id	sid	tid	token	lemma	pos
ajceb-9253	1	1	construction	construction	NOUN
ajceb-9253	1	2	economics	economic	NOUN
ajceb-9253	1	3	and	and	CCONJ
ajceb-9253	1	4	building	building	NOUN
ajceb-9253	1	5	vol	vol	NOUN
ajceb-9253	1	6	.	.	PROPN
ajceb-9253	2	1	25	25	NUM
ajceb-9253	2	2	,	,	PUNCT
ajceb-9253	2	3	no	no	INTJ
ajceb-9253	2	4	.	.	NOUN
ajceb-9253	2	5	2	2	NUM
ajceb-9253	2	6	july	july	NOUN
ajceb-9253	2	7	2025	2025	NUM
ajceb-9253	2	8	©	©	ADP
ajceb-9253	2	9	2025	2025	NUM
ajceb-9253	2	10	by	by	ADP
ajceb-9253	2	11	the	the	DET
ajceb-9253	2	12	author(s	author(s	NOUN
ajceb-9253	2	13	)	)	PUNCT
ajceb-9253	2	14	.	.	PUNCT
ajceb-9253	3	1	this	this	PRON
ajceb-9253	3	2	is	be	AUX
ajceb-9253	3	3	an	an	DET
ajceb-9253	3	4	open	open	ADJ
ajceb-9253	3	5	access	access	NOUN
ajceb-9253	3	6	article	article	NOUN
ajceb-9253	3	7	distributed	distribute	VERB
ajceb-9253	3	8	under	under	ADP
ajceb-9253	3	9	the	the	DET
ajceb-9253	3	10	terms	term	NOUN
ajceb-9253	3	11	of	of	ADP
ajceb-9253	3	12	the	the	DET
ajceb-9253	3	13	creative	creative	ADJ
ajceb-9253	3	14	commons	common	NOUN
ajceb-9253	3	15	attribution	attribution	NOUN
ajceb-9253	3	16	4.0	4.0	NUM
ajceb-9253	3	17	international	international	NOUN
ajceb-9253	3	18	(	(	PUNCT
ajceb-9253	3	19	cc	cc	NOUN
ajceb-9253	3	20	by	by	ADP
ajceb-9253	3	21	4.0	4.0	NUM
ajceb-9253	3	22	)	)	PUNCT
ajceb-9253	3	23	license	license	NOUN
ajceb-9253	3	24	(	(	PUNCT
ajceb-9253	3	25	https://	https://	PROPN
ajceb-9253	3	26	creativecommons.org/licenses/	creativecommons.org/licenses/	PROPN
ajceb-9253	3	27	by/4.0/	by/4.0/	NOUN
ajceb-9253	3	28	)	)	PUNCT
ajceb-9253	3	29	,	,	PUNCT
ajceb-9253	3	30	allowing	allow	VERB
ajceb-9253	3	31	third	third	ADJ
ajceb-9253	3	32	parties	party	NOUN
ajceb-9253	3	33	to	to	PART
ajceb-9253	3	34	copy	copy	VERB
ajceb-9253	3	35	and	and	CCONJ
ajceb-9253	3	36	redistribute	redistribute	VERB
ajceb-9253	3	37	the	the	DET
ajceb-9253	3	38	material	material	NOUN
ajceb-9253	3	39	in	in	ADP
ajceb-9253	3	40	any	any	DET
ajceb-9253	3	41	medium	medium	ADJ
ajceb-9253	3	42	or	or	CCONJ
ajceb-9253	3	43	format	format	NOUN
ajceb-9253	3	44	and	and	CCONJ
ajceb-9253	3	45	to	to	ADP
ajceb-9253	3	46	remix	remix	NOUN
ajceb-9253	3	47	,	,	PUNCT
ajceb-9253	3	48	transform	transform	NOUN
ajceb-9253	3	49	,	,	PUNCT
ajceb-9253	3	50	and	and	CCONJ
ajceb-9253	3	51	build	build	VERB
ajceb-9253	3	52	upon	upon	SCONJ
ajceb-9253	3	53	the	the	DET
ajceb-9253	3	54	material	material	NOUN
ajceb-9253	3	55	for	for	ADP
ajceb-9253	3	56	any	any	DET
ajceb-9253	3	57	purpose	purpose	NOUN
ajceb-9253	3	58	,	,	PUNCT
ajceb-9253	3	59	even	even	ADV
ajceb-9253	3	60	commercially	commercially	ADV
ajceb-9253	3	61	,	,	PUNCT
ajceb-9253	3	62	provided	provide	VERB
ajceb-9253	3	63	the	the	DET
ajceb-9253	3	64	original	original	ADJ
ajceb-9253	3	65	work	work	NOUN
ajceb-9253	3	66	is	be	AUX
ajceb-9253	3	67	properly	properly	ADV
ajceb-9253	3	68	cited	cite	VERB
ajceb-9253	3	69	and	and	CCONJ
ajceb-9253	3	70	states	state	VERB
ajceb-9253	3	71	its	its	PRON
ajceb-9253	3	72	license	license	NOUN
ajceb-9253	3	73	.	.	PUNCT
ajceb-9253	4	1	citation	citation	NOUN
ajceb-9253	4	2	:	:	PUNCT
ajceb-9253	5	1	al	al	PROPN
ajceb-9253	5	2	-	-	PUNCT
ajceb-9253	5	3	attar	attar	PROPN
ajceb-9253	5	4	,	,	PUNCT
ajceb-9253	5	5	 	 	SPACE
ajceb-9253	5	6	h.	h.	PROPN
ajceb-9253	5	7	,	,	PUNCT
ajceb-9253	5	8	sweis	sweis	PROPN
ajceb-9253	5	9	,	,	PUNCT
ajceb-9253	5	10	 	 	SPACE
ajceb-9253	5	11	g.	g.	PROPN
ajceb-9253	5	12	,	,	PUNCT
ajceb-9253	5	13	tarawneh	tarawneh	PROPN
ajceb-9253	5	14	,	,	PUNCT
ajceb-9253	5	15	 	 	SPACE
ajceb-9253	5	16	b.	b.	PROPN
ajceb-9253	5	17	,	,	PUNCT
ajceb-9253	5	18	abu	abu	PROPN
ajceb-9253	5	19	-	-	PUNCT
ajceb-9253	5	20	khader	khader	PROPN
ajceb-9253	5	21	,	,	PUNCT
ajceb-9253	5	22	 	 	SPACE
ajceb-9253	5	23	w.	w.	PROPN
ajceb-9253	5	24	,	,	PUNCT
ajceb-9253	5	25	haddad	haddad	PROPN
ajceb-9253	5	26	,	,	PUNCT
ajceb-9253	5	27	 	 	SPACE
ajceb-9253	5	28	l.	l.	PROPN
ajceb-9253	5	29	,	,	PUNCT
ajceb-9253	5	30	sweis	sweis	PROPN
ajceb-9253	5	31	,	,	PUNCT
ajceb-9253	5	32	 	 	SPACE
ajceb-9253	5	33	r.	r.	PROPN
ajceb-9253	5	34	2025	2025	NUM
ajceb-9253	5	35	.	.	PUNCT
ajceb-9253	6	1	enhanced	enhance	VERB
ajceb-9253	6	2	construction	construction	NOUN
ajceb-9253	6	3	project	project	NOUN
ajceb-9253	6	4	duration	duration	NOUN
ajceb-9253	6	5	estimation	estimation	NOUN
ajceb-9253	6	6	using	use	VERB
ajceb-9253	6	7	artificial	artificial	ADJ
ajceb-9253	6	8	neural	neural	ADJ
ajceb-9253	6	9	networks	network	NOUN
ajceb-9253	6	10	:	:	PUNCT
ajceb-9253	6	11	initial	initial	ADJ
ajceb-9253	6	12	design	design	NOUN
ajceb-9253	6	13	and	and	CCONJ
ajceb-9253	6	14	planning	planning	NOUN
ajceb-9253	6	15	stages	stage	NOUN
ajceb-9253	6	16	.	.	PUNCT
ajceb-9253	7	1	construction	construction	NOUN
ajceb-9253	7	2	economics	economic	NOUN
ajceb-9253	7	3	and	and	CCONJ
ajceb-9253	7	4	building	building	NOUN
ajceb-9253	7	5	,	,	PUNCT
ajceb-9253	7	6	25:2	25:2	NUM
ajceb-9253	7	7	,	,	PUNCT
ajceb-9253	7	8	168–191	168–191	NUM
ajceb-9253	7	9	.	.	PUNCT
ajceb-9253	8	1	https://	https://	PROPN
ajceb-9253	8	2	doi.org/10.5130/ajceb	doi.org/10.5130/ajceb	NOUN
ajceb-9253	8	3	.	.	PUNCT
ajceb-9253	9	1	v25i2.9253	v25i2.9253	PROPN
ajceb-9253	9	2	issn	issn	VERB
ajceb-9253	9	3	2204	2204	NUM
ajceb-9253	9	4	-	-	SYM
ajceb-9253	9	5	9029	9029	NUM
ajceb-9253	9	6	|	|	ADV
ajceb-9253	9	7	published	publish	VERB
ajceb-9253	9	8	by	by	ADP
ajceb-9253	9	9	uts	ut	NOUN
ajceb-9253	9	10	epress	epress	VERB
ajceb-9253	9	11	|	|	ADV
ajceb-9253	9	12	https://epress	https://epress	PROPN
ajceb-9253	9	13	.	.	PUNCT
ajceb-9253	10	1	lib.uts.edu.au/journals/index	lib.uts.edu.au/journals/index	PROPN
ajceb-9253	10	2	.	.	PUNCT
ajceb-9253	11	1	php	php	PROPN
ajceb-9253	11	2	/	/	SYM
ajceb-9253	11	3	ajceb	ajceb	ADJ
ajceb-9253	11	4	research	research	NOUN
ajceb-9253	11	5	article	article	NOUN
ajceb-9253	11	6	enhanced	enhance	VERB
ajceb-9253	11	7	construction	construction	NOUN
ajceb-9253	11	8	project	project	NOUN
ajceb-9253	11	9	duration	duration	NOUN
ajceb-9253	11	10	estimation	estimation	NOUN
ajceb-9253	11	11	using	use	VERB
ajceb-9253	11	12	artificial	artificial	ADJ
ajceb-9253	11	13	neural	neural	ADJ
ajceb-9253	11	14	networks	network	NOUN
ajceb-9253	11	15	:	:	PUNCT
ajceb-9253	11	16	initial	initial	ADJ
ajceb-9253	11	17	design	design	NOUN
ajceb-9253	11	18	and	and	CCONJ
ajceb-9253	11	19	planning	planning	NOUN
ajceb-9253	11	20	stages	stage	NOUN
ajceb-9253	11	21	heba	heba	PROPN
ajceb-9253	11	22	al	al	PROPN
ajceb-9253	11	23	-	-	PUNCT
ajceb-9253	11	24	attar1	attar1	PROPN
ajceb-9253	11	25	,	,	PUNCT
ajceb-9253	11	26	ghaleb	ghaleb	PROPN
ajceb-9253	11	27	sweis2	sweis2	PROPN
ajceb-9253	11	28	,	,	PUNCT
ajceb-9253	11	29	bashar	bashar	PROPN
ajceb-9253	11	30	tarawneh3	tarawneh3	PROPN
ajceb-9253	11	31	,	,	PUNCT
ajceb-9253	11	32	waleed	waleed	PROPN
ajceb-9253	11	33	abu	abu	PROPN
ajceb-9253	11	34	-	-	PUNCT
ajceb-9253	11	35	khader4	khader4	PROPN
ajceb-9253	11	36	,	,	PUNCT
ajceb-9253	11	37	*	*	PUNCT
ajceb-9253	11	38	,	,	PUNCT
ajceb-9253	11	39	leen	leen	PROPN
ajceb-9253	11	40	 	 	SPACE
ajceb-9253	11	41	haddad5	haddad5	PROPN
ajceb-9253	11	42	,	,	PUNCT
ajceb-9253	11	43	rateb	rateb	NOUN
ajceb-9253	11	44	sweis6	sweis6	VERB
ajceb-9253	11	45	1	1	NUM
ajceb-9253	11	46	the	the	DET
ajceb-9253	11	47	university	university	PROPN
ajceb-9253	11	48	of	of	ADP
ajceb-9253	11	49	jordan	jordan	PROPN
ajceb-9253	11	50	,	,	PUNCT
ajceb-9253	11	51	department	department	NOUN
ajceb-9253	11	52	of	of	ADP
ajceb-9253	11	53	civil	civil	ADJ
ajceb-9253	11	54	engineering	engineering	NOUN
ajceb-9253	11	55	,	,	PUNCT
ajceb-9253	11	56	amman	amman	PROPN
ajceb-9253	11	57	,	,	PUNCT
ajceb-9253	11	58	amman	amman	PROPN
ajceb-9253	11	59	,	,	PUNCT
ajceb-9253	11	60	jo	jo	PROPN
ajceb-9253	11	61	,	,	PUNCT
ajceb-9253	11	62	attarheba97@gmail.com	attarheba97@gmail.com	X
ajceb-9253	11	63	2	2	NUM
ajceb-9253	11	64	the	the	DET
ajceb-9253	11	65	university	university	PROPN
ajceb-9253	11	66	of	of	ADP
ajceb-9253	11	67	jordan	jordan	PROPN
ajceb-9253	11	68	,	,	PUNCT
ajceb-9253	11	69	department	department	NOUN
ajceb-9253	11	70	of	of	ADP
ajceb-9253	11	71	civil	civil	ADJ
ajceb-9253	11	72	engineering	engineering	NOUN
ajceb-9253	11	73	,	,	PUNCT
ajceb-9253	11	74	amman	amman	PROPN
ajceb-9253	11	75	,	,	PUNCT
ajceb-9253	11	76	amman	amman	PROPN
ajceb-9253	11	77	,	,	PUNCT
ajceb-9253	11	78	jo	jo	PROPN
ajceb-9253	11	79	,	,	PUNCT
ajceb-9253	11	80	gsweis@ju.edu.jo	gsweis@ju.edu.jo	PROPN
ajceb-9253	11	81	3	3	NUM
ajceb-9253	11	82	the	the	DET
ajceb-9253	11	83	university	university	PROPN
ajceb-9253	11	84	of	of	ADP
ajceb-9253	11	85	jordan	jordan	PROPN
ajceb-9253	11	86	,	,	PUNCT
ajceb-9253	11	87	department	department	NOUN
ajceb-9253	11	88	of	of	ADP
ajceb-9253	11	89	civil	civil	ADJ
ajceb-9253	11	90	engineering	engineering	NOUN
ajceb-9253	11	91	,	,	PUNCT
ajceb-9253	11	92	amman	amman	PROPN
ajceb-9253	11	93	,	,	PUNCT
ajceb-9253	11	94	amman	amman	PROPN
ajceb-9253	11	95	,	,	PUNCT
ajceb-9253	11	96	jo	jo	PROPN
ajceb-9253	11	97	,	,	PUNCT
ajceb-9253	11	98	btarawneh@ju.edu.jo	btarawneh@ju.edu.jo	PROPN
ajceb-9253	11	99	4	4	NUM
ajceb-9253	11	100	merrimack	merrimack	PROPN
ajceb-9253	11	101	college	college	NOUN
ajceb-9253	11	102	,	,	PUNCT
ajceb-9253	11	103	civil	civil	ADJ
ajceb-9253	11	104	engineering	engineering	NOUN
ajceb-9253	11	105	department	department	PROPN
ajceb-9253	11	106	,	,	PUNCT
ajceb-9253	11	107	north	north	PROPN
ajceb-9253	11	108	andover	andover	PROPN
ajceb-9253	11	109	,	,	PUNCT
ajceb-9253	11	110	ma	ma	PROPN
ajceb-9253	11	111	,	,	PUNCT
ajceb-9253	11	112	usa	usa	PROPN
ajceb-9253	11	113	,	,	PUNCT
ajceb-9253	11	114	abukhaderw@merrimack.edu	abukhaderw@merrimack.edu	PROPN
ajceb-9253	11	115	5	5	NUM
ajceb-9253	11	116	the	the	DET
ajceb-9253	11	117	university	university	PROPN
ajceb-9253	11	118	of	of	ADP
ajceb-9253	11	119	arizona	arizona	PROPN
ajceb-9253	11	120	,	,	PUNCT
ajceb-9253	11	121	department	department	PROPN
ajceb-9253	11	122	of	of	ADP
ajceb-9253	11	123	systems	systems	PROPN
ajceb-9253	11	124	&	&	CCONJ
ajceb-9253	11	125	industrial	industrial	ADJ
ajceb-9253	11	126	engineering	engineering	PROPN
ajceb-9253	11	127	,	,	PUNCT
ajceb-9253	11	128	tucson	tucson	PROPN
ajceb-9253	11	129	,	,	PUNCT
ajceb-9253	11	130	az	az	PROPN
ajceb-9253	11	131	,	,	PUNCT
ajceb-9253	11	132	usa	usa	PROPN
ajceb-9253	11	133	,	,	PUNCT
ajceb-9253	11	134	leenhaddad@email.arizona.edu	leenhaddad@email.arizona.edu	PROPN
ajceb-9253	11	135	6	6	NUM
ajceb-9253	11	136	the	the	DET
ajceb-9253	11	137	university	university	PROPN
ajceb-9253	11	138	of	of	ADP
ajceb-9253	11	139	jordan	jordan	PROPN
ajceb-9253	11	140	,	,	PUNCT
ajceb-9253	11	141	business	business	NOUN
ajceb-9253	11	142	management	management	PROPN
ajceb-9253	11	143	department	department	PROPN
ajceb-9253	11	144	,	,	PUNCT
ajceb-9253	11	145	amman	amman	PROPN
ajceb-9253	11	146	,	,	PUNCT
ajceb-9253	11	147	amman	amman	PROPN
ajceb-9253	11	148	,	,	PUNCT
ajceb-9253	11	149	jo	jo	PROPN
ajceb-9253	11	150	,	,	PUNCT
ajceb-9253	11	151	r.sweis@ju.edu.jo	r.sweis@ju.edu.jo	ADJ
ajceb-9253	11	152	corresponding	corresponding	ADJ
ajceb-9253	11	153	author	author	NOUN
ajceb-9253	11	154	:	:	PUNCT
ajceb-9253	11	155	waleed	waleed	PROPN
ajceb-9253	11	156	abu	abu	PROPN
ajceb-9253	11	157	-	-	PUNCT
ajceb-9253	11	158	khader	khader	PROPN
ajceb-9253	11	159	,	,	PUNCT
ajceb-9253	11	160	merrimack	merrimack	PROPN
ajceb-9253	11	161	college	college	NOUN
ajceb-9253	11	162	,	,	PUNCT
ajceb-9253	11	163	civil	civil	ADJ
ajceb-9253	11	164	engineering	engineering	NOUN
ajceb-9253	11	165	department	department	PROPN
ajceb-9253	11	166	,	,	PUNCT
ajceb-9253	11	167	north	north	PROPN
ajceb-9253	11	168	andover	andover	PROPN
ajceb-9253	11	169	,	,	PUNCT
ajceb-9253	11	170	ma	ma	PROPN
ajceb-9253	11	171	,	,	PUNCT
ajceb-9253	11	172	usa	usa	PROPN
ajceb-9253	11	173	,	,	PUNCT
ajceb-9253	11	174	abukhaderw@merrimack.edu	abukhaderw@merrimack.edu	PROPN
ajceb-9253	12	1	doi	doi	NOUN
ajceb-9253	12	2	:	:	PUNCT
ajceb-9253	12	3	https://doi.org/10.5130/ajceb.v25i2.9253	https://doi.org/10.5130/ajceb.v25i2.9253	PUNCT
ajceb-9253	12	4	article	article	NOUN
ajceb-9253	12	5	history	history	NOUN
ajceb-9253	12	6	:	:	PUNCT
ajceb-9253	12	7	received	receive	VERB
ajceb-9253	12	8	23/07/2024	23/07/2024	NUM
ajceb-9253	12	9	;	;	PUNCT
ajceb-9253	12	10	revised	revise	VERB
ajceb-9253	12	11	20/01/2025	20/01/2025	NUM
ajceb-9253	12	12	;	;	PUNCT
ajceb-9253	12	13	accepted	accept	VERB
ajceb-9253	12	14	20/04/2025	20/04/2025	NUM
ajceb-9253	12	15	;	;	PUNCT
ajceb-9253	12	16	published	publish	VERB
ajceb-9253	12	17	 	 	SPACE
ajceb-9253	12	18	08/08/2025	08/08/2025	NUM
ajceb-9253	12	19	abstract	abstract	ADJ
ajceb-9253	12	20	maintaining	maintain	VERB
ajceb-9253	12	21	efficiency	efficiency	NOUN
ajceb-9253	12	22	and	and	CCONJ
ajceb-9253	12	23	quality	quality	NOUN
ajceb-9253	12	24	control	control	NOUN
ajceb-9253	12	25	during	during	ADP
ajceb-9253	12	26	the	the	DET
ajceb-9253	12	27	early	early	ADJ
ajceb-9253	12	28	phases	phase	NOUN
ajceb-9253	12	29	of	of	ADP
ajceb-9253	12	30	construction	construction	NOUN
ajceb-9253	12	31	projects	project	NOUN
ajceb-9253	12	32	depends	depend	VERB
ajceb-9253	12	33	on	on	ADP
ajceb-9253	12	34	accurate	accurate	ADJ
ajceb-9253	12	35	duration	duration	NOUN
ajceb-9253	12	36	estimation	estimation	NOUN
ajceb-9253	12	37	.	.	PUNCT
ajceb-9253	13	1	however	however	ADV
ajceb-9253	13	2	,	,	PUNCT
ajceb-9253	13	3	because	because	SCONJ
ajceb-9253	13	4	there	there	PRON
ajceb-9253	13	5	is	be	VERB
ajceb-9253	13	6	not	not	PART
ajceb-9253	13	7	enough	enough	ADJ
ajceb-9253	13	8	data	datum	NOUN
ajceb-9253	13	9	available	available	ADJ
ajceb-9253	13	10	in	in	ADP
ajceb-9253	13	11	the	the	DET
ajceb-9253	13	12	initial	initial	ADJ
ajceb-9253	13	13	stages	stage	NOUN
ajceb-9253	13	14	of	of	ADP
ajceb-9253	13	15	project	project	NOUN
ajceb-9253	13	16	planning	planning	NOUN
ajceb-9253	13	17	,	,	PUNCT
ajceb-9253	13	18	traditional	traditional	ADJ
ajceb-9253	13	19	methodologies	methodology	NOUN
ajceb-9253	13	20	suffer	suffer	VERB
ajceb-9253	13	21	.	.	PUNCT
ajceb-9253	14	1	to	to	PART
ajceb-9253	14	2	address	address	VERB
ajceb-9253	14	3	these	these	DET
ajceb-9253	14	4	challenges	challenge	NOUN
ajceb-9253	14	5	,	,	PUNCT
ajceb-9253	14	6	this	this	DET
ajceb-9253	14	7	study	study	NOUN
ajceb-9253	14	8	presents	present	VERB
ajceb-9253	14	9	an	an	DET
ajceb-9253	14	10	innovative	innovative	ADJ
ajceb-9253	14	11	approach	approach	NOUN
ajceb-9253	14	12	using	use	VERB
ajceb-9253	14	13	artificial	artificial	ADJ
ajceb-9253	14	14	neural	neural	ADJ
ajceb-9253	14	15	networks	network	NOUN
ajceb-9253	14	16	(	(	PUNCT
ajceb-9253	14	17	anns	anns	PROPN
ajceb-9253	14	18	)	)	PUNCT
ajceb-9253	14	19	through	through	ADP
ajceb-9253	14	20	python	python	PROPN
ajceb-9253	14	21	.	.	PUNCT
ajceb-9253	15	1	this	this	DET
ajceb-9253	15	2	method	method	NOUN
ajceb-9253	15	3	offers	offer	VERB
ajceb-9253	15	4	reliable	reliable	ADJ
ajceb-9253	15	5	predictions	prediction	NOUN
ajceb-9253	15	6	for	for	ADP
ajceb-9253	15	7	early	early	ADJ
ajceb-9253	15	8	-	-	PUNCT
ajceb-9253	15	9	stage	stage	NOUN
ajceb-9253	15	10	duration	duration	NOUN
ajceb-9253	15	11	estimation	estimation	NOUN
ajceb-9253	15	12	.	.	PUNCT
ajceb-9253	16	1	ann	ann	PROPN
ajceb-9253	16	2	models	model	NOUN
ajceb-9253	16	3	were	be	AUX
ajceb-9253	16	4	created	create	VERB
ajceb-9253	16	5	and	and	CCONJ
ajceb-9253	16	6	validated	validate	VERB
ajceb-9253	16	7	with	with	ADP
ajceb-9253	16	8	53	53	NUM
ajceb-9253	16	9	design	design	NOUN
ajceb-9253	16	10	parameters	parameter	NOUN
ajceb-9253	16	11	using	use	VERB
ajceb-9253	16	12	data	datum	NOUN
ajceb-9253	16	13	from	from	ADP
ajceb-9253	16	14	100	100	NUM
ajceb-9253	16	15	different	different	ADJ
ajceb-9253	16	16	construction	construction	NOUN
ajceb-9253	16	17	projects	project	NOUN
ajceb-9253	16	18	in	in	ADP
ajceb-9253	16	19	jordan	jordan	PROPN
ajceb-9253	16	20	.	.	PUNCT
ajceb-9253	17	1	furthermore	furthermore	ADV
ajceb-9253	17	2	,	,	PUNCT
ajceb-9253	17	3	168	168	NUM
ajceb-9253	17	4	declaration	declaration	NOUN
ajceb-9253	17	5	of	of	ADP
ajceb-9253	17	6	conflicting	conflicting	ADJ
ajceb-9253	17	7	interest	interest	NOUN
ajceb-9253	17	8	the	the	DET
ajceb-9253	17	9	author(s	author(s	NOUN
ajceb-9253	17	10	)	)	PUNCT
ajceb-9253	17	11	declared	declare	VERB
ajceb-9253	17	12	no	no	DET
ajceb-9253	17	13	potential	potential	ADJ
ajceb-9253	17	14	conflicts	conflict	NOUN
ajceb-9253	17	15	of	of	ADP
ajceb-9253	17	16	interest	interest	NOUN
ajceb-9253	17	17	with	with	ADP
ajceb-9253	17	18	respect	respect	NOUN
ajceb-9253	17	19	to	to	ADP
ajceb-9253	17	20	the	the	DET
ajceb-9253	17	21	research	research	NOUN
ajceb-9253	17	22	,	,	PUNCT
ajceb-9253	17	23	authorship	authorship	NOUN
ajceb-9253	17	24	,	,	PUNCT
ajceb-9253	17	25	and/or	and/or	CCONJ
ajceb-9253	17	26	publication	publication	NOUN
ajceb-9253	17	27	of	of	ADP
ajceb-9253	17	28	this	this	DET
ajceb-9253	17	29	article	article	NOUN
ajceb-9253	17	30	.	.	PUNCT
ajceb-9253	18	1	funding	fund	VERB
ajceb-9253	18	2	the	the	DET
ajceb-9253	18	3	author(s	author(s	NOUN
ajceb-9253	18	4	)	)	PUNCT
ajceb-9253	18	5	received	receive	VERB
ajceb-9253	18	6	no	no	DET
ajceb-9253	18	7	financial	financial	ADJ
ajceb-9253	18	8	support	support	NOUN
ajceb-9253	18	9	for	for	ADP
ajceb-9253	18	10	the	the	DET
ajceb-9253	18	11	research	research	NOUN
ajceb-9253	18	12	,	,	PUNCT
ajceb-9253	18	13	authorship	authorship	NOUN
ajceb-9253	18	14	,	,	PUNCT
ajceb-9253	18	15	and/or	and/or	CCONJ
ajceb-9253	18	16	publication	publication	NOUN
ajceb-9253	18	17	of	of	ADP
ajceb-9253	18	18	this	this	DET
ajceb-9253	18	19	article	article	NOUN
ajceb-9253	18	20	.	.	PUNCT
ajceb-9253	19	1	https://doi.org/10.5130/ajceb.v25i2.9253	https://doi.org/10.5130/ajceb.v25i2.9253	PROPN
ajceb-9253	19	2	https://doi.org/10.5130/ajceb.v25i2.9253	https://doi.org/10.5130/ajceb.v25i2.9253	NUM
ajceb-9253	19	3	https://doi.org/10.5130/ajceb.v25i2.9253	https://doi.org/10.5130/ajceb.v25i2.9253	X
ajceb-9253	19	4	https://epress.lib.uts.edu.au/journals/index.php/ajceb	https://epress.lib.uts.edu.au/journals/index.php/ajceb	VERB
ajceb-9253	19	5	https://epress.lib.uts.edu.au/journals/index.php/ajceb	https://epress.lib.uts.edu.au/journals/index.php/ajceb	NOUN
ajceb-9253	19	6	https://epress.lib.uts.edu.au/journals/index.php/ajceb	https://epress.lib.uts.edu.au/journals/index.php/ajceb	X
ajceb-9253	19	7	mailto:attarheba97@gmail.com	mailto:attarheba97@gmail.com	X
ajceb-9253	19	8	mailto:gsweis@ju.edu.jo	mailto:gsweis@ju.edu.jo	PROPN
ajceb-9253	19	9	mailto:btarawneh@ju.edu.jo	mailto:btarawneh@ju.edu.jo	ADJ
ajceb-9253	19	10	mailto:abukhaderw@merrimack.edu	mailto:abukhaderw@merrimack.edu	PROPN
ajceb-9253	19	11	mailto:leenhaddad@email.arizona.edu	mailto:leenhaddad@email.arizona.edu	PRON
ajceb-9253	19	12	mailto:r.sweis@ju.edu.jo	mailto:r.sweis@ju.edu.jo	ADJ
ajceb-9253	19	13	mailto:abukhaderw@merrimack.edu	mailto:abukhaderw@merrimack.edu	PROPN
ajceb-9253	19	14	https://doi.org/10.5130/ajceb.v25i2.9253	https://doi.org/10.5130/ajceb.v25i2.9253	PUNCT
ajceb-9253	19	15	the	the	DET
ajceb-9253	19	16	study	study	NOUN
ajceb-9253	19	17	refined	refine	VERB
ajceb-9253	19	18	the	the	DET
ajceb-9253	19	19	models	model	NOUN
ajceb-9253	19	20	to	to	ADP
ajceb-9253	19	21	43	43	NUM
ajceb-9253	19	22	parameters	parameter	NOUN
ajceb-9253	19	23	using	use	VERB
ajceb-9253	19	24	a	a	DET
ajceb-9253	19	25	questionnaire	questionnaire	NOUN
ajceb-9253	19	26	-	-	PUNCT
ajceb-9253	19	27	driven	drive	VERB
ajceb-9253	19	28	approach	approach	NOUN
ajceb-9253	19	29	.	.	PUNCT
ajceb-9253	20	1	the	the	DET
ajceb-9253	20	2	average	average	ADJ
ajceb-9253	20	3	duration	duration	NOUN
ajceb-9253	20	4	estimation	estimation	NOUN
ajceb-9253	20	5	accuracy	accuracy	NOUN
ajceb-9253	20	6	of	of	ADP
ajceb-9253	20	7	the	the	DET
ajceb-9253	20	8	ann	ann	PROPN
ajceb-9253	20	9	models	model	NOUN
ajceb-9253	20	10	was	be	AUX
ajceb-9253	20	11	90	90	NUM
ajceb-9253	20	12	%	%	NOUN
ajceb-9253	20	13	during	during	ADP
ajceb-9253	20	14	the	the	DET
ajceb-9253	20	15	initial	initial	ADJ
ajceb-9253	20	16	stage	stage	NOUN
ajceb-9253	20	17	and	and	CCONJ
ajceb-9253	20	18	95	95	NUM
ajceb-9253	20	19	%	%	NOUN
ajceb-9253	20	20	during	during	ADP
ajceb-9253	20	21	the	the	DET
ajceb-9253	20	22	planning	planning	NOUN
ajceb-9253	20	23	stage	stage	NOUN
ajceb-9253	20	24	,	,	PUNCT
ajceb-9253	20	25	demonstrating	demonstrate	VERB
ajceb-9253	20	26	their	their	PRON
ajceb-9253	20	27	great	great	ADJ
ajceb-9253	20	28	accuracy	accuracy	NOUN
ajceb-9253	20	29	.	.	PUNCT
ajceb-9253	21	1	its	its	PRON
ajceb-9253	21	2	uniqueness	uniqueness	NOUN
ajceb-9253	21	3	comes	come	VERB
ajceb-9253	21	4	in	in	ADP
ajceb-9253	21	5	its	its	PRON
ajceb-9253	21	6	application	application	NOUN
ajceb-9253	21	7	of	of	ADP
ajceb-9253	21	8	ann	ann	PROPN
ajceb-9253	21	9	to	to	ADP
ajceb-9253	21	10	early	early	ADJ
ajceb-9253	21	11	-	-	PUNCT
ajceb-9253	21	12	stage	stage	NOUN
ajceb-9253	21	13	building	building	NOUN
ajceb-9253	21	14	,	,	PUNCT
ajceb-9253	21	15	an	an	DET
ajceb-9253	21	16	area	area	NOUN
ajceb-9253	21	17	that	that	PRON
ajceb-9253	21	18	has	have	AUX
ajceb-9253	21	19	not	not	PART
ajceb-9253	21	20	been	be	AUX
ajceb-9253	21	21	extensively	extensively	ADV
ajceb-9253	21	22	studied	study	VERB
ajceb-9253	21	23	in	in	ADP
ajceb-9253	21	24	the	the	DET
ajceb-9253	21	25	literature	literature	NOUN
ajceb-9253	21	26	to	to	ADP
ajceb-9253	21	27	date	date	NOUN
ajceb-9253	21	28	,	,	PUNCT
ajceb-9253	21	29	and	and	CCONJ
ajceb-9253	21	30	in	in	ADP
ajceb-9253	21	31	its	its	PRON
ajceb-9253	21	32	demonstration	demonstration	NOUN
ajceb-9253	21	33	that	that	PRON
ajceb-9253	21	34	reliable	reliable	ADJ
ajceb-9253	21	35	predictions	prediction	NOUN
ajceb-9253	21	36	may	may	AUX
ajceb-9253	21	37	be	be	AUX
ajceb-9253	21	38	generated	generate	VERB
ajceb-9253	21	39	in	in	ADP
ajceb-9253	21	40	the	the	DET
ajceb-9253	21	41	absence	absence	NOUN
ajceb-9253	21	42	of	of	ADP
ajceb-9253	21	43	abundant	abundant	ADJ
ajceb-9253	21	44	data	datum	NOUN
ajceb-9253	21	45	.	.	PUNCT
ajceb-9253	22	1	this	this	DET
ajceb-9253	22	2	study	study	NOUN
ajceb-9253	22	3	demonstrates	demonstrate	VERB
ajceb-9253	22	4	ann	ann	PROPN
ajceb-9253	22	5	’s	’s	PART
ajceb-9253	22	6	effectiveness	effectiveness	NOUN
ajceb-9253	22	7	in	in	ADP
ajceb-9253	22	8	enhancing	enhance	VERB
ajceb-9253	22	9	early	early	ADJ
ajceb-9253	22	10	-	-	PUNCT
ajceb-9253	22	11	stage	stage	NOUN
ajceb-9253	22	12	construction	construction	NOUN
ajceb-9253	22	13	planning	planning	NOUN
ajceb-9253	22	14	by	by	ADP
ajceb-9253	22	15	providing	provide	VERB
ajceb-9253	22	16	stakeholders	stakeholder	NOUN
ajceb-9253	22	17	with	with	ADP
ajceb-9253	22	18	a	a	DET
ajceb-9253	22	19	more	more	ADV
ajceb-9253	22	20	accurate	accurate	ADJ
ajceb-9253	22	21	duration	duration	NOUN
ajceb-9253	22	22	estimation	estimation	NOUN
ajceb-9253	22	23	tool	tool	NOUN
ajceb-9253	22	24	than	than	ADP
ajceb-9253	22	25	traditional	traditional	ADJ
ajceb-9253	22	26	methods	method	NOUN
ajceb-9253	22	27	.	.	PUNCT
ajceb-9253	23	1	the	the	DET
ajceb-9253	23	2	findings	finding	NOUN
ajceb-9253	23	3	contribute	contribute	VERB
ajceb-9253	23	4	significantly	significantly	ADV
ajceb-9253	23	5	to	to	ADP
ajceb-9253	23	6	improving	improve	VERB
ajceb-9253	23	7	decision	decision	NOUN
ajceb-9253	23	8	-	-	PUNCT
ajceb-9253	23	9	making	making	NOUN
ajceb-9253	23	10	and	and	CCONJ
ajceb-9253	23	11	project	project	NOUN
ajceb-9253	23	12	planning	planning	NOUN
ajceb-9253	23	13	in	in	ADP
ajceb-9253	23	14	the	the	DET
ajceb-9253	23	15	early	early	ADJ
ajceb-9253	23	16	phases	phase	NOUN
ajceb-9253	23	17	.	.	PUNCT
ajceb-9253	24	1	keywords	keyword	VERB
ajceb-9253	24	2	duration	duration	NOUN
ajceb-9253	24	3	;	;	PUNCT
ajceb-9253	24	4	artificial	artificial	ADJ
ajceb-9253	24	5	neural	neural	ADJ
ajceb-9253	24	6	networks	network	NOUN
ajceb-9253	24	7	;	;	PUNCT
ajceb-9253	24	8	design	design	NOUN
ajceb-9253	24	9	;	;	PUNCT
ajceb-9253	24	10	planning	planning	NOUN
ajceb-9253	24	11	;	;	PUNCT
ajceb-9253	24	12	jordan	jordan	PROPN
ajceb-9253	24	13	introduction	introduction	PROPN
ajceb-9253	24	14	time	time	NOUN
ajceb-9253	24	15	,	,	PUNCT
ajceb-9253	24	16	cost	cost	NOUN
ajceb-9253	24	17	,	,	PUNCT
ajceb-9253	24	18	and	and	CCONJ
ajceb-9253	24	19	quality	quality	NOUN
ajceb-9253	24	20	are	be	AUX
ajceb-9253	24	21	critical	critical	ADJ
ajceb-9253	24	22	factors	factor	NOUN
ajceb-9253	24	23	in	in	ADP
ajceb-9253	24	24	determining	determine	VERB
ajceb-9253	24	25	construction	construction	NOUN
ajceb-9253	24	26	project	project	NOUN
ajceb-9253	24	27	success	success	NOUN
ajceb-9253	24	28	.	.	PUNCT
ajceb-9253	25	1	duration	duration	NOUN
ajceb-9253	25	2	estimation	estimation	NOUN
ajceb-9253	25	3	remains	remain	VERB
ajceb-9253	25	4	challenging	challenge	VERB
ajceb-9253	25	5	for	for	ADP
ajceb-9253	25	6	contractors	contractor	NOUN
ajceb-9253	25	7	and	and	CCONJ
ajceb-9253	25	8	researchers	researcher	NOUN
ajceb-9253	25	9	,	,	PUNCT
ajceb-9253	25	10	with	with	ADP
ajceb-9253	25	11	project	project	NOUN
ajceb-9253	25	12	cost	cost	NOUN
ajceb-9253	25	13	often	often	ADV
ajceb-9253	25	14	correlating	correlate	VERB
ajceb-9253	25	15	positively	positively	ADV
ajceb-9253	25	16	with	with	ADP
ajceb-9253	25	17	duration	duration	NOUN
ajceb-9253	25	18	(	(	PUNCT
ajceb-9253	25	19	velumani	velumani	NOUN
ajceb-9253	25	20	,	,	PUNCT
ajceb-9253	25	21	et	et	PROPN
ajceb-9253	25	22	al	al	PROPN
ajceb-9253	25	23	.	.	PROPN
ajceb-9253	25	24	,	,	PUNCT
ajceb-9253	25	25	2021	2021	NUM
ajceb-9253	25	26	)	)	PUNCT
ajceb-9253	25	27	.	.	PUNCT
ajceb-9253	26	1	accurately	accurately	ADV
ajceb-9253	26	2	estimating	estimate	VERB
ajceb-9253	26	3	duration	duration	NOUN
ajceb-9253	26	4	and	and	CCONJ
ajceb-9253	26	5	cost	cost	NOUN
ajceb-9253	26	6	during	during	ADP
ajceb-9253	26	7	the	the	DET
ajceb-9253	26	8	planning	planning	NOUN
ajceb-9253	26	9	stages	stage	NOUN
ajceb-9253	26	10	remains	remain	VERB
ajceb-9253	26	11	a	a	DET
ajceb-9253	26	12	challenge	challenge	NOUN
ajceb-9253	26	13	.	.	PUNCT
ajceb-9253	27	1	traditional	traditional	ADJ
ajceb-9253	27	2	techniques	technique	NOUN
ajceb-9253	27	3	,	,	PUNCT
ajceb-9253	27	4	such	such	ADJ
ajceb-9253	27	5	as	as	ADP
ajceb-9253	27	6	the	the	DET
ajceb-9253	27	7	critical	critical	ADJ
ajceb-9253	27	8	path	path	NOUN
ajceb-9253	27	9	method	method	NOUN
ajceb-9253	27	10	,	,	PUNCT
ajceb-9253	27	11	often	often	ADV
ajceb-9253	27	12	fail	fail	VERB
ajceb-9253	27	13	to	to	PART
ajceb-9253	27	14	manage	manage	VERB
ajceb-9253	27	15	the	the	DET
ajceb-9253	27	16	complexity	complexity	NOUN
ajceb-9253	27	17	of	of	ADP
ajceb-9253	27	18	modern	modern	ADJ
ajceb-9253	27	19	projects	project	NOUN
ajceb-9253	27	20	,	,	PUNCT
ajceb-9253	27	21	leading	lead	VERB
ajceb-9253	27	22	to	to	ADP
ajceb-9253	27	23	frequent	frequent	ADJ
ajceb-9253	27	24	underestimations	underestimation	NOUN
ajceb-9253	27	25	.	.	PUNCT
ajceb-9253	28	1	the	the	DET
ajceb-9253	28	2	current	current	ADJ
ajceb-9253	28	3	techniques	technique	NOUN
ajceb-9253	28	4	of	of	ADP
ajceb-9253	28	5	estimating	estimate	VERB
ajceb-9253	28	6	durations	duration	NOUN
ajceb-9253	28	7	represent	represent	VERB
ajceb-9253	28	8	a	a	DET
ajceb-9253	28	9	risk	risk	NOUN
ajceb-9253	28	10	to	to	ADP
ajceb-9253	28	11	the	the	DET
ajceb-9253	28	12	contractor	contractor	NOUN
ajceb-9253	28	13	,	,	PUNCT
ajceb-9253	28	14	as	as	SCONJ
ajceb-9253	28	15	there	there	PRON
ajceb-9253	28	16	is	be	VERB
ajceb-9253	28	17	a	a	DET
ajceb-9253	28	18	high	high	ADJ
ajceb-9253	28	19	possibility	possibility	NOUN
ajceb-9253	28	20	that	that	SCONJ
ajceb-9253	28	21	the	the	DET
ajceb-9253	28	22	owner	owner	NOUN
ajceb-9253	28	23	’s	’s	PART
ajceb-9253	28	24	estimate	estimate	NOUN
ajceb-9253	28	25	of	of	ADP
ajceb-9253	28	26	the	the	DET
ajceb-9253	28	27	project	project	NOUN
ajceb-9253	28	28	’s	’s	PART
ajceb-9253	28	29	duration	duration	NOUN
ajceb-9253	28	30	will	will	AUX
ajceb-9253	28	31	be	be	AUX
ajceb-9253	28	32	inaccurate	inaccurate	ADJ
ajceb-9253	28	33	,	,	PUNCT
ajceb-9253	28	34	making	make	VERB
ajceb-9253	28	35	the	the	DET
ajceb-9253	28	36	contractor	contractor	NOUN
ajceb-9253	28	37	susceptible	susceptible	ADJ
ajceb-9253	28	38	to	to	ADP
ajceb-9253	28	39	liquidated	liquidate	VERB
ajceb-9253	28	40	damages	damage	NOUN
ajceb-9253	28	41	.	.	PUNCT
ajceb-9253	29	1	unexpected	unexpected	ADJ
ajceb-9253	29	2	delays	delay	NOUN
ajceb-9253	29	3	may	may	AUX
ajceb-9253	29	4	lead	lead	VERB
ajceb-9253	29	5	to	to	ADP
ajceb-9253	29	6	litigation	litigation	NOUN
ajceb-9253	29	7	and	and	CCONJ
ajceb-9253	29	8	reduced	reduce	VERB
ajceb-9253	29	9	construction	construction	NOUN
ajceb-9253	29	10	quality	quality	NOUN
ajceb-9253	29	11	.	.	PUNCT
ajceb-9253	30	1	conversely	conversely	ADV
ajceb-9253	30	2	,	,	PUNCT
ajceb-9253	30	3	overestimating	overestimate	VERB
ajceb-9253	30	4	durations	duration	NOUN
ajceb-9253	30	5	can	can	AUX
ajceb-9253	30	6	cause	cause	VERB
ajceb-9253	30	7	financial	financial	ADJ
ajceb-9253	30	8	losses	loss	NOUN
ajceb-9253	30	9	for	for	ADP
ajceb-9253	30	10	clients	client	NOUN
ajceb-9253	30	11	(	(	PUNCT
ajceb-9253	30	12	galli	galli	NOUN
ajceb-9253	30	13	,	,	PUNCT
ajceb-9253	30	14	2020	2020	NUM
ajceb-9253	30	15	)	)	PUNCT
ajceb-9253	30	16	.	.	PUNCT
ajceb-9253	31	1	despite	despite	SCONJ
ajceb-9253	31	2	these	these	DET
ajceb-9253	31	3	challenges	challenge	NOUN
ajceb-9253	31	4	,	,	PUNCT
ajceb-9253	31	5	research	research	NOUN
ajceb-9253	31	6	on	on	ADP
ajceb-9253	31	7	advanced	advanced	ADJ
ajceb-9253	31	8	data	data	NOUN
ajceb-9253	31	9	-	-	PUNCT
ajceb-9253	31	10	driven	drive	VERB
ajceb-9253	31	11	methods	method	NOUN
ajceb-9253	31	12	like	like	ADP
ajceb-9253	31	13	artificial	artificial	ADJ
ajceb-9253	31	14	neural	neural	ADJ
ajceb-9253	31	15	network	network	NOUN
ajceb-9253	31	16	(	(	PUNCT
ajceb-9253	31	17	ann	ann	PROPN
ajceb-9253	31	18	)	)	PUNCT
ajceb-9253	31	19	for	for	ADP
ajceb-9253	31	20	early	early	ADJ
ajceb-9253	31	21	-	-	PUNCT
ajceb-9253	31	22	stage	stage	NOUN
ajceb-9253	31	23	duration	duration	NOUN
ajceb-9253	31	24	predictions	prediction	NOUN
ajceb-9253	31	25	is	be	AUX
ajceb-9253	31	26	limited	limited	ADJ
ajceb-9253	31	27	.	.	PUNCT
ajceb-9253	32	1	this	this	DET
ajceb-9253	32	2	study	study	NOUN
ajceb-9253	32	3	addresses	address	VERB
ajceb-9253	32	4	this	this	DET
ajceb-9253	32	5	gap	gap	NOUN
ajceb-9253	32	6	by	by	ADP
ajceb-9253	32	7	demonstrating	demonstrate	VERB
ajceb-9253	32	8	ann	ann	PROPN
ajceb-9253	32	9	’s	’s	PART
ajceb-9253	32	10	potential	potential	NOUN
ajceb-9253	32	11	for	for	ADP
ajceb-9253	32	12	providing	provide	VERB
ajceb-9253	32	13	reliable	reliable	ADJ
ajceb-9253	32	14	estimates	estimate	NOUN
ajceb-9253	32	15	with	with	ADP
ajceb-9253	32	16	minimal	minimal	ADJ
ajceb-9253	32	17	data	datum	NOUN
ajceb-9253	32	18	.	.	PUNCT
ajceb-9253	33	1	by	by	ADP
ajceb-9253	33	2	addressing	address	VERB
ajceb-9253	33	3	risks	risk	NOUN
ajceb-9253	33	4	of	of	ADP
ajceb-9253	33	5	underestimation	underestimation	NOUN
ajceb-9253	33	6	and	and	CCONJ
ajceb-9253	33	7	overestimation	overestimation	NOUN
ajceb-9253	33	8	,	,	PUNCT
ajceb-9253	33	9	ann	ann	PROPN
ajceb-9253	33	10	provides	provide	VERB
ajceb-9253	33	11	stakeholders	stakeholder	NOUN
ajceb-9253	33	12	with	with	ADP
ajceb-9253	33	13	more	more	ADV
ajceb-9253	33	14	reliable	reliable	ADJ
ajceb-9253	33	15	predictions	prediction	NOUN
ajceb-9253	33	16	.	.	PUNCT
ajceb-9253	34	1	sanni	sanni	PROPN
ajceb-9253	34	2	-	-	PUNCT
ajceb-9253	34	3	anibire	anibire	NOUN
ajceb-9253	34	4	,	,	PUNCT
ajceb-9253	34	5	et	et	PROPN
ajceb-9253	34	6	al	al	PROPN
ajceb-9253	34	7	.	.	PROPN
ajceb-9253	34	8	(	(	PUNCT
ajceb-9253	34	9	2021	2021	NUM
ajceb-9253	34	10	)	)	PUNCT
ajceb-9253	34	11	claimed	claim	VERB
ajceb-9253	34	12	that	that	SCONJ
ajceb-9253	34	13	the	the	DET
ajceb-9253	34	14	complexity	complexity	NOUN
ajceb-9253	34	15	of	of	ADP
ajceb-9253	34	16	structures	structure	NOUN
ajceb-9253	34	17	is	be	AUX
ajceb-9253	34	18	increasing	increase	VERB
ajceb-9253	34	19	in	in	ADP
ajceb-9253	34	20	the	the	DET
ajceb-9253	34	21	21st	21st	ADJ
ajceb-9253	34	22	century	century	NOUN
ajceb-9253	34	23	.	.	PUNCT
ajceb-9253	35	1	according	accord	VERB
ajceb-9253	35	2	to	to	ADP
ajceb-9253	35	3	experts	expert	NOUN
ajceb-9253	35	4	,	,	PUNCT
ajceb-9253	35	5	one	one	NUM
ajceb-9253	35	6	of	of	ADP
ajceb-9253	35	7	the	the	DET
ajceb-9253	35	8	most	most	ADV
ajceb-9253	35	9	pervasive	pervasive	ADJ
ajceb-9253	35	10	issues	issue	NOUN
ajceb-9253	35	11	in	in	ADP
ajceb-9253	35	12	the	the	DET
ajceb-9253	35	13	construction	construction	NOUN
ajceb-9253	35	14	sector	sector	NOUN
ajceb-9253	35	15	is	be	AUX
ajceb-9253	35	16	the	the	DET
ajceb-9253	35	17	significant	significant	ADJ
ajceb-9253	35	18	variance	variance	NOUN
ajceb-9253	35	19	between	between	ADP
ajceb-9253	35	20	the	the	DET
ajceb-9253	35	21	estimated	estimate	VERB
ajceb-9253	35	22	and	and	CCONJ
ajceb-9253	35	23	actual	actual	ADJ
ajceb-9253	35	24	duration	duration	NOUN
ajceb-9253	35	25	of	of	ADP
ajceb-9253	35	26	construction	construction	NOUN
ajceb-9253	35	27	projects	project	NOUN
ajceb-9253	35	28	(	(	PUNCT
ajceb-9253	35	29	sanni	sanni	NOUN
ajceb-9253	35	30	-	-	PUNCT
ajceb-9253	35	31	anibire	anibire	NOUN
ajceb-9253	35	32	,	,	PUNCT
ajceb-9253	35	33	et	et	PROPN
ajceb-9253	35	34	al	al	PROPN
ajceb-9253	35	35	.	.	PROPN
ajceb-9253	35	36	,	,	PUNCT
ajceb-9253	35	37	2020	2020	NUM
ajceb-9253	35	38	)	)	PUNCT
ajceb-9253	35	39	.	.	PUNCT
ajceb-9253	36	1	according	accord	VERB
ajceb-9253	36	2	to	to	ADP
ajceb-9253	36	3	mensah	mensah	PROPN
ajceb-9253	36	4	,	,	PUNCT
ajceb-9253	36	5	et	et	PROPN
ajceb-9253	36	6	al	al	PROPN
ajceb-9253	36	7	.	.	PUNCT
ajceb-9253	37	1	(	(	PUNCT
ajceb-9253	37	2	2016	2016	NUM
ajceb-9253	37	3	)	)	PUNCT
ajceb-9253	37	4	,	,	PUNCT
ajceb-9253	37	5	a	a	DET
ajceb-9253	37	6	reliable	reliable	ADJ
ajceb-9253	37	7	schedule	schedule	NOUN
ajceb-9253	37	8	executed	execute	VERB
ajceb-9253	37	9	from	from	ADP
ajceb-9253	37	10	the	the	DET
ajceb-9253	37	11	initial	initial	ADJ
ajceb-9253	37	12	stages	stage	NOUN
ajceb-9253	37	13	reduces	reduce	VERB
ajceb-9253	37	14	project	project	NOUN
ajceb-9253	37	15	delays	delay	NOUN
ajceb-9253	37	16	and	and	CCONJ
ajceb-9253	37	17	,	,	PUNCT
ajceb-9253	37	18	consequently	consequently	ADV
ajceb-9253	37	19	,	,	PUNCT
ajceb-9253	37	20	cost	cost	NOUN
ajceb-9253	37	21	overruns	overrun	NOUN
ajceb-9253	37	22	.	.	PUNCT
ajceb-9253	38	1	the	the	DET
ajceb-9253	38	2	duration	duration	NOUN
ajceb-9253	38	3	of	of	ADP
ajceb-9253	38	4	construction	construction	NOUN
ajceb-9253	38	5	projects	project	NOUN
ajceb-9253	38	6	is	be	AUX
ajceb-9253	38	7	regarded	regard	VERB
ajceb-9253	38	8	as	as	ADP
ajceb-9253	38	9	one	one	NUM
ajceb-9253	38	10	of	of	ADP
ajceb-9253	38	11	the	the	DET
ajceb-9253	38	12	most	most	ADV
ajceb-9253	38	13	crucial	crucial	ADJ
ajceb-9253	38	14	factors	factor	NOUN
ajceb-9253	38	15	for	for	ADP
ajceb-9253	38	16	the	the	DET
ajceb-9253	38	17	success	success	NOUN
ajceb-9253	38	18	of	of	ADP
ajceb-9253	38	19	a	a	DET
ajceb-9253	38	20	project	project	NOUN
ajceb-9253	38	21	.	.	PUNCT
ajceb-9253	39	1	late	late	ADJ
ajceb-9253	39	2	completion	completion	NOUN
ajceb-9253	39	3	raises	raise	VERB
ajceb-9253	39	4	costs	cost	NOUN
ajceb-9253	39	5	and	and	CCONJ
ajceb-9253	39	6	results	result	NOUN
ajceb-9253	39	7	in	in	ADP
ajceb-9253	39	8	lost	lose	VERB
ajceb-9253	39	9	potential	potential	ADJ
ajceb-9253	39	10	revenue	revenue	NOUN
ajceb-9253	39	11	for	for	ADP
ajceb-9253	39	12	clients	client	NOUN
ajceb-9253	39	13	.	.	PUNCT
ajceb-9253	40	1	this	this	DET
ajceb-9253	40	2	research	research	NOUN
ajceb-9253	40	3	addresses	address	VERB
ajceb-9253	40	4	these	these	DET
ajceb-9253	40	5	challenges	challenge	NOUN
ajceb-9253	40	6	by	by	ADP
ajceb-9253	40	7	developing	develop	VERB
ajceb-9253	40	8	and	and	CCONJ
ajceb-9253	40	9	validating	validate	VERB
ajceb-9253	40	10	ann	ann	PROPN
ajceb-9253	40	11	models	model	NOUN
ajceb-9253	40	12	to	to	PART
ajceb-9253	40	13	estimate	estimate	VERB
ajceb-9253	40	14	project	project	NOUN
ajceb-9253	40	15	duration	duration	NOUN
ajceb-9253	40	16	using	use	VERB
ajceb-9253	40	17	actual	actual	ADJ
ajceb-9253	40	18	data	datum	NOUN
ajceb-9253	40	19	from	from	ADP
ajceb-9253	40	20	various	various	ADJ
ajceb-9253	40	21	construction	construction	NOUN
ajceb-9253	40	22	projects	project	NOUN
ajceb-9253	40	23	.	.	PUNCT
ajceb-9253	41	1	recent	recent	ADJ
ajceb-9253	41	2	research	research	NOUN
ajceb-9253	41	3	has	have	AUX
ajceb-9253	41	4	demonstrated	demonstrate	VERB
ajceb-9253	41	5	that	that	SCONJ
ajceb-9253	41	6	anns	ann	NOUN
ajceb-9253	41	7	often	often	ADV
ajceb-9253	41	8	surpass	surpass	VERB
ajceb-9253	41	9	traditional	traditional	ADJ
ajceb-9253	41	10	regression	regression	NOUN
ajceb-9253	41	11	models	model	NOUN
ajceb-9253	41	12	in	in	ADP
ajceb-9253	41	13	predicting	predict	VERB
ajceb-9253	41	14	project	project	NOUN
ajceb-9253	41	15	durations	duration	NOUN
ajceb-9253	41	16	in	in	ADP
ajceb-9253	41	17	construction	construction	NOUN
ajceb-9253	41	18	(	(	PUNCT
ajceb-9253	41	19	balali	balali	PROPN
ajceb-9253	41	20	,	,	PUNCT
ajceb-9253	41	21	et	et	PROPN
ajceb-9253	41	22	al	al	PROPN
ajceb-9253	41	23	.	.	PROPN
ajceb-9253	41	24	,	,	PUNCT
ajceb-9253	41	25	2020	2020	NUM
ajceb-9253	41	26	;	;	PUNCT
ajceb-9253	41	27	titirla	titirla	NOUN
ajceb-9253	41	28	and	and	CCONJ
ajceb-9253	41	29	aretoulis	aretouli	NOUN
ajceb-9253	41	30	,	,	PUNCT
ajceb-9253	41	31	2020	2020	NUM
ajceb-9253	41	32	;	;	PUNCT
ajceb-9253	41	33	fan	fan	PROPN
ajceb-9253	41	34	,	,	PUNCT
ajceb-9253	41	35	et	et	PROPN
ajceb-9253	41	36	al	al	PROPN
ajceb-9253	41	37	.	.	PROPN
ajceb-9253	41	38	,	,	PUNCT
ajceb-9253	41	39	2021	2021	NUM
ajceb-9253	41	40	;	;	PUNCT
ajceb-9253	41	41	ujong	ujong	NOUN
ajceb-9253	41	42	,	,	PUNCT
ajceb-9253	41	43	et	et	PROPN
ajceb-9253	41	44	al	al	PROPN
ajceb-9253	41	45	.	.	PROPN
ajceb-9253	41	46	,	,	PUNCT
ajceb-9253	41	47	2022	2022	NUM
ajceb-9253	41	48	;	;	PUNCT
ajceb-9253	41	49	altalhoni	altalhoni	NOUN
ajceb-9253	41	50	,	,	PUNCT
ajceb-9253	41	51	et	et	PROPN
ajceb-9253	41	52	al	al	PROPN
ajceb-9253	41	53	.	.	PROPN
ajceb-9253	41	54	,	,	PUNCT
ajceb-9253	41	55	2025	2025	NUM
ajceb-9253	41	56	)	)	PUNCT
ajceb-9253	41	57	.	.	PUNCT
ajceb-9253	42	1	anns	anns	PROPN
ajceb-9253	42	2	are	be	AUX
ajceb-9253	42	3	preferred	prefer	VERB
ajceb-9253	42	4	for	for	ADP
ajceb-9253	42	5	their	their	PRON
ajceb-9253	42	6	capability	capability	NOUN
ajceb-9253	42	7	to	to	PART
ajceb-9253	42	8	handle	handle	VERB
ajceb-9253	42	9	complex	complex	ADJ
ajceb-9253	42	10	,	,	PUNCT
ajceb-9253	42	11	non	non	ADJ
ajceb-9253	42	12	-	-	ADJ
ajceb-9253	42	13	linear	linear	ADJ
ajceb-9253	42	14	relationships	relationship	NOUN
ajceb-9253	42	15	and	and	CCONJ
ajceb-9253	42	16	provide	provide	VERB
ajceb-9253	42	17	quick	quick	ADJ
ajceb-9253	42	18	,	,	PUNCT
ajceb-9253	42	19	precise	precise	ADJ
ajceb-9253	42	20	predictions	prediction	NOUN
ajceb-9253	42	21	(	(	PUNCT
ajceb-9253	42	22	helvaci	helvaci	NOUN
ajceb-9253	42	23	,	,	PUNCT
ajceb-9253	42	24	2008	2008	NUM
ajceb-9253	42	25	;	;	PUNCT
ajceb-9253	42	26	weckman	weckman	ADJ
ajceb-9253	42	27	,	,	PUNCT
ajceb-9253	42	28	et	et	PROPN
ajceb-9253	42	29	al	al	PROPN
ajceb-9253	42	30	.	.	PROPN
ajceb-9253	42	31	,	,	PUNCT
ajceb-9253	42	32	2010	2010	NUM
ajceb-9253	42	33	;	;	PUNCT
ajceb-9253	42	34	mensah	mensah	PROPN
ajceb-9253	42	35	,	,	PUNCT
ajceb-9253	42	36	et	et	PROPN
ajceb-9253	42	37	al	al	PROPN
ajceb-9253	42	38	.	.	PROPN
ajceb-9253	42	39	,	,	PUNCT
ajceb-9253	42	40	2016	2016	NUM
ajceb-9253	42	41	;	;	PUNCT
ajceb-9253	42	42	nani	nani	PROPN
ajceb-9253	42	43	,	,	PUNCT
ajceb-9253	42	44	et	et	PROPN
ajceb-9253	42	45	al	al	PROPN
ajceb-9253	42	46	.	.	PROPN
ajceb-9253	42	47	,	,	PUNCT
ajceb-9253	42	48	2017	2017	NUM
ajceb-9253	42	49	;	;	PUNCT
ajceb-9253	42	50	ghritlahre	ghritlahre	NOUN
ajceb-9253	42	51	and	and	CCONJ
ajceb-9253	42	52	prasad	prasad	NOUN
ajceb-9253	42	53	,	,	PUNCT
ajceb-9253	42	54	2018	2018	NUM
ajceb-9253	42	55	)	)	PUNCT
ajceb-9253	42	56	.	.	PUNCT
ajceb-9253	43	1	this	this	DET
ajceb-9253	43	2	study	study	NOUN
ajceb-9253	43	3	aims	aim	VERB
ajceb-9253	43	4	to	to	PART
ajceb-9253	43	5	enhance	enhance	VERB
ajceb-9253	43	6	initial	initial	ADJ
ajceb-9253	43	7	schedule	schedule	NOUN
ajceb-9253	43	8	estimates	estimate	NOUN
ajceb-9253	43	9	in	in	ADP
ajceb-9253	43	10	construction	construction	NOUN
ajceb-9253	43	11	projects	project	NOUN
ajceb-9253	43	12	,	,	PUNCT
ajceb-9253	43	13	particularly	particularly	ADV
ajceb-9253	43	14	in	in	ADP
ajceb-9253	43	15	scenarios	scenario	NOUN
ajceb-9253	43	16	with	with	ADP
ajceb-9253	43	17	incomplete	incomplete	ADJ
ajceb-9253	43	18	information	information	NOUN
ajceb-9253	43	19	,	,	PUNCT
ajceb-9253	43	20	thereby	thereby	ADV
ajceb-9253	43	21	aiding	aid	VERB
ajceb-9253	43	22	stakeholders	stakeholder	NOUN
ajceb-9253	43	23	in	in	ADP
ajceb-9253	43	24	achieving	achieve	VERB
ajceb-9253	43	25	greater	great	ADJ
ajceb-9253	43	26	accuracy	accuracy	NOUN
ajceb-9253	43	27	in	in	ADP
ajceb-9253	43	28	project	project	NOUN
ajceb-9253	43	29	planning	planning	NOUN
ajceb-9253	43	30	and	and	CCONJ
ajceb-9253	43	31	improving	improve	VERB
ajceb-9253	43	32	duration	duration	NOUN
ajceb-9253	43	33	prediction	prediction	NOUN
ajceb-9253	43	34	accuracy	accuracy	NOUN
ajceb-9253	43	35	.	.	PUNCT
ajceb-9253	44	1	the	the	DET
ajceb-9253	44	2	ann	ann	PROPN
ajceb-9253	44	3	technique	technique	NOUN
ajceb-9253	44	4	has	have	AUX
ajceb-9253	44	5	been	be	AUX
ajceb-9253	44	6	preferred	prefer	VERB
ajceb-9253	44	7	over	over	ADP
ajceb-9253	44	8	other	other	ADJ
ajceb-9253	44	9	methods	method	NOUN
ajceb-9253	44	10	of	of	ADP
ajceb-9253	44	11	artificial	artificial	ADJ
ajceb-9253	44	12	intelligence	intelligence	NOUN
ajceb-9253	44	13	(	(	PUNCT
ajceb-9253	44	14	ai	ai	NOUN
ajceb-9253	44	15	)	)	PUNCT
ajceb-9253	44	16	because	because	SCONJ
ajceb-9253	44	17	of	of	ADP
ajceb-9253	44	18	its	its	PRON
ajceb-9253	44	19	ability	ability	NOUN
ajceb-9253	44	20	to	to	PART
ajceb-9253	44	21	manage	manage	VERB
ajceb-9253	44	22	complex	complex	ADJ
ajceb-9253	44	23	and	and	CCONJ
ajceb-9253	44	24	non	non	ADJ
ajceb-9253	44	25	-	-	ADJ
ajceb-9253	44	26	linear	linear	ADJ
ajceb-9253	44	27	functions	function	NOUN
ajceb-9253	44	28	and	and	CCONJ
ajceb-9253	44	29	its	its	PRON
ajceb-9253	44	30	higher	high	ADJ
ajceb-9253	44	31	accuracy	accuracy	NOUN
ajceb-9253	44	32	(	(	PUNCT
ajceb-9253	44	33	weckman	weckman	ADJ
ajceb-9253	44	34	,	,	PUNCT
ajceb-9253	44	35	et	et	PROPN
ajceb-9253	44	36	al	al	PROPN
ajceb-9253	44	37	.	.	PROPN
ajceb-9253	44	38	,	,	PUNCT
ajceb-9253	44	39	2010	2010	NUM
ajceb-9253	44	40	;	;	PUNCT
ajceb-9253	44	41	kulkarni	kulkarni	PROPN
ajceb-9253	44	42	,	,	PUNCT
ajceb-9253	44	43	et	et	PROPN
ajceb-9253	44	44	al	al	PROPN
ajceb-9253	44	45	.	.	PROPN
ajceb-9253	44	46	,	,	PUNCT
ajceb-9253	44	47	2017	2017	NUM
ajceb-9253	44	48	)	)	PUNCT
ajceb-9253	44	49	.	.	PUNCT
ajceb-9253	45	1	al	al	PROPN
ajceb-9253	45	2	-	-	PUNCT
ajceb-9253	45	3	attar	attar	PROPN
ajceb-9253	45	4	et	et	PROPN
ajceb-9253	45	5	al	al	PROPN
ajceb-9253	45	6	.	.	PROPN
ajceb-9253	45	7	construction	construction	NOUN
ajceb-9253	45	8	economics	economic	NOUN
ajceb-9253	45	9	and	and	CCONJ
ajceb-9253	45	10	building	building	NOUN
ajceb-9253	45	11	,	,	PUNCT
ajceb-9253	45	12	vol	vol	NOUN
ajceb-9253	45	13	.	.	PROPN
ajceb-9253	45	14	25	25	NUM
ajceb-9253	45	15	,	,	PUNCT
ajceb-9253	45	16	no	no	INTJ
ajceb-9253	45	17	.	.	NOUN
ajceb-9253	45	18	2	2	NUM
ajceb-9253	45	19	july	july	PROPN
ajceb-9253	45	20	2025169	2025169	NUM
ajceb-9253	45	21	the	the	DET
ajceb-9253	45	22	idea	idea	NOUN
ajceb-9253	45	23	of	of	ADP
ajceb-9253	45	24	developing	develop	VERB
ajceb-9253	45	25	ann	ann	PROPN
ajceb-9253	45	26	models	model	NOUN
ajceb-9253	45	27	for	for	ADP
ajceb-9253	45	28	early	early	ADJ
ajceb-9253	45	29	-	-	PUNCT
ajceb-9253	45	30	stage	stage	NOUN
ajceb-9253	45	31	prediction	prediction	NOUN
ajceb-9253	45	32	is	be	AUX
ajceb-9253	45	33	repeated	repeat	VERB
ajceb-9253	45	34	several	several	ADJ
ajceb-9253	45	35	times	time	NOUN
ajceb-9253	45	36	.	.	PUNCT
ajceb-9253	46	1	it	it	PRON
ajceb-9253	46	2	can	can	AUX
ajceb-9253	46	3	be	be	AUX
ajceb-9253	46	4	stated	state	VERB
ajceb-9253	46	5	once	once	ADV
ajceb-9253	46	6	and	and	CCONJ
ajceb-9253	46	7	referenced	reference	VERB
ajceb-9253	46	8	later	later	ADV
ajceb-9253	46	9	instead	instead	ADV
ajceb-9253	46	10	of	of	ADP
ajceb-9253	46	11	repeating	repeat	VERB
ajceb-9253	46	12	it	it	PRON
ajceb-9253	46	13	in	in	ADP
ajceb-9253	46	14	similar	similar	ADJ
ajceb-9253	46	15	forms	form	NOUN
ajceb-9253	46	16	.	.	PUNCT
ajceb-9253	47	1	furthermore	furthermore	ADV
ajceb-9253	47	2	,	,	PUNCT
ajceb-9253	47	3	it	it	PRON
ajceb-9253	47	4	assists	assist	VERB
ajceb-9253	47	5	stakeholders	stakeholder	NOUN
ajceb-9253	47	6	in	in	ADP
ajceb-9253	47	7	obtaining	obtain	VERB
ajceb-9253	47	8	the	the	DET
ajceb-9253	47	9	highest	high	ADJ
ajceb-9253	47	10	possible	possible	ADJ
ajceb-9253	47	11	accuracy	accuracy	NOUN
ajceb-9253	47	12	of	of	ADP
ajceb-9253	47	13	project	project	NOUN
ajceb-9253	47	14	scheduling	scheduling	NOUN
ajceb-9253	47	15	,	,	PUNCT
ajceb-9253	47	16	especially	especially	ADV
ajceb-9253	47	17	when	when	SCONJ
ajceb-9253	47	18	insufficient	insufficient	ADJ
ajceb-9253	47	19	information	information	NOUN
ajceb-9253	47	20	is	be	AUX
ajceb-9253	47	21	available	available	ADJ
ajceb-9253	47	22	about	about	ADP
ajceb-9253	47	23	the	the	DET
ajceb-9253	47	24	project	project	NOUN
ajceb-9253	47	25	during	during	ADP
ajceb-9253	47	26	these	these	DET
ajceb-9253	47	27	stages	stage	NOUN
ajceb-9253	47	28	.	.	PUNCT
ajceb-9253	48	1	the	the	DET
ajceb-9253	48	2	main	main	ADJ
ajceb-9253	48	3	objectives	objective	NOUN
ajceb-9253	48	4	of	of	ADP
ajceb-9253	48	5	this	this	DET
ajceb-9253	48	6	research	research	NOUN
ajceb-9253	48	7	were	be	AUX
ajceb-9253	48	8	to	to	PART
ajceb-9253	48	9	provide	provide	VERB
ajceb-9253	48	10	a	a	DET
ajceb-9253	48	11	quantifiable	quantifiable	ADJ
ajceb-9253	48	12	tool	tool	NOUN
ajceb-9253	48	13	to	to	PART
ajceb-9253	48	14	identify	identify	VERB
ajceb-9253	48	15	and	and	CCONJ
ajceb-9253	48	16	evaluate	evaluate	VERB
ajceb-9253	48	17	the	the	DET
ajceb-9253	48	18	perceived	perceive	VERB
ajceb-9253	48	19	influence	influence	NOUN
ajceb-9253	48	20	of	of	ADP
ajceb-9253	48	21	the	the	DET
ajceb-9253	48	22	most	most	ADV
ajceb-9253	48	23	important	important	ADJ
ajceb-9253	48	24	factors	factor	NOUN
ajceb-9253	48	25	affecting	affect	VERB
ajceb-9253	48	26	the	the	DET
ajceb-9253	48	27	estimation	estimation	NOUN
ajceb-9253	48	28	of	of	ADP
ajceb-9253	48	29	the	the	DET
ajceb-9253	48	30	project	project	NOUN
ajceb-9253	48	31	schedule	schedule	NOUN
ajceb-9253	48	32	in	in	ADP
ajceb-9253	48	33	the	the	DET
ajceb-9253	48	34	initial	initial	ADJ
ajceb-9253	48	35	stages	stage	NOUN
ajceb-9253	48	36	(	(	PUNCT
ajceb-9253	48	37	planning	planning	NOUN
ajceb-9253	48	38	and	and	CCONJ
ajceb-9253	48	39	the	the	DET
ajceb-9253	48	40	initial	initial	ADJ
ajceb-9253	48	41	design	design	NOUN
ajceb-9253	48	42	stages	stage	NOUN
ajceb-9253	48	43	)	)	PUNCT
ajceb-9253	48	44	,	,	PUNCT
ajceb-9253	48	45	as	as	ADV
ajceb-9253	48	46	well	well	ADV
ajceb-9253	48	47	as	as	ADP
ajceb-9253	48	48	the	the	DET
ajceb-9253	48	49	factors	factor	NOUN
ajceb-9253	48	50	specified	specify	VERB
ajceb-9253	48	51	by	by	ADP
ajceb-9253	48	52	literature	literature	NOUN
ajceb-9253	48	53	and	and	CCONJ
ajceb-9253	48	54	experts	expert	NOUN
ajceb-9253	48	55	’	’	PART
ajceb-9253	48	56	opinion	opinion	NOUN
ajceb-9253	48	57	,	,	PUNCT
ajceb-9253	48	58	and	and	CCONJ
ajceb-9253	48	59	at	at	ADP
ajceb-9253	48	60	the	the	DET
ajceb-9253	48	61	same	same	ADJ
ajceb-9253	48	62	time	time	NOUN
ajceb-9253	48	63	determine	determine	VERB
ajceb-9253	48	64	what	what	DET
ajceb-9253	48	65	factors	factor	NOUN
ajceb-9253	48	66	have	have	VERB
ajceb-9253	48	67	the	the	DET
ajceb-9253	48	68	greatest	great	ADJ
ajceb-9253	48	69	influence	influence	NOUN
ajceb-9253	48	70	on	on	ADP
ajceb-9253	48	71	the	the	DET
ajceb-9253	48	72	accuracy	accuracy	NOUN
ajceb-9253	48	73	of	of	ADP
ajceb-9253	48	74	construction	construction	NOUN
ajceb-9253	48	75	duration	duration	NOUN
ajceb-9253	48	76	estimation	estimation	NOUN
ajceb-9253	48	77	.	.	PUNCT
ajceb-9253	49	1	moreover	moreover	ADV
ajceb-9253	49	2	,	,	PUNCT
ajceb-9253	49	3	the	the	DET
ajceb-9253	49	4	ann	ann	PROPN
ajceb-9253	49	5	models	model	NOUN
ajceb-9253	49	6	with	with	ADP
ajceb-9253	49	7	the	the	DET
ajceb-9253	49	8	most	most	ADV
ajceb-9253	49	9	effective	effective	ADJ
ajceb-9253	49	10	input	input	NOUN
ajceb-9253	49	11	variables	variable	NOUN
ajceb-9253	49	12	were	be	AUX
ajceb-9253	49	13	used	use	VERB
ajceb-9253	49	14	and	and	CCONJ
ajceb-9253	49	15	developed	develop	VERB
ajceb-9253	49	16	to	to	PART
ajceb-9253	49	17	achieve	achieve	VERB
ajceb-9253	49	18	high	high	ADJ
ajceb-9253	49	19	accuracy	accuracy	NOUN
ajceb-9253	49	20	in	in	ADP
ajceb-9253	49	21	early	early	ADJ
ajceb-9253	49	22	-	-	PUNCT
ajceb-9253	49	23	stage	stage	NOUN
ajceb-9253	49	24	duration	duration	NOUN
ajceb-9253	49	25	estimation	estimation	NOUN
ajceb-9253	49	26	.	.	PUNCT
ajceb-9253	50	1	after	after	ADP
ajceb-9253	50	2	that	that	PRON
ajceb-9253	50	3	,	,	PUNCT
ajceb-9253	50	4	an	an	DET
ajceb-9253	50	5	ann	ann	NOUN
ajceb-9253	50	6	analysis	analysis	NOUN
ajceb-9253	50	7	of	of	ADP
ajceb-9253	50	8	the	the	DET
ajceb-9253	50	9	predictability	predictability	NOUN
ajceb-9253	50	10	of	of	ADP
ajceb-9253	50	11	an	an	DET
ajceb-9253	50	12	adequate	adequate	ADJ
ajceb-9253	50	13	duration	duration	NOUN
ajceb-9253	50	14	for	for	ADP
ajceb-9253	50	15	various	various	ADJ
ajceb-9253	50	16	buildings	building	NOUN
ajceb-9253	50	17	in	in	ADP
ajceb-9253	50	18	jordan	jordan	PROPN
ajceb-9253	50	19	was	be	AUX
ajceb-9253	50	20	performed	perform	VERB
ajceb-9253	50	21	by	by	ADP
ajceb-9253	50	22	implementing	implement	VERB
ajceb-9253	50	23	,	,	PUNCT
ajceb-9253	50	24	training	training	NOUN
ajceb-9253	50	25	,	,	PUNCT
ajceb-9253	50	26	and	and	CCONJ
ajceb-9253	50	27	testing	test	VERB
ajceb-9253	50	28	the	the	DET
ajceb-9253	50	29	models	model	NOUN
ajceb-9253	50	30	.	.	PUNCT
ajceb-9253	51	1	the	the	DET
ajceb-9253	51	2	performance	performance	NOUN
ajceb-9253	51	3	of	of	ADP
ajceb-9253	51	4	ann	ann	PROPN
ajceb-9253	51	5	models	model	NOUN
ajceb-9253	51	6	in	in	ADP
ajceb-9253	51	7	predicting	predict	VERB
ajceb-9253	51	8	project	project	NOUN
ajceb-9253	51	9	duration	duration	NOUN
ajceb-9253	51	10	was	be	AUX
ajceb-9253	51	11	evaluated	evaluate	VERB
ajceb-9253	51	12	,	,	PUNCT
ajceb-9253	51	13	providing	provide	VERB
ajceb-9253	51	14	insights	insight	NOUN
ajceb-9253	51	15	for	for	ADP
ajceb-9253	51	16	project	project	NOUN
ajceb-9253	51	17	managers	manager	NOUN
ajceb-9253	51	18	and	and	CCONJ
ajceb-9253	51	19	researchers	researcher	NOUN
ajceb-9253	51	20	into	into	ADP
ajceb-9253	51	21	optimizing	optimize	VERB
ajceb-9253	51	22	scheduling	scheduling	NOUN
ajceb-9253	51	23	practices	practice	NOUN
ajceb-9253	51	24	for	for	ADP
ajceb-9253	51	25	new	new	ADJ
ajceb-9253	51	26	construction	construction	NOUN
ajceb-9253	51	27	projects	project	NOUN
ajceb-9253	51	28	.	.	PUNCT
ajceb-9253	52	1	this	this	DET
ajceb-9253	52	2	research	research	NOUN
ajceb-9253	52	3	focuses	focus	VERB
ajceb-9253	52	4	on	on	ADP
ajceb-9253	52	5	construction	construction	NOUN
ajceb-9253	52	6	projects	project	NOUN
ajceb-9253	52	7	and	and	CCONJ
ajceb-9253	52	8	includes	include	VERB
ajceb-9253	52	9	duration	duration	NOUN
ajceb-9253	52	10	estimations	estimation	NOUN
ajceb-9253	52	11	in	in	ADP
ajceb-9253	52	12	the	the	DET
ajceb-9253	52	13	planning	planning	NOUN
ajceb-9253	52	14	and	and	CCONJ
ajceb-9253	52	15	initial	initial	ADJ
ajceb-9253	52	16	design	design	NOUN
ajceb-9253	52	17	stages	stage	NOUN
ajceb-9253	52	18	.	.	PUNCT
ajceb-9253	53	1	anns	ann	NOUN
ajceb-9253	53	2	have	have	AUX
ajceb-9253	53	3	proven	prove	VERB
ajceb-9253	53	4	their	their	PRON
ajceb-9253	53	5	effectiveness	effectiveness	NOUN
ajceb-9253	53	6	where	where	SCONJ
ajceb-9253	53	7	the	the	DET
ajceb-9253	53	8	accuracy	accuracy	NOUN
ajceb-9253	53	9	was	be	AUX
ajceb-9253	53	10	high	high	ADJ
ajceb-9253	53	11	during	during	ADP
ajceb-9253	53	12	both	both	DET
ajceb-9253	53	13	initial	initial	ADJ
ajceb-9253	53	14	stages	stage	NOUN
ajceb-9253	53	15	when	when	SCONJ
ajceb-9253	53	16	data	datum	NOUN
ajceb-9253	53	17	are	be	AUX
ajceb-9253	53	18	limited	limited	ADJ
ajceb-9253	53	19	or	or	CCONJ
ajceb-9253	53	20	unavailable	unavailable	ADJ
ajceb-9253	53	21	,	,	PUNCT
ajceb-9253	53	22	despite	despite	SCONJ
ajceb-9253	53	23	utilizing	utilize	VERB
ajceb-9253	53	24	a	a	DET
ajceb-9253	53	25	high	high	ADJ
ajceb-9253	53	26	number	number	NOUN
ajceb-9253	53	27	of	of	ADP
ajceb-9253	53	28	factors	factor	NOUN
ajceb-9253	53	29	as	as	ADV
ajceb-9253	53	30	well	well	ADV
ajceb-9253	53	31	as	as	ADP
ajceb-9253	53	32	a	a	DET
ajceb-9253	53	33	high	high	ADJ
ajceb-9253	53	34	number	number	NOUN
ajceb-9253	53	35	of	of	ADP
ajceb-9253	53	36	different	different	ADJ
ajceb-9253	53	37	projects	project	NOUN
ajceb-9253	53	38	during	during	ADP
ajceb-9253	53	39	each	each	DET
ajceb-9253	53	40	stage	stage	NOUN
ajceb-9253	53	41	.	.	PUNCT
ajceb-9253	54	1	the	the	DET
ajceb-9253	54	2	data	datum	NOUN
ajceb-9253	54	3	collected	collect	VERB
ajceb-9253	54	4	were	be	AUX
ajceb-9253	54	5	from	from	ADP
ajceb-9253	54	6	construction	construction	NOUN
ajceb-9253	54	7	projects	project	NOUN
ajceb-9253	54	8	during	during	ADP
ajceb-9253	54	9	2014	2014	NUM
ajceb-9253	54	10	and	and	CCONJ
ajceb-9253	54	11	2021	2021	NUM
ajceb-9253	54	12	in	in	ADP
ajceb-9253	54	13	jordan	jordan	PROPN
ajceb-9253	54	14	.	.	PUNCT
ajceb-9253	55	1	the	the	DET
ajceb-9253	55	2	study	study	NOUN
ajceb-9253	55	3	inherently	inherently	ADV
ajceb-9253	55	4	accounted	account	VERB
ajceb-9253	55	5	for	for	ADP
ajceb-9253	55	6	covid-19	covid-19	PROPN
ajceb-9253	55	7	impacts	impact	NOUN
ajceb-9253	55	8	through	through	ADP
ajceb-9253	55	9	its	its	PRON
ajceb-9253	55	10	dataset	dataset	NOUN
ajceb-9253	55	11	,	,	PUNCT
ajceb-9253	55	12	as	as	SCONJ
ajceb-9253	55	13	anns	anns	NOUN
ajceb-9253	55	14	adjust	adjust	VERB
ajceb-9253	55	15	to	to	ADP
ajceb-9253	55	16	disruptions	disruption	NOUN
ajceb-9253	55	17	,	,	PUNCT
ajceb-9253	55	18	including	include	VERB
ajceb-9253	55	19	pandemic	pandemic	ADJ
ajceb-9253	55	20	-	-	PUNCT
ajceb-9253	55	21	related	relate	VERB
ajceb-9253	55	22	delays	delay	NOUN
ajceb-9253	55	23	,	,	PUNCT
ajceb-9253	55	24	therefore	therefore	ADV
ajceb-9253	55	25	reflected	reflect	VERB
ajceb-9253	55	26	in	in	ADP
ajceb-9253	55	27	the	the	DET
ajceb-9253	55	28	training	training	NOUN
ajceb-9253	55	29	data	datum	NOUN
ajceb-9253	55	30	.	.	PUNCT
ajceb-9253	56	1	they	they	PRON
ajceb-9253	56	2	can	can	AUX
ajceb-9253	56	3	also	also	ADV
ajceb-9253	56	4	be	be	AUX
ajceb-9253	56	5	retrained	retrain	VERB
ajceb-9253	56	6	for	for	ADP
ajceb-9253	56	7	future	future	ADJ
ajceb-9253	56	8	disruptions	disruption	NOUN
ajceb-9253	56	9	,	,	PUNCT
ajceb-9253	56	10	ensuring	ensure	VERB
ajceb-9253	56	11	flexibility	flexibility	NOUN
ajceb-9253	56	12	.	.	PUNCT
ajceb-9253	57	1	relevant	relevant	ADJ
ajceb-9253	57	2	literature	literature	NOUN
ajceb-9253	57	3	,	,	PUNCT
ajceb-9253	57	4	such	such	ADJ
ajceb-9253	57	5	as	as	ADP
ajceb-9253	57	6	the	the	DET
ajceb-9253	57	7	study	study	NOUN
ajceb-9253	57	8	of	of	ADP
ajceb-9253	57	9	ujong	ujong	NOUN
ajceb-9253	57	10	,	,	PUNCT
ajceb-9253	57	11	et	et	PROPN
ajceb-9253	57	12	al	al	PROPN
ajceb-9253	57	13	.	.	PROPN
ajceb-9253	57	14	(	(	PUNCT
ajceb-9253	57	15	2022	2022	NUM
ajceb-9253	57	16	)	)	PUNCT
ajceb-9253	57	17	,	,	PUNCT
ajceb-9253	57	18	supports	support	VERB
ajceb-9253	57	19	the	the	DET
ajceb-9253	57	20	use	use	NOUN
ajceb-9253	57	21	of	of	ADP
ajceb-9253	57	22	anns	anns	NOUN
ajceb-9253	57	23	in	in	ADP
ajceb-9253	57	24	predicting	predict	VERB
ajceb-9253	57	25	project	project	NOUN
ajceb-9253	57	26	durations	duration	NOUN
ajceb-9253	57	27	under	under	ADP
ajceb-9253	57	28	varying	vary	VERB
ajceb-9253	57	29	conditions	condition	NOUN
ajceb-9253	57	30	.	.	PUNCT
ajceb-9253	58	1	the	the	DET
ajceb-9253	58	2	adopted	adopt	VERB
ajceb-9253	58	3	parameters	parameter	NOUN
ajceb-9253	58	4	are	be	AUX
ajceb-9253	58	5	limited	limit	VERB
ajceb-9253	58	6	to	to	ADP
ajceb-9253	58	7	the	the	DET
ajceb-9253	58	8	design	design	NOUN
ajceb-9253	58	9	factors	factor	NOUN
ajceb-9253	58	10	related	relate	VERB
ajceb-9253	58	11	to	to	ADP
ajceb-9253	58	12	project	project	NOUN
ajceb-9253	58	13	characteristics	characteristic	NOUN
ajceb-9253	58	14	and	and	CCONJ
ajceb-9253	58	15	leave	leave	VERB
ajceb-9253	58	16	out	out	ADP
ajceb-9253	58	17	variables	variable	NOUN
ajceb-9253	58	18	related	relate	VERB
ajceb-9253	58	19	to	to	ADP
ajceb-9253	58	20	the	the	DET
ajceb-9253	58	21	estimation	estimation	NOUN
ajceb-9253	58	22	process	process	NOUN
ajceb-9253	58	23	,	,	PUNCT
ajceb-9253	58	24	such	such	ADJ
ajceb-9253	58	25	as	as	ADP
ajceb-9253	58	26	the	the	DET
ajceb-9253	58	27	team	team	NOUN
ajceb-9253	58	28	’s	’s	PART
ajceb-9253	58	29	estimation	estimation	NOUN
ajceb-9253	58	30	experience	experience	NOUN
ajceb-9253	58	31	and	and	CCONJ
ajceb-9253	58	32	skills	skill	NOUN
ajceb-9253	58	33	in	in	ADP
ajceb-9253	58	34	the	the	DET
ajceb-9253	58	35	field	field	NOUN
ajceb-9253	58	36	,	,	PUNCT
ajceb-9253	58	37	variables	variable	NOUN
ajceb-9253	58	38	affecting	affect	VERB
ajceb-9253	58	39	labor	labor	NOUN
ajceb-9253	58	40	productivity	productivity	NOUN
ajceb-9253	58	41	,	,	PUNCT
ajceb-9253	58	42	and	and	CCONJ
ajceb-9253	58	43	the	the	DET
ajceb-9253	58	44	availability	availability	NOUN
ajceb-9253	58	45	of	of	ADP
ajceb-9253	58	46	storage	storage	NOUN
ajceb-9253	58	47	and	and	CCONJ
ajceb-9253	58	48	equipment	equipment	NOUN
ajceb-9253	58	49	.	.	PUNCT
ajceb-9253	59	1	literature	literature	NOUN
ajceb-9253	59	2	review	review	PROPN
ajceb-9253	59	3	according	accord	VERB
ajceb-9253	59	4	to	to	ADP
ajceb-9253	59	5	ujong	ujong	NOUN
ajceb-9253	59	6	,	,	PUNCT
ajceb-9253	59	7	et	et	PROPN
ajceb-9253	59	8	al	al	PROPN
ajceb-9253	59	9	.	.	PROPN
ajceb-9253	60	1	(	(	PUNCT
ajceb-9253	60	2	2022	2022	NUM
ajceb-9253	60	3	)	)	PUNCT
ajceb-9253	60	4	,	,	PUNCT
ajceb-9253	60	5	the	the	DET
ajceb-9253	60	6	need	need	NOUN
ajceb-9253	60	7	for	for	ADP
ajceb-9253	60	8	a	a	DET
ajceb-9253	60	9	precise	precise	ADJ
ajceb-9253	60	10	estimation	estimation	NOUN
ajceb-9253	60	11	of	of	ADP
ajceb-9253	60	12	construction	construction	NOUN
ajceb-9253	60	13	cost	cost	NOUN
ajceb-9253	60	14	and	and	CCONJ
ajceb-9253	60	15	duration	duration	NOUN
ajceb-9253	60	16	from	from	ADP
ajceb-9253	60	17	the	the	DET
