajceb-5184	130	4	learning	learn	VERB
ajceb-5184	130	5	algorithms	algorithm	NOUN
ajceb-5184	130	6	(	(	PUNCT
ajceb-5184	130	7	i.e.	i.e.	X
ajceb-5184	130	8	linear	linear	ADJ
ajceb-5184	130	9	discriminant	discriminant	ADJ
ajceb-5184	130	10	analysis	analysis	NOUN
ajceb-5184	130	11	and	and	CCONJ
ajceb-5184	130	12	k	k	NOUN
ajceb-5184	130	13	-	-	PUNCT
ajceb-5184	130	14	nearest	near	ADJ
ajceb-5184	130	15	neighbour	neighbour	NOUN
ajceb-5184	130	16	)	)	PUNCT
ajceb-5184	130	17	were	be	AUX
ajceb-5184	130	18	implemented	implement	VERB
ajceb-5184	130	19	in	in	ADP
ajceb-5184	130	20	r	r	NOUN
ajceb-5184	130	21	programming	programming	NOUN
ajceb-5184	130	22	software	software	NOUN
ajceb-5184	130	23	(	(	PUNCT
ajceb-5184	130	24	r	r	NOUN
ajceb-5184	130	25	core	core	NOUN
ajceb-5184	130	26	team	team	NOUN
ajceb-5184	130	27	,	,	PUNCT
ajceb-5184	130	28	2015	2015	NUM
ajceb-5184	130	29	)	)	PUNCT
ajceb-5184	130	30	and	and	CCONJ
ajceb-5184	130	31	rminer	rminer	NOUN
ajceb-5184	130	32	r	r	NOUN
ajceb-5184	130	33	-	-	PUNCT
ajceb-5184	130	34	package	package	NOUN
ajceb-5184	130	35	(	(	PUNCT
ajceb-5184	130	36	cortez	cortez	NOUN
ajceb-5184	130	37	,	,	PUNCT
ajceb-5184	130	38	2010	2010	NUM
ajceb-5184	130	39	)	)	PUNCT
ajceb-5184	130	40	.	.	PUNCT
ajceb-5184	131	1	classic	classic	ADJ
ajceb-5184	131	2	linear	linear	PROPN
ajceb-5184	131	3	regression	regression	NOUN
ajceb-5184	131	4	models	model	NOUN
ajceb-5184	131	5	are	be	AUX
ajceb-5184	131	6	used	use	VERB
ajceb-5184	131	7	to	to	PART
ajceb-5184	131	8	examine	examine	VERB
ajceb-5184	131	9	the	the	DET
ajceb-5184	131	10	relationship	relationship	NOUN
ajceb-5184	131	11	between	between	ADP
ajceb-5184	131	12	a	a	DET
ajceb-5184	131	13	set	set	NOUN
ajceb-5184	131	14	of	of	ADP
ajceb-5184	131	15	independent	independent	ADJ
ajceb-5184	131	16	variables	variable	NOUN
ajceb-5184	131	17	and	and	CCONJ
ajceb-5184	131	18	a	a	DET
ajceb-5184	131	19	dependent	dependent	ADJ
ajceb-5184	131	20	variable	variable	NOUN
ajceb-5184	131	21	.	.	PUNCT
ajceb-5184	132	1	it	it	PRON
ajceb-5184	132	2	is	be	AUX
ajceb-5184	132	3	imperative	imperative	ADJ
ajceb-5184	132	4	to	to	PART
ajceb-5184	132	5	note	note	VERB
ajceb-5184	132	6	that	that	SCONJ
ajceb-5184	132	7	the	the	DET
ajceb-5184	132	8	linear	linear	ADJ
ajceb-5184	132	9	regression	regression	NOUN
ajceb-5184	132	10	model	model	NOUN
ajceb-5184	132	11	is	be	AUX
ajceb-5184	132	12	not	not	PART
ajceb-5184	132	13	suitable	suitable	ADJ
ajceb-5184	132	14	for	for	ADP
ajceb-5184	132	15	predicting	predict	VERB
ajceb-5184	132	16	a	a	DET
ajceb-5184	132	17	categorical	categorical	ADJ
ajceb-5184	132	18	dependent	dependent	ADJ
ajceb-5184	132	19	variable	variable	NOUN
ajceb-5184	132	20	(	(	PUNCT
ajceb-5184	132	21	i.e.	i.e.	X
ajceb-5184	132	22	a	a	DET
ajceb-5184	132	23	classification	classification	NOUN
ajceb-5184	132	24	problem	problem	NOUN
ajceb-5184	132	25	)	)	PUNCT
ajceb-5184	132	26	.	.	PUNCT
ajceb-5184	133	1	hence	hence	ADV
ajceb-5184	133	2	,	,	PUNCT
ajceb-5184	133	3	the	the	DET
ajceb-5184	133	4	two	two	NUM
ajceb-5184	133	5	machine	machine	NOUN
ajceb-5184	133	6	-	-	PUNCT
ajceb-5184	133	7	learning	learn	VERB
ajceb-5184	133	8	techniques	technique	NOUN
ajceb-5184	133	9	were	be	AUX
ajceb-5184	133	10	applied	apply	VERB
ajceb-5184	133	11	in	in	ADP
ajceb-5184	133	12	the	the	DET
ajceb-5184	133	13	present	present	ADJ
ajceb-5184	133	14	study	study	NOUN
ajceb-5184	133	15	.	.	PUNCT
ajceb-5184	134	1	linear	linear	PROPN
ajceb-5184	134	2	discriminant	discriminant	ADJ
ajceb-5184	134	3	analysis	analysis	NOUN
ajceb-5184	134	4	is	be	AUX
ajceb-5184	134	5	a	a	DET
ajceb-5184	134	6	useful	useful	ADJ
ajceb-5184	134	7	method	method	NOUN
ajceb-5184	134	8	for	for	ADP
ajceb-5184	134	9	classifying	classify	VERB
ajceb-5184	134	10	cases	case	NOUN
ajceb-5184	134	11	(	(	PUNCT
ajceb-5184	134	12	each	each	DET
ajceb-5184	134	13	student	student	NOUN
ajceb-5184	134	14	)	)	PUNCT
ajceb-5184	134	15	into	into	ADP
ajceb-5184	134	16	one	one	NUM
ajceb-5184	134	17	of	of	ADP
ajceb-5184	134	18	two	two	NUM
ajceb-5184	134	19	groups	group	NOUN
ajceb-5184	134	20	based	base	VERB
ajceb-5184	134	21	on	on	ADP
ajceb-5184	134	22	a	a	DET
ajceb-5184	134	23	set	set	NOUN
ajceb-5184	134	24	of	of	ADP
ajceb-5184	134	25	features	feature	NOUN
ajceb-5184	134	26	(	(	PUNCT
ajceb-5184	134	27	i.e.	i.e.	X
ajceb-5184	134	28	admission	admission	NOUN
ajceb-5184	134	29	criteria	criterion	NOUN
ajceb-5184	134	30	for	for	ADP
ajceb-5184	134	31	architecture	architecture	NOUN
ajceb-5184	134	32	undergraduate	undergraduate	NOUN
ajceb-5184	134	33	students	student	NOUN
ajceb-5184	134	34	)	)	PUNCT
ajceb-5184	134	35	.	.	PUNCT
ajceb-5184	135	1	each	each	DET
ajceb-5184	135	2	student	student	NOUN
ajceb-5184	135	3	is	be	AUX
ajceb-5184	135	4	assigned	assign	VERB
ajceb-5184	135	5	to	to	ADP
ajceb-5184	135	6	one	one	NUM
ajceb-5184	135	7	of	of	ADP
ajceb-5184	135	8	the	the	DET
ajceb-5184	135	9	predetermined	predetermine	VERB
ajceb-5184	135	10	groups	group	NOUN
ajceb-5184	135	11	based	base	VERB
ajceb-5184	135	12	on	on	ADP
ajceb-5184	135	13	cgpa	cgpa	PROPN
ajceb-5184	135	14	at	at	ADP
ajceb-5184	135	15	the	the	DET
ajceb-5184	135	16	end	end	NOUN
ajceb-5184	135	17	of	of	ADP
ajceb-5184	135	18	their	their	PRON
ajceb-5184	135	19	undergraduate	undergraduate	ADJ
ajceb-5184	135	20	programme	programme	NOUN
ajceb-5184	135	21	(	(	PUNCT
ajceb-5184	135	22	see	see	VERB
ajceb-5184	135	23	table	table	NOUN
ajceb-5184	135	24	1	1	NUM
ajceb-5184	135	25	)	)	PUNCT
ajceb-5184	135	26	.	.	PUNCT
ajceb-5184	136	1	discriminant	discriminant	ADJ
ajceb-5184	136	2	analysis	analysis	NOUN
ajceb-5184	136	3	has	have	AUX
ajceb-5184	136	4	been	be	AUX
ajceb-5184	136	5	shown	show	VERB
ajceb-5184	136	6	to	to	PART
ajceb-5184	136	7	be	be	AUX
ajceb-5184	136	8	useful	useful	ADJ
ajceb-5184	136	9	for	for	ADP
ajceb-5184	136	10	classification	classification	NOUN
ajceb-5184	136	11	problems	problem	NOUN
ajceb-5184	136	12	in	in	ADP
ajceb-5184	136	13	several	several	ADJ
ajceb-5184	136	14	academic	academic	ADJ
ajceb-5184	136	15	disciplines	discipline	NOUN
ajceb-5184	136	16	.	.	PUNCT
ajceb-5184	137	1	typical	typical	ADJ
ajceb-5184	137	2	examples	example	NOUN
ajceb-5184	137	3	can	can	AUX
ajceb-5184	137	4	be	be	AUX
ajceb-5184	137	5	found	find	VERB
ajceb-5184	137	6	in	in	ADP
ajceb-5184	137	7	classification	classification	NOUN
ajceb-5184	137	8	of	of	ADP
ajceb-5184	137	9	citrus	citrus	NOUN
ajceb-5184	137	10	fruits	fruit	NOUN
ajceb-5184	137	11	(	(	PUNCT
ajceb-5184	137	12	iqbal	iqbal	PROPN
ajceb-5184	137	13	et	et	PROPN
ajceb-5184	137	14	al	al	PROPN
ajceb-5184	137	15	.	.	PROPN
ajceb-5184	137	16	,	,	PUNCT
ajceb-5184	137	17	2016	2016	NUM
ajceb-5184	137	18	)	)	PUNCT
ajceb-5184	137	19	,	,	PUNCT
ajceb-5184	137	20	screening	screen	VERB
ajceb-5184	137	21	for	for	ADP
ajceb-5184	137	22	elderly	elderly	ADJ
ajceb-5184	137	23	drivers	driver	NOUN
ajceb-5184	137	24	(	(	PUNCT
ajceb-5184	137	25	ferreira	ferreira	PROPN
ajceb-5184	137	26	et	et	PROPN
ajceb-5184	137	27	al	al	PROPN
ajceb-5184	137	28	.	.	PROPN
ajceb-5184	137	29	,	,	PUNCT
ajceb-5184	137	30	2012	2012	NUM
ajceb-5184	137	31	)	)	PUNCT
ajceb-5184	137	32	and	and	CCONJ
ajceb-5184	137	33	academic	academic	ADJ
ajceb-5184	137	34	performance	performance	NOUN
ajceb-5184	137	35	of	of	ADP
ajceb-5184	137	36	first	first	ADJ
ajceb-5184	137	37	-	-	PUNCT
ajceb-5184	137	38	year	year	NOUN
ajceb-5184	137	39	students	student	NOUN
ajceb-5184	137	40	(	(	PUNCT
ajceb-5184	137	41	young	young	ADJ
ajceb-5184	137	42	,	,	PUNCT
ajceb-5184	137	43	1989	1989	NUM
ajceb-5184	137	44	)	)	PUNCT
ajceb-5184	137	45	.	.	PUNCT
ajceb-5184	138	1	(	(	PUNCT
ajceb-5184	138	2	for	for	ADP
ajceb-5184	138	3	additional	additional	ADJ
ajceb-5184	138	4	details	detail	NOUN
ajceb-5184	138	5	on	on	ADP
ajceb-5184	138	6	the	the	DET
ajceb-5184	138	7	linear	linear	ADJ
ajceb-5184	138	8	discriminant	discriminant	NOUN
ajceb-5184	138	9	analysis	analysis	NOUN
ajceb-5184	138	10	model	model	NOUN
ajceb-5184	138	11	,	,	PUNCT
ajceb-5184	138	12	izenman	izenman	NOUN
ajceb-5184	138	13	(	(	PUNCT
ajceb-5184	138	14	2008	2008	NUM
ajceb-5184	138	15	)	)	PUNCT
ajceb-5184	138	16	may	may	AUX
ajceb-5184	138	17	be	be	AUX
ajceb-5184	138	18	consulted	consult	VERB
ajceb-5184	138	19	.	.	PUNCT
ajceb-5184	138	20	)	)	PUNCT
ajceb-5184	139	1	k	k	X
ajceb-5184	139	2	-	-	PUNCT
ajceb-5184	139	3	nearest	near	ADJ
ajceb-5184	139	4	neighbour	neighbour	NOUN
ajceb-5184	139	5	(	(	PUNCT
ajceb-5184	139	6	k	k	NOUN
ajceb-5184	139	7	-	-	PUNCT
ajceb-5184	139	8	nn	nn	NOUN
ajceb-5184	139	9	)	)	PUNCT
ajceb-5184	139	10	is	be	AUX
ajceb-5184	139	11	a	a	DET
ajceb-5184	139	12	machine	machine	NOUN
ajceb-5184	139	13	-	-	PUNCT
ajceb-5184	139	14	learning	learning	NOUN
ajceb-5184	139	15	technique	technique	NOUN
ajceb-5184	139	16	that	that	PRON
ajceb-5184	139	17	has	have	AUX
ajceb-5184	139	18	been	be	AUX
ajceb-5184	139	19	applied	apply	VERB
ajceb-5184	139	20	to	to	ADP
ajceb-5184	139	21	classification	classification	NOUN
ajceb-5184	139	22	and	and	CCONJ
ajceb-5184	139	23	regression	regression	NOUN
ajceb-5184	139	24	tasks	task	NOUN
ajceb-5184	139	25	.	.	PUNCT
ajceb-5184	140	1	in	in	ADP
ajceb-5184	140	2	this	this	DET
ajceb-5184	140	3	research	research	NOUN
ajceb-5184	140	4	k	k	PROPN
ajceb-5184	140	5	-	-	PUNCT
ajceb-5184	140	6	nn	nn	PROPN
ajceb-5184	140	7	is	be	AUX
ajceb-5184	140	8	used	use	VERB
ajceb-5184	140	9	for	for	ADP
ajceb-5184	140	10	classification	classification	NOUN
ajceb-5184	140	11	.	.	PUNCT
ajceb-5184	141	1	according	accord	VERB
ajceb-5184	141	2	to	to	ADP
ajceb-5184	141	3	parsian	parsian	PROPN
ajceb-5184	141	4	(	(	PUNCT
ajceb-5184	141	5	2015	2015	NUM
ajceb-5184	141	6	)	)	PUNCT
ajceb-5184	141	7	,	,	PUNCT
ajceb-5184	141	8	the	the	DET
ajceb-5184	141	9	underlying	underlying	ADJ
ajceb-5184	141	10	principle	principle	NOUN
ajceb-5184	141	11	behind	behind	ADP
ajceb-5184	141	12	the	the	DET
ajceb-5184	141	13	k	k	PROPN
ajceb-5184	141	14	-	-	PUNCT
ajceb-5184	141	15	nn	nn	ADJ
ajceb-5184	141	16	algorithm	algorithm	NOUN
ajceb-5184	141	17	is	be	AUX
ajceb-5184	141	18	that	that	SCONJ
ajceb-5184	141	19	no	no	DET
ajceb-5184	141	20	prior	prior	ADJ
ajceb-5184	141	21	assumption	assumption	NOUN
ajceb-5184	141	22	is	be	AUX
ajceb-5184	141	23	made	make	VERB
ajceb-5184	141	24	about	about	ADP
ajceb-5184	141	25	the	the	DET
ajceb-5184	141	26	function	function	NOUN
ajceb-5184	141	27	f	f	X
ajceb-5184	141	28	:	:	PUNCT
ajceb-5184	141	29	(	(	PUNCT
ajceb-5184	141	30	)	)	PUNCT
ajceb-5184	141	31	nxxxfy	nxxxfy	PROPN
ajceb-5184	142	1	+	+	PROPN
ajceb-5184	143	1	+	+	PROPN
ajceb-5184	143	2	+	+	NOUN
ajceb-5184	143	3	=	=	SYM
ajceb-5184	143	4	...	...	PUNCT
ajceb-5184	143	5	21	21	NUM
ajceb-5184	143	6	(	(	PUNCT
ajceb-5184	143	7	1	1	NUM
ajceb-5184	143	8	)	)	PUNCT
ajceb-5184	143	9	where	where	SCONJ
ajceb-5184	143	10	y	y	PROPN
ajceb-5184	143	11	is	be	AUX
ajceb-5184	143	12	a	a	DET
ajceb-5184	143	13	dependent	dependent	ADJ
ajceb-5184	143	14	variable	variable	NOUN
ajceb-5184	143	15	and	and	CCONJ
ajceb-5184	143	16	xi	xi	X
ajceb-5184	143	17	are	be	AUX
ajceb-5184	143	18	the	the	DET
ajceb-5184	143	19	independent	independent	ADJ
ajceb-5184	143	20	variables	variable	NOUN
ajceb-5184	143	21	.	.	PUNCT
ajceb-5184	144	1	the	the	DET
ajceb-5184	144	2	function	function	NOUN
ajceb-5184	144	3	f	f	PROPN
ajceb-5184	144	4	is	be	AUX
ajceb-5184	144	5	nonparametric	nonparametric	NOUN
ajceb-5184	144	6	because	because	SCONJ
ajceb-5184	144	7	no	no	DET
ajceb-5184	144	8	parameter	parameter	NOUN
ajceb-5184	144	9	is	be	AUX
ajceb-5184	144	10	estimated	estimate	VERB
ajceb-5184	144	11	.	.	PUNCT
ajceb-5184	145	1	given	give	VERB
ajceb-5184	145	2	new	new	ADJ
ajceb-5184	145	3	data	datum	NOUN
ajceb-5184	145	4	sets	set	NOUN
ajceb-5184	145	5	(	(	PUNCT
ajceb-5184	145	6	i.e.	i.e.	X
ajceb-5184	145	7	test	test	NOUN
ajceb-5184	145	8	data	datum	NOUN
ajceb-5184	145	9	)	)	PUNCT
ajceb-5184	145	10	,	,	PUNCT
ajceb-5184	145	11	the	the	DET
ajceb-5184	145	12	algorithm	algorithm	NOUN
ajceb-5184	145	13	dynamically	dynamically	ADV
ajceb-5184	145	14	identifies	identify	VERB
ajceb-5184	145	15	k	k	PROPN
ajceb-5184	145	16	observations	observation	NOUN
ajceb-5184	145	17	in	in	ADP
ajceb-5184	145	18	the	the	DET
ajceb-5184	145	19	training	training	NOUN
ajceb-5184	145	20	data	datum	NOUN
ajceb-5184	145	21	that	that	PRON
ajceb-5184	145	22	are	be	AUX
ajceb-5184	145	23	similar	similar	ADJ
ajceb-5184	145	24	to	to	ADP
ajceb-5184	145	25	p	p	X
ajceb-5184	145	26	(	(	PUNCT
ajceb-5184	145	27	the	the	DET
ajceb-5184	145	28	k	k	PROPN
ajceb-5184	145	29	nearest	near	ADJ
ajceb-5184	145	30	neighbour	neighbour	NOUN
ajceb-5184	145	31	)	)	PUNCT
ajceb-5184	145	32	.	.	PUNCT
ajceb-5184	146	1	the	the	DET
ajceb-5184	146	2	neighbours	neighbour	NOUN
ajceb-5184	146	3	are	be	AUX
ajceb-5184	146	4	determined	determine	VERB
ajceb-5184	146	5	by	by	ADP
ajceb-5184	146	6	a	a	DET
ajceb-5184	146	7	similarity	similarity	NOUN
ajceb-5184	146	8	measure	measure	NOUN
ajceb-5184	146	9	that	that	PRON
ajceb-5184	146	10	is	be	AUX
ajceb-5184	146	11	computed	compute	VERB
ajceb-5184	146	12	between	between	ADP
ajceb-5184	146	13	the	the	DET
ajceb-5184	146	14	observations	observation	NOUN
ajceb-5184	146	15	based	base	VERB
ajceb-5184	146	16	on	on	ADP
ajceb-5184	146	17	independent	independent	ADJ
ajceb-5184	146	18	variables	variable	NOUN
ajceb-5184	146	19	.	.	PUNCT
ajceb-5184	147	1	the	the	DET
ajceb-5184	147	2	euclidean	euclidean	ADJ
ajceb-5184	147	3	distance	distance	NOUN
ajceb-5184	147	4	between	between	ADP
ajceb-5184	147	5	the	the	DET
ajceb-5184	147	6	independent	independent	ADJ
ajceb-5184	147	7	variables	variable	NOUN
ajceb-5184	147	8	in	in	ADP
ajceb-5184	147	9	the	the	DET
ajceb-5184	147	10	training	training	NOUN
ajceb-5184	147	11	set	set	NOUN
ajceb-5184	147	12	(	(	PUNCT
ajceb-5184	147	13	)	)	PUNCT
ajceb-5184	147	14	nxxx	nxxx	PROPN
ajceb-5184	147	15	,	,	PUNCT
ajceb-5184	147	16	...	...	PUNCT
ajceb-5184	147	17	,	,	PUNCT
ajceb-5184	147	18	,	,	PUNCT
ajceb-5184	147	19	21	21	NUM
ajceb-5184	147	20	and	and	CCONJ
ajceb-5184	147	21	test	test	NOUN
ajceb-5184	147	22	set	set	VERB
ajceb-5184	147	23	(	(	PUNCT
ajceb-5184	147	24	)	)	PUNCT
ajceb-5184	147	25	nppp	nppp	NOUN
ajceb-5184	147	26	,	,	PUNCT
ajceb-5184	147	27	...	...	PUNCT
ajceb-5184	147	28	,	,	PUNCT
ajceb-5184	147	29	;	;	PUNCT
ajceb-5184	147	30	21	21	NUM
ajceb-5184	147	31	can	can	AUX
ajceb-5184	147	32	be	be	AUX
ajceb-5184	147	33	expressed	express	VERB
ajceb-5184	147	34	as	as	ADP
ajceb-5184	147	35	:	:	PUNCT
ajceb-5184	147	36	(	(	PUNCT
ajceb-5184	147	37	)	)	PUNCT
ajceb-5184	147	38	(	(	PUNCT
ajceb-5184	147	39	)	)	PUNCT
ajceb-5184	147	40	(	(	PUNCT
ajceb-5184	147	41	)	)	PUNCT
ajceb-5184	147	42	22	22	NUM
ajceb-5184	147	43	22	22	NUM
ajceb-5184	147	44	2	2	NUM
ajceb-5184	147	45	11	11	NUM
ajceb-5184	147	46	...	...	PUNCT
ajceb-5184	147	47	nn	nn	PROPN
ajceb-5184	147	48	pxpxpx	pxpxpx	PROPN
ajceb-5184	147	49	−++−+−	−++−+−	PROPN
ajceb-5184	147	50	(	(	PUNCT
ajceb-5184	147	51	2	2	NUM
ajceb-5184	147	52	)	)	PUNCT
ajceb-5184	147	53	parsian	parsian	NOUN
ajceb-5184	147	54	(	(	PUNCT
ajceb-5184	147	55	2015	2015	NUM
ajceb-5184	147	56	)	)	PUNCT
ajceb-5184	147	57	provides	provide	VERB
ajceb-5184	147	58	a	a	DET
ajceb-5184	147	59	detailed	detailed	ADJ
ajceb-5184	147	60	explanation	explanation	NOUN
ajceb-5184	147	61	of	of	ADP
ajceb-5184	147	62	k	k	PROPN
ajceb-5184	147	63	-	-	PUNCT
ajceb-5184	147	64	nn	nn	PROPN
ajceb-5184	147	65	.	.	PROPN
ajceb-5184	147	66	to	to	PART
ajceb-5184	147	67	validate	validate	VERB
ajceb-5184	147	68	the	the	DET
ajceb-5184	147	69	developed	develop	VERB
ajceb-5184	147	70	models	model	NOUN
ajceb-5184	147	71	,	,	PUNCT
ajceb-5184	147	72	the	the	DET
ajceb-5184	147	73	collected	collect	VERB
ajceb-5184	147	74	data	datum	NOUN
ajceb-5184	147	75	were	be	AUX
ajceb-5184	147	76	divided	divide	VERB
ajceb-5184	147	77	into	into	ADP
ajceb-5184	147	78	two	two	NUM
ajceb-5184	147	79	:	:	PUNCT
ajceb-5184	147	80	training	training	NOUN
ajceb-5184	147	81	set	set	NOUN
ajceb-5184	147	82	(	(	PUNCT
ajceb-5184	147	83	70	70	NUM
ajceb-5184	147	84	%	%	NOUN
ajceb-5184	147	85	)	)	PUNCT
ajceb-5184	147	86	and	and	CCONJ
ajceb-5184	147	87	test	test	NOUN
ajceb-5184	147	88	set	set	VERB
ajceb-5184	147	89	(	(	PUNCT
ajceb-5184	147	90	30	30	NUM
ajceb-5184	147	91	%	%	NOUN
ajceb-5184	147	92	)	)	PUNCT
ajceb-5184	147	93	.	.	PUNCT
ajceb-5184	148	1	the	the	DET
ajceb-5184	148	2	training	training	NOUN
ajceb-5184	148	3	data	datum	NOUN
ajceb-5184	148	4	set	set	VERB
ajceb-5184	148	5	was	be	AUX
ajceb-5184	148	6	initially	initially	ADV
ajceb-5184	148	7	fitted	fit	VERB
ajceb-5184	148	8	to	to	ADP
ajceb-5184	148	9	the	the	DET
ajceb-5184	148	10	model	model	NOUN
ajceb-5184	148	11	.	.	PUNCT
ajceb-5184	149	1	subsequently	subsequently	ADV
ajceb-5184	149	2	,	,	PUNCT
ajceb-5184	149	3	the	the	DET
ajceb-5184	149	4	trained	train	VERB
ajceb-5184	149	5	model	model	NOUN
ajceb-5184	149	6	was	be	AUX
ajceb-5184	149	7	used	use	VERB
ajceb-5184	149	8	to	to	PART
ajceb-5184	149	9	predict	predict	VERB
ajceb-5184	149	10	previously	previously	ADV
ajceb-5184	149	11	unseen	unseen	ADJ
ajceb-5184	149	12	data	datum	NOUN
ajceb-5184	149	13	,	,	PUNCT
ajceb-5184	149	14	i.e.	i.e.	X
ajceb-5184	149	15	test	test	NOUN
ajceb-5184	149	16	data	datum	NOUN
ajceb-5184	149	17	set	set	VERB
ajceb-5184	149	18	.	.	PUNCT
ajceb-5184	150	1	this	this	PRON
ajceb-5184	150	2	is	be	AUX
ajceb-5184	150	3	done	do	VERB
ajceb-5184	150	4	to	to	PART
ajceb-5184	150	5	evaluate	evaluate	VERB
ajceb-5184	150	6	the	the	DET
ajceb-5184	150	7	predictive	predictive	ADJ
ajceb-5184	150	8	performance	performance	NOUN
ajceb-5184	150	9	of	of	ADP
ajceb-5184	150	10	the	the	DET
ajceb-5184	150	11	model	model	NOUN
ajceb-5184	150	12	(	(	PUNCT
ajceb-5184	150	13	generalisation	generalisation	NOUN
ajceb-5184	150	14	capability	capability	NOUN
ajceb-5184	150	15	)	)	PUNCT
ajceb-5184	150	16	.	.	PUNCT
ajceb-5184	151	1	the	the	DET
ajceb-5184	151	2	percentage	percentage	NOUN
ajceb-5184	151	3	of	of	ADP
ajceb-5184	151	4	correctly	correctly	ADV
ajceb-5184	151	5	classified	classified	ADJ
ajceb-5184	151	6	(	(	PUNCT
ajceb-5184	151	7	degree	degree	NOUN
ajceb-5184	151	8	of	of	ADP
ajceb-5184	151	9	accuracy	accuracy	NOUN
ajceb-5184	151	10	)	)	PUNCT
ajceb-5184	151	11	and	and	CCONJ
ajceb-5184	151	12	cohen	cohen	PROPN
ajceb-5184	151	13	's	's	PART
ajceb-5184	151	14	kappa	kappa	PROPN
ajceb-5184	151	15	coefficient	coefficient	PROPN
ajceb-5184	151	16	(	(	PUNCT
ajceb-5184	151	17	kappa	kappa	ADJ
ajceb-5184	151	18	)	)	PUNCT
ajceb-5184	151	19	are	be	AUX
ajceb-5184	151	20	computed	compute	VERB
ajceb-5184	151	21	as	as	ADP
ajceb-5184	151	22	measures	measure	NOUN
ajceb-5184	151	23	of	of	ADP
ajceb-5184	151	24	predictive	predictive	ADJ
ajceb-5184	151	25	performance	performance	NOUN
ajceb-5184	151	26	.	.	PUNCT
ajceb-5184	152	1	in	in	ADP
ajceb-5184	152	2	addition	addition	NOUN
ajceb-5184	152	3	,	,	PUNCT
ajceb-5184	152	4	a	a	DET
ajceb-5184	152	5	sensitivity	sensitivity	NOUN
ajceb-5184	152	6	analysis	analysis	NOUN
ajceb-5184	152	7	as	as	SCONJ
ajceb-5184	152	8	explained	explain	VERB
ajceb-5184	152	9	in	in	ADP
ajceb-5184	152	10	cortex	cortex	NOUN
ajceb-5184	152	11	(	(	PUNCT
ajceb-5184	152	12	2010	2010	NUM
ajceb-5184	152	13	)	)	PUNCT
ajceb-5184	152	14	was	be	AUX
ajceb-5184	152	15	applied	apply	VERB
ajceb-5184	152	16	to	to	PART
ajceb-5184	152	17	evaluate	evaluate	VERB
ajceb-5184	152	18	the	the	DET
ajceb-5184	152	19	relative	relative	ADJ
ajceb-5184	152	20	importance	importance	NOUN
ajceb-5184	152	21	of	of	ADP
ajceb-5184	152	22	the	the	DET
ajceb-5184	152	23	input	input	NOUN
ajceb-5184	152	24	variable	variable	NOUN
ajceb-5184	152	25	in	in	ADP
ajceb-5184	152	26	the	the	DET
ajceb-5184	152	27	developed	develop	VERB
ajceb-5184	152	28	model	model	NOUN
ajceb-5184	152	29	.	.	PUNCT
ajceb-5184	153	1	construction	construction	NOUN
ajceb-5184	153	2	economics	economic	NOUN
ajceb-5184	153	3	and	and	CCONJ
ajceb-5184	153	4	building	building	NOUN
ajceb-5184	153	5	,	,	PUNCT
ajceb-5184	153	6	16(4	16(4	NUM
ajceb-5184	153	7	)	)	PUNCT
ajceb-5184	153	8	,	,	PUNCT
ajceb-5184	153	9	86	86	NUM
ajceb-5184	153	10	-	-	SYM
ajceb-5184	153	11	98	98	NUM
ajceb-5184	153	12	aluko	aluko	PROPN
ajceb-5184	153	13	,	,	PUNCT
ajceb-5184	153	14	adenuga	adenuga	PROPN
ajceb-5184	153	15	,	,	PUNCT
ajceb-5184	153	16	kukoyi	kukoyi	PROPN
ajceb-5184	153	17	,	,	PUNCT
ajceb-5184	153	18	soyingbe	soyingbe	NOUN
ajceb-5184	153	19	,	,	PUNCT
ajceb-5184	153	20	and	and	CCONJ
ajceb-5184	153	21	oyedeji	oyedeji	VERB
ajceb-5184	153	22	92	92	NUM
ajceb-5184	153	23	results	result	NOUN
ajceb-5184	153	24	the	the	DET
ajceb-5184	153	25	processes	process	NOUN
ajceb-5184	153	26	carried	carry	VERB
ajceb-5184	153	27	out	out	ADP
ajceb-5184	153	28	prior	prior	ADV
