id	sid	tid	token	lemma	pos
crias-114	1	1	20	20	NUM
crias-114	1	2	©	©	PROPN
crias-114	1	3	2019	2019	NUM
crias-114	1	4	conscientia	conscientia	PROPN
crias-114	1	5	beam	beam	PROPN
crias-114	1	6	.	.	PUNCT
crias-114	2	1	all	all	DET
crias-114	2	2	rights	right	NOUN
crias-114	2	3	reserved	reserve	VERB
crias-114	2	4	.	.	PUNCT
crias-114	3	1	assessment	assessment	NOUN
crias-114	3	2	of	of	ADP
crias-114	3	3	technical	technical	ADJ
crias-114	3	4	efficiency	efficiency	NOUN
crias-114	3	5	of	of	ADP
crias-114	3	6	layer	layer	NOUN
crias-114	3	7	production	production	NOUN
crias-114	3	8	in	in	ADP
crias-114	3	9	mampong	mampong	ADJ
crias-114	3	10	municipality	municipality	NOUN
crias-114	3	11	:	:	PUNCT
crias-114	3	12	stochastic	stochastic	ADJ
crias-114	3	13	frontier	frontier	NOUN
crias-114	3	14	approach	approach	NOUN
crias-114	3	15	yenibehit	yenibehit	NOUN
crias-114	3	16	,	,	PUNCT
crias-114	3	17	n.1	n.1	SYM
crias-114	3	18	murshed	murshed	ADJ
crias-114	3	19	,	,	PUNCT
crias-114	3	20	m.2	m.2	ADP
crias-114	3	21	+	+	SYM
crias-114	3	22	islam	islam	PROPN
crias-114	3	23	,	,	PUNCT
crias-114	3	24	m.	m.	NOUN
crias-114	3	25	j.3	j.3	PROPN
crias-114	4	1	1teaching	1teaching	NUM
crias-114	4	2	and	and	CCONJ
crias-114	4	3	research	research	NOUN
crias-114	4	4	assistant	assistant	NOUN
crias-114	4	5	,	,	PUNCT
crias-114	4	6	department	department	NOUN
crias-114	4	7	of	of	ADP
crias-114	4	8	agricultural	agricultural	ADJ
crias-114	4	9	economics	economic	NOUN
crias-114	4	10	and	and	CCONJ
crias-114	4	11	extension	extension	NOUN
crias-114	4	12	,	,	PUNCT
crias-114	4	13	university	university	NOUN
crias-114	4	14	of	of	ADP
crias-114	4	15	education	education	NOUN
crias-114	4	16	,	,	PUNCT
crias-114	4	17	winneba	winneba	ADJ
crias-114	4	18	,	,	PUNCT
crias-114	4	19	mampong	mampong	ADJ
crias-114	4	20	campus	campus	PROPN
crias-114	4	21	,	,	PUNCT
crias-114	4	22	ghana	ghana	PROPN
crias-114	4	23	2master	2master	NUM
crias-114	4	24	of	of	ADP
crias-114	4	25	science	science	NOUN
crias-114	4	26	in	in	ADP
crias-114	4	27	economics	economic	NOUN
crias-114	4	28	,	,	PUNCT
crias-114	4	29	north	north	PROPN
crias-114	4	30	south	south	PROPN
crias-114	4	31	university	university	PROPN
crias-114	4	32	,	,	PUNCT
crias-114	4	33	dhaka	dhaka	PROPN
crias-114	4	34	,	,	PUNCT
crias-114	4	35	bangladesh	bangladesh	PROPN
crias-114	4	36	3master	3master	NUM
crias-114	4	37	of	of	ADP
crias-114	4	38	science	science	NOUN
crias-114	4	39	in	in	ADP
crias-114	4	40	agricultural	agricultural	ADJ
crias-114	4	41	economics	economic	NOUN
crias-114	4	42	,	,	PUNCT
crias-114	4	43	bsmrau	bsmrau	NOUN
crias-114	4	44	,	,	PUNCT
crias-114	4	45	dhaka	dhaka	PROPN
crias-114	4	46	,	,	PUNCT
crias-114	4	47	bangladesh	bangladesh	PROPN
crias-114	4	48	(	(	PUNCT
crias-114	4	49	+	+	CCONJ
crias-114	4	50	corresponding	correspond	VERB
crias-114	4	51	author	author	NOUN
crias-114	4	52	)	)	PUNCT
crias-114	4	53	abstract	abstract	ADJ
crias-114	4	54	article	article	NOUN
crias-114	4	55	history	history	NOUN
crias-114	4	56	received	receive	VERB
crias-114	4	57	:	:	PUNCT
crias-114	4	58	10	10	NUM
crias-114	4	59	january	january	PROPN
crias-114	4	60	2019	2019	NUM
crias-114	4	61	revised	revise	VERB
crias-114	4	62	:	:	PUNCT
crias-114	4	63	8	8	NUM
crias-114	4	64	february	february	NOUN
crias-114	4	65	2019	2019	NUM
crias-114	4	66	accepted	accept	VERB
crias-114	4	67	:	:	PUNCT
crias-114	4	68	14	14	NUM
crias-114	4	69	march	march	NOUN
crias-114	4	70	2019	2019	NUM
crias-114	4	71	published	publish	VERB
crias-114	4	72	:	:	PUNCT
crias-114	4	73	3	3	NUM
crias-114	4	74	may	may	AUX
crias-114	4	75	2019	2019	NUM
crias-114	4	76	keywords	keyword	VERB
crias-114	4	77	stochastic	stochastic	ADJ
crias-114	4	78	frontier	frontier	NOUN
crias-114	4	79	analysis	analysis	NOUN
crias-114	4	80	layer	layer	NOUN
crias-114	4	81	production	production	NOUN
crias-114	4	82	agriculture	agriculture	NOUN
crias-114	4	83	and	and	CCONJ
crias-114	4	84	livestock	livestock	PROPN
crias-114	4	85	cobb	cobb	PROPN
crias-114	4	86	-	-	PUNCT
crias-114	4	87	douglas	douglas	PROPN
crias-114	4	88	function	function	PROPN
crias-114	4	89	mampong	mampong	PROPN
crias-114	4	90	municipality	municipality	PROPN
crias-114	4	91	ghana	ghana	PROPN
crias-114	4	92	.	.	PUNCT
crias-114	5	1	this	this	DET
crias-114	5	2	study	study	NOUN
crias-114	5	3	used	use	VERB
crias-114	5	4	a	a	DET
crias-114	5	5	cobb	cobb	PROPN
crias-114	5	6	-	-	PUNCT
crias-114	5	7	douglas	douglas	PROPN
crias-114	5	8	functional	functional	ADJ
crias-114	5	9	form	form	NOUN
crias-114	5	10	of	of	ADP
crias-114	5	11	the	the	DET
crias-114	5	12	stochastic	stochastic	ADJ
crias-114	5	13	production	production	NOUN
crias-114	5	14	model	model	NOUN
crias-114	5	15	to	to	PART
crias-114	5	16	assess	assess	VERB
crias-114	5	17	the	the	DET
crias-114	5	18	technical	technical	ADJ
crias-114	5	19	efficiency	efficiency	NOUN
crias-114	5	20	of	of	ADP
crias-114	5	21	layer	layer	NOUN
crias-114	5	22	producers	producer	NOUN
crias-114	5	23	under	under	ADP
crias-114	5	24	commercial	commercial	ADJ
crias-114	5	25	production	production	NOUN
crias-114	5	26	system	system	NOUN
crias-114	5	27	in	in	ADP
crias-114	5	28	the	the	DET
crias-114	5	29	mampong	mampong	ADJ
crias-114	5	30	municipality	municipality	NOUN
crias-114	5	31	of	of	ADP
crias-114	5	32	ghana	ghana	PROPN
crias-114	5	33	.	.	PUNCT
crias-114	6	1	the	the	DET
crias-114	6	2	study	study	NOUN
crias-114	6	3	captures	capture	VERB
crias-114	6	4	thirty	thirty	NUM
crias-114	6	5	(	(	PUNCT
crias-114	6	6	30	30	NUM
crias-114	6	7	)	)	PUNCT
crias-114	6	8	randomly	randomly	ADV
crias-114	6	9	selected	select	VERB
crias-114	6	10	layer	layer	NOUN
crias-114	6	11	poultry	poultry	NOUN
crias-114	6	12	farms	farm	NOUN
crias-114	6	13	within	within	ADP
crias-114	6	14	the	the	DET
crias-114	6	15	asante	asante	NOUN
crias-114	6	16	mampong	mampong	NOUN
crias-114	6	17	enclave	enclave	VERB
crias-114	6	18	for	for	ADP
crias-114	6	19	the	the	DET
crias-114	6	20	study	study	NOUN
crias-114	6	21	.	.	PUNCT
crias-114	7	1	this	this	DET
crias-114	7	2	study	study	NOUN
crias-114	7	3	utilized	utilize	VERB
crias-114	7	4	the	the	DET
crias-114	7	5	maximum	maximum	ADJ
crias-114	7	6	likelihood	likelihood	NOUN
crias-114	7	7	estimation	estimation	NOUN
crias-114	7	8	(	(	PUNCT
crias-114	7	9	mle	mle	NOUN
crias-114	7	10	)	)	PUNCT
crias-114	7	11	criteria	criterion	NOUN
crias-114	7	12	to	to	PART
crias-114	7	13	obtain	obtain	VERB
crias-114	7	14	farm	farm	NOUN
crias-114	7	15	specific	specific	ADJ
crias-114	7	16	technical	technical	ADJ
crias-114	7	17	efficiencies	efficiency	NOUN
crias-114	7	18	as	as	ADV
crias-114	7	19	well	well	ADV
crias-114	7	20	as	as	ADP
crias-114	7	21	their	their	PRON
crias-114	7	22	determinants	determinant	NOUN
crias-114	7	23	of	of	ADP
crias-114	7	24	output	output	NOUN
crias-114	7	25	and	and	CCONJ
crias-114	7	26	inefficiency	inefficiency	NOUN
crias-114	7	27	.	.	PUNCT
crias-114	8	1	the	the	DET
crias-114	8	2	study	study	NOUN
crias-114	8	3	revealed	reveal	VERB
crias-114	8	4	that	that	SCONJ
crias-114	8	5	output	output	NOUN
crias-114	8	6	was	be	AUX
crias-114	8	7	positively	positively	ADV
crias-114	8	8	correlated	correlate	VERB
crias-114	8	9	to	to	ADP
crias-114	8	10	the	the	DET
crias-114	8	11	number	number	NOUN
crias-114	8	12	of	of	ADP
crias-114	8	13	birds	bird	NOUN
crias-114	8	14	,	,	PUNCT
crias-114	8	15	medication	medication	NOUN
crias-114	8	16	and	and	CCONJ
crias-114	8	17	quantity	quantity	NOUN
crias-114	8	18	of	of	ADP
crias-114	8	19	water	water	NOUN
crias-114	8	20	which	which	PRON
crias-114	8	21	all	all	PRON
crias-114	8	22	have	have	VERB
crias-114	8	23	significant	significant	ADJ
crias-114	8	24	coefficients	coefficient	NOUN
crias-114	8	25	at	at	ADP
crias-114	8	26	5	5	NUM
crias-114	8	27	%	%	NOUN
crias-114	8	28	and	and	CCONJ
crias-114	8	29	10	10	NUM
crias-114	8	30	%	%	NOUN
crias-114	8	31	levels	level	NOUN
crias-114	8	32	of	of	ADP
crias-114	8	33	significance	significance	NOUN
crias-114	8	34	.	.	PUNCT
crias-114	9	1	the	the	DET
crias-114	9	2	significant	significant	ADJ
crias-114	9	3	estimated	estimate	VERB
crias-114	9	4	gamma	gamma	NOUN
crias-114	9	5	value	value	NOUN
crias-114	9	6	of	of	ADP
crias-114	9	7	0.99	0.99	NUM
crias-114	9	8	implied	imply	VERB
crias-114	9	9	that	that	SCONJ
crias-114	9	10	99	99	NUM
crias-114	9	11	%	%	NOUN
crias-114	9	12	of	of	ADP
crias-114	9	13	the	the	DET
crias-114	9	14	total	total	ADJ
crias-114	9	15	variation	variation	NOUN
crias-114	9	16	in	in	ADP
crias-114	9	17	layer	layer	NOUN
crias-114	9	18	output	output	NOUN
crias-114	9	19	in	in	ADP
crias-114	9	20	the	the	DET
crias-114	9	21	study	study	NOUN
crias-114	9	22	area	area	NOUN
crias-114	9	23	is	be	AUX
crias-114	9	24	due	due	ADJ
crias-114	9	25	to	to	ADP
crias-114	9	26	the	the	DET
crias-114	9	27	technical	technical	ADJ
crias-114	9	28	inefficiency	inefficiency	NOUN
crias-114	9	29	.	.	PUNCT
crias-114	10	1	the	the	DET
crias-114	10	2	study	study	NOUN
crias-114	10	3	also	also	ADV
crias-114	10	4	showed	show	VERB
crias-114	10	5	that	that	SCONJ
crias-114	10	6	age	age	NOUN
crias-114	10	7	,	,	PUNCT
crias-114	10	8	education	education	NOUN
crias-114	10	9	,	,	PUNCT
crias-114	10	10	experience	experience	NOUN
crias-114	10	11	,	,	PUNCT
crias-114	10	12	extension	extension	NOUN
crias-114	10	13	contact	contact	NOUN
crias-114	10	14	,	,	PUNCT
crias-114	10	15	credit	credit	NOUN
crias-114	10	16	and	and	CCONJ
crias-114	10	17	type	type	NOUN
crias-114	10	18	of	of	ADP
crias-114	10	19	poultry	poultry	NOUN
crias-114	10	20	housing	housing	NOUN
crias-114	10	21	were	be	AUX
crias-114	10	22	related	relate	VERB
crias-114	10	23	to	to	ADP
crias-114	10	24	socioeconomic	socioeconomic	ADJ
crias-114	10	25	characteristics	characteristic	NOUN
crias-114	10	26	influencing	influence	VERB
crias-114	10	27	technical	technical	ADJ
crias-114	10	28	inefficiency	inefficiency	NOUN
crias-114	10	29	.	.	PUNCT
crias-114	11	1	it	it	PRON
crias-114	11	2	is	be	AUX
crias-114	11	3	recommended	recommend	VERB
crias-114	11	4	for	for	SCONJ
crias-114	11	5	egg	egg	NOUN
crias-114	11	6	producers	producer	NOUN
crias-114	11	7	to	to	PART
crias-114	11	8	observe	observe	VERB
crias-114	11	9	the	the	DET
crias-114	11	10	proper	proper	ADJ
crias-114	11	11	routine	routine	ADJ
crias-114	11	12	medication	medication	NOUN
crias-114	11	13	and	and	CCONJ
crias-114	11	14	add	add	VERB
crias-114	11	15	other	other	ADJ
crias-114	11	16	supplementary	supplementary	ADJ
crias-114	11	17	drugs	drug	NOUN
crias-114	11	18	to	to	PART
crias-114	11	19	boost	boost	VERB
crias-114	11	20	the	the	DET
crias-114	11	21	laying	lay	VERB
crias-114	11	22	performance	performance	NOUN
crias-114	11	23	of	of	ADP
crias-114	11	24	their	their	PRON
crias-114	11	25	birds	bird	NOUN
crias-114	11	26	while	while	SCONJ
crias-114	11	27	intensifying	intensify	VERB
crias-114	11	28	stock	stock	NOUN
crias-114	11	29	size	size	NOUN
crias-114	11	30	and	and	CCONJ
crias-114	11	31	increasing	increase	VERB
crias-114	11	32	water	water	NOUN
crias-114	11	33	usage	usage	NOUN
crias-114	11	34	to	to	PART
crias-114	11	35	maximize	maximize	VERB
crias-114	11	36	production	production	NOUN
crias-114	11	37	and	and	CCONJ
crias-114	11	38	close	close	VERB
crias-114	11	39	up	up	ADP
crias-114	11	40	the	the	DET
crias-114	11	41	production	production	NOUN
crias-114	11	42	gap	gap	NOUN
crias-114	11	43	.	.	PUNCT
crias-114	12	1	poultry	poultry	NOUN
crias-114	12	2	policies	policy	NOUN
crias-114	12	3	should	should	AUX
crias-114	12	4	consider	consider	VERB
crias-114	12	5	motivating	motivating	NOUN
crias-114	12	6	and	and	CCONJ
crias-114	12	7	increasing	increase	VERB
crias-114	12	8	extension	extension	NOUN
crias-114	12	9	contact	contact	NOUN
crias-114	12	10	between	between	ADP
crias-114	12	11	extension	extension	NOUN
crias-114	12	12	agents	agent	NOUN
crias-114	12	13	and	and	CCONJ
crias-114	12	14	poultry	poultry	NOUN
crias-114	12	15	farmers	farmer	NOUN
crias-114	12	16	in	in	ADP
crias-114	12	17	the	the	DET
crias-114	12	18	study	study	NOUN
crias-114	12	19	area	area	NOUN
crias-114	12	20	.	.	PUNCT
crias-114	13	1	contribution	contribution	NOUN
crias-114	13	2	/	/	SYM
crias-114	13	3	originality	originality	NOUN
crias-114	13	4	:	:	PUNCT
crias-114	13	5	the	the	DET
crias-114	13	6	paper	paper	NOUN
crias-114	13	7	's	's	PART
crias-114	13	8	primary	primary	ADJ
crias-114	13	9	contribution	contribution	NOUN
crias-114	13	10	is	be	AUX
crias-114	13	11	finding	find	VERB
crias-114	13	12	that	that	SCONJ
crias-114	13	13	it	it	PRON
crias-114	13	14	captures	capture	VERB
crias-114	13	15	thirty	thirty	NUM
crias-114	13	16	randomly	randomly	ADV
crias-114	13	17	selected	select	VERB
crias-114	13	18	layer	layer	NOUN
crias-114	13	19	poultry	poultry	NOUN
crias-114	13	20	farms	farm	NOUN
crias-114	13	21	within	within	ADP
crias-114	13	22	the	the	DET
crias-114	13	23	asante	asante	NOUN
crias-114	13	24	mampong	mampong	NOUN
crias-114	13	25	enclave	enclave	VERB
crias-114	13	26	for	for	ADP
crias-114	13	27	the	the	DET
crias-114	13	28	study	study	NOUN
crias-114	13	29	by	by	ADP
crias-114	13	30	utilizing	utilize	VERB
crias-114	13	31	the	the	DET
crias-114	13	32	maximum	maximum	ADJ
crias-114	13	33	likelihood	likelihood	NOUN
crias-114	13	34	estimation	estimation	NOUN
crias-114	13	35	(	(	PUNCT
crias-114	13	36	mle	mle	NOUN
crias-114	13	37	)	)	PUNCT
crias-114	13	38	criteria	criterion	NOUN
crias-114	13	39	to	to	PART
crias-114	13	40	obtain	obtain	VERB
crias-114	13	41	farm	farm	NOUN
crias-114	13	42	specific	specific	ADJ
crias-114	13	43	technical	technical	ADJ
crias-114	13	44	efficiencies	efficiency	NOUN
crias-114	13	45	as	as	ADV
crias-114	13	46	well	well	ADV
crias-114	13	47	as	as	ADP
crias-114	13	48	their	their	PRON
crias-114	13	49	determinants	determinant	NOUN
crias-114	13	50	of	of	ADP
crias-114	13	51	output	output	NOUN
crias-114	13	52	and	and	CCONJ
crias-114	13	53	inefficiency	inefficiency	NOUN
crias-114	13	54	in	in	ADP
crias-114	13	55	the	the	DET
crias-114	13	56	context	context	NOUN
crias-114	13	57	of	of	ADP
crias-114	13	58	this	this	DET
crias-114	13	59	municipality	municipality	NOUN
crias-114	13	60	of	of	ADP
crias-114	13	61	ghana	ghana	PROPN
crias-114	13	62	.	.	PUNCT
crias-114	14	1	1	1	X
crias-114	14	2	.	.	X
crias-114	14	3	introduction	introduction	NOUN
crias-114	14	4	sustainable	sustainable	ADJ
crias-114	14	5	agricultural	agricultural	ADJ
crias-114	14	6	practice	practice	NOUN
crias-114	14	7	reduces	reduce	VERB
crias-114	14	8	food	food	NOUN
crias-114	14	9	loss	loss	NOUN
crias-114	14	10	and	and	CCONJ
crias-114	14	11	can	can	AUX
crias-114	14	12	play	play	VERB
crias-114	14	13	a	a	DET
crias-114	14	14	key	key	ADJ
crias-114	14	15	role	role	NOUN
crias-114	14	16	in	in	ADP
crias-114	14	17	overall	overall	ADJ
crias-114	14	18	development	development	NOUN
crias-114	14	19	of	of	ADP
crias-114	14	20	the	the	DET
crias-114	14	21	economy	economy	NOUN
crias-114	14	22	[	[	X
crias-114	14	23	1	1	NUM
crias-114	14	24	,	,	PUNCT
crias-114	14	25	2	2	NUM
crias-114	14	26	]	]	PUNCT
crias-114	14	27	.	.	PUNCT
crias-114	15	1	thus	thus	ADV
crias-114	15	2	,	,	PUNCT
crias-114	15	3	emphasis	emphasis	NOUN
crias-114	15	4	has	have	VERB
crias-114	15	5	to	to	PART
crias-114	15	6	be	be	AUX
crias-114	15	7	given	give	VERB
crias-114	15	8	to	to	ADP
crias-114	15	9	this	this	DET
crias-114	15	10	sector	sector	NOUN
crias-114	15	11	,	,	PUNCT
crias-114	15	12	particularly	particularly	ADV
crias-114	15	13	in	in	ADP
crias-114	15	14	the	the	DET
crias-114	15	15	context	context	NOUN
crias-114	15	16	of	of	ADP
crias-114	15	17	developing	develop	VERB
crias-114	15	18	economies	economy	NOUN
crias-114	15	19	that	that	PRON
crias-114	15	20	are	be	AUX
crias-114	15	21	predominantly	predominantly	ADV
crias-114	15	22	characterized	characterize	VERB
crias-114	15	23	as	as	ADP
crias-114	15	24	large	large	ADJ
crias-114	15	25	agriculturally	agriculturally	ADV
crias-114	15	26	-	-	PUNCT
crias-114	15	27	intensified	intensify	VERB
crias-114	15	28	economies	economy	NOUN
crias-114	15	29	.	.	PUNCT
crias-114	16	1	the	the	DET
crias-114	16	2	agricultural	agricultural	ADJ
crias-114	16	3	sector	sector	NOUN
crias-114	16	4	in	in	ADP
crias-114	16	5	ghana	ghana	PROPN
crias-114	16	6	has	have	AUX
crias-114	16	7	long	long	ADV
crias-114	16	8	been	be	AUX
crias-114	16	9	considered	consider	VERB
crias-114	16	10	as	as	ADP
crias-114	16	11	a	a	DET
crias-114	16	12	firm	firm	ADJ
crias-114	16	13	foothold	foothold	NOUN
crias-114	16	14	of	of	ADP
crias-114	16	15	the	the	DET
crias-114	16	16	country	country	NOUN
crias-114	16	17	's	's	PART
crias-114	16	18	economy	economy	NOUN
crias-114	16	19	and	and	CCONJ
crias-114	16	20	contributes	contribute	VERB
crias-114	16	21	23	23	NUM
crias-114	16	22	%	%	NOUN
crias-114	16	23	of	of	ADP
crias-114	16	24	gross	gross	ADJ
crias-114	16	25	domestic	domestic	ADJ
crias-114	16	26	products	product	NOUN
crias-114	16	27	(	(	PUNCT
crias-114	16	28	gdp	gdp	NOUN
crias-114	16	29	)	)	PUNCT
crias-114	16	30	while	while	SCONJ
crias-114	16	31	holding	hold	VERB
crias-114	16	32	a	a	DET
crias-114	16	33	share	share	NOUN
crias-114	16	34	of	of	ADP
crias-114	16	35	43	43	NUM
crias-114	16	36	%	%	NOUN
crias-114	16	37	of	of	ADP
crias-114	16	38	national	national	ADJ
crias-114	16	39	employment	employment	NOUN
crias-114	16	40	,	,	PUNCT
crias-114	16	41	with	with	ADP
crias-114	16	42	small	small	ADJ
crias-114	16	43	scale	scale	NOUN
crias-114	16	44	farmers	farmer	NOUN
crias-114	16	45	contributing	contribute	VERB
crias-114	16	46	80	80	NUM
crias-114	16	47	%	%	NOUN
crias-114	16	48	of	of	ADP
crias-114	16	49	all	all	DET
crias-114	16	50	agricultural	agricultural	ADJ
crias-114	16	51	production	production	NOUN
crias-114	17	1	[	[	X
crias-114	17	2	3	3	NUM
crias-114	17	3	]	]	PUNCT
crias-114	17	4	.	.	PUNCT
crias-114	18	1	the	the	DET
crias-114	18	2	rapid	rapid	ADJ
crias-114	18	3	population	population	NOUN
crias-114	18	4	growth	growth	NOUN
crias-114	18	5	and	and	CCONJ
crias-114	18	6	urbanization	urbanization	NOUN
crias-114	18	7	is	be	AUX
crias-114	18	8	a	a	DET
crias-114	18	9	driving	drive	VERB
crias-114	18	10	force	force	NOUN
crias-114	18	11	for	for	ADP
crias-114	18	12	increasing	increase	VERB
crias-114	18	13	demand	demand	NOUN
crias-114	18	14	for	for	ADP
crias-114	18	15	livestock	livestock	NOUN
crias-114	18	16	products	product	NOUN
crias-114	18	17	including	include	VERB
crias-114	18	18	poultry	poultry	NOUN
crias-114	18	19	and	and	CCONJ
crias-114	18	20	these	these	PRON
crias-114	18	21	have	have	AUX
crias-114	18	22	resulted	result	VERB
crias-114	18	23	in	in	ADP
crias-114	18	24	the	the	DET
crias-114	18	25	expansion	expansion	NOUN
crias-114	18	26	of	of	ADP
crias-114	18	27	the	the	DET
crias-114	18	28	sector	sector	NOUN
crias-114	18	29	in	in	ADP
crias-114	18	30	recent	recent	ADJ
crias-114	18	31	times	time	NOUN
crias-114	19	1	[	[	X
crias-114	19	2	4	4	NUM
crias-114	19	3	]	]	PUNCT
crias-114	19	4	.	.	PUNCT
crias-114	20	1	current	current	ADJ
crias-114	20	2	research	research	NOUN
crias-114	20	3	in	in	ADP
crias-114	20	4	agricultural	agricultural	ADJ
crias-114	20	5	sciences	science	NOUN
crias-114	20	6	2019	2019	NUM
crias-114	20	7	vol	vol	NOUN
crias-114	20	8	.	.	PROPN
crias-114	21	1	6	6	NUM
crias-114	21	2	,	,	PUNCT
crias-114	21	3	no	no	INTJ
crias-114	21	4	.	.	NOUN
crias-114	21	5	1	1	NUM
crias-114	21	6	,	,	PUNCT
crias-114	21	7	pp	pp	ADJ
crias-114	21	8	.	.	PUNCT
crias-114	22	1	20	20	NUM
crias-114	22	2	-	-	SYM
crias-114	22	3	28	28	NUM
crias-114	22	4	issn(e	issn(e	PROPN
crias-114	22	5	):	):	PUNCT
crias-114	22	6	2312	2312	NUM
crias-114	22	7	-	-	SYM
crias-114	22	8	6418	6418	NUM
crias-114	22	9	issn(p	issn(p	NUM
crias-114	22	10	):	):	PUNCT
crias-114	22	11	2313	2313	NUM
crias-114	22	12	-	-	SYM
crias-114	22	13	3716	3716	NUM
crias-114	22	14	doi	doi	NOUN
crias-114	22	15	:	:	PUNCT
crias-114	22	16	10.18488	10.18488	NUM
crias-114	22	17	/	/	SYM
crias-114	22	18	journal.68.2019.61.20.28	journal.68.2019.61.20.28	PROPN
crias-114	22	19	©	©	ADP
crias-114	22	20	2019	2019	NUM
crias-114	22	21	conscientia	conscientia	PROPN
crias-114	22	22	beam	beam	PROPN
crias-114	22	23	.	.	PUNCT
crias-114	23	1	all	all	DET
crias-114	23	2	rights	right	NOUN
crias-114	23	3	reserved	reserve	VERB
crias-114	23	4	.	.	PUNCT
crias-114	24	1	https://orcid.org/0000-0002-9006-4803	https://orcid.org/0000-0002-9006-4803	NOUN
crias-114	24	2	https://orcid.org/0000-0001-9872-8742	https://orcid.org/0000-0001-9872-8742	ADV
crias-114	24	3	https://orcid.org/0000-0002-0574-1508	https://orcid.org/0000-0002-0574-1508	VERB
crias-114	24	4	https://www.doi.org/10.18488/journal.68.2019.61.20.28	https://www.doi.org/10.18488/journal.68.2019.61.20.28	NUM
crias-114	24	5	current	current	ADJ
crias-114	24	6	research	research	NOUN
crias-114	24	7	in	in	ADP
crias-114	24	8	agricultural	agricultural	ADJ
crias-114	24	9	sciences	science	NOUN
crias-114	24	10	,	,	PUNCT
crias-114	24	11	2019	2019	NUM
crias-114	24	12	,	,	PUNCT
crias-114	24	13	6(1	6(1	NUM
crias-114	24	14	):	):	PUNCT
crias-114	24	15	20	20	NUM
crias-114	24	16	-	-	SYM
crias-114	24	17	28	28	NUM
crias-114	24	18	21	21	NUM
crias-114	24	19	©	©	PROPN
crias-114	24	20	2019	2019	NUM
crias-114	24	21	conscientia	conscientia	PROPN
crias-114	24	22	beam	beam	PROPN
crias-114	24	23	.	.	PUNCT
crias-114	25	1	all	all	DET
crias-114	25	2	rights	right	NOUN
crias-114	25	3	reserved	reserve	VERB
crias-114	25	4	.	.	PUNCT
crias-114	26	1	poultry	poultry	NOUN
crias-114	26	2	farming	farming	NOUN
crias-114	26	3	,	,	PUNCT
crias-114	26	4	especially	especially	ADV
crias-114	26	5	on	on	ADP
crias-114	26	6	a	a	DET
crias-114	26	7	commercial	commercial	ADJ
crias-114	26	8	basis	basis	NOUN
crias-114	26	9	,	,	PUNCT
crias-114	26	10	is	be	AUX
crias-114	26	11	a	a	DET
crias-114	26	12	major	major	ADJ
crias-114	26	13	component	component	NOUN
crias-114	26	14	of	of	ADP
crias-114	26	15	the	the	DET
crias-114	26	16	agriculture	agriculture	NOUN
crias-114	26	17	sector	sector	NOUN
crias-114	26	18	of	of	ADP
crias-114	26	19	the	the	DET
crias-114	26	20	country	country	NOUN
crias-114	26	21	.	.	PUNCT
crias-114	27	1	although	although	SCONJ
crias-114	27	2	the	the	DET
crias-114	27	3	crops	crop	NOUN
crias-114	27	4	sector	sector	NOUN
crias-114	27	5	holds	hold	VERB
crias-114	27	6	a	a	DET
crias-114	27	7	major	major	ADJ
crias-114	27	8	share	share	NOUN
crias-114	27	9	of	of	ADP
crias-114	27	10	activity	activity	NOUN
crias-114	27	11	in	in	ADP
crias-114	27	12	the	the	DET
crias-114	27	13	agricultural	agricultural	ADJ
crias-114	27	14	sector	sector	NOUN
crias-114	27	15	with	with	ADP
crias-114	27	16	about	about	ADV
crias-114	27	17	14.2	14.2	NUM
crias-114	27	18	%	%	NOUN
crias-114	27	19	,	,	PUNCT
crias-114	27	20	the	the	DET
crias-114	27	21	livestock	livestock	NOUN
crias-114	27	22	sub	sub	NOUN
crias-114	27	23	-	-	NOUN
crias-114	27	24	sector	sector	NOUN
crias-114	27	25	of	of	ADP
crias-114	27	26	which	which	PRON
crias-114	27	27	the	the	DET
crias-114	27	28	poultry	poultry	NOUN
crias-114	27	29	sector	sector	NOUN
crias-114	27	30	is	be	AUX
