id	sid	tid	token	lemma	pos
afs-5812	1	1	agricultural	agricultural	ADJ
afs-5812	1	2	and	and	CCONJ
afs-5812	1	3	food	food	NOUN
afs-5812	1	4	science	science	NOUN
afs-5812	1	5	,	,	PUNCT
afs-5812	1	6	vol	vol	NOUN
afs-5812	1	7	.	.	PROPN
afs-5812	1	8	14	14	NUM
afs-5812	1	9	(	(	PUNCT
afs-5812	1	10	2005	2005	NUM
afs-5812	1	11	):	):	PUNCT
afs-5812	1	12	250–263	250–263	NUM
afs-5812	1	13	.	.	PUNCT
afs-5812	2	1	250	250	NUM
afs-5812	2	2	a	a	DET
afs-5812	2	3	g	g	NOUN
afs-5812	2	4	r	r	NOUN
afs-5812	2	5	i	i	NOUN
afs-5812	2	6	c	c	NOUN
afs-5812	2	7	u	u	NOUN
afs-5812	2	8	l	l	NOUN
afs-5812	2	9	t	t	NOUN
afs-5812	2	10	u	u	X
afs-5812	2	11	r	r	NOUN
afs-5812	2	12	a	a	PROPN
afs-5812	2	13	l	l	NOUN
afs-5812	2	14	a	a	DET
afs-5812	2	15	n	n	NOUN
afs-5812	3	1	d	d	NOUN
afs-5812	3	2	f	f	X
afs-5812	4	1	o	o	NOUN
afs-5812	4	2	o	o	X
afs-5812	5	1	d	d	X
afs-5812	5	2	s	s	X
afs-5812	5	3	c	c	NOUN
afs-5812	6	1	i	i	NOUN
afs-5812	6	2	e	e	PROPN
afs-5812	6	3	n	n	PROPN
afs-5812	6	4	c	c	NOUN
afs-5812	6	5	e	e	NOUN
afs-5812	6	6	vol	vol	NOUN
afs-5812	6	7	.	.	PUNCT
afs-5812	7	1	14	14	NUM
afs-5812	7	2	(	(	PUNCT
afs-5812	7	3	2005	2005	NUM
afs-5812	7	4	):	):	PUNCT
afs-5812	7	5	250–263	250–263	NUM
afs-5812	7	6	.	.	PUNCT
afs-5812	8	1	©	©	ADJ
afs-5812	8	2	agricultural	agricultural	ADJ
afs-5812	8	3	and	and	CCONJ
afs-5812	8	4	food	food	NOUN
afs-5812	8	5	science	science	NOUN
afs-5812	8	6	manuscript	manuscript	NOUN
afs-5812	8	7	received	receive	VERB
afs-5812	8	8	may	may	PROPN
afs-5812	8	9	2004	2004	NUM
afs-5812	8	10	technical	technical	ADJ
afs-5812	8	11	change	change	NOUN
afs-5812	8	12	in	in	ADP
afs-5812	8	13	finnish	finnish	ADJ
afs-5812	8	14	grass	grass	NOUN
afs-5812	8	15	silage	silage	NOUN
afs-5812	8	16	production	production	NOUN
afs-5812	8	17	timo	timo	PROPN
afs-5812	8	18	sipiläinen	sipiläinen	NOUN
afs-5812	8	19	mtt	mtt	PROPN
afs-5812	8	20	agrifood	agrifood	PROPN
afs-5812	8	21	research	research	PROPN
afs-5812	8	22	finland	finland	PROPN
afs-5812	8	23	,	,	PUNCT
afs-5812	8	24	economic	economic	ADJ
afs-5812	8	25	research	research	NOUN
afs-5812	8	26	,	,	PUNCT
afs-5812	8	27	luutnantintie	luutnantintie	VERB
afs-5812	8	28	13	13	NUM
afs-5812	8	29	,	,	PUNCT
afs-5812	8	30	fi-00410	fi-00410	PROPN
afs-5812	8	31	helsinki	helsinki	PROPN
afs-5812	8	32	,	,	PUNCT
afs-5812	8	33	finland	finland	PROPN
afs-5812	8	34	,	,	PUNCT
afs-5812	8	35	e	e	NOUN
afs-5812	8	36	-	-	NOUN
afs-5812	8	37	mail	mail	NOUN
afs-5812	8	38	:	:	PUNCT
afs-5812	8	39	timo.sipilainen@mtt.fi	timo.sipilainen@mtt.fi	PROPN
afs-5812	8	40	matti	matti	PROPN
afs-5812	8	41	ryhänen	ryhänen	PROPN
afs-5812	8	42	seinäjoki	seinäjoki	PROPN