ajceb-5184	153	29	to	to	ADP
ajceb-5184	153	30	fitting	fit	VERB
ajceb-5184	153	31	the	the	DET
ajceb-5184	153	32	model	model	NOUN
ajceb-5184	153	33	are	be	AUX
ajceb-5184	153	34	described	describe	VERB
ajceb-5184	153	35	in	in	ADP
ajceb-5184	153	36	the	the	DET
ajceb-5184	153	37	preceding	precede	VERB
ajceb-5184	153	38	section	section	NOUN
ajceb-5184	153	39	.	.	PUNCT
ajceb-5184	154	1	the	the	DET
ajceb-5184	154	2	training	training	NOUN
ajceb-5184	154	3	data	data	NOUN
ajceb-5184	154	4	sets	set	NOUN
ajceb-5184	154	5	were	be	AUX
ajceb-5184	154	6	fitted	fit	VERB
ajceb-5184	154	7	to	to	PART
ajceb-5184	154	8	linear	linear	VERB
ajceb-5184	154	9	discriminant	discriminant	ADJ
ajceb-5184	154	10	analysis	analysis	NOUN
ajceb-5184	154	11	and	and	CCONJ
ajceb-5184	154	12	the	the	DET
ajceb-5184	154	13	k	k	NOUN
ajceb-5184	154	14	-	-	PUNCT
ajceb-5184	154	15	nearest	near	ADJ
ajceb-5184	154	16	neighbour	neighbour	ADJ
ajceb-5184	154	17	model	model	NOUN
ajceb-5184	154	18	.	.	PUNCT
ajceb-5184	155	1	the	the	DET
ajceb-5184	155	2	predictive	predictive	ADJ
ajceb-5184	155	3	accuracy	accuracy	NOUN
ajceb-5184	155	4	of	of	ADP
ajceb-5184	155	5	all	all	DET
ajceb-5184	155	6	the	the	DET
ajceb-5184	155	7	models	model	NOUN
ajceb-5184	155	8	are	be	AUX
ajceb-5184	155	9	presented	present	VERB
ajceb-5184	155	10	in	in	ADP
ajceb-5184	155	11	this	this	DET
ajceb-5184	155	12	section	section	NOUN
ajceb-5184	155	13	.	.	PUNCT
ajceb-5184	156	1	linear	linear	PROPN
ajceb-5184	156	2	discriminant	discriminant	ADJ
ajceb-5184	156	3	analysis	analysis	NOUN
ajceb-5184	156	4	admission	admission	NOUN
ajceb-5184	156	5	criteria	criterion	NOUN
ajceb-5184	156	6	were	be	AUX
ajceb-5184	156	7	used	use	VERB
ajceb-5184	156	8	in	in	ADP
ajceb-5184	156	9	the	the	DET
ajceb-5184	156	10	linear	linear	ADJ
ajceb-5184	156	11	discriminant	discriminant	NOUN
ajceb-5184	156	12	analysis	analysis	NOUN
ajceb-5184	156	13	to	to	PART
ajceb-5184	156	14	predict	predict	VERB
ajceb-5184	156	15	the	the	DET
ajceb-5184	156	16	academic	academic	ADJ
ajceb-5184	156	17	success	success	NOUN
ajceb-5184	156	18	of	of	ADP
ajceb-5184	156	19	architecture	architecture	NOUN
ajceb-5184	156	20	undergraduate	undergraduate	NOUN
ajceb-5184	156	21	students	student	NOUN
ajceb-5184	156	22	(	(	PUNCT
ajceb-5184	156	23	‘	'	PUNCT
ajceb-5184	156	24	pass	pass	VERB
ajceb-5184	156	25	’	'	PUNCT
ajceb-5184	156	26	or	or	CCONJ
ajceb-5184	156	27	‘	'	PUNCT
ajceb-5184	156	28	fail	fail	ADJ
ajceb-5184	156	29	’	'	PUNCT
ajceb-5184	156	30	)	)	PUNCT
ajceb-5184	156	31	.	.	PUNCT
ajceb-5184	157	1	the	the	DET
ajceb-5184	157	2	purpose	purpose	NOUN
ajceb-5184	157	3	of	of	ADP
ajceb-5184	157	4	linear	linear	ADJ
ajceb-5184	157	5	discriminant	discriminant	ADJ
ajceb-5184	157	6	analysis	analysis	NOUN
ajceb-5184	157	7	is	be	AUX
ajceb-5184	157	8	to	to	PART
ajceb-5184	157	9	identify	identify	VERB
ajceb-5184	157	10	the	the	DET
ajceb-5184	157	11	best	good	ADJ
ajceb-5184	157	12	linear	linear	ADJ
ajceb-5184	157	13	combination	combination	NOUN
ajceb-5184	157	14	of	of	ADP
ajceb-5184	157	15	independent	independent	ADJ
ajceb-5184	157	16	variables	variable	NOUN
ajceb-5184	157	17	to	to	PART
ajceb-5184	157	18	produce	produce	VERB
ajceb-5184	157	19	the	the	DET
ajceb-5184	157	20	best	good	ADJ
ajceb-5184	157	21	prediction	prediction	NOUN
ajceb-5184	157	22	of	of	ADP
ajceb-5184	157	23	classifications	classification	NOUN
ajceb-5184	157	24	(	(	PUNCT
ajceb-5184	157	25	verma	verma	PROPN
ajceb-5184	157	26	,	,	PUNCT
ajceb-5184	157	27	2013	2013	NUM
ajceb-5184	157	28	)	)	PUNCT
ajceb-5184	157	29	.	.	PUNCT
ajceb-5184	158	1	the	the	DET
ajceb-5184	158	2	linear	linear	ADJ
ajceb-5184	158	3	discriminant	discriminant	NOUN
ajceb-5184	158	4	analysis	analysis	NOUN
ajceb-5184	158	5	generated	generate	VERB
ajceb-5184	158	6	the	the	DET
ajceb-5184	158	7	coefficients	coefficient	NOUN
ajceb-5184	158	8	presented	present	VERB
ajceb-5184	158	9	in	in	ADP
ajceb-5184	158	10	table	table	NOUN
ajceb-5184	158	11	3	3	NUM
ajceb-5184	158	12	,	,	PUNCT
ajceb-5184	158	13	which	which	PRON
ajceb-5184	158	14	shows	show	VERB
ajceb-5184	158	15	that	that	SCONJ
ajceb-5184	158	16	the	the	DET
ajceb-5184	158	17	variables	variable	NOUN
ajceb-5184	158	18	which	which	PRON
ajceb-5184	158	19	impact	impact	VERB
ajceb-5184	158	20	the	the	DET
ajceb-5184	158	21	most	most	ADV
ajceb-5184	158	22	on	on	ADP
ajceb-5184	158	23	students	student	NOUN
ajceb-5184	158	24	’	'	PUNCT
ajceb-5184	158	25	academic	academic	ADJ
ajceb-5184	158	26	success	success	NOUN
ajceb-5184	158	27	are	be	AUX
ajceb-5184	158	28	jamb	jamb	ADJ
ajceb-5184	158	29	scores	score	NOUN
ajceb-5184	158	30	(	(	PUNCT
ajceb-5184	158	31	with	with	ADP
ajceb-5184	158	32	an	an	DET
ajceb-5184	158	33	absolute	absolute	ADJ
ajceb-5184	158	34	of	of	ADP
ajceb-5184	158	35	4.01	4.01	NUM
ajceb-5184	158	36	)	)	PUNCT
ajceb-5184	158	37	,	,	PUNCT
ajceb-5184	158	38	direct	direct	ADJ
ajceb-5184	158	39	entry	entry	NOUN
ajceb-5184	158	40	applicants	applicant	NOUN
ajceb-5184	158	41	(	(	PUNCT
ajceb-5184	158	42	with	with	ADP
ajceb-5184	158	43	an	an	DET
ajceb-5184	158	44	absolute	absolute	ADJ
ajceb-5184	158	45	of	of	ADP
ajceb-5184	158	46	3.36	3.36	NUM
ajceb-5184	158	47	)	)	PUNCT
ajceb-5184	158	48	,	,	PUNCT
ajceb-5184	158	49	and	and	CCONJ
ajceb-5184	158	50	grades	grade	NOUN
ajceb-5184	158	51	obtained	obtain	VERB
ajceb-5184	158	52	in	in	ADP
ajceb-5184	158	53	mathematics	mathematic	NOUN
ajceb-5184	158	54	at	at	ADP
ajceb-5184	158	55	‘	'	PUNCT
ajceb-5184	158	56	o	o	NOUN
ajceb-5184	158	57	’	'	PUNCT
ajceb-5184	158	58	level	level	NOUN
ajceb-5184	158	59	examinations	examination	NOUN
ajceb-5184	158	60	(	(	PUNCT
ajceb-5184	158	61	with	with	ADP
ajceb-5184	158	62	an	an	DET
ajceb-5184	158	63	absolute	absolute	ADJ
ajceb-5184	158	64	of	of	ADP
ajceb-5184	158	65	0.49	0.49	NUM
ajceb-5184	158	66	)	)	PUNCT
ajceb-5184	158	67	.	.	PUNCT
ajceb-5184	159	1	table	table	NOUN
ajceb-5184	159	2	3	3	NUM
ajceb-5184	159	3	:	:	PUNCT
ajceb-5184	159	4	coefficients	coefficient	NOUN
ajceb-5184	159	5	of	of	ADP
ajceb-5184	159	6	linear	linear	PROPN
ajceb-5184	159	7	discriminants	discriminant	NOUN
ajceb-5184	159	8	variable	variable	ADJ
ajceb-5184	159	9	criteria	criterion	NOUN
ajceb-5184	159	10	discriminant	discriminant	ADJ
ajceb-5184	159	11	function	function	VERB
ajceb-5184	159	12	coefficients	coefficient	NOUN
ajceb-5184	159	13	mathematics	mathematic	NOUN
ajceb-5184	159	14	-0.486	-0.486	PUNCT
ajceb-5184	159	15	english	english	PROPN
ajceb-5184	159	16	-0.253	-0.253	PUNCT
ajceb-5184	159	17	physics	physics	NOUN
ajceb-5184	159	18	0.215	0.215	NUM
ajceb-5184	159	19	biology	biology	NOUN
ajceb-5184	159	20	0.307	0.307	NUM
ajceb-5184	159	21	chemistry	chemistry	NOUN
ajceb-5184	159	22	0.328	0.328	NUM
ajceb-5184	159	23	local	local	ADJ
ajceb-5184	159	24	language	language	NOUN
ajceb-5184	159	25	(	(	PUNCT
ajceb-5184	159	26	e.g.	e.g.	ADV
ajceb-5184	159	27	yoruba	yoruba	PROPN
ajceb-5184	159	28	)	)	PUNCT
ajceb-5184	159	29	0.015	0.015	NUM
ajceb-5184	159	30	geography	geography	NOUN
ajceb-5184	159	31	-0.091	-0.091	NUM
ajceb-5184	159	32	technical	technical	ADJ
ajceb-5184	159	33	drawing	draw	VERB
ajceb-5184	159	34	0.107	0.107	NUM
ajceb-5184	159	35	economics	economic	NOUN
ajceb-5184	159	36	-0.074	-0.074	PUNCT
ajceb-5184	159	37	further	further	ADJ
ajceb-5184	159	38	mathematics	mathematic	NOUN
ajceb-5184	159	39	-0.060	-0.060	NOUN
ajceb-5184	159	40	agricultural	agricultural	ADJ
ajceb-5184	159	41	science	science	NOUN
ajceb-5184	159	42	-0.044	-0.044	PROPN
ajceb-5184	159	43	total	total	ADJ
ajceb-5184	159	44	utme	utme	NOUN
ajceb-5184	159	45	score	score	NOUN
ajceb-5184	159	46	-4.009	-4.009	X
ajceb-5184	159	47	direct	direct	ADJ
ajceb-5184	159	48	entry	entry	NOUN
ajceb-5184	159	49	-3.357	-3.357	PUNCT
ajceb-5184	159	50	the	the	DET
ajceb-5184	159	51	predictions	prediction	NOUN
ajceb-5184	159	52	generated	generate	VERB
ajceb-5184	159	53	from	from	ADP
ajceb-5184	159	54	the	the	DET
ajceb-5184	159	55	linear	linear	ADJ
ajceb-5184	159	56	discriminant	discriminant	NOUN
ajceb-5184	159	57	analysis	analysis	NOUN
ajceb-5184	159	58	are	be	AUX
ajceb-5184	159	59	presented	present	VERB
ajceb-5184	159	60	in	in	ADP
ajceb-5184	159	61	table	table	NOUN
ajceb-5184	159	62	4	4	NUM
ajceb-5184	159	63	.	.	PUNCT
ajceb-5184	160	1	the	the	DET
ajceb-5184	160	2	measure	measure	NOUN
ajceb-5184	160	3	is	be	AUX
ajceb-5184	160	4	evaluated	evaluate	VERB
ajceb-5184	160	5	by	by	ADP
ajceb-5184	160	6	comparing	compare	VERB
ajceb-5184	160	7	the	the	DET
ajceb-5184	160	8	observed	observe	VERB
ajceb-5184	160	9	misclassification	misclassification	NOUN
ajceb-5184	160	10	rate	rate	NOUN
ajceb-5184	160	11	to	to	ADP
ajceb-5184	160	12	that	that	PRON
ajceb-5184	160	13	expected	expect	VERB
ajceb-5184	160	14	by	by	ADP
ajceb-5184	160	15	chance	chance	NOUN
ajceb-5184	160	16	alone	alone	ADV
ajceb-5184	160	17	.	.	PUNCT
ajceb-5184	161	1	the	the	DET
ajceb-5184	161	2	percentage	percentage	NOUN
ajceb-5184	161	3	of	of	ADP
ajceb-5184	161	4	cases	case	NOUN
ajceb-5184	161	5	correctly	correctly	ADV
ajceb-5184	161	6	classified	classified	ADJ
ajceb-5184	161	7	can	can	AUX
ajceb-5184	161	8	be	be	AUX
ajceb-5184	161	9	regarded	regard	VERB
ajceb-5184	161	10	as	as	ADP
ajceb-5184	161	11	the	the	DET
ajceb-5184	161	12	benchmark	benchmark	NOUN
ajceb-5184	161	13	for	for	ADP
ajceb-5184	161	14	assessing	assess	VERB
ajceb-5184	161	15	the	the	DET
ajceb-5184	161	16	effectiveness	effectiveness	NOUN
ajceb-5184	161	17	of	of	ADP
ajceb-5184	161	18	the	the	DET
ajceb-5184	161	19	discriminant	discriminant	NOUN
ajceb-5184	161	20	function	function	NOUN
ajceb-5184	161	21	.	.	PUNCT
ajceb-5184	162	1	in	in	ADP
ajceb-5184	162	2	this	this	DET
ajceb-5184	162	3	study	study	NOUN
ajceb-5184	162	4	,	,	PUNCT
ajceb-5184	162	5	50.0	50.0	NUM
ajceb-5184	162	6	%	%	NOUN
ajceb-5184	162	7	of	of	ADP
ajceb-5184	162	8	all	all	DET
ajceb-5184	162	9	cases	case	NOUN
ajceb-5184	162	10	were	be	AUX
ajceb-5184	162	11	correctly	correctly	ADV
ajceb-5184	162	12	classified	classified	ADJ
ajceb-5184	162	13	(	(	PUNCT
ajceb-5184	162	14	see	see	VERB
ajceb-5184	162	15	table	table	NOUN
ajceb-5184	162	16	3	3	NUM
ajceb-5184	162	17	)	)	PUNCT
ajceb-5184	162	18	.	.	PUNCT
ajceb-5184	163	1	however	however	ADV
ajceb-5184	163	2	,	,	PUNCT
ajceb-5184	163	3	the	the	DET
ajceb-5184	163	4	kappa	kappa	PROPN
ajceb-5184	163	5	statistic	statistic	PROPN
ajceb-5184	163	6	is	be	AUX
ajceb-5184	163	7	-0.230	-0.230	VERB
ajceb-5184	163	8	.	.	PUNCT
ajceb-5184	164	1	this	this	PRON
ajceb-5184	164	2	indicates	indicate	VERB
ajceb-5184	164	3	poor	poor	ADJ
ajceb-5184	164	4	agreement	agreement	NOUN
ajceb-5184	164	5	between	between	ADP
ajceb-5184	164	6	the	the	DET
ajceb-5184	164	7	predictive	predictive	ADJ
ajceb-5184	164	8	and	and	CCONJ
ajceb-5184	164	9	actual	actual	ADJ
ajceb-5184	164	10	class	class	NOUN
ajceb-5184	164	11	in	in	ADP
ajceb-5184	164	12	the	the	DET
ajceb-5184	164	13	test	test	NOUN
ajceb-5184	164	14	data	datum	NOUN
ajceb-5184	164	15	set	set	VERB
ajceb-5184	164	16	.	.	PUNCT
ajceb-5184	165	1	table	table	NOUN
ajceb-5184	165	2	4	4	NUM
ajceb-5184	165	3	:	:	PUNCT
ajceb-5184	165	4	linear	linear	VERB
ajceb-5184	165	5	discriminant	discriminant	ADJ
ajceb-5184	165	6	analysis	analysis	NOUN
ajceb-5184	165	7	classification	classification	NOUN
ajceb-5184	165	8	predicted	predict	VERB
ajceb-5184	166	1	observed	observe	VERB
ajceb-5184	166	2	fail	fail	ADJ
ajceb-5184	166	3	pass	pass	VERB
ajceb-5184	166	4	fail	fail	VERB
ajceb-5184	166	5	1	1	NUM
ajceb-5184	166	6	7	7	NUM
ajceb-5184	166	7	pass	pass	NOUN
ajceb-5184	166	8	8	8	NUM
ajceb-5184	166	9	14	14	NUM
ajceb-5184	166	10	overall	overall	ADJ
ajceb-5184	166	11	=	=	PROPN
ajceb-5184	166	12	50.00	50.00	NUM
ajceb-5184	166	13	%	%	NOUN
ajceb-5184	166	14	kappa	kappa	NOUN
ajceb-5184	167	1	=	=	PUNCT
ajceb-5184	168	1	-0.230	-0.230	X
ajceb-5184	169	1	k	k	ADJ
ajceb-5184	169	2	-	-	PUNCT
ajceb-5184	169	3	nearest	near	ADJ
ajceb-5184	169	4	neighbour	neighbour	NOUN
ajceb-5184	169	5	(	(	PUNCT
ajceb-5184	169	6	k	k	NOUN
ajceb-5184	169	7	-	-	PUNCT
ajceb-5184	169	8	nn	nn	NOUN
ajceb-5184	169	9	)	)	PUNCT
ajceb-5184	169	10	the	the	DET
ajceb-5184	169	11	k	k	PROPN
ajceb-5184	169	12	parameter	parameter	NOUN
ajceb-5184	169	13	in	in	ADP
ajceb-5184	169	14	the	the	DET
ajceb-5184	169	15	k	k	PROPN
ajceb-5184	169	16	-	-	PUNCT
ajceb-5184	169	17	nn	nn	ADJ
ajceb-5184	169	18	algorithm	algorithm	NOUN
ajceb-5184	169	19	is	be	AUX
ajceb-5184	169	20	a	a	DET
ajceb-5184	169	21	user	user	NOUN
ajceb-5184	169	22	-	-	PUNCT
ajceb-5184	169	23	defined	define	VERB
ajceb-5184	169	24	parameter	parameter	NOUN
ajceb-5184	169	25	.	.	PUNCT
ajceb-5184	170	1	in	in	ADP
ajceb-5184	170	2	this	this	DET
ajceb-5184	170	3	study	study	NOUN
ajceb-5184	170	4	,	,	PUNCT
ajceb-5184	170	5	an	an	DET
ajceb-5184	170	6	initial	initial	ADJ
ajceb-5184	170	7	experiment	experiment	NOUN
ajceb-5184	170	8	was	be	AUX
ajceb-5184	170	9	carried	carry	VERB
ajceb-5184	170	10	out	out	ADP
ajceb-5184	170	11	by	by	ADP
ajceb-5184	170	12	setting	set	VERB
ajceb-5184	170	13	k	k	PROPN
ajceb-5184	170	14	at	at	ADP
ajceb-5184	170	15	values	value	NOUN
ajceb-5184	170	16	of	of	ADP
ajceb-5184	170	17	1	1	NUM
ajceb-5184	170	18	,	,	PUNCT
ajceb-5184	170	19	3	3	NUM
ajceb-5184	170	20	,	,	PUNCT
ajceb-5184	170	21	4	4	NUM
ajceb-5184	170	22	,	,	PUNCT
ajceb-5184	170	23	5	5	NUM
ajceb-5184	170	24	,	,	PUNCT
ajceb-5184	170	25	6	6	NUM
ajceb-5184	170	26	,	,	PUNCT
ajceb-5184	170	27	7	7	NUM
ajceb-5184	170	28	and	and	CCONJ
ajceb-5184	170	29	9	9	NUM
ajceb-5184	170	30	.	.	PUNCT
ajceb-5184	171	1	subsequently	subsequently	ADV
ajceb-5184	171	2	,	,	PUNCT
ajceb-5184	171	3	k	k	PROPN
ajceb-5184	171	4	was	be	AUX
ajceb-5184	171	5	set	set	VERB
ajceb-5184	171	6	at	at	ADP
ajceb-5184	171	7	1	1	NUM
ajceb-5184	171	8	.	.	PUNCT
ajceb-5184	172	1	this	this	PRON
ajceb-5184	172	2	is	be	AUX
ajceb-5184	172	3	because	because	SCONJ
ajceb-5184	172	4	no	no	DET
ajceb-5184	172	5	significant	significant	ADJ
ajceb-5184	172	6	improvement	improvement	NOUN
ajceb-5184	172	7	in	in	ADP
ajceb-5184	172	8	the	the	DET
ajceb-5184	172	9	accuracy	accuracy	NOUN
ajceb-5184	172	10	of	of	ADP
ajceb-5184	172	11	the	the	DET
ajceb-5184	172	12	k	k	PROPN
ajceb-5184	172	13	-	-	PUNCT
ajceb-5184	172	14	nn	nn	PROPN
ajceb-5184	172	15	model	model	NOUN
ajceb-5184	172	16	was	be	AUX
ajceb-5184	172	17	observed	observe	VERB
ajceb-5184	172	18	due	due	ADJ
ajceb-5184	172	19	to	to	ADP
ajceb-5184	172	20	changes	change	NOUN
ajceb-5184	172	21	in	in	ADP
ajceb-5184	172	22	the	the	DET
ajceb-5184	172	23	value	value	NOUN
ajceb-5184	172	24	of	of	ADP
ajceb-5184	172	25	k.	k.	PROPN
ajceb-5184	172	26	the	the	DET
ajceb-5184	172	27	results	result	NOUN
ajceb-5184	172	28	of	of	ADP
ajceb-5184	172	29	out	out	ADP
ajceb-5184	172	30	-	-	PUNCT
ajceb-5184	172	31	of	of	ADP
ajceb-5184	172	32	-	-	PUNCT
ajceb-5184	172	33	sample	sample	NOUN
ajceb-5184	172	34	prediction	prediction	NOUN
ajceb-5184	172	35	(	(	PUNCT
ajceb-5184	172	36	i.e.	i.e.	X
ajceb-5184	172	37	the	the	DET
ajceb-5184	172	38	test	test	NOUN
ajceb-5184	172	39	construction	construction	NOUN
ajceb-5184	172	40	economics	economic	NOUN
ajceb-5184	172	41	and	and	CCONJ
ajceb-5184	172	42	building	building	NOUN
ajceb-5184	172	43	,	,	PUNCT
ajceb-5184	172	44	16(4	16(4	NUM
ajceb-5184	172	45	)	)	PUNCT
ajceb-5184	172	46	,	,	PUNCT
ajceb-5184	172	47	86	86	NUM
ajceb-5184	172	48	-	-	SYM
ajceb-5184	172	49	98	98	NUM
ajceb-5184	172	50	aluko	aluko	PROPN
ajceb-5184	172	51	,	,	PUNCT
ajceb-5184	172	52	adenuga	adenuga	PROPN
ajceb-5184	172	53	,	,	PUNCT
ajceb-5184	172	54	kukoyi	kukoyi	PROPN
ajceb-5184	172	55	,	,	PUNCT
ajceb-5184	172	56	soyingbe	soyingbe	NOUN
ajceb-5184	172	57	,	,	PUNCT
ajceb-5184	172	58	and	and	CCONJ
ajceb-5184	172	59	oyedeji	oyedeji	VERB
ajceb-5184	172	60	93	93	NUM
ajceb-5184	172	61	set	set	NOUN
ajceb-5184	172	62	)	)	PUNCT
ajceb-5184	172	63	for	for	ADP
ajceb-5184	172	64	the	the	DET
ajceb-5184	172	65	k	k	PROPN
ajceb-5184	172	66	-	-	PUNCT
ajceb-5184	172	67	nn	nn	ADJ
ajceb-5184	172	68	model	model	NOUN
ajceb-5184	172	69	are	be	AUX
ajceb-5184	172	70	presented	present	VERB
ajceb-5184	172	71	on	on	ADP
ajceb-5184	172	72	table	table	NOUN
ajceb-5184	172	73	5	5	NUM
ajceb-5184	172	74	.	.	PUNCT
ajceb-5184	172	75	overall	overall	ADJ
ajceb-5184	172	76	,	,	PUNCT
ajceb-5184	172	77	73.33	73.33	NUM
ajceb-5184	172	78	%	%	NOUN
ajceb-5184	172	79	of	of	ADP
ajceb-5184	172	80	the	the	DET
ajceb-5184	172	81	instances	instance	NOUN
ajceb-5184	172	82	(	(	PUNCT
ajceb-5184	172	83	cases	case	NOUN
ajceb-5184	172	84	)	)	PUNCT
ajceb-5184	172	85	were	be	AUX
ajceb-5184	172	86	correctly	correctly	ADV
ajceb-5184	172	87	classified	classified	ADJ
ajceb-5184	172	88	.	.	PUNCT
ajceb-5184	173	1	kappa	kappa	PROPN
ajceb-5184	173	2	statistic	statistic	PROPN
ajceb-5184	173	3	is	be	AUX
ajceb-5184	173	4	calculated	calculate	VERB
ajceb-5184	173	5	as	as	ADP
ajceb-5184	173	6	0.318	0.318	NUM
ajceb-5184	173	7	.	.	PUNCT
ajceb-5184	174	1	table	table	NOUN
ajceb-5184	174	2	5	5	NUM
ajceb-5184	174	3	:	:	PUNCT
ajceb-5184	174	4	k	k	ADJ
ajceb-5184	174	5	-	-	PUNCT
ajceb-5184	174	6	nn	nn	ADJ
ajceb-5184	174	7	classification	classification	NOUN
ajceb-5184	174	8	predicted	predict	VERB
ajceb-5184	175	1	observed	observe	VERB
ajceb-5184	175	2	fail	fail	ADJ
ajceb-5184	175	3	pass	pass	VERB
ajceb-5184	175	4	fail	fail	VERB
ajceb-5184	175	5	4	4	NUM
ajceb-5184	175	6	4	4	NUM
ajceb-5184	175	7	pass	pass	VERB
ajceb-5184	175	8	4	4	NUM
ajceb-5184	175	9	18	18	NUM
ajceb-5184	175	10	overall	overall	ADJ
ajceb-5184	175	11	=	=	SYM
ajceb-5184	175	12	73.33	73.33	NUM
ajceb-5184	175	13	%	%	NOUN
ajceb-5184	175	14	kappa	kappa	NOUN
ajceb-5184	176	1	=	=	PUNCT
ajceb-5184	176	2	0.318	0.318	NUM
ajceb-5184	176	3	comparison	comparison	NOUN
ajceb-5184	176	4	of	of	ADP
ajceb-5184	176	5	various	various	ADJ
ajceb-5184	176	6	models	model	NOUN
ajceb-5184	176	7	this	this	DET
ajceb-5184	176	8	section	section	NOUN
ajceb-5184	176	9	provides	provide	VERB
ajceb-5184	176	10	a	a	DET
ajceb-5184	176	11	comparative	comparative	ADJ
ajceb-5184	176	12	analysis	analysis	NOUN
ajceb-5184	176	13	of	of	ADP
ajceb-5184	176	14	the	the	DET
ajceb-5184	176	15	predictive	predictive	ADJ
ajceb-5184	176	16	performance	performance	NOUN
ajceb-5184	176	17	of	of	ADP
ajceb-5184	176	18	the	the	DET
ajceb-5184	176	19	different	different	ADJ
ajceb-5184	176	20	models	model	NOUN
ajceb-5184	176	21	developed	develop	VERB
ajceb-5184	176	22	in	in	ADP
ajceb-5184	176	23	this	this	DET
ajceb-5184	176	24	study	study	NOUN
ajceb-5184	176	25	for	for	ADP
ajceb-5184	176	26	predicting	predict	VERB
ajceb-5184	176	27	the	the	DET
ajceb-5184	176	28	academic	academic	ADJ
ajceb-5184	176	29	success	success	NOUN
ajceb-5184	176	30	of	of	ADP
ajceb-5184	176	31	architecture	architecture	NOUN
ajceb-5184	176	32	graduates	graduate	NOUN
ajceb-5184	176	33	in	in	ADP
ajceb-5184	176	34	a	a	DET
ajceb-5184	176	35	nigerian	nigerian	ADJ
ajceb-5184	176	36	university	university	NOUN
ajceb-5184	176	37	.	.	PUNCT
ajceb-5184	177	1	the	the	DET
ajceb-5184	177	2	predictive	predictive	ADJ
ajceb-5184	177	3	accuracy	accuracy	NOUN
ajceb-5184	177	4	of	of	ADP
ajceb-5184	177	5	the	the	DET
ajceb-5184	177	6	developed	develop	VERB
ajceb-5184	177	7	models	model	NOUN
ajceb-5184	177	8	served	serve	VERB
ajceb-5184	177	9	as	as	ADP
ajceb-5184	177	10	a	a	DET
ajceb-5184	177	11	basis	basis	NOUN
ajceb-5184	177	12	for	for	ADP
ajceb-5184	177	13	comparison	comparison	NOUN
ajceb-5184	177	14	.	.	PUNCT
ajceb-5184	178	1	the	the	DET
ajceb-5184	178	2	results	result	NOUN
ajceb-5184	178	3	of	of	ADP
ajceb-5184	178	4	the	the	DET
ajceb-5184	178	5	evaluation	evaluation	NOUN
ajceb-5184	178	6	test	test	NOUN
ajceb-5184	178	7	are	be	AUX
ajceb-5184	178	8	presented	present	VERB
ajceb-5184	178	9	in	in	ADP
ajceb-5184	178	10	the	the	DET
ajceb-5184	178	11	previous	previous	ADJ
ajceb-5184	178	12	section	section	NOUN
ajceb-5184	178	13	(	(	PUNCT
ajceb-5184	178	14	see	see	VERB
ajceb-5184	178	15	tables	table	NOUN
ajceb-5184	178	16	4	4	NUM
ajceb-5184	178	17	and	and	CCONJ
ajceb-5184	178	18	5	5	NUM
ajceb-5184	178	19	)	)	PUNCT
ajceb-5184	178	20	.	.	PUNCT
ajceb-5184	179	1	it	it	PRON
ajceb-5184	179	2	is	be	AUX
ajceb-5184	179	3	evident	evident	ADJ
ajceb-5184	179	4	that	that	SCONJ
ajceb-5184	179	5	the	the	DET
ajceb-5184	179	6	k	k	PROPN
ajceb-5184	179	7	-	-	PUNCT
ajceb-5184	179	8	nn	nn	PROPN
ajceb-5184	179	9	model	model	NOUN
ajceb-5184	179	10	outperforms	outperform	VERB
ajceb-5184	179	11	the	the	DET
ajceb-5184	179	12	linear	linear	ADJ
ajceb-5184	179	13	discriminant	discriminant	NOUN
ajceb-5184	179	14	analysis	analysis	NOUN
ajceb-5184	179	15	model	model	NOUN
ajceb-5184	179	16	,	,	PUNCT
ajceb-5184	179	17	in	in	ADP
ajceb-5184	179	18	terms	term	NOUN
ajceb-5184	179	19	of	of	ADP