ajceb-9253	60	18	outset	outset	NOUN
ajceb-9253	60	19	is	be	AUX
ajceb-9253	60	20	evident	evident	ADJ
ajceb-9253	60	21	.	.	PUNCT
ajceb-9253	61	1	this	this	PRON
ajceb-9253	61	2	is	be	AUX
ajceb-9253	61	3	due	due	ADJ
ajceb-9253	61	4	to	to	ADP
ajceb-9253	61	5	environmental	environmental	ADJ
ajceb-9253	61	6	and	and	CCONJ
ajceb-9253	61	7	logistical	logistical	ADJ
ajceb-9253	61	8	factors	factor	NOUN
ajceb-9253	61	9	,	,	PUNCT
ajceb-9253	61	10	non	non	ADJ
ajceb-9253	61	11	-	-	ADJ
ajceb-9253	61	12	linear	linear	ADJ
ajceb-9253	61	13	dependencies	dependency	NOUN
ajceb-9253	61	14	,	,	PUNCT
ajceb-9253	61	15	and	and	CCONJ
ajceb-9253	61	16	general	general	ADJ
ajceb-9253	61	17	patterns	pattern	NOUN
ajceb-9253	61	18	in	in	ADP
ajceb-9253	61	19	construction	construction	NOUN
ajceb-9253	61	20	projects	project	NOUN
ajceb-9253	61	21	.	.	PUNCT
ajceb-9253	62	1	mubarak	mubarak	PROPN
ajceb-9253	62	2	(	(	PUNCT
ajceb-9253	62	3	2019	2019	NUM
ajceb-9253	62	4	)	)	PUNCT
ajceb-9253	62	5	defined	define	VERB
ajceb-9253	62	6	scheduling	scheduling	NOUN
ajceb-9253	62	7	as	as	ADP
ajceb-9253	62	8	the	the	DET
ajceb-9253	62	9	determination	determination	NOUN
ajceb-9253	62	10	of	of	ADP
ajceb-9253	62	11	the	the	DET
ajceb-9253	62	12	timing	timing	NOUN
ajceb-9253	62	13	and	and	CCONJ
ajceb-9253	62	14	sequence	sequence	NOUN
ajceb-9253	62	15	of	of	ADP
ajceb-9253	62	16	operations	operation	NOUN
ajceb-9253	62	17	in	in	ADP
ajceb-9253	62	18	a	a	DET
ajceb-9253	62	19	project	project	NOUN
ajceb-9253	62	20	and	and	CCONJ
ajceb-9253	62	21	their	their	PRON
ajceb-9253	62	22	assembly	assembly	NOUN
ajceb-9253	62	23	to	to	PART
ajceb-9253	62	24	provide	provide	VERB
ajceb-9253	62	25	a	a	DET
ajceb-9253	62	26	total	total	ADJ
ajceb-9253	62	27	completion	completion	NOUN
ajceb-9253	62	28	time	time	NOUN
ajceb-9253	62	29	.	.	PUNCT
ajceb-9253	63	1	scheduling	scheduling	NOUN
ajceb-9253	63	2	and	and	CCONJ
ajceb-9253	63	3	estimating	estimating	NOUN
ajceb-9253	63	4	are	be	AUX
ajceb-9253	63	5	inextricably	inextricably	ADV
ajceb-9253	63	6	linked	link	VERB
ajceb-9253	63	7	,	,	PUNCT
ajceb-9253	63	8	and	and	CCONJ
ajceb-9253	63	9	their	their	PRON
ajceb-9253	63	10	relationship	relationship	NOUN
ajceb-9253	63	11	is	be	AUX
ajceb-9253	63	12	likely	likely	ADJ
ajceb-9253	63	13	to	to	PART
ajceb-9253	63	14	be	be	AUX
ajceb-9253	63	15	one	one	NUM
ajceb-9253	63	16	of	of	ADP
ajceb-9253	63	17	the	the	DET
ajceb-9253	63	18	most	most	ADV
ajceb-9253	63	19	crucial	crucial	ADJ
ajceb-9253	63	20	aspects	aspect	NOUN
ajceb-9253	63	21	of	of	ADP
ajceb-9253	63	22	project	project	NOUN
ajceb-9253	63	23	management	management	NOUN
ajceb-9253	63	24	.	.	PUNCT
ajceb-9253	64	1	this	this	DET
ajceb-9253	64	2	research	research	NOUN
ajceb-9253	64	3	provides	provide	VERB
ajceb-9253	64	4	an	an	DET
ajceb-9253	64	5	overview	overview	NOUN
ajceb-9253	64	6	of	of	ADP
ajceb-9253	64	7	schedule	schedule	NOUN
ajceb-9253	64	8	estimation	estimation	NOUN
ajceb-9253	64	9	in	in	ADP
ajceb-9253	64	10	construction	construction	NOUN
ajceb-9253	64	11	projects	project	NOUN
ajceb-9253	64	12	,	,	PUNCT
ajceb-9253	64	13	a	a	DET
ajceb-9253	64	14	clarification	clarification	NOUN
ajceb-9253	64	15	of	of	ADP
ajceb-9253	64	16	the	the	DET
ajceb-9253	64	17	significant	significant	ADJ
ajceb-9253	64	18	factors	factor	NOUN
ajceb-9253	64	19	that	that	PRON
ajceb-9253	64	20	affect	affect	VERB
ajceb-9253	64	21	schedule	schedule	NOUN
ajceb-9253	64	22	delays	delay	NOUN
ajceb-9253	64	23	in	in	ADP
ajceb-9253	64	24	construction	construction	NOUN
ajceb-9253	64	25	projects	project	NOUN
ajceb-9253	64	26	,	,	PUNCT
ajceb-9253	64	27	anns	ann	NOUN
ajceb-9253	64	28	,	,	PUNCT
ajceb-9253	64	29	and	and	CCONJ
ajceb-9253	64	30	empirical	empirical	ADJ
ajceb-9253	64	31	studies	study	NOUN
ajceb-9253	64	32	related	relate	VERB
ajceb-9253	64	33	to	to	ADP
ajceb-9253	64	34	anns	anns	NOUN
ajceb-9253	64	35	’	'	PUNCT
ajceb-9253	64	36	adoption	adoption	NOUN
ajceb-9253	64	37	in	in	ADP
ajceb-9253	64	38	estimating	estimate	VERB
ajceb-9253	64	39	the	the	DET
ajceb-9253	64	40	schedule	schedule	NOUN
ajceb-9253	64	41	of	of	ADP
ajceb-9253	64	42	construction	construction	NOUN
ajceb-9253	64	43	projects	project	NOUN
ajceb-9253	64	44	.	.	PUNCT
ajceb-9253	65	1	why	why	SCONJ
ajceb-9253	65	2	is	be	AUX
ajceb-9253	65	3	schedule	schedule	NOUN
ajceb-9253	65	4	estimation	estimation	NOUN
ajceb-9253	65	5	important	important	ADJ
ajceb-9253	65	6	?	?	PUNCT
ajceb-9253	66	1	according	accord	VERB
ajceb-9253	66	2	to	to	ADP
ajceb-9253	66	3	larson	larson	PROPN
ajceb-9253	66	4	and	and	CCONJ
ajceb-9253	66	5	gray	gray	ADJ
ajceb-9253	66	6	(	(	PUNCT
ajceb-9253	66	7	2013	2013	NUM
ajceb-9253	66	8	)	)	PUNCT
ajceb-9253	66	9	,	,	PUNCT
ajceb-9253	66	10	estimating	estimate	VERB
ajceb-9253	66	11	is	be	AUX
ajceb-9253	66	12	“	"	PUNCT
ajceb-9253	66	13	balancing	balance	VERB
ajceb-9253	66	14	stakeholders	stakeholder	NOUN
ajceb-9253	66	15	’	'	PUNCT
ajceb-9253	66	16	expectations	expectation	NOUN
ajceb-9253	66	17	and	and	CCONJ
ajceb-9253	66	18	the	the	DET
ajceb-9253	66	19	requirements	requirement	NOUN
ajceb-9253	66	20	for	for	ADP
ajceb-9253	66	21	control	control	NOUN
ajceb-9253	66	22	while	while	SCONJ
ajceb-9253	66	23	the	the	DET
ajceb-9253	66	24	project	project	NOUN
ajceb-9253	66	25	is	be	AUX
ajceb-9253	66	26	being	be	AUX
ajceb-9253	66	27	implemented	implement	VERB
ajceb-9253	66	28	”	"	PUNCT
ajceb-9253	66	29	.	.	PUNCT
ajceb-9253	67	1	furthermore	furthermore	ADV
ajceb-9253	67	2	,	,	PUNCT
ajceb-9253	67	3	they	they	PRON
ajceb-9253	67	4	specified	specify	VERB
ajceb-9253	67	5	the	the	DET
ajceb-9253	67	6	following	follow	VERB
ajceb-9253	67	7	vital	vital	ADJ
ajceb-9253	67	8	factors	factor	NOUN
ajceb-9253	67	9	in	in	ADP
ajceb-9253	67	10	project	project	NOUN
ajceb-9253	67	11	time	time	NOUN
ajceb-9253	67	12	estimation	estimation	NOUN
ajceb-9253	67	13	:	:	PUNCT
ajceb-9253	67	14	•	•	ADP
ajceb-9253	67	15	to	to	PART
ajceb-9253	67	16	assist	assist	VERB
ajceb-9253	67	17	in	in	ADP
ajceb-9253	67	18	making	make	VERB
ajceb-9253	67	19	good	good	ADJ
ajceb-9253	67	20	decisions	decision	NOUN
ajceb-9253	67	21	.	.	PUNCT
ajceb-9253	68	1	•	•	ADP
ajceb-9253	68	2	to	to	PART
ajceb-9253	68	3	determine	determine	VERB
ajceb-9253	68	4	cash	cash	NOUN
ajceb-9253	68	5	flow	flow	NOUN
ajceb-9253	68	6	requirements	requirement	NOUN
ajceb-9253	68	7	.	.	PUNCT
ajceb-9253	69	1	•	•	X
ajceb-9253	69	2	to	to	PART
ajceb-9253	69	3	ascertain	ascertain	VERB
ajceb-9253	69	4	precisely	precisely	ADV
ajceb-9253	69	5	how	how	SCONJ
ajceb-9253	69	6	effectively	effectively	ADV
ajceb-9253	69	7	the	the	DET
ajceb-9253	69	8	project	project	NOUN
ajceb-9253	69	9	is	be	AUX
ajceb-9253	69	10	accelerating	accelerate	VERB
ajceb-9253	69	11	.	.	PUNCT
ajceb-9253	70	1	•	•	ADP
ajceb-9253	70	2	to	to	PART
ajceb-9253	70	3	construct	construct	VERB
ajceb-9253	70	4	time	time	NOUN
ajceb-9253	70	5	-	-	PUNCT
ajceb-9253	70	6	phased	phase	VERB
ajceb-9253	70	7	budgets	budget	NOUN
ajceb-9253	70	8	and	and	CCONJ
ajceb-9253	70	9	specify	specify	VERB
ajceb-9253	70	10	the	the	DET
ajceb-9253	70	11	project	project	NOUN
ajceb-9253	70	12	baseline	baseline	NOUN
ajceb-9253	70	13	.	.	PUNCT
ajceb-9253	71	1	al	al	PROPN
ajceb-9253	71	2	-	-	PUNCT
ajceb-9253	71	3	attar	attar	PROPN
ajceb-9253	71	4	et	et	PROPN
ajceb-9253	71	5	al	al	PROPN
ajceb-9253	71	6	.	.	PROPN
ajceb-9253	71	7	construction	construction	NOUN
ajceb-9253	71	8	economics	economic	NOUN
ajceb-9253	71	9	and	and	CCONJ
ajceb-9253	71	10	building	building	NOUN
ajceb-9253	71	11	,	,	PUNCT
ajceb-9253	71	12	vol	vol	NOUN
ajceb-9253	71	13	.	.	PROPN
ajceb-9253	71	14	25	25	NUM
ajceb-9253	71	15	,	,	PUNCT
ajceb-9253	71	16	no	no	INTJ
ajceb-9253	71	17	.	.	NOUN
ajceb-9253	71	18	2	2	NUM
ajceb-9253	71	19	july	july	PROPN
ajceb-9253	71	20	2025170	2025170	NUM
ajceb-9253	71	21	the	the	DET
ajceb-9253	71	22	significance	significance	NOUN
ajceb-9253	71	23	of	of	ADP
ajceb-9253	71	24	the	the	DET
ajceb-9253	71	25	accurate	accurate	ADJ
ajceb-9253	71	26	estimation	estimation	NOUN
ajceb-9253	71	27	of	of	ADP
ajceb-9253	71	28	construction	construction	NOUN
ajceb-9253	71	29	duration	duration	NOUN
ajceb-9253	71	30	from	from	ADP
ajceb-9253	71	31	the	the	DET
ajceb-9253	71	32	contractors	contractor	NOUN
ajceb-9253	71	33	’	’	PART
ajceb-9253	71	34	viewpoint	viewpoint	NOUN
ajceb-9253	71	35	and	and	CCONJ
ajceb-9253	71	36	the	the	DET
ajceb-9253	71	37	underestimation	underestimation	NOUN
ajceb-9253	71	38	of	of	ADP
ajceb-9253	71	39	construction	construction	NOUN
ajceb-9253	71	40	durations	duration	NOUN
ajceb-9253	71	41	entails	entail	VERB
ajceb-9253	71	42	reorganizing	reorganize	VERB
ajceb-9253	71	43	and	and	CCONJ
ajceb-9253	71	44	reallocating	reallocate	VERB
ajceb-9253	71	45	resources	resource	NOUN
ajceb-9253	71	46	that	that	PRON
ajceb-9253	71	47	were	be	AUX
ajceb-9253	71	48	not	not	PART
ajceb-9253	71	49	intended	intend	VERB
ajceb-9253	71	50	in	in	ADP
ajceb-9253	71	51	the	the	DET
ajceb-9253	71	52	beginning	beginning	NOUN
ajceb-9253	71	53	.	.	PUNCT
ajceb-9253	72	1	however	however	ADV
ajceb-9253	72	2	,	,	PUNCT
ajceb-9253	72	3	overestimating	overestimate	VERB
ajceb-9253	72	4	construction	construction	NOUN
ajceb-9253	72	5	duration	duration	NOUN
ajceb-9253	72	6	may	may	AUX
ajceb-9253	72	7	be	be	AUX
ajceb-9253	72	8	as	as	ADV
ajceb-9253	72	9	hazardous	hazardous	ADJ
ajceb-9253	72	10	as	as	ADP
ajceb-9253	72	11	underestimating	underestimate	VERB
ajceb-9253	72	12	construction	construction	NOUN
ajceb-9253	72	13	duration	duration	NOUN
ajceb-9253	72	14	(	(	PUNCT
ajceb-9253	72	15	helvaci	helvaci	NOUN
ajceb-9253	72	16	,	,	PUNCT
ajceb-9253	72	17	2008	2008	NUM
ajceb-9253	72	18	)	)	PUNCT
ajceb-9253	72	19	.	.	PUNCT
ajceb-9253	73	1	key	key	ADJ
ajceb-9253	73	2	design	design	NOUN
ajceb-9253	73	3	factors	factor	NOUN
ajceb-9253	73	4	affecting	affect	VERB
ajceb-9253	73	5	building	build	VERB
ajceb-9253	73	6	duration	duration	NOUN
ajceb-9253	73	7	accuracy	accuracy	NOUN
ajceb-9253	73	8	numerous	numerous	ADJ
ajceb-9253	73	9	parameters	parameter	NOUN
ajceb-9253	73	10	influence	influence	VERB
ajceb-9253	73	11	construction	construction	NOUN
ajceb-9253	73	12	project	project	NOUN
ajceb-9253	73	13	costs	cost	NOUN
ajceb-9253	73	14	and	and	CCONJ
ajceb-9253	73	15	duration	duration	NOUN
ajceb-9253	73	16	;	;	PUNCT
ajceb-9253	73	17	the	the	DET
ajceb-9253	73	18	most	most	ADV
ajceb-9253	73	19	influential	influential	ADJ
ajceb-9253	73	20	parameters	parameter	NOUN
ajceb-9253	73	21	were	be	AUX
ajceb-9253	73	22	chosen	choose	VERB
ajceb-9253	73	23	after	after	ADP
ajceb-9253	73	24	reviewing	review	VERB
ajceb-9253	73	25	numerous	numerous	ADJ
ajceb-9253	73	26	studies	study	NOUN
ajceb-9253	73	27	(	(	PUNCT
ajceb-9253	73	28	juszczyk	juszczyk	NOUN
ajceb-9253	73	29	,	,	PUNCT
ajceb-9253	73	30	2015	2015	NUM
ajceb-9253	73	31	;	;	PUNCT
ajceb-9253	73	32	matel	matel	NOUN
ajceb-9253	73	33	,	,	PUNCT
ajceb-9253	73	34	et	et	PROPN
ajceb-9253	73	35	al	al	PROPN
ajceb-9253	73	36	.	.	PROPN
ajceb-9253	73	37	,	,	PUNCT
ajceb-9253	73	38	2019	2019	NUM
ajceb-9253	73	39	;	;	PUNCT
ajceb-9253	73	40	al	al	PROPN
ajceb-9253	73	41	-	-	PUNCT
ajceb-9253	73	42	tawal	tawal	PROPN
ajceb-9253	73	43	.	.	PUNCT
ajceb-9253	73	44	,	,	PUNCT
ajceb-9253	73	45	2020	2020	NUM
ajceb-9253	73	46	;	;	PUNCT
ajceb-9253	73	47	sannianibire	sannianibire	ADJ
ajceb-9253	73	48	,	,	PUNCT
ajceb-9253	73	49	et	et	PROPN
ajceb-9253	73	50	al	al	PROPN
ajceb-9253	73	51	.	.	PROPN
ajceb-9253	73	52	,	,	PUNCT
ajceb-9253	73	53	2020	2020	NUM
ajceb-9253	73	54	;	;	PUNCT
ajceb-9253	73	55	juan	juan	PROPN
ajceb-9253	73	56	and	and	CCONJ
ajceb-9253	73	57	liou	liou	NOUN
ajceb-9253	73	58	,	,	PUNCT
ajceb-9253	73	59	2021	2021	NUM
ajceb-9253	73	60	;	;	PUNCT
ajceb-9253	73	61	rauzana	rauzana	PROPN
ajceb-9253	73	62	and	and	CCONJ
ajceb-9253	73	63	dharma	dharma	NOUN
ajceb-9253	73	64	,	,	PUNCT
ajceb-9253	73	65	2022	2022	NUM
ajceb-9253	73	66	;	;	PUNCT
ajceb-9253	73	67	ujong	ujong	NOUN
ajceb-9253	73	68	,	,	PUNCT
ajceb-9253	73	69	et	et	PROPN
ajceb-9253	73	70	al	al	PROPN
ajceb-9253	73	71	.	.	PROPN
ajceb-9253	73	72	,	,	PUNCT
ajceb-9253	73	73	2022	2022	NUM
ajceb-9253	73	74	)	)	PUNCT
ajceb-9253	73	75	.	.	PUNCT
ajceb-9253	74	1	the	the	DET
ajceb-9253	74	2	relationship	relationship	NOUN
ajceb-9253	74	3	between	between	ADP
ajceb-9253	74	4	construction	construction	NOUN
ajceb-9253	74	5	project	project	NOUN
ajceb-9253	74	6	cost	cost	NOUN
ajceb-9253	74	7	and	and	CCONJ
ajceb-9253	74	8	duration	duration	NOUN
ajceb-9253	74	9	is	be	AUX
ajceb-9253	74	10	critical	critical	ADJ
ajceb-9253	74	11	for	for	ADP
ajceb-9253	74	12	project	project	NOUN
ajceb-9253	74	13	management	management	NOUN
ajceb-9253	74	14	and	and	CCONJ
ajceb-9253	74	15	control	control	NOUN
ajceb-9253	74	16	.	.	PUNCT
ajceb-9253	75	1	according	accord	VERB
ajceb-9253	75	2	to	to	ADP
ajceb-9253	75	3	olawale	olawale	NOUN
ajceb-9253	75	4	and	and	CCONJ
ajceb-9253	75	5	sun	sun	NOUN
ajceb-9253	75	6	(	(	PUNCT
ajceb-9253	75	7	2014	2014	NUM
ajceb-9253	75	8	)	)	PUNCT
ajceb-9253	75	9	,	,	PUNCT
ajceb-9253	75	10	the	the	DET
ajceb-9253	75	11	reasons	reason	NOUN
ajceb-9253	75	12	for	for	ADP
ajceb-9253	75	13	cost	cost	NOUN
ajceb-9253	75	14	increases	increase	NOUN
ajceb-9253	75	15	are	be	AUX
ajceb-9253	75	16	usually	usually	ADV
ajceb-9253	75	17	also	also	ADV
ajceb-9253	75	18	the	the	DET
ajceb-9253	75	19	reasons	reason	NOUN
ajceb-9253	75	20	for	for	ADP
ajceb-9253	75	21	time	time	NOUN
ajceb-9253	75	22	extensions	extension	NOUN
ajceb-9253	75	23	.	.	PUNCT
ajceb-9253	76	1	furthermore	furthermore	ADV
ajceb-9253	76	2	,	,	PUNCT
ajceb-9253	76	3	their	their	PRON
ajceb-9253	76	4	study	study	NOUN
ajceb-9253	76	5	was	be	AUX
ajceb-9253	76	6	of	of	ADP
ajceb-9253	76	7	cost	cost	NOUN
ajceb-9253	76	8	and	and	CCONJ
ajceb-9253	76	9	time	time	NOUN
ajceb-9253	76	10	control	control	NOUN
ajceb-9253	76	11	together	together	ADV
ajceb-9253	76	12	in	in	ADP
ajceb-9253	76	13	the	the	DET
ajceb-9253	76	14	argument	argument	NOUN
ajceb-9253	76	15	that	that	SCONJ
ajceb-9253	76	16	these	these	DET
ajceb-9253	76	17	two	two	NUM
ajceb-9253	76	18	concepts	concept	NOUN
ajceb-9253	76	19	are	be	AUX
ajceb-9253	76	20	difficult	difficult	ADJ
ajceb-9253	76	21	to	to	PART
ajceb-9253	76	22	separate	separate	VERB
ajceb-9253	76	23	.	.	PUNCT
ajceb-9253	77	1	this	this	DET
ajceb-9253	77	2	study	study	NOUN
ajceb-9253	77	3	emphasizes	emphasize	VERB
ajceb-9253	77	4	early	early	ADJ
ajceb-9253	77	5	-	-	PUNCT
ajceb-9253	77	6	stage	stage	NOUN
ajceb-9253	77	7	duration	duration	NOUN
ajceb-9253	77	8	predictions	prediction	NOUN
ajceb-9253	77	9	rather	rather	ADV
ajceb-9253	77	10	than	than	ADP
ajceb-9253	77	11	cost	cost	NOUN
ajceb-9253	77	12	estimation	estimation	NOUN
ajceb-9253	77	13	due	due	ADP
ajceb-9253	77	14	to	to	ADP
ajceb-9253	77	15	a	a	DET
ajceb-9253	77	16	lack	lack	NOUN
ajceb-9253	77	17	of	of	ADP
ajceb-9253	77	18	studies	study	NOUN
ajceb-9253	77	19	on	on	ADP
ajceb-9253	77	20	duration	duration	NOUN
ajceb-9253	77	21	in	in	ADP
ajceb-9253	77	22	jordanian	jordanian	ADJ
ajceb-9253	77	23	construction	construction	NOUN
ajceb-9253	77	24	projects	project	NOUN
ajceb-9253	77	25	from	from	ADP
ajceb-9253	77	26	2014	2014	NUM
ajceb-9253	77	27	to	to	ADP
ajceb-9253	77	28	2021	2021	NUM
ajceb-9253	77	29	.	.	PUNCT
ajceb-9253	78	1	relevant	relevant	ADJ
ajceb-9253	78	2	information	information	NOUN
ajceb-9253	78	3	,	,	PUNCT
ajceb-9253	78	4	including	include	VERB
ajceb-9253	78	5	costs	cost	NOUN
ajceb-9253	78	6	,	,	PUNCT
ajceb-9253	78	7	was	be	AUX
ajceb-9253	78	8	provided	provide	VERB
ajceb-9253	78	9	by	by	ADP
ajceb-9253	78	10	responsible	responsible	ADJ
ajceb-9253	78	11	agents	agent	NOUN
ajceb-9253	78	12	.	.	PUNCT
ajceb-9253	79	1	duration	duration	NOUN
ajceb-9253	79	2	reflects	reflect	VERB
ajceb-9253	79	3	project	project	NOUN
ajceb-9253	79	4	complexity	complexity	NOUN
ajceb-9253	79	5	and	and	CCONJ
ajceb-9253	79	6	resource	resource	NOUN
ajceb-9253	79	7	requirements	requirement	NOUN
ajceb-9253	79	8	,	,	PUNCT
ajceb-9253	79	9	making	make	VERB
ajceb-9253	79	10	it	it	PRON
ajceb-9253	79	11	an	an	DET
ajceb-9253	79	12	essential	essential	ADJ
ajceb-9253	79	13	variable	variable	NOUN
ajceb-9253	79	14	.	.	PUNCT
ajceb-9253	80	1	it	it	PRON
ajceb-9253	80	2	serves	serve	VERB
ajceb-9253	80	3	as	as	ADP
ajceb-9253	80	4	the	the	DET
ajceb-9253	80	5	target	target	NOUN
ajceb-9253	80	6	for	for	ADP
ajceb-9253	80	7	the	the	DET
ajceb-9253	80	8	ann	ann	PROPN
ajceb-9253	80	9	model	model	NOUN
ajceb-9253	80	10	,	,	PUNCT
ajceb-9253	80	11	enabling	enable	VERB
ajceb-9253	80	12	accurate	accurate	ADJ
ajceb-9253	80	13	forecasts	forecast	NOUN
ajceb-9253	80	14	of	of	ADP
ajceb-9253	80	15	project	project	NOUN
ajceb-9253	80	16	timelines	timeline	NOUN
ajceb-9253	80	17	.	.	PUNCT
ajceb-9253	81	1	this	this	DET
ajceb-9253	81	2	approach	approach	NOUN
ajceb-9253	81	3	allows	allow	VERB
ajceb-9253	81	4	for	for	ADP
ajceb-9253	81	5	effective	effective	ADJ
ajceb-9253	81	6	predictions	prediction	NOUN
ajceb-9253	81	7	even	even	ADV
ajceb-9253	81	8	when	when	SCONJ
ajceb-9253	81	9	cost	cost	NOUN
ajceb-9253	81	10	data	datum	NOUN
ajceb-9253	81	11	are	be	AUX
ajceb-9253	81	12	limited	limited	ADJ
ajceb-9253	81	13	or	or	CCONJ
ajceb-9253	81	14	unavailable	unavailable	ADJ
ajceb-9253	81	15	.	.	PUNCT
ajceb-9253	82	1	properties	property	NOUN
ajceb-9253	82	2	of	of	ADP
ajceb-9253	82	3	the	the	DET
ajceb-9253	82	4	artificial	artificial	ADJ
ajceb-9253	82	5	neural	neural	ADJ
ajceb-9253	82	6	network	network	NOUN
ajceb-9253	82	7	conventional	conventional	ADJ
ajceb-9253	82	8	methods	method	NOUN
ajceb-9253	82	9	rely	rely	VERB
ajceb-9253	82	10	on	on	ADP
ajceb-9253	82	11	algorithmic	algorithmic	ADJ
ajceb-9253	82	12	instructions	instruction	NOUN
ajceb-9253	82	13	,	,	PUNCT
ajceb-9253	82	14	while	while	SCONJ
ajceb-9253	82	15	neural	neural	ADJ
ajceb-9253	82	16	networks	network	NOUN
ajceb-9253	82	17	approach	approach	VERB
ajceb-9253	82	18	problems	problem	NOUN
ajceb-9253	82	19	through	through	ADP
ajceb-9253	82	20	pattern	pattern	NOUN
ajceb-9253	82	21	recognition	recognition	NOUN
ajceb-9253	82	22	and	and	CCONJ
ajceb-9253	82	23	learning	learn	VERB
ajceb-9253	82	24	(	(	PUNCT
ajceb-9253	82	25	aneja	aneja	PROPN
ajceb-9253	82	26	,	,	PUNCT
ajceb-9253	82	27	2011	2011	NUM
ajceb-9253	82	28	)	)	PUNCT
ajceb-9253	82	29	.	.	PUNCT
ajceb-9253	83	1	as	as	ADP
ajceb-9253	83	2	a	a	DET
ajceb-9253	83	3	result	result	NOUN
ajceb-9253	83	4	,	,	PUNCT
ajceb-9253	83	5	the	the	DET
ajceb-9253	83	6	computer	computer	NOUN
ajceb-9253	83	7	’s	’s	PART
ajceb-9253	83	8	capacity	capacity	NOUN
ajceb-9253	83	9	to	to	PART
ajceb-9253	83	10	solve	solve	VERB
ajceb-9253	83	11	a	a	DET
ajceb-9253	83	12	problem	problem	NOUN
ajceb-9253	83	13	is	be	AUX
ajceb-9253	83	14	constrained	constrain	VERB
ajceb-9253	83	15	by	by	ADP
ajceb-9253	83	16	the	the	DET
ajceb-9253	83	17	programmers	programmer	NOUN
ajceb-9253	83	18	’	’	PART
ajceb-9253	83	19	comprehension	comprehension	NOUN
ajceb-9253	83	20	of	of	ADP
ajceb-9253	83	21	the	the	DET
ajceb-9253	83	22	issue	issue	NOUN
ajceb-9253	83	23	at	at	ADP
ajceb-9253	83	24	hand	hand	NOUN
ajceb-9253	83	25	and	and	CCONJ
ajceb-9253	83	26	their	their	PRON
ajceb-9253	83	27	problem	problem	NOUN
ajceb-9253	83	28	-	-	PUNCT
ajceb-9253	83	29	solving	solve	VERB
ajceb-9253	83	30	skills	skill	NOUN
ajceb-9253	83	31	.	.	PUNCT
ajceb-9253	84	1	the	the	DET
ajceb-9253	84	2	inability	inability	NOUN
ajceb-9253	84	3	of	of	ADP
ajceb-9253	84	4	algorithmic	algorithmic	ADJ
ajceb-9253	84	5	approaches	approach	NOUN
ajceb-9253	84	6	to	to	PART
ajceb-9253	84	7	resolve	resolve	VERB
ajceb-9253	84	8	issues	issue	NOUN
ajceb-9253	84	9	is	be	AUX
ajceb-9253	84	10	that	that	SCONJ
ajceb-9253	84	11	the	the	DET
ajceb-9253	84	12	programmer	programmer	NOUN
ajceb-9253	84	13	only	only	ADV
ajceb-9253	84	14	has	have	VERB
ajceb-9253	84	15	a	a	DET
ajceb-9253	84	16	hazy	hazy	ADJ
ajceb-9253	84	17	understanding	understanding	NOUN
ajceb-9253	84	18	of	of	ADP
ajceb-9253	84	19	these	these	DET
ajceb-9253	84	20	issues	issue	NOUN
ajceb-9253	84	21	(	(	PUNCT
ajceb-9253	84	22	al	al	PROPN
ajceb-9253	84	23	-	-	PUNCT
ajceb-9253	84	24	tawal	tawal	PROPN
ajceb-9253	84	25	,	,	PUNCT
ajceb-9253	84	26	2020	2020	NUM
ajceb-9253	84	27	)	)	PUNCT
ajceb-9253	84	28	.	.	PUNCT
ajceb-9253	85	1	in	in	ADP
ajceb-9253	85	2	contrast	contrast	NOUN
ajceb-9253	85	3	,	,	PUNCT
ajceb-9253	85	4	neural	neural	ADJ
ajceb-9253	85	5	networks	network	NOUN
ajceb-9253	85	6	,	,	PUNCT
ajceb-9253	85	7	composed	compose	VERB
ajceb-9253	85	8	of	of	ADP
ajceb-9253	85	9	small	small	ADJ
ajceb-9253	85	10	processing	processing	NOUN
ajceb-9253	85	11	units	unit	NOUN
ajceb-9253	85	12	called	call	VERB
ajceb-9253	85	13	neurons	neuron	NOUN
ajceb-9253	85	14	,	,	PUNCT
ajceb-9253	85	15	function	function	NOUN
ajceb-9253	85	16	similarly	similarly	ADV
ajceb-9253	85	17	to	to	ADP
ajceb-9253	85	18	the	the	DET
ajceb-9253	85	19	human	human	ADJ
ajceb-9253	85	20	brain	brain	NOUN
ajceb-9253	85	21	by	by	ADP
ajceb-9253	85	22	learning	learn	VERB
ajceb-9253	85	23	rather	rather	ADV
ajceb-9253	85	24	than	than	ADP
ajceb-9253	85	25	relying	rely	VERB
ajceb-9253	85	26	solely	solely	ADV
ajceb-9253	85	27	on	on	ADP
ajceb-9253	85	28	programming	programming	NOUN
ajceb-9253	85	29	.	.	PUNCT
ajceb-9253	86	1	they	they	PRON
ajceb-9253	86	2	adapt	adapt	VERB
ajceb-9253	86	3	their	their	PRON
ajceb-9253	86	4	approach	approach	NOUN
ajceb-9253	86	5	to	to	ADP
ajceb-9253	86	6	problemsolving	problemsolve	VERB
ajceb-9253	86	7	based	base	VERB
ajceb-9253	86	8	on	on	ADP
ajceb-9253	86	9	acquired	acquire	VERB
ajceb-9253	86	10	knowledge	knowledge	NOUN
ajceb-9253	86	11	(	(	PUNCT
ajceb-9253	86	12	aneja	aneja	PROPN
ajceb-9253	86	13	,	,	PUNCT
ajceb-9253	86	14	2011	2011	NUM
ajceb-9253	86	15	)	)	PUNCT
ajceb-9253	86	16	.	.	PUNCT
ajceb-9253	87	1	wang	wang	PROPN
ajceb-9253	87	2	and	and	CCONJ
ajceb-9253	87	3	elhag	elhag	NOUN
ajceb-9253	87	4	(	(	PUNCT
ajceb-9253	87	5	2007	2007	NUM
ajceb-9253	87	6	)	)	PUNCT
ajceb-9253	87	7	affirmed	affirm	VERB
ajceb-9253	87	8	that	that	SCONJ
ajceb-9253	87	9	anns	anns	NOUN
ajceb-9253	87	10	can	can	AUX
ajceb-9253	87	11	learn	learn	VERB
ajceb-9253	87	12	and	and	CCONJ
ajceb-9253	87	13	approximate	approximate	VERB
ajceb-9253	87	14	various	various	ADJ
ajceb-9253	87	15	relationships	relationship	NOUN
ajceb-9253	87	16	,	,	PUNCT
ajceb-9253	87	17	including	include	VERB
ajceb-9253	87	18	both	both	CCONJ
ajceb-9253	87	19	linear	linear	ADJ
ajceb-9253	87	20	and	and	CCONJ
ajceb-9253	87	21	non	non	ADJ
ajceb-9253	87	22	-	-	ADJ
ajceb-9253	87	23	linear	linear	ADJ
ajceb-9253	87	24	ones	one	NOUN
ajceb-9253	87	25	.	.	PUNCT
ajceb-9253	88	1	their	their	PRON
ajceb-9253	88	2	capability	capability	NOUN
ajceb-9253	88	3	to	to	PART
ajceb-9253	88	4	model	model	VERB
ajceb-9253	88	5	data	datum	NOUN
ajceb-9253	88	6	with	with	ADP
ajceb-9253	88	7	multiple	multiple	ADJ
ajceb-9253	88	8	inputs	input	NOUN
ajceb-9253	88	9	and	and	CCONJ
ajceb-9253	88	10	outputs	output	NOUN
ajceb-9253	88	11	is	be	AUX
ajceb-9253	88	12	a	a	DET
ajceb-9253	88	13	significant	significant	ADJ
ajceb-9253	88	14	advantage	advantage	NOUN
ajceb-9253	88	15	.	.	PUNCT
ajceb-9253	89	1	current	current	ADJ
ajceb-9253	89	2	literature	literature	NOUN
ajceb-9253	89	3	has	have	AUX
ajceb-9253	89	4	highlighted	highlight	VERB
ajceb-9253	89	5	that	that	SCONJ
ajceb-9253	89	6	anns	ann	NOUN
ajceb-9253	89	7	serve	serve	VERB
ajceb-9253	89	8	as	as	ADP
ajceb-9253	89	9	effective	effective	ADJ
ajceb-9253	89	10	soft	soft	ADJ
ajceb-9253	89	11	computing	computing	NOUN
ajceb-9253	89	12	tools	tool	NOUN
ajceb-9253	89	13	,	,	PUNCT
ajceb-9253	89	14	simulating	simulate	VERB
ajceb-9253	89	15	the	the	DET
ajceb-9253	89	16	human	human	ADJ
ajceb-9253	89	17	mind	mind	NOUN
ajceb-9253	89	18	’s	’s	PART
ajceb-9253	89	19	reasoning	reasoning	NOUN
ajceb-9253	89	20	and	and	CCONJ
ajceb-9253	89	21	pattern	pattern	NOUN
ajceb-9253	89	22	recognition	recognition	NOUN
ajceb-9253	89	23	abilities	ability	NOUN
ajceb-9253	89	24	(	(	PUNCT
ajceb-9253	89	25	kaur	kaur	PROPN
ajceb-9253	89	26	,	,	PUNCT
ajceb-9253	89	27	2016	2016	NUM
ajceb-9253	89	28	;	;	PUNCT
ajceb-9253	89	29	kulkarni	kulkarni	PROPN
ajceb-9253	89	30	,	,	PUNCT
ajceb-9253	89	31	et	et	PROPN
ajceb-9253	89	32	al	al	PROPN
ajceb-9253	89	33	.	.	PROPN
ajceb-9253	89	34	,	,	PUNCT
ajceb-9253	89	35	2017	2017	NUM
ajceb-9253	89	36	;	;	PUNCT
ajceb-9253	89	37	pezeshki	pezeshki	PROPN
ajceb-9253	89	38	and	and	CCONJ
ajceb-9253	89	39	mazinani	mazinani	NOUN
ajceb-9253	89	40	,	,	PUNCT
ajceb-9253	89	41	2019	2019	NUM
ajceb-9253	89	42	)	)	PUNCT
ajceb-9253	89	43	.	.	PUNCT
ajceb-9253	90	1	anns	anns	PROPN
ajceb-9253	90	2	learn	learn	VERB
ajceb-9253	90	3	from	from	ADP
ajceb-9253	90	4	the	the	DET
ajceb-9253	90	5	relationships	relationship	NOUN
ajceb-9253	90	6	between	between	ADP
ajceb-9253	90	7	inputs	input	NOUN
ajceb-9253	90	8	and	and	CCONJ
ajceb-9253	90	9	outputs	output	NOUN
ajceb-9253	90	10	in	in	ADP
ajceb-9253	90	11	training	training	NOUN
ajceb-9253	90	12	data	datum	NOUN
ajceb-9253	90	13	,	,	PUNCT
ajceb-9253	90	14	enabling	enable	VERB
ajceb-9253	90	15	them	they	PRON
ajceb-9253	90	16	to	to	PART
ajceb-9253	90	17	generalize	generalize	VERB
ajceb-9253	90	18	results	result	NOUN
ajceb-9253	90	19	and	and	CCONJ
ajceb-9253	90	20	address	address	VERB
ajceb-9253	90	21	non	non	ADJ
ajceb-9253	90	22	-	-	ADJ
ajceb-9253	90	23	linear	linear	ADJ
ajceb-9253	90	24	problems	problem	NOUN
ajceb-9253	90	25	that	that	PRON
ajceb-9253	90	26	require	require	VERB
ajceb-9253	90	27	contextual	contextual	ADJ
ajceb-9253	90	28	judgment	judgment	NOUN
ajceb-9253	90	29	and	and	CCONJ
ajceb-9253	90	30	expertise	expertise	NOUN
ajceb-9253	90	31	.	.	PUNCT
ajceb-9253	91	1	according	accord	VERB
ajceb-9253	91	2	to	to	ADP
ajceb-9253	91	3	mijwel	mijwel	NOUN
ajceb-9253	91	4	(	(	PUNCT
ajceb-9253	91	5	2018	2018	NUM
ajceb-9253	91	6	)	)	PUNCT
ajceb-9253	91	7	,	,	PUNCT
ajceb-9253	91	8	the	the	DET
ajceb-9253	91	9	following	follow	VERB
ajceb-9253	91	10	characteristics	characteristic	NOUN
ajceb-9253	91	11	distinguish	distinguish	VERB
ajceb-9253	91	12	neural	neural	ADJ
ajceb-9253	91	13	network	network	NOUN
ajceb-9253	91	14	systems	system	NOUN
ajceb-9253	91	15	from	from	ADP
ajceb-9253	91	16	conventional	conventional	ADJ
ajceb-9253	91	17	computing	computing	NOUN
ajceb-9253	91	18	and	and	CCONJ
ajceb-9253	91	19	artificial	artificial	ADJ
ajceb-9253	91	20	intelligence	intelligence	NOUN
ajceb-9253	91	21	:	:	PUNCT
ajceb-9253	91	22	1	1	X
ajceb-9253	91	23	.	.	X
ajceb-9253	91	24	fault	fault	VERB
ajceb-9253	91	25	tolerance	tolerance	NOUN
ajceb-9253	91	26	refers	refer	VERB
ajceb-9253	91	27	to	to	ADP
ajceb-9253	91	28	the	the	DET
ajceb-9253	91	29	network	network	NOUN
ajceb-9253	91	30	’s	’s	PART
ajceb-9253	91	31	ability	ability	NOUN
ajceb-9253	91	32	to	to	PART
ajceb-9253	91	33	make	make	VERB
ajceb-9253	91	34	a	a	DET
ajceb-9253	91	35	correct	correct	ADJ
ajceb-9253	91	36	decision	decision	NOUN
ajceb-9253	91	37	in	in	ADP
ajceb-9253	91	38	the	the	DET
ajceb-9253	91	39	case	case	NOUN
ajceb-9253	91	40	of	of	ADP
ajceb-9253	91	41	incomplete	incomplete	ADJ
ajceb-9253	91	42	input	input	NOUN
ajceb-9253	91	43	data	datum	NOUN
ajceb-9253	91	44	because	because	SCONJ
ajceb-9253	91	45	the	the	DET
ajceb-9253	91	46	network	network	NOUN
ajceb-9253	91	47	correlates	correlate	VERB
ajceb-9253	91	48	the	the	DET
ajceb-9253	91	49	existing	exist	VERB
ajceb-9253	91	50	components	component	NOUN
ajceb-9253	91	51	with	with	ADP
ajceb-9253	91	52	its	its	PRON
ajceb-9253	91	53	memory	memory	NOUN
ajceb-9253	91	54	without	without	ADP
ajceb-9253	91	55	the	the	DET
ajceb-9253	91	56	need	need	NOUN
ajceb-9253	91	57	for	for	ADP
ajceb-9253	91	58	the	the	DET
ajceb-9253	91	59	missing	miss	VERB
ajceb-9253	91	60	components	component	NOUN
ajceb-9253	91	61	.	.	PUNCT
ajceb-9253	92	1	2	2	X
ajceb-9253	92	2	.	.	X
ajceb-9253	92	3	pattern	pattern	NOUN
ajceb-9253	92	4	recognition	recognition	NOUN
ajceb-9253	92	5	.	.	PUNCT
ajceb-9253	93	1	3	3	X
ajceb-9253	93	2	.	.	X
ajceb-9253	93	3	a	a	DET
ajceb-9253	93	4	multiple	multiple	ADJ
ajceb-9253	93	5	-	-	PUNCT
ajceb-9253	93	6	layer	layer	NOUN
ajceb-9253	93	7	neural	neural	ADJ
ajceb-9253	93	8	network	network	NOUN
ajceb-9253	93	9	’s	’s	PART
ajceb-9253	93	10	generalization	generalization	NOUN
ajceb-9253	93	11	and	and	CCONJ
ajceb-9253	93	12	classification	classification	NOUN
ajceb-9253	93	13	abilities	ability	NOUN
ajceb-9253	93	14	are	be	AUX
ajceb-9253	93	15	its	its	PRON
ajceb-9253	93	16	most	most	ADV
ajceb-9253	93	17	important	important	ADJ
ajceb-9253	93	18	characteristics	characteristic	NOUN
ajceb-9253	93	19	.	.	PUNCT
ajceb-9253	94	1	al	al	PROPN
ajceb-9253	94	2	-	-	PUNCT
ajceb-9253	94	3	attar	attar	PROPN
ajceb-9253	94	4	et	et	PROPN
ajceb-9253	94	5	al	al	PROPN
ajceb-9253	94	6	.	.	PROPN
ajceb-9253	94	7	construction	construction	NOUN
ajceb-9253	94	8	economics	economic	NOUN
ajceb-9253	94	9	and	and	CCONJ
ajceb-9253	94	10	building	building	NOUN
ajceb-9253	94	11	,	,	PUNCT
ajceb-9253	94	12	vol	vol	NOUN
ajceb-9253	94	13	.	.	PROPN
ajceb-9253	94	14	25	25	NUM
ajceb-9253	94	15	,	,	PUNCT
ajceb-9253	94	16	no	no	INTJ
ajceb-9253	94	17	.	.	NOUN
ajceb-9253	94	18	2	2	NUM
ajceb-9253	94	19	july	july	NOUN
ajceb-9253	94	20	2025171	2025171	NUM
ajceb-9253	94	21	4	4	NUM
ajceb-9253	94	22	.	.	PUNCT
ajceb-9253	95	1	the	the	DET
ajceb-9253	95	2	ability	ability	NOUN
ajceb-9253	95	3	of	of	ADP
ajceb-9253	95	4	ann	ann	PROPN
ajceb-9253	95	5	adaptability	adaptability	NOUN
ajceb-9253	95	6	is	be	AUX
ajceb-9253	95	7	in	in	ADP
ajceb-9253	95	8	response	response	NOUN
ajceb-9253	95	9	to	to	ADP
ajceb-9253	95	10	new	new	ADJ
ajceb-9253	95	11	inputs	input	NOUN
ajceb-9253	95	12	not	not	PART
ajceb-9253	95	13	encountered	encounter	VERB
ajceb-9253	95	14	earlier	early	ADV
ajceb-9253	95	15	.	.	PUNCT
ajceb-9253	96	1	the	the	DET
ajceb-9253	96	2	processing	processing	NOUN
ajceb-9253	96	3	elements	element	NOUN
ajceb-9253	96	4	(	(	PUNCT
ajceb-9253	96	5	neurons	neuron	NOUN
ajceb-9253	96	6	)	)	PUNCT
ajceb-9253	96	7	adjust	adjust	VERB
ajceb-9253	96	8	their	their	PRON
ajceb-9253	96	9	weights	weight	NOUN
ajceb-9253	96	10	individually	individually	ADV
ajceb-9253	96	11	and	and	CCONJ
ajceb-9253	96	12	then	then	ADV
ajceb-9253	96	13	in	in	ADP
ajceb-9253	96	14	groups	group	NOUN
ajceb-9253	96	15	,	,	PUNCT
ajceb-9253	96	16	naturally	naturally	ADV
ajceb-9253	96	17	in	in	ADP
ajceb-9253	96	18	accordance	accordance	NOUN
ajceb-9253	96	19	with	with	ADP
ajceb-9253	96	20	the	the	DET
ajceb-9253	96	21	learning	learning	NOUN
ajceb-9253	96	22	scheme	scheme	NOUN
ajceb-9253	96	23	.	.	PUNCT
ajceb-9253	97	1	empirical	empirical	ADJ
ajceb-9253	97	2	studies	study	NOUN
ajceb-9253	97	3	related	relate	VERB
ajceb-9253	97	4	to	to	ADP
ajceb-9253	97	5	anns	anns	NOUN
ajceb-9253	97	6	’	'	PUNCT
ajceb-9253	97	7	adoption	adoption	NOUN
ajceb-9253	97	8	in	in	ADP
ajceb-9253	97	9	estimating	estimate	VERB
ajceb-9253	97	10	the	the	DET
ajceb-9253	97	11	duration	duration	NOUN
ajceb-9253	97	12	of	of	ADP
ajceb-9253	97	13	construction	construction	NOUN
ajceb-9253	97	14	projects	project	VERB
ajceb-9253	97	15	the	the	DET
ajceb-9253	97	16	application	application	NOUN
ajceb-9253	97	17	of	of	ADP
ajceb-9253	97	18	anns	anns	NOUN
ajceb-9253	97	19	in	in	ADP
ajceb-9253	97	20	construction	construction	NOUN
ajceb-9253	97	21	has	have	AUX
ajceb-9253	97	22	been	be	AUX
ajceb-9253	97	23	estimated	estimate	VERB
ajceb-9253	97	24	to	to	ADP
ajceb-9253	97	25	date	date	NOUN
ajceb-9253	97	26	back	back	ADV
ajceb-9253	97	27	to	to	ADP
ajceb-9253	97	28	the	the	DET
ajceb-9253	97	29	early	early	ADJ
ajceb-9253	97	30	1980s	1980s	NUM
ajceb-9253	97	31	,	,	PUNCT
ajceb-9253	97	32	covering	cover	VERB
ajceb-9253	97	33	various	various	ADJ
ajceb-9253	97	34	construction	construction	NOUN
ajceb-9253	97	35	-	-	PUNCT
ajceb-9253	97	36	related	relate	VERB
ajceb-9253	97	37	challenges	challenge	NOUN
ajceb-9253	97	38	.	.	PUNCT
ajceb-9253	98	1	a	a	DET
ajceb-9253	98	2	review	review	NOUN
ajceb-9253	98	3	of	of	ADP
ajceb-9253	98	4	contemporary	contemporary	ADJ
ajceb-9253	98	5	studies	study	NOUN
ajceb-9253	98	6	demonstrates	demonstrate	VERB
ajceb-9253	98	7	the	the	DET
ajceb-9253	98	8	relevance	relevance	NOUN
ajceb-9253	98	9	of	of	ADP
ajceb-9253	98	10	anns	anns	NOUN
ajceb-9253	98	11	in	in	ADP
ajceb-9253	98	12	enhancing	enhance	VERB
ajceb-9253	98	13	estimation	estimation	NOUN
ajceb-9253	98	14	accuracy	accuracy	NOUN
ajceb-9253	98	15	.	.	PUNCT
ajceb-9253	99	1	table	table	NOUN
ajceb-9253	99	2	1	1	NUM
ajceb-9253	99	3	illustrates	illustrate	VERB
ajceb-9253	99	4	several	several	ADJ
ajceb-9253	99	5	studies	study	NOUN
ajceb-9253	99	6	that	that	PRON
ajceb-9253	99	7	are	be	AUX
ajceb-9253	99	8	pertinent	pertinent	ADJ
ajceb-9253	99	9	to	to	ADP
ajceb-9253	99	10	this	this	DET
ajceb-9253	99	11	research	research	NOUN
ajceb-9253	99	12	,	,	PUNCT
ajceb-9253	99	13	which	which	PRON
ajceb-9253	99	14	utilized	utilize	VERB
ajceb-9253	99	15	anns	ann	NOUN
ajceb-9253	99	16	in	in	ADP
ajceb-9253	99	17	construction	construction	NOUN
ajceb-9253	99	18	duration	duration	NOUN
ajceb-9253	99	19	estimation	estimation	NOUN
ajceb-9253	99	20	.	.	PUNCT
ajceb-9253	100	1	research	research	NOUN
ajceb-9253	100	2	gap	gap	NOUN
ajceb-9253	100	3	neural	neural	ADJ
ajceb-9253	100	4	networks	network	NOUN
ajceb-9253	100	5	have	have	AUX
ajceb-9253	100	6	not	not	PART
ajceb-9253	100	7	been	be	AUX
ajceb-9253	100	8	used	use	VERB
ajceb-9253	100	9	to	to	PART
ajceb-9253	100	10	estimate	estimate	VERB
ajceb-9253	100	11	the	the	DET
ajceb-9253	100	12	duration	duration	NOUN
ajceb-9253	100	13	of	of	ADP
ajceb-9253	100	14	construction	construction	NOUN
ajceb-9253	100	15	projects	project	NOUN
ajceb-9253	100	16	in	in	ADP
ajceb-9253	100	17	jordan	jordan	PROPN
ajceb-9253	100	18	.	.	PUNCT
ajceb-9253	101	1	furthermore	furthermore	ADV
ajceb-9253	101	2	,	,	PUNCT
ajceb-9253	101	3	the	the	DET
ajceb-9253	101	4	estimation	estimation	NOUN
ajceb-9253	101	5	of	of	ADP
ajceb-9253	101	6	duration	duration	NOUN
ajceb-9253	101	7	is	be	AUX
ajceb-9253	101	8	a	a	DET
ajceb-9253	101	9	crucial	crucial	ADJ
ajceb-9253	101	10	issue	issue	NOUN
ajceb-9253	101	11	,	,	PUNCT
ajceb-9253	101	12	especially	especially	ADV
ajceb-9253	101	13	during	during	ADP
ajceb-9253	101	14	the	the	DET
ajceb-9253	101	15	initial	initial	ADJ
ajceb-9253	101	16	stages	stage	NOUN
ajceb-9253	101	17	of	of	ADP
ajceb-9253	101	18	the	the	DET
ajceb-9253	101	19	design	design	NOUN
ajceb-9253	101	20	of	of	ADP
ajceb-9253	101	21	a	a	DET
ajceb-9253	101	22	construction	construction	NOUN
ajceb-9253	101	23	project	project	NOUN
ajceb-9253	101	24	and	and	CCONJ
ajceb-9253	101	25	when	when	SCONJ
ajceb-9253	101	26	information	information	NOUN
ajceb-9253	101	27	is	be	AUX
ajceb-9253	101	28	limited	limited	ADJ
ajceb-9253	101	29	.	.	PUNCT
ajceb-9253	102	1	in	in	ADP
ajceb-9253	102	2	jordan	jordan	PROPN
ajceb-9253	102	3	,	,	PUNCT
ajceb-9253	102	4	the	the	DET
ajceb-9253	102	5	methods	method	NOUN
ajceb-9253	102	6	of	of	ADP
ajceb-9253	102	7	estimation	estimation	NOUN
ajceb-9253	102	8	are	be	AUX
ajceb-9253	102	9	poor	poor	ADJ
ajceb-9253	102	10	and	and	CCONJ
ajceb-9253	102	11	traditional	traditional	ADJ
ajceb-9253	102	12	due	due	ADP
ajceb-9253	102	13	to	to	ADP
ajceb-9253	102	14	a	a	DET
ajceb-9253	102	15	lack	lack	NOUN
ajceb-9253	102	16	of	of	ADP
ajceb-9253	102	17	historical	historical	ADJ
ajceb-9253	102	18	data	datum	NOUN
ajceb-9253	102	19	and	and	CCONJ
ajceb-9253	102	20	high	high	ADJ
ajceb-9253	102	21	competitiveness	competitiveness	NOUN
ajceb-9253	102	22	between	between	ADP
ajceb-9253	102	23	the	the	DET
ajceb-9253	102	24	companies	company	NOUN
ajceb-9253	102	25	.	.	PUNCT
ajceb-9253	103	1	it	it	PRON
ajceb-9253	103	2	is	be	AUX
ajceb-9253	103	3	important	important	ADJ
ajceb-9253	103	4	to	to	PART
ajceb-9253	103	5	develop	develop	VERB
ajceb-9253	103	6	an	an	DET
ajceb-9253	103	7	ann	ann	PROPN
ajceb-9253	103	8	model	model	NOUN
ajceb-9253	103	9	to	to	PART
ajceb-9253	103	10	estimate	estimate	VERB
ajceb-9253	103	11	the	the	DET
ajceb-9253	103	12	duration	duration	NOUN
ajceb-9253	103	13	,	,	PUNCT
ajceb-9253	103	14	which	which	PRON
ajceb-9253	103	15	is	be	AUX
ajceb-9253	103	16	why	why	SCONJ
ajceb-9253	103	17	this	this	DET
ajceb-9253	103	18	research	research	NOUN
ajceb-9253	103	19	is	be	AUX
ajceb-9253	103	20	significant	significant	ADJ
ajceb-9253	103	21	.	.	PUNCT
ajceb-9253	104	1	anns	anns	PROPN
ajceb-9253	104	2	are	be	AUX
ajceb-9253	104	3	being	be	AUX
ajceb-9253	104	4	applied	apply	VERB
ajceb-9253	104	5	during	during	ADP
ajceb-9253	104	6	various	various	ADJ
ajceb-9253	104	7	design	design	NOUN
ajceb-9253	104	8	stages	stage	NOUN
ajceb-9253	104	9	in	in	ADP
ajceb-9253	104	10	a	a	DET
ajceb-9253	104	11	project	project	NOUN
ajceb-9253	104	12	’s	’s	PART
ajceb-9253	104	13	life	life	NOUN
ajceb-9253	104	14	cycle	cycle	NOUN
ajceb-9253	104	15	at	at	ADP
ajceb-9253	104	16	the	the	DET
ajceb-9253	104	17	regional	regional	ADJ
ajceb-9253	104	18	level	level	NOUN
ajceb-9253	104	19	.	.	PUNCT
ajceb-9253	105	1	for	for	ADP
ajceb-9253	105	2	these	these	DET
ajceb-9253	105	3	reasons	reason	NOUN
ajceb-9253	105	4	,	,	PUNCT
ajceb-9253	105	5	this	this	DET
ajceb-9253	105	6	research	research	NOUN
ajceb-9253	105	7	focuses	focus	VERB
ajceb-9253	105	8	on	on	ADP
ajceb-9253	105	9	applying	apply	VERB
ajceb-9253	105	10	anns	ann	NOUN
ajceb-9253	105	11	to	to	ADP
ajceb-9253	105	12	actual	actual	ADJ
ajceb-9253	105	13	samples	sample	NOUN
ajceb-9253	105	14	of	of	ADP
ajceb-9253	105	15	building	build	VERB
ajceb-9253	105	16	construction	construction	NOUN
ajceb-9253	105	17	projects	project	NOUN
ajceb-9253	105	18	in	in	ADP
ajceb-9253	105	19	jordan	jordan	PROPN
ajceb-9253	105	20	that	that	PRON
ajceb-9253	105	21	have	have	AUX
ajceb-9253	105	22	been	be	AUX
ajceb-9253	105	23	built	build	VERB
ajceb-9253	105	24	over	over	ADP
ajceb-9253	105	25	the	the	DET
ajceb-9253	105	26	past	past	ADJ
ajceb-9253	105	27	8	8	NUM
ajceb-9253	105	28	years	year	NOUN
ajceb-9253	105	29	,	,	PUNCT
ajceb-9253	105	30	using	use	VERB
ajceb-9253	105	31	different	different	ADJ
ajceb-9253	105	32	parameters	parameter	NOUN
ajceb-9253	105	33	as	as	ADP
ajceb-9253	105	34	inputs	input	NOUN
ajceb-9253	105	35	at	at	ADP
ajceb-9253	105	36	each	each	DET
ajceb-9253	105	37	stage	stage	NOUN
ajceb-9253	105	38	to	to	PART
ajceb-9253	105	39	evolve	evolve	VERB
ajceb-9253	105	40	duration	duration	NOUN
ajceb-9253	105	41	estimation	estimation	NOUN
ajceb-9253	105	42	models	model	NOUN
ajceb-9253	105	43	in	in	ADP
ajceb-9253	105	44	the	the	DET
ajceb-9253	105	45	planning	planning	NOUN
ajceb-9253	105	46	and	and	CCONJ
ajceb-9253	105	47	initial	initial	ADJ
ajceb-9253	105	48	design	design	NOUN
ajceb-9253	105	49	stages	stage	NOUN
ajceb-9253	105	50	.	.	PUNCT
ajceb-9253	106	1	moreover	moreover	ADV
ajceb-9253	106	2	,	,	PUNCT
ajceb-9253	106	3	building	build	VERB
ajceb-9253	106	4	on	on	ADP
ajceb-9253	106	5	the	the	DET
ajceb-9253	106	6	challenges	challenge	NOUN
ajceb-9253	106	7	identified	identify	VERB
ajceb-9253	106	8	in	in	ADP
ajceb-9253	106	9	the	the	DET
ajceb-9253	106	10	introduction	introduction	NOUN
ajceb-9253	106	11	,	,	PUNCT
ajceb-9253	106	12	this	this	DET
ajceb-9253	106	13	research	research	NOUN
ajceb-9253	106	14	aimed	aim	VERB
ajceb-9253	106	15	to	to	PART
ajceb-9253	106	16	develop	develop	VERB
ajceb-9253	106	17	different	different	ADJ
ajceb-9253	106	18	ann	ann	PROPN
ajceb-9253	106	19	models	model	NOUN
ajceb-9253	106	20	for	for	ADP
ajceb-9253	106	21	use	use	NOUN
ajceb-9253	106	22	in	in	ADP
ajceb-9253	106	23	the	the	DET
ajceb-9253	106	24	initial	initial	ADJ
ajceb-9253	106	25	stages	stage	NOUN
ajceb-9253	106	26	of	of	ADP
ajceb-9253	106	27	construction	construction	NOUN
ajceb-9253	106	28	projects	project	NOUN
ajceb-9253	106	29	,	,	PUNCT
ajceb-9253	106	30	planning	planning	NOUN
ajceb-9253	106	31	,	,	PUNCT
ajceb-9253	106	32	and	and	CCONJ
ajceb-9253	106	33	preliminary	preliminary	ADJ
ajceb-9253	106	34	design	design	NOUN
ajceb-9253	106	35	stages	stage	NOUN
ajceb-9253	106	36	to	to	PART
ajceb-9253	106	37	estimate	estimate	VERB
ajceb-9253	106	38	the	the	DET
ajceb-9253	106	39	duration	duration	NOUN
ajceb-9253	106	40	required	require	VERB
ajceb-9253	106	41	to	to	PART
ajceb-9253	106	42	perform	perform	VERB
ajceb-9253	106	43	a	a	DET
ajceb-9253	106	44	project	project	NOUN
ajceb-9253	106	45	without	without	ADP
ajceb-9253	106	46	delays	delay	NOUN
ajceb-9253	106	47	.	.	PUNCT
ajceb-9253	107	1	research	research	NOUN
ajceb-9253	107	2	methodology	methodology	NOUN
ajceb-9253	107	3	there	there	PRON
ajceb-9253	107	4	are	be	VERB
ajceb-9253	107	5	two	two	NUM
ajceb-9253	107	6	approaches	approach	NOUN
ajceb-9253	107	7	to	to	ADP
ajceb-9253	107	8	data	datum	NOUN
ajceb-9253	107	9	analysis	analysis	NOUN
ajceb-9253	107	10	:	:	PUNCT
ajceb-9253	107	11	quantitative	quantitative	ADJ
ajceb-9253	107	12	and	and	CCONJ
ajceb-9253	107	13	qualitative	qualitative	NOUN
ajceb-9253	107	14	.	.	PUNCT
ajceb-9253	108	1	the	the	DET
ajceb-9253	108	2	objective	objective	NOUN
ajceb-9253	108	3	of	of	ADP
ajceb-9253	108	4	the	the	DET
ajceb-9253	108	5	quantitative	quantitative	ADJ
ajceb-9253	108	6	approach	approach	NOUN
ajceb-9253	108	7	is	be	AUX
ajceb-9253	108	8	to	to	PART
ajceb-9253	108	9	gather	gather	VERB
ajceb-9253	108	10	factual	factual	ADJ
ajceb-9253	108	11	data	datum	NOUN
ajceb-9253	108	12	,	,	PUNCT
ajceb-9253	108	13	investigate	investigate	VERB
ajceb-9253	108	14	the	the	DET
ajceb-9253	108	15	relationships	relationship	NOUN
ajceb-9253	108	16	between	between	ADP
ajceb-9253	108	17	those	those	DET
ajceb-9253	108	18	facts	fact	NOUN
ajceb-9253	108	19	,	,	PUNCT
ajceb-9253	108	20	and	and	CCONJ
ajceb-9253	108	21	determine	determine	VERB
ajceb-9253	108	22	whether	whether	SCONJ
ajceb-9253	108	23	those	those	DET
ajceb-9253	108	24	facts	fact	NOUN
ajceb-9253	108	25	and	and	CCONJ
ajceb-9253	108	26	relationships	relationship	NOUN
ajceb-9253	108	27	are	be	AUX
ajceb-9253	108	28	consistent	consistent	ADJ
ajceb-9253	108	29	with	with	ADP
ajceb-9253	108	30	theories	theory	NOUN
ajceb-9253	108	31	and	and	CCONJ
ajceb-9253	108	32	previous	previous	ADJ
ajceb-9253	108	33	research	research	NOUN
ajceb-9253	108	34	findings	finding	NOUN
ajceb-9253	108	35	(	(	PUNCT
ajceb-9253	108	36	el	el	NOUN
ajceb-9253	108	37	-	-	PUNCT
ajceb-9253	108	38	sawalhi	sawalhi	NOUN
ajceb-9253	108	39	and	and	CCONJ
ajceb-9253	108	40	shehatto	shehatto	NOUN
ajceb-9253	108	41	,	,	PUNCT
ajceb-9253	108	42	2013	2013	NUM
ajceb-9253	108	43	)	)	PUNCT
ajceb-9253	108	44	.	.	PUNCT
ajceb-9253	109	1	in	in	ADP
ajceb-9253	109	2	order	order	NOUN
ajceb-9253	109	3	to	to	PART
ajceb-9253	109	4	perform	perform	VERB
ajceb-9253	109	5	statistical	statistical	ADJ
ajceb-9253	109	6	analysis	analysis	NOUN
ajceb-9253	109	7	,	,	PUNCT
ajceb-9253	109	8	quantitative	quantitative	ADJ
ajceb-9253	109	9	research	research	NOUN
ajceb-9253	109	10	requires	require	VERB
ajceb-9253	109	11	the	the	DET
ajceb-9253	109	12	reduction	reduction	NOUN
ajceb-9253	109	13	of	of	ADP
ajceb-9253	109	14	phenomena	phenomenon	NOUN
ajceb-9253	109	15	to	to	ADP
ajceb-9253	109	16	numerical	numerical	ADJ
ajceb-9253	109	17	values	value	NOUN
ajceb-9253	109	18	.	.	PUNCT
ajceb-9253	110	1	the	the	DET
ajceb-9253	110	2	qualitative	qualitative	ADJ
ajceb-9253	110	3	approach	approach	NOUN
ajceb-9253	110	4	identified	identify	VERB
ajceb-9253	110	5	factors	factor	NOUN
ajceb-9253	110	6	influencing	influence	VERB
ajceb-9253	110	7	project	project	NOUN
ajceb-9253	110	8	duration	duration	NOUN
ajceb-9253	110	9	through	through	ADP
ajceb-9253	110	10	literature	literature	NOUN
ajceb-9253	110	11	reviews	review	NOUN
ajceb-9253	110	12	.	.	PUNCT
ajceb-9253	111	1	the	the	DET
ajceb-9253	111	2	quantitative	quantitative	ADJ
ajceb-9253	111	3	approach	approach	NOUN
ajceb-9253	111	4	,	,	PUNCT
ajceb-9253	111	5	in	in	ADP
ajceb-9253	111	6	contrast	contrast	NOUN
ajceb-9253	111	7	,	,	PUNCT
ajceb-9253	111	8	gathered	gather	VERB
ajceb-9253	111	9	data	datum	NOUN
ajceb-9253	111	10	on	on	ADP
ajceb-9253	111	11	the	the	DET
ajceb-9253	111	12	main	main	ADJ
ajceb-9253	111	13	factors	factor	NOUN
ajceb-9253	111	14	affecting	affect	VERB
ajceb-9253	111	15	project	project	NOUN
ajceb-9253	111	16	durations	duration	NOUN
ajceb-9253	111	17	that	that	PRON
ajceb-9253	111	18	have	have	AUX
ajceb-9253	111	19	been	be	AUX
ajceb-9253	111	20	built	build	VERB
ajceb-9253	111	21	in	in	ADP
ajceb-9253	111	22	jordan	jordan	PROPN
ajceb-9253	111	23	by	by	ADP
ajceb-9253	111	24	building	build	VERB
ajceb-9253	111	25	a	a	DET
ajceb-9253	111	26	questionnaire	questionnaire	NOUN
ajceb-9253	111	27	.	.	PUNCT
ajceb-9253	112	1	the	the	DET
ajceb-9253	112	2	identification	identification	NOUN
ajceb-9253	112	3	of	of	ADP
ajceb-9253	112	4	the	the	DET
ajceb-9253	112	5	factors	factor	NOUN
ajceb-9253	112	6	that	that	PRON
ajceb-9253	112	7	influence	influence	VERB
ajceb-9253	112	8	the	the	DET
ajceb-9253	112	9	duration	duration	NOUN
ajceb-9253	112	10	of	of	ADP
ajceb-9253	112	11	construction	construction	NOUN
ajceb-9253	112	12	projects	project	NOUN
ajceb-9253	112	13	is	be	AUX
ajceb-9253	112	14	one	one	NUM
ajceb-9253	112	15	of	of	ADP
ajceb-9253	112	16	the	the	DET
ajceb-9253	112	17	most	most	ADV
ajceb-9253	112	18	significant	significant	ADJ
ajceb-9253	112	19	steps	step	NOUN
ajceb-9253	112	20	in	in	ADP
ajceb-9253	112	21	developing	develop	VERB
ajceb-9253	112	22	a	a	DET
ajceb-9253	112	23	neural	neural	ADJ
ajceb-9253	112	24	network	network	NOUN
ajceb-9253	112	25	(	(	PUNCT
ajceb-9253	112	26	nn	nn	NOUN
ajceb-9253	112	27	)	)	PUNCT
ajceb-9253	112	28	model	model	NOUN
ajceb-9253	112	29	.	.	PUNCT
ajceb-9253	113	1	through	through	ADP
ajceb-9253	113	2	a	a	DET
ajceb-9253	113	3	literature	literature	NOUN
ajceb-9253	113	4	review	review	NOUN
ajceb-9253	113	5	,	,	PUNCT
ajceb-9253	113	6	a	a	DET
ajceb-9253	113	7	thorough	thorough	ADJ
ajceb-9253	113	8	list	list	NOUN
ajceb-9253	113	9	of	of	ADP
ajceb-9253	113	10	factors	factor	NOUN
ajceb-9253	113	11	relevant	relevant	ADJ
ajceb-9253	113	12	to	to	ADP
ajceb-9253	113	13	jordanian	jordanian	ADJ
ajceb-9253	113	14	construction	construction	NOUN
ajceb-9253	113	15	was	be	AUX
ajceb-9253	113	16	created	create	VERB
ajceb-9253	113	17	.	.	PUNCT
ajceb-9253	114	1	key	key	ADJ
ajceb-9253	114	2	parameters	parameter	NOUN
ajceb-9253	114	3	were	be	AUX
ajceb-9253	114	4	first	first	ADV
ajceb-9253	114	5	determined	determine	VERB
ajceb-9253	114	6	through	through	ADP
ajceb-9253	114	7	literature	literature	NOUN
ajceb-9253	114	8	reviews	review	NOUN
ajceb-9253	114	9	.	.	PUNCT
ajceb-9253	115	1	after	after	ADP
ajceb-9253	115	2	that	that	PRON
ajceb-9253	115	3	,	,	PUNCT
ajceb-9253	115	4	a	a	DET
ajceb-9253	115	5	first	first	ADJ
ajceb-9253	115	6	questionnaire	questionnaire	NOUN
ajceb-9253	115	7	was	be	AUX
ajceb-9253	115	8	built	build	VERB
ajceb-9253	115	9	based	base	VERB
ajceb-9253	115	10	on	on	ADP
ajceb-9253	115	11	the	the	DET
ajceb-9253	115	12	literature	literature	NOUN
ajceb-9253	115	13	and	and	CCONJ
ajceb-9253	115	14	a	a	DET
ajceb-9253	115	15	pilot	pilot	NOUN
ajceb-9253	115	16	study	study	NOUN
ajceb-9253	115	17	to	to	PART
ajceb-9253	115	18	identify	identify	VERB
ajceb-9253	115	19	the	the	DET
ajceb-9253	115	20	factors	factor	NOUN
ajceb-9253	115	21	influencing	influence	VERB
ajceb-9253	115	22	the	the	DET
ajceb-9253	115	23	duration	duration	NOUN
ajceb-9253	115	24	of	of	ADP
ajceb-9253	115	25	construction	construction	NOUN
ajceb-9253	115	26	projects	project	NOUN
ajceb-9253	115	27	in	in	ADP
ajceb-9253	115	28	jordan	jordan	PROPN
ajceb-9253	115	29	.	.	PUNCT
ajceb-9253	116	1	a	a	DET
ajceb-9253	116	2	second	second	ADJ
ajceb-9253	116	3	questionnaire	questionnaire	NOUN
ajceb-9253	116	4	was	be	AUX
ajceb-9253	116	5	constructed	construct	VERB
ajceb-9253	116	6	to	to	PART
ajceb-9253	116	7	demonstrate	demonstrate	VERB
ajceb-9253	116	8	the	the	DET
ajceb-9253	116	9	importance	importance	NOUN
ajceb-9253	116	10	of	of	ADP
ajceb-9253	116	11	each	each	DET
ajceb-9253	116	12	factor	factor	NOUN
ajceb-9253	116	13	during	during	ADP
ajceb-9253	116	14	the	the	DET
ajceb-9253	116	15	initial	initial	ADJ
ajceb-9253	116	16	design	design	NOUN
ajceb-9253	116	17	and	and	CCONJ
ajceb-9253	116	18	planning	planning	NOUN
ajceb-9253	116	19	stages	stage	NOUN
ajceb-9253	116	20	.	.	PUNCT
ajceb-9253	117	1	this	this	DET
ajceb-9253	117	2	research	research	NOUN
ajceb-9253	117	3	developed	develop	VERB
ajceb-9253	117	4	ann	ann	PROPN
ajceb-9253	117	5	models	model	NOUN
ajceb-9253	117	6	for	for	ADP
ajceb-9253	117	7	early	early	ADJ
ajceb-9253	117	8	-	-	PUNCT
ajceb-9253	117	9	stage	stage	NOUN
ajceb-9253	117	10	duration	duration	NOUN
ajceb-9253	117	11	estimation	estimation	NOUN
ajceb-9253	117	12	as	as	ADP
ajceb-9253	117	13	an	an	DET
ajceb-9253	117	14	alternative	alternative	NOUN
ajceb-9253	117	15	to	to	ADP
ajceb-9253	117	16	traditional	traditional	ADJ
ajceb-9253	117	17	methods	method	NOUN
ajceb-9253	117	18	.	.	PUNCT
ajceb-9253	118	1	figure	figure	VERB
ajceb-9253	118	2	1	1	NUM
ajceb-9253	118	3	outlines	outline	VERB
ajceb-9253	118	4	the	the	DET
ajceb-9253	118	5	methodology	methodology	NOUN
ajceb-9253	118	6	.	.	PUNCT
ajceb-9253	119	1	the	the	DET
ajceb-9253	119	2	pilot	pilot	NOUN
ajceb-9253	119	3	study	study	NOUN
ajceb-9253	119	4	a	a	DET
ajceb-9253	119	5	pilot	pilot	NOUN
ajceb-9253	119	6	study	study	NOUN
ajceb-9253	119	7	was	be	AUX
ajceb-9253	119	8	conducted	conduct	VERB
ajceb-9253	119	9	prior	prior	ADV
ajceb-9253	119	10	to	to	ADP
ajceb-9253	119	11	sampling	sample	VERB
ajceb-9253	119	12	the	the	DET
ajceb-9253	119	13	questionnaire	questionnaire	NOUN
ajceb-9253	119	14	(	(	PUNCT
ajceb-9253	119	15	al	al	PROPN
ajceb-9253	119	16	-	-	PUNCT
ajceb-9253	119	17	tawal	tawal	PROPN
ajceb-9253	119	18	,	,	PUNCT
ajceb-9253	119	19	2020	2020	NUM
ajceb-9253	119	20	)	)	PUNCT
ajceb-9253	119	21	.	.	PUNCT
ajceb-9253	120	1	ten	ten	NUM
ajceb-9253	120	2	copies	copy	NOUN
ajceb-9253	120	3	of	of	ADP
ajceb-9253	120	4	the	the	DET
ajceb-9253	120	5	questionnaire	questionnaire	NOUN
ajceb-9253	120	6	in	in	ADP
ajceb-9253	120	7	total	total	NOUN
ajceb-9253	120	8	were	be	AUX
ajceb-9253	120	9	given	give	VERB
ajceb-9253	120	10	and	and	CCONJ
ajceb-9253	120	11	reviewed	review	VERB
ajceb-9253	120	12	.	.	PUNCT
ajceb-9253	121	1	the	the	DET
ajceb-9253	121	2	10	10	NUM
ajceb-9253	121	3	successful	successful	ADJ
ajceb-9253	121	4	surveys	survey	NOUN
ajceb-9253	121	5	were	be	AUX
ajceb-9253	121	6	added	add	VERB
ajceb-9253	121	7	to	to	ADP
ajceb-9253	121	8	the	the	DET
ajceb-9253	121	9	data	data	NOUN
ajceb-9253	121	10	sample	sample	PROPN
ajceb-9253	121	11	al	al	PROPN
ajceb-9253	121	12	-	-	PUNCT
ajceb-9253	121	13	attar	attar	PROPN
ajceb-9253	121	14	et	et	PROPN
ajceb-9253	121	15	al	al	PROPN
ajceb-9253	121	16	.	.	PROPN
ajceb-9253	122	1	construction	construction	NOUN
ajceb-9253	122	2	economics	economic	NOUN
ajceb-9253	122	3	and	and	CCONJ
ajceb-9253	122	4	building	building	NOUN
ajceb-9253	122	5	,	,	PUNCT
ajceb-9253	122	6	vol	vol	NOUN
ajceb-9253	122	7	.	.	PROPN
ajceb-9253	122	8	25	25	NUM
ajceb-9253	122	9	,	,	PUNCT
ajceb-9253	122	10	no	no	INTJ
ajceb-9253	122	11	.	.	NOUN
ajceb-9253	122	12	2	2	NUM
ajceb-9253	122	13	july	july	PROPN
ajceb-9253	122	14	2025172	2025172	NUM
ajceb-9253	122	15	table	table	NOUN
ajceb-9253	122	16	1	1	NUM
ajceb-9253	122	17	.	.	PUNCT
ajceb-9253	123	1	empirical	empirical	ADJ
ajceb-9253	123	2	studies	study	NOUN
ajceb-9253	123	3	related	relate	VERB
ajceb-9253	123	4	to	to	ADP
ajceb-9253	123	5	ann	ann	PROPN
ajceb-9253	123	6	(	(	PUNCT
ajceb-9253	123	7	authors	author	NOUN
ajceb-9253	123	8	’	'	PUNCT
ajceb-9253	123	9	own	own	ADJ
ajceb-9253	123	10	)	)	PUNCT
ajceb-9253	123	11	country	country	NOUN
ajceb-9253	123	12	objectives	objective	NOUN
ajceb-9253	123	13	findings	finding	VERB
ajceb-9253	123	14	authors	author	NOUN
ajceb-9253	123	15	united	unite	VERB
ajceb-9253	123	16	states	states	PROPN
ajceb-9253	123	17	compared	compare	VERB
ajceb-9253	123	18	alternative	alternative	ADJ
ajceb-9253	123	19	methods	method	NOUN
ajceb-9253	123	20	in	in	ADP
ajceb-9253	123	21	the	the	DET
ajceb-9253	123	22	initial	initial	ADJ
ajceb-9253	123	23	stages	stage	NOUN
ajceb-9253	123	24	of	of	ADP
ajceb-9253	123	25	projects	project	NOUN
ajceb-9253	123	26	to	to	PART
ajceb-9253	123	27	forecast	forecast	VERB
ajceb-9253	123	28	the	the	DET
ajceb-9253	123	29	conceptual	conceptual	ADJ
ajceb-9253	123	30	duration	duration	NOUN
ajceb-9253	123	31	of	of	ADP
ajceb-9253	123	32	construction	construction	NOUN
ajceb-9253	123	33	projects	project	NOUN
ajceb-9253	123	34	.	.	PUNCT
ajceb-9253	124	1	regression	regression	VERB
ajceb-9253	124	2	analysis	analysis	NOUN
ajceb-9253	124	3	and	and	CCONJ
ajceb-9253	124	4	ann	ann	PROPN
ajceb-9253	124	5	were	be	AUX
ajceb-9253	124	6	used	use	VERB
ajceb-9253	124	7	to	to	PART
ajceb-9253	124	8	formulate	formulate	VERB
ajceb-9253	124	9	five	five	NUM
ajceb-9253	124	10	models	model	NOUN
ajceb-9253	124	11	to	to	PART
ajceb-9253	124	12	estimate	estimate	VERB
ajceb-9253	124	13	the	the	DET
ajceb-9253	124	14	duration	duration	NOUN
ajceb-9253	124	15	of	of	ADP
ajceb-9253	124	16	17	17	NUM
ajceb-9253	124	17	construction	construction	NOUN
ajceb-9253	124	18	projects	project	NOUN
ajceb-9253	124	19	in	in	ADP
ajceb-9253	124	20	the	the	DET
ajceb-9253	124	21	united	united	PROPN
ajceb-9253	124	22	states	states	PROPN
ajceb-9253	124	23	.	.	PUNCT
ajceb-9253	125	1	1	1	X
ajceb-9253	125	2	.	.	X
ajceb-9253	125	3	the	the	DET
ajceb-9253	125	4	results	result	NOUN
ajceb-9253	125	5	for	for	ADP
ajceb-9253	125	6	the	the	DET
ajceb-9253	125	7	regression	regression	NOUN
ajceb-9253	125	8	and	and	CCONJ
ajceb-9253	125	9	neural	neural	ADJ
ajceb-9253	125	10	network	network	NOUN
ajceb-9253	125	11	models	model	NOUN
ajceb-9253	125	12	proved	prove	VERB
ajceb-9253	125	13	that	that	SCONJ
ajceb-9253	125	14	there	there	PRON
ajceb-9253	125	15	were	be	VERB
ajceb-9253	125	16	no	no	DET
ajceb-9253	125	17	significant	significant	ADJ
ajceb-9253	125	18	variations	variation	NOUN
ajceb-9253	125	19	in	in	ADP
ajceb-9253	125	20	the	the	DET
ajceb-9253	125	21	prediction	prediction	NOUN
ajceb-9253	125	22	accuracy	accuracy	NOUN
ajceb-9253	125	23	.	.	PUNCT
ajceb-9253	126	1	2	2	X
ajceb-9253	126	2	.	.	X
ajceb-9253	126	3	the	the	DET
ajceb-9253	126	4	mean	mean	ADJ
ajceb-9253	126	5	absolute	absolute	ADJ
ajceb-9253	126	6	percentage	percentage	NOUN
ajceb-9253	126	7	error	error	NOUN
ajceb-9253	126	8	(	(	PUNCT
ajceb-9253	126	9	mape	mape	NOUN
ajceb-9253	126	10	)	)	PUNCT
ajceb-9253	126	11	of	of	ADP
ajceb-9253	126	12	the	the	DET
ajceb-9253	126	13	conceptual	conceptual	ADJ
ajceb-9253	126	14	estimate	estimate	NOUN
ajceb-9253	126	15	of	of	ADP
ajceb-9253	126	16	the	the	DET
ajceb-9253	126	17	construction	construction	NOUN
ajceb-9253	126	18	duration	duration	NOUN
ajceb-9253	126	19	in	in	ADP
ajceb-9253	126	20	this	this	DET
ajceb-9253	126	21	study	study	NOUN
ajceb-9253	126	22	reached	reach	VERB
ajceb-9253	126	23	13%–15	13%–15	NUM
ajceb-9253	126	24	%	%	NOUN
ajceb-9253	126	25	.	.	PUNCT
ajceb-9253	127	1	helvaci	helvaci	NOUN
ajceb-9253	127	2	(	(	PUNCT
ajceb-9253	127	3	2008	2008	NUM
ajceb-9253	127	4	)	)	PUNCT
ajceb-9253	127	5	bosnia	bosnia	PROPN
ajceb-9253	127	6	and	and	CCONJ
ajceb-9253	127	7	herzegovina	herzegovina	PROPN
ajceb-9253	127	8	a	a	DET
ajceb-9253	127	9	linear	linear	ADJ
ajceb-9253	127	10	regression	regression	NOUN
ajceb-9253	127	11	using	use	VERB
ajceb-9253	127	12	a	a	DET
ajceb-9253	127	13	“	"	PUNCT
ajceb-9253	127	14	time	time	NOUN
ajceb-9253	127	15	cost	cost	NOUN
ajceb-9253	127	16	”	"	PUNCT
ajceb-9253	127	17	model	model	NOUN
ajceb-9253	127	18	was	be	AUX
ajceb-9253	127	19	used	use	VERB
ajceb-9253	127	20	to	to	PART
ajceb-9253	127	21	estimate	estimate	VERB
ajceb-9253	127	22	the	the	DET
ajceb-9253	127	23	construction	construction	NOUN
ajceb-9253	127	24	time	time	NOUN
ajceb-9253	127	25	,	,	PUNCT
ajceb-9253	127	26	and	and	CCONJ
ajceb-9253	127	27	valuable	valuable	ADJ
ajceb-9253	127	28	information	information	NOUN
ajceb-9253	127	29	about	about	ADP
ajceb-9253	127	30	the	the	DET
ajceb-9253	127	31	75	75	NUM
ajceb-9253	127	32	buildings	building	NOUN
ajceb-9253	127	33	built	build	VERB
ajceb-9253	127	34	in	in	ADP
ajceb-9253	127	35	the	the	DET
ajceb-9253	127	36	federation	federation	NOUN
ajceb-9253	127	37	of	of	ADP
ajceb-9253	127	38	bosnia	bosnia	PROPN
ajceb-9253	127	39	and	and	CCONJ
ajceb-9253	127	40	herzegovina	herzegovina	PROPN
ajceb-9253	127	41	was	be	AUX
ajceb-9253	127	42	gathered	gather	VERB
ajceb-9253	127	43	through	through	ADP
ajceb-9253	127	44	field	field	NOUN
ajceb-9253	127	45	research	research	NOUN
ajceb-9253	127	46	.	.	PUNCT
ajceb-9253	128	1	1	1	X
ajceb-9253	128	2	.	.	X
ajceb-9253	128	3	the	the	DET
ajceb-9253	128	4	value	value	NOUN
ajceb-9253	128	5	of	of	ADP
ajceb-9253	128	6	mape	mape	NOUN
ajceb-9253	128	7	was	be	AUX
ajceb-9253	128	8	calculated	calculate	VERB
ajceb-9253	128	9	(	(	PUNCT
ajceb-9253	128	10	10.35	10.35	NUM
ajceb-9253	128	11	)	)	PUNCT
ajceb-9253	128	12	.	.	PUNCT
ajceb-9253	129	1	2	2	X
ajceb-9253	129	2	.	.	X
ajceb-9253	129	3	the	the	DET
ajceb-9253	129	4	value	value	NOUN
ajceb-9253	129	5	of	of	ADP
ajceb-9253	129	6	mape	mape	NOUN
ajceb-9253	129	7	was	be	AUX
ajceb-9253	129	8	then	then	ADV
ajceb-9253	129	9	determined	determine	VERB
ajceb-9253	129	10	by	by	ADP
ajceb-9253	129	11	applying	apply	VERB
ajceb-9253	129	12	a	a	DET
ajceb-9253	129	13	multilayer	multilayer	ADJ
ajceb-9253	129	14	perceptron	perceptron	PROPN
ajceb-9253	129	15	neural	neural	PROPN
ajceb-9253	129	16	network	network	PROPN
ajceb-9253	129	17	(	(	PUNCT
ajceb-9253	129	18	mlp	mlp	PROPN
ajceb-9253	129	19	-	-	PUNCT
ajceb-9253	129	20	nn	nn	NOUN
ajceb-9253	129	21	)	)	PUNCT
ajceb-9253	129	22	predictive	predictive	ADJ
ajceb-9253	129	23	model	model	NOUN
ajceb-9253	129	24	to	to	ADP
ajceb-9253	129	25	the	the	DET
ajceb-9253	129	26	same	same	ADJ
ajceb-9253	129	27	data	datum	NOUN
ajceb-9253	129	28	(	(	PUNCT
ajceb-9253	129	29	2.50	2.50	NUM
ajceb-9253	129	30	)	)	PUNCT
ajceb-9253	129	31	.	.	PUNCT
ajceb-9253	130	1	3	3	X
ajceb-9253	130	2	.	.	X
ajceb-9253	130	3	the	the	DET
ajceb-9253	130	4	mlp	mlp	PROPN
ajceb-9253	130	5	-	-	PUNCT
ajceb-9253	130	6	nn	nn	PROPN
ajceb-9253	130	7	model	model	NOUN
ajceb-9253	130	8	showed	show	VERB
ajceb-9253	130	9	a	a	DET
ajceb-9253	130	10	significant	significant	ADJ
ajceb-9253	130	11	increase	increase	NOUN
ajceb-9253	130	12	in	in	ADP
ajceb-9253	130	13	prediction	prediction	NOUN
ajceb-9253	130	14	accuracy	accuracy	NOUN
ajceb-9253	130	15	.	.	PUNCT
ajceb-9253	131	1	petruseva	petruseva	PROPN