afs-5812	8	43	polytechnic	polytechnic	ADJ
afs-5812	8	44	,	,	PUNCT
afs-5812	8	45	school	school	NOUN
afs-5812	8	46	of	of	ADP
afs-5812	8	47	agriculture	agriculture	NOUN
afs-5812	8	48	and	and	CCONJ
afs-5812	8	49	forestry	forestry	NOUN
afs-5812	8	50	,	,	PUNCT
afs-5812	8	51	ilmajoentie	ilmajoentie	VERB
afs-5812	8	52	525	525	NUM
afs-5812	8	53	,	,	PUNCT
afs-5812	8	54	fi-60800	fi-60800	ADJ
afs-5812	8	55	ilmajoki	ilmajoki	PROPN
afs-5812	8	56	,	,	PUNCT
afs-5812	8	57	finland	finland	PROPN
afs-5812	8	58	,	,	PUNCT
afs-5812	8	59	e	e	NOUN
afs-5812	8	60	-	-	NOUN
afs-5812	8	61	mail	mail	NOUN
afs-5812	8	62	:	:	PUNCT
afs-5812	8	63	matti.ryhanen@seamk.fi	matti.ryhanen@seamk.fi	ADV
afs-5812	8	64	stochastic	stochastic	ADJ
afs-5812	8	65	production	production	NOUN
afs-5812	8	66	frontier	frontier	NOUN
afs-5812	8	67	analysis	analysis	NOUN
afs-5812	8	68	is	be	AUX
afs-5812	8	69	applied	apply	VERB
afs-5812	8	70	in	in	ADP
afs-5812	8	71	decomposing	decompose	VERB
afs-5812	8	72	output	output	NOUN
afs-5812	8	73	growth	growth	NOUN
afs-5812	8	74	of	of	ADP
afs-5812	8	75	grass	grass	NOUN
afs-5812	8	76	silage	silage	NOUN
afs-5812	8	77	production	production	NOUN
afs-5812	8	78	to	to	ADP
afs-5812	8	79	technical	technical	ADJ
afs-5812	8	80	change	change	NOUN
afs-5812	8	81	,	,	PUNCT
afs-5812	8	82	technical	technical	ADJ
afs-5812	8	83	efficiency	efficiency	NOUN
afs-5812	8	84	change	change	NOUN
afs-5812	8	85	,	,	PUNCT
afs-5812	8	86	scale	scale	NOUN
afs-5812	8	87	effect	effect	NOUN
afs-5812	8	88	and	and	CCONJ
afs-5812	8	89	input	input	NOUN
afs-5812	8	90	growth	growth	NOUN
afs-5812	8	91	.	.	PUNCT
afs-5812	9	1	for	for	ADP
afs-5812	9	2	1990–2000	1990–2000	NUM
afs-5812	9	3	in	in	ADP
afs-5812	9	4	a	a	DET
afs-5812	9	5	complete	complete	ADJ
afs-5812	9	6	panel	panel	NOUN
afs-5812	9	7	of	of	ADP
afs-5812	9	8	138	138	NUM
afs-5812	9	9	finnish	finnish	ADJ
afs-5812	9	10	farms	farm	NOUN
afs-5812	9	11	,	,	PUNCT
afs-5812	9	12	almost	almost	ADV
afs-5812	9	13	three	three	NUM
afs-5812	9	14	fourths	fourth	NOUN
afs-5812	9	15	of	of	ADP
afs-5812	9	16	the	the	DET
afs-5812	9	17	output	output	NOUN
afs-5812	9	18	growth	growth	NOUN
afs-5812	9	19	was	be	AUX
afs-5812	9	20	linked	link	VERB
afs-5812	9	21	to	to	ADP
afs-5812	9	22	input	input	NOUN
afs-5812	9	23	growth	growth	NOUN
afs-5812	9	24	.	.	PUNCT
afs-5812	10	1	the	the	DET
afs-5812	10	2	annual	annual	ADJ
afs-5812	10	3	technical	technical	ADJ
afs-5812	10	4	change	change	NOUN
afs-5812	10	5	,	,	PUNCT
afs-5812	10	6	the	the	DET
afs-5812	10	7	shift	shift	NOUN
afs-5812	10	8	of	of	ADP
afs-5812	10	9	the	the	DET
afs-5812	10	10	production	production	NOUN