crias-114	27	31	cardinal	cardinal	ADJ
crias-114	27	32	has	have	AUX
crias-114	27	33	maintained	maintain	VERB
crias-114	27	34	a	a	DET
crias-114	27	35	study	study	ADJ
crias-114	27	36	economic	economic	ADJ
crias-114	27	37	growth	growth	NOUN
crias-114	27	38	of	of	ADP
crias-114	27	39	5.3	5.3	NUM
crias-114	27	40	%	%	NOUN
crias-114	27	41	between	between	ADP
crias-114	27	42	2014	2014	NUM
crias-114	27	43	to	to	ADP
crias-114	27	44	2016	2016	NUM
crias-114	27	45	and	and	CCONJ
crias-114	27	46	has	have	AUX
crias-114	27	47	contributed	contribute	VERB
crias-114	27	48	a	a	DET
crias-114	27	49	value	value	NOUN
crias-114	27	50	of	of	ADP
crias-114	27	51	ghc	ghc	NOUN
crias-114	27	52	2119	2119	NUM
crias-114	27	53	as	as	ADP
crias-114	27	54	real	real	ADJ
crias-114	27	55	gdp	gdp	NOUN
crias-114	27	56	in	in	ADP
crias-114	27	57	2017	2017	NUM
crias-114	27	58	.	.	PUNCT
crias-114	28	1	poultry	poultry	NOUN
crias-114	28	2	production	production	NOUN
crias-114	28	3	plays	play	VERB
crias-114	28	4	an	an	DET
crias-114	28	5	important	important	ADJ
crias-114	28	6	role	role	NOUN
crias-114	28	7	in	in	ADP
crias-114	28	8	leading	lead	VERB
crias-114	28	9	commercial	commercial	ADJ
crias-114	28	10	activity	activity	NOUN
crias-114	28	11	and	and	CCONJ
crias-114	28	12	possesses	possess	VERB
crias-114	28	13	enormous	enormous	ADJ
crias-114	28	14	potential	potential	NOUN
crias-114	28	15	for	for	ADP
crias-114	28	16	quick	quick	ADJ
crias-114	28	17	economic	economic	ADJ
crias-114	28	18	growth	growth	NOUN
crias-114	28	19	especially	especially	ADV
crias-114	28	20	when	when	SCONJ
crias-114	28	21	considering	consider	VERB
crias-114	28	22	livestock	livestock	NOUN
crias-114	28	23	–	–	PUNCT
crias-114	28	24	based	base	VERB
crias-114	28	25	vocations	vocation	NOUN
crias-114	28	26	[	[	X
crias-114	28	27	5	5	NUM
crias-114	28	28	]	]	PUNCT
crias-114	28	29	.	.	PUNCT
crias-114	29	1	poultry	poultry	NOUN
crias-114	29	2	production	production	NOUN
crias-114	29	3	according	accord	VERB
crias-114	29	4	to	to	ADP
crias-114	29	5	assa	assa	NOUN
crias-114	29	6	[	[	X
crias-114	29	7	6	6	NUM
crias-114	29	8	]	]	PUNCT
crias-114	29	9	is	be	AUX
crias-114	29	10	considered	consider	VERB
crias-114	29	11	as	as	ADP
crias-114	29	12	a	a	DET
crias-114	29	13	leader	leader	NOUN
crias-114	29	14	in	in	ADP
crias-114	29	15	the	the	DET
crias-114	29	16	global	global	ADJ
crias-114	29	17	meat	meat	NOUN
crias-114	29	18	production	production	NOUN
crias-114	29	19	and	and	CCONJ
crias-114	29	20	is	be	AUX
crias-114	29	21	,	,	PUNCT
crias-114	29	22	therefore	therefore	ADV
crias-114	29	23	,	,	PUNCT
crias-114	29	24	recording	record	VERB
crias-114	29	25	faster	fast	ADJ
crias-114	29	26	growth	growth	NOUN
crias-114	29	27	in	in	ADP
crias-114	29	28	developing	develop	VERB
crias-114	29	29	and	and	CCONJ
crias-114	29	30	transitional	transitional	ADJ
crias-114	29	31	countries	country	NOUN
crias-114	29	32	of	of	ADP
crias-114	29	33	the	the	DET
crias-114	29	34	world	world	NOUN
crias-114	29	35	.	.	PUNCT
crias-114	30	1	among	among	ADP
crias-114	30	2	the	the	DET
crias-114	30	3	subsidiary	subsidiary	ADJ
crias-114	30	4	occupations	occupation	NOUN
crias-114	30	5	of	of	ADP
crias-114	30	6	farmers	farmer	NOUN
crias-114	30	7	,	,	PUNCT
crias-114	30	8	poultry	poultry	NOUN
crias-114	30	9	farming	farming	NOUN
crias-114	30	10	is	be	AUX
crias-114	30	11	the	the	DET
crias-114	30	12	foremost	foremost	NOUN
crias-114	30	13	,	,	PUNCT
crias-114	30	14	supplementing	supplement	VERB
crias-114	30	15	farm	farm	NOUN
crias-114	30	16	’s	’s	PART
crias-114	30	17	incomes	income	NOUN
crias-114	30	18	with	with	ADP
crias-114	30	19	its	its	PRON
crias-114	30	20	quick	quick	ADJ
crias-114	30	21	returns	return	NOUN
crias-114	30	22	and	and	CCONJ
crias-114	30	23	more	more	ADV
crias-114	30	24	importantly	importantly	ADV
crias-114	30	25	with	with	ADP
crias-114	30	26	minimum	minimum	ADJ
crias-114	30	27	requirements	requirement	NOUN
crias-114	30	28	for	for	ADP
crias-114	30	29	space	space	NOUN
crias-114	30	30	,	,	PUNCT
crias-114	30	31	investment	investment	NOUN
crias-114	30	32	and	and	CCONJ
crias-114	30	33	expertise	expertise	NOUN
crias-114	30	34	[	[	X
crias-114	30	35	7	7	NUM
crias-114	30	36	]	]	PUNCT
crias-114	30	37	.	.	PUNCT
crias-114	31	1	for	for	ADP
crias-114	31	2	instance	instance	NOUN
crias-114	31	3	in	in	ADP
crias-114	31	4	ghana	ghana	PROPN
crias-114	31	5	,	,	PUNCT
crias-114	31	6	there	there	PRON
crias-114	31	7	has	have	AUX
crias-114	31	8	been	be	AUX
crias-114	31	9	an	an	DET
crias-114	31	10	increase	increase	NOUN
crias-114	31	11	in	in	ADP
crias-114	31	12	annual	annual	ADJ
crias-114	31	13	growth	growth	NOUN
crias-114	31	14	from	from	ADP
crias-114	31	15	2000	2000	NUM
crias-114	31	16	to	to	ADP
crias-114	31	17	2007	2007	NUM
crias-114	31	18	mostly	mostly	ADV
crias-114	31	19	in	in	ADP
crias-114	31	20	the	the	DET
crias-114	31	21	southern	southern	ADJ
crias-114	31	22	part	part	NOUN
crias-114	31	23	of	of	ADP
crias-114	31	24	the	the	DET
crias-114	31	25	country	country	NOUN
crias-114	31	26	with	with	ADP
crias-114	31	27	an	an	DET
crias-114	31	28	80	80	NUM
crias-114	31	29	%	%	NOUN
crias-114	31	30	growth	growth	NOUN
crias-114	31	31	during	during	ADP
crias-114	31	32	this	this	DET
crias-114	31	33	period	period	NOUN
crias-114	31	34	[	[	X
crias-114	31	35	8	8	NUM
crias-114	31	36	]	]	PUNCT
crias-114	31	37	.	.	PUNCT
crias-114	32	1	commercial	commercial	ADJ
crias-114	32	2	poultry	poultry	NOUN
crias-114	32	3	production	production	NOUN
crias-114	32	4	in	in	ADP
crias-114	32	5	ghana	ghana	PROPN
crias-114	32	6	takes	take	VERB
crias-114	32	7	the	the	DET
crias-114	32	8	form	form	NOUN
crias-114	32	9	of	of	ADP
crias-114	32	10	raising	raise	VERB
crias-114	32	11	birds	bird	NOUN
crias-114	32	12	for	for	ADP
crias-114	32	13	eggs	egg	NOUN
crias-114	32	14	(	(	PUNCT
crias-114	32	15	layer	layer	NOUN
crias-114	32	16	production	production	NOUN
crias-114	32	17	system	system	NOUN
crias-114	32	18	)	)	PUNCT
crias-114	32	19	or	or	CCONJ
crias-114	32	20	raising	raise	VERB
crias-114	32	21	birds	bird	NOUN
crias-114	32	22	for	for	ADP
crias-114	32	23	meat	meat	NOUN
crias-114	32	24	(	(	PUNCT
crias-114	32	25	broiler	broiler	NOUN
crias-114	32	26	production	production	NOUN
crias-114	32	27	system	system	NOUN
crias-114	32	28	)	)	PUNCT
crias-114	32	29	.	.	PUNCT
crias-114	33	1	however	however	ADV
crias-114	33	2	,	,	PUNCT
crias-114	33	3	this	this	DET
crias-114	33	4	commercial	commercial	ADJ
crias-114	33	5	poultry	poultry	NOUN
crias-114	33	6	industry	industry	NOUN
crias-114	33	7	is	be	AUX
crias-114	33	8	more	more	ADV
crias-114	33	9	tilted	tilt	VERB
crias-114	33	10	towards	towards	ADP
crias-114	33	11	layer	layer	NOUN
crias-114	33	12	production	production	NOUN
crias-114	33	13	with	with	ADP
crias-114	33	14	only	only	ADV
crias-114	33	15	some	some	DET
crias-114	33	16	seasonal	seasonal	ADJ
crias-114	33	17	broiler	broiler	NOUN
crias-114	33	18	production	production	NOUN
crias-114	33	19	is	be	AUX
crias-114	33	20	undertaken	undertake	VERB
crias-114	33	21	to	to	PART
crias-114	33	22	meet	meet	VERB
crias-114	33	23	seasonal	seasonal	ADJ
crias-114	33	24	demands	demand	NOUN
crias-114	33	25	in	in	ADP
crias-114	33	26	festive	festive	ADJ
crias-114	33	27	seasons	season	NOUN
crias-114	33	28	.	.	PUNCT
crias-114	34	1	unlike	unlike	ADP
crias-114	34	2	broiler	broiler	NOUN
crias-114	34	3	production	production	NOUN
crias-114	34	4	,	,	PUNCT
crias-114	34	5	which	which	PRON
crias-114	34	6	faces	face	VERB
crias-114	34	7	stiffer	stiff	ADJ
crias-114	34	8	competition	competition	NOUN
crias-114	34	9	with	with	ADP
crias-114	34	10	cheaper	cheap	ADJ
crias-114	34	11	imported	import	VERB
crias-114	34	12	chicken	chicken	NOUN
crias-114	34	13	parts	part	NOUN
crias-114	34	14	form	form	VERB
crias-114	34	15	the	the	DET
crias-114	34	16	eu	eu	PROPN
crias-114	34	17	,	,	PUNCT
crias-114	34	18	usa	usa	PROPN
crias-114	34	19	and	and	CCONJ
crias-114	34	20	brazil	brazil	PROPN
crias-114	34	21	,	,	PUNCT
crias-114	34	22	there	there	PRON
crias-114	34	23	is	be	VERB
crias-114	34	24	minimal	minimal	ADJ
crias-114	34	25	competition	competition	NOUN
crias-114	34	26	in	in	ADP
crias-114	34	27	layer	layer	NOUN
crias-114	34	28	or	or	CCONJ
crias-114	34	29	egg	egg	NOUN
crias-114	34	30	production	production	NOUN
crias-114	34	31	.	.	PUNCT
crias-114	35	1	it	it	PRON
crias-114	35	2	is	be	AUX
crias-114	35	3	,	,	PUNCT
crias-114	35	4	therefore	therefore	ADV
crias-114	35	5	,	,	PUNCT
crias-114	35	6	profitable	profitable	ADJ
crias-114	35	7	to	to	PART
crias-114	35	8	raise	raise	VERB
crias-114	35	9	layers	layer	NOUN
crias-114	35	10	especially	especially	ADV
crias-114	35	11	for	for	ADP
crias-114	35	12	the	the	DET
crias-114	35	13	fact	fact	NOUN
crias-114	35	14	that	that	SCONJ
crias-114	35	15	about	about	ADV
crias-114	35	16	80	80	NUM
crias-114	35	17	%	%	NOUN
crias-114	35	18	of	of	ADP
crias-114	35	19	feed	feed	NOUN
crias-114	35	20	produced	produce	VERB
crias-114	35	21	by	by	ADP
crias-114	35	22	commercial	commercial	ADJ
crias-114	35	23	feed	feed	NOUN
crias-114	35	24	millers	miller	NOUN
crias-114	35	25	in	in	ADP
crias-114	35	26	the	the	DET
crias-114	35	27	country	country	NOUN
crias-114	35	28	is	be	AUX
crias-114	35	29	layer	layer	NOUN
crias-114	35	30	feed	feed	NOUN
crias-114	35	31	.	.	PUNCT
crias-114	36	1	according	accord	VERB
crias-114	36	2	to	to	ADP
crias-114	36	3	fao	fao	PROPN
crias-114	36	4	[	[	X
crias-114	36	5	9	9	NUM
crias-114	36	6	]	]	PUNCT
crias-114	36	7	the	the	DET
crias-114	36	8	annual	annual	ADJ
crias-114	36	9	growth	growth	NOUN
crias-114	36	10	in	in	ADP
crias-114	36	11	consumption	consumption	NOUN
crias-114	36	12	of	of	ADP
crias-114	36	13	eggs	egg	NOUN
crias-114	36	14	in	in	ADP
crias-114	36	15	ghana	ghana	PROPN
crias-114	36	16	from	from	ADP
crias-114	36	17	1995	1995	NUM
crias-114	36	18	to	to	ADP
crias-114	36	19	2005	2005	NUM
crias-114	36	20	was	be	AUX
crias-114	36	21	4.0	4.0	NUM
crias-114	36	22	%	%	NOUN
crias-114	36	23	.	.	PUNCT
crias-114	37	1	poultry	poultry	NOUN
crias-114	37	2	meat	meat	NOUN
crias-114	37	3	and	and	CCONJ
crias-114	37	4	eggs	egg	NOUN
crias-114	37	5	only	only	ADV
crias-114	37	6	hold	hold	VERB
crias-114	37	7	an	an	DET
crias-114	37	8	average	average	ADJ
crias-114	37	9	share	share	NOUN
crias-114	37	10	of	of	ADP
crias-114	37	11	0.60	0.60	NUM
crias-114	37	12	%	%	NOUN
crias-114	37	13	of	of	ADP
crias-114	37	14	the	the	DET
crias-114	37	15	total	total	ADJ
crias-114	37	16	daily	daily	ADJ
crias-114	37	17	calories	calorie	NOUN
crias-114	37	18	consumed	consume	VERB
crias-114	37	19	in	in	ADP
crias-114	37	20	ghana	ghana	PROPN
crias-114	37	21	.	.	PUNCT
crias-114	38	1	killebrew	killebrew	PROPN
crias-114	38	2	and	and	CCONJ
crias-114	38	3	plotnick	plotnick	VERB
crias-114	38	4	[	[	X
crias-114	38	5	4	4	X
crias-114	38	6	]	]	PUNCT
crias-114	38	7	pointed	point	VERB
crias-114	38	8	out	out	ADP
crias-114	38	9	that	that	SCONJ
crias-114	38	10	,	,	PUNCT
crias-114	38	11	an	an	DET
crias-114	38	12	estimated	estimate	VERB
crias-114	38	13	1.2	1.2	NUM
crias-114	38	14	kg	kg	NOUN
crias-114	38	15	of	of	ADP
crias-114	38	16	meat	meat	NOUN
crias-114	38	17	and	and	CCONJ
crias-114	38	18	12	12	NUM
crias-114	38	19	eggs	egg	NOUN
crias-114	38	20	is	be	AUX
crias-114	38	21	the	the	DET
crias-114	38	22	annual	annual	ADJ
crias-114	38	23	per	per	X
crias-114	38	24	capita	capita	X
crias-114	38	25	consumption	consumption	NOUN
crias-114	38	26	of	of	ADP
crias-114	38	27	meat	meat	NOUN
crias-114	38	28	and	and	CCONJ
crias-114	38	29	eggs	egg	NOUN
crias-114	38	30	in	in	ADP
crias-114	38	31	ghana	ghana	PROPN
crias-114	38	32	as	as	SCONJ
crias-114	38	33	compared	compare	VERB
crias-114	38	34	to	to	ADP
crias-114	38	35	the	the	DET
crias-114	38	36	recommended	recommend	VERB
crias-114	38	37	world	world	NOUN
crias-114	38	38	average	average	NOUN
crias-114	38	39	of	of	ADP
crias-114	38	40	9.7	9.7	NUM
crias-114	38	41	kg	kg	NOUN
crias-114	38	42	of	of	ADP
crias-114	38	43	meat	meat	NOUN
crias-114	38	44	and	and	CCONJ
crias-114	38	45	154	154	NUM
crias-114	38	46	eggs	egg	NOUN
crias-114	38	47	per	per	ADP
crias-114	38	48	person	person	NOUN
crias-114	38	49	per	per	ADP
crias-114	38	50	year	year	NOUN
crias-114	38	51	.	.	PUNCT
crias-114	39	1	meanwhile	meanwhile	ADV
crias-114	39	2	,	,	PUNCT
crias-114	39	3	in	in	ADP
crias-114	39	4	terms	term	NOUN
crias-114	39	5	of	of	ADP
crias-114	39	6	productivity	productivity	NOUN
crias-114	39	7	,	,	PUNCT
crias-114	39	8	a	a	DET
crias-114	39	9	fowl	fowl	NOUN
crias-114	39	10	have	have	VERB
crias-114	39	11	the	the	DET
crias-114	39	12	ability	ability	NOUN
crias-114	39	13	to	to	PART
crias-114	39	14	produce	produce	VERB
crias-114	39	15	300	300	NUM
crias-114	39	16	eggs	egg	NOUN
crias-114	39	17	in	in	ADP
crias-114	39	18	its	its	PRON
crias-114	39	19	first	first	ADJ
crias-114	39	20	year	year	NOUN
crias-114	39	21	of	of	ADP
crias-114	39	22	laying	lay	VERB
crias-114	39	23	life	life	NOUN
crias-114	39	24	but	but	CCONJ
crias-114	39	25	under	under	ADP
crias-114	39	26	tropical	tropical	ADJ
crias-114	39	27	conditions	condition	NOUN
crias-114	39	28	,	,	PUNCT
crias-114	39	29	potential	potential	ADJ
crias-114	39	30	fecundity	fecundity	NOUN
crias-114	39	31	ranges	range	VERB
crias-114	39	32	between	between	ADP
crias-114	39	33	180	180	NUM
crias-114	39	34	-	-	SYM
crias-114	39	35	200	200	NUM
crias-114	39	36	eggs	egg	NOUN
crias-114	39	37	although	although	SCONJ
crias-114	39	38	higher	high	ADJ
crias-114	39	39	levels	level	NOUN
crias-114	39	40	have	have	AUX
crias-114	39	41	been	be	AUX
crias-114	39	42	reported	report	VERB
crias-114	39	43	[	[	X
crias-114	39	44	10	10	NUM
crias-114	39	45	]	]	PUNCT
crias-114	39	46	.	.	PUNCT
crias-114	40	1	this	this	DET
crias-114	40	2	further	far	ADV
crias-114	40	3	makes	make	VERB
crias-114	40	4	the	the	DET
crias-114	40	5	sector	sector	NOUN
crias-114	40	6	a	a	DET
crias-114	40	7	reliable	reliable	ADJ
crias-114	40	8	sector	sector	NOUN
crias-114	40	9	for	for	ADP
crias-114	40	10	a	a	DET
crias-114	40	11	fast	fast	ADJ
crias-114	40	12	and	and	CCONJ
crias-114	40	13	efficient	efficient	ADJ
crias-114	40	14	source	source	NOUN
crias-114	40	15	of	of	ADP
crias-114	40	16	animal	animal	NOUN
crias-114	40	17	protein	protein	NOUN
crias-114	40	18	and	and	CCONJ
crias-114	40	19	for	for	ADP
crias-114	40	20	closing	close	VERB
crias-114	40	21	the	the	DET
crias-114	40	22	country	country	NOUN
crias-114	40	23	’s	’s	PART
crias-114	40	24	huge	huge	ADJ
crias-114	40	25	unemployment	unemployment	NOUN
crias-114	40	26	gap	gap	NOUN
crias-114	40	27	.	.	PUNCT
crias-114	41	1	with	with	ADP
crias-114	41	2	these	these	DET
crias-114	41	3	positive	positive	ADJ
crias-114	41	4	indicators	indicator	NOUN
crias-114	41	5	supporting	support	VERB
crias-114	41	6	the	the	DET
crias-114	41	7	prospects	prospect	NOUN
crias-114	41	8	of	of	ADP
crias-114	41	9	the	the	DET
crias-114	41	10	egg	egg	NOUN
crias-114	41	11	production	production	NOUN
crias-114	41	12	sector	sector	NOUN
crias-114	41	13	of	of	ADP
crias-114	41	14	the	the	DET
crias-114	41	15	poultry	poultry	NOUN
crias-114	41	16	industry	industry	NOUN
crias-114	41	17	,	,	PUNCT
crias-114	41	18	one	one	PRON
crias-114	41	19	would	would	AUX
crias-114	41	20	have	have	AUX
crias-114	41	21	expected	expect	VERB
crias-114	41	22	the	the	DET
crias-114	41	23	sector	sector	NOUN
crias-114	41	24	to	to	PART
crias-114	41	25	continue	continue	VERB
crias-114	41	26	to	to	PART
crias-114	41	27	grow	grow	VERB
crias-114	41	28	but	but	CCONJ
crias-114	41	29	in	in	ADP
crias-114	41	30	recent	recent	ADJ
crias-114	41	31	times	time	NOUN
crias-114	41	32	most	most	ADJ
crias-114	41	33	farms	farm	NOUN
crias-114	41	34	have	have	AUX
crias-114	41	35	folded	fold	VERB
crias-114	41	36	up	up	ADP
crias-114	41	37	and	and	CCONJ
crias-114	41	38	other	other	ADJ
crias-114	41	39	large	large	ADJ
crias-114	41	40	farms	farm	NOUN
crias-114	41	41	that	that	PRON
crias-114	41	42	were	be	AUX
crias-114	41	43	operating	operate	VERB
crias-114	41	44	at	at	ADP
crias-114	41	45	full	full	ADJ
crias-114	41	46	capacity	capacity	NOUN
crias-114	41	47	are	be	AUX
crias-114	41	48	now	now	ADV
crias-114	41	49	operating	operate	VERB
crias-114	41	50	below	below	ADP
crias-114	41	51	capacity	capacity	NOUN
crias-114	41	52	.	.	PUNCT
crias-114	42	1	the	the	DET
crias-114	42	2	recent	recent	ADJ
crias-114	42	3	crisis	crisis	NOUN
crias-114	42	4	in	in	ADP
crias-114	42	5	the	the	DET
crias-114	42	6	sector	sector	NOUN
crias-114	42	7	has	have	AUX
crias-114	42	8	been	be	AUX
crias-114	42	9	cited	cite	VERB
crias-114	42	10	has	have	AUX
crias-114	42	11	been	be	AUX
crias-114	42	12	caused	cause	VERB
crias-114	42	13	by	by	ADP
crias-114	42	14	the	the	DET
crias-114	42	15	very	very	ADV
crias-114	42	16	high	high	ADJ
crias-114	42	17	cost	cost	NOUN
crias-114	42	18	of	of	ADP
crias-114	42	19	production	production	NOUN
crias-114	42	20	(	(	PUNCT
crias-114	42	21	feed	feed	NOUN
crias-114	42	22	,	,	PUNCT
crias-114	42	23	inputs	input	NOUN
crias-114	42	24	and	and	CCONJ
crias-114	42	25	energy	energy	NOUN
crias-114	42	26	)	)	PUNCT
crias-114	42	27	and	and	CCONJ
crias-114	42	28	lack	lack	NOUN
crias-114	42	29	of	of	ADP
crias-114	42	30	credit	credit	NOUN
crias-114	42	31	[	[	X
crias-114	42	32	11	11	NUM
crias-114	42	33	]	]	PUNCT
crias-114	42	34	.	.	PUNCT
crias-114	43	1	apart	apart	ADV
crias-114	43	2	from	from	ADP
crias-114	43	3	the	the	DET
crias-114	43	4	feed	feed	NOUN
crias-114	43	5	which	which	PRON
crias-114	43	6	constitutes	constitute	VERB
crias-114	43	7	a	a	DET
crias-114	43	8	major	major	ADJ
crias-114	43	9	cost	cost	NOUN
crias-114	43	10	of	of	ADP
crias-114	43	11	poultry	poultry	NOUN
crias-114	43	12	production	production	NOUN
crias-114	43	13	,	,	PUNCT
crias-114	43	14	prices	price	NOUN
crias-114	43	15	of	of	ADP
crias-114	43	16	other	other	ADJ
crias-114	43	17	inputs	input	NOUN
crias-114	43	18	are	be	AUX
crias-114	43	19	increasing	increase	VERB
crias-114	43	20	and	and	CCONJ
crias-114	43	21	therefore	therefore	ADV
crias-114	43	22	requires	require	VERB
crias-114	43	23	that	that	SCONJ
crias-114	43	24	the	the	DET
crias-114	43	25	production	production	NOUN
crias-114	43	26	process	process	NOUN
crias-114	43	27	be	be	AUX
crias-114	43	28	devoid	devoid	ADJ
crias-114	43	29	of	of	ADP
crias-114	43	30	wastages	wastage	NOUN
crias-114	43	31	and	and	CCONJ
crias-114	43	32	ensure	ensure	VERB
crias-114	43	33	efficient	efficient	ADJ
crias-114	43	34	output	output	NOUN
crias-114	43	35	production	production	NOUN
crias-114	43	36	.	.	PUNCT
crias-114	44	1	this	this	PRON
crias-114	44	2	requires	require	VERB
crias-114	44	3	empirical	empirical	ADJ
crias-114	44	4	data	datum	NOUN
crias-114	44	5	on	on	ADP
crias-114	44	6	the	the	DET
crias-114	44	7	technical	technical	ADJ
crias-114	44	8	efficiency	efficiency	NOUN
crias-114	44	9	of	of	ADP
crias-114	44	10	egg	egg	NOUN
crias-114	44	11	production	production	NOUN
crias-114	44	12	in	in	ADP
crias-114	44	13	order	order	NOUN
crias-114	44	14	to	to	PART
crias-114	44	15	advice	advice	VERB
crias-114	44	16	farmers	farmer	NOUN
crias-114	44	17	.	.	PUNCT
crias-114	45	1	it	it	PRON
crias-114	45	2	,	,	PUNCT
crias-114	45	3	however	however	ADV
crias-114	45	4	,	,	PUNCT
crias-114	45	5	saddens	sadden	VERB
crias-114	45	6	to	to	PART
crias-114	45	7	know	know	VERB
crias-114	45	8	that	that	SCONJ
crias-114	45	9	there	there	PRON
crias-114	45	10	is	be	VERB
crias-114	45	11	lean	lean	ADJ
crias-114	45	12	literature	literature	NOUN
crias-114	45	13	on	on	ADP
crias-114	45	14	technical	technical	ADJ
crias-114	45	15	efficiency	efficiency	NOUN
crias-114	45	16	of	of	ADP
crias-114	45	17	layer	layer	NOUN
crias-114	45	18	production	production	NOUN
crias-114	45	19	.	.	PUNCT
crias-114	46	1	most	most	ADJ
crias-114	46	2	of	of	ADP
crias-114	46	3	the	the	DET
crias-114	46	4	economically	economically	ADV
crias-114	46	5	related	relate	VERB
crias-114	46	6	researches	research	NOUN
crias-114	46	7	in	in	ADP
crias-114	46	8	the	the	DET
crias-114	46	9	poultry	poultry	NOUN
crias-114	46	10	industry	industry	NOUN
crias-114	46	11	only	only	ADV
crias-114	46	12	focus	focus	VERB
crias-114	46	13	on	on	ADP
crias-114	46	14	profitability	profitability	NOUN
crias-114	46	15	[	[	X
crias-114	46	16	12	12	NUM
crias-114	46	17	]	]	PUNCT
crias-114	46	18	challenges	challenge	NOUN
crias-114	46	19	and	and	CCONJ
crias-114	46	20	prospects	prospect	NOUN
crias-114	46	21	adei	adei	NOUN
crias-114	46	22	and	and	CCONJ
crias-114	46	23	asante	asante	NOUN
crias-114	47	1	[	[	X
crias-114	47	2	13	13	NUM
crias-114	47	3	]	]	PUNCT
crias-114	47	4	and	and	CCONJ
crias-114	47	5	etuah	etuah	NOUN
crias-114	47	6	[	[	X
crias-114	47	7	14	14	NUM
crias-114	47	8	]	]	PUNCT
crias-114	47	9	who	who	PRON
crias-114	47	10	also	also	ADV
crias-114	47	11	focused	focus	VERB
crias-114	47	12	on	on	ADP
crias-114	47	13	cost	cost	NOUN
crias-114	47	14	efficiency	efficiency	NOUN
crias-114	47	15	and	and	CCONJ
crias-114	47	16	economies	economy	NOUN
crias-114	47	17	of	of	ADP
crias-114	47	18	scale	scale	NOUN
crias-114	47	19	leaving	leave	VERB
crias-114	47	20	an	an	DET
crias-114	47	21	information	information	NOUN
crias-114	47	22	lag	lag	NOUN
crias-114	47	23	in	in	ADP
crias-114	47	24	the	the	DET
crias-114	47	25	area	area	NOUN
crias-114	47	26	of	of	ADP
crias-114	47	27	technical	technical	ADJ
crias-114	47	28	efficiency	efficiency	NOUN
crias-114	47	29	of	of	ADP
crias-114	47	30	egg	egg	NOUN
crias-114	47	31	production	production	NOUN
crias-114	47	32	.	.	PUNCT
crias-114	48	1	this	this	DET
crias-114	48	2	study	study	NOUN
crias-114	48	3	,	,	PUNCT
crias-114	48	4	therefore	therefore	ADV
crias-114	48	5	,	,	PUNCT
crias-114	48	6	seeks	seek	VERB
crias-114	48	7	to	to	PART
crias-114	48	8	assess	assess	VERB
crias-114	48	9	the	the	DET
crias-114	48	10	technical	technical	ADJ
crias-114	48	11	efficiency	efficiency	NOUN
crias-114	48	12	of	of	ADP
crias-114	48	13	layer	layer	NOUN
crias-114	48	14	production	production	NOUN
crias-114	48	15	in	in	ADP
crias-114	48	16	the	the	DET
crias-114	48	17	asante	asante	NOUN
crias-114	48	18	mampong	mampong	ADJ
crias-114	48	19	municipality	municipality	PROPN
crias-114	48	20	of	of	ADP
crias-114	48	21	ghana	ghana	PROPN
crias-114	48	22	.	.	PUNCT
crias-114	49	1	the	the	DET
crias-114	49	2	study	study	NOUN
crias-114	49	3	will	will	AUX
crias-114	49	4	provide	provide	VERB
crias-114	49	5	production	production	NOUN
crias-114	49	6	efficiency	efficiency	NOUN
crias-114	49	7	data	datum	NOUN
crias-114	49	8	that	that	PRON
crias-114	49	9	can	can	AUX
crias-114	49	10	be	be	AUX
crias-114	49	11	used	use	VERB
crias-114	49	12	in	in	ADP
crias-114	49	13	policy	policy	NOUN
crias-114	49	14	direction	direction	NOUN
crias-114	49	15	and	and	CCONJ
crias-114	49	16	also	also	ADV
crias-114	49	17	consolidated	consolidate	VERB
crias-114	49	18	the	the	DET
crias-114	49	19	database	database	NOUN
crias-114	49	20	of	of	ADP
crias-114	49	21	the	the	DET
crias-114	49	22	poultry	poultry	NOUN
crias-114	49	23	sector	sector	NOUN
crias-114	49	24	especially	especially	ADV
crias-114	49	25	with	with	ADP