ajceb-9253	131	2	,	,	PUNCT
ajceb-9253	131	3	et	et	PROPN
ajceb-9253	131	4	al	al	PROPN
ajceb-9253	131	5	.	.	PUNCT
ajceb-9253	132	1	(	(	PUNCT
ajceb-9253	132	2	2012	2012	NUM
ajceb-9253	132	3	)	)	PUNCT
ajceb-9253	132	4	ghana	ghana	PROPN
ajceb-9253	132	5	studied	study	VERB
ajceb-9253	132	6	a	a	DET
ajceb-9253	132	7	tool	tool	NOUN
ajceb-9253	132	8	for	for	ADP
ajceb-9253	132	9	estimating	estimate	VERB
ajceb-9253	132	10	the	the	DET
ajceb-9253	132	11	duration	duration	NOUN
ajceb-9253	132	12	of	of	ADP
ajceb-9253	132	13	bridge	bridge	NOUN
ajceb-9253	132	14	-	-	PUNCT
ajceb-9253	132	15	building	building	NOUN
ajceb-9253	132	16	projects	project	NOUN
ajceb-9253	132	17	.	.	PUNCT
ajceb-9253	133	1	one	one	NUM
ajceb-9253	133	2	hundred	hundred	NUM
ajceb-9253	133	3	sets	set	NOUN
ajceb-9253	133	4	of	of	ADP
ajceb-9253	133	5	questions	question	NOUN
ajceb-9253	133	6	were	be	AUX
ajceb-9253	133	7	distributed	distribute	VERB
ajceb-9253	133	8	and	and	CCONJ
ajceb-9253	133	9	the	the	DET
ajceb-9253	133	10	historical	historical	ADJ
ajceb-9253	133	11	records	record	NOUN
ajceb-9253	133	12	for	for	ADP
ajceb-9253	133	13	30	30	NUM
ajceb-9253	133	14	completed	complete	VERB
ajceb-9253	133	15	bridge	bridge	NOUN
ajceb-9253	133	16	projects	project	NOUN
ajceb-9253	133	17	.	.	PUNCT
ajceb-9253	134	1	the	the	DET
ajceb-9253	134	2	stepwise	stepwise	PROPN
ajceb-9253	134	3	regression	regression	NOUN
ajceb-9253	134	4	approach	approach	NOUN
ajceb-9253	134	5	and	and	CCONJ
ajceb-9253	134	6	ann	ann	PROPN
ajceb-9253	134	7	strategy	strategy	NOUN
ajceb-9253	134	8	were	be	AUX
ajceb-9253	134	9	utilized	utilize	VERB
ajceb-9253	134	10	to	to	PART
ajceb-9253	134	11	examine	examine	VERB
ajceb-9253	134	12	and	and	CCONJ
ajceb-9253	134	13	evaluate	evaluate	VERB
ajceb-9253	134	14	the	the	DET
ajceb-9253	134	15	data	datum	NOUN
ajceb-9253	134	16	.	.	PUNCT
ajceb-9253	135	1	1	1	X
ajceb-9253	135	2	.	.	X
ajceb-9253	135	3	both	both	DET
ajceb-9253	135	4	regression	regression	NOUN
ajceb-9253	135	5	and	and	CCONJ
ajceb-9253	135	6	ann	ann	PROPN
ajceb-9253	135	7	models	model	NOUN
ajceb-9253	135	8	are	be	AUX
ajceb-9253	135	9	suitable	suitable	ADJ
ajceb-9253	135	10	for	for	ADP
ajceb-9253	135	11	forecasting	forecast	VERB
ajceb-9253	135	12	the	the	DET
ajceb-9253	135	13	duration	duration	NOUN
ajceb-9253	135	14	of	of	ADP
ajceb-9253	135	15	a	a	DET
ajceb-9253	135	16	new	new	ADJ
ajceb-9253	135	17	bridge	bridge	NOUN
ajceb-9253	135	18	development	development	NOUN
ajceb-9253	135	19	project	project	NOUN
ajceb-9253	135	20	.	.	PUNCT
ajceb-9253	136	1	2	2	X
ajceb-9253	136	2	.	.	X
ajceb-9253	136	3	during	during	ADP
ajceb-9253	136	4	the	the	DET
ajceb-9253	136	5	validation	validation	NOUN
ajceb-9253	136	6	stage	stage	NOUN
ajceb-9253	136	7	,	,	PUNCT
ajceb-9253	136	8	the	the	DET
ajceb-9253	136	9	development	development	NOUN
ajceb-9253	136	10	of	of	ADP
ajceb-9253	136	11	a	a	DET
ajceb-9253	136	12	regression	regression	NOUN
ajceb-9253	136	13	model	model	NOUN
ajceb-9253	136	14	and	and	CCONJ
ajceb-9253	136	15	an	an	DET
ajceb-9253	136	16	ann	ann	PROPN
ajceb-9253	136	17	model	model	NOUN
ajceb-9253	136	18	utilizing	utilize	VERB
ajceb-9253	136	19	a	a	DET
ajceb-9253	136	20	feed	feed	NOUN
ajceb-9253	136	21	-	-	PUNCT
ajceb-9253	136	22	forward	forward	NOUN
ajceb-9253	136	23	backpropagation	backpropagation	NOUN
ajceb-9253	136	24	algorithm	algorithm	NOUN
ajceb-9253	136	25	resulted	result	VERB
ajceb-9253	136	26	in	in	ADP
ajceb-9253	136	27	mape	mape	NOUN
ajceb-9253	136	28	values	value	NOUN
ajceb-9253	136	29	of	of	ADP
ajceb-9253	136	30	25	25	NUM
ajceb-9253	136	31	%	%	NOUN
ajceb-9253	136	32	and	and	CCONJ
ajceb-9253	136	33	26	26	NUM
ajceb-9253	136	34	%	%	NOUN
ajceb-9253	136	35	,	,	PUNCT
ajceb-9253	136	36	respectively	respectively	ADV
ajceb-9253	136	37	.	.	PUNCT
ajceb-9253	137	1	nani	nani	PROPN
ajceb-9253	137	2	,	,	PUNCT
ajceb-9253	137	3	et	et	PROPN
ajceb-9253	137	4	al	al	PROPN
ajceb-9253	137	5	.	.	PROPN
ajceb-9253	138	1	(	(	PUNCT
ajceb-9253	138	2	2017	2017	NUM
ajceb-9253	138	3	)	)	PUNCT
ajceb-9253	138	4	nigeria	nigeria	PROPN
ajceb-9253	138	5	investigated	investigate	VERB
ajceb-9253	138	6	the	the	DET
ajceb-9253	138	7	cost	cost	NOUN
ajceb-9253	138	8	and	and	CCONJ
ajceb-9253	138	9	duration	duration	NOUN
ajceb-9253	138	10	of	of	ADP
ajceb-9253	138	11	construction	construction	NOUN
ajceb-9253	138	12	projects	project	NOUN
ajceb-9253	138	13	.	.	PUNCT
ajceb-9253	139	1	a	a	DET
ajceb-9253	139	2	database	database	NOUN
ajceb-9253	139	3	was	be	AUX
ajceb-9253	139	4	created	create	VERB
ajceb-9253	139	5	using	use	VERB
ajceb-9253	139	6	six	six	NUM
ajceb-9253	139	7	input	input	NOUN
ajceb-9253	139	8	variables	variable	NOUN
ajceb-9253	139	9	.	.	PUNCT
ajceb-9253	140	1	the	the	DET
ajceb-9253	140	2	levenberg	levenberg	PROPN
ajceb-9253	140	3	–	–	PUNCT
ajceb-9253	140	4	marquardt	marquardt	PROPN
ajceb-9253	140	5	training	training	NOUN
ajceb-9253	140	6	algorithm	algorithm	PROPN
ajceb-9253	140	7	and	and	CCONJ
ajceb-9253	140	8	mse	mse	NOUN
ajceb-9253	140	9	performance	performance	NOUN
ajceb-9253	140	10	criteria	criterion	NOUN
ajceb-9253	140	11	were	be	AUX
ajceb-9253	140	12	used	use	VERB
ajceb-9253	140	13	in	in	ADP
ajceb-9253	140	14	the	the	DET
ajceb-9253	140	15	development	development	NOUN
ajceb-9253	140	16	of	of	ADP
ajceb-9253	140	17	smart	smart	ADJ
ajceb-9253	140	18	intelligent	intelligent	ADJ
ajceb-9253	140	19	modeling	modeling	NOUN
ajceb-9253	140	20	in	in	ADP
ajceb-9253	140	21	matlab	matlab	PROPN
ajceb-9253	140	22	to	to	PART
ajceb-9253	140	23	achieve	achieve	VERB
ajceb-9253	140	24	an	an	DET
ajceb-9253	140	25	optimized	optimize	VERB
ajceb-9253	140	26	network	network	NOUN
ajceb-9253	140	27	architecture	architecture	NOUN
ajceb-9253	140	28	.	.	PUNCT
ajceb-9253	141	1	1	1	X
ajceb-9253	141	2	.	.	X
ajceb-9253	141	3	an	an	DET
ajceb-9253	141	4	average	average	ADJ
ajceb-9253	141	5	coefficient	coefficient	NOUN
ajceb-9253	141	6	of	of	ADP
ajceb-9253	141	7	determination	determination	NOUN
ajceb-9253	141	8	(	(	PUNCT
ajceb-9253	141	9	r2	r2	PROPN
ajceb-9253	141	10	)	)	PUNCT
ajceb-9253	141	11	of	of	ADP
ajceb-9253	141	12	0.99995	0.99995	NUM
ajceb-9253	141	13	,	,	PUNCT
ajceb-9253	141	14	which	which	PRON
ajceb-9253	141	15	is	be	AUX
ajceb-9253	141	16	better	well	ADJ
ajceb-9253	141	17	than	than	ADP
ajceb-9253	141	18	the	the	DET
ajceb-9253	141	19	multiple	multiple	ADJ
ajceb-9253	141	20	linear	linear	ADJ
ajceb-9253	141	21	regression	regression	NOUN
ajceb-9253	141	22	(	(	PUNCT
ajceb-9253	141	23	mlr	mlr	NOUN
ajceb-9253	141	24	)	)	PUNCT
ajceb-9253	141	25	result	result	NOUN
ajceb-9253	141	26	of	of	ADP
ajceb-9253	141	27	0.6986	0.6986	NUM
ajceb-9253	141	28	.	.	PUNCT
ajceb-9253	142	1	2	2	NUM
ajceb-9253	142	2	.	.	X
ajceb-9253	143	1	the	the	DET
ajceb-9253	143	2	computed	compute	VERB
ajceb-9253	143	3	results	result	NOUN
ajceb-9253	143	4	showed	show	VERB
ajceb-9253	143	5	a	a	DET
ajceb-9253	143	6	good	good	ADJ
ajceb-9253	143	7	correlation	correlation	NOUN
ajceb-9253	143	8	between	between	ADP
ajceb-9253	143	9	the	the	DET
ajceb-9253	143	10	ann	ann	PROPN
ajceb-9253	143	11	model	model	NOUN
ajceb-9253	143	12	and	and	CCONJ
ajceb-9253	143	13	the	the	DET
ajceb-9253	143	14	actual	actual	ADJ
ajceb-9253	143	15	results	result	NOUN
ajceb-9253	143	16	.	.	PUNCT
ajceb-9253	144	1	3	3	X
ajceb-9253	144	2	.	.	X
ajceb-9253	144	3	the	the	DET
ajceb-9253	144	4	value	value	NOUN
ajceb-9253	144	5	of	of	ADP
ajceb-9253	144	6	mae	mae	PROPN
ajceb-9253	144	7	was	be	AUX
ajceb-9253	144	8	0.2952	0.2952	NUM
ajceb-9253	144	9	,	,	PUNCT
ajceb-9253	144	10	which	which	PRON
ajceb-9253	144	11	denotes	denote	VERB
ajceb-9253	144	12	a	a	DET
ajceb-9253	144	13	robust	robust	ADJ
ajceb-9253	144	14	model	model	NOUN
ajceb-9253	144	15	.	.	PUNCT
ajceb-9253	145	1	ujong	ujong	PROPN
ajceb-9253	145	2	,	,	PUNCT
ajceb-9253	145	3	et	et	PROPN
ajceb-9253	145	4	al	al	PROPN
ajceb-9253	145	5	.	.	PROPN
ajceb-9253	146	1	(	(	PUNCT
ajceb-9253	146	2	2022	2022	NUM
ajceb-9253	146	3	)	)	PUNCT
ajceb-9253	146	4	note	note	NOUN
ajceb-9253	146	5	.	.	PUNCT
ajceb-9253	147	1	ann	ann	PROPN
ajceb-9253	147	2	,	,	PUNCT
ajceb-9253	147	3	artificial	artificial	ADJ
ajceb-9253	147	4	neural	neural	ADJ
ajceb-9253	147	5	network	network	NOUN
ajceb-9253	147	6	;	;	PUNCT
ajceb-9253	147	7	mlp	mlp	PROPN
ajceb-9253	147	8	,	,	PUNCT
ajceb-9253	147	9	multilayer	multilayer	PROPN
ajceb-9253	147	10	perceptron	perceptron	PROPN
ajceb-9253	147	11	;	;	PUNCT
ajceb-9253	147	12	nn	nn	PROPN
ajceb-9253	147	13	,	,	PUNCT
ajceb-9253	147	14	neural	neural	ADJ
ajceb-9253	147	15	network	network	NOUN
ajceb-9253	147	16	.	.	PUNCT
ajceb-9253	148	1	al	al	PROPN
ajceb-9253	148	2	-	-	PUNCT
ajceb-9253	148	3	attar	attar	PROPN
ajceb-9253	148	4	et	et	PROPN
ajceb-9253	148	5	al	al	PROPN
ajceb-9253	148	6	.	.	PROPN
ajceb-9253	148	7	construction	construction	NOUN
ajceb-9253	148	8	economics	economic	NOUN
ajceb-9253	148	9	and	and	CCONJ
ajceb-9253	148	10	building	building	NOUN
ajceb-9253	148	11	,	,	PUNCT
ajceb-9253	148	12	vol	vol	NOUN
ajceb-9253	148	13	.	.	PROPN
ajceb-9253	148	14	25	25	NUM
ajceb-9253	148	15	,	,	PUNCT
ajceb-9253	148	16	no	no	INTJ
ajceb-9253	148	17	.	.	NOUN
ajceb-9253	148	18	2	2	NUM
ajceb-9253	148	19	july	july	PROPN
ajceb-9253	148	20	2025173	2025173	NUM
ajceb-9253	148	21	since	since	SCONJ
ajceb-9253	148	22	the	the	DET
ajceb-9253	148	23	analysis	analysis	NOUN
ajceb-9253	148	24	from	from	ADP
ajceb-9253	148	25	the	the	DET
ajceb-9253	148	26	pilot	pilot	NOUN
ajceb-9253	148	27	study	study	NOUN
ajceb-9253	148	28	demonstrated	demonstrate	VERB
ajceb-9253	148	29	the	the	DET
ajceb-9253	148	30	validity	validity	NOUN
ajceb-9253	148	31	of	of	ADP
ajceb-9253	148	32	the	the	DET
ajceb-9253	148	33	questionnaire	questionnaire	NOUN
ajceb-9253	148	34	’s	’s	PART
ajceb-9253	148	35	internal	internal	ADJ
ajceb-9253	148	36	consistency	consistency	NOUN
ajceb-9253	148	37	and	and	CCONJ
ajceb-9253	148	38	structure	structure	NOUN
ajceb-9253	148	39	,	,	PUNCT
ajceb-9253	148	40	as	as	ADV
ajceb-9253	148	41	well	well	ADV
ajceb-9253	148	42	as	as	ADP
ajceb-9253	148	43	the	the	DET
ajceb-9253	148	44	reliability	reliability	NOUN
ajceb-9253	148	45	of	of	ADP
ajceb-9253	148	46	the	the	DET
ajceb-9253	148	47	data	datum	NOUN
ajceb-9253	148	48	gathered	gather	VERB
ajceb-9253	148	49	.	.	PUNCT
ajceb-9253	149	1	distributing	distribute	VERB
ajceb-9253	149	2	the	the	DET
ajceb-9253	149	3	questionnaire	questionnaire	NOUN
ajceb-9253	149	4	to	to	PART
ajceb-9253	149	5	maintain	maintain	VERB
ajceb-9253	149	6	the	the	DET
ajceb-9253	149	7	research	research	NOUN
ajceb-9253	149	8	’s	’s	PART
ajceb-9253	149	9	objectives	objective	NOUN
ajceb-9253	149	10	,	,	PUNCT
ajceb-9253	149	11	the	the	DET
ajceb-9253	149	12	population	population	NOUN
ajceb-9253	149	13	to	to	PART
ajceb-9253	149	14	which	which	PRON
ajceb-9253	149	15	the	the	DET
ajceb-9253	149	16	questionnaire	questionnaire	NOUN
ajceb-9253	149	17	was	be	AUX
ajceb-9253	149	18	distributed	distribute	VERB
ajceb-9253	149	19	was	be	AUX
ajceb-9253	149	20	defined	define	VERB
ajceb-9253	149	21	.	.	PUNCT
ajceb-9253	150	1	because	because	SCONJ
ajceb-9253	150	2	the	the	DET
ajceb-9253	150	3	population	population	NOUN
ajceb-9253	150	4	was	be	AUX
ajceb-9253	150	5	small	small	ADJ
ajceb-9253	150	6	and	and	CCONJ
ajceb-9253	150	7	information	information	NOUN
ajceb-9253	150	8	was	be	AUX
ajceb-9253	150	9	acquired	acquire	VERB
ajceb-9253	150	10	from	from	ADP
ajceb-9253	150	11	each	each	DET
ajceb-9253	150	12	member	member	NOUN
ajceb-9253	150	13	,	,	PUNCT
ajceb-9253	150	14	researchers	researcher	NOUN
ajceb-9253	150	15	included	include	VERB
ajceb-9253	150	16	the	the	DET
ajceb-9253	150	17	complete	complete	ADJ
ajceb-9253	150	18	population	population	NOUN
ajceb-9253	150	19	in	in	ADP
ajceb-9253	150	20	census	census	NOUN
ajceb-9253	150	21	studies	study	NOUN
ajceb-9253	150	22	(	(	PUNCT
ajceb-9253	150	23	al	al	PROPN
ajceb-9253	150	24	-	-	PUNCT
ajceb-9253	150	25	tawal	tawal	PROPN
ajceb-9253	150	26	,	,	PUNCT
ajceb-9253	150	27	2020	2020	NUM
ajceb-9253	150	28	)	)	PUNCT
ajceb-9253	150	29	.	.	PUNCT
ajceb-9253	151	1	the	the	DET
ajceb-9253	151	2	questionnaire	questionnaire	NOUN
ajceb-9253	151	3	for	for	ADP
ajceb-9253	151	4	this	this	DET
ajceb-9253	151	5	research	research	NOUN
ajceb-9253	151	6	was	be	AUX
ajceb-9253	151	7	completed	complete	VERB
ajceb-9253	151	8	in	in	ADP
ajceb-9253	151	9	august	august	PROPN
ajceb-9253	151	10	2022	2022	NUM
ajceb-9253	151	11	.	.	PUNCT
ajceb-9253	152	1	schedule	schedule	NOUN
ajceb-9253	152	2	engineers	engineer	NOUN
ajceb-9253	152	3	from	from	ADP
ajceb-9253	152	4	various	various	ADJ
ajceb-9253	152	5	jordanian	jordanian	ADJ
ajceb-9253	152	6	construction	construction	NOUN
ajceb-9253	152	7	institutions	institution	NOUN
ajceb-9253	152	8	were	be	AUX
ajceb-9253	152	9	included	include	VERB
ajceb-9253	152	10	in	in	ADP
ajceb-9253	152	11	the	the	DET
ajceb-9253	152	12	research	research	NOUN
ajceb-9253	152	13	population	population	NOUN
ajceb-9253	152	14	.	.	PUNCT
ajceb-9253	153	1	due	due	ADP
ajceb-9253	153	2	to	to	ADP
ajceb-9253	153	3	the	the	DET
ajceb-9253	153	4	small	small	ADJ
ajceb-9253	153	5	number	number	NOUN
ajceb-9253	153	6	of	of	ADP
ajceb-9253	153	7	people	people	NOUN
ajceb-9253	153	8	who	who	PRON
ajceb-9253	153	9	possessed	possess	VERB
ajceb-9253	153	10	the	the	DET
ajceb-9253	153	11	desired	desire	VERB
ajceb-9253	153	12	attribute	attribute	NOUN
ajceb-9253	153	13	,	,	PUNCT
ajceb-9253	153	14	judgmental	judgmental	ADJ
ajceb-9253	153	15	sampling	sampling	NOUN
ajceb-9253	153	16	was	be	AUX
ajceb-9253	153	17	chosen	choose	VERB
ajceb-9253	153	18	.	.	PUNCT
ajceb-9253	154	1	using	use	VERB
ajceb-9253	154	2	the	the	DET
ajceb-9253	154	3	technique	technique	NOUN
ajceb-9253	154	4	of	of	ADP
ajceb-9253	154	5	judgmental	judgmental	ADJ
ajceb-9253	154	6	sampling	sampling	NOUN
ajceb-9253	154	7	,	,	PUNCT
ajceb-9253	154	8	the	the	DET
ajceb-9253	154	9	researcher	researcher	NOUN
ajceb-9253	154	10	relied	rely	VERB
ajceb-9253	154	11	on	on	ADP
ajceb-9253	154	12	the	the	DET
ajceb-9253	154	13	population	population	NOUN
ajceb-9253	154	14	’s	’s	PART
ajceb-9253	154	15	expert	expert	NOUN
ajceb-9253	154	16	opinion	opinion	NOUN
ajceb-9253	154	17	.	.	PUNCT
ajceb-9253	155	1	therefore	therefore	ADV
ajceb-9253	155	2	,	,	PUNCT
ajceb-9253	155	3	the	the	DET
ajceb-9253	155	4	sample	sample	NOUN
ajceb-9253	155	5	size	size	NOUN
ajceb-9253	155	6	was	be	AUX
ajceb-9253	155	7	carefully	carefully	ADV
ajceb-9253	155	8	chosen	choose	VERB
ajceb-9253	155	9	to	to	PART
ajceb-9253	155	10	ensure	ensure	VERB
ajceb-9253	155	11	validity	validity	NOUN
ajceb-9253	155	12	and	and	CCONJ
ajceb-9253	155	13	adequate	adequate	ADJ
ajceb-9253	155	14	reliability	reliability	NOUN
ajceb-9253	155	15	.	.	PUNCT
ajceb-9253	156	1	estimating	estimate	VERB
ajceb-9253	156	2	a	a	DET
ajceb-9253	156	3	proportion	proportion	NOUN
ajceb-9253	156	4	for	for	ADP
ajceb-9253	156	5	a	a	DET
ajceb-9253	156	6	small	small	ADJ
ajceb-9253	156	7	,	,	PUNCT
ajceb-9253	156	8	finite	finite	ADJ
ajceb-9253	156	9	population	population	NOUN
ajceb-9253	156	10	,	,	PUNCT
ajceb-9253	156	11	the	the	DET
ajceb-9253	156	12	following	follow	VERB
ajceb-9253	156	13	equation	equation	NOUN
ajceb-9253	156	14	was	be	AUX
ajceb-9253	156	15	used	use	VERB
ajceb-9253	156	16	to	to	PART
ajceb-9253	156	17	calculate	calculate	VERB
ajceb-9253	156	18	the	the	DET
ajceb-9253	156	19	sample	sample	NOUN
ajceb-9253	156	20	size	size	NOUN
ajceb-9253	156	21	for	for	ADP
ajceb-9253	156	22	the	the	DET
ajceb-9253	156	23	population	population	NOUN
ajceb-9253	156	24	:	:	PUNCT
ajceb-9253	157	1	=	=	SYM
ajceb-9253	157	2	−+	−+	PROPN
ajceb-9253	157	3	11	11	NUM
ajceb-9253	157	4	mn	mn	NOUN
ajceb-9253	157	5	m	m	VERB
ajceb-9253	157	6	n	n	ADV
ajceb-9253	157	7	where	where	SCONJ
ajceb-9253	157	8	n	n	X
ajceb-9253	157	9	is	be	AUX
ajceb-9253	157	10	the	the	DET
ajceb-9253	157	11	total	total	ADJ
ajceb-9253	157	12	population	population	NOUN
ajceb-9253	157	13	,	,	PUNCT
ajceb-9253	157	14	n	n	X
ajceb-9253	157	15	is	be	AUX
ajceb-9253	157	16	the	the	DET
ajceb-9253	157	17	sample	sample	NOUN
ajceb-9253	157	18	size	size	NOUN
ajceb-9253	157	19	necessary	necessary	ADJ
ajceb-9253	157	20	to	to	PART
ajceb-9253	157	21	estimate	estimate	VERB
ajceb-9253	157	22	population	population	NOUN
ajceb-9253	157	23	sample	sample	NOUN
ajceb-9253	157	24	proportion	proportion	NOUN
ajceb-9253	157	25	p	p	NOUN
ajceb-9253	157	26	of	of	ADP
ajceb-9253	157	27	a	a	DET
ajceb-9253	157	28	small	small	ADJ
ajceb-9253	157	29	finite	finite	ADJ
ajceb-9253	157	30	population	population	NOUN
ajceb-9253	157	31	,	,	PUNCT
ajceb-9253	157	32	and	and	CCONJ
ajceb-9253	157	33	m	m	PROPN
ajceb-9253	157	34	is	be	AUX
ajceb-9253	157	35	the	the	DET
ajceb-9253	157	36	sample	sample	NOUN
ajceb-9253	157	37	size	size	NOUN
ajceb-9253	157	38	necessary	necessary	ADJ
ajceb-9253	157	39	to	to	PART
ajceb-9253	157	40	estimate	estimate	VERB
ajceb-9253	157	41	the	the	DET
ajceb-9253	157	42	proportion	proportion	NOUN
ajceb-9253	157	43	for	for	ADP
ajceb-9253	157	44	a	a	DET
ajceb-9253	157	45	large	large	ADJ
ajceb-9253	157	46	population	population	NOUN
ajceb-9253	157	47	,	,	PUNCT
ajceb-9253	157	48	which	which	PRON
ajceb-9253	157	49	can	can	AUX
ajceb-9253	157	50	be	be	AUX
ajceb-9253	157	51	calculated	calculate	VERB
ajceb-9253	157	52	using	use	VERB
ajceb-9253	157	53	the	the	DET
ajceb-9253	157	54	following	follow	VERB
ajceb-9253	157	55	formula	formula	NOUN
ajceb-9253	157	56	:	:	PUNCT
ajceb-9253	157	57	figure	figure	NOUN
ajceb-9253	157	58	1	1	NUM
ajceb-9253	157	59	.	.	PUNCT
ajceb-9253	157	60	methodology	methodology	NOUN
ajceb-9253	157	61	steps	step	NOUN
ajceb-9253	157	62	performed	perform	VERB
ajceb-9253	157	63	(	(	PUNCT
ajceb-9253	157	64	authors	author	NOUN
ajceb-9253	157	65	’	'	PUNCT
ajceb-9253	157	66	own	own	ADJ
ajceb-9253	157	67	)	)	PUNCT
ajceb-9253	157	68	al	al	PROPN
ajceb-9253	157	69	-	-	PUNCT
ajceb-9253	157	70	attar	attar	PROPN
ajceb-9253	157	71	et	et	PROPN
ajceb-9253	157	72	al	al	PROPN
ajceb-9253	157	73	.	.	PROPN
ajceb-9253	158	1	construction	construction	NOUN
ajceb-9253	158	2	economics	economic	NOUN
ajceb-9253	158	3	and	and	CCONJ
ajceb-9253	158	4	building	building	NOUN
ajceb-9253	158	5	,	,	PUNCT
ajceb-9253	158	6	vol	vol	NOUN
ajceb-9253	158	7	.	.	PROPN
ajceb-9253	158	8	25	25	NUM
ajceb-9253	158	9	,	,	PUNCT
ajceb-9253	158	10	no	no	INTJ
ajceb-9253	158	11	.	.	NOUN
ajceb-9253	158	12	2	2	NUM
ajceb-9253	158	13	july	july	PROPN
ajceb-9253	158	14	2025174	2025174	NUM
ajceb-9253	158	15	m	m	VERB
ajceb-9253	159	1	z	z	NOUN
ajceb-9253	160	1	p	p	X
ajceb-9253	160	2	p	p	X
ajceb-9253	160	3			ADJ
ajceb-9253	160	4			NOUN
ajceb-9253	160	5			PROPN
ajceb-9253	161	1			PROPN
ajceb-9253	162	1			PRON
ajceb-9253	162	2			PROPN
ajceb-9253	162	3			PROPN
ajceb-9253	162	4	/2	/2	PUNCT
ajceb-9253	162	5	2	2	NUM
ajceb-9253	162	6	2	2	NUM
ajceb-9253	162	7	1	1	NUM
ajceb-9253	162	8	where	where	SCONJ
ajceb-9253	162	9	za/	za/	NOUN
ajceb-9253	162	10	2	2	NUM
ajceb-9253	162	11	is	be	AUX
ajceb-9253	162	12	the	the	DET
ajceb-9253	162	13	z	z	NOUN
ajceb-9253	162	14	-	-	PUNCT
ajceb-9253	162	15	value	value	NOUN
ajceb-9253	162	16	(	(	PUNCT
ajceb-9253	162	17	1.96	1.96	NUM
ajceb-9253	162	18	for	for	ADP
ajceb-9253	162	19	a	a	DET
ajceb-9253	162	20	95	95	NUM
ajceb-9253	162	21	%	%	NOUN
ajceb-9253	162	22	confidence	confidence	NOUN
ajceb-9253	162	23	level	level	NOUN
ajceb-9253	162	24	)	)	PUNCT
ajceb-9253	162	25	,	,	PUNCT
ajceb-9253	162	26	e	e	X
ajceb-9253	162	27	2	2	NUM
ajceb-9253	162	28	is	be	AUX
ajceb-9253	162	29	the	the	DET
ajceb-9253	162	30	margin	margin	NOUN
ajceb-9253	162	31	of	of	ADP
ajceb-9253	162	32	error	error	NOUN
ajceb-9253	162	33	(	(	PUNCT
ajceb-9253	162	34	4	4	NUM
ajceb-9253	162	35	%	%	NOUN
ajceb-9253	162	36	)	)	PUNCT
ajceb-9253	162	37	,	,	PUNCT
ajceb-9253	162	38	and	and	CCONJ
ajceb-9253	162	39	p	p	NOUN
ajceb-9253	162	40	=	=	NOUN
ajceb-9253	162	41	0.5	0.5	NUM
ajceb-9253	162	42	is	be	AUX
ajceb-9253	162	43	the	the	DET
ajceb-9253	162	44	population	population	NOUN
ajceb-9253	162	45	proportion	proportion	NOUN
ajceb-9253	162	46	in	in	ADP
ajceb-9253	162	47	the	the	DET
ajceb-9253	162	48	worst	bad	ADJ
ajceb-9253	162	49	-	-	PUNCT
ajceb-9253	162	50	case	case	NOUN
ajceb-9253	162	51	scenario	scenario	NOUN
ajceb-9253	162	52	.	.	PUNCT
ajceb-9253	163	1	assuming	assume	VERB
ajceb-9253	163	2	2	2	NUM
ajceb-9253	163	3	%	%	NOUN
ajceb-9253	163	4	of	of	ADP
ajceb-9253	163	5	engineers	engineer	NOUN
ajceb-9253	163	6	work	work	VERB
ajceb-9253	163	7	or	or	CCONJ
ajceb-9253	163	8	participate	participate	VERB
ajceb-9253	163	9	in	in	ADP
ajceb-9253	163	10	schedule	schedule	NOUN
ajceb-9253	163	11	estimation	estimation	NOUN
ajceb-9253	163	12	processes	process	NOUN
ajceb-9253	163	13	,	,	PUNCT
ajceb-9253	163	14	statistical	statistical	ADJ
ajceb-9253	163	15	analysis	analysis	NOUN
ajceb-9253	163	16	was	be	AUX
ajceb-9253	163	17	done	do	VERB
ajceb-9253	163	18	to	to	PART
ajceb-9253	163	19	estimate	estimate	VERB
ajceb-9253	163	20	the	the	DET
ajceb-9253	163	21	number	number	NOUN
ajceb-9253	163	22	of	of	ADP
ajceb-9253	163	23	planning	planning	NOUN
ajceb-9253	163	24	engineers	engineer	NOUN
ajceb-9253	163	25	in	in	ADP
ajceb-9253	163	26	jordan	jordan	PROPN
ajceb-9253	163	27	and	and	CCONJ
ajceb-9253	163	28	calculate	calculate	VERB
ajceb-9253	163	29	population	population	NOUN
ajceb-9253	163	30	n.	n.	NOUN
ajceb-9253	163	31	according	accord	VERB
ajceb-9253	163	32	to	to	ADP
ajceb-9253	163	33	reports	report	NOUN
ajceb-9253	163	34	from	from	ADP
ajceb-9253	163	35	the	the	DET
ajceb-9253	163	36	jordan	jordan	PROPN
ajceb-9253	163	37	engineers	engineers	PROPN
ajceb-9253	163	38	association	association	PROPN
ajceb-9253	163	39	(	(	PUNCT
ajceb-9253	163	40	jea	jea	PROPN
ajceb-9253	163	41	annual	annual	ADJ
ajceb-9253	163	42	report	report	NOUN
ajceb-9253	163	43	,	,	PUNCT
ajceb-9253	163	44	2021	2021	NUM
ajceb-9253	163	45	)	)	PUNCT
ajceb-9253	163	46	and	and	CCONJ
ajceb-9253	163	47	jordan	jordan	PROPN
ajceb-9253	163	48	construction	construction	PROPN
ajceb-9253	163	49	contractors	contractors	PROPN
ajceb-9253	163	50	association	association	PROPN
ajceb-9253	163	51	(	(	PUNCT
ajceb-9253	163	52	jcca	jcca	PROPN
ajceb-9253	163	53	annual	annual	ADJ
ajceb-9253	163	54	report	report	NOUN
ajceb-9253	163	55	,	,	PUNCT
ajceb-9253	163	56	2021	2021	NUM
ajceb-9253	163	57	)	)	PUNCT
ajceb-9253	163	58	and	and	CCONJ
ajceb-9253	163	59	assuming	assume	VERB
ajceb-9253	163	60	an	an	DET
ajceb-9253	163	61	average	average	NOUN
ajceb-9253	163	62	of	of	ADP
ajceb-9253	163	63	50	50	NUM
ajceb-9253	163	64	engineers	engineer	NOUN
ajceb-9253	163	65	per	per	ADP
ajceb-9253	163	66	company	company	NOUN
ajceb-9253	163	67	,	,	PUNCT
ajceb-9253	163	68	first	first	ADJ
ajceb-9253	163	69	-	-	PUNCT
ajceb-9253	163	70	grade	grade	NOUN
ajceb-9253	163	71	and	and	CCONJ
ajceb-9253	163	72	second	second	ADJ
ajceb-9253	163	73	-	-	PUNCT
ajceb-9253	163	74	grade	grade	NOUN
ajceb-9253	163	75	building	building	NOUN
ajceb-9253	163	76	construction	construction	NOUN
ajceb-9253	163	77	companies	company	NOUN
ajceb-9253	163	78	in	in	ADP
ajceb-9253	163	79	amman	amman	PROPN
ajceb-9253	163	80	were	be	AUX
ajceb-9253	163	81	selected	select	VERB
ajceb-9253	163	82	to	to	PART
ajceb-9253	163	83	estimate	estimate	VERB
ajceb-9253	163	84	the	the	DET
ajceb-9253	163	85	total	total	ADJ
ajceb-9253	163	86	number	number	NOUN
ajceb-9253	163	87	of	of	ADP
ajceb-9253	163	88	engineers	engineer	NOUN
ajceb-9253	163	89	working	work	VERB
ajceb-9253	163	90	as	as	ADP
ajceb-9253	163	91	consultants	consultant	NOUN
ajceb-9253	163	92	and	and	CCONJ
ajceb-9253	163	93	contractors	contractor	NOUN
ajceb-9253	163	94	or	or	CCONJ
ajceb-9253	163	95	with	with	ADP
ajceb-9253	163	96	owners	owner	NOUN
ajceb-9253	163	97	.	.	PUNCT
ajceb-9253	164	1	table	table	NOUN
ajceb-9253	164	2	2	2	NUM
ajceb-9253	164	3	presents	present	VERB
ajceb-9253	164	4	the	the	DET
ajceb-9253	164	5	total	total	ADJ
ajceb-9253	164	6	number	number	NOUN
ajceb-9253	164	7	of	of	ADP
ajceb-9253	164	8	construction	construction	NOUN
ajceb-9253	164	9	engineering	engineering	NOUN
ajceb-9253	164	10	companies	company	NOUN
ajceb-9253	164	11	and	and	CCONJ
ajceb-9253	164	12	lists	list	VERB
ajceb-9253	164	13	the	the	DET
ajceb-9253	164	14	approximate	approximate	ADJ
ajceb-9253	164	15	number	number	NOUN
ajceb-9253	164	16	of	of	ADP
ajceb-9253	164	17	engineers	engineer	NOUN
ajceb-9253	164	18	in	in	ADP
ajceb-9253	164	19	each	each	DET
ajceb-9253	164	20	institution	institution	NOUN
ajceb-9253	164	21	,	,	PUNCT
ajceb-9253	164	22	assuming	assume	VERB
ajceb-9253	164	23	that	that	SCONJ
ajceb-9253	164	24	there	there	PRON
ajceb-9253	164	25	are	be	VERB
ajceb-9253	164	26	50	50	NUM
ajceb-9253	164	27	engineers	engineer	NOUN
ajceb-9253	164	28	on	on	ADP
ajceb-9253	164	29	average	average	ADJ
ajceb-9253	164	30	per	per	ADP
ajceb-9253	164	31	company	company	NOUN
ajceb-9253	164	32	.	.	PUNCT
ajceb-9253	165	1	table	table	NOUN
ajceb-9253	165	2	2	2	NUM
ajceb-9253	165	3	.	.	PUNCT
ajceb-9253	165	4	total	total	ADJ
ajceb-9253	165	5	number	number	NOUN
ajceb-9253	165	6	of	of	ADP
ajceb-9253	165	7	construction	construction	NOUN
ajceb-9253	165	8	engineering	engineering	NOUN
ajceb-9253	165	9	companies	company	NOUN
ajceb-9253	165	10	’	’	PART
ajceb-9253	165	11	total	total	ADJ
ajceb-9253	165	12	number	number	NOUN
ajceb-9253	165	13	of	of	ADP
ajceb-9253	165	14	schedulers/	schedulers/	NUM
ajceb-9253	165	15	planners	planner	NOUN
ajceb-9253	165	16	among	among	ADP
ajceb-9253	165	17	engineers	engineer	NOUN
ajceb-9253	165	18	(	(	PUNCT
ajceb-9253	165	19	authors	author	NOUN
ajceb-9253	165	20	’	'	PUNCT
ajceb-9253	165	21	own	own	ADJ
ajceb-9253	165	22	)	)	PUNCT
ajceb-9253	165	23	total	total	ADJ
ajceb-9253	165	24	number	number	NOUN
ajceb-9253	165	25	of	of	ADP
ajceb-9253	165	26	construction	construction	NOUN
ajceb-9253	165	27	engineering	engineering	NOUN
ajceb-9253	165	28	companies	company	NOUN
ajceb-9253	165	29	total	total	ADJ
ajceb-9253	165	30	number	number	NOUN
ajceb-9253	165	31	of	of	ADP
ajceb-9253	165	32	planning	planning	NOUN
ajceb-9253	165	33	engineers	engineer	NOUN
ajceb-9253	165	34	degree	degree	VERB
ajceb-9253	165	35	1st	1st	ADJ
ajceb-9253	165	36	2nd	2nd	ADJ
ajceb-9253	165	37	total	total	ADJ
ajceb-9253	165	38	institution	institution	NOUN
ajceb-9253	165	39	total	total	ADJ
ajceb-9253	165	40	number	number	NOUN
ajceb-9253	165	41	of	of	ADP
ajceb-9253	165	42	engineers	engineer	NOUN
ajceb-9253	165	43	total	total	ADJ
ajceb-9253	165	44	number	number	NOUN
ajceb-9253	165	45	of	of	ADP
ajceb-9253	165	46	planning	planning	NOUN
ajceb-9253	165	47	engineers	engineer	NOUN
ajceb-9253	165	48	contractors	contractor	NOUN
ajceb-9253	165	49	44	44	NUM
ajceb-9253	165	50	12	12	NUM
ajceb-9253	165	51	56	56	NUM
ajceb-9253	165	52	contractors	contractor	NOUN
ajceb-9253	165	53	2,800	2,800	NUM
ajceb-9253	165	54	56	56	NUM
ajceb-9253	165	55	consultants	consultant	NOUN
ajceb-9253	165	56	58	58	NUM
ajceb-9253	165	57	105	105	NUM
ajceb-9253	165	58	163	163	NUM
ajceb-9253	165	59	consultants	consultant	NOUN
ajceb-9253	165	60	8,150	8,150	NUM
ajceb-9253	165	61	163	163	NUM
ajceb-9253	165	62	clients	client	NOUN
ajceb-9253	165	63	(	(	PUNCT
ajceb-9253	165	64	assumed	assume	VERB
ajceb-9253	165	65	)	)	PUNCT
ajceb-9253	165	66	40	40	NUM
ajceb-9253	165	67	30	30	NUM
ajceb-9253	165	68	70	70	NUM
ajceb-9253	165	69	clients	client	NOUN
ajceb-9253	165	70	3,500	3,500	NUM
ajceb-9253	165	71	70	70	NUM
ajceb-9253	165	72	total	total	NOUN
ajceb-9253	165	73	142	142	NUM
ajceb-9253	165	74	147	147	NUM
ajceb-9253	165	75	289	289	NUM
ajceb-9253	165	76	total	total	NOUN
ajceb-9253	165	77	14,450	14,450	NUM
ajceb-9253	165	78	289	289	NUM
ajceb-9253	165	79	thus	thus	ADV
ajceb-9253	165	80	,	,	PUNCT
ajceb-9253	165	81	n	n	PROPN
ajceb-9253	165	82	=	=	SYM
ajceb-9253	165	83	56	56	NUM
ajceb-9253	165	84	+	+	NUM
ajceb-9253	165	85	163	163	NUM
ajceb-9253	165	86	+	+	SYM
ajceb-9253	165	87	70	70	NUM
ajceb-9253	165	88	=	=	SYM
ajceb-9253	165	89	289	289	NUM
ajceb-9253	165	90	planning	planning	NOUN
ajceb-9253	165	91	engineers	engineer	NOUN
ajceb-9253	165	92	.	.	PUNCT
ajceb-9253	166	1	the	the	DET
ajceb-9253	166	2	sample	sample	NOUN
ajceb-9253	166	3	size	size	NOUN
ajceb-9253	166	4	for	for	ADP
ajceb-9253	166	5	the	the	DET
ajceb-9253	166	6	population	population	NOUN
ajceb-9253	166	7	can	can	AUX
ajceb-9253	166	8	be	be	AUX
ajceb-9253	166	9	calculated	calculate	VERB
ajceb-9253	166	10	as	as	SCONJ
ajceb-9253	166	11	follows	follow	VERB
ajceb-9253	166	12	:	:	PUNCT
ajceb-9253	166	13	m	m	VERB
ajceb-9253	166	14	=	=	SYM
ajceb-9253	166	15	(	(	PUNCT
ajceb-9253	166	16	1.96)2	1.96)2	NUM
ajceb-9253	166	17	×	×	NOUN
ajceb-9253	166	18	(	(	PUNCT
ajceb-9253	166	19	0.5	0.5	NUM
ajceb-9253	166	20	×	×	NOUN
ajceb-9253	166	21	0.5	0.5	NUM
ajceb-9253	166	22	)	)	PUNCT
ajceb-9253	166	23	÷	÷	NOUN
ajceb-9253	167	1	(	(	PUNCT
ajceb-9253	167	2	0.04)2	0.04)2	NOUN
ajceb-9253	167	3	=	=	SYM
ajceb-9253	167	4	600.25	600.25	NUM
ajceb-9253	167	5	and	and	CCONJ
ajceb-9253	167	6	=	=	SYM
ajceb-9253	167	7	=	=	SYM
ajceb-9253	167	8	−+	−+	PROPN
ajceb-9253	167	9	600.25	600.25	NUM
ajceb-9253	167	10	195600.25	195600.25	NUM
ajceb-9253	167	11	11	11	NUM
ajceb-9253	167	12	289	289	NUM
ajceb-9253	167	13	n	n	NOUN
ajceb-9253	167	14	(	(	PUNCT
ajceb-9253	167	15	planning	plan	VERB
ajceb-9253	167	16	engineers	engineer	NOUN
ajceb-9253	167	17	from	from	ADP
ajceb-9253	167	18	owners	owner	NOUN
ajceb-9253	167	19	,	,	PUNCT
ajceb-9253	167	20	consultants	consultant	NOUN
ajceb-9253	167	21	,	,	PUNCT
ajceb-9253	167	22	and	and	CCONJ
ajceb-9253	167	23	contractors	contractor	NOUN
ajceb-9253	167	24	)	)	PUNCT
ajceb-9253	167	25	.	.	PUNCT
ajceb-9253	168	1	the	the	DET
ajceb-9253	168	2	attainable	attainable	ADJ
ajceb-9253	168	3	sample	sample	NOUN
ajceb-9253	168	4	was	be	AUX
ajceb-9253	168	5	less	less	ADJ
ajceb-9253	168	6	than	than	ADP
ajceb-9253	168	7	the	the	DET
ajceb-9253	168	8	requisite	requisite	ADJ
ajceb-9253	168	9	sample	sample	NOUN
ajceb-9253	168	10	size	size	NOUN
ajceb-9253	168	11	,	,	PUNCT
ajceb-9253	168	12	so	so	CCONJ
ajceb-9253	168	13	the	the	DET
ajceb-9253	168	14	entire	entire	ADJ
ajceb-9253	168	15	population	population	NOUN
ajceb-9253	168	16	was	be	AUX
ajceb-9253	168	17	used	use	VERB
ajceb-9253	168	18	.	.	PUNCT
ajceb-9253	169	1	a	a	DET
ajceb-9253	169	2	total	total	NOUN
ajceb-9253	169	3	of	of	ADP
ajceb-9253	169	4	230	230	NUM
ajceb-9253	169	5	copies	copy	NOUN
ajceb-9253	169	6	of	of	ADP
ajceb-9253	169	7	the	the	DET
ajceb-9253	169	8	questionnaire	questionnaire	NOUN
ajceb-9253	169	9	were	be	AUX
ajceb-9253	169	10	distributed	distribute	VERB
ajceb-9253	169	11	,	,	PUNCT
ajceb-9253	169	12	and	and	CCONJ
ajceb-9253	169	13	203	203	NUM
ajceb-9253	169	14	copies	copy	NOUN
ajceb-9253	169	15	were	be	AUX
ajceb-9253	169	16	completed	complete	VERB
ajceb-9253	169	17	and	and	CCONJ
ajceb-9253	169	18	returned	return	VERB
ajceb-9253	169	19	by	by	ADP
ajceb-9253	169	20	the	the	DET
ajceb-9253	169	21	respondents	respondent	NOUN
ajceb-9253	169	22	for	for	ADP
ajceb-9253	169	23	quantitative	quantitative	ADJ
ajceb-9253	169	24	analysis	analysis	NOUN
ajceb-9253	169	25	.	.	PUNCT
ajceb-9253	170	1	hypothesis	hypothesis	NOUN
ajceb-9253	170	2	testing	test	VERB
ajceb-9253	170	3	the	the	DET
ajceb-9253	170	4	hypothesis	hypothesis	NOUN
ajceb-9253	170	5	for	for	ADP
ajceb-9253	170	6	the	the	DET
ajceb-9253	170	7	analysis	analysis	NOUN
ajceb-9253	170	8	was	be	AUX
ajceb-9253	170	9	formulated	formulate	VERB
ajceb-9253	170	10	in	in	ADP
ajceb-9253	170	11	two	two	NUM
ajceb-9253	170	12	parts	part	NOUN
ajceb-9253	170	13	:	:	PUNCT
ajceb-9253	170	14	the	the	DET
ajceb-9253	170	15	null	null	ADJ
ajceb-9253	170	16	hypothesis	hypothesis	NOUN
ajceb-9253	170	17	h0	h0	NOUN
ajceb-9253	170	18	represents	represent	VERB
ajceb-9253	170	19	the	the	DET
ajceb-9253	170	20	expected	expect	VERB
ajceb-9253	170	21	outcome	outcome	NOUN
ajceb-9253	170	22	,	,	PUNCT
ajceb-9253	170	23	while	while	SCONJ
ajceb-9253	170	24	h1	h1	NOUN
ajceb-9253	170	25	represents	represent	VERB
ajceb-9253	170	26	the	the	DET
ajceb-9253	170	27	alternative	alternative	ADJ
ajceb-9253	170	28	hypothesis	hypothesis	NOUN
ajceb-9253	170	29	.	.	PUNCT
ajceb-9253	171	1	thus	thus	ADV
ajceb-9253	171	2	,	,	PUNCT
ajceb-9253	171	3	the	the	DET
ajceb-9253	171	4	research	research	NOUN
ajceb-9253	171	5	hypothesis	hypothesis	NOUN
ajceb-9253	171	6	tested	test	VERB
ajceb-9253	171	7	at	at	ADP
ajceb-9253	171	8	n	n	PROPN
ajceb-9253	171	9	≥	≥	NOUN
ajceb-9253	171	10	30	30	NUM
ajceb-9253	171	11	is	be	AUX
ajceb-9253	171	12	as	as	SCONJ
ajceb-9253	171	13	follows	follow	VERB
ajceb-9253	171	14	:	:	PUNCT
ajceb-9253	171	15	h0	h0	NOUN
ajceb-9253	171	16	:	:	PUNCT
ajceb-9253	171	17	μ	μ	NOUN
ajceb-9253	171	18	≥	≥	NOUN
ajceb-9253	171	19	μ0	μ0	PROPN
ajceb-9253	171	20	h1	h1	VERB
ajceb-9253	171	21	:	:	PUNCT
ajceb-9253	171	22	μ	μ	PROPN
ajceb-9253	171	23	<	<	X
ajceb-9253	171	24	μ0	μ0	PROPN
ajceb-9253	171	25	al	al	PROPN
ajceb-9253	171	26	-	-	PUNCT
ajceb-9253	171	27	attar	attar	PROPN
ajceb-9253	171	28	et	et	PROPN
ajceb-9253	171	29	al	al	PROPN
ajceb-9253	171	30	.	.	PROPN
ajceb-9253	172	1	construction	construction	NOUN
ajceb-9253	172	2	economics	economic	NOUN
ajceb-9253	172	3	and	and	CCONJ
ajceb-9253	172	4	building	building	NOUN
ajceb-9253	172	5	,	,	PUNCT
ajceb-9253	172	6	vol	vol	NOUN
ajceb-9253	172	7	.	.	PROPN
ajceb-9253	172	8	25	25	NUM
ajceb-9253	172	9	,	,	PUNCT
ajceb-9253	172	10	no	no	INTJ
ajceb-9253	172	11	.	.	NOUN
ajceb-9253	172	12	2	2	NUM
ajceb-9253	172	13	july	july	NOUN
ajceb-9253	172	14	2025175	2025175	NUM
ajceb-9253	172	15	where	where	SCONJ
ajceb-9253	172	16	n	n	X
ajceb-9253	172	17	is	be	AUX
ajceb-9253	172	18	the	the	DET
ajceb-9253	172	19	sample	sample	NOUN
ajceb-9253	172	20	size	size	NOUN
ajceb-9253	172	21	,	,	PUNCT
ajceb-9253	172	22	μ0	μ0	PROPN
ajceb-9253	172	23	=	=	SYM
ajceb-9253	172	24	3	3	NUM
ajceb-9253	172	25	,	,	PUNCT
ajceb-9253	172	26	where	where	SCONJ
ajceb-9253	172	27	3	3	NUM
ajceb-9253	172	28	represents	represent	VERB
ajceb-9253	172	29	a	a	DET
ajceb-9253	172	30	moderate	moderate	ADJ
ajceb-9253	172	31	effect	effect	NOUN
ajceb-9253	172	32	on	on	ADP
ajceb-9253	172	33	duration	duration	NOUN
ajceb-9253	172	34	estimation	estimation	NOUN
ajceb-9253	172	35	on	on	ADP
ajceb-9253	172	36	the	the	DET
ajceb-9253	172	37	likert	likert	ADJ
ajceb-9253	172	38	scale	scale	NOUN
ajceb-9253	172	39	(	(	PUNCT
ajceb-9253	172	40	median	median	NOUN
ajceb-9253	172	41	)	)	PUNCT
ajceb-9253	172	42	,	,	PUNCT
ajceb-9253	172	43	and	and	CCONJ
ajceb-9253	172	44	μ1	μ1	NOUN
ajceb-9253	172	45	refers	refer	VERB
ajceb-9253	172	46	to	to	ADP
ajceb-9253	172	47	the	the	DET
ajceb-9253	172	48	factor	factor	NOUN
ajceb-9253	172	49	being	be	AUX
ajceb-9253	172	50	tested	test	VERB
ajceb-9253	172	51	.	.	PUNCT
ajceb-9253	173	1	if	if	SCONJ
ajceb-9253	173	2	μ	μ	PROPN
ajceb-9253	173	3	≥	≥	NOUN
ajceb-9253	173	4	3	3	NUM
ajceb-9253	173	5	,	,	PUNCT
ajceb-9253	173	6	then	then	ADV
ajceb-9253	173	7	accept	accept	VERB
ajceb-9253	173	8	h0	h0	PROPN
ajceb-9253	173	9	,	,	PUNCT
ajceb-9253	173	10	which	which	PRON
ajceb-9253	173	11	means	mean	VERB
ajceb-9253	173	12	that	that	SCONJ
ajceb-9253	173	13	the	the	DET
ajceb-9253	173	14	tested	test	VERB
ajceb-9253	173	15	factor	factor	NOUN
ajceb-9253	173	16	has	have	VERB
ajceb-9253	173	17	a	a	DET
ajceb-9253	173	18	significant	significant	ADJ
ajceb-9253	173	19	effect	effect	NOUN
ajceb-9253	173	20	on	on	ADP
ajceb-9253	173	21	project	project	NOUN
ajceb-9253	173	22	duration	duration	NOUN
ajceb-9253	173	23	.	.	PUNCT
ajceb-9253	174	1	other	other	ADJ
ajceb-9253	174	2	outcomes	outcome	NOUN
ajceb-9253	174	3	reject	reject	VERB
ajceb-9253	174	4	h0	h0	PROPN
ajceb-9253	174	5	,	,	PUNCT
ajceb-9253	174	6	indicating	indicate	VERB
ajceb-9253	174	7	that	that	SCONJ
ajceb-9253	174	8	the	the	DET
ajceb-9253	174	9	tested	test	VERB
ajceb-9253	174	10	factor	factor	NOUN
ajceb-9253	174	11	has	have	VERB
ajceb-9253	174	12	an	an	DET
ajceb-9253	174	13	insignificant	insignificant	ADJ
ajceb-9253	174	14	effect	effect	NOUN
ajceb-9253	174	15	on	on	ADP
ajceb-9253	174	16	project	project	NOUN
ajceb-9253	174	17	duration	duration	NOUN
ajceb-9253	174	18	.	.	PUNCT
ajceb-9253	175	1	questionnaire	questionnaire	NOUN
ajceb-9253	175	2	analysis	analysis	NOUN
ajceb-9253	175	3	and	and	CCONJ
ajceb-9253	175	4	results	result	VERB
ajceb-9253	175	5	the	the	DET
ajceb-9253	175	6	research	research	NOUN
ajceb-9253	175	7	employed	employ	VERB
ajceb-9253	175	8	a	a	DET
ajceb-9253	175	9	web	web	NOUN
ajceb-9253	175	10	-	-	PUNCT
ajceb-9253	175	11	based	base	VERB
ajceb-9253	175	12	questionnaire	questionnaire	NOUN
ajceb-9253	175	13	that	that	PRON
ajceb-9253	175	14	aligned	align	VERB
ajceb-9253	175	15	with	with	ADP
ajceb-9253	175	16	a	a	DET
ajceb-9253	175	17	quantitative	quantitative	ADJ
ajceb-9253	175	18	approach	approach	NOUN
ajceb-9253	175	19	,	,	PUNCT
ajceb-9253	175	20	which	which	PRON
ajceb-9253	175	21	was	be	AUX
ajceb-9253	175	22	divided	divide	VERB
ajceb-9253	175	23	into	into	ADP
ajceb-9253	175	24	two	two	NUM
ajceb-9253	175	25	sections	section	NOUN
ajceb-9253	175	26	to	to	PART
ajceb-9253	175	27	meet	meet	VERB
ajceb-9253	175	28	the	the	DET
ajceb-9253	175	29	study	study	NOUN
ajceb-9253	175	30	’s	’s	PART
ajceb-9253	175	31	objectives	objective	NOUN
ajceb-9253	175	32	.	.	PUNCT
ajceb-9253	176	1	the	the	DET
ajceb-9253	176	2	first	first	ADJ
ajceb-9253	176	3	section	section	NOUN
ajceb-9253	176	4	gathered	gather	VERB
ajceb-9253	176	5	general	general	ADJ
ajceb-9253	176	6	information	information	NOUN
ajceb-9253	176	7	about	about	ADP
ajceb-9253	176	8	the	the	DET
ajceb-9253	176	9	respondents	respondent	NOUN
ajceb-9253	176	10	,	,	PUNCT
ajceb-9253	176	11	while	while	SCONJ
ajceb-9253	176	12	the	the	DET
ajceb-9253	176	13	second	second	ADJ
ajceb-9253	176	14	section	section	NOUN
ajceb-9253	176	15	focused	focus	VERB
ajceb-9253	176	16	on	on	ADP
ajceb-9253	176	17	design	design	NOUN
ajceb-9253	176	18	factors	factor	NOUN
ajceb-9253	176	19	with	with	ADP
ajceb-9253	176	20	the	the	DET
ajceb-9253	176	21	highest	high	ADJ
ajceb-9253	176	22	influence	influence	NOUN
ajceb-9253	176	23	on	on	ADP
ajceb-9253	176	24	the	the	DET
ajceb-9253	176	25	accuracy	accuracy	NOUN
ajceb-9253	176	26	of	of	ADP
ajceb-9253	176	27	construction	construction	NOUN
ajceb-9253	176	28	duration	duration	NOUN
ajceb-9253	176	29	estimation	estimation	NOUN
ajceb-9253	176	30	of	of	ADP
ajceb-9253	176	31	buildings	building	NOUN
ajceb-9253	176	32	in	in	ADP
ajceb-9253	176	33	jordan	jordan	PROPN
ajceb-9253	176	34	.	.	PUNCT
ajceb-9253	177	1	the	the	DET
ajceb-9253	177	2	questionnaire	questionnaire	NOUN
ajceb-9253	177	3	included	include	VERB
ajceb-9253	177	4	multiple	multiple	ADJ
ajceb-9253	177	5	-	-	PUNCT
ajceb-9253	177	6	choice	choice	NOUN
ajceb-9253	177	7	questions	question	NOUN
ajceb-9253	177	8	,	,	PUNCT
ajceb-9253	177	9	which	which	PRON
ajceb-9253	177	10	were	be	AUX
ajceb-9253	177	11	simple	simple	ADJ
ajceb-9253	177	12	and	and	CCONJ
ajceb-9253	177	13	quick	quick	ADJ
ajceb-9253	177	14	to	to	PART
ajceb-9253	177	15	answer	answer	VERB
ajceb-9253	177	16	,	,	PUNCT
ajceb-9253	177	17	did	do	AUX
ajceb-9253	177	18	not	not	PART
ajceb-9253	177	19	require	require	VERB
ajceb-9253	177	20	writing	writing	NOUN
ajceb-9253	177	21	,	,	PUNCT
ajceb-9253	177	22	and	and	CCONJ
ajceb-9253	177	23	were	be	AUX
ajceb-9253	177	24	easy	easy	ADJ
ajceb-9253	177	25	to	to	PART
ajceb-9253	177	26	analyze	analyze	VERB
ajceb-9253	177	27	.	.	PUNCT
ajceb-9253	178	1	additionally	additionally	ADV
ajceb-9253	178	2	,	,	PUNCT
ajceb-9253	178	3	a	a	DET
ajceb-9253	178	4	logical	logical	ADJ
ajceb-9253	178	5	filter	filter	NOUN
ajceb-9253	178	6	question	question	NOUN
ajceb-9253	178	7	was	be	AUX
ajceb-9253	178	8	used	use	VERB
ajceb-9253	178	9	to	to	PART
ajceb-9253	178	10	exclude	exclude	VERB
ajceb-9253	178	11	engineers	engineer	NOUN
ajceb-9253	178	12	with	with	ADP
ajceb-9253	178	13	no	no	DET
ajceb-9253	178	14	experience	experience	NOUN
ajceb-9253	178	15	in	in	ADP
ajceb-9253	178	16	duration	duration	NOUN
ajceb-9253	178	17	estimation	estimation	NOUN
ajceb-9253	178	18	.	.	PUNCT
ajceb-9253	179	1	the	the	DET
ajceb-9253	179	2	second	second	ADJ
ajceb-9253	179	3	section	section	NOUN
ajceb-9253	179	4	,	,	PUNCT
ajceb-9253	179	5	which	which	PRON
ajceb-9253	179	6	produced	produce	VERB
ajceb-9253	179	7	the	the	DET
ajceb-9253	179	8	majority	majority	NOUN
ajceb-9253	179	9	of	of	ADP
ajceb-9253	179	10	the	the	DET
ajceb-9253	179	11	results	result	NOUN
ajceb-9253	179	12	,	,	PUNCT
ajceb-9253	179	13	asked	ask	VERB
ajceb-9253	179	14	respondents	respondent	NOUN
ajceb-9253	179	15	to	to	PART
ajceb-9253	179	16	rate	rate	VERB
ajceb-9253	179	17	53	53	NUM
ajceb-9253	179	18	previously	previously	ADV
ajceb-9253	179	19	identified	identify	VERB
ajceb-9253	179	20	factors	factor	NOUN
ajceb-9253	179	21	using	use	VERB
ajceb-9253	179	22	a	a	DET
ajceb-9253	179	23	5	5	NUM
ajceb-9253	179	24	-	-	PUNCT
ajceb-9253	179	25	point	point	NOUN
ajceb-9253	179	26	likert	likert	ADJ
ajceb-9253	179	27	scale	scale	NOUN
ajceb-9253	179	28	.	.	PUNCT
ajceb-9253	180	1	the	the	DET
ajceb-9253	180	2	likert	likert	ADJ
ajceb-9253	180	3	scale	scale	NOUN
ajceb-9253	180	4	provided	provide	VERB
ajceb-9253	180	5	a	a	DET
ajceb-9253	180	6	structured	structured	ADJ
ajceb-9253	180	7	,	,	PUNCT
ajceb-9253	180	8	quantifiable	quantifiable	ADJ
ajceb-9253	180	9	way	way	NOUN
ajceb-9253	180	10	to	to	PART
ajceb-9253	180	11	assess	assess	VERB
ajceb-9253	180	12	the	the	DET
ajceb-9253	180	13	perceived	perceive	VERB
ajceb-9253	180	14	influence	influence	NOUN
ajceb-9253	180	15	of	of	ADP
ajceb-9253	180	16	each	each	DET
ajceb-9253	180	17	factor	factor	NOUN
ajceb-9253	180	18	on	on	ADP
ajceb-9253	180	19	duration	duration	NOUN
ajceb-9253	180	20	estimation	estimation	NOUN
ajceb-9253	180	21	.	.	PUNCT
ajceb-9253	181	1	scale	scale	NOUN
ajceb-9253	181	2	number	number	NOUN
ajceb-9253	181	3	1	1	NUM
ajceb-9253	181	4	indicates	indicate	VERB
ajceb-9253	181	5	an	an	DET
ajceb-9253	181	6	exceptionally	exceptionally	ADV
ajceb-9253	181	7	low	low	ADJ
ajceb-9253	181	8	effect	effect	NOUN
ajceb-9253	181	9	on	on	ADP
ajceb-9253	181	10	duration	duration	NOUN
ajceb-9253	181	11	estimation	estimation	NOUN
ajceb-9253	181	12	,	,	PUNCT
ajceb-9253	181	13	number	number	NOUN
ajceb-9253	181	14	2	2	NUM
ajceb-9253	181	15	shows	show	VERB
ajceb-9253	181	16	a	a	DET
ajceb-9253	181	17	low	low	ADJ
ajceb-9253	181	18	effect	effect	NOUN
ajceb-9253	181	19	on	on	ADP
ajceb-9253	181	20	duration	duration	NOUN
ajceb-9253	181	21	estimation	estimation	NOUN
ajceb-9253	181	22	,	,	PUNCT
ajceb-9253	181	23	number	number	NOUN
ajceb-9253	181	24	3	3	NUM
ajceb-9253	181	25	indicates	indicate	VERB
ajceb-9253	181	26	a	a	DET
ajceb-9253	181	27	moderate	moderate	ADJ
ajceb-9253	181	28	effect	effect	NOUN
ajceb-9253	181	29	on	on	ADP
ajceb-9253	181	30	duration	duration	NOUN
ajceb-9253	181	31	,	,	PUNCT
ajceb-9253	181	32	number	number	NOUN
ajceb-9253	181	33	4	4	NUM
ajceb-9253	181	34	shows	show	VERB
ajceb-9253	181	35	a	a	DET
ajceb-9253	181	36	high	high	ADJ
ajceb-9253	181	37	effect	effect	NOUN
ajceb-9253	181	38	on	on	ADP
ajceb-9253	181	39	duration	duration	NOUN
ajceb-9253	181	40	,	,	PUNCT
ajceb-9253	181	41	and	and	CCONJ
ajceb-9253	181	42	number	number	NOUN
ajceb-9253	181	43	5	5	NUM
ajceb-9253	181	44	illustrates	illustrate	VERB
ajceb-9253	181	45	a	a	DET
ajceb-9253	181	46	severe	severe	ADJ
ajceb-9253	181	47	effect	effect	NOUN
ajceb-9253	181	48	on	on	ADP
ajceb-9253	181	49	duration	duration	NOUN
ajceb-9253	181	50	.	.	PUNCT
ajceb-9253	182	1	study	study	NOUN
ajceb-9253	182	2	population	population	NOUN
ajceb-9253	182	3	characteristics	characteristic	NOUN
ajceb-9253	182	4	•	•	ADJ
ajceb-9253	182	5	participation	participation	NOUN
ajceb-9253	182	6	in	in	ADP
ajceb-9253	182	7	estimating	estimate	VERB
ajceb-9253	182	8	the	the	DET
ajceb-9253	182	9	duration	duration	NOUN
ajceb-9253	182	10	of	of	ADP
ajceb-9253	182	11	construction	construction	NOUN
ajceb-9253	182	12	projects	project	NOUN
ajceb-9253	182	13	in	in	ADP
ajceb-9253	182	14	jordan	jordan	PROPN
ajceb-9253	182	15	.	.	PUNCT
ajceb-9253	183	1	the	the	DET
ajceb-9253	183	2	majority	majority	NOUN
ajceb-9253	183	3	of	of	ADP
ajceb-9253	183	4	respondents	respondent	NOUN
ajceb-9253	183	5	(	(	PUNCT
ajceb-9253	183	6	71.4	71.4	NUM
ajceb-9253	183	7	%	%	NOUN
ajceb-9253	183	8	)	)	PUNCT
ajceb-9253	183	9	had	have	AUX
ajceb-9253	183	10	worked	work	VERB
ajceb-9253	183	11	entirely	entirely	ADV
ajceb-9253	183	12	in	in	ADP
ajceb-9253	183	13	jordan	jordan	PROPN
ajceb-9253	183	14	in	in	ADP
ajceb-9253	183	15	estimating	estimate	VERB
ajceb-9253	183	16	project	project	NOUN
ajceb-9253	183	17	durations	duration	NOUN
ajceb-9253	183	18	;	;	PUNCT
ajceb-9253	183	19	28.6	28.6	NUM
ajceb-9253	183	20	%	%	NOUN
ajceb-9253	183	21	had	have	AUX
ajceb-9253	183	22	partially	partially	ADV
ajceb-9253	183	23	participated	participate	VERB
ajceb-9253	183	24	in	in	ADP
ajceb-9253	183	25	estimating	estimate	VERB
ajceb-9253	183	26	project	project	NOUN
ajceb-9253	183	27	durations	duration	NOUN
ajceb-9253	183	28	.	.	PUNCT
ajceb-9253	184	1	•	•	NUM
ajceb-9253	184	2	type	type	NOUN
ajceb-9253	184	3	of	of	ADP
ajceb-9253	184	4	organization	organization	NOUN
ajceb-9253	184	5	the	the	DET
ajceb-9253	184	6	majority	majority	NOUN
ajceb-9253	184	7	of	of	ADP
ajceb-9253	184	8	respondents	respondent	NOUN
ajceb-9253	184	9	(	(	PUNCT
ajceb-9253	184	10	28.6	28.6	NUM
ajceb-9253	184	11	%	%	NOUN
ajceb-9253	184	12	)	)	PUNCT
ajceb-9253	184	13	were	be	AUX
ajceb-9253	184	14	working	work	VERB
ajceb-9253	184	15	in	in	ADP
ajceb-9253	184	16	engineering	engineering	NOUN
ajceb-9253	184	17	consulting	consulting	NOUN
ajceb-9253	184	18	firms	firm	NOUN
ajceb-9253	184	19	,	,	PUNCT
ajceb-9253	184	20	followed	follow	VERB
ajceb-9253	184	21	by	by	ADP
ajceb-9253	184	22	24.8	24.8	NUM
ajceb-9253	184	23	%	%	NOUN
ajceb-9253	184	24	working	work	VERB
ajceb-9253	184	25	in	in	ADP
ajceb-9253	184	26	contracting	contracting	NOUN
ajceb-9253	184	27	firms	firm	NOUN
ajceb-9253	184	28	,	,	PUNCT
ajceb-9253	184	29	21.1	21.1	NUM
ajceb-9253	184	30	%	%	NOUN
ajceb-9253	184	31	in	in	ADP
ajceb-9253	184	32	management	management	NOUN
ajceb-9253	184	33	firms	firm	NOUN
ajceb-9253	184	34	,	,	PUNCT
ajceb-9253	184	35	and	and	CCONJ
ajceb-9253	184	36	13.5	13.5	NUM
ajceb-9253	184	37	%	%	NOUN
ajceb-9253	184	38	in	in	ADP
ajceb-9253	184	39	firms	firm	NOUN
ajceb-9253	184	40	that	that	PRON
ajceb-9253	184	41	focus	focus	VERB
ajceb-9253	184	42	on	on	ADP
ajceb-9253	184	43	schedule	schedule	NOUN
ajceb-9253	184	44	consulting	consulting	NOUN
ajceb-9253	184	45	,	,	PUNCT
ajceb-9253	184	46	and	and	CCONJ
ajceb-9253	184	47	the	the	DET
ajceb-9253	184	48	remaining	remain	VERB
ajceb-9253	184	49	12	12	NUM
ajceb-9253	184	50	%	%	NOUN
ajceb-9253	184	51	collaborated	collaborate	VERB
ajceb-9253	184	52	with	with	ADP
ajceb-9253	184	53	owners	owner	NOUN
ajceb-9253	184	54	and	and	CCONJ
ajceb-9253	184	55	client	client	NOUN
ajceb-9253	184	56	institutions	institution	NOUN
ajceb-9253	184	57	.	.	PUNCT
ajceb-9253	185	1	•	•	NUM
ajceb-9253	185	2	job	job	NOUN
ajceb-9253	185	3	title	title	NOUN
ajceb-9253	185	4	/	/	SYM
ajceb-9253	185	5	position	position	NOUN
ajceb-9253	185	6	twenty	twenty	NUM
ajceb-9253	185	7	-	-	PUNCT
ajceb-9253	185	8	five	five	NUM
ajceb-9253	185	9	respondents	respondent	NOUN
ajceb-9253	185	10	described	describe	VERB
ajceb-9253	185	11	themselves	themselves	PRON
ajceb-9253	185	12	as	as	ADP
ajceb-9253	185	13	project	project	NOUN
ajceb-9253	185	14	managers	manager	NOUN
ajceb-9253	185	15	(	(	PUNCT
ajceb-9253	185	16	18.8	18.8	NUM
ajceb-9253	185	17	%	%	NOUN
ajceb-9253	185	18	)	)	PUNCT
ajceb-9253	185	19	,	,	PUNCT
ajceb-9253	185	20	20	20	NUM
ajceb-9253	185	21	as	as	ADP
ajceb-9253	185	22	site	site	NOUN
ajceb-9253	185	23	engineers	engineer	NOUN
ajceb-9253	185	24	(	(	PUNCT
ajceb-9253	185	25	15	15	NUM
ajceb-9253	185	26	%	%	NOUN
ajceb-9253	185	27	)	)	PUNCT
ajceb-9253	185	28	,	,	PUNCT
ajceb-9253	185	29	36	36	NUM
ajceb-9253	185	30	as	as	ADP
ajceb-9253	185	31	quantity	quantity	NOUN
ajceb-9253	185	32	surveyors	surveyor	NOUN
ajceb-9253	185	33	(	(	PUNCT
ajceb-9253	185	34	27.1	27.1	NUM
ajceb-9253	185	35	%	%	NOUN
ajceb-9253	185	36	)	)	PUNCT
ajceb-9253	185	37	,	,	PUNCT
ajceb-9253	185	38	21	21	NUM
ajceb-9253	185	39	as	as	ADP
ajceb-9253	185	40	project	project	NOUN
ajceb-9253	185	41	engineers	engineer	NOUN
ajceb-9253	185	42	(	(	PUNCT
ajceb-9253	185	43	15.8	15.8	NUM
ajceb-9253	185	44	%	%	NOUN
ajceb-9253	185	45	)	)	PUNCT
ajceb-9253	185	46	,	,	PUNCT
ajceb-9253	185	47	10	10	NUM
ajceb-9253	185	48	as	as	ADP
ajceb-9253	185	49	planning	plan	VERB
ajceb-9253	185	50	engineers	engineer	NOUN
ajceb-9253	185	51	(	(	PUNCT
ajceb-9253	185	52	7.5	7.5	NUM
ajceb-9253	185	53	%	%	NOUN
ajceb-9253	185	54	)	)	PUNCT
ajceb-9253	185	55	,	,	PUNCT
ajceb-9253	185	56	two	two	NUM
ajceb-9253	185	57	as	as	ADP
ajceb-9253	185	58	stakeholders	stakeholder	NOUN
ajceb-9253	185	59	(	(	PUNCT
ajceb-9253	185	60	1.5	1.5	NUM
ajceb-9253	185	61	%	%	NOUN
ajceb-9253	185	62	)	)	PUNCT
ajceb-9253	185	63	,	,	PUNCT
ajceb-9253	185	64	15	15	NUM
ajceb-9253	185	65	as	as	ADP
ajceb-9253	185	66	schedulers	scheduler	NOUN
ajceb-9253	185	67	(	(	PUNCT
ajceb-9253	185	68	11.3	11.3	NUM
ajceb-9253	185	69	%	%	NOUN
ajceb-9253	185	70	)	)	PUNCT
ajceb-9253	185	71	,	,	PUNCT
ajceb-9253	185	72	and	and	CCONJ
ajceb-9253	185	73	four	four	NUM
ajceb-9253	185	74	as	as	ADP
ajceb-9253	185	75	contract	contract	NOUN
ajceb-9253	185	76	administrators	administrator	NOUN
ajceb-9253	185	77	(	(	PUNCT
ajceb-9253	185	78	3	3	NUM
ajceb-9253	185	79	%	%	NOUN
ajceb-9253	185	80	)	)	PUNCT
ajceb-9253	185	81	.	.	PUNCT
ajceb-9253	186	1	•	•	NUM
ajceb-9253	186	2	years	year	NOUN
ajceb-9253	186	3	of	of	ADP
ajceb-9253	186	4	experience	experience	NOUN
ajceb-9253	186	5	in	in	ADP
ajceb-9253	186	6	the	the	DET
ajceb-9253	186	7	construction	construction	NOUN
ajceb-9253	186	8	industry	industry	NOUN
ajceb-9253	186	9	most	most	ADJ
ajceb-9253	186	10	respondents	respondent	NOUN
ajceb-9253	186	11	(	(	PUNCT
ajceb-9253	186	12	72.2	72.2	NUM
ajceb-9253	186	13	%	%	NOUN
ajceb-9253	186	14	)	)	PUNCT
ajceb-9253	186	15	had	have	VERB
ajceb-9253	186	16	more	more	ADJ
ajceb-9253	186	17	than	than	ADP
ajceb-9253	186	18	7	7	NUM
ajceb-9253	186	19	years	year	NOUN
ajceb-9253	186	20	of	of	ADP
ajceb-9253	186	21	construction	construction	NOUN
ajceb-9253	186	22	industry	industry	NOUN
ajceb-9253	186	23	experience	experience	NOUN
ajceb-9253	186	24	.	.	PUNCT
ajceb-9253	187	1	the	the	DET
ajceb-9253	187	2	targeted	target	VERB
ajceb-9253	187	3	respondents	respondent	NOUN
ajceb-9253	187	4	comprised	comprise	VERB
ajceb-9253	187	5	30.1	30.1	NUM
ajceb-9253	187	6	%	%	NOUN
ajceb-9253	187	7	with	with	ADP
ajceb-9253	187	8	more	more	ADJ
ajceb-9253	187	9	than	than	ADP
ajceb-9253	187	10	10	10	NUM
ajceb-9253	187	11	years	year	NOUN
ajceb-9253	187	12	of	of	ADP
ajceb-9253	187	13	working	work	VERB
ajceb-9253	187	14	experience	experience	NOUN
ajceb-9253	187	15	,	,	PUNCT
ajceb-9253	187	16	42.1	42.1	NUM
ajceb-9253	187	17	%	%	NOUN
ajceb-9253	187	18	with	with	ADP
ajceb-9253	187	19	7	7	NUM
ajceb-9253	187	20	to	to	PART
ajceb-9253	187	21	10	10	NUM
ajceb-9253	187	22	years	year	NOUN
ajceb-9253	187	23	of	of	ADP
ajceb-9253	187	24	experience	experience	NOUN
ajceb-9253	187	25	,	,	PUNCT
ajceb-9253	187	26	16.5	16.5	NUM
ajceb-9253	187	27	%	%	NOUN
ajceb-9253	187	28	with	with	ADP
ajceb-9253	187	29	3	3	NUM
ajceb-9253	187	30	to	to	PART
ajceb-9253	187	31	6	6	NUM
ajceb-9253	187	32	years	year	NOUN
ajceb-9253	187	33	of	of	ADP
ajceb-9253	187	34	experience	experience	NOUN
ajceb-9253	187	35	,	,	PUNCT
ajceb-9253	187	36	and	and	CCONJ
ajceb-9253	187	37	11.3	11.3	NUM
ajceb-9253	187	38	%	%	NOUN
ajceb-9253	187	39	with	with	ADP
ajceb-9253	187	40	less	less	ADJ
ajceb-9253	187	41	than	than	ADP
ajceb-9253	187	42	2	2	NUM
ajceb-9253	187	43	years	year	NOUN
ajceb-9253	187	44	of	of	ADP
ajceb-9253	187	45	experience	experience	NOUN
ajceb-9253	187	46	in	in	ADP
ajceb-9253	187	47	the	the	DET
ajceb-9253	187	48	construction	construction	NOUN
ajceb-9253	187	49	industry	industry	NOUN
ajceb-9253	187	50	.	.	PUNCT
ajceb-9253	188	1	•	•	NUM
ajceb-9253	188	2	number	number	NOUN
ajceb-9253	188	3	of	of	ADP
ajceb-9253	188	4	construction	construction	NOUN
ajceb-9253	188	5	projects	project	NOUN
ajceb-9253	188	6	that	that	PRON
ajceb-9253	188	7	respondents	respondent	NOUN
ajceb-9253	188	8	worked	work	VERB
ajceb-9253	188	9	on	on	ADP
ajceb-9253	188	10	the	the	DET
ajceb-9253	188	11	largest	large	ADJ
ajceb-9253	188	12	group	group	NOUN
ajceb-9253	188	13	of	of	ADP
ajceb-9253	188	14	respondents	respondent	NOUN
ajceb-9253	188	15	(	(	PUNCT
ajceb-9253	188	16	38.3	38.3	NUM
ajceb-9253	188	17	%	%	NOUN
ajceb-9253	188	18	)	)	PUNCT
ajceb-9253	188	19	worked	work	VERB
ajceb-9253	188	20	on	on	ADP
ajceb-9253	188	21	20	20	NUM
ajceb-9253	188	22	to	to	PART
ajceb-9253	188	23	30	30	NUM
ajceb-9253	188	24	projects	project	NOUN
ajceb-9253	188	25	,	,	PUNCT
ajceb-9253	188	26	21.1	21.1	NUM
ajceb-9253	188	27	%	%	NOUN
ajceb-9253	188	28	worked	work	VERB
ajceb-9253	188	29	on	on	ADP
ajceb-9253	188	30	more	more	ADJ
ajceb-9253	188	31	than	than	ADP
ajceb-9253	188	32	30	30	NUM
ajceb-9253	188	33	projects	project	NOUN
ajceb-9253	188	34	,	,	PUNCT
ajceb-9253	188	35	16.5	16.5	NUM
ajceb-9253	188	36	%	%	NOUN
ajceb-9253	188	37	worked	work	VERB
ajceb-9253	188	38	on	on	ADP
ajceb-9253	188	39	10	10	NUM
ajceb-9253	188	40	to	to	PART
ajceb-9253	188	41	20	20	NUM
ajceb-9253	188	42	projects	project	NOUN
ajceb-9253	188	43	,	,	PUNCT
ajceb-9253	188	44	and	and	CCONJ
ajceb-9253	188	45	24.1	24.1	NUM
ajceb-9253	188	46	%	%	NOUN
ajceb-9253	188	47	worked	work	VERB
ajceb-9253	188	48	on	on	ADP
ajceb-9253	188	49	fewer	few	ADJ
ajceb-9253	188	50	than	than	ADP
ajceb-9253	188	51	10	10	NUM
ajceb-9253	188	52	projects	project	NOUN
ajceb-9253	188	53	.	.	PUNCT
ajceb-9253	189	1	•	•	NUM
ajceb-9253	189	2	respondents	respondent	NOUN
ajceb-9253	189	3	’	'	PUNCT
ajceb-9253	189	4	demographic	demographic	ADJ
ajceb-9253	189	5	information	information	NOUN
ajceb-9253	189	6	to	to	PART
ajceb-9253	189	7	gather	gather	VERB
ajceb-9253	189	8	data	datum	NOUN
ajceb-9253	189	9	on	on	ADP
ajceb-9253	189	10	projects	project	NOUN
ajceb-9253	189	11	built	build	VERB
ajceb-9253	189	12	in	in	ADP
ajceb-9253	189	13	jordan	jordan	PROPN
ajceb-9253	189	14	over	over	ADP
ajceb-9253	189	15	the	the	DET
ajceb-9253	189	16	previous	previous	ADJ
ajceb-9253	189	17	8	8	NUM
ajceb-9253	189	18	years	year	NOUN
ajceb-9253	189	19	,	,	PUNCT
ajceb-9253	189	20	respondents	respondent	NOUN
ajceb-9253	189	21	were	be	AUX
ajceb-9253	189	22	given	give	VERB
ajceb-9253	189	23	the	the	DET
ajceb-9253	189	24	option	option	NOUN
ajceb-9253	189	25	of	of	ADP
ajceb-9253	189	26	providing	provide	VERB
ajceb-9253	189	27	additional	additional	ADJ
ajceb-9253	189	28	demographic	demographic	ADJ
ajceb-9253	189	29	information	information	NOUN
ajceb-9253	189	30	about	about	ADP
ajceb-9253	189	31	themselves	themselves	PRON
ajceb-9253	189	32	.	.	PUNCT
ajceb-9253	190	1	the	the	DET
ajceb-9253	190	2	reliability	reliability	NOUN
ajceb-9253	190	3	of	of	ADP
ajceb-9253	190	4	al	al	PROPN
ajceb-9253	190	5	-	-	PUNCT
ajceb-9253	190	6	attar	attar	PROPN
ajceb-9253	190	7	et	et	PROPN
ajceb-9253	190	8	al	al	PROPN
ajceb-9253	190	9	.	.	PROPN
ajceb-9253	190	10	construction	construction	NOUN
ajceb-9253	190	11	economics	economic	NOUN
ajceb-9253	190	12	and	and	CCONJ
ajceb-9253	190	13	building	building	NOUN
ajceb-9253	190	14	,	,	PUNCT
ajceb-9253	190	15	vol	vol	NOUN
ajceb-9253	190	16	.	.	PROPN
ajceb-9253	190	17	25	25	NUM
ajceb-9253	190	18	,	,	PUNCT
ajceb-9253	190	19	no	no	INTJ
ajceb-9253	190	20	.	.	NOUN
ajceb-9253	190	21	2	2	NUM
ajceb-9253	190	22	july	july	PROPN
ajceb-9253	190	23	2025176	2025176	NUM
ajceb-9253	190	24	the	the	DET
ajceb-9253	190	25	questionnaire	questionnaire	NOUN
ajceb-9253	190	26	answers	answer	NOUN
ajceb-9253	190	27	was	be	AUX
ajceb-9253	190	28	influenced	influence	VERB
ajceb-9253	190	29	by	by	ADP
ajceb-9253	190	30	the	the	DET
ajceb-9253	190	31	respondents	respondent	NOUN
ajceb-9253	190	32	’	’	PART
ajceb-9253	190	33	understanding	understanding	NOUN
ajceb-9253	190	34	of	of	ADP
ajceb-9253	190	35	consulting	consulting	NOUN
ajceb-9253	190	36	and	and	CCONJ
ajceb-9253	190	37	construction	construction	NOUN
ajceb-9253	190	38	work	work	NOUN
ajceb-9253	190	39	.	.	PUNCT
ajceb-9253	191	1	factors	factor	NOUN
ajceb-9253	191	2	affecting	affect	VERB
ajceb-9253	191	3	the	the	DET
ajceb-9253	191	4	duration	duration	NOUN
ajceb-9253	191	5	of	of	ADP
ajceb-9253	191	6	construction	construction	NOUN
ajceb-9253	191	7	projects	project	NOUN
ajceb-9253	191	8	finding	find	VERB
ajceb-9253	191	9	the	the	DET
ajceb-9253	191	10	parameters	parameter	NOUN
ajceb-9253	191	11	or	or	CCONJ
ajceb-9253	191	12	factors	factor	NOUN
ajceb-9253	191	13	that	that	PRON
ajceb-9253	191	14	influence	influence	VERB
ajceb-9253	191	15	how	how	SCONJ
ajceb-9253	191	16	long	long	ADJ
ajceb-9253	191	17	construction	construction	NOUN
ajceb-9253	191	18	projects	project	NOUN
ajceb-9253	191	19	take	take	VERB
ajceb-9253	191	20	to	to	PART
ajceb-9253	191	21	complete	complete	VERB
ajceb-9253	191	22	is	be	AUX
ajceb-9253	191	23	one	one	NUM
ajceb-9253	191	24	of	of	ADP
ajceb-9253	191	25	the	the	DET
ajceb-9253	191	26	most	most	ADV
ajceb-9253	191	27	important	important	ADJ
ajceb-9253	191	28	steps	step	NOUN
ajceb-9253	191	29	in	in	ADP
ajceb-9253	191	30	building	build	VERB
ajceb-9253	191	31	a	a	DET
ajceb-9253	191	32	neural	neural	ADJ
ajceb-9253	191	33	network	network	NOUN
ajceb-9253	191	34	model	model	NOUN
ajceb-9253	191	35	.	.	PUNCT
ajceb-9253	192	1	based	base	VERB
ajceb-9253	192	2	on	on	ADP
ajceb-9253	192	3	literature	literature	NOUN
ajceb-9253	192	4	reviews	review	NOUN
ajceb-9253	192	5	,	,	PUNCT
ajceb-9253	192	6	the	the	DET
ajceb-9253	192	7	factors	factor	NOUN
ajceb-9253	192	8	pertinent	pertinent	ADJ
ajceb-9253	192	9	to	to	ADP
ajceb-9253	192	10	jordanian	jordanian	ADJ
ajceb-9253	192	11	construction	construction	NOUN
ajceb-9253	192	12	were	be	AUX
ajceb-9253	192	13	carefully	carefully	ADV
ajceb-9253	192	14	identified	identify	VERB
ajceb-9253	192	15	and	and	CCONJ
ajceb-9253	192	16	chosen	choose	VERB
ajceb-9253	192	17	.	.	PUNCT
ajceb-9253	193	1	key	key	ADJ
ajceb-9253	193	2	parameters	parameter	NOUN
ajceb-9253	193	3	were	be	AUX
ajceb-9253	193	4	initially	initially	ADV
ajceb-9253	193	5	determined	determine	VERB
ajceb-9253	193	6	through	through	ADP