afs-5812	10	11	frontier	frontier	NOUN
afs-5812	10	12	,	,	PUNCT
afs-5812	10	13	was	be	AUX
afs-5812	10	14	on	on	ADP
afs-5812	10	15	average	average	ADJ
afs-5812	10	16	1.4	1.4	NUM
afs-5812	10	17	percent	percent	NOUN
afs-5812	10	18	.	.	PUNCT
afs-5812	11	1	technical	technical	ADJ
afs-5812	11	2	efficiency	efficiency	NOUN
afs-5812	11	3	indicated	indicate	VERB
afs-5812	11	4	a	a	DET
afs-5812	11	5	slightly	slightly	ADV
afs-5812	11	6	decreasing	decrease	VERB
afs-5812	11	7	tendency	tendency	NOUN
afs-5812	11	8	,	,	PUNCT
afs-5812	11	9	less	less	ADJ
afs-5812	11	10	than	than	ADP
afs-5812	11	11	0.2	0.2	NUM
afs-5812	11	12	percent	percent	NOUN
afs-5812	11	13	per	per	ADP
afs-5812	11	14	year	year	NOUN
afs-5812	11	15	.	.	PUNCT
afs-5812	12	1	harvesting	harvesting	NOUN
afs-5812	12	2	techniques	technique	NOUN
afs-5812	12	3	were	be	AUX
afs-5812	12	4	used	use	VERB
afs-5812	12	5	as	as	ADP
afs-5812	12	6	indicators	indicator	NOUN
afs-5812	12	7	of	of	ADP
afs-5812	12	8	different	different	ADJ
afs-5812	12	9	technologies	technology	NOUN
afs-5812	12	10	.	.	PUNCT
afs-5812	13	1	the	the	DET
afs-5812	13	2	analysis	analysis	NOUN
afs-5812	13	3	showed	show	VERB
afs-5812	13	4	that	that	SCONJ
afs-5812	13	5	production	production	NOUN
afs-5812	13	6	frontiers	frontier	NOUN
afs-5812	13	7	differed	differ	VERB
afs-5812	13	8	between	between	ADP
afs-5812	13	9	harvesting	harvesting	NOUN
afs-5812	13	10	techniques	technique	NOUN
afs-5812	13	11	.	.	PUNCT
afs-5812	14	1	the	the	DET
afs-5812	14	2	choice	choice	NOUN
afs-5812	14	3	of	of	ADP
afs-5812	14	4	harvesting	harvesting	NOUN
afs-5812	14	5	technique	technique	NOUN
afs-5812	14	6	seemed	seem	VERB
afs-5812	14	7	to	to	PART
afs-5812	14	8	be	be	AUX
afs-5812	14	9	related	relate	VERB
afs-5812	14	10	to	to	ADP
afs-5812	14	11	circumstances	circumstance	NOUN
afs-5812	14	12	on	on	ADP
afs-5812	14	13	the	the	DET
afs-5812	14	14	farm	farm	NOUN
afs-5812	14	15	.	.	PUNCT
afs-5812	15	1	thus	thus	ADV
afs-5812	15	2	,	,	PUNCT
afs-5812	15	3	overall	overall	ADJ
afs-5812	15	4	technical	technical	ADJ
afs-5812	15	5	efficiency	efficiency	NOUN
afs-5812	15	6	should	should	AUX
afs-5812	15	7	not	not	PART
afs-5812	15	8	be	be	AUX
afs-5812	15	9	interpreted	interpret	VERB
afs-5812	15	10	as	as	ADP
afs-5812	15	11	a	a	DET
afs-5812	15	12	measure	measure	NOUN
afs-5812	15	13	of	of	ADP
afs-5812	15	14	managerial	managerial	ADJ
afs-5812	15	15	competence	competence	NOUN
afs-5812	15	16	when	when	SCONJ
afs-5812	15	17	all	all	DET
afs-5812	15	18	the	the	DET
afs-5812	15	19	factors	factor	NOUN
afs-5812	15	20	are	be	AUX
afs-5812	15	21	not	not	PART
afs-5812	15	22	in	in	ADP