crias-114	49	26	regards	regard	NOUN
crias-114	49	27	to	to	ADP
crias-114	49	28	technical	technical	ADJ
crias-114	49	29	efficiency	efficiency	NOUN
crias-114	49	30	.	.	PUNCT
crias-114	50	1	2	2	X
crias-114	50	2	.	.	X
crias-114	50	3	theoretical	theoretical	ADJ
crias-114	50	4	framework	framework	NOUN
crias-114	50	5	of	of	ADP
crias-114	50	6	technical	technical	ADJ
crias-114	50	7	efficiency	efficiency	NOUN
crias-114	50	8	the	the	DET
crias-114	50	9	stochastic	stochastic	ADJ
crias-114	50	10	production	production	NOUN
crias-114	50	11	frontier	frontier	NOUN
crias-114	50	12	approach	approach	NOUN
crias-114	50	13	developed	develop	VERB
crias-114	50	14	by	by	ADP
crias-114	50	15	aigner	aigner	NOUN
crias-114	50	16	,	,	PUNCT
crias-114	50	17	et	et	PROPN
crias-114	50	18	al	al	PROPN
crias-114	50	19	.	.	PUNCT
crias-114	51	1	[	[	X
crias-114	51	2	15	15	NUM
crias-114	51	3	]	]	PUNCT
crias-114	51	4	and	and	CCONJ
crias-114	51	5	meeusen	meeusen	PROPN
crias-114	51	6	and	and	CCONJ
crias-114	51	7	van	van	PROPN
crias-114	51	8	den	den	PROPN
crias-114	51	9	broeck	broeck	NOUN
crias-114	51	10	[	[	X
crias-114	51	11	16	16	NUM
crias-114	51	12	]	]	PUNCT
crias-114	51	13	was	be	AUX
crias-114	51	14	adopted	adopt	VERB
crias-114	51	15	for	for	ADP
crias-114	51	16	this	this	DET
crias-114	51	17	study	study	NOUN
crias-114	51	18	by	by	ADP
crias-114	51	19	using	use	VERB
crias-114	51	20	the	the	DET
crias-114	51	21	two	two	NUM
crias-114	51	22	-	-	PUNCT
crias-114	51	23	stage	stage	NOUN
crias-114	51	24	analysis	analysis	NOUN
crias-114	51	25	method	method	NOUN
crias-114	51	26	.	.	PUNCT
crias-114	52	1	in	in	ADP
crias-114	52	2	the	the	DET
crias-114	52	3	first	first	ADJ
crias-114	52	4	stage	stage	NOUN
crias-114	52	5	,	,	PUNCT
crias-114	52	6	an	an	DET
crias-114	52	7	index	index	NOUN
crias-114	52	8	of	of	ADP
crias-114	52	9	the	the	DET
crias-114	52	10	vector	vector	NOUN
crias-114	52	11	of	of	ADP
crias-114	52	12	individual	individual	ADJ
crias-114	52	13	technical	technical	ADJ
crias-114	52	14	efficiency	efficiency	NOUN
crias-114	52	15	is	be	AUX
crias-114	52	16	generated	generate	VERB
crias-114	52	17	for	for	ADP
crias-114	52	18	the	the	DET
crias-114	52	19	sample	sample	NOUN
crias-114	52	20	layer	layer	NOUN
crias-114	52	21	producers	producer	NOUN
crias-114	52	22	in	in	ADP
crias-114	52	23	the	the	DET
crias-114	52	24	study	study	NOUN
crias-114	52	25	area	area	NOUN
crias-114	52	26	.	.	PUNCT
crias-114	53	1	whereas	whereas	SCONJ
crias-114	53	2	in	in	ADP
crias-114	53	3	the	the	DET
crias-114	53	4	second	second	ADJ
crias-114	53	5	stage	stage	NOUN
crias-114	53	6	,	,	PUNCT
crias-114	53	7	an	an	DET
crias-114	53	8	econometric	econometric	ADJ
crias-114	53	9	method	method	NOUN
crias-114	53	10	is	be	AUX
crias-114	53	11	used	use	VERB
crias-114	53	12	to	to	PART
crias-114	53	13	analyze	analyze	VERB
crias-114	53	14	and	and	CCONJ
crias-114	53	15	explain	explain	VERB
crias-114	53	16	the	the	DET
crias-114	53	17	intra	intra	ADJ
crias-114	53	18	-	-	ADJ
crias-114	53	19	farms	farm	NOUN
crias-114	53	20	inefficiency	inefficiency	NOUN
crias-114	53	21	.	.	PUNCT
crias-114	54	1	current	current	ADJ
crias-114	54	2	research	research	NOUN
crias-114	54	3	in	in	ADP
crias-114	54	4	agricultural	agricultural	ADJ
crias-114	54	5	sciences	science	NOUN
crias-114	54	6	,	,	PUNCT
crias-114	54	7	2019	2019	NUM
crias-114	54	8	,	,	PUNCT
crias-114	54	9	6(1	6(1	NUM
crias-114	54	10	):	):	PUNCT
crias-114	54	11	20	20	NUM
crias-114	54	12	-	-	SYM
crias-114	54	13	28	28	NUM
crias-114	54	14	22	22	NUM
crias-114	54	15	©	©	PROPN
crias-114	54	16	2019	2019	NUM
crias-114	54	17	conscientia	conscientia	PROPN
crias-114	54	18	beam	beam	PROPN
crias-114	54	19	.	.	PUNCT
crias-114	55	1	all	all	DET
crias-114	55	2	rights	right	NOUN
crias-114	55	3	reserved	reserve	VERB
crias-114	55	4	.	.	PUNCT
crias-114	56	1	the	the	DET
crias-114	56	2	stochastic	stochastic	ADJ
crias-114	56	3	frontier	frontier	NOUN
crias-114	56	4	production	production	NOUN
crias-114	56	5	frontier	frontier	NOUN
crias-114	56	6	is	be	AUX
crias-114	56	7	made	make	VERB
crias-114	56	8	up	up	ADP
crias-114	56	9	of	of	ADP
crias-114	56	10	a	a	DET
crias-114	56	11	production	production	NOUN
crias-114	56	12	function	function	NOUN
crias-114	56	13	that	that	PRON
crias-114	56	14	has	have	VERB
crias-114	56	15	a	a	DET
crias-114	56	16	composite	composite	ADJ
crias-114	56	17	error	error	NOUN
crias-114	56	18	term	term	NOUN
crias-114	56	19	that	that	PRON
crias-114	56	20	is	be	AUX
crias-114	56	21	equal	equal	ADJ
crias-114	56	22	to	to	ADP
crias-114	56	23	the	the	DET
crias-114	56	24	summation	summation	NOUN
crias-114	56	25	of	of	ADP
crias-114	56	26	two	two	NUM
crias-114	56	27	error	error	NOUN
crias-114	56	28	terms	term	NOUN
crias-114	56	29	[	[	X
crias-114	56	30	17	17	NUM
crias-114	56	31	]	]	PUNCT
crias-114	56	32	.	.	PUNCT
crias-114	57	1	the	the	DET
crias-114	57	2	random	random	ADJ
crias-114	57	3	effects	effect	NOUN
crias-114	57	4	caused	cause	VERB
crias-114	57	5	by	by	ADP
crias-114	57	6	the	the	DET
crias-114	57	7	statistical	statistical	ADJ
crias-114	57	8	or	or	CCONJ
crias-114	57	9	white	white	ADJ
crias-114	57	10	noise	noise	NOUN
crias-114	57	11	constitute	constitute	VERB
crias-114	57	12	the	the	DET
crias-114	57	13	first	first	ADJ
crias-114	57	14	error	error	NOUN
crias-114	57	15	term	term	NOUN
crias-114	57	16	while	while	SCONJ
crias-114	57	17	the	the	DET
crias-114	57	18	second	second	ADJ
crias-114	57	19	component	component	NOUN
crias-114	57	20	constitutes	constitute	VERB
crias-114	57	21	the	the	DET
crias-114	57	22	socioeconomic	socioeconomic	ADJ
crias-114	57	23	factors	factor	NOUN
crias-114	57	24	or	or	CCONJ
crias-114	57	25	effects	effect	NOUN
crias-114	57	26	that	that	PRON
crias-114	57	27	are	be	AUX
crias-114	57	28	not	not	PART
crias-114	57	29	explained	explain	VERB
crias-114	57	30	by	by	ADP
crias-114	57	31	the	the	DET
crias-114	57	32	production	production	NOUN
crias-114	57	33	function	function	NOUN
crias-114	57	34	but	but	CCONJ
crias-114	57	35	are	be	AUX
crias-114	57	36	associated	associate	VERB
crias-114	57	37	with	with	ADP
crias-114	57	38	technical	technical	ADJ
crias-114	57	39	inefficiency	inefficiency	NOUN
crias-114	57	40	.	.	PUNCT
crias-114	58	1	however	however	ADV
crias-114	58	2	,	,	PUNCT
crias-114	58	3	this	this	PRON
crias-114	58	4	can	can	AUX
crias-114	58	5	not	not	PART
crias-114	58	6	be	be	AUX
crias-114	58	7	captured	capture	VERB
crias-114	58	8	by	by	ADP
crias-114	58	9	a	a	DET
crias-114	58	10	conventional	conventional	ADJ
crias-114	58	11	production	production	NOUN
crias-114	58	12	function	function	NOUN
crias-114	58	13	[	[	X
crias-114	58	14	17	17	NUM
crias-114	58	15	]	]	PUNCT
crias-114	58	16	.	.	PUNCT
crias-114	59	1	the	the	DET
crias-114	59	2	frontier	frontier	NOUN
crias-114	59	3	production	production	NOUN
crias-114	59	4	function	function	NOUN
crias-114	59	5	for	for	ADP
crias-114	59	6	this	this	DET
crias-114	59	7	study	study	NOUN
crias-114	59	8	is	be	AUX
crias-114	59	9	specified	specify	VERB
crias-114	59	10	in	in	ADP
crias-114	59	11	equation	equation	NOUN
crias-114	59	12	1	1	NUM
crias-114	59	13	as	as	ADP
crias-114	59	14	:	:	PUNCT
crias-114	59	15	(	(	PUNCT
crias-114	59	16	1	1	X
crias-114	59	17	)	)	PUNCT
crias-114	59	18	where	where	SCONJ
crias-114	59	19	yi	yi	PROPN
crias-114	59	20	is	be	AUX
crias-114	59	21	the	the	DET
crias-114	59	22	output	output	NOUN
crias-114	59	23	produced	produce	VERB
crias-114	59	24	by	by	ADP
crias-114	59	25	farm	farm	NOUN
crias-114	59	26	i	i	PRON
crias-114	59	27	;	;	PUNCT
crias-114	59	28	xi	xi	X
crias-114	59	29	is	be	AUX
crias-114	59	30	an	an	DET
crias-114	59	31	(	(	PUNCT
crias-114	59	32	n+1	n+1	NOUN
crias-114	59	33	)	)	PUNCT
crias-114	59	34	row	row	NOUN
crias-114	59	35	vector	vector	NOUN
crias-114	59	36	of	of	ADP
crias-114	59	37	inputs	input	NOUN
crias-114	59	38	where	where	SCONJ
crias-114	59	39	the	the	DET
crias-114	59	40	first	first	ADJ
crias-114	59	41	element	element	NOUN
crias-114	59	42	‘	'	PUNCT
crias-114	59	43	1	1	NUM
crias-114	59	44	’	'	PUNCT
crias-114	59	45	represents	represent	VERB
crias-114	59	46	the	the	DET
crias-114	59	47	intercept	intercept	NOUN
crias-114	59	48	and	and	CCONJ
crias-114	59	49	the	the	DET
crias-114	59	50	other	other	ADJ
crias-114	59	51	elements	element	NOUN
crias-114	59	52	represent	represent	VERB
crias-114	59	53	inputs	input	NOUN
crias-114	59	54	quantities	quantity	NOUN
crias-114	59	55	used	use	VERB
crias-114	59	56	to	to	PART
crias-114	59	57	produce	produce	VERB
crias-114	59	58	y	y	PROPN
crias-114	59	59	;	;	PUNCT
crias-114	59	60	(	(	PUNCT
crias-114	59	61	n+1	n+1	X
crias-114	59	62	)	)	PUNCT
crias-114	59	63	represents	represent	VERB
crias-114	59	64	a	a	DET
crias-114	59	65	column	column	NOUN
crias-114	59	66	vector	vector	NOUN
crias-114	59	67	of	of	ADP
crias-114	59	68	technological	technological	ADJ
crias-114	59	69	parameters	parameter	NOUN
crias-114	59	70	to	to	PART
crias-114	59	71	be	be	AUX
crias-114	59	72	estimated	estimate	VERB
crias-114	59	73	;	;	PUNCT
crias-114	59	74	stands	stand	VERB
crias-114	59	75	for	for	ADP
crias-114	59	76	a	a	DET
crias-114	59	77	random	random	ADJ
crias-114	59	78	error	error	NOUN
crias-114	59	79	that	that	PRON
crias-114	59	80	is	be	AUX
crias-114	59	81	independently	independently	ADV
crias-114	59	82	and	and	CCONJ
crias-114	59	83	identically	identically	ADV
crias-114	59	84	distributed	distribute	VERB
crias-114	59	85	as	as	ADP
crias-114	59	86	;	;	PUNCT
crias-114	59	87	and	and	CCONJ
crias-114	59	88	ui	ui	NOUN
crias-114	59	89	denotes	denote	VERB
crias-114	59	90	a	a	DET
crias-114	59	91	one	one	NUM
crias-114	59	92	-	-	PUNCT
crias-114	59	93	sided	side	VERB
crias-114	59	94	error	error	NOUN
crias-114	59	95	)	)	PUNCT
crias-114	59	96	that	that	PRON
crias-114	59	97	represents	represent	VERB
crias-114	59	98	the	the	DET
crias-114	59	99	technical	technical	ADJ
crias-114	59	100	inefficiency	inefficiency	NOUN
crias-114	59	101	of	of	ADP
crias-114	59	102	the	the	DET
crias-114	59	103	ith	ith	PROPN
crias-114	59	104	farm	farm	NOUN
crias-114	60	1	[	[	X
crias-114	60	2	17	17	NUM
crias-114	60	3	]	]	PUNCT
crias-114	60	4	.	.	PUNCT
crias-114	61	1	as	as	SCONJ
crias-114	61	2	defined	define	VERB
crias-114	61	3	in	in	ADP
crias-114	61	4	equation	equation	NOUN
crias-114	61	5	1	1	NUM
crias-114	61	6	above	above	ADV
crias-114	61	7	,	,	PUNCT
crias-114	61	8	the	the	DET
crias-114	61	9	structure	structure	NOUN
crias-114	61	10	of	of	ADP
crias-114	61	11	technology	technology	NOUN
crias-114	61	12	of	of	ADP
crias-114	61	13	production	production	NOUN
crias-114	61	14	,	,	PUNCT
crias-114	61	15	deterministic	deterministic	ADJ
crias-114	61	16	production	production	NOUN
crias-114	61	17	frontier	frontier	NOUN
crias-114	61	18	or	or	CCONJ
crias-114	61	19	external	external	ADJ
crias-114	61	20	factors	factor	NOUN
crias-114	61	21	to	to	ADP
crias-114	61	22	the	the	DET
crias-114	61	23	production	production	NOUN
crias-114	61	24	process	process	NOUN
crias-114	61	25	determine	determine	VERB
crias-114	61	26	the	the	DET
crias-114	61	27	stochastic	stochastic	ADJ
crias-114	61	28	production	production	NOUN
crias-114	61	29	function	function	NOUN
crias-114	61	30	.	.	PUNCT
crias-114	62	1	they	they	PRON
crias-114	62	2	are	be	AUX
crias-114	62	3	combined	combine	VERB
crias-114	62	4	to	to	PART
crias-114	62	5	produce	produce	VERB
crias-114	62	6	the	the	DET
crias-114	62	7	production	production	NOUN
crias-114	62	8	frontier	frontier	NOUN
crias-114	62	9	.	.	PUNCT
crias-114	63	1	from	from	ADP
crias-114	63	2	the	the	DET
crias-114	63	3	above	above	ADJ
crias-114	63	4	representation	representation	NOUN
crias-114	63	5	,	,	PUNCT
crias-114	63	6	the	the	DET
crias-114	63	7	deterministic	deterministic	ADJ
crias-114	63	8	production	production	NOUN
crias-114	63	9	function	function	NOUN
crias-114	63	10	is	be	AUX
crias-114	63	11	and	and	CCONJ
crias-114	63	12	the	the	DET
crias-114	63	13	stochastic	stochastic	ADJ
crias-114	63	14	production	production	NOUN
crias-114	63	15	function	function	NOUN
crias-114	63	16	is	be	AUX
crias-114	63	17	represented	represent	VERB
crias-114	63	18	as	as	ADP
crias-114	63	19	.	.	PUNCT
crias-114	64	1	from	from	ADP
crias-114	64	2	the	the	DET
crias-114	64	3	output	output	NOUN
crias-114	64	4	orientation	orientation	NOUN
crias-114	64	5	method	method	NOUN
crias-114	64	6	,	,	PUNCT
crias-114	64	7	the	the	DET
crias-114	64	8	technical	technical	ADJ
crias-114	64	9	efficiency	efficiency	NOUN
crias-114	64	10	of	of	ADP
crias-114	64	11	the	the	DET
crias-114	64	12	ith	ith	PROPN
crias-114	64	13	farmer	farmer	NOUN
crias-114	64	14	can	can	AUX
crias-114	64	15	be	be	AUX
crias-114	64	16	calculated	calculate	VERB
crias-114	64	17	as	as	ADP
crias-114	64	18	the	the	DET
crias-114	64	19	ratio	ratio	NOUN
crias-114	64	20	of	of	ADP
crias-114	64	21	the	the	DET
crias-114	64	22	observed	observe	VERB
crias-114	64	23	output	output	NOUN
crias-114	64	24	relative	relative	ADJ
crias-114	64	25	to	to	ADP
crias-114	64	26	the	the	DET
crias-114	64	27	potential	potential	ADJ
crias-114	64	28	output	output	NOUN
crias-114	64	29	as	as	SCONJ
crias-114	64	30	shown	show	VERB
crias-114	64	31	in	in	ADP
crias-114	64	32	equation	equation	NOUN
crias-114	64	33	2	2	NUM
crias-114	64	34	:	:	PUNCT
crias-114	64	35	tei	tei	NOUN
crias-114	64	36	=	=	SYM
crias-114	64	37	(	(	PUNCT
crias-114	64	38	2	2	NUM
crias-114	64	39	)	)	PUNCT
crias-114	64	40	efficiency	efficiency	NOUN
crias-114	64	41	assumes	assume	VERB
crias-114	64	42	values	value	NOUN
crias-114	64	43	between	between	ADP
crias-114	64	44	0	0	NUM
crias-114	64	45	and	and	CCONJ
crias-114	64	46	1	1	NUM
crias-114	64	47	with	with	ADP
crias-114	64	48	smaller	small	ADJ
crias-114	64	49	ratios	ratio	NOUN
crias-114	64	50	indicating	indicate	VERB
crias-114	64	51	higher	high	ADJ
crias-114	64	52	inefficiency	inefficiency	NOUN
crias-114	64	53	.	.	PUNCT
crias-114	65	1	te	te	PROPN
crias-114	65	2	is	be	AUX
crias-114	65	3	a	a	DET
crias-114	65	4	measure	measure	NOUN
crias-114	65	5	of	of	ADP
crias-114	65	6	the	the	DET
crias-114	65	7	actual	actual	ADJ
crias-114	65	8	output	output	NOUN
crias-114	65	9	to	to	ADP
crias-114	65	10	the	the	DET
crias-114	65	11	potential	potential	ADJ
crias-114	65	12	output	output	NOUN
crias-114	65	13	as	as	SCONJ
crias-114	65	14	measured	measure	VERB
crias-114	65	15	on	on	ADP
crias-114	65	16	the	the	DET
crias-114	65	17	frontier	frontier	NOUN
crias-114	65	18	and	and	CCONJ
crias-114	65	19	is	be	AUX
crias-114	65	20	produced	produce	VERB
crias-114	65	21	from	from	ADP
crias-114	65	22	the	the	DET
crias-114	65	23	same	same	ADJ
crias-114	65	24	set	set	NOUN
crias-114	65	25	of	of	ADP
crias-114	65	26	inputs	input	NOUN
crias-114	65	27	from	from	ADP
crias-114	65	28	a	a	DET
crias-114	65	29	fully	fully	ADV
crias-114	65	30	efficient	efficient	ADJ
crias-114	65	31	firm	firm	NOUN
crias-114	65	32	(	(	PUNCT
crias-114	65	33	u	u	NOUN
crias-114	65	34	=	=	NOUN
crias-114	65	35	0	0	NUM
crias-114	65	36	)	)	PUNCT
crias-114	65	37	,	,	PUNCT
crias-114	65	38	with	with	ADP
crias-114	65	39	values	value	NOUN
crias-114	65	40	implying	imply	VERB
crias-114	65	41	that	that	SCONJ
crias-114	65	42	actual	actual	ADJ
crias-114	65	43	output	output	NOUN
crias-114	65	44	is	be	AUX
crias-114	65	45	equal	equal	ADJ
crias-114	65	46	to	to	ADP
crias-114	65	47	frontier	frontier	NOUN
crias-114	65	48	output	output	NOUN
crias-114	65	49	.	.	PUNCT
crias-114	66	1	the	the	DET
crias-114	66	2	frontier	frontier	NOUN
crias-114	66	3	output	output	NOUN
crias-114	66	4	is	be	AUX
crias-114	66	5	gotten	get	VERB
crias-114	66	6	by	by	ADP
crias-114	66	7	obtaining	obtain	VERB
crias-114	66	8	estimates	estimate	NOUN
crias-114	66	9	of	of	ADP
crias-114	66	10	technology	technology	NOUN
crias-114	66	11	parameter	parameter	NOUN
crias-114	66	12	vector	vector	NOUN
crias-114	66	13	through	through	ADP
crias-114	66	14	econometric	econometric	ADJ
crias-114	66	15	methods	method	NOUN
crias-114	66	16	or	or	CCONJ
crias-114	66	17	linear	linear	NOUN
crias-114	66	18	programming	programming	NOUN
crias-114	66	19	techniques	technique	NOUN
crias-114	66	20	.	.	PUNCT
crias-114	67	1	the	the	DET
crias-114	67	2	cobb	cobb	PROPN
crias-114	67	3	-	-	PUNCT
crias-114	67	4	douglas	douglas	PROPN
crias-114	67	5	functional	functional	ADJ
crias-114	67	6	form	form	NOUN
crias-114	67	7	is	be	AUX
crias-114	67	8	often	often	ADV
crias-114	67	9	used	use	VERB
crias-114	67	10	to	to	PART
crias-114	67	11	estimate	estimate	VERB
crias-114	67	12	the	the	DET
crias-114	67	13	production	production	NOUN
crias-114	67	14	function	function	NOUN
crias-114	67	15	parameters	parameter	NOUN
crias-114	67	16	due	due	ADP
crias-114	67	17	to	to	ADP
crias-114	67	18	its	its	PRON
crias-114	67	19	ability	ability	NOUN
crias-114	67	20	to	to	PART
crias-114	67	21	provide	provide	VERB
crias-114	67	22	more	more	ADV
crias-114	67	23	efficient	efficient	ADJ
crias-114	67	24	parameters	parameter	NOUN
crias-114	67	25	[	[	X
crias-114	67	26	18	18	NUM
crias-114	67	27	]	]	PUNCT
crias-114	67	28	.	.	PUNCT
crias-114	68	1	additionally	additionally	ADV
crias-114	68	2	,	,	PUNCT
crias-114	68	3	the	the	DET
crias-114	68	4	output	output	NOUN
crias-114	68	5	elasticities	elasticity	NOUN
crias-114	68	6	obtained	obtain	VERB
crias-114	68	7	from	from	ADP
crias-114	68	8	the	the	DET
crias-114	68	9	cobbdouglas	cobbdougla	NOUN
crias-114	68	10	may	may	AUX
crias-114	68	11	be	be	AUX
crias-114	68	12	equivalent	equivalent	ADJ
crias-114	68	13	to	to	ADP
crias-114	68	14	elasticities	elasticity	NOUN
crias-114	68	15	from	from	ADP
crias-114	68	16	the	the	DET
crias-114	68	17	log	log	NOUN
crias-114	68	18	transformation	transformation	NOUN
crias-114	68	19	specification	specification	NOUN
crias-114	68	20	at	at	ADP
crias-114	68	21	the	the	DET
crias-114	68	22	sample	sample	NOUN
crias-114	68	23	mean	mean	VERB
crias-114	68	24	.	.	PUNCT
crias-114	69	1	following	follow	VERB
crias-114	69	2	this	this	DET
crias-114	69	3	tradition	tradition	NOUN
crias-114	69	4	and	and	CCONJ
crias-114	69	5	for	for	ADP
crias-114	69	6	the	the	DET
crias-114	69	7	purpose	purpose	NOUN
crias-114	69	8	of	of	ADP
crias-114	69	9	this	this	DET
crias-114	69	10	study	study	NOUN
crias-114	69	11	,	,	PUNCT
crias-114	69	12	a	a	DET
crias-114	69	13	cobb	cobb	PROPN
crias-114	69	14	-	-	PUNCT
crias-114	69	15	douglas	douglas	PROPN
crias-114	69	16	function	function	VERB
crias-114	69	17	for	for	ADP
crias-114	69	18	egg	egg	NOUN
crias-114	69	19	production	production	NOUN
crias-114	69	20	in	in	ADP
crias-114	69	21	the	the	DET
crias-114	69	22	mampong	mampong	ADJ
crias-114	69	23	municipality	municipality	NOUN
crias-114	69	24	is	be	AUX
crias-114	69	25	specified	specify	VERB
crias-114	69	26	in	in	ADP
crias-114	69	27	equation	equation	NOUN
crias-114	69	28	3	3	NUM
crias-114	69	29	:	:	PUNCT
crias-114	69	30	(	(	PUNCT
crias-114	69	31	3	3	X
crias-114	69	32	)	)	PUNCT
crias-114	69	33	where	where	SCONJ
crias-114	69	34	εi	εi	ADP
crias-114	69	35	=	=	SYM
crias-114	69	36	vi	vi	X
crias-114	69	37	–	–	PUNCT
crias-114	69	38	ui	ui	NOUN
crias-114	69	39	with	with	ADP
crias-114	69	40	the	the	DET
crias-114	69	41	subscript	subscript	NOUN
crias-114	69	42	i	i	PRON
crias-114	69	43	indexing	index	VERB
crias-114	69	44	farmers	farmer	NOUN
crias-114	69	45	and	and	CCONJ
crias-114	69	46	j	j	PROPN
crias-114	69	47	indexing	indexing	NOUN
crias-114	69	48	inputs	input	NOUN
crias-114	69	49	use	use	NOUN
crias-114	69	50	in	in	ADP
crias-114	69	51	production	production	NOUN
crias-114	69	52	[	[	X
crias-114	69	53	17	17	NUM
crias-114	69	54	]	]	PUNCT
crias-114	69	55	.	.	PUNCT
crias-114	70	1	the	the	DET
crias-114	70	2	loglinear	loglinear	NOUN
crias-114	70	3	transformation	transformation	NOUN
crias-114	70	4	of	of	ADP
crias-114	70	5	the	the	DET
crias-114	70	6	above	above	ADJ
crias-114	70	7	equation	equation	NOUN
crias-114	70	8	,	,	PUNCT
crias-114	70	9	shown	show	VERB
crias-114	70	10	in	in	ADP
crias-114	70	11	equation	equation	NOUN
crias-114	70	12	4	4	NUM
crias-114	70	13	gives	give	VERB
crias-114	70	14	the	the	DET
crias-114	70	15	equation	equation	NOUN
crias-114	70	16	for	for	ADP
crias-114	70	17	estimating	estimate	VERB
crias-114	70	18	the	the	DET
crias-114	70	19	parameters	parameter	NOUN
crias-114	70	20	using	use	VERB
crias-114	70	21	frontier	frontier	NOUN
crias-114	70	22	regression	regression	NOUN
crias-114	70	23	analysis	analysis	NOUN
crias-114	70	24	:	:	PUNCT
crias-114	70	25	current	current	ADJ
crias-114	70	26	research	research	NOUN
crias-114	70	27	in	in	ADP
crias-114	70	28	agricultural	agricultural	ADJ
crias-114	70	29	sciences	science	NOUN
crias-114	70	30	,	,	PUNCT
crias-114	70	31	2019	2019	NUM
crias-114	70	32	,	,	PUNCT
crias-114	70	33	6(1	6(1	NUM
crias-114	70	34	):	):	PUNCT
crias-114	70	35	20	20	NUM
crias-114	70	36	-	-	SYM
crias-114	70	37	28	28	NUM
crias-114	70	38	23	23	NUM
crias-114	70	39	©	©	PROPN
crias-114	70	40	2019	2019	NUM
crias-114	70	41	conscientia	conscientia	PROPN
crias-114	70	42	beam	beam	PROPN
crias-114	70	43	.	.	PUNCT
crias-114	71	1	all	all	DET
crias-114	71	2	rights	right	NOUN
crias-114	71	3	reserved	reserve	VERB
crias-114	71	4	.	.	PUNCT
crias-114	72	1	(	(	PUNCT
crias-114	72	2	4	4	X
crias-114	72	3	)	)	PUNCT
crias-114	72	4	where	where	SCONJ
crias-114	72	5	yi	yi	NOUN
crias-114	72	6	=	=	NOUN
crias-114	72	7	ln	ln	PROPN
crias-114	72	8	(	(	PUNCT
crias-114	72	9	yi	yi	NOUN
crias-114	72	10	)	)	PUNCT
crias-114	72	11	;	;	PUNCT
crias-114	72	12	βo=	βo=	PROPN
crias-114	72	13	ln	ln	PROPN
crias-114	72	14	(	(	PUNCT
crias-114	72	15	bo	bo	PROPN
crias-114	72	16	)	)	PUNCT
crias-114	72	17	;	;	PUNCT
crias-114	72	18	βij	βij	NOUN
crias-114	72	19	=	=	SYM
crias-114	72	20	ln	ln	ADJ
crias-114	72	21	(	(	PUNCT
crias-114	72	22	bij	bij	NOUN
crias-114	72	23	)	)	PUNCT
crias-114	72	24	;	;	PUNCT
crias-114	72	25	xij	xij	X
crias-114	72	26	=	=	SYM
crias-114	72	27	ln	ln	X
crias-114	72	28	(	(	PUNCT
crias-114	72	29	xij	xij	NOUN
crias-114	72	30	)	)	PUNCT
crias-114	72	31	;	;	PUNCT
crias-114	72	32	εi	εi	VERB
crias-114	72	33	=	=	PUNCT
crias-114	72	34	ln	ln	ADJ
crias-114	72	35	(	(	PUNCT
crias-114	72	36	℮	℮	PROPN
crias-114	72	37	i	i	NOUN
crias-114	72	38	)	)	PUNCT
crias-114	72	39	;	;	PUNCT
crias-114	72	40	ln	ln	ADJ
crias-114	72	41	=	=	PUNCT
crias-114	72	42	natural	natural	ADJ
crias-114	72	43	logarithm	logarithm	NOUN
crias-114	72	44	.	.	PUNCT
crias-114	73	1	by	by	ADP
crias-114	73	2	this	this	DET
crias-114	73	3	logarithmic	logarithmic	ADJ
crias-114	73	4	expression	expression	NOUN
crias-114	73	5	of	of	ADP
crias-114	73	6	the	the	DET
crias-114	73	7	stochastic	stochastic	ADJ
crias-114	73	8	production	production	NOUN
crias-114	73	9	function	function	NOUN
crias-114	73	10	,	,	PUNCT
crias-114	73	11	the	the	DET
crias-114	73	12	technical	technical	ADJ
crias-114	73	13	efficiency	efficiency	NOUN
crias-114	73	14	according	accord	VERB
crias-114	73	15	to	to	ADP
crias-114	73	16	battese	battese	NOUN
crias-114	73	17	and	and	CCONJ
crias-114	73	18	coelli	coelli	VERB
crias-114	74	1	[	[	X
crias-114	74	2	19	19	NUM