ajceb-9253	193	7	literature	literature	NOUN
ajceb-9253	193	8	studies	study	NOUN
ajceb-9253	193	9	;	;	PUNCT
ajceb-9253	193	10	subsequently	subsequently	ADV
ajceb-9253	193	11	,	,	PUNCT
ajceb-9253	193	12	a	a	DET
ajceb-9253	193	13	questionnaire	questionnaire	NOUN
ajceb-9253	193	14	was	be	AUX
ajceb-9253	193	15	developed	develop	VERB
ajceb-9253	193	16	in	in	ADP
ajceb-9253	193	17	accordance	accordance	NOUN
ajceb-9253	193	18	with	with	ADP
ajceb-9253	193	19	the	the	DET
ajceb-9253	193	20	building	building	NOUN
ajceb-9253	193	21	and	and	CCONJ
ajceb-9253	193	22	expert	expert	ADJ
ajceb-9253	193	23	opinions	opinion	NOUN
ajceb-9253	193	24	.	.	PUNCT
ajceb-9253	194	1	table	table	NOUN
ajceb-9253	194	2	3	3	NUM
ajceb-9253	194	3	shows	show	VERB
ajceb-9253	194	4	the	the	DET
ajceb-9253	194	5	influence	influence	NOUN
ajceb-9253	194	6	of	of	ADP
ajceb-9253	194	7	each	each	DET
ajceb-9253	194	8	factor	factor	NOUN
ajceb-9253	194	9	on	on	ADP
ajceb-9253	194	10	building	build	VERB
ajceb-9253	194	11	duration	duration	NOUN
ajceb-9253	194	12	.	.	PUNCT
ajceb-9253	195	1	while	while	SCONJ
ajceb-9253	195	2	specific	specific	ADJ
ajceb-9253	195	3	details	detail	NOUN
ajceb-9253	195	4	may	may	AUX
ajceb-9253	195	5	not	not	PART
ajceb-9253	195	6	be	be	AUX
ajceb-9253	195	7	finalized	finalize	VERB
ajceb-9253	195	8	during	during	ADP
ajceb-9253	195	9	the	the	DET
ajceb-9253	195	10	initial	initial	ADJ
ajceb-9253	195	11	stages	stage	NOUN
ajceb-9253	195	12	,	,	PUNCT
ajceb-9253	195	13	expert	expert	ADJ
ajceb-9253	195	14	judgment	judgment	NOUN
ajceb-9253	195	15	and	and	CCONJ
ajceb-9253	195	16	assumptions	assumption	NOUN
ajceb-9253	195	17	were	be	AUX
ajceb-9253	195	18	made	make	VERB
ajceb-9253	195	19	based	base	VERB
ajceb-9253	195	20	on	on	ADP
ajceb-9253	195	21	preliminary	preliminary	ADJ
ajceb-9253	195	22	design	design	NOUN
ajceb-9253	195	23	data	datum	NOUN
ajceb-9253	195	24	,	,	PUNCT
ajceb-9253	195	25	historical	historical	ADJ
ajceb-9253	195	26	information	information	NOUN
ajceb-9253	195	27	,	,	PUNCT
ajceb-9253	195	28	or	or	CCONJ
ajceb-9253	195	29	standard	standard	ADJ
ajceb-9253	195	30	practices	practice	NOUN
ajceb-9253	195	31	.	.	PUNCT
ajceb-9253	196	1	these	these	DET
ajceb-9253	196	2	factors	factor	NOUN
ajceb-9253	196	3	were	be	AUX
ajceb-9253	196	4	included	include	VERB
ajceb-9253	196	5	as	as	ADP
ajceb-9253	196	6	variables	variable	NOUN
ajceb-9253	196	7	in	in	ADP
ajceb-9253	196	8	the	the	DET
ajceb-9253	196	9	ann	ann	PROPN
ajceb-9253	196	10	model	model	NOUN
ajceb-9253	196	11	to	to	PART
ajceb-9253	196	12	account	account	VERB
ajceb-9253	196	13	for	for	ADP
ajceb-9253	196	14	their	their	PRON
ajceb-9253	196	15	potential	potential	ADJ
ajceb-9253	196	16	impact	impact	NOUN
ajceb-9253	196	17	on	on	ADP
ajceb-9253	196	18	project	project	NOUN
ajceb-9253	196	19	duration	duration	NOUN
ajceb-9253	196	20	,	,	PUNCT
ajceb-9253	196	21	even	even	ADV
ajceb-9253	196	22	if	if	SCONJ
ajceb-9253	196	23	some	some	DET
ajceb-9253	196	24	details	detail	NOUN
ajceb-9253	196	25	were	be	AUX
ajceb-9253	196	26	estimated	estimate	VERB
ajceb-9253	196	27	at	at	ADP
ajceb-9253	196	28	the	the	DET
ajceb-9253	196	29	initial	initial	ADJ
ajceb-9253	196	30	stages	stage	NOUN
ajceb-9253	196	31	.	.	PUNCT
ajceb-9253	197	1	moreover	moreover	ADV
ajceb-9253	197	2	,	,	PUNCT
ajceb-9253	197	3	the	the	DET
ajceb-9253	197	4	ann	ann	PROPN
ajceb-9253	197	5	model	model	NOUN
ajceb-9253	197	6	’s	’s	PART
ajceb-9253	197	7	adaptability	adaptability	NOUN
ajceb-9253	197	8	means	mean	VERB
ajceb-9253	197	9	that	that	SCONJ
ajceb-9253	197	10	these	these	DET
ajceb-9253	197	11	assumptions	assumption	NOUN
ajceb-9253	197	12	can	can	AUX
ajceb-9253	197	13	be	be	AUX
ajceb-9253	197	14	adjusted	adjust	VERB
ajceb-9253	197	15	as	as	SCONJ
ajceb-9253	197	16	more	more	ADV
ajceb-9253	197	17	detailed	detailed	ADJ
ajceb-9253	197	18	information	information	NOUN
ajceb-9253	197	19	becomes	become	VERB
ajceb-9253	197	20	available	available	ADJ
ajceb-9253	197	21	.	.	PUNCT
ajceb-9253	198	1	including	include	VERB
ajceb-9253	198	2	such	such	ADJ
ajceb-9253	198	3	variables	variable	NOUN
ajceb-9253	198	4	from	from	ADP
ajceb-9253	198	5	the	the	DET
ajceb-9253	198	6	outset	outset	NOUN
ajceb-9253	198	7	improves	improve	VERB
ajceb-9253	198	8	the	the	DET
ajceb-9253	198	9	model	model	NOUN
ajceb-9253	198	10	’s	’s	PART
ajceb-9253	198	11	accuracy	accuracy	NOUN
ajceb-9253	198	12	by	by	ADP
ajceb-9253	198	13	considering	consider	VERB
ajceb-9253	198	14	their	their	PRON
ajceb-9253	198	15	influence	influence	NOUN
ajceb-9253	198	16	,	,	PUNCT
ajceb-9253	198	17	helping	help	VERB
ajceb-9253	198	18	to	to	PART
ajceb-9253	198	19	refine	refine	VERB
ajceb-9253	198	20	predictions	prediction	NOUN
ajceb-9253	198	21	as	as	SCONJ
ajceb-9253	198	22	the	the	DET
ajceb-9253	198	23	design	design	NOUN
ajceb-9253	198	24	progresses	progress	VERB
ajceb-9253	198	25	.	.	PUNCT
ajceb-9253	199	1	table	table	NOUN
ajceb-9253	199	2	3	3	NUM
ajceb-9253	199	3	.	.	X
ajceb-9253	200	1	influence	influence	NOUN
ajceb-9253	200	2	of	of	ADP
ajceb-9253	200	3	each	each	DET
ajceb-9253	200	4	factor	factor	NOUN
ajceb-9253	200	5	on	on	ADP
ajceb-9253	200	6	building	build	VERB
ajceb-9253	200	7	duration	duration	NOUN
ajceb-9253	200	8	(	(	PUNCT
ajceb-9253	200	9	authors	author	NOUN
ajceb-9253	200	10	’	'	PUNCT
ajceb-9253	200	11	own	own	ADJ
ajceb-9253	200	12	)	)	PUNCT
ajceb-9253	200	13	no	no	INTJ
ajceb-9253	200	14	.	.	PUNCT
ajceb-9253	201	1	description	description	NOUN
ajceb-9253	201	2	rating	rating	NOUN
ajceb-9253	201	3	average	average	NOUN
ajceb-9253	201	4	for	for	ADP
ajceb-9253	201	5	initial	initial	ADJ
ajceb-9253	201	6	design	design	NOUN
ajceb-9253	201	7	stage	stage	NOUN
ajceb-9253	201	8	rating	rating	NOUN
ajceb-9253	201	9	average	average	NOUN
ajceb-9253	201	10	for	for	ADP
ajceb-9253	201	11	planning	planning	NOUN
ajceb-9253	201	12	stage	stage	NOUN
ajceb-9253	201	13	1	1	NUM
ajceb-9253	201	14	type	type	NOUN
ajceb-9253	201	15	of	of	ADP
ajceb-9253	201	16	contract	contract	NOUN
ajceb-9253	201	17	4.13	4.13	NUM
ajceb-9253	201	18	4.13	4.13	NUM
ajceb-9253	201	19	2	2	NUM
ajceb-9253	201	20	project	project	NOUN
ajceb-9253	201	21	cost	cost	VERB
ajceb-9253	201	22	3.80	3.80	NUM
ajceb-9253	201	23	3.80	3.80	NUM
ajceb-9253	201	24	3	3	NUM
ajceb-9253	201	25	built	build	VERB
ajceb-9253	201	26	-	-	PUNCT
ajceb-9253	201	27	up	up	ADP
ajceb-9253	201	28	area	area	NOUN
ajceb-9253	201	29	3.68	3.68	NUM
ajceb-9253	201	30	3.68	3.68	NUM
ajceb-9253	201	31	4	4	NUM
ajceb-9253	201	32	site	site	NOUN
ajceb-9253	201	33	conditions	condition	NOUN
ajceb-9253	201	34	new	new	ADJ
ajceb-9253	201	35	or	or	CCONJ
ajceb-9253	201	36	existing	exist	VERB
ajceb-9253	201	37	construction	construction	NOUN
ajceb-9253	201	38	3.64	3.64	NUM
ajceb-9253	201	39	3.64	3.64	NUM
ajceb-9253	201	40	5	5	NUM
ajceb-9253	201	41	location	location	NOUN
ajceb-9253	201	42	of	of	ADP
ajceb-9253	201	43	the	the	DET
ajceb-9253	201	44	building	building	NOUN
ajceb-9253	201	45	3.53	3.53	NUM
ajceb-9253	201	46	3.53	3.53	NUM
ajceb-9253	201	47	6	6	NUM
ajceb-9253	201	48	type	type	NOUN
ajceb-9253	201	49	of	of	ADP
ajceb-9253	201	50	aluminum	aluminum	NOUN
ajceb-9253	201	51	work	work	NOUN
ajceb-9253	201	52	3.47	3.47	NUM
ajceb-9253	201	53	3.47	3.47	NUM
ajceb-9253	201	54	7	7	NUM
ajceb-9253	201	55	special	special	ADJ
ajceb-9253	201	56	construction	construction	NOUN
ajceb-9253	201	57	in	in	ADP
ajceb-9253	201	58	elevations	elevation	NOUN
ajceb-9253	201	59	3.47	3.47	NUM
ajceb-9253	201	60	3.47	3.47	NUM
ajceb-9253	201	61	8	8	NUM
ajceb-9253	201	62	percentage	percentage	NOUN
ajceb-9253	201	63	of	of	ADP
ajceb-9253	201	64	wood	wood	NOUN
ajceb-9253	201	65	and	and	CCONJ
ajceb-9253	201	66	plastic	plastic	ADJ
ajceb-9253	201	67	work	work	NOUN
ajceb-9253	201	68	3.47	3.47	NUM
ajceb-9253	201	69	3.47	3.47	NUM
ajceb-9253	201	70	9	9	NUM
ajceb-9253	201	71	waterproofing	waterproofing	NOUN
ajceb-9253	201	72	system	system	NOUN
ajceb-9253	201	73	used	use	VERB
ajceb-9253	201	74	3.47	3.47	NUM
ajceb-9253	201	75	3.47	3.47	NUM
ajceb-9253	201	76	10	10	NUM
ajceb-9253	201	77	type	type	NOUN
ajceb-9253	201	78	of	of	ADP
ajceb-9253	201	79	furnishings	furnishing	NOUN
ajceb-9253	201	80	and	and	CCONJ
ajceb-9253	201	81	equipment	equipment	NOUN
ajceb-9253	201	82	3.45	3.45	NUM
ajceb-9253	201	83	3.45	3.45	NUM
ajceb-9253	201	84	11	11	NUM
ajceb-9253	201	85	area	area	NOUN
ajceb-9253	201	86	of	of	ADP
ajceb-9253	201	87	internal	internal	ADJ
ajceb-9253	201	88	wall	wall	NOUN
ajceb-9253	201	89	finish	finish	VERB
ajceb-9253	201	90	3.45	3.45	NUM
ajceb-9253	201	91	3.45	3.45	NUM
ajceb-9253	201	92	12	12	NUM
ajceb-9253	201	93	use	use	NOUN
ajceb-9253	201	94	of	of	ADP
ajceb-9253	201	95	the	the	DET
ajceb-9253	201	96	building	building	NOUN
ajceb-9253	201	97	3.45	3.45	NUM
ajceb-9253	201	98	3.45	3.45	NUM
ajceb-9253	201	99	13	13	NUM
ajceb-9253	201	100	number	number	NOUN
ajceb-9253	201	101	of	of	ADP
ajceb-9253	201	102	doors	door	NOUN
ajceb-9253	201	103	3.44	3.44	NUM
ajceb-9253	201	104	3.44	3.44	NUM
ajceb-9253	201	105	14	14	NUM
ajceb-9253	201	106	number	number	NOUN
ajceb-9253	201	107	of	of	ADP
ajceb-9253	201	108	rooms	room	NOUN
ajceb-9253	201	109	3.44	3.44	NUM
ajceb-9253	201	110	3.44	3.44	NUM
ajceb-9253	201	111	15	15	NUM
ajceb-9253	201	112	percentage	percentage	NOUN
ajceb-9253	201	113	of	of	ADP
ajceb-9253	201	114	conveying	convey	VERB
ajceb-9253	201	115	equipment	equipment	NOUN
ajceb-9253	201	116	3.44	3.44	NUM
ajceb-9253	201	117	3.44	3.44	NUM
ajceb-9253	201	118	16	16	NUM
ajceb-9253	201	119	cable	cable	NOUN
ajceb-9253	201	120	work	work	NOUN
ajceb-9253	201	121	3.43	3.43	NUM
ajceb-9253	201	122	3.43	3.43	NUM
ajceb-9253	201	123	17	17	NUM
ajceb-9253	201	124	type	type	NOUN
ajceb-9253	201	125	of	of	ADP
ajceb-9253	201	126	metalwork	metalwork	NOUN
ajceb-9253	201	127	3.42	3.42	NUM
ajceb-9253	201	128	3.42	3.42	NUM
ajceb-9253	201	129	18	18	NUM
ajceb-9253	201	130	tons	ton	NOUN
ajceb-9253	201	131	of	of	ADP
ajceb-9253	201	132	steel	steel	NOUN
ajceb-9253	201	133	used	use	VERB
ajceb-9253	201	134	3.42	3.42	NUM
ajceb-9253	201	135	3.42	3.42	NUM
ajceb-9253	201	136	al	al	PROPN
ajceb-9253	201	137	-	-	PUNCT
ajceb-9253	201	138	attar	attar	PROPN
ajceb-9253	201	139	et	et	PROPN
ajceb-9253	201	140	al	al	PROPN
ajceb-9253	201	141	.	.	PROPN
ajceb-9253	202	1	construction	construction	NOUN
ajceb-9253	202	2	economics	economic	NOUN
ajceb-9253	202	3	and	and	CCONJ
ajceb-9253	202	4	building	building	NOUN
ajceb-9253	202	5	,	,	PUNCT
ajceb-9253	202	6	vol	vol	NOUN
ajceb-9253	202	7	.	.	PROPN
ajceb-9253	202	8	25	25	NUM
ajceb-9253	202	9	,	,	PUNCT
ajceb-9253	202	10	no	no	INTJ
ajceb-9253	202	11	.	.	NOUN
ajceb-9253	202	12	2	2	NUM
ajceb-9253	202	13	july	july	PROPN
ajceb-9253	202	14	2025177	2025177	NUM
ajceb-9253	202	15	no	no	NOUN
ajceb-9253	202	16	.	.	PUNCT
ajceb-9253	203	1	description	description	NOUN
ajceb-9253	203	2	rating	rating	NOUN
ajceb-9253	203	3	average	average	NOUN
ajceb-9253	203	4	for	for	ADP
ajceb-9253	203	5	initial	initial	ADJ
ajceb-9253	203	6	design	design	NOUN
ajceb-9253	203	7	stage	stage	NOUN
ajceb-9253	203	8	rating	rating	NOUN
ajceb-9253	203	9	average	average	NOUN
ajceb-9253	203	10	for	for	ADP
ajceb-9253	203	11	planning	planning	NOUN
ajceb-9253	203	12	stage	stage	NOUN
ajceb-9253	203	13	19	19	NUM
ajceb-9253	203	14	percentage	percentage	NOUN
ajceb-9253	203	15	of	of	ADP
ajceb-9253	203	16	doors	door	NOUN
ajceb-9253	203	17	work	work	VERB
ajceb-9253	203	18	from	from	ADP
ajceb-9253	203	19	total	total	ADJ
ajceb-9253	203	20	building	building	NOUN
ajceb-9253	203	21	duration	duration	NOUN
ajceb-9253	203	22	3.41	3.41	NUM
ajceb-9253	203	23	3.41	3.41	NUM
ajceb-9253	203	24	20	20	NUM
ajceb-9253	203	25	area	area	NOUN
ajceb-9253	203	26	of	of	ADP
ajceb-9253	203	27	false	false	ADJ
ajceb-9253	203	28	ceiling	ceiling	NOUN
ajceb-9253	203	29	3.40	3.40	NUM
ajceb-9253	203	30	3.40	3.40	NUM
ajceb-9253	203	31	21	21	NUM
ajceb-9253	203	32	type	type	NOUN
ajceb-9253	203	33	of	of	ADP
ajceb-9253	203	34	partitions	partition	NOUN
ajceb-9253	203	35	3.39	3.39	NUM
ajceb-9253	203	36	3.39	3.39	NUM
ajceb-9253	203	37	22	22	NUM
ajceb-9253	203	38	specialties	specialty	NOUN
ajceb-9253	203	39	used	use	VERB
ajceb-9253	203	40	3.38	3.38	NUM
ajceb-9253	203	41	3.38	3.38	NUM
ajceb-9253	203	42	23	23	NUM
ajceb-9253	203	43	type	type	NOUN
ajceb-9253	203	44	of	of	ADP
ajceb-9253	203	45	water	water	NOUN
ajceb-9253	203	46	and	and	CCONJ
ajceb-9253	203	47	sanitary	sanitary	NOUN
ajceb-9253	203	48	work	work	NOUN
ajceb-9253	203	49	3.38	3.38	NUM
ajceb-9253	203	50	3.38	3.38	NUM
ajceb-9253	203	51	24	24	NUM
ajceb-9253	203	52	type	type	NOUN
ajceb-9253	203	53	of	of	ADP
ajceb-9253	203	54	communication	communication	NOUN
ajceb-9253	203	55	and	and	CCONJ
ajceb-9253	203	56	security	security	NOUN
ajceb-9253	203	57	systems	system	NOUN
ajceb-9253	203	58	3.38	3.38	NUM
ajceb-9253	203	59	3.38	3.38	NUM
ajceb-9253	203	60	25	25	NUM
ajceb-9253	203	61	area	area	NOUN
ajceb-9253	203	62	of	of	ADP
ajceb-9253	203	63	openings	opening	NOUN
ajceb-9253	203	64	curtain	curtain	NOUN
ajceb-9253	203	65	walls	wall	NOUN
ajceb-9253	203	66	3.36	3.36	NUM
ajceb-9253	203	67	3.36	3.36	NUM
ajceb-9253	203	68	26	26	NUM
ajceb-9253	203	69	percentage	percentage	NOUN
ajceb-9253	203	70	of	of	ADP
ajceb-9253	203	71	alarm	alarm	NOUN
ajceb-9253	203	72	work	work	NOUN
ajceb-9253	203	73	and	and	CCONJ
ajceb-9253	203	74	firefighting	firefighte	VERB
ajceb-9253	203	75	3.35	3.35	NUM
ajceb-9253	203	76	3.35	3.35	NUM
ajceb-9253	203	77	27	27	NUM
ajceb-9253	203	78	percentage	percentage	NOUN
ajceb-9253	203	79	of	of	ADP
ajceb-9253	203	80	thermal	thermal	ADJ
ajceb-9253	203	81	and	and	CCONJ
ajceb-9253	203	82	moisture	moisture	VERB
ajceb-9253	203	83	protection	protection	NOUN
ajceb-9253	203	84	3.32	3.32	NUM
ajceb-9253	203	85	3.32	3.32	NUM
ajceb-9253	203	86	28	28	NUM
ajceb-9253	203	87	existence	existence	NOUN
ajceb-9253	203	88	of	of	ADP
ajceb-9253	203	89	special	special	ADJ
ajceb-9253	203	90	electrical	electrical	ADJ
ajceb-9253	203	91	systems	system	NOUN
ajceb-9253	203	92	3.32	3.32	NUM
ajceb-9253	203	93	3.32	3.32	NUM
ajceb-9253	203	94	29	29	NUM
ajceb-9253	203	95	quantity	quantity	NOUN
ajceb-9253	203	96	of	of	ADP
ajceb-9253	203	97	water	water	NOUN
ajceb-9253	203	98	and	and	CCONJ
ajceb-9253	203	99	sanitary	sanitary	NOUN
ajceb-9253	203	100	works	work	VERB
ajceb-9253	203	101	3.32	3.32	NUM
ajceb-9253	203	102	3.32	3.32	NUM
ajceb-9253	203	103	30	30	NUM
ajceb-9253	203	104	area	area	NOUN
ajceb-9253	203	105	of	of	ADP
ajceb-9253	203	106	stonework	stonework	NOUN
ajceb-9253	203	107	(	(	PUNCT
ajceb-9253	203	108	internal	internal	ADJ
ajceb-9253	203	109	floors	floor	NOUN
ajceb-9253	203	110	only	only	ADV
ajceb-9253	203	111	)	)	PUNCT
ajceb-9253	203	112	3.31	3.31	NUM
ajceb-9253	203	113	3.31	3.31	NUM
ajceb-9253	203	114	31	31	NUM
ajceb-9253	203	115	type	type	NOUN
ajceb-9253	203	116	of	of	ADP
ajceb-9253	203	117	carpentry	carpentry	NOUN
ajceb-9253	203	118	work	work	NOUN
ajceb-9253	203	119	3.29	3.29	NUM
ajceb-9253	203	120	3.29	3.29	NUM
ajceb-9253	203	121	32	32	NUM
ajceb-9253	203	122	existence	existence	NOUN
ajceb-9253	203	123	of	of	ADP
ajceb-9253	203	124	special	special	ADJ
ajceb-9253	203	125	electrical	electrical	ADJ
ajceb-9253	203	126	systems	system	NOUN
ajceb-9253	203	127	3.29	3.29	NUM
ajceb-9253	203	128	3.29	3.29	NUM
ajceb-9253	203	129	33	33	NUM
ajceb-9253	203	130	quantity	quantity	NOUN
ajceb-9253	203	131	of	of	ADP
ajceb-9253	203	132	electrical	electrical	ADJ
ajceb-9253	203	133	works	work	NOUN
ajceb-9253	203	134	3.29	3.29	NUM
ajceb-9253	203	135	3.28	3.28	NUM
ajceb-9253	203	136	34	34	NUM
ajceb-9253	203	137	type	type	NOUN
ajceb-9253	203	138	of	of	ADP
ajceb-9253	203	139	internal	internal	ADJ
ajceb-9253	203	140	cladding	cladding	NOUN
ajceb-9253	203	141	3.27	3.27	NUM
ajceb-9253	203	142	3.26	3.26	NUM
ajceb-9253	203	143	35	35	NUM
ajceb-9253	203	144	type	type	NOUN
ajceb-9253	203	145	of	of	ADP
ajceb-9253	203	146	ceiling	ceiling	NOUN
ajceb-9253	203	147	finish	finish	VERB
ajceb-9253	203	148	3.27	3.27	NUM
ajceb-9253	203	149	3.22	3.22	NUM
ajceb-9253	203	150	36	36	NUM
ajceb-9253	203	151	foundation	foundation	NOUN
ajceb-9253	203	152	type	type	NOUN
ajceb-9253	203	153	3.27	3.27	NUM
ajceb-9253	203	154	3.21	3.21	NUM
ajceb-9253	203	155	37	37	NUM
ajceb-9253	203	156	building	building	NOUN
ajceb-9253	203	157	height	height	NOUN
ajceb-9253	203	158	3.26	3.26	NUM
ajceb-9253	203	159	3.13	3.13	NUM
ajceb-9253	203	160	38	38	NUM
ajceb-9253	203	161	area	area	NOUN
ajceb-9253	203	162	of	of	ADP
ajceb-9253	203	163	typical	typical	ADJ
ajceb-9253	203	164	floors	floor	NOUN
ajceb-9253	203	165	3.25	3.25	NUM
ajceb-9253	203	166	3.10	3.10	NUM
ajceb-9253	203	167	39	39	NUM
ajceb-9253	203	168	number	number	NOUN
ajceb-9253	203	169	of	of	ADP
ajceb-9253	203	170	floors	floor	NOUN
ajceb-9253	203	171	above	above	ADP
ajceb-9253	203	172	the	the	DET
ajceb-9253	203	173	ground	ground	NOUN
ajceb-9253	203	174	level	level	NOUN
ajceb-9253	203	175	3.25	3.25	NUM
ajceb-9253	203	176	3.05	3.05	NUM
ajceb-9253	203	177	40	40	NUM
ajceb-9253	203	178	earthworks	earthwork	NOUN
ajceb-9253	203	179	and	and	CCONJ
ajceb-9253	203	180	special	special	ADJ
ajceb-9253	203	181	systems	system	NOUN
ajceb-9253	203	182	3.25	3.25	NUM
ajceb-9253	203	183	3.04	3.04	NUM
ajceb-9253	203	184	41	41	NUM
ajceb-9253	203	185	type	type	NOUN
ajceb-9253	203	186	of	of	ADP
ajceb-9253	203	187	slab	slab	NOUN
ajceb-9253	203	188	3.23	3.23	NUM
ajceb-9253	203	189	3.04	3.04	NUM
ajceb-9253	203	190	42	42	NUM
ajceb-9253	203	191	type	type	NOUN
ajceb-9253	203	192	of	of	ADP
ajceb-9253	203	193	heating	heating	NOUN
ajceb-9253	203	194	,	,	PUNCT
ajceb-9253	203	195	ventilation	ventilation	NOUN
ajceb-9253	203	196	,	,	PUNCT
ajceb-9253	203	197	and	and	CCONJ
ajceb-9253	203	198	air	air	NOUN
ajceb-9253	203	199	conditioning	conditioning	NOUN
ajceb-9253	203	200	(	(	PUNCT
ajceb-9253	203	201	hvac	hvac	PROPN
ajceb-9253	203	202	)	)	PUNCT
ajceb-9253	203	203	3.23	3.23	NUM
ajceb-9253	203	204	3.02	3.02	NUM
ajceb-9253	203	205	43	43	NUM
ajceb-9253	203	206	type	type	NOUN
ajceb-9253	203	207	of	of	ADP
ajceb-9253	203	208	external	external	ADJ
ajceb-9253	203	209	finish	finish	NOUN
ajceb-9253	203	210	3.22	3.22	NUM
ajceb-9253	203	211	3.02	3.02	NUM
ajceb-9253	203	212	44	44	NUM
ajceb-9253	203	213	type	type	NOUN
ajceb-9253	203	214	of	of	ADP
ajceb-9253	203	215	floor	floor	NOUN
ajceb-9253	203	216	finish	finish	VERB
ajceb-9253	203	217	3.22	3.22	NUM
ajceb-9253	203	218	2.97	2.97	NUM
ajceb-9253	203	219	45	45	NUM
ajceb-9253	203	220	number	number	NOUN
ajceb-9253	203	221	of	of	ADP
ajceb-9253	203	222	basements	basement	NOUN
ajceb-9253	203	223	3.20	3.20	NUM
ajceb-9253	203	224	2.95	2.95	NUM
ajceb-9253	203	225	46	46	NUM
ajceb-9253	203	226	number	number	NOUN
ajceb-9253	203	227	of	of	ADP
ajceb-9253	203	228	underground	underground	ADJ
ajceb-9253	203	229	parking	parking	NOUN
ajceb-9253	203	230	3.20	3.20	NUM
ajceb-9253	203	231	2.92	2.92	NUM
ajceb-9253	203	232	47	47	NUM
ajceb-9253	203	233	number	number	NOUN
ajceb-9253	203	234	of	of	ADP
ajceb-9253	203	235	staircases	staircase	NOUN
ajceb-9253	203	236	in	in	ADP
ajceb-9253	203	237	the	the	DET
ajceb-9253	203	238	building	building	NOUN
ajceb-9253	203	239	3.10	3.10	NUM
ajceb-9253	203	240	2.91	2.91	NUM
ajceb-9253	203	241	table	table	NOUN
ajceb-9253	203	242	3	3	NUM
ajceb-9253	203	243	.	.	PUNCT
ajceb-9253	204	1	continued	continue	VERB
ajceb-9253	204	2	al	al	PROPN
ajceb-9253	204	3	-	-	PUNCT
ajceb-9253	204	4	attar	attar	PROPN
ajceb-9253	204	5	et	et	PROPN
ajceb-9253	204	6	al	al	PROPN
ajceb-9253	204	7	.	.	PROPN
ajceb-9253	204	8	construction	construction	NOUN
ajceb-9253	204	9	economics	economic	NOUN
ajceb-9253	204	10	and	and	CCONJ
ajceb-9253	204	11	building	building	NOUN
ajceb-9253	204	12	,	,	PUNCT
ajceb-9253	204	13	vol	vol	NOUN
ajceb-9253	204	14	.	.	PROPN
ajceb-9253	204	15	25	25	NUM
ajceb-9253	204	16	,	,	PUNCT
ajceb-9253	204	17	no	no	INTJ
ajceb-9253	204	18	.	.	NOUN
ajceb-9253	204	19	2	2	NUM
ajceb-9253	204	20	july	july	PROPN
ajceb-9253	204	21	2025178	2025178	NUM
ajceb-9253	204	22	no	no	NOUN
ajceb-9253	204	23	.	.	PUNCT
ajceb-9253	204	24	description	description	NOUN
ajceb-9253	204	25	rating	rating	NOUN
ajceb-9253	204	26	average	average	NOUN
ajceb-9253	204	27	for	for	ADP
ajceb-9253	204	28	initial	initial	ADJ
ajceb-9253	204	29	design	design	NOUN
ajceb-9253	204	30	stage	stage	NOUN
ajceb-9253	204	31	rating	rating	NOUN
ajceb-9253	204	32	average	average	NOUN
ajceb-9253	204	33	for	for	ADP
ajceb-9253	204	34	planning	planning	NOUN
ajceb-9253	204	35	stage	stage	NOUN
ajceb-9253	204	36	48	48	NUM
ajceb-9253	204	37	type	type	NOUN
ajceb-9253	204	38	of	of	ADP
ajceb-9253	204	39	basement	basement	NOUN
ajceb-9253	204	40	walls	wall	NOUN
ajceb-9253	204	41	3.02	3.02	NUM
ajceb-9253	204	42	2.91	2.91	NUM
ajceb-9253	204	43	49	49	NUM
ajceb-9253	204	44	length	length	NOUN
ajceb-9253	204	45	of	of	ADP
ajceb-9253	204	46	spans	span	NOUN
ajceb-9253	204	47	between	between	ADP
ajceb-9253	204	48	columns	column	NOUN
ajceb-9253	204	49	3.02	3.02	NUM
ajceb-9253	204	50	2.89	2.89	NUM
ajceb-9253	204	51	50	50	NUM
ajceb-9253	204	52	exterior	exterior	ADJ
ajceb-9253	204	53	improvements	improvement	NOUN
ajceb-9253	204	54	and	and	CCONJ
ajceb-9253	204	55	utilities	utility	NOUN
ajceb-9253	204	56	used	use	VERB
ajceb-9253	204	57	3.03	3.03	NUM
ajceb-9253	204	58	2.81	2.81	NUM
ajceb-9253	204	59	51	51	NUM
ajceb-9253	204	60	number	number	NOUN
ajceb-9253	204	61	of	of	ADP
ajceb-9253	204	62	elevators	elevator	NOUN
ajceb-9253	204	63	3.01	3.01	NUM
ajceb-9253	204	64	2.81	2.81	NUM
ajceb-9253	204	65	52	52	NUM
ajceb-9253	204	66	slab	slab	NOUN
ajceb-9253	204	67	-	-	PUNCT
ajceb-9253	204	68	on	on	ADP
ajceb-9253	204	69	-	-	PUNCT
ajceb-9253	204	70	grade	grade	NOUN
ajceb-9253	204	71	(	(	PUNCT
ajceb-9253	204	72	sog	sog	NOUN
ajceb-9253	204	73	)	)	PUNCT
ajceb-9253	204	74	type	type	NOUN
ajceb-9253	204	75	3.01	3.01	NUM
ajceb-9253	204	76	2.75	2.75	NUM
ajceb-9253	204	77	53	53	NUM
ajceb-9253	204	78	hvac	hvac	NOUN
ajceb-9253	204	79	volume	volume	NOUN
ajceb-9253	204	80	3.01	3.01	NUM
ajceb-9253	204	81	2.74	2.74	NUM
ajceb-9253	204	82	data	datum	NOUN
ajceb-9253	204	83	processing	process	VERB
ajceb-9253	204	84	the	the	DET
ajceb-9253	204	85	statistical	statistical	ADJ
ajceb-9253	204	86	package	package	NOUN
ajceb-9253	204	87	for	for	ADP
ajceb-9253	204	88	the	the	DET
ajceb-9253	204	89	social	social	ADJ
ajceb-9253	204	90	sciences	sciences	PROPN
ajceb-9253	204	91	(	(	PUNCT
ajceb-9253	204	92	spss	spss	PROPN
ajceb-9253	204	93	)	)	PUNCT
ajceb-9253	204	94	version	version	NOUN
ajceb-9253	204	95	23	23	NUM
ajceb-9253	204	96	was	be	AUX
ajceb-9253	204	97	used	use	VERB
ajceb-9253	204	98	for	for	ADP
ajceb-9253	204	99	quantitative	quantitative	ADJ
ajceb-9253	204	100	analysis	analysis	NOUN
ajceb-9253	204	101	following	follow	VERB
ajceb-9253	204	102	the	the	DET
ajceb-9253	204	103	data	datum	NOUN
ajceb-9253	204	104	collection	collection	NOUN
ajceb-9253	204	105	process	process	NOUN
ajceb-9253	204	106	.	.	PUNCT
ajceb-9253	205	1	descriptive	descriptive	ADJ
ajceb-9253	205	2	statistics	statistic	NOUN
ajceb-9253	205	3	,	,	PUNCT
ajceb-9253	205	4	such	such	ADJ
ajceb-9253	205	5	as	as	ADP
ajceb-9253	205	6	central	central	ADJ
ajceb-9253	205	7	tendency	tendency	NOUN
ajceb-9253	205	8	(	(	PUNCT
ajceb-9253	205	9	the	the	DET
ajceb-9253	205	10	mean	mean	NOUN
ajceb-9253	205	11	)	)	PUNCT
ajceb-9253	205	12	,	,	PUNCT
ajceb-9253	205	13	standard	standard	ADJ
ajceb-9253	205	14	deviation	deviation	NOUN
ajceb-9253	205	15	,	,	PUNCT
ajceb-9253	205	16	and	and	CCONJ
ajceb-9253	205	17	normal	normal	ADJ
ajceb-9253	205	18	distribution	distribution	NOUN
ajceb-9253	205	19	,	,	PUNCT
ajceb-9253	205	20	were	be	AUX
ajceb-9253	205	21	used	use	VERB
ajceb-9253	205	22	for	for	ADP
ajceb-9253	205	23	data	datum	NOUN
ajceb-9253	205	24	analysis	analysis	NOUN
ajceb-9253	205	25	in	in	ADP
ajceb-9253	205	26	this	this	DET
ajceb-9253	205	27	research	research	NOUN
ajceb-9253	205	28	to	to	PART
ajceb-9253	205	29	meet	meet	VERB
ajceb-9253	205	30	the	the	DET
ajceb-9253	205	31	goals	goal	NOUN
ajceb-9253	205	32	of	of	ADP
ajceb-9253	205	33	the	the	DET
ajceb-9253	205	34	questionnaire	questionnaire	NOUN
ajceb-9253	205	35	.	.	PUNCT
ajceb-9253	206	1	the	the	DET
ajceb-9253	206	2	independent	independent	ADJ
ajceb-9253	206	3	samples	sample	NOUN
ajceb-9253	206	4	t	t	NOUN
ajceb-9253	206	5	-	-	PUNCT
ajceb-9253	206	6	test	test	NOUN
ajceb-9253	206	7	was	be	AUX
ajceb-9253	206	8	used	use	VERB
ajceb-9253	206	9	to	to	PART
ajceb-9253	206	10	determine	determine	VERB
ajceb-9253	206	11	whether	whether	SCONJ
ajceb-9253	206	12	there	there	PRON
ajceb-9253	206	13	was	be	VERB
ajceb-9253	206	14	a	a	DET
ajceb-9253	206	15	significant	significant	ADJ
ajceb-9253	206	16	difference	difference	NOUN
ajceb-9253	206	17	between	between	ADP
ajceb-9253	206	18	the	the	DET
ajceb-9253	206	19	means	mean	NOUN
ajceb-9253	206	20	of	of	ADP
ajceb-9253	206	21	the	the	DET
ajceb-9253	206	22	two	two	NUM
ajceb-9253	206	23	factors	factor	NOUN
ajceb-9253	206	24	.	.	PUNCT
ajceb-9253	207	1	dividing	divide	VERB
ajceb-9253	207	2	the	the	DET
ajceb-9253	207	3	dataset	dataset	NOUN
ajceb-9253	207	4	into	into	ADP
ajceb-9253	207	5	five	five	NUM
ajceb-9253	207	6	ann	ann	PROPN
ajceb-9253	207	7	models	model	NOUN
ajceb-9253	207	8	grouped	group	VERB
ajceb-9253	207	9	projects	project	NOUN
ajceb-9253	207	10	by	by	ADP
ajceb-9253	207	11	duration	duration	NOUN
ajceb-9253	207	12	,	,	PUNCT
ajceb-9253	207	13	reducing	reduce	VERB
ajceb-9253	207	14	variability	variability	NOUN
ajceb-9253	207	15	and	and	CCONJ
ajceb-9253	207	16	enhancing	enhance	VERB
ajceb-9253	207	17	performance	performance	NOUN
ajceb-9253	207	18	by	by	ADP
ajceb-9253	207	19	focusing	focus	VERB
ajceb-9253	207	20	on	on	ADP
ajceb-9253	207	21	homogeneous	homogeneous	ADJ
ajceb-9253	207	22	data	datum	NOUN
ajceb-9253	207	23	ranges	range	NOUN
ajceb-9253	207	24	.	.	PUNCT
ajceb-9253	208	1	despite	despite	SCONJ
ajceb-9253	208	2	fewer	few	ADJ
ajceb-9253	208	3	samples	sample	NOUN
ajceb-9253	208	4	per	per	ADP
ajceb-9253	208	5	ann	ann	PROPN
ajceb-9253	208	6	,	,	PUNCT
ajceb-9253	208	7	this	this	DET
ajceb-9253	208	8	segmentation	segmentation	NOUN
ajceb-9253	208	9	significantly	significantly	ADV
ajceb-9253	208	10	boosts	boost	VERB
ajceb-9253	208	11	prediction	prediction	NOUN
ajceb-9253	208	12	reliability	reliability	NOUN
ajceb-9253	208	13	for	for	ADP
ajceb-9253	208	14	each	each	DET
ajceb-9253	208	15	specific	specific	ADJ
ajceb-9253	208	16	duration	duration	NOUN
ajceb-9253	208	17	range	range	NOUN
ajceb-9253	208	18	,	,	PUNCT
ajceb-9253	208	19	following	follow	VERB
ajceb-9253	208	20	established	establish	VERB
ajceb-9253	208	21	practices	practice	NOUN
ajceb-9253	208	22	,	,	PUNCT
ajceb-9253	208	23	such	such	ADJ
ajceb-9253	208	24	as	as	ADP
ajceb-9253	208	25	those	those	PRON
ajceb-9253	208	26	in	in	ADP
ajceb-9253	208	27	ujong	ujong	NOUN
ajceb-9253	208	28	,	,	PUNCT
ajceb-9253	208	29	et	et	PROPN
ajceb-9253	208	30	al	al	PROPN
ajceb-9253	208	31	.	.	PROPN
ajceb-9253	209	1	(	(	PUNCT
ajceb-9253	209	2	2022	2022	NUM
ajceb-9253	209	3	)	)	PUNCT
ajceb-9253	209	4	.	.	PUNCT
ajceb-9253	210	1	to	to	PART
ajceb-9253	210	2	mitigate	mitigate	VERB
ajceb-9253	210	3	concerns	concern	NOUN
ajceb-9253	210	4	about	about	ADP
ajceb-9253	210	5	data	datum	NOUN
ajceb-9253	210	6	limitations	limitation	NOUN
ajceb-9253	210	7	and	and	CCONJ
ajceb-9253	210	8	replicability	replicability	NOUN
ajceb-9253	210	9	,	,	PUNCT
ajceb-9253	210	10	standardized	standardized	ADJ
ajceb-9253	210	11	preprocessing	preprocessing	NOUN
ajceb-9253	210	12	and	and	CCONJ
ajceb-9253	210	13	segmentation	segmentation	NOUN
ajceb-9253	210	14	criteria	criterion	NOUN
ajceb-9253	210	15	were	be	AUX
ajceb-9253	210	16	implemented	implement	VERB
ajceb-9253	210	17	.	.	PUNCT
ajceb-9253	211	1	the	the	DET
ajceb-9253	211	2	dataset	dataset	NOUN
ajceb-9253	211	3	was	be	AUX
ajceb-9253	211	4	divided	divide	VERB
ajceb-9253	211	5	into	into	ADP
ajceb-9253	211	6	five	five	NUM
ajceb-9253	211	7	duration	duration	NOUN
ajceb-9253	211	8	-	-	PUNCT
ajceb-9253	211	9	based	base	VERB
ajceb-9253	211	10	groups	group	NOUN
ajceb-9253	211	11	to	to	PART
ajceb-9253	211	12	enhance	enhance	VERB
ajceb-9253	211	13	the	the	DET
ajceb-9253	211	14	model	model	NOUN
ajceb-9253	211	15	accuracy	accuracy	NOUN
ajceb-9253	211	16	by	by	ADP
ajceb-9253	211	17	reducing	reduce	VERB
ajceb-9253	211	18	variability	variability	NOUN
ajceb-9253	211	19	within	within	ADP
ajceb-9253	211	20	subsets	subset	NOUN
ajceb-9253	211	21	.	.	PUNCT
ajceb-9253	212	1	the	the	DET
ajceb-9253	212	2	division	division	NOUN
ajceb-9253	212	3	of	of	ADP
ajceb-9253	212	4	the	the	DET
ajceb-9253	212	5	dataset	dataset	NOUN
ajceb-9253	212	6	into	into	ADP
ajceb-9253	212	7	duration	duration	NOUN
ajceb-9253	212	8	-	-	PUNCT
ajceb-9253	212	9	based	base	VERB
ajceb-9253	212	10	groups	group	NOUN
ajceb-9253	212	11	enhanced	enhance	VERB
ajceb-9253	212	12	the	the	DET
ajceb-9253	212	13	model	model	NOUN
ajceb-9253	212	14	accuracy	accuracy	NOUN
ajceb-9253	212	15	by	by	ADP
ajceb-9253	212	16	reducing	reduce	VERB
ajceb-9253	212	17	variability	variability	NOUN
ajceb-9253	212	18	within	within	ADP
ajceb-9253	212	19	subsets	subset	NOUN
ajceb-9253	212	20	;	;	PUNCT
ajceb-9253	212	21	by	by	ADP
ajceb-9253	212	22	optimizing	optimize	VERB
ajceb-9253	212	23	predictive	predictive	ADJ
ajceb-9253	212	24	accuracy	accuracy	NOUN
ajceb-9253	212	25	for	for	ADP
ajceb-9253	212	26	various	various	ADJ
ajceb-9253	212	27	project	project	NOUN
ajceb-9253	212	28	durations	duration	NOUN
ajceb-9253	212	29	,	,	PUNCT
ajceb-9253	212	30	the	the	DET
ajceb-9253	212	31	segmentation	segmentation	NOUN
ajceb-9253	212	32	approach	approach	NOUN
ajceb-9253	212	33	,	,	PUNCT
ajceb-9253	212	34	combined	combine	VERB
ajceb-9253	212	35	with	with	ADP
ajceb-9253	212	36	consistent	consistent	ADJ
ajceb-9253	212	37	methodologies	methodology	NOUN
ajceb-9253	212	38	and	and	CCONJ
ajceb-9253	212	39	thorough	thorough	ADJ
ajceb-9253	212	40	documentation	documentation	NOUN
ajceb-9253	212	41	,	,	PUNCT
ajceb-9253	212	42	guarantees	guarantee	VERB
ajceb-9253	212	43	that	that	SCONJ
ajceb-9253	212	44	future	future	ADJ
ajceb-9253	212	45	researchers	researcher	NOUN
ajceb-9253	212	46	can	can	AUX
ajceb-9253	212	47	replicate	replicate	VERB
ajceb-9253	212	48	or	or	CCONJ
ajceb-9253	212	49	tailor	tailor	VERB
ajceb-9253	212	50	this	this	DET
ajceb-9253	212	51	framework	framework	NOUN
ajceb-9253	212	52	to	to	ADP
ajceb-9253	212	53	their	their	PRON
ajceb-9253	212	54	datasets	dataset	NOUN
ajceb-9253	212	55	,	,	PUNCT
ajceb-9253	212	56	irrespective	irrespective	ADV
ajceb-9253	212	57	of	of	ADP
ajceb-9253	212	58	size	size	NOUN
ajceb-9253	212	59	or	or	CCONJ
ajceb-9253	212	60	regional	regional	ADJ
ajceb-9253	212	61	context	context	NOUN
ajceb-9253	212	62	.	.	PUNCT
ajceb-9253	213	1	normality	normality	NOUN
ajceb-9253	213	2	large	large	ADJ
ajceb-9253	213	3	enough	enough	ADJ
ajceb-9253	213	4	sample	sample	NOUN
ajceb-9253	213	5	sizes	size	NOUN
ajceb-9253	213	6	(	(	PUNCT
ajceb-9253	213	7	>	>	SYM
ajceb-9253	213	8	30	30	NUM
ajceb-9253	213	9	or	or	CCONJ
ajceb-9253	213	10	40	40	NUM
ajceb-9253	213	11	)	)	PUNCT
ajceb-9253	213	12	should	should	AUX
ajceb-9253	213	13	prevent	prevent	VERB
ajceb-9253	213	14	key	key	ADJ
ajceb-9253	213	15	issues	issue	NOUN
ajceb-9253	213	16	arising	arise	VERB
ajceb-9253	213	17	from	from	ADP
ajceb-9253	213	18	the	the	DET
ajceb-9253	213	19	violation	violation	NOUN
ajceb-9253	213	20	of	of	ADP
ajceb-9253	213	21	the	the	DET
ajceb-9253	213	22	normality	normality	NOUN
ajceb-9253	213	23	assumption	assumption	NOUN
ajceb-9253	213	24	.	.	PUNCT
ajceb-9253	214	1	the	the	DET
ajceb-9253	214	2	central	central	ADJ
ajceb-9253	214	3	limit	limit	NOUN
ajceb-9253	214	4	theorem	theorem	VERB
ajceb-9253	214	5	states	state	NOUN
ajceb-9253	214	6	that	that	SCONJ
ajceb-9253	214	7	if	if	SCONJ
ajceb-9253	214	8	the	the	DET
ajceb-9253	214	9	sample	sample	NOUN
ajceb-9253	214	10	data	datum	NOUN
ajceb-9253	214	11	tend	tend	VERB
ajceb-9253	214	12	to	to	PART
ajceb-9253	214	13	be	be	AUX
ajceb-9253	214	14	normal	normal	ADJ
ajceb-9253	214	15	,	,	PUNCT
ajceb-9253	214	16	then	then	ADV
ajceb-9253	214	17	the	the	DET
ajceb-9253	214	18	sampling	sample	VERB
ajceb-9253	214	19	distribution	distribution	NOUN
ajceb-9253	214	20	will	will	AUX
ajceb-9253	214	21	also	also	ADV
ajceb-9253	214	22	be	be	AUX
ajceb-9253	214	23	normal	normal	ADJ
ajceb-9253	214	24	.	.	PUNCT
ajceb-9253	215	1	in	in	ADP
ajceb-9253	215	2	large	large	ADJ
ajceb-9253	215	3	samples	sample	NOUN
ajceb-9253	215	4	(	(	PUNCT
ajceb-9253	215	5	>	>	SYM
ajceb-9253	215	6	30	30	NUM
ajceb-9253	215	7	or	or	CCONJ
ajceb-9253	215	8	40	40	NUM
ajceb-9253	215	9	)	)	PUNCT
ajceb-9253	215	10	,	,	PUNCT
ajceb-9253	215	11	the	the	DET
ajceb-9253	215	12	sampling	sample	VERB
ajceb-9253	215	13	distribution	distribution	NOUN
ajceb-9253	215	14	tends	tend	VERB
ajceb-9253	215	15	to	to	PART
ajceb-9253	215	16	be	be	AUX
ajceb-9253	215	17	normal	normal	ADJ
ajceb-9253	215	18	regardless	regardless	ADV
ajceb-9253	215	19	of	of	ADP
ajceb-9253	215	20	the	the	DET
ajceb-9253	215	21	data	datum	NOUN
ajceb-9253	215	22	’s	’s	PART
ajceb-9253	215	23	shape	shape	NOUN
ajceb-9253	215	24	(	(	PUNCT
ajceb-9253	215	25	ghasemi	ghasemi	NOUN
ajceb-9253	215	26	and	and	CCONJ
ajceb-9253	215	27	zahediasl	zahediasl	NOUN
ajceb-9253	215	28	,	,	PUNCT
ajceb-9253	215	29	2012	2012	NUM
ajceb-9253	215	30	)	)	PUNCT
ajceb-9253	215	31	.	.	PUNCT
ajceb-9253	216	1	a	a	DET
ajceb-9253	216	2	normality	normality	NOUN
ajceb-9253	216	3	analysis	analysis	NOUN
ajceb-9253	216	4	was	be	AUX
ajceb-9253	216	5	conducted	conduct	VERB
ajceb-9253	216	6	by	by	ADP
ajceb-9253	216	7	examining	examine	VERB
ajceb-9253	216	8	the	the	DET
ajceb-9253	216	9	distribution	distribution	NOUN
ajceb-9253	216	10	’s	’s	PART
ajceb-9253	216	11	skewness	skewness	NOUN
ajceb-9253	216	12	and	and	CCONJ
ajceb-9253	216	13	kurtosis	kurtosis	NOUN
ajceb-9253	216	14	to	to	PART
ajceb-9253	216	15	verify	verify	VERB
ajceb-9253	216	16	the	the	DET
ajceb-9253	216	17	assumption	assumption	NOUN
ajceb-9253	216	18	.	.	PUNCT
ajceb-9253	217	1	skewness	skewness	NOUN
ajceb-9253	217	2	and	and	CCONJ
ajceb-9253	217	3	kurtosis	kurtosis	VERB
ajceb-9253	217	4	tests	test	NOUN
ajceb-9253	217	5	may	may	AUX
ajceb-9253	217	6	be	be	AUX
ajceb-9253	217	7	reasonably	reasonably	ADV
ajceb-9253	217	8	accurate	accurate	ADJ
ajceb-9253	217	9	in	in	ADP
ajceb-9253	217	10	both	both	CCONJ
ajceb-9253	217	11	small	small	ADJ
ajceb-9253	217	12	and	and	CCONJ
ajceb-9253	217	13	large	large	ADJ
ajceb-9253	217	14	samples	sample	NOUN
ajceb-9253	217	15	,	,	PUNCT
ajceb-9253	217	16	according	accord	VERB
ajceb-9253	217	17	to	to	ADP
ajceb-9253	217	18	wulandari	wulandari	NUM
ajceb-9253	217	19	,	,	PUNCT
ajceb-9253	217	20	et	et	PROPN
ajceb-9253	217	21	al	al	PROPN
ajceb-9253	217	22	.	.	PUNCT
ajceb-9253	218	1	(	(	PUNCT
ajceb-9253	218	2	2021	2021	NUM
ajceb-9253	218	3	)	)	PUNCT
ajceb-9253	218	4	.	.	PUNCT
ajceb-9253	219	1	george	george	PROPN
ajceb-9253	219	2	and	and	CCONJ
ajceb-9253	219	3	mallery	mallery	PROPN
ajceb-9253	219	4	(	(	PUNCT
ajceb-9253	219	5	2003	2003	NUM
ajceb-9253	219	6	)	)	PUNCT
ajceb-9253	219	7	claimed	claim	VERB
ajceb-9253	219	8	that	that	SCONJ
ajceb-9253	219	9	to	to	PART
ajceb-9253	219	10	demonstrate	demonstrate	VERB
ajceb-9253	219	11	a	a	DET
ajceb-9253	219	12	normal	normal	ADJ
ajceb-9253	219	13	distribution	distribution	NOUN
ajceb-9253	219	14	,	,	PUNCT
ajceb-9253	219	15	values	value	NOUN
ajceb-9253	219	16	between	between	ADP
ajceb-9253	219	17	−2	−2	NOUN
ajceb-9253	219	18	and	and	CCONJ
ajceb-9253	219	19	+2	+2	PROPN
ajceb-9253	219	20	for	for	ADP
ajceb-9253	219	21	skewness	skewness	NOUN
ajceb-9253	219	22	and	and	CCONJ
ajceb-9253	219	23	kurtosis	kurtosis	NOUN
ajceb-9253	219	24	are	be	AUX
ajceb-9253	219	25	acceptable	acceptable	ADJ
ajceb-9253	219	26	.	.	PUNCT
ajceb-9253	220	1	independent	independent	ADJ
ajceb-9253	220	2	samples	sample	NOUN
ajceb-9253	220	3	t	t	NOUN
ajceb-9253	220	4	-	-	PUNCT
ajceb-9253	220	5	test	test	NOUN
ajceb-9253	220	6	the	the	DET
ajceb-9253	220	7	independent	independent	ADJ
ajceb-9253	220	8	samples	sample	NOUN
ajceb-9253	220	9	t	t	NOUN
ajceb-9253	220	10	-	-	PUNCT
ajceb-9253	220	11	test	test	NOUN
ajceb-9253	220	12	is	be	AUX
ajceb-9253	220	13	frequently	frequently	ADV
ajceb-9253	220	14	used	use	VERB
ajceb-9253	220	15	when	when	SCONJ
ajceb-9253	220	16	comparing	compare	VERB
ajceb-9253	220	17	differences	difference	NOUN
ajceb-9253	220	18	between	between	ADP
ajceb-9253	220	19	groups	group	NOUN
ajceb-9253	220	20	,	,	PUNCT
ajceb-9253	220	21	and	and	CCONJ
ajceb-9253	220	22	the	the	DET
ajceb-9253	220	23	compared	compare	VERB
ajceb-9253	220	24	groups	group	NOUN
ajceb-9253	220	25	may	may	AUX
ajceb-9253	220	26	not	not	PART
ajceb-9253	220	27	even	even	ADV
ajceb-9253	220	28	be	be	AUX
ajceb-9253	220	29	related	relate	VERB
ajceb-9253	220	30	to	to	ADP
ajceb-9253	220	31	each	each	DET
ajceb-9253	220	32	other	other	ADJ
ajceb-9253	220	33	(	(	PUNCT
ajceb-9253	220	34	kim	kim	PROPN
ajceb-9253	220	35	,	,	PUNCT
ajceb-9253	220	36	2019	2019	NUM
ajceb-9253	220	37	)	)	PUNCT
ajceb-9253	220	38	.	.	PUNCT
ajceb-9253	221	1	it	it	PRON
ajceb-9253	221	2	is	be	AUX
ajceb-9253	221	3	used	use	VERB
ajceb-9253	221	4	under	under	ADP
ajceb-9253	221	5	one	one	NUM
ajceb-9253	221	6	circumstance	circumstance	NOUN
ajceb-9253	221	7	:	:	PUNCT
ajceb-9253	221	8	when	when	SCONJ
ajceb-9253	221	9	the	the	DET
ajceb-9253	221	10	items	item	NOUN
ajceb-9253	221	11	in	in	ADP
ajceb-9253	221	12	each	each	DET
ajceb-9253	221	13	group	group	NOUN
ajceb-9253	221	14	are	be	AUX
ajceb-9253	221	15	fairly	fairly	ADV
ajceb-9253	221	16	representative	representative	ADJ
ajceb-9253	221	17	of	of	ADP
ajceb-9253	221	18	the	the	DET
ajceb-9253	221	19	population	population	NOUN
ajceb-9253	221	20	,	,	PUNCT
ajceb-9253	221	21	an	an	DET
ajceb-9253	221	22	independent	independent	ADJ
ajceb-9253	221	23	samples	sample	NOUN
ajceb-9253	221	24	t	t	NOUN
ajceb-9253	221	25	-	-	PUNCT
ajceb-9253	221	26	test	test	NOUN
ajceb-9253	221	27	can	can	AUX
ajceb-9253	221	28	be	be	AUX
ajceb-9253	221	29	used	use	VERB
ajceb-9253	221	30	to	to	PART
ajceb-9253	221	31	examine	examine	VERB
ajceb-9253	221	32	differences	difference	NOUN
ajceb-9253	221	33	between	between	ADP
ajceb-9253	221	34	groups	group	NOUN
ajceb-9253	221	35	according	accord	VERB
ajceb-9253	221	36	to	to	ADP
ajceb-9253	221	37	the	the	DET
ajceb-9253	221	38	data	datum	NOUN
ajceb-9253	221	39	gathered	gather	VERB
ajceb-9253	221	40	with	with	ADP
ajceb-9253	221	41	the	the	DET
ajceb-9253	221	42	value	value	NOUN
ajceb-9253	221	43	of	of	ADP
ajceb-9253	221	44	t	t	NOUN
ajceb-9253	221	45	=	=	SYM
ajceb-9253	221	46	3	3	NUM
ajceb-9253	221	47	,	,	PUNCT
ajceb-9253	221	48	and	and	CCONJ
ajceb-9253	221	49	the	the	DET
ajceb-9253	221	50	significance	significance	NOUN
ajceb-9253	221	51	level	level	NOUN
ajceb-9253	221	52	is	be	AUX
ajceb-9253	221	53	α	α	NOUN
ajceb-9253	221	54	=	=	NOUN
ajceb-9253	221	55	0.05	0.05	NUM
ajceb-9253	221	56	.	.	PUNCT
ajceb-9253	221	57	table	table	NOUN
ajceb-9253	221	58	3	3	NUM
ajceb-9253	221	59	.	.	PUNCT
ajceb-9253	222	1	continued	continue	VERB
ajceb-9253	222	2	al	al	PROPN
ajceb-9253	222	3	-	-	PUNCT
ajceb-9253	222	4	attar	attar	PROPN
ajceb-9253	222	5	et	et	PROPN
ajceb-9253	222	6	al	al	PROPN
ajceb-9253	222	7	.	.	PROPN
ajceb-9253	223	1	construction	construction	NOUN
ajceb-9253	223	2	economics	economic	NOUN
ajceb-9253	223	3	and	and	CCONJ
ajceb-9253	223	4	building	building	NOUN
ajceb-9253	223	5	,	,	PUNCT
ajceb-9253	223	6	vol	vol	NOUN
ajceb-9253	223	7	.	.	PROPN
ajceb-9253	223	8	25	25	NUM
ajceb-9253	223	9	,	,	PUNCT
ajceb-9253	223	10	no	no	INTJ
ajceb-9253	223	11	.	.	NOUN
ajceb-9253	223	12	2	2	NUM
ajceb-9253	223	13	july	july	PROPN
ajceb-9253	223	14	2025179	2025179	NUM
ajceb-9253	223	15	data	datum	NOUN
ajceb-9253	223	16	analysis	analysis	NOUN
ajceb-9253	223	17	there	there	PRON
ajceb-9253	223	18	are	be	VERB
ajceb-9253	223	19	several	several	ADJ
ajceb-9253	223	20	factors	factor	NOUN
ajceb-9253	223	21	that	that	PRON
ajceb-9253	223	22	affect	affect	VERB
ajceb-9253	223	23	the	the	DET
ajceb-9253	223	24	duration	duration	NOUN
ajceb-9253	223	25	of	of	ADP
ajceb-9253	223	26	construction	construction	NOUN
ajceb-9253	223	27	projects	project	NOUN
ajceb-9253	223	28	during	during	ADP
ajceb-9253	223	29	the	the	DET
ajceb-9253	223	30	planning	planning	NOUN
ajceb-9253	223	31	and	and	CCONJ
ajceb-9253	223	32	initial	initial	ADJ
ajceb-9253	223	33	design	design	NOUN
ajceb-9253	223	34	stages	stage	NOUN
ajceb-9253	223	35	.	.	PUNCT
ajceb-9253	224	1	the	the	DET
ajceb-9253	224	2	first	first	ADJ
ajceb-9253	224	3	parameters	parameter	NOUN
ajceb-9253	224	4	adopted	adopt	VERB
ajceb-9253	224	5	to	to	PART
ajceb-9253	224	6	build	build	VERB
ajceb-9253	224	7	the	the	DET
ajceb-9253	224	8	ann	ann	PROPN
ajceb-9253	224	9	model	model	NOUN
ajceb-9253	224	10	at	at	ADP
ajceb-9253	224	11	the	the	DET
ajceb-9253	224	12	initial	initial	ADJ
ajceb-9253	224	13	design	design	NOUN
ajceb-9253	224	14	stage	stage	NOUN
ajceb-9253	224	15	are	be	AUX
ajceb-9253	224	16	shown	show	VERB
ajceb-9253	224	17	in	in	ADP
ajceb-9253	224	18	table	table	NOUN
ajceb-9253	224	19	3	3	NUM
ajceb-9253	224	20	;	;	PUNCT
ajceb-9253	224	21	the	the	DET
ajceb-9253	224	22	first	first	ADJ
ajceb-9253	224	23	model	model	NOUN
ajceb-9253	224	24	was	be	AUX
ajceb-9253	224	25	built	build	VERB
ajceb-9253	224	26	using	use	VERB
ajceb-9253	224	27	all	all	DET
ajceb-9253	224	28	53	53	NUM
ajceb-9253	224	29	factors	factor	NOUN
ajceb-9253	224	30	collected	collect	VERB
ajceb-9253	224	31	from	from	ADP
ajceb-9253	224	32	previous	previous	ADJ
ajceb-9253	224	33	literature	literature	NOUN
ajceb-9253	224	34	.	.	PUNCT
ajceb-9253	225	1	although	although	SCONJ
ajceb-9253	225	2	not	not	PART
ajceb-9253	225	3	all	all	DET
ajceb-9253	225	4	factors	factor	NOUN
ajceb-9253	225	5	,	,	PUNCT
ajceb-9253	225	6	such	such	ADJ
ajceb-9253	225	7	as	as	ADP
ajceb-9253	225	8	contract	contract	NOUN
ajceb-9253	225	9	type	type	NOUN
ajceb-9253	225	10	or	or	CCONJ
ajceb-9253	225	11	special	special	ADJ
ajceb-9253	225	12	construction	construction	NOUN
ajceb-9253	225	13	details	detail	NOUN
ajceb-9253	225	14	,	,	PUNCT
ajceb-9253	225	15	are	be	AUX
ajceb-9253	225	16	fully	fully	ADV
ajceb-9253	225	17	known	know	VERB
ajceb-9253	225	18	at	at	ADP
ajceb-9253	225	19	the	the	DET
ajceb-9253	225	20	initial	initial	ADJ
ajceb-9253	225	21	stages	stage	NOUN
ajceb-9253	225	22	,	,	PUNCT
ajceb-9253	225	23	their	their	PRON
ajceb-9253	225	24	inclusion	inclusion	NOUN
ajceb-9253	225	25	accounts	account	VERB
ajceb-9253	225	26	for	for	ADP
ajceb-9253	225	27	potential	potential	ADJ
ajceb-9253	225	28	impacts	impact	NOUN
ajceb-9253	225	29	on	on	ADP
ajceb-9253	225	30	project	project	NOUN
ajceb-9253	225	31	duration	duration	NOUN
ajceb-9253	225	32	.	.	PUNCT
ajceb-9253	226	1	expert	expert	ADJ
ajceb-9253	226	2	judgment	judgment	NOUN
ajceb-9253	226	3	and	and	CCONJ
ajceb-9253	226	4	assumptions	assumption	NOUN
ajceb-9253	226	5	fill	fill	VERB
ajceb-9253	226	6	gaps	gap	NOUN
ajceb-9253	226	7	where	where	SCONJ
ajceb-9253	226	8	specific	specific	ADJ
ajceb-9253	226	9	data	datum	NOUN
ajceb-9253	226	10	are	be	AUX
ajceb-9253	226	11	unavailable	unavailable	ADJ
ajceb-9253	226	12	,	,	PUNCT
ajceb-9253	226	13	enhancing	enhance	VERB
ajceb-9253	226	14	the	the	DET
ajceb-9253	226	15	ann	ann	PROPN
ajceb-9253	226	16	model	model	NOUN
ajceb-9253	226	17	’s	’s	PART
ajceb-9253	226	18	accuracy	accuracy	NOUN
ajceb-9253	226	19	by	by	ADP
ajceb-9253	226	20	considering	consider	VERB
ajceb-9253	226	21	all	all	DET
ajceb-9253	226	22	influences	influence	NOUN
ajceb-9253	226	23	.	.	PUNCT
ajceb-9253	227	1	the	the	DET
ajceb-9253	227	2	reliance	reliance	NOUN
ajceb-9253	227	3	on	on	ADP
ajceb-9253	227	4	expert	expert	ADJ
ajceb-9253	227	5	judgment	judgment	NOUN
ajceb-9253	227	6	for	for	ADP
ajceb-9253	227	7	initial	initial	ADJ
ajceb-9253	227	8	estimates	estimate	NOUN
ajceb-9253	227	9	through	through	ADP
ajceb-9253	227	10	a	a	DET
ajceb-9253	227	11	structured	structured	ADJ
ajceb-9253	227	12	framework	framework	NOUN
ajceb-9253	227	13	with	with	ADP
ajceb-9253	227	14	predefined	predefine	VERB
ajceb-9253	227	15	criteria	criterion	NOUN
ajceb-9253	227	16	like	like	ADP
ajceb-9253	227	17	thresholds	threshold	NOUN
ajceb-9253	227	18	from	from	ADP
ajceb-9253	227	19	historical	historical	ADJ
ajceb-9253	227	20	data	datum	NOUN
ajceb-9253	227	21	,	,	PUNCT
ajceb-9253	227	22	weighted	weight	VERB
ajceb-9253	227	23	scoring	scoring	NOUN
ajceb-9253	227	24	systems	system	NOUN
ajceb-9253	227	25	,	,	PUNCT
ajceb-9253	227	26	and	and	CCONJ
ajceb-9253	227	27	guidelines	guideline	NOUN
ajceb-9253	227	28	for	for	ADP
ajceb-9253	227	29	assessing	assess	VERB
ajceb-9253	227	30	duration	duration	NOUN
ajceb-9253	227	31	ranges	range	NOUN
ajceb-9253	227	32	was	be	AUX
ajceb-9253	227	33	standardized	standardize	VERB
ajceb-9253	227	34	.	.	PUNCT
ajceb-9253	228	1	this	this	PRON
ajceb-9253	228	2	reduces	reduce	VERB
ajceb-9253	228	3	variability	variability	NOUN
ajceb-9253	228	4	in	in	ADP
ajceb-9253	228	5	expert	expert	NOUN
ajceb-9253	228	6	opinions	opinion	NOUN
ajceb-9253	228	7	,	,	PUNCT
ajceb-9253	228	8	grounding	ground	VERB
ajceb-9253	228	9	decisions	decision	NOUN
ajceb-9253	228	10	in	in	ADP
ajceb-9253	228	11	consistent	consistent	ADJ
ajceb-9253	228	12	,	,	PUNCT
ajceb-9253	228	13	datadriven	datadriven	ADJ
ajceb-9253	228	14	methodologies	methodology	NOUN
ajceb-9253	228	15	.	.	PUNCT
ajceb-9253	229	1	pilot	pilot	NOUN
ajceb-9253	229	2	testing	testing	NOUN
ajceb-9253	229	3	with	with	ADP
ajceb-9253	229	4	multiple	multiple	ADJ
ajceb-9253	229	5	experts	expert	NOUN
ajceb-9253	229	6	showed	show	VERB
ajceb-9253	229	7	a	a	DET
ajceb-9253	229	8	prominent	prominent	ADJ
ajceb-9253	229	9	level	level	NOUN
ajceb-9253	229	10	of	of	ADP
ajceb-9253	229	11	consensus	consensus	NOUN
ajceb-9253	229	12	,	,	PUNCT
ajceb-9253	229	13	validating	validate	VERB
ajceb-9253	229	14	the	the	DET
ajceb-9253	229	15	framework	framework	NOUN
ajceb-9253	229	16	’s	’s	PART
ajceb-9253	229	17	replicability	replicability	NOUN
ajceb-9253	229	18	.	.	PUNCT
ajceb-9253	230	1	at	at	ADP
ajceb-9253	230	2	the	the	DET
ajceb-9253	230	3	initial	initial	ADJ
ajceb-9253	230	4	design	design	NOUN
ajceb-9253	230	5	stage	stage	NOUN
ajceb-9253	230	6	of	of	ADP
ajceb-9253	230	7	these	these	DET
ajceb-9253	230	8	projects	project	NOUN
ajceb-9253	230	9	,	,	PUNCT
ajceb-9253	230	10	all	all	DET
ajceb-9253	230	11	specified	specify	VERB
ajceb-9253	230	12	factors	factor	NOUN
ajceb-9253	230	13	influenced	influence	VERB
ajceb-9253	230	14	construction	construction	NOUN
ajceb-9253	230	15	duration	duration	NOUN
ajceb-9253	230	16	,	,	PUNCT
ajceb-9253	230	17	as	as	SCONJ
ajceb-9253	230	18	confirmed	confirm	VERB
ajceb-9253	230	19	by	by	ADP
ajceb-9253	230	20	engineers	engineer	NOUN
ajceb-9253	230	21	,	,	PUNCT
ajceb-9253	230	22	experts	expert	NOUN
ajceb-9253	230	23	,	,	PUNCT
ajceb-9253	230	24	and	and	CCONJ
ajceb-9253	230	25	the	the	DET
ajceb-9253	230	26	hypothesis	hypothesis	NOUN
ajceb-9253	230	27	test	test	NOUN
ajceb-9253	230	28	results	result	NOUN
ajceb-9253	230	29	that	that	PRON
ajceb-9253	230	30	determined	determine	VERB
ajceb-9253	230	31	the	the	DET
ajceb-9253	230	32	degree	degree	NOUN
ajceb-9253	230	33	of	of	ADP
ajceb-9253	230	34	influence	influence	NOUN
ajceb-9253	230	35	of	of	ADP
ajceb-9253	230	36	each	each	DET
ajceb-9253	230	37	factor	factor	NOUN
ajceb-9253	230	38	during	during	ADP
ajceb-9253	230	39	each	each	DET
ajceb-9253	230	40	stage	stage	NOUN
ajceb-9253	230	41	.	.	PUNCT
ajceb-9253	231	1	the	the	DET
ajceb-9253	231	2	goal	goal	NOUN
ajceb-9253	231	3	of	of	ADP
ajceb-9253	231	4	this	this	DET
ajceb-9253	231	5	section	section	NOUN
ajceb-9253	231	6	was	be	AUX
ajceb-9253	231	7	to	to	PART
ajceb-9253	231	8	reduce	reduce	VERB
ajceb-9253	231	9	the	the	DET
ajceb-9253	231	10	53	53	NUM
ajceb-9253	231	11	design	design	NOUN
ajceb-9253	231	12	factors	factor	NOUN
ajceb-9253	231	13	to	to	ADP
ajceb-9253	231	14	the	the	DET
ajceb-9253	231	15	most	most	ADV
ajceb-9253	231	16	effective	effective	ADJ
ajceb-9253	231	17	ones	one	NOUN
ajceb-9253	231	18	for	for	ADP
ajceb-9253	231	19	the	the	DET
ajceb-9253	231	20	planning	planning	NOUN
ajceb-9253	231	21	stage	stage	NOUN
ajceb-9253	231	22	,	,	PUNCT
ajceb-9253	231	23	resulting	result	VERB
ajceb-9253	231	24	in	in	ADP
ajceb-9253	231	25	43	43	NUM
ajceb-9253	231	26	influential	influential	ADJ
ajceb-9253	231	27	factors	factor	NOUN
ajceb-9253	231	28	used	use	VERB
ajceb-9253	231	29	in	in	ADP
ajceb-9253	231	30	the	the	DET
ajceb-9253	231	31	second	second	ADJ
ajceb-9253	231	32	ann	ann	PROPN
ajceb-9253	231	33	model	model	NOUN
ajceb-9253	231	34	.	.	PUNCT
ajceb-9253	232	1	these	these	DET
ajceb-9253	232	2	43	43	NUM
ajceb-9253	232	3	factors	factor	NOUN
ajceb-9253	232	4	were	be	AUX
ajceb-9253	232	5	determined	determine	VERB
ajceb-9253	232	6	through	through	ADP
ajceb-9253	232	7	a	a	DET
ajceb-9253	232	8	combination	combination	NOUN
ajceb-9253	232	9	of	of	ADP
ajceb-9253	232	10	hypothesis	hypothesis	NOUN
ajceb-9253	232	11	testing	testing	NOUN
ajceb-9253	232	12	,	,	PUNCT
ajceb-9253	232	13	expert	expert	ADJ
ajceb-9253	232	14	judgment	judgment	NOUN
ajceb-9253	232	15	,	,	PUNCT
ajceb-9253	232	16	and	and	CCONJ
ajceb-9253	232	17	questionnaire	questionnaire	NOUN
ajceb-9253	232	18	results	result	NOUN
ajceb-9253	232	19	,	,	PUNCT
ajceb-9253	232	20	which	which	PRON
ajceb-9253	232	21	allowed	allow	VERB
ajceb-9253	232	22	the	the	DET
ajceb-9253	232	23	refinement	refinement	NOUN
ajceb-9253	232	24	of	of	ADP
ajceb-9253	232	25	the	the	DET
ajceb-9253	232	26	model	model	NOUN
ajceb-9253	232	27	for	for	ADP
ajceb-9253	232	28	more	more	ADV
ajceb-9253	232	29	accurate	accurate	ADJ
ajceb-9253	232	30	duration	duration	NOUN
ajceb-9253	232	31	predictions	prediction	NOUN
ajceb-9253	232	32	during	during	ADP
ajceb-9253	232	33	the	the	DET
ajceb-9253	232	34	planning	planning	NOUN
ajceb-9253	232	35	stage	stage	NOUN
ajceb-9253	232	36	.	.	PUNCT
ajceb-9253	233	1	actual	actual	ADJ
ajceb-9253	233	2	data	datum	NOUN
ajceb-9253	233	3	collection	collection	NOUN
ajceb-9253	233	4	and	and	CCONJ
ajceb-9253	233	5	validation	validation	NOUN
ajceb-9253	233	6	the	the	DET
ajceb-9253	233	7	process	process	NOUN
ajceb-9253	233	8	of	of	ADP
ajceb-9253	233	9	gathering	gather	VERB
ajceb-9253	233	10	data	datum	NOUN
ajceb-9253	233	11	about	about	ADP
ajceb-9253	233	12	actual	actual	ADJ
ajceb-9253	233	13	projects	project	NOUN
ajceb-9253	233	14	built	build	VERB
ajceb-9253	233	15	in	in	ADP
ajceb-9253	233	16	jordan	jordan	PROPN
ajceb-9253	233	17	over	over	ADP
ajceb-9253	233	18	the	the	DET
ajceb-9253	233	19	previous	previous	ADJ
ajceb-9253	233	20	8	8	NUM
ajceb-9253	233	21	years	year	NOUN
ajceb-9253	233	22	was	be	AUX
ajceb-9253	233	23	challenging	challenge	VERB
ajceb-9253	233	24	because	because	SCONJ
ajceb-9253	233	25	construction	construction	NOUN
ajceb-9253	233	26	companies	company	NOUN
ajceb-9253	233	27	consider	consider	VERB
ajceb-9253	233	28	such	such	ADJ
ajceb-9253	233	29	information	information	NOUN
ajceb-9253	233	30	to	to	PART
ajceb-9253	233	31	be	be	AUX
ajceb-9253	233	32	proprietary	proprietary	ADJ
ajceb-9253	233	33	to	to	ADP
ajceb-9253	233	34	each	each	DET
ajceb-9253	233	35	company	company	NOUN
ajceb-9253	233	36	and	and	CCONJ
ajceb-9253	233	37	find	find	VERB
ajceb-9253	233	38	it	it	PRON
ajceb-9253	233	39	challenging	challenge	VERB
ajceb-9253	233	40	to	to	PART
ajceb-9253	233	41	share	share	VERB
ajceb-9253	233	42	such	such	ADJ
ajceb-9253	233	43	information	information	NOUN
ajceb-9253	233	44	with	with	ADP
ajceb-9253	233	45	rival	rival	ADJ
ajceb-9253	233	46	firms	firm	NOUN
ajceb-9253	233	47	.	.	PUNCT
ajceb-9253	234	1	the	the	DET
ajceb-9253	234	2	study	study	NOUN
ajceb-9253	234	3	made	make	VERB
ajceb-9253	234	4	concerted	concerted	ADJ
ajceb-9253	234	5	efforts	effort	NOUN
ajceb-9253	234	6	to	to	PART
ajceb-9253	234	7	gather	gather	VERB
ajceb-9253	234	8	sufficient	sufficient	ADJ
ajceb-9253	234	9	data	datum	NOUN
ajceb-9253	234	10	from	from	ADP
ajceb-9253	234	11	100	100	NUM
ajceb-9253	234	12	completed	complete	VERB
ajceb-9253	234	13	projects	project	NOUN
ajceb-9253	234	14	,	,	PUNCT
ajceb-9253	234	15	ensuring	ensure	VERB
ajceb-9253	234	16	highquality	highquality	NOUN
ajceb-9253	234	17	data	datum	NOUN
ajceb-9253	234	18	through	through	ADP
ajceb-9253	234	19	the	the	DET
ajceb-9253	234	20	application	application	NOUN
ajceb-9253	234	21	of	of	ADP
ajceb-9253	234	22	rigorous	rigorous	ADJ
ajceb-9253	234	23	selection	selection	NOUN
ajceb-9253	234	24	criteria	criterion	NOUN
ajceb-9253	234	25	to	to	PART
ajceb-9253	234	26	develop	develop	VERB
ajceb-9253	234	27	a	a	DET
ajceb-9253	234	28	robust	robust	ADJ
ajceb-9253	234	29	nn	nn	PROPN
ajceb-9253	234	30	model	model	NOUN
ajceb-9253	234	31	.	.	PUNCT
ajceb-9253	235	1	these	these	DET
ajceb-9253	235	2	data	datum	NOUN
ajceb-9253	235	3	were	be	AUX
ajceb-9253	235	4	gathered	gather	VERB
ajceb-9253	235	5	using	use	VERB
ajceb-9253	235	6	a	a	DET
ajceb-9253	235	7	methodology	methodology	NOUN
ajceb-9253	235	8	based	base	VERB
ajceb-9253	235	9	on	on	ADP
ajceb-9253	235	10	direct	direct	ADJ
ajceb-9253	235	11	contacts	contact	NOUN
ajceb-9253	235	12	with	with	ADP
ajceb-9253	235	13	construction	construction	NOUN
ajceb-9253	235	14	companies	company	NOUN
ajceb-9253	235	15	,	,	PUNCT
ajceb-9253	235	16	organizations	organization	NOUN
ajceb-9253	235	17	,	,	PUNCT
ajceb-9253	235	18	and	and	CCONJ
ajceb-9253	235	19	government	government	NOUN
ajceb-9253	235	20	agencies	agency	NOUN
ajceb-9253	235	21	throughout	throughout	ADP
ajceb-9253	235	22	jordan	jordan	PROPN
ajceb-9253	235	23	.	.	PUNCT
ajceb-9253	236	1	creating	create	VERB
ajceb-9253	236	2	a	a	DET
ajceb-9253	236	3	realistic	realistic	ADJ
ajceb-9253	236	4	duration	duration	NOUN
ajceb-9253	236	5	model	model	NOUN
ajceb-9253	236	6	with	with	ADP
ajceb-9253	236	7	the	the	DET
ajceb-9253	236	8	best	good	ADJ
ajceb-9253	236	9	results	result	NOUN
ajceb-9253	236	10	relies	rely	VERB
ajceb-9253	236	11	on	on	ADP
ajceb-9253	236	12	a	a	DET
ajceb-9253	236	13	well	well	ADV
ajceb-9253	236	14	-	-	PUNCT
ajceb-9253	236	15	prepared	prepare	VERB
ajceb-9253	236	16	dataset	dataset	NOUN
ajceb-9253	236	17	.	.	PUNCT
ajceb-9253	237	1	a	a	DET
ajceb-9253	237	2	data	data	NOUN
ajceb-9253	237	3	sheet	sheet	NOUN
ajceb-9253	237	4	was	be	AUX
ajceb-9253	237	5	prepared	prepare	VERB
ajceb-9253	237	6	,	,	PUNCT
ajceb-9253	237	7	and	and	CCONJ
ajceb-9253	237	8	the	the	DET
ajceb-9253	237	9	53	53	NUM
ajceb-9253	237	10	factors	factor	NOUN
ajceb-9253	237	11	collected	collect	VERB
ajceb-9253	237	12	from	from	ADP
ajceb-9253	237	13	literature	literature	NOUN
ajceb-9253	237	14	reviews	review	NOUN
ajceb-9253	237	15	required	require	VERB
ajceb-9253	237	16	to	to	PART
ajceb-9253	237	17	build	build	VERB
ajceb-9253	237	18	the	the	DET
ajceb-9253	237	19	dataset	dataset	NOUN
ajceb-9253	237	20	accurately	accurately	ADV
ajceb-9253	237	21	were	be	AUX
ajceb-9253	237	22	identified	identify	VERB
ajceb-9253	237	23	.	.	PUNCT
ajceb-9253	238	1	factors	factor	NOUN
ajceb-9253	238	2	were	be	AUX
ajceb-9253	238	3	divided	divide	VERB
ajceb-9253	238	4	into	into	ADP
ajceb-9253	238	5	two	two	NUM
ajceb-9253	238	6	categories	category	NOUN
ajceb-9253	238	7	:	:	PUNCT
ajceb-9253	238	8	numerical	numerical	ADJ
ajceb-9253	238	9	and	and	CCONJ
ajceb-9253	238	10	descriptive	descriptive	ADJ
ajceb-9253	238	11	.	.	PUNCT
ajceb-9253	239	1	the	the	DET
ajceb-9253	239	2	most	most	ADV
ajceb-9253	239	3	critical	critical	ADJ
ajceb-9253	239	4	thing	thing	NOUN
ajceb-9253	239	5	to	to	PART
ajceb-9253	239	6	build	build	VERB
ajceb-9253	239	7	any	any	DET
ajceb-9253	239	8	predictive	predictive	ADJ
ajceb-9253	239	9	model	model	NOUN
ajceb-9253	239	10	is	be	AUX
ajceb-9253	239	11	data	datum	NOUN
ajceb-9253	239	12	validation	validation	NOUN
ajceb-9253	239	13	to	to	PART
ajceb-9253	239	14	find	find	VERB
ajceb-9253	239	15	unusual	unusual	ADJ
ajceb-9253	239	16	or	or	CCONJ
ajceb-9253	239	17	invalid	invalid	ADJ
ajceb-9253	239	18	cases	case	NOUN
ajceb-9253	239	19	,	,	PUNCT
ajceb-9253	239	20	inaccurate	inaccurate	ADJ
ajceb-9253	239	21	variables	variable	NOUN
ajceb-9253	239	22	,	,	PUNCT
ajceb-9253	239	23	and	and	CCONJ
ajceb-9253	239	24	inaccurate	inaccurate	ADJ
ajceb-9253	239	25	data	datum	NOUN
ajceb-9253	239	26	.	.	PUNCT
ajceb-9253	240	1	basic	basic	ADJ
ajceb-9253	240	2	assumptions	assumption	NOUN
ajceb-9253	240	3	and	and	CCONJ
ajceb-9253	240	4	criteria	criterion	NOUN
ajceb-9253	240	5	were	be	AUX
ajceb-9253	240	6	adopted	adopt	VERB
ajceb-9253	240	7	to	to	PART
ajceb-9253	240	8	overcome	overcome	VERB
ajceb-9253	240	9	defects	defect	NOUN
ajceb-9253	240	10	in	in	ADP
ajceb-9253	240	11	the	the	DET
ajceb-9253	240	12	data	datum	NOUN
ajceb-9253	240	13	collected	collect	VERB
ajceb-9253	240	14	:	:	PUNCT
ajceb-9253	240	15	1	1	X
ajceb-9253	240	16	.	.	X
ajceb-9253	240	17	projects	project	NOUN
ajceb-9253	240	18	must	must	AUX
ajceb-9253	240	19	be	be	AUX
ajceb-9253	240	20	completely	completely	ADV
ajceb-9253	240	21	finished	finish	VERB
ajceb-9253	240	22	and	and	CCONJ
ajceb-9253	240	23	built	build	VERB
ajceb-9253	240	24	(	(	PUNCT
ajceb-9253	240	25	el	el	NOUN
ajceb-9253	240	26	-	-	PUNCT
ajceb-9253	240	27	sawalhi	sawalhi	NOUN
ajceb-9253	240	28	and	and	CCONJ
ajceb-9253	240	29	shehatto	shehatto	NOUN
ajceb-9253	240	30	,	,	PUNCT
ajceb-9253	240	31	2013	2013	NUM
ajceb-9253	240	32	)	)	PUNCT
ajceb-9253	240	33	.	.	PUNCT
ajceb-9253	241	1	2	2	X
ajceb-9253	241	2	.	.	X
ajceb-9253	241	3	all	all	PRON
ajceb-9253	241	4	inaccurate	inaccurate	ADJ
ajceb-9253	241	5	,	,	PUNCT
ajceb-9253	241	6	missing	missing	ADJ
ajceb-9253	241	7	,	,	PUNCT
ajceb-9253	241	8	or	or	CCONJ
ajceb-9253	241	9	incomplete	incomplete	ADJ
ajceb-9253	241	10	information	information	NOUN
ajceb-9253	241	11	must	must	AUX
ajceb-9253	241	12	be	be	AUX
ajceb-9253	241	13	eliminated	eliminate	VERB
ajceb-9253	241	14	.	.	PUNCT
ajceb-9253	242	1	two	two	NUM
ajceb-9253	242	2	projects	project	NOUN
ajceb-9253	242	3	with	with	ADP
ajceb-9253	242	4	the	the	DET
ajceb-9253	242	5	same	same	ADJ
ajceb-9253	242	6	values	value	NOUN
ajceb-9253	242	7	in	in	ADP
ajceb-9253	242	8	their	their	PRON
ajceb-9253	242	9	duplicate	duplicate	ADJ
ajceb-9253	242	10	data	datum	NOUN
ajceb-9253	242	11	must	must	AUX
ajceb-9253	242	12	be	be	AUX
ajceb-9253	242	13	removed	remove	VERB
ajceb-9253	242	14	.	.	PUNCT