afs-5812	15	23	the	the	DET
afs-5812	15	24	farmer	farmer	NOUN
afs-5812	15	25	’s	’s	PART
afs-5812	15	26	control	control	NOUN
afs-5812	15	27	.	.	PUNCT
afs-5812	16	1	controlling	control	VERB
afs-5812	16	2	background	background	NOUN
afs-5812	16	3	and	and	CCONJ
afs-5812	16	4	production	production	NOUN
afs-5812	16	5	environment	environment	NOUN
afs-5812	16	6	related	relate	VERB
afs-5812	16	7	factors	factor	NOUN
afs-5812	16	8	yields	yield	VERB
afs-5812	16	9	a	a	DET
afs-5812	16	10	considerably	considerably	ADV
afs-5812	16	11	lower	low	ADJ
afs-5812	16	12	level	level	NOUN
afs-5812	16	13	of	of	ADP
afs-5812	16	14	technical	technical	ADJ
afs-5812	16	15	inefficiency	inefficiency	NOUN
afs-5812	16	16	than	than	ADP
afs-5812	16	17	the	the	DET
afs-5812	16	18	models	model	NOUN
afs-5812	16	19	without	without	ADP
afs-5812	16	20	the	the	DET
afs-5812	16	21	control	control	NOUN
afs-5812	16	22	.	.	PUNCT
afs-5812	17	1	it	it	PRON
afs-5812	17	2	is	be	AUX
afs-5812	17	3	also	also	ADV
afs-5812	17	4	shown	show	VERB
afs-5812	17	5	that	that	SCONJ
afs-5812	17	6	in	in	ADP
afs-5812	17	7	general	general	ADJ
afs-5812	17	8	a	a	DET
afs-5812	17	9	more	more	ADV
afs-5812	17	10	productive	productive	ADJ
afs-5812	17	11	harvesting	harvesting	NOUN
afs-5812	17	12	technique	technique	NOUN
afs-5812	17	13	may	may	AUX
afs-5812	17	14	be	be	AUX
afs-5812	17	15	on	on	ADP
afs-5812	17	16	average	average	ADJ
afs-5812	17	17	less	less	ADV
afs-5812	17	18	efficiently	efficiently	ADV
afs-5812	17	19	utilized	utilize	VERB
afs-5812	17	20	when	when	SCONJ
afs-5812	17	21	compared	compare	VERB
afs-5812	17	22	to	to	ADP
afs-5812	17	23	its	its	PRON
afs-5812	17	24	own	own	ADJ
afs-5812	17	25	frontier	frontier	NOUN
afs-5812	17	26	.	.	PUNCT
afs-5812	18	1	key	key	ADJ
afs-5812	18	2	words	word	NOUN
afs-5812	18	3	:	:	PUNCT
afs-5812	18	4	productivity	productivity	NOUN
afs-5812	18	5	,	,	PUNCT
afs-5812	18	6	technical	technical	ADJ
afs-5812	18	7	efficiency	efficiency	NOUN
afs-5812	18	8	,	,	PUNCT
afs-5812	18	9	stochastic	stochastic	ADJ
afs-5812	18	10	frontier	frontier	NOUN
afs-5812	18	11	introduction	introduction	NOUN
afs-5812	18	12	in	in	ADP
afs-5812	18	13	finland	finland	PROPN
afs-5812	18	14	a	a	DET
afs-5812	18	15	large	large	ADJ
afs-5812	18	16	share	share	NOUN
afs-5812	18	17	of	of	ADP
afs-5812	18	18	livestock	livestock	NOUN
afs-5812	18	19	diets	diet	NOUN
afs-5812	18	20	has	have	AUX
afs-5812	18	21	consisted	consist	VERB
afs-5812	18	22	of	of	ADP
afs-5812	18	23	grass	grass	NOUN
afs-5812	18	24	–	–	PUNCT
afs-5812	18	25	either	either	CCONJ
afs-5812	18	26	pasture	pasture	NOUN
afs-5812	18	27	,	,	PUNCT