crias-114	74	3	]	]	PUNCT
crias-114	74	4	is	be	AUX
crias-114	74	5	specified	specify	VERB
crias-114	74	6	in	in	ADP
crias-114	74	7	equation	equation	NOUN
crias-114	74	8	5	5	NUM
crias-114	74	9	as	as	ADP
crias-114	74	10	:	:	PUNCT
crias-114	74	11	(	(	PUNCT
crias-114	74	12	5	5	NUM
crias-114	74	13	)	)	PUNCT
crias-114	74	14	in	in	ADP
crias-114	74	15	estimating	estimate	VERB
crias-114	74	16	stochastic	stochastic	ADJ
crias-114	74	17	frontier	frontier	NOUN
crias-114	74	18	production	production	NOUN
crias-114	74	19	effects	effect	NOUN
crias-114	74	20	of	of	ADP
crias-114	74	21	the	the	DET
crias-114	74	22	socio	socio	NOUN
crias-114	74	23	-	-	PUNCT
crias-114	74	24	economic	economic	ADJ
crias-114	74	25	characteristics	characteristic	NOUN
crias-114	74	26	,	,	PUNCT
crias-114	74	27	the	the	DET
crias-114	74	28	variation	variation	NOUN
crias-114	74	29	of	of	ADP
crias-114	74	30	the	the	DET
crias-114	74	31	dependent	dependent	ADJ
crias-114	74	32	variable	variable	NOUN
crias-114	74	33	(	(	PUNCT
crias-114	74	34	yi	yi	NOUN
crias-114	74	35	)	)	PUNCT
crias-114	74	36	is	be	AUX
crias-114	74	37	often	often	ADV
crias-114	74	38	lumped	lump	VERB
crias-114	74	39	together	together	ADV
crias-114	74	40	with	with	ADP
crias-114	74	41	the	the	DET
crias-114	74	42	error	error	NOUN
crias-114	74	43	term	term	NOUN
crias-114	74	44	,	,	PUNCT
crias-114	74	45	which	which	PRON
crias-114	74	46	takes	take	VERB
crias-114	74	47	account	account	NOUN
crias-114	74	48	for	for	ADP
crias-114	74	49	the	the	DET
crias-114	74	50	component	component	NOUN
crias-114	74	51	of	of	ADP
crias-114	74	52	variation	variation	NOUN
crias-114	74	53	due	due	ADP
crias-114	74	54	to	to	ADP
crias-114	74	55	random	random	ADJ
crias-114	74	56	,	,	PUNCT
crias-114	74	57	unsystematic	unsystematic	ADJ
crias-114	74	58	and	and	CCONJ
crias-114	74	59	unexplained	unexplained	ADJ
crias-114	74	60	noise	noise	NOUN
crias-114	74	61	.	.	PUNCT
crias-114	75	1	the	the	DET
crias-114	75	2	error	error	NOUN
crias-114	75	3	term	term	NOUN
crias-114	75	4	(	(	PUNCT
crias-114	75	5	εi	εi	NOUN
crias-114	75	6	)	)	PUNCT
crias-114	75	7	is	be	AUX
crias-114	75	8	made	make	VERB
crias-114	75	9	up	up	ADP
crias-114	75	10	of	of	ADP
crias-114	75	11	two	two	NUM
crias-114	75	12	components	component	NOUN
crias-114	75	13	,	,	PUNCT
crias-114	75	14	ui	ui	NOUN
crias-114	75	15	and	and	CCONJ
crias-114	75	16	vi	vi	PROPN
crias-114	75	17	,	,	PUNCT
crias-114	75	18	such	such	ADJ
crias-114	75	19	that	that	SCONJ
crias-114	75	20	,	,	PUNCT
crias-114	75	21	εi	εi	VERB
crias-114	75	22	=	=	SYM
crias-114	75	23	vi	vi	PROPN
crias-114	75	24	ui	ui	NOUN
crias-114	75	25	,	,	PUNCT
crias-114	75	26	where	where	SCONJ
crias-114	75	27	vi	vi	PROPN
crias-114	75	28	is	be	AUX
crias-114	75	29	a	a	DET
crias-114	75	30	random	random	ADJ
crias-114	75	31	error	error	NOUN
crias-114	75	32	due	due	ADP
crias-114	75	33	to	to	ADP
crias-114	75	34	random	random	ADJ
crias-114	75	35	factors	factor	NOUN
crias-114	75	36	out	out	ADP
crias-114	75	37	of	of	ADP
crias-114	75	38	control	control	NOUN
crias-114	75	39	of	of	ADP
crias-114	75	40	the	the	DET
crias-114	75	41	farmer	farmer	NOUN
crias-114	75	42	with	with	ADP
crias-114	75	43	a	a	DET
crias-114	75	44	zero	zero	NUM
crias-114	75	45	mean	mean	NOUN
crias-114	75	46	and	and	CCONJ
crias-114	75	47	a	a	DET
crias-114	75	48	variance	variance	NOUN
crias-114	75	49	equal	equal	ADJ
crias-114	75	50	to	to	ADP
crias-114	75	51	δ2	δ2	VERB
crias-114	75	52	v	v	NOUN
crias-114	75	53	distributed	distribute	VERB
crias-114	75	54	as	as	ADP
crias-114	75	55	n	n	PROPN
crias-114	75	56	(	(	PUNCT
crias-114	75	57	0,δ2	0,δ2	NOUN
crias-114	75	58	v	v	NOUN
crias-114	75	59	)	)	PUNCT
crias-114	75	60	.	.	PUNCT
crias-114	76	1	the	the	DET
crias-114	76	2	ui	ui	PROPN
crias-114	76	3	component	component	NOUN
crias-114	76	4	is	be	AUX
crias-114	76	5	inefficiency	inefficiency	NOUN
crias-114	76	6	component	component	NOUN
crias-114	76	7	of	of	ADP
crias-114	76	8	the	the	DET
crias-114	76	9	error	error	NOUN
crias-114	76	10	term	term	NOUN
crias-114	76	11	assumed	assume	VERB
crias-114	76	12	to	to	PART
crias-114	76	13	have	have	VERB
crias-114	76	14	a	a	DET
crias-114	76	15	non	non	ADJ
crias-114	76	16	-	-	ADJ
crias-114	76	17	negative	negative	ADJ
crias-114	76	18	half	half	ADJ
crias-114	76	19	normal	normal	ADJ
crias-114	76	20	distribution	distribution	NOUN
crias-114	76	21	truncated	truncate	VERB
crias-114	76	22	at	at	ADP
crias-114	76	23	zero	zero	NUM
crias-114	76	24	and	and	CCONJ
crias-114	76	25	distributed	distribute	VERB
crias-114	76	26	as	as	ADP
crias-114	76	27	n	n	PROPN
crias-114	76	28	(	(	PUNCT
crias-114	76	29	0	0	NUM
crias-114	76	30	,	,	PUNCT
crias-114	76	31	δ2	δ2	VERB
crias-114	76	32	u	u	NOUN
crias-114	76	33	)	)	PUNCT
crias-114	76	34	.	.	PUNCT
crias-114	77	1	it	it	PRON
crias-114	77	2	is	be	AUX
crias-114	77	3	associated	associate	VERB
crias-114	77	4	with	with	ADP
crias-114	77	5	farm	farm	NOUN
crias-114	77	6	-	-	PUNCT
crias-114	77	7	specific	specific	ADJ
crias-114	77	8	factors	factor	NOUN
crias-114	77	9	and	and	CCONJ
crias-114	77	10	may	may	AUX
crias-114	77	11	also	also	ADV
crias-114	77	12	have	have	VERB
crias-114	77	13	other	other	ADJ
crias-114	77	14	distributions	distribution	NOUN
crias-114	77	15	such	such	ADJ
crias-114	77	16	as	as	ADP
crias-114	77	17	gamma	gamma	NOUN
crias-114	77	18	exponential	exponential	NOUN
crias-114	77	19	.	.	PUNCT
crias-114	78	1	the	the	DET
crias-114	78	2	mean	mean	ADJ
crias-114	78	3	values	value	NOUN
crias-114	78	4	of	of	ADP
crias-114	78	5	ui	ui	NOUN
crias-114	78	6	are	be	AUX
crias-114	78	7	determined	determine	VERB
crias-114	78	8	by	by	ADP
crias-114	78	9	the	the	DET
crias-114	78	10	equation	equation	NOUN
crias-114	78	11	where	where	SCONJ
crias-114	78	12	zi	zi	NOUN
crias-114	78	13	represents	represent	VERB
crias-114	78	14	inefficiency	inefficiency	NOUN
crias-114	78	15	variable	variable	NOUN
crias-114	78	16	for	for	ADP
crias-114	78	17	the	the	DET
crias-114	78	18	ith	ith	PROPN
crias-114	78	19	respondent	respondent	NOUN
crias-114	78	20	;	;	PUNCT
crias-114	78	21	i	i	PRON
crias-114	78	22	=	=	NOUN
crias-114	78	23	1	1	NUM
crias-114	78	24	,	,	PUNCT
crias-114	78	25	2	2	NUM
crias-114	78	26	......	......	PUNCT
crias-114	78	27	n	n	NUM
crias-114	78	28	;	;	PUNCT
crias-114	78	29	=	=	SYM
crias-114	78	30	vector	vector	NOUN
crias-114	78	31	of	of	ADP
crias-114	78	32	parameters	parameter	NOUN
crias-114	78	33	to	to	PART
crias-114	78	34	be	be	AUX
crias-114	78	35	estimated	estimate	VERB
crias-114	78	36	,	,	PUNCT
crias-114	78	37	represents	represent	VERB
crias-114	78	38	statistical	statistical	ADJ
crias-114	78	39	random	random	ADJ
crias-114	78	40	noise	noise	NOUN
crias-114	78	41	introduced	introduce	VERB
crias-114	78	42	to	to	PART
crias-114	78	43	capture	capture	VERB
crias-114	78	44	factors	factor	NOUN
crias-114	78	45	beyond	beyond	ADP
crias-114	78	46	farmers	farmer	NOUN
crias-114	78	47	control	control	NOUN
crias-114	78	48	and	and	CCONJ
crias-114	78	49	is	be	AUX
crias-114	78	50	independently	independently	ADV
crias-114	78	51	and	and	CCONJ
crias-114	78	52	identically	identically	ADV
crias-114	78	53	distributed	distribute	VERB
crias-114	78	54	(	(	PUNCT
crias-114	78	55	iid	iid	NOUN
crias-114	78	56	)	)	PUNCT
crias-114	78	57	as	as	SCONJ
crias-114	78	58	the	the	DET
crias-114	78	59	inefficiency	inefficiency	NOUN
crias-114	78	60	variables	variable	NOUN
crias-114	78	61	include	include	VERB
crias-114	78	62	farm	farm	NOUN
crias-114	78	63	characteristics	characteristic	NOUN
crias-114	78	64	such	such	ADJ
crias-114	78	65	as	as	ADP
crias-114	78	66	gender	gender	NOUN
crias-114	78	67	,	,	PUNCT
crias-114	78	68	age	age	NOUN
crias-114	78	69	,	,	PUNCT
crias-114	78	70	experience	experience	NOUN
crias-114	78	71	,	,	PUNCT
crias-114	78	72	extension	extension	NOUN
crias-114	78	73	contact	contact	NOUN
crias-114	78	74	,	,	PUNCT
crias-114	78	75	access	access	NOUN
crias-114	78	76	to	to	ADP
crias-114	78	77	credit	credit	NOUN
crias-114	78	78	and	and	CCONJ
crias-114	78	79	poultry	poultry	NOUN
crias-114	78	80	housing	housing	NOUN
crias-114	78	81	type	type	NOUN
crias-114	78	82	.	.	PUNCT
crias-114	79	1	these	these	DET
crias-114	79	2	factors	factor	NOUN
crias-114	79	3	can	can	AUX
crias-114	79	4	influence	influence	VERB
crias-114	79	5	the	the	DET
crias-114	79	6	level	level	NOUN
crias-114	79	7	of	of	ADP
crias-114	79	8	technical	technical	ADJ
crias-114	79	9	efficiency	efficiency	NOUN
crias-114	79	10	among	among	ADP
crias-114	79	11	poultry	poultry	NOUN
crias-114	79	12	farmers	farmer	NOUN
crias-114	79	13	.	.	PUNCT
crias-114	80	1	3	3	X
crias-114	80	2	.	.	X
crias-114	80	3	empirical	empirical	ADJ
crias-114	80	4	estimation	estimation	NOUN
crias-114	80	5	of	of	ADP
crias-114	80	6	technical	technical	ADJ
crias-114	80	7	efficiency	efficiency	NOUN
crias-114	80	8	of	of	ADP
crias-114	80	9	layer	layer	NOUN
crias-114	80	10	producers	producer	NOUN
crias-114	80	11	the	the	DET
crias-114	80	12	stochastic	stochastic	ADJ
crias-114	80	13	frontier	frontier	NOUN
crias-114	80	14	was	be	AUX
crias-114	80	15	estimated	estimate	VERB
crias-114	80	16	following	follow	VERB
crias-114	80	17	the	the	DET
crias-114	80	18	two	two	NUM
crias-114	80	19	-	-	PUNCT
crias-114	80	20	step	step	NOUN
crias-114	80	21	estimation	estimation	NOUN
crias-114	80	22	process	process	NOUN
crias-114	80	23	.	.	PUNCT
crias-114	81	1	this	this	PRON
crias-114	81	2	was	be	AUX
crias-114	81	3	done	do	VERB
crias-114	81	4	by	by	ADP
crias-114	81	5	firstly	firstly	ADV
crias-114	81	6	using	use	VERB
crias-114	81	7	the	the	DET
crias-114	81	8	linearly	linearly	ADV
crias-114	81	9	transformed	transform	VERB
crias-114	81	10	cobb	cobb	PROPN
crias-114	81	11	-	-	PUNCT
crias-114	81	12	douglass	douglass	PROPN
crias-114	81	13	production	production	NOUN
crias-114	81	14	function	function	NOUN
crias-114	81	15	.	.	PUNCT
crias-114	82	1	the	the	DET
crias-114	82	2	total	total	ADJ
crias-114	82	3	number	number	NOUN
crias-114	82	4	of	of	ADP
crias-114	82	5	crates	crate	NOUN
crias-114	82	6	of	of	ADP
crias-114	82	7	eggs	egg	NOUN
crias-114	82	8	produced	produce	VERB
crias-114	82	9	per	per	ADP
crias-114	82	10	farmer	farmer	NOUN
crias-114	82	11	over	over	ADP
crias-114	82	12	the	the	DET
crias-114	82	13	production	production	NOUN
crias-114	82	14	period	period	NOUN
crias-114	82	15	(	(	PUNCT
crias-114	82	16	yi	yi	NOUN
crias-114	82	17	)	)	PUNCT
crias-114	82	18	was	be	AUX
crias-114	82	19	regressed	regress	VERB
crias-114	82	20	against	against	ADP
crias-114	82	21	independent	independent	ADJ
crias-114	82	22	input	input	NOUN
crias-114	82	23	variables	variable	NOUN
crias-114	82	24	including	include	VERB
crias-114	82	25	the	the	DET
crias-114	82	26	number	number	NOUN
crias-114	82	27	of	of	ADP
crias-114	82	28	birds	bird	NOUN
crias-114	82	29	,	,	PUNCT
crias-114	82	30	medication	medication	NOUN
crias-114	82	31	,	,	PUNCT
crias-114	82	32	the	the	DET
crias-114	82	33	quantity	quantity	NOUN
crias-114	82	34	of	of	ADP
crias-114	82	35	water	water	NOUN
crias-114	82	36	,	,	PUNCT
crias-114	82	37	the	the	DET
crias-114	82	38	quantity	quantity	NOUN
crias-114	82	39	of	of	ADP
crias-114	82	40	feed	feed	NOUN
crias-114	82	41	and	and	CCONJ
crias-114	82	42	number	number	NOUN
crias-114	82	43	of	of	ADP
crias-114	82	44	employees	employee	NOUN
crias-114	82	45	.	.	PUNCT
crias-114	83	1	the	the	DET
crias-114	83	2	function	function	NOUN
crias-114	83	3	is	be	AUX
crias-114	83	4	as	as	ADV
crias-114	83	5	specified	specify	VERB
crias-114	83	6	in	in	ADP
crias-114	83	7	equation	equation	NOUN
crias-114	83	8	6	6	NUM
crias-114	83	9	as	as	ADP
crias-114	83	10	:	:	PUNCT
crias-114	83	11	(	(	PUNCT
crias-114	83	12	6	6	NUM
crias-114	83	13	)	)	PUNCT
crias-114	83	14	where	where	SCONJ
crias-114	83	15	yi	yi	NOUN
crias-114	83	16	=	=	NOUN
crias-114	83	17	quantity	quantity	NOUN
crias-114	83	18	of	of	ADP
crias-114	83	19	eggs	egg	NOUN
crias-114	83	20	produced	produce	VERB
crias-114	83	21	over	over	ADP
crias-114	83	22	the	the	DET
crias-114	83	23	production	production	NOUN
crias-114	83	24	period	period	NOUN
crias-114	83	25	;	;	PUNCT
crias-114	83	26	x1	x1	PRON
crias-114	83	27	=	=	NOUN
crias-114	83	28	number	number	NOUN
crias-114	83	29	of	of	ADP
crias-114	83	30	birds	bird	NOUN
crias-114	83	31	;	;	PUNCT
crias-114	83	32	x2	x2	NOUN
crias-114	83	33	=	=	PUNCT
crias-114	83	34	medication	medication	NOUN
crias-114	83	35	;	;	PUNCT
crias-114	84	1	x3	x3	ADJ
crias-114	84	2	=	=	PUNCT
crias-114	85	1	quantity	quantity	NOUN
crias-114	85	2	of	of	ADP
crias-114	85	3	water	water	NOUN
crias-114	85	4	(	(	PUNCT
crias-114	85	5	l	l	NOUN
crias-114	85	6	)	)	PUNCT
crias-114	85	7	;	;	PUNCT
crias-114	86	1	x4	x4	PROPN
crias-114	86	2	=	=	SYM
crias-114	86	3	feeding	feeding	NOUN
crias-114	86	4	;	;	PUNCT
crias-114	86	5	x5	x5	NOUN
crias-114	86	6	=	=	SYM
crias-114	86	7	number	number	NOUN
crias-114	86	8	of	of	ADP
crias-114	86	9	employees	employee	NOUN
crias-114	86	10	;	;	PUNCT
crias-114	86	11	=	=	SYM
crias-114	86	12	the	the	DET
crias-114	86	13	vector	vector	NOUN
crias-114	86	14	of	of	ADP
crias-114	86	15	input	input	NOUN
crias-114	86	16	parameters	parameter	NOUN
crias-114	86	17	to	to	PART
crias-114	86	18	be	be	AUX
crias-114	86	19	estimated	estimate	VERB
crias-114	86	20	;	;	PUNCT
crias-114	86	21	vi	vi	NOUN
crias-114	86	22	=	=	SYM
crias-114	86	23	random	random	ADJ
crias-114	86	24	errors	error	NOUN
crias-114	86	25	and	and	CCONJ
crias-114	86	26	ui	ui	NOUN
crias-114	86	27	=	=	PRON
crias-114	86	28	represents	represent	VERB
crias-114	86	29	technical	technical	ADJ
crias-114	86	30	inefficiency	inefficiency	NOUN
crias-114	86	31	effects	effect	NOUN
crias-114	86	32	.	.	PUNCT
crias-114	87	1	in	in	ADP
crias-114	87	2	the	the	DET
crias-114	87	3	second	second	ADJ
crias-114	87	4	step	step	NOUN
crias-114	87	5	,	,	PUNCT
crias-114	87	6	the	the	DET
crias-114	87	7	maximum	maximum	ADJ
crias-114	87	8	likelihood	likelihood	NOUN
crias-114	87	9	method	method	NOUN
crias-114	87	10	was	be	AUX
crias-114	87	11	used	use	VERB
crias-114	87	12	to	to	PART
crias-114	87	13	assess	assess	VERB
crias-114	87	14	the	the	DET
crias-114	87	15	effect	effect	NOUN
crias-114	87	16	of	of	ADP
crias-114	87	17	various	various	ADJ
crias-114	87	18	socio	socio	NOUN
crias-114	87	19	-	-	PUNCT
crias-114	87	20	economic	economic	ADJ
crias-114	87	21	variables	variable	NOUN
crias-114	87	22	on	on	ADP
crias-114	87	23	the	the	DET
crias-114	87	24	variation	variation	NOUN
crias-114	87	25	of	of	ADP
crias-114	87	26	te	te	PROPN
crias-114	87	27	.	.	PUNCT
crias-114	88	1	the	the	DET
crias-114	88	2	inefficiency	inefficiency	NOUN
crias-114	88	3	component	component	NOUN
crias-114	88	4	of	of	ADP
crias-114	88	5	the	the	DET
crias-114	88	6	error	error	NOUN
crias-114	88	7	term	term	NOUN
crias-114	88	8	(	(	PUNCT
crias-114	88	9	ui	ui	NOUN
crias-114	88	10	)	)	PUNCT
crias-114	88	11	was	be	AUX
crias-114	88	12	regressed	regress	VERB
crias-114	88	13	against	against	ADP
crias-114	88	14	factors	factor	NOUN
crias-114	88	15	that	that	PRON
crias-114	88	16	are	be	AUX
crias-114	88	17	hypothesized	hypothesize	VERB
crias-114	88	18	to	to	PART
crias-114	88	19	have	have	VERB
crias-114	88	20	an	an	DET
crias-114	88	21	influence	influence	NOUN
crias-114	88	22	on	on	ADP
crias-114	88	23	the	the	DET
crias-114	88	24	deviation	deviation	NOUN
crias-114	88	25	of	of	ADP
crias-114	88	26	the	the	DET
crias-114	88	27	observed	observe	VERB
crias-114	88	28	output	output	NOUN
crias-114	88	29	(	(	PUNCT
crias-114	88	30	yi	yi	NOUN
crias-114	88	31	)	)	PUNCT
crias-114	88	32	from	from	ADP
crias-114	88	33	the	the	DET
crias-114	88	34	potential	potential	ADJ
crias-114	88	35	output	output	NOUN
crias-114	88	36	level	level	NOUN
crias-114	88	37	(	(	PUNCT
crias-114	88	38	y	y	NOUN
crias-114	88	39	*	*	NOUN
crias-114	88	40	)	)	PUNCT
crias-114	88	41	.	.	PUNCT
crias-114	89	1	this	this	PRON
crias-114	89	2	is	be	AUX
crias-114	89	3	shown	show	VERB
crias-114	89	4	in	in	ADP
crias-114	89	5	equation	equation	NOUN
crias-114	89	6	7	7	NUM
crias-114	89	7	:	:	PUNCT
crias-114	89	8	(	(	PUNCT
crias-114	89	9	7	7	X
crias-114	89	10	)	)	PUNCT
crias-114	89	11	current	current	ADJ
crias-114	89	12	research	research	NOUN
crias-114	89	13	in	in	ADP
crias-114	89	14	agricultural	agricultural	ADJ
crias-114	89	15	sciences	science	NOUN
crias-114	89	16	,	,	PUNCT
crias-114	89	17	2019	2019	NUM
crias-114	89	18	,	,	PUNCT
crias-114	89	19	6(1	6(1	NUM
crias-114	89	20	):	):	PUNCT
crias-114	89	21	20	20	NUM
crias-114	89	22	-	-	SYM
crias-114	89	23	28	28	NUM
crias-114	89	24	24	24	NUM
crias-114	89	25	©	©	PROPN
crias-114	89	26	2019	2019	NUM
crias-114	89	27	conscientia	conscientia	PROPN
crias-114	89	28	beam	beam	PROPN
crias-114	89	29	.	.	PUNCT
crias-114	90	1	all	all	DET
crias-114	90	2	rights	right	NOUN
crias-114	90	3	reserved	reserve	VERB
crias-114	90	4	.	.	PUNCT
crias-114	91	1	where	where	SCONJ
crias-114	91	2	;	;	PUNCT
crias-114	91	3	z1=	z1=	VERB
crias-114	91	4	gender	gender	NOUN
crias-114	91	5	of	of	ADP
crias-114	91	6	the	the	DET
crias-114	91	7	farmers	farmer	NOUN
crias-114	91	8	(	(	PUNCT
crias-114	91	9	dummy	dummy	ADJ
crias-114	91	10	,	,	PUNCT
crias-114	91	11	male	male	NOUN
crias-114	91	12	=	=	NOUN
crias-114	91	13	1	1	NUM
crias-114	91	14	,	,	PUNCT
crias-114	91	15	female=	female=	NUM
crias-114	91	16	0	0	NUM
crias-114	91	17	)	)	PUNCT
crias-114	91	18	;	;	PUNCT
crias-114	91	19	z2	z2	PROPN
crias-114	91	20	=	=	SYM
crias-114	91	21	age	age	NOUN
crias-114	91	22	of	of	ADP
crias-114	91	23	the	the	DET
crias-114	91	24	farmers	farmer	NOUN
crias-114	91	25	;	;	PUNCT
crias-114	91	26	z3	z3	NOUN
crias-114	91	27	=	=	SYM
crias-114	91	28	experience	experience	NOUN
crias-114	91	29	of	of	ADP
crias-114	91	30	the	the	DET
crias-114	91	31	farmers	farmer	NOUN
crias-114	91	32	,	,	PUNCT
crias-114	91	33	z4	z4	PROPN
crias-114	91	34	=	=	SYM
crias-114	91	35	interactive	interactive	ADJ
crias-114	91	36	term	term	NOUN
crias-114	91	37	between	between	ADP
crias-114	91	38	age	age	NOUN
crias-114	91	39	and	and	CCONJ
crias-114	91	40	experience	experience	NOUN
crias-114	91	41	of	of	ADP
crias-114	91	42	the	the	DET
crias-114	91	43	farmers	farmer	NOUN
crias-114	91	44	;	;	PUNCT
crias-114	91	45	z5	z5	NOUN
crias-114	91	46	=	=	SYM
crias-114	91	47	extension	extension	NOUN
crias-114	91	48	contact	contact	NOUN
crias-114	91	49	;	;	PUNCT
crias-114	91	50	z6	z6	NOUN
crias-114	91	51	=	=	SYM
crias-114	91	52	credit	credit	NOUN
crias-114	91	53	access	access	NOUN
crias-114	91	54	(	(	PUNCT
crias-114	91	55	dummy	dummy	NOUN
crias-114	91	56	,	,	PUNCT
crias-114	91	57	access	access	NOUN
crias-114	91	58	=	=	SYM
crias-114	91	59	1	1	NUM
crias-114	91	60	,	,	PUNCT
crias-114	91	61	0	0	NUM
crias-114	91	62	=	=	SYM
crias-114	91	63	otherwise	otherwise	ADV
crias-114	91	64	)	)	PUNCT
crias-114	91	65	;	;	PUNCT
crias-114	91	66	and	and	CCONJ
crias-114	91	67	z7	z7	PROPN
crias-114	91	68	=	=	SYM
crias-114	91	69	housing	housing	NOUN
crias-114	91	70	type	type	NOUN
crias-114	91	71	and	and	CCONJ
crias-114	91	72	,	,	PUNCT
crias-114	91	73	,	,	PUNCT
crias-114	91	74	,	,	PUNCT
crias-114	91	75	..................	..................	PUNCT
crias-114	92	1	=	=	NOUN
crias-114	92	2	parameter	parameter	NOUN
crias-114	92	3	estimates	estimate	NOUN
crias-114	92	4	of	of	ADP
crias-114	92	5	the	the	DET
crias-114	92	6	linear	linear	PROPN
crias-114	92	7	regression	regression	NOUN
crias-114	92	8	model	model	NOUN
crias-114	92	9	.	.	PUNCT
crias-114	93	1	4	4	X
crias-114	93	2	.	.	X
crias-114	93	3	variables	variable	NOUN
crias-114	93	4	and	and	CCONJ
crias-114	93	5	data	data	VERB
crias-114	93	6	the	the	DET
crias-114	93	7	mampong	mampong	ADJ
crias-114	93	8	municipality	municipality	NOUN
crias-114	93	9	which	which	PRON
crias-114	93	10	was	be	AUX
crias-114	93	11	chosen	choose	VERB
crias-114	93	12	for	for	ADP
crias-114	93	13	this	this	DET
crias-114	93	14	study	study	NOUN
crias-114	93	15	is	be	AUX
crias-114	93	16	partly	partly	ADV
crias-114	93	17	situated	situate	VERB
crias-114	93	18	on	on	ADP
crias-114	93	19	the	the	DET
crias-114	93	20	mampong	mampong	ADJ
crias-114	93	21	scarp	scarp	NOUN
crias-114	93	22	which	which	PRON
crias-114	93	23	runs	run	VERB
crias-114	93	24	eastwards	eastward	NOUN
crias-114	93	25	.	.	PUNCT
crias-114	94	1	the	the	DET
crias-114	94	2	highest	high	ADJ
crias-114	94	3	point	point	NOUN
crias-114	94	4	of	of	ADP
crias-114	94	5	the	the	DET
crias-114	94	6	municipality	municipality	NOUN
crias-114	94	7	is	be	AUX
crias-114	94	8	2,400	2,400	NUM
crias-114	94	9	m	m	NOUN
crias-114	94	10	above	above	ADP
crias-114	94	11	sea	sea	NOUN
crias-114	94	12	level	level	NOUN
crias-114	94	13	,	,	PUNCT
crias-114	94	14	while	while	SCONJ
crias-114	94	15	the	the	DET
crias-114	94	16	lowest	low	ADJ
crias-114	94	17	is	be	AUX
crias-114	94	18	about	about	ADV
crias-114	94	19	135	135	NUM
crias-114	94	20	m.	m.	NOUN
crias-114	94	21	thus	thus	ADV
crias-114	94	22	,	,	PUNCT
crias-114	94	23	the	the	DET
crias-114	94	24	municipality	municipality	NOUN
crias-114	94	25	is	be	AUX
crias-114	94	26	generally	generally	ADV
crias-114	94	27	low	low	ADJ
crias-114	94	28	lying	lying	NOUN
crias-114	94	29	and	and	CCONJ
crias-114	94	30	rise	rise	VERB
crias-114	94	31	gradually	gradually	ADV
crias-114	94	32	through	through	ADP
crias-114	94	33	rolling	roll	VERB
crias-114	94	34	hills	hill	NOUN
crias-114	94	35	stretching	stretch	VERB
crias-114	94	36	southwards	southward	NOUN
crias-114	94	37	towards	towards	ADP
crias-114	94	38	mampong	mampong	NOUN
crias-114	94	39	.	.	PUNCT
crias-114	95	1	the	the	DET
crias-114	95	2	municipality	municipality	NOUN
crias-114	95	3	is	be	AUX
crias-114	95	4	fairly	fairly	ADV
crias-114	95	5	drained	drain	VERB
crias-114	95	6	by	by	ADP
crias-114	95	7	several	several	ADJ
crias-114	95	8	streams	stream	NOUN
crias-114	95	9	and	and	CCONJ
crias-114	95	10	rivers	river	NOUN
crias-114	95	11	.	.	PUNCT
crias-114	96	1	the	the	DET
crias-114	96	2	municipality	municipality	NOUN
crias-114	96	3	has	have	VERB
crias-114	96	4	several	several	ADJ
crias-114	96	5	species	specie	NOUN
crias-114	96	6	of	of	ADP
crias-114	96	7	livestock	livestock	NOUN
crias-114	96	8	with	with	ADP
crias-114	96	9	notable	notable	ADJ
crias-114	96	10	poultry	poultry	NOUN
crias-114	96	11	farmers	farmer	NOUN
crias-114	96	12	who	who	PRON
crias-114	96	13	are	be	AUX
crias-114	96	14	basically	basically	ADV
crias-114	96	15	into	into	ADP
crias-114	96	16	egg	egg	NOUN
crias-114	96	17	production	production	NOUN
crias-114	96	18	for	for	ADP
crias-114	96	19	supply	supply	NOUN
crias-114	96	20	to	to	ADP
crias-114	96	21	the	the	DET
crias-114	96	22	urban	urban	ADJ
crias-114	96	23	area	area	NOUN
crias-114	96	24	.	.	PUNCT
crias-114	97	1	broilers	broiler	NOUN
crias-114	97	2	are	be	AUX
crias-114	97	3	only	only	ADV
crias-114	97	4	raised	raise	VERB
crias-114	97	5	during	during	ADP
crias-114	97	6	festive	festive	ADJ
crias-114	97	7	seasons	season	NOUN
crias-114	97	8	in	in	ADP
crias-114	97	9	the	the	DET
crias-114	97	10	short	short	ADJ
crias-114	97	11	run	run	NOUN
crias-114	97	12	.	.	PUNCT