ajceb-5184	179	20	percentage	percentage	NOUN
ajceb-5184	179	21	of	of	ADP
ajceb-5184	179	22	correctly	correctly	ADV
ajceb-5184	179	23	classified	classified	ADJ
ajceb-5184	179	24	cases	case	NOUN
ajceb-5184	179	25	and	and	CCONJ
ajceb-5184	179	26	kappa	kappa	PROPN
ajceb-5184	179	27	statistic	statistic	PROPN
ajceb-5184	179	28	.	.	PUNCT
ajceb-5184	180	1	sensitivity	sensitivity	NOUN
ajceb-5184	180	2	analysis	analysis	NOUN
ajceb-5184	180	3	compared	compare	VERB
ajceb-5184	180	4	to	to	ADP
ajceb-5184	180	5	k	k	PROPN
ajceb-5184	180	6	-	-	PUNCT
ajceb-5184	180	7	nn	nn	ADJ
ajceb-5184	180	8	,	,	PUNCT
ajceb-5184	180	9	linear	linear	ADJ
ajceb-5184	180	10	models	model	NOUN
ajceb-5184	180	11	(	(	PUNCT
ajceb-5184	180	12	such	such	ADJ
ajceb-5184	180	13	as	as	ADP
ajceb-5184	180	14	regression	regression	NOUN
ajceb-5184	180	15	)	)	PUNCT
ajceb-5184	180	16	are	be	AUX
ajceb-5184	180	17	easy	easy	ADJ
ajceb-5184	180	18	to	to	PART
ajceb-5184	180	19	interpret	interpret	VERB
ajceb-5184	180	20	;	;	PUNCT
ajceb-5184	180	21	hence	hence	ADV
ajceb-5184	180	22	,	,	PUNCT
ajceb-5184	180	23	machinelearning	machinelearne	VERB
ajceb-5184	180	24	techniques	technique	NOUN
ajceb-5184	180	25	are	be	AUX
ajceb-5184	180	26	also	also	ADV
ajceb-5184	180	27	described	describe	VERB
ajceb-5184	180	28	as	as	ADP
ajceb-5184	180	29	‘	'	PUNCT
ajceb-5184	180	30	black	black	ADJ
ajceb-5184	180	31	box	box	NOUN
ajceb-5184	180	32	’	'	PUNCT
ajceb-5184	180	33	models	model	NOUN
ajceb-5184	180	34	.	.	PUNCT
ajceb-5184	181	1	after	after	ADP
ajceb-5184	181	2	using	use	VERB
ajceb-5184	181	3	the	the	DET
ajceb-5184	181	4	developed	developed	ADJ
ajceb-5184	181	5	k	k	PROPN
ajceb-5184	181	6	-	-	PUNCT
ajceb-5184	181	7	nn	nn	ADJ
ajceb-5184	181	8	model	model	NOUN
ajceb-5184	181	9	for	for	ADP
ajceb-5184	181	10	prediction	prediction	NOUN
ajceb-5184	181	11	,	,	PUNCT
ajceb-5184	181	12	a	a	DET
ajceb-5184	181	13	sensitivity	sensitivity	NOUN
ajceb-5184	181	14	analysis	analysis	NOUN
ajceb-5184	181	15	was	be	AUX
ajceb-5184	181	16	carried	carry	VERB
ajceb-5184	181	17	out	out	ADP
ajceb-5184	181	18	.	.	PUNCT
ajceb-5184	182	1	sensitivity	sensitivity	NOUN
ajceb-5184	182	2	analysis	analysis	NOUN
ajceb-5184	182	3	is	be	AUX
ajceb-5184	182	4	a	a	DET
ajceb-5184	182	5	technique	technique	NOUN
ajceb-5184	182	6	used	use	VERB
ajceb-5184	182	7	to	to	PART
ajceb-5184	182	8	extract	extract	VERB
ajceb-5184	182	9	additional	additional	ADJ
ajceb-5184	182	10	information	information	NOUN
ajceb-5184	182	11	on	on	ADP
ajceb-5184	182	12	the	the	DET
ajceb-5184	182	13	importance	importance	NOUN
ajceb-5184	182	14	of	of	ADP
ajceb-5184	182	15	each	each	DET
ajceb-5184	182	16	independent	independent	ADJ
ajceb-5184	182	17	variable	variable	NOUN
ajceb-5184	182	18	in	in	ADP
ajceb-5184	182	19	predicting	predict	VERB
ajceb-5184	182	20	the	the	DET
ajceb-5184	182	21	dependent	dependent	ADJ
ajceb-5184	182	22	variable	variable	NOUN
ajceb-5184	182	23	in	in	ADP
ajceb-5184	182	24	machine	machine	NOUN
ajceb-5184	182	25	-	-	PUNCT
ajceb-5184	182	26	learning	learn	VERB
ajceb-5184	182	27	models	model	NOUN
ajceb-5184	182	28	(	(	PUNCT
ajceb-5184	182	29	see	see	VERB
ajceb-5184	182	30	cortez	cortez	PROPN
ajceb-5184	182	31	et	et	PROPN
ajceb-5184	182	32	al	al	PROPN
ajceb-5184	182	33	.	.	PROPN
ajceb-5184	182	34	,	,	PUNCT
ajceb-5184	182	35	2009	2009	NUM
ajceb-5184	182	36	;	;	PUNCT
ajceb-5184	182	37	tinoco	tinoco	PROPN
ajceb-5184	182	38	et	et	PROPN
ajceb-5184	182	39	al	al	PROPN
ajceb-5184	182	40	.	.	PROPN
ajceb-5184	182	41	,	,	PUNCT
ajceb-5184	182	42	2011	2011	NUM
ajceb-5184	182	43	)	)	PUNCT
ajceb-5184	182	44	.	.	PUNCT
ajceb-5184	183	1	figure	figure	NOUN
ajceb-5184	183	2	1	1	NUM
ajceb-5184	183	3	shows	show	VERB
ajceb-5184	183	4	the	the	DET
ajceb-5184	183	5	importance	importance	NOUN
ajceb-5184	183	6	attributed	attribute	VERB
ajceb-5184	183	7	by	by	ADP
ajceb-5184	183	8	k	k	PROPN
ajceb-5184	183	9	-	-	PUNCT
ajceb-5184	183	10	nn	nn	PROPN
ajceb-5184	183	11	to	to	ADP
ajceb-5184	183	12	each	each	DET
ajceb-5184	183	13	input	input	NOUN
ajceb-5184	183	14	variable	variable	NOUN
ajceb-5184	183	15	(	(	PUNCT
ajceb-5184	183	16	i.e.	i.e.	X
ajceb-5184	183	17	prior	prior	ADJ
ajceb-5184	183	18	academic	academic	ADJ
ajceb-5184	183	19	performance	performance	NOUN
ajceb-5184	183	20	)	)	PUNCT
ajceb-5184	183	21	based	base	VERB
ajceb-5184	183	22	on	on	ADP
ajceb-5184	183	23	sensitivity	sensitivity	NOUN
ajceb-5184	183	24	analysis	analysis	NOUN
ajceb-5184	183	25	.	.	PUNCT
ajceb-5184	184	1	as	as	SCONJ
ajceb-5184	184	2	can	can	AUX
ajceb-5184	184	3	be	be	AUX
ajceb-5184	184	4	seen	see	VERB
ajceb-5184	184	5	from	from	ADP
ajceb-5184	184	6	the	the	DET
ajceb-5184	184	7	figure	figure	NOUN
ajceb-5184	184	8	,	,	PUNCT
ajceb-5184	184	9	it	it	PRON
ajceb-5184	184	10	is	be	AUX
ajceb-5184	184	11	evident	evident	ADJ
ajceb-5184	184	12	that	that	SCONJ
ajceb-5184	184	13	the	the	DET
ajceb-5184	184	14	most	most	ADV
ajceb-5184	184	15	influential	influential	ADJ
ajceb-5184	184	16	input	input	NOUN
ajceb-5184	184	17	variables	variable	NOUN
ajceb-5184	184	18	are	be	AUX
ajceb-5184	184	19	math	math	NOUN
ajceb-5184	184	20	,	,	PUNCT
ajceb-5184	184	21	phy	phy	NOUN
ajceb-5184	184	22	,	,	PUNCT
ajceb-5184	184	23	and	and	CCONJ
ajceb-5184	184	24	chem	chem	NOUN
ajceb-5184	184	25	.	.	PUNCT
ajceb-5184	185	1	figure	figure	NOUN
ajceb-5184	185	2	1	1	NUM
ajceb-5184	185	3	:	:	PUNCT
ajceb-5184	185	4	importance	importance	NOUN
ajceb-5184	185	5	of	of	ADP
ajceb-5184	185	6	each	each	DET
ajceb-5184	185	7	input	input	NOUN
ajceb-5184	185	8	variable	variable	NOUN
ajceb-5184	185	9	in	in	ADP
ajceb-5184	185	10	the	the	DET
ajceb-5184	185	11	k	k	PROPN
ajceb-5184	185	12	-	-	PUNCT
ajceb-5184	185	13	nn	nn	ADJ
ajceb-5184	185	14	model	model	NOUN
ajceb-5184	185	15	construction	construction	NOUN
ajceb-5184	185	16	economics	economic	NOUN
ajceb-5184	185	17	and	and	CCONJ
ajceb-5184	185	18	building	building	NOUN
ajceb-5184	185	19	,	,	PUNCT
ajceb-5184	185	20	16(4	16(4	NUM
ajceb-5184	185	21	)	)	PUNCT
ajceb-5184	185	22	,	,	PUNCT
ajceb-5184	185	23	86	86	NUM
ajceb-5184	185	24	-	-	SYM
ajceb-5184	185	25	98	98	NUM
ajceb-5184	185	26	aluko	aluko	PROPN
ajceb-5184	185	27	,	,	PUNCT
ajceb-5184	185	28	adenuga	adenuga	PROPN
ajceb-5184	185	29	,	,	PUNCT
ajceb-5184	185	30	kukoyi	kukoyi	PROPN
ajceb-5184	185	31	,	,	PUNCT
ajceb-5184	185	32	soyingbe	soyingbe	NOUN
ajceb-5184	185	33	,	,	PUNCT
ajceb-5184	185	34	and	and	CCONJ
ajceb-5184	185	35	oyedeji	oyedeji	VERB
ajceb-5184	185	36	94	94	NUM
ajceb-5184	185	37	discussion	discussion	NOUN
ajceb-5184	185	38	the	the	DET
ajceb-5184	185	39	present	present	ADJ
ajceb-5184	185	40	study	study	NOUN
ajceb-5184	185	41	investigated	investigate	VERB
ajceb-5184	185	42	the	the	DET
ajceb-5184	185	43	influence	influence	NOUN
ajceb-5184	185	44	of	of	ADP
ajceb-5184	185	45	prior	prior	ADJ
ajceb-5184	185	46	academic	academic	ADJ
ajceb-5184	185	47	performance	performance	NOUN
ajceb-5184	185	48	on	on	ADP
ajceb-5184	185	49	academic	academic	ADJ
ajceb-5184	185	50	success	success	NOUN
ajceb-5184	185	51	of	of	ADP
ajceb-5184	185	52	architecture	architecture	NOUN
ajceb-5184	185	53	undergraduate	undergraduate	NOUN
ajceb-5184	185	54	students	student	NOUN
ajceb-5184	185	55	.	.	PUNCT
ajceb-5184	186	1	as	as	SCONJ
ajceb-5184	186	2	explained	explain	VERB
ajceb-5184	186	3	in	in	ADP
ajceb-5184	186	4	the	the	DET
ajceb-5184	186	5	literature	literature	NOUN
ajceb-5184	186	6	review	review	NOUN
ajceb-5184	186	7	,	,	PUNCT
ajceb-5184	186	8	it	it	PRON
ajceb-5184	186	9	is	be	AUX
ajceb-5184	186	10	evident	evident	ADJ
ajceb-5184	186	11	that	that	SCONJ
ajceb-5184	186	12	a	a	DET
ajceb-5184	186	13	number	number	NOUN
ajceb-5184	186	14	of	of	ADP
ajceb-5184	186	15	factors	factor	NOUN
ajceb-5184	186	16	influence	influence	VERB
ajceb-5184	186	17	academic	academic	ADJ
ajceb-5184	186	18	success	success	NOUN
ajceb-5184	186	19	of	of	ADP
ajceb-5184	186	20	students	student	NOUN
ajceb-5184	186	21	.	.	PUNCT
ajceb-5184	187	1	however	however	ADV
ajceb-5184	187	2	,	,	PUNCT
ajceb-5184	187	3	it	it	PRON
ajceb-5184	187	4	is	be	AUX
ajceb-5184	187	5	worth	worth	ADJ
ajceb-5184	187	6	mentioning	mention	VERB
ajceb-5184	187	7	that	that	SCONJ
ajceb-5184	187	8	the	the	DET
ajceb-5184	187	9	current	current	ADJ
ajceb-5184	187	10	study	study	NOUN
ajceb-5184	187	11	was	be	AUX
ajceb-5184	187	12	focused	focus	VERB
ajceb-5184	187	13	on	on	ADP
ajceb-5184	187	14	predicting	predict	VERB
ajceb-5184	187	15	academic	academic	ADJ
ajceb-5184	187	16	success	success	NOUN
ajceb-5184	187	17	of	of	ADP
ajceb-5184	187	18	undergraduate	undergraduate	ADJ
ajceb-5184	187	19	architecture	architecture	NOUN
ajceb-5184	187	20	students	student	NOUN
ajceb-5184	187	21	using	use	VERB
ajceb-5184	187	22	prior	prior	ADJ
ajceb-5184	187	23	academic	academic	ADJ
ajceb-5184	187	24	performance	performance	NOUN
ajceb-5184	187	25	as	as	ADP
ajceb-5184	187	26	predictors	predictor	NOUN
ajceb-5184	187	27	.	.	PUNCT
ajceb-5184	188	1	the	the	DET
ajceb-5184	188	2	results	result	NOUN
ajceb-5184	188	3	show	show	VERB
ajceb-5184	188	4	that	that	SCONJ
ajceb-5184	188	5	the	the	DET
ajceb-5184	188	6	k	k	PROPN
ajceb-5184	188	7	-	-	PUNCT
ajceb-5184	188	8	nn	nn	ADJ
ajceb-5184	188	9	model	model	NOUN
ajceb-5184	188	10	is	be	AUX
ajceb-5184	188	11	reliable	reliable	ADJ
ajceb-5184	188	12	.	.	PUNCT
ajceb-5184	189	1	the	the	DET
ajceb-5184	189	2	overall	overall	ADJ
ajceb-5184	189	3	accuracy	accuracy	NOUN
ajceb-5184	189	4	of	of	ADP
ajceb-5184	189	5	the	the	DET
ajceb-5184	189	6	developed	developed	ADJ
ajceb-5184	189	7	k	k	PROPN
ajceb-5184	189	8	-	-	PUNCT
ajceb-5184	189	9	nn	nn	ADJ
ajceb-5184	189	10	model	model	NOUN
ajceb-5184	189	11	is	be	AUX
ajceb-5184	189	12	73.33	73.33	NUM
ajceb-5184	189	13	%	%	NOUN
ajceb-5184	189	14	.	.	PUNCT
ajceb-5184	190	1	the	the	DET
ajceb-5184	190	2	grades	grade	NOUN
ajceb-5184	190	3	obtained	obtain	VERB
ajceb-5184	190	4	in	in	ADP
ajceb-5184	190	5	the	the	DET
ajceb-5184	190	6	following	follow	VERB
ajceb-5184	190	7	subjects	subject	NOUN
ajceb-5184	190	8	:	:	PUNCT
ajceb-5184	190	9	mathematics	mathematic	NOUN
ajceb-5184	190	10	,	,	PUNCT
ajceb-5184	190	11	physics	physics	NOUN
ajceb-5184	190	12	,	,	PUNCT
ajceb-5184	190	13	and	and	CCONJ
ajceb-5184	190	14	chemistry	chemistry	NOUN
ajceb-5184	190	15	grades	grade	NOUN
ajceb-5184	190	16	at	at	ADP
ajceb-5184	190	17	‘	'	PUNCT
ajceb-5184	190	18	o	o	NOUN
ajceb-5184	190	19	’	'	PUNCT
ajceb-5184	190	20	level	level	NOUN
ajceb-5184	190	21	examinations	examination	NOUN
ajceb-5184	190	22	are	be	AUX
ajceb-5184	190	23	significant	significant	ADJ
ajceb-5184	190	24	predictors	predictor	NOUN
ajceb-5184	190	25	of	of	ADP
ajceb-5184	190	26	academic	academic	ADJ
ajceb-5184	190	27	success	success	NOUN
ajceb-5184	190	28	of	of	ADP
ajceb-5184	190	29	architecture	architecture	NOUN
ajceb-5184	190	30	undergraduate	undergraduate	NOUN
ajceb-5184	190	31	students	student	NOUN
ajceb-5184	190	32	’	'	PUNCT
ajceb-5184	190	33	.	.	PUNCT
ajceb-5184	191	1	surprisingly	surprisingly	ADV
ajceb-5184	191	2	,	,	PUNCT
ajceb-5184	191	3	grades	grade	NOUN
ajceb-5184	191	4	obtained	obtain	VERB
ajceb-5184	191	5	in	in	ADP
ajceb-5184	191	6	local	local	ADJ
ajceb-5184	191	7	language	language	NOUN
ajceb-5184	191	8	were	be	AUX
ajceb-5184	191	9	found	find	VERB
ajceb-5184	191	10	to	to	PART
ajceb-5184	191	11	have	have	VERB
ajceb-5184	191	12	a	a	DET
ajceb-5184	191	13	significant	significant	ADJ
ajceb-5184	191	14	impact	impact	NOUN
ajceb-5184	191	15	on	on	ADP
ajceb-5184	191	16	academic	academic	ADJ
ajceb-5184	191	17	success	success	NOUN
ajceb-5184	191	18	of	of	ADP
ajceb-5184	191	19	architecture	architecture	NOUN
ajceb-5184	191	20	students	student	NOUN
ajceb-5184	191	21	.	.	PUNCT
ajceb-5184	192	1	a	a	DET
ajceb-5184	192	2	possible	possible	ADJ
ajceb-5184	192	3	explanation	explanation	NOUN
ajceb-5184	192	4	for	for	ADP
ajceb-5184	192	5	this	this	PRON
ajceb-5184	192	6	might	might	AUX
ajceb-5184	192	7	be	be	AUX
ajceb-5184	192	8	that	that	SCONJ
ajceb-5184	192	9	lecturers	lecturer	NOUN
ajceb-5184	192	10	explain	explain	VERB
ajceb-5184	192	11	complex	complex	ADJ
ajceb-5184	192	12	architecture	architecture	NOUN
ajceb-5184	192	13	terms	term	NOUN
ajceb-5184	192	14	in	in	ADP
ajceb-5184	192	15	the	the	DET
ajceb-5184	192	16	local	local	ADJ
ajceb-5184	192	17	language	language	NOUN
ajceb-5184	192	18	of	of	ADP
ajceb-5184	192	19	the	the	DET
ajceb-5184	192	20	region	region	NOUN
ajceb-5184	192	21	where	where	SCONJ
ajceb-5184	192	22	the	the	DET
ajceb-5184	192	23	case	case	NOUN
ajceb-5184	192	24	university	university	NOUN
ajceb-5184	192	25	is	be	AUX
ajceb-5184	192	26	located	locate	VERB
ajceb-5184	192	27	.	.	PUNCT
ajceb-5184	193	1	a	a	DET
ajceb-5184	193	2	note	note	NOUN
ajceb-5184	193	3	of	of	ADP
ajceb-5184	193	4	caution	caution	NOUN
ajceb-5184	193	5	is	be	AUX
ajceb-5184	193	6	due	due	ADJ
ajceb-5184	193	7	here	here	ADV
ajceb-5184	193	8	,	,	PUNCT
ajceb-5184	193	9	since	since	SCONJ
ajceb-5184	193	10	the	the	DET
ajceb-5184	193	11	current	current	ADJ
ajceb-5184	193	12	investigation	investigation	NOUN
ajceb-5184	193	13	did	do	AUX
ajceb-5184	193	14	not	not	PART
ajceb-5184	193	15	entail	entail	VERB
ajceb-5184	193	16	observation	observation	NOUN
ajceb-5184	193	17	of	of	ADP
ajceb-5184	193	18	teaching	teaching	NOUN
ajceb-5184	193	19	process	process	NOUN
ajceb-5184	193	20	during	during	ADP
ajceb-5184	193	21	lectures	lecture	NOUN
ajceb-5184	193	22	.	.	PUNCT
ajceb-5184	194	1	in	in	ADP
ajceb-5184	194	2	this	this	DET
ajceb-5184	194	3	study	study	NOUN
ajceb-5184	194	4	,	,	PUNCT
ajceb-5184	194	5	it	it	PRON
ajceb-5184	194	6	was	be	AUX
ajceb-5184	194	7	found	find	VERB
ajceb-5184	194	8	that	that	SCONJ
ajceb-5184	194	9	prior	prior	ADJ
ajceb-5184	194	10	academic	academic	ADJ
ajceb-5184	194	11	achievement	achievement	NOUN
ajceb-5184	194	12	is	be	AUX
ajceb-5184	194	13	a	a	DET
ajceb-5184	194	14	significant	significant	ADJ
ajceb-5184	194	15	predictor	predictor	NOUN
ajceb-5184	194	16	of	of	ADP
ajceb-5184	194	17	academic	academic	ADJ
ajceb-5184	194	18	success	success	NOUN
ajceb-5184	194	19	of	of	ADP
ajceb-5184	194	20	architecture	architecture	NOUN
ajceb-5184	194	21	undergraduate	undergraduate	NOUN
ajceb-5184	194	22	students	student	NOUN
ajceb-5184	194	23	.	.	PUNCT
ajceb-5184	195	1	this	this	DET
ajceb-5184	195	2	finding	finding	NOUN
ajceb-5184	195	3	is	be	AUX
ajceb-5184	195	4	in	in	ADP
ajceb-5184	195	5	line	line	NOUN
ajceb-5184	195	6	with	with	ADP
ajceb-5184	195	7	those	those	PRON
ajceb-5184	195	8	obtained	obtain	VERB
ajceb-5184	195	9	in	in	ADP
ajceb-5184	195	10	previous	previous	ADJ
ajceb-5184	195	11	studies	study	NOUN
ajceb-5184	195	12	(	(	PUNCT
ajceb-5184	195	13	e.g.	e.g.	ADV
ajceb-5184	195	14	van	van	NOUN
ajceb-5184	195	15	rooyen	rooyen	NOUN
ajceb-5184	195	16	et	et	PROPN
ajceb-5184	195	17	al	al	PROPN
ajceb-5184	195	18	.	.	PROPN
ajceb-5184	195	19	,	,	PUNCT
ajceb-5184	195	20	2006	2006	NUM
ajceb-5184	195	21	;	;	PUNCT
ajceb-5184	195	22	newell	newell	PROPN
ajceb-5184	195	23	and	and	CCONJ
ajceb-5184	195	24	mallik	mallik	PROPN
ajceb-5184	195	25	,	,	PUNCT
ajceb-5184	195	26	2011	2011	NUM
ajceb-5184	195	27	;	;	PUNCT
ajceb-5184	195	28	abisuga	abisuga	NOUN
ajceb-5184	195	29	et	et	PROPN
ajceb-5184	195	30	al	al	PROPN
ajceb-5184	195	31	.	.	PROPN
ajceb-5184	195	32	,	,	PUNCT
ajceb-5184	195	33	2015	2015	NUM
ajceb-5184	195	34	)	)	PUNCT
ajceb-5184	195	35	.	.	PUNCT
ajceb-5184	196	1	however	however	ADV
ajceb-5184	196	2	,	,	PUNCT
ajceb-5184	196	3	the	the	DET
ajceb-5184	196	4	coefficient	coefficient	NOUN
ajceb-5184	196	5	of	of	ADP
ajceb-5184	196	6	determination	determination	NOUN
ajceb-5184	196	7	found	find	VERB
ajceb-5184	196	8	in	in	ADP
ajceb-5184	196	9	previous	previous	ADJ
ajceb-5184	196	10	studies	study	NOUN
ajceb-5184	196	11	(	(	PUNCT
ajceb-5184	196	12	newell	newell	PROPN
ajceb-5184	196	13	and	and	CCONJ
ajceb-5184	196	14	mallik	mallik	PROPN
ajceb-5184	196	15	,	,	PUNCT
ajceb-5184	196	16	2011	2011	NUM
ajceb-5184	196	17	;	;	PUNCT
ajceb-5184	196	18	abisuga	abisuga	NOUN
ajceb-5184	196	19	et	et	PROPN
ajceb-5184	196	20	al	al	PROPN
ajceb-5184	196	21	.	.	PROPN
ajceb-5184	196	22	,	,	PUNCT
ajceb-5184	196	23	2015	2015	NUM
ajceb-5184	196	24	)	)	PUNCT
ajceb-5184	196	25	suggest	suggest	VERB
ajceb-5184	196	26	that	that	SCONJ
ajceb-5184	196	27	the	the	DET
ajceb-5184	196	28	strength	strength	NOUN
ajceb-5184	196	29	of	of	ADP
ajceb-5184	196	30	this	this	DET
ajceb-5184	196	31	relationship	relationship	NOUN
ajceb-5184	196	32	is	be	AUX
ajceb-5184	196	33	weak	weak	ADJ
ajceb-5184	196	34	.	.	PUNCT
ajceb-5184	197	1	this	this	DET
ajceb-5184	197	2	inconsistency	inconsistency	NOUN
ajceb-5184	197	3	may	may	AUX
ajceb-5184	197	4	be	be	AUX
ajceb-5184	197	5	due	due	ADJ
ajceb-5184	197	6	to	to	ADP
ajceb-5184	197	7	the	the	DET
ajceb-5184	197	8	fact	fact	NOUN
ajceb-5184	197	9	that	that	SCONJ
ajceb-5184	197	10	these	these	DET
ajceb-5184	197	11	studies	study	NOUN
ajceb-5184	197	12	were	be	AUX
ajceb-5184	197	13	based	base	VERB
ajceb-5184	197	14	on	on	ADP
ajceb-5184	197	15	linear	linear	ADJ
ajceb-5184	197	16	regression	regression	NOUN
ajceb-5184	197	17	which	which	PRON
ajceb-5184	197	18	may	may	AUX
ajceb-5184	197	19	not	not	PART
ajceb-5184	197	20	be	be	AUX
ajceb-5184	197	21	able	able	ADJ
ajceb-5184	197	22	to	to	PART
ajceb-5184	197	23	capture	capture	VERB
ajceb-5184	197	24	non	non	ADJ
ajceb-5184	197	25	-	-	ADJ
ajceb-5184	197	26	linearity	linearity	ADJ
ajceb-5184	197	27	present	present	NOUN
ajceb-5184	197	28	in	in	ADP
ajceb-5184	197	29	real	real	ADJ
ajceb-5184	197	30	world	world	NOUN
ajceb-5184	197	31	data	datum	NOUN
ajceb-5184	197	32	.	.	PUNCT
ajceb-5184	198	1	it	it	PRON
ajceb-5184	198	2	should	should	AUX
ajceb-5184	198	3	be	be	AUX
ajceb-5184	198	4	noted	note	VERB
ajceb-5184	198	5	that	that	SCONJ
ajceb-5184	198	6	studies	study	NOUN
ajceb-5184	198	7	,	,	PUNCT
ajceb-5184	198	8	such	such	ADJ
ajceb-5184	198	9	as	as	ADP
ajceb-5184	198	10	bone	bone	NOUN
ajceb-5184	198	11	and	and	CCONJ
ajceb-5184	198	12	reid	reid	PROPN
ajceb-5184	198	13	(	(	PUNCT
ajceb-5184	198	14	2011	2011	NUM
ajceb-5184	198	15	)	)	PUNCT
ajceb-5184	198	16	,	,	PUNCT
ajceb-5184	198	17	reported	report	VERB
ajceb-5184	198	18	that	that	SCONJ
ajceb-5184	198	19	prior	prior	ADJ
ajceb-5184	198	20	academic	academic	ADJ
ajceb-5184	198	21	performance	performance	NOUN
ajceb-5184	198	22	in	in	ADP
ajceb-5184	198	23	a	a	DET
ajceb-5184	198	24	certain	certain	ADJ
ajceb-5184	198	25	combination	combination	NOUN
ajceb-5184	198	26	(	(	PUNCT
ajceb-5184	198	27	i.e.	i.e.	X
ajceb-5184	198	28	biology	biology	NOUN
ajceb-5184	198	29	and	and	CCONJ
ajceb-5184	198	30	chemistry	chemistry	NOUN
ajceb-5184	198	31	)	)	PUNCT
ajceb-5184	198	32	of	of	ADP
ajceb-5184	198	33	subjects	subject	NOUN
ajceb-5184	198	34	’	'	PUNCT
ajceb-5184	198	35	influence	influence	NOUN
ajceb-5184	198	36	academic	academic	ADJ
ajceb-5184	198	37	performance	performance	NOUN
ajceb-5184	198	38	of	of	ADP
ajceb-5184	198	39	students	student	NOUN
ajceb-5184	198	40	in	in	ADP
ajceb-5184	198	41	level	level	NOUN
ajceb-5184	198	42	-	-	PUNCT
ajceb-5184	198	43	one	one	NUM
ajceb-5184	198	44	biology	biology	NOUN
ajceb-5184	198	45	course	course	NOUN
ajceb-5184	198	46	molecules	molecule	NOUN
ajceb-5184	198	47	genes	gene	NOUN
ajceb-5184	198	48	and	and	CCONJ
ajceb-5184	198	49	cells	cell	NOUN
ajceb-5184	198	50	,	,	PUNCT
ajceb-5184	198	51	however	however	ADV
ajceb-5184	198	52	,	,	PUNCT
ajceb-5184	198	53	prior	prior	ADJ
ajceb-5184	198	54	knowledge	knowledge	NOUN
ajceb-5184	198	55	of	of	ADP
ajceb-5184	198	56	biology	biology	NOUN
ajceb-5184	198	57	alone	alone	ADV
ajceb-5184	198	58	had	have	VERB
ajceb-5184	198	59	no	no	DET
ajceb-5184	198	60	impact	impact	NOUN
ajceb-5184	198	61	on	on	ADP
ajceb-5184	198	62	academic	academic	ADJ
ajceb-5184	198	63	success	success	NOUN
ajceb-5184	198	64	in	in	ADP
ajceb-5184	198	65	the	the	DET
ajceb-5184	198	66	first	first	ADJ
ajceb-5184	198	67	-	-	PUNCT
ajceb-5184	198	68	year	year	NOUN
ajceb-5184	198	69	biology	biology	NOUN
ajceb-5184	198	70	course	course	NOUN
ajceb-5184	198	71	.	.	PUNCT
ajceb-5184	199	1	also	also	ADV
ajceb-5184	199	2	,	,	PUNCT
ajceb-5184	199	3	the	the	DET
ajceb-5184	199	4	current	current	ADJ
ajceb-5184	199	5	study	study	NOUN
ajceb-5184	199	6	found	find	VERB
ajceb-5184	199	7	that	that	SCONJ
ajceb-5184	199	8	prior	prior	ADJ
ajceb-5184	199	9	academic	academic	ADJ
ajceb-5184	199	10	performance	performance	NOUN
ajceb-5184	199	11	in	in	ADP
ajceb-5184	199	12	mathematics	mathematic	NOUN
ajceb-5184	199	13	had	have	VERB
ajceb-5184	199	14	the	the	DET
ajceb-5184	199	15	most	most	ADV
ajceb-5184	199	16	significant	significant	ADJ
ajceb-5184	199	17	impact	impact	NOUN
ajceb-5184	199	18	on	on	ADP
ajceb-5184	199	19	academic	academic	ADJ