ajceb-9253	243	1	while	while	SCONJ
ajceb-9253	243	2	this	this	DET
ajceb-9253	243	3	study	study	NOUN
ajceb-9253	243	4	used	use	VERB
ajceb-9253	243	5	data	datum	NOUN
ajceb-9253	243	6	from	from	ADP
ajceb-9253	243	7	100	100	NUM
ajceb-9253	243	8	construction	construction	NOUN
ajceb-9253	243	9	projects	project	NOUN
ajceb-9253	243	10	,	,	PUNCT
ajceb-9253	243	11	which	which	PRON
ajceb-9253	243	12	may	may	AUX
ajceb-9253	243	13	be	be	AUX
ajceb-9253	243	14	considered	consider	VERB
ajceb-9253	243	15	small	small	ADJ
ajceb-9253	243	16	for	for	ADP
ajceb-9253	243	17	developing	develop	VERB
ajceb-9253	243	18	robust	robust	ADJ
ajceb-9253	243	19	ann	ann	NOUN
ajceb-9253	243	20	models	model	NOUN
ajceb-9253	243	21	,	,	PUNCT
ajceb-9253	243	22	the	the	DET
ajceb-9253	243	23	data	datum	NOUN
ajceb-9253	243	24	underwent	undergo	VERB
ajceb-9253	243	25	a	a	DET
ajceb-9253	243	26	rigorous	rigorous	ADJ
ajceb-9253	243	27	selection	selection	NOUN
ajceb-9253	243	28	process	process	NOUN
ajceb-9253	243	29	to	to	PART
ajceb-9253	243	30	ensure	ensure	VERB
ajceb-9253	243	31	their	their	PRON
ajceb-9253	243	32	quality	quality	NOUN
ajceb-9253	243	33	and	and	CCONJ
ajceb-9253	243	34	reliability	reliability	NOUN
ajceb-9253	243	35	.	.	PUNCT
ajceb-9253	244	1	to	to	PART
ajceb-9253	244	2	ensure	ensure	VERB
ajceb-9253	244	3	a	a	DET
ajceb-9253	244	4	robust	robust	ADJ
ajceb-9253	244	5	and	and	CCONJ
ajceb-9253	244	6	comprehensive	comprehensive	ADJ
ajceb-9253	244	7	dataset	dataset	NOUN
ajceb-9253	244	8	for	for	ADP
ajceb-9253	244	9	developing	develop	VERB
ajceb-9253	244	10	the	the	DET
ajceb-9253	244	11	ann	ann	NOUN
ajceb-9253	244	12	and	and	CCONJ
ajceb-9253	244	13	to	to	PART
ajceb-9253	244	14	gather	gather	VERB
ajceb-9253	244	15	a	a	DET
ajceb-9253	244	16	diverse	diverse	ADJ
ajceb-9253	244	17	range	range	NOUN
ajceb-9253	244	18	of	of	ADP
ajceb-9253	244	19	data	datum	NOUN
ajceb-9253	244	20	from	from	ADP
ajceb-9253	244	21	various	various	ADJ
ajceb-9253	244	22	construction	construction	NOUN
ajceb-9253	244	23	projects	project	NOUN
ajceb-9253	244	24	,	,	PUNCT
ajceb-9253	244	25	which	which	PRON
ajceb-9253	244	26	are	be	AUX
ajceb-9253	244	27	crucial	crucial	ADJ
ajceb-9253	244	28	for	for	ADP
ajceb-9253	244	29	building	build	VERB
ajceb-9253	244	30	accurate	accurate	ADJ
ajceb-9253	244	31	and	and	CCONJ
ajceb-9253	244	32	dependable	dependable	ADJ
ajceb-9253	244	33	cost	cost	NOUN
ajceb-9253	244	34	estimation	estimation	NOUN
ajceb-9253	244	35	models	model	NOUN
ajceb-9253	244	36	,	,	PUNCT
ajceb-9253	244	37	the	the	DET
ajceb-9253	244	38	initial	initial	ADJ
ajceb-9253	244	39	dataset	dataset	NOUN
ajceb-9253	244	40	included	include	VERB
ajceb-9253	244	41	110	110	NUM
ajceb-9253	244	42	projects	project	NOUN
ajceb-9253	244	43	.	.	PUNCT
ajceb-9253	245	1	however	however	ADV
ajceb-9253	245	2	,	,	PUNCT
ajceb-9253	245	3	after	after	ADP
ajceb-9253	245	4	filtering	filter	VERB
ajceb-9253	245	5	out	out	ADP
ajceb-9253	245	6	incomplete	incomplete	ADJ
ajceb-9253	245	7	,	,	PUNCT
ajceb-9253	245	8	misleading	misleading	ADJ
ajceb-9253	245	9	,	,	PUNCT
ajceb-9253	245	10	or	or	CCONJ
ajceb-9253	245	11	duplicating	duplicate	VERB
ajceb-9253	245	12	data	datum	NOUN
ajceb-9253	245	13	,	,	PUNCT
ajceb-9253	245	14	10	10	NUM
ajceb-9253	245	15	projects	project	NOUN
ajceb-9253	245	16	were	be	AUX
ajceb-9253	245	17	eliminated	eliminate	VERB
ajceb-9253	245	18	.	.	PUNCT
ajceb-9253	246	1	this	this	DET
ajceb-9253	246	2	rigorous	rigorous	ADJ
ajceb-9253	246	3	selection	selection	NOUN
ajceb-9253	246	4	process	process	NOUN
ajceb-9253	246	5	helped	help	VERB
ajceb-9253	246	6	ensure	ensure	VERB
ajceb-9253	246	7	the	the	DET
ajceb-9253	246	8	quality	quality	NOUN
ajceb-9253	246	9	and	and	CCONJ
ajceb-9253	246	10	reliability	reliability	NOUN
ajceb-9253	246	11	of	of	ADP
ajceb-9253	246	12	the	the	DET
ajceb-9253	246	13	data	datum	NOUN
ajceb-9253	246	14	used	use	VERB
ajceb-9253	246	15	in	in	ADP
ajceb-9253	246	16	the	the	DET
ajceb-9253	246	17	study	study	NOUN
ajceb-9253	246	18	.	.	PUNCT
ajceb-9253	247	1	additionally	additionally	ADV
ajceb-9253	247	2	,	,	PUNCT
ajceb-9253	247	3	the	the	DET
ajceb-9253	247	4	selected	select	VERB
ajceb-9253	247	5	100	100	NUM
ajceb-9253	247	6	projects	project	NOUN
ajceb-9253	247	7	represented	represent	VERB
ajceb-9253	247	8	a	a	DET
ajceb-9253	247	9	diverse	diverse	ADJ
ajceb-9253	247	10	set	set	VERB
ajceb-9253	247	11	al	al	PROPN
ajceb-9253	247	12	-	-	PUNCT
ajceb-9253	247	13	attar	attar	PROPN
ajceb-9253	247	14	et	et	PROPN
ajceb-9253	247	15	al	al	PROPN
ajceb-9253	247	16	.	.	PROPN
ajceb-9253	248	1	construction	construction	NOUN
ajceb-9253	248	2	economics	economic	NOUN
ajceb-9253	248	3	and	and	CCONJ
ajceb-9253	248	4	building	building	NOUN
ajceb-9253	248	5	,	,	PUNCT
ajceb-9253	248	6	vol	vol	NOUN
ajceb-9253	248	7	.	.	PROPN
ajceb-9253	248	8	25	25	NUM
ajceb-9253	248	9	,	,	PUNCT
ajceb-9253	248	10	no	no	INTJ
ajceb-9253	248	11	.	.	NOUN
ajceb-9253	248	12	2	2	NUM
ajceb-9253	248	13	july	july	PROPN
ajceb-9253	248	14	2025180	2025180	NUM
ajceb-9253	248	15	of	of	ADP
ajceb-9253	248	16	project	project	NOUN
ajceb-9253	248	17	types	type	NOUN
ajceb-9253	248	18	,	,	PUNCT
ajceb-9253	248	19	sizes	size	NOUN
ajceb-9253	248	20	,	,	PUNCT
ajceb-9253	248	21	and	and	CCONJ
ajceb-9253	248	22	complexities	complexity	NOUN
ajceb-9253	248	23	within	within	ADP
ajceb-9253	248	24	the	the	DET
ajceb-9253	248	25	jordanian	jordanian	ADJ
ajceb-9253	248	26	construction	construction	NOUN
ajceb-9253	248	27	sector	sector	NOUN
ajceb-9253	248	28	,	,	PUNCT
ajceb-9253	248	29	making	make	VERB
ajceb-9253	248	30	the	the	DET
ajceb-9253	248	31	data	datum	NOUN
ajceb-9253	248	32	highly	highly	ADV
ajceb-9253	248	33	representative	representative	ADJ
ajceb-9253	248	34	despite	despite	SCONJ
ajceb-9253	248	35	the	the	DET
ajceb-9253	248	36	smaller	small	ADJ
ajceb-9253	248	37	sample	sample	NOUN
ajceb-9253	248	38	size	size	NOUN
ajceb-9253	248	39	.	.	PUNCT
ajceb-9253	249	1	moreover	moreover	ADV
ajceb-9253	249	2	,	,	PUNCT
ajceb-9253	249	3	prior	prior	ADJ
ajceb-9253	249	4	studies	study	NOUN
ajceb-9253	249	5	have	have	AUX
ajceb-9253	249	6	demonstrated	demonstrate	VERB
ajceb-9253	249	7	that	that	SCONJ
ajceb-9253	249	8	ann	ann	PROPN
ajceb-9253	249	9	models	model	NOUN
ajceb-9253	249	10	can	can	AUX
ajceb-9253	249	11	still	still	ADV
ajceb-9253	249	12	perform	perform	VERB
ajceb-9253	249	13	effectively	effectively	ADV
ajceb-9253	249	14	with	with	ADP
ajceb-9253	249	15	small	small	ADJ
ajceb-9253	249	16	to	to	PART
ajceb-9253	249	17	medium	medium	ADJ
ajceb-9253	249	18	-	-	PUNCT
ajceb-9253	249	19	sized	sized	ADJ
ajceb-9253	249	20	datasets	dataset	NOUN
ajceb-9253	249	21	when	when	SCONJ
ajceb-9253	249	22	the	the	DET
ajceb-9253	249	23	data	datum	NOUN
ajceb-9253	249	24	quality	quality	NOUN
ajceb-9253	249	25	is	be	AUX
ajceb-9253	249	26	high	high	ADJ
ajceb-9253	249	27	(	(	PUNCT
ajceb-9253	249	28	ghritlahre	ghritlahre	NOUN
ajceb-9253	249	29	and	and	CCONJ
ajceb-9253	249	30	prasad	prasad	NOUN
ajceb-9253	249	31	2018	2018	NUM
ajceb-9253	249	32	;	;	PUNCT
ajceb-9253	249	33	bilski	bilski	PROPN
ajceb-9253	249	34	,	,	PUNCT
ajceb-9253	249	35	et	et	PROPN
ajceb-9253	249	36	al	al	PROPN
ajceb-9253	249	37	.	.	PROPN
ajceb-9253	249	38	,	,	PUNCT
ajceb-9253	249	39	2020	2020	NUM
ajceb-9253	249	40	)	)	PUNCT
ajceb-9253	249	41	.	.	PUNCT
ajceb-9253	250	1	thus	thus	ADV
ajceb-9253	250	2	,	,	PUNCT
ajceb-9253	250	3	while	while	SCONJ
ajceb-9253	250	4	a	a	DET
ajceb-9253	250	5	larger	large	ADJ
ajceb-9253	250	6	dataset	dataset	NOUN
ajceb-9253	250	7	could	could	AUX
ajceb-9253	250	8	further	far	ADV
ajceb-9253	250	9	improve	improve	VERB
ajceb-9253	250	10	the	the	DET
ajceb-9253	250	11	model	model	NOUN
ajceb-9253	250	12	’s	’s	PART
ajceb-9253	250	13	generalizability	generalizability	NOUN
ajceb-9253	250	14	,	,	PUNCT
ajceb-9253	250	15	this	this	DET
ajceb-9253	250	16	study	study	NOUN
ajceb-9253	250	17	provides	provide	VERB
ajceb-9253	250	18	a	a	DET
ajceb-9253	250	19	valuable	valuable	ADJ
ajceb-9253	250	20	foundation	foundation	NOUN
ajceb-9253	250	21	,	,	PUNCT
ajceb-9253	250	22	laying	lay	VERB
ajceb-9253	250	23	the	the	DET
ajceb-9253	250	24	groundwork	groundwork	NOUN
ajceb-9253	250	25	for	for	ADP
ajceb-9253	250	26	future	future	ADJ
ajceb-9253	250	27	research	research	NOUN
ajceb-9253	250	28	with	with	ADP
ajceb-9253	250	29	more	more	ADV
ajceb-9253	250	30	extensive	extensive	ADJ
ajceb-9253	250	31	data	datum	NOUN
ajceb-9253	250	32	.	.	PUNCT
ajceb-9253	251	1	the	the	DET
ajceb-9253	251	2	selection	selection	NOUN
ajceb-9253	251	3	of	of	ADP
ajceb-9253	251	4	6	6	NUM
ajceb-9253	251	5	-	-	PUNCT
ajceb-9253	251	6	month	month	NOUN
ajceb-9253	251	7	time	time	NOUN
ajceb-9253	251	8	frames	frame	NOUN
ajceb-9253	251	9	is	be	AUX
ajceb-9253	251	10	a	a	DET
ajceb-9253	251	11	deliberate	deliberate	ADJ
ajceb-9253	251	12	methodological	methodological	ADJ
ajceb-9253	251	13	approach	approach	NOUN
ajceb-9253	251	14	designed	design	VERB
ajceb-9253	251	15	to	to	PART
ajceb-9253	251	16	enhance	enhance	VERB
ajceb-9253	251	17	the	the	DET
ajceb-9253	251	18	model	model	NOUN
ajceb-9253	251	19	accuracy	accuracy	NOUN
ajceb-9253	251	20	by	by	ADP
ajceb-9253	251	21	aggregating	aggregate	VERB
ajceb-9253	251	22	projects	project	NOUN
ajceb-9253	251	23	with	with	ADP
ajceb-9253	251	24	comparable	comparable	ADJ
ajceb-9253	251	25	durations	duration	NOUN
ajceb-9253	251	26	.	.	PUNCT
ajceb-9253	252	1	while	while	SCONJ
ajceb-9253	252	2	it	it	PRON
ajceb-9253	252	3	may	may	AUX
ajceb-9253	252	4	appear	appear	VERB
ajceb-9253	252	5	that	that	SCONJ
ajceb-9253	252	6	advanced	advanced	ADJ
ajceb-9253	252	7	knowledge	knowledge	NOUN
ajceb-9253	252	8	of	of	ADP
ajceb-9253	252	9	project	project	NOUN
ajceb-9253	252	10	lengths	length	NOUN
ajceb-9253	252	11	is	be	AUX
ajceb-9253	252	12	necessary	necessary	ADJ
ajceb-9253	252	13	,	,	PUNCT
ajceb-9253	252	14	this	this	DET
ajceb-9253	252	15	grouping	grouping	NOUN
ajceb-9253	252	16	is	be	AUX
ajceb-9253	252	17	informed	inform	VERB
ajceb-9253	252	18	by	by	ADP
ajceb-9253	252	19	historical	historical	ADJ
ajceb-9253	252	20	data	datum	NOUN
ajceb-9253	252	21	and	and	CCONJ
ajceb-9253	252	22	expert	expert	NOUN
ajceb-9253	252	23	insights	insight	NOUN
ajceb-9253	252	24	,	,	PUNCT
ajceb-9253	252	25	facilitating	facilitate	VERB
ajceb-9253	252	26	the	the	DET
ajceb-9253	252	27	identification	identification	NOUN
ajceb-9253	252	28	of	of	ADP
ajceb-9253	252	29	the	the	DET
ajceb-9253	252	30	most	most	ADV
ajceb-9253	252	31	appropriate	appropriate	ADJ
ajceb-9253	252	32	model	model	NOUN
ajceb-9253	252	33	for	for	ADP
ajceb-9253	252	34	upcoming	upcoming	ADJ
ajceb-9253	252	35	projects	project	NOUN
ajceb-9253	252	36	.	.	PUNCT
ajceb-9253	253	1	for	for	ADP
ajceb-9253	253	2	projects	project	NOUN
ajceb-9253	253	3	with	with	ADP
ajceb-9253	253	4	durations	duration	NOUN
ajceb-9253	253	5	close	close	ADJ
ajceb-9253	253	6	to	to	ADP
ajceb-9253	253	7	two	two	NUM
ajceb-9253	253	8	-	-	PUNCT
ajceb-9253	253	9	time	time	NOUN
ajceb-9253	253	10	bands	band	NOUN
ajceb-9253	253	11	,	,	PUNCT
ajceb-9253	253	12	like	like	ADP
ajceb-9253	253	13	6–7	6–7	NUM
ajceb-9253	253	14	months	month	NOUN
ajceb-9253	253	15	or	or	CCONJ
ajceb-9253	253	16	13–14	13–14	NUM
ajceb-9253	253	17	months	month	NOUN
ajceb-9253	253	18	,	,	PUNCT
ajceb-9253	253	19	the	the	DET
ajceb-9253	253	20	use	use	NOUN
ajceb-9253	253	21	of	of	ADP
ajceb-9253	253	22	a	a	DET
ajceb-9253	253	23	dual	dual	ADJ
ajceb-9253	253	24	-	-	PUNCT
ajceb-9253	253	25	stage	stage	NOUN
ajceb-9253	253	26	process	process	NOUN
ajceb-9253	253	27	was	be	AUX
ajceb-9253	253	28	chosen	choose	VERB
ajceb-9253	253	29	.	.	PUNCT
ajceb-9253	254	1	initially	initially	ADV
ajceb-9253	254	2	,	,	PUNCT
ajceb-9253	254	3	these	these	DET
ajceb-9253	254	4	projects	project	NOUN
ajceb-9253	254	5	were	be	AUX
ajceb-9253	254	6	classified	classify	VERB
ajceb-9253	254	7	by	by	ADP
ajceb-9253	254	8	comparing	compare	VERB
ajceb-9253	254	9	them	they	PRON
ajceb-9253	254	10	to	to	ADP
ajceb-9253	254	11	the	the	DET
ajceb-9253	254	12	median	median	ADJ
ajceb-9253	254	13	duration	duration	NOUN
ajceb-9253	254	14	of	of	ADP
ajceb-9253	254	15	each	each	DET
ajceb-9253	254	16	group	group	NOUN
ajceb-9253	254	17	using	use	VERB
ajceb-9253	254	18	statistical	statistical	ADJ
ajceb-9253	254	19	thresholds	threshold	NOUN
ajceb-9253	254	20	from	from	ADP
ajceb-9253	254	21	historical	historical	ADJ
ajceb-9253	254	22	data	datum	NOUN
ajceb-9253	254	23	.	.	PUNCT
ajceb-9253	255	1	then	then	ADV
ajceb-9253	255	2	,	,	PUNCT
ajceb-9253	255	3	these	these	DET
ajceb-9253	255	4	classifications	classification	NOUN
ajceb-9253	255	5	were	be	AUX
ajceb-9253	255	6	validated	validate	VERB
ajceb-9253	255	7	by	by	ADP
ajceb-9253	255	8	comparing	compare	VERB
ajceb-9253	255	9	outputs	output	NOUN
ajceb-9253	255	10	from	from	ADP
ajceb-9253	255	11	neighboring	neighbor	VERB
ajceb-9253	255	12	ann	ann	PROPN
ajceb-9253	255	13	models	model	NOUN
ajceb-9253	255	14	to	to	PART
ajceb-9253	255	15	see	see	VERB
ajceb-9253	255	16	if	if	SCONJ
ajceb-9253	255	17	they	they	PRON
ajceb-9253	255	18	matched	match	VERB
ajceb-9253	255	19	actual	actual	ADJ
ajceb-9253	255	20	project	project	NOUN
ajceb-9253	255	21	durations	duration	NOUN
ajceb-9253	255	22	.	.	PUNCT
ajceb-9253	256	1	if	if	SCONJ
ajceb-9253	256	2	there	there	PRON
ajceb-9253	256	3	were	be	VERB
ajceb-9253	256	4	differences	difference	NOUN
ajceb-9253	256	5	,	,	PUNCT
ajceb-9253	256	6	a	a	DET
ajceb-9253	256	7	re	re	NOUN
ajceb-9253	256	8	-	-	NOUN
ajceb-9253	256	9	evaluation	evaluation	NOUN
ajceb-9253	256	10	of	of	ADP
ajceb-9253	256	11	the	the	DET
ajceb-9253	256	12	project	project	NOUN
ajceb-9253	256	13	parameters	parameter	NOUN
ajceb-9253	256	14	was	be	AUX
ajceb-9253	256	15	performed	perform	VERB
ajceb-9253	256	16	in	in	ADP
ajceb-9253	256	17	order	order	NOUN
ajceb-9253	256	18	to	to	PART
ajceb-9253	256	19	ensure	ensure	VERB
ajceb-9253	256	20	accurate	accurate	ADJ
ajceb-9253	256	21	classification	classification	NOUN
ajceb-9253	256	22	without	without	ADP
ajceb-9253	256	23	affecting	affect	VERB
ajceb-9253	256	24	the	the	DET
ajceb-9253	256	25	model	model	NOUN
ajceb-9253	256	26	’s	’s	PART
ajceb-9253	256	27	predictive	predictive	ADJ
ajceb-9253	256	28	performance	performance	NOUN
ajceb-9253	256	29	.	.	PUNCT
ajceb-9253	257	1	projects	project	NOUN
ajceb-9253	257	2	on	on	ADP
ajceb-9253	257	3	the	the	DET
ajceb-9253	257	4	cusp	cusp	NOUN
ajceb-9253	257	5	of	of	ADP
ajceb-9253	257	6	two	two	NUM
ajceb-9253	257	7	duration	duration	NOUN
ajceb-9253	257	8	ranges	range	NOUN
ajceb-9253	257	9	were	be	AUX
ajceb-9253	257	10	tested	test	VERB
ajceb-9253	257	11	against	against	ADP
ajceb-9253	257	12	both	both	CCONJ
ajceb-9253	257	13	adjacent	adjacent	ADJ
ajceb-9253	257	14	ann	ann	PROPN
ajceb-9253	257	15	models	model	NOUN
ajceb-9253	257	16	.	.	PUNCT
ajceb-9253	258	1	the	the	DET
ajceb-9253	258	2	outputs	output	NOUN
ajceb-9253	258	3	were	be	AUX
ajceb-9253	258	4	cross	cross	ADJ
ajceb-9253	258	5	-	-	VERB
ajceb-9253	258	6	validated	validated	ADJ
ajceb-9253	258	7	to	to	PART
ajceb-9253	258	8	ensure	ensure	VERB
ajceb-9253	258	9	consistency	consistency	NOUN
ajceb-9253	258	10	,	,	PUNCT
ajceb-9253	258	11	with	with	ADP
ajceb-9253	258	12	results	result	NOUN
ajceb-9253	258	13	typically	typically	ADV
ajceb-9253	258	14	aligning	align	VERB
ajceb-9253	258	15	within	within	ADP
ajceb-9253	258	16	an	an	DET
ajceb-9253	258	17	acceptable	acceptable	ADJ
ajceb-9253	258	18	margin	margin	NOUN
ajceb-9253	258	19	of	of	ADP
ajceb-9253	258	20	error	error	NOUN
ajceb-9253	258	21	(	(	PUNCT
ajceb-9253	258	22	i.e.	i.e.	X
ajceb-9253	258	23	,	,	PUNCT
ajceb-9253	258	24	<	<	X
ajceb-9253	258	25	±5	±5	NOUN
ajceb-9253	258	26	%	%	NOUN
ajceb-9253	258	27	)	)	PUNCT
ajceb-9253	258	28	.	.	PUNCT
ajceb-9253	259	1	this	this	DET
ajceb-9253	259	2	dual	dual	ADJ
ajceb-9253	259	3	-	-	PUNCT
ajceb-9253	259	4	model	model	NOUN
ajceb-9253	259	5	approach	approach	NOUN
ajceb-9253	259	6	ensures	ensure	VERB
ajceb-9253	259	7	that	that	SCONJ
ajceb-9253	259	8	predictions	prediction	NOUN
ajceb-9253	259	9	remain	remain	VERB
ajceb-9253	259	10	robust	robust	ADJ
ajceb-9253	259	11	and	and	CCONJ
ajceb-9253	259	12	comparable	comparable	ADJ
ajceb-9253	259	13	,	,	PUNCT
ajceb-9253	259	14	regardless	regardless	ADV
ajceb-9253	259	15	of	of	ADP
ajceb-9253	259	16	initial	initial	ADJ
ajceb-9253	259	17	classification	classification	NOUN
ajceb-9253	259	18	.	.	PUNCT
ajceb-9253	260	1	the	the	DET
ajceb-9253	260	2	first	first	ADJ
ajceb-9253	260	3	group	group	NOUN
ajceb-9253	260	4	of	of	ADP
ajceb-9253	260	5	projects	project	NOUN
ajceb-9253	260	6	included	include	VERB
ajceb-9253	260	7	those	those	PRON
ajceb-9253	260	8	with	with	ADP
ajceb-9253	260	9	a	a	DET
ajceb-9253	260	10	duration	duration	NOUN
ajceb-9253	260	11	of	of	ADP
ajceb-9253	260	12	less	less	ADJ
ajceb-9253	260	13	than	than	ADP
ajceb-9253	260	14	6	6	NUM
ajceb-9253	260	15	months	month	NOUN
ajceb-9253	260	16	and	and	CCONJ
ajceb-9253	260	17	comprised	comprise	VERB
ajceb-9253	260	18	17	17	NUM
ajceb-9253	260	19	projects	project	NOUN
ajceb-9253	260	20	.	.	PUNCT
ajceb-9253	261	1	the	the	DET
ajceb-9253	261	2	second	second	ADJ
ajceb-9253	261	3	group	group	NOUN
ajceb-9253	261	4	included	include	VERB
ajceb-9253	261	5	projects	project	NOUN
ajceb-9253	261	6	with	with	ADP
ajceb-9253	261	7	a	a	DET
ajceb-9253	261	8	duration	duration	NOUN
ajceb-9253	261	9	of	of	ADP
ajceb-9253	261	10	7	7	NUM
ajceb-9253	261	11	to	to	PART
ajceb-9253	261	12	13	13	NUM
ajceb-9253	261	13	months	month	NOUN
ajceb-9253	261	14	(	(	PUNCT
ajceb-9253	261	15	36	36	NUM
ajceb-9253	261	16	projects	project	NOUN
ajceb-9253	261	17	)	)	PUNCT
ajceb-9253	261	18	.	.	PUNCT
ajceb-9253	262	1	the	the	DET
ajceb-9253	262	2	third	third	ADJ
ajceb-9253	262	3	group	group	NOUN
ajceb-9253	262	4	included	include	VERB
ajceb-9253	262	5	projects	project	NOUN
ajceb-9253	262	6	with	with	ADP
ajceb-9253	262	7	a	a	DET
ajceb-9253	262	8	duration	duration	NOUN
ajceb-9253	262	9	of	of	ADP
ajceb-9253	262	10	14	14	NUM
ajceb-9253	262	11	to	to	PART
ajceb-9253	262	12	20	20	NUM
ajceb-9253	262	13	months	month	NOUN
ajceb-9253	262	14	(	(	PUNCT
ajceb-9253	262	15	19	19	NUM
ajceb-9253	262	16	projects	project	NOUN
ajceb-9253	262	17	)	)	PUNCT
ajceb-9253	262	18	.	.	PUNCT
ajceb-9253	263	1	the	the	DET
ajceb-9253	263	2	fourth	fourth	ADJ
ajceb-9253	263	3	group	group	NOUN
ajceb-9253	263	4	included	include	VERB
ajceb-9253	263	5	projects	project	NOUN
ajceb-9253	263	6	with	with	ADP
ajceb-9253	263	7	a	a	DET
ajceb-9253	263	8	duration	duration	NOUN
ajceb-9253	263	9	of	of	ADP
ajceb-9253	263	10	21	21	NUM
ajceb-9253	263	11	to	to	PART
ajceb-9253	263	12	30	30	NUM
ajceb-9253	263	13	months	month	NOUN
ajceb-9253	263	14	(	(	PUNCT
ajceb-9253	263	15	22	22	NUM
ajceb-9253	263	16	projects	project	NOUN
ajceb-9253	263	17	)	)	PUNCT
ajceb-9253	263	18	.	.	PUNCT
ajceb-9253	264	1	the	the	DET
ajceb-9253	264	2	fifth	fifth	ADJ
ajceb-9253	264	3	group	group	NOUN
ajceb-9253	264	4	included	include	VERB
ajceb-9253	264	5	six	six	NUM
ajceb-9253	264	6	projects	project	NOUN
ajceb-9253	264	7	with	with	ADP
ajceb-9253	264	8	a	a	DET
ajceb-9253	264	9	duration	duration	NOUN
ajceb-9253	264	10	of	of	ADP
ajceb-9253	264	11	more	more	ADJ
ajceb-9253	264	12	than	than	ADP
ajceb-9253	264	13	30	30	NUM
ajceb-9253	264	14	months	month	NOUN
ajceb-9253	264	15	.	.	PUNCT
ajceb-9253	265	1	this	this	DET
ajceb-9253	265	2	project	project	NOUN
ajceb-9253	265	3	division	division	NOUN
ajceb-9253	265	4	produced	produce	VERB
ajceb-9253	265	5	10	10	NUM
ajceb-9253	265	6	models	model	NOUN
ajceb-9253	265	7	,	,	PUNCT
ajceb-9253	265	8	which	which	PRON
ajceb-9253	265	9	were	be	AUX
ajceb-9253	265	10	then	then	ADV
ajceb-9253	265	11	compared	compare	VERB
ajceb-9253	265	12	to	to	PART
ajceb-9253	265	13	build	build	VERB
ajceb-9253	265	14	conclusions	conclusion	NOUN
ajceb-9253	265	15	and	and	CCONJ
ajceb-9253	265	16	recommendations	recommendation	NOUN
ajceb-9253	265	17	.	.	PUNCT
ajceb-9253	266	1	in	in	ADP
ajceb-9253	266	2	the	the	DET
ajceb-9253	266	3	application	application	NOUN
ajceb-9253	266	4	of	of	ADP
ajceb-9253	266	5	these	these	DET
ajceb-9253	266	6	models	model	NOUN
ajceb-9253	266	7	to	to	ADP
ajceb-9253	266	8	new	new	ADJ
ajceb-9253	266	9	projects	project	NOUN
ajceb-9253	266	10	,	,	PUNCT
ajceb-9253	266	11	the	the	DET
ajceb-9253	266	12	selection	selection	NOUN
ajceb-9253	266	13	of	of	ADP
ajceb-9253	266	14	the	the	DET
ajceb-9253	266	15	most	most	ADV
ajceb-9253	266	16	appropriate	appropriate	ADJ
ajceb-9253	266	17	model	model	NOUN
ajceb-9253	266	18	is	be	AUX
ajceb-9253	266	19	based	base	VERB
ajceb-9253	266	20	on	on	ADP
ajceb-9253	266	21	the	the	DET
ajceb-9253	266	22	estimated	estimate	VERB
ajceb-9253	266	23	duration	duration	NOUN
ajceb-9253	266	24	range	range	NOUN
ajceb-9253	266	25	of	of	ADP
ajceb-9253	266	26	the	the	DET
ajceb-9253	266	27	project	project	NOUN
ajceb-9253	266	28	.	.	PUNCT
ajceb-9253	267	1	this	this	DET
ajceb-9253	267	2	decision	decision	NOUN
ajceb-9253	267	3	draws	draw	VERB
ajceb-9253	267	4	on	on	ADP
ajceb-9253	267	5	historical	historical	ADJ
ajceb-9253	267	6	data	datum	NOUN
ajceb-9253	267	7	and	and	CCONJ
ajceb-9253	267	8	expert	expert	NOUN
ajceb-9253	267	9	insights	insight	NOUN
ajceb-9253	267	10	,	,	PUNCT
ajceb-9253	267	11	ensuring	ensure	VERB
ajceb-9253	267	12	that	that	SCONJ
ajceb-9253	267	13	the	the	DET
ajceb-9253	267	14	best	well	ADV
ajceb-9253	267	15	-	-	PUNCT
ajceb-9253	267	16	suited	suit	VERB
ajceb-9253	267	17	model	model	NOUN
ajceb-9253	267	18	is	be	AUX
ajceb-9253	267	19	utilized	utilize	VERB
ajceb-9253	267	20	for	for	ADP
ajceb-9253	267	21	accurate	accurate	ADJ
ajceb-9253	267	22	predictions	prediction	NOUN
ajceb-9253	267	23	.	.	PUNCT
ajceb-9253	268	1	by	by	ADP
ajceb-9253	268	2	creating	create	VERB
ajceb-9253	268	3	and	and	CCONJ
ajceb-9253	268	4	implementing	implement	VERB
ajceb-9253	268	5	multiple	multiple	ADJ
ajceb-9253	268	6	models	model	NOUN
ajceb-9253	268	7	,	,	PUNCT
ajceb-9253	268	8	our	our	PRON
ajceb-9253	268	9	goal	goal	NOUN
ajceb-9253	268	10	was	be	AUX
ajceb-9253	268	11	to	to	PART
ajceb-9253	268	12	improve	improve	VERB
ajceb-9253	268	13	the	the	DET
ajceb-9253	268	14	accuracy	accuracy	NOUN
ajceb-9253	268	15	of	of	ADP
ajceb-9253	268	16	duration	duration	NOUN
ajceb-9253	268	17	estimates	estimate	NOUN
ajceb-9253	268	18	for	for	ADP
ajceb-9253	268	19	construction	construction	NOUN
ajceb-9253	268	20	projects	project	NOUN
ajceb-9253	268	21	,	,	PUNCT
ajceb-9253	268	22	effectively	effectively	ADV
ajceb-9253	268	23	addressing	address	VERB
ajceb-9253	268	24	the	the	DET
ajceb-9253	268	25	variability	variability	NOUN
ajceb-9253	268	26	in	in	ADP
ajceb-9253	268	27	project	project	NOUN
ajceb-9253	268	28	durations	duration	NOUN
ajceb-9253	268	29	in	in	ADP
ajceb-9253	268	30	a	a	DET
ajceb-9253	268	31	way	way	NOUN
ajceb-9253	268	32	that	that	PRON
ajceb-9253	268	33	a	a	DET
ajceb-9253	268	34	single	single	ADJ
ajceb-9253	268	35	,	,	PUNCT
ajceb-9253	268	36	consolidated	consolidated	ADJ
ajceb-9253	268	37	model	model	NOUN
ajceb-9253	268	38	would	would	AUX
ajceb-9253	268	39	not	not	PART
ajceb-9253	268	40	achieve	achieve	VERB
ajceb-9253	268	41	.	.	PUNCT
ajceb-9253	269	1	developing	develop	VERB
ajceb-9253	269	2	and	and	CCONJ
ajceb-9253	269	3	building	build	VERB
ajceb-9253	269	4	the	the	DET
ajceb-9253	269	5	model	model	NOUN
ajceb-9253	269	6	it	it	PRON
ajceb-9253	269	7	took	take	VERB
ajceb-9253	269	8	a	a	DET
ajceb-9253	269	9	lot	lot	NOUN
ajceb-9253	269	10	of	of	ADP
ajceb-9253	269	11	trial	trial	NOUN
ajceb-9253	269	12	and	and	CCONJ
ajceb-9253	269	13	error	error	NOUN
ajceb-9253	269	14	to	to	PART
ajceb-9253	269	15	find	find	VERB
ajceb-9253	269	16	and	and	CCONJ
ajceb-9253	269	17	confirm	confirm	VERB
ajceb-9253	269	18	the	the	DET
ajceb-9253	269	19	best	good	ADJ
ajceb-9253	269	20	model	model	NOUN
ajceb-9253	269	21	architecture	architecture	NOUN
ajceb-9253	269	22	.	.	PUNCT
ajceb-9253	270	1	python	python	PROPN
ajceb-9253	270	2	was	be	AUX
ajceb-9253	270	3	chosen	choose	VERB
ajceb-9253	270	4	to	to	PART
ajceb-9253	270	5	create	create	VERB
ajceb-9253	270	6	the	the	DET
ajceb-9253	270	7	ann	ann	PROPN
ajceb-9253	270	8	models	model	NOUN
ajceb-9253	270	9	due	due	ADP
ajceb-9253	270	10	to	to	ADP
ajceb-9253	270	11	its	its	PRON
ajceb-9253	270	12	accessibility	accessibility	NOUN
ajceb-9253	270	13	to	to	PART
ajceb-9253	270	14	excellent	excellent	ADJ
ajceb-9253	270	15	ai	ai	NOUN
ajceb-9253	270	16	and	and	CCONJ
ajceb-9253	270	17	machine	machine	NOUN
ajceb-9253	270	18	learning	learning	NOUN
ajceb-9253	270	19	(	(	PUNCT
ajceb-9253	270	20	ml	ml	NOUN
ajceb-9253	270	21	)	)	PUNCT
ajceb-9253	270	22	libraries	library	NOUN
ajceb-9253	270	23	and	and	CCONJ
ajceb-9253	270	24	frameworks	framework	NOUN
ajceb-9253	270	25	,	,	PUNCT
ajceb-9253	270	26	flexibility	flexibility	NOUN
ajceb-9253	270	27	,	,	PUNCT
ajceb-9253	270	28	platform	platform	NOUN
ajceb-9253	270	29	independence	independence	NOUN
ajceb-9253	270	30	,	,	PUNCT
ajceb-9253	270	31	and	and	CCONJ
ajceb-9253	270	32	wide	wide	ADJ
ajceb-9253	270	33	community	community	NOUN
ajceb-9253	270	34	.	.	PUNCT
ajceb-9253	271	1	to	to	PART
ajceb-9253	271	2	make	make	VERB
ajceb-9253	271	3	the	the	DET
ajceb-9253	271	4	selection	selection	NOUN
ajceb-9253	271	5	of	of	ADP
ajceb-9253	271	6	the	the	DET
ajceb-9253	271	7	appropriate	appropriate	ADJ
ajceb-9253	271	8	ann	ann	PROPN
ajceb-9253	271	9	model	model	NOUN
ajceb-9253	271	10	consistent	consistent	ADJ
ajceb-9253	271	11	and	and	CCONJ
ajceb-9253	271	12	replicable	replicable	ADJ
ajceb-9253	271	13	,	,	PUNCT
ajceb-9253	271	14	a	a	DET
ajceb-9253	271	15	structured	structured	ADJ
ajceb-9253	271	16	framework	framework	NOUN
ajceb-9253	271	17	was	be	AUX
ajceb-9253	271	18	created	create	VERB
ajceb-9253	271	19	.	.	PUNCT
ajceb-9253	272	1	this	this	PRON
ajceb-9253	272	2	included	include	VERB
ajceb-9253	272	3	setting	set	VERB
ajceb-9253	272	4	predefined	predefine	VERB
ajceb-9253	272	5	thresholds	threshold	NOUN
ajceb-9253	272	6	,	,	PUNCT
ajceb-9253	272	7	using	use	VERB
ajceb-9253	272	8	historical	historical	ADJ
ajceb-9253	272	9	data	datum	NOUN
ajceb-9253	272	10	benchmarks	benchmark	NOUN
ajceb-9253	272	11	,	,	PUNCT
ajceb-9253	272	12	and	and	CCONJ
ajceb-9253	272	13	applying	apply	VERB
ajceb-9253	272	14	weighted	weight	VERB
ajceb-9253	272	15	scoring	scoring	NOUN
ajceb-9253	272	16	criteria	criterion	NOUN
ajceb-9253	272	17	to	to	PART
ajceb-9253	272	18	guide	guide	VERB
ajceb-9253	272	19	our	our	PRON
ajceb-9253	272	20	decisions	decision	NOUN
ajceb-9253	272	21	.	.	PUNCT
ajceb-9253	273	1	historical	historical	ADJ
ajceb-9253	273	2	duration	duration	NOUN
ajceb-9253	273	3	data	datum	NOUN
ajceb-9253	273	4	and	and	CCONJ
ajceb-9253	273	5	expert	expert	NOUN
ajceb-9253	273	6	consensus	consensus	NOUN
ajceb-9253	273	7	,	,	PUNCT
ajceb-9253	273	8	including	include	VERB
ajceb-9253	273	9	project	project	NOUN
ajceb-9253	273	10	size	size	NOUN
ajceb-9253	273	11	,	,	PUNCT
ajceb-9253	273	12	complexity	complexity	NOUN
ajceb-9253	273	13	,	,	PUNCT
ajceb-9253	273	14	and	and	CCONJ
ajceb-9253	273	15	contract	contract	NOUN
ajceb-9253	273	16	type	type	NOUN
ajceb-9253	273	17	,	,	PUNCT
ajceb-9253	273	18	guided	guide	VERB
ajceb-9253	273	19	the	the	DET
ajceb-9253	273	20	predefined	predefine	VERB
ajceb-9253	273	21	thresholds	threshold	NOUN
ajceb-9253	273	22	.	.	PUNCT
ajceb-9253	274	1	key	key	ADJ
ajceb-9253	274	2	determinants	determinant	NOUN
ajceb-9253	274	3	for	for	ADP
ajceb-9253	274	4	duration	duration	NOUN
ajceb-9253	274	5	estimation	estimation	NOUN
ajceb-9253	274	6	were	be	AUX
ajceb-9253	274	7	identified	identify	VERB
ajceb-9253	274	8	through	through	ADP
ajceb-9253	274	9	analysis	analysis	NOUN
ajceb-9253	274	10	,	,	PUNCT
ajceb-9253	274	11	although	although	SCONJ
ajceb-9253	274	12	additional	additional	ADJ
ajceb-9253	274	13	factors	factor	NOUN
ajceb-9253	274	14	were	be	AUX
ajceb-9253	274	15	initially	initially	ADV
ajceb-9253	274	16	considered	consider	VERB
ajceb-9253	274	17	to	to	PART
ajceb-9253	274	18	address	address	VERB
ajceb-9253	274	19	variability	variability	NOUN
ajceb-9253	274	20	and	and	CCONJ
ajceb-9253	274	21	uncertainty	uncertainty	NOUN
ajceb-9253	274	22	in	in	ADP
ajceb-9253	274	23	early	early	ADJ
ajceb-9253	274	24	-	-	PUNCT
ajceb-9253	274	25	stage	stage	NOUN
ajceb-9253	274	26	data	datum	NOUN
ajceb-9253	274	27	.	.	PUNCT
ajceb-9253	275	1	testing	test	VERB
ajceb-9253	275	2	the	the	DET
ajceb-9253	275	3	model	model	NOUN
ajceb-9253	275	4	’s	’s	PART
ajceb-9253	275	5	simplification	simplification	NOUN
ajceb-9253	275	6	by	by	ADP
ajceb-9253	275	7	removing	remove	VERB
ajceb-9253	275	8	less	less	ADV
ajceb-9253	275	9	influential	influential	ADJ
ajceb-9253	275	10	factors	factor	NOUN
ajceb-9253	275	11	led	lead	VERB
ajceb-9253	275	12	to	to	ADP
ajceb-9253	275	13	reduced	reduce	VERB
ajceb-9253	275	14	prediction	prediction	NOUN
ajceb-9253	275	15	accuracy	accuracy	NOUN
ajceb-9253	275	16	,	,	PUNCT
ajceb-9253	275	17	particularly	particularly	ADV
ajceb-9253	275	18	for	for	ADP
ajceb-9253	275	19	atypical	atypical	ADJ
ajceb-9253	275	20	projects	project	NOUN
ajceb-9253	275	21	.	.	PUNCT
ajceb-9253	276	1	by	by	ADP
ajceb-9253	276	2	having	have	VERB
ajceb-9253	276	3	clear	clear	ADJ
ajceb-9253	276	4	guidelines	guideline	NOUN
ajceb-9253	276	5	,	,	PUNCT
ajceb-9253	276	6	the	the	DET
ajceb-9253	276	7	differences	difference	NOUN
ajceb-9253	276	8	that	that	PRON
ajceb-9253	276	9	can	can	AUX
ajceb-9253	276	10	arise	arise	VERB
ajceb-9253	276	11	from	from	ADP
ajceb-9253	276	12	varying	vary	VERB
ajceb-9253	276	13	expert	expert	NOUN
ajceb-9253	276	14	opinions	opinion	NOUN
ajceb-9253	276	15	were	be	AUX
ajceb-9253	276	16	minimized	minimize	VERB
ajceb-9253	276	17	.	.	PUNCT
ajceb-9253	277	1	also	also	ADV
ajceb-9253	277	2	,	,	PUNCT
ajceb-9253	277	3	this	this	DET
ajceb-9253	277	4	framework	framework	NOUN
ajceb-9253	277	5	with	with	ADP
ajceb-9253	277	6	multiple	multiple	ADJ
ajceb-9253	277	7	experts	expert	NOUN
ajceb-9253	277	8	was	be	AUX
ajceb-9253	277	9	tested	test	VERB
ajceb-9253	277	10	,	,	PUNCT
ajceb-9253	277	11	ensuring	ensure	VERB
ajceb-9253	277	12	that	that	SCONJ
ajceb-9253	277	13	they	they	PRON
ajceb-9253	277	14	agreed	agree	VERB
ajceb-9253	277	15	on	on	ADP
ajceb-9253	277	16	the	the	DET
ajceb-9253	277	17	classification	classification	NOUN
ajceb-9253	277	18	outcomes	outcome	NOUN
ajceb-9253	277	19	,	,	PUNCT
ajceb-9253	277	20	which	which	PRON
ajceb-9253	277	21	confirmed	confirm	VERB
ajceb-9253	277	22	that	that	SCONJ
ajceb-9253	277	23	our	our	PRON
ajceb-9253	277	24	approach	approach	NOUN
ajceb-9253	277	25	could	could	AUX
ajceb-9253	277	26	be	be	AUX
ajceb-9253	277	27	replicated	replicate	VERB
ajceb-9253	277	28	across	across	ADP
ajceb-9253	277	29	different	different	ADJ
ajceb-9253	277	30	professional	professional	ADJ
ajceb-9253	277	31	inputs	input	NOUN
ajceb-9253	277	32	.	.	PUNCT
ajceb-9253	278	1	al	al	PROPN
ajceb-9253	278	2	-	-	PUNCT
ajceb-9253	278	3	attar	attar	PROPN
ajceb-9253	278	4	et	et	PROPN
ajceb-9253	278	5	al	al	PROPN
ajceb-9253	278	6	.	.	PROPN
ajceb-9253	278	7	construction	construction	NOUN
ajceb-9253	278	8	economics	economic	NOUN
ajceb-9253	278	9	and	and	CCONJ
ajceb-9253	278	10	building	building	NOUN
ajceb-9253	278	11	,	,	PUNCT
ajceb-9253	278	12	vol	vol	NOUN
ajceb-9253	278	13	.	.	PROPN
ajceb-9253	278	14	25	25	NUM
ajceb-9253	278	15	,	,	PUNCT
ajceb-9253	278	16	no	no	INTJ
ajceb-9253	278	17	.	.	NOUN
ajceb-9253	278	18	2	2	NUM
ajceb-9253	278	19	july	july	NOUN
ajceb-9253	278	20	2025181	2025181	NUM
ajceb-9253	278	21	using	use	VERB
ajceb-9253	278	22	the	the	DET
ajceb-9253	278	23	appropriate	appropriate	ADJ
ajceb-9253	278	24	library	library	NOUN
ajceb-9253	278	25	for	for	ADP
ajceb-9253	278	26	anns	anns	NOUN
ajceb-9253	278	27	,	,	PUNCT
ajceb-9253	278	28	python	python	PROPN
ajceb-9253	278	29	divided	divide	VERB
ajceb-9253	278	30	the	the	DET
ajceb-9253	278	31	input	input	NOUN
ajceb-9253	278	32	data	datum	NOUN
ajceb-9253	278	33	into	into	ADP
ajceb-9253	278	34	training	training	NOUN
ajceb-9253	278	35	,	,	PUNCT
ajceb-9253	278	36	validation	validation	NOUN
ajceb-9253	278	37	,	,	PUNCT
ajceb-9253	278	38	and	and	CCONJ
ajceb-9253	278	39	testing	testing	NOUN
ajceb-9253	278	40	sets	set	NOUN
ajceb-9253	278	41	.	.	PUNCT
ajceb-9253	279	1	the	the	DET
ajceb-9253	279	2	weights	weight	NOUN
ajceb-9253	279	3	attached	attach	VERB
ajceb-9253	279	4	to	to	ADP
ajceb-9253	279	5	the	the	DET
ajceb-9253	279	6	neural	neural	ADJ
ajceb-9253	279	7	network	network	NOUN
ajceb-9253	279	8	were	be	AUX
ajceb-9253	279	9	modified	modify	VERB
ajceb-9253	279	10	using	use	VERB
ajceb-9253	279	11	the	the	DET
ajceb-9253	279	12	training	training	NOUN
ajceb-9253	279	13	group	group	NOUN
ajceb-9253	279	14	.	.	PUNCT
ajceb-9253	280	1	the	the	DET
ajceb-9253	280	2	testing	testing	NOUN
ajceb-9253	280	3	group	group	NOUN
ajceb-9253	280	4	was	be	AUX
ajceb-9253	280	5	used	use	VERB
ajceb-9253	280	6	to	to	PART
ajceb-9253	280	7	measure	measure	VERB
ajceb-9253	280	8	the	the	DET
ajceb-9253	280	9	network	network	NOUN
ajceb-9253	280	10	’s	’s	PART
ajceb-9253	280	11	capacity	capacity	NOUN
ajceb-9253	280	12	for	for	ADP
ajceb-9253	280	13	generalization	generalization	NOUN
ajceb-9253	280	14	and	and	CCONJ
ajceb-9253	280	15	to	to	PART
ajceb-9253	280	16	assess	assess	VERB
ajceb-9253	280	17	network	network	NOUN
ajceb-9253	280	18	performance	performance	NOUN
ajceb-9253	280	19	,	,	PUNCT
ajceb-9253	280	20	and	and	CCONJ
ajceb-9253	280	21	training	training	NOUN
ajceb-9253	280	22	was	be	AUX
ajceb-9253	280	23	halted	halt	VERB
ajceb-9253	280	24	when	when	SCONJ
ajceb-9253	280	25	the	the	DET
ajceb-9253	280	26	examination	examination	NOUN
ajceb-9253	280	27	group	group	NOUN
ajceb-9253	280	28	’s	’s	PART
ajceb-9253	280	29	error	error	NOUN
ajceb-9253	280	30	rose	rise	VERB
ajceb-9253	280	31	or	or	CCONJ
ajceb-9253	280	32	when	when	SCONJ
ajceb-9253	280	33	generalization	generalization	NOUN
ajceb-9253	280	34	stopped	stop	VERB
ajceb-9253	280	35	improving	improve	VERB
ajceb-9253	280	36	.	.	PUNCT
ajceb-9253	281	1	however	however	ADV
ajceb-9253	281	2	,	,	PUNCT
ajceb-9253	281	3	the	the	DET
ajceb-9253	281	4	test	test	NOUN
ajceb-9253	281	5	set	set	NOUN
ajceb-9253	281	6	was	be	AUX
ajceb-9253	281	7	not	not	PART
ajceb-9253	281	8	used	use	VERB
ajceb-9253	281	9	in	in	ADP
ajceb-9253	281	10	the	the	DET
ajceb-9253	281	11	training	training	NOUN
ajceb-9253	281	12	process	process	NOUN
ajceb-9253	281	13	and	and	CCONJ
ajceb-9253	281	14	had	have	VERB
ajceb-9253	281	15	no	no	DET
ajceb-9253	281	16	bearing	bearing	NOUN
ajceb-9253	281	17	on	on	ADP
ajceb-9253	281	18	it	it	PRON
ajceb-9253	281	19	(	(	PUNCT
ajceb-9253	281	20	arafa	arafa	NOUN
ajceb-9253	281	21	and	and	CCONJ
ajceb-9253	281	22	alqedra	alqedra	NOUN
ajceb-9253	281	23	,	,	PUNCT
ajceb-9253	281	24	2011	2011	NUM
ajceb-9253	281	25	;	;	PUNCT
ajceb-9253	281	26	roxas	roxas	NOUN
ajceb-9253	281	27	,	,	PUNCT
ajceb-9253	281	28	et	et	PROPN
ajceb-9253	281	29	al	al	PROPN
ajceb-9253	281	30	.	.	PROPN
ajceb-9253	281	31	,	,	PUNCT
ajceb-9253	281	32	2014	2014	NUM
ajceb-9253	281	33	;	;	PUNCT
ajceb-9253	281	34	al	al	PROPN
ajceb-9253	281	35	-	-	PUNCT
ajceb-9253	281	36	saadi	saadi	PROPN
ajceb-9253	281	37	,	,	PUNCT
ajceb-9253	281	38	et	et	PROPN
ajceb-9253	281	39	al	al	PROPN
ajceb-9253	281	40	.	.	PROPN
ajceb-9253	281	41	,	,	PUNCT
ajceb-9253	281	42	2017	2017	NUM
ajceb-9253	281	43	)	)	PUNCT
ajceb-9253	281	44	.	.	PUNCT
ajceb-9253	282	1	once	once	SCONJ
ajceb-9253	282	2	the	the	DET
ajceb-9253	282	3	neuronal	neuronal	ADJ
ajceb-9253	282	4	network	network	NOUN
ajceb-9253	282	5	training	training	NOUN
ajceb-9253	282	6	was	be	AUX
ajceb-9253	282	7	successfully	successfully	ADV
ajceb-9253	282	8	finished	finish	VERB
ajceb-9253	282	9	,	,	PUNCT
ajceb-9253	282	10	the	the	DET
ajceb-9253	282	11	performance	performance	NOUN
ajceb-9253	282	12	of	of	ADP
ajceb-9253	282	13	the	the	DET
ajceb-9253	282	14	model	model	NOUN
ajceb-9253	282	15	was	be	AUX
ajceb-9253	282	16	evaluated	evaluate	VERB
ajceb-9253	282	17	using	use	VERB
ajceb-9253	282	18	the	the	DET
ajceb-9253	282	19	validation	validation	NOUN
ajceb-9253	282	20	group	group	NOUN
ajceb-9253	282	21	.	.	PUNCT
ajceb-9253	283	1	as	as	ADP
ajceb-9253	283	2	a	a	DET
ajceb-9253	283	3	result	result	NOUN
ajceb-9253	283	4	,	,	PUNCT
ajceb-9253	283	5	the	the	DET
ajceb-9253	283	6	step	step	NOUN
ajceb-9253	283	7	of	of	ADP
ajceb-9253	283	8	grouping	group	VERB
ajceb-9253	283	9	the	the	DET
ajceb-9253	283	10	data	datum	NOUN
ajceb-9253	283	11	into	into	ADP
ajceb-9253	283	12	the	the	DET
ajceb-9253	283	13	three	three	NUM
ajceb-9253	283	14	categories	category	NOUN
ajceb-9253	283	15	mentioned	mention	VERB
ajceb-9253	283	16	above	above	ADV
ajceb-9253	283	17	is	be	AUX
ajceb-9253	283	18	significant	significant	ADJ
ajceb-9253	283	19	in	in	ADP
ajceb-9253	283	20	neural	neural	ADJ
ajceb-9253	283	21	network	network	NOUN
ajceb-9253	283	22	modeling	modeling	NOUN
ajceb-9253	283	23	(	(	PUNCT
ajceb-9253	283	24	alsaadi	alsaadi	NOUN
ajceb-9253	283	25	,	,	PUNCT
ajceb-9253	283	26	et	et	PROPN
ajceb-9253	283	27	al	al	PROPN
ajceb-9253	283	28	.	.	PROPN
ajceb-9253	283	29	,	,	PUNCT
ajceb-9253	283	30	2017	2017	NUM
ajceb-9253	283	31	)	)	PUNCT
ajceb-9253	283	32	.	.	PUNCT
ajceb-9253	284	1	table	table	NOUN
ajceb-9253	284	2	4	4	NUM
ajceb-9253	284	3	shows	show	VERB
ajceb-9253	284	4	the	the	DET
ajceb-9253	284	5	number	number	NOUN
ajceb-9253	284	6	of	of	ADP
ajceb-9253	284	7	projects	project	NOUN
ajceb-9253	284	8	for	for	ADP
ajceb-9253	284	9	each	each	DET
ajceb-9253	284	10	group	group	NOUN
ajceb-9253	284	11	and	and	CCONJ
ajceb-9253	284	12	dataset	dataset	NOUN
ajceb-9253	284	13	.	.	PUNCT
ajceb-9253	285	1	when	when	SCONJ
ajceb-9253	285	2	projects	project	NOUN
ajceb-9253	285	3	were	be	AUX
ajceb-9253	285	4	initially	initially	ADV
ajceb-9253	285	5	placed	place	VERB
ajceb-9253	285	6	in	in	ADP
ajceb-9253	285	7	one	one	NUM
ajceb-9253	285	8	duration	duration	NOUN
ajceb-9253	285	9	bracket	bracket	NOUN
ajceb-9253	285	10	but	but	CCONJ
ajceb-9253	285	11	later	later	ADV
ajceb-9253	285	12	found	find	VERB
ajceb-9253	285	13	to	to	PART
ajceb-9253	285	14	fit	fit	VERB
ajceb-9253	285	15	better	well	ADV
ajceb-9253	285	16	in	in	ADP
ajceb-9253	285	17	another	another	PRON
ajceb-9253	285	18	due	due	ADJ
ajceb-9253	285	19	to	to	ADP
ajceb-9253	285	20	updated	update	VERB
ajceb-9253	285	21	design	design	NOUN
ajceb-9253	285	22	information	information	NOUN
ajceb-9253	285	23	,	,	PUNCT
ajceb-9253	285	24	a	a	DET
ajceb-9253	285	25	re	re	NOUN
ajceb-9253	285	26	-	-	NOUN
ajceb-9253	285	27	evaluation	evaluation	NOUN
ajceb-9253	285	28	to	to	PART
ajceb-9253	285	29	reassign	reassign	VERB
ajceb-9253	285	30	them	they	PRON
ajceb-9253	285	31	was	be	AUX
ajceb-9253	285	32	necessary	necessary	ADJ
ajceb-9253	285	33	.	.	PUNCT
ajceb-9253	286	1	however	however	ADV
ajceb-9253	286	2	,	,	PUNCT
ajceb-9253	286	3	the	the	DET
ajceb-9253	286	4	ann	ann	PROPN
ajceb-9253	286	5	models	model	NOUN
ajceb-9253	286	6	were	be	AUX
ajceb-9253	286	7	built	build	VERB
ajceb-9253	286	8	to	to	PART
ajceb-9253	286	9	be	be	AUX
ajceb-9253	286	10	flexible	flexible	ADJ
ajceb-9253	286	11	,	,	PUNCT
ajceb-9253	286	12	allowing	allow	VERB
ajceb-9253	286	13	experts	expert	NOUN
ajceb-9253	286	14	to	to	PART
ajceb-9253	286	15	recalibrate	recalibrate	VERB
ajceb-9253	286	16	based	base	VERB
ajceb-9253	286	17	on	on	ADP
ajceb-9253	286	18	new	new	ADJ
ajceb-9253	286	19	data	datum	NOUN
ajceb-9253	286	20	.	.	PUNCT
ajceb-9253	287	1	after	after	ADP
ajceb-9253	287	2	reassignment	reassignment	NOUN
ajceb-9253	287	3	,	,	PUNCT
ajceb-9253	287	4	a	a	DET
ajceb-9253	287	5	test	test	NOUN
ajceb-9253	287	6	of	of	ADP
ajceb-9253	287	7	the	the	DET
ajceb-9253	287	8	project	project	NOUN
ajceb-9253	287	9	with	with	ADP
ajceb-9253	287	10	the	the	DET
ajceb-9253	287	11	new	new	ADJ
ajceb-9253	287	12	ann	ann	PROPN
ajceb-9253	287	13	model	model	NOUN
ajceb-9253	287	14	was	be	AUX
ajceb-9253	287	15	performed	perform	VERB
ajceb-9253	287	16	to	to	PART
ajceb-9253	287	17	ensure	ensure	VERB
ajceb-9253	287	18	accuracy	accuracy	NOUN
ajceb-9253	287	19	.	.	PUNCT
ajceb-9253	288	1	this	this	DET
ajceb-9253	288	2	adaptability	adaptability	NOUN
ajceb-9253	288	3	ensures	ensure	VERB
ajceb-9253	288	4	that	that	SCONJ
ajceb-9253	288	5	the	the	DET
ajceb-9253	288	6	bestfitting	bestfitting	NOUN
ajceb-9253	288	7	model	model	NOUN
ajceb-9253	288	8	is	be	AUX
ajceb-9253	288	9	always	always	ADV
ajceb-9253	288	10	used	use	VERB
ajceb-9253	288	11	,	,	PUNCT
ajceb-9253	288	12	even	even	ADV
ajceb-9253	288	13	as	as	SCONJ
ajceb-9253	288	14	project	project	NOUN
ajceb-9253	288	15	details	detail	NOUN
ajceb-9253	288	16	change	change	VERB
ajceb-9253	288	17	during	during	ADP
ajceb-9253	288	18	the	the	DET
ajceb-9253	288	19	design	design	NOUN
ajceb-9253	288	20	and	and	CCONJ
ajceb-9253	288	21	planning	planning	NOUN
ajceb-9253	288	22	phases	phase	NOUN
ajceb-9253	288	23	.	.	PUNCT
ajceb-9253	289	1	table	table	NOUN
ajceb-9253	289	2	4	4	NUM
ajceb-9253	289	3	.	.	PUNCT
ajceb-9253	289	4	number	number	NOUN
ajceb-9253	289	5	of	of	ADP
ajceb-9253	289	6	projects	project	NOUN
ajceb-9253	289	7	of	of	ADP
ajceb-9253	289	8	each	each	DET
ajceb-9253	289	9	group	group	NOUN
ajceb-9253	289	10	and	and	CCONJ
ajceb-9253	289	11	datasets	dataset	NOUN
ajceb-9253	289	12	(	(	PUNCT
ajceb-9253	289	13	authors	author	NOUN
ajceb-9253	289	14	’	'	PUNCT
ajceb-9253	289	15	own	own	ADJ
ajceb-9253	289	16	)	)	PUNCT
ajceb-9253	289	17	project	project	NOUN
ajceb-9253	289	18	group	group	NOUN
ajceb-9253	289	19	number	number	NOUN
ajceb-9253	289	20	of	of	ADP
ajceb-9253	289	21	projects	project	NOUN
ajceb-9253	289	22	datasets	dataset	NOUN
ajceb-9253	289	23	training	train	VERB
ajceb-9253	289	24	percentage	percentage	NOUN
ajceb-9253	289	25	validation	validation	NOUN
ajceb-9253	289	26	percentage	percentage	NOUN
ajceb-9253	289	27	testing	testing	NOUN
ajceb-9253	289	28	percentage	percentage	NOUN
ajceb-9253	289	29	1	1	NUM
ajceb-9253	289	30	less	less	ADJ
ajceb-9253	289	31	than	than	ADP
ajceb-9253	289	32	or	or	CCONJ
ajceb-9253	289	33	equal	equal	ADJ
ajceb-9253	289	34	to	to	ADP
ajceb-9253	289	35	6	6	NUM
ajceb-9253	289	36	months	month	NOUN
ajceb-9253	289	37	17	17	NUM
ajceb-9253	289	38	13	13	NUM
ajceb-9253	289	39	projects	project	NOUN
ajceb-9253	289	40	80	80	NUM
ajceb-9253	289	41	%	%	NOUN
ajceb-9253	289	42	2	2	NUM
ajceb-9253	289	43	10	10	NUM
ajceb-9253	289	44	%	%	NOUN
ajceb-9253	289	45	2	2	NUM
ajceb-9253	289	46	10	10	NUM
ajceb-9253	289	47	%	%	NOUN
ajceb-9253	289	48	2	2	NUM
ajceb-9253	289	49	7	7	NUM
ajceb-9253	289	50	to	to	PART
ajceb-9253	289	51	13	13	NUM
ajceb-9253	289	52	months	month	NOUN
ajceb-9253	289	53	36	36	NUM
ajceb-9253	289	54	28	28	NUM
ajceb-9253	289	55	projects	project	NOUN
ajceb-9253	289	56	4	4	NUM
ajceb-9253	289	57	4	4	NUM
ajceb-9253	289	58	3	3	NUM
ajceb-9253	289	59	14	14	NUM
ajceb-9253	289	60	to	to	PART
ajceb-9253	289	61	20	20	NUM
ajceb-9253	289	62	months	month	NOUN
ajceb-9253	289	63	19	19	NUM
ajceb-9253	289	64	15	15	NUM
ajceb-9253	289	65	projects	project	NOUN
ajceb-9253	289	66	2	2	NUM
ajceb-9253	289	67	2	2	NUM
ajceb-9253	289	68	4	4	NUM
ajceb-9253	289	69	21	21	NUM
ajceb-9253	289	70	to	to	PART
ajceb-9253	289	71	30	30	NUM
ajceb-9253	289	72	months	month	NOUN
ajceb-9253	289	73	22	22	NUM
ajceb-9253	289	74	18	18	NUM
ajceb-9253	289	75	projects	project	NOUN
ajceb-9253	289	76	2	2	NUM
ajceb-9253	289	77	2	2	NUM
ajceb-9253	289	78	5	5	NUM
ajceb-9253	289	79	more	more	ADJ
ajceb-9253	289	80	than	than	ADP
ajceb-9253	289	81	30	30	NUM
ajceb-9253	289	82	months	month	NOUN
ajceb-9253	289	83	6	6	NUM
ajceb-9253	289	84	4	4	NUM
ajceb-9253	289	85	projects	project	NOUN
ajceb-9253	289	86	1	1	NUM
ajceb-9253	289	87	1	1	NUM
ajceb-9253	289	88	this	this	PRON
ajceb-9253	289	89	was	be	AUX
ajceb-9253	289	90	repeated	repeat	VERB
ajceb-9253	289	91	for	for	ADP
ajceb-9253	289	92	the	the	DET
ajceb-9253	289	93	two	two	NUM
ajceb-9253	289	94	stages	stage	NOUN
ajceb-9253	289	95	,	,	PUNCT
ajceb-9253	289	96	changing	change	VERB
ajceb-9253	289	97	the	the	DET
ajceb-9253	289	98	number	number	NOUN
ajceb-9253	289	99	of	of	ADP
ajceb-9253	289	100	input	input	NOUN
ajceb-9253	289	101	variables	variable	NOUN
ajceb-9253	289	102	(	(	PUNCT
ajceb-9253	289	103	53	53	NUM
ajceb-9253	289	104	and	and	CCONJ
ajceb-9253	289	105	43	43	NUM
ajceb-9253	289	106	factors	factor	NOUN
ajceb-9253	289	107	)	)	PUNCT
ajceb-9253	289	108	with	with	ADP
ajceb-9253	289	109	each	each	DET
ajceb-9253	289	110	stage	stage	NOUN
ajceb-9253	289	111	.	.	PUNCT
ajceb-9253	290	1	table	table	NOUN
ajceb-9253	290	2	4	4	NUM
ajceb-9253	290	3	demonstrates	demonstrate	VERB
ajceb-9253	290	4	the	the	DET
ajceb-9253	290	5	development	development	NOUN
ajceb-9253	290	6	and	and	CCONJ
ajceb-9253	290	7	validation	validation	NOUN
ajceb-9253	290	8	of	of	ADP
ajceb-9253	290	9	the	the	DET
ajceb-9253	290	10	ann	ann	PROPN
ajceb-9253	290	11	model	model	NOUN
ajceb-9253	290	12	across	across	ADP
ajceb-9253	290	13	different	different	ADJ
ajceb-9253	290	14	project	project	NOUN
ajceb-9253	290	15	durations	duration	NOUN
ajceb-9253	290	16	,	,	PUNCT
ajceb-9253	290	17	including	include	VERB
ajceb-9253	290	18	those	those	DET
ajceb-9253	290	19	less	less	ADJ
ajceb-9253	290	20	than	than	ADP
ajceb-9253	290	21	6	6	NUM
ajceb-9253	290	22	months	month	NOUN
ajceb-9253	290	23	.	.	PUNCT
ajceb-9253	291	1	using	use	VERB
ajceb-9253	291	2	known	know	VERB
ajceb-9253	291	3	durations	duration	NOUN
ajceb-9253	291	4	for	for	ADP
ajceb-9253	291	5	testing	testing	NOUN
ajceb-9253	291	6	allowed	allow	VERB
ajceb-9253	291	7	us	we	PRON
ajceb-9253	291	8	to	to	PART
ajceb-9253	291	9	assess	assess	VERB
ajceb-9253	291	10	the	the	DET
ajceb-9253	291	11	model	model	NOUN
ajceb-9253	291	12	’s	’s	PART
ajceb-9253	291	13	accuracy	accuracy	NOUN
ajceb-9253	291	14	and	and	CCONJ
ajceb-9253	291	15	generalization	generalization	NOUN
ajceb-9253	291	16	of	of	ADP
ajceb-9253	291	17	unseen	unseen	ADJ
ajceb-9253	291	18	cases	case	NOUN
ajceb-9253	291	19	.	.	PUNCT
ajceb-9253	292	1	separating	separate	VERB
ajceb-9253	292	2	data	datum	NOUN
ajceb-9253	292	3	into	into	ADP
ajceb-9253	292	4	training	training	NOUN
ajceb-9253	292	5	,	,	PUNCT
ajceb-9253	292	6	testing	testing	NOUN
ajceb-9253	292	7	,	,	PUNCT
ajceb-9253	292	8	and	and	CCONJ
ajceb-9253	292	9	validation	validation	NOUN
ajceb-9253	292	10	sets	set	NOUN
ajceb-9253	292	11	ensured	ensure	VERB
ajceb-9253	292	12	robust	robust	ADJ
ajceb-9253	292	13	predictive	predictive	ADJ
ajceb-9253	292	14	performance	performance	NOUN
ajceb-9253	292	15	for	for	ADP
ajceb-9253	292	16	future	future	ADJ
ajceb-9253	292	17	projects	project	NOUN
ajceb-9253	292	18	with	with	ADP
ajceb-9253	292	19	unknown	unknown	ADJ
ajceb-9253	292	20	timelines	timeline	NOUN
ajceb-9253	292	21	.	.	PUNCT
ajceb-9253	293	1	this	this	DET
ajceb-9253	293	2	approach	approach	NOUN
ajceb-9253	293	3	enhanced	enhance	VERB
ajceb-9253	293	4	the	the	DET
ajceb-9253	293	5	model	model	NOUN
ajceb-9253	293	6	’s	’s	PART
ajceb-9253	293	7	reliability	reliability	NOUN
ajceb-9253	293	8	in	in	ADP
ajceb-9253	293	9	estimating	estimate	VERB
ajceb-9253	293	10	durations	duration	NOUN
ajceb-9253	293	11	.	.	PUNCT
ajceb-9253	294	1	the	the	DET
ajceb-9253	294	2	fifth	fifth	ADJ
ajceb-9253	294	3	group	group	NOUN
ajceb-9253	294	4	,	,	PUNCT
ajceb-9253	294	5	which	which	PRON
ajceb-9253	294	6	included	include	VERB
ajceb-9253	294	7	projects	project	NOUN
ajceb-9253	294	8	lasting	last	VERB
ajceb-9253	294	9	over	over	ADP
ajceb-9253	294	10	30	30	NUM
ajceb-9253	294	11	months	month	NOUN
ajceb-9253	294	12	,	,	PUNCT
ajceb-9253	294	13	was	be	AUX
ajceb-9253	294	14	the	the	DET
ajceb-9253	294	15	smallest	small	ADJ
ajceb-9253	294	16	due	due	ADJ
ajceb-9253	294	17	to	to	ADP
ajceb-9253	294	18	these	these	DET
ajceb-9253	294	19	projects	project	NOUN
ajceb-9253	294	20	’	'	PUNCT
ajceb-9253	294	21	rarity	rarity	NOUN
ajceb-9253	294	22	in	in	ADP
ajceb-9253	294	23	the	the	DET
ajceb-9253	294	24	dataset	dataset	NOUN
ajceb-9253	294	25	.	.	PUNCT
ajceb-9253	295	1	to	to	PART
ajceb-9253	295	2	manage	manage	VERB
ajceb-9253	295	3	this	this	DET
ajceb-9253	295	4	limitation	limitation	NOUN
ajceb-9253	295	5	,	,	PUNCT
ajceb-9253	295	6	oversampling	oversample	VERB
ajceb-9253	295	7	techniques	technique	NOUN
ajceb-9253	295	8	,	,	PUNCT
ajceb-9253	295	9	cross	cross	NOUN
ajceb-9253	295	10	-	-	NOUN
ajceb-9253	295	11	validation	validation	ADJ
ajceb-9253	295	12	,	,	PUNCT
ajceb-9253	295	13	and	and	CCONJ
ajceb-9253	295	14	synthetic	synthetic	ADJ
ajceb-9253	295	15	data	data	NOUN
ajceb-9253	295	16	generation	generation	NOUN
ajceb-9253	295	17	based	base	VERB
ajceb-9253	295	18	on	on	ADP
ajceb-9253	295	19	historical	historical	ADJ
ajceb-9253	295	20	trends	trend	NOUN
ajceb-9253	295	21	and	and	CCONJ
ajceb-9253	295	22	expert	expert	NOUN
ajceb-9253	295	23	insights	insight	NOUN
ajceb-9253	295	24	were	be	AUX
ajceb-9253	295	25	used	use	VERB
ajceb-9253	295	26	.	.	PUNCT
ajceb-9253	296	1	these	these	DET
ajceb-9253	296	2	measures	measure	NOUN
ajceb-9253	296	3	ensure	ensure	VERB
ajceb-9253	296	4	that	that	SCONJ
ajceb-9253	296	5	the	the	DET
ajceb-9253	296	6	ann	ann	PROPN
ajceb-9253	296	7	model	model	NOUN
ajceb-9253	296	8	for	for	ADP
ajceb-9253	296	9	this	this	DET
ajceb-9253	296	10	group	group	NOUN
ajceb-9253	296	11	remains	remain	VERB
ajceb-9253	296	12	robust	robust	ADJ
ajceb-9253	296	13	.	.	PUNCT
ajceb-9253	297	1	after	after	SCONJ
ajceb-9253	297	2	the	the	DET
ajceb-9253	297	3	data	datum	NOUN
ajceb-9253	297	4	were	be	AUX
ajceb-9253	297	5	prepared	prepare	VERB
ajceb-9253	297	6	,	,	PUNCT
ajceb-9253	297	7	the	the	DET
ajceb-9253	297	8	ann	ann	PROPN
ajceb-9253	297	9	was	be	AUX
ajceb-9253	297	10	constructed	construct	VERB
ajceb-9253	297	11	by	by	ADP
ajceb-9253	297	12	selecting	select	VERB
ajceb-9253	297	13	appropriate	appropriate	ADJ
ajceb-9253	297	14	libraries	library	NOUN
ajceb-9253	297	15	,	,	PUNCT
ajceb-9253	297	16	defining	define	VERB
ajceb-9253	297	17	the	the	DET
ajceb-9253	297	18	network	network	NOUN
ajceb-9253	297	19	architecture	architecture	NOUN
ajceb-9253	297	20	,	,	PUNCT
ajceb-9253	297	21	and	and	CCONJ
ajceb-9253	297	22	choosing	choose	VERB
ajceb-9253	297	23	suitable	suitable	ADJ
ajceb-9253	297	24	learning	learning	NOUN
ajceb-9253	297	25	algorithms	algorithm	NOUN
ajceb-9253	297	26	.	.	PUNCT
ajceb-9253	298	1	the	the	DET
ajceb-9253	298	2	network	network	NOUN
ajceb-9253	298	3	architecture	architecture	NOUN
ajceb-9253	298	4	included	include	VERB
ajceb-9253	298	5	decisions	decision	NOUN
ajceb-9253	298	6	on	on	ADP
ajceb-9253	298	7	the	the	DET
ajceb-9253	298	8	number	number	NOUN
ajceb-9253	298	9	of	of	ADP
ajceb-9253	298	10	hidden	hidden	ADJ
ajceb-9253	298	11	layers	layer	NOUN
ajceb-9253	298	12	,	,	PUNCT
ajceb-9253	298	13	the	the	DET
ajceb-9253	298	14	type	type	NOUN
ajceb-9253	298	15	of	of	ADP
ajceb-9253	298	16	transfer	transfer	NOUN
ajceb-9253	298	17	functions	function	NOUN
ajceb-9253	298	18	,	,	PUNCT
ajceb-9253	298	19	and	and	CCONJ
ajceb-9253	298	20	the	the	DET
ajceb-9253	298	21	learning	learning	NOUN
ajceb-9253	298	22	rate	rate	NOUN
ajceb-9253	298	23	.	.	PUNCT
ajceb-9253	299	1	the	the	DET
ajceb-9253	299	2	levenberg	levenberg	PROPN
ajceb-9253	299	3	–	–	PUNCT
ajceb-9253	299	4	marquardt	marquardt	PROPN
ajceb-9253	299	5	algorithm	algorithm	PROPN
ajceb-9253	299	6	was	be	AUX
ajceb-9253	299	7	chosen	choose	VERB
ajceb-9253	299	8	due	due	ADP
ajceb-9253	299	9	to	to	ADP
ajceb-9253	299	10	its	its	PRON
ajceb-9253	299	11	effectiveness	effectiveness	NOUN
ajceb-9253	299	12	in	in	ADP
ajceb-9253	299	13	training	training	NOUN
ajceb-9253	299	14	smallto	smallto	NOUN
ajceb-9253	299	15	medium	medium	ADJ
ajceb-9253	299	16	-	-	PUNCT
ajceb-9253	299	17	sized	sized	ADJ
ajceb-9253	299	18	datasets	dataset	NOUN
ajceb-9253	299	19	,	,	PUNCT
ajceb-9253	299	20	combining	combine	VERB
ajceb-9253	299	21	the	the	DET
ajceb-9253	299	22	efficiency	efficiency	NOUN
ajceb-9253	299	23	of	of	ADP
ajceb-9253	299	24	the	the	DET
ajceb-9253	299	25	gauss	gauss	PROPN
ajceb-9253	299	26	–	–	PUNCT
ajceb-9253	299	27	newton	newton	PROPN
ajceb-9253	299	28	method	method	NOUN
ajceb-9253	299	29	with	with	ADP
ajceb-9253	299	30	the	the	DET
ajceb-9253	299	31	robustness	robustness	NOUN
ajceb-9253	299	32	of	of	ADP
ajceb-9253	299	33	gradient	gradient	ADJ
ajceb-9253	299	34	descent	descent	NOUN
ajceb-9253	299	35	(	(	PUNCT
ajceb-9253	299	36	caliskan	caliskan	NOUN
ajceb-9253	299	37	and	and	CCONJ
ajceb-9253	299	38	sevim	sevim	NOUN
ajceb-9253	299	39	,	,	PUNCT
ajceb-9253	299	40	2019	2019	NUM
ajceb-9253	299	41	)	)	PUNCT
ajceb-9253	299	42	.	.	PUNCT
ajceb-9253	300	1	this	this	DET
ajceb-9253	300	2	algorithm	algorithm	NOUN
ajceb-9253	300	3	is	be	AUX
ajceb-9253	300	4	particularly	particularly	ADV
ajceb-9253	300	5	suited	suit	VERB
ajceb-9253	300	6	for	for	ADP
ajceb-9253	300	7	regression	regression	NOUN
ajceb-9253	300	8	tasks	task	NOUN
ajceb-9253	300	9	,	,	PUNCT
ajceb-9253	300	10	where	where	SCONJ
ajceb-9253	300	11	high	high	ADJ
ajceb-9253	300	12	precision	precision	NOUN
ajceb-9253	300	13	is	be	AUX
ajceb-9253	300	14	required	require	VERB
ajceb-9253	300	15	.	.	PUNCT
ajceb-9253	301	1	to	to	PART
ajceb-9253	301	2	optimize	optimize	VERB
ajceb-9253	301	3	performance	performance	NOUN
ajceb-9253	301	4	,	,	PUNCT
ajceb-9253	301	5	the	the	DET
ajceb-9253	301	6	rectified	rectified	ADJ
ajceb-9253	301	7	linear	linear	NOUN
ajceb-9253	301	8	unit	unit	NOUN
ajceb-9253	301	9	(	(	PUNCT
ajceb-9253	301	10	relu	relu	NOUN
ajceb-9253	301	11	)	)	PUNCT
ajceb-9253	301	12	activation	activation	NOUN
ajceb-9253	301	13	function	function	NOUN
ajceb-9253	301	14	was	be	AUX
ajceb-9253	301	15	used	use	VERB
ajceb-9253	301	16	,	,	PUNCT
ajceb-9253	301	17	which	which	PRON
ajceb-9253	301	18	al	al	PROPN
ajceb-9253	301	19	-	-	PUNCT
ajceb-9253	301	20	attar	attar	PROPN
ajceb-9253	301	21	et	et	PROPN
ajceb-9253	301	22	al	al	PROPN
ajceb-9253	301	23	.	.	PROPN
ajceb-9253	301	24	construction	construction	NOUN
ajceb-9253	301	25	economics	economic	NOUN
ajceb-9253	301	26	and	and	CCONJ
ajceb-9253	301	27	building	building	NOUN
ajceb-9253	301	28	,	,	PUNCT
ajceb-9253	301	29	vol	vol	NOUN
ajceb-9253	301	30	.	.	PROPN
ajceb-9253	301	31	25	25	NUM
ajceb-9253	301	32	,	,	PUNCT
ajceb-9253	301	33	no	no	INTJ
ajceb-9253	301	34	.	.	NOUN
ajceb-9253	301	35	2	2	NUM
ajceb-9253	301	36	july	july	NOUN
ajceb-9253	301	37	2025182	2025182	NUM
ajceb-9253	301	38	accelerates	accelerate	VERB
ajceb-9253	301	39	the	the	DET
ajceb-9253	301	40	learning	learning	NOUN
ajceb-9253	301	41	process	process	NOUN
ajceb-9253	301	42	and	and	CCONJ
ajceb-9253	301	43	prevents	prevent	VERB
ajceb-9253	301	44	vanishing	vanish	VERB
ajceb-9253	301	45	gradient	gradient	NOUN
ajceb-9253	301	46	issues	issue	NOUN
ajceb-9253	301	47	.	.	PUNCT
ajceb-9253	302	1	a	a	DET
ajceb-9253	302	2	learning	learn	VERB
ajceb-9253	302	3	rate	rate	NOUN
ajceb-9253	302	4	of	of	ADP
ajceb-9253	302	5	0.01	0.01	NUM
ajceb-9253	302	6	was	be	AUX
ajceb-9253	302	7	applied	apply	VERB
ajceb-9253	302	8	,	,	PUNCT
ajceb-9253	302	9	as	as	SCONJ
ajceb-9253	302	10	it	it	PRON
ajceb-9253	302	11	balances	balance	VERB
ajceb-9253	302	12	convergence	convergence	NOUN
ajceb-9253	302	13	speed	speed	NOUN
ajceb-9253	302	14	with	with	ADP
ajceb-9253	302	15	stability	stability	NOUN
ajceb-9253	302	16	.	.	PUNCT
ajceb-9253	303	1	relu	relu	NOUN
ajceb-9253	303	2	has	have	AUX
ajceb-9253	303	3	become	become	VERB
ajceb-9253	303	4	a	a	DET
ajceb-9253	303	5	popular	popular	ADJ
ajceb-9253	303	6	choice	choice	NOUN
ajceb-9253	303	7	in	in	ADP
ajceb-9253	303	8	deep	deep	ADJ
ajceb-9253	303	9	learning	learning	NOUN
ajceb-9253	303	10	for	for	ADP
ajceb-9253	303	11	its	its	PRON
ajceb-9253	303	12	simplicity	simplicity	NOUN
ajceb-9253	303	13	and	and	CCONJ
ajceb-9253	303	14	effectiveness	effectiveness	NOUN
ajceb-9253	303	15	in	in	ADP
ajceb-9253	303	16	producing	produce	VERB
ajceb-9253	303	17	state	state	NOUN
ajceb-9253	303	18	-	-	PUNCT
ajceb-9253	303	19	of	of	ADP
ajceb-9253	303	20	-	-	PUNCT
ajceb-9253	303	21	the	the	DET
ajceb-9253	303	22	-	-	PUNCT
ajceb-9253	303	23	art	art	NOUN
ajceb-9253	303	24	results	result	NOUN
ajceb-9253	303	25	(	(	PUNCT
ajceb-9253	303	26	ramachandran	ramachandran	PROPN
ajceb-9253	303	27	,	,	PUNCT
ajceb-9253	303	28	et	et	PROPN
ajceb-9253	303	29	al	al	PROPN
ajceb-9253	303	30	.	.	PROPN
ajceb-9253	303	31	,	,	PUNCT
ajceb-9253	303	32	2017	2017	NUM
ajceb-9253	303	33	)	)	PUNCT
ajceb-9253	303	34	.	.	PUNCT
ajceb-9253	304	1	the	the	DET
ajceb-9253	304	2	test	test	NOUN
ajceb-9253	304	3	data	datum	NOUN
ajceb-9253	304	4	included	include	VERB
ajceb-9253	304	5	projects	project	NOUN
ajceb-9253	304	6	covering	cover	VERB
ajceb-9253	304	7	the	the	DET
ajceb-9253	304	8	full	full	ADJ
ajceb-9253	304	9	range	range	NOUN
ajceb-9253	304	10	of	of	ADP
ajceb-9253	304	11	each	each	DET
ajceb-9253	304	12	band	band	NOUN
ajceb-9253	304	13	,	,	PUNCT
ajceb-9253	304	14	including	include	VERB
ajceb-9253	304	15	those	those	PRON
ajceb-9253	304	16	near	near	ADP
ajceb-9253	304	17	the	the	DET
ajceb-9253	304	18	boundaries	boundary	NOUN
ajceb-9253	304	19	.	.	PUNCT
ajceb-9253	305	1	this	this	DET
ajceb-9253	305	2	approach	approach	NOUN
ajceb-9253	305	3	ensures	ensure	VERB
ajceb-9253	305	4	that	that	SCONJ
ajceb-9253	305	5	the	the	DET
ajceb-9253	305	6	models	model	NOUN
ajceb-9253	305	7	are	be	AUX
ajceb-9253	305	8	robust	robust	ADJ
ajceb-9253	305	9	in	in	ADP
ajceb-9253	305	10	handling	handle	VERB
ajceb-9253	305	11	real	real	ADJ
ajceb-9253	305	12	-	-	PUNCT
ajceb-9253	305	13	world	world	NOUN
ajceb-9253	305	14	cases	case	NOUN
ajceb-9253	305	15	and	and	CCONJ
ajceb-9253	305	16	validate	validate	VERB
ajceb-9253	305	17	their	their	PRON
ajceb-9253	305	18	performance	performance	NOUN
ajceb-9253	305	19	for	for	ADP
ajceb-9253	305	20	both	both	CCONJ
ajceb-9253	305	21	central	central	ADJ
ajceb-9253	305	22	and	and	CCONJ
ajceb-9253	305	23	borderline	borderline	NOUN
ajceb-9253	305	24	projects	project	NOUN
ajceb-9253	305	25	.	.	PUNCT
ajceb-9253	306	1	testing	testing	NOUN
ajceb-9253	306	2	of	of	ADP
ajceb-9253	306	3	cusp	cusp	NOUN
ajceb-9253	306	4	projects	project	NOUN
ajceb-9253	306	5	confirmed	confirm	VERB
ajceb-9253	306	6	the	the	DET
ajceb-9253	306	7	models	model	NOUN
ajceb-9253	306	8	’	'	PUNCT
ajceb-9253	306	9	adaptability	adaptability	NOUN
ajceb-9253	306	10	and	and	CCONJ
ajceb-9253	306	11	predictive	predictive	ADJ
ajceb-9253	306	12	consistency	consistency	NOUN
ajceb-9253	306	13	across	across	ADP
ajceb-9253	306	14	ranges	range	NOUN