crias-114	98	1	cross	cross	ADJ
crias-114	98	2	-	-	ADJ
crias-114	98	3	sectional	sectional	ADJ
crias-114	98	4	primary	primary	ADJ
crias-114	98	5	data	datum	NOUN
crias-114	98	6	was	be	AUX
crias-114	98	7	collected	collect	VERB
crias-114	98	8	from	from	ADP
crias-114	98	9	poultry	poultry	NOUN
crias-114	98	10	producers	producer	NOUN
crias-114	98	11	that	that	PRON
crias-114	98	12	are	be	AUX
crias-114	98	13	raising	raise	VERB
crias-114	98	14	layers	layer	NOUN
crias-114	98	15	for	for	ADP
crias-114	98	16	egg	egg	NOUN
crias-114	98	17	production	production	NOUN
crias-114	98	18	in	in	ADP
crias-114	98	19	the	the	DET
crias-114	98	20	municipality	municipality	NOUN
crias-114	98	21	.	.	PUNCT
crias-114	99	1	simple	simple	ADJ
crias-114	99	2	random	random	ADJ
crias-114	99	3	sampling	sampling	NOUN
crias-114	99	4	was	be	AUX
crias-114	99	5	used	use	VERB
crias-114	99	6	to	to	PART
crias-114	99	7	draw	draw	VERB
crias-114	99	8	participants	participant	NOUN
crias-114	99	9	for	for	ADP
crias-114	99	10	the	the	DET
crias-114	99	11	study	study	NOUN
crias-114	99	12	using	use	VERB
crias-114	99	13	a	a	DET
crias-114	99	14	list	list	NOUN
crias-114	99	15	of	of	ADP
crias-114	99	16	poultry	poultry	NOUN
crias-114	99	17	farmers	farmer	NOUN
crias-114	99	18	listed	list	VERB
crias-114	99	19	with	with	ADP
crias-114	99	20	the	the	DET
crias-114	99	21	help	help	NOUN
crias-114	99	22	of	of	ADP
crias-114	99	23	mofa	mofa	PROPN
crias-114	99	24	staff	staff	NOUN
crias-114	99	25	in	in	ADP
crias-114	99	26	the	the	DET
crias-114	99	27	municipality	municipality	NOUN
crias-114	99	28	.	.	PUNCT
crias-114	100	1	data	datum	NOUN
crias-114	100	2	was	be	AUX
crias-114	100	3	on	on	ADP
crias-114	100	4	socio	socio	NOUN
crias-114	100	5	-	-	PUNCT
crias-114	100	6	economic	economic	ADJ
crias-114	100	7	characteristics	characteristic	NOUN
crias-114	100	8	of	of	ADP
crias-114	100	9	the	the	DET
crias-114	100	10	farmers	farmer	NOUN
crias-114	100	11	,	,	PUNCT
crias-114	100	12	inputs	input	NOUN
crias-114	100	13	used	use	VERB
crias-114	100	14	and	and	CCONJ
crias-114	100	15	outputs	output	NOUN
crias-114	100	16	obtained	obtain	VERB
crias-114	100	17	.	.	PUNCT
crias-114	101	1	output	output	NOUN
crias-114	101	2	was	be	AUX
crias-114	101	3	measured	measure	VERB
crias-114	101	4	as	as	SCONJ
crias-114	101	5	the	the	DET
crias-114	101	6	number	number	NOUN
crias-114	101	7	of	of	ADP
crias-114	101	8	crates	crate	NOUN
crias-114	101	9	of	of	ADP
crias-114	101	10	eggs	egg	NOUN
crias-114	101	11	produced	produce	VERB
crias-114	101	12	within	within	ADP
crias-114	101	13	the	the	DET
crias-114	101	14	production	production	NOUN
crias-114	101	15	cycle	cycle	NOUN
crias-114	101	16	of	of	ADP
crias-114	101	17	layers	layer	NOUN
crias-114	101	18	until	until	SCONJ
crias-114	101	19	taken	take	VERB
crias-114	101	20	like	like	INTJ
crias-114	101	21	two	two	NUM
crias-114	101	22	years	year	NOUN
crias-114	101	23	before	before	SCONJ
crias-114	101	24	they	they	PRON
crias-114	101	25	are	be	AUX
crias-114	101	26	deposed	depose	VERB
crias-114	101	27	off	off	ADP
crias-114	101	28	.	.	PUNCT
crias-114	102	1	the	the	DET
crias-114	102	2	number	number	NOUN
crias-114	102	3	of	of	ADP
crias-114	102	4	birds	bird	NOUN
crias-114	102	5	was	be	AUX
crias-114	102	6	measured	measure	VERB
crias-114	102	7	as	as	ADP
crias-114	102	8	the	the	DET
crias-114	102	9	quantity	quantity	NOUN
crias-114	102	10	of	of	ADP
crias-114	102	11	matured	mature	VERB
crias-114	102	12	birds	bird	NOUN
crias-114	102	13	that	that	PRON
crias-114	102	14	were	be	AUX
crias-114	102	15	laying	lay	VERB
crias-114	102	16	in	in	ADP
crias-114	102	17	the	the	DET
crias-114	102	18	farm	farm	NOUN
crias-114	102	19	,	,	PUNCT
crias-114	102	20	medication	medication	NOUN
crias-114	102	21	was	be	AUX
crias-114	102	22	measured	measure	VERB
crias-114	102	23	as	as	ADP
crias-114	102	24	the	the	DET
crias-114	102	25	number	number	NOUN
crias-114	102	26	of	of	ADP
crias-114	102	27	bottles	bottle	NOUN
crias-114	102	28	of	of	ADP
crias-114	102	29	vaccines	vaccine	NOUN
crias-114	102	30	and	and	CCONJ
crias-114	102	31	other	other	ADJ
crias-114	102	32	drugs	drug	NOUN
crias-114	102	33	from	from	ADP
crias-114	102	34	day	day	NOUN
crias-114	102	35	-	-	PUNCT
crias-114	102	36	old	old	ADJ
crias-114	102	37	to	to	ADP
crias-114	102	38	laying	lay	VERB
crias-114	102	39	and	and	CCONJ
crias-114	102	40	at	at	ADP
crias-114	102	41	laying	lay	VERB
crias-114	102	42	.	.	PUNCT
crias-114	103	1	total	total	ADJ
crias-114	103	2	water	water	NOUN
crias-114	103	3	intake	intake	NOUN
crias-114	103	4	was	be	AUX
crias-114	103	5	recorded	record	VERB
crias-114	103	6	in	in	ADP
crias-114	103	7	liters	liter	NOUN
crias-114	103	8	of	of	ADP
crias-114	103	9	water	water	NOUN
crias-114	103	10	used	use	VERB
crias-114	103	11	in	in	ADP
crias-114	103	12	the	the	DET
crias-114	103	13	lifespan	lifespan	NOUN
crias-114	103	14	of	of	ADP
crias-114	103	15	the	the	DET
crias-114	103	16	birds	bird	NOUN
crias-114	103	17	,	,	PUNCT
crias-114	103	18	the	the	DET
crias-114	103	19	feed	feed	NOUN
crias-114	103	20	was	be	AUX
crias-114	103	21	recorded	record	VERB
crias-114	103	22	in	in	ADP
crias-114	103	23	kilograms	kilogram	NOUN
crias-114	103	24	of	of	ADP
crias-114	103	25	feed	feed	NOUN
crias-114	103	26	provided	provide	VERB
crias-114	103	27	throughout	throughout	ADP
crias-114	103	28	the	the	DET
crias-114	103	29	production	production	NOUN
crias-114	103	30	,	,	PUNCT
crias-114	103	31	employees	employee	NOUN
crias-114	103	32	were	be	AUX
crias-114	103	33	considered	consider	VERB
crias-114	103	34	as	as	ADP
crias-114	103	35	the	the	DET
crias-114	103	36	number	number	NOUN
crias-114	103	37	of	of	ADP
crias-114	103	38	laborers	laborer	NOUN
crias-114	103	39	both	both	CCONJ
crias-114	103	40	family	family	NOUN
crias-114	103	41	and	and	CCONJ
crias-114	103	42	hired	hire	VERB
crias-114	103	43	labor	labor	NOUN
crias-114	103	44	working	work	VERB
crias-114	103	45	on	on	ADP
crias-114	103	46	the	the	DET
crias-114	103	47	farm	farm	NOUN
crias-114	103	48	.	.	PUNCT
crias-114	104	1	gender	gender	NOUN
crias-114	104	2	was	be	AUX
crias-114	104	3	a	a	DET
crias-114	104	4	dummy	dummy	ADJ
crias-114	104	5	variable	variable	NOUN
crias-114	104	6	with	with	ADP
crias-114	104	7	male	male	ADJ
crias-114	104	8	=	=	SYM
crias-114	104	9	1	1	NUM
crias-114	104	10	,	,	PUNCT
crias-114	104	11	female	female	ADJ
crias-114	104	12	=	=	SYM
crias-114	104	13	0	0	NUM
crias-114	104	14	;	;	PUNCT
crias-114	104	15	age	age	NOUN
crias-114	104	16	was	be	AUX
crias-114	104	17	the	the	DET
crias-114	104	18	age	age	NOUN
crias-114	104	19	of	of	ADP
crias-114	104	20	the	the	DET
crias-114	104	21	farmers	farmer	NOUN
crias-114	104	22	in	in	ADP
crias-114	104	23	years	year	NOUN
crias-114	104	24	;	;	PUNCT
crias-114	104	25	experience	experience	NOUN
crias-114	104	26	was	be	AUX
crias-114	104	27	the	the	DET
crias-114	104	28	number	number	NOUN
crias-114	104	29	of	of	ADP
crias-114	104	30	years	year	NOUN
crias-114	104	31	in	in	ADP
crias-114	104	32	egg	egg	NOUN
crias-114	104	33	production	production	NOUN
crias-114	104	34	;	;	PUNCT
crias-114	104	35	extension	extension	NOUN
crias-114	104	36	contact	contact	NOUN
crias-114	104	37	was	be	AUX
crias-114	104	38	considered	consider	VERB
crias-114	104	39	as	as	ADP
crias-114	104	40	the	the	DET
crias-114	104	41	frequency	frequency	NOUN
crias-114	104	42	of	of	ADP
crias-114	104	43	interaction	interaction	NOUN
crias-114	104	44	between	between	ADP
crias-114	104	45	a	a	DET
crias-114	104	46	farmer	farmer	NOUN
crias-114	104	47	and	and	CCONJ
crias-114	104	48	extension	extension	NOUN
crias-114	104	49	personnel	personnel	NOUN
crias-114	104	50	in	in	ADP
crias-114	104	51	the	the	DET
crias-114	104	52	two	two	NUM
crias-114	104	53	years	year	NOUN
crias-114	104	54	period	period	NOUN
crias-114	104	55	;	;	PUNCT
crias-114	104	56	credit	credit	NOUN
crias-114	104	57	is	be	AUX
crias-114	104	58	important	important	ADJ
crias-114	104	59	and	and	CCONJ
crias-114	104	60	can	can	AUX
crias-114	104	61	influence	influence	VERB
crias-114	104	62	production	production	NOUN
crias-114	104	63	through	through	ADP
crias-114	104	64	expansion	expansion	NOUN
crias-114	104	65	and	and	CCONJ
crias-114	104	66	was	be	AUX
crias-114	104	67	therefore	therefore	ADV
crias-114	104	68	dummied	dummy	VERB
crias-114	104	69	with	with	ADP
crias-114	104	70	farmers	farmer	NOUN
crias-114	104	71	that	that	PRON
crias-114	104	72	have	have	VERB
crias-114	104	73	access	access	NOUN
crias-114	104	74	assigned	assign	VERB
crias-114	104	75	1	1	NUM
crias-114	104	76	and	and	CCONJ
crias-114	104	77	those	those	PRON
crias-114	104	78	without	without	ADP
crias-114	104	79	access	access	NOUN
crias-114	104	80	given	give	VERB
crias-114	104	81	a	a	DET
crias-114	104	82	value	value	NOUN
crias-114	104	83	of	of	ADP
crias-114	104	84	0	0	NUM
crias-114	104	85	;	;	PUNCT
crias-114	104	86	and	and	CCONJ
crias-114	104	87	lastly	lastly	ADV
crias-114	104	88	,	,	PUNCT
crias-114	104	89	housing	housing	NOUN
crias-114	104	90	was	be	AUX
crias-114	104	91	a	a	DET
crias-114	104	92	dummy	dummy	ADJ
crias-114	104	93	variable	variable	NOUN
crias-114	104	94	with	with	ADP
crias-114	104	95	wire	wire	NOUN
crias-114	104	96	mesh	mesh	NOUN
crias-114	104	97	and	and	CCONJ
crias-114	104	98	concrete	concrete	ADJ
crias-114	104	99	walls	wall	NOUN
crias-114	104	100	assigned	assign	VERB
crias-114	104	101	1	1	NUM
crias-114	104	102	,	,	PUNCT
crias-114	104	103	0	0	NUM
crias-114	105	1	=	=	PUNCT
crias-114	105	2	otherwise	otherwise	ADV
crias-114	105	3	.	.	PUNCT
crias-114	106	1	the	the	DET
crias-114	106	2	dataset	dataset	NOUN
crias-114	106	3	was	be	AUX
crias-114	106	4	analyzed	analyze	VERB
crias-114	106	5	with	with	ADP
crias-114	106	6	the	the	DET
crias-114	106	7	front	front	ADJ
crias-114	106	8	4.1	4.1	NUM
crias-114	106	9	software	software	NOUN
crias-114	106	10	[	[	X
crias-114	106	11	20	20	NUM
crias-114	106	12	]	]	PUNCT
crias-114	106	13	and	and	CCONJ
crias-114	106	14	microsoft	microsoft	PROPN
crias-114	106	15	excel	excel	PROPN
crias-114	106	16	spreadsheet	spreadsheet	NOUN
crias-114	106	17	.	.	PUNCT
crias-114	107	1	5	5	X
crias-114	107	2	.	.	X
crias-114	107	3	results	result	NOUN
crias-114	107	4	and	and	CCONJ
crias-114	107	5	discussions	discussion	NOUN
crias-114	107	6	5.1	5.1	NUM
crias-114	107	7	.	.	PUNCT
crias-114	108	1	descriptive	descriptive	ADJ
crias-114	108	2	statistics	statistic	NOUN
crias-114	108	3	of	of	ADP
crias-114	108	4	variables	variable	NOUN
crias-114	108	5	the	the	DET
crias-114	108	6	descriptive	descriptive	ADJ
crias-114	108	7	statistics	statistic	NOUN
crias-114	108	8	of	of	ADP
crias-114	108	9	the	the	DET
crias-114	108	10	poultry	poultry	NOUN
crias-114	108	11	farmers	farmer	NOUN
crias-114	108	12	as	as	SCONJ
crias-114	108	13	presented	present	VERB
crias-114	108	14	in	in	ADP
crias-114	108	15	table	table	NOUN
crias-114	108	16	1	1	NUM
crias-114	108	17	indicates	indicate	VERB
crias-114	108	18	that	that	SCONJ
crias-114	108	19	the	the	DET
crias-114	108	20	mean	mean	ADJ
crias-114	108	21	age	age	NOUN
crias-114	108	22	of	of	ADP
crias-114	108	23	the	the	DET
crias-114	108	24	farmers	farmer	NOUN
crias-114	108	25	was	be	AUX
crias-114	108	26	about	about	ADV
crias-114	108	27	47.77	47.77	NUM
crias-114	108	28	years	year	NOUN
crias-114	108	29	and	and	CCONJ
crias-114	108	30	ranges	range	VERB
crias-114	108	31	from	from	ADP
crias-114	108	32	32	32	NUM
crias-114	108	33	and	and	CCONJ
crias-114	108	34	61	61	NUM
crias-114	108	35	years	year	NOUN
crias-114	108	36	showing	show	VERB
crias-114	108	37	that	that	SCONJ
crias-114	108	38	the	the	DET
crias-114	108	39	farmers	farmer	NOUN
crias-114	108	40	were	be	AUX
crias-114	108	41	within	within	ADP
crias-114	108	42	the	the	DET
crias-114	108	43	working	work	VERB
crias-114	108	44	population	population	NOUN
crias-114	108	45	.	.	PUNCT
crias-114	109	1	the	the	DET
crias-114	109	2	farmers	farmer	NOUN
crias-114	109	3	have	have	VERB
crias-114	109	4	an	an	DET
crias-114	109	5	average	average	NOUN
crias-114	109	6	of	of	ADP
crias-114	109	7	almost	almost	ADV
crias-114	109	8	8	8	NUM
crias-114	109	9	years	year	NOUN
crias-114	109	10	of	of	ADP
crias-114	109	11	experience	experience	NOUN
crias-114	109	12	in	in	ADP
crias-114	109	13	a	a	DET
crias-114	109	14	range	range	NOUN
crias-114	109	15	of	of	ADP
crias-114	109	16	3	3	NUM
crias-114	109	17	and	and	CCONJ
crias-114	109	18	15	15	NUM
crias-114	109	19	years	year	NOUN
crias-114	109	20	in	in	ADP
crias-114	109	21	the	the	DET
crias-114	109	22	poultry	poultry	NOUN
crias-114	109	23	business	business	NOUN
crias-114	109	24	.	.	PUNCT
crias-114	110	1	this	this	PRON
crias-114	110	2	means	mean	VERB
crias-114	110	3	almost	almost	ADV
crias-114	110	4	all	all	DET
crias-114	110	5	the	the	DET
crias-114	110	6	farmers	farmer	NOUN
crias-114	110	7	have	have	VERB
crias-114	110	8	rich	rich	ADJ
crias-114	110	9	experience	experience	NOUN
crias-114	110	10	in	in	ADP
crias-114	110	11	the	the	DET
crias-114	110	12	layer	layer	NOUN
crias-114	110	13	production	production	NOUN
crias-114	110	14	business	business	NOUN
crias-114	110	15	.	.	PUNCT
crias-114	111	1	there	there	PRON
crias-114	111	2	was	be	VERB
crias-114	111	3	a	a	DET
crias-114	111	4	mean	mean	ADJ
crias-114	111	5	extension	extension	NOUN
crias-114	111	6	contact	contact	NOUN
crias-114	111	7	of	of	ADP
crias-114	111	8	1.4	1.4	NUM
crias-114	111	9	for	for	ADP
crias-114	111	10	two	two	NUM
crias-114	111	11	years	year	NOUN
crias-114	111	12	with	with	ADP
crias-114	111	13	some	some	DET
crias-114	111	14	farmers	farmer	NOUN
crias-114	111	15	reported	report	VERB
crias-114	111	16	never	never	ADV
crias-114	111	17	having	have	VERB
crias-114	111	18	contact	contact	NOUN
crias-114	111	19	with	with	ADP
crias-114	111	20	any	any	DET
crias-114	111	21	extension	extension	NOUN
crias-114	111	22	service	service	NOUN
crias-114	111	23	although	although	SCONJ
crias-114	111	24	some	some	PRON
crias-114	111	25	have	have	AUX
crias-114	111	26	managed	manage	VERB
crias-114	111	27	to	to	PART
crias-114	111	28	get	get	VERB
crias-114	111	29	3	3	NUM
crias-114	111	30	extension	extension	NOUN
crias-114	111	31	contacts	contact	NOUN
crias-114	111	32	.	.	PUNCT
crias-114	112	1	there	there	PRON
crias-114	112	2	were	be	VERB
crias-114	112	3	about	about	ADV
crias-114	112	4	3	3	NUM
crias-114	112	5	employers	employer	NOUN
crias-114	112	6	per	per	ADP
crias-114	112	7	poultry	poultry	NOUN
crias-114	112	8	farm	farm	NOUN
crias-114	112	9	in	in	ADP
crias-114	112	10	the	the	DET
crias-114	112	11	study	study	NOUN
crias-114	112	12	area	area	NOUN
crias-114	112	13	.	.	PUNCT
crias-114	113	1	in	in	ADP
crias-114	113	2	terms	term	NOUN
crias-114	113	3	of	of	ADP
crias-114	113	4	farm	farm	NOUN
crias-114	113	5	inputs	input	NOUN
crias-114	113	6	,	,	PUNCT
crias-114	113	7	the	the	DET
crias-114	113	8	reported	report	VERB
crias-114	113	9	mean	mean	NOUN
crias-114	113	10	feed	feed	NOUN
crias-114	113	11	intake	intake	NOUN
crias-114	113	12	was	be	AUX
crias-114	113	13	38,275.47	38,275.47	PROPN
crias-114	113	14	kg	kg	NOUN
crias-114	113	15	with	with	ADP
crias-114	113	16	a	a	DET
crias-114	113	17	mean	mean	ADJ
crias-114	113	18	water	water	NOUN
crias-114	113	19	intake	intake	NOUN
crias-114	113	20	in	in	ADP
crias-114	113	21	a	a	DET
crias-114	113	22	production	production	NOUN
crias-114	113	23	season	season	NOUN
crias-114	113	24	which	which	PRON
crias-114	113	25	was	be	AUX
crias-114	113	26	defined	define	VERB
crias-114	113	27	as	as	ADP
crias-114	113	28	two	two	NUM
crias-114	113	29	years	year	NOUN
crias-114	113	30	,	,	PUNCT
crias-114	113	31	as	as	ADP
crias-114	113	32	7,622.67	7,622.67	NUM
crias-114	113	33	liters	liter	NOUN
crias-114	113	34	.	.	PUNCT
crias-114	114	1	these	these	PRON
crias-114	114	2	were	be	AUX
crias-114	114	3	required	require	VERB
crias-114	114	4	to	to	PART
crias-114	114	5	produce	produce	VERB
crias-114	114	6	or	or	CCONJ
crias-114	114	7	cater	cater	VERB
crias-114	114	8	for	for	ADP
crias-114	114	9	a	a	DET
crias-114	114	10	mean	mean	ADJ
crias-114	114	11	number	number	NOUN
crias-114	114	12	of	of	ADP
crias-114	114	13	4669	4669	NUM
crias-114	114	14	birds	bird	NOUN
crias-114	114	15	that	that	PRON
crias-114	114	16	required	require	VERB
crias-114	114	17	a	a	DET
crias-114	114	18	mean	mean	NOUN
crias-114	114	19	of	of	ADP
crias-114	114	20	about	about	ADV
crias-114	114	21	8	8	NUM
crias-114	114	22	bottles	bottle	NOUN
crias-114	114	23	of	of	ADP
crias-114	114	24	all	all	DET
crias-114	114	25	medication	medication	NOUN
crias-114	114	26	in	in	ADP
crias-114	114	27	the	the	DET
crias-114	114	28	production	production	NOUN
crias-114	114	29	cycle	cycle	NOUN
crias-114	114	30	of	of	ADP
crias-114	114	31	the	the	DET
crias-114	114	32	birds	bird	NOUN
crias-114	114	33	.	.	PUNCT
crias-114	115	1	the	the	DET
crias-114	115	2	mean	mean	ADJ
crias-114	115	3	number	number	NOUN
crias-114	115	4	of	of	ADP
crias-114	115	5	crates	crate	NOUN
crias-114	115	6	of	of	ADP
crias-114	115	7	eggs	egg	NOUN
crias-114	115	8	produced	produce	VERB
crias-114	115	9	in	in	ADP
crias-114	115	10	the	the	DET
crias-114	115	11	study	study	NOUN
crias-114	115	12	area	area	NOUN
crias-114	115	13	was	be	AUX
crias-114	115	14	recorded	record	VERB
crias-114	115	15	as	as	ADP
crias-114	115	16	28,949.70	28,949.70	NUM
crias-114	115	17	crates	crate	NOUN
crias-114	115	18	by	by	ADP
crias-114	115	19	the	the	DET
crias-114	115	20	time	time	NOUN
crias-114	115	21	the	the	DET
crias-114	115	22	layers	layer	NOUN
crias-114	115	23	will	will	AUX
crias-114	115	24	be	be	AUX
crias-114	115	25	disposed	dispose	VERB
crias-114	115	26	off	off	ADP
crias-114	115	27	in	in	ADP
crias-114	115	28	two	two	NUM
crias-114	115	29	years	year	NOUN
crias-114	115	30	’	'	PUNCT
crias-114	115	31	time	time	NOUN
crias-114	115	32	.	.	PUNCT
crias-114	116	1	current	current	ADJ
crias-114	116	2	research	research	NOUN
crias-114	116	3	in	in	ADP
crias-114	116	4	agricultural	agricultural	ADJ
crias-114	116	5	sciences	science	NOUN
crias-114	116	6	,	,	PUNCT
crias-114	116	7	2019	2019	NUM
crias-114	116	8	,	,	PUNCT
crias-114	116	9	6(1	6(1	NUM
crias-114	116	10	):	):	PUNCT
crias-114	116	11	20	20	NUM
crias-114	116	12	-	-	SYM
crias-114	116	13	28	28	NUM
crias-114	116	14	25	25	NUM
crias-114	116	15	©	©	PROPN
crias-114	116	16	2019	2019	NUM
crias-114	116	17	conscientia	conscientia	PROPN
crias-114	116	18	beam	beam	PROPN
crias-114	116	19	.	.	PUNCT
crias-114	117	1	all	all	DET
crias-114	117	2	rights	right	NOUN
crias-114	117	3	reserved	reserve	VERB
crias-114	117	4	.	.	PUNCT
crias-114	118	1	table-1	table-1	PRON
crias-114	118	2	.	.	PUNCT
crias-114	118	3	descriptive	descriptive	ADJ
crias-114	118	4	statistics	statistic	NOUN
crias-114	118	5	of	of	ADP
crias-114	118	6	poultry	poultry	NOUN
crias-114	118	7	farmers	farmer	NOUN
crias-114	118	8	in	in	ADP
crias-114	118	9	mampong	mampong	ADJ
crias-114	118	10	municipality	municipality	NOUN
crias-114	118	11	.	.	PUNCT
crias-114	119	1	variables	variable	NOUN
crias-114	119	2	units	unit	NOUN
crias-114	119	3	min	min	PROPN
crias-114	119	4	max	max	PROPN
crias-114	119	5	mean	mean	VERB
crias-114	119	6	std	std	X
crias-114	119	7	dev	dev	PROPN
crias-114	119	8	skewness	skewness	NOUN
crias-114	119	9	output	output	NOUN
crias-114	119	10	egg	egg	NOUN
crias-114	119	11	crates	crate	VERB
crias-114	119	12	597.00	597.00	NUM
crias-114	119	13	247,296.00	247,296.00	NUM
crias-114	119	14	28,949.70	28,949.70	NUM
crias-114	119	15	14.28	14.28	NUM
crias-114	119	16	3.46	3.46	NUM
crias-114	119	17	number	number	NOUN
crias-114	119	18	of	of	ADP
crias-114	119	19	birds	bird	NOUN
crias-114	119	20	number	number	NOUN
crias-114	119	21	450.00	450.00	NUM
crias-114	119	22	11,500.00	11,500.00	NUM
crias-114	119	23	4,668.67	4,668.67	NUM
crias-114	119	24	4,301.32	4,301.32	NUM
crias-114	119	25	0.55	0.55	NUM
crias-114	119	26	drugs	drug	NOUN
crias-114	119	27	bottles	bottle	NOUN
crias-114	119	28	4.00	4.00	NUM
crias-114	119	29	16.00	16.00	NUM
crias-114	119	30	7.50	7.50	NUM
crias-114	119	31	3.09	3.09	NUM
crias-114	119	32	1.39	1.39	NUM
crias-114	119	33	water	water	NOUN
crias-114	119	34	intake	intake	NOUN
crias-114	119	35	litres	litre	VERB
crias-114	119	36	600.00	600.00	NUM
crias-114	119	37	30,000.00	30,000.00	NUM
crias-114	119	38	7,622.67	7,622.67	NUM
crias-114	119	39	8,251.92	8,251.92	NUM
crias-114	119	40	1.74	1.74	NUM
crias-114	119	41	feed	feed	NOUN
crias-114	119	42	intake	intake	ADJ
crias-114	119	43	kilograms	kilogram	NOUN
crias-114	119	44	15,392.00	15,392.00	NUM
crias-114	119	45	60,736.00	60,736.00	NUM
crias-114	119	46	38,275.47	38,275.47	NUM
crias-114	119	47	38,275.47	38,275.47	NUM
crias-114	119	48	0.31	0.31	NUM
crias-114	119	49	employees	employee	NOUN
crias-114	119	50	number	number	NOUN
crias-114	119	51	1.00	1.00	NUM
crias-114	119	52	5.00	5.00	NUM
crias-114	119	53	2.73	2.73	NUM
crias-114	119	54	1.39	1.39	NUM
crias-114	119	55	0.27	0.27	NUM
crias-114	119	56	age	age	NOUN
crias-114	119	57	years	year	NOUN
crias-114	119	58	32.00	32.00	NUM
crias-114	119	59	61.00	61.00	NUM
crias-114	119	60	45.77	45.77	NUM
crias-114	119	61	6.81	6.81	NUM
crias-114	119	62	0.08	0.08	NUM
crias-114	119	63	experience	experience	NOUN
crias-114	119	64	years	year	NOUN
crias-114	119	65	3.00	3.00	NUM
crias-114	119	66	15.00	15.00	NUM
crias-114	119	67	7.90	7.90	NUM
crias-114	119	68	3.09	3.09	NUM
crias-114	119	69	0.56	0.56	NUM
crias-114	119	70	extension	extension	NOUN
crias-114	119	71	contact	contact	NOUN
crias-114	119	72	number	number	NOUN
crias-114	119	73	0	0	NUM
crias-114	119	74	3	3	NUM
crias-114	119	75	1.4	1.4	NUM
crias-114	119	76	0.89	0.89	NUM
crias-114	119	77	0.64	0.64	NUM
crias-114	119	78	categorical	categorical	ADJ
crias-114	119	79	variable	variable	ADJ
crias-114	119	80	variable	variable	ADJ
crias-114	119	81	label	label	NOUN
crias-114	119	82	frequency	frequency	NOUN
crias-114	119	83	percentage	percentage	NOUN
crias-114	119	84	gender	gender	NOUN
crias-114	119	85	male	male	NOUN
crias-114	119	86	=	=	NOUN
crias-114	119	87	1	1	NUM
crias-114	119	88	22	22	NUM
crias-114	119	89	26.7	26.7	NUM
crias-114	119	90	female=0	female=0	NOUN
crias-114	119	91	8	8	NUM
crias-114	119	92	73.3	73.3	NUM
crias-114	119	93	credit	credit	NOUN
crias-114	119	94	access	access	NOUN
crias-114	119	95	access=	access=	NUM
crias-114	119	96	1	1	NUM
crias-114	119	97	7	7	NUM
crias-114	119	98	23.3	23.3	NUM
crias-114	119	99	no	no	DET
crias-114	119	100	access=	access=	NUM
crias-114	119	101	0	0	NUM
crias-114	119	102	23	23	NUM
crias-114	119	103	76.7	76.7	NUM
crias-114	119	104	housing	housing	NOUN
crias-114	119	105	type	type	NOUN
crias-114	119	106	concrete	concrete	NOUN
crias-114	119	107	=	=	NOUN
crias-114	119	108	1	1	NUM
crias-114	119	109	24	24	NUM
crias-114	119	110	80.0	80.0	NUM
crias-114	119	111	mudhouse=0	mudhouse=0	NOUN
crias-114	119	112	6	6	NUM
crias-114	119	113	20.0	20.0	NUM
crias-114	119	114	source	source	NOUN
crias-114	119	115	:	:	PUNCT
crias-114	119	116	authors	author	NOUN
crias-114	119	117	’	'	PUNCT
crias-114	119	118	computation	computation	NOUN
crias-114	119	119	,	,	PUNCT