ajceb-5184	199	20	success	success	NOUN
ajceb-5184	199	21	of	of	ADP
ajceb-5184	199	22	architecture	architecture	NOUN
ajceb-5184	199	23	students	student	NOUN
ajceb-5184	199	24	.	.	PUNCT
ajceb-5184	200	1	these	these	DET
ajceb-5184	200	2	results	result	NOUN
ajceb-5184	200	3	are	be	AUX
ajceb-5184	200	4	consistent	consistent	ADJ
ajceb-5184	200	5	with	with	ADP
ajceb-5184	200	6	those	those	PRON
ajceb-5184	200	7	of	of	ADP
ajceb-5184	200	8	newell	newell	PROPN
ajceb-5184	200	9	and	and	CCONJ
ajceb-5184	200	10	mallik	mallik	PROPN
ajceb-5184	200	11	(	(	PUNCT
ajceb-5184	200	12	2011	2011	NUM
ajceb-5184	200	13	)	)	PUNCT
ajceb-5184	200	14	who	who	PRON
ajceb-5184	200	15	reported	report	VERB
ajceb-5184	200	16	that	that	SCONJ
ajceb-5184	200	17	mathematics	mathematic	NOUN
ajceb-5184	200	18	is	be	AUX
ajceb-5184	200	19	an	an	DET
ajceb-5184	200	20	important	important	ADJ
ajceb-5184	200	21	determinant	determinant	ADJ
ajceb-5184	200	22	for	for	ADP
ajceb-5184	200	23	academic	academic	ADJ
ajceb-5184	200	24	success	success	NOUN
ajceb-5184	200	25	in	in	ADP
ajceb-5184	200	26	a	a	DET
ajceb-5184	200	27	property	property	NOUN
ajceb-5184	200	28	undergraduate	undergraduate	NOUN
ajceb-5184	200	29	programme	programme	NOUN
ajceb-5184	200	30	.	.	PUNCT
ajceb-5184	201	1	overall	overall	ADV
ajceb-5184	201	2	,	,	PUNCT
ajceb-5184	201	3	the	the	DET
ajceb-5184	201	4	findings	finding	NOUN
ajceb-5184	201	5	of	of	ADP
ajceb-5184	201	6	the	the	DET
ajceb-5184	201	7	present	present	ADJ
ajceb-5184	201	8	study	study	NOUN
ajceb-5184	201	9	suggest	suggest	VERB
ajceb-5184	201	10	that	that	SCONJ
ajceb-5184	201	11	prior	prior	ADJ
ajceb-5184	201	12	academic	academic	ADJ
ajceb-5184	201	13	achievement	achievement	NOUN
ajceb-5184	201	14	is	be	AUX
ajceb-5184	201	15	a	a	DET
ajceb-5184	201	16	key	key	ADJ
ajceb-5184	201	17	determinant	determinant	ADJ
ajceb-5184	201	18	in	in	ADP
ajceb-5184	201	19	academic	academic	ADJ
ajceb-5184	201	20	success	success	NOUN
ajceb-5184	201	21	in	in	ADP
ajceb-5184	201	22	architecture	architecture	NOUN
ajceb-5184	201	23	undergraduate	undergraduate	NOUN
ajceb-5184	201	24	degree	degree	NOUN
ajceb-5184	201	25	programmes	programme	NOUN
ajceb-5184	201	26	.	.	PUNCT
ajceb-5184	202	1	due	due	ADP
ajceb-5184	202	2	to	to	ADP
ajceb-5184	202	3	the	the	DET
ajceb-5184	202	4	small	small	ADJ
ajceb-5184	202	5	sample	sample	NOUN
ajceb-5184	202	6	size	size	NOUN
ajceb-5184	202	7	caution	caution	NOUN
ajceb-5184	202	8	must	must	AUX
ajceb-5184	202	9	be	be	AUX
ajceb-5184	202	10	applied	apply	VERB
ajceb-5184	202	11	,	,	PUNCT
ajceb-5184	202	12	as	as	SCONJ
ajceb-5184	202	13	the	the	DET
ajceb-5184	202	14	findings	finding	NOUN
ajceb-5184	202	15	might	might	AUX
ajceb-5184	202	16	not	not	PART
ajceb-5184	202	17	be	be	AUX
ajceb-5184	202	18	generalizable	generalizable	ADJ
ajceb-5184	202	19	to	to	ADP
ajceb-5184	202	20	other	other	ADJ
ajceb-5184	202	21	undergraduate	undergraduate	ADJ
ajceb-5184	202	22	programmes	programme	NOUN
ajceb-5184	202	23	without	without	ADP
ajceb-5184	202	24	further	further	ADJ
ajceb-5184	202	25	testing	testing	NOUN
ajceb-5184	202	26	.	.	PUNCT
ajceb-5184	203	1	in	in	ADP
ajceb-5184	203	2	the	the	DET
ajceb-5184	203	3	coming	coming	ADJ
ajceb-5184	203	4	years	year	NOUN
ajceb-5184	203	5	,	,	PUNCT
ajceb-5184	203	6	it	it	PRON
ajceb-5184	203	7	is	be	AUX
ajceb-5184	203	8	likely	likely	ADJ
ajceb-5184	203	9	that	that	SCONJ
ajceb-5184	203	10	universities	university	NOUN
ajceb-5184	203	11	will	will	AUX
ajceb-5184	203	12	reduce	reduce	VERB
ajceb-5184	203	13	the	the	DET
ajceb-5184	203	14	academic	academic	ADJ
ajceb-5184	203	15	requirements	requirement	NOUN
ajceb-5184	203	16	for	for	ADP
ajceb-5184	203	17	gaining	gain	VERB
ajceb-5184	203	18	admission	admission	NOUN
ajceb-5184	203	19	into	into	ADP
ajceb-5184	203	20	academic	academic	ADJ
ajceb-5184	203	21	programmes	programme	NOUN
ajceb-5184	203	22	.	.	PUNCT
ajceb-5184	204	1	this	this	PRON
ajceb-5184	204	2	is	be	AUX
ajceb-5184	204	3	due	due	ADJ
ajceb-5184	204	4	to	to	ADP
ajceb-5184	204	5	low	low	ADJ
ajceb-5184	204	6	pass	pass	NOUN
ajceb-5184	204	7	rates	rate	NOUN
ajceb-5184	204	8	of	of	ADP
ajceb-5184	204	9	terminal	terminal	ADJ
ajceb-5184	204	10	examinations	examination	NOUN
ajceb-5184	204	11	at	at	ADP
ajceb-5184	204	12	secondary	secondary	ADJ
ajceb-5184	204	13	school	school	NOUN
ajceb-5184	204	14	level	level	NOUN
ajceb-5184	204	15	(	(	PUNCT
ajceb-5184	204	16	kolawole	kolawole	PROPN
ajceb-5184	204	17	and	and	CCONJ
ajceb-5184	204	18	dele	dele	PROPN
ajceb-5184	204	19	,	,	PUNCT
ajceb-5184	204	20	2002	2002	NUM
ajceb-5184	204	21	;	;	PUNCT
ajceb-5184	204	22	asikhia	asikhia	NOUN
ajceb-5184	204	23	,	,	PUNCT
ajceb-5184	204	24	2010	2010	NUM
ajceb-5184	204	25	)	)	PUNCT
ajceb-5184	204	26	and	and	CCONJ
ajceb-5184	204	27	the	the	DET
ajceb-5184	204	28	government	government	NOUN
ajceb-5184	204	29	policy	policy	NOUN
ajceb-5184	204	30	targeted	target	VERB
ajceb-5184	204	31	for	for	ADP
ajceb-5184	204	32	attracting	attract	VERB
ajceb-5184	204	33	students	student	NOUN
ajceb-5184	204	34	from	from	ADP
ajceb-5184	204	35	educationally	educationally	ADV
ajceb-5184	204	36	disadvantage	disadvantage	NOUN
ajceb-5184	204	37	backgrounds	background	NOUN
ajceb-5184	204	38	.	.	PUNCT
ajceb-5184	205	1	the	the	DET
ajceb-5184	205	2	need	need	NOUN
ajceb-5184	205	3	to	to	PART
ajceb-5184	205	4	lower	lower	VERB
ajceb-5184	205	5	admission	admission	NOUN
ajceb-5184	205	6	standards	standard	NOUN
ajceb-5184	205	7	to	to	PART
ajceb-5184	205	8	admit	admit	VERB
ajceb-5184	205	9	these	these	DET
ajceb-5184	205	10	cohorts	cohort	NOUN
ajceb-5184	205	11	of	of	ADP
ajceb-5184	205	12	students	student	NOUN
ajceb-5184	205	13	may	may	AUX
ajceb-5184	205	14	affect	affect	VERB
ajceb-5184	205	15	student	student	NOUN
ajceb-5184	205	16	retention	retention	NOUN
ajceb-5184	205	17	rates	rate	NOUN
ajceb-5184	205	18	.	.	PUNCT
ajceb-5184	206	1	in	in	ADP
ajceb-5184	206	2	addition	addition	NOUN
ajceb-5184	206	3	,	,	PUNCT
ajceb-5184	206	4	there	there	PRON
ajceb-5184	206	5	is	be	VERB
ajceb-5184	206	6	an	an	DET
ajceb-5184	206	7	evident	evident	ADJ
ajceb-5184	206	8	need	need	NOUN
ajceb-5184	206	9	to	to	PART
ajceb-5184	206	10	address	address	VERB
ajceb-5184	206	11	deficiencies	deficiency	NOUN
ajceb-5184	206	12	in	in	ADP
ajceb-5184	206	13	student	student	NOUN
ajceb-5184	206	14	’s	’s	PART
ajceb-5184	206	15	prior	prior	ADJ
ajceb-5184	206	16	learning	learn	VERB
ajceb-5184	206	17	(	(	PUNCT
ajceb-5184	206	18	e.g.	e.g.	ADV
ajceb-5184	206	19	mathematics	mathematic	NOUN
ajceb-5184	206	20	)	)	PUNCT
ajceb-5184	206	21	prior	prior	ADV
ajceb-5184	206	22	to	to	ADP
ajceb-5184	206	23	entering	enter	VERB
ajceb-5184	206	24	university	university	NOUN
ajceb-5184	206	25	in	in	ADP
ajceb-5184	206	26	order	order	NOUN
ajceb-5184	206	27	to	to	PART
ajceb-5184	206	28	improve	improve	VERB
ajceb-5184	206	29	student	student	NOUN
ajceb-5184	206	30	retention	retention	NOUN
ajceb-5184	206	31	and	and	CCONJ
ajceb-5184	206	32	academic	academic	ADJ
ajceb-5184	206	33	success	success	NOUN
ajceb-5184	206	34	in	in	ADP
ajceb-5184	206	35	architecture	architecture	NOUN
ajceb-5184	206	36	undergraduate	undergraduate	NOUN
ajceb-5184	206	37	programmes	programme	NOUN
ajceb-5184	206	38	.	.	PUNCT
ajceb-5184	207	1	this	this	PRON
ajceb-5184	207	2	creates	create	VERB
ajceb-5184	207	3	an	an	DET
ajceb-5184	207	4	additional	additional	ADJ
ajceb-5184	207	5	burden	burden	NOUN
ajceb-5184	207	6	for	for	ADP
ajceb-5184	207	7	stakeholders	stakeholder	NOUN
ajceb-5184	207	8	(	(	PUNCT
ajceb-5184	207	9	e.g.	e.g.	ADV
ajceb-5184	207	10	universities	university	NOUN
ajceb-5184	207	11	,	,	PUNCT
ajceb-5184	207	12	parents	parent	NOUN
ajceb-5184	207	13	,	,	PUNCT
ajceb-5184	207	14	etc	etc	X
ajceb-5184	207	15	.	.	X
ajceb-5184	207	16	)	)	PUNCT
ajceb-5184	208	1	due	due	ADP
ajceb-5184	208	2	to	to	ADP
ajceb-5184	208	3	the	the	DET
ajceb-5184	208	4	cost	cost	NOUN
ajceb-5184	208	5	associated	associate	VERB
ajceb-5184	208	6	with	with	ADP
ajceb-5184	208	7	such	such	ADJ
ajceb-5184	208	8	intervention	intervention	NOUN
ajceb-5184	208	9	strategies	strategy	NOUN
ajceb-5184	208	10	.	.	PUNCT
ajceb-5184	209	1	provision	provision	NOUN
ajceb-5184	209	2	of	of	ADP
ajceb-5184	209	3	additional	additional	ADJ
ajceb-5184	209	4	tutorial	tutorial	ADJ
ajceb-5184	209	5	classes	class	NOUN
ajceb-5184	209	6	for	for	ADP
ajceb-5184	209	7	‘	'	PUNCT
ajceb-5184	209	8	weak	weak	ADJ
ajceb-5184	209	9	’	'	PUNCT
ajceb-5184	209	10	students	student	NOUN
ajceb-5184	209	11	is	be	AUX
ajceb-5184	209	12	a	a	DET
ajceb-5184	209	13	typical	typical	ADJ
ajceb-5184	209	14	example	example	NOUN
ajceb-5184	209	15	of	of	ADP
ajceb-5184	209	16	an	an	DET
ajceb-5184	209	17	intervention	intervention	NOUN
ajceb-5184	209	18	strategy	strategy	NOUN
ajceb-5184	209	19	.	.	PUNCT
ajceb-5184	210	1	since	since	SCONJ
ajceb-5184	210	2	the	the	DET
ajceb-5184	210	3	purpose	purpose	NOUN
ajceb-5184	210	4	of	of	ADP
ajceb-5184	210	5	the	the	DET
ajceb-5184	210	6	present	present	ADJ
ajceb-5184	210	7	study	study	NOUN
ajceb-5184	210	8	is	be	AUX
ajceb-5184	210	9	to	to	PART
ajceb-5184	210	10	investigate	investigate	VERB
ajceb-5184	210	11	the	the	DET
ajceb-5184	210	12	predictability	predictability	NOUN
ajceb-5184	210	13	of	of	ADP
ajceb-5184	210	14	students	student	NOUN
ajceb-5184	210	15	’	'	PUNCT
ajceb-5184	210	16	academic	academic	ADJ
ajceb-5184	210	17	success	success	NOUN
ajceb-5184	210	18	using	use	VERB
ajceb-5184	210	19	admission	admission	NOUN
ajceb-5184	210	20	criteria	criterion	NOUN
ajceb-5184	210	21	as	as	ADP
ajceb-5184	210	22	predictors	predictor	NOUN
ajceb-5184	210	23	,	,	PUNCT
ajceb-5184	210	24	it	it	PRON
ajceb-5184	210	25	is	be	AUX
ajceb-5184	210	26	evident	evident	ADJ
ajceb-5184	210	27	that	that	SCONJ
ajceb-5184	210	28	the	the	DET
ajceb-5184	210	29	developed	developed	ADJ
ajceb-5184	210	30	k	k	PROPN
ajceb-5184	210	31	-	-	PUNCT
ajceb-5184	210	32	nn	nn	ADJ
ajceb-5184	210	33	model	model	NOUN
ajceb-5184	210	34	can	can	AUX
ajceb-5184	210	35	provide	provide	VERB
ajceb-5184	210	36	a	a	DET
ajceb-5184	210	37	reliable	reliable	ADJ
ajceb-5184	210	38	forecast	forecast	NOUN
ajceb-5184	210	39	.	.	PUNCT
ajceb-5184	211	1	this	this	DET
ajceb-5184	211	2	information	information	NOUN
ajceb-5184	211	3	would	would	AUX
ajceb-5184	211	4	be	be	AUX
ajceb-5184	211	5	particularly	particularly	ADV
ajceb-5184	211	6	useful	useful	ADJ
ajceb-5184	211	7	for	for	ADP
ajceb-5184	211	8	stakeholders	stakeholder	NOUN
ajceb-5184	211	9	involved	involve	VERB
ajceb-5184	211	10	in	in	ADP
ajceb-5184	211	11	making	make	VERB
ajceb-5184	211	12	decisions	decision	NOUN
ajceb-5184	211	13	regarding	regard	VERB
ajceb-5184	211	14	admission	admission	NOUN
ajceb-5184	211	15	of	of	ADP
ajceb-5184	211	16	new	new	ADJ
ajceb-5184	211	17	architecture	architecture	NOUN
ajceb-5184	211	18	students	student	NOUN
ajceb-5184	211	19	into	into	ADP
ajceb-5184	211	20	undergraduate	undergraduate	ADJ
ajceb-5184	211	21	programmes	programme	NOUN
ajceb-5184	211	22	at	at	ADP
ajceb-5184	211	23	universities	university	NOUN
ajceb-5184	211	24	.	.	PUNCT
ajceb-5184	212	1	construction	construction	NOUN
ajceb-5184	212	2	economics	economic	NOUN
ajceb-5184	212	3	and	and	CCONJ
ajceb-5184	212	4	building	building	NOUN
ajceb-5184	212	5	,	,	PUNCT
ajceb-5184	212	6	16(4	16(4	NUM
ajceb-5184	212	7	)	)	PUNCT
ajceb-5184	212	8	,	,	PUNCT
ajceb-5184	212	9	86	86	NUM
ajceb-5184	212	10	-	-	SYM
ajceb-5184	212	11	98	98	NUM
ajceb-5184	212	12	aluko	aluko	PROPN
ajceb-5184	212	13	,	,	PUNCT
ajceb-5184	212	14	adenuga	adenuga	PROPN
ajceb-5184	212	15	,	,	PUNCT
ajceb-5184	212	16	kukoyi	kukoyi	PROPN
ajceb-5184	212	17	,	,	PUNCT
ajceb-5184	212	18	soyingbe	soyingbe	NOUN
ajceb-5184	212	19	,	,	PUNCT
ajceb-5184	212	20	and	and	CCONJ
ajceb-5184	212	21	oyedeji	oyedeji	VERB
ajceb-5184	212	22	95	95	NUM
ajceb-5184	212	23	conclusion	conclusion	NOUN
ajceb-5184	212	24	the	the	DET
ajceb-5184	212	25	present	present	ADJ
ajceb-5184	212	26	study	study	NOUN
ajceb-5184	212	27	investigated	investigate	VERB
ajceb-5184	212	28	the	the	DET
ajceb-5184	212	29	impact	impact	NOUN
ajceb-5184	212	30	of	of	ADP
ajceb-5184	212	31	prior	prior	ADJ
ajceb-5184	212	32	academic	academic	ADJ
ajceb-5184	212	33	achievement	achievement	NOUN
ajceb-5184	212	34	on	on	ADP
ajceb-5184	212	35	academic	academic	ADJ
ajceb-5184	212	36	success	success	NOUN
ajceb-5184	212	37	in	in	ADP
ajceb-5184	212	38	an	an	DET
ajceb-5184	212	39	undergraduate	undergraduate	ADJ
ajceb-5184	212	40	architecture	architecture	NOUN
ajceb-5184	212	41	degree	degree	NOUN
ajceb-5184	212	42	programme	programme	NOUN
ajceb-5184	212	43	.	.	PUNCT
ajceb-5184	213	1	the	the	DET
ajceb-5184	213	2	study	study	NOUN
ajceb-5184	213	3	is	be	AUX
ajceb-5184	213	4	based	base	VERB
ajceb-5184	213	5	on	on	ADP
ajceb-5184	213	6	data	datum	NOUN
ajceb-5184	213	7	collected	collect	VERB
ajceb-5184	213	8	from	from	ADP
ajceb-5184	213	9	101	101	NUM
ajceb-5184	213	10	students	student	NOUN
ajceb-5184	213	11	who	who	PRON
ajceb-5184	213	12	completed	complete	VERB
ajceb-5184	213	13	a	a	DET
ajceb-5184	213	14	taught	teach	VERB
ajceb-5184	213	15	undergraduate	undergraduate	NOUN
ajceb-5184	213	16	architecture	architecture	NOUN
ajceb-5184	213	17	degree	degree	NOUN
ajceb-5184	213	18	programme	programme	NOUN
ajceb-5184	213	19	at	at	ADP
ajceb-5184	213	20	the	the	DET
ajceb-5184	213	21	olabisi	olabisi	ADJ
ajceb-5184	213	22	onabanjo	onabanjo	PROPN
ajceb-5184	213	23	university	university	NOUN
ajceb-5184	213	24	between	between	ADP
ajceb-5184	213	25	2011	2011	NUM
ajceb-5184	213	26	and	and	CCONJ
ajceb-5184	213	27	2014	2014	NUM
ajceb-5184	213	28	.	.	PUNCT
ajceb-5184	214	1	in	in	ADP
ajceb-5184	214	2	order	order	NOUN
ajceb-5184	214	3	to	to	PART
ajceb-5184	214	4	evaluate	evaluate	VERB
ajceb-5184	214	5	the	the	DET
ajceb-5184	214	6	generalizability	generalizability	NOUN
ajceb-5184	214	7	of	of	ADP
ajceb-5184	214	8	the	the	DET
ajceb-5184	214	9	models	model	NOUN
ajceb-5184	214	10	,	,	PUNCT
ajceb-5184	214	11	the	the	DET
ajceb-5184	214	12	training	training	NOUN
ajceb-5184	214	13	dataset	dataset	NOUN
ajceb-5184	214	14	was	be	AUX
ajceb-5184	214	15	fitted	fit	VERB
ajceb-5184	214	16	to	to	ADP
ajceb-5184	214	17	two	two	NUM
ajceb-5184	214	18	models	model	NOUN
ajceb-5184	214	19	(	(	PUNCT
ajceb-5184	214	20	i.e.	i.e.	X
ajceb-5184	214	21	linear	linear	ADJ
ajceb-5184	214	22	discriminant	discriminant	ADJ
ajceb-5184	214	23	analysis	analysis	NOUN
ajceb-5184	214	24	and	and	CCONJ
ajceb-5184	214	25	k	k	NOUN
ajceb-5184	214	26	-	-	PUNCT
ajceb-5184	214	27	nn	nn	NOUN
ajceb-5184	214	28	)	)	PUNCT
ajceb-5184	214	29	and	and	CCONJ
ajceb-5184	214	30	the	the	DET
ajceb-5184	214	31	developed	develop	VERB
ajceb-5184	214	32	models	model	NOUN
ajceb-5184	214	33	were	be	AUX
ajceb-5184	214	34	used	use	VERB
ajceb-5184	214	35	to	to	PART
ajceb-5184	214	36	forecast	forecast	VERB
ajceb-5184	214	37	the	the	DET
ajceb-5184	214	38	test	test	NOUN
ajceb-5184	214	39	dataset	dataset	NOUN
ajceb-5184	214	40	(	(	PUNCT
ajceb-5184	214	41	i.e.	i.e.	X
ajceb-5184	214	42	previously	previously	ADV
ajceb-5184	214	43	unseen	unseen	ADJ
ajceb-5184	214	44	data	datum	NOUN
ajceb-5184	214	45	)	)	PUNCT
ajceb-5184	214	46	.	.	PUNCT
ajceb-5184	215	1	this	this	PRON
ajceb-5184	215	2	guaranteed	guarantee	VERB
ajceb-5184	215	3	that	that	SCONJ
ajceb-5184	215	4	valid	valid	ADJ
ajceb-5184	215	5	inferences	inference	NOUN
ajceb-5184	215	6	can	can	AUX
ajceb-5184	215	7	be	be	AUX
ajceb-5184	215	8	drawn	draw	VERB
ajceb-5184	215	9	for	for	ADP
ajceb-5184	215	10	theory	theory	NOUN
ajceb-5184	215	11	testing	testing	NOUN
ajceb-5184	215	12	.	.	PUNCT
ajceb-5184	216	1	based	base	VERB
ajceb-5184	216	2	on	on	ADP
ajceb-5184	216	3	the	the	DET
ajceb-5184	216	4	results	result	NOUN
ajceb-5184	216	5	of	of	ADP
ajceb-5184	216	6	the	the	DET
ajceb-5184	216	7	current	current	ADJ
ajceb-5184	216	8	study	study	NOUN
ajceb-5184	216	9	,	,	PUNCT
ajceb-5184	216	10	it	it	PRON
ajceb-5184	216	11	is	be	AUX
ajceb-5184	216	12	evident	evident	ADJ
ajceb-5184	216	13	that	that	SCONJ
ajceb-5184	216	14	prior	prior	ADJ
ajceb-5184	216	15	academic	academic	ADJ
ajceb-5184	216	16	achievement	achievement	NOUN
ajceb-5184	216	17	is	be	AUX
ajceb-5184	216	18	a	a	DET
ajceb-5184	216	19	significant	significant	ADJ
ajceb-5184	216	20	predictor	predictor	NOUN
ajceb-5184	216	21	of	of	ADP
ajceb-5184	216	22	academic	academic	ADJ
ajceb-5184	216	23	success	success	NOUN
ajceb-5184	216	24	in	in	ADP
ajceb-5184	216	25	this	this	DET
ajceb-5184	216	26	undergraduate	undergraduate	ADJ
ajceb-5184	216	27	architecture	architecture	NOUN
ajceb-5184	216	28	programme	programme	NOUN
ajceb-5184	216	29	in	in	ADP
ajceb-5184	216	30	nigeria	nigeria	PROPN
ajceb-5184	216	31	.	.	PUNCT
ajceb-5184	217	1	in	in	ADP
ajceb-5184	217	2	addition	addition	NOUN
ajceb-5184	217	3	,	,	PUNCT
ajceb-5184	217	4	prior	prior	ADJ
ajceb-5184	217	5	academic	academic	ADJ
ajceb-5184	217	6	performance	performance	NOUN
ajceb-5184	217	7	in	in	ADP
ajceb-5184	217	8	mathematics	mathematic	NOUN
ajceb-5184	217	9	,	,	PUNCT
ajceb-5184	217	10	physics	physics	NOUN
ajceb-5184	217	11	,	,	PUNCT
ajceb-5184	217	12	chemistry	chemistry	NOUN
ajceb-5184	217	13	,	,	PUNCT
ajceb-5184	217	14	and	and	CCONJ
ajceb-5184	217	15	local	local	ADJ
ajceb-5184	217	16	language	language	NOUN
ajceb-5184	217	17	are	be	AUX
ajceb-5184	217	18	significant	significant	ADJ
ajceb-5184	217	19	determinants	determinant	NOUN
ajceb-5184	217	20	of	of	ADP
ajceb-5184	217	21	academic	academic	ADJ
ajceb-5184	217	22	success	success	NOUN
ajceb-5184	217	23	in	in	ADP
ajceb-5184	217	24	the	the	DET
ajceb-5184	217	25	undergraduate	undergraduate	ADJ
ajceb-5184	217	26	architecture	architecture	NOUN
ajceb-5184	217	27	programme	programme	NOUN
ajceb-5184	217	28	.	.	PUNCT
ajceb-5184	218	1	this	this	PRON
ajceb-5184	218	2	is	be	AUX
ajceb-5184	218	3	in	in	ADP
ajceb-5184	218	4	line	line	NOUN
ajceb-5184	218	5	with	with	ADP
ajceb-5184	218	6	previous	previous	ADJ
ajceb-5184	218	7	studies	study	NOUN
ajceb-5184	218	8	(	(	PUNCT
ajceb-5184	218	9	abisuga	abisuga	NOUN
ajceb-5184	218	10	et	et	PROPN
ajceb-5184	218	11	al	al	PROPN
ajceb-5184	218	12	.	.	PROPN
ajceb-5184	218	13	,	,	PUNCT
ajceb-5184	218	14	2015	2015	NUM
ajceb-5184	218	15	)	)	PUNCT
ajceb-5184	218	16	which	which	PRON
ajceb-5184	218	17	have	have	AUX
ajceb-5184	218	18	acknowledged	acknowledge	VERB
ajceb-5184	218	19	the	the	DET
ajceb-5184	218	20	role	role	NOUN
ajceb-5184	218	21	of	of	ADP
ajceb-5184	218	22	prior	prior	ADJ
ajceb-5184	218	23	academic	academic	ADJ
ajceb-5184	218	24	performance	performance	NOUN
ajceb-5184	218	25	in	in	ADP
ajceb-5184	218	26	academic	academic	ADJ
ajceb-5184	218	27	success	success	NOUN
ajceb-5184	218	28	of	of	ADP
ajceb-5184	218	29	undergraduate	undergraduate	ADJ
ajceb-5184	218	30	students	student	NOUN
ajceb-5184	218	31	.	.	PUNCT
ajceb-5184	219	1	fellows	fellow	NOUN
ajceb-5184	219	2	and	and	CCONJ
ajceb-5184	219	3	liu	liu	PROPN
ajceb-5184	219	4	(	(	PUNCT
ajceb-5184	219	5	2015	2015	NUM
ajceb-5184	219	6	)	)	PUNCT
ajceb-5184	219	7	assert	assert	VERB
ajceb-5184	219	8	that	that	SCONJ
ajceb-5184	219	9	studies	study	NOUN
ajceb-5184	219	10	based	base	VERB
ajceb-5184	219	11	on	on	ADP
ajceb-5184	219	12	prediction	prediction	NOUN
ajceb-5184	219	13	,	,	PUNCT
ajceb-5184	219	14	such	such	ADJ
ajceb-5184	219	15	as	as	ADP
ajceb-5184	219	16	the	the	DET
ajceb-5184	219	17	one	one	NOUN
ajceb-5184	219	18	reported	report	VERB
ajceb-5184	219	19	here	here	ADV
ajceb-5184	219	20	,	,	PUNCT
ajceb-5184	219	21	are	be	AUX
ajceb-5184	219	22	a	a	DET
ajceb-5184	219	23	valid	valid	ADJ
ajceb-5184	219	24	means	mean	NOUN
ajceb-5184	219	25	for	for	ADP
ajceb-5184	219	26	testing	test	VERB
ajceb-5184	219	27	theories.the	theories.the	DET
ajceb-5184	219	28	findings	finding	NOUN
ajceb-5184	219	29	of	of	ADP
ajceb-5184	219	30	this	this	DET
ajceb-5184	219	31	study	study	NOUN
ajceb-5184	219	32	suggest	suggest	VERB
ajceb-5184	219	33	that	that	SCONJ
ajceb-5184	219	34	there	there	PRON
ajceb-5184	219	35	is	be	VERB
ajceb-5184	219	36	a	a	DET
ajceb-5184	219	37	need	need	NOUN
ajceb-5184	219	38	to	to	PART
ajceb-5184	219	39	develop	develop	VERB
ajceb-5184	219	40	and	and	CCONJ
ajceb-5184	219	41	implement	implement	VERB
ajceb-5184	219	42	strategies	strategy	NOUN
ajceb-5184	219	43	aimed	aim	VERB
ajceb-5184	219	44	at	at	ADP
ajceb-5184	219	45	improving	improve	VERB
ajceb-5184	219	46	academic	academic	ADJ
ajceb-5184	219	47	performance	performance	NOUN
ajceb-5184	219	48	of	of	ADP
ajceb-5184	219	49	students	student	NOUN
ajceb-5184	219	50	in	in	ADP
ajceb-5184	219	51	terminal	terminal	ADJ
ajceb-5184	219	52	examinations	examination	NOUN
ajceb-5184	219	53	at	at	ADP
ajceb-5184	219	54	secondary	secondary	ADJ