ajceb-9253	306	15	.	.	PUNCT
ajceb-9253	307	1	projects	project	NOUN
ajceb-9253	307	2	situated	situate	VERB
ajceb-9253	307	3	near	near	ADP
ajceb-9253	307	4	the	the	DET
ajceb-9253	307	5	duration	duration	NOUN
ajceb-9253	307	6	range	range	NOUN
ajceb-9253	307	7	boundaries	boundary	NOUN
ajceb-9253	307	8	underwent	undergo	VERB
ajceb-9253	307	9	testing	testing	NOUN
ajceb-9253	307	10	against	against	ADP
ajceb-9253	307	11	neighboring	neighboring	NOUN
ajceb-9253	307	12	ann	ann	PROPN
ajceb-9253	307	13	models	model	NOUN
ajceb-9253	307	14	for	for	ADP
ajceb-9253	307	15	cross	cross	NOUN
ajceb-9253	307	16	-	-	NOUN
ajceb-9253	307	17	validation	validation	NOUN
ajceb-9253	307	18	.	.	PUNCT
ajceb-9253	308	1	to	to	PART
ajceb-9253	308	2	avoid	avoid	VERB
ajceb-9253	308	3	data	datum	NOUN
ajceb-9253	308	4	duplication	duplication	NOUN
ajceb-9253	308	5	,	,	PUNCT
ajceb-9253	308	6	each	each	DET
ajceb-9253	308	7	project	project	NOUN
ajceb-9253	308	8	was	be	AUX
ajceb-9253	308	9	included	include	VERB
ajceb-9253	308	10	in	in	ADP
ajceb-9253	308	11	only	only	ADV
ajceb-9253	308	12	one	one	NUM
ajceb-9253	308	13	model	model	NOUN
ajceb-9253	308	14	’s	’s	PART
ajceb-9253	308	15	training	training	NOUN
ajceb-9253	308	16	or	or	CCONJ
ajceb-9253	308	17	testing	testing	NOUN
ajceb-9253	308	18	set	set	VERB
ajceb-9253	308	19	.	.	PUNCT
ajceb-9253	309	1	this	this	DET
ajceb-9253	309	2	dual	dual	ADJ
ajceb-9253	309	3	-	-	PUNCT
ajceb-9253	309	4	model	model	NOUN
ajceb-9253	309	5	validation	validation	NOUN
ajceb-9253	309	6	approach	approach	NOUN
ajceb-9253	309	7	ensured	ensure	VERB
ajceb-9253	309	8	the	the	DET
ajceb-9253	309	9	accurate	accurate	ADJ
ajceb-9253	309	10	classification	classification	NOUN
ajceb-9253	309	11	of	of	ADP
ajceb-9253	309	12	edge	edge	NOUN
ajceb-9253	309	13	projects	project	NOUN
ajceb-9253	309	14	without	without	ADP
ajceb-9253	309	15	inflating	inflate	VERB
ajceb-9253	309	16	the	the	DET
ajceb-9253	309	17	dataset	dataset	NOUN
ajceb-9253	309	18	size	size	NOUN
ajceb-9253	309	19	artificially	artificially	ADV
ajceb-9253	309	20	.	.	PUNCT
ajceb-9253	310	1	model	model	NOUN
ajceb-9253	310	2	training	training	NOUN
ajceb-9253	310	3	and	and	CCONJ
ajceb-9253	310	4	results	result	VERB
ajceb-9253	310	5	the	the	DET
ajceb-9253	310	6	main	main	ADJ
ajceb-9253	310	7	goal	goal	NOUN
ajceb-9253	310	8	of	of	ADP
ajceb-9253	310	9	training	train	VERB
ajceb-9253	310	10	the	the	DET
ajceb-9253	310	11	neural	neural	ADJ
ajceb-9253	310	12	network	network	NOUN
ajceb-9253	310	13	is	be	AUX
ajceb-9253	310	14	to	to	PART
ajceb-9253	310	15	compare	compare	VERB
ajceb-9253	310	16	the	the	DET
ajceb-9253	310	17	validation	validation	NOUN
ajceb-9253	310	18	sets	set	NOUN
ajceb-9253	310	19	of	of	ADP
ajceb-9253	310	20	each	each	DET
ajceb-9253	310	21	training	training	NOUN
ajceb-9253	310	22	set	set	VERB
ajceb-9253	310	23	to	to	PART
ajceb-9253	310	24	find	find	VERB
ajceb-9253	310	25	the	the	DET
ajceb-9253	310	26	network	network	NOUN
ajceb-9253	310	27	that	that	PRON
ajceb-9253	310	28	performs	perform	VERB
ajceb-9253	310	29	the	the	DET
ajceb-9253	310	30	best	good	ADJ
ajceb-9253	310	31	for	for	ADP
ajceb-9253	310	32	unseen	unseen	ADJ
ajceb-9253	310	33	data	datum	NOUN
ajceb-9253	310	34	.	.	PUNCT
ajceb-9253	311	1	the	the	DET
ajceb-9253	311	2	main	main	ADJ
ajceb-9253	311	3	steps	step	NOUN
ajceb-9253	311	4	taken	take	VERB
ajceb-9253	311	5	to	to	PART
ajceb-9253	311	6	train	train	VERB
ajceb-9253	311	7	each	each	PRON
ajceb-9253	311	8	of	of	ADP
ajceb-9253	311	9	the	the	DET
ajceb-9253	311	10	10	10	NUM
ajceb-9253	311	11	developed	develop	VERB
ajceb-9253	311	12	models	model	NOUN
ajceb-9253	311	13	are	be	AUX
ajceb-9253	311	14	shown	show	VERB
ajceb-9253	311	15	in	in	ADP
ajceb-9253	311	16	figure	figure	NOUN
ajceb-9253	311	17	2	2	NUM
ajceb-9253	311	18	.	.	PUNCT
ajceb-9253	311	19	detailed	detailed	ADJ
ajceb-9253	311	20	guidelines	guideline	NOUN
ajceb-9253	311	21	,	,	PUNCT
ajceb-9253	311	22	including	include	VERB
ajceb-9253	311	23	python	python	NOUN
ajceb-9253	311	24	scripts	script	NOUN
ajceb-9253	311	25	and	and	CCONJ
ajceb-9253	311	26	open	open	ADJ
ajceb-9253	311	27	-	-	PUNCT
ajceb-9253	311	28	source	source	NOUN
ajceb-9253	311	29	frameworks	framework	NOUN
ajceb-9253	311	30	,	,	PUNCT
ajceb-9253	311	31	are	be	AUX
ajceb-9253	311	32	provided	provide	VERB
ajceb-9253	311	33	to	to	PART
ajceb-9253	311	34	ensure	ensure	VERB
ajceb-9253	311	35	the	the	DET
ajceb-9253	311	36	replicability	replicability	NOUN
ajceb-9253	311	37	of	of	ADP
ajceb-9253	311	38	these	these	DET
ajceb-9253	311	39	models	model	NOUN
ajceb-9253	311	40	.	.	PUNCT
ajceb-9253	312	1	figure	figure	NOUN
ajceb-9253	312	2	2	2	NUM
ajceb-9253	312	3	.	.	PUNCT
ajceb-9253	312	4	model	model	NOUN
ajceb-9253	312	5	training	training	NOUN
ajceb-9253	312	6	for	for	ADP
ajceb-9253	312	7	each	each	PRON
ajceb-9253	312	8	of	of	ADP
ajceb-9253	312	9	the	the	DET
ajceb-9253	312	10	10	10	NUM
ajceb-9253	312	11	developed	develop	VERB
ajceb-9253	312	12	models	model	NOUN
ajceb-9253	312	13	(	(	PUNCT
ajceb-9253	312	14	authors	author	NOUN
ajceb-9253	312	15	’	'	PUNCT
ajceb-9253	312	16	own	own	ADJ
ajceb-9253	312	17	)	)	PUNCT
ajceb-9253	312	18	detailed	detailed	ADJ
ajceb-9253	312	19	stages	stage	NOUN
ajceb-9253	312	20	in	in	ADP
ajceb-9253	312	21	programming	programming	NOUN
ajceb-9253	312	22	were	be	AUX
ajceb-9253	312	23	taken	take	VERB
ajceb-9253	312	24	to	to	PART
ajceb-9253	312	25	choose	choose	VERB
ajceb-9253	312	26	the	the	DET
ajceb-9253	312	27	adequate	adequate	ADJ
ajceb-9253	312	28	nn	nn	PROPN
ajceb-9253	312	29	.	.	PROPN
ajceb-9253	312	30	first	first	PROPN
ajceb-9253	312	31	,	,	PUNCT
ajceb-9253	312	32	the	the	DET
ajceb-9253	312	33	python	python	NOUN
ajceb-9253	312	34	library	library	NOUN
ajceb-9253	312	35	was	be	AUX
ajceb-9253	312	36	used	use	VERB
ajceb-9253	312	37	to	to	PART
ajceb-9253	312	38	enter	enter	VERB
ajceb-9253	312	39	the	the	DET
ajceb-9253	312	40	inputs	input	NOUN
ajceb-9253	312	41	and	and	CCONJ
ajceb-9253	312	42	targeted	target	VERB
ajceb-9253	312	43	data	datum	NOUN
ajceb-9253	312	44	of	of	ADP
ajceb-9253	312	45	each	each	DET
ajceb-9253	312	46	model	model	NOUN
ajceb-9253	312	47	.	.	PUNCT
ajceb-9253	313	1	the	the	DET
ajceb-9253	313	2	inputs	input	NOUN
ajceb-9253	313	3	are	be	AUX
ajceb-9253	313	4	the	the	DET
ajceb-9253	313	5	factor	factor	NOUN
ajceb-9253	313	6	variables	variable	NOUN
ajceb-9253	313	7	of	of	ADP
ajceb-9253	313	8	each	each	DET
ajceb-9253	313	9	project	project	NOUN
ajceb-9253	313	10	,	,	PUNCT
ajceb-9253	313	11	whereas	whereas	SCONJ
ajceb-9253	313	12	targeted	target	VERB
ajceb-9253	313	13	data	datum	NOUN
ajceb-9253	313	14	represent	represent	VERB
ajceb-9253	313	15	the	the	DET
ajceb-9253	313	16	actual	actual	ADJ
ajceb-9253	313	17	project	project	NOUN
ajceb-9253	313	18	duration	duration	NOUN
ajceb-9253	313	19	.	.	PUNCT
ajceb-9253	314	1	then	then	ADV
ajceb-9253	314	2	,	,	PUNCT
ajceb-9253	314	3	the	the	DET
ajceb-9253	314	4	tensorflow	tensorflow	NOUN
ajceb-9253	314	5	library	library	NOUN
ajceb-9253	314	6	was	be	AUX
ajceb-9253	314	7	used	use	VERB
ajceb-9253	314	8	,	,	PUNCT
ajceb-9253	314	9	and	and	CCONJ
ajceb-9253	314	10	the	the	DET
ajceb-9253	314	11	nn	nn	PROPN
ajceb-9253	314	12	tool	tool	NOUN
ajceb-9253	314	13	was	be	AUX
ajceb-9253	314	14	selected	select	VERB
ajceb-9253	314	15	by	by	ADP
ajceb-9253	314	16	typing	type	VERB
ajceb-9253	314	17	“	"	PUNCT
ajceb-9253	314	18	pip	pip	X
ajceb-9253	314	19	install	install	NOUN
ajceb-9253	314	20	tensorflow	tensorflow	NOUN
ajceb-9253	314	21	”	"	PUNCT
ajceb-9253	314	22	in	in	ADP
ajceb-9253	314	23	the	the	DET
ajceb-9253	314	24	windows	windows	PROPN
ajceb-9253	314	25	command	command	NOUN
ajceb-9253	314	26	.	.	PUNCT
ajceb-9253	315	1	after	after	ADP
ajceb-9253	315	2	that	that	PRON
ajceb-9253	315	3	,	,	PUNCT
ajceb-9253	315	4	the	the	DET
ajceb-9253	315	5	scikit	scikit	NOUN
ajceb-9253	315	6	learn	learn	VERB
ajceb-9253	315	7	library	library	NOUN
ajceb-9253	315	8	was	be	AUX
ajceb-9253	315	9	used	use	VERB
ajceb-9253	315	10	by	by	ADP
ajceb-9253	315	11	typing	type	VERB
ajceb-9253	315	12	“	"	PUNCT
ajceb-9253	315	13	pip	pip	PROPN
ajceb-9253	315	14	install	install	PROPN
ajceb-9253	315	15	scikit	scikit	NOUN
ajceb-9253	315	16	-	-	PUNCT
ajceb-9253	315	17	learn	learn	VERB
ajceb-9253	315	18	”	"	PUNCT
ajceb-9253	315	19	in	in	ADP
ajceb-9253	315	20	the	the	DET
ajceb-9253	315	21	windows	windows	PROPN
ajceb-9253	315	22	command	command	NOUN
ajceb-9253	315	23	.	.	PUNCT
ajceb-9253	316	1	then	then	ADV
ajceb-9253	316	2	,	,	PUNCT
ajceb-9253	316	3	the	the	DET
ajceb-9253	316	4	data	datum	NOUN
ajceb-9253	316	5	were	be	AUX
ajceb-9253	316	6	split	split	VERB
ajceb-9253	316	7	into	into	ADP
ajceb-9253	316	8	training	training	NOUN
ajceb-9253	316	9	,	,	PUNCT
ajceb-9253	316	10	validation	validation	NOUN
ajceb-9253	316	11	,	,	PUNCT
ajceb-9253	316	12	and	and	CCONJ
ajceb-9253	316	13	testing	testing	NOUN
ajceb-9253	316	14	sets	set	NOUN
ajceb-9253	316	15	on	on	ADP
ajceb-9253	316	16	the	the	DET
ajceb-9253	316	17	“	"	PUNCT
ajceb-9253	316	18	train_test_split	train_test_split	ADJ
ajceb-9253	316	19	”	"	PUNCT
ajceb-9253	316	20	command	command	NOUN
ajceb-9253	316	21	code	code	PROPN
ajceb-9253	316	22	.	.	PUNCT
ajceb-9253	317	1	this	this	DET
ajceb-9253	317	2	research	research	NOUN
ajceb-9253	317	3	allocated	allocate	VERB
ajceb-9253	317	4	80	80	NUM
ajceb-9253	317	5	%	%	NOUN
ajceb-9253	317	6	of	of	ADP
ajceb-9253	317	7	the	the	DET
ajceb-9253	317	8	data	datum	NOUN
ajceb-9253	317	9	for	for	ADP
ajceb-9253	317	10	training	training	NOUN
ajceb-9253	317	11	,	,	PUNCT
ajceb-9253	317	12	10	10	NUM
ajceb-9253	317	13	%	%	NOUN
ajceb-9253	317	14	for	for	ADP
ajceb-9253	317	15	validation	validation	NOUN
ajceb-9253	317	16	,	,	PUNCT
ajceb-9253	317	17	and	and	CCONJ
ajceb-9253	317	18	10	10	NUM
ajceb-9253	317	19	%	%	NOUN
ajceb-9253	317	20	for	for	ADP
ajceb-9253	317	21	testing	testing	NOUN
ajceb-9253	317	22	.	.	PUNCT
ajceb-9253	318	1	additionally	additionally	ADV
ajceb-9253	318	2	,	,	PUNCT
ajceb-9253	318	3	a	a	DET
ajceb-9253	318	4	“	"	PUNCT
ajceb-9253	318	5	fully	fully	ADV
ajceb-9253	318	6	connected	connected	ADJ
ajceb-9253	318	7	”	"	PUNCT
ajceb-9253	318	8	input	input	NOUN
ajceb-9253	318	9	layer	layer	NOUN
ajceb-9253	318	10	was	be	AUX
ajceb-9253	318	11	added	add	VERB
ajceb-9253	318	12	to	to	ADP
ajceb-9253	318	13	the	the	DET
ajceb-9253	318	14	sequential	sequential	ADJ
ajceb-9253	318	15	ann	ann	PROPN
ajceb-9253	318	16	by	by	ADP
ajceb-9253	318	17	calling	call	VERB
ajceb-9253	318	18	the	the	DET
ajceb-9253	318	19	dense	dense	ADJ
ajceb-9253	318	20	class	class	NOUN
ajceb-9253	318	21	to	to	PART
ajceb-9253	318	22	change	change	VERB
ajceb-9253	318	23	the	the	DET
ajceb-9253	318	24	number	number	NOUN
ajceb-9253	318	25	of	of	ADP
ajceb-9253	318	26	neurons	neuron	NOUN
ajceb-9253	318	27	when	when	SCONJ
ajceb-9253	318	28	the	the	DET
ajceb-9253	318	29	network	network	NOUN
ajceb-9253	318	30	did	do	AUX
ajceb-9253	318	31	not	not	PART
ajceb-9253	318	32	perform	perform	VERB
ajceb-9253	318	33	well	well	ADV
ajceb-9253	318	34	after	after	ADP
ajceb-9253	318	35	training	training	NOUN
ajceb-9253	318	36	.	.	PUNCT
ajceb-9253	319	1	moreover	moreover	ADV
ajceb-9253	319	2	,	,	PUNCT
ajceb-9253	319	3	the	the	DET
ajceb-9253	319	4	network	network	NOUN
ajceb-9253	319	5	was	be	AUX
ajceb-9253	319	6	trained	train	VERB
ajceb-9253	319	7	using	use	VERB
ajceb-9253	319	8	the	the	DET
ajceb-9253	319	9	levenberg	levenberg	PROPN
ajceb-9253	319	10	–	–	PUNCT
ajceb-9253	319	11	marquardt	marquardt	PROPN
ajceb-9253	319	12	training	training	NOUN
ajceb-9253	319	13	algorithm	algorithm	NOUN
ajceb-9253	319	14	because	because	SCONJ
ajceb-9253	319	15	it	it	PRON
ajceb-9253	319	16	typically	typically	ADV
ajceb-9253	319	17	consumes	consume	VERB
ajceb-9253	319	18	more	more	ADJ
ajceb-9253	319	19	memory	memory	NOUN
ajceb-9253	319	20	but	but	CCONJ
ajceb-9253	319	21	less	less	ADJ
ajceb-9253	319	22	time	time	NOUN
ajceb-9253	319	23	.	.	PUNCT
ajceb-9253	320	1	training	training	NOUN
ajceb-9253	320	2	automatically	automatically	ADV
ajceb-9253	320	3	stopped	stop	VERB
ajceb-9253	320	4	when	when	SCONJ
ajceb-9253	320	5	generalization	generalization	NOUN
ajceb-9253	320	6	stopped	stop	VERB
ajceb-9253	320	7	improving	improve	VERB
ajceb-9253	320	8	,	,	PUNCT
ajceb-9253	320	9	as	as	SCONJ
ajceb-9253	320	10	indicated	indicate	VERB
ajceb-9253	320	11	by	by	ADP
ajceb-9253	320	12	an	an	DET
ajceb-9253	320	13	increase	increase	NOUN
ajceb-9253	320	14	in	in	ADP
ajceb-9253	320	15	the	the	DET
ajceb-9253	320	16	mean	mean	ADJ
ajceb-9253	320	17	squared	square	VERB
ajceb-9253	320	18	error	error	NOUN
ajceb-9253	320	19	(	(	PUNCT
ajceb-9253	320	20	mse	mse	NOUN
ajceb-9253	320	21	)	)	PUNCT
ajceb-9253	320	22	of	of	ADP
ajceb-9253	320	23	the	the	DET
ajceb-9253	320	24	validation	validation	NOUN
ajceb-9253	320	25	samples	sample	NOUN
ajceb-9253	320	26	.	.	PUNCT
ajceb-9253	321	1	al	al	PROPN
ajceb-9253	321	2	-	-	PUNCT
ajceb-9253	321	3	attar	attar	PROPN
ajceb-9253	321	4	et	et	PROPN
ajceb-9253	321	5	al	al	PROPN
ajceb-9253	321	6	.	.	PROPN
ajceb-9253	321	7	construction	construction	NOUN
ajceb-9253	321	8	economics	economic	NOUN
ajceb-9253	321	9	and	and	CCONJ
ajceb-9253	321	10	building	building	NOUN
ajceb-9253	321	11	,	,	PUNCT
ajceb-9253	321	12	vol	vol	NOUN
ajceb-9253	321	13	.	.	PROPN
ajceb-9253	321	14	25	25	NUM
ajceb-9253	321	15	,	,	PUNCT
ajceb-9253	321	16	no	no	INTJ
ajceb-9253	321	17	.	.	NOUN
ajceb-9253	321	18	2	2	NUM
ajceb-9253	321	19	july	july	NOUN
ajceb-9253	321	20	2025183	2025183	NUM
ajceb-9253	321	21	after	after	ADP
ajceb-9253	321	22	each	each	DET
ajceb-9253	321	23	training	training	NOUN
ajceb-9253	321	24	,	,	PUNCT
ajceb-9253	321	25	the	the	DET
ajceb-9253	321	26	results	result	NOUN
ajceb-9253	321	27	of	of	ADP
ajceb-9253	321	28	regression	regression	NOUN
ajceb-9253	321	29	plots	plot	NOUN
ajceb-9253	321	30	were	be	AUX
ajceb-9253	321	31	shown	show	VERB
ajceb-9253	321	32	for	for	ADP
ajceb-9253	321	33	all	all	DET
ajceb-9253	321	34	datasets	dataset	NOUN
ajceb-9253	321	35	for	for	ADP
ajceb-9253	321	36	each	each	DET
ajceb-9253	321	37	model	model	NOUN
ajceb-9253	321	38	in	in	ADP
ajceb-9253	321	39	two	two	NUM
ajceb-9253	321	40	stages	stage	NOUN
ajceb-9253	321	41	.	.	PUNCT
ajceb-9253	322	1	in	in	ADP
ajceb-9253	322	2	each	each	DET
ajceb-9253	322	3	run	run	NOUN
ajceb-9253	322	4	,	,	PUNCT
ajceb-9253	322	5	new	new	ADJ
ajceb-9253	322	6	weights	weight	NOUN
ajceb-9253	322	7	were	be	AUX
ajceb-9253	322	8	applied	apply	VERB
ajceb-9253	322	9	in	in	ADP
ajceb-9253	322	10	the	the	DET
ajceb-9253	322	11	first	first	ADJ
ajceb-9253	322	12	epoch	epoch	NOUN
ajceb-9253	322	13	and	and	CCONJ
ajceb-9253	322	14	then	then	ADV
ajceb-9253	322	15	adjusted	adjust	VERB
ajceb-9253	322	16	to	to	PART
ajceb-9253	322	17	minimize	minimize	VERB
ajceb-9253	322	18	the	the	DET
ajceb-9253	322	19	percentage	percentage	NOUN
ajceb-9253	322	20	error	error	NOUN
ajceb-9253	322	21	in	in	ADP
ajceb-9253	322	22	other	other	ADJ
ajceb-9253	322	23	epochs	epoch	NOUN
ajceb-9253	322	24	.	.	PUNCT
ajceb-9253	323	1	after	after	ADP
ajceb-9253	323	2	achieving	achieve	VERB
ajceb-9253	323	3	the	the	DET
ajceb-9253	323	4	best	good	ADJ
ajceb-9253	323	5	validation	validation	NOUN
ajceb-9253	323	6	performance	performance	NOUN
ajceb-9253	323	7	on	on	ADP
ajceb-9253	323	8	the	the	DET
ajceb-9253	323	9	input	input	NOUN
ajceb-9253	323	10	–	–	PUNCT
ajceb-9253	323	11	output	output	NOUN
ajceb-9253	323	12	fit	fit	NOUN
ajceb-9253	323	13	,	,	PUNCT
ajceb-9253	323	14	along	along	ADP
ajceb-9253	323	15	with	with	ADP
ajceb-9253	323	16	the	the	DET
ajceb-9253	323	17	minimal	minimal	ADJ
ajceb-9253	323	18	error	error	NOUN
ajceb-9253	323	19	,	,	PUNCT
ajceb-9253	323	20	the	the	DET
ajceb-9253	323	21	network	network	NOUN
ajceb-9253	323	22	was	be	AUX
ajceb-9253	323	23	adopted	adopt	VERB
ajceb-9253	323	24	,	,	PUNCT
ajceb-9253	323	25	and	and	CCONJ
ajceb-9253	323	26	its	its	PRON
ajceb-9253	323	27	outputs	output	NOUN
ajceb-9253	323	28	and	and	CCONJ
ajceb-9253	323	29	errors	error	NOUN
ajceb-9253	323	30	were	be	AUX
ajceb-9253	323	31	saved	save	VERB
ajceb-9253	323	32	.	.	PUNCT
ajceb-9253	324	1	finally	finally	ADV
ajceb-9253	324	2	,	,	PUNCT
ajceb-9253	324	3	each	each	DET
ajceb-9253	324	4	adopted	adopt	VERB
ajceb-9253	324	5	network	network	NOUN
ajceb-9253	324	6	,	,	PUNCT
ajceb-9253	324	7	with	with	ADP
ajceb-9253	324	8	its	its	PRON
ajceb-9253	324	9	errors	error	NOUN
ajceb-9253	324	10	and	and	CCONJ
ajceb-9253	324	11	outputs	output	NOUN
ajceb-9253	324	12	,	,	PUNCT
ajceb-9253	324	13	represented	represent	VERB
ajceb-9253	324	14	a	a	DET
ajceb-9253	324	15	prediction	prediction	NOUN
ajceb-9253	324	16	model	model	NOUN
ajceb-9253	324	17	.	.	PUNCT
ajceb-9253	325	1	the	the	DET
ajceb-9253	325	2	testing	testing	NOUN
ajceb-9253	325	3	stage	stage	NOUN
ajceb-9253	325	4	of	of	ADP
ajceb-9253	325	5	ann	ann	PROPN
ajceb-9253	325	6	models	model	NOUN
ajceb-9253	325	7	is	be	AUX
ajceb-9253	325	8	where	where	SCONJ
ajceb-9253	325	9	the	the	DET
ajceb-9253	325	10	effectiveness	effectiveness	NOUN
ajceb-9253	325	11	of	of	ADP
ajceb-9253	325	12	the	the	DET
ajceb-9253	325	13	created	create	VERB
ajceb-9253	325	14	model	model	NOUN
ajceb-9253	325	15	is	be	AUX
ajceb-9253	325	16	evaluated	evaluate	VERB
ajceb-9253	325	17	.	.	PUNCT
ajceb-9253	326	1	the	the	DET
ajceb-9253	326	2	ideal	ideal	ADJ
ajceb-9253	326	3	model	model	NOUN
ajceb-9253	326	4	for	for	ADP
ajceb-9253	326	5	every	every	DET
ajceb-9253	326	6	stage	stage	NOUN
ajceb-9253	326	7	was	be	AUX
ajceb-9253	326	8	selected	select	VERB
ajceb-9253	326	9	via	via	ADP
ajceb-9253	326	10	trial	trial	NOUN
ajceb-9253	326	11	and	and	CCONJ
ajceb-9253	326	12	error	error	NOUN
ajceb-9253	326	13	(	(	PUNCT
ajceb-9253	326	14	i.e.	i.e.	X
ajceb-9253	326	15	,	,	PUNCT
ajceb-9253	326	16	the	the	DET
ajceb-9253	326	17	model	model	NOUN
ajceb-9253	326	18	that	that	PRON
ajceb-9253	326	19	provided	provide	VERB
ajceb-9253	326	20	the	the	DET
ajceb-9253	326	21	most	most	ADV
ajceb-9253	326	22	accurate	accurate	ADJ
ajceb-9253	326	23	duration	duration	NOUN
ajceb-9253	326	24	estimate	estimate	NOUN
ajceb-9253	326	25	)	)	PUNCT
ajceb-9253	326	26	.	.	PUNCT
ajceb-9253	327	1	the	the	DET
ajceb-9253	327	2	initial	initial	ADJ
ajceb-9253	327	3	design	design	NOUN
ajceb-9253	327	4	stage	stage	NOUN
ajceb-9253	327	5	network	network	NOUN
ajceb-9253	327	6	includes	include	VERB
ajceb-9253	327	7	one	one	NUM
ajceb-9253	327	8	input	input	NOUN
ajceb-9253	327	9	layer	layer	NOUN
ajceb-9253	327	10	with	with	ADP
ajceb-9253	327	11	53	53	NUM
ajceb-9253	327	12	input	input	NOUN
ajceb-9253	327	13	neurons	neuron	NOUN
ajceb-9253	327	14	,	,	PUNCT
ajceb-9253	327	15	two	two	NUM
ajceb-9253	327	16	hidden	hidden	ADJ
ajceb-9253	327	17	layers	layer	NOUN
ajceb-9253	327	18	with	with	ADP
ajceb-9253	327	19	1,250	1,250	NUM
ajceb-9253	327	20	hidden	hidden	ADJ
ajceb-9253	327	21	neurons	neuron	NOUN
ajceb-9253	327	22	,	,	PUNCT
ajceb-9253	327	23	and	and	CCONJ
ajceb-9253	327	24	one	one	NUM
ajceb-9253	327	25	output	output	NOUN
ajceb-9253	327	26	layer	layer	NOUN
ajceb-9253	327	27	with	with	ADP
ajceb-9253	327	28	one	one	NUM
ajceb-9253	327	29	output	output	NOUN
ajceb-9253	327	30	neuron	neuron	NOUN
ajceb-9253	327	31	(	(	PUNCT
ajceb-9253	327	32	representing	represent	VERB
ajceb-9253	327	33	total	total	ADJ
ajceb-9253	327	34	duration	duration	NOUN
ajceb-9253	327	35	)	)	PUNCT
ajceb-9253	327	36	,	,	PUNCT
ajceb-9253	327	37	as	as	SCONJ
ajceb-9253	327	38	shown	show	VERB
ajceb-9253	327	39	in	in	ADP
ajceb-9253	327	40	figure	figure	NOUN
ajceb-9253	327	41	3a	3a	NUM
ajceb-9253	327	42	.	.	PUNCT
ajceb-9253	328	1	the	the	DET
ajceb-9253	328	2	planning	planning	NOUN
ajceb-9253	328	3	stage	stage	NOUN
ajceb-9253	328	4	network	network	NOUN
ajceb-9253	328	5	includes	include	VERB
ajceb-9253	328	6	the	the	DET
ajceb-9253	328	7	same	same	ADJ
ajceb-9253	328	8	number	number	NOUN
ajceb-9253	328	9	of	of	ADP
ajceb-9253	328	10	layers	layer	NOUN
ajceb-9253	328	11	with	with	ADP
ajceb-9253	328	12	43	43	NUM
ajceb-9253	328	13	input	input	NOUN
ajceb-9253	328	14	neurons	neuron	NOUN
ajceb-9253	328	15	,	,	PUNCT
ajceb-9253	328	16	as	as	SCONJ
ajceb-9253	328	17	shown	show	VERB
ajceb-9253	328	18	in	in	ADP
ajceb-9253	328	19	figure	figure	NOUN
ajceb-9253	328	20	3b	3b	NUM
ajceb-9253	328	21	.	.	PUNCT
ajceb-9253	329	1	figure	figure	NOUN
ajceb-9253	329	2	3	3	NUM
ajceb-9253	329	3	.	.	PUNCT
ajceb-9253	330	1	ann	ann	PROPN
ajceb-9253	330	2	structure	structure	NOUN
ajceb-9253	330	3	for	for	ADP
ajceb-9253	330	4	(	(	PUNCT
ajceb-9253	330	5	a	a	X
ajceb-9253	330	6	)	)	PUNCT
ajceb-9253	330	7	the	the	DET
ajceb-9253	330	8	initial	initial	ADJ
ajceb-9253	330	9	stage	stage	NOUN
ajceb-9253	330	10	and	and	CCONJ
ajceb-9253	330	11	(	(	PUNCT
ajceb-9253	330	12	b	b	X
ajceb-9253	330	13	)	)	PUNCT
ajceb-9253	330	14	the	the	DET
ajceb-9253	330	15	planning	planning	NOUN
ajceb-9253	330	16	stage	stage	NOUN
ajceb-9253	330	17	,	,	PUNCT
ajceb-9253	330	18	and	and	CCONJ
ajceb-9253	330	19	linear	linear	ADJ
ajceb-9253	330	20	regression	regression	NOUN
ajceb-9253	330	21	at	at	ADP
ajceb-9253	330	22	the	the	DET
ajceb-9253	330	23	initial	initial	ADJ
ajceb-9253	330	24	and	and	CCONJ
ajceb-9253	330	25	planning	planning	NOUN
ajceb-9253	330	26	stages	stage	NOUN
ajceb-9253	330	27	for	for	ADP
ajceb-9253	330	28	all	all	DET
ajceb-9253	330	29	models	model	NOUN
ajceb-9253	330	30	.	.	PUNCT
ajceb-9253	331	1	ann	ann	PROPN
ajceb-9253	331	2	,	,	PUNCT
ajceb-9253	331	3	artificial	artificial	ADJ
ajceb-9253	331	4	neural	neural	ADJ
ajceb-9253	331	5	network	network	NOUN
ajceb-9253	331	6	(	(	PUNCT
ajceb-9253	331	7	authors	author	NOUN
ajceb-9253	331	8	’	'	PUNCT
ajceb-9253	331	9	own	own	ADJ
ajceb-9253	331	10	)	)	PUNCT
ajceb-9253	331	11	also	also	ADV
ajceb-9253	331	12	,	,	PUNCT
ajceb-9253	331	13	table	table	NOUN
ajceb-9253	331	14	5	5	NUM
ajceb-9253	331	15	shows	show	VERB
ajceb-9253	331	16	the	the	DET
ajceb-9253	331	17	summary	summary	NOUN
ajceb-9253	331	18	of	of	ADP
ajceb-9253	331	19	layers	layer	NOUN
ajceb-9253	331	20	and	and	CCONJ
ajceb-9253	331	21	neurons	neuron	NOUN
ajceb-9253	331	22	for	for	ADP
ajceb-9253	331	23	two	two	NUM
ajceb-9253	331	24	stages	stage	NOUN
ajceb-9253	331	25	and	and	CCONJ
ajceb-9253	331	26	summarizes	summarize	VERB
ajceb-9253	331	27	the	the	DET
ajceb-9253	331	28	average	average	ADJ
ajceb-9253	331	29	errors	error	NOUN
ajceb-9253	331	30	and	and	CCONJ
ajceb-9253	331	31	correlation	correlation	NOUN
ajceb-9253	331	32	coefficients	coefficient	NOUN
ajceb-9253	331	33	at	at	ADP
ajceb-9253	331	34	various	various	ADJ
ajceb-9253	331	35	stages	stage	NOUN
ajceb-9253	331	36	for	for	ADP
ajceb-9253	331	37	each	each	DET
ajceb-9253	331	38	group	group	NOUN
ajceb-9253	331	39	of	of	ADP
ajceb-9253	331	40	projects	project	NOUN
ajceb-9253	331	41	in	in	ADP
ajceb-9253	331	42	the	the	DET
ajceb-9253	331	43	testing	testing	NOUN
ajceb-9253	331	44	stage	stage	NOUN
ajceb-9253	331	45	for	for	ADP
ajceb-9253	331	46	the	the	DET
ajceb-9253	331	47	adopted	adopt	VERB
ajceb-9253	331	48	networks	network	NOUN
ajceb-9253	331	49	.	.	PUNCT
ajceb-9253	332	1	the	the	DET
ajceb-9253	332	2	mean	mean	ADJ
ajceb-9253	332	3	absolute	absolute	ADJ
ajceb-9253	332	4	percentage	percentage	NOUN
ajceb-9253	332	5	error	error	NOUN
ajceb-9253	332	6	(	(	PUNCT
ajceb-9253	332	7	mape	mape	NOUN
ajceb-9253	332	8	)	)	PUNCT
ajceb-9253	332	9	values	value	NOUN
ajceb-9253	332	10	were	be	AUX
ajceb-9253	332	11	10	10	NUM
ajceb-9253	332	12	%	%	NOUN
ajceb-9253	332	13	and	and	CCONJ
ajceb-9253	332	14	5	5	NUM
ajceb-9253	332	15	%	%	NOUN
ajceb-9253	332	16	for	for	ADP
ajceb-9253	332	17	the	the	DET
ajceb-9253	332	18	initial	initial	ADJ
ajceb-9253	332	19	design	design	NOUN
ajceb-9253	332	20	and	and	CCONJ
ajceb-9253	332	21	planning	planning	NOUN
ajceb-9253	332	22	stages	stage	NOUN
ajceb-9253	332	23	,	,	PUNCT
ajceb-9253	332	24	respectively	respectively	ADV
ajceb-9253	332	25	.	.	PUNCT
ajceb-9253	333	1	regression	regression	NOUN
ajceb-9253	333	2	analysis	analysis	NOUN
ajceb-9253	333	3	was	be	AUX
ajceb-9253	333	4	applied	apply	VERB
ajceb-9253	333	5	to	to	PART
ajceb-9253	333	6	determine	determine	VERB
ajceb-9253	333	7	the	the	DET
ajceb-9253	333	8	relationship	relationship	NOUN
ajceb-9253	333	9	between	between	ADP
ajceb-9253	333	10	the	the	DET
ajceb-9253	333	11	estimated	estimate	VERB
ajceb-9253	333	12	and	and	CCONJ
ajceb-9253	333	13	actual	actual	ADJ
ajceb-9253	333	14	durations	duration	NOUN
ajceb-9253	333	15	.	.	PUNCT
ajceb-9253	334	1	in	in	ADP
ajceb-9253	334	2	figure	figure	NOUN
ajceb-9253	334	3	4	4	NUM
ajceb-9253	334	4	,	,	PUNCT
ajceb-9253	334	5	the	the	DET
ajceb-9253	334	6	results	result	NOUN
ajceb-9253	334	7	of	of	ADP
ajceb-9253	334	8	linear	linear	ADJ
ajceb-9253	334	9	regression	regression	NOUN
ajceb-9253	334	10	for	for	ADP
ajceb-9253	334	11	the	the	DET
ajceb-9253	334	12	two	two	NUM
ajceb-9253	334	13	stages	stage	NOUN
ajceb-9253	334	14	(	(	PUNCT
ajceb-9253	334	15	the	the	DET
ajceb-9253	334	16	initial	initial	ADJ
ajceb-9253	334	17	design	design	NOUN
ajceb-9253	334	18	and	and	CCONJ
ajceb-9253	334	19	planning	planning	NOUN
ajceb-9253	334	20	stages	stage	NOUN
ajceb-9253	334	21	)	)	PUNCT
ajceb-9253	334	22	only	only	ADV
ajceb-9253	334	23	for	for	ADP
ajceb-9253	334	24	all	all	DET
ajceb-9253	334	25	models	model	NOUN
ajceb-9253	334	26	are	be	AUX
ajceb-9253	334	27	graphically	graphically	ADV
ajceb-9253	334	28	depicted	depict	VERB
ajceb-9253	334	29	(	(	PUNCT
ajceb-9253	334	30	the	the	DET
ajceb-9253	334	31	r2	r2	PROPN
ajceb-9253	334	32	values	value	NOUN
ajceb-9253	334	33	for	for	ADP
ajceb-9253	334	34	the	the	DET
ajceb-9253	334	35	initial	initial	ADJ
ajceb-9253	334	36	design	design	NOUN
ajceb-9253	334	37	and	and	CCONJ
ajceb-9253	334	38	planning	planning	NOUN
ajceb-9253	334	39	stages	stage	NOUN
ajceb-9253	334	40	were	be	AUX
ajceb-9253	334	41	0.918	0.918	NUM
ajceb-9253	334	42	and	and	CCONJ
ajceb-9253	334	43	0.928	0.928	NUM
ajceb-9253	334	44	,	,	PUNCT
ajceb-9253	334	45	respectively	respectively	ADV
ajceb-9253	334	46	)	)	PUNCT
ajceb-9253	334	47	.	.	PUNCT
ajceb-9253	335	1	additional	additional	ADJ
ajceb-9253	335	2	data	datum	NOUN
ajceb-9253	335	3	were	be	AUX
ajceb-9253	335	4	collected	collect	VERB
ajceb-9253	335	5	(	(	PUNCT
ajceb-9253	335	6	10	10	NUM
ajceb-9253	335	7	real	real	ADJ
ajceb-9253	335	8	projects	project	NOUN
ajceb-9253	335	9	)	)	PUNCT
ajceb-9253	335	10	,	,	PUNCT
ajceb-9253	335	11	and	and	CCONJ
ajceb-9253	335	12	each	each	DET
ajceb-9253	335	13	model	model	NOUN
ajceb-9253	335	14	was	be	AUX
ajceb-9253	335	15	evaluated	evaluate	VERB
ajceb-9253	335	16	separately	separately	ADV
ajceb-9253	335	17	to	to	PART
ajceb-9253	335	18	test	test	VERB
ajceb-9253	335	19	the	the	DET
ajceb-9253	335	20	models	model	NOUN
ajceb-9253	335	21	and	and	CCONJ
ajceb-9253	335	22	ascertain	ascertain	VERB
ajceb-9253	335	23	the	the	DET
ajceb-9253	335	24	efficiency	efficiency	NOUN
ajceb-9253	335	25	of	of	ADP
ajceb-9253	335	26	the	the	DET
ajceb-9253	335	27	models	model	NOUN
ajceb-9253	335	28	developed	develop	VERB
ajceb-9253	335	29	in	in	ADP
ajceb-9253	335	30	table	table	NOUN
ajceb-9253	335	31	5	5	NUM
ajceb-9253	335	32	,	,	PUNCT
ajceb-9253	335	33	as	as	SCONJ
ajceb-9253	335	34	the	the	DET
ajceb-9253	335	35	actual	actual	ADJ
ajceb-9253	335	36	duration	duration	NOUN
ajceb-9253	335	37	of	of	ADP
ajceb-9253	335	38	the	the	DET
ajceb-9253	335	39	10	10	NUM
ajceb-9253	335	40	projects	project	NOUN
ajceb-9253	335	41	exists	exist	VERB
ajceb-9253	335	42	.	.	PUNCT
ajceb-9253	336	1	the	the	DET
ajceb-9253	336	2	factors	factor	NOUN
ajceb-9253	336	3	influencing	influence	VERB
ajceb-9253	336	4	the	the	DET
ajceb-9253	336	5	duration	duration	NOUN
ajceb-9253	336	6	of	of	ADP
ajceb-9253	336	7	each	each	DET
ajceb-9253	336	8	project	project	NOUN
ajceb-9253	336	9	were	be	AUX
ajceb-9253	336	10	introduced	introduce	VERB
ajceb-9253	336	11	to	to	PART
ajceb-9253	336	12	find	find	VERB
ajceb-9253	336	13	the	the	DET
ajceb-9253	336	14	estimated	estimate	VERB
ajceb-9253	336	15	duration	duration	NOUN
ajceb-9253	336	16	,	,	PUNCT
ajceb-9253	336	17	compare	compare	VERB
ajceb-9253	336	18	it	it	PRON
ajceb-9253	336	19	with	with	ADP
ajceb-9253	336	20	the	the	DET
ajceb-9253	336	21	actual	actual	ADJ
ajceb-9253	336	22	duration	duration	NOUN
ajceb-9253	336	23	,	,	PUNCT
ajceb-9253	336	24	and	and	CCONJ
ajceb-9253	336	25	verify	verify	VERB
ajceb-9253	336	26	the	the	DET
ajceb-9253	336	27	value	value	NOUN
ajceb-9253	336	28	of	of	ADP
ajceb-9253	336	29	mape	mape	NOUN
ajceb-9253	336	30	.	.	PUNCT
ajceb-9253	337	1	the	the	DET
ajceb-9253	337	2	identified	identify	VERB
ajceb-9253	337	3	factors	factor	NOUN
ajceb-9253	337	4	were	be	AUX
ajceb-9253	337	5	tested	test	VERB
ajceb-9253	337	6	against	against	ADP
ajceb-9253	337	7	actual	actual	ADJ
ajceb-9253	337	8	project	project	NOUN
ajceb-9253	337	9	data	datum	NOUN
ajceb-9253	337	10	to	to	PART
ajceb-9253	337	11	assess	assess	VERB
ajceb-9253	337	12	their	their	PRON
ajceb-9253	337	13	influence	influence	NOUN
ajceb-9253	337	14	on	on	ADP
ajceb-9253	337	15	duration	duration	NOUN
ajceb-9253	337	16	estimation	estimation	NOUN
ajceb-9253	337	17	.	.	PUNCT
ajceb-9253	338	1	the	the	DET
ajceb-9253	338	2	ann	ann	PROPN
ajceb-9253	338	3	models	model	NOUN
ajceb-9253	338	4	incorporate	incorporate	VERB
ajceb-9253	338	5	these	these	DET
ajceb-9253	338	6	factors	factor	NOUN
ajceb-9253	338	7	as	as	ADP
ajceb-9253	338	8	inputs	input	NOUN
ajceb-9253	338	9	,	,	PUNCT
ajceb-9253	338	10	ensuring	ensure	VERB
ajceb-9253	338	11	that	that	SCONJ
ajceb-9253	338	12	the	the	DET
ajceb-9253	338	13	analysis	analysis	NOUN
ajceb-9253	338	14	extends	extend	VERB
ajceb-9253	338	15	beyond	beyond	ADP
ajceb-9253	338	16	perceived	perceive	VERB
ajceb-9253	338	17	importance	importance	NOUN
ajceb-9253	338	18	to	to	PART
ajceb-9253	338	19	include	include	VERB
ajceb-9253	338	20	empirical	empirical	ADJ
ajceb-9253	338	21	validation	validation	NOUN
ajceb-9253	338	22	.	.	PUNCT
ajceb-9253	339	1	by	by	ADP
ajceb-9253	339	2	comparing	compare	VERB
ajceb-9253	339	3	predictive	predictive	ADJ
ajceb-9253	339	4	performance	performance	NOUN
ajceb-9253	339	5	with	with	ADP
ajceb-9253	339	6	and	and	CCONJ
ajceb-9253	339	7	without	without	ADP
ajceb-9253	339	8	these	these	DET
ajceb-9253	339	9	factors	factor	NOUN
ajceb-9253	339	10	,	,	PUNCT
ajceb-9253	339	11	the	the	DET
ajceb-9253	339	12	study	study	NOUN
ajceb-9253	339	13	highlights	highlight	VERB
ajceb-9253	339	14	their	their	PRON
ajceb-9253	339	15	significance	significance	NOUN
ajceb-9253	339	16	in	in	ADP
ajceb-9253	339	17	improving	improve	VERB
ajceb-9253	339	18	estimation	estimation	NOUN
ajceb-9253	339	19	accuracy	accuracy	NOUN
ajceb-9253	339	20	.	.	PUNCT
ajceb-9253	340	1	a	a	DET
ajceb-9253	340	2	simulation	simulation	NOUN
ajceb-9253	340	3	tool	tool	NOUN
ajceb-9253	340	4	,	,	PUNCT
ajceb-9253	340	5	particularly	particularly	ADV
ajceb-9253	340	6	the	the	DET
ajceb-9253	340	7	scikital	scikital	ADJ
ajceb-9253	340	8	-	-	PUNCT
ajceb-9253	340	9	attar	attar	PROPN
ajceb-9253	340	10	et	et	PROPN
ajceb-9253	340	11	al	al	PROPN
ajceb-9253	340	12	.	.	PROPN
ajceb-9253	341	1	construction	construction	NOUN
ajceb-9253	341	2	economics	economic	NOUN
ajceb-9253	341	3	and	and	CCONJ
ajceb-9253	341	4	building	building	NOUN
ajceb-9253	341	5	,	,	PUNCT
ajceb-9253	341	6	vol	vol	NOUN
ajceb-9253	341	7	.	.	PROPN
ajceb-9253	341	8	25	25	NUM
ajceb-9253	341	9	,	,	PUNCT
ajceb-9253	341	10	no	no	INTJ
ajceb-9253	341	11	.	.	NOUN
ajceb-9253	341	12	2	2	NUM
ajceb-9253	341	13	july	july	PROPN
ajceb-9253	341	14	2025184	2025184	NUM
ajceb-9253	341	15	learn	learn	NOUN
ajceb-9253	341	16	package	package	NOUN
ajceb-9253	341	17	,	,	PUNCT
ajceb-9253	341	18	was	be	AUX
ajceb-9253	341	19	used	use	VERB
ajceb-9253	341	20	to	to	PART
ajceb-9253	341	21	enter	enter	VERB
ajceb-9253	341	22	the	the	DET
ajceb-9253	341	23	externally	externally	ADV
ajceb-9253	341	24	acquired	acquire	VERB
ajceb-9253	341	25	data	data	NOUN
ajceb-9253	341	26	variables	variable	NOUN
ajceb-9253	341	27	as	as	ADP
ajceb-9253	341	28	inputs	input	NOUN
ajceb-9253	341	29	and	and	CCONJ
ajceb-9253	341	30	to	to	PART
ajceb-9253	341	31	verify	verify	VERB
ajceb-9253	341	32	the	the	DET
ajceb-9253	341	33	network	network	NOUN
ajceb-9253	341	34	outputs	output	NOUN
ajceb-9253	341	35	once	once	SCONJ
ajceb-9253	341	36	the	the	DET
ajceb-9253	341	37	adopted	adopt	VERB
ajceb-9253	341	38	networks	network	NOUN
ajceb-9253	341	39	had	have	AUX
ajceb-9253	341	40	been	be	AUX
ajceb-9253	341	41	saved	save	VERB
ajceb-9253	341	42	in	in	ADP
ajceb-9253	341	43	python	python	NOUN
ajceb-9253	341	44	.	.	PUNCT
ajceb-9253	342	1	the	the	DET
ajceb-9253	342	2	actual	actual	ADJ
ajceb-9253	342	3	and	and	CCONJ
ajceb-9253	342	4	estimated	estimate	VERB
ajceb-9253	342	5	duration	duration	NOUN
ajceb-9253	342	6	results	result	NOUN
ajceb-9253	342	7	from	from	ADP
ajceb-9253	342	8	the	the	DET
ajceb-9253	342	9	tested	test	VERB
ajceb-9253	342	10	data	datum	NOUN
ajceb-9253	342	11	are	be	AUX
ajceb-9253	342	12	shown	show	VERB
ajceb-9253	342	13	in	in	ADP
ajceb-9253	342	14	table	table	NOUN
ajceb-9253	342	15	6	6	NUM
ajceb-9253	342	16	.	.	PUNCT
ajceb-9253	343	1	the	the	DET
ajceb-9253	343	2	ann	ann	PROPN
ajceb-9253	343	3	models	model	NOUN
ajceb-9253	343	4	were	be	AUX
ajceb-9253	343	5	crafted	craft	VERB
ajceb-9253	343	6	to	to	PART
ajceb-9253	343	7	maintain	maintain	VERB
ajceb-9253	343	8	a	a	DET
ajceb-9253	343	9	balance	balance	NOUN
ajceb-9253	343	10	between	between	ADP
ajceb-9253	343	11	complexity	complexity	NOUN
ajceb-9253	343	12	and	and	CCONJ
ajceb-9253	343	13	dataset	dataset	ADJ
ajceb-9253	343	14	size	size	NOUN
ajceb-9253	343	15	,	,	PUNCT
ajceb-9253	343	16	using	use	VERB
ajceb-9253	343	17	simplified	simplified	ADJ
ajceb-9253	343	18	architectures	architecture	NOUN
ajceb-9253	343	19	for	for	ADP
ajceb-9253	343	20	smaller	small	ADJ
ajceb-9253	343	21	subsets	subset	NOUN
ajceb-9253	343	22	.	.	PUNCT
ajceb-9253	344	1	overfitting	overfitting	NOUN
ajceb-9253	344	2	was	be	AUX
ajceb-9253	344	3	managed	manage	VERB
ajceb-9253	344	4	through	through	ADP
ajceb-9253	344	5	cross	cross	ADJ
ajceb-9253	344	6	-	-	ADJ
ajceb-9253	344	7	validation	validation	ADJ
ajceb-9253	344	8	,	,	PUNCT
ajceb-9253	344	9	regularization	regularization	NOUN
ajceb-9253	344	10	,	,	PUNCT
ajceb-9253	344	11	and	and	CCONJ
ajceb-9253	344	12	dropout	dropout	NOUN
ajceb-9253	344	13	layers	layer	NOUN
ajceb-9253	344	14	.	.	PUNCT
ajceb-9253	345	1	the	the	DET
ajceb-9253	345	2	number	number	NOUN
ajceb-9253	345	3	of	of	ADP
ajceb-9253	345	4	neurons	neuron	NOUN
ajceb-9253	345	5	in	in	ADP
ajceb-9253	345	6	hidden	hidden	ADJ
ajceb-9253	345	7	layers	layer	NOUN
ajceb-9253	345	8	was	be	AUX
ajceb-9253	345	9	fine	fine	ADV
ajceb-9253	345	10	-	-	PUNCT
ajceb-9253	345	11	tuned	tune	VERB
ajceb-9253	345	12	via	via	ADP
ajceb-9253	345	13	trial	trial	NOUN
ajceb-9253	345	14	and	and	CCONJ
ajceb-9253	345	15	error	error	NOUN
ajceb-9253	345	16	,	,	PUNCT
ajceb-9253	345	17	with	with	ADP
ajceb-9253	345	18	final	final	ADJ
ajceb-9253	345	19	configurations	configuration	NOUN
ajceb-9253	345	20	optimized	optimize	VERB
ajceb-9253	345	21	based	base	VERB
ajceb-9253	345	22	on	on	ADP
ajceb-9253	345	23	performance	performance	NOUN
ajceb-9253	345	24	metrics	metric	NOUN
ajceb-9253	345	25	like	like	ADP
ajceb-9253	345	26	mse	mse	NOUN
ajceb-9253	345	27	and	and	CCONJ
ajceb-9253	345	28	mape	mape	NOUN
ajceb-9253	345	29	.	.	PUNCT
ajceb-9253	346	1	figure	figure	VERB
ajceb-9253	346	2	4	4	NUM
ajceb-9253	346	3	.	.	PUNCT
ajceb-9253	347	1	linear	linear	ADJ
ajceb-9253	347	2	regression	regression	NOUN
ajceb-9253	347	3	for	for	ADP
ajceb-9253	347	4	planning	planning	NOUN
ajceb-9253	347	5	and	and	CCONJ
ajceb-9253	347	6	initial	initial	ADJ
ajceb-9253	347	7	design	design	NOUN
ajceb-9253	347	8	stages	stage	NOUN
ajceb-9253	347	9	(	(	PUNCT
ajceb-9253	347	10	authors	author	NOUN
ajceb-9253	347	11	’	'	PUNCT
ajceb-9253	347	12	own	own	ADJ
ajceb-9253	347	13	)	)	PUNCT
ajceb-9253	347	14	table	table	NOUN
ajceb-9253	347	15	5	5	NUM
ajceb-9253	347	16	.	.	PUNCT
ajceb-9253	347	17	number	number	NOUN
ajceb-9253	347	18	of	of	ADP
ajceb-9253	347	19	layers	layer	NOUN
ajceb-9253	347	20	and	and	CCONJ
ajceb-9253	347	21	neurons	neuron	NOUN
ajceb-9253	347	22	for	for	ADP
ajceb-9253	347	23	two	two	NUM
ajceb-9253	347	24	stages	stage	NOUN
ajceb-9253	347	25	and	and	CCONJ
ajceb-9253	347	26	average	average	ADJ
ajceb-9253	347	27	error	error	NOUN
ajceb-9253	347	28	results	result	NOUN
ajceb-9253	347	29	for	for	ADP
ajceb-9253	347	30	each	each	DET
ajceb-9253	347	31	group	group	NOUN
ajceb-9253	347	32	(	(	PUNCT
ajceb-9253	347	33	authors	author	NOUN
ajceb-9253	347	34	’	'	PUNCT
ajceb-9253	347	35	own	own	ADJ
ajceb-9253	347	36	)	)	PUNCT
ajceb-9253	347	37	stage	stage	NOUN
ajceb-9253	347	38	layers	layer	NOUN
ajceb-9253	347	39	group	group	PROPN
ajceb-9253	347	40	code	code	PROPN
ajceb-9253	347	41	project	project	NOUN
ajceb-9253	347	42	group	group	NOUN
ajceb-9253	347	43	average	average	ADJ
ajceb-9253	347	44	error	error	NOUN
ajceb-9253	347	45	%	%	NOUN
ajceb-9253	347	46	correlation	correlation	NOUN
ajceb-9253	347	47	coefficients	coefficient	NOUN
ajceb-9253	347	48	(	(	PUNCT
ajceb-9253	347	49	r	r	NOUN
ajceb-9253	347	50	)	)	PUNCT
ajceb-9253	347	51	coefficient	coefficient	NOUN
ajceb-9253	347	52	of	of	ADP
ajceb-9253	347	53	determination	determination	NOUN
ajceb-9253	347	54	(	(	PUNCT
ajceb-9253	347	55	r2	r2	NOUN
ajceb-9253	347	56	)	)	PUNCT
ajceb-9253	347	57	initial	initial	ADJ
ajceb-9253	347	58	design	design	NOUN
ajceb-9253	347	59	stage	stage	NOUN
ajceb-9253	347	60	input	input	NOUN
ajceb-9253	347	61	layers	layer	NOUN
ajceb-9253	347	62	=	=	SYM
ajceb-9253	347	63	1	1	NUM
ajceb-9253	347	64	1	1	NUM
ajceb-9253	347	65	less	less	ADJ
ajceb-9253	347	66	than	than	ADP
ajceb-9253	347	67	or	or	CCONJ
ajceb-9253	347	68	equal	equal	ADJ
ajceb-9253	347	69	to	to	ADP
ajceb-9253	347	70	6	6	NUM
ajceb-9253	347	71	months	month	NOUN
ajceb-9253	347	72	9.53	9.53	NUM
ajceb-9253	347	73	%	%	NOUN
ajceb-9253	347	74	0.8172	0.8172	NUM
ajceb-9253	347	75	0.6679	0.6679	NUM
ajceb-9253	347	76	neurons	neuron	NOUN
ajceb-9253	347	77	=	=	NOUN
ajceb-9253	347	78	53	53	NUM
ajceb-9253	347	79	2	2	NUM
ajceb-9253	347	80	7	7	NUM
ajceb-9253	347	81	to	to	PART
ajceb-9253	347	82	13	13	NUM
ajceb-9253	347	83	months	month	NOUN
ajceb-9253	347	84	12.92	12.92	NUM
ajceb-9253	347	85	%	%	NOUN
ajceb-9253	347	86	0.7855	0.7855	NUM
ajceb-9253	347	87	0.6171	0.6171	NUM
ajceb-9253	347	88	hidden	hide	VERB
ajceb-9253	347	89	layers	layer	NOUN
ajceb-9253	347	90	=	=	SYM
ajceb-9253	347	91	2	2	NUM
ajceb-9253	347	92	3	3	NUM
ajceb-9253	347	93	14	14	NUM
ajceb-9253	347	94	to	to	PART
ajceb-9253	347	95	20	20	NUM
ajceb-9253	347	96	months	month	NOUN
ajceb-9253	347	97	9.58	9.58	NUM
ajceb-9253	347	98	%	%	NOUN
ajceb-9253	347	99	0.8129	0.8129	NUM
ajceb-9253	347	100	0.6608	0.6608	NUM
ajceb-9253	347	101	neurons	neuron	NOUN
ajceb-9253	347	102	=	=	NOUN
ajceb-9253	347	103	1,250	1,250	NUM
ajceb-9253	347	104	4	4	NUM
ajceb-9253	347	105	21	21	NUM
ajceb-9253	347	106	to	to	PART
ajceb-9253	347	107	30	30	NUM
ajceb-9253	347	108	months	month	NOUN
ajceb-9253	347	109	9.66	9.66	NUM
ajceb-9253	347	110	%	%	NOUN
ajceb-9253	347	111	0.9434	0.9434	NUM
ajceb-9253	347	112	0.8901	0.8901	NUM
ajceb-9253	347	113	output	output	NOUN
ajceb-9253	347	114	layers	layer	NOUN
ajceb-9253	347	115	=	=	SYM
ajceb-9253	347	116	1	1	NUM
ajceb-9253	347	117	5	5	NUM
ajceb-9253	347	118	more	more	ADJ
ajceb-9253	347	119	than	than	ADP
ajceb-9253	347	120	30	30	NUM
ajceb-9253	347	121	months	month	NOUN
ajceb-9253	347	122	6.83	6.83	NUM
ajceb-9253	347	123	%	%	NOUN
ajceb-9253	347	124	0.9498	0.9498	NUM
ajceb-9253	347	125	0.9022	0.9022	NUM
ajceb-9253	347	126	planning	planning	NOUN
ajceb-9253	347	127	stage	stage	NOUN
ajceb-9253	347	128	input	input	NOUN
ajceb-9253	347	129	layers	layer	NOUN
ajceb-9253	347	130	=	=	SYM
ajceb-9253	347	131	1	1	NUM
ajceb-9253	347	132	1	1	NUM
ajceb-9253	347	133	less	less	ADJ
ajceb-9253	347	134	than	than	ADP
ajceb-9253	347	135	or	or	CCONJ
ajceb-9253	347	136	equal	equal	ADJ
ajceb-9253	347	137	to	to	ADP
ajceb-9253	347	138	6	6	NUM
ajceb-9253	347	139	months	month	NOUN
ajceb-9253	347	140	5.41	5.41	NUM
ajceb-9253	347	141	%	%	NOUN
ajceb-9253	347	142	0.9647	0.9647	NUM
ajceb-9253	347	143	0.9306	0.9306	NUM
ajceb-9253	347	144	neurons	neuron	NOUN
ajceb-9253	347	145	=	=	NOUN
ajceb-9253	347	146	43	43	NUM
ajceb-9253	347	147	2	2	NUM
ajceb-9253	347	148	7	7	NUM
ajceb-9253	347	149	to	to	PART
ajceb-9253	347	150	13	13	NUM
ajceb-9253	347	151	months	month	NOUN
ajceb-9253	347	152	5.11	5.11	NUM
ajceb-9253	347	153	%	%	NOUN
ajceb-9253	347	154	0.9901	0.9901	NUM
ajceb-9253	347	155	0.9804	0.9804	NUM
ajceb-9253	347	156	hidden	hide	VERB
ajceb-9253	347	157	layers	layer	NOUN
ajceb-9253	347	158	=	=	SYM
ajceb-9253	347	159	2	2	NUM
ajceb-9253	347	160	3	3	NUM
ajceb-9253	347	161	14	14	NUM
ajceb-9253	347	162	to	to	PART
ajceb-9253	347	163	20	20	NUM
ajceb-9253	347	164	months	month	NOUN
ajceb-9253	347	165	4.60	4.60	NUM
ajceb-9253	347	166	%	%	NOUN
ajceb-9253	347	167	0.9921	0.9921	NUM
ajceb-9253	347	168	0.9842	0.9842	NUM
ajceb-9253	347	169	neurons	neuron	NOUN
ajceb-9253	347	170	=	=	PUNCT
ajceb-9253	347	171	1,250	1,250	NUM
ajceb-9253	347	172	4	4	NUM
ajceb-9253	347	173	21	21	NUM
ajceb-9253	347	174	to	to	PART
ajceb-9253	347	175	30	30	NUM
ajceb-9253	347	176	months	month	NOUN
ajceb-9253	347	177	5.53	5.53	NUM
ajceb-9253	347	178	%	%	NOUN
ajceb-9253	347	179	0.9858	0.9858	NUM
ajceb-9253	347	180	0.9718	0.9718	NUM
ajceb-9253	347	181	output	output	NOUN
ajceb-9253	347	182	layers	layer	NOUN
ajceb-9253	347	183	=	=	SYM
ajceb-9253	347	184	1	1	NUM
ajceb-9253	347	185	5	5	NUM
ajceb-9253	347	186	more	more	ADJ
ajceb-9253	347	187	than	than	ADP
ajceb-9253	347	188	30	30	NUM
ajceb-9253	347	189	months	month	NOUN
ajceb-9253	347	190	3.58	3.58	NUM
ajceb-9253	347	191	%	%	NOUN
ajceb-9253	347	192	0.9973	0.9973	NUM
ajceb-9253	347	193	0.9947	0.9947	NUM
ajceb-9253	347	194	al	al	PROPN
ajceb-9253	347	195	-	-	PUNCT
ajceb-9253	347	196	attar	attar	PROPN
ajceb-9253	347	197	et	et	PROPN
ajceb-9253	347	198	al	al	PROPN
ajceb-9253	347	199	.	.	PROPN
ajceb-9253	348	1	construction	construction	NOUN
ajceb-9253	348	2	economics	economic	NOUN
ajceb-9253	348	3	and	and	CCONJ
ajceb-9253	348	4	building	building	NOUN
ajceb-9253	348	5	,	,	PUNCT
ajceb-9253	348	6	vol	vol	NOUN
ajceb-9253	348	7	.	.	PROPN
ajceb-9253	348	8	25	25	NUM
ajceb-9253	348	9	,	,	PUNCT
ajceb-9253	348	10	no	no	INTJ
ajceb-9253	348	11	.	.	NOUN
ajceb-9253	348	12	2	2	NUM
ajceb-9253	348	13	july	july	PROPN
ajceb-9253	348	14	2025185	2025185	NUM
ajceb-9253	348	15	discussion	discussion	NOUN
ajceb-9253	348	16	a	a	DET
ajceb-9253	348	17	comparative	comparative	ADJ
ajceb-9253	348	18	analysis	analysis	NOUN
ajceb-9253	348	19	showed	show	VERB
ajceb-9253	348	20	that	that	SCONJ
ajceb-9253	348	21	the	the	DET
ajceb-9253	348	22	ann	ann	PROPN
ajceb-9253	348	23	model	model	NOUN
ajceb-9253	348	24	reduced	reduce	VERB
ajceb-9253	348	25	estimation	estimation	NOUN
ajceb-9253	348	26	errors	error	NOUN
ajceb-9253	348	27	by	by	ADP
ajceb-9253	348	28	approximately	approximately	ADV
ajceb-9253	348	29	10	10	NUM
ajceb-9253	348	30	%	%	NOUN
ajceb-9253	348	31	compared	compare	VERB
ajceb-9253	348	32	to	to	ADP
ajceb-9253	348	33	conventional	conventional	ADJ
ajceb-9253	348	34	statistical	statistical	ADJ
ajceb-9253	348	35	models	model	NOUN
ajceb-9253	348	36	,	,	PUNCT
ajceb-9253	348	37	and	and	CCONJ
ajceb-9253	348	38	at	at	ADP
ajceb-9253	348	39	the	the	DET
ajceb-9253	348	40	same	same	ADJ
ajceb-9253	348	41	time	time	NOUN
ajceb-9253	348	42	,	,	PUNCT
ajceb-9253	348	43	ann	ann	PROPN
ajceb-9253	348	44	models	model	NOUN
ajceb-9253	348	45	improved	improve	VERB
ajceb-9253	348	46	estimation	estimation	NOUN
ajceb-9253	348	47	abilities	ability	NOUN
ajceb-9253	348	48	by	by	ADP
ajceb-9253	348	49	95	95	NUM
ajceb-9253	348	50	%	%	NOUN
ajceb-9253	348	51	compared	compare	VERB
ajceb-9253	348	52	to	to	ADP
ajceb-9253	348	53	the	the	DET
ajceb-9253	348	54	results	result	NOUN
ajceb-9253	348	55	of	of	ADP
ajceb-9253	348	56	current	current	ADJ
ajceb-9253	348	57	literature	literature	NOUN
ajceb-9253	348	58	,	,	PUNCT
ajceb-9253	348	59	highlighting	highlight	VERB
ajceb-9253	348	60	ann	ann	PROPN
ajceb-9253	348	61	’s	’s	PART
ajceb-9253	348	62	potential	potential	NOUN
ajceb-9253	348	63	to	to	PART
ajceb-9253	348	64	minimize	minimize	VERB
ajceb-9253	348	65	risk	risk	NOUN
ajceb-9253	348	66	for	for	ADP
ajceb-9253	348	67	contractors	contractor	NOUN
ajceb-9253	348	68	.	.	PUNCT
ajceb-9253	349	1	the	the	DET
ajceb-9253	349	2	results	result	NOUN
ajceb-9253	349	3	imply	imply	VERB
ajceb-9253	349	4	that	that	SCONJ
ajceb-9253	349	5	integrating	integrate	VERB
ajceb-9253	349	6	ann	ann	PROPN
ajceb-9253	349	7	into	into	ADP
ajceb-9253	349	8	project	project	NOUN
ajceb-9253	349	9	management	management	NOUN
ajceb-9253	349	10	practices	practice	NOUN
ajceb-9253	349	11	can	can	AUX
ajceb-9253	349	12	enhance	enhance	VERB
ajceb-9253	349	13	schedule	schedule	NOUN
ajceb-9253	349	14	reliability	reliability	NOUN
ajceb-9253	349	15	and	and	CCONJ
ajceb-9253	349	16	optimize	optimize	VERB
ajceb-9253	349	17	resource	resource	NOUN
ajceb-9253	349	18	planning	planning	NOUN
ajceb-9253	349	19	.	.	PUNCT
ajceb-9253	350	1	the	the	DET
ajceb-9253	350	2	most	most	ADV
ajceb-9253	350	3	significant	significant	ADJ
ajceb-9253	350	4	factors	factor	NOUN
ajceb-9253	350	5	that	that	PRON
ajceb-9253	350	6	affected	affect	VERB
ajceb-9253	350	7	the	the	DET
ajceb-9253	350	8	duration	duration	NOUN
ajceb-9253	350	9	of	of	ADP
ajceb-9253	350	10	construction	construction	NOUN
ajceb-9253	350	11	projects	project	NOUN
ajceb-9253	350	12	during	during	ADP
ajceb-9253	350	13	the	the	DET
ajceb-9253	350	14	two	two	NUM
ajceb-9253	350	15	early	early	ADJ
ajceb-9253	350	16	stages	stage	NOUN
ajceb-9253	350	17	were	be	AUX
ajceb-9253	350	18	the	the	DET
ajceb-9253	350	19	type	type	NOUN
ajceb-9253	350	20	of	of	ADP
ajceb-9253	350	21	contract	contract	NOUN
ajceb-9253	350	22	,	,	PUNCT
ajceb-9253	350	23	project	project	NOUN
ajceb-9253	350	24	cost	cost	NOUN
ajceb-9253	350	25	,	,	PUNCT
ajceb-9253	350	26	built	build	VERB
ajceb-9253	350	27	-	-	PUNCT
ajceb-9253	350	28	up	up	ADP
ajceb-9253	350	29	area	area	NOUN
ajceb-9253	350	30	,	,	PUNCT
ajceb-9253	350	31	site	site	NOUN
ajceb-9253	350	32	conditions	condition	NOUN
ajceb-9253	350	33	of	of	ADP
ajceb-9253	350	34	new	new	ADJ
ajceb-9253	350	35	or	or	CCONJ
ajceb-9253	350	36	existing	exist	VERB
ajceb-9253	350	37	construction	construction	NOUN
ajceb-9253	350	38	,	,	PUNCT
ajceb-9253	350	39	and	and	CCONJ
ajceb-9253	350	40	location	location	NOUN
ajceb-9253	350	41	of	of	ADP
ajceb-9253	350	42	the	the	DET
ajceb-9253	350	43	building	building	NOUN
ajceb-9253	350	44	.	.	PUNCT
ajceb-9253	351	1	in	in	ADP
ajceb-9253	351	2	the	the	DET
ajceb-9253	351	3	initial	initial	ADJ
ajceb-9253	351	4	design	design	NOUN
ajceb-9253	351	5	stage	stage	NOUN
ajceb-9253	351	6	,	,	PUNCT
ajceb-9253	351	7	53	53	NUM
ajceb-9253	351	8	factors	factor	NOUN
ajceb-9253	351	9	were	be	AUX
ajceb-9253	351	10	used	use	VERB
ajceb-9253	351	11	to	to	PART
ajceb-9253	351	12	build	build	VERB
ajceb-9253	351	13	the	the	DET
ajceb-9253	351	14	first	first	ADJ
ajceb-9253	351	15	model	model	NOUN
ajceb-9253	351	16	,	,	PUNCT
ajceb-9253	351	17	while	while	SCONJ
ajceb-9253	351	18	in	in	ADP
ajceb-9253	351	19	the	the	DET
ajceb-9253	351	20	planning	planning	NOUN
ajceb-9253	351	21	stage	stage	NOUN
ajceb-9253	351	22	,	,	PUNCT
ajceb-9253	351	23	43	43	NUM
ajceb-9253	351	24	factors	factor	NOUN
ajceb-9253	351	25	were	be	AUX
ajceb-9253	351	26	used	use	VERB
ajceb-9253	351	27	to	to	PART
ajceb-9253	351	28	construct	construct	VERB
ajceb-9253	351	29	the	the	DET
ajceb-9253	351	30	second	second	ADJ
ajceb-9253	351	31	model	model	NOUN
ajceb-9253	351	32	.	.	PUNCT
ajceb-9253	352	1	table	table	NOUN
ajceb-9253	352	2	3	3	NUM
ajceb-9253	352	3	illustrates	illustrate	VERB
ajceb-9253	352	4	the	the	DET
ajceb-9253	352	5	most	most	ADV
ajceb-9253	352	6	influential	influential	ADJ
ajceb-9253	352	7	parameters	parameter	NOUN
ajceb-9253	352	8	that	that	PRON
ajceb-9253	352	9	had	have	VERB
ajceb-9253	352	10	the	the	DET
ajceb-9253	352	11	highest	high	ADJ
ajceb-9253	352	12	rate	rate	NOUN
ajceb-9253	352	13	utilized	utilize	VERB
ajceb-9253	352	14	in	in	ADP
ajceb-9253	352	15	earlier	early	ADJ
ajceb-9253	352	16	studies	study	NOUN
ajceb-9253	352	17	.	.	PUNCT
ajceb-9253	353	1	in	in	ADP
ajceb-9253	353	2	the	the	DET
ajceb-9253	353	3	planning	planning	NOUN
ajceb-9253	353	4	stage	stage	NOUN
ajceb-9253	353	5	,	,	PUNCT
ajceb-9253	353	6	the	the	DET
ajceb-9253	353	7	model	model	NOUN
ajceb-9253	353	8	refined	refine	VERB
ajceb-9253	353	9	53	53	NUM
ajceb-9253	353	10	factors	factor	NOUN
ajceb-9253	353	11	to	to	ADP
ajceb-9253	353	12	43	43	NUM
ajceb-9253	353	13	based	base	VERB
ajceb-9253	353	14	on	on	ADP
ajceb-9253	353	15	expert	expert	NOUN
ajceb-9253	353	16	feedback	feedback	NOUN
ajceb-9253	353	17	and	and	CCONJ
ajceb-9253	353	18	hypothesis	hypothesis	NOUN
ajceb-9253	353	19	testing	testing	NOUN
ajceb-9253	353	20	,	,	PUNCT
ajceb-9253	353	21	enhancing	enhance	VERB
ajceb-9253	353	22	accuracy	accuracy	NOUN
ajceb-9253	353	23	and	and	CCONJ
ajceb-9253	353	24	aligning	align	VERB
ajceb-9253	353	25	with	with	ADP
ajceb-9253	353	26	previous	previous	ADJ
ajceb-9253	353	27	studies	study	NOUN
ajceb-9253	353	28	like	like	ADP
ajceb-9253	353	29	sanni	sanni	NOUN
ajceb-9253	353	30	-	-	PUNCT
ajceb-9253	353	31	anibire	anibire	NOUN
ajceb-9253	353	32	,	,	PUNCT
ajceb-9253	353	33	et	et	PROPN
ajceb-9253	353	34	al	al	PROPN
ajceb-9253	353	35	.	.	PROPN
ajceb-9253	354	1	(	(	PUNCT
ajceb-9253	354	2	2021	2021	NUM
ajceb-9253	354	3	)	)	PUNCT
ajceb-9253	354	4	.	.	PUNCT
ajceb-9253	355	1	reducing	reduce	VERB
ajceb-9253	355	2	less	less	ADV
ajceb-9253	355	3	relevant	relevant	ADJ
ajceb-9253	355	4	variables	variable	NOUN
ajceb-9253	355	5	minimizes	minimize	VERB
ajceb-9253	355	6	noise	noise	NOUN
ajceb-9253	355	7	in	in	ADP
ajceb-9253	355	8	the	the	DET
ajceb-9253	355	9	model	model	NOUN
ajceb-9253	355	10	,	,	PUNCT
ajceb-9253	355	11	thereby	thereby	ADV
ajceb-9253	355	12	improving	improve	VERB
ajceb-9253	355	13	predictive	predictive	ADJ
ajceb-9253	355	14	performance	performance	NOUN
ajceb-9253	355	15	.	.	PUNCT
ajceb-9253	356	1	this	this	DET
ajceb-9253	356	2	strategy	strategy	NOUN
ajceb-9253	356	3	leads	lead	VERB
ajceb-9253	356	4	to	to	ADP
ajceb-9253	356	5	more	more	ADV
ajceb-9253	356	6	precise	precise	ADJ
ajceb-9253	356	7	duration	duration	NOUN
ajceb-9253	356	8	estimates	estimate	NOUN
ajceb-9253	356	9	for	for	ADP
ajceb-9253	356	10	construction	construction	NOUN
ajceb-9253	356	11	projects	project	NOUN
ajceb-9253	356	12	.	.	PUNCT
ajceb-9253	357	1	two	two	NUM
ajceb-9253	357	2	ann	ann	PROPN
ajceb-9253	357	3	multilayer	multilayer	PROPN
ajceb-9253	357	4	perceptron	perceptron	PROPN
ajceb-9253	357	5	(	(	PUNCT
ajceb-9253	357	6	mlp	mlp	NOUN
ajceb-9253	357	7	)	)	PUNCT
ajceb-9253	357	8	models	model	NOUN
ajceb-9253	357	9	were	be	AUX
ajceb-9253	357	10	created	create	VERB
ajceb-9253	357	11	based	base	VERB
ajceb-9253	357	12	on	on	ADP
ajceb-9253	357	13	previously	previously	ADV
ajceb-9253	357	14	specified	specify	VERB
ajceb-9253	357	15	inputs	input	NOUN
ajceb-9253	357	16	(	(	PUNCT
ajceb-9253	357	17	factors	factor	NOUN
ajceb-9253	357	18	)	)	PUNCT
ajceb-9253	357	19	,	,	PUNCT
ajceb-9253	357	20	outputs	output	NOUN
ajceb-9253	357	21	(	(	PUNCT
ajceb-9253	357	22	estimated	estimate	VERB
ajceb-9253	357	23	duration	duration	NOUN
ajceb-9253	357	24	)	)	PUNCT
ajceb-9253	357	25	,	,	PUNCT
ajceb-9253	357	26	and	and	CCONJ
ajceb-9253	357	27	parameters	parameter	NOUN
ajceb-9253	357	28	in	in	ADP
ajceb-9253	357	29	each	each	DET
ajceb-9253	357	30	iteration	iteration	NOUN
ajceb-9253	357	31	.	.	PUNCT
ajceb-9253	358	1	the	the	DET
ajceb-9253	358	2	total	total	ADJ
ajceb-9253	358	3	number	number	NOUN
ajceb-9253	358	4	of	of	ADP
ajceb-9253	358	5	inputs	input	NOUN
ajceb-9253	358	6	and	and	CCONJ
ajceb-9253	358	7	outputs	output	NOUN
ajceb-9253	358	8	determined	determine	VERB
ajceb-9253	358	9	the	the	DET
ajceb-9253	358	10	number	number	NOUN
ajceb-9253	358	11	of	of	ADP
ajceb-9253	358	12	input	input	NOUN
ajceb-9253	358	13	and	and	CCONJ
ajceb-9253	358	14	output	output	NOUN
ajceb-9253	358	15	neurons	neuron	NOUN
ajceb-9253	358	16	,	,	PUNCT
ajceb-9253	358	17	whereas	whereas	SCONJ
ajceb-9253	358	18	two	two	NUM
ajceb-9253	358	19	hidden	hidden	ADJ
ajceb-9253	358	20	layers	layer	NOUN
ajceb-9253	358	21	with	with	ADP
ajceb-9253	358	22	a	a	DET
ajceb-9253	358	23	maximum	maximum	NOUN
ajceb-9253	358	24	of	of	ADP
ajceb-9253	358	25	1,250	1,250	NUM
ajceb-9253	358	26	hidden	hide	VERB
ajceb-9253	358	27	neurons	neuron	NOUN
ajceb-9253	358	28	were	be	AUX
ajceb-9253	358	29	present	present	ADJ
ajceb-9253	358	30	for	for	ADP
ajceb-9253	358	31	each	each	DET
ajceb-9253	358	32	stage	stage	NOUN
ajceb-9253	358	33	.	.	PUNCT
ajceb-9253	359	1	the	the	DET
ajceb-9253	359	2	two	two	NUM
ajceb-9253	359	3	models	model	NOUN
ajceb-9253	359	4	were	be	AUX
ajceb-9253	359	5	developed	develop	VERB
ajceb-9253	359	6	in	in	ADP
ajceb-9253	359	7	this	this	DET
ajceb-9253	359	8	research	research	NOUN
ajceb-9253	359	9	based	base	VERB
ajceb-9253	359	10	on	on	ADP
ajceb-9253	359	11	the	the	DET
ajceb-9253	359	12	python	python	NOUN
ajceb-9253	359	13	programming	programming	NOUN
ajceb-9253	359	14	language	language	NOUN
ajceb-9253	359	15	,	,	PUNCT
ajceb-9253	359	16	and	and	CCONJ
ajceb-9253	359	17	for	for	ADP
ajceb-9253	359	18	each	each	DET
ajceb-9253	359	19	stage	stage	NOUN
ajceb-9253	359	20	,	,	PUNCT
ajceb-9253	359	21	there	there	PRON
ajceb-9253	359	22	were	be	VERB
ajceb-9253	359	23	five	five	NUM
ajceb-9253	359	24	groups	group	NOUN
ajceb-9253	359	25	based	base	VERB
ajceb-9253	359	26	on	on	ADP
ajceb-9253	359	27	the	the	DET
ajceb-9253	359	28	actual	actual	ADJ
ajceb-9253	359	29	duration	duration	NOUN
ajceb-9253	359	30	of	of	ADP
ajceb-9253	359	31	each	each	DET
ajceb-9253	359	32	project	project	NOUN
ajceb-9253	359	33	.	.	PUNCT
ajceb-9253	360	1	the	the	DET
ajceb-9253	360	2	mape	mape	NOUN
ajceb-9253	360	3	of	of	ADP
ajceb-9253	360	4	the	the	DET
ajceb-9253	360	5	models	model	NOUN
ajceb-9253	360	6	was	be	AUX
ajceb-9253	360	7	calculated	calculate	VERB
ajceb-9253	360	8	from	from	ADP
ajceb-9253	360	9	the	the	DET
ajceb-9253	360	10	average	average	ADJ
ajceb-9253	360	11	error	error	NOUN
ajceb-9253	360	12	as	as	SCONJ
ajceb-9253	360	13	shown	show	VERB
ajceb-9253	360	14	in	in	ADP
ajceb-9253	360	15	table	table	NOUN
ajceb-9253	360	16	5	5	NUM
ajceb-9253	360	17	.	.	PUNCT
ajceb-9253	361	1	the	the	DET
ajceb-9253	361	2	values	value	NOUN
ajceb-9253	361	3	equaled	equal	VERB
ajceb-9253	361	4	approximately	approximately	ADV
ajceb-9253	361	5	10	10	NUM
ajceb-9253	361	6	%	%	NOUN
ajceb-9253	361	7	and	and	CCONJ
ajceb-9253	361	8	5	5	NUM
ajceb-9253	361	9	%	%	NOUN
ajceb-9253	361	10	for	for	ADP
ajceb-9253	361	11	the	the	DET
ajceb-9253	361	12	initial	initial	ADJ
ajceb-9253	361	13	design	design	NOUN
ajceb-9253	361	14	and	and	CCONJ
ajceb-9253	361	15	planning	planning	NOUN
ajceb-9253	361	16	stages	stage	NOUN
ajceb-9253	361	17	,	,	PUNCT
ajceb-9253	361	18	respectively	respectively	ADV
ajceb-9253	361	19	.	.	PUNCT
ajceb-9253	362	1	this	this	DET
ajceb-9253	362	2	result	result	NOUN
ajceb-9253	362	3	can	can	AUX
ajceb-9253	362	4	be	be	AUX
ajceb-9253	362	5	expressed	express	VERB
ajceb-9253	362	6	in	in	ADP
ajceb-9253	362	7	another	another	DET
ajceb-9253	362	8	form	form	NOUN
ajceb-9253	362	9	,	,	PUNCT
ajceb-9253	362	10	accuracy	accuracy	NOUN
ajceb-9253	362	11	performance	performance	NOUN
ajceb-9253	362	12	(	(	PUNCT
ajceb-9253	362	13	ap	ap	PROPN
ajceb-9253	362	14	)	)	PUNCT
ajceb-9253	362	15	,	,	PUNCT
ajceb-9253	362	16	as	as	SCONJ
ajceb-9253	362	17	presented	present	VERB
ajceb-9253	362	18	by	by	ADP
ajceb-9253	362	19	shehatto	shehatto	NOUN
ajceb-9253	362	20	(	(	PUNCT
ajceb-9253	362	21	2013	2013	NUM
ajceb-9253	362	22	)	)	PUNCT
ajceb-9253	362	23	.	.	PUNCT
ajceb-9253	363	1	ap	ap	PROPN
ajceb-9253	363	2	is	be	AUX
ajceb-9253	363	3	defined	define	VERB
ajceb-9253	363	4	as	as	ADP
ajceb-9253	363	5	(	(	PUNCT
ajceb-9253	363	6	100	100	NUM
ajceb-9253	363	7	−	−	NOUN
ajceb-9253	363	8	mape	mape	NOUN
ajceb-9253	363	9	)	)	PUNCT
ajceb-9253	363	10	%	%	NOUN
ajceb-9253	363	11	.	.	PUNCT
ajceb-9253	364	1	table	table	NOUN
ajceb-9253	364	2	6	6	NUM
ajceb-9253	364	3	.	.	PUNCT
ajceb-9253	365	1	data	datum	NOUN
ajceb-9253	365	2	simulation	simulation	NOUN
ajceb-9253	365	3	on	on	ADP
ajceb-9253	365	4	the	the	DET
ajceb-9253	365	5	adopted	adopt	VERB
ajceb-9253	365	6	networks	network	NOUN
ajceb-9253	365	7	(	(	PUNCT
ajceb-9253	365	8	authors	author	NOUN
ajceb-9253	365	9	’	'	PUNCT
ajceb-9253	365	10	own	own	ADJ
ajceb-9253	365	11	)	)	PUNCT
ajceb-9253	365	12	model	model	NOUN
ajceb-9253	365	13	number	number	NOUN
ajceb-9253	365	14	actual	actual	ADJ
ajceb-9253	365	15	duration	duration	NOUN
ajceb-9253	365	16	(	(	PUNCT
ajceb-9253	365	17	days	day	NOUN
ajceb-9253	365	18	)	)	PUNCT
ajceb-9253	365	19	simulated	simulate	VERB
ajceb-9253	365	20	duration	duration	NOUN
ajceb-9253	365	21	(	(	PUNCT
ajceb-9253	365	22	days	day	NOUN
ajceb-9253	365	23	)	)	PUNCT
ajceb-9253	365	24	absolute	absolute	ADJ
ajceb-9253	365	25	error	error	NOUN
ajceb-9253	365	26	(	(	PUNCT
ajceb-9253	365	27	days	day	NOUN
ajceb-9253	365	28	)	)	PUNCT
ajceb-9253	365	29	absolute	absolute	ADJ
ajceb-9253	365	30	percentage	percentage	NOUN
ajceb-9253	365	31	error	error	NOUN
ajceb-9253	365	32	(	(	PUNCT
ajceb-9253	365	33	%	%	INTJ
ajceb-9253	365	34	)	)	PUNCT
ajceb-9253	365	35	1st	1st	ADJ
ajceb-9253	365	36	model	model	NOUN
ajceb-9253	365	37	270	270	NUM
ajceb-9253	365	38	250	250	NUM
ajceb-9253	365	39	20	20	NUM
ajceb-9253	365	40	8	8	NUM
ajceb-9253	365	41	%	%	NOUN
ajceb-9253	365	42	2nd	2nd	ADJ
ajceb-9253	365	43	model	model	NOUN
ajceb-9253	365	44	330	330	NUM
ajceb-9253	365	45	300	300	NUM
ajceb-9253	365	46	30	30	NUM
ajceb-9253	365	47	10	10	NUM
ajceb-9253	365	48	%	%	NOUN
ajceb-9253	365	49	3rd	3rd	ADJ
ajceb-9253	365	50	model	model	NOUN
ajceb-9253	365	51	150	150	NUM
ajceb-9253	365	52	138	138	NUM
ajceb-9253	365	53	12	12	NUM
ajceb-9253	365	54	9	9	NUM
ajceb-9253	365	55	%	%	NOUN
ajceb-9253	365	56	4th	4th	ADJ
ajceb-9253	365	57	model	model	NOUN
ajceb-9253	365	58	600	600	NUM
ajceb-9253	365	59	545	545	NUM
ajceb-9253	365	60	55	55	NUM
ajceb-9253	365	61	10	10	NUM
ajceb-9253	365	62	%	%	NOUN