crias-114	119	120	2018	2018	NUM
crias-114	119	121	.	.	PUNCT
crias-114	120	1	in	in	ADP
crias-114	120	2	terms	term	NOUN
crias-114	120	3	of	of	ADP
crias-114	120	4	the	the	DET
crias-114	120	5	categorical	categorical	ADJ
crias-114	120	6	variables	variable	NOUN
crias-114	120	7	included	include	VERB
crias-114	120	8	in	in	ADP
crias-114	120	9	the	the	DET
crias-114	120	10	study	study	NOUN
crias-114	120	11	,	,	PUNCT
crias-114	120	12	22	22	NUM
crias-114	120	13	(	(	PUNCT
crias-114	120	14	73.7	73.7	NUM
crias-114	120	15	%	%	NOUN
crias-114	120	16	)	)	PUNCT
crias-114	120	17	were	be	AUX
crias-114	120	18	males	male	NOUN
crias-114	120	19	with	with	ADP
crias-114	120	20	only	only	ADV
crias-114	120	21	about	about	ADV
crias-114	120	22	8	8	NUM
crias-114	120	23	(	(	PUNCT
crias-114	120	24	23.3	23.3	NUM
crias-114	120	25	%	%	NOUN
crias-114	120	26	)	)	PUNCT
crias-114	120	27	of	of	ADP
crias-114	120	28	the	the	DET
crias-114	120	29	farmers	farmer	NOUN
crias-114	120	30	being	be	AUX
crias-114	120	31	females	female	NOUN
crias-114	120	32	.	.	PUNCT
crias-114	121	1	the	the	DET
crias-114	121	2	dominance	dominance	NOUN
crias-114	121	3	of	of	ADP
crias-114	121	4	the	the	DET
crias-114	121	5	males	male	NOUN
crias-114	121	6	could	could	AUX
crias-114	121	7	be	be	AUX
crias-114	121	8	due	due	ADJ
crias-114	121	9	to	to	ADP
crias-114	121	10	the	the	DET
crias-114	121	11	tedious	tedious	ADJ
crias-114	121	12	nature	nature	NOUN
crias-114	121	13	of	of	ADP
crias-114	121	14	the	the	DET
crias-114	121	15	business	business	NOUN
crias-114	121	16	and	and	CCONJ
crias-114	121	17	high	high	ADJ
crias-114	121	18	risk	risk	NOUN
crias-114	121	19	involved	involve	VERB
crias-114	121	20	in	in	ADP
crias-114	121	21	the	the	DET
crias-114	121	22	venture	venture	NOUN
crias-114	121	23	.	.	PUNCT
crias-114	122	1	very	very	ADV
crias-114	122	2	few	few	ADJ
crias-114	122	3	farmers	farmer	NOUN
crias-114	122	4	(	(	PUNCT
crias-114	122	5	7	7	X
crias-114	122	6	)	)	PUNCT
crias-114	122	7	representing	represent	VERB
crias-114	122	8	23.3	23.3	NUM
crias-114	122	9	%	%	NOUN
crias-114	122	10	of	of	ADP
crias-114	122	11	the	the	DET
crias-114	122	12	respondents	respondent	NOUN
crias-114	122	13	claim	claim	VERB
crias-114	122	14	they	they	PRON
crias-114	122	15	have	have	VERB
crias-114	122	16	access	access	NOUN
crias-114	122	17	to	to	ADP
crias-114	122	18	credit	credit	NOUN
crias-114	122	19	whereas	whereas	SCONJ
crias-114	122	20	about	about	ADV
crias-114	122	21	76.7	76.7	NUM
crias-114	122	22	%	%	NOUN
crias-114	122	23	reported	report	VERB
crias-114	122	24	not	not	PART
crias-114	122	25	having	have	VERB
crias-114	122	26	access	access	NOUN
crias-114	122	27	to	to	ADP
crias-114	122	28	credit	credit	NOUN
crias-114	122	29	.	.	PUNCT
crias-114	123	1	the	the	DET
crias-114	123	2	gross	gross	ADJ
crias-114	123	3	high	high	ADJ
crias-114	123	4	reportage	reportage	NOUN
crias-114	123	5	in	in	ADP
crias-114	123	6	lack	lack	NOUN
crias-114	123	7	of	of	ADP
crias-114	123	8	access	access	NOUN
crias-114	123	9	to	to	ADP
crias-114	123	10	credit	credit	NOUN
crias-114	123	11	could	could	AUX
crias-114	123	12	be	be	AUX
crias-114	123	13	as	as	ADP
crias-114	123	14	a	a	DET
crias-114	123	15	result	result	NOUN
crias-114	123	16	of	of	ADP
crias-114	123	17	collateral	collateral	ADJ
crias-114	123	18	requirements	requirement	NOUN
crias-114	123	19	of	of	ADP
crias-114	123	20	most	most	ADJ
crias-114	123	21	of	of	ADP
crias-114	123	22	the	the	DET
crias-114	123	23	financial	financial	ADJ
crias-114	123	24	institutions	institution	NOUN
crias-114	123	25	and	and	CCONJ
crias-114	123	26	the	the	DET
crias-114	123	27	lack	lack	NOUN
crias-114	123	28	of	of	ADP
crias-114	123	29	interest	interest	NOUN
crias-114	123	30	in	in	ADP
crias-114	123	31	most	most	ADJ
crias-114	123	32	of	of	ADP
crias-114	123	33	them	they	PRON
crias-114	123	34	to	to	PART
crias-114	123	35	advance	advance	VERB
crias-114	123	36	credit	credit	NOUN
crias-114	123	37	to	to	ADP
crias-114	123	38	people	people	NOUN
crias-114	123	39	involved	involve	VERB
crias-114	123	40	in	in	ADP
crias-114	123	41	agriculture	agriculture	NOUN
crias-114	123	42	.	.	PUNCT
crias-114	124	1	most	most	ADJ
crias-114	124	2	of	of	ADP
crias-114	124	3	the	the	DET
crias-114	124	4	farmers	farmer	NOUN
crias-114	124	5	(	(	PUNCT
crias-114	124	6	80	80	NUM
crias-114	124	7	%	%	NOUN
crias-114	124	8	)	)	PUNCT
crias-114	124	9	were	be	AUX
crias-114	124	10	able	able	ADJ
crias-114	124	11	to	to	PART
crias-114	124	12	build	build	VERB
crias-114	124	13	their	their	PRON
crias-114	124	14	poultry	poultry	NOUN
crias-114	124	15	houses	house	NOUN
crias-114	124	16	with	with	ADP
crias-114	124	17	concrete	concrete	ADJ
crias-114	124	18	whereas	whereas	SCONJ
crias-114	124	19	only	only	ADV
crias-114	124	20	20	20	NUM
crias-114	124	21	%	%	NOUN
crias-114	124	22	of	of	ADP
crias-114	124	23	them	they	PRON
crias-114	124	24	use	use	VERB
crias-114	124	25	mud	mud	NOUN
crias-114	124	26	houses	house	NOUN
crias-114	124	27	to	to	PART
crias-114	124	28	house	house	VERB
crias-114	124	29	their	their	PRON
crias-114	124	30	birds	bird	NOUN
crias-114	124	31	.	.	PUNCT
crias-114	125	1	5.2	5.2	NUM
crias-114	125	2	.	.	PUNCT
crias-114	126	1	stochastic	stochastic	ADJ
crias-114	126	2	production	production	NOUN
crias-114	126	3	frontier	frontier	NOUN
crias-114	126	4	function	function	NOUN
crias-114	126	5	the	the	DET
crias-114	126	6	maximum	maximum	ADJ
crias-114	126	7	likelihood	likelihood	NOUN
crias-114	126	8	estimates	estimate	NOUN
crias-114	126	9	presented	present	VERB
crias-114	126	10	in	in	ADP
crias-114	126	11	table	table	NOUN
crias-114	126	12	2	2	NUM
crias-114	126	13	indicates	indicate	VERB
crias-114	126	14	that	that	SCONJ
crias-114	126	15	three	three	NUM
crias-114	126	16	independent	independent	ADJ
crias-114	126	17	variables	variable	NOUN
crias-114	126	18	were	be	AUX
crias-114	126	19	positive	positive	ADJ
crias-114	126	20	and	and	CCONJ
crias-114	126	21	significant	significant	ADJ
crias-114	126	22	at	at	ADP
crias-114	126	23	10	10	NUM
crias-114	126	24	%	%	NOUN
crias-114	126	25	and	and	CCONJ
crias-114	126	26	5	5	NUM
crias-114	126	27	%	%	NOUN
crias-114	126	28	levels	level	NOUN
crias-114	126	29	,	,	PUNCT
crias-114	126	30	implying	imply	VERB
crias-114	126	31	that	that	SCONJ
crias-114	126	32	a	a	DET
crias-114	126	33	percentage	percentage	NOUN
crias-114	126	34	increase	increase	NOUN
crias-114	126	35	in	in	ADP
crias-114	126	36	any	any	PRON
crias-114	126	37	of	of	ADP
crias-114	126	38	these	these	DET
crias-114	126	39	variables	variable	NOUN
crias-114	126	40	(	(	PUNCT
crias-114	126	41	number	number	NOUN
crias-114	126	42	of	of	ADP
crias-114	126	43	birds	bird	NOUN
crias-114	126	44	,	,	PUNCT
crias-114	126	45	medication	medication	NOUN
crias-114	126	46	,	,	PUNCT
crias-114	126	47	and	and	CCONJ
crias-114	126	48	quantity	quantity	NOUN
crias-114	126	49	of	of	ADP
crias-114	126	50	water	water	NOUN
crias-114	126	51	)	)	PUNCT
crias-114	126	52	will	will	AUX
crias-114	126	53	result	result	VERB
crias-114	126	54	in	in	ADP
crias-114	126	55	an	an	DET
crias-114	126	56	increase	increase	NOUN
crias-114	126	57	in	in	ADP
crias-114	126	58	output	output	NOUN
crias-114	126	59	.	.	PUNCT
crias-114	127	1	as	as	SCONJ
crias-114	127	2	seen	see	VERB
crias-114	127	3	in	in	ADP
crias-114	127	4	the	the	DET
crias-114	127	5	table	table	NOUN
crias-114	127	6	,	,	PUNCT
crias-114	127	7	if	if	SCONJ
crias-114	127	8	the	the	DET
crias-114	127	9	number	number	NOUN
crias-114	127	10	of	of	ADP
crias-114	127	11	birds	bird	NOUN
crias-114	127	12	is	be	AUX
crias-114	127	13	increased	increase	VERB
crias-114	127	14	by	by	ADP
crias-114	127	15	1	1	NUM
crias-114	127	16	%	%	NOUN
crias-114	127	17	,	,	PUNCT
crias-114	127	18	the	the	DET
crias-114	127	19	output	output	NOUN
crias-114	127	20	will	will	AUX
crias-114	127	21	increase	increase	VERB
crias-114	127	22	by	by	ADP
crias-114	127	23	11.4	11.4	NUM
crias-114	127	24	%	%	NOUN
crias-114	127	25	.	.	PUNCT
crias-114	128	1	medication	medication	NOUN
crias-114	128	2	also	also	ADV
crias-114	128	3	has	have	VERB
crias-114	128	4	a	a	DET
crias-114	128	5	significant	significant	ADJ
crias-114	128	6	effect	effect	NOUN
crias-114	128	7	on	on	ADP
crias-114	128	8	output	output	NOUN
crias-114	128	9	such	such	ADJ
crias-114	128	10	that	that	SCONJ
crias-114	128	11	when	when	SCONJ
crias-114	128	12	increased	increase	VERB
crias-114	128	13	by	by	ADP
crias-114	128	14	1	1	NUM
crias-114	128	15	%	%	NOUN
crias-114	128	16	,	,	PUNCT
crias-114	128	17	the	the	DET
crias-114	128	18	output	output	NOUN
crias-114	128	19	will	will	AUX
crias-114	128	20	increase	increase	VERB
crias-114	128	21	by	by	ADP
crias-114	128	22	79.7	79.7	NUM
crias-114	128	23	%	%	NOUN
crias-114	128	24	.	.	PUNCT
crias-114	129	1	increasing	increase	VERB
crias-114	129	2	the	the	DET
crias-114	129	3	quantity	quantity	NOUN
crias-114	129	4	of	of	ADP
crias-114	129	5	water	water	NOUN
crias-114	129	6	(	(	PUNCT
crias-114	129	7	ml	ml	NOUN
crias-114	129	8	)	)	PUNCT
crias-114	129	9	by	by	ADP
crias-114	129	10	1	1	NUM
crias-114	129	11	%	%	NOUN
crias-114	129	12	,	,	PUNCT
crias-114	129	13	resultantly	resultantly	ADV
crias-114	129	14	increases	increase	VERB
crias-114	129	15	output	output	NOUN
crias-114	129	16	by	by	ADP
crias-114	129	17	80.6	80.6	NUM
crias-114	129	18	%	%	NOUN
crias-114	129	19	.	.	PUNCT
crias-114	130	1	a	a	DET
crias-114	130	2	positive	positive	ADJ
crias-114	130	3	significant	significant	ADJ
crias-114	130	4	influence	influence	NOUN
crias-114	130	5	of	of	ADP
crias-114	130	6	stock	stock	NOUN
crias-114	130	7	size	size	NOUN
crias-114	130	8	was	be	AUX
crias-114	130	9	also	also	ADV
crias-114	130	10	reported	report	VERB
crias-114	130	11	in	in	ADP
crias-114	130	12	the	the	DET
crias-114	130	13	studies	study	NOUN
crias-114	130	14	of	of	ADP
crias-114	130	15	ezeh	ezeh	NOUN
crias-114	130	16	,	,	PUNCT
crias-114	130	17	et	et	PROPN
crias-114	130	18	al	al	PROPN
crias-114	130	19	.	.	PUNCT
crias-114	131	1	[	[	X
crias-114	131	2	21	21	NUM
crias-114	131	3	]	]	PUNCT
crias-114	131	4	and	and	CCONJ
crias-114	131	5	adepoju	adepoju	PROPN
crias-114	132	1	[	[	X
crias-114	132	2	22	22	NUM
crias-114	132	3	]	]	PUNCT
crias-114	132	4	.	.	PUNCT
crias-114	133	1	table-2	table-2	NUM
crias-114	133	2	.	.	PUNCT
crias-114	133	3	maximum	maximum	ADJ
crias-114	133	4	likelihood	likelihood	NOUN
crias-114	133	5	estimates	estimate	NOUN
crias-114	133	6	.	.	PUNCT
crias-114	134	1	variables	variable	NOUN
crias-114	134	2	parameter	parameter	PROPN
crias-114	134	3	coefficient	coefficient	PROPN
crias-114	134	4	standard	standard	ADJ
crias-114	134	5	error	error	NOUN
crias-114	134	6	t	t	NOUN
crias-114	134	7	-	-	PUNCT
crias-114	134	8	ratio	ratio	NOUN
crias-114	134	9	constant	constant	ADJ
crias-114	134	10	β0	β0	NOUN
crias-114	134	11	0.172	0.172	NUM
crias-114	134	12	0.078	0.078	NUM
crias-114	134	13	2.205	2.205	NUM
crias-114	134	14	number	number	NOUN
crias-114	134	15	of	of	ADP
crias-114	134	16	birds	bird	NOUN
crias-114	134	17	β1	β1	VERB
crias-114	134	18	0.114	0.114	NUM
crias-114	134	19	*	*	PUNCT
crias-114	134	20	*	*	PUNCT
crias-114	134	21	0.038	0.038	NUM
crias-114	134	22	3.000	3.000	NUM
crias-114	134	23	medication	medication	NOUN
crias-114	134	24	β2	β2	VERB
crias-114	134	25	0.797	0.797	NOUN
crias-114	134	26	*	*	PUNCT
crias-114	134	27	*	*	PROPN
crias-114	134	28	0.261	0.261	NUM
crias-114	134	29	3.054	3.054	NUM
crias-114	134	30	quantity	quantity	NOUN
crias-114	134	31	of	of	ADP
crias-114	134	32	water	water	NOUN
crias-114	134	33	β3	β3	NOUN
crias-114	134	34	0.806	0.806	NUM
crias-114	134	35	*	*	NOUN
crias-114	134	36	0.087	0.087	NUM
crias-114	134	37	9.264	9.264	NUM
crias-114	134	38	feeding	feeding	NOUN
crias-114	134	39	β4	β4	NOUN
crias-114	134	40	-0.303	-0.303	NOUN
crias-114	134	41	0.042	0.042	NUM
crias-114	134	42	7.214	7.214	NUM
crias-114	134	43	number	number	NOUN
crias-114	134	44	of	of	ADP
crias-114	134	45	employees	employee	NOUN
crias-114	134	46	β5	β5	VERB
crias-114	134	47	-0.634	-0.634	PROPN
crias-114	135	1	0.076	0.076	NUM
crias-114	135	2	8.342	8.342	NUM
crias-114	135	3	sigma	sigma	PROPN
crias-114	135	4	-	-	PUNCT
crias-114	135	5	squared	square	VERB
crias-114	135	6	0.821	0.821	NUM
crias-114	135	7	0.259	0.259	NUM
crias-114	135	8	3.170	3.170	NUM
crias-114	135	9	gamma	gamma	NOUN
crias-114	135	10	0.999	0.999	NUM
crias-114	135	11	0.135	0.135	NUM
crias-114	135	12	.	.	PUNCT
crias-114	136	1	7.400	7.400	NUM
crias-114	136	2	note	note	NOUN
crias-114	136	3	:	:	PUNCT
crias-114	136	4	significant	significant	ADJ
crias-114	136	5	codes	code	NOUN
crias-114	136	6	‘	'	PUNCT
crias-114	136	7	*	*	NOUN
crias-114	136	8	*	*	NOUN
crias-114	136	9	’	'	PUNCT
crias-114	136	10	0.05	0.05	NUM
crias-114	136	11	‘	'	PUNCT
crias-114	136	12	*	*	NOUN
crias-114	136	13	’	'	PUNCT
crias-114	136	14	0.01	0.01	NUM
crias-114	136	15	source	source	NOUN
crias-114	136	16	:	:	PUNCT
crias-114	136	17	authors	author	NOUN
crias-114	136	18	’	'	PUNCT
crias-114	136	19	computation	computation	NOUN
crias-114	136	20	,	,	PUNCT
crias-114	136	21	2018	2018	NUM
crias-114	136	22	.	.	PUNCT
crias-114	137	1	current	current	ADJ
crias-114	137	2	research	research	NOUN
crias-114	137	3	in	in	ADP
crias-114	137	4	agricultural	agricultural	ADJ
crias-114	137	5	sciences	science	NOUN
crias-114	137	6	,	,	PUNCT
crias-114	137	7	2019	2019	NUM
crias-114	137	8	,	,	PUNCT
crias-114	137	9	6(1	6(1	NUM
crias-114	137	10	):	):	PUNCT
crias-114	137	11	20	20	NUM
crias-114	137	12	-	-	SYM
crias-114	137	13	28	28	NUM
crias-114	137	14	26	26	NUM
crias-114	137	15	©	©	PROPN
crias-114	137	16	2019	2019	NUM
crias-114	137	17	conscientia	conscientia	PROPN
crias-114	137	18	beam	beam	PROPN
crias-114	137	19	.	.	PUNCT
crias-114	138	1	all	all	DET
crias-114	138	2	rights	right	NOUN
crias-114	138	3	reserved	reserve	VERB
crias-114	138	4	.	.	PUNCT
crias-114	139	1	the	the	DET
crias-114	139	2	sigma	sigma	NOUN
crias-114	139	3	-	-	PUNCT
crias-114	139	4	squared	squared	ADJ
crias-114	139	5	(	(	PUNCT
crias-114	139	6	0.821	0.821	NUM
crias-114	139	7	)	)	PUNCT
crias-114	139	8	is	be	AUX
crias-114	139	9	significantly	significantly	ADV
crias-114	139	10	different	different	ADJ
crias-114	139	11	from	from	ADP
crias-114	139	12	zero	zero	NUM
crias-114	139	13	,	,	PUNCT
crias-114	139	14	indicating	indicate	VERB
crias-114	139	15	good	good	ADJ
crias-114	139	16	fit	fit	ADJ
crias-114	139	17	and	and	CCONJ
crias-114	139	18	correct	correct	ADJ
crias-114	139	19	specification	specification	NOUN
crias-114	139	20	of	of	ADP
crias-114	139	21	the	the	DET
crias-114	139	22	model	model	NOUN
crias-114	139	23	.	.	PUNCT
crias-114	140	1	the	the	DET
crias-114	140	2	value	value	NOUN
crias-114	140	3	of	of	ADP
crias-114	140	4	gamma	gamma	NOUN
crias-114	140	5	measures	measure	NOUN
crias-114	140	6	the	the	DET
crias-114	140	7	relationship	relationship	NOUN
crias-114	140	8	between	between	ADP
crias-114	140	9	random	random	ADJ
crias-114	140	10	variations	variation	NOUN
crias-114	140	11	in	in	ADP
crias-114	140	12	the	the	DET
crias-114	140	13	use	use	NOUN
crias-114	140	14	of	of	ADP
crias-114	140	15	inputs	input	NOUN
crias-114	140	16	.	.	PUNCT
crias-114	141	1	gamma	gamma	NOUN
crias-114	141	2	in	in	ADP
crias-114	141	3	this	this	DET
crias-114	141	4	study	study	NOUN
crias-114	141	5	is	be	AUX
crias-114	141	6	computed	compute	VERB
crias-114	141	7	as	as	ADP
crias-114	141	8	99	99	NUM
crias-114	141	9	%	%	NOUN
crias-114	141	10	and	and	CCONJ
crias-114	141	11	therefore	therefore	ADV
crias-114	141	12	indicates	indicate	VERB
crias-114	141	13	that	that	SCONJ
crias-114	141	14	the	the	DET
crias-114	141	15	random	random	ADJ
crias-114	141	16	variation	variation	NOUN
crias-114	141	17	in	in	ADP
crias-114	141	18	egg	egg	NOUN
crias-114	141	19	production	production	NOUN
crias-114	141	20	in	in	ADP
crias-114	141	21	the	the	DET
crias-114	141	22	study	study	NOUN
crias-114	141	23	area	area	NOUN
crias-114	141	24	is	be	AUX
crias-114	141	25	explained	explain	VERB
crias-114	141	26	by	by	ADP
crias-114	141	27	inefficiency	inefficiency	NOUN
crias-114	141	28	in	in	ADP
crias-114	141	29	resource	resource	NOUN
crias-114	141	30	utilization	utilization	NOUN
crias-114	141	31	.	.	PUNCT
crias-114	142	1	5.3	5.3	NUM
crias-114	142	2	.	.	PUNCT
crias-114	142	3	determinants	determinant	NOUN
crias-114	142	4	of	of	ADP
crias-114	142	5	technical	technical	ADJ
crias-114	142	6	inefficiency	inefficiency	NOUN
crias-114	142	7	a	a	DET
crias-114	142	8	negative	negative	ADJ
crias-114	142	9	sign	sign	NOUN
crias-114	142	10	on	on	ADP
crias-114	142	11	inefficiency	inefficiency	NOUN
crias-114	142	12	variables	variable	NOUN
crias-114	142	13	means	mean	VERB
crias-114	142	14	that	that	SCONJ
crias-114	142	15	the	the	DET
crias-114	142	16	variables	variable	NOUN
crias-114	142	17	increase	increase	VERB
crias-114	142	18	t.e	t.e	INTJ
crias-114	142	19	,	,	PUNCT
crias-114	142	20	while	while	SCONJ
crias-114	142	21	a	a	DET
crias-114	142	22	positive	positive	ADJ
crias-114	142	23	sign	sign	NOUN
crias-114	142	24	reduces	reduce	VERB
crias-114	142	25	t.e	t.e	PROPN
crias-114	142	26	.	.	PUNCT
crias-114	143	1	all	all	DET
crias-114	143	2	the	the	DET
crias-114	143	3	independent	independent	ADJ
crias-114	143	4	variables	variable	NOUN
crias-114	143	5	were	be	AUX
crias-114	143	6	expected	expect	VERB
crias-114	143	7	to	to	PART
crias-114	143	8	have	have	VERB
crias-114	143	9	a	a	DET
crias-114	143	10	negative	negative	ADJ
crias-114	143	11	sign	sign	NOUN
crias-114	143	12	,	,	PUNCT
crias-114	143	13	which	which	PRON
crias-114	143	14	implies	imply	VERB
crias-114	143	15	a	a	DET
crias-114	143	16	positive	positive	ADJ
crias-114	143	17	sign	sign	NOUN
crias-114	143	18	for	for	ADP
crias-114	143	19	any	any	DET
crias-114	143	20	quadratic	quadratic	ADJ
crias-114	143	21	term	term	NOUN
crias-114	143	22	.	.	PUNCT
crias-114	144	1	from	from	ADP
crias-114	144	2	table	table	NOUN
crias-114	144	3	3	3	NUM
crias-114	144	4	,	,	PUNCT
crias-114	144	5	producers	producer	NOUN
crias-114	144	6	age	age	NOUN
crias-114	144	7	(	(	PUNCT
crias-114	144	8	-0.0039	-0.0039	NOUN
crias-114	144	9	)	)	PUNCT
crias-114	144	10	,	,	PUNCT
crias-114	144	11	gender	gender	NOUN
crias-114	144	12	(	(	PUNCT
crias-114	144	13	-0.0828	-0.0828	NOUN
crias-114	144	14	)	)	PUNCT
crias-114	144	15	,	,	PUNCT
crias-114	144	16	interactive	interactive	ADJ
crias-114	144	17	term	term	NOUN
crias-114	144	18	,	,	PUNCT
crias-114	144	19	thus	thus	ADV
crias-114	144	20	age	age	NOUN
crias-114	144	21	and	and	CCONJ
crias-114	144	22	experience	experience	NOUN
crias-114	144	23	(	(	PUNCT
crias-114	144	24	-0.0003	-0.0003	ADJ
crias-114	144	25	)	)	PUNCT
crias-114	144	26	,	,	PUNCT
crias-114	144	27	and	and	CCONJ
crias-114	144	28	extension	extension	NOUN
crias-114	144	29	contact	contact	NOUN
crias-114	144	30	(	(	PUNCT
crias-114	144	31	-0.4354	-0.4354	NOUN
crias-114	144	32	)	)	PUNCT
crias-114	144	33	,	,	PUNCT
crias-114	144	34	all	all	PRON
crias-114	144	35	have	have	VERB
crias-114	144	36	negative	negative	ADJ
crias-114	144	37	coefficients	coefficient	NOUN
crias-114	144	38	,	,	PUNCT
crias-114	144	39	implying	imply	VERB
crias-114	144	40	that	that	SCONJ
crias-114	144	41	,	,	PUNCT
crias-114	144	42	these	these	DET
crias-114	144	43	variables	variable	NOUN
crias-114	144	44	influence	influence	VERB
crias-114	144	45	the	the	DET
crias-114	144	46	level	level	NOUN
crias-114	144	47	of	of	ADP
crias-114	144	48	technical	technical	ADJ
crias-114	144	49	efficiency	efficiency	NOUN
crias-114	144	50	of	of	ADP
crias-114	144	51	the	the	DET
crias-114	144	52	farmers	farmer	NOUN
crias-114	144	53	.	.	PUNCT
crias-114	145	1	while	while	SCONJ
crias-114	145	2	experience	experience	NOUN
crias-114	145	3	(	(	PUNCT
crias-114	145	4	+0.0171	+0.0171	PROPN
crias-114	145	5	)	)	PUNCT
crias-114	145	6	,	,	PUNCT
crias-114	145	7	credit	credit	NOUN
crias-114	145	8	(	(	PUNCT
crias-114	145	9	+0.0138	+0.0138	NUM
crias-114	145	10	)	)	PUNCT
crias-114	145	11	,	,	PUNCT
crias-114	145	12	and	and	CCONJ
crias-114	145	13	housing	housing	NOUN
crias-114	145	14	type	type	NOUN
crias-114	145	15	(	(	PUNCT
crias-114	145	16	+0.1065	+0.1065	NOUN
crias-114	145	17	)	)	PUNCT
crias-114	145	18	were	be	AUX
crias-114	145	19	positive	positive	ADJ
crias-114	145	20	implying	imply	VERB
crias-114	145	21	that	that	SCONJ
crias-114	145	22	,	,	PUNCT
crias-114	145	23	these	these	DET
crias-114	145	24	variables	variable	NOUN
crias-114	145	25	reduce	reduce	VERB
crias-114	145	26	t.e	t.e	PROPN
crias-114	145	27	and	and	CCONJ
crias-114	145	28	rather	rather	ADV
crias-114	145	29	tend	tend	VERB
crias-114	145	30	to	to	PART
crias-114	145	31	increase	increase	VERB
crias-114	145	32	inefficiency	inefficiency	NOUN
crias-114	145	33	among	among	ADP
crias-114	145	34	egg	egg	NOUN
crias-114	145	35	producers	producer	NOUN
crias-114	145	36	in	in	ADP
crias-114	145	37	the	the	DET
crias-114	145	38	study	study	NOUN
crias-114	145	39	area	area	NOUN
crias-114	145	40	.	.	PUNCT
crias-114	146	1	the	the	DET
crias-114	146	2	inefficiency	inefficiency	NOUN
crias-114	146	3	input	input	NOUN
crias-114	146	4	variables	variable	NOUN
crias-114	146	5	in	in	ADP
crias-114	146	6	table	table	NOUN
crias-114	146	7	3	3	NUM
crias-114	146	8	were	be	AUX
crias-114	146	9	all	all	PRON
crias-114	146	10	statistically	statistically	ADV
crias-114	146	11	significant	significant	ADJ
crias-114	146	12	at	at	ADP
crias-114	146	13	10	10	NUM
crias-114	146	14	%	%	NOUN
crias-114	146	15	,	,	PUNCT
crias-114	146	16	5	5	NUM
crias-114	146	17	%	%	NOUN
crias-114	146	18	and	and	CCONJ
crias-114	146	19	1	1	NUM
crias-114	146	20	%	%	NOUN
crias-114	146	21	significant	significant	ADJ
crias-114	146	22	levels	level	NOUN
crias-114	146	23	respectively	respectively	ADV
crias-114	146	24	.	.	PUNCT
crias-114	147	1	these	these	DET
crias-114	147	2	variables	variable	NOUN
crias-114	147	3	have	have	AUX
crias-114	147	4	been	be	AUX
crias-114	147	5	reported	report	VERB
crias-114	147	6	in	in	ADP
crias-114	147	7	several	several	ADJ
crias-114	147	8	studies	study	NOUN
crias-114	147	9	including	include	VERB
crias-114	147	10	ezeh	ezeh	PROPN
crias-114	147	11	,	,	PUNCT
crias-114	147	12	et	et	PROPN
crias-114	147	13	al	al	PROPN
crias-114	147	14	.	.	PUNCT
crias-114	148	1	[	[	X
crias-114	148	2	21	21	NUM
crias-114	148	3	]	]	PUNCT
crias-114	148	4	.	.	PUNCT
crias-114	149	1	table-3	table-3	NUM
crias-114	149	2	.	.	PUNCT
crias-114	150	1	determinants	determinant	NOUN
crias-114	150	2	of	of	ADP
crias-114	150	3	technical	technical	ADJ
crias-114	150	4	inefficiency	inefficiency	NOUN
crias-114	150	5	.	.	PUNCT
crias-114	151	1	variables	variable	NOUN
crias-114	151	2	parameters	parameter	NOUN
crias-114	151	3	coefficient	coefficient	VERB
crias-114	151	4	standard	standard	ADJ
crias-114	151	5	error	error	NOUN
crias-114	151	6	tratio	tratio	NOUN
crias-114	151	7	constant	constant	ADJ
crias-114	151	8	z0	z0	PROPN
crias-114	151	9	0.8579	0.8579	NUM
crias-114	151	10	*	*	PUNCT
crias-114	151	11	0.0619	0.0619	NUM
crias-114	151	12	13.839	13.839	NUM
crias-114	151	13	gender	gender	NOUN