ajceb-5184	219	55	school	school	NOUN
ajceb-5184	219	56	level	level	NOUN
ajceb-5184	219	57	.	.	PUNCT
ajceb-5184	220	1	this	this	PRON
ajceb-5184	220	2	can	can	AUX
ajceb-5184	220	3	be	be	AUX
ajceb-5184	220	4	achieved	achieve	VERB
ajceb-5184	220	5	by	by	ADP
ajceb-5184	220	6	,	,	PUNCT
ajceb-5184	220	7	for	for	ADP
ajceb-5184	220	8	example	example	NOUN
ajceb-5184	220	9	,	,	PUNCT
ajceb-5184	220	10	additional	additional	ADJ
ajceb-5184	220	11	investments	investment	NOUN
ajceb-5184	220	12	in	in	ADP
ajceb-5184	220	13	teacher	teacher	NOUN
ajceb-5184	220	14	training	training	NOUN
ajceb-5184	220	15	,	,	PUNCT
ajceb-5184	220	16	motivation	motivation	NOUN
ajceb-5184	220	17	of	of	ADP
ajceb-5184	220	18	students	student	NOUN
ajceb-5184	220	19	,	,	PUNCT
ajceb-5184	220	20	and	and	CCONJ
ajceb-5184	220	21	innovative	innovative	ADJ
ajceb-5184	220	22	teaching	teaching	NOUN
ajceb-5184	220	23	methods	method	NOUN
ajceb-5184	220	24	.	.	PUNCT
ajceb-5184	221	1	this	this	PRON
ajceb-5184	221	2	will	will	AUX
ajceb-5184	221	3	ensure	ensure	VERB
ajceb-5184	221	4	that	that	SCONJ
ajceb-5184	221	5	there	there	PRON
ajceb-5184	221	6	is	be	VERB
ajceb-5184	221	7	significant	significant	ADJ
ajceb-5184	221	8	improvement	improvement	NOUN
ajceb-5184	221	9	in	in	ADP
ajceb-5184	221	10	the	the	DET
ajceb-5184	221	11	knowledge	knowledge	NOUN
ajceb-5184	221	12	gained	gain	VERB
ajceb-5184	221	13	and	and	CCONJ
ajceb-5184	221	14	the	the	DET
ajceb-5184	221	15	academic	academic	ADJ
ajceb-5184	221	16	performance	performance	NOUN
ajceb-5184	221	17	in	in	ADP
ajceb-5184	221	18	secondary	secondary	ADJ
ajceb-5184	221	19	school	school	NOUN
ajceb-5184	221	20	subjects	subject	NOUN
ajceb-5184	221	21	,	,	PUNCT
ajceb-5184	221	22	which	which	PRON
ajceb-5184	221	23	could	could	AUX
ajceb-5184	221	24	substantially	substantially	ADV
ajceb-5184	221	25	improve	improve	VERB
ajceb-5184	221	26	academic	academic	ADJ
ajceb-5184	221	27	success	success	NOUN
ajceb-5184	221	28	of	of	ADP
ajceb-5184	221	29	students	student	NOUN
ajceb-5184	221	30	,	,	PUNCT
ajceb-5184	221	31	and	and	CCONJ
ajceb-5184	221	32	impact	impact	NOUN
ajceb-5184	221	33	positively	positively	ADV
ajceb-5184	221	34	on	on	ADP
ajceb-5184	221	35	student	student	NOUN
ajceb-5184	221	36	retention	retention	NOUN
ajceb-5184	221	37	rates	rate	NOUN
ajceb-5184	221	38	at	at	ADP
ajceb-5184	221	39	university	university	NOUN
ajceb-5184	221	40	level	level	NOUN
ajceb-5184	221	41	.	.	PUNCT
ajceb-5184	222	1	there	there	PRON
ajceb-5184	222	2	are	be	VERB
ajceb-5184	222	3	obvious	obvious	ADJ
ajceb-5184	222	4	limitations	limitation	NOUN
ajceb-5184	222	5	that	that	PRON
ajceb-5184	222	6	affect	affect	VERB
ajceb-5184	222	7	the	the	DET
ajceb-5184	222	8	generalization	generalization	NOUN
ajceb-5184	222	9	of	of	ADP
ajceb-5184	222	10	the	the	DET
ajceb-5184	222	11	results	result	NOUN
ajceb-5184	222	12	of	of	ADP
ajceb-5184	222	13	this	this	DET
ajceb-5184	222	14	kind	kind	NOUN
ajceb-5184	222	15	of	of	ADP
ajceb-5184	222	16	study	study	NOUN
ajceb-5184	222	17	.	.	PUNCT
ajceb-5184	223	1	the	the	DET
ajceb-5184	223	2	current	current	ADJ
ajceb-5184	223	3	study	study	NOUN
ajceb-5184	223	4	is	be	AUX
ajceb-5184	223	5	focused	focus	VERB
ajceb-5184	223	6	entirely	entirely	ADV
ajceb-5184	223	7	on	on	ADP
ajceb-5184	223	8	using	use	VERB
ajceb-5184	223	9	prior	prior	ADJ
ajceb-5184	223	10	academic	academic	ADJ
ajceb-5184	223	11	performance	performance	NOUN
ajceb-5184	223	12	as	as	ADP
ajceb-5184	223	13	predictors	predictor	NOUN
ajceb-5184	223	14	of	of	ADP
ajceb-5184	223	15	academic	academic	ADJ
ajceb-5184	223	16	success	success	NOUN
ajceb-5184	223	17	for	for	ADP
ajceb-5184	223	18	architecture	architecture	NOUN
ajceb-5184	223	19	undergraduate	undergraduate	NOUN
ajceb-5184	223	20	students	student	NOUN
ajceb-5184	223	21	.	.	PUNCT
ajceb-5184	224	1	the	the	DET
ajceb-5184	224	2	influence	influence	NOUN
ajceb-5184	224	3	of	of	ADP
ajceb-5184	224	4	other	other	ADJ
ajceb-5184	224	5	factors	factor	NOUN
ajceb-5184	224	6	(	(	PUNCT
ajceb-5184	224	7	such	such	ADJ
ajceb-5184	224	8	as	as	ADP
ajceb-5184	224	9	teaching	teaching	NOUN
ajceb-5184	224	10	method	method	NOUN
ajceb-5184	224	11	,	,	PUNCT
ajceb-5184	224	12	learning	learn	VERB
ajceb-5184	224	13	style	style	NOUN
ajceb-5184	224	14	,	,	PUNCT
ajceb-5184	224	15	etc	etc	X
ajceb-5184	224	16	.	.	X
ajceb-5184	224	17	)	)	PUNCT
ajceb-5184	224	18	on	on	ADP
ajceb-5184	224	19	the	the	DET
ajceb-5184	224	20	academic	academic	ADJ
ajceb-5184	224	21	success	success	NOUN
ajceb-5184	224	22	of	of	ADP
ajceb-5184	224	23	architecture	architecture	NOUN
ajceb-5184	224	24	undergraduate	undergraduate	NOUN
ajceb-5184	224	25	students	student	NOUN
ajceb-5184	224	26	is	be	AUX
ajceb-5184	224	27	not	not	PART
ajceb-5184	224	28	discussed	discuss	VERB
ajceb-5184	224	29	here	here	ADV
ajceb-5184	224	30	,	,	PUNCT
ajceb-5184	224	31	but	but	CCONJ
ajceb-5184	224	32	may	may	AUX
ajceb-5184	224	33	have	have	VERB
ajceb-5184	224	34	the	the	DET
ajceb-5184	224	35	potential	potential	NOUN
ajceb-5184	224	36	to	to	PART
ajceb-5184	224	37	add	add	VERB
ajceb-5184	224	38	to	to	ADP
ajceb-5184	224	39	this	this	DET
ajceb-5184	224	40	debate	debate	NOUN
ajceb-5184	224	41	if	if	SCONJ
ajceb-5184	224	42	further	further	ADJ
ajceb-5184	224	43	research	research	NOUN
ajceb-5184	224	44	were	be	AUX
ajceb-5184	224	45	conducted	conduct	VERB
ajceb-5184	224	46	in	in	ADP
ajceb-5184	224	47	this	this	DET
ajceb-5184	224	48	area	area	NOUN
ajceb-5184	224	49	.	.	PUNCT
ajceb-5184	225	1	despite	despite	SCONJ
ajceb-5184	225	2	this	this	DET
ajceb-5184	225	3	limitation	limitation	NOUN
ajceb-5184	225	4	,	,	PUNCT
ajceb-5184	225	5	the	the	DET
ajceb-5184	225	6	application	application	NOUN
ajceb-5184	225	7	of	of	ADP
ajceb-5184	225	8	modeling	model	VERB
ajceb-5184	225	9	techniques	technique	NOUN
ajceb-5184	225	10	ensures	ensure	VERB
ajceb-5184	225	11	that	that	SCONJ
ajceb-5184	225	12	valid	valid	ADJ
ajceb-5184	225	13	inferences	inference	NOUN
ajceb-5184	225	14	can	can	AUX
ajceb-5184	225	15	be	be	AUX
ajceb-5184	225	16	drawn	draw	VERB
ajceb-5184	225	17	.	.	PUNCT
ajceb-5184	226	1	the	the	DET
ajceb-5184	226	2	present	present	ADJ
ajceb-5184	226	3	study	study	NOUN
ajceb-5184	226	4	provides	provide	VERB
ajceb-5184	226	5	a	a	DET
ajceb-5184	226	6	benchmark	benchmark	NOUN
ajceb-5184	226	7	against	against	ADP
ajceb-5184	226	8	which	which	PRON
ajceb-5184	226	9	similar	similar	ADJ
ajceb-5184	226	10	future	future	ADJ
ajceb-5184	226	11	studies	study	NOUN
ajceb-5184	226	12	can	can	AUX
ajceb-5184	226	13	be	be	AUX
ajceb-5184	226	14	evaluated	evaluate	VERB
ajceb-5184	226	15	.	.	PUNCT
ajceb-5184	227	1	therefore	therefore	ADV
ajceb-5184	227	2	,	,	PUNCT
ajceb-5184	227	3	it	it	PRON
ajceb-5184	227	4	can	can	AUX
ajceb-5184	227	5	be	be	AUX
ajceb-5184	227	6	suggested	suggest	VERB
ajceb-5184	227	7	that	that	SCONJ
ajceb-5184	227	8	the	the	DET
ajceb-5184	227	9	developed	developed	ADJ
ajceb-5184	227	10	k	k	PROPN
ajceb-5184	227	11	-	-	PUNCT
ajceb-5184	227	12	nn	nn	ADJ
ajceb-5184	227	13	model	model	NOUN
ajceb-5184	227	14	could	could	AUX
ajceb-5184	227	15	be	be	AUX
ajceb-5184	227	16	a	a	DET
ajceb-5184	227	17	useful	useful	ADJ
ajceb-5184	227	18	decision	decision	NOUN
ajceb-5184	227	19	support	support	NOUN
ajceb-5184	227	20	tool	tool	NOUN
ajceb-5184	227	21	that	that	PRON
ajceb-5184	227	22	can	can	AUX
ajceb-5184	227	23	be	be	AUX
ajceb-5184	227	24	used	use	VERB
ajceb-5184	227	25	by	by	ADP
ajceb-5184	227	26	stakeholders	stakeholder	NOUN
ajceb-5184	227	27	in	in	ADP
ajceb-5184	227	28	the	the	DET
ajceb-5184	227	29	process	process	NOUN
ajceb-5184	227	30	of	of	ADP
ajceb-5184	227	31	selecting	select	VERB
ajceb-5184	227	32	new	new	ADJ
ajceb-5184	227	33	candidates	candidate	NOUN
ajceb-5184	227	34	and	and	CCONJ
ajceb-5184	227	35	identifying	identify	VERB
ajceb-5184	227	36	those	those	DET
ajceb-5184	227	37	students	student	NOUN
ajceb-5184	227	38	that	that	PRON
ajceb-5184	227	39	need	need	VERB
ajceb-5184	227	40	additional	additional	ADJ
ajceb-5184	227	41	support	support	NOUN
ajceb-5184	227	42	in	in	ADP
ajceb-5184	227	43	undergraduate	undergraduate	ADJ
ajceb-5184	227	44	architecture	architecture	NOUN
ajceb-5184	227	45	programmes	programme	NOUN
ajceb-5184	227	46	at	at	ADP
ajceb-5184	227	47	nigerian	nigerian	ADJ
ajceb-5184	227	48	universities	university	NOUN
ajceb-5184	227	49	.	.	PUNCT
ajceb-5184	228	1	references	reference	NOUN
ajceb-5184	228	2	abisuga	abisuga	NOUN
ajceb-5184	228	3	,	,	PUNCT
ajceb-5184	228	4	a.o	a.o	PROPN
ajceb-5184	228	5	.	.	PROPN
ajceb-5184	228	6	,	,	PUNCT
ajceb-5184	228	7	olanrewaju	olanrewaju	PROPN
ajceb-5184	228	8	d.o	d.o	PROPN
ajceb-5184	228	9	.	.	PROPN
ajceb-5184	228	10	and	and	CCONJ
ajceb-5184	228	11	oyekanmi	oyekanmi	PROPN
ajceb-5184	228	12	o.o	o.o	PROPN
ajceb-5184	228	13	.	.	PROPN
ajceb-5184	228	14	(	(	PUNCT
ajceb-5184	228	15	2015	2015	NUM
ajceb-5184	228	16	)	)	PUNCT
ajceb-5184	228	17	pre	pre	ADJ
ajceb-5184	228	18	-	-	ADJ
ajceb-5184	228	19	qualification	qualification	ADJ
ajceb-5184	228	20	academic	academic	ADJ
ajceb-5184	228	21	requirement	requirement	NOUN
ajceb-5184	228	22	as	as	ADP
ajceb-5184	228	23	a	a	DET
ajceb-5184	228	24	predictor	predictor	NOUN
ajceb-5184	228	25	of	of	ADP
ajceb-5184	228	26	academic	academic	ADJ
ajceb-5184	228	27	performance	performance	NOUN
ajceb-5184	228	28	in	in	ADP
ajceb-5184	228	29	a	a	DET
ajceb-5184	228	30	building	building	NOUN
ajceb-5184	228	31	technology	technology	NOUN
ajceb-5184	228	32	programme	programme	NOUN
ajceb-5184	228	33	:	:	PUNCT
ajceb-5184	228	34	a	a	DET
ajceb-5184	228	35	case	case	NOUN
ajceb-5184	228	36	of	of	ADP
ajceb-5184	228	37	lagos	lagos	NOUN
ajceb-5184	228	38	state	state	NOUN
ajceb-5184	228	39	polytechnic	polytechnic	ADJ
ajceb-5184	228	40	.	.	PUNCT
ajceb-5184	229	1	covenant	covenant	PROPN
ajceb-5184	229	2	journal	journal	PROPN
ajceb-5184	229	3	of	of	ADP
ajceb-5184	229	4	research	research	NOUN
ajceb-5184	229	5	in	in	ADP
ajceb-5184	229	6	the	the	DET
ajceb-5184	229	7	built	build	VERB
ajceb-5184	229	8	environment	environment	NOUN
ajceb-5184	229	9	,	,	PUNCT
ajceb-5184	229	10	3(1	3(1	NUM
ajceb-5184	229	11	)	)	PUNCT
ajceb-5184	229	12	,	,	PUNCT
ajceb-5184	229	13	p.44	p.44	PROPN
ajceb-5184	229	14	-	-	X
ajceb-5184	229	15	53	53	NUM
ajceb-5184	229	16	.	.	PUNCT
ajceb-5184	230	1	allen	allen	PROPN
ajceb-5184	230	2	,	,	PUNCT
ajceb-5184	230	3	m.	m.	NOUN
ajceb-5184	230	4	and	and	CCONJ
ajceb-5184	230	5	carter	carter	PROPN
ajceb-5184	230	6	,	,	PUNCT
ajceb-5184	230	7	c.	c.	PROPN
ajceb-5184	230	8	(	(	PUNCT
ajceb-5184	230	9	2007	2007	NUM
ajceb-5184	230	10	)	)	PUNCT
ajceb-5184	230	11	academic	academic	ADJ
ajceb-5184	230	12	success	success	NOUN
ajceb-5184	230	13	determinants	determinant	VERB
ajceb-5184	230	14	for	for	ADP
ajceb-5184	230	15	undergraduate	undergraduate	ADJ
ajceb-5184	230	16	real	real	ADJ
ajceb-5184	230	17	estate	estate	NOUN
ajceb-5184	230	18	students	student	NOUN
ajceb-5184	230	19	.	.	PUNCT
ajceb-5184	231	1	journal	journal	NOUN
ajceb-5184	231	2	of	of	ADP
ajceb-5184	231	3	real	real	ADJ
ajceb-5184	231	4	estate	estate	NOUN
ajceb-5184	231	5	practice	practice	NOUN
ajceb-5184	231	6	and	and	CCONJ
ajceb-5184	231	7	education	education	NOUN
ajceb-5184	231	8	,	,	PUNCT
ajceb-5184	231	9	10(1	10(1	NUM
ajceb-5184	231	10	)	)	PUNCT
ajceb-5184	231	11	,	,	PUNCT
ajceb-5184	231	12	p.149	p.149	NOUN
ajceb-5184	231	13	-	-	ADJ
ajceb-5184	231	14	160	160	NUM
ajceb-5184	231	15	.	.	PUNCT
ajceb-5184	231	16	asikhia	asikhia	NOUN
ajceb-5184	231	17	,	,	PUNCT
ajceb-5184	231	18	o.	o.	NOUN
ajceb-5184	231	19	a.	a.	NOUN
ajceb-5184	231	20	(	(	PUNCT
ajceb-5184	231	21	2010	2010	NUM
ajceb-5184	231	22	)	)	PUNCT
ajceb-5184	231	23	students	student	NOUN
ajceb-5184	231	24	’	'	PUNCT
ajceb-5184	231	25	and	and	CCONJ
ajceb-5184	231	26	teachers	teacher	NOUN
ajceb-5184	231	27	’	’	PART
ajceb-5184	231	28	perception	perception	NOUN
ajceb-5184	231	29	of	of	ADP
ajceb-5184	231	30	the	the	DET
ajceb-5184	231	31	causes	cause	NOUN
ajceb-5184	231	32	of	of	ADP
ajceb-5184	231	33	poor	poor	ADJ
ajceb-5184	231	34	academic	academic	ADJ
ajceb-5184	231	35	performance	performance	NOUN
ajceb-5184	231	36	in	in	ADP
ajceb-5184	231	37	ogun	ogun	PROPN
ajceb-5184	231	38	state	state	NOUN
ajceb-5184	231	39	secondary	secondary	ADJ
ajceb-5184	231	40	schools	school	NOUN
ajceb-5184	231	41	:	:	PUNCT
ajceb-5184	232	1	implication	implication	NOUN
ajceb-5184	232	2	for	for	ADP
ajceb-5184	232	3	counselling	counselling	NOUN
ajceb-5184	232	4	for	for	ADP
ajceb-5184	232	5	national	national	ADJ
ajceb-5184	232	6	development	development	NOUN
ajceb-5184	232	7	.	.	PUNCT
ajceb-5184	233	1	european	european	PROPN
ajceb-5184	233	2	journal	journal	PROPN
ajceb-5184	233	3	of	of	ADP
ajceb-5184	233	4	social	social	ADJ
ajceb-5184	233	5	sciences	science	NOUN
ajceb-5184	233	6	.	.	PUNCT
ajceb-5184	234	1	13(2	13(2	NOUN
ajceb-5184	234	2	):	):	PUNCT
ajceb-5184	234	3	229—242	229—242	PROPN
ajceb-5184	234	4	bone	bone	NOUN
ajceb-5184	234	5	,	,	PUNCT
ajceb-5184	234	6	e.	e.	PROPN
ajceb-5184	234	7	k.	k.	PROPN
ajceb-5184	234	8	and	and	CCONJ
ajceb-5184	234	9	reid	reid	PROPN
ajceb-5184	234	10	,	,	PUNCT
ajceb-5184	234	11	r.	r.	PROPN
ajceb-5184	234	12	j.	j.	PROPN
ajceb-5184	234	13	(	(	PUNCT
ajceb-5184	234	14	2011	2011	NUM
ajceb-5184	234	15	)	)	PUNCT
ajceb-5184	234	16	prior	prior	ADV
ajceb-5184	234	17	learning	learn	VERB
ajceb-5184	234	18	in	in	ADP
ajceb-5184	234	19	biology	biology	NOUN
ajceb-5184	234	20	at	at	ADP
ajceb-5184	234	21	high	high	ADJ
ajceb-5184	234	22	school	school	NOUN
ajceb-5184	234	23	does	do	AUX
ajceb-5184	234	24	not	not	PART
ajceb-5184	234	25	predict	predict	VERB
ajceb-5184	234	26	performance	performance	NOUN
ajceb-5184	234	27	in	in	ADP
ajceb-5184	234	28	the	the	DET
ajceb-5184	234	29	first	first	ADJ
ajceb-5184	234	30	year	year	NOUN
ajceb-5184	234	31	at	at	ADP
ajceb-5184	234	32	university	university	NOUN
ajceb-5184	234	33	.	.	PUNCT
ajceb-5184	235	1	higher	high	ADJ
ajceb-5184	235	2	education	education	NOUN
ajceb-5184	235	3	research	research	NOUN
ajceb-5184	235	4	and	and	CCONJ
ajceb-5184	235	5	development	development	NOUN
ajceb-5184	235	6	,	,	PUNCT
ajceb-5184	235	7	30(6	30(6	NUM
ajceb-5184	235	8	)	)	PUNCT
ajceb-5184	235	9	,	,	PUNCT
ajceb-5184	235	10	p.709	p.709	NOUN
ajceb-5184	235	11	-	-	PUNCT
ajceb-5184	235	12	724	724	NUM
ajceb-5184	235	13	.	.	PUNCT
ajceb-5184	236	1	doi	doi	NOUN
ajceb-5184	236	2	:	:	PUNCT
ajceb-5184	236	3	https://doi.org/10.1080/07294360.2010.539599	https://doi.org/10.1080/07294360.2010.539599	PROPN
ajceb-5184	236	4	coleman	coleman	PROPN
ajceb-5184	236	5	,	,	PUNCT
ajceb-5184	236	6	s.	s.	PROPN
ajceb-5184	236	7	(	(	PUNCT
ajceb-5184	236	8	2007	2007	NUM
ajceb-5184	236	9	)	)	PUNCT
ajceb-5184	236	10	testing	testing	NOUN
ajceb-5184	236	11	theories	theory	NOUN
ajceb-5184	236	12	with	with	ADP
ajceb-5184	236	13	qualitative	qualitative	ADJ
ajceb-5184	236	14	and	and	CCONJ
ajceb-5184	236	15	quantitative	quantitative	ADJ
ajceb-5184	236	16	predictions	prediction	NOUN
ajceb-5184	236	17	.	.	PUNCT
ajceb-5184	237	1	european	european	ADJ
ajceb-5184	237	2	political	political	ADJ
ajceb-5184	237	3	science	science	NOUN
ajceb-5184	237	4	,	,	PUNCT
ajceb-5184	237	5	6(2	6(2	NUM
ajceb-5184	237	6	)	)	PUNCT
ajceb-5184	237	7	,	,	PUNCT
ajceb-5184	237	8	p.124–133	p.124–133	NOUN
ajceb-5184	237	9	.	.	PUNCT
ajceb-5184	238	1	doi	doi	NOUN
ajceb-5184	238	2	:	:	PUNCT
ajceb-5184	238	3	https://doi.org/10.1057/palgrave.eps.2210122	https://doi.org/10.1057/palgrave.eps.2210122	PROPN
ajceb-5184	238	4	https://doi.org/10.1080/07294360.2010.539599	https://doi.org/10.1080/07294360.2010.539599	PROPN
ajceb-5184	238	5	https://doi.org/10.1057/palgrave.eps.2210122	https://doi.org/10.1057/palgrave.eps.2210122	VERB
ajceb-5184	238	6	construction	construction	NOUN
ajceb-5184	238	7	economics	economic	NOUN
ajceb-5184	238	8	and	and	CCONJ
ajceb-5184	238	9	building	building	NOUN
ajceb-5184	238	10	,	,	PUNCT
ajceb-5184	238	11	16(4	16(4	NUM
ajceb-5184	238	12	)	)	PUNCT
ajceb-5184	238	13	,	,	PUNCT
ajceb-5184	238	14	86	86	NUM
ajceb-5184	238	15	-	-	SYM
ajceb-5184	238	16	98	98	NUM
ajceb-5184	238	17	aluko	aluko	PROPN
ajceb-5184	238	18	,	,	PUNCT
ajceb-5184	238	19	adenuga	adenuga	PROPN
ajceb-5184	238	20	,	,	PUNCT
ajceb-5184	238	21	kukoyi	kukoyi	PROPN
ajceb-5184	238	22	,	,	PUNCT
ajceb-5184	238	23	soyingbe	soyingbe	NOUN
ajceb-5184	238	24	,	,	PUNCT
ajceb-5184	238	25	and	and	CCONJ
ajceb-5184	238	26	oyedeji	oyedeji	PROPN
ajceb-5184	238	27	96	96	PROPN
ajceb-5184	238	28	cortez	cortez	PROPN
ajceb-5184	238	29	,	,	PUNCT
ajceb-5184	238	30	p.	p.	NOUN
ajceb-5184	238	31	(	(	PUNCT
ajceb-5184	238	32	2010	2010	NUM
ajceb-5184	238	33	)	)	PUNCT
ajceb-5184	238	34	data	datum	NOUN
ajceb-5184	238	35	mining	mining	NOUN
ajceb-5184	238	36	with	with	ADP
ajceb-5184	238	37	neural	neural	ADJ
ajceb-5184	238	38	networks	network	NOUN
ajceb-5184	238	39	and	and	CCONJ
ajceb-5184	238	40	support	support	VERB
ajceb-5184	238	41	vector	vector	NOUN
ajceb-5184	238	42	machines	machine	NOUN
ajceb-5184	238	43	using	use	VERB
ajceb-5184	238	44	the	the	DET
ajceb-5184	238	45	r	r	NOUN
ajceb-5184	238	46	/	/	SYM
ajceb-5184	238	47	rminer	rminer	NOUN
ajceb-5184	238	48	tool	tool	NOUN
ajceb-5184	238	49	.	.	PUNCT
ajceb-5184	239	1	in	in	ADP
ajceb-5184	239	2	:	:	PUNCT
ajceb-5184	239	3	p.	p.	NOUN
ajceb-5184	239	4	perner	perner	NOUN
ajceb-5184	239	5	,	,	PUNCT
ajceb-5184	239	6	ed	ed	NOUN
ajceb-5184	239	7	.	.	PROPN
ajceb-5184	239	8	,	,	PUNCT
ajceb-5184	239	9	advances	advance	NOUN
ajceb-5184	239	10	in	in	ADP
ajceb-5184	239	11	data	datum	NOUN
ajceb-5184	239	12	mining	mining	NOUN
ajceb-5184	239	13	applications	application	NOUN
ajceb-5184	239	14	and	and	CCONJ
ajceb-5184	239	15	theoretical	theoretical	ADJ
ajceb-5184	239	16	aspects	aspect	NOUN
ajceb-5184	239	17	,	,	PUNCT
ajceb-5184	239	18	10th	10th	ADJ
ajceb-5184	239	19	industrial	industrial	ADJ
ajceb-5184	239	20	conference	conference	NOUN
ajceb-5184	239	21	on	on	ADP
ajceb-5184	239	22	data	datum	NOUN
ajceb-5184	239	23	mining	mining	NOUN
ajceb-5184	239	24	,	,	PUNCT
ajceb-5184	239	25	berlin	berlin	PROPN
ajceb-5184	239	26	,	,	PUNCT
ajceb-5184	239	27	germany	germany	PROPN
ajceb-5184	239	28	,	,	PUNCT
ajceb-5184	239	29	12	12	NUM
ajceb-5184	239	30	-	-	SYM
ajceb-5184	239	31	14	14	NUM
ajceb-5184	239	32	july	july	PROPN
ajceb-5184	239	33	,	,	PUNCT
ajceb-5184	239	34	2010	2010	NUM
ajceb-5184	239	35	.	.	PUNCT
ajceb-5184	240	1	germany	germany	PROPN
ajceb-5184	240	2	:	:	PUNCT
ajceb-5184	240	3	springer	springer	NOUN
ajceb-5184	240	4	.	.	PUNCT
ajceb-5184	241	1	lnai	lnai	ADJ
ajceb-5184	241	2	6171	6171	NUM
ajceb-5184	241	3	.	.	PUNCT
ajceb-5184	242	1	p.572	p.572	PROPN
ajceb-5184	242	2	-	-	PUNCT
ajceb-5184	242	3	583	583	NUM
ajceb-5184	242	4	.	.	PUNCT
ajceb-5184	243	1	doi	doi	NOUN
ajceb-5184	243	2	:	:	PUNCT
ajceb-5184	243	3	https://doi.org/10.1007/978-3-642-14400-4_44	https://doi.org/10.1007/978-3-642-14400-4_44	PROPN
ajceb-5184	243	4	cortez	cortez	PROPN
ajceb-5184	243	5	,	,	PUNCT
ajceb-5184	243	6	p.	p.	PROPN
ajceb-5184	243	7	,	,	PUNCT
ajceb-5184	243	8	cerdeira	cerdeira	PROPN
ajceb-5184	243	9	,	,	PUNCT
ajceb-5184	243	10	a.	a.	PROPN
ajceb-5184	243	11	,	,	PUNCT
ajceb-5184	243	12	almeida	almeida	PROPN
ajceb-5184	243	13	,	,	PUNCT
ajceb-5184	243	14	f.	f.	PROPN
ajceb-5184	243	15	,	,	PUNCT
ajceb-5184	243	16	matos	matos	PROPN
ajceb-5184	243	17	,	,	PUNCT
ajceb-5184	243	18	t.	t.	NOUN
ajceb-5184	243	19	,	,	PUNCT
ajceb-5184	243	20	and	and	CCONJ
ajceb-5184	243	21	reis	reis	NOUN
ajceb-5184	243	22	,	,	PUNCT
ajceb-5184	243	23	j.	j.	PROPN
ajceb-5184	243	24	(	(	PUNCT
ajceb-5184	243	25	2009	2009	NUM
ajceb-5184	243	26	)	)	PUNCT
ajceb-5184	243	27	modeling	model	VERB
ajceb-5184	243	28	wine	wine	NOUN
ajceb-5184	243	29	preferences	preference	NOUN
ajceb-5184	243	30	by	by	ADP
ajceb-5184	243	31	data	datum	NOUN
ajceb-5184	243	32	mining	mining	NOUN
ajceb-5184	243	33	from	from	ADP
ajceb-5184	243	34	physicochemical	physicochemical	ADJ
ajceb-5184	243	35	properties	property	NOUN
ajceb-5184	243	36	.	.	PUNCT
ajceb-5184	244	1	decision	decision	NOUN
ajceb-5184	244	2	support	support	NOUN
ajceb-5184	244	3	systems	system	NOUN
ajceb-5184	244	4	,	,	PUNCT
ajceb-5184	244	5	47(4	47(4	NUM
ajceb-5184	244	6	)	)	PUNCT
ajceb-5184	244	7	,	,	PUNCT
ajceb-5184	244	8	p.547	p.547	NOUN
ajceb-5184	244	9	-	-	PUNCT
ajceb-5184	244	10	553	553	NUM
ajceb-5184	244	11	.	.	PUNCT
ajceb-5184	245	1	doi	doi	NOUN
ajceb-5184	245	2	:	:	PUNCT
ajceb-5184	245	3	https://doi.org/10.1016/j.dss.2009.05.016	https://doi.org/10.1016/j.dss.2009.05.016	PROPN
ajceb-5184	245	4	cortez	cortez	PROPN
ajceb-5184	245	5	,	,	PUNCT
ajceb-5184	245	6	p.	p.	NOUN
ajceb-5184	245	7	(	(	PUNCT
ajceb-5184	245	8	2015	2015	NUM
ajceb-5184	245	9	)	)	PUNCT