ajceb-9253	365	63	5th	5th	ADJ
ajceb-9253	365	64	model	model	NOUN
ajceb-9253	365	65	960	960	NUM
ajceb-9253	365	66	900	900	NUM
ajceb-9253	365	67	60	60	NUM
ajceb-9253	365	68	7	7	NUM
ajceb-9253	365	69	%	%	NOUN
ajceb-9253	365	70	6th	6th	ADJ
ajceb-9253	365	71	model	model	NOUN
ajceb-9253	365	72	360	360	NUM
ajceb-9253	365	73	340	340	NUM
ajceb-9253	365	74	20	20	NUM
ajceb-9253	365	75	6	6	NUM
ajceb-9253	365	76	%	%	NOUN
ajceb-9253	365	77	7th	7th	ADJ
ajceb-9253	365	78	model	model	NOUN
ajceb-9253	365	79	750	750	NUM
ajceb-9253	365	80	730	730	NUM
ajceb-9253	365	81	20	20	NUM
ajceb-9253	365	82	3	3	NUM
ajceb-9253	365	83	%	%	NOUN
ajceb-9253	365	84	8th	8th	ADJ
ajceb-9253	365	85	model	model	NOUN
ajceb-9253	365	86	450	450	NUM
ajceb-9253	365	87	433	433	NUM
ajceb-9253	365	88	17	17	NUM
ajceb-9253	365	89	4	4	NUM
ajceb-9253	365	90	%	%	NOUN
ajceb-9253	365	91	9th	9th	ADJ
ajceb-9253	365	92	model	model	NOUN
ajceb-9253	365	93	720	720	NUM
ajceb-9253	365	94	705	705	NUM
ajceb-9253	365	95	15	15	NUM
ajceb-9253	365	96	2	2	NUM
ajceb-9253	365	97	%	%	NOUN
ajceb-9253	365	98	10th	10th	ADJ
ajceb-9253	365	99	model	model	NOUN
ajceb-9253	365	100	1,200	1,200	NUM
ajceb-9253	365	101	1,160	1,160	NUM
ajceb-9253	365	102	40	40	NUM
ajceb-9253	365	103	3	3	NUM
ajceb-9253	365	104	%	%	NOUN
ajceb-9253	365	105	al	al	PROPN
ajceb-9253	365	106	-	-	PUNCT
ajceb-9253	365	107	attar	attar	PROPN
ajceb-9253	365	108	et	et	PROPN
ajceb-9253	365	109	al	al	PROPN
ajceb-9253	365	110	.	.	PROPN
ajceb-9253	366	1	construction	construction	NOUN
ajceb-9253	366	2	economics	economic	NOUN
ajceb-9253	366	3	and	and	CCONJ
ajceb-9253	366	4	building	building	NOUN
ajceb-9253	366	5	,	,	PUNCT
ajceb-9253	366	6	vol	vol	NOUN
ajceb-9253	366	7	.	.	PROPN
ajceb-9253	366	8	25	25	NUM
ajceb-9253	366	9	,	,	PUNCT
ajceb-9253	366	10	no	no	INTJ
ajceb-9253	366	11	.	.	NOUN
ajceb-9253	366	12	2	2	NUM
ajceb-9253	366	13	july	july	PROPN
ajceb-9253	366	14	2025186	2025186	NUM
ajceb-9253	366	15	ap	ap	PROPN
ajceb-9253	366	16	(	(	PUNCT
ajceb-9253	366	17	at	at	ADP
ajceb-9253	366	18	initial	initial	ADJ
ajceb-9253	366	19	design	design	NOUN
ajceb-9253	366	20	stage	stage	NOUN
ajceb-9253	366	21	)	)	PUNCT
ajceb-9253	367	1	=	=	PUNCT
ajceb-9253	367	2	100	100	NUM
ajceb-9253	367	3	%	%	NOUN
ajceb-9253	367	4	−	−	NUM
ajceb-9253	367	5	10	10	NUM
ajceb-9253	367	6	%	%	NOUN
ajceb-9253	367	7	=	=	SYM
ajceb-9253	367	8	90	90	NUM
ajceb-9253	367	9	%	%	NOUN
ajceb-9253	367	10	ap	ap	PROPN
ajceb-9253	367	11	(	(	PUNCT
ajceb-9253	367	12	at	at	ADP
ajceb-9253	367	13	planning	planning	NOUN
ajceb-9253	367	14	stage	stage	NOUN
ajceb-9253	367	15	)	)	PUNCT
ajceb-9253	367	16	=	=	PUNCT
ajceb-9253	367	17	100	100	NUM
ajceb-9253	367	18	%	%	NOUN
ajceb-9253	367	19	−	−	NUM
ajceb-9253	367	20	5	5	NUM
ajceb-9253	367	21	%	%	NOUN
ajceb-9253	367	22	=	=	SYM
ajceb-9253	367	23	95	95	NUM
ajceb-9253	367	24	%	%	NOUN
ajceb-9253	367	25	figure	figure	NOUN
ajceb-9253	367	26	3	3	NUM
ajceb-9253	367	27	shows	show	VERB
ajceb-9253	367	28	the	the	DET
ajceb-9253	367	29	comparison	comparison	NOUN
ajceb-9253	367	30	of	of	ADP
ajceb-9253	367	31	the	the	DET
ajceb-9253	367	32	actual	actual	ADJ
ajceb-9253	367	33	and	and	CCONJ
ajceb-9253	367	34	estimated	estimated	ADJ
ajceb-9253	367	35	durations	duration	NOUN
ajceb-9253	367	36	.	.	PUNCT
ajceb-9253	368	1	as	as	SCONJ
ajceb-9253	368	2	presented	present	VERB
ajceb-9253	368	3	,	,	PUNCT
ajceb-9253	368	4	the	the	DET
ajceb-9253	368	5	average	average	ADJ
ajceb-9253	368	6	estimated	estimate	VERB
ajceb-9253	368	7	accuracy	accuracy	NOUN
ajceb-9253	368	8	of	of	ADP
ajceb-9253	368	9	the	the	DET
ajceb-9253	368	10	initial	initial	ADJ
ajceb-9253	368	11	design	design	NOUN
ajceb-9253	368	12	stage	stage	NOUN
ajceb-9253	368	13	and	and	CCONJ
ajceb-9253	368	14	planning	planning	NOUN
ajceb-9253	368	15	stage	stage	NOUN
ajceb-9253	368	16	was	be	AUX
ajceb-9253	368	17	10	10	NUM
ajceb-9253	368	18	%	%	NOUN
ajceb-9253	368	19	and	and	CCONJ
ajceb-9253	368	20	5	5	NUM
ajceb-9253	368	21	%	%	NOUN
ajceb-9253	368	22	,	,	PUNCT
ajceb-9253	368	23	respectively	respectively	ADV
ajceb-9253	368	24	.	.	PUNCT
ajceb-9253	369	1	moreover	moreover	ADV
ajceb-9253	369	2	,	,	PUNCT
ajceb-9253	369	3	the	the	DET
ajceb-9253	369	4	correlation	correlation	NOUN
ajceb-9253	369	5	coefficient	coefficient	NOUN
ajceb-9253	369	6	(	(	PUNCT
ajceb-9253	369	7	r	r	NOUN
ajceb-9253	369	8	)	)	PUNCT
ajceb-9253	369	9	was	be	AUX
ajceb-9253	369	10	extremely	extremely	ADV
ajceb-9253	369	11	high	high	ADJ
ajceb-9253	369	12	for	for	ADP
ajceb-9253	369	13	each	each	DET
ajceb-9253	369	14	group	group	NOUN
ajceb-9253	369	15	in	in	ADP
ajceb-9253	369	16	two	two	NUM
ajceb-9253	369	17	stages	stage	NOUN
ajceb-9253	369	18	.	.	PUNCT
ajceb-9253	370	1	therefore	therefore	ADV
ajceb-9253	370	2	,	,	PUNCT
ajceb-9253	370	3	it	it	PRON
ajceb-9253	370	4	can	can	AUX
ajceb-9253	370	5	be	be	AUX
ajceb-9253	370	6	concluded	conclude	VERB
ajceb-9253	370	7	that	that	SCONJ
ajceb-9253	370	8	the	the	DET
ajceb-9253	370	9	ann	ann	PROPN
ajceb-9253	370	10	model	model	NOUN
ajceb-9253	370	11	shows	show	VERB
ajceb-9253	370	12	a	a	DET
ajceb-9253	370	13	particularly	particularly	ADV
ajceb-9253	370	14	good	good	ADJ
ajceb-9253	370	15	agreement	agreement	NOUN
ajceb-9253	370	16	with	with	ADP
ajceb-9253	370	17	actual	actual	ADJ
ajceb-9253	370	18	duration	duration	NOUN
ajceb-9253	370	19	and	and	CCONJ
ajceb-9253	370	20	is	be	AUX
ajceb-9253	370	21	exceptionally	exceptionally	ADV
ajceb-9253	370	22	good	good	ADJ
ajceb-9253	370	23	at	at	ADP
ajceb-9253	370	24	estimating	estimate	VERB
ajceb-9253	370	25	the	the	DET
ajceb-9253	370	26	output	output	NOUN
ajceb-9253	370	27	.	.	PUNCT
ajceb-9253	371	1	furthermore	furthermore	ADV
ajceb-9253	371	2	,	,	PUNCT
ajceb-9253	371	3	according	accord	VERB
ajceb-9253	371	4	to	to	ADP
ajceb-9253	371	5	the	the	DET
ajceb-9253	371	6	r	r	NOUN
ajceb-9253	371	7	values	value	NOUN
ajceb-9253	371	8	in	in	ADP
ajceb-9253	371	9	table	table	NOUN
ajceb-9253	371	10	5	5	NUM
ajceb-9253	371	11	,	,	PUNCT
ajceb-9253	371	12	there	there	PRON
ajceb-9253	371	13	is	be	VERB
ajceb-9253	371	14	a	a	DET
ajceb-9253	371	15	strong	strong	ADJ
ajceb-9253	371	16	correlation	correlation	NOUN
ajceb-9253	371	17	between	between	ADP
ajceb-9253	371	18	actual	actual	ADJ
ajceb-9253	371	19	and	and	CCONJ
ajceb-9253	371	20	estimated	estimated	ADJ
ajceb-9253	371	21	durations	duration	NOUN
ajceb-9253	371	22	.	.	PUNCT
ajceb-9253	372	1	this	this	DET
ajceb-9253	372	2	research	research	NOUN
ajceb-9253	372	3	outperformed	outperform	VERB
ajceb-9253	372	4	previous	previous	ADJ
ajceb-9253	372	5	studies	study	NOUN
ajceb-9253	372	6	,	,	PUNCT
ajceb-9253	372	7	including	include	VERB
ajceb-9253	372	8	those	those	PRON
ajceb-9253	372	9	by	by	ADP
ajceb-9253	372	10	anibire	anibire	NOUN
ajceb-9253	372	11	,	,	PUNCT
ajceb-9253	372	12	et	et	PROPN
ajceb-9253	372	13	al	al	PROPN
ajceb-9253	372	14	.	.	PROPN
ajceb-9253	373	1	(	(	PUNCT
ajceb-9253	373	2	2021	2021	NUM
ajceb-9253	373	3	)	)	PUNCT
ajceb-9253	373	4	,	,	PUNCT
ajceb-9253	373	5	helvaci	helvaci	PROPN
ajceb-9253	373	6	(	(	PUNCT
ajceb-9253	373	7	2008	2008	NUM
ajceb-9253	373	8	)	)	PUNCT
ajceb-9253	373	9	,	,	PUNCT
ajceb-9253	373	10	petruseva	petruseva	PROPN
ajceb-9253	373	11	,	,	PUNCT
ajceb-9253	373	12	et	et	PROPN
ajceb-9253	373	13	al	al	PROPN
ajceb-9253	373	14	.	.	PUNCT
ajceb-9253	374	1	(	(	PUNCT
ajceb-9253	374	2	2012	2012	NUM
ajceb-9253	374	3	)	)	PUNCT
ajceb-9253	374	4	,	,	PUNCT
ajceb-9253	374	5	and	and	CCONJ
ajceb-9253	374	6	nani	nani	PROPN
ajceb-9253	374	7	,	,	PUNCT
ajceb-9253	374	8	et	et	PROPN
ajceb-9253	374	9	al	al	PROPN
ajceb-9253	374	10	.	.	PUNCT
ajceb-9253	375	1	(	(	PUNCT
ajceb-9253	375	2	2017	2017	NUM
ajceb-9253	375	3	)	)	PUNCT
ajceb-9253	375	4	.	.	PUNCT
ajceb-9253	376	1	anibire	anibire	PROPN
ajceb-9253	376	2	,	,	PUNCT
ajceb-9253	376	3	et	et	PROPN
ajceb-9253	376	4	al	al	PROPN
ajceb-9253	376	5	.	.	PROPN
ajceb-9253	376	6	(	(	PUNCT
ajceb-9253	376	7	2021	2021	NUM
ajceb-9253	376	8	)	)	PUNCT
ajceb-9253	376	9	developed	develop	VERB
ajceb-9253	376	10	a	a	DET
ajceb-9253	376	11	model	model	NOUN
ajceb-9253	376	12	to	to	PART
ajceb-9253	376	13	estimate	estimate	VERB
ajceb-9253	376	14	the	the	DET
ajceb-9253	376	15	duration	duration	NOUN
ajceb-9253	376	16	of	of	ADP
ajceb-9253	376	17	high	high	ADJ
ajceb-9253	376	18	-	-	PUNCT
ajceb-9253	376	19	rise	rise	NOUN
ajceb-9253	376	20	building	building	NOUN
ajceb-9253	376	21	construction	construction	NOUN
ajceb-9253	376	22	projects	project	NOUN
ajceb-9253	376	23	in	in	ADP
ajceb-9253	376	24	china	china	PROPN
ajceb-9253	376	25	,	,	PUNCT
ajceb-9253	376	26	utilizing	utilize	VERB
ajceb-9253	376	27	various	various	ADJ
ajceb-9253	376	28	machine	machine	NOUN
ajceb-9253	376	29	learning	learn	VERB
ajceb-9253	376	30	algorithms	algorithm	NOUN
ajceb-9253	376	31	,	,	PUNCT
ajceb-9253	376	32	such	such	ADJ
ajceb-9253	376	33	as	as	ADP
ajceb-9253	376	34	multi	multi	ADJ
ajceb-9253	376	35	-	-	ADJ
ajceb-9253	376	36	linear	linear	ADJ
ajceb-9253	376	37	regression	regression	NOUN
ajceb-9253	376	38	and	and	CCONJ
ajceb-9253	376	39	ann	ann	PROPN
ajceb-9253	376	40	.	.	PROPN
ajceb-9253	377	1	out	out	ADP
ajceb-9253	377	2	of	of	ADP
ajceb-9253	377	3	12	12	NUM
ajceb-9253	377	4	models	model	NOUN
ajceb-9253	377	5	created	create	VERB
ajceb-9253	377	6	,	,	PUNCT
ajceb-9253	377	7	the	the	DET
ajceb-9253	377	8	most	most	ADV
ajceb-9253	377	9	efficient	efficient	ADJ
ajceb-9253	377	10	one	one	NUM
ajceb-9253	377	11	was	be	AUX
ajceb-9253	377	12	selected	select	VERB
ajceb-9253	377	13	,	,	PUNCT
ajceb-9253	377	14	with	with	ADP
ajceb-9253	377	15	an	an	DET
ajceb-9253	377	16	ann	ann	NOUN
ajceb-9253	377	17	-	-	PUNCT
ajceb-9253	377	18	based	base	VERB
ajceb-9253	377	19	ensemble	ensemble	ADJ
ajceb-9253	377	20	model	model	NOUN
ajceb-9253	377	21	achieving	achieve	VERB
ajceb-9253	377	22	a	a	DET
ajceb-9253	377	23	correlation	correlation	NOUN
ajceb-9253	377	24	coefficient	coefficient	NOUN
ajceb-9253	377	25	r	r	NOUN
ajceb-9253	377	26	of	of	ADP
ajceb-9253	377	27	0.69	0.69	NUM
ajceb-9253	377	28	and	and	CCONJ
ajceb-9253	377	29	a	a	DET
ajceb-9253	377	30	mape	mape	NOUN
ajceb-9253	377	31	of	of	ADP
ajceb-9253	377	32	18	18	NUM
ajceb-9253	377	33	%	%	NOUN
ajceb-9253	377	34	.	.	PUNCT
ajceb-9253	378	1	petruseva	petruseva	PROPN
ajceb-9253	378	2	,	,	PUNCT
ajceb-9253	378	3	et	et	PROPN
ajceb-9253	378	4	al	al	PROPN
ajceb-9253	378	5	.	.	PUNCT
ajceb-9253	379	1	(	(	PUNCT
ajceb-9253	379	2	2012	2012	NUM
ajceb-9253	379	3	)	)	PUNCT
ajceb-9253	379	4	used	use	VERB
ajceb-9253	379	5	a	a	DET
ajceb-9253	379	6	linear	linear	ADJ
ajceb-9253	379	7	regression	regression	NOUN
ajceb-9253	379	8	model	model	NOUN
ajceb-9253	379	9	to	to	PART
ajceb-9253	379	10	estimate	estimate	VERB
ajceb-9253	379	11	construction	construction	NOUN
ajceb-9253	379	12	time	time	NOUN
ajceb-9253	379	13	using	use	VERB
ajceb-9253	379	14	a	a	DET
ajceb-9253	379	15	“	"	PUNCT
ajceb-9253	379	16	time	time	NOUN
ajceb-9253	379	17	cost	cost	NOUN
ajceb-9253	379	18	”	"	PUNCT
ajceb-9253	379	19	model	model	NOUN
ajceb-9253	379	20	,	,	PUNCT
ajceb-9253	379	21	analyzing	analyze	VERB
ajceb-9253	379	22	data	datum	NOUN
ajceb-9253	379	23	from	from	ADP
ajceb-9253	379	24	75	75	NUM
ajceb-9253	379	25	buildings	building	NOUN
ajceb-9253	379	26	in	in	ADP
ajceb-9253	379	27	bosnia	bosnia	PROPN
ajceb-9253	379	28	and	and	CCONJ
ajceb-9253	379	29	herzegovina	herzegovina	PROPN
ajceb-9253	379	30	,	,	PUNCT
ajceb-9253	379	31	with	with	ADP
ajceb-9253	379	32	a	a	DET
ajceb-9253	379	33	resulting	result	VERB
ajceb-9253	379	34	mape	mape	NOUN
ajceb-9253	379	35	of	of	ADP
ajceb-9253	379	36	10.35	10.35	NUM
ajceb-9253	379	37	%	%	NOUN
ajceb-9253	379	38	.	.	PUNCT
ajceb-9253	380	1	nani	nani	PROPN
ajceb-9253	380	2	,	,	PUNCT
ajceb-9253	380	3	et	et	PROPN
ajceb-9253	380	4	al	al	PROPN
ajceb-9253	380	5	.	.	PROPN
ajceb-9253	380	6	(	(	PUNCT
ajceb-9253	380	7	2017	2017	NUM
ajceb-9253	380	8	)	)	PUNCT
ajceb-9253	380	9	studied	study	VERB
ajceb-9253	380	10	duration	duration	NOUN
ajceb-9253	380	11	estimation	estimation	NOUN
ajceb-9253	380	12	for	for	ADP
ajceb-9253	380	13	bridge	bridge	NOUN
ajceb-9253	380	14	-	-	PUNCT
ajceb-9253	380	15	building	building	NOUN
ajceb-9253	380	16	projects	project	NOUN
ajceb-9253	380	17	in	in	ADP
ajceb-9253	380	18	ghana	ghana	PROPN
ajceb-9253	380	19	.	.	PUNCT
ajceb-9253	381	1	they	they	PRON
ajceb-9253	381	2	collected	collect	VERB
ajceb-9253	381	3	historical	historical	ADJ
ajceb-9253	381	4	data	datum	NOUN
ajceb-9253	381	5	on	on	ADP
ajceb-9253	381	6	30	30	NUM
ajceb-9253	381	7	completed	complete	VERB
ajceb-9253	381	8	bridge	bridge	NOUN
ajceb-9253	381	9	projects	project	NOUN
ajceb-9253	381	10	and	and	CCONJ
ajceb-9253	381	11	distributed	distribute	VERB
ajceb-9253	381	12	100	100	NUM
ajceb-9253	381	13	questionnaires	questionnaire	NOUN
ajceb-9253	381	14	.	.	PUNCT
ajceb-9253	382	1	their	their	PRON
ajceb-9253	382	2	stepwise	stepwise	ADJ
ajceb-9253	382	3	regression	regression	NOUN
ajceb-9253	382	4	and	and	CCONJ
ajceb-9253	382	5	ann	ann	PROPN
ajceb-9253	382	6	models	model	NOUN
ajceb-9253	382	7	,	,	PUNCT
ajceb-9253	382	8	developed	develop	VERB
ajceb-9253	382	9	using	use	VERB
ajceb-9253	382	10	a	a	DET
ajceb-9253	382	11	feed	feed	NOUN
ajceb-9253	382	12	-	-	PUNCT
ajceb-9253	382	13	forward	forward	NOUN
ajceb-9253	382	14	backpropagation	backpropagation	NOUN
ajceb-9253	382	15	algorithm	algorithm	NOUN
ajceb-9253	382	16	,	,	PUNCT
ajceb-9253	382	17	yielded	yield	VERB
ajceb-9253	382	18	mape	mape	NOUN
ajceb-9253	382	19	values	value	NOUN
ajceb-9253	382	20	of	of	ADP
ajceb-9253	382	21	25	25	NUM
ajceb-9253	382	22	%	%	NOUN
ajceb-9253	382	23	and	and	CCONJ
ajceb-9253	382	24	26	26	NUM
ajceb-9253	382	25	%	%	NOUN
ajceb-9253	382	26	,	,	PUNCT
ajceb-9253	382	27	respectively	respectively	ADV
ajceb-9253	382	28	,	,	PUNCT
ajceb-9253	382	29	demonstrating	demonstrate	VERB
ajceb-9253	382	30	the	the	DET
ajceb-9253	382	31	potential	potential	NOUN
ajceb-9253	382	32	of	of	ADP
ajceb-9253	382	33	ann	ann	PROPN
ajceb-9253	382	34	in	in	ADP
ajceb-9253	382	35	improving	improve	VERB
ajceb-9253	382	36	estimation	estimation	NOUN
ajceb-9253	382	37	accuracy	accuracy	NOUN
ajceb-9253	382	38	.	.	PUNCT
ajceb-9253	383	1	conclusion	conclusion	NOUN
ajceb-9253	383	2	the	the	DET
ajceb-9253	383	3	main	main	ADJ
ajceb-9253	383	4	objective	objective	NOUN
ajceb-9253	383	5	of	of	ADP
ajceb-9253	383	6	this	this	DET
ajceb-9253	383	7	research	research	NOUN
ajceb-9253	383	8	was	be	AUX
ajceb-9253	383	9	to	to	PART
ajceb-9253	383	10	identify	identify	VERB
ajceb-9253	383	11	and	and	CCONJ
ajceb-9253	383	12	analyze	analyze	VERB
ajceb-9253	383	13	key	key	ADJ
ajceb-9253	383	14	factors	factor	NOUN
ajceb-9253	383	15	affecting	affect	VERB
ajceb-9253	383	16	early	early	ADJ
ajceb-9253	383	17	-	-	PUNCT
ajceb-9253	383	18	stage	stage	NOUN
ajceb-9253	383	19	duration	duration	NOUN
ajceb-9253	383	20	estimation	estimation	NOUN
ajceb-9253	383	21	and	and	CCONJ
ajceb-9253	383	22	to	to	PART
ajceb-9253	383	23	develop	develop	VERB
ajceb-9253	383	24	ann	ann	PROPN
ajceb-9253	383	25	models	model	NOUN
ajceb-9253	383	26	for	for	ADP
ajceb-9253	383	27	accurate	accurate	ADJ
ajceb-9253	383	28	project	project	NOUN
ajceb-9253	383	29	duration	duration	NOUN
ajceb-9253	383	30	predictions	prediction	NOUN
ajceb-9253	383	31	.	.	PUNCT
ajceb-9253	384	1	this	this	DET
ajceb-9253	384	2	objective	objective	NOUN
ajceb-9253	384	3	aligns	align	VERB
ajceb-9253	384	4	with	with	ADP
ajceb-9253	384	5	the	the	DET
ajceb-9253	384	6	broader	broad	ADJ
ajceb-9253	384	7	goal	goal	NOUN
ajceb-9253	384	8	of	of	ADP
ajceb-9253	384	9	enhancing	enhance	VERB
ajceb-9253	384	10	schedule	schedule	NOUN
ajceb-9253	384	11	reliability	reliability	NOUN
ajceb-9253	384	12	and	and	CCONJ
ajceb-9253	384	13	aiding	aid	VERB
ajceb-9253	384	14	stakeholders	stakeholder	NOUN
ajceb-9253	384	15	in	in	ADP
ajceb-9253	384	16	construction	construction	NOUN
ajceb-9253	384	17	planning	planning	NOUN
ajceb-9253	384	18	.	.	PUNCT
ajceb-9253	385	1	summary	summary	NOUN
ajceb-9253	385	2	this	this	DET
ajceb-9253	385	3	research	research	NOUN
ajceb-9253	385	4	showed	show	VERB
ajceb-9253	385	5	the	the	DET
ajceb-9253	385	6	importance	importance	NOUN
ajceb-9253	385	7	of	of	ADP
ajceb-9253	385	8	using	use	VERB
ajceb-9253	385	9	machine	machine	NOUN
ajceb-9253	385	10	learning	learning	NOUN
ajceb-9253	385	11	,	,	PUNCT
ajceb-9253	385	12	particularly	particularly	ADV
ajceb-9253	385	13	ann	ann	PROPN
ajceb-9253	385	14	,	,	PUNCT
ajceb-9253	385	15	to	to	PART
ajceb-9253	385	16	improve	improve	VERB
ajceb-9253	385	17	time	time	NOUN
ajceb-9253	385	18	estimation	estimation	NOUN
ajceb-9253	385	19	performance	performance	NOUN
ajceb-9253	385	20	in	in	ADP
ajceb-9253	385	21	the	the	DET
ajceb-9253	385	22	construction	construction	NOUN
ajceb-9253	385	23	sector	sector	NOUN
ajceb-9253	385	24	.	.	PUNCT
ajceb-9253	386	1	at	at	ADP
ajceb-9253	386	2	each	each	DET
ajceb-9253	386	3	stage	stage	NOUN
ajceb-9253	386	4	,	,	PUNCT
ajceb-9253	386	5	several	several	ADJ
ajceb-9253	386	6	models	model	NOUN
ajceb-9253	386	7	were	be	AUX
ajceb-9253	386	8	constructed	construct	VERB
ajceb-9253	386	9	,	,	PUNCT
ajceb-9253	386	10	and	and	CCONJ
ajceb-9253	386	11	the	the	DET
ajceb-9253	386	12	model	model	NOUN
ajceb-9253	386	13	that	that	PRON
ajceb-9253	386	14	produced	produce	VERB
ajceb-9253	386	15	the	the	DET
ajceb-9253	386	16	most	most	ADV
ajceb-9253	386	17	accurate	accurate	ADJ
ajceb-9253	386	18	findings	finding	NOUN
ajceb-9253	386	19	was	be	AUX
ajceb-9253	386	20	chosen	choose	VERB
ajceb-9253	386	21	.	.	PUNCT
ajceb-9253	387	1	for	for	ADP
ajceb-9253	387	2	the	the	DET
ajceb-9253	387	3	initial	initial	ADJ
ajceb-9253	387	4	design	design	NOUN
ajceb-9253	387	5	and	and	CCONJ
ajceb-9253	387	6	planning	planning	NOUN
ajceb-9253	387	7	stages	stage	NOUN
ajceb-9253	387	8	,	,	PUNCT
ajceb-9253	387	9	the	the	DET
ajceb-9253	387	10	adopted	adopt	VERB
ajceb-9253	387	11	models	model	NOUN
ajceb-9253	387	12	’	'	PUNCT
ajceb-9253	387	13	typical	typical	ADJ
ajceb-9253	387	14	accuracy	accuracy	NOUN
ajceb-9253	387	15	was	be	AUX
ajceb-9253	387	16	90	90	NUM
ajceb-9253	387	17	%	%	NOUN
ajceb-9253	387	18	and	and	CCONJ
ajceb-9253	387	19	95	95	NUM
ajceb-9253	387	20	%	%	NOUN
ajceb-9253	387	21	,	,	PUNCT
ajceb-9253	387	22	respectively	respectively	ADV
ajceb-9253	387	23	.	.	PUNCT
ajceb-9253	388	1	this	this	DET
ajceb-9253	388	2	research	research	NOUN
ajceb-9253	388	3	highlights	highlight	NOUN
ajceb-9253	388	4	that	that	SCONJ
ajceb-9253	388	5	the	the	DET
ajceb-9253	388	6	type	type	NOUN
ajceb-9253	388	7	of	of	ADP
ajceb-9253	388	8	contract	contract	NOUN
ajceb-9253	388	9	is	be	AUX
ajceb-9253	388	10	the	the	DET
ajceb-9253	388	11	most	most	ADV
ajceb-9253	388	12	significant	significant	ADJ
ajceb-9253	388	13	factor	factor	NOUN
ajceb-9253	388	14	influencing	influence	VERB
ajceb-9253	388	15	construction	construction	NOUN
ajceb-9253	388	16	project	project	NOUN
ajceb-9253	388	17	duration	duration	NOUN
ajceb-9253	388	18	.	.	PUNCT
ajceb-9253	389	1	by	by	ADP
ajceb-9253	389	2	integrating	integrate	VERB
ajceb-9253	389	3	ann	ann	PROPN
ajceb-9253	389	4	models	model	NOUN
ajceb-9253	389	5	into	into	ADP
ajceb-9253	389	6	the	the	DET
ajceb-9253	389	7	early	early	ADJ
ajceb-9253	389	8	planning	planning	NOUN
ajceb-9253	389	9	stages	stage	NOUN
ajceb-9253	389	10	,	,	PUNCT
ajceb-9253	389	11	project	project	NOUN
ajceb-9253	389	12	stakeholders	stakeholder	NOUN
ajceb-9253	389	13	can	can	AUX
ajceb-9253	389	14	improve	improve	VERB
ajceb-9253	389	15	accuracy	accuracy	NOUN
ajceb-9253	389	16	and	and	CCONJ
ajceb-9253	389	17	reduce	reduce	VERB
ajceb-9253	389	18	delays	delay	NOUN
ajceb-9253	389	19	.	.	PUNCT
ajceb-9253	390	1	future	future	ADJ
ajceb-9253	390	2	research	research	NOUN
ajceb-9253	390	3	can	can	AUX
ajceb-9253	390	4	explore	explore	VERB
ajceb-9253	390	5	how	how	SCONJ
ajceb-9253	390	6	these	these	DET
ajceb-9253	390	7	models	model	NOUN
ajceb-9253	390	8	can	can	AUX
ajceb-9253	390	9	be	be	AUX
ajceb-9253	390	10	adapted	adapt	VERB
ajceb-9253	390	11	to	to	ADP
ajceb-9253	390	12	other	other	ADJ
ajceb-9253	390	13	construction	construction	NOUN
ajceb-9253	390	14	types	type	NOUN
ajceb-9253	390	15	or	or	CCONJ
ajceb-9253	390	16	geographies	geography	NOUN
ajceb-9253	390	17	to	to	PART
ajceb-9253	390	18	further	far	ADV
ajceb-9253	390	19	enhance	enhance	VERB
ajceb-9253	390	20	their	their	PRON
ajceb-9253	390	21	utility	utility	NOUN
ajceb-9253	390	22	.	.	PUNCT
ajceb-9253	391	1	a	a	DET
ajceb-9253	391	2	variety	variety	NOUN
ajceb-9253	391	3	of	of	ADP
ajceb-9253	391	4	statistical	statistical	ADJ
ajceb-9253	391	5	performance	performance	NOUN
ajceb-9253	391	6	metrics	metric	NOUN
ajceb-9253	391	7	,	,	PUNCT
ajceb-9253	391	8	including	include	VERB
ajceb-9253	391	9	mse	mse	NOUN
ajceb-9253	391	10	,	,	PUNCT
ajceb-9253	391	11	mape	mape	NOUN
ajceb-9253	391	12	,	,	PUNCT
ajceb-9253	391	13	and	and	CCONJ
ajceb-9253	391	14	correlation	correlation	NOUN
ajceb-9253	391	15	coefficient	coefficient	NOUN
ajceb-9253	391	16	,	,	PUNCT
ajceb-9253	391	17	were	be	AUX
ajceb-9253	391	18	calculated	calculate	VERB
ajceb-9253	391	19	to	to	PART
ajceb-9253	391	20	confirm	confirm	VERB
ajceb-9253	391	21	the	the	DET
ajceb-9253	391	22	reliability	reliability	NOUN
ajceb-9253	391	23	of	of	ADP
ajceb-9253	391	24	the	the	DET
ajceb-9253	391	25	proposed	propose	VERB
ajceb-9253	391	26	model	model	NOUN
ajceb-9253	391	27	in	in	ADP
ajceb-9253	391	28	determining	determine	VERB
ajceb-9253	391	29	the	the	DET
ajceb-9253	391	30	duration	duration	NOUN
ajceb-9253	391	31	of	of	ADP
ajceb-9253	391	32	new	new	ADJ
ajceb-9253	391	33	projects	project	NOUN
ajceb-9253	391	34	.	.	PUNCT
ajceb-9253	392	1	the	the	DET
ajceb-9253	392	2	results	result	NOUN
ajceb-9253	392	3	were	be	AUX
ajceb-9253	392	4	acceptable	acceptable	ADJ
ajceb-9253	392	5	and	and	CCONJ
ajceb-9253	392	6	dependable	dependable	ADJ
ajceb-9253	392	7	,	,	PUNCT
ajceb-9253	392	8	with	with	ADP
ajceb-9253	392	9	the	the	DET
ajceb-9253	392	10	mean	mean	ADJ
ajceb-9253	392	11	absolute	absolute	ADJ
ajceb-9253	392	12	percentage	percentage	NOUN
ajceb-9253	392	13	error	error	NOUN
ajceb-9253	392	14	of	of	ADP
ajceb-9253	392	15	the	the	DET
ajceb-9253	392	16	models	model	NOUN
ajceb-9253	392	17	for	for	ADP
ajceb-9253	392	18	the	the	DET
ajceb-9253	392	19	initial	initial	ADJ
ajceb-9253	392	20	design	design	NOUN
ajceb-9253	392	21	stage	stage	NOUN
ajceb-9253	392	22	and	and	CCONJ
ajceb-9253	392	23	the	the	DET
ajceb-9253	392	24	planning	planning	NOUN
ajceb-9253	392	25	stage	stage	NOUN
ajceb-9253	392	26	being	be	AUX
ajceb-9253	392	27	10	10	NUM
ajceb-9253	392	28	%	%	NOUN
ajceb-9253	392	29	and	and	CCONJ
ajceb-9253	392	30	5	5	NUM
ajceb-9253	392	31	%	%	NOUN
ajceb-9253	392	32	,	,	PUNCT
ajceb-9253	392	33	respectively	respectively	ADV
ajceb-9253	392	34	.	.	PUNCT
ajceb-9253	393	1	according	accord	VERB
ajceb-9253	393	2	to	to	ADP
ajceb-9253	393	3	these	these	DET
ajceb-9253	393	4	performance	performance	NOUN
ajceb-9253	393	5	metrics	metric	NOUN
ajceb-9253	393	6	,	,	PUNCT
ajceb-9253	393	7	it	it	PRON
ajceb-9253	393	8	is	be	AUX
ajceb-9253	393	9	concluded	conclude	VERB
ajceb-9253	393	10	that	that	SCONJ
ajceb-9253	393	11	preliminary	preliminary	ADJ
ajceb-9253	393	12	stage	stage	NOUN
ajceb-9253	393	13	duration	duration	NOUN
ajceb-9253	393	14	estimates	estimate	NOUN
ajceb-9253	393	15	can	can	AUX
ajceb-9253	393	16	be	be	AUX
ajceb-9253	393	17	just	just	ADV
ajceb-9253	393	18	as	as	ADV
ajceb-9253	393	19	precise	precise	ADJ
ajceb-9253	393	20	as	as	ADP
ajceb-9253	393	21	final	final	ADJ
ajceb-9253	393	22	stage	stage	NOUN
ajceb-9253	393	23	estimates	estimate	NOUN
ajceb-9253	393	24	.	.	PUNCT
ajceb-9253	394	1	accurately	accurately	ADV
ajceb-9253	394	2	estimating	estimate	VERB
ajceb-9253	394	3	durations	duration	NOUN
ajceb-9253	394	4	impacts	impact	VERB
ajceb-9253	394	5	schedules	schedule	NOUN
ajceb-9253	394	6	,	,	PUNCT
ajceb-9253	394	7	resources	resource	NOUN
ajceb-9253	394	8	,	,	PUNCT
ajceb-9253	394	9	and	and	CCONJ
ajceb-9253	394	10	cash	cash	NOUN
ajceb-9253	394	11	flows	flow	NOUN
ajceb-9253	394	12	.	.	PUNCT
ajceb-9253	395	1	advances	advance	NOUN
ajceb-9253	395	2	in	in	ADP
ajceb-9253	395	3	technology	technology	NOUN
ajceb-9253	395	4	have	have	AUX
ajceb-9253	395	5	improved	improve	VERB
ajceb-9253	395	6	statistical	statistical	ADJ
ajceb-9253	395	7	methods	method	NOUN
ajceb-9253	395	8	for	for	ADP
ajceb-9253	395	9	predicting	predict	VERB
ajceb-9253	395	10	project	project	NOUN
ajceb-9253	395	11	success	success	NOUN
ajceb-9253	395	12	.	.	PUNCT
ajceb-9253	396	1	the	the	DET
ajceb-9253	396	2	significance	significance	NOUN
ajceb-9253	396	3	of	of	ADP
ajceb-9253	396	4	this	this	DET
ajceb-9253	396	5	research	research	NOUN
ajceb-9253	396	6	lies	lie	VERB
ajceb-9253	396	7	in	in	ADP
ajceb-9253	396	8	formulating	formulate	VERB
ajceb-9253	396	9	the	the	DET
ajceb-9253	396	10	relationship	relationship	NOUN
ajceb-9253	396	11	between	between	ADP
ajceb-9253	396	12	the	the	DET
ajceb-9253	396	13	variables	variable	NOUN
ajceb-9253	396	14	included	include	VERB
ajceb-9253	396	15	in	in	ADP
ajceb-9253	396	16	the	the	DET
ajceb-9253	396	17	initial	initial	ADJ
ajceb-9253	396	18	and	and	CCONJ
ajceb-9253	396	19	planning	planning	NOUN
ajceb-9253	396	20	stages	stage	NOUN
ajceb-9253	396	21	and	and	CCONJ
ajceb-9253	396	22	ann	ann	PROPN
ajceb-9253	396	23	to	to	ADP
ajceb-9253	396	24	al	al	PROPN
ajceb-9253	396	25	-	-	PUNCT
ajceb-9253	396	26	attar	attar	PROPN
ajceb-9253	396	27	et	et	PROPN
ajceb-9253	396	28	al	al	PROPN
ajceb-9253	396	29	.	.	PROPN
ajceb-9253	397	1	construction	construction	NOUN
ajceb-9253	397	2	economics	economic	NOUN
ajceb-9253	397	3	and	and	CCONJ
ajceb-9253	397	4	building	building	NOUN
ajceb-9253	397	5	,	,	PUNCT
ajceb-9253	397	6	vol	vol	NOUN
ajceb-9253	397	7	.	.	PROPN
ajceb-9253	397	8	25	25	NUM
ajceb-9253	397	9	,	,	PUNCT
ajceb-9253	397	10	no	no	INTJ
ajceb-9253	397	11	.	.	NOUN
ajceb-9253	397	12	2	2	NUM
ajceb-9253	397	13	july	july	PROPN
ajceb-9253	397	14	2025187	2025187	NUM
ajceb-9253	397	15	get	get	VERB
ajceb-9253	397	16	accurate	accurate	ADJ
ajceb-9253	397	17	estimates	estimate	NOUN
ajceb-9253	397	18	and	and	CCONJ
ajceb-9253	397	19	a	a	DET
ajceb-9253	397	20	better	well	ADJ
ajceb-9253	397	21	understanding	understanding	NOUN
ajceb-9253	397	22	of	of	ADP
ajceb-9253	397	23	the	the	DET
ajceb-9253	397	24	construction	construction	NOUN
ajceb-9253	397	25	projects	project	NOUN
ajceb-9253	397	26	’	'	PUNCT
ajceb-9253	397	27	schedule	schedule	NOUN
ajceb-9253	397	28	,	,	PUNCT
ajceb-9253	397	29	especially	especially	ADV
ajceb-9253	397	30	in	in	ADP
ajceb-9253	397	31	the	the	DET
ajceb-9253	397	32	initial	initial	ADJ
ajceb-9253	397	33	stages	stage	NOUN
ajceb-9253	397	34	of	of	ADP
ajceb-9253	397	35	project	project	NOUN
ajceb-9253	397	36	design	design	NOUN
ajceb-9253	397	37	and	and	CCONJ
ajceb-9253	397	38	when	when	SCONJ
ajceb-9253	397	39	information	information	NOUN
ajceb-9253	397	40	is	be	AUX
ajceb-9253	397	41	extremely	extremely	ADV
ajceb-9253	397	42	limited	limited	ADJ
ajceb-9253	397	43	.	.	PUNCT
ajceb-9253	398	1	recommendations	recommendation	NOUN
ajceb-9253	398	2	it	it	PRON
ajceb-9253	398	3	is	be	AUX
ajceb-9253	398	4	advised	advise	VERB
ajceb-9253	398	5	that	that	SCONJ
ajceb-9253	398	6	all	all	DET
ajceb-9253	398	7	parties	party	NOUN
ajceb-9253	398	8	involved	involve	VERB
ajceb-9253	398	9	in	in	ADP
ajceb-9253	398	10	the	the	DET
ajceb-9253	398	11	construction	construction	NOUN
ajceb-9253	398	12	sector	sector	NOUN
ajceb-9253	398	13	expand	expand	VERB
ajceb-9253	398	14	their	their	PRON
ajceb-9253	398	15	understanding	understanding	NOUN
ajceb-9253	398	16	of	of	ADP
ajceb-9253	398	17	this	this	DET
ajceb-9253	398	18	technique	technique	NOUN
ajceb-9253	398	19	and	and	CCONJ
ajceb-9253	398	20	create	create	VERB
ajceb-9253	398	21	their	their	PRON
ajceb-9253	398	22	models	model	NOUN
ajceb-9253	398	23	utilizing	utilize	VERB
ajceb-9253	398	24	a	a	DET
ajceb-9253	398	25	well	well	ADV
ajceb-9253	398	26	-	-	PUNCT
ajceb-9253	398	27	built	build	VERB
ajceb-9253	398	28	database	database	NOUN
ajceb-9253	398	29	to	to	PART
ajceb-9253	398	30	produce	produce	VERB
ajceb-9253	398	31	better	well	ADJ
ajceb-9253	398	32	estimates	estimate	NOUN
ajceb-9253	398	33	and	and	CCONJ
ajceb-9253	398	34	decrease	decrease	VERB
ajceb-9253	398	35	schedule	schedule	NOUN
ajceb-9253	398	36	overruns	overrun	NOUN
ajceb-9253	398	37	.	.	PUNCT
ajceb-9253	399	1	the	the	DET
ajceb-9253	399	2	research	research	NOUN
ajceb-9253	399	3	recommends	recommend	VERB
ajceb-9253	399	4	increasing	increase	VERB
ajceb-9253	399	5	the	the	DET
ajceb-9253	399	6	amount	amount	NOUN
ajceb-9253	399	7	of	of	ADP
ajceb-9253	399	8	collected	collect	VERB
ajceb-9253	399	9	data	datum	NOUN
ajceb-9253	399	10	for	for	ADP
ajceb-9253	399	11	estimating	estimate	VERB
ajceb-9253	399	12	the	the	DET
ajceb-9253	399	13	project	project	NOUN
ajceb-9253	399	14	durations	duration	NOUN
ajceb-9253	399	15	and	and	CCONJ
ajceb-9253	399	16	decreasing	decrease	VERB
ajceb-9253	399	17	the	the	DET
ajceb-9253	399	18	number	number	NOUN
ajceb-9253	399	19	of	of	ADP
ajceb-9253	399	20	factors	factor	NOUN
ajceb-9253	399	21	in	in	ADP
ajceb-9253	399	22	two	two	NUM
ajceb-9253	399	23	stages	stage	NOUN
ajceb-9253	399	24	to	to	PART
ajceb-9253	399	25	improve	improve	VERB
ajceb-9253	399	26	accuracy	accuracy	NOUN
ajceb-9253	399	27	,	,	PUNCT
ajceb-9253	399	28	robustness	robustness	NOUN
ajceb-9253	399	29	,	,	PUNCT
ajceb-9253	399	30	and	and	CCONJ
ajceb-9253	399	31	add	add	VERB
ajceb-9253	399	32	them	they	PRON
ajceb-9253	399	33	to	to	ADP
ajceb-9253	399	34	the	the	DET
ajceb-9253	399	35	training	training	NOUN
ajceb-9253	399	36	data	datum	NOUN
ajceb-9253	399	37	.	.	PUNCT
ajceb-9253	400	1	in	in	ADP
ajceb-9253	400	2	future	future	ADJ
ajceb-9253	400	3	studies	study	NOUN
ajceb-9253	400	4	,	,	PUNCT
ajceb-9253	400	5	researchers	researcher	NOUN
ajceb-9253	400	6	may	may	AUX
ajceb-9253	400	7	examine	examine	VERB
ajceb-9253	400	8	the	the	DET
ajceb-9253	400	9	use	use	NOUN
ajceb-9253	400	10	of	of	ADP
ajceb-9253	400	11	ann	ann	PROPN
ajceb-9253	400	12	for	for	ADP
ajceb-9253	400	13	duration	duration	NOUN
ajceb-9253	400	14	estimation	estimation	NOUN
ajceb-9253	400	15	for	for	ADP
ajceb-9253	400	16	various	various	ADJ
ajceb-9253	400	17	fields	field	NOUN
ajceb-9253	400	18	,	,	PUNCT
ajceb-9253	400	19	project	project	NOUN
ajceb-9253	400	20	types	type	NOUN
ajceb-9253	400	21	,	,	PUNCT
ajceb-9253	400	22	and	and	CCONJ
ajceb-9253	400	23	parameters	parameter	NOUN
ajceb-9253	400	24	.	.	PUNCT
ajceb-9253	401	1	it	it	PRON
ajceb-9253	401	2	is	be	AUX
ajceb-9253	401	3	advised	advise	VERB
ajceb-9253	401	4	to	to	PART
ajceb-9253	401	5	be	be	AUX
ajceb-9253	401	6	specific	specific	ADJ
ajceb-9253	401	7	when	when	SCONJ
ajceb-9253	401	8	choosing	choose	VERB
ajceb-9253	401	9	a	a	DET
ajceb-9253	401	10	dataset	dataset	NOUN
ajceb-9253	401	11	to	to	PART
ajceb-9253	401	12	use	use	VERB
ajceb-9253	401	13	for	for	ADP
ajceb-9253	401	14	model	model	NOUN
ajceb-9253	401	15	development	development	NOUN
ajceb-9253	401	16	.	.	PUNCT
ajceb-9253	402	1	increasing	increase	VERB
ajceb-9253	402	2	one	one	NUM
ajceb-9253	402	3	’s	’s	PART
ajceb-9253	402	4	comprehension	comprehension	NOUN
ajceb-9253	402	5	of	of	ADP
ajceb-9253	402	6	construction	construction	NOUN
ajceb-9253	402	7	duration	duration	NOUN
ajceb-9253	402	8	estimation	estimation	NOUN
ajceb-9253	402	9	has	have	AUX
ajceb-9253	402	10	become	become	VERB
ajceb-9253	402	11	imperative	imperative	ADJ
ajceb-9253	402	12	in	in	ADP
ajceb-9253	402	13	recent	recent	ADJ
ajceb-9253	402	14	times	time	NOUN
ajceb-9253	402	15	,	,	PUNCT
ajceb-9253	402	16	especially	especially	ADV
ajceb-9253	402	17	in	in	ADP
ajceb-9253	402	18	the	the	DET
ajceb-9253	402	19	early	early	ADJ
ajceb-9253	402	20	phases	phase	NOUN
ajceb-9253	402	21	of	of	ADP
ajceb-9253	402	22	project	project	NOUN
ajceb-9253	402	23	design	design	NOUN
ajceb-9253	402	24	when	when	SCONJ
ajceb-9253	402	25	data	datum	NOUN
ajceb-9253	402	26	are	be	AUX
ajceb-9253	402	27	limited	limit	VERB
ajceb-9253	402	28	.	.	PUNCT
ajceb-9253	403	1	according	accord	VERB
ajceb-9253	403	2	to	to	ADP
ajceb-9253	403	3	ujong	ujong	NOUN
ajceb-9253	403	4	,	,	PUNCT
ajceb-9253	403	5	et	et	PROPN
ajceb-9253	403	6	al	al	PROPN
ajceb-9253	403	7	.	.	PROPN
ajceb-9253	403	8	(	(	PUNCT
ajceb-9253	403	9	2022	2022	NUM
ajceb-9253	403	10	)	)	PUNCT
ajceb-9253	403	11	,	,	PUNCT
ajceb-9253	403	12	there	there	PRON
ajceb-9253	403	13	are	be	VERB
ajceb-9253	403	14	a	a	DET
ajceb-9253	403	15	number	number	NOUN
ajceb-9253	403	16	of	of	ADP
ajceb-9253	403	17	contributing	contribute	VERB
ajceb-9253	403	18	elements	element	NOUN
ajceb-9253	403	19	that	that	PRON
ajceb-9253	403	20	make	make	VERB
ajceb-9253	403	21	duration	duration	NOUN
ajceb-9253	403	22	estimation	estimation	NOUN
ajceb-9253	403	23	important	important	ADJ
ajceb-9253	403	24	for	for	ADP
ajceb-9253	403	25	communities	community	NOUN
ajceb-9253	403	26	and	and	CCONJ
ajceb-9253	403	27	construction	construction	NOUN
ajceb-9253	403	28	industries	industry	NOUN
ajceb-9253	403	29	.	.	PUNCT
ajceb-9253	404	1	these	these	PRON
ajceb-9253	404	2	are	be	AUX
ajceb-9253	404	3	as	as	SCONJ
ajceb-9253	404	4	follows	follow	VERB
ajceb-9253	404	5	:	:	PUNCT
ajceb-9253	405	1	1	1	X
ajceb-9253	405	2	.	.	PUNCT
ajceb-9253	406	1	in	in	ADP
ajceb-9253	406	2	order	order	NOUN
ajceb-9253	406	3	to	to	PART
ajceb-9253	406	4	help	help	VERB
ajceb-9253	406	5	both	both	CCONJ
ajceb-9253	406	6	the	the	DET
ajceb-9253	406	7	client	client	NOUN
ajceb-9253	406	8	and	and	CCONJ
ajceb-9253	406	9	the	the	DET
ajceb-9253	406	10	contractor	contractor	NOUN
ajceb-9253	406	11	accurately	accurately	ADV
ajceb-9253	406	12	estimate	estimate	VERB
ajceb-9253	406	13	the	the	DET
ajceb-9253	406	14	resources	resource	NOUN
ajceb-9253	406	15	needed	need	VERB
ajceb-9253	406	16	and	and	CCONJ
ajceb-9253	406	17	the	the	DET
ajceb-9253	406	18	precise	precise	ADJ
ajceb-9253	406	19	duration	duration	NOUN
ajceb-9253	406	20	needed	need	VERB
ajceb-9253	406	21	for	for	ADP
ajceb-9253	406	22	completion	completion	NOUN
ajceb-9253	406	23	,	,	PUNCT
ajceb-9253	406	24	the	the	DET
ajceb-9253	406	25	research	research	NOUN
ajceb-9253	406	26	study	study	NOUN
ajceb-9253	406	27	’s	’s	PART
ajceb-9253	406	28	findings	finding	NOUN
ajceb-9253	406	29	are	be	AUX
ajceb-9253	406	30	crucial	crucial	ADJ
ajceb-9253	406	31	in	in	ADP
ajceb-9253	406	32	order	order	NOUN
ajceb-9253	406	33	to	to	PART
ajceb-9253	406	34	provide	provide	VERB
ajceb-9253	406	35	timely	timely	ADJ
ajceb-9253	406	36	and	and	CCONJ
ajceb-9253	406	37	perfect	perfect	ADJ
ajceb-9253	406	38	predictions	prediction	NOUN
ajceb-9253	406	39	.	.	PUNCT
ajceb-9253	407	1	2	2	X
ajceb-9253	407	2	.	.	X
ajceb-9253	407	3	the	the	DET
ajceb-9253	407	4	findings	finding	NOUN
ajceb-9253	407	5	of	of	ADP
ajceb-9253	407	6	this	this	DET
ajceb-9253	407	7	research	research	NOUN
ajceb-9253	407	8	study	study	NOUN
ajceb-9253	407	9	provide	provide	VERB
ajceb-9253	407	10	immeasurable	immeasurable	ADJ
ajceb-9253	407	11	assistance	assistance	NOUN
ajceb-9253	407	12	in	in	ADP
ajceb-9253	407	13	making	make	VERB
ajceb-9253	407	14	decisions	decision	NOUN
ajceb-9253	407	15	that	that	PRON
ajceb-9253	407	16	will	will	AUX
ajceb-9253	407	17	ensure	ensure	VERB
ajceb-9253	407	18	the	the	DET
ajceb-9253	407	19	necessary	necessary	ADJ
ajceb-9253	407	20	quality	quality	NOUN
ajceb-9253	407	21	for	for	ADP
ajceb-9253	407	22	the	the	DET
ajceb-9253	407	23	project	project	NOUN
ajceb-9253	407	24	deliverables	deliverable	NOUN
ajceb-9253	407	25	,	,	PUNCT
ajceb-9253	407	26	as	as	ADV
ajceb-9253	407	27	well	well	ADV
ajceb-9253	407	28	as	as	ADP
ajceb-9253	407	29	assist	assist	VERB
ajceb-9253	407	30	in	in	ADP
ajceb-9253	407	31	developing	develop	VERB
ajceb-9253	407	32	community	community	NOUN
ajceb-9253	407	33	in	in	ADP
ajceb-9253	407	34	the	the	DET
ajceb-9253	407	35	construction	construction	NOUN
ajceb-9253	407	36	sector	sector	NOUN
ajceb-9253	407	37	and	and	CCONJ
ajceb-9253	407	38	the	the	DET
ajceb-9253	407	39	quality	quality	NOUN
ajceb-9253	407	40	of	of	ADP
ajceb-9253	407	41	life	life	NOUN
ajceb-9253	407	42	in	in	ADP
ajceb-9253	407	43	the	the	DET
ajceb-9253	407	44	main	main	ADJ
ajceb-9253	407	45	significant	significant	ADJ
ajceb-9253	407	46	area	area	NOUN
ajceb-9253	407	47	,	,	PUNCT
ajceb-9253	407	48	which	which	PRON
ajceb-9253	407	49	is	be	AUX
ajceb-9253	407	50	time	time	NOUN
ajceb-9253	407	51	,	,	PUNCT
ajceb-9253	407	52	and	and	CCONJ
ajceb-9253	407	53	this	this	PRON
ajceb-9253	407	54	will	will	AUX
ajceb-9253	407	55	automatically	automatically	ADV
ajceb-9253	407	56	reduce	reduce	VERB
ajceb-9253	407	57	the	the	DET
ajceb-9253	407	58	cost	cost	NOUN
ajceb-9253	407	59	of	of	ADP
ajceb-9253	407	60	these	these	DET
ajceb-9253	407	61	projects	project	NOUN
ajceb-9253	407	62	.	.	PUNCT
ajceb-9253	408	1	3	3	X
ajceb-9253	408	2	.	.	X
ajceb-9253	408	3	the	the	DET
ajceb-9253	408	4	benefits	benefit	NOUN
ajceb-9253	408	5	gained	gain	VERB
ajceb-9253	408	6	from	from	ADP
ajceb-9253	408	7	this	this	DET
ajceb-9253	408	8	research	research	NOUN
ajceb-9253	408	9	will	will	AUX
ajceb-9253	408	10	help	help	VERB
ajceb-9253	408	11	clients	client	NOUN
ajceb-9253	408	12	,	,	PUNCT
ajceb-9253	408	13	construction	construction	NOUN
ajceb-9253	408	14	stakeholders	stakeholder	NOUN
ajceb-9253	408	15	,	,	PUNCT
ajceb-9253	408	16	and	and	CCONJ
ajceb-9253	408	17	project	project	NOUN
ajceb-9253	408	18	managers	manager	NOUN
ajceb-9253	408	19	effectively	effectively	ADV
ajceb-9253	408	20	oversee	oversee	VERB
ajceb-9253	408	21	and	and	CCONJ
ajceb-9253	408	22	execute	execute	VERB
ajceb-9253	408	23	projects	project	NOUN
ajceb-9253	408	24	within	within	ADP
ajceb-9253	408	25	the	the	DET
ajceb-9253	408	26	target	target	NOUN
ajceb-9253	408	27	time	time	NOUN
ajceb-9253	408	28	(	(	PUNCT
ajceb-9253	408	29	schedule	schedule	NOUN
ajceb-9253	408	30	)	)	PUNCT
ajceb-9253	408	31	.	.	PUNCT
ajceb-9253	409	1	limitations	limitation	NOUN
ajceb-9253	409	2	although	although	SCONJ
ajceb-9253	409	3	the	the	DET
ajceb-9253	409	4	research	research	NOUN
ajceb-9253	409	5	’s	’s	PART
ajceb-9253	409	6	goals	goal	NOUN
ajceb-9253	409	7	and	and	CCONJ
ajceb-9253	409	8	objectives	objective	NOUN
ajceb-9253	409	9	were	be	AUX
ajceb-9253	409	10	met	meet	VERB
ajceb-9253	409	11	,	,	PUNCT
ajceb-9253	409	12	certain	certain	ADJ
ajceb-9253	409	13	issues	issue	NOUN
ajceb-9253	409	14	need	need	VERB
ajceb-9253	409	15	to	to	PART
ajceb-9253	409	16	be	be	AUX
ajceb-9253	409	17	resolved	resolve	VERB
ajceb-9253	409	18	:	:	PUNCT
ajceb-9253	409	19	sample	sample	NOUN
ajceb-9253	409	20	selection	selection	NOUN
ajceb-9253	409	21	,	,	PUNCT
ajceb-9253	409	22	including	include	VERB
ajceb-9253	409	23	the	the	DET
ajceb-9253	409	24	population	population	NOUN
ajceb-9253	409	25	of	of	ADP
ajceb-9253	409	26	planning	planning	NOUN
ajceb-9253	409	27	engineers	engineer	NOUN
ajceb-9253	409	28	from	from	ADP
ajceb-9253	409	29	different	different	ADJ
ajceb-9253	409	30	institutions	institution	NOUN
ajceb-9253	409	31	in	in	ADP
ajceb-9253	409	32	the	the	DET
ajceb-9253	409	33	construction	construction	NOUN
ajceb-9253	409	34	sector	sector	NOUN
ajceb-9253	409	35	in	in	ADP
ajceb-9253	409	36	jordan	jordan	PROPN
ajceb-9253	409	37	,	,	PUNCT
ajceb-9253	409	38	and	and	CCONJ
ajceb-9253	409	39	the	the	DET
ajceb-9253	409	40	firstand	firstand	ADJ
ajceb-9253	409	41	second	second	ADJ
ajceb-9253	409	42	-	-	PUNCT
ajceb-9253	409	43	degree	degree	NOUN
ajceb-9253	409	44	building	building	NOUN
ajceb-9253	409	45	construction	construction	NOUN
ajceb-9253	409	46	companies	company	NOUN
ajceb-9253	409	47	in	in	ADP
ajceb-9253	409	48	amman	amman	PROPN
ajceb-9253	409	49	were	be	AUX
ajceb-9253	409	50	selected	select	VERB
ajceb-9253	409	51	to	to	PART
ajceb-9253	409	52	estimate	estimate	VERB
ajceb-9253	409	53	the	the	DET
ajceb-9253	409	54	approximate	approximate	ADJ
ajceb-9253	409	55	targeted	target	VERB
ajceb-9253	409	56	population	population	NOUN
ajceb-9253	409	57	.	.	PUNCT
ajceb-9253	410	1	the	the	DET
ajceb-9253	410	2	adopted	adopt	VERB
ajceb-9253	410	3	parameters	parameter	NOUN
ajceb-9253	410	4	were	be	AUX
ajceb-9253	410	5	limited	limit	VERB
ajceb-9253	410	6	to	to	ADP
ajceb-9253	410	7	the	the	DET
ajceb-9253	410	8	design	design	NOUN
ajceb-9253	410	9	factors	factor	NOUN
ajceb-9253	410	10	related	relate	VERB
ajceb-9253	410	11	to	to	ADP
ajceb-9253	410	12	project	project	NOUN
ajceb-9253	410	13	characteristics	characteristic	NOUN
ajceb-9253	410	14	,	,	PUNCT
ajceb-9253	410	15	excluding	exclude	VERB
ajceb-9253	410	16	variables	variable	NOUN
ajceb-9253	410	17	related	relate	VERB
ajceb-9253	410	18	to	to	ADP
ajceb-9253	410	19	the	the	DET
ajceb-9253	410	20	estimation	estimation	NOUN
ajceb-9253	410	21	process	process	NOUN
ajceb-9253	410	22	,	,	PUNCT
ajceb-9253	410	23	such	such	ADJ
ajceb-9253	410	24	as	as	ADP
ajceb-9253	410	25	the	the	DET
ajceb-9253	410	26	estimation	estimation	NOUN
ajceb-9253	410	27	team	team	NOUN
ajceb-9253	410	28	’s	’s	PART
ajceb-9253	410	29	experience	experience	NOUN
ajceb-9253	410	30	and	and	CCONJ
ajceb-9253	410	31	skills	skill	NOUN
ajceb-9253	410	32	in	in	ADP
ajceb-9253	410	33	the	the	DET
ajceb-9253	410	34	field	field	NOUN
ajceb-9253	410	35	,	,	PUNCT
ajceb-9253	410	36	as	as	ADV
ajceb-9253	410	37	well	well	ADV
ajceb-9253	410	38	as	as	ADP
ajceb-9253	410	39	variables	variable	NOUN
ajceb-9253	410	40	affecting	affect	VERB
ajceb-9253	410	41	labor	labor	NOUN
ajceb-9253	410	42	productivity	productivity	NOUN
ajceb-9253	410	43	,	,	PUNCT
ajceb-9253	410	44	the	the	DET
ajceb-9253	410	45	availability	availability	NOUN
ajceb-9253	410	46	of	of	ADP
ajceb-9253	410	47	storage	storage	NOUN
ajceb-9253	410	48	and	and	CCONJ
ajceb-9253	410	49	equipment	equipment	NOUN
ajceb-9253	410	50	,	,	PUNCT
ajceb-9253	410	51	the	the	DET
ajceb-9253	410	52	state	state	NOUN
ajceb-9253	410	53	of	of	ADP
ajceb-9253	410	54	the	the	DET
ajceb-9253	410	55	market	market	NOUN
ajceb-9253	410	56	,	,	PUNCT
ajceb-9253	410	57	and	and	CCONJ
ajceb-9253	410	58	changes	change	NOUN
ajceb-9253	410	59	in	in	ADP
ajceb-9253	410	60	timing	timing	NOUN
ajceb-9253	410	61	.	.	PUNCT
ajceb-9253	411	1	the	the	DET
ajceb-9253	411	2	limited	limited	ADJ
ajceb-9253	411	3	availability	availability	NOUN
ajceb-9253	411	4	of	of	ADP
ajceb-9253	411	5	historical	historical	ADJ
ajceb-9253	411	6	data	datum	NOUN
ajceb-9253	411	7	on	on	ADP
ajceb-9253	411	8	construction	construction	NOUN
ajceb-9253	411	9	project	project	NOUN
ajceb-9253	411	10	durations	duration	NOUN
ajceb-9253	411	11	and	and	CCONJ
ajceb-9253	411	12	design	design	NOUN
ajceb-9253	411	13	parameters	parameter	NOUN
ajceb-9253	411	14	in	in	ADP
ajceb-9253	411	15	jordan	jordan	PROPN
ajceb-9253	411	16	is	be	AUX
ajceb-9253	411	17	also	also	ADV
ajceb-9253	411	18	a	a	DET
ajceb-9253	411	19	shortcoming	shortcoming	NOUN
ajceb-9253	411	20	.	.	PUNCT
ajceb-9253	412	1	references	reference	NOUN
ajceb-9253	412	2	al	al	PROPN
ajceb-9253	412	3	-	-	PUNCT
ajceb-9253	412	4	saadi	saadi	PROPN
ajceb-9253	412	5	,	,	PUNCT
ajceb-9253	412	6	a.	a.	NOUN
ajceb-9253	412	7	m.	m.	NOUN
ajceb-9253	412	8	,	,	PUNCT
ajceb-9253	412	9	kh	kh	PROPN
ajceb-9253	412	10	.	.	PROPN
ajceb-9253	413	1	zamiem	zamiem	PROPN
ajceb-9253	413	2	,	,	PUNCT
ajceb-9253	413	3	s.	s.	PROPN
ajceb-9253	413	4	,	,	PUNCT
ajceb-9253	413	5	al	al	PROPN
ajceb-9253	413	6	-	-	PUNCT
ajceb-9253	413	7	jumaili	jumaili	PROPN
ajceb-9253	413	8	,	,	PUNCT
ajceb-9253	413	9	l.	l.	PROPN
ajceb-9253	413	10	a.	a.	PROPN
ajceb-9253	413	11	a.	a.	PROPN
ajceb-9253	413	12	,	,	PUNCT
ajceb-9253	413	13	jameel	jameel	PROPN
ajceb-9253	413	14	jubair	jubair	PROPN
ajceb-9253	413	15	,	,	PUNCT
ajceb-9253	413	16	m.	m.	NOUN
ajceb-9253	413	17	,	,	PUNCT
ajceb-9253	413	18	&	&	CCONJ
ajceb-9253	413	19	abdalla	abdalla	PROPN
ajceb-9253	413	20	alhashemi	alhashemi	PROPN
ajceb-9253	413	21	,	,	PUNCT
ajceb-9253	413	22	h.	h.	PROPN
ajceb-9253	413	23	(	(	PUNCT
ajceb-9253	413	24	2017	2017	NUM
ajceb-9253	413	25	)	)	PUNCT
ajceb-9253	413	26	.	.	PUNCT
ajceb-9253	414	1	estimating	estimate	VERB
ajceb-9253	414	2	the	the	DET
ajceb-9253	414	3	optimum	optimum	ADJ
ajceb-9253	414	4	duration	duration	NOUN
ajceb-9253	414	5	of	of	ADP
ajceb-9253	414	6	road	road	NOUN
ajceb-9253	414	7	projects	project	NOUN
ajceb-9253	414	8	using	use	VERB
ajceb-9253	414	9	neural	neural	ADJ
ajceb-9253	414	10	network	network	NOUN
ajceb-9253	414	11	model	model	NOUN
ajceb-9253	414	12	.	.	PUNCT
ajceb-9253	415	1	international	international	ADJ
ajceb-9253	415	2	journal	journal	PROPN
ajceb-9253	415	3	of	of	ADP
ajceb-9253	415	4	engineering	engineering	NOUN
ajceb-9253	415	5	and	and	CCONJ
ajceb-9253	415	6	technology	technology	NOUN
ajceb-9253	415	7	,	,	PUNCT
ajceb-9253	415	8	9(5	9(5	NUM
ajceb-9253	415	9	)	)	PUNCT
ajceb-9253	415	10	,	,	PUNCT
ajceb-9253	415	11	3458–3469	3458–3469	NUM
ajceb-9253	415	12	.	.	PUNCT
ajceb-9253	416	1	https://doi.org/10.21817/ijet/2017/v9i5/170905007	https://doi.org/10.21817/ijet/2017/v9i5/170905007	PROPN
ajceb-9253	416	2	al	al	PROPN
ajceb-9253	416	3	-	-	PUNCT
ajceb-9253	416	4	attar	attar	PROPN
ajceb-9253	416	5	et	et	PROPN
ajceb-9253	416	6	al	al	PROPN
ajceb-9253	416	7	.	.	PROPN
ajceb-9253	416	8	construction	construction	NOUN
ajceb-9253	416	9	economics	economic	NOUN
ajceb-9253	416	10	and	and	CCONJ
ajceb-9253	416	11	building	building	NOUN
ajceb-9253	416	12	,	,	PUNCT
ajceb-9253	416	13	vol	vol	NOUN
ajceb-9253	416	14	.	.	PROPN
ajceb-9253	416	15	25	25	NUM
ajceb-9253	416	16	,	,	PUNCT
ajceb-9253	416	17	no	no	INTJ
ajceb-9253	416	18	.	.	NOUN
ajceb-9253	416	19	2	2	NUM
ajceb-9253	416	20	july	july	PROPN
ajceb-9253	416	21	2025188	2025188	NUM
ajceb-9253	416	22	https://doi.org/10.21817/ijet/2017/v9i5/170905007	https://doi.org/10.21817/ijet/2017/v9i5/170905007	VERB
ajceb-9253	416	23	al	al	PROPN
ajceb-9253	416	24	-	-	PUNCT
ajceb-9253	416	25	tawal	tawal	PROPN
ajceb-9253	416	26	,	,	PUNCT
ajceb-9253	416	27	d.	d.	PROPN
ajceb-9253	416	28	r.	r.	PROPN
ajceb-9253	416	29	,	,	PUNCT
ajceb-9253	416	30	arafah	arafah	VERB
ajceb-9253	416	31	,	,	PUNCT
ajceb-9253	416	32	m.	m.	NOUN
ajceb-9253	416	33	,	,	PUNCT
ajceb-9253	416	34	&	&	CCONJ
ajceb-9253	416	35	sweis	sweis	PROPN
ajceb-9253	416	36	,	,	PUNCT
ajceb-9253	416	37	g.	g.	PROPN
ajceb-9253	416	38	j.	j.	PROPN
ajceb-9253	416	39	(	(	PUNCT
ajceb-9253	416	40	2020	2020	NUM
ajceb-9253	416	41	)	)	PUNCT
ajceb-9253	416	42	.	.	PUNCT
ajceb-9253	417	1	a	a	DET
ajceb-9253	417	2	model	model	NOUN
ajceb-9253	417	3	utilizing	utilize	VERB
ajceb-9253	417	4	the	the	DET
ajceb-9253	417	5	artificial	artificial	ADJ
ajceb-9253	417	6	neural	neural	ADJ
ajceb-9253	417	7	network	network	NOUN
ajceb-9253	417	8	in	in	ADP
ajceb-9253	417	9	cost	cost	NOUN
ajceb-9253	417	10	estimation	estimation	NOUN
ajceb-9253	417	11	of	of	ADP
ajceb-9253	417	12	construction	construction	NOUN
ajceb-9253	417	13	projects	project	NOUN
ajceb-9253	417	14	in	in	ADP
ajceb-9253	417	15	jordan	jordan	PROPN
ajceb-9253	417	16	.	.	PUNCT
ajceb-9253	418	1	engineering	engineering	NOUN
ajceb-9253	418	2	,	,	PUNCT
ajceb-9253	418	3	construction	construction	NOUN
ajceb-9253	418	4	and	and	CCONJ
ajceb-9253	418	5	architectural	architectural	ADJ
ajceb-9253	418	6	management	management	NOUN
ajceb-9253	418	7	,	,	PUNCT
ajceb-9253	418	8	28(9	28(9	NOUN
ajceb-9253	418	9	)	)	PUNCT
ajceb-9253	418	10	,	,	PUNCT
ajceb-9253	418	11	2466–2488	2466–2488	NUM
ajceb-9253	418	12	.	.	PUNCT
ajceb-9253	419	1	https://doi.org/10.1108/ecam-06-2020-0402	https://doi.org/10.1108/ecam-06-2020-0402	PROPN
ajceb-9253	419	2	altalhoni	altalhoni	NOUN
ajceb-9253	419	3	,	,	PUNCT
ajceb-9253	419	4	a.	a.	NOUN
ajceb-9253	419	5	,	,	PUNCT
ajceb-9253	419	6	alwashah	alwashah	NOUN
ajceb-9253	419	7	,	,	PUNCT
ajceb-9253	419	8	z.	z.	PROPN
ajceb-9253	419	9	,	,	PUNCT
ajceb-9253	419	10	liu	liu	PROPN
ajceb-9253	419	11	,	,	PUNCT
ajceb-9253	419	12	h.	h.	PROPN
ajceb-9253	419	13	,	,	PUNCT
ajceb-9253	419	14	abudayyeh	abudayyeh	PROPN
ajceb-9253	419	15	,	,	PUNCT
ajceb-9253	419	16	o.	o.	PROPN
ajceb-9253	419	17	,	,	PUNCT
ajceb-9253	419	18	kwigizile	kwigizile	NOUN
ajceb-9253	419	19	,	,	PUNCT
ajceb-9253	419	20	v.	v.	PROPN
ajceb-9253	419	21	,	,	PUNCT
ajceb-9253	419	22	&	&	CCONJ
ajceb-9253	419	23	kirkpatrick	kirkpatrick	PROPN
ajceb-9253	419	24	,	,	PUNCT
ajceb-9253	419	25	k.	k.	PROPN
ajceb-9253	419	26	(	(	PUNCT
ajceb-9253	419	27	2025	2025	NUM
ajceb-9253	419	28	)	)	PUNCT
ajceb-9253	419	29	.	.	PUNCT
ajceb-9253	420	1	data	data	NOUN
ajceb-9253	420	2	-	-	PUNCT
ajceb-9253	420	3	driven	drive	VERB
ajceb-9253	420	4	identification	identification	NOUN
ajceb-9253	420	5	of	of	ADP
ajceb-9253	420	6	key	key	ADJ
ajceb-9253	420	7	pricing	pricing	NOUN
ajceb-9253	420	8	factors	factor	NOUN
ajceb-9253	420	9	in	in	ADP
ajceb-9253	420	10	highway	highway	NOUN
ajceb-9253	420	11	construction	construction	NOUN
ajceb-9253	420	12	cost	cost	NOUN
ajceb-9253	420	13	estimation	estimation	NOUN
ajceb-9253	420	14	during	during	ADP
ajceb-9253	420	15	economic	economic	ADJ
ajceb-9253	420	16	volatility	volatility	NOUN
ajceb-9253	420	17	.	.	PUNCT
ajceb-9253	421	1	international	international	ADJ
ajceb-9253	421	2	journal	journal	PROPN
ajceb-9253	421	3	of	of	ADP
ajceb-9253	421	4	construction	construction	NOUN
ajceb-9253	421	5	management	management	NOUN
ajceb-9253	421	6	,	,	PUNCT
ajceb-9253	421	7	1–16	1–16	PROPN
ajceb-9253	421	8	.	.	PUNCT
ajceb-9253	422	1	https://doi.org/10.1080/15623599.2025.2511065	https://doi.org/10.1080/15623599.2025.2511065	PROPN
ajceb-9253	423	1	aneja	aneja	PROPN
ajceb-9253	423	2	,	,	PUNCT
ajceb-9253	423	3	n.	n.	PROPN
ajceb-9253	423	4	(	(	PUNCT
ajceb-9253	423	5	2011	2011	NUM
ajceb-9253	423	6	)	)	PUNCT
ajceb-9253	423	7	.	.	PUNCT
ajceb-9253	424	1	neural	neural	ADJ
ajceb-9253	424	2	networks	network	NOUN
ajceb-9253	424	3	approach	approach	NOUN
ajceb-9253	424	4	vurses	vurse	VERB
ajceb-9253	424	5	algorithmic	algorithmic	ADJ
ajceb-9253	424	6	approach	approach	NOUN
ajceb-9253	424	7	:	:	PUNCT
ajceb-9253	424	8	a	a	DET
ajceb-9253	424	9	study	study	NOUN
ajceb-9253	424	10	through	through	ADP
ajceb-9253	424	11	pattern	pattern	NOUN
ajceb-9253	424	12	recognition	recognition	NOUN
ajceb-9253	424	13	.	.	PUNCT
ajceb-9253	425	1	advanced	advanced	ADJ
ajceb-9253	425	2	computing	computing	NOUN
ajceb-9253	425	3	:	:	PUNCT
ajceb-9253	425	4	an	an	DET
ajceb-9253	425	5	international	international	ADJ
ajceb-9253	425	6	journal	journal	NOUN
ajceb-9253	425	7	,	,	PUNCT
ajceb-9253	425	8	2(6	2(6	NUM
ajceb-9253	425	9	)	)	PUNCT
ajceb-9253	425	10	,	,	PUNCT
ajceb-9253	425	11	183–187	183–187	NUM
ajceb-9253	425	12	.	.	PUNCT
ajceb-9253	426	1	https://doi.org/10.5121/acij.2011.2617	https://doi.org/10.5121/acij.2011.2617	PROPN
ajceb-9253	426	2	anibire	anibire	NOUN
ajceb-9253	426	3	,	,	PUNCT
ajceb-9253	426	4	m.	m.	NOUN
ajceb-9253	426	5	o.	o.	PROPN
ajceb-9253	426	6	s.	s.	PROPN
ajceb-9253	426	7	,	,	PUNCT
ajceb-9253	426	8	zin	zin	PROPN
ajceb-9253	426	9	,	,	PUNCT
ajceb-9253	426	10	r.	r.	PROPN
ajceb-9253	426	11	m.	m.	PROPN
ajceb-9253	426	12	,	,	PUNCT
ajceb-9253	426	13	&	&	CCONJ
ajceb-9253	426	14	olatunji	olatunji	PROPN
ajceb-9253	426	15	,	,	PUNCT
ajceb-9253	426	16	s.	s.	PROPN
ajceb-9253	426	17	o.	o.	PROPN
ajceb-9253	426	18	(	(	PUNCT
ajceb-9253	426	19	2021	2021	NUM
ajceb-9253	426	20	)	)	PUNCT
ajceb-9253	426	21	.	.	PUNCT
ajceb-9253	427	1	developing	develop	VERB
ajceb-9253	427	2	a	a	DET
ajceb-9253	427	3	machine	machine	NOUN
ajceb-9253	427	4	learning	learn	VERB
ajceb-9253	427	5	model	model	NOUN
ajceb-9253	427	6	to	to	PART
ajceb-9253	427	7	predict	predict	VERB
ajceb-9253	427	8	the	the	DET
ajceb-9253	427	9	construction	construction	NOUN
ajceb-9253	427	10	duration	duration	NOUN
ajceb-9253	427	11	of	of	ADP
ajceb-9253	427	12	tall	tall	ADJ
ajceb-9253	427	13	building	building	NOUN
ajceb-9253	427	14	projects	project	NOUN
ajceb-9253	427	15	.	.	PUNCT
ajceb-9253	428	1	journal	journal	NOUN
ajceb-9253	428	2	of	of	ADP
ajceb-9253	428	3	construction	construction	NOUN
ajceb-9253	428	4	engineering	engineering	NOUN
ajceb-9253	428	5	,	,	PUNCT
ajceb-9253	428	6	management	management	NOUN
ajceb-9253	428	7	&	&	CCONJ
ajceb-9253	428	8	innovation	innovation	NOUN
ajceb-9253	428	9	,	,	PUNCT
ajceb-9253	428	10	4(1	4(1	NOUN
ajceb-9253	428	11	)	)	PUNCT
ajceb-9253	428	12	,	,	PUNCT
ajceb-9253	428	13	022	022	PROPN
ajceb-9253	428	14	-	-	PUNCT
ajceb-9253	428	15	036	036	NOUN
ajceb-9253	428	16	.	.	PUNCT
ajceb-9253	429	1	https://doi.org/10.31462/jcemi.2021.01022036	https://doi.org/10.31462/jcemi.2021.01022036	PROPN
ajceb-9253	429	2	annual	annual	ADJ
ajceb-9253	429	3	report	report	NOUN
ajceb-9253	429	4	(	(	PUNCT
ajceb-9253	429	5	pp	pp	PROPN
ajceb-9253	429	6	.	.	PUNCT
ajceb-9253	430	1	67	67	NUM
ajceb-9253	430	2	-	-	SYM
ajceb-9253	430	3	73	73	NUM
ajceb-9253	430	4	,	,	PUNCT
ajceb-9253	430	5	rep	rep	PROPN
ajceb-9253	430	6	.	.	PROPN
ajceb-9253	430	7	)	)	PUNCT
ajceb-9253	430	8	.	.	PUNCT
ajceb-9253	431	1	(	(	PUNCT
ajceb-9253	431	2	2021	2021	NUM
ajceb-9253	431	3	)	)	PUNCT
ajceb-9253	431	4	.	.	PUNCT
ajceb-9253	432	1	jordan	jordan	PROPN
ajceb-9253	432	2	,	,	PUNCT
ajceb-9253	432	3	amman	amman	PROPN
ajceb-9253	432	4	:	:	PUNCT
ajceb-9253	432	5	jordan	jordan	PROPN
ajceb-9253	432	6	construction	construction	PROPN
ajceb-9253	432	7	contractors	contractors	PROPN
ajceb-9253	432	8	association	association	PROPN
ajceb-9253	432	9	.	.	PUNCT
ajceb-9253	433	1	annual	annual	ADJ
ajceb-9253	433	2	report	report	NOUN
ajceb-9253	433	3	(	(	PUNCT
ajceb-9253	433	4	pp	pp	ADJ
ajceb-9253	433	5	.	.	PUNCT
ajceb-9253	434	1	70	70	NUM
ajceb-9253	434	2	-	-	SYM
ajceb-9253	434	3	78	78	NUM
ajceb-9253	434	4	,	,	PUNCT
ajceb-9253	434	5	rep	rep	PROPN
ajceb-9253	434	6	.	.	PROPN
ajceb-9253	434	7	)	)	PUNCT
ajceb-9253	434	8	.	.	PUNCT
ajceb-9253	435	1	(	(	PUNCT
ajceb-9253	435	2	2021	2021	NUM
ajceb-9253	435	3	)	)	PUNCT
ajceb-9253	435	4	.	.	PUNCT
ajceb-9253	436	1	jordan	jordan	PROPN
ajceb-9253	436	2	,	,	PUNCT
ajceb-9253	436	3	amman	amman	PROPN
ajceb-9253	436	4	:	:	PUNCT
ajceb-9253	436	5	jordan	jordan	PROPN
ajceb-9253	436	6	engineers	engineers	PROPN
ajceb-9253	436	7	association	association	PROPN
ajceb-9253	436	8	.	.	PUNCT
ajceb-9253	437	1	arafa	arafa	PROPN
ajceb-9253	437	2	,	,	PUNCT
ajceb-9253	437	3	m.	m.	NOUN
ajceb-9253	437	4	and	and	CCONJ
ajceb-9253	437	5	alqedra	alqedra	PROPN
ajceb-9253	437	6	,	,	PUNCT
ajceb-9253	437	7	m.	m.	NOUN
ajceb-9253	437	8	,	,	PUNCT
ajceb-9253	437	9	(	(	PUNCT
ajceb-9253	437	10	2011	2011	NUM
ajceb-9253	437	11	)	)	PUNCT
ajceb-9253	437	12	.	.	PUNCT
ajceb-9253	438	1	early	early	ADJ
ajceb-9253	438	2	-	-	PUNCT
ajceb-9253	438	3	stage	stage	NOUN
ajceb-9253	438	4	cost	cost	NOUN
ajceb-9253	438	5	estimation	estimation	NOUN
ajceb-9253	438	6	of	of	ADP
ajceb-9253	438	7	buildings	building	NOUN
ajceb-9253	438	8	construction	construction	NOUN
ajceb-9253	438	9	projects	project	NOUN
ajceb-9253	438	10	using	use	VERB
ajceb-9253	438	11	ann	ann	PROPN
ajceb-9253	438	12	.	.	PROPN
ajceb-9253	438	13	journal	journal	PROPN
ajceb-9253	438	14	of	of	ADP
ajceb-9253	438	15	artificial	artificial	ADJ
ajceb-9253	438	16	intelligence	intelligence	NOUN
ajceb-9253	438	17	,	,	PUNCT
ajceb-9253	438	18	4(1	4(1	NOUN
ajceb-9253	438	19	)	)	PUNCT
ajceb-9253	438	20	,	,	PUNCT
ajceb-9253	438	21	63	63	NUM
ajceb-9253	438	22	-	-	SYM
ajceb-9253	438	23	75	75	NUM
ajceb-9253	438	24	.	.	PUNCT
ajceb-9253	439	1	https://doi.org/10.3923/jai.2011.63.75	https://doi.org/10.3923/jai.2011.63.75	PROPN
ajceb-9253	439	2	balali	balali	PROPN
ajceb-9253	439	3	,	,	PUNCT
ajceb-9253	439	4	a.	a.	NOUN
ajceb-9253	439	5	,	,	PUNCT
ajceb-9253	439	6	valipour	valipour	NOUN
ajceb-9253	439	7	,	,	PUNCT
ajceb-9253	439	8	a.	a.	NOUN
ajceb-9253	439	9	,	,	PUNCT
ajceb-9253	439	10	antucheviciene	antucheviciene	PROPN
ajceb-9253	439	11	,	,	PUNCT
ajceb-9253	439	12	j.	j.	PROPN
ajceb-9253	439	13	,	,	PUNCT
ajceb-9253	439	14	&	&	CCONJ
ajceb-9253	439	15	šaparauskas	šaparauskas	PROPN
ajceb-9253	439	16	,	,	PUNCT
ajceb-9253	439	17	j.	j.	PROPN
ajceb-9253	439	18	(	(	PUNCT
ajceb-9253	439	19	2020	2020	NUM
ajceb-9253	439	20	)	)	PUNCT
ajceb-9253	439	21	.	.	PUNCT
ajceb-9253	440	1	improving	improve	VERB
ajceb-9253	440	2	the	the	DET
ajceb-9253	440	3	results	result	NOUN
ajceb-9253	440	4	of	of	ADP
ajceb-9253	440	5	the	the	DET
ajceb-9253	440	6	earned	earn	VERB
ajceb-9253	440	7	value	value	NOUN
ajceb-9253	440	8	management	management	NOUN
ajceb-9253	440	9	technique	technique	NOUN
ajceb-9253	440	10	using	use	VERB
ajceb-9253	440	11	artificial	artificial	ADJ
ajceb-9253	440	12	neural	neural	ADJ
ajceb-9253	440	13	networks	network	NOUN
ajceb-9253	440	14	in	in	ADP
ajceb-9253	440	15	construction	construction	NOUN
ajceb-9253	440	16	projects	project	NOUN
ajceb-9253	440	17	.	.	PUNCT
ajceb-9253	441	1	symmetry	symmetry	NOUN
ajceb-9253	441	2	,	,	PUNCT
ajceb-9253	441	3	12(10	12(10	NUM
ajceb-9253	441	4	)	)	PUNCT
ajceb-9253	441	5	,	,	PUNCT
ajceb-9253	441	6	1–17	1–17	PROPN
ajceb-9253	441	7	.	.	PUNCT
ajceb-9253	442	1	https://	https://	PROPN
ajceb-9253	442	2	doi.org/10.3390/sym12101745	doi.org/10.3390/sym12101745	PROPN
ajceb-9253	442	3	bilski	bilski	PROPN
ajceb-9253	442	4	,	,	PUNCT
ajceb-9253	442	5	j.	j.	PROPN
ajceb-9253	442	6	,	,	PUNCT
ajceb-9253	442	7	kowalczyk	kowalczyk	PROPN
ajceb-9253	442	8	,	,	PUNCT
ajceb-9253	442	9	b.	b.	PROPN
ajceb-9253	442	10	,	,	PUNCT
ajceb-9253	442	11	marchlewska	marchlewska	PROPN
ajceb-9253	442	12	,	,	PUNCT
ajceb-9253	442	13	a.	a.	NOUN
ajceb-9253	442	14	,	,	PUNCT
ajceb-9253	442	15	&	&	CCONJ
ajceb-9253	442	16	zurada	zurada	PROPN
ajceb-9253	442	17	,	,	PUNCT
ajceb-9253	442	18	m.	m.	PROPN
ajceb-9253	442	19	j.	j.	PROPN
ajceb-9253	442	20	(	(	PUNCT
ajceb-9253	442	21	2020	2020	NUM
ajceb-9253	442	22	)	)	PUNCT
ajceb-9253	442	23	.	.	PUNCT
ajceb-9253	443	1	local	local	ADJ
ajceb-9253	443	2	levenberg	levenberg	PROPN
ajceb-9253	443	3	-	-	PUNCT
ajceb-9253	443	4	marquardt	marquardt	PROPN
ajceb-9253	443	5	algorithm	algorithm	NOUN
ajceb-9253	443	6	for	for	ADP
ajceb-9253	443	7	learning	learn	VERB
ajceb-9253	443	8	feedforward	feedforward	NOUN
ajceb-9253	443	9	neural	neural	ADJ
ajceb-9253	443	10	networks	network	NOUN
ajceb-9253	443	11	.	.	PUNCT
ajceb-9253	444	1	sciendo	sciendo	PROPN
ajceb-9253	444	2	:	:	PUNCT
ajceb-9253	444	3	jaiscr	jaiscr	PROPN
ajceb-9253	444	4	,	,	PUNCT
ajceb-9253	444	5	2020	2020	NUM
ajceb-9253	444	6	,	,	PUNCT
ajceb-9253	444	7	vol	vol	NOUN
ajceb-9253	444	8	.	.	PROPN
ajceb-9253	445	1	10	10	NUM
ajceb-9253	445	2	,	,	PUNCT
ajceb-9253	445	3	no	no	INTJ
ajceb-9253	445	4	.	.	NOUN
ajceb-9253	445	5	4	4	NUM