afs-5812	18	28	hay	hay	NOUN
afs-5812	18	29	or	or	CCONJ
afs-5812	18	30	silage	silage	NOUN
afs-5812	18	31	.	.	PUNCT
afs-5812	19	1	the	the	DET
afs-5812	19	2	short	short	ADJ
afs-5812	19	3	growing	grow	VERB
afs-5812	19	4	season	season	NOUN
afs-5812	19	5	results	result	NOUN
afs-5812	19	6	in	in	ADP
afs-5812	19	7	low	low	ADJ
afs-5812	19	8	yields	yield	NOUN
afs-5812	19	9	and	and	CCONJ
afs-5812	19	10	high	high	ADJ
afs-5812	19	11	costs	cost	NOUN
afs-5812	19	12	of	of	ADP
afs-5812	19	13	crop	crop	NOUN
afs-5812	19	14	and	and	CCONJ
afs-5812	19	15	forage	forage	NOUN
afs-5812	19	16	production	production	NOUN
afs-5812	19	17	.	.	PUNCT
afs-5812	20	1	grazing	grazing	NOUN
afs-5812	20	2	is	be	AUX
afs-5812	20	3	possible	possible	ADJ
afs-5812	20	4	only	only	ADV
afs-5812	20	5	for	for	ADP
afs-5812	20	6	three	three	NUM
afs-5812	20	7	-	-	PUNCT
afs-5812	20	8	four	four	NUM
afs-5812	20	9	months	month	NOUN
afs-5812	20	10	of	of	ADP
afs-5812	20	11	the	the	DET
afs-5812	20	12	year	year	NOUN
afs-5812	20	13	and	and	CCONJ
afs-5812	20	14	in	in	ADP
afs-5812	20	15	the	the	DET
afs-5812	20	16	main	main	ADJ
afs-5812	20	17	dairy	dairy	NOUN
afs-5812	20	18	areas	area	NOUN
afs-5812	20	19	the	the	DET
afs-5812	20	20	pastures	pasture	NOUN
afs-5812	20	21	are	be	AUX
afs-5812	20	22	either	either	CCONJ
afs-5812	20	23	snow	snow	NOUN
afs-5812	20	24	-	-	PUNCT
afs-5812	20	25	covered	cover	VERB
afs-5812	20	26	or	or	CCONJ
afs-5812	20	27	frozen	freeze	VERB
afs-5812	20	28	half	half	NOUN
afs-5812	20	29	of	of	ADP
afs-5812	20	30	the	the	DET
afs-5812	20	31	year	year	NOUN
afs-5812	20	32	.	.	PUNCT
afs-5812	21	1	thus	thus	ADV
afs-5812	21	2	,	,	PUNCT
afs-5812	21	3	successful	successful	ADJ
afs-5812	21	4	management	management	NOUN
afs-5812	21	5	of	of	ADP
afs-5812	21	6	winter	winter	NOUN
afs-5812	21	7	-	-	PUNCT
afs-5812	21	8	feeding	feeding	NOUN
afs-5812	21	9	is	be	AUX
afs-5812	21	10	an	an	DET
afs-5812	21	11	essential	essential	ADJ
afs-5812	21	12	part	part	NOUN
afs-5812	21	13	of	of	ADP
afs-5812	21	14	animal	animal	NOUN
afs-5812	21	15	husbandry	husbandry	NOUN
afs-5812	21	16	,	,	PUNCT
afs-5812	21	17	both	both	CCONJ
afs-5812	21	18	in	in	ADP
afs-5812	21	19	economic	economic	ADJ
afs-5812	21	20	and	and	CCONJ
afs-5812	21	21	technical	technical	ADJ
afs-5812	21	22	sense	sense	NOUN
afs-5812	21	23	.	.	PUNCT
afs-5812	22	1	in	in	ADP
afs-5812	22	2	the	the	DET
afs-5812	22	3	central	central	ADJ
afs-5812	22	4	and	and	CCONJ
afs-5812	22	5	northern	northern	ADJ
afs-5812	22	6	parts	part	NOUN
afs-5812	22	7	of	of	ADP
afs-5812	22	8	the	the	DET
afs-5812	22	9	country	country	NOUN
afs-5812	22	10	,	,	PUNCT