ajceb-5184	245	10	a	a	DET
ajceb-5184	245	11	tutorial	tutorial	NOUN
ajceb-5184	245	12	on	on	ADP
ajceb-5184	245	13	the	the	DET
ajceb-5184	245	14	rminer	rminer	NOUN
ajceb-5184	245	15	r	r	NOUN
ajceb-5184	245	16	package	package	NOUN
ajceb-5184	245	17	for	for	ADP
ajceb-5184	245	18	data	data	NOUN
ajceb-5184	245	19	mining	mining	NOUN
ajceb-5184	245	20	tasks	task	NOUN
ajceb-5184	245	21	,	,	PUNCT
ajceb-5184	245	22	teaching	teaching	NOUN
ajceb-5184	245	23	report	report	NOUN
ajceb-5184	245	24	,	,	PUNCT
ajceb-5184	245	25	department	department	NOUN
ajceb-5184	245	26	of	of	ADP
ajceb-5184	245	27	information	information	NOUN
ajceb-5184	245	28	systems	system	NOUN
ajceb-5184	245	29	,	,	PUNCT
ajceb-5184	245	30	algoritmi	algoritmi	PROPN
ajceb-5184	245	31	research	research	NOUN
ajceb-5184	245	32	centre	centre	NOUN
ajceb-5184	245	33	,	,	PUNCT
ajceb-5184	245	34	engineering	engineering	NOUN
ajceb-5184	245	35	school	school	NOUN
ajceb-5184	245	36	,	,	PUNCT
ajceb-5184	245	37	university	university	NOUN
ajceb-5184	245	38	of	of	ADP
ajceb-5184	245	39	minho	minho	PROPN
ajceb-5184	245	40	,	,	PUNCT
ajceb-5184	245	41	guimaraes	guimaraes	PROPN
ajceb-5184	245	42	,	,	PUNCT
ajceb-5184	245	43	portugal	portugal	PROPN
ajceb-5184	245	44	,	,	PUNCT
ajceb-5184	245	45	july	july	PROPN
ajceb-5184	245	46	2015	2015	NUM
ajceb-5184	245	47	.	.	PUNCT
ajceb-5184	246	1	available	available	ADJ
ajceb-5184	246	2	at	at	ADP
ajceb-5184	246	3	:	:	PUNCT
ajceb-5184	246	4	<	<	X
ajceb-5184	246	5	https://repositorium.sdum.uminho.pt/bitstream/1822/36210/1/rminer-tutorial.pdf	https://repositorium.sdum.uminho.pt/bitstream/1822/36210/1/rminer-tutorial.pdf	X
ajceb-5184	246	6	>	>	X
ajceb-5184	247	1	[	[	PUNCT
ajceb-5184	247	2	accessed	access	VERB
ajceb-5184	247	3	9	9	NUM
ajceb-5184	247	4	june	june	PROPN
ajceb-5184	247	5	2016	2016	NUM
ajceb-5184	247	6	]	]	PUNCT
ajceb-5184	247	7	.	.	PUNCT
ajceb-5184	248	1	curtis	curtis	PROPN
ajceb-5184	248	2	,	,	PUNCT
ajceb-5184	248	3	d.	d.	PROPN
ajceb-5184	248	4	a.	a.	PROPN
ajceb-5184	248	5	,	,	PUNCT
ajceb-5184	248	6	lind	lind	PROPN
ajceb-5184	248	7	,	,	PUNCT
ajceb-5184	248	8	s.	s.	PROPN
ajceb-5184	248	9	l.	l.	PROPN
ajceb-5184	248	10	,	,	PUNCT
ajceb-5184	248	11	plesh	plesh	ADJ
ajceb-5184	248	12	,	,	PUNCT
ajceb-5184	248	13	o.	o.	ADJ
ajceb-5184	248	14	,	,	PUNCT
ajceb-5184	248	15	and	and	CCONJ
ajceb-5184	248	16	finzen	finzen	NOUN
ajceb-5184	248	17	,	,	PUNCT
ajceb-5184	248	18	f.	f.	PROPN
ajceb-5184	248	19	c.	c.	PROPN
ajceb-5184	248	20	(	(	PUNCT
ajceb-5184	248	21	2007	2007	NUM
ajceb-5184	248	22	)	)	PUNCT
ajceb-5184	248	23	correlation	correlation	NOUN
ajceb-5184	248	24	of	of	ADP
ajceb-5184	248	25	admissions	admission	NOUN
ajceb-5184	248	26	criteria	criterion	NOUN
ajceb-5184	248	27	with	with	ADP
ajceb-5184	248	28	academic	academic	ADJ
ajceb-5184	248	29	performance	performance	NOUN
ajceb-5184	248	30	in	in	ADP
ajceb-5184	248	31	dental	dental	ADJ
ajceb-5184	248	32	students	student	NOUN
ajceb-5184	248	33	.	.	PUNCT
ajceb-5184	249	1	journal	journal	NOUN
ajceb-5184	249	2	of	of	ADP
ajceb-5184	249	3	dental	dental	ADJ
ajceb-5184	249	4	education	education	NOUN
ajceb-5184	249	5	,	,	PUNCT
ajceb-5184	249	6	71(10	71(10	NUM
ajceb-5184	249	7	)	)	PUNCT
ajceb-5184	249	8	,	,	PUNCT
ajceb-5184	249	9	p.1314	p.1314	NOUN
ajceb-5184	249	10	-	-	PUNCT
ajceb-5184	249	11	1321	1321	NUM
ajceb-5184	249	12	.	.	PUNCT
ajceb-5184	250	1	fellows	fellows	PROPN
ajceb-5184	250	2	,	,	PUNCT
ajceb-5184	250	3	r.	r.	PROPN
ajceb-5184	250	4	f.	f.	PROPN
ajceb-5184	250	5	and	and	CCONJ
ajceb-5184	250	6	liu	liu	PROPN
ajceb-5184	250	7	,	,	PUNCT
ajceb-5184	250	8	a.	a.	NOUN
ajceb-5184	250	9	m.	m.	NOUN
ajceb-5184	250	10	(	(	PUNCT
ajceb-5184	250	11	2015	2015	NUM
ajceb-5184	250	12	)	)	PUNCT
ajceb-5184	250	13	research	research	NOUN
ajceb-5184	250	14	methods	method	NOUN
ajceb-5184	250	15	for	for	ADP
ajceb-5184	250	16	construction	construction	NOUN
ajceb-5184	250	17	.	.	PUNCT
ajceb-5184	251	1	4th	4th	ADJ
ajceb-5184	251	2	edition	edition	NOUN
ajceb-5184	251	3	,	,	PUNCT
ajceb-5184	251	4	john	john	PROPN
ajceb-5184	251	5	wiley	wiley	PROPN
ajceb-5184	251	6	and	and	CCONJ
ajceb-5184	251	7	sons	son	NOUN
ajceb-5184	251	8	,	,	PUNCT
ajceb-5184	251	9	united	united	ADJ
ajceb-5184	251	10	kingdom	kingdom	PROPN
ajceb-5184	251	11	.	.	PUNCT
ajceb-5184	252	1	ferreira	ferreira	PROPN
ajceb-5184	252	2	,	,	PUNCT
ajceb-5184	252	3	i.s	i.s	PROPN
ajceb-5184	252	4	.	.	PROPN
ajceb-5184	252	5	,	,	PUNCT
ajceb-5184	252	6	simoes	simoes	PROPN
ajceb-5184	252	7	,	,	PUNCT
ajceb-5184	252	8	m.r	m.r	PROPN
ajceb-5184	252	9	.	.	PROPN
ajceb-5184	252	10	,	,	PUNCT
ajceb-5184	252	11	and	and	CCONJ
ajceb-5184	252	12	maroco	maroco	PROPN
ajceb-5184	252	13	,	,	PUNCT
ajceb-5184	252	14	j.	j.	PROPN
ajceb-5184	252	15	(	(	PUNCT
ajceb-5184	252	16	2012	2012	NUM
ajceb-5184	252	17	)	)	PUNCT
ajceb-5184	252	18	.	.	PUNCT
ajceb-5184	253	1	the	the	DET
ajceb-5184	253	2	addenbrooke	addenbrooke	NOUN
ajceb-5184	253	3	’s	’s	PART
ajceb-5184	253	4	cognitive	cognitive	ADJ
ajceb-5184	253	5	examination	examination	NOUN
ajceb-5184	253	6	revised	revise	VERB
ajceb-5184	253	7	as	as	ADP
ajceb-5184	253	8	a	a	DET
ajceb-5184	253	9	potential	potential	ADJ
ajceb-5184	253	10	screening	screening	NOUN
ajceb-5184	253	11	test	test	NOUN
ajceb-5184	253	12	for	for	ADP
ajceb-5184	253	13	elderly	elderly	ADJ
ajceb-5184	253	14	drivers	driver	NOUN
ajceb-5184	253	15	.	.	PUNCT
ajceb-5184	254	1	accident	accident	NOUN
ajceb-5184	254	2	analysis	analysis	NOUN
ajceb-5184	254	3	and	and	CCONJ
ajceb-5184	254	4	prevention	prevention	NOUN
ajceb-5184	254	5	,	,	PUNCT
ajceb-5184	254	6	49:278	49:278	NOUN
ajceb-5184	254	7	-	-	PUNCT
ajceb-5184	254	8	286	286	NUM
ajceb-5184	254	9	.	.	PUNCT
ajceb-5184	255	1	doi	doi	NOUN
ajceb-5184	255	2	:	:	PUNCT
ajceb-5184	255	3	https://doi.org/10.1016/j.aap.2012.03.036	https://doi.org/10.1016/j.aap.2012.03.036	PROPN
ajceb-5184	255	4	guillermo	guillermo	PROPN
ajceb-5184	255	5	,	,	PUNCT
ajceb-5184	255	6	m.	m.	NOUN
ajceb-5184	255	7	a.	a.	PROPN
ajceb-5184	255	8	,	,	PUNCT
ajceb-5184	255	9	grau	grau	PROPN
ajceb-5184	255	10	,	,	PUNCT
ajceb-5184	255	11	d.	d.	PROPN
ajceb-5184	255	12	,	,	PUNCT
ajceb-5184	255	13	acevedo	acevedo	PROPN
ajceb-5184	255	14	,	,	PUNCT
ajceb-5184	255	15	s.	s.	PROPN
ajceb-5184	255	16	c.	c.	PROPN
ajceb-5184	255	17	and	and	CCONJ
ajceb-5184	255	18	rivera	rivera	PROPN
ajceb-5184	255	19	,	,	PUNCT
ajceb-5184	255	20	t.	t.	PROPN
ajceb-5184	255	21	e.	e.	PROPN
ajceb-5184	255	22	(	(	PUNCT
ajceb-5184	255	23	2014	2014	NUM
ajceb-5184	255	24	)	)	PUNCT
ajceb-5184	255	25	how	how	SCONJ
ajceb-5184	255	26	the	the	DET
ajceb-5184	255	27	design	design	NOUN
ajceb-5184	255	28	and	and	CCONJ
ajceb-5184	255	29	assessment	assessment	NOUN
ajceb-5184	255	30	of	of	ADP
ajceb-5184	255	31	instruction	instruction	NOUN
ajceb-5184	255	32	/	/	SYM
ajceb-5184	255	33	learning	learn	VERB
ajceb-5184	255	34	strategies	strategy	NOUN
ajceb-5184	255	35	influence	influence	VERB
ajceb-5184	255	36	the	the	DET
ajceb-5184	255	37	academic	academic	ADJ
ajceb-5184	255	38	performance	performance	NOUN
ajceb-5184	255	39	of	of	ADP
ajceb-5184	255	40	civil	civil	ADJ
ajceb-5184	255	41	engineering	engineering	NOUN
ajceb-5184	255	42	students	student	NOUN
ajceb-5184	255	43	at	at	ADP
ajceb-5184	255	44	universidad	universidad	PROPN
ajceb-5184	255	45	industrial	industrial	PROPN
ajceb-5184	255	46	de	de	X
ajceb-5184	255	47	santander	santander	NOUN
ajceb-5184	255	48	,	,	PUNCT
ajceb-5184	255	49	colombia	colombia	PROPN
ajceb-5184	255	50	.	.	PUNCT
ajceb-5184	256	1	journal	journal	PROPN
ajceb-5184	256	2	of	of	ADP
ajceb-5184	256	3	construction	construction	NOUN
ajceb-5184	256	4	engineering	engineering	NOUN
ajceb-5184	256	5	and	and	CCONJ
ajceb-5184	256	6	management	management	NOUN
ajceb-5184	256	7	,	,	PUNCT
ajceb-5184	256	8	140(4	140(4	NUM
ajceb-5184	256	9	)	)	PUNCT
ajceb-5184	256	10	,	,	PUNCT
ajceb-5184	256	11	10.1061(asce	10.1061(asce	NUM
ajceb-5184	256	12	)	)	PUNCT
ajceb-5184	256	13	co.1943	co.1943	PROPN
ajceb-5184	256	14	-	-	PUNCT
ajceb-5184	256	15	7862.0000709	7862.0000709	PROPN
ajceb-5184	256	16	,	,	PUNCT
ajceb-5184	256	17	b4014004	b4014004	PROPN
ajceb-5184	256	18	.	.	PUNCT
ajceb-5184	257	1	doi	doi	PROPN
ajceb-5184	257	2	:	:	PUNCT
ajceb-5184	257	3	https://doi.org/10.1061/(asce)co.19437862.0000709	https://doi.org/10.1061/(asce)co.19437862.0000709	PROPN
ajceb-5184	257	4	herminio	herminio	PROPN
ajceb-5184	257	5	,	,	PUNCT
ajceb-5184	257	6	r.p	r.p	PROPN
ajceb-5184	257	7	.	.	PROPN
ajceb-5184	257	8	(	(	PUNCT
ajceb-5184	257	9	2005	2005	NUM
ajceb-5184	257	10	)	)	PUNCT
ajceb-5184	257	11	factors	factor	NOUN
ajceb-5184	257	12	influencing	influence	VERB
ajceb-5184	257	13	students	student	NOUN
ajceb-5184	257	14	’	'	PUNCT
ajceb-5184	257	15	academic	academic	ADJ
ajceb-5184	257	16	performance	performance	NOUN
ajceb-5184	257	17	in	in	ADP
ajceb-5184	257	18	the	the	DET
ajceb-5184	257	19	first	first	ADJ
ajceb-5184	257	20	accounting	accounting	NOUN
ajceb-5184	257	21	course	course	NOUN
ajceb-5184	257	22	:	:	PUNCT
ajceb-5184	257	23	a	a	DET
ajceb-5184	257	24	comparative	comparative	ADJ
ajceb-5184	257	25	study	study	NOUN
ajceb-5184	257	26	between	between	ADP
ajceb-5184	257	27	public	public	ADJ
ajceb-5184	257	28	and	and	CCONJ
ajceb-5184	257	29	private	private	ADJ
ajceb-5184	257	30	universities	university	NOUN
ajceb-5184	257	31	in	in	ADP
ajceb-5184	257	32	puerto	puerto	PROPN
ajceb-5184	257	33	rico	rico	PROPN
ajceb-5184	257	34	,	,	PUNCT
ajceb-5184	257	35	florida	florida	PROPN
ajceb-5184	257	36	.	.	PUNCT
ajceb-5184	258	1	phd	phd	NOUN
ajceb-5184	258	2	thesis	thesis	PROPN
ajceb-5184	258	3	.	.	PUNCT
ajceb-5184	259	1	argosy	argosy	PROPN
ajceb-5184	259	2	university	university	PROPN
ajceb-5184	259	3	.	.	PUNCT
ajceb-5184	260	1	holt	holt	PROPN
ajceb-5184	260	2	,	,	PUNCT
ajceb-5184	260	3	d.	d.	PROPN
ajceb-5184	260	4	t.	t.	PROPN
ajceb-5184	260	5	,	,	PUNCT
ajceb-5184	260	6	bleckmann	bleckmann	PROPN
ajceb-5184	260	7	,	,	PUNCT
ajceb-5184	260	8	c.	c.	PROPN
ajceb-5184	260	9	a.	a.	PROPN
ajceb-5184	260	10	,	,	PUNCT
ajceb-5184	260	11	and	and	CCONJ
ajceb-5184	260	12	zitzmann	zitzmann	PROPN
ajceb-5184	260	13	,	,	PUNCT
ajceb-5184	260	14	c.	c.	PROPN
ajceb-5184	260	15	c.	c.	PROPN
ajceb-5184	260	16	(	(	PUNCT
ajceb-5184	260	17	2006	2006	NUM
ajceb-5184	260	18	)	)	PUNCT
ajceb-5184	260	19	the	the	DET
ajceb-5184	260	20	graduate	graduate	NOUN
ajceb-5184	260	21	record	record	NOUN
ajceb-5184	260	22	examination	examination	NOUN
ajceb-5184	260	23	and	and	CCONJ
ajceb-5184	260	24	success	success	NOUN
ajceb-5184	260	25	in	in	ADP
ajceb-5184	260	26	an	an	DET
ajceb-5184	260	27	engineering	engineering	NOUN
ajceb-5184	260	28	management	management	NOUN
ajceb-5184	260	29	program	program	NOUN
ajceb-5184	260	30	:	:	PUNCT
ajceb-5184	260	31	a	a	DET
ajceb-5184	260	32	case	case	NOUN
ajceb-5184	260	33	study	study	NOUN
ajceb-5184	260	34	.	.	PUNCT
ajceb-5184	261	1	engineering	engineering	NOUN
ajceb-5184	261	2	management	management	NOUN
ajceb-5184	261	3	journal	journal	NOUN
ajceb-5184	261	4	,	,	PUNCT
ajceb-5184	261	5	18(1	18(1	NUM
ajceb-5184	261	6	)	)	PUNCT
ajceb-5184	261	7	,	,	PUNCT
ajceb-5184	261	8	p.10	p.10	PROPN
ajceb-5184	261	9	-	-	ADJ
ajceb-5184	261	10	16	16	NUM
ajceb-5184	261	11	.	.	PUNCT
ajceb-5184	262	1	doi	doi	NOUN
ajceb-5184	262	2	:	:	PUNCT
ajceb-5184	262	3	https://doi.org/10.1080/10429247.2006.11431679	https://doi.org/10.1080/10429247.2006.11431679	PROPN
ajceb-5184	262	4	iqbal	iqbal	PROPN
ajceb-5184	262	5	,	,	PUNCT
ajceb-5184	262	6	s.m	s.m	PROPN
ajceb-5184	262	7	.	.	PROPN
ajceb-5184	262	8	,	,	PUNCT
ajceb-5184	262	9	gopal	gopal	PROPN
ajceb-5184	262	10	,	,	PUNCT
ajceb-5184	262	11	a.	a.	NOUN
ajceb-5184	262	12	,	,	PUNCT
ajceb-5184	262	13	sankaranarayanan	sankaranarayanan	PROPN
ajceb-5184	262	14	,	,	PUNCT
ajceb-5184	262	15	p.e	p.e	PROPN
ajceb-5184	262	16	.	.	PROPN
ajceb-5184	262	17	,	,	PUNCT
ajceb-5184	262	18	and	and	CCONJ
ajceb-5184	262	19	nair	nair	NOUN
ajceb-5184	262	20	,	,	PUNCT
ajceb-5184	262	21	a.b	a.b	PROPN
ajceb-5184	262	22	.	.	PROPN
ajceb-5184	262	23	(	(	PUNCT
ajceb-5184	262	24	2016	2016	NUM
ajceb-5184	262	25	)	)	PUNCT
ajceb-5184	262	26	classification	classification	NOUN
ajceb-5184	262	27	of	of	ADP
ajceb-5184	262	28	selected	select	VERB
ajceb-5184	262	29	citrus	citrus	NOUN
ajceb-5184	262	30	fruits	fruit	NOUN
ajceb-5184	262	31	based	base	VERB
ajceb-5184	262	32	on	on	ADP
ajceb-5184	262	33	color	color	NOUN
ajceb-5184	262	34	using	use	VERB
ajceb-5184	262	35	machine	machine	NOUN
ajceb-5184	262	36	vision	vision	NOUN
ajceb-5184	262	37	system	system	NOUN
ajceb-5184	262	38	.	.	PUNCT
ajceb-5184	263	1	international	international	ADJ
ajceb-5184	263	2	journal	journal	PROPN
ajceb-5184	263	3	of	of	ADP
ajceb-5184	263	4	food	food	NOUN
ajceb-5184	263	5	properties	property	NOUN
ajceb-5184	263	6	,	,	PUNCT
ajceb-5184	263	7	19(2	19(2	NUM
ajceb-5184	263	8	)	)	PUNCT
ajceb-5184	263	9	,	,	PUNCT
ajceb-5184	263	10	p.272	p.272	NOUN
ajceb-5184	263	11	-	-	SYM
ajceb-5184	263	12	288	288	NUM
ajceb-5184	263	13	.	.	PUNCT
ajceb-5184	264	1	doi	doi	NOUN
ajceb-5184	264	2	:	:	PUNCT
ajceb-5184	264	3	https://doi.org/10.1080/10942912.2015.1020439	https://doi.org/10.1080/10942912.2015.1020439	PROPN
ajceb-5184	264	4	izenman	izenman	PROPN
ajceb-5184	264	5	,	,	PUNCT
ajceb-5184	264	6	a.	a.	PROPN
ajceb-5184	264	7	j.	j.	PROPN
ajceb-5184	264	8	(	(	PUNCT
ajceb-5184	264	9	2008	2008	NUM
ajceb-5184	264	10	)	)	PUNCT
ajceb-5184	264	11	modern	modern	ADJ
ajceb-5184	264	12	multivariate	multivariate	NOUN
ajceb-5184	264	13	statistical	statistical	ADJ
ajceb-5184	264	14	techniques	technique	NOUN
ajceb-5184	264	15	.	.	PUNCT
ajceb-5184	265	1	london	london	PROPN
ajceb-5184	265	2	:	:	PUNCT
ajceb-5184	265	3	springer	springer	NOUN
ajceb-5184	265	4	.	.	PUNCT
ajceb-5184	266	1	doi	doi	NOUN
ajceb-5184	266	2	:	:	PUNCT
ajceb-5184	266	3	https://doi.org/10.1007/978-0-387-78189-1	https://doi.org/10.1007/978-0-387-78189-1	PROPN
ajceb-5184	266	4	kirby	kirby	PROPN
ajceb-5184	266	5	,	,	PUNCT
ajceb-5184	266	6	n.	n.	PROPN
ajceb-5184	266	7	f.	f.	PROPN
ajceb-5184	266	8	and	and	CCONJ
ajceb-5184	266	9	dempster	dempster	PROPN
ajceb-5184	266	10	,	,	PUNCT
ajceb-5184	266	11	e.	e.	PROPN
ajceb-5184	266	12	r.	r.	PROPN
ajceb-5184	266	13	(	(	PUNCT
ajceb-5184	266	14	2014	2014	NUM
ajceb-5184	266	15	)	)	PUNCT
ajceb-5184	266	16	using	use	VERB
ajceb-5184	266	17	decision	decision	NOUN
ajceb-5184	266	18	tree	tree	NOUN
ajceb-5184	266	19	analysis	analysis	NOUN
ajceb-5184	266	20	to	to	PART
ajceb-5184	266	21	understand	understand	VERB
ajceb-5184	266	22	foundation	foundation	NOUN
ajceb-5184	266	23	science	science	NOUN
ajceb-5184	266	24	student	student	NOUN
ajceb-5184	266	25	performance	performance	NOUN
ajceb-5184	266	26	:	:	PUNCT
ajceb-5184	266	27	insight	insight	NOUN
ajceb-5184	266	28	gained	gain	VERB
ajceb-5184	266	29	at	at	ADP
ajceb-5184	266	30	one	one	NUM
ajceb-5184	266	31	south	south	ADJ
ajceb-5184	266	32	african	african	ADJ
ajceb-5184	266	33	university	university	PROPN
ajceb-5184	266	34	.	.	PUNCT
ajceb-5184	267	1	international	international	ADJ
ajceb-5184	267	2	journal	journal	PROPN
ajceb-5184	267	3	of	of	ADP
ajceb-5184	267	4	science	science	PROPN
ajceb-5184	267	5	education	education	NOUN
ajceb-5184	267	6	,	,	PUNCT
ajceb-5184	267	7	36(17	36(17	NUM
ajceb-5184	267	8	)	)	PUNCT
ajceb-5184	267	9	,	,	PUNCT
ajceb-5184	267	10	p.2825	p.2825	PROPN
ajceb-5184	267	11	-	-	PUNCT
ajceb-5184	267	12	2847	2847	NUM
ajceb-5184	267	13	.	.	PUNCT
ajceb-5184	268	1	doi	doi	NOUN
ajceb-5184	268	2	:	:	PUNCT
ajceb-5184	268	3	https://doi.org/10.1080/09500693.2014.936921	https://doi.org/10.1080/09500693.2014.936921	PROPN
ajceb-5184	268	4	kolawole	kolawole	PROPN
ajceb-5184	268	5	,	,	PUNCT
ajceb-5184	268	6	c.o.o	c.o.o	NOUN
ajceb-5184	268	7	.	.	PUNCT
ajceb-5184	268	8	,	,	PUNCT
ajceb-5184	268	9	and	and	CCONJ
ajceb-5184	268	10	dele	dele	PROPN
ajceb-5184	268	11	,	,	PUNCT
ajceb-5184	268	12	a.	a.	NOUN
ajceb-5184	268	13	(	(	PUNCT
ajceb-5184	268	14	2002	2002	NUM
ajceb-5184	268	15	)	)	PUNCT
ajceb-5184	268	16	an	an	DET
ajceb-5184	268	17	examination	examination	NOUN
ajceb-5184	268	18	of	of	ADP
ajceb-5184	268	19	the	the	DET
ajceb-5184	268	20	national	national	ADJ
ajceb-5184	268	21	policy	policy	NOUN
ajceb-5184	268	22	of	of	ADP
ajceb-5184	268	23	language	language	NOUN
ajceb-5184	268	24	education	education	NOUN
ajceb-5184	268	25	in	in	ADP
ajceb-5184	268	26	nigeria	nigeria	PROPN
ajceb-5184	268	27	and	and	CCONJ
ajceb-5184	268	28	its	its	PRON
ajceb-5184	268	29	implications	implication	NOUN
ajceb-5184	268	30	for	for	ADP
ajceb-5184	268	31	the	the	DET
ajceb-5184	268	32	teaching	teaching	NOUN
ajceb-5184	268	33	and	and	CCONJ
ajceb-5184	268	34	learning	learning	NOUN
ajceb-5184	268	35	of	of	ADP
ajceb-5184	268	36	the	the	DET
ajceb-5184	268	37	english	english	ADJ
ajceb-5184	268	38	language	language	NOUN
ajceb-5184	268	39	.	.	PUNCT
ajceb-5184	269	1	ibadan	ibadan	PROPN
ajceb-5184	269	2	journal	journal	PROPN
ajceb-5184	269	3	of	of	ADP
ajceb-5184	269	4	education	education	NOUN
ajceb-5184	269	5	studies	study	NOUN
ajceb-5184	269	6	,	,	PUNCT
ajceb-5184	269	7	2(1	2(1	NUM
ajceb-5184	269	8	)	)	PUNCT
ajceb-5184	269	9	,	,	PUNCT
ajceb-5184	269	10	p.12	p.12	PROPN
ajceb-5184	269	11	-	-	ADJ
ajceb-5184	269	12	20	20	NUM
ajceb-5184	269	13	ling	ling	NOUN
ajceb-5184	269	14	,	,	PUNCT
ajceb-5184	269	15	y.	y.	PROPN
ajceb-5184	269	16	y.	y.	PROPN
ajceb-5184	269	17	,	,	PUNCT
ajceb-5184	269	18	khai	khai	PROPN
ajceb-5184	269	19	ng	ng	PROPN
ajceb-5184	269	20	,	,	PUNCT
ajceb-5184	269	21	p.	p.	PROPN
ajceb-5184	269	22	,	,	PUNCT
ajceb-5184	269	23	and	and	CCONJ
ajceb-5184	269	24	leung	leung	PROPN
ajceb-5184	269	25	,	,	PUNCT
ajceb-5184	269	26	m.	m.	PROPN
ajceb-5184	269	27	y.	y.	PROPN
ajceb-5184	269	28	(	(	PUNCT
ajceb-5184	269	29	2010	2010	NUM
ajceb-5184	269	30	)	)	PUNCT
ajceb-5184	269	31	predicting	predict	VERB
ajceb-5184	269	32	the	the	DET
ajceb-5184	269	33	academic	academic	ADJ
ajceb-5184	269	34	performance	performance	NOUN
ajceb-5184	269	35	of	of	ADP
ajceb-5184	269	36	construction	construction	NOUN
ajceb-5184	269	37	engineering	engineering	NOUN
ajceb-5184	269	38	students	student	NOUN
ajceb-5184	269	39	by	by	ADP
ajceb-5184	269	40	teaching	teach	VERB
ajceb-5184	269	41	and	and	CCONJ
ajceb-5184	269	42	learning	learn	VERB
ajceb-5184	269	43	approaches	approach	NOUN
ajceb-5184	269	44	:	:	PUNCT
ajceb-5184	269	45	case	case	NOUN
ajceb-5184	269	46	study	study	NOUN
ajceb-5184	269	47	.	.	PUNCT
ajceb-5184	270	1	journal	journal	PROPN
ajceb-5184	270	2	of	of	ADP
ajceb-5184	270	3	professional	professional	ADJ
ajceb-5184	270	4	issues	issue	NOUN
ajceb-5184	270	5	in	in	ADP
ajceb-5184	270	6	engineering	engineering	NOUN
ajceb-5184	270	7	education	education	NOUN
ajceb-5184	270	8	and	and	CCONJ
ajceb-5184	270	9	practice	practice	NOUN
ajceb-5184	270	10	,	,	PUNCT
ajceb-5184	270	11	137(4	137(4	NUM
ajceb-5184	270	12	)	)	PUNCT
ajceb-5184	270	13	,	,	PUNCT
ajceb-5184	270	14	p.277	p.277	NOUN
ajceb-5184	270	15	-	-	SYM
ajceb-5184	270	16	284	284	NUM
ajceb-5184	270	17	.	.	PUNCT
ajceb-5184	271	1	doi	doi	NOUN
ajceb-5184	271	2	:	:	PUNCT
ajceb-5184	271	3	https://doi.org/10.1061/(asce)ei.1943-5541.0000060	https://doi.org/10.1061/(asce)ei.1943-5541.0000060	NOUN
ajceb-5184	271	4	long	long	ADV
ajceb-5184	271	5	,	,	PUNCT
ajceb-5184	271	6	g.	g.	PROPN
ajceb-5184	271	7	,	,	PUNCT
ajceb-5184	271	8	mawdesley	mawdesley	PROPN
ajceb-5184	271	9	,	,	PUNCT
ajceb-5184	271	10	m.	m.	NOUN
ajceb-5184	271	11	j.	j.	PROPN
ajceb-5184	271	12	,	,	PUNCT
ajceb-5184	271	13	and	and	CCONJ
ajceb-5184	271	14	scott	scott	PROPN
ajceb-5184	271	15	,	,	PUNCT
ajceb-5184	271	16	d.	d.	PROPN
ajceb-5184	271	17	(	(	PUNCT
ajceb-5184	271	18	2009	2009	NUM
ajceb-5184	271	19	)	)	PUNCT
ajceb-5184	271	20	teaching	teach	VERB
ajceb-5184	271	21	construction	construction	NOUN
ajceb-5184	271	22	management	management	NOUN
ajceb-5184	271	23	through	through	ADP
ajceb-5184	271	24	games	game	NOUN
ajceb-5184	271	25	alone	alone	ADV
ajceb-5184	271	26	:	:	PUNCT
ajceb-5184	271	27	a	a	DET
ajceb-5184	271	28	detailed	detailed	ADJ
ajceb-5184	271	29	investigation	investigation	NOUN
ajceb-5184	271	30	.	.	PUNCT
ajceb-5184	272	1	on	on	ADP
ajceb-5184	272	2	the	the	DET
ajceb-5184	272	3	horizon	horizon	NOUN
ajceb-5184	272	4	,	,	PUNCT
ajceb-5184	272	5	17(4	17(4	NUM
ajceb-5184	272	6	)	)	PUNCT
ajceb-5184	272	7	,	,	PUNCT
ajceb-5184	272	8	p.330	p.330	PROPN
ajceb-5184	272	9	-	-	PUNCT
ajceb-5184	272	10	344	344	NUM
ajceb-5184	272	11	.	.	PUNCT
ajceb-5184	272	12	doi	doi	NOUN
ajceb-5184	272	13	:	:	PUNCT
ajceb-5184	272	14	https://doi.org/10.1108/10748120910998443	https://doi.org/10.1108/10748120910998443	PROPN
ajceb-5184	272	15	mckenzie	mckenzie	PROPN
ajceb-5184	272	16	,	,	PUNCT