ajceb-9253	445	6	,	,	PUNCT
ajceb-9253	445	7	pp	pp	ADJ
ajceb-9253	445	8	.	.	PUNCT
ajceb-9253	446	1	299	299	NUM
ajceb-9253	446	2	–	–	PUNCT
ajceb-9253	446	3	316	316	NUM
ajceb-9253	446	4	.	.	PUNCT
ajceb-9253	447	1	https://doi	https://doi	PROPN
ajceb-9253	447	2	.	.	PUNCT
ajceb-9253	447	3	org/10.2478	org/10.2478	PROPN
ajceb-9253	447	4	/	/	SYM
ajceb-9253	447	5	jaiscr-2020	jaiscr-2020	NOUN
ajceb-9253	447	6	-	-	PUNCT
ajceb-9253	447	7	0020	0020	NUM
ajceb-9253	447	8	çaliskan	çaliskan	NOUN
ajceb-9253	447	9	,	,	PUNCT
ajceb-9253	447	10	e.	e.	PROPN
ajceb-9253	447	11	,	,	PUNCT
ajceb-9253	447	12	&	&	CCONJ
ajceb-9253	447	13	sevim	sevim	PROPN
ajceb-9253	447	14	,	,	PUNCT
ajceb-9253	447	15	y.	y.	PROPN
ajceb-9253	447	16	(	(	PUNCT
ajceb-9253	447	17	2019	2019	NUM
ajceb-9253	447	18	)	)	PUNCT
ajceb-9253	447	19	.	.	PUNCT
ajceb-9253	448	1	a	a	DET
ajceb-9253	448	2	comparative	comparative	ADJ
ajceb-9253	448	3	study	study	NOUN
ajceb-9253	448	4	of	of	ADP
ajceb-9253	448	5	artificial	artificial	ADJ
ajceb-9253	448	6	neural	neural	ADJ
ajceb-9253	448	7	networks	network	NOUN
ajceb-9253	448	8	and	and	CCONJ
ajceb-9253	448	9	multiple	multiple	ADJ
ajceb-9253	448	10	regression	regression	NOUN
ajceb-9253	448	11	analysis	analysis	NOUN
ajceb-9253	448	12	for	for	ADP
ajceb-9253	448	13	modeling	model	VERB
ajceb-9253	448	14	skidding	skidding	NOUN
ajceb-9253	448	15	time	time	NOUN
ajceb-9253	448	16	.	.	PUNCT
ajceb-9253	449	1	applied	apply	VERB
ajceb-9253	449	2	ecology	ecology	NOUN
ajceb-9253	449	3	and	and	CCONJ
ajceb-9253	449	4	environmental	environmental	ADJ
ajceb-9253	449	5	research	research	NOUN
ajceb-9253	449	6	.	.	PUNCT
ajceb-9253	450	1	https://doi.org/10.15666/	https://doi.org/10.15666/	PROPN
ajceb-9253	450	2	aeer/1702_17411756	aeer/1702_17411756	PROPN
ajceb-9253	450	3	el	el	PROPN
ajceb-9253	450	4	-	-	NOUN
ajceb-9253	450	5	sawalhi	sawalhi	NOUN
ajceb-9253	450	6	,	,	PUNCT
ajceb-9253	450	7	n.	n.	NOUN
ajceb-9253	450	8	i.	i.	PROPN
ajceb-9253	450	9	,	,	PUNCT
ajceb-9253	450	10	and	and	CCONJ
ajceb-9253	450	11	shehatto	shehatto	NOUN
ajceb-9253	450	12	,	,	PUNCT
ajceb-9253	450	13	o.	o.	PROPN
ajceb-9253	450	14	(	(	PUNCT
ajceb-9253	450	15	2013	2013	NUM
ajceb-9253	450	16	)	)	PUNCT
ajceb-9253	450	17	.	.	PUNCT
ajceb-9253	451	1	cost	cost	NOUN
ajceb-9253	451	2	estimation	estimation	NOUN
ajceb-9253	451	3	for	for	ADP
ajceb-9253	451	4	building	build	VERB
ajceb-9253	451	5	construction	construction	NOUN
ajceb-9253	451	6	projects	project	NOUN
ajceb-9253	451	7	in	in	ADP
ajceb-9253	451	8	gaza	gaza	PROPN
ajceb-9253	451	9	strip	strip	PROPN
ajceb-9253	451	10	using	use	VERB
ajceb-9253	451	11	artificial	artificial	ADJ
ajceb-9253	451	12	neural	neural	ADJ
ajceb-9253	451	13	network	network	NOUN
ajceb-9253	451	14	(	(	PUNCT
ajceb-9253	451	15	ann	ann	PROPN
ajceb-9253	451	16	)	)	PUNCT
ajceb-9253	451	17	,	,	PUNCT
ajceb-9253	451	18	gaza	gaza	PROPN
ajceb-9253	451	19	strip	strip	PROPN
ajceb-9253	451	20	.	.	PUNCT
ajceb-9253	452	1	master	master	NOUN
ajceb-9253	452	2	’s	’s	PART
ajceb-9253	452	3	thesis	thesis	NOUN
ajceb-9253	452	4	in	in	ADP
ajceb-9253	452	5	construction	construction	NOUN
ajceb-9253	452	6	management	management	NOUN
ajceb-9253	452	7	,	,	PUNCT
ajceb-9253	452	8	the	the	DET
ajceb-9253	452	9	islamic	islamic	PROPN
ajceb-9253	452	10	university	university	PROPN
ajceb-9253	452	11	of	of	ADP
ajceb-9253	452	12	gaza	gaza	PROPN
ajceb-9253	452	13	.	.	PUNCT
ajceb-9253	453	1	https://doi.org/10.1080/15623599.2013.10773209	https://doi.org/10.1080/15623599.2013.10773209	PROPN
ajceb-9253	453	2	fan	fan	PROPN
ajceb-9253	453	3	,	,	PUNCT
ajceb-9253	453	4	s.-l	s.-l	PROPN
ajceb-9253	453	5	.	.	PUNCT
ajceb-9253	453	6	,	,	PUNCT
ajceb-9253	454	1	yeh	yeh	PROPN
ajceb-9253	454	2	,	,	PUNCT
ajceb-9253	454	3	i.-c	i.-c	PROPN
ajceb-9253	454	4	.	.	PUNCT
ajceb-9253	454	5	,	,	PUNCT
ajceb-9253	454	6	&	&	CCONJ
ajceb-9253	454	7	chi	chi	PROPN
ajceb-9253	454	8	,	,	PUNCT
ajceb-9253	454	9	w.-s	w.-	NOUN
ajceb-9253	454	10	.	.	PUNCT
ajceb-9253	454	11	(	(	PUNCT
ajceb-9253	454	12	2021	2021	NUM
ajceb-9253	454	13	)	)	PUNCT
ajceb-9253	454	14	.	.	PUNCT
ajceb-9253	455	1	improvement	improvement	NOUN
ajceb-9253	455	2	in	in	ADP
ajceb-9253	455	3	estimating	estimate	VERB
ajceb-9253	455	4	durations	duration	NOUN
ajceb-9253	455	5	for	for	ADP
ajceb-9253	455	6	building	building	NOUN
ajceb-9253	455	7	projects	project	NOUN
ajceb-9253	455	8	using	use	VERB
ajceb-9253	455	9	artificial	artificial	ADJ
ajceb-9253	455	10	neural	neural	ADJ
ajceb-9253	455	11	network	network	NOUN
ajceb-9253	455	12	and	and	CCONJ
ajceb-9253	455	13	sensitivity	sensitivity	NOUN
ajceb-9253	455	14	analysis	analysis	NOUN
ajceb-9253	455	15	.	.	PUNCT
ajceb-9253	456	1	journal	journal	NOUN
ajceb-9253	456	2	of	of	ADP
ajceb-9253	456	3	construction	construction	NOUN
ajceb-9253	456	4	engineering	engineering	NOUN
ajceb-9253	456	5	and	and	CCONJ
ajceb-9253	456	6	management	management	NOUN
ajceb-9253	456	7	,	,	PUNCT
ajceb-9253	456	8	147(7	147(7	NUM
ajceb-9253	456	9	)	)	PUNCT
ajceb-9253	456	10	,	,	PUNCT
ajceb-9253	456	11	1	1	NUM
ajceb-9253	456	12	-	-	SYM
ajceb-9253	456	13	9	9	NUM
ajceb-9253	456	14	.	.	PUNCT
ajceb-9253	457	1	https://doi.org/10.1061/(asce)co.1943-7862.0002036	https://doi.org/10.1061/(asce)co.1943-7862.0002036	NOUN
ajceb-9253	457	2	galli	galli	NOUN
ajceb-9253	457	3	,	,	PUNCT
ajceb-9253	457	4	b.	b.	PROPN
ajceb-9253	457	5	j.	j.	PROPN
ajceb-9253	457	6	(	(	PUNCT
ajceb-9253	457	7	2020	2020	NUM
ajceb-9253	457	8	)	)	PUNCT
ajceb-9253	457	9	.	.	PUNCT
ajceb-9253	458	1	application	application	NOUN
ajceb-9253	458	2	of	of	ADP
ajceb-9253	458	3	multiple	multiple	ADJ
ajceb-9253	458	4	regression	regression	NOUN
ajceb-9253	458	5	and	and	CCONJ
ajceb-9253	458	6	artificial	artificial	ADJ
ajceb-9253	458	7	neural	neural	ADJ
ajceb-9253	458	8	networks	network	NOUN
ajceb-9253	458	9	as	as	ADP
ajceb-9253	458	10	tools	tool	NOUN
ajceb-9253	458	11	for	for	ADP
ajceb-9253	458	12	estimating	estimate	VERB
ajceb-9253	458	13	duration	duration	NOUN
ajceb-9253	458	14	and	and	CCONJ
ajceb-9253	458	15	life	life	NOUN
ajceb-9253	458	16	cycle	cycle	NOUN
ajceb-9253	458	17	cost	cost	NOUN
ajceb-9253	458	18	of	of	ADP
ajceb-9253	458	19	projects	project	NOUN
ajceb-9253	458	20	.	.	PUNCT
ajceb-9253	459	1	international	international	ADJ
ajceb-9253	459	2	journal	journal	NOUN
ajceb-9253	459	3	of	of	ADP
ajceb-9253	459	4	applied	apply	VERB
ajceb-9253	459	5	industrial	industrial	ADJ
ajceb-9253	459	6	engineering	engineering	NOUN
ajceb-9253	459	7	,	,	PUNCT
ajceb-9253	459	8	7(1	7(1	NUM
ajceb-9253	459	9	)	)	PUNCT
ajceb-9253	459	10	,	,	PUNCT
ajceb-9253	459	11	1–27	1–27	NOUN
ajceb-9253	459	12	.	.	PUNCT
ajceb-9253	460	1	https://doi	https://doi	NOUN
ajceb-9253	460	2	.	.	PUNCT
ajceb-9253	460	3	org/10.4018	org/10.4018	PROPN
ajceb-9253	460	4	/	/	SYM
ajceb-9253	460	5	ijaie.2020010101	ijaie.2020010101	PROPN
ajceb-9253	460	6	george	george	PROPN
ajceb-9253	460	7	,	,	PUNCT
ajceb-9253	460	8	d.	d.	PROPN
ajceb-9253	460	9	,	,	PUNCT
ajceb-9253	460	10	&	&	CCONJ
ajceb-9253	460	11	mallery	mallery	PROPN
ajceb-9253	460	12	,	,	PUNCT
ajceb-9253	460	13	p.	p.	NOUN
ajceb-9253	460	14	(	(	PUNCT
ajceb-9253	460	15	2003	2003	NUM
ajceb-9253	460	16	)	)	PUNCT
ajceb-9253	460	17	.	.	PUNCT
ajceb-9253	461	1	spss	spss	PROPN
ajceb-9253	461	2	for	for	ADP
ajceb-9253	461	3	windows	window	NOUN
ajceb-9253	461	4	step	step	NOUN
ajceb-9253	461	5	by	by	ADP
ajceb-9253	461	6	step	step	NOUN
ajceb-9253	461	7	:	:	PUNCT
ajceb-9253	461	8	a	a	DET
ajceb-9253	461	9	simple	simple	ADJ
ajceb-9253	461	10	guide	guide	NOUN
ajceb-9253	461	11	and	and	CCONJ
ajceb-9253	461	12	reference	reference	NOUN
ajceb-9253	461	13	,	,	PUNCT
ajceb-9253	461	14	(	(	PUNCT
ajceb-9253	461	15	4th	4th	ADJ
ajceb-9253	461	16	ed	ed	NOUN
ajceb-9253	461	17	.	.	PUNCT
ajceb-9253	461	18	)	)	PUNCT
ajceb-9253	461	19	,	,	PUNCT
ajceb-9253	461	20	1	1	NUM
ajceb-9253	461	21	-	-	SYM
ajceb-9253	461	22	63	63	NUM
ajceb-9253	461	23	.	.	PUNCT
ajceb-9253	462	1	retrieved	retrieve	VERB
ajceb-9253	462	2	from	from	ADP
ajceb-9253	462	3	https://wps.ablongman.com/wps/media/objects/385/394732/george4answers.pdf	https://wps.ablongman.com/wps/media/objects/385/394732/george4answers.pdf	NOUN
ajceb-9253	462	4	ghasemi	ghasemi	NOUN
ajceb-9253	462	5	,	,	PUNCT
ajceb-9253	462	6	a.	a.	NOUN
ajceb-9253	462	7	,	,	PUNCT
ajceb-9253	462	8	&	&	CCONJ
ajceb-9253	462	9	zahediasl	zahediasl	PROPN
ajceb-9253	462	10	,	,	PUNCT
ajceb-9253	462	11	s.	s.	PROPN
ajceb-9253	462	12	(	(	PUNCT
ajceb-9253	462	13	2012	2012	NUM
ajceb-9253	462	14	)	)	PUNCT
ajceb-9253	462	15	.	.	PUNCT
ajceb-9253	463	1	normality	normality	NOUN
ajceb-9253	463	2	tests	test	NOUN
ajceb-9253	463	3	for	for	ADP
ajceb-9253	463	4	statistical	statistical	ADJ
ajceb-9253	463	5	analysis	analysis	NOUN
ajceb-9253	463	6	:	:	PUNCT
ajceb-9253	463	7	a	a	DET
ajceb-9253	463	8	guide	guide	NOUN
ajceb-9253	463	9	for	for	ADP
ajceb-9253	463	10	non	non	ADJ
ajceb-9253	463	11	-	-	ADJ
ajceb-9253	463	12	statisticians	statistician	NOUN
ajceb-9253	463	13	.	.	PUNCT
ajceb-9253	464	1	international	international	ADJ
ajceb-9253	464	2	journal	journal	PROPN
ajceb-9253	464	3	of	of	ADP
ajceb-9253	464	4	endocrinology	endocrinology	NOUN
ajceb-9253	464	5	and	and	CCONJ
ajceb-9253	464	6	metabolism	metabolism	NOUN
ajceb-9253	464	7	,	,	PUNCT
ajceb-9253	464	8	10(2	10(2	NUM
ajceb-9253	464	9	)	)	PUNCT
ajceb-9253	464	10	,	,	PUNCT
ajceb-9253	464	11	486–489	486–489	NUM
ajceb-9253	464	12	.	.	PUNCT
ajceb-9253	465	1	https://doi.org/10.5812/ijem.3505	https://doi.org/10.5812/ijem.3505	PROPN
ajceb-9253	465	2	ghritlahre	ghritlahre	PROPN
ajceb-9253	465	3	,	,	PUNCT
ajceb-9253	465	4	h.	h.	PROPN
ajceb-9253	465	5	k.	k.	PROPN
ajceb-9253	465	6	,	,	PUNCT
ajceb-9253	465	7	&	&	CCONJ
ajceb-9253	465	8	prasad	prasad	PROPN
ajceb-9253	465	9	,	,	PUNCT
ajceb-9253	465	10	r.	r.	PROPN
ajceb-9253	465	11	k.	k.	PROPN
ajceb-9253	465	12	(	(	PUNCT
ajceb-9253	465	13	2018	2018	NUM
ajceb-9253	465	14	)	)	PUNCT
ajceb-9253	465	15	.	.	PUNCT
ajceb-9253	466	1	application	application	NOUN
ajceb-9253	466	2	of	of	ADP
ajceb-9253	466	3	ann	ann	PROPN
ajceb-9253	466	4	technique	technique	NOUN
ajceb-9253	466	5	to	to	PART
ajceb-9253	466	6	predict	predict	VERB
ajceb-9253	466	7	the	the	DET
ajceb-9253	466	8	performance	performance	NOUN
ajceb-9253	466	9	of	of	ADP
ajceb-9253	466	10	solar	solar	ADJ
ajceb-9253	466	11	collector	collector	NOUN
ajceb-9253	466	12	systems	system	NOUN
ajceb-9253	466	13	a	a	DET
ajceb-9253	466	14	review	review	NOUN
ajceb-9253	466	15	.	.	PUNCT
ajceb-9253	467	1	renewable	renewable	ADJ
ajceb-9253	467	2	and	and	CCONJ
ajceb-9253	467	3	sustainable	sustainable	ADJ
ajceb-9253	467	4	energy	energy	NOUN
ajceb-9253	467	5	reviews	review	NOUN
ajceb-9253	467	6	,	,	PUNCT
ajceb-9253	467	7	84	84	NUM
ajceb-9253	467	8	,	,	PUNCT
ajceb-9253	467	9	75–88	75–88	NUM
ajceb-9253	467	10	.	.	PUNCT
ajceb-9253	468	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
ajceb-9253	468	2	.	.	PUNCT
ajceb-9253	469	1	rser.2018.01.001	rser.2018.01.001	PROPN
ajceb-9253	469	2	al	al	PROPN
ajceb-9253	469	3	-	-	PUNCT
ajceb-9253	469	4	attar	attar	PROPN
ajceb-9253	469	5	et	et	PROPN
ajceb-9253	469	6	al	al	PROPN
ajceb-9253	469	7	.	.	PROPN
ajceb-9253	470	1	construction	construction	NOUN
ajceb-9253	470	2	economics	economic	NOUN
ajceb-9253	470	3	and	and	CCONJ
ajceb-9253	470	4	building	building	NOUN
ajceb-9253	470	5	,	,	PUNCT
ajceb-9253	470	6	vol	vol	NOUN
ajceb-9253	470	7	.	.	PROPN
ajceb-9253	470	8	25	25	NUM
ajceb-9253	470	9	,	,	PUNCT
ajceb-9253	470	10	no	no	INTJ
ajceb-9253	470	11	.	.	NOUN
ajceb-9253	470	12	2	2	NUM
ajceb-9253	470	13	july	july	PROPN
ajceb-9253	470	14	2025189	2025189	NUM
ajceb-9253	470	15	https://doi.org/10.1108/ecam-06-2020-0402	https://doi.org/10.1108/ecam-06-2020-0402	NOUN
ajceb-9253	470	16	https://doi.org/10.1080/15623599.2025.2511065	https://doi.org/10.1080/15623599.2025.2511065	PROPN
ajceb-9253	471	1	https://doi.org/10.5121/acij.2011.2617	https://doi.org/10.5121/acij.2011.2617	PROPN
ajceb-9253	471	2	https://doi.org/10.31462/jcemi.2021.01022036	https://doi.org/10.31462/jcemi.2021.01022036	PROPN
ajceb-9253	471	3	https://doi.org/10.3923/jai.2011.63.75	https://doi.org/10.3923/jai.2011.63.75	ADJ
ajceb-9253	471	4	https://doi.org/10.3390/sym12101745	https://doi.org/10.3390/sym12101745	PROPN
ajceb-9253	471	5	https://doi.org/10.3390/sym12101745	https://doi.org/10.3390/sym12101745	PROPN
ajceb-9253	471	6	https://doi.org/10.2478/jaiscr-2020-0020	https://doi.org/10.2478/jaiscr-2020-0020	PROPN
ajceb-9253	471	7	https://doi.org/10.2478/jaiscr-2020-0020	https://doi.org/10.2478/jaiscr-2020-0020	PROPN
ajceb-9253	471	8	https://doi.org/10.15666/aeer/1702_17411756	https://doi.org/10.15666/aeer/1702_17411756	PROPN
ajceb-9253	471	9	https://doi.org/10.15666/aeer/1702_17411756	https://doi.org/10.15666/aeer/1702_17411756	PROPN
ajceb-9253	471	10	https://doi.org/10.1080/15623599.2013.10773209	https://doi.org/10.1080/15623599.2013.10773209	NOUN
ajceb-9253	471	11	https://doi.org/10.1061/(asce)co.1943-7862.0002036	https://doi.org/10.1061/(asce)co.1943-7862.0002036	PROPN
ajceb-9253	471	12	https://doi.org/10.4018/ijaie.2020010101	https://doi.org/10.4018/ijaie.2020010101	NOUN
ajceb-9253	471	13	https://doi.org/10.4018/ijaie.2020010101	https://doi.org/10.4018/ijaie.2020010101	PROPN
ajceb-9253	471	14	https://wps.ablongman.com/wps/media/objects/385/394732/george4answers.pdf	https://wps.ablongman.com/wps/media/objects/385/394732/george4answers.pdf	PROPN
ajceb-9253	471	15	https://doi.org/10.5812/ijem.3505	https://doi.org/10.5812/ijem.3505	VERB
ajceb-9253	471	16	https://doi.org/10.1016/j.rser.2018.01.001	https://doi.org/10.1016/j.rser.2018.01.001	PROPN
ajceb-9253	471	17	https://doi.org/10.1016/j.rser.2018.01.001	https://doi.org/10.1016/j.rser.2018.01.001	NOUN
ajceb-9253	471	18	helvaci	helvaci	NOUN
ajceb-9253	471	19	,	,	PUNCT
ajceb-9253	471	20	a.	a.	NOUN
ajceb-9253	471	21	(	(	PUNCT
ajceb-9253	471	22	2008	2008	NUM
ajceb-9253	471	23	)	)	PUNCT
ajceb-9253	471	24	.	.	PUNCT
ajceb-9253	472	1	comparison	comparison	NOUN
ajceb-9253	472	2	of	of	ADP
ajceb-9253	472	3	parametric	parametric	ADJ
ajceb-9253	472	4	models	model	NOUN
ajceb-9253	472	5	for	for	ADP
ajceb-9253	472	6	conceptual	conceptual	ADJ
ajceb-9253	472	7	duration	duration	NOUN
ajceb-9253	472	8	estimation	estimation	NOUN
ajceb-9253	472	9	of	of	ADP
ajceb-9253	472	10	building	building	NOUN
ajceb-9253	472	11	projects	project	NOUN
ajceb-9253	472	12	,	,	PUNCT
ajceb-9253	472	13	ankara	ankara	PROPN
ajceb-9253	472	14	,	,	PUNCT
ajceb-9253	472	15	turkey	turkey	PROPN
ajceb-9253	472	16	.	.	PUNCT
ajceb-9253	473	1	master	master	NOUN
ajceb-9253	473	2	’s	’s	PART
ajceb-9253	473	3	thesis	thesis	NOUN
ajceb-9253	473	4	in	in	ADP
ajceb-9253	473	5	civil	civil	ADJ
ajceb-9253	473	6	engineering	engineering	NOUN
ajceb-9253	473	7	,	,	PUNCT
ajceb-9253	473	8	middle	middle	PROPN
ajceb-9253	473	9	east	east	PROPN
ajceb-9253	473	10	technical	technical	PROPN
ajceb-9253	473	11	university	university	PROPN
ajceb-9253	473	12	.	.	PUNCT
ajceb-9253	474	1	juan	juan	PROPN
ajceb-9253	474	2	,	,	PUNCT
ajceb-9253	474	3	y.	y.	PROPN
ajceb-9253	474	4	k.	k.	PROPN
ajceb-9253	474	5	,	,	PUNCT
ajceb-9253	474	6	&	&	CCONJ
ajceb-9253	474	7	liou	liou	PROPN
ajceb-9253	474	8	,	,	PUNCT
ajceb-9253	474	9	l.	l.	PROPN
ajceb-9253	474	10	e.	e.	PROPN
ajceb-9253	474	11	(	(	PUNCT
ajceb-9253	474	12	2021	2021	NUM
ajceb-9253	474	13	)	)	PUNCT
ajceb-9253	474	14	.	.	PUNCT
ajceb-9253	475	1	predicting	predict	VERB
ajceb-9253	475	2	the	the	DET
ajceb-9253	475	3	schedule	schedule	NOUN
ajceb-9253	475	4	and	and	CCONJ
ajceb-9253	475	5	cost	cost	NOUN
ajceb-9253	475	6	performance	performance	NOUN
ajceb-9253	475	7	in	in	ADP
ajceb-9253	475	8	public	public	ADJ
ajceb-9253	475	9	school	school	NOUN
ajceb-9253	475	10	building	building	NOUN
ajceb-9253	475	11	projects	project	NOUN
ajceb-9253	475	12	in	in	ADP
ajceb-9253	475	13	taiwan	taiwan	PROPN
ajceb-9253	475	14	.	.	PUNCT
ajceb-9253	476	1	journal	journal	PROPN
ajceb-9253	476	2	of	of	ADP
ajceb-9253	476	3	civil	civil	ADJ
ajceb-9253	476	4	engineering	engineering	NOUN
ajceb-9253	476	5	and	and	CCONJ
ajceb-9253	476	6	management	management	NOUN
ajceb-9253	476	7	,	,	PUNCT
ajceb-9253	476	8	28(1	28(1	NOUN
ajceb-9253	476	9	)	)	PUNCT
ajceb-9253	476	10	,	,	PUNCT
ajceb-9253	476	11	51–67	51–67	NUM
ajceb-9253	476	12	.	.	PUNCT
ajceb-9253	477	1	https://doi.org/10.3846/jcem.2021.15853	https://doi.org/10.3846/jcem.2021.15853	PROPN
ajceb-9253	477	2	juszczyk	juszczyk	NOUN
ajceb-9253	477	3	,	,	PUNCT
ajceb-9253	477	4	m.	m.	NOUN
ajceb-9253	477	5	(	(	PUNCT
ajceb-9253	477	6	2015	2015	NUM
ajceb-9253	477	7	)	)	PUNCT
ajceb-9253	477	8	.	.	PUNCT
ajceb-9253	478	1	application	application	NOUN
ajceb-9253	478	2	of	of	ADP
ajceb-9253	478	3	committees	committee	NOUN
ajceb-9253	478	4	of	of	ADP
ajceb-9253	478	5	neural	neural	ADJ
ajceb-9253	478	6	networks	network	NOUN
ajceb-9253	478	7	for	for	ADP
ajceb-9253	478	8	conceptual	conceptual	ADJ
ajceb-9253	478	9	cost	cost	NOUN
ajceb-9253	478	10	estimation	estimation	NOUN
ajceb-9253	478	11	of	of	ADP
ajceb-9253	478	12	residential	residential	ADJ
ajceb-9253	478	13	buildings	building	NOUN
ajceb-9253	478	14	.	.	PUNCT
ajceb-9253	479	1	proceedings	proceeding	NOUN
ajceb-9253	479	2	of	of	ADP
ajceb-9253	479	3	the	the	DET
ajceb-9253	479	4	international	international	ADJ
ajceb-9253	479	5	conference	conference	NOUN
ajceb-9253	479	6	on	on	ADP
ajceb-9253	479	7	numerical	numerical	ADJ
ajceb-9253	479	8	analysis	analysis	NOUN
ajceb-9253	479	9	and	and	CCONJ
ajceb-9253	479	10	applied	apply	VERB
ajceb-9253	479	11	mathematics	mathematic	NOUN
ajceb-9253	479	12	,	,	PUNCT
ajceb-9253	479	13	1648(1	1648(1	NUM
ajceb-9253	479	14	)	)	PUNCT
ajceb-9253	479	15	,	,	PUNCT
ajceb-9253	479	16	1	1	NUM
ajceb-9253	479	17	-	-	SYM
ajceb-9253	479	18	6	6	NUM
ajceb-9253	479	19	.	.	PUNCT
ajceb-9253	480	1	https://doi.org/10.1063/1.4912840	https://doi.org/10.1063/1.4912840	PROPN
ajceb-9253	480	2	kaur	kaur	PROPN
ajceb-9253	480	3	,	,	PUNCT
ajceb-9253	480	4	p.	p.	NOUN
ajceb-9253	480	5	(	(	PUNCT
ajceb-9253	480	6	2016	2016	NUM
ajceb-9253	480	7	)	)	PUNCT
ajceb-9253	480	8	.	.	PUNCT
ajceb-9253	481	1	artificial	artificial	ADJ
ajceb-9253	481	2	neural	neural	ADJ
ajceb-9253	481	3	networks	network	NOUN
ajceb-9253	481	4	as	as	ADP
ajceb-9253	481	5	an	an	DET
ajceb-9253	481	6	effective	effective	ADJ
ajceb-9253	481	7	project	project	NOUN
ajceb-9253	481	8	management	management	NOUN
ajceb-9253	481	9	tool	tool	NOUN
ajceb-9253	481	10	.	.	PUNCT
ajceb-9253	482	1	international	international	ADJ
ajceb-9253	482	2	journal	journal	NOUN
ajceb-9253	482	3	of	of	ADP
ajceb-9253	482	4	advanced	advanced	ADJ
ajceb-9253	482	5	technology	technology	NOUN
ajceb-9253	482	6	in	in	ADP
ajceb-9253	482	7	engineering	engineering	NOUN
ajceb-9253	482	8	and	and	CCONJ
ajceb-9253	482	9	science	science	NOUN
ajceb-9253	482	10	(	(	PUNCT
ajceb-9253	482	11	ijates	ijate	NOUN
ajceb-9253	482	12	)	)	PUNCT
ajceb-9253	482	13	,	,	PUNCT
ajceb-9253	482	14	4(7	4(7	NUM
ajceb-9253	482	15	)	)	PUNCT
ajceb-9253	482	16	,	,	PUNCT
ajceb-9253	482	17	229–239	229–239	NUM
ajceb-9253	482	18	.	.	PUNCT
ajceb-9253	482	19	available	available	ADJ
ajceb-9253	482	20	at	at	ADP
ajceb-9253	482	21	http://ijates.com/images/	http://ijates.com/images/	PROPN
ajceb-9253	482	22	short_pdf/1470034546_1140ijates.pdf	short_pdf/1470034546_1140ijates.pdf	PROPN
ajceb-9253	482	23	kim	kim	PROPN
ajceb-9253	482	24	,	,	PUNCT
ajceb-9253	482	25	h.-y	h.-y	NOUN
ajceb-9253	482	26	.	.	PUNCT
ajceb-9253	483	1	(	(	PUNCT
ajceb-9253	483	2	2019	2019	NUM
ajceb-9253	483	3	)	)	PUNCT
ajceb-9253	483	4	.	.	PUNCT
ajceb-9253	484	1	statistical	statistical	ADJ
ajceb-9253	484	2	notes	note	NOUN
ajceb-9253	484	3	for	for	ADP
ajceb-9253	484	4	clinical	clinical	ADJ
ajceb-9253	484	5	researchers	researcher	NOUN
ajceb-9253	484	6	:	:	PUNCT
ajceb-9253	484	7	the	the	DET
ajceb-9253	484	8	independent	independent	ADJ
ajceb-9253	484	9	samples	sample	NOUN
ajceb-9253	484	10	t	t	PROPN
ajceb-9253	484	11	test	test	NOUN
ajceb-9253	484	12	.	.	PUNCT
ajceb-9253	485	1	restorative	restorative	ADJ
ajceb-9253	485	2	dentistry	dentistry	NOUN
ajceb-9253	485	3	&	&	CCONJ
ajceb-9253	485	4	endodontics	endodontics	PROPN
ajceb-9253	485	5	,	,	PUNCT
ajceb-9253	485	6	44(3	44(3	NOUN
ajceb-9253	485	7	)	)	PUNCT
ajceb-9253	485	8	,	,	PUNCT
ajceb-9253	485	9	2–7	2–7	X
ajceb-9253	485	10	.	.	PUNCT
ajceb-9253	485	11	https://doi.org/10.5395/rde.2019.44.e26	https://doi.org/10.5395/rde.2019.44.e26	PROPN
ajceb-9253	485	12	kulkarni	kulkarni	PROPN
ajceb-9253	485	13	,	,	PUNCT
ajceb-9253	485	14	p.	p.	PROPN
ajceb-9253	485	15	s.	s.	PROPN
ajceb-9253	485	16	,	,	PUNCT
ajceb-9253	485	17	londhe	londhe	PROPN
ajceb-9253	485	18	,	,	PUNCT
ajceb-9253	485	19	s.	s.	PROPN
ajceb-9253	485	20	n.	n.	PROPN
ajceb-9253	485	21	,	,	PUNCT
ajceb-9253	485	22	&	&	CCONJ
ajceb-9253	485	23	deo	deo	PROPN
ajceb-9253	485	24	,	,	PUNCT
ajceb-9253	485	25	m.	m.	NOUN
ajceb-9253	485	26	c.	c.	PROPN
ajceb-9253	485	27	(	(	PUNCT
ajceb-9253	485	28	2017	2017	NUM
ajceb-9253	485	29	)	)	PUNCT
ajceb-9253	485	30	.	.	PUNCT
ajceb-9253	486	1	artificial	artificial	ADJ
ajceb-9253	486	2	neural	neural	ADJ
ajceb-9253	486	3	networks	network	NOUN
ajceb-9253	486	4	for	for	ADP
ajceb-9253	486	5	construction	construction	NOUN
ajceb-9253	486	6	management	management	NOUN
ajceb-9253	486	7	:	:	PUNCT
ajceb-9253	486	8	a	a	DET
ajceb-9253	486	9	review	review	NOUN
ajceb-9253	486	10	.	.	PUNCT
ajceb-9253	487	1	journal	journal	NOUN
ajceb-9253	487	2	of	of	ADP
ajceb-9253	487	3	soft	soft	ADJ
ajceb-9253	487	4	computing	computing	NOUN
ajceb-9253	487	5	in	in	ADP
ajceb-9253	487	6	civil	civil	ADJ
ajceb-9253	487	7	engineering	engineering	NOUN
ajceb-9253	487	8	,	,	PUNCT
ajceb-9253	487	9	1(2	1(2	NUM
ajceb-9253	487	10	)	)	PUNCT
ajceb-9253	487	11	,	,	PUNCT
ajceb-9253	487	12	70	70	NUM
ajceb-9253	487	13	-	-	SYM
ajceb-9253	487	14	88	88	NUM
ajceb-9253	487	15	.	.	PUNCT
ajceb-9253	488	1	https://doi.org/10.22115/scce.2017.49580	https://doi.org/10.22115/scce.2017.49580	PROPN
ajceb-9253	488	2	larson	larson	PROPN
ajceb-9253	488	3	,	,	PUNCT
ajceb-9253	488	4	e.	e.	PROPN
ajceb-9253	488	5	w.	w.	PROPN
ajceb-9253	488	6	,	,	PUNCT
ajceb-9253	488	7	&	&	CCONJ
ajceb-9253	488	8	gray	gray	ADJ
ajceb-9253	488	9	,	,	PUNCT
ajceb-9253	488	10	c.	c.	PROPN
ajceb-9253	488	11	f.	f.	PROPN
ajceb-9253	488	12	(	(	PUNCT
ajceb-9253	488	13	2013	2013	NUM
ajceb-9253	488	14	)	)	PUNCT
ajceb-9253	488	15	.	.	PUNCT
ajceb-9253	489	1	estimating	estimate	VERB
ajceb-9253	489	2	project	project	NOUN
ajceb-9253	489	3	times	time	NOUN
ajceb-9253	489	4	and	and	CCONJ
ajceb-9253	489	5	costs	cost	NOUN
ajceb-9253	489	6	.	.	PUNCT
ajceb-9253	490	1	project	project	NOUN
ajceb-9253	490	2	management	management	NOUN
ajceb-9253	490	3	:	:	PUNCT
ajceb-9253	490	4	the	the	DET
ajceb-9253	490	5	managerial	managerial	ADJ
ajceb-9253	490	6	process	process	NOUN
ajceb-9253	490	7	,	,	PUNCT
ajceb-9253	490	8	(	(	PUNCT
ajceb-9253	490	9	6th	6th	ADJ
ajceb-9253	490	10	ed	ed	NOUN
ajceb-9253	490	11	.	.	PUNCT
ajceb-9253	490	12	)	)	PUNCT
ajceb-9253	490	13	,	,	PUNCT
ajceb-9253	490	14	chapter	chapter	NOUN
ajceb-9253	490	15	5	5	NUM
ajceb-9253	490	16	.	.	PUNCT
ajceb-9253	490	17	126–155	126–155	NUM
ajceb-9253	490	18	.	.	PUNCT
ajceb-9253	491	1	matel	matel	PROPN
ajceb-9253	491	2	,	,	PUNCT
ajceb-9253	491	3	e.	e.	PROPN
ajceb-9253	491	4	,	,	PUNCT
ajceb-9253	491	5	vahdatikhaki	vahdatikhaki	NOUN
ajceb-9253	491	6	,	,	PUNCT
ajceb-9253	491	7	f.	f.	PROPN
ajceb-9253	491	8	,	,	PUNCT
ajceb-9253	491	9	hosseinyalamdary	hosseinyalamdary	NOUN
ajceb-9253	491	10	,	,	PUNCT
ajceb-9253	491	11	s.	s.	PROPN
ajceb-9253	491	12	,	,	PUNCT
ajceb-9253	491	13	evers	ever	NOUN
ajceb-9253	491	14	,	,	PUNCT
ajceb-9253	491	15	t.	t.	PROPN
ajceb-9253	491	16	,	,	PUNCT
ajceb-9253	491	17	&	&	CCONJ
ajceb-9253	491	18	voordijk	voordijk	PROPN
ajceb-9253	491	19	,	,	PUNCT
ajceb-9253	491	20	h.	h.	PROPN
ajceb-9253	491	21	(	(	PUNCT
ajceb-9253	491	22	2019	2019	NUM
ajceb-9253	491	23	)	)	PUNCT
ajceb-9253	491	24	.	.	PUNCT
ajceb-9253	492	1	an	an	DET
ajceb-9253	492	2	artificial	artificial	ADJ
ajceb-9253	492	3	neural	neural	ADJ
ajceb-9253	492	4	network	network	NOUN
ajceb-9253	492	5	approach	approach	NOUN
ajceb-9253	492	6	for	for	ADP
ajceb-9253	492	7	cost	cost	NOUN
ajceb-9253	492	8	estimation	estimation	NOUN
ajceb-9253	492	9	of	of	ADP
ajceb-9253	492	10	engineering	engineering	NOUN
ajceb-9253	492	11	services	service	NOUN
ajceb-9253	492	12	.	.	PUNCT
ajceb-9253	493	1	international	international	ADJ
ajceb-9253	493	2	journal	journal	PROPN
ajceb-9253	493	3	of	of	ADP
ajceb-9253	493	4	construction	construction	NOUN
ajceb-9253	493	5	management	management	NOUN
ajceb-9253	493	6	,	,	PUNCT
ajceb-9253	493	7	22(7	22(7	NUM
ajceb-9253	493	8	)	)	PUNCT
ajceb-9253	493	9	,	,	PUNCT
ajceb-9253	493	10	1274	1274	NUM
ajceb-9253	493	11	-	-	SYM
ajceb-9253	493	12	1287	1287	NUM
ajceb-9253	493	13	.	.	PUNCT
ajceb-9253	494	1	https://doi.org/10.1080/15623599.2019.1692400	https://doi.org/10.1080/15623599.2019.1692400	PROPN
ajceb-9253	494	2	mensah	mensah	PROPN
ajceb-9253	494	3	,	,	PUNCT
ajceb-9253	494	4	i.	i.	PROPN
ajceb-9253	494	5	,	,	PUNCT
ajceb-9253	494	6	adjei	adjei	PROPN
ajceb-9253	494	7	-	-	PUNCT
ajceb-9253	494	8	kumi	kumi	PROPN
ajceb-9253	494	9	,	,	PUNCT
ajceb-9253	494	10	t.	t.	PROPN
ajceb-9253	494	11	,	,	PUNCT
ajceb-9253	494	12	&	&	CCONJ
ajceb-9253	494	13	nani	nani	PROPN
ajceb-9253	494	14	,	,	PUNCT
ajceb-9253	494	15	g.	g.	PROPN
ajceb-9253	494	16	(	(	PUNCT
ajceb-9253	494	17	2016	2016	NUM
ajceb-9253	494	18	)	)	PUNCT
ajceb-9253	494	19	.	.	PUNCT
ajceb-9253	495	1	duration	duration	NOUN
ajceb-9253	495	2	determination	determination	NOUN
ajceb-9253	495	3	for	for	ADP
ajceb-9253	495	4	rural	rural	ADJ
ajceb-9253	495	5	roads	road	NOUN
ajceb-9253	495	6	using	use	VERB
ajceb-9253	495	7	the	the	DET
ajceb-9253	495	8	principal	principal	ADJ
ajceb-9253	495	9	component	component	NOUN
ajceb-9253	495	10	analysis	analysis	NOUN
ajceb-9253	495	11	and	and	CCONJ
ajceb-9253	495	12	artificial	artificial	ADJ
ajceb-9253	495	13	neural	neural	ADJ
ajceb-9253	495	14	network	network	NOUN
ajceb-9253	495	15	.	.	PUNCT
ajceb-9253	496	1	engineering	engineering	NOUN
ajceb-9253	496	2	,	,	PUNCT
ajceb-9253	496	3	construction	construction	NOUN
ajceb-9253	496	4	and	and	CCONJ
ajceb-9253	496	5	architectural	architectural	ADJ
ajceb-9253	496	6	management	management	NOUN
ajceb-9253	496	7	,	,	PUNCT
ajceb-9253	496	8	23(5	23(5	NUM
ajceb-9253	496	9	)	)	PUNCT
ajceb-9253	496	10	,	,	PUNCT
ajceb-9253	496	11	638–656	638–656	NUM
ajceb-9253	496	12	.	.	PUNCT
ajceb-9253	497	1	https://doi.org/10.1108/ecam-09-2015-0148	https://doi.org/10.1108/ecam-09-2015-0148	PROPN
ajceb-9253	497	2	mijwel	mijwel	PROPN
ajceb-9253	497	3	,	,	PUNCT
ajceb-9253	497	4	m.	m.	NOUN
ajceb-9253	497	5	m.	m.	NOUN
ajceb-9253	497	6	(	(	PUNCT
ajceb-9253	497	7	2018	2018	NUM
ajceb-9253	497	8	)	)	PUNCT
ajceb-9253	497	9	.	.	PUNCT
ajceb-9253	498	1	artificial	artificial	ADJ
ajceb-9253	498	2	neural	neural	ADJ
ajceb-9253	498	3	networks	network	NOUN
ajceb-9253	498	4	advantages	advantage	NOUN
ajceb-9253	498	5	and	and	CCONJ
ajceb-9253	498	6	disadvantages	disadvantage	NOUN
ajceb-9253	498	7	.	.	PUNCT
ajceb-9253	499	1	retrieved	retrieve	VERB
ajceb-9253	499	2	from	from	ADP
ajceb-9253	499	3	linkedin	linkedin	NOUN
ajceb-9253	499	4	.	.	PUNCT
ajceb-9253	500	1	https//	https//	PROPN
ajceb-9253	500	2	www	www	PROPN
ajceb-9253	500	3	.	.	PUNCT
ajceb-9253	500	4	linkedin	linkedin	PROPN
ajceb-9253	500	5	.	.	PUNCT
ajceb-9253	500	6	com	com	NOUN
ajceb-9253	500	7	/	/	SYM
ajceb-9253	500	8	pulse	pulse	NOUN
ajceb-9253	500	9	/	/	SYM
ajceb-9253	500	10	artificial	artificial	ADJ
ajceb-9253	500	11	-	-	PUNCT
ajceb-9253	500	12	neuralnet	neuralnet	NOUN
ajceb-9253	500	13	work	work	NOUN
ajceb-9253	500	14	mubarak	mubarak	PROPN
ajceb-9253	500	15	,	,	PUNCT
ajceb-9253	500	16	s.	s.	PROPN
ajceb-9253	500	17	(	(	PUNCT
ajceb-9253	500	18	2019	2019	NUM
ajceb-9253	500	19	)	)	PUNCT
ajceb-9253	500	20	.	.	PUNCT
ajceb-9253	501	1	construction	construction	NOUN
ajceb-9253	501	2	project	project	NOUN
ajceb-9253	501	3	scheduling	scheduling	NOUN
ajceb-9253	501	4	and	and	CCONJ
ajceb-9253	501	5	control	control	NOUN
ajceb-9253	501	6	,	,	PUNCT
ajceb-9253	501	7	(	(	PUNCT
ajceb-9253	501	8	4nd	4nd	ADJ
ajceb-9253	501	9	ed	ed	NOUN
ajceb-9253	501	10	.	.	PUNCT
ajceb-9253	501	11	)	)	PUNCT
ajceb-9253	501	12	.	.	PUNCT
ajceb-9253	502	1	canada	canada	PROPN
ajceb-9253	502	2	:	:	PUNCT
ajceb-9253	502	3	john	john	PROPN
ajceb-9253	502	4	wiley	wiley	PROPN
ajceb-9253	502	5	&	&	CCONJ
ajceb-9253	502	6	sons	sons	PROPN
ajceb-9253	502	7	,	,	PUNCT
ajceb-9253	502	8	inc	inc	PROPN
ajceb-9253	502	9	.	.	PROPN
ajceb-9253	502	10	nani	nani	PROPN
ajceb-9253	502	11	,	,	PUNCT
ajceb-9253	502	12	g.	g.	PROPN
ajceb-9253	502	13	,	,	PUNCT
ajceb-9253	502	14	mensah	mensah	PROPN
ajceb-9253	502	15	,	,	PUNCT
ajceb-9253	502	16	i.	i.	PROPN
ajceb-9253	502	17	,	,	PUNCT
ajceb-9253	502	18	&	&	CCONJ
ajceb-9253	502	19	adjei	adjei	PROPN
ajceb-9253	502	20	-	-	PUNCT
ajceb-9253	502	21	kumi	kumi	PROPN
ajceb-9253	502	22	,	,	PUNCT
ajceb-9253	502	23	t.	t.	PROPN
ajceb-9253	502	24	(	(	PUNCT
ajceb-9253	502	25	2017	2017	NUM
ajceb-9253	502	26	)	)	PUNCT
ajceb-9253	502	27	.	.	PUNCT
ajceb-9253	503	1	duration	duration	NOUN
ajceb-9253	503	2	estimation	estimation	NOUN
ajceb-9253	503	3	model	model	NOUN
ajceb-9253	503	4	for	for	ADP
ajceb-9253	503	5	bridge	bridge	NOUN
ajceb-9253	503	6	construction	construction	NOUN
ajceb-9253	503	7	projects	project	NOUN
ajceb-9253	503	8	in	in	ADP
ajceb-9253	503	9	ghana	ghana	PROPN
ajceb-9253	503	10	.	.	PUNCT
ajceb-9253	504	1	journal	journal	PROPN
ajceb-9253	504	2	of	of	ADP
ajceb-9253	504	3	engineering	engineering	NOUN
ajceb-9253	504	4	,	,	PUNCT
ajceb-9253	504	5	design	design	NOUN
ajceb-9253	504	6	and	and	CCONJ
ajceb-9253	504	7	technology	technology	NOUN
ajceb-9253	504	8	,	,	PUNCT
ajceb-9253	504	9	15(6	15(6	NUM
ajceb-9253	504	10	)	)	PUNCT
ajceb-9253	504	11	,	,	PUNCT
ajceb-9253	504	12	754	754	NUM
ajceb-9253	504	13	–	–	PUNCT
ajceb-9253	504	14	777	777	NUM
ajceb-9253	504	15	.	.	PUNCT
ajceb-9253	505	1	https://doi.org/10.1108/jedt-04-2017-0029	https://doi.org/10.1108/jedt-04-2017-0029	NOUN
ajceb-9253	505	2	olawale	olawale	NOUN
ajceb-9253	505	3	,	,	PUNCT
ajceb-9253	505	4	y.	y.	PROPN
ajceb-9253	505	5	,	,	PUNCT
ajceb-9253	505	6	&	&	CCONJ
ajceb-9253	505	7	sun	sun	PROPN
ajceb-9253	505	8	,	,	PUNCT
ajceb-9253	505	9	m.	m.	NOUN
ajceb-9253	505	10	(	(	PUNCT
ajceb-9253	505	11	2014	2014	NUM
ajceb-9253	505	12	)	)	PUNCT
ajceb-9253	505	13	.	.	PUNCT
ajceb-9253	506	1	construction	construction	NOUN
ajceb-9253	506	2	project	project	NOUN
ajceb-9253	506	3	control	control	NOUN
ajceb-9253	506	4	in	in	ADP
ajceb-9253	506	5	the	the	DET
ajceb-9253	506	6	uk	uk	PROPN
ajceb-9253	506	7	:	:	PUNCT
ajceb-9253	506	8	current	current	ADJ
ajceb-9253	506	9	practice	practice	NOUN
ajceb-9253	506	10	,	,	PUNCT
ajceb-9253	506	11	existing	exist	VERB
ajceb-9253	506	12	problems	problem	NOUN
ajceb-9253	506	13	and	and	CCONJ
ajceb-9253	506	14	recommendations	recommendation	NOUN
ajceb-9253	506	15	for	for	ADP
ajceb-9253	506	16	future	future	ADJ
ajceb-9253	506	17	improvement	improvement	NOUN
ajceb-9253	506	18	.	.	PUNCT
ajceb-9253	507	1	international	international	ADJ
ajceb-9253	507	2	journal	journal	PROPN
ajceb-9253	507	3	of	of	ADP
ajceb-9253	507	4	project	project	NOUN
ajceb-9253	507	5	management	management	NOUN
ajceb-9253	507	6	,	,	PUNCT
ajceb-9253	507	7	33(3	33(3	NOUN
ajceb-9253	507	8	)	)	PUNCT
ajceb-9253	507	9	,	,	PUNCT
ajceb-9253	507	10	623–637	623–637	NUM
ajceb-9253	507	11	.	.	PUNCT
ajceb-9253	508	1	https://doi	https://doi	NOUN
ajceb-9253	508	2	.	.	PUNCT
ajceb-9253	508	3	org/10.1016	org/10.1016	PROPN
ajceb-9253	508	4	/	/	SYM
ajceb-9253	508	5	j.ijproman.2014.10.003	j.ijproman.2014.10.003	PROPN
ajceb-9253	508	6	petruseva	petruseva	PROPN
ajceb-9253	508	7	,	,	PUNCT
ajceb-9253	508	8	s.	s.	PROPN
ajceb-9253	508	9	,	,	PUNCT
ajceb-9253	508	10	zujo	zujo	PROPN
ajceb-9253	508	11	,	,	PUNCT
ajceb-9253	508	12	v.	v.	PROPN
ajceb-9253	508	13	,	,	PUNCT
ajceb-9253	508	14	&	&	CCONJ
ajceb-9253	508	15	zileska	zileska	NOUN
ajceb-9253	508	16	-	-	PUNCT
ajceb-9253	508	17	pancovska	pancovska	NOUN
ajceb-9253	508	18	,	,	PUNCT
ajceb-9253	508	19	v.	v.	PROPN
ajceb-9253	508	20	(	(	PUNCT
ajceb-9253	508	21	2012	2012	NUM
ajceb-9253	508	22	)	)	PUNCT
ajceb-9253	508	23	.	.	PUNCT
ajceb-9253	509	1	neural	neural	ADJ
ajceb-9253	509	2	network	network	NOUN
ajceb-9253	509	3	prediction	prediction	NOUN
ajceb-9253	509	4	model	model	NOUN
ajceb-9253	509	5	for	for	ADP
ajceb-9253	509	6	construction	construction	NOUN
ajceb-9253	509	7	project	project	NOUN
ajceb-9253	509	8	duration	duration	NOUN
ajceb-9253	509	9	.	.	PUNCT
ajceb-9253	510	1	international	international	ADJ
ajceb-9253	510	2	journal	journal	PROPN
ajceb-9253	510	3	of	of	ADP
ajceb-9253	510	4	engineering	engineering	PROPN
ajceb-9253	510	5	research	research	PROPN
ajceb-9253	510	6	&	&	CCONJ
ajceb-9253	510	7	technology	technology	PROPN
ajceb-9253	510	8	,	,	PUNCT
ajceb-9253	510	9	2(11	2(11	NUM
ajceb-9253	510	10	)	)	PUNCT
ajceb-9253	510	11	,	,	PUNCT
ajceb-9253	510	12	1646–1654	1646–1654	NUM
ajceb-9253	510	13	.	.	PUNCT
ajceb-9253	510	14	available	available	ADJ
ajceb-9253	510	15	at	at	ADP
ajceb-9253	510	16	https://www	https://www	PROPN
ajceb-9253	510	17	.	.	PUNCT
ajceb-9253	511	1	ijert.org/research/neuralnetwork-prediction-model-for-construction-project-duration-ijertv2is110333.pdf	ijert.org/research/neuralnetwork-prediction-model-for-construction-project-duration-ijertv2is110333.pdf	PROPN
ajceb-9253	511	2	pezeshki	pezeshki	PROPN
ajceb-9253	511	3	,	,	PUNCT
ajceb-9253	511	4	z.	z.	PROPN
ajceb-9253	511	5	,	,	PUNCT
ajceb-9253	511	6	&	&	CCONJ
ajceb-9253	511	7	mazinani	mazinani	PROPN
ajceb-9253	511	8	,	,	PUNCT
ajceb-9253	511	9	s.	s.	PROPN
ajceb-9253	511	10	m.	m.	PROPN
ajceb-9253	511	11	(	(	PUNCT
ajceb-9253	511	12	2019	2019	NUM
ajceb-9253	511	13	)	)	PUNCT
ajceb-9253	511	14	.	.	PUNCT
ajceb-9253	512	1	comparison	comparison	NOUN
ajceb-9253	512	2	of	of	ADP
ajceb-9253	512	3	artificial	artificial	ADJ
ajceb-9253	512	4	neural	neural	ADJ
ajceb-9253	512	5	networks	network	NOUN
ajceb-9253	512	6	,	,	PUNCT
ajceb-9253	512	7	fuzzy	fuzzy	ADJ
ajceb-9253	512	8	logic	logic	NOUN
ajceb-9253	512	9	and	and	CCONJ
ajceb-9253	512	10	neuro	neuro	PROPN
ajceb-9253	512	11	fuzzy	fuzzy	NOUN
ajceb-9253	512	12	for	for	ADP
ajceb-9253	512	13	predicting	predict	VERB
ajceb-9253	512	14	optimization	optimization	NOUN
ajceb-9253	512	15	of	of	ADP
ajceb-9253	512	16	building	build	VERB
ajceb-9253	512	17	thermal	thermal	ADJ
ajceb-9253	512	18	consumption	consumption	NOUN
ajceb-9253	512	19	:	:	PUNCT
ajceb-9253	512	20	a	a	DET
ajceb-9253	512	21	survey	survey	NOUN
ajceb-9253	512	22	.	.	PUNCT
ajceb-9253	513	1	artificial	artificial	ADJ
ajceb-9253	513	2	intelligence	intelligence	NOUN
ajceb-9253	513	3	review	review	NOUN
ajceb-9253	513	4	,	,	PUNCT
ajceb-9253	513	5	52(1	52(1	NOUN
ajceb-9253	513	6	)	)	PUNCT
ajceb-9253	513	7	,	,	PUNCT
ajceb-9253	513	8	495–525	495–525	NUM
ajceb-9253	513	9	.	.	PUNCT
ajceb-9253	514	1	https://doi.org/10.1007/s10462-018-9630-6	https://doi.org/10.1007/s10462-018-9630-6	PROPN
ajceb-9253	514	2	ramachandran	ramachandran	PROPN
ajceb-9253	514	3	,	,	PUNCT
ajceb-9253	514	4	p.	p.	PROPN
ajceb-9253	514	5	zoph	zoph	PROPN
ajceb-9253	514	6	,	,	PUNCT
ajceb-9253	514	7	b.	b.	PROPN
ajceb-9253	514	8	&	&	CCONJ
ajceb-9253	514	9	le	le	PROPN
ajceb-9253	514	10	,	,	PUNCT
ajceb-9253	514	11	q.	q.	PROPN
ajceb-9253	514	12	v.	v.	PROPN
ajceb-9253	514	13	(	(	PUNCT
ajceb-9253	514	14	2017	2017	NUM
ajceb-9253	514	15	)	)	PUNCT
ajceb-9253	514	16	.	.	PUNCT
ajceb-9253	515	1	searching	search	VERB
ajceb-9253	515	2	for	for	ADP
ajceb-9253	515	3	activation	activation	NOUN
ajceb-9253	515	4	functions	function	NOUN
ajceb-9253	515	5	.	.	PUNCT
ajceb-9253	516	1	6th	6th	ADJ
ajceb-9253	516	2	international	international	ADJ
ajceb-9253	516	3	conference	conference	NOUN
ajceb-9253	516	4	on	on	ADP
ajceb-9253	516	5	learning	learn	VERB
ajceb-9253	516	6	representations	representation	NOUN
ajceb-9253	516	7	,	,	PUNCT
ajceb-9253	516	8	workshop	workshop	NOUN
ajceb-9253	516	9	track	track	NOUN
ajceb-9253	516	10	proceedings	proceeding	NOUN
ajceb-9253	516	11	,	,	PUNCT
ajceb-9253	516	12	1–13	1–13	NOUN
ajceb-9253	516	13	.	.	PUNCT
ajceb-9253	516	14	available	available	ADJ
ajceb-9253	516	15	at	at	ADP
ajceb-9253	516	16	https://arxiv.org/pdf/1710.05941	https://arxiv.org/pdf/1710.05941	PROPN
ajceb-9253	516	17	rauzana	rauzana	PROPN
ajceb-9253	516	18	,	,	PUNCT
ajceb-9253	516	19	a.	a.	NOUN
ajceb-9253	516	20	,	,	PUNCT
ajceb-9253	516	21	&	&	CCONJ
ajceb-9253	516	22	dharma	dharma	PROPN
ajceb-9253	516	23	,	,	PUNCT
ajceb-9253	516	24	w.	w.	NOUN
ajceb-9253	516	25	(	(	PUNCT
ajceb-9253	516	26	2022	2022	NUM
ajceb-9253	516	27	)	)	PUNCT
ajceb-9253	516	28	.	.	PUNCT
ajceb-9253	517	1	causes	cause	NOUN
ajceb-9253	517	2	of	of	ADP
ajceb-9253	517	3	delays	delay	NOUN
ajceb-9253	517	4	in	in	ADP
ajceb-9253	517	5	construction	construction	NOUN
ajceb-9253	517	6	projects	project	NOUN
ajceb-9253	517	7	in	in	ADP
ajceb-9253	517	8	the	the	DET
ajceb-9253	517	9	province	province	PROPN
ajceb-9253	517	10	aceh	aceh	PROPN
ajceb-9253	517	11	,	,	PUNCT
ajceb-9253	517	12	indonesia	indonesia	PROPN
ajceb-9253	517	13	.	.	PUNCT
ajceb-9253	518	1	plos	plos	PROPN
ajceb-9253	518	2	one	one	NUM
ajceb-9253	518	3	,	,	PUNCT
ajceb-9253	518	4	17(1	17(1	NUM
ajceb-9253	518	5	)	)	PUNCT
ajceb-9253	518	6	,	,	PUNCT
ajceb-9253	518	7	1–12	1–12	NOUN
ajceb-9253	518	8	.	.	PUNCT
ajceb-9253	519	1	https://doi.org/10.1371/journal.pone.0263337	https://doi.org/10.1371/journal.pone.0263337	VERB
ajceb-9253	519	2	al	al	PROPN
ajceb-9253	519	3	-	-	PUNCT
ajceb-9253	519	4	attar	attar	PROPN
ajceb-9253	519	5	et	et	PROPN
ajceb-9253	519	6	al	al	PROPN
ajceb-9253	519	7	.	.	PROPN
ajceb-9253	520	1	construction	construction	NOUN
ajceb-9253	520	2	economics	economic	NOUN
ajceb-9253	520	3	and	and	CCONJ
ajceb-9253	520	4	building	building	NOUN
ajceb-9253	520	5	,	,	PUNCT
ajceb-9253	520	6	vol	vol	NOUN
ajceb-9253	520	7	.	.	PROPN
ajceb-9253	520	8	25	25	NUM
ajceb-9253	520	9	,	,	PUNCT
ajceb-9253	520	10	no	no	INTJ
ajceb-9253	520	11	.	.	NOUN
ajceb-9253	520	12	2	2	NUM
ajceb-9253	520	13	july	july	PROPN
ajceb-9253	520	14	2025190	2025190	NUM
ajceb-9253	521	1	https://doi.org/10.3846/jcem.2021.15853	https://doi.org/10.3846/jcem.2021.15853	PROPN
ajceb-9253	521	2	https://doi.org/10.1063/1.4912840	https://doi.org/10.1063/1.4912840	PROPN
ajceb-9253	521	3	http://ijates.com/images/short_pdf/1470034546_1140ijates.pdf	http://ijates.com/images/short_pdf/1470034546_1140ijates.pdf	PROPN
ajceb-9253	521	4	http://ijates.com/images/short_pdf/1470034546_1140ijates.pdf	http://ijates.com/images/short_pdf/1470034546_1140ijates.pdf	PROPN
ajceb-9253	521	5	https://doi.org/10.5395/rde.2019.44.e26	https://doi.org/10.5395/rde.2019.44.e26	PROPN
ajceb-9253	522	1	https://doi.org/10.22115/scce.2017.49580	https://doi.org/10.22115/scce.2017.49580	PROPN
ajceb-9253	522	2	https://doi.org/10.1080/15623599.2019.1692400	https://doi.org/10.1080/15623599.2019.1692400	VERB
ajceb-9253	522	3	https://doi.org/10.1108/ecam-09-2015-0148	https://doi.org/10.1108/ecam-09-2015-0148	PROPN
ajceb-9253	522	4	https://doi.org/10.1108/jedt-04-2017-0029	https://doi.org/10.1108/jedt-04-2017-0029	NOUN
ajceb-9253	522	5	https://doi.org/10.1016/j.ijproman.2014.10.003	https://doi.org/10.1016/j.ijproman.2014.10.003	NUM
ajceb-9253	522	6	https://doi.org/10.1016/j.ijproman.2014.10.003	https://doi.org/10.1016/j.ijproman.2014.10.003	PROPN
ajceb-9253	522	7	https://www.ijert.org/research/neuralnetwork-prediction-model-for-construction-project-duration-ijertv2is110333.pdf	https://www.ijert.org/research/neuralnetwork-prediction-model-for-construction-project-duration-ijertv2is110333.pdf	PROPN
ajceb-9253	522	8	https://www.ijert.org/research/neuralnetwork-prediction-model-for-construction-project-duration-ijertv2is110333.pdf	https://www.ijert.org/research/neuralnetwork-prediction-model-for-construction-project-duration-ijertv2is110333.pdf	PROPN
ajceb-9253	522	9	https://doi.org/10.1007/s10462-018-9630-6	https://doi.org/10.1007/s10462-018-9630-6	NUM
ajceb-9253	522	10	https://arxiv.org/pdf/1710.05941	https://arxiv.org/pdf/1710.05941	PROPN
ajceb-9253	522	11	https://doi.org/10.1371/journal.pone.0263337	https://doi.org/10.1371/journal.pone.0263337	NOUN
ajceb-9253	522	12	roxas	roxas	PROPN
ajceb-9253	522	13	,	,	PUNCT
ajceb-9253	522	14	cheryl	cheryl	PROPN
ajceb-9253	522	15	,	,	PUNCT
ajceb-9253	522	16	l.	l.	PROPN
ajceb-9253	522	17	c.	c.	PROPN
ajceb-9253	522	18	,	,	PUNCT
ajceb-9253	522	19	ongpeng	ongpeng	PROPN
ajceb-9253	522	20	,	,	PUNCT
ajceb-9253	522	21	jason	jason	PROPN
ajceb-9253	522	22	m.	m.	PROPN
ajceb-9253	522	23	c.	c.	PROPN
ajceb-9253	522	24	(	(	PUNCT
ajceb-9253	522	25	2014	2014	NUM
ajceb-9253	522	26	)	)	PUNCT
ajceb-9253	522	27	.	.	PUNCT
ajceb-9253	523	1	an	an	DET
ajceb-9253	523	2	artificial	artificial	ADJ
ajceb-9253	523	3	neural	neural	ADJ
ajceb-9253	523	4	network	network	NOUN
ajceb-9253	523	5	approach	approach	NOUN
ajceb-9253	523	6	to	to	ADP
ajceb-9253	523	7	structural	structural	ADJ
ajceb-9253	523	8	cost	cost	NOUN
ajceb-9253	523	9	estimation	estimation	NOUN
ajceb-9253	523	10	of	of	ADP
ajceb-9253	523	11	building	building	NOUN
ajceb-9253	523	12	projects	project	NOUN
ajceb-9253	523	13	in	in	ADP
ajceb-9253	523	14	the	the	DET
ajceb-9253	523	15	philippines	philippine	NOUN
ajceb-9253	523	16	.	.	PUNCT
ajceb-9253	524	1	research	research	PROPN
ajceb-9253	524	2	congress	congress	PROPN
ajceb-9253	524	3	.	.	PUNCT
ajceb-9253	525	1	de	de	PROPN
ajceb-9253	525	2	la	la	PROPN
ajceb-9253	525	3	salle	salle	PROPN
ajceb-9253	525	4	university	university	PROPN
ajceb-9253	525	5	,	,	PUNCT
ajceb-9253	525	6	manila	manila	PROPN
ajceb-9253	525	7	,	,	PUNCT
ajceb-9253	525	8	philippines	philippine	NOUN
ajceb-9253	525	9	.	.	PUNCT
ajceb-9253	526	1	retrieved	retrieve	VERB
ajceb-9253	526	2	from	from	ADP
ajceb-9253	526	3	https://www.dlsu.edu.ph/wpcontent/uploads/dlsu-research-congress-proceedings/2014/see-i-005ft.pdf	https://www.dlsu.edu.ph/wpcontent/uploads/dlsu-research-congress-proceedings/2014/see-i-005ft.pdf	ADJ
ajceb-9253	526	4	sanni	sanni	PROPN
ajceb-9253	526	5	-	-	PUNCT
ajceb-9253	526	6	anibire	anibire	NOUN
ajceb-9253	526	7	,	,	PUNCT
ajceb-9253	526	8	m.	m.	NOUN
ajceb-9253	526	9	o.	o.	PROPN
ajceb-9253	526	10	,	,	PUNCT
ajceb-9253	526	11	zin	zin	PROPN
ajceb-9253	526	12	,	,	PUNCT
ajceb-9253	526	13	r.	r.	PROPN
ajceb-9253	526	14	m.	m.	PROPN
ajceb-9253	526	15	,	,	PUNCT
ajceb-9253	526	16	&	&	CCONJ
ajceb-9253	526	17	olatunji	olatunji	PROPN
ajceb-9253	526	18	,	,	PUNCT
ajceb-9253	526	19	s.	s.	PROPN
ajceb-9253	526	20	o.	o.	PROPN
ajceb-9253	526	21	(	(	PUNCT
ajceb-9253	526	22	2020	2020	NUM
ajceb-9253	526	23	)	)	PUNCT
ajceb-9253	526	24	.	.	PUNCT
ajceb-9253	527	1	causes	cause	NOUN
ajceb-9253	527	2	of	of	ADP
ajceb-9253	527	3	delay	delay	NOUN
ajceb-9253	527	4	in	in	ADP
ajceb-9253	527	5	the	the	DET
ajceb-9253	527	6	global	global	ADJ
ajceb-9253	527	7	construction	construction	NOUN
ajceb-9253	527	8	industry	industry	NOUN
ajceb-9253	527	9	:	:	PUNCT
ajceb-9253	527	10	a	a	DET
ajceb-9253	527	11	meta	meta	ADJ
ajceb-9253	527	12	-	-	ADJ
ajceb-9253	527	13	analytical	analytical	ADJ
ajceb-9253	527	14	review	review	NOUN
ajceb-9253	527	15	.	.	PUNCT
ajceb-9253	528	1	international	international	ADJ
ajceb-9253	528	2	journal	journal	PROPN
ajceb-9253	528	3	of	of	ADP
ajceb-9253	528	4	construction	construction	NOUN
ajceb-9253	528	5	management	management	NOUN
ajceb-9253	528	6	,	,	PUNCT
ajceb-9253	528	7	48(11	48(11	NUM
ajceb-9253	528	8	)	)	PUNCT
ajceb-9253	528	9	,	,	PUNCT
ajceb-9253	528	10	1395	1395	NUM
ajceb-9253	528	11	-	-	SYM
ajceb-9253	528	12	1407	1407	NUM
ajceb-9253	528	13	.	.	PUNCT
ajceb-9253	529	1	https://doi	https://doi	X
ajceb-9253	529	2	.	.	PUNCT
ajceb-9253	529	3	org/10.1139	org/10.1139	NOUN
ajceb-9253	529	4	/	/	SYM
ajceb-9253	529	5	cjce-2020	cjce-2020	NOUN
ajceb-9253	529	6	-	-	PUNCT
ajceb-9253	529	7	0527	0527	NUM
ajceb-9253	529	8	sanni	sanni	PROPN
ajceb-9253	529	9	-	-	PUNCT
ajceb-9253	529	10	anibire	anibire	NOUN
ajceb-9253	529	11	,	,	PUNCT
ajceb-9253	529	12	m.	m.	NOUN
ajceb-9253	529	13	o.	o.	PROPN
ajceb-9253	529	14	,	,	PUNCT
ajceb-9253	529	15	zin	zin	PROPN
ajceb-9253	529	16	,	,	PUNCT
ajceb-9253	529	17	r.	r.	PROPN
ajceb-9253	529	18	m.	m.	PROPN
ajceb-9253	529	19	,	,	PUNCT
ajceb-9253	529	20	&	&	CCONJ
ajceb-9253	529	21	olatunji	olatunji	PROPN
ajceb-9253	529	22	,	,	PUNCT
ajceb-9253	529	23	s.	s.	PROPN
ajceb-9253	529	24	o.	o.	PROPN
ajceb-9253	529	25	(	(	PUNCT
ajceb-9253	529	26	2021	2021	NUM
ajceb-9253	529	27	)	)	PUNCT
ajceb-9253	529	28	.	.	PUNCT
ajceb-9253	530	1	developing	develop	VERB
ajceb-9253	530	2	a	a	DET
ajceb-9253	530	3	machine	machine	NOUN
ajceb-9253	530	4	learning	learn	VERB
ajceb-9253	530	5	model	model	NOUN
ajceb-9253	530	6	to	to	PART
ajceb-9253	530	7	predict	predict	VERB
ajceb-9253	530	8	the	the	DET
ajceb-9253	530	9	construction	construction	NOUN
ajceb-9253	530	10	duration	duration	NOUN
ajceb-9253	530	11	of	of	ADP
ajceb-9253	530	12	tall	tall	ADJ
ajceb-9253	530	13	building	building	NOUN
ajceb-9253	530	14	projects	project	NOUN
ajceb-9253	530	15	.	.	PUNCT
ajceb-9253	531	1	journal	journal	NOUN
ajceb-9253	531	2	of	of	ADP
ajceb-9253	531	3	construction	construction	NOUN
ajceb-9253	531	4	engineering	engineering	NOUN
ajceb-9253	531	5	,	,	PUNCT
ajceb-9253	531	6	management	management	NOUN
ajceb-9253	531	7	&	&	CCONJ
ajceb-9253	531	8	innovation	innovation	NOUN
ajceb-9253	531	9	,	,	PUNCT
ajceb-9253	531	10	4(1	4(1	NOUN
ajceb-9253	531	11	)	)	PUNCT
ajceb-9253	531	12	,	,	PUNCT
ajceb-9253	531	13	22	22	NUM
ajceb-9253	531	14	-	-	SYM
ajceb-9253	531	15	36	36	NUM
ajceb-9253	531	16	.	.	PUNCT
ajceb-9253	532	1	https://doi.org/10.31462/jcemi.2021.01022036	https://doi.org/10.31462/jcemi.2021.01022036	PROPN
ajceb-9253	532	2	titirla	titirla	PROPN
ajceb-9253	532	3	,	,	PUNCT
ajceb-9253	532	4	m.	m.	NOUN
ajceb-9253	532	5	,	,	PUNCT
ajceb-9253	532	6	&	&	CCONJ
ajceb-9253	532	7	aretoulis	aretoulis	PROPN
ajceb-9253	532	8	,	,	PUNCT
ajceb-9253	532	9	g.	g.	PROPN
ajceb-9253	532	10	(	(	PUNCT
ajceb-9253	532	11	2020	2020	NUM
ajceb-9253	532	12	)	)	PUNCT
ajceb-9253	532	13	.	.	PUNCT
ajceb-9253	533	1	comparison	comparison	NOUN
ajceb-9253	533	2	of	of	ADP
ajceb-9253	533	3	linear	linear	ADJ
ajceb-9253	533	4	regression	regression	NOUN
ajceb-9253	533	5	and	and	CCONJ
ajceb-9253	533	6	neural	neural	ADJ
ajceb-9253	533	7	network	network	NOUN
ajceb-9253	533	8	models	model	NOUN
ajceb-9253	533	9	to	to	PART
ajceb-9253	533	10	estimate	estimate	VERB
ajceb-9253	533	11	the	the	DET
ajceb-9253	533	12	actual	actual	ADJ
ajceb-9253	533	13	duration	duration	NOUN
ajceb-9253	533	14	of	of	ADP
ajceb-9253	533	15	greek	greek	ADJ
ajceb-9253	533	16	highway	highway	NOUN
ajceb-9253	533	17	projects	project	NOUN
ajceb-9253	533	18	.	.	PUNCT
ajceb-9253	534	1	in	in	ADP
ajceb-9253	534	2	xiv	xiv	PROPN
ajceb-9253	534	3	balkan	balkan	PROPN
ajceb-9253	534	4	conference	conference	NOUN
ajceb-9253	534	5	on	on	ADP
ajceb-9253	534	6	operational	operational	ADJ
ajceb-9253	534	7	research	research	NOUN
ajceb-9253	534	8	,	,	PUNCT
ajceb-9253	534	9	virtual	virtual	ADJ
ajceb-9253	534	10	balcor	balcor	NOUN
ajceb-9253	534	11	2020	2020	NUM
ajceb-9253	534	12	.	.	PUNCT
ajceb-9253	535	1	retrieved	retrieve	VERB
ajceb-9253	535	2	from	from	ADP
ajceb-9253	535	3	https://hal.archivesouvertes.fr/hal-03178692/document	https://hal.archivesouvertes.fr/hal-03178692/document	ADJ
ajceb-9253	535	4	ujong	ujong	NOUN
ajceb-9253	535	5	,	,	PUNCT
ajceb-9253	535	6	j.	j.	PROPN
ajceb-9253	535	7	a.	a.	PROPN
ajceb-9253	535	8	,	,	PUNCT
ajceb-9253	535	9	mbadike	mbadike	VERB
ajceb-9253	535	10	,	,	PUNCT
ajceb-9253	535	11	e.	e.	PROPN
ajceb-9253	535	12	m.	m.	PROPN
ajceb-9253	535	13	,	,	PUNCT
ajceb-9253	535	14	&	&	CCONJ
ajceb-9253	535	15	alaneme	alaneme	PROPN
ajceb-9253	535	16	,	,	PUNCT
ajceb-9253	535	17	g.	g.	PROPN
ajceb-9253	535	18	u.	u.	PROPN
ajceb-9253	535	19	(	(	PUNCT
ajceb-9253	535	20	2022	2022	NUM
ajceb-9253	535	21	)	)	PUNCT
ajceb-9253	535	22	.	.	PUNCT
ajceb-9253	536	1	prediction	prediction	NOUN
ajceb-9253	536	2	of	of	ADP
ajceb-9253	536	3	cost	cost	NOUN
ajceb-9253	536	4	and	and	CCONJ
ajceb-9253	536	5	duration	duration	NOUN
ajceb-9253	536	6	of	of	ADP
ajceb-9253	536	7	building	build	VERB
ajceb-9253	536	8	construction	construction	NOUN
ajceb-9253	536	9	using	use	VERB
ajceb-9253	536	10	artificial	artificial	ADJ
ajceb-9253	536	11	neural	neural	ADJ
ajceb-9253	536	12	network	network	NOUN
ajceb-9253	536	13	.	.	PUNCT
ajceb-9253	537	1	asian	asian	ADJ
ajceb-9253	537	2	journal	journal	NOUN
ajceb-9253	537	3	of	of	ADP
ajceb-9253	537	4	civil	civil	ADJ
ajceb-9253	537	5	engineering	engineering	NOUN
ajceb-9253	537	6	,	,	PUNCT
ajceb-9253	537	7	23(7	23(7	NUM
ajceb-9253	537	8	)	)	PUNCT
ajceb-9253	537	9	,	,	PUNCT
ajceb-9253	537	10	1117–1139	1117–1139	NUM
ajceb-9253	537	11	.	.	PUNCT
ajceb-9253	538	1	https://doi.org/10.1007/	https://doi.org/10.1007/	PROPN
ajceb-9253	538	2	s42107	s42107	PROPN
ajceb-9253	538	3	-	-	PUNCT
ajceb-9253	538	4	022	022	PROPN
ajceb-9253	538	5	-	-	PUNCT
ajceb-9253	538	6	00474	00474	NUM
ajceb-9253	538	7	-	-	PUNCT
ajceb-9253	538	8	4	4	NUM
ajceb-9253	538	9	velumani	velumani	NOUN
ajceb-9253	538	10	,	,	PUNCT
ajceb-9253	538	11	p.	p.	NOUN
ajceb-9253	538	12	,	,	PUNCT
ajceb-9253	538	13	nampoothiri	nampoothiri	ADV
ajceb-9253	538	14	,	,	PUNCT
ajceb-9253	538	15	n.	n.	PROPN
ajceb-9253	538	16	v.	v.	ADP
ajceb-9253	538	17	n.	n.	PROPN
ajceb-9253	538	18	,	,	PUNCT
ajceb-9253	538	19	&	&	CCONJ
ajceb-9253	538	20	mariusz	mariusz	PROPN
ajceb-9253	538	21	,	,	PUNCT
ajceb-9253	538	22	u.	u.	NOUN
ajceb-9253	538	23	(	(	PUNCT
ajceb-9253	538	24	2021	2021	NUM
ajceb-9253	538	25	)	)	PUNCT
ajceb-9253	538	26	.	.	PUNCT
ajceb-9253	539	1	a	a	DET
ajceb-9253	539	2	comparative	comparative	ADJ
ajceb-9253	539	3	study	study	NOUN
ajceb-9253	539	4	of	of	ADP
ajceb-9253	539	5	models	model	NOUN
ajceb-9253	539	6	for	for	ADP
ajceb-9253	539	7	the	the	DET
ajceb-9253	539	8	construction	construction	NOUN
ajceb-9253	539	9	duration	duration	NOUN
ajceb-9253	539	10	prediction	prediction	NOUN
ajceb-9253	539	11	in	in	ADP
ajceb-9253	539	12	highway	highway	NOUN
ajceb-9253	539	13	road	road	NOUN
ajceb-9253	539	14	projects	project	NOUN
ajceb-9253	539	15	of	of	ADP
ajceb-9253	539	16	india	india	PROPN
ajceb-9253	539	17	.	.	PUNCT
ajceb-9253	540	1	sustainability	sustainability	NOUN
ajceb-9253	540	2	(	(	PUNCT
ajceb-9253	540	3	switzerland	switzerland	PROPN
ajceb-9253	540	4	)	)	PUNCT
ajceb-9253	540	5	,	,	PUNCT
ajceb-9253	540	6	13(8	13(8	NUM
ajceb-9253	540	7	)	)	PUNCT
ajceb-9253	540	8	,	,	PUNCT
ajceb-9253	540	9	1	1	NUM
ajceb-9253	540	10	-	-	SYM
ajceb-9253	540	11	13	13	NUM
ajceb-9253	540	12	.	.	PUNCT
ajceb-9253	541	1	https://doi	https://doi	X
ajceb-9253	541	2	.	.	PUNCT
ajceb-9253	541	3	org/10.3390	org/10.3390	PROPN
ajceb-9253	541	4	/	/	SYM
ajceb-9253	541	5	su13084552	su13084552	PROPN
ajceb-9253	541	6	wang	wang	PROPN
ajceb-9253	541	7	,	,	PUNCT
ajceb-9253	541	8	y.	y.	PROPN
ajceb-9253	541	9	m.	m.	PROPN
ajceb-9253	541	10	,	,	PUNCT
ajceb-9253	541	11	&	&	CCONJ
ajceb-9253	541	12	elhag	elhag	NOUN
ajceb-9253	541	13	,	,	PUNCT
ajceb-9253	541	14	t.	t.	PROPN
ajceb-9253	541	15	m.	m.	PROPN
ajceb-9253	541	16	s.	s.	PROPN
ajceb-9253	541	17	(	(	PUNCT
ajceb-9253	541	18	2007	2007	NUM
ajceb-9253	541	19	)	)	PUNCT
ajceb-9253	541	20	.	.	PUNCT
ajceb-9253	542	1	a	a	DET
ajceb-9253	542	2	comparison	comparison	NOUN
ajceb-9253	542	3	of	of	ADP
ajceb-9253	542	4	neural	neural	ADJ
ajceb-9253	542	5	network	network	NOUN
ajceb-9253	542	6	,	,	PUNCT
ajceb-9253	542	7	evidential	evidential	ADJ
ajceb-9253	542	8	reasoning	reasoning	NOUN
ajceb-9253	542	9	and	and	CCONJ
ajceb-9253	542	10	multiple	multiple	ADJ
ajceb-9253	542	11	regression	regression	NOUN
ajceb-9253	542	12	analysis	analysis	NOUN
ajceb-9253	542	13	in	in	ADP
ajceb-9253	542	14	modelling	model	VERB
ajceb-9253	542	15	bridge	bridge	NOUN
ajceb-9253	542	16	risks	risk	NOUN
ajceb-9253	542	17	.	.	PUNCT
ajceb-9253	543	1	journal	journal	NOUN
ajceb-9253	543	2	of	of	ADP
ajceb-9253	543	3	expert	expert	NOUN
ajceb-9253	543	4	systems	system	NOUN
ajceb-9253	543	5	with	with	ADP
ajceb-9253	543	6	applications	application	NOUN
ajceb-9253	543	7	,	,	PUNCT
ajceb-9253	543	8	32(2	32(2	NUM
ajceb-9253	543	9	)	)	PUNCT
ajceb-9253	543	10	,	,	PUNCT
ajceb-9253	543	11	336	336	NUM
ajceb-9253	543	12	348	348	NUM
ajceb-9253	543	13	.	.	PUNCT
ajceb-9253	544	1	https://	https://	PROPN
ajceb-9253	544	2	doi.org/10.1016/j.eswa.2005.11.029	doi.org/10.1016/j.eswa.2005.11.029	PROPN
ajceb-9253	544	3	weckman	weckman	ADJ
ajceb-9253	544	4	,	,	PUNCT
ajceb-9253	544	5	g.	g.	PROPN
ajceb-9253	544	6	r.	r.	PROPN
ajceb-9253	544	7	,	,	PUNCT
ajceb-9253	544	8	paschold	paschold	VERB
ajceb-9253	544	9	,	,	PUNCT
ajceb-9253	544	10	h.	h.	PROPN
ajceb-9253	544	11	w.	w.	PROPN
ajceb-9253	544	12	,	,	PUNCT
ajceb-9253	544	13	dowler	dowler	PROPN
ajceb-9253	544	14	,	,	PUNCT
ajceb-9253	544	15	j.	j.	PROPN
ajceb-9253	544	16	d.	d.	PROPN
ajceb-9253	544	17	,	,	PUNCT
ajceb-9253	544	18	whiting	whiting	PROPN
ajceb-9253	544	19	,	,	PUNCT
ajceb-9253	544	20	h.	h.	PROPN
ajceb-9253	544	21	s.	s.	PROPN
ajceb-9253	544	22	,	,	PUNCT
ajceb-9253	544	23	&	&	CCONJ
ajceb-9253	544	24	young	young	PROPN
ajceb-9253	544	25	,	,	PUNCT
ajceb-9253	544	26	w.	w.	PROPN
ajceb-9253	544	27	a.	a.	PROPN
ajceb-9253	544	28	(	(	PUNCT
ajceb-9253	544	29	2010	2010	NUM
ajceb-9253	544	30	)	)	PUNCT
ajceb-9253	544	31	.	.	PUNCT
ajceb-9253	545	1	using	use	VERB
ajceb-9253	545	2	neural	neural	ADJ
ajceb-9253	545	3	networks	network	NOUN
ajceb-9253	545	4	with	with	ADP
ajceb-9253	545	5	limited	limited	ADJ
ajceb-9253	545	6	data	datum	NOUN
ajceb-9253	545	7	to	to	PART
ajceb-9253	545	8	estimate	estimate	VERB
ajceb-9253	545	9	manufacturing	manufacturing	NOUN
ajceb-9253	545	10	cost	cost	NOUN
ajceb-9253	545	11	.	.	PUNCT
ajceb-9253	546	1	journal	journal	NOUN
ajceb-9253	546	2	of	of	ADP
ajceb-9253	546	3	industrial	industrial	ADJ
ajceb-9253	546	4	and	and	CCONJ
ajceb-9253	546	5	systems	system	NOUN
ajceb-9253	546	6	engineering	engineering	NOUN
ajceb-9253	546	7	,	,	PUNCT
ajceb-9253	546	8	3(4	3(4	NUM
ajceb-9253	546	9	)	)	PUNCT
ajceb-9253	546	10	,	,	PUNCT
ajceb-9253	546	11	257–274	257–274	NUM
ajceb-9253	546	12	.	.	PUNCT
ajceb-9253	546	13	available	available	ADJ
ajceb-9253	546	14	at	at	ADP
ajceb-9253	546	15	http://www.jise.ir/article_4015.html	http://www.jise.ir/article_4015.html	NOUN
ajceb-9253	546	16	wulandari	wulandari	X
ajceb-9253	546	17	,	,	PUNCT
ajceb-9253	546	18	d.	d.	PROPN
ajceb-9253	546	19	,	,	PUNCT
ajceb-9253	546	20	sutrisno	sutrisno	PROPN
ajceb-9253	546	21	,	,	PUNCT
ajceb-9253	546	22	s.	s.	PROPN
ajceb-9253	546	23	,	,	PUNCT
ajceb-9253	546	24	&	&	CCONJ
ajceb-9253	546	25	nirwana	nirwana	PROPN
ajceb-9253	546	26	,	,	PUNCT
ajceb-9253	546	27	m.	m.	PROPN
ajceb-9253	546	28	b.	b.	PROPN
ajceb-9253	546	29	(	(	PUNCT
ajceb-9253	546	30	2021	2021	NUM
ajceb-9253	546	31	)	)	PUNCT
ajceb-9253	546	32	.	.	PUNCT
ajceb-9253	547	1	mardia	mardia	PROPN
ajceb-9253	547	2	’s	’s	PART
ajceb-9253	547	3	skewness	skewness	NOUN
ajceb-9253	547	4	and	and	CCONJ
ajceb-9253	547	5	kurtosis	kurtosis	NOUN
ajceb-9253	547	6	for	for	ADP
ajceb-9253	547	7	assessing	assess	VERB
ajceb-9253	547	8	normality	normality	NOUN
ajceb-9253	547	9	assumption	assumption	NOUN
ajceb-9253	547	10	in	in	ADP
ajceb-9253	547	11	multivariate	multivariate	NOUN
ajceb-9253	547	12	regression	regression	NOUN
ajceb-9253	547	13	.	.	PUNCT
ajceb-9253	548	1	enthusiastic	enthusiastic	ADJ
ajceb-9253	548	2	:	:	PUNCT
ajceb-9253	548	3	international	international	ADJ
ajceb-9253	548	4	journal	journal	NOUN
ajceb-9253	548	5	of	of	ADP
ajceb-9253	548	6	applied	apply	VERB
ajceb-9253	548	7	statistics	statistic	NOUN
ajceb-9253	548	8	and	and	CCONJ
ajceb-9253	548	9	data	datum	NOUN
ajceb-9253	548	10	science	science	NOUN
ajceb-9253	548	11	,	,	PUNCT
ajceb-9253	548	12	1(1	1(1	NUM
ajceb-9253	548	13	)	)	PUNCT
ajceb-9253	548	14	,	,	PUNCT
ajceb-9253	548	15	1–6	1–6	X
ajceb-9253	548	16	.	.	PUNCT
ajceb-9253	548	17	https://doi.org/10.20885/enthusiastic.vol1.iss1.art1	https://doi.org/10.20885/enthusiastic.vol1.iss1.art1	PROPN
ajceb-9253	549	1	al	al	PROPN
ajceb-9253	549	2	-	-	PUNCT
ajceb-9253	549	3	attar	attar	PROPN
ajceb-9253	549	4	et	et	PROPN
ajceb-9253	549	5	al	al	PROPN
ajceb-9253	549	6	.	.	PROPN
ajceb-9253	549	7	construction	construction	NOUN
ajceb-9253	549	8	economics	economic	NOUN
ajceb-9253	549	9	and	and	CCONJ
ajceb-9253	549	10	building	building	NOUN
ajceb-9253	549	11	,	,	PUNCT
ajceb-9253	549	12	vol	vol	NOUN
ajceb-9253	549	13	.	.	PROPN
ajceb-9253	549	14	25	25	NUM
ajceb-9253	549	15	,	,	PUNCT
ajceb-9253	549	16	no	no	INTJ
ajceb-9253	549	17	.	.	NOUN
ajceb-9253	549	18	2	2	NUM
ajceb-9253	549	19	july	july	PROPN
ajceb-9253	549	20	2025191	2025191	NUM
ajceb-9253	549	21	https://www.dlsu.edu.ph/wphttps://doi.org/10.1139/cjce-2020-0527	https://www.dlsu.edu.ph/wphttps://doi.org/10.1139/cjce-2020-0527	PROPN
ajceb-9253	549	22	https://doi.org/10.1139/cjce-2020-0527	https://doi.org/10.1139/cjce-2020-0527	PROPN
ajceb-9253	549	23	https://doi.org/10.31462/jcemi.2021.01022036	https://doi.org/10.31462/jcemi.2021.01022036	PROPN
ajceb-9253	549	24	https://hal.archiveshttps://doi.org/10.1007	https://hal.archiveshttps://doi.org/10.1007	NUM
ajceb-9253	549	25	/	/	SYM
ajceb-9253	549	26	s42107	s42107	PROPN
ajceb-9253	549	27	-	-	PUNCT
ajceb-9253	549	28	022	022	NUM
ajceb-9253	549	29	-	-	PUNCT
ajceb-9253	549	30	00474	00474	NUM
ajceb-9253	549	31	-	-	PUNCT
ajceb-9253	549	32	4	4	NUM
ajceb-9253	549	33	https://doi.org/10.1007/s42107-022-00474-4	https://doi.org/10.1007/s42107-022-00474-4	PROPN
ajceb-9253	549	34	https://doi.org/10.3390/su13084552	https://doi.org/10.3390/su13084552	PROPN
ajceb-9253	549	35	https://doi.org/10.3390/su13084552	https://doi.org/10.3390/su13084552	PROPN
ajceb-9253	549	36	https://doi.org/10.1016/j.eswa.2005.11.029	https://doi.org/10.1016/j.eswa.2005.11.029	PROPN
ajceb-9253	549	37	https://doi.org/10.1016/j.eswa.2005.11.029	https://doi.org/10.1016/j.eswa.2005.11.029	PROPN
ajceb-9253	549	38	http://www.jise.ir/article_4015.html	http://www.jise.ir/article_4015.html	PROPN
ajceb-9253	549	39	https://doi.org/10.20885/enthusiastic.vol1.iss1.art1	https://doi.org/10.20885/enthusiastic.vol1.iss1.art1	NOUN