afs-5812	22	11	milk	milk	NOUN
afs-5812	22	12	and	and	CCONJ
afs-5812	22	13	beef	beef	NOUN
afs-5812	22	14	production	production	NOUN
afs-5812	22	15	based	base	VERB
afs-5812	22	16	largely	largely	ADV
afs-5812	22	17	on	on	ADP
afs-5812	22	18	grass	grass	NOUN
afs-5812	22	19	silage	silage	NOUN
afs-5812	22	20	has	have	AUX
afs-5812	22	21	been	be	AUX
afs-5812	22	22	the	the	DET
afs-5812	22	23	most	most	ADV
afs-5812	22	24	viable	viable	ADJ
afs-5812	22	25	form	form	NOUN
afs-5812	22	26	of	of	ADP
afs-5812	22	27	agriculture	agriculture	NOUN
afs-5812	22	28	.	.	PUNCT
afs-5812	23	1	251	251	NUM
afs-5812	23	2	a	a	DET
afs-5812	23	3	g	g	NOUN
afs-5812	23	4	r	r	NOUN
afs-5812	24	1	i	i	NOUN
afs-5812	24	2	c	c	NOUN
afs-5812	24	3	u	u	NOUN
afs-5812	24	4	l	l	NOUN
afs-5812	24	5	t	t	NOUN
afs-5812	24	6	u	u	X
afs-5812	24	7	r	r	NOUN
afs-5812	24	8	a	a	PROPN
afs-5812	24	9	l	l	NOUN
afs-5812	24	10	a	a	DET
afs-5812	24	11	n	n	NOUN
afs-5812	25	1	d	d	NOUN
afs-5812	25	2	f	f	X
afs-5812	26	1	o	o	NOUN
afs-5812	26	2	o	o	X
afs-5812	27	1	d	d	X
afs-5812	27	2	s	s	X
afs-5812	27	3	c	c	NOUN
afs-5812	28	1	i	i	NOUN
afs-5812	28	2	e	e	PROPN
afs-5812	28	3	n	n	PROPN
afs-5812	28	4	c	c	NOUN
afs-5812	28	5	e	e	NOUN
afs-5812	28	6	vol	vol	NOUN
afs-5812	28	7	.	.	PUNCT
afs-5812	29	1	14	14	NUM
afs-5812	29	2	(	(	PUNCT
afs-5812	29	3	2005	2005	NUM
afs-5812	29	4	):	):	PUNCT
afs-5812	29	5	250–263	250–263	NUM
afs-5812	29	6	.	.	PUNCT
afs-5812	30	1	while	while	SCONJ
afs-5812	30	2	ruminants	ruminant	NOUN
afs-5812	30	3	,	,	PUNCT
afs-5812	30	4	especially	especially	ADV
afs-5812	30	5	dairy	dairy	NOUN
afs-5812	30	6	cows	cow	NOUN
afs-5812	30	7	,	,	PUNCT
afs-5812	30	8	require	require	VERB
afs-5812	30	9	a	a	DET
afs-5812	30	10	relatively	relatively	ADV
afs-5812	30	11	high	high	ADJ
afs-5812	30	12	share	share	NOUN
afs-5812	30	13	of	of	ADP
afs-5812	30	14	forage	forage	NOUN
afs-5812	30	15	in	in	ADP
afs-5812	30	16	their	their	PRON
afs-5812	30	17	diet	diet	NOUN
afs-5812	30	18	,	,	PUNCT
afs-5812	30	19	the	the	DET
afs-5812	30	20	proportion	proportion	NOUN
afs-5812	30	21	of	of	ADP
afs-5812	30	22	silage	silage	NOUN
afs-5812	30	23	,	,	PUNCT
afs-5812	30	24	hay	hay	NOUN
afs-5812	30	25	and	and	CCONJ
afs-5812	30	26	cultivated	cultivate	VERB
afs-5812	30	27	grass	grass	NOUN
afs-5812	30	28	pasture	pasture	NOUN
afs-5812	30	29	has	have	AUX
afs-5812	30	30	amounted	amount	VERB
afs-5812	30	31	to	to	ADP
afs-5812	30	32	almost	almost	ADV
afs-5812	30	33	one	one	NUM
afs-5812	30	34	third	third	NOUN
afs-5812	30	35	of	of	ADP
afs-5812	30	36	the	the	DET
afs-5812	30	37	total	total	ADJ
afs-5812	30	38	farmed	farm	VERB
afs-5812	30	39	land	land	NOUN