ajceb-5184	272	17	k.	k.	PROPN
ajceb-5184	272	18	and	and	CCONJ
ajceb-5184	272	19	schweitzer	schweitzer	PROPN
ajceb-5184	272	20	,	,	PUNCT
ajceb-5184	272	21	r.	r.	PROPN
ajceb-5184	272	22	(	(	PUNCT
ajceb-5184	272	23	2001	2001	NUM
ajceb-5184	272	24	)	)	PUNCT
ajceb-5184	272	25	who	who	PRON
ajceb-5184	272	26	succeeds	succeed	VERB
ajceb-5184	272	27	at	at	ADP
ajceb-5184	272	28	university	university	NOUN
ajceb-5184	272	29	?	?	PUNCT
ajceb-5184	273	1	factors	factor	NOUN
ajceb-5184	273	2	predicting	predict	VERB
ajceb-5184	273	3	academic	academic	ADJ
ajceb-5184	273	4	performance	performance	NOUN
ajceb-5184	273	5	in	in	ADP
ajceb-5184	273	6	first	first	ADJ
ajceb-5184	273	7	-	-	PUNCT
ajceb-5184	273	8	year	year	NOUN
ajceb-5184	273	9	australian	australian	ADJ
ajceb-5184	273	10	university	university	NOUN
ajceb-5184	273	11	students	student	NOUN
ajceb-5184	273	12	.	.	PUNCT
ajceb-5184	274	1	higher	high	ADJ
ajceb-5184	274	2	education	education	NOUN
ajceb-5184	274	3	research	research	NOUN
ajceb-5184	274	4	and	and	CCONJ
ajceb-5184	274	5	development	development	NOUN
ajceb-5184	274	6	,	,	PUNCT
ajceb-5184	274	7	20(1	20(1	NUM
ajceb-5184	274	8	)	)	PUNCT
ajceb-5184	274	9	,	,	PUNCT
ajceb-5184	274	10	p.21–33	p.21–33	NOUN
ajceb-5184	274	11	.	.	PUNCT
ajceb-5184	275	1	doi	doi	NOUN
ajceb-5184	275	2	:	:	PUNCT
ajceb-5184	275	3	https://doi.org/10.1080/07924360120043621	https://doi.org/10.1080/07924360120043621	PROPN
ajceb-5184	275	4	https://doi.org/10.1007/978-3-642-14400-4_44	https://doi.org/10.1007/978-3-642-14400-4_44	VERB
ajceb-5184	275	5	https://doi.org/10.1016/j.dss.2009.05.016	https://doi.org/10.1016/j.dss.2009.05.016	PROPN
ajceb-5184	275	6	https://doi.org/10.1016/j.aap.2012.03.036	https://doi.org/10.1016/j.aap.2012.03.036	NOUN
ajceb-5184	275	7	https://doi.org/10.1061/%28asce%29co.1943-7862.0000709	https://doi.org/10.1061/%28asce%29co.1943-7862.0000709	PROPN
ajceb-5184	275	8	https://doi.org/10.1061/%28asce%29co.1943-7862.0000709	https://doi.org/10.1061/%28asce%29co.1943-7862.0000709	PROPN
ajceb-5184	275	9	https://doi.org/10.1080/10429247.2006.11431679	https://doi.org/10.1080/10429247.2006.11431679	VERB
ajceb-5184	276	1	https://doi.org/10.1080/10942912.2015.1020439	https://doi.org/10.1080/10942912.2015.1020439	PROPN
ajceb-5184	276	2	https://doi.org/10.1007/978-0-387-78189-1	https://doi.org/10.1007/978-0-387-78189-1	PROPN
ajceb-5184	276	3	https://doi.org/10.1080/09500693.2014.936921	https://doi.org/10.1080/09500693.2014.936921	NOUN
ajceb-5184	276	4	https://doi.org/10.1061/%28asce%29ei.1943-5541.0000060	https://doi.org/10.1061/%28asce%29ei.1943-5541.0000060	PROPN
ajceb-5184	276	5	https://doi.org/10.1108/10748120910998443	https://doi.org/10.1108/10748120910998443	NOUN
ajceb-5184	276	6	https://doi.org/10.1080/07924360120043621	https://doi.org/10.1080/07924360120043621	PROPN
ajceb-5184	276	7	construction	construction	NOUN
ajceb-5184	276	8	economics	economic	NOUN
ajceb-5184	276	9	and	and	CCONJ
ajceb-5184	276	10	building	building	NOUN
ajceb-5184	276	11	,	,	PUNCT
ajceb-5184	276	12	16(4	16(4	NUM
ajceb-5184	276	13	)	)	PUNCT
ajceb-5184	276	14	,	,	PUNCT
ajceb-5184	276	15	86	86	NUM
ajceb-5184	276	16	-	-	SYM
ajceb-5184	276	17	98	98	NUM
ajceb-5184	276	18	aluko	aluko	PROPN
ajceb-5184	276	19	,	,	PUNCT
ajceb-5184	276	20	adenuga	adenuga	PROPN
ajceb-5184	276	21	,	,	PUNCT
ajceb-5184	276	22	kukoyi	kukoyi	PROPN
ajceb-5184	276	23	,	,	PUNCT
ajceb-5184	276	24	soyingbe	soyingbe	NOUN
ajceb-5184	276	25	,	,	PUNCT
ajceb-5184	276	26	and	and	CCONJ
ajceb-5184	276	27	oyedeji	oyedeji	VERB
ajceb-5184	276	28	97	97	NUM
ajceb-5184	276	29	neame	neame	PROPN
ajceb-5184	276	30	,	,	PUNCT
ajceb-5184	276	31	r.	r.	PROPN
ajceb-5184	276	32	l.	l.	PROPN
ajceb-5184	276	33	b.	b.	PROPN
ajceb-5184	276	34	,	,	PUNCT
ajceb-5184	276	35	powis	powis	PROPN
ajceb-5184	276	36	,	,	PUNCT
ajceb-5184	276	37	d.	d.	PROPN
ajceb-5184	276	38	a.	a.	PROPN
ajceb-5184	276	39	,	,	PUNCT
ajceb-5184	276	40	and	and	CCONJ
ajceb-5184	276	41	bristow	bristow	PROPN
ajceb-5184	276	42	,	,	PUNCT
ajceb-5184	276	43	t.	t.	PROPN
ajceb-5184	276	44	(	(	PUNCT
ajceb-5184	276	45	1992	1992	NUM
ajceb-5184	276	46	)	)	PUNCT
ajceb-5184	276	47	should	should	AUX
ajceb-5184	276	48	medical	medical	ADJ
ajceb-5184	276	49	students	student	NOUN
ajceb-5184	276	50	be	be	AUX
ajceb-5184	276	51	selected	select	VERB
ajceb-5184	276	52	only	only	ADV
ajceb-5184	276	53	from	from	ADP
ajceb-5184	276	54	recent	recent	ADJ
ajceb-5184	276	55	school‐	school‐	NUM
ajceb-5184	276	56	leavers	leaver	NOUN
ajceb-5184	276	57	who	who	PRON
ajceb-5184	276	58	have	have	AUX
ajceb-5184	276	59	studied	study	VERB
ajceb-5184	276	60	science	science	NOUN
ajceb-5184	276	61	?	?	PUNCT
ajceb-5184	277	1	medical	medical	ADJ
ajceb-5184	277	2	education	education	NOUN
ajceb-5184	277	3	,	,	PUNCT
ajceb-5184	277	4	26(6	26(6	NUM
ajceb-5184	277	5	)	)	PUNCT
ajceb-5184	277	6	,	,	PUNCT
ajceb-5184	277	7	p.433	p.433	NOUN
ajceb-5184	277	8	-	-	NOUN
ajceb-5184	277	9	440	440	NUM
ajceb-5184	277	10	.	.	PUNCT
ajceb-5184	278	1	doi	doi	NOUN
ajceb-5184	278	2	:	:	PUNCT
ajceb-5184	278	3	https://doi.org/10.1111/j.1365-2923.1992.tb00202.x	https://doi.org/10.1111/j.1365-2923.1992.tb00202.x	PROPN
ajceb-5184	278	4	newell	newell	PROPN
ajceb-5184	278	5	,	,	PUNCT
ajceb-5184	278	6	g.	g.	PROPN
ajceb-5184	278	7	and	and	CCONJ
ajceb-5184	278	8	mallik	mallik	PROPN
ajceb-5184	278	9	,	,	PUNCT
ajceb-5184	278	10	g.	g.	PROPN
ajceb-5184	278	11	(	(	PUNCT
ajceb-5184	278	12	2011	2011	NUM
ajceb-5184	278	13	)	)	PUNCT
ajceb-5184	278	14	the	the	DET
ajceb-5184	278	15	importance	importance	NOUN
ajceb-5184	278	16	of	of	ADP
ajceb-5184	278	17	mathematics	mathematics	NOUN
ajceb-5184	278	18	background	background	NOUN
ajceb-5184	278	19	and	and	CCONJ
ajceb-5184	278	20	student	student	NOUN
ajceb-5184	278	21	performance	performance	NOUN
ajceb-5184	278	22	in	in	ADP
ajceb-5184	278	23	a	a	DET
ajceb-5184	278	24	property	property	NOUN
ajceb-5184	278	25	degree	degree	NOUN
ajceb-5184	278	26	.	.	PUNCT
ajceb-5184	279	1	pacific	pacific	PROPN
ajceb-5184	279	2	rim	rim	PROPN
ajceb-5184	279	3	property	property	PROPN
ajceb-5184	279	4	research	research	NOUN
ajceb-5184	279	5	journal	journal	NOUN
ajceb-5184	279	6	,	,	PUNCT
ajceb-5184	279	7	17(2	17(2	NUM
ajceb-5184	279	8	)	)	PUNCT
ajceb-5184	279	9	,	,	PUNCT
ajceb-5184	279	10	p.313	p.313	PROPN
ajceb-5184	279	11	-	-	SYM
ajceb-5184	279	12	328	328	NUM
ajceb-5184	279	13	.	.	PUNCT
ajceb-5184	280	1	doi	doi	NOUN
ajceb-5184	280	2	:	:	PUNCT
ajceb-5184	280	3	https://doi.org/10.1080/14445921.2011.11104330	https://doi.org/10.1080/14445921.2011.11104330	PROPN
ajceb-5184	280	4	ogunlana	ogunlana	PROPN
ajceb-5184	280	5	,	,	PUNCT
ajceb-5184	280	6	s.	s.	PROPN
ajceb-5184	280	7	o.	o.	PROPN
ajceb-5184	280	8	,	,	PUNCT
ajceb-5184	280	9	li	li	PROPN
ajceb-5184	280	10	,	,	PUNCT
ajceb-5184	280	11	h.	h.	PROPN
ajceb-5184	280	12	,	,	PUNCT
ajceb-5184	280	13	and	and	CCONJ
ajceb-5184	280	14	sukhera	sukhera	NOUN
ajceb-5184	280	15	,	,	PUNCT
ajceb-5184	280	16	f.	f.	PROPN
ajceb-5184	280	17	a.	a.	PROPN
ajceb-5184	281	1	(	(	PUNCT
ajceb-5184	281	2	2003	2003	NUM
ajceb-5184	281	3	)	)	PUNCT
ajceb-5184	281	4	system	system	NOUN
ajceb-5184	281	5	dynamics	dynamic	NOUN
ajceb-5184	281	6	approach	approach	VERB
ajceb-5184	281	7	to	to	ADP
ajceb-5184	281	8	exploring	explore	VERB
ajceb-5184	281	9	performance	performance	NOUN
ajceb-5184	281	10	enhancement	enhancement	NOUN
ajceb-5184	281	11	in	in	ADP
ajceb-5184	281	12	a	a	DET
ajceb-5184	281	13	construction	construction	NOUN
ajceb-5184	281	14	organization	organization	NOUN
ajceb-5184	281	15	.	.	PUNCT
ajceb-5184	282	1	journal	journal	PROPN
ajceb-5184	282	2	of	of	ADP
ajceb-5184	282	3	construction	construction	NOUN
ajceb-5184	282	4	engineering	engineering	NOUN
ajceb-5184	282	5	and	and	CCONJ
ajceb-5184	282	6	management	management	NOUN
ajceb-5184	282	7	,	,	PUNCT
ajceb-5184	282	8	129(5	129(5	NUM
ajceb-5184	282	9	)	)	PUNCT
ajceb-5184	282	10	,	,	PUNCT
ajceb-5184	282	11	p.528	p.528	X
ajceb-5184	282	12	-	-	SYM
ajceb-5184	282	13	536	536	NUM
ajceb-5184	282	14	.	.	PUNCT
ajceb-5184	283	1	doi	doi	NOUN
ajceb-5184	283	2	:	:	PUNCT
ajceb-5184	283	3	https://doi.org/10.1061/(asce)0733-9364(2003)129:5(528	https://doi.org/10.1061/(asce)0733-9364(2003)129:5(528	ADJ
ajceb-5184	283	4	)	)	PUNCT
ajceb-5184	283	5	parker	parker	PROPN
ajceb-5184	283	6	,	,	PUNCT
ajceb-5184	283	7	j.	j.	PROPN
ajceb-5184	283	8	d.	d.	PROPN
ajceb-5184	283	9	a.	a.	PROPN
ajceb-5184	283	10	,	,	PUNCT
ajceb-5184	283	11	summerfeldt	summerfeldt	PROPN
ajceb-5184	283	12	,	,	PUNCT
ajceb-5184	283	13	l.	l.	PROPN
ajceb-5184	283	14	j.	j.	PROPN
ajceb-5184	283	15	,	,	PUNCT
ajceb-5184	283	16	hogan	hogan	PROPN
ajceb-5184	283	17	,	,	PUNCT
ajceb-5184	283	18	m.	m.	NOUN
ajceb-5184	283	19	j.	j.	PROPN
ajceb-5184	283	20	,	,	PUNCT
ajceb-5184	283	21	and	and	CCONJ
ajceb-5184	283	22	majeski	majeski	NOUN
ajceb-5184	283	23	,	,	PUNCT
ajceb-5184	283	24	s.	s.	PROPN
ajceb-5184	283	25	a.	a.	PROPN
ajceb-5184	283	26	(	(	PUNCT
ajceb-5184	283	27	2004	2004	NUM
ajceb-5184	283	28	)	)	PUNCT
ajceb-5184	283	29	emotional	emotional	ADJ
ajceb-5184	283	30	intelligence	intelligence	NOUN
ajceb-5184	283	31	and	and	CCONJ
ajceb-5184	283	32	academic	academic	ADJ
ajceb-5184	283	33	success	success	NOUN
ajceb-5184	283	34	:	:	PUNCT
ajceb-5184	283	35	examining	examine	VERB
ajceb-5184	283	36	the	the	DET
ajceb-5184	283	37	transition	transition	NOUN
ajceb-5184	283	38	from	from	ADP
ajceb-5184	283	39	high	high	ADJ
ajceb-5184	283	40	school	school	NOUN
ajceb-5184	283	41	to	to	ADP
ajceb-5184	283	42	university	university	NOUN
ajceb-5184	283	43	.	.	PUNCT
ajceb-5184	284	1	personality	personality	NOUN
ajceb-5184	284	2	and	and	CCONJ
ajceb-5184	284	3	individual	individual	ADJ
ajceb-5184	284	4	differences	difference	NOUN
ajceb-5184	284	5	,	,	PUNCT
ajceb-5184	284	6	36(1	36(1	NUM
ajceb-5184	284	7	)	)	PUNCT
ajceb-5184	284	8	,	,	PUNCT
ajceb-5184	284	9	p.	p.	NOUN
ajceb-5184	284	10	163	163	NUM
ajceb-5184	284	11	-	-	SYM
ajceb-5184	284	12	172	172	NUM
ajceb-5184	284	13	.	.	PUNCT
ajceb-5184	285	1	doi	doi	NOUN
ajceb-5184	285	2	:	:	PUNCT
ajceb-5184	285	3	https://doi.org/10.1016/s0191-8869(03)00076-x	https://doi.org/10.1016/s0191-8869(03)00076-x	PROPN
ajceb-5184	285	4	parsian	parsian	PROPN
ajceb-5184	285	5	,	,	PUNCT
ajceb-5184	285	6	m.	m.	NOUN
ajceb-5184	285	7	(	(	PUNCT
ajceb-5184	285	8	2015	2015	NUM
ajceb-5184	285	9	)	)	PUNCT
ajceb-5184	285	10	data	datum	NOUN
ajceb-5184	285	11	algorithms	algorithm	NOUN
ajceb-5184	285	12	:	:	PUNCT
ajceb-5184	285	13	recipes	recipe	NOUN
ajceb-5184	285	14	for	for	ADP
ajceb-5184	285	15	scaling	scale	VERB
ajceb-5184	285	16	up	up	ADP
ajceb-5184	285	17	with	with	ADP
ajceb-5184	285	18	hadoop	hadoop	NOUN
ajceb-5184	285	19	and	and	CCONJ
ajceb-5184	285	20	spark	spark	NOUN
ajceb-5184	285	21	.	.	PUNCT
ajceb-5184	286	1	o'reilly	o'reilly	PROPN
ajceb-5184	286	2	media	media	PROPN
ajceb-5184	286	3	,	,	PUNCT
ajceb-5184	286	4	inc	inc	PROPN
ajceb-5184	286	5	.	.	PROPN
ajceb-5184	286	6	poole	poole	PROPN
ajceb-5184	286	7	,	,	PUNCT
ajceb-5184	286	8	a.	a.	NOUN
ajceb-5184	286	9	,	,	PUNCT
ajceb-5184	286	10	catano	catano	VERB
ajceb-5184	286	11	,	,	PUNCT
ajceb-5184	286	12	v.	v.	ADP
ajceb-5184	286	13	m.	m.	NOUN
ajceb-5184	286	14	,	,	PUNCT
ajceb-5184	286	15	and	and	CCONJ
ajceb-5184	286	16	cunningham	cunningham	PROPN
ajceb-5184	286	17	,	,	PUNCT
ajceb-5184	286	18	d.p	d.p	PROPN
ajceb-5184	286	19	.	.	PUNCT
ajceb-5184	287	1	(	(	PUNCT
ajceb-5184	287	2	2007	2007	NUM
ajceb-5184	287	3	)	)	PUNCT
ajceb-5184	287	4	predicting	predict	VERB
ajceb-5184	287	5	performance	performance	NOUN
ajceb-5184	287	6	in	in	ADP
ajceb-5184	287	7	canadian	canadian	ADJ
ajceb-5184	287	8	dental	dental	ADJ
ajceb-5184	287	9	schools	school	NOUN
ajceb-5184	287	10	:	:	PUNCT
ajceb-5184	287	11	the	the	DET
ajceb-5184	287	12	new	new	PROPN
ajceb-5184	287	13	cda	cda	PROPN
ajceb-5184	287	14	structured	structured	ADJ
ajceb-5184	287	15	interview	interview	NOUN
ajceb-5184	287	16	,	,	PUNCT
ajceb-5184	287	17	a	a	DET
ajceb-5184	287	18	new	new	ADJ
ajceb-5184	287	19	personality	personality	NOUN
ajceb-5184	287	20	assessment	assessment	NOUN
ajceb-5184	287	21	,	,	PUNCT
ajceb-5184	287	22	and	and	CCONJ
ajceb-5184	287	23	the	the	DET
ajceb-5184	287	24	dat	dat	PROPN
ajceb-5184	287	25	.	.	PROPN
ajceb-5184	287	26	journal	journal	PROPN
ajceb-5184	287	27	of	of	ADP
ajceb-5184	287	28	dental	dental	ADJ
ajceb-5184	287	29	education	education	NOUN
ajceb-5184	287	30	,	,	PUNCT
ajceb-5184	287	31	71(5	71(5	NUM
ajceb-5184	287	32	)	)	PUNCT
ajceb-5184	287	33	,	,	PUNCT
ajceb-5184	287	34	p.664676	p.664676	PROPN
ajceb-5184	287	35	.	.	PUNCT
ajceb-5184	288	1	r	r	NOUN
ajceb-5184	288	2	core	core	NOUN
ajceb-5184	288	3	team	team	NOUN
ajceb-5184	288	4	(	(	PUNCT
ajceb-5184	288	5	2015	2015	NUM
ajceb-5184	288	6	)	)	PUNCT
ajceb-5184	289	1	r	r	NOUN
ajceb-5184	289	2	:	:	PUNCT
ajceb-5184	289	3	a	a	DET
ajceb-5184	289	4	language	language	NOUN
ajceb-5184	289	5	and	and	CCONJ
ajceb-5184	289	6	environment	environment	NOUN
ajceb-5184	289	7	for	for	ADP
ajceb-5184	289	8	statistical	statistical	ADJ
ajceb-5184	289	9	computing	computing	NOUN
ajceb-5184	289	10	.	.	PUNCT
ajceb-5184	290	1	r	r	NOUN
ajceb-5184	290	2	foundation	foundation	NOUN
ajceb-5184	290	3	for	for	ADP
ajceb-5184	290	4	statistical	statistical	ADJ
ajceb-5184	290	5	computing	computing	NOUN
ajceb-5184	290	6	,	,	PUNCT
ajceb-5184	290	7	vienna	vienna	PROPN
ajceb-5184	290	8	,	,	PUNCT
ajceb-5184	290	9	austria	austria	PROPN
ajceb-5184	290	10	.	.	PUNCT
ajceb-5184	291	1	roberts	roberts	PROPN
ajceb-5184	291	2	,	,	PUNCT
ajceb-5184	291	3	a.	a.	PROPN
ajceb-5184	291	4	s.	s.	PROPN
ajceb-5184	291	5	(	(	PUNCT
ajceb-5184	291	6	2007	2007	NUM
ajceb-5184	291	7	)	)	PUNCT
ajceb-5184	291	8	predictors	predictor	NOUN
ajceb-5184	291	9	of	of	ADP
ajceb-5184	291	10	future	future	ADJ
ajceb-5184	291	11	performance	performance	NOUN
ajceb-5184	291	12	in	in	ADP
ajceb-5184	291	13	architectural	architectural	ADJ
ajceb-5184	291	14	design	design	NOUN
ajceb-5184	291	15	education	education	NOUN
ajceb-5184	291	16	.	.	PUNCT
ajceb-5184	292	1	educational	educational	ADJ
ajceb-5184	292	2	psychology	psychology	NOUN
ajceb-5184	292	3	,	,	PUNCT
ajceb-5184	292	4	27(4	27(4	PROPN
ajceb-5184	292	5	)	)	PUNCT
ajceb-5184	292	6	,	,	PUNCT
ajceb-5184	292	7	p.447	p.447	NOUN
ajceb-5184	292	8	-	-	PUNCT
ajceb-5184	292	9	463	463	NUM
ajceb-5184	292	10	.	.	PUNCT
ajceb-5184	293	1	doi	doi	NOUN
ajceb-5184	293	2	:	:	PUNCT
ajceb-5184	293	3	https://doi.org/10.1080/01443410601104361	https://doi.org/10.1080/01443410601104361	NOUN
ajceb-5184	293	4	runeson	runeson	PROPN
ajceb-5184	293	5	,	,	PUNCT
ajceb-5184	293	6	g.	g.	PROPN
ajceb-5184	293	7	(	(	PUNCT
ajceb-5184	293	8	2011	2011	NUM
ajceb-5184	293	9	)	)	PUNCT
ajceb-5184	293	10	the	the	DET
ajceb-5184	293	11	methodology	methodology	NOUN
ajceb-5184	293	12	of	of	ADP
ajceb-5184	293	13	building	build	VERB
ajceb-5184	293	14	economics	economic	NOUN
ajceb-5184	293	15	research	research	NOUN
ajceb-5184	293	16	.	.	PUNCT
ajceb-5184	294	1	in	in	ADP
ajceb-5184	294	2	:	:	PUNCT
ajceb-5184	294	3	g.d	g.d	NOUN
ajceb-5184	294	4	.	.	NOUN
ajceb-5184	294	5	valence	valence	NOUN
ajceb-5184	294	6	,	,	PUNCT
ajceb-5184	294	7	ed	ed	NOUN
ajceb-5184	294	8	.	.	PROPN
ajceb-5184	294	9	2011	2011	NUM
ajceb-5184	294	10	.	.	PUNCT
ajceb-5184	295	1	modern	modern	ADJ
ajceb-5184	295	2	construction	construction	NOUN
ajceb-5184	295	3	economics	economic	NOUN
ajceb-5184	295	4	,	,	PUNCT
ajceb-5184	295	5	abingdon	abingdon	PROPN
ajceb-5184	295	6	:	:	PUNCT
ajceb-5184	295	7	spon	spon	PROPN
ajceb-5184	295	8	press	press	PROPN
ajceb-5184	295	9	.	.	PUNCT
ajceb-5184	296	1	p.191	p.191	PROPN
ajceb-5184	296	2	-	-	PUNCT
ajceb-5184	296	3	212	212	NUM
ajceb-5184	296	4	.	.	PUNCT
ajceb-5184	297	1	sánchez	sánchez	PROPN
ajceb-5184	297	2	,	,	PUNCT
ajceb-5184	297	3	a.	a.	PROPN
ajceb-5184	297	4	s.	s.	PROPN
ajceb-5184	297	5	,	,	PUNCT
ajceb-5184	297	6	iglesias	iglesias	PROPN
ajceb-5184	297	7	-	-	PUNCT
ajceb-5184	297	8	rodríguez	rodríguez	PROPN
ajceb-5184	297	9	,	,	PUNCT
ajceb-5184	297	10	f.	f.	PROPN
ajceb-5184	297	11	j.	j.	PROPN
ajceb-5184	297	12	,	,	PUNCT
ajceb-5184	297	13	fernández	fernández	PROPN
ajceb-5184	297	14	,	,	PUNCT
ajceb-5184	297	15	p.	p.	PROPN
ajceb-5184	297	16	r.	r.	PROPN
ajceb-5184	297	17	and	and	CCONJ
ajceb-5184	297	18	de	de	PROPN
ajceb-5184	297	19	cos	cos	PROPN
ajceb-5184	297	20	juez	juez	PROPN
ajceb-5184	297	21	,	,	PUNCT
ajceb-5184	297	22	f.	f.	PROPN
ajceb-5184	297	23	j.	j.	PROPN
ajceb-5184	297	24	(	(	PUNCT
ajceb-5184	297	25	2016	2016	NUM
ajceb-5184	297	26	)	)	PUNCT
ajceb-5184	297	27	applying	apply	VERB
ajceb-5184	297	28	the	the	DET
ajceb-5184	297	29	k	k	NOUN
ajceb-5184	297	30	-	-	PUNCT
ajceb-5184	297	31	nearest	near	ADJ
ajceb-5184	297	32	neighbor	neighbor	NOUN
ajceb-5184	297	33	technique	technique	NOUN
ajceb-5184	297	34	to	to	ADP
ajceb-5184	297	35	the	the	DET
ajceb-5184	297	36	classification	classification	NOUN
ajceb-5184	297	37	of	of	ADP
ajceb-5184	297	38	workers	worker	NOUN
ajceb-5184	297	39	according	accord	VERB
ajceb-5184	297	40	to	to	ADP
ajceb-5184	297	41	their	their	PRON
ajceb-5184	297	42	risk	risk	NOUN
ajceb-5184	297	43	of	of	ADP
ajceb-5184	297	44	suffering	suffer	VERB
ajceb-5184	297	45	musculoskeletal	musculoskeletal	ADJ
ajceb-5184	297	46	disorders	disorder	NOUN
ajceb-5184	297	47	.	.	PUNCT
ajceb-5184	298	1	international	international	ADJ
ajceb-5184	298	2	journal	journal	PROPN
ajceb-5184	298	3	of	of	ADP
ajceb-5184	298	4	industrial	industrial	ADJ
ajceb-5184	298	5	ergonomics	ergonomic	NOUN
ajceb-5184	298	6	,	,	PUNCT
ajceb-5184	298	7	52	52	NUM
ajceb-5184	298	8	,	,	PUNCT
ajceb-5184	298	9	p.92	p.92	NOUN
ajceb-5184	298	10	-	-	SYM
ajceb-5184	298	11	99	99	NUM
ajceb-5184	298	12	.	.	PUNCT
ajceb-5184	299	1	doi	doi	NOUN
ajceb-5184	299	2	:	:	PUNCT
ajceb-5184	299	3	https://doi.org/10.1016/j.ergon.2015.09.012	https://doi.org/10.1016/j.ergon.2015.09.012	NOUN
ajceb-5184	299	4	shahiri	shahiri	NOUN
ajceb-5184	299	5	,	,	PUNCT
ajceb-5184	299	6	a.	a.	NOUN
ajceb-5184	299	7	m.	m.	NOUN
ajceb-5184	299	8	and	and	CCONJ
ajceb-5184	299	9	husain	husain	PROPN
ajceb-5184	299	10	,	,	PUNCT
ajceb-5184	299	11	w.	w.	PROPN
ajceb-5184	299	12	(	(	PUNCT
ajceb-5184	299	13	2015	2015	NUM
ajceb-5184	299	14	)	)	PUNCT
ajceb-5184	299	15	a	a	DET
ajceb-5184	299	16	review	review	NOUN
ajceb-5184	299	17	on	on	ADP
ajceb-5184	299	18	predicting	predict	VERB
ajceb-5184	299	19	student	student	NOUN
ajceb-5184	299	20	's	's	PART
ajceb-5184	299	21	performance	performance	NOUN
ajceb-5184	299	22	using	use	VERB
ajceb-5184	299	23	data	datum	NOUN
ajceb-5184	299	24	mining	mining	NOUN
ajceb-5184	299	25	techniques	technique	NOUN
ajceb-5184	299	26	.	.	PUNCT
ajceb-5184	300	1	procedia	procedia	PROPN
ajceb-5184	300	2	computer	computer	NOUN
ajceb-5184	300	3	science	science	NOUN
ajceb-5184	300	4	,	,	PUNCT
ajceb-5184	300	5	72	72	NUM
ajceb-5184	300	6	,	,	PUNCT
ajceb-5184	300	7	p.414	p.414	NOUN
ajceb-5184	300	8	-	-	PUNCT
ajceb-5184	300	9	422	422	NUM
ajceb-5184	300	10	.	.	PUNCT
ajceb-5184	301	1	doi	doi	NOUN
ajceb-5184	301	2	:	:	PUNCT
ajceb-5184	301	3	https://doi.org/10.1016/j.procs.2015.12.157	https://doi.org/10.1016/j.procs.2015.12.157	PROPN
ajceb-5184	301	4	shmueli	shmueli	PROPN
ajceb-5184	301	5	,	,	PUNCT
ajceb-5184	301	6	g.	g.	PROPN
ajceb-5184	301	7	(	(	PUNCT
ajceb-5184	301	8	2010	2010	NUM
ajceb-5184	301	9	)	)	PUNCT
ajceb-5184	301	10	to	to	PART
ajceb-5184	301	11	explain	explain	VERB
ajceb-5184	301	12	or	or	CCONJ
ajceb-5184	301	13	to	to	PART
ajceb-5184	301	14	predict	predict	VERB
ajceb-5184	301	15	?	?	PUNCT
ajceb-5184	302	1	statistical	statistical	ADJ
ajceb-5184	302	2	science	science	NOUN
ajceb-5184	302	3	,	,	PUNCT
ajceb-5184	302	4	25(3	25(3	NUM
ajceb-5184	302	5	)	)	PUNCT
ajceb-5184	302	6	,	,	PUNCT
ajceb-5184	302	7	p.	p.	NOUN
ajceb-5184	302	8	289	289	NUM
ajceb-5184	302	9	-	-	SYM
ajceb-5184	302	10	310	310	NUM
ajceb-5184	302	11	.	.	PUNCT
ajceb-5184	303	1	doi	doi	NOUN
ajceb-5184	303	2	:	:	PUNCT
ajceb-5184	303	3	https://doi.org/10.1214/10-sts330	https://doi.org/10.1214/10-sts330	X
ajceb-5184	303	4	sohn	sohn	PROPN
ajceb-5184	303	5	,	,	PUNCT
ajceb-5184	303	6	d.	d.	PROPN
ajceb-5184	303	7	(	(	PUNCT
ajceb-5184	303	8	1977	1977	NUM
ajceb-5184	303	9	)	)	PUNCT
ajceb-5184	303	10	affect	affect	NOUN
ajceb-5184	303	11	-	-	PUNCT
ajceb-5184	303	12	generating	generate	VERB
ajceb-5184	303	13	powers	power	NOUN
ajceb-5184	303	14	of	of	ADP
ajceb-5184	303	15	effort	effort	NOUN
ajceb-5184	303	16	and	and	CCONJ
ajceb-5184	303	17	ability	ability	NOUN
ajceb-5184	303	18	self	self	NOUN
ajceb-5184	303	19	-	-	PUNCT
ajceb-5184	303	20	attributions	attribution	NOUN
ajceb-5184	303	21	of	of	ADP
ajceb-5184	303	22	academic	academic	ADJ