crias-114	151	14	z1	z1	ADJ
crias-114	151	15	-0.0828	-0.0828	NOUN
crias-114	151	16	*	*	PUNCT
crias-114	151	17	*	*	NOUN
crias-114	151	18	0.0326	0.0326	NUM
crias-114	151	19	-2.543	-2.543	NOUN
crias-114	151	20	age	age	NOUN
crias-114	151	21	z2	z2	NOUN
crias-114	151	22	-0.0039	-0.0039	NOUN
crias-114	151	23	*	*	PUNCT
crias-114	151	24	*	*	PUNCT
crias-114	151	25	0.0023	0.0023	NUM
crias-114	151	26	-1.752	-1.752	NOUN
crias-114	151	27	experience	experience	NOUN
crias-114	151	28	z3	z3	PROPN
crias-114	151	29	0.0171	0.0171	NUM
crias-114	151	30	*	*	PUNCT
crias-114	151	31	*	*	PUNCT
crias-114	152	1	0.0099	0.0099	NUM
crias-114	152	2	1.713	1.713	NUM
crias-114	152	3	age*experience	age*experience	NOUN
crias-114	152	4	z4	z4	PROPN
crias-114	152	5	-0.0003	-0.0003	PROPN
crias-114	152	6	*	*	PROPN
crias-114	152	7	*	*	X
crias-114	152	8	0.0002	0.0002	NUM
crias-114	152	9	-1.820	-1.820	NOUN
crias-114	152	10	ext	ext	NOUN
crias-114	152	11	.	.	PUNCT
crias-114	153	1	contact	contact	PROPN
crias-114	153	2	z5	z5	PROPN
crias-114	153	3	-0.4354	-0.4354	PROPN
crias-114	153	4	*	*	PUNCT
crias-114	154	1	*	*	PUNCT
crias-114	154	2	*	*	PUNCT
crias-114	154	3	0.0439	0.0439	NUM
crias-114	154	4	-9.919	-9.919	NOUN
crias-114	154	5	credit	credit	NOUN
crias-114	154	6	access	access	NOUN
crias-114	154	7	z6	z6	PROPN
crias-114	154	8	0.0138	0.0138	PROPN
crias-114	154	9	*	*	PROPN
crias-114	154	10	*	*	PROPN
crias-114	154	11	0.0133	0.0133	NUM
crias-114	154	12	1.038	1.038	NUM
crias-114	154	13	housing	housing	NOUN
crias-114	154	14	type	type	NOUN
crias-114	154	15	z7	z7	PROPN
crias-114	154	16	0.1067	0.1067	NUM
crias-114	154	17	*	*	PROPN
crias-114	154	18	*	*	PROPN
crias-114	154	19	0.0719	0.0719	NUM
crias-114	154	20	1.482	1.482	NUM
crias-114	154	21	significant	significant	ADJ
crias-114	154	22	codes	code	NOUN
crias-114	154	23	‘	'	PUNCT
crias-114	154	24	*	*	NOUN
crias-114	154	25	*	*	PUNCT
crias-114	154	26	*	*	NOUN
crias-114	154	27	’	'	PUNCT
crias-114	154	28	0.001	0.001	NUM
crias-114	154	29	‘	'	PUNCT
crias-114	154	30	*	*	NOUN
crias-114	154	31	*	*	NOUN
crias-114	154	32	’	'	PUNCT
crias-114	154	33	0.05	0.05	NUM
crias-114	154	34	‘	'	PUNCT
crias-114	154	35	*	*	NOUN
crias-114	154	36	’	'	PUNCT
crias-114	154	37	0.01	0.01	NUM
crias-114	154	38	source	source	NOUN
crias-114	154	39	:	:	PUNCT
crias-114	154	40	authors	author	NOUN
crias-114	154	41	’	'	PUNCT
crias-114	154	42	computation	computation	NOUN
crias-114	154	43	,	,	PUNCT
crias-114	154	44	2018	2018	NUM
crias-114	154	45	.	.	PUNCT
crias-114	155	1	6	6	NUM
crias-114	155	2	.	.	PUNCT
crias-114	155	3	conclusions	conclusion	NOUN
crias-114	155	4	this	this	DET
crias-114	155	5	study	study	NOUN
crias-114	155	6	used	use	VERB
crias-114	155	7	cobb	cobb	PROPN
crias-114	155	8	-	-	PUNCT
crias-114	155	9	douglas	douglas	PROPN
crias-114	155	10	log	log	VERB
crias-114	155	11	transformed	transform	VERB
crias-114	155	12	function	function	NOUN
crias-114	155	13	to	to	PART
crias-114	155	14	assess	assess	VERB
crias-114	155	15	the	the	DET
crias-114	155	16	technical	technical	ADJ
crias-114	155	17	efficiency	efficiency	NOUN
crias-114	155	18	of	of	ADP
crias-114	155	19	30	30	NUM
crias-114	155	20	randomly	randomly	ADV
crias-114	155	21	selected	select	VERB
crias-114	155	22	layer	layer	NOUN
crias-114	155	23	producers	producer	NOUN
crias-114	155	24	in	in	ADP
crias-114	155	25	mampong	mampong	ADJ
crias-114	155	26	municipality	municipality	NOUN
crias-114	155	27	.	.	PUNCT
crias-114	156	1	a	a	DET
crias-114	156	2	front	front	ADJ
crias-114	156	3	4.1	4.1	NUM
crias-114	156	4	software	software	NOUN
crias-114	156	5	that	that	PRON
crias-114	156	6	incorporates	incorporate	VERB
crias-114	156	7	inefficiency	inefficiency	NOUN
crias-114	156	8	factors	factor	NOUN
crias-114	156	9	were	be	AUX
crias-114	156	10	used	use	VERB
crias-114	156	11	to	to	PART
crias-114	156	12	estimate	estimate	VERB
crias-114	156	13	the	the	DET
crias-114	156	14	maximum	maximum	ADJ
crias-114	156	15	likelihood	likelihood	NOUN
crias-114	156	16	estimation	estimation	NOUN
crias-114	156	17	(	(	PUNCT
crias-114	156	18	mle	mle	PROPN
crias-114	156	19	)	)	PUNCT
crias-114	156	20	,	,	PUNCT
crias-114	156	21	provided	provide	VERB
crias-114	156	22	farm	farm	NOUN
crias-114	156	23	specific	specific	ADJ
crias-114	156	24	technical	technical	ADJ
crias-114	156	25	efficiencies	efficiency	NOUN
crias-114	156	26	as	as	ADV
crias-114	156	27	well	well	ADV
crias-114	156	28	as	as	ADP
crias-114	156	29	their	their	PRON
crias-114	156	30	determinants	determinant	NOUN
crias-114	156	31	of	of	ADP
crias-114	156	32	output	output	NOUN
crias-114	156	33	.	.	PUNCT
crias-114	157	1	the	the	DET
crias-114	157	2	results	result	NOUN
crias-114	157	3	revealed	reveal	VERB
crias-114	157	4	a	a	DET
crias-114	157	5	positive	positive	ADJ
crias-114	157	6	and	and	CCONJ
crias-114	157	7	significant	significant	ADJ
crias-114	157	8	influence	influence	NOUN
crias-114	157	9	of	of	ADP
crias-114	157	10	the	the	DET
crias-114	157	11	number	number	NOUN
crias-114	157	12	of	of	ADP
crias-114	157	13	birds	bird	NOUN
crias-114	157	14	,	,	PUNCT
crias-114	157	15	medication	medication	NOUN
crias-114	157	16	and	and	CCONJ
crias-114	157	17	water	water	NOUN
crias-114	157	18	intake	intake	NOUN
crias-114	157	19	to	to	ADP
crias-114	157	20	the	the	DET
crias-114	157	21	number	number	NOUN
crias-114	157	22	of	of	ADP
crias-114	157	23	crates	crate	NOUN
crias-114	157	24	of	of	ADP
crias-114	157	25	eggs	egg	NOUN
crias-114	157	26	produced	produce	VERB
crias-114	157	27	in	in	ADP
crias-114	157	28	the	the	DET
crias-114	157	29	study	study	NOUN
crias-114	157	30	area	area	NOUN
crias-114	157	31	.	.	PUNCT
crias-114	158	1	farm	farm	NOUN
crias-114	158	2	-	-	PUNCT
crias-114	158	3	specific	specific	ADJ
crias-114	158	4	and	and	CCONJ
crias-114	158	5	socioeconomic	socioeconomic	ADJ
crias-114	158	6	factors	factor	NOUN
crias-114	158	7	that	that	PRON
crias-114	158	8	were	be	AUX
crias-114	158	9	chosen	choose	VERB
crias-114	158	10	for	for	ADP
crias-114	158	11	the	the	DET
crias-114	158	12	study	study	NOUN
crias-114	158	13	also	also	ADV
crias-114	158	14	showed	show	VERB
crias-114	158	15	that	that	SCONJ
crias-114	158	16	all	all	DET
crias-114	158	17	the	the	DET
crias-114	158	18	selected	select	VERB
crias-114	158	19	factors	factor	NOUN
crias-114	158	20	had	have	VERB
crias-114	158	21	varying	vary	VERB
crias-114	158	22	significance	significance	NOUN
crias-114	158	23	in	in	ADP
crias-114	158	24	influencing	influence	VERB
crias-114	158	25	technical	technical	ADJ
crias-114	158	26	inefficiency	inefficiency	NOUN
crias-114	158	27	positively	positively	ADV
crias-114	158	28	or	or	CCONJ
crias-114	158	29	negatively	negatively	ADV
crias-114	158	30	.	.	PUNCT
crias-114	159	1	age	age	NOUN
crias-114	159	2	,	,	PUNCT
crias-114	159	3	gender	gender	NOUN
crias-114	159	4	and	and	CCONJ
crias-114	159	5	extension	extension	NOUN
crias-114	159	6	contact	contact	NOUN
crias-114	159	7	increase	increase	VERB
crias-114	159	8	technical	technical	ADJ
crias-114	159	9	efficiency	efficiency	NOUN
crias-114	159	10	while	while	SCONJ
crias-114	159	11	experience	experience	NOUN
crias-114	159	12	,	,	PUNCT
crias-114	159	13	credit	credit	NOUN
crias-114	159	14	access	access	NOUN
crias-114	159	15	and	and	CCONJ
crias-114	159	16	housing	housing	NOUN
crias-114	159	17	type	type	NOUN
crias-114	159	18	rather	rather	ADV
crias-114	159	19	decrease	decrease	VERB
crias-114	159	20	technical	technical	ADJ
crias-114	159	21	efficiency	efficiency	NOUN
crias-114	159	22	and	and	CCONJ
crias-114	159	23	increases	increase	VERB
crias-114	159	24	technical	technical	ADJ
crias-114	159	25	inefficiency	inefficiency	NOUN
crias-114	159	26	.	.	PUNCT
crias-114	160	1	it	it	PRON
crias-114	160	2	is	be	AUX
crias-114	160	3	recommended	recommend	VERB
crias-114	160	4	for	for	SCONJ
crias-114	160	5	egg	egg	NOUN
crias-114	160	6	producers	producer	NOUN
crias-114	160	7	to	to	PART
crias-114	160	8	observe	observe	VERB
crias-114	160	9	the	the	DET
crias-114	160	10	proper	proper	ADJ
crias-114	160	11	routine	routine	ADJ
crias-114	160	12	medication	medication	NOUN
crias-114	160	13	and	and	CCONJ
crias-114	160	14	add	add	VERB
crias-114	160	15	other	other	ADJ
crias-114	160	16	supplementary	supplementary	ADJ
crias-114	160	17	drugs	drug	NOUN
crias-114	160	18	to	to	PART
crias-114	160	19	boost	boost	VERB
crias-114	160	20	the	the	DET
crias-114	160	21	laying	lay	VERB
crias-114	160	22	performance	performance	NOUN
crias-114	160	23	of	of	ADP
crias-114	160	24	their	their	PRON
crias-114	160	25	birds	bird	NOUN
crias-114	160	26	while	while	SCONJ
crias-114	160	27	intensifying	intensify	VERB
crias-114	160	28	stock	stock	NOUN
crias-114	160	29	size	size	NOUN
crias-114	160	30	and	and	CCONJ
crias-114	160	31	increasing	increase	VERB
crias-114	160	32	water	water	NOUN
crias-114	160	33	usage	usage	NOUN
crias-114	160	34	to	to	PART
crias-114	160	35	maximize	maximize	VERB
crias-114	160	36	production	production	NOUN
crias-114	160	37	and	and	CCONJ
crias-114	160	38	close	close	VERB
crias-114	160	39	up	up	ADP
crias-114	160	40	the	the	DET
crias-114	160	41	production	production	NOUN
crias-114	160	42	gap	gap	NOUN
crias-114	160	43	.	.	PUNCT
crias-114	161	1	proper	proper	ADJ
crias-114	161	2	housing	housing	NOUN
crias-114	161	3	structures	structure	NOUN
crias-114	161	4	should	should	AUX
crias-114	161	5	be	be	AUX
crias-114	161	6	provided	provide	VERB
crias-114	161	7	and	and	CCONJ
crias-114	161	8	extension	extension	NOUN
crias-114	161	9	contact	contact	NOUN
crias-114	161	10	increased	increase	VERB
crias-114	161	11	to	to	PART
crias-114	161	12	reduce	reduce	VERB
crias-114	161	13	inefficiency	inefficiency	NOUN
crias-114	161	14	among	among	ADP
crias-114	161	15	farmers	farmer	NOUN
crias-114	161	16	.	.	PUNCT
crias-114	162	1	funding	funding	NOUN
crias-114	162	2	:	:	PUNCT
crias-114	162	3	this	this	DET
crias-114	162	4	study	study	NOUN
crias-114	162	5	received	receive	VERB
crias-114	162	6	no	no	DET
crias-114	162	7	specific	specific	ADJ
crias-114	162	8	financial	financial	ADJ
crias-114	162	9	support	support	NOUN
crias-114	162	10	.	.	PUNCT
crias-114	163	1	competing	compete	VERB
crias-114	163	2	interests	interest	NOUN
crias-114	163	3	:	:	PUNCT
crias-114	163	4	the	the	DET
crias-114	163	5	authors	author	NOUN
crias-114	163	6	declare	declare	VERB
crias-114	163	7	that	that	SCONJ
crias-114	163	8	they	they	PRON
crias-114	163	9	have	have	VERB
crias-114	163	10	no	no	DET
crias-114	163	11	competing	compete	VERB
crias-114	163	12	interests	interest	NOUN
crias-114	163	13	.	.	PUNCT
crias-114	164	1	contributors	contributor	NOUN
crias-114	164	2	/	/	SYM
crias-114	164	3	acknowledgement	acknowledgement	NOUN
crias-114	164	4	:	:	PUNCT
crias-114	164	5	all	all	DET
crias-114	164	6	authors	author	NOUN
crias-114	164	7	contributed	contribute	VERB
crias-114	164	8	equally	equally	ADV
crias-114	164	9	to	to	ADP
crias-114	164	10	the	the	DET
crias-114	164	11	conception	conception	NOUN
crias-114	164	12	and	and	CCONJ
crias-114	164	13	design	design	NOUN
crias-114	164	14	of	of	ADP
crias-114	164	15	the	the	DET
crias-114	164	16	study	study	NOUN
crias-114	164	17	.	.	PUNCT
crias-114	165	1	current	current	ADJ
crias-114	165	2	research	research	NOUN
crias-114	165	3	in	in	ADP
crias-114	165	4	agricultural	agricultural	ADJ
crias-114	165	5	sciences	science	NOUN
crias-114	165	6	,	,	PUNCT
crias-114	165	7	2019	2019	NUM
crias-114	165	8	,	,	PUNCT
crias-114	165	9	6(1	6(1	NUM
crias-114	165	10	):	):	PUNCT
crias-114	165	11	20	20	NUM
crias-114	165	12	-	-	SYM
crias-114	165	13	28	28	NUM
crias-114	165	14	27	27	NUM
crias-114	165	15	©	©	PROPN
crias-114	165	16	2019	2019	NUM
crias-114	165	17	conscientia	conscientia	PROPN
crias-114	165	18	beam	beam	PROPN
crias-114	165	19	.	.	PUNCT
crias-114	166	1	all	all	DET
crias-114	166	2	rights	right	NOUN
crias-114	166	3	reserved	reserve	VERB
crias-114	166	4	.	.	PUNCT
crias-114	167	1	references	reference	NOUN
crias-114	167	2	[	[	X
crias-114	167	3	1	1	NUM
crias-114	167	4	]	]	PUNCT
crias-114	167	5	m.	m.	NOUN
crias-114	167	6	j.	j.	PROPN
crias-114	167	7	islam	islam	PROPN
crias-114	167	8	,	,	PUNCT
crias-114	167	9	m.	m.	NOUN
crias-114	167	10	kamruzzaman	kamruzzaman	PROPN
crias-114	167	11	,	,	PUNCT
crias-114	167	12	m.	m.	NOUN
crias-114	167	13	j.	j.	PROPN
crias-114	167	14	uddin	uddin	PROPN
crias-114	167	15	,	,	PUNCT
crias-114	167	16	and	and	CCONJ
crias-114	167	17	s.	s.	PROPN
crias-114	167	18	j.	j.	PROPN
crias-114	167	19	rayhan	rayhan	PROPN
crias-114	167	20	,	,	PUNCT
crias-114	167	21	"	"	PUNCT
crias-114	167	22	growth	growth	NOUN
crias-114	167	23	rate	rate	NOUN
crias-114	167	24	and	and	CCONJ
crias-114	167	25	marketing	marketing	NOUN
crias-114	167	26	channel	channel	NOUN
crias-114	167	27	identification	identification	NOUN
crias-114	167	28	of	of	ADP
crias-114	167	29	seasonal	seasonal	ADJ
crias-114	167	30	fruits	fruit	NOUN
crias-114	167	31	:	:	PUNCT
crias-114	167	32	an	an	DET
crias-114	167	33	empirical	empirical	ADJ
crias-114	167	34	study	study	NOUN
crias-114	167	35	based	base	VERB
crias-114	167	36	on	on	ADP
crias-114	167	37	chittagong	chittagong	PROPN
crias-114	167	38	hill	hill	PROPN
crias-114	167	39	districts	district	NOUN
crias-114	167	40	of	of	ADP
crias-114	167	41	bangladesh	bangladesh	NOUN
crias-114	167	42	,	,	PUNCT
crias-114	167	43	"	"	PUNCT
crias-114	167	44	international	international	ADJ
crias-114	167	45	journal	journal	NOUN
crias-114	167	46	of	of	ADP
crias-114	167	47	economics	economic	NOUN
crias-114	167	48	,	,	PUNCT
crias-114	167	49	commerce	commerce	NOUN
crias-114	167	50	and	and	CCONJ
crias-114	167	51	management	management	NOUN
crias-114	167	52	,	,	PUNCT
crias-114	167	53	vol	vol	NOUN
crias-114	167	54	.	.	PROPN
crias-114	167	55	5	5	NUM
crias-114	167	56	,	,	PUNCT
crias-114	167	57	pp	pp	ADJ
crias-114	167	58	.	.	PUNCT
crias-114	168	1	186	186	NUM
crias-114	168	2	-	-	SYM
crias-114	168	3	200	200	NUM
crias-114	168	4	,	,	PUNCT
crias-114	168	5	2017	2017	NUM
crias-114	168	6	.	.	PUNCT
crias-114	169	1	[	[	X
crias-114	169	2	2	2	NUM
crias-114	169	3	]	]	PUNCT
crias-114	169	4	m.	m.	NOUN
crias-114	169	5	j.	j.	PROPN
crias-114	169	6	islam	islam	PROPN
crias-114	169	7	,	,	PUNCT
crias-114	169	8	"	"	PUNCT
crias-114	169	9	contextual	contextual	ADJ
crias-114	169	10	estimation	estimation	NOUN
crias-114	169	11	of	of	ADP
crias-114	169	12	marketable	marketable	ADJ
crias-114	169	13	and	and	CCONJ
crias-114	169	14	marketed	market	VERB
crias-114	169	15	surplus	surplus	NOUN
crias-114	169	16	of	of	ADP
crias-114	169	17	selected	select	VERB
crias-114	169	18	seasonal	seasonal	ADJ
crias-114	169	19	fruits	fruit	NOUN
crias-114	169	20	:	:	PUNCT
crias-114	169	21	a	a	DET
crias-114	169	22	study	study	NOUN
crias-114	169	23	based	base	VERB
crias-114	169	24	on	on	ADP
crias-114	169	25	chittagong	chittagong	PROPN
crias-114	169	26	hill	hill	PROPN
crias-114	169	27	tracts	tract	NOUN
crias-114	169	28	(	(	PUNCT
crias-114	169	29	cht	cht	PROPN
crias-114	169	30	)	)	PUNCT
crias-114	169	31	of	of	ADP
crias-114	169	32	bangladesh	bangladesh	NOUN
crias-114	169	33	,	,	PUNCT
crias-114	169	34	"	"	PUNCT
crias-114	169	35	international	international	ADJ
crias-114	169	36	journal	journal	NOUN
crias-114	169	37	of	of	ADP
crias-114	169	38	sustainable	sustainable	ADJ
crias-114	169	39	agricultural	agricultural	ADJ
crias-114	169	40	research	research	NOUN
crias-114	169	41	,	,	PUNCT
crias-114	169	42	vol	vol	NOUN
crias-114	169	43	.	.	PROPN
crias-114	169	44	6	6	NUM
crias-114	169	45	,	,	PUNCT
crias-114	169	46	pp	pp	ADJ
crias-114	169	47	.	.	PUNCT
crias-114	170	1	21	21	NUM
crias-114	170	2	-	-	SYM
crias-114	170	3	32	32	NUM
crias-114	170	4	,	,	PUNCT
crias-114	170	5	2019	2019	NUM
crias-114	170	6	.	.	PUNCT
crias-114	171	1	available	available	ADJ
crias-114	171	2	at	at	ADP
crias-114	171	3	:	:	PUNCT
crias-114	171	4	https://doi.org/10.18488/journal.70.2019.61.21.32	https://doi.org/10.18488/journal.70.2019.61.21.32	X
crias-114	171	5	.	.	PUNCT
crias-114	172	1	[	[	X
crias-114	172	2	3	3	NUM
crias-114	172	3	]	]	PUNCT
crias-114	172	4	a.	a.	NOUN
crias-114	172	5	s.	s.	PROPN
crias-114	173	1	p.	p.	PROPN
crias-114	173	2	r.	r.	PROPN
crias-114	173	3	monitoring	monitoring	NOUN
crias-114	173	4	and	and	CCONJ
crias-114	173	5	evaluation	evaluation	NOUN
crias-114	173	6	directorate	directorate	NOUN
crias-114	173	7	,	,	PUNCT
crias-114	173	8	"	"	PUNCT
crias-114	173	9	monitoring	monitoring	NOUN
crias-114	173	10	and	and	CCONJ
crias-114	173	11	evaluation	evaluation	NOUN
crias-114	173	12	directorate	directorate	ADJ
crias-114	173	13	agricultural	agricultural	ADJ
crias-114	173	14	sector	sector	NOUN
crias-114	173	15	progress	progress	NOUN
crias-114	173	16	report	report	NOUN
crias-114	173	17	,	,	PUNCT
crias-114	173	18	2016	2016	NUM
crias-114	173	19	.	.	PUNCT
crias-114	174	1	ministry	ministry	PROPN
crias-114	174	2	of	of	ADP
crias-114	174	3	food	food	NOUN
crias-114	174	4	and	and	CCONJ
crias-114	174	5	agriculture	agriculture	NOUN
crias-114	174	6	,	,	PUNCT
crias-114	174	7	accra	accra	NOUN
crias-114	174	8	,	,	PUNCT
crias-114	174	9	ghana	ghana	PROPN
crias-114	174	10	.	.	PUNCT
crias-114	174	11	"	"	PUNCT
crias-114	175	1	available	available	ADJ
crias-114	175	2	:	:	PUNCT
crias-114	175	3	http://www.mofa.gov.gh	http://www.mofa.gov.gh	ADJ
crias-114	175	4	.	.	PUNCT
crias-114	176	1	[	[	X
crias-114	176	2	accessed	access	VERB
crias-114	176	3	25th	25th	ADJ
crias-114	176	4	august	august	PROPN
crias-114	176	5	,	,	PUNCT
crias-114	176	6	2018	2018	NUM
crias-114	176	7	]	]	PUNCT
crias-114	176	8	,	,	PUNCT
crias-114	176	9	2017	2017	NUM
crias-114	176	10	.	.	PUNCT
crias-114	177	1	[	[	X
crias-114	177	2	4	4	X
crias-114	177	3	]	]	PUNCT
crias-114	177	4	k.	k.	PROPN
crias-114	177	5	killebrew	killebrew	PROPN
crias-114	177	6	and	and	CCONJ
crias-114	177	7	r.	r.	PROPN
crias-114	177	8	plotnick	plotnick	PROPN
crias-114	177	9	,	,	PUNCT
crias-114	177	10	"	"	PUNCT
crias-114	177	11	poultry	poultry	NOUN
crias-114	177	12	markets	market	NOUN
crias-114	177	13	in	in	ADP
crias-114	177	14	west	west	PROPN
crias-114	177	15	africa	africa	PROPN
crias-114	177	16	ghana	ghana	PROPN
crias-114	177	17	.	.	PUNCT
crias-114	178	1	evans	evans	PROPN
crias-114	178	2	school	school	PROPN
crias-114	178	3	of	of	ADP
crias-114	178	4	policy	policy	NOUN
crias-114	178	5	analysis	analysis	NOUN
crias-114	178	6	and	and	CCONJ
crias-114	178	7	research	research	NOUN
crias-114	178	8	,	,	PUNCT
crias-114	178	9	"	"	PUNCT
crias-114	178	10	in	in	ADP
crias-114	178	11	prepared	prepared	ADJ
crias-114	178	12	for	for	ADP
crias-114	178	13	the	the	DET
crias-114	178	14	market	market	NOUN
crias-114	178	15	access	access	NOUN
crias-114	178	16	team	team	NOUN
crias-114	178	17	of	of	ADP
crias-114	178	18	the	the	DET
crias-114	178	19	bill	bill	PROPN
crias-114	178	20	&	&	CCONJ
crias-114	178	21	melinda	melinda	PROPN
crias-114	178	22	gates	gates	PROPN
crias-114	178	23	foundation	foundation	PROPN
crias-114	178	24	.	.	PUNCT
crias-114	179	1	epar	epar	PROPN
crias-114	179	2	brief	brief	ADJ
crias-114	179	3	83	83	NUM
crias-114	179	4	,	,	PUNCT
crias-114	179	5	2010	2010	NUM
crias-114	179	6	.	.	PUNCT
crias-114	180	1	[	[	X
crias-114	180	2	5	5	X
crias-114	180	3	]	]	PUNCT
crias-114	180	4	p.	p.	NOUN
crias-114	180	5	ekunwe	ekunwe	PROPN
crias-114	180	6	,	,	PUNCT
crias-114	180	7	o.	o.	PROPN
crias-114	180	8	soniregun	soniregun	NOUN
crias-114	180	9	,	,	PUNCT
crias-114	180	10	and	and	CCONJ
crias-114	180	11	j.	j.	PROPN
crias-114	180	12	oyedeji	oyedeji	PROPN
crias-114	180	13	,	,	PUNCT
crias-114	180	14	"	"	PUNCT
crias-114	180	15	economics	economic	NOUN
crias-114	180	16	of	of	ADP
crias-114	180	17	small	small	ADJ
crias-114	180	18	scale	scale	NOUN
crias-114	180	19	deep	deep	ADJ
crias-114	180	20	litter	litter	NOUN
crias-114	180	21	system	system	NOUN
crias-114	180	22	of	of	ADP
crias-114	180	23	egg	egg	NOUN
crias-114	180	24	production	production	NOUN
crias-114	180	25	in	in	ADP
crias-114	180	26	oredo	oredo	ADJ
crias-114	180	27	local	local	ADJ
crias-114	180	28	government	government	NOUN
crias-114	180	29	area	area	NOUN
crias-114	180	30	of	of	ADP
crias-114	180	31	edo	edo	PROPN
crias-114	180	32	state	state	PROPN
crias-114	180	33	,	,	PUNCT
crias-114	180	34	nigeria	nigeria	PROPN
crias-114	180	35	,	,	PUNCT
crias-114	180	36	"	"	PUNCT
crias-114	180	37	international	international	ADJ
crias-114	180	38	journal	journal	NOUN
crias-114	180	39	of	of	ADP
crias-114	180	40	poultry	poultry	NOUN
crias-114	180	41	science	science	NOUN
crias-114	180	42	,	,	PUNCT
crias-114	180	43	vol	vol	NOUN
crias-114	180	44	.	.	PROPN
crias-114	181	1	5	5	NUM
crias-114	181	2	,	,	PUNCT
crias-114	181	3	pp	pp	ADJ
crias-114	181	4	.	.	PUNCT
crias-114	182	1	81	81	NUM
crias-114	182	2	-	-	SYM
crias-114	182	3	83	83	NUM
crias-114	182	4	,	,	PUNCT
crias-114	182	5	2006	2006	NUM
crias-114	182	6	.	.	PUNCT
crias-114	183	1	available	available	ADJ
crias-114	183	2	at	at	ADP
crias-114	183	3	:	:	PUNCT
crias-114	183	4	https://doi.org/10.3923/ijps.2006.81.83	https://doi.org/10.3923/ijps.2006.81.83	X
crias-114	183	5	.	.	PUNCT
crias-114	184	1	[	[	X
crias-114	184	2	6	6	NUM
crias-114	184	3	]	]	PUNCT
crias-114	184	4	m.	m.	NOUN
crias-114	184	5	assa	assa	NOUN
crias-114	184	6	,	,	PUNCT
crias-114	184	7	"	"	PUNCT
crias-114	184	8	poultry	poultry	NOUN
crias-114	184	9	production	production	NOUN
crias-114	184	10	and	and	CCONJ
crias-114	184	11	rural	rural	ADJ
crias-114	184	12	poverty	poverty	NOUN
crias-114	184	13	among	among	ADP
crias-114	184	14	small	small	ADJ
crias-114	184	15	-	-	PUNCT
crias-114	184	16	scale	scale	NOUN
crias-114	184	17	farmers	farmer	NOUN
crias-114	184	18	in	in	ADP
crias-114	184	19	mzimba	mzimba	PROPN
crias-114	184	20	district	district	PROPN
crias-114	184	21	of	of	ADP
crias-114	184	22	malawi	malawi	PROPN
crias-114	184	23	,	,	PUNCT
crias-114	184	24	"	"	PUNCT
crias-114	184	25	2012	2012	NUM
crias-114	184	26	.	.	PUNCT
crias-114	185	1	[	[	X
crias-114	185	2	7	7	X
crias-114	185	3	]	]	PUNCT
crias-114	185	4	k.	k.	PROPN
crias-114	185	5	rajendran	rajendran	PROPN
crias-114	185	6	and	and	CCONJ
crias-114	185	7	s.	s.	PROPN
crias-114	185	8	mohanty	mohanty	PROPN
crias-114	185	9	,	,	PUNCT
crias-114	185	10	"	"	PUNCT
crias-114	185	11	comparative	comparative	ADJ
crias-114	185	12	economic	economic	ADJ
crias-114	185	13	analysis	analysis	NOUN
crias-114	185	14	and	and	CCONJ
crias-114	185	15	constraints	constraint	NOUN
crias-114	185	16	in	in	ADP
crias-114	185	17	egg	egg	NOUN
crias-114	185	18	production	production	NOUN
crias-114	185	19	under	under	ADP
crias-114	185	20	cage	cage	NOUN
crias-114	185	21	vs.	vs.	ADP
crias-114	185	22	deep	deep	ADJ
crias-114	185	23	litter	litter	NOUN
crias-114	185	24	systems	system	NOUN
crias-114	185	25	of	of	ADP
crias-114	185	26	rearing	rear	VERB
crias-114	185	27	in	in	ADP
crias-114	185	28	india	india	PROPN
crias-114	185	29	,	,	PUNCT
crias-114	185	30	"	"	PUNCT
crias-114	185	31	international	international	ADJ
crias-114	185	32	journal	journal	NOUN
crias-114	185	33	of	of	ADP