afs-5812	30	40	area	area	NOUN
afs-5812	30	41	in	in	ADP
afs-5812	30	42	finland	finland	PROPN
afs-5812	30	43	.	.	PUNCT
afs-5812	31	1	forage	forage	NOUN
afs-5812	31	2	for	for	ADP
afs-5812	31	3	livestock	livestock	NOUN
afs-5812	31	4	has	have	AUX
afs-5812	31	5	been	be	AUX
afs-5812	31	6	typically	typically	ADV
afs-5812	31	7	produced	produce	VERB
afs-5812	31	8	on	on	ADP
afs-5812	31	9	the	the	DET
afs-5812	31	10	same	same	ADJ
afs-5812	31	11	farm	farm	NOUN
afs-5812	31	12	where	where	SCONJ
afs-5812	31	13	it	it	PRON
afs-5812	31	14	is	be	AUX
afs-5812	31	15	consumed	consume	VERB
afs-5812	31	16	.	.	PUNCT
afs-5812	32	1	the	the	DET
afs-5812	32	2	markets	market	NOUN
afs-5812	32	3	of	of	ADP
afs-5812	32	4	silage	silage	NOUN
afs-5812	32	5	have	have	AUX
afs-5812	32	6	been	be	AUX
afs-5812	32	7	irregular	irregular	ADJ
afs-5812	32	8	and	and	CCONJ
afs-5812	32	9	local	local	ADJ
afs-5812	32	10	.	.	PUNCT
afs-5812	33	1	therefore	therefore	ADV
afs-5812	33	2	,	,	PUNCT
afs-5812	33	3	it	it	PRON
afs-5812	33	4	has	have	AUX
afs-5812	33	5	been	be	AUX
afs-5812	33	6	practically	practically	ADV
afs-5812	33	7	impossible	impossible	ADJ
afs-5812	33	8	to	to	PART
afs-5812	33	9	build	build	VERB
afs-5812	33	10	a	a	DET
afs-5812	33	11	livestock	livestock	NOUN
afs-5812	33	12	production	production	NOUN
afs-5812	33	13	system	system	NOUN
afs-5812	33	14	largely	largely	ADV
afs-5812	33	15	dependent	dependent	ADJ
afs-5812	33	16	on	on	ADP
afs-5812	33	17	purchased	purchase	VERB
afs-5812	33	18	grass	grass	NOUN
afs-5812	33	19	silage	silage	NOUN
afs-5812	33	20	.	.	PUNCT
afs-5812	34	1	because	because	SCONJ
afs-5812	34	2	of	of	ADP
afs-5812	34	3	limited	limited	ADJ
afs-5812	34	4	supply	supply	NOUN
afs-5812	34	5	of	of	ADP
afs-5812	34	6	side	side	NOUN
afs-5812	34	7	products	product	NOUN
afs-5812	34	8	of	of	ADP
afs-5812	34	9	the	the	DET
afs-5812	34	10	food	food	NOUN
afs-5812	34	11	processing	processing	NOUN
afs-5812	34	12	industry	industry	NOUN
afs-5812	34	13	,	,	PUNCT
afs-5812	34	14	most	most	ADJ
afs-5812	34	15	farmers	farmer	NOUN
afs-5812	34	16	have	have	VERB
afs-5812	34	17	to	to	PART
afs-5812	34	18	rely	rely	VERB
afs-5812	34	19	on	on	ADP
afs-5812	34	20	silage	silage	NOUN
afs-5812	34	21	produced	produce	VERB
afs-5812	34	22	on	on	ADP
afs-5812	34	23	their	their	PRON
afs-5812	34	24	own	own	ADJ
afs-5812	34	25	farms	farm	NOUN
afs-5812	34	26	.	.	PUNCT
afs-5812	35	1	since	since	SCONJ
afs-5812	35	2	1990	1990	NUM
afs-5812	35	3	the	the	DET
afs-5812	35	4	area	area	NOUN
afs-5812	35	5	under	under	ADP
afs-5812	35	6	silage	silage	NOUN
afs-5812	35	7	production	production	NOUN