ajceb-5184	303	23	success	success	NOUN
ajceb-5184	303	24	and	and	CCONJ
ajceb-5184	303	25	failure	failure	NOUN
ajceb-5184	303	26	.	.	PUNCT
ajceb-5184	304	1	journal	journal	NOUN
ajceb-5184	304	2	of	of	ADP
ajceb-5184	304	3	educational	educational	ADJ
ajceb-5184	304	4	psychology	psychology	NOUN
ajceb-5184	304	5	,	,	PUNCT
ajceb-5184	304	6	69(5	69(5	NUM
ajceb-5184	304	7	)	)	PUNCT
ajceb-5184	304	8	,	,	PUNCT
ajceb-5184	304	9	p.500	p.500	NUM
ajceb-5184	304	10	-	-	SYM
ajceb-5184	304	11	505	505	NUM
ajceb-5184	304	12	.	.	PUNCT
ajceb-5184	305	1	doi	doi	NOUN
ajceb-5184	305	2	:	:	PUNCT
ajceb-5184	305	3	https://doi.org/10.1037/0022-0663.69.5.500	https://doi.org/10.1037/0022-0663.69.5.500	PROPN
ajceb-5184	305	4	ting	ting	PROPN
ajceb-5184	305	5	,	,	PUNCT
ajceb-5184	305	6	s.m	s.m	PROPN
ajceb-5184	305	7	.	.	PROPN
ajceb-5184	305	8	r.	r.	PROPN
ajceb-5184	305	9	(	(	PUNCT
ajceb-5184	305	10	2001	2001	NUM
ajceb-5184	305	11	)	)	PUNCT
ajceb-5184	305	12	predicting	predict	VERB
ajceb-5184	305	13	academic	academic	ADJ
ajceb-5184	305	14	success	success	NOUN
ajceb-5184	305	15	of	of	ADP
ajceb-5184	305	16	first	first	ADJ
ajceb-5184	305	17	-	-	PUNCT
ajceb-5184	305	18	year	year	NOUN
ajceb-5184	305	19	engineering	engineering	NOUN
ajceb-5184	305	20	students	student	NOUN
ajceb-5184	305	21	from	from	ADP
ajceb-5184	305	22	standardized	standardized	ADJ
ajceb-5184	305	23	test	test	NOUN
ajceb-5184	305	24	scores	score	NOUN
ajceb-5184	305	25	and	and	CCONJ
ajceb-5184	305	26	psychosocial	psychosocial	ADJ
ajceb-5184	305	27	variables	variable	NOUN
ajceb-5184	305	28	.	.	PUNCT
ajceb-5184	306	1	international	international	ADJ
ajceb-5184	306	2	journal	journal	NOUN
ajceb-5184	306	3	of	of	ADP
ajceb-5184	306	4	engineering	engineering	NOUN
ajceb-5184	306	5	education	education	NOUN
ajceb-5184	306	6	,	,	PUNCT
ajceb-5184	306	7	17(1	17(1	NUM
ajceb-5184	306	8	)	)	PUNCT
ajceb-5184	306	9	,	,	PUNCT
ajceb-5184	306	10	p.75	p.75	PROPN
ajceb-5184	306	11	-	-	X
ajceb-5184	306	12	80	80	NUM
ajceb-5184	306	13	.	.	PUNCT
ajceb-5184	306	14	available	available	ADJ
ajceb-5184	306	15	at	at	ADP
ajceb-5184	306	16	:	:	PUNCT
ajceb-5184	306	17	http://www.ijee.ie/articles/vol17-1/ijee1168.pdf	http://www.ijee.ie/articles/vol17-1/ijee1168.pdf	PROPN
ajceb-5184	306	18	tinoco	tinoco	PROPN
ajceb-5184	306	19	,	,	PUNCT
ajceb-5184	306	20	j.	j.	PROPN
ajceb-5184	306	21	,	,	PUNCT
ajceb-5184	306	22	correia	correia	PROPN
ajceb-5184	306	23	,	,	PUNCT
ajceb-5184	306	24	a.	a.	NOUN
ajceb-5184	306	25	g.	g.	PROPN
ajceb-5184	306	26	,	,	PUNCT
ajceb-5184	306	27	and	and	CCONJ
ajceb-5184	306	28	cortez	cortez	PROPN
ajceb-5184	306	29	,	,	PUNCT
ajceb-5184	306	30	p.	p.	NOUN
ajceb-5184	306	31	(	(	PUNCT
ajceb-5184	306	32	2011	2011	NUM
ajceb-5184	306	33	)	)	PUNCT
ajceb-5184	306	34	application	application	NOUN
ajceb-5184	306	35	of	of	ADP
ajceb-5184	306	36	data	datum	NOUN
ajceb-5184	306	37	mining	mining	NOUN
ajceb-5184	306	38	techniques	technique	NOUN
ajceb-5184	306	39	in	in	ADP
ajceb-5184	306	40	the	the	DET
ajceb-5184	306	41	estimation	estimation	NOUN
ajceb-5184	306	42	of	of	ADP
ajceb-5184	306	43	the	the	DET
ajceb-5184	306	44	uniaxial	uniaxial	ADJ
ajceb-5184	306	45	compressive	compressive	ADJ
ajceb-5184	306	46	strength	strength	NOUN
ajceb-5184	306	47	of	of	ADP
ajceb-5184	306	48	jet	jet	NOUN
ajceb-5184	306	49	grouting	grout	VERB
ajceb-5184	306	50	columns	column	NOUN
ajceb-5184	306	51	over	over	ADP
ajceb-5184	306	52	time	time	NOUN
ajceb-5184	306	53	.	.	PUNCT
ajceb-5184	307	1	construction	construction	NOUN
ajceb-5184	307	2	and	and	CCONJ
ajceb-5184	307	3	building	building	NOUN
ajceb-5184	307	4	materials	material	NOUN
ajceb-5184	307	5	,	,	PUNCT
ajceb-5184	307	6	25(3	25(3	NUM
ajceb-5184	307	7	)	)	PUNCT
ajceb-5184	307	8	,	,	PUNCT
ajceb-5184	307	9	p.12571262	p.12571262	PROPN
ajceb-5184	307	10	.	.	PUNCT
ajceb-5184	308	1	doi	doi	PROPN
ajceb-5184	308	2	:	:	PUNCT
ajceb-5184	308	3	https://doi.org/10.1016/j.conbuildmat.2010.09.027	https://doi.org/10.1016/j.conbuildmat.2010.09.027	PROPN
ajceb-5184	308	4	van	van	NOUN
ajceb-5184	308	5	rooyen	rooyen	NOUN
ajceb-5184	308	6	,	,	PUNCT
ajceb-5184	308	7	p.	p.	PROPN
ajceb-5184	308	8	,	,	PUNCT
ajceb-5184	308	9	dixon	dixon	PROPN
ajceb-5184	308	10	,	,	PUNCT
ajceb-5184	308	11	a.	a.	PROPN
ajceb-5184	308	12	,	,	PUNCT
ajceb-5184	308	13	dixon	dixon	PROPN
ajceb-5184	308	14	,	,	PUNCT
ajceb-5184	308	15	g.	g.	PROPN
ajceb-5184	308	16	,	,	PUNCT
ajceb-5184	308	17	and	and	CCONJ
ajceb-5184	308	18	wells	wells	PROPN
ajceb-5184	308	19	,	,	PUNCT
ajceb-5184	308	20	c.	c.	PROPN
ajceb-5184	308	21	(	(	PUNCT
ajceb-5184	308	22	2006	2006	NUM
ajceb-5184	308	23	)	)	PUNCT
ajceb-5184	308	24	entry	entry	NOUN
ajceb-5184	308	25	criteria	criterion	NOUN
ajceb-5184	308	26	as	as	ADP
ajceb-5184	308	27	predictor	predictor	NOUN
ajceb-5184	308	28	of	of	ADP
ajceb-5184	308	29	performance	performance	NOUN
ajceb-5184	308	30	in	in	ADP
ajceb-5184	308	31	an	an	DET
ajceb-5184	308	32	undergraduate	undergraduate	ADJ
ajceb-5184	308	33	nursing	nursing	NOUN
ajceb-5184	308	34	degree	degree	NOUN
ajceb-5184	308	35	programme	programme	NOUN
ajceb-5184	308	36	.	.	PUNCT
ajceb-5184	309	1	nurse	nurse	ADJ
ajceb-5184	309	2	education	education	NOUN
ajceb-5184	309	3	today	today	NOUN
ajceb-5184	309	4	,	,	PUNCT
ajceb-5184	309	5	26(7	26(7	PROPN
ajceb-5184	309	6	)	)	PUNCT
ajceb-5184	309	7	,	,	PUNCT
ajceb-5184	309	8	p.593	p.593	NOUN
ajceb-5184	309	9	-	-	PUNCT
ajceb-5184	309	10	600	600	NUM
ajceb-5184	309	11	.	.	PUNCT
ajceb-5184	310	1	doi	doi	NOUN
ajceb-5184	310	2	:	:	PUNCT
ajceb-5184	310	3	https://doi.org/10.1016/j.nedt.2006.02.002	https://doi.org/10.1016/j.nedt.2006.02.002	NUM
ajceb-5184	310	4	verma	verma	PROPN
ajceb-5184	310	5	,	,	PUNCT
ajceb-5184	310	6	j.p	j.p	PROPN
ajceb-5184	310	7	.	.	PROPN
ajceb-5184	310	8	(	(	PUNCT
ajceb-5184	310	9	2013	2013	NUM
ajceb-5184	310	10	)	)	PUNCT
ajceb-5184	310	11	data	datum	NOUN
ajceb-5184	310	12	analysis	analysis	NOUN
ajceb-5184	310	13	in	in	ADP
ajceb-5184	310	14	management	management	NOUN
ajceb-5184	310	15	with	with	ADP
ajceb-5184	310	16	spss	spss	PROPN
ajceb-5184	310	17	software	software	NOUN
ajceb-5184	310	18	.	.	PUNCT
ajceb-5184	311	1	new	new	ADJ
ajceb-5184	311	2	delhi	delhi	PROPN
ajceb-5184	311	3	,	,	PUNCT
ajceb-5184	311	4	india	india	PROPN
ajceb-5184	311	5	:	:	PUNCT
ajceb-5184	311	6	springer	springer	NOUN
ajceb-5184	311	7	.	.	PUNCT
ajceb-5184	312	1	doi	doi	PROPN
ajceb-5184	312	2	:	:	PUNCT
ajceb-5184	312	3	https://doi.org/10.1007/978-81-322-0786-3	https://doi.org/10.1007/978-81-322-0786-3	PROPN
ajceb-5184	312	4	whyte	whyte	PROPN
ajceb-5184	312	5	,	,	PUNCT
ajceb-5184	312	6	d.	d.	PROPN
ajceb-5184	312	7	g.	g.	PROPN
ajceb-5184	312	8	,	,	PUNCT
ajceb-5184	312	9	madigan	madigan	PROPN
ajceb-5184	312	10	,	,	PUNCT
ajceb-5184	312	11	v.	v.	ADP
ajceb-5184	312	12	and	and	CCONJ
ajceb-5184	312	13	drinkwater	drinkwater	PROPN
ajceb-5184	312	14	,	,	PUNCT
ajceb-5184	312	15	e.	e.	PROPN
ajceb-5184	312	16	j.	j.	PROPN
ajceb-5184	312	17	(	(	PUNCT
ajceb-5184	312	18	2011	2011	NUM
ajceb-5184	312	19	)	)	PUNCT
ajceb-5184	312	20	predictors	predictor	NOUN
ajceb-5184	312	21	of	of	ADP
ajceb-5184	312	22	academic	academic	ADJ
ajceb-5184	312	23	performance	performance	NOUN
ajceb-5184	312	24	of	of	ADP
ajceb-5184	312	25	nursing	nursing	NOUN
ajceb-5184	312	26	and	and	CCONJ
ajceb-5184	312	27	paramedic	paramedic	ADJ
ajceb-5184	312	28	students	student	NOUN
ajceb-5184	312	29	in	in	ADP
ajceb-5184	312	30	first	first	ADJ
ajceb-5184	312	31	-	-	PUNCT
ajceb-5184	312	32	year	year	NOUN
ajceb-5184	312	33	bioscience	bioscience	NOUN
ajceb-5184	312	34	.	.	PUNCT
ajceb-5184	313	1	nurse	nurse	ADJ
ajceb-5184	313	2	education	education	NOUN
ajceb-5184	313	3	today	today	NOUN
ajceb-5184	313	4	,	,	PUNCT
ajceb-5184	313	5	31(8	31(8	NUM
ajceb-5184	313	6	)	)	PUNCT
ajceb-5184	313	7	,	,	PUNCT
ajceb-5184	313	8	p.849	p.849	NOUN
ajceb-5184	313	9	-	-	PUNCT
ajceb-5184	313	10	854	854	NUM
ajceb-5184	313	11	.	.	PUNCT
ajceb-5184	313	12	doi	doi	NOUN
ajceb-5184	313	13	:	:	PUNCT
ajceb-5184	313	14	https://doi.org/10.1016/j.nedt.2010.12.021	https://doi.org/10.1016/j.nedt.2010.12.021	NOUN
ajceb-5184	313	15	win	win	NOUN
ajceb-5184	313	16	,	,	PUNCT
ajceb-5184	313	17	r.	r.	PROPN
ajceb-5184	313	18	and	and	CCONJ
ajceb-5184	313	19	miller	miller	PROPN
ajceb-5184	313	20	,	,	PUNCT
ajceb-5184	313	21	p.w	p.w	PROPN
ajceb-5184	313	22	.	.	PUNCT
ajceb-5184	314	1	(	(	PUNCT
ajceb-5184	314	2	2005	2005	NUM
ajceb-5184	314	3	)	)	PUNCT
ajceb-5184	314	4	the	the	DET
ajceb-5184	314	5	effects	effect	NOUN
ajceb-5184	314	6	of	of	ADP
ajceb-5184	314	7	individual	individual	ADJ
ajceb-5184	314	8	and	and	CCONJ
ajceb-5184	314	9	school	school	NOUN
ajceb-5184	314	10	factors	factor	NOUN
ajceb-5184	314	11	on	on	ADP
ajceb-5184	314	12	university	university	NOUN
ajceb-5184	314	13	students	student	NOUN
ajceb-5184	314	14	’	'	PUNCT
ajceb-5184	314	15	academic	academic	ADJ
ajceb-5184	314	16	performance	performance	NOUN
ajceb-5184	314	17	.	.	PUNCT
ajceb-5184	315	1	australian	australian	ADJ
ajceb-5184	315	2	economic	economic	ADJ
ajceb-5184	315	3	review	review	NOUN
ajceb-5184	315	4	,	,	PUNCT
ajceb-5184	315	5	38(1	38(1	NUM
ajceb-5184	315	6	)	)	PUNCT
ajceb-5184	315	7	,	,	PUNCT
ajceb-5184	315	8	p.1–18	p.1–18	PROPN
ajceb-5184	315	9	.	.	PROPN
ajceb-5184	315	10	doi	doi	PROPN
ajceb-5184	315	11	:	:	PUNCT
ajceb-5184	315	12	https://doi.org/10.1111/j.14678462.2005.00349.x	https://doi.org/10.1111/j.14678462.2005.00349.x	VERB
ajceb-5184	316	1	https://doi.org/10.1111/j.1365-2923.1992.tb00202.x	https://doi.org/10.1111/j.1365-2923.1992.tb00202.x	PROPN
ajceb-5184	316	2	https://doi.org/10.1080/14445921.2011.11104330	https://doi.org/10.1080/14445921.2011.11104330	NOUN
ajceb-5184	316	3	https://doi.org/10.1061/%28asce%290733-9364%282003%29129:5%28528%29	https://doi.org/10.1061/%28asce%290733-9364%282003%29129:5%28528%29	NOUN
ajceb-5184	316	4	https://doi.org/10.1016/s0191-8869%2803%2900076-x	https://doi.org/10.1016/s0191-8869%2803%2900076-x	ADJ
ajceb-5184	316	5	https://doi.org/10.1080/01443410601104361	https://doi.org/10.1080/01443410601104361	VERB
ajceb-5184	316	6	https://doi.org/10.1016/j.ergon.2015.09.012	https://doi.org/10.1016/j.ergon.2015.09.012	NOUN
ajceb-5184	316	7	https://doi.org/10.1016/j.procs.2015.12.157	https://doi.org/10.1016/j.procs.2015.12.157	PROPN
ajceb-5184	316	8	https://doi.org/10.1214/10-sts330	https://doi.org/10.1214/10-sts330	PROPN
ajceb-5184	316	9	https://doi.org/10.1037/0022-0663.69.5.500	https://doi.org/10.1037/0022-0663.69.5.500	PROPN
ajceb-5184	316	10	https://doi.org/10.1016/j.conbuildmat.2010.09.027	https://doi.org/10.1016/j.conbuildmat.2010.09.027	PROPN
ajceb-5184	316	11	https://doi.org/10.1016/j.nedt.2006.02.002	https://doi.org/10.1016/j.nedt.2006.02.002	PROPN
ajceb-5184	317	1	https://doi.org/10.1007/978-81-322-0786-3	https://doi.org/10.1007/978-81-322-0786-3	PROPN
ajceb-5184	317	2	https://doi.org/10.1016/j.nedt.2010.12.021	https://doi.org/10.1016/j.nedt.2010.12.021	PROPN
ajceb-5184	317	3	https://doi.org/10.1111/j.1467-8462.2005.00349.x	https://doi.org/10.1111/j.1467-8462.2005.00349.x	PROPN
ajceb-5184	317	4	https://doi.org/10.1111/j.1467-8462.2005.00349.x	https://doi.org/10.1111/j.1467-8462.2005.00349.x	PROPN
ajceb-5184	317	5	construction	construction	NOUN
ajceb-5184	317	6	economics	economic	NOUN
ajceb-5184	317	7	and	and	CCONJ
ajceb-5184	317	8	building	building	NOUN
ajceb-5184	317	9	,	,	PUNCT
ajceb-5184	317	10	16(4	16(4	NUM
ajceb-5184	317	11	)	)	PUNCT
ajceb-5184	317	12	,	,	PUNCT
ajceb-5184	317	13	86	86	NUM
ajceb-5184	317	14	-	-	SYM
ajceb-5184	317	15	98	98	NUM
ajceb-5184	317	16	aluko	aluko	PROPN
ajceb-5184	317	17	,	,	PUNCT
ajceb-5184	317	18	adenuga	adenuga	PROPN
ajceb-5184	317	19	,	,	PUNCT
ajceb-5184	317	20	kukoyi	kukoyi	PROPN
ajceb-5184	317	21	,	,	PUNCT
ajceb-5184	317	22	soyingbe	soyingbe	NOUN
ajceb-5184	317	23	,	,	PUNCT
ajceb-5184	317	24	and	and	CCONJ
ajceb-5184	317	25	oyedeji	oyedeji	VERB
ajceb-5184	317	26	98	98	PROPN
ajceb-5184	317	27	yoon	yoon	PROPN
ajceb-5184	317	28	,	,	PUNCT
ajceb-5184	317	29	b.	b.	PROPN
ajceb-5184	317	30	and	and	CCONJ
ajceb-5184	317	31	chang	chang	PROPN
ajceb-5184	317	32	,	,	PUNCT
ajceb-5184	317	33	h.	h.	PROPN
ajceb-5184	317	34	(	(	PUNCT
ajceb-5184	317	35	2014	2014	NUM
ajceb-5184	317	36	)	)	PUNCT
ajceb-5184	317	37	potentialities	potentiality	NOUN
ajceb-5184	317	38	of	of	ADP
ajceb-5184	317	39	data	data	NOUN
ajceb-5184	317	40	-	-	PUNCT
ajceb-5184	317	41	driven	drive	VERB
ajceb-5184	317	42	nonparametric	nonparametric	NOUN
ajceb-5184	317	43	regression	regression	NOUN
ajceb-5184	317	44	in	in	ADP
ajceb-5184	317	45	urban	urban	ADJ
ajceb-5184	317	46	signalized	signalize	VERB
ajceb-5184	317	47	traffic	traffic	NOUN
ajceb-5184	317	48	flow	flow	NOUN
ajceb-5184	317	49	forecasting	forecasting	NOUN
ajceb-5184	317	50	.	.	PUNCT
ajceb-5184	318	1	journal	journal	PROPN
ajceb-5184	318	2	of	of	ADP
ajceb-5184	318	3	transportation	transportation	NOUN
ajceb-5184	318	4	engineering	engineering	NOUN
ajceb-5184	318	5	,	,	PUNCT
ajceb-5184	318	6	140(7	140(7	NUM
ajceb-5184	318	7	)	)	PUNCT
ajceb-5184	318	8	,	,	PUNCT
ajceb-5184	318	9	04014027	04014027	NUM
ajceb-5184	318	10	.	.	PUNCT
ajceb-5184	319	1	doi	doi	PROPN
ajceb-5184	319	2	:	:	PUNCT
ajceb-5184	319	3	https://doi.org/10.1061/(asce)te.1943-5436.0000662	https://doi.org/10.1061/(asce)te.1943-5436.0000662	PROPN
ajceb-5184	319	4	york	york	PROPN
ajceb-5184	319	5	,	,	PUNCT
ajceb-5184	319	6	t.	t.	PROPN
ajceb-5184	319	7	t.	t.	PROPN
ajceb-5184	319	8	,	,	PUNCT
ajceb-5184	319	9	gibson	gibson	PROPN
ajceb-5184	319	10	,	,	PUNCT
ajceb-5184	319	11	c.	c.	PROPN
ajceb-5184	319	12	and	and	CCONJ
ajceb-5184	319	13	rankin	rankin	PROPN
ajceb-5184	319	14	,	,	PUNCT
ajceb-5184	319	15	s.	s.	PROPN
ajceb-5184	319	16	(	(	PUNCT
ajceb-5184	319	17	2015	2015	NUM
ajceb-5184	319	18	)	)	PUNCT
ajceb-5184	319	19	defining	define	VERB
ajceb-5184	319	20	and	and	CCONJ
ajceb-5184	319	21	measuring	measure	VERB
ajceb-5184	319	22	academic	academic	ADJ
ajceb-5184	319	23	success	success	NOUN
ajceb-5184	319	24	.	.	PUNCT
ajceb-5184	320	1	practical	practical	ADJ
ajceb-5184	320	2	assessment	assessment	NOUN
ajceb-5184	320	3	,	,	PUNCT
ajceb-5184	320	4	research	research	NOUN
ajceb-5184	320	5	and	and	CCONJ
ajceb-5184	320	6	evaluation	evaluation	NOUN
ajceb-5184	320	7	,	,	PUNCT
ajceb-5184	320	8	20(5	20(5	NOUN
ajceb-5184	320	9	)	)	PUNCT
ajceb-5184	320	10	,	,	PUNCT
ajceb-5184	320	11	p.1	p.1	NOUN
ajceb-5184	320	12	-	-	SYM
ajceb-5184	320	13	20	20	NUM
ajceb-5184	320	14	.	.	PUNCT
ajceb-5184	320	15	available	available	ADJ
ajceb-5184	320	16	at	at	ADP
ajceb-5184	320	17	:	:	PUNCT
ajceb-5184	320	18	http://pareonline.net/getvn.asp?v=20andn=5	http://pareonline.net/getvn.asp?v=20andn=5	PROPN
ajceb-5184	320	19	young	young	ADJ
ajceb-5184	320	20	,	,	PUNCT
ajceb-5184	320	21	a.s	a.s	PROPN
ajceb-5184	320	22	.	.	PROPN
ajceb-5184	320	23	(	(	PUNCT
ajceb-5184	320	24	1989	1989	NUM
ajceb-5184	320	25	)	)	PUNCT
ajceb-5184	320	26	pre	pre	ADJ
ajceb-5184	320	27	-	-	ADJ
ajceb-5184	320	28	enrollment	enrollment	ADJ
ajceb-5184	320	29	factors	factor	NOUN
ajceb-5184	320	30	and	and	CCONJ
ajceb-5184	320	31	academic	academic	ADJ
ajceb-5184	320	32	performance	performance	NOUN
ajceb-5184	320	33	of	of	ADP
ajceb-5184	320	34	first	first	ADJ
ajceb-5184	320	35	-	-	PUNCT
ajceb-5184	320	36	year	year	NOUN
ajceb-5184	320	37	science	science	NOUN
ajceb-5184	320	38	students	student	NOUN
ajceb-5184	320	39	at	at	ADP
ajceb-5184	320	40	a	a	DET
ajceb-5184	320	41	nigerian	nigerian	ADJ
ajceb-5184	320	42	university	university	NOUN
ajceb-5184	320	43	:	:	PUNCT
ajceb-5184	320	44	a	a	DET
ajceb-5184	320	45	multivariate	multivariate	NOUN
ajceb-5184	320	46	analysis	analysis	NOUN
ajceb-5184	320	47	.	.	PUNCT
ajceb-5184	321	1	higher	high	ADJ
ajceb-5184	321	2	education	education	NOUN
ajceb-5184	321	3	,	,	PUNCT
ajceb-5184	321	4	18(3	18(3	NUM
ajceb-5184	321	5	)	)	PUNCT
ajceb-5184	321	6	,	,	PUNCT
ajceb-5184	321	7	p.321	p.321	NOUN
ajceb-5184	321	8	-	-	PUNCT
ajceb-5184	321	9	339	339	NUM
ajceb-5184	321	10	.	.	PUNCT
ajceb-5184	322	1	doi	doi	NOUN
ajceb-5184	322	2	:	:	PUNCT
ajceb-5184	322	3	https://doi.org/10.1007/bf00138187	https://doi.org/10.1007/bf00138187	PROPN
ajceb-5184	322	4	zhu	zhu	PROPN
ajceb-5184	322	5	,	,	PUNCT
ajceb-5184	322	6	m.	m.	NOUN
ajceb-5184	322	7	,	,	PUNCT
ajceb-5184	322	8	chen	chen	PROPN
ajceb-5184	322	9	,	,	PUNCT
ajceb-5184	322	10	w.	w.	PROPN
ajceb-5184	322	11	,	,	PUNCT
ajceb-5184	322	12	hirdes	hirde	VERB
ajceb-5184	322	13	,	,	PUNCT
ajceb-5184	322	14	j.	j.	PROPN
ajceb-5184	322	15	p.	p.	PROPN
ajceb-5184	322	16	and	and	CCONJ
ajceb-5184	322	17	stolee	stolee	PROPN
ajceb-5184	322	18	,	,	PUNCT
ajceb-5184	322	19	p.	p.	NOUN
ajceb-5184	322	20	(	(	PUNCT
ajceb-5184	322	21	2007	2007	NUM
ajceb-5184	322	22	)	)	PUNCT
ajceb-5184	322	23	the	the	DET
ajceb-5184	322	24	k	k	NOUN
ajceb-5184	322	25	-	-	PUNCT
ajceb-5184	322	26	nearest	near	ADJ
ajceb-5184	322	27	neighbor	neighbor	NOUN
ajceb-5184	322	28	algorithm	algorithm	NOUN
ajceb-5184	322	29	predicted	predict	VERB
ajceb-5184	322	30	rehabilitation	rehabilitation	NOUN
ajceb-5184	322	31	potential	potential	NOUN
ajceb-5184	322	32	better	well	ADV
ajceb-5184	322	33	than	than	ADP
ajceb-5184	322	34	current	current	ADJ
ajceb-5184	322	35	clinical	clinical	ADJ
ajceb-5184	322	36	assessment	assessment	NOUN
ajceb-5184	322	37	protocol	protocol	NOUN
ajceb-5184	322	38	.	.	PUNCT
ajceb-5184	323	1	journal	journal	PROPN
ajceb-5184	323	2	of	of	ADP
ajceb-5184	323	3	clinical	clinical	ADJ
ajceb-5184	323	4	epidemiology	epidemiology	NOUN
ajceb-5184	323	5	,	,	PUNCT
ajceb-5184	323	6	60(10	60(10	NUM
ajceb-5184	323	7	)	)	PUNCT
ajceb-5184	323	8	,	,	PUNCT
ajceb-5184	323	9	p.1015	p.1015	NUM
ajceb-5184	323	10	-	-	SYM
ajceb-5184	323	11	1021	1021	NUM
ajceb-5184	323	12	.	.	PUNCT
ajceb-5184	324	1	doi	doi	NOUN
ajceb-5184	324	2	:	:	PUNCT
ajceb-5184	324	3	https://doi.org/10.1016/j.jclinepi.2007.06.001	https://doi.org/10.1016/j.jclinepi.2007.06.001	VERB
ajceb-5184	324	4	https://doi.org/10.1061/%28asce%29te.1943-5436.0000662	https://doi.org/10.1061/%28asce%29te.1943-5436.0000662	PROPN
ajceb-5184	324	5	https://doi.org/10.1007/bf00138187	https://doi.org/10.1007/bf00138187	PRON
ajceb-5184	324	6	https://doi.org/10.1016/j.jclinepi.2007.06.001	https://doi.org/10.1016/j.jclinepi.2007.06.001	NOUN
ajceb-5184	324	7	predicting	predict	VERB
ajceb-5184	324	8	the	the	DET
ajceb-5184	324	9	academic	academic	ADJ
ajceb-5184	324	10	success	success	NOUN
ajceb-5184	324	11	of	of	ADP
ajceb-5184	324	12	architecture	architecture	NOUN
ajceb-5184	324	13	students	student	NOUN
ajceb-5184	324	14	by	by	ADP
ajceb-5184	324	15	pre	pre	ADJ
ajceb-5184	324	16	-	-	ADJ
ajceb-5184	324	17	enrolment	enrolment	ADJ
ajceb-5184	324	18	requirement	requirement	NOUN
ajceb-5184	324	19	:	:	PUNCT
ajceb-5184	324	20	using	use	VERB
ajceb-5184	324	21	machine	machine	NOUN
ajceb-5184	324	22	-	-	PUNCT
ajceb-5184	324	23	learning	learn	VERB
ajceb-5184	324	24	techniques	technique	NOUN
ajceb-5184	324	25	abstract	abstract	ADJ
ajceb-5184	324	26	introduction	introduction	NOUN
ajceb-5184	324	27	review	review	NOUN
ajceb-5184	324	28	of	of	ADP
ajceb-5184	324	29	literature	literature	NOUN
ajceb-5184	324	30	academic	academic	ADJ
ajceb-5184	324	31	success	success	NOUN
ajceb-5184	324	32	prior	prior	ADP
ajceb-5184	324	33	academic	academic	ADJ
ajceb-5184	324	34	performance	performance	NOUN
ajceb-5184	324	35	and	and	CCONJ
ajceb-5184	324	36	success	success	NOUN
ajceb-5184	324	37	on	on	ADP
ajceb-5184	324	38	undergraduate	undergraduate	ADJ
ajceb-5184	324	39	programmes	programme	NOUN
ajceb-5184	324	40	method	method	VERB
ajceb-5184	324	41	ethical	ethical	ADJ
ajceb-5184	324	42	consideration	consideration	NOUN
ajceb-5184	324	43	data	datum	NOUN
ajceb-5184	324	44	machine	machine	NOUN
ajceb-5184	324	45	-	-	PUNCT
ajceb-5184	324	46	learning	learn	VERB
ajceb-5184	324	47	models	model	NOUN
ajceb-5184	324	48	results	result	VERB
ajceb-5184	324	49	linear	linear	VERB
ajceb-5184	325	1	discriminant	discriminant	ADJ
ajceb-5184	325	2	analysis	analysis	NOUN
ajceb-5184	325	3	k	k	X
ajceb-5184	325	4	-	-	PUNCT
ajceb-5184	325	5	nearest	near	ADJ
ajceb-5184	325	6	neighbour	neighbour	NOUN
ajceb-5184	325	7	(	(	PUNCT
ajceb-5184	325	8	k	k	PROPN
ajceb-5184	325	9	-	-	PUNCT
ajceb-5184	325	10	nn	nn	ADJ
ajceb-5184	325	11	)	)	PUNCT
ajceb-5184	325	12	comparison	comparison	NOUN
ajceb-5184	325	13	of	of	ADP
ajceb-5184	325	14	various	various	ADJ
ajceb-5184	325	15	models	model	NOUN
ajceb-5184	325	16	sensitivity	sensitivity	NOUN
ajceb-5184	325	17	analysis	analysis	NOUN
ajceb-5184	325	18	discussion	discussion	NOUN
ajceb-5184	325	19	conclusion	conclusion	NOUN
ajceb-5184	325	20	references	reference	NOUN