crias-114	185	34	poultry	poultry	NOUN
crias-114	185	35	science	science	NOUN
crias-114	185	36	,	,	PUNCT
crias-114	185	37	vol	vol	NOUN
crias-114	185	38	.	.	PROPN
crias-114	185	39	2	2	NUM
crias-114	185	40	,	,	PUNCT
crias-114	185	41	pp	pp	ADJ
crias-114	185	42	.	.	PUNCT
crias-114	186	1	153	153	NUM
crias-114	186	2	-	-	SYM
crias-114	186	3	158	158	NUM
crias-114	186	4	,	,	PUNCT
crias-114	186	5	2003	2003	NUM
crias-114	186	6	.	.	PUNCT
crias-114	187	1	available	available	ADJ
crias-114	187	2	at	at	ADP
crias-114	187	3	:	:	PUNCT
crias-114	187	4	https://doi.org/10.3923/ijps.2003.153.158	https://doi.org/10.3923/ijps.2003.153.158	PROPN
crias-114	187	5	.	.	PUNCT
crias-114	188	1	[	[	X
crias-114	188	2	8	8	NUM
crias-114	188	3	]	]	X
crias-114	188	4	food	food	NOUN
crias-114	188	5	and	and	CCONJ
crias-114	188	6	agricultural	agricultural	ADJ
crias-114	188	7	organization	organization	NOUN
crias-114	188	8	,	,	PUNCT
crias-114	188	9	"	"	PUNCT
crias-114	188	10	the	the	DET
crias-114	188	11	structure	structure	NOUN
crias-114	188	12	and	and	CCONJ
crias-114	188	13	importance	importance	NOUN
crias-114	188	14	of	of	ADP
crias-114	188	15	the	the	DET
crias-114	188	16	commercial	commercial	ADJ
crias-114	188	17	village	village	NOUN
crias-114	188	18	based	base	VERB
crias-114	188	19	poultry	poultry	NOUN
crias-114	188	20	in	in	ADP
crias-114	188	21	ghana	ghana	PROPN
crias-114	188	22	,	,	PUNCT
crias-114	188	23	"	"	PUNCT
crias-114	188	24	poultry	poultry	NOUN
crias-114	188	25	review	review	NOUN
crias-114	188	26	report	report	NOUN
crias-114	188	27	,	,	PUNCT
crias-114	188	28	2014	2014	NUM
crias-114	188	29	.	.	PUNCT
crias-114	189	1	[	[	X
crias-114	189	2	9	9	NUM
crias-114	189	3	]	]	X
crias-114	189	4	fao	fao	ADJ
crias-114	189	5	,	,	PUNCT
crias-114	189	6	food	food	NOUN
crias-114	189	7	and	and	CCONJ
crias-114	189	8	agricultural	agricultural	ADJ
crias-114	189	9	organisation	organisation	NOUN
crias-114	189	10	statistics	statistic	NOUN
crias-114	189	11	book	book	NOUN
crias-114	189	12	on	on	ADP
crias-114	189	13	national	national	ADJ
crias-114	189	14	crop	crop	NOUN
crias-114	189	15	production	production	NOUN
crias-114	189	16	.	.	PUNCT
crias-114	190	1	rome	rome	PROPN
crias-114	190	2	,	,	PUNCT
crias-114	190	3	italy	italy	PROPN
crias-114	190	4	:	:	PUNCT
crias-114	190	5	faq	faq	NOUN
crias-114	190	6	,	,	PUNCT
crias-114	190	7	2005	2005	NUM
crias-114	190	8	.	.	PUNCT
crias-114	191	1	[	[	X
crias-114	191	2	10	10	NUM
crias-114	191	3	]	]	PUNCT
crias-114	191	4	a.	a.	NOUN
crias-114	191	5	kumar	kumar	PROPN
crias-114	191	6	and	and	CCONJ
crias-114	191	7	u.	u.	PROPN
crias-114	191	8	pandey	pandey	PROPN
crias-114	191	9	,	,	PUNCT
crias-114	191	10	"	"	PUNCT
crias-114	191	11	growth	growth	NOUN
crias-114	191	12	performance	performance	NOUN
crias-114	191	13	of	of	ADP
crias-114	191	14	livestock	livestock	NOUN
crias-114	191	15	sector	sector	NOUN
crias-114	191	16	in	in	ADP
crias-114	191	17	india	india	PROPN
crias-114	191	18	.	.	PUNCT
crias-114	191	19	"	"	PUNCT
crias-114	192	1	sources	source	NOUN
crias-114	192	2	of	of	ADP
crias-114	192	3	growth	growth	NOUN
crias-114	192	4	in	in	ADP
crias-114	192	5	livestock	livestock	NOUN
crias-114	192	6	sector	sector	NOUN
crias-114	192	7	,	,	PUNCT
crias-114	192	8	policy	policy	NOUN
crias-114	192	9	paper	paper	NOUN
crias-114	192	10	no	no	INTJ
crias-114	192	11	.	.	NOUN
crias-114	192	12	9	9	NUM
crias-114	192	13	,	,	PUNCT
crias-114	192	14	1999	1999	NUM
crias-114	192	15	.	.	PUNCT
crias-114	193	1	[	[	X
crias-114	193	2	11	11	NUM
crias-114	193	3	]	]	X
crias-114	193	4	l.	l.	PROPN
crias-114	193	5	flake	flake	PROPN
crias-114	193	6	and	and	CCONJ
crias-114	193	7	e.	e.	PROPN
crias-114	193	8	ashitey	ashitey	PROPN
crias-114	193	9	,	,	PUNCT
crias-114	193	10	"	"	PUNCT
crias-114	193	11	ghana	ghana	PROPN
crias-114	193	12	’s	’s	PART
crias-114	193	13	poultry	poultry	NOUN
crias-114	193	14	and	and	CCONJ
crias-114	193	15	products	product	NOUN
crias-114	193	16	annual	annual	ADJ
crias-114	193	17	report	report	NOUN
crias-114	193	18	,	,	PUNCT
crias-114	193	19	"	"	PUNCT
crias-114	193	20	usda	usda	X
crias-114	193	21	foreign	foreign	ADJ
crias-114	193	22	agriculture	agriculture	NOUN
crias-114	193	23	services	service	NOUN
crias-114	193	24	gain	gain	VERB
crias-114	193	25	report2008	report2008	PROPN
crias-114	193	26	.	.	PUNCT
crias-114	194	1	[	[	X
crias-114	194	2	12	12	NUM
crias-114	194	3	]	]	X
crias-114	194	4	b.	b.	PROPN
crias-114	194	5	t.	t.	PROPN
crias-114	194	6	anang	anang	PROPN
crias-114	194	7	,	,	PUNCT
crias-114	194	8	c.	c.	PROPN
crias-114	194	9	yeboah	yeboah	PROPN
crias-114	194	10	,	,	PUNCT
crias-114	194	11	and	and	CCONJ
crias-114	194	12	a.	a.	NOUN
crias-114	194	13	a.	a.	NOUN
crias-114	194	14	agbolosu	agbolosu	PROPN
crias-114	194	15	,	,	PUNCT
crias-114	194	16	"	"	PUNCT
crias-114	194	17	profitability	profitability	NOUN
crias-114	194	18	of	of	ADP
crias-114	194	19	broiler	broiler	NOUN
crias-114	194	20	and	and	CCONJ
crias-114	194	21	layer	layer	NOUN
crias-114	194	22	production	production	NOUN
crias-114	194	23	in	in	ADP
crias-114	194	24	the	the	DET
crias-114	194	25	brong	brong	PROPN
crias-114	194	26	ahafo	ahafo	PROPN
crias-114	194	27	region	region	NOUN
crias-114	194	28	of	of	ADP
crias-114	194	29	ghana	ghana	PROPN
crias-114	194	30	,	,	PUNCT
crias-114	194	31	"	"	PUNCT
crias-114	194	32	journal	journal	NOUN
crias-114	194	33	of	of	ADP
crias-114	194	34	agriculture	agriculture	NOUN
crias-114	194	35	and	and	CCONJ
crias-114	194	36	biological	biological	ADJ
crias-114	194	37	science	science	NOUN
crias-114	194	38	,	,	PUNCT
crias-114	194	39	vol	vol	NOUN
crias-114	194	40	.	.	PROPN
crias-114	194	41	8	8	NUM
crias-114	194	42	,	,	PUNCT
crias-114	194	43	pp	pp	ADJ
crias-114	194	44	.	.	PUNCT
crias-114	195	1	423	423	NUM
crias-114	195	2	-	-	SYM
crias-114	195	3	430	430	NUM
crias-114	195	4	,	,	PUNCT
crias-114	195	5	2013	2013	NUM
crias-114	195	6	.	.	PUNCT
crias-114	196	1	[	[	X
crias-114	196	2	13	13	NUM
crias-114	196	3	]	]	PUNCT
crias-114	196	4	d.	d.	PROPN
crias-114	196	5	adei	adei	PROPN
crias-114	196	6	and	and	CCONJ
crias-114	196	7	b.	b.	PROPN
crias-114	196	8	asante	asante	PROPN
crias-114	196	9	,	,	PUNCT
crias-114	196	10	"	"	PUNCT
crias-114	196	11	the	the	DET
crias-114	196	12	challenges	challenge	NOUN
crias-114	196	13	and	and	CCONJ
crias-114	196	14	prospects	prospect	NOUN
crias-114	196	15	of	of	ADP
crias-114	196	16	the	the	DET
crias-114	196	17	poultry	poultry	NOUN
crias-114	196	18	industry	industry	NOUN
crias-114	196	19	in	in	ADP
crias-114	196	20	dormaa	dormaa	ADJ
crias-114	196	21	district	district	NOUN
crias-114	196	22	,	,	PUNCT
crias-114	196	23	"	"	PUNCT
crias-114	196	24	journal	journal	NOUN
crias-114	196	25	of	of	ADP
crias-114	196	26	science	science	NOUN
crias-114	196	27	and	and	CCONJ
crias-114	196	28	technology	technology	NOUN
crias-114	196	29	(	(	PUNCT
crias-114	196	30	ghana	ghana	PROPN
crias-114	196	31	)	)	PUNCT
crias-114	196	32	,	,	PUNCT
crias-114	196	33	vol	vol	NOUN
crias-114	196	34	.	.	PROPN
crias-114	196	35	32	32	NUM
crias-114	196	36	,	,	PUNCT
crias-114	196	37	pp	pp	ADJ
crias-114	196	38	.	.	PUNCT
crias-114	197	1	104	104	NUM
crias-114	197	2	-	-	SYM
crias-114	197	3	116	116	NUM
crias-114	197	4	,	,	PUNCT
crias-114	197	5	2012	2012	NUM
crias-114	197	6	.	.	PUNCT
crias-114	198	1	available	available	ADJ
crias-114	198	2	at	at	ADP
crias-114	198	3	:	:	PUNCT
crias-114	198	4	https://doi.org/10.4314/just.v32i1.11	https://doi.org/10.4314/just.v32i1.11	PROPN
crias-114	198	5	.	.	PUNCT
crias-114	199	1	[	[	X
crias-114	199	2	14	14	NUM
crias-114	199	3	]	]	X
crias-114	199	4	s.	s.	PROPN
crias-114	199	5	etuah	etuah	PROPN
crias-114	199	6	,	,	PUNCT
crias-114	199	7	"	"	PUNCT
crias-114	199	8	cost	cost	NOUN
crias-114	199	9	efficiency	efficiency	NOUN
crias-114	199	10	and	and	CCONJ
crias-114	199	11	economies	economy	NOUN
crias-114	199	12	of	of	ADP
crias-114	199	13	scale	scale	NOUN
crias-114	199	14	in	in	ADP
crias-114	199	15	broiler	broiler	NOUN
crias-114	199	16	production	production	NOUN
crias-114	199	17	in	in	ADP
crias-114	199	18	ghana	ghana	PROPN
crias-114	199	19	.	.	PUNCT
crias-114	200	1	a	a	DET
crias-114	200	2	case	case	NOUN
crias-114	200	3	study	study	NOUN
crias-114	200	4	of	of	ADP
crias-114	200	5	the	the	DET
crias-114	200	6	ashanti	ashanti	PROPN
crias-114	200	7	region	region	NOUN
crias-114	200	8	,	,	PUNCT
crias-114	200	9	"	"	PUNCT
crias-114	200	10	(	(	PUNCT
crias-114	200	11	doctoral	doctoral	ADJ
crias-114	200	12	dissertation	dissertation	NOUN
crias-114	200	13	)	)	PUNCT
crias-114	200	14	,	,	PUNCT
crias-114	200	15	2014	2014	NUM
crias-114	200	16	.	.	PUNCT
crias-114	201	1	[	[	X
crias-114	201	2	15	15	NUM
crias-114	201	3	]	]	X
crias-114	201	4	d.	d.	PROPN
crias-114	201	5	aigner	aigner	PROPN
crias-114	201	6	,	,	PUNCT
crias-114	201	7	c.	c.	PROPN
crias-114	201	8	k.	k.	PROPN
crias-114	201	9	lovell	lovell	PROPN
crias-114	201	10	,	,	PUNCT
crias-114	201	11	and	and	CCONJ
crias-114	201	12	p.	p.	PROPN
crias-114	201	13	schmidt	schmidt	NOUN
crias-114	201	14	,	,	PUNCT
crias-114	201	15	"	"	PUNCT
crias-114	201	16	formulation	formulation	NOUN
crias-114	201	17	and	and	CCONJ
crias-114	201	18	estimation	estimation	NOUN
crias-114	201	19	of	of	ADP
crias-114	201	20	stochastic	stochastic	ADJ
crias-114	201	21	frontier	frontier	NOUN
crias-114	201	22	production	production	NOUN
crias-114	201	23	function	function	NOUN
crias-114	201	24	models	model	NOUN
crias-114	201	25	,	,	PUNCT
crias-114	201	26	"	"	PUNCT
crias-114	201	27	journal	journal	NOUN
crias-114	201	28	of	of	ADP
crias-114	201	29	econometrics	econometric	NOUN
crias-114	201	30	,	,	PUNCT
crias-114	201	31	vol	vol	NOUN
crias-114	201	32	.	.	PROPN
crias-114	201	33	6	6	NUM
crias-114	201	34	,	,	PUNCT
crias-114	201	35	pp	pp	ADJ
crias-114	201	36	.	.	PUNCT
crias-114	202	1	21	21	NUM
crias-114	202	2	-	-	SYM
crias-114	202	3	37	37	NUM
crias-114	202	4	,	,	PUNCT
crias-114	202	5	1977	1977	NUM
crias-114	202	6	.	.	PUNCT
crias-114	203	1	available	available	ADJ
crias-114	203	2	at	at	ADP
crias-114	203	3	:	:	PUNCT
crias-114	203	4	https://doi.org/10.1016/0304-4076(77)90052-5	https://doi.org/10.1016/0304-4076(77)90052-5	ADJ
crias-114	203	5	.	.	PUNCT
crias-114	204	1	[	[	X
crias-114	204	2	16	16	NUM
crias-114	204	3	]	]	X
crias-114	204	4	w.	w.	PROPN
crias-114	204	5	meeusen	meeusen	PROPN
crias-114	204	6	and	and	CCONJ
crias-114	204	7	j.	j.	PROPN
crias-114	204	8	van	van	PROPN
crias-114	204	9	den	den	PROPN
crias-114	204	10	broeck	broeck	NOUN
crias-114	204	11	,	,	PUNCT
crias-114	204	12	"	"	PUNCT
crias-114	204	13	efficiency	efficiency	NOUN
crias-114	204	14	estimation	estimation	NOUN
crias-114	204	15	from	from	ADP
crias-114	204	16	cobb	cobb	PROPN
crias-114	204	17	-	-	PUNCT
crias-114	204	18	douglas	douglas	PROPN
crias-114	204	19	production	production	NOUN
crias-114	204	20	functions	function	NOUN
crias-114	204	21	with	with	ADP
crias-114	204	22	composed	compose	VERB
crias-114	204	23	error	error	NOUN
crias-114	204	24	,	,	PUNCT
crias-114	204	25	"	"	PUNCT
crias-114	204	26	international	international	ADJ
crias-114	204	27	economic	economic	ADJ
crias-114	204	28	review	review	NOUN
crias-114	204	29	,	,	PUNCT
crias-114	204	30	vol	vol	NOUN
crias-114	204	31	.	.	PROPN
crias-114	204	32	18	18	NUM
crias-114	204	33	,	,	PUNCT
crias-114	204	34	pp	pp	ADJ
crias-114	204	35	.	.	PUNCT
crias-114	204	36	435	435	NUM
crias-114	204	37	-	-	SYM
crias-114	204	38	444	444	NUM
crias-114	204	39	,	,	PUNCT
crias-114	204	40	1977	1977	NUM
crias-114	204	41	.	.	PUNCT
crias-114	205	1	available	available	ADJ
crias-114	205	2	at	at	ADP
crias-114	205	3	:	:	PUNCT
crias-114	205	4	https://doi.org/10.2307/2525757	https://doi.org/10.2307/2525757	PROPN
crias-114	205	5	.	.	PUNCT
crias-114	206	1	[	[	X
crias-114	206	2	17	17	NUM
crias-114	206	3	]	]	X
crias-114	206	4	b.	b.	PROPN
crias-114	206	5	ben	ben	PROPN
crias-114	206	6	-	-	PUNCT
crias-114	206	7	belhassen	belhassen	PROPN
crias-114	206	8	and	and	CCONJ
crias-114	206	9	a.	a.	NOUN
crias-114	206	10	w.	w.	PROPN
crias-114	206	11	womack	womack	PROPN
crias-114	206	12	,	,	PUNCT
crias-114	206	13	measurement	measurement	NOUN
crias-114	206	14	and	and	CCONJ
crias-114	206	15	explanation	explanation	NOUN
crias-114	206	16	of	of	ADP
crias-114	206	17	technical	technical	ADJ
crias-114	206	18	efficiency	efficiency	NOUN
crias-114	206	19	in	in	ADP
crias-114	206	20	missouri	missouri	PROPN
crias-114	206	21	hog	hog	PROPN
crias-114	206	22	production	production	NOUN
crias-114	206	23	.	.	PUNCT
crias-114	207	1	tampa	tampa	PROPN
crias-114	207	2	fl	fl	PROPN
crias-114	207	3	:	:	PUNCT
crias-114	207	4	in	in	ADP
crias-114	207	5	american	american	ADJ
crias-114	207	6	agricultural	agricultural	ADJ
crias-114	207	7	economics	economics	PROPN
crias-114	207	8	association	association	PROPN
crias-114	207	9	annual	annual	ADJ
crias-114	207	10	meeting	meeting	NOUN
crias-114	207	11	,	,	PUNCT
crias-114	207	12	2000	2000	NUM
crias-114	207	13	.	.	PUNCT
crias-114	208	1	[	[	X
crias-114	208	2	18	18	NUM
crias-114	208	3	]	]	X
crias-114	208	4	s.	s.	PROPN
crias-114	208	5	yao	yao	PROPN
crias-114	208	6	and	and	CCONJ
crias-114	208	7	z.	z.	PROPN
crias-114	208	8	liu	liu	PROPN
crias-114	208	9	,	,	PUNCT
crias-114	208	10	"	"	PUNCT
crias-114	208	11	determinants	determinant	NOUN
crias-114	208	12	of	of	ADP
crias-114	208	13	grain	grain	NOUN
crias-114	208	14	production	production	NOUN
crias-114	208	15	and	and	CCONJ
crias-114	208	16	technical	technical	ADJ
crias-114	208	17	efficiency	efficiency	NOUN
crias-114	208	18	in	in	ADP
crias-114	208	19	china	china	PROPN
crias-114	208	20	,	,	PUNCT
crias-114	208	21	"	"	PUNCT
crias-114	208	22	journal	journal	NOUN
crias-114	208	23	of	of	ADP
crias-114	208	24	agricultural	agricultural	ADJ
crias-114	208	25	economics	economic	NOUN
crias-114	208	26	,	,	PUNCT
crias-114	208	27	vol	vol	NOUN
crias-114	208	28	.	.	PROPN
crias-114	208	29	49	49	NUM
crias-114	208	30	,	,	PUNCT
crias-114	208	31	pp	pp	ADJ
crias-114	208	32	.	.	PUNCT
crias-114	209	1	171	171	NUM
crias-114	209	2	-	-	SYM
crias-114	209	3	184	184	NUM
crias-114	209	4	,	,	PUNCT
crias-114	209	5	1998	1998	NUM
crias-114	209	6	.	.	PUNCT
crias-114	210	1	available	available	ADJ
crias-114	210	2	at	at	ADP
crias-114	210	3	:	:	PUNCT
crias-114	210	4	https://doi.org/10.1111/j.1477-9552.1998.tb01262.x	https://doi.org/10.1111/j.1477-9552.1998.tb01262.x	PROPN
crias-114	210	5	.	.	PUNCT
crias-114	211	1	[	[	X
crias-114	211	2	19	19	NUM
crias-114	211	3	]	]	X
crias-114	211	4	g.	g.	PROPN
crias-114	211	5	e.	e.	PROPN
crias-114	211	6	battese	battese	PROPN
crias-114	211	7	and	and	CCONJ
crias-114	211	8	t.	t.	PROPN
crias-114	211	9	j.	j.	PROPN
crias-114	211	10	coelli	coelli	PROPN
crias-114	211	11	,	,	PUNCT
crias-114	211	12	"	"	PUNCT
crias-114	211	13	frontier	frontier	NOUN
crias-114	211	14	production	production	NOUN
crias-114	211	15	functions	function	NOUN
crias-114	211	16	,	,	PUNCT
crias-114	211	17	technical	technical	ADJ
crias-114	211	18	efficiency	efficiency	NOUN
crias-114	211	19	and	and	CCONJ
crias-114	211	20	panel	panel	NOUN
crias-114	211	21	data	datum	NOUN
crias-114	211	22	:	:	PUNCT
crias-114	211	23	with	with	ADP
crias-114	211	24	application	application	NOUN
crias-114	211	25	to	to	ADP
crias-114	211	26	paddy	paddy	NOUN
crias-114	211	27	farmers	farmer	NOUN
crias-114	211	28	in	in	ADP
crias-114	211	29	india	india	PROPN
crias-114	211	30	,	,	PUNCT
crias-114	211	31	"	"	PUNCT
crias-114	211	32	journal	journal	NOUN
crias-114	211	33	of	of	ADP
crias-114	211	34	productivity	productivity	NOUN
crias-114	211	35	analysis	analysis	NOUN
crias-114	211	36	,	,	PUNCT
crias-114	211	37	vol	vol	NOUN
crias-114	211	38	.	.	PROPN
crias-114	211	39	3	3	NUM
crias-114	211	40	,	,	PUNCT
crias-114	211	41	pp	pp	ADJ
crias-114	211	42	.	.	PUNCT
crias-114	212	1	153	153	NUM
crias-114	212	2	-	-	SYM
crias-114	212	3	169	169	NUM
crias-114	212	4	,	,	PUNCT
crias-114	212	5	1992	1992	NUM
crias-114	212	6	.	.	PUNCT
crias-114	213	1	available	available	ADJ
crias-114	213	2	at	at	ADP
crias-114	213	3	:	:	PUNCT
crias-114	213	4	https://doi.org/10.1007/bf00158774	https://doi.org/10.1007/bf00158774	X
crias-114	213	5	.	.	PUNCT
crias-114	214	1	[	[	X
crias-114	214	2	20	20	NUM
crias-114	214	3	]	]	PUNCT
crias-114	214	4	t.	t.	PROPN
crias-114	214	5	j.	j.	PROPN
crias-114	214	6	coelli	coelli	PROPN
crias-114	214	7	,	,	PUNCT
crias-114	214	8	"	"	PUNCT
crias-114	214	9	a	a	DET
crias-114	214	10	guide	guide	NOUN
crias-114	214	11	to	to	ADP
crias-114	214	12	frontier	frontier	NOUN
crias-114	214	13	version	version	NOUN
crias-114	214	14	4.1	4.1	NUM
crias-114	214	15	:	:	PUNCT
crias-114	214	16	a	a	DET
crias-114	214	17	computer	computer	NOUN
crias-114	214	18	program	program	NOUN
crias-114	214	19	for	for	ADP
crias-114	214	20	stochastic	stochastic	ADJ
crias-114	214	21	frontier	frontier	NOUN
crias-114	214	22	production	production	NOUN
crias-114	214	23	and	and	CCONJ
crias-114	214	24	cost	cost	NOUN
crias-114	214	25	function	function	NOUN
crias-114	214	26	estimation	estimation	NOUN
crias-114	214	27	.	.	PUNCT
crias-114	215	1	cepa	cepa	NOUN
crias-114	215	2	working	work	VERB
crias-114	215	3	papers	paper	NOUN
crias-114	215	4	,	,	PUNCT
crias-114	215	5	"	"	PUNCT
crias-114	215	6	vol	vol	NOUN
crias-114	215	7	.	.	PROPN
crias-114	215	8	7	7	NUM
crias-114	215	9	,	,	PUNCT
crias-114	215	10	pp	pp	ADJ
crias-114	215	11	.	.	PUNCT
crias-114	216	1	1	1	NUM
crias-114	216	2	-	-	SYM
crias-114	216	3	33	33	NUM
crias-114	216	4	,	,	PUNCT
crias-114	216	5	1996	1996	NUM
crias-114	216	6	.	.	PUNCT
crias-114	217	1	http://www.mofa.gov.gh/	http://www.mofa.gov.gh/	PROPN
crias-114	217	2	current	current	ADJ
crias-114	217	3	research	research	NOUN
crias-114	217	4	in	in	ADP
crias-114	217	5	agricultural	agricultural	ADJ
crias-114	217	6	sciences	science	NOUN
crias-114	217	7	,	,	PUNCT
crias-114	217	8	2019	2019	NUM
crias-114	217	9	,	,	PUNCT
crias-114	217	10	6(1	6(1	NUM
crias-114	217	11	):	):	PUNCT
crias-114	217	12	20	20	NUM
crias-114	217	13	-	-	SYM
crias-114	217	14	28	28	NUM
crias-114	217	15	28	28	NUM
crias-114	217	16	©	©	PROPN
crias-114	217	17	2019	2019	NUM
crias-114	217	18	conscientia	conscientia	PROPN
crias-114	217	19	beam	beam	PROPN
crias-114	217	20	.	.	PUNCT
crias-114	218	1	all	all	DET
crias-114	218	2	rights	right	NOUN
crias-114	218	3	reserved	reserve	VERB
crias-114	218	4	.	.	PUNCT
crias-114	219	1	[	[	X
crias-114	219	2	21	21	NUM
crias-114	219	3	]	]	X
crias-114	219	4	c.	c.	PROPN
crias-114	219	5	ezeh	ezeh	PROPN
crias-114	219	6	,	,	PUNCT
crias-114	219	7	c.	c.	PROPN
crias-114	219	8	anyiro	anyiro	PROPN
crias-114	219	9	,	,	PUNCT
crias-114	219	10	and	and	CCONJ
crias-114	219	11	j.	j.	PROPN
crias-114	219	12	chukwu	chukwu	PROPN
crias-114	219	13	,	,	PUNCT
crias-114	219	14	"	"	PUNCT
crias-114	219	15	technical	technical	ADJ
crias-114	219	16	efficiency	efficiency	NOUN
crias-114	219	17	in	in	ADP
crias-114	219	18	poultry	poultry	NOUN
crias-114	219	19	broiler	broiler	NOUN
crias-114	219	20	production	production	NOUN
crias-114	219	21	in	in	ADP
crias-114	219	22	umuahia	umuahia	ADJ
crias-114	219	23	capital	capital	NOUN
crias-114	219	24	territory	territory	NOUN
crias-114	219	25	of	of	ADP
crias-114	219	26	abia	abia	PROPN
crias-114	219	27	state	state	PROPN
crias-114	219	28	,	,	PUNCT
crias-114	219	29	nigeria	nigeria	PROPN
crias-114	219	30	,	,	PUNCT
crias-114	219	31	"	"	PUNCT
crias-114	219	32	greener	green	ADJ
crias-114	219	33	journal	journal	NOUN
crias-114	219	34	of	of	ADP
crias-114	219	35	agricultural	agricultural	ADJ
crias-114	219	36	sciences	science	NOUN
crias-114	219	37	,	,	PUNCT
crias-114	219	38	vol	vol	NOUN
crias-114	219	39	.	.	PROPN
crias-114	219	40	2	2	NUM
crias-114	219	41	,	,	PUNCT
crias-114	219	42	pp	pp	ADJ
crias-114	219	43	.	.	PUNCT
crias-114	219	44	001	001	NUM
crias-114	219	45	-	-	PUNCT
crias-114	219	46	007	007	NUM
crias-114	219	47	,	,	PUNCT
crias-114	219	48	2012	2012	NUM
crias-114	219	49	.	.	PUNCT
crias-114	220	1	available	available	ADJ
crias-114	220	2	at	at	ADP
crias-114	220	3	:	:	PUNCT
crias-114	220	4	https://doi.org/10.15580/gjas.2013.3.1206	https://doi.org/10.15580/gjas.2013.3.1206	PROPN
crias-114	220	5	.	.	PUNCT
crias-114	221	1	[	[	X
crias-114	221	2	22	22	NUM
crias-114	221	3	]	]	PUNCT
crias-114	221	4	a.	a.	NOUN
crias-114	221	5	adepoju	adepoju	PROPN
crias-114	221	6	,	,	PUNCT
crias-114	221	7	"	"	PUNCT
crias-114	221	8	technical	technical	ADJ
crias-114	221	9	efficiency	efficiency	NOUN
crias-114	221	10	of	of	ADP
crias-114	221	11	egg	egg	NOUN
crias-114	221	12	production	production	NOUN
crias-114	221	13	in	in	ADP
crias-114	221	14	osun	osun	PROPN
crias-114	221	15	state	state	NOUN
crias-114	221	16	,	,	PUNCT
crias-114	221	17	"	"	PUNCT
crias-114	221	18	international	international	ADJ
crias-114	221	19	journal	journal	NOUN
crias-114	221	20	of	of	ADP
crias-114	221	21	agricultural	agricultural	ADJ
crias-114	221	22	economics	economic	NOUN
crias-114	221	23	and	and	CCONJ
crias-114	221	24	rural	rural	ADJ
crias-114	221	25	development	development	NOUN
crias-114	221	26	,	,	PUNCT
crias-114	221	27	vol	vol	NOUN
crias-114	221	28	.	.	PROPN
crias-114	221	29	1	1	NUM
crias-114	221	30	,	,	PUNCT
crias-114	221	31	pp	pp	ADJ
crias-114	221	32	.	.	PUNCT
crias-114	222	1	7	7	NUM
crias-114	222	2	-	-	SYM
crias-114	222	3	14	14	NUM
crias-114	222	4	,	,	PUNCT
crias-114	222	5	2008	2008	NUM
crias-114	222	6	.	.	PUNCT
crias-114	223	1	views	view	NOUN
crias-114	223	2	and	and	CCONJ
crias-114	223	3	opinions	opinion	NOUN
crias-114	223	4	expressed	express	VERB
crias-114	223	5	in	in	ADP
crias-114	223	6	this	this	DET
crias-114	223	7	article	article	NOUN
crias-114	223	8	are	be	AUX
crias-114	223	9	the	the	DET
crias-114	223	10	views	view	NOUN
crias-114	223	11	and	and	CCONJ
crias-114	223	12	opinions	opinion	NOUN
crias-114	223	13	of	of	ADP
crias-114	223	14	the	the	DET
crias-114	223	15	author(s	author(s	NOUN
crias-114	223	16	)	)	PUNCT
crias-114	223	17	,	,	PUNCT
crias-114	223	18	current	current	ADJ
crias-114	223	19	research	research	NOUN
crias-114	223	20	in	in	ADP
crias-114	223	21	agricultural	agricultural	ADJ
crias-114	223	22	sciences	science	NOUN
crias-114	223	23	shall	shall	AUX
crias-114	223	24	not	not	PART
crias-114	223	25	be	be	AUX
crias-114	223	26	responsible	responsible	ADJ
crias-114	223	27	or	or	CCONJ
crias-114	223	28	answerable	answerable	ADJ
crias-114	223	29	for	for	ADP
crias-114	223	30	any	any	DET
crias-114	223	31	loss	loss	NOUN
crias-114	223	32	,	,	PUNCT
crias-114	223	33	damage	damage	NOUN
crias-114	223	34	or	or	CCONJ
crias-114	223	35	liability	liability	NOUN
crias-114	223	36	etc	etc	X
crias-114	223	37	.	.	X
crias-114	224	1	caused	cause	VERB
crias-114	224	2	in	in	ADP
crias-114	224	3	relation	relation	NOUN
crias-114	224	4	to	to	PART
crias-114	224	5	/	/	PUNCT
crias-114	224	6	arising	arise	VERB
crias-114	224	7	out	out	ADP
crias-114	224	8	of	of	ADP
crias-114	224	9	the	the	DET
crias-114	224	10	use	use	NOUN
crias-114	224	11	of	of	ADP
crias-114	224	12	the	the	DET
crias-114	224	13	content	content	NOUN
crias-114	224	14	.	.	PUNCT