afs-5812	35	8	on	on	ADP
afs-5812	35	9	livestock	livestock	NOUN
afs-5812	35	10	farms	farm	NOUN
afs-5812	35	11	has	have	AUX
afs-5812	35	12	substantially	substantially	ADV
afs-5812	35	13	increased	increase	VERB
afs-5812	35	14	.	.	PUNCT
afs-5812	36	1	grass	grass	NOUN
afs-5812	36	2	silage	silage	NOUN
afs-5812	36	3	substituted	substitute	VERB
afs-5812	36	4	for	for	ADP
afs-5812	36	5	hay	hay	NOUN
afs-5812	36	6	and	and	CCONJ
afs-5812	36	7	especially	especially	ADV
afs-5812	36	8	after	after	ADP
afs-5812	36	9	1993	1993	NUM
afs-5812	36	10	,	,	PUNCT
afs-5812	36	11	when	when	SCONJ
afs-5812	36	12	milk	milk	NOUN
afs-5812	36	13	quota	quota	NOUN
afs-5812	36	14	became	become	VERB
afs-5812	36	15	tradable	tradable	ADJ
afs-5812	36	16	and	and	CCONJ
afs-5812	36	17	since	since	SCONJ
afs-5812	36	18	1995	1995	NUM
afs-5812	36	19	when	when	SCONJ
afs-5812	36	20	finland	finland	PROPN
afs-5812	36	21	joined	join	VERB
afs-5812	36	22	european	european	PROPN
afs-5812	36	23	union	union	PROPN
afs-5812	36	24	,	,	PUNCT
afs-5812	36	25	milk	milk	NOUN
afs-5812	36	26	production	production	NOUN
afs-5812	36	27	on	on	ADP
afs-5812	36	28	specialised	specialised	ADJ
afs-5812	36	29	dairy	dairy	NOUN
afs-5812	36	30	farms	farm	NOUN
afs-5812	36	31	started	start	VERB
afs-5812	36	32	to	to	PART
afs-5812	36	33	grow	grow	VERB
afs-5812	36	34	.	.	PUNCT
afs-5812	37	1	as	as	SCONJ
afs-5812	37	2	simultaneously	simultaneously	ADV
afs-5812	37	3	growing	grow	VERB
afs-5812	37	4	silage	silage	NOUN
afs-5812	37	5	areas	area	NOUN
afs-5812	37	6	at	at	ADP
afs-5812	37	7	the	the	DET
afs-5812	37	8	farm	farm	NOUN
afs-5812	37	9	level	level	NOUN
afs-5812	37	10	indicate	indicate	VERB
afs-5812	37	11	,	,	PUNCT
afs-5812	37	12	a	a	DET
afs-5812	37	13	large	large	ADJ
afs-5812	37	14	share	share	NOUN
afs-5812	37	15	of	of	ADP
afs-5812	37	16	diet	diet	NOUN
afs-5812	37	17	still	still	ADV
afs-5812	37	18	consists	consist	VERB
afs-5812	37	19	of	of	ADP
afs-5812	37	20	grass	grass	NOUN
afs-5812	37	21	silage	silage	NOUN
afs-5812	37	22	although	although	SCONJ
afs-5812	37	23	the	the	DET
afs-5812	37	24	fall	fall	NOUN
afs-5812	37	25	in	in	ADP
afs-5812	37	26	cereal	cereal	NOUN
afs-5812	37	27	prices	price	NOUN
afs-5812	37	28	at	at	ADP
afs-5812	37	29	the	the	DET
afs-5812	37	30	time	time	NOUN
afs-5812	37	31	of	of	ADP
afs-5812	37	32	eu	eu	NOUN
afs-5812	37	33	-	-	NOUN
afs-5812	37	34	accession	accession	NOUN
afs-5812	37	35	no	no	DET
afs-5812	37	36	more	more	ADV
afs-5812	37	37	favoured	favour	VERB
afs-5812	37	38	grass	grass	NOUN
afs-5812	37	39	silage	silage	NOUN
afs-5812	37	40	based	base	VERB
afs-5812	37	41	feeding	feeding	NOUN
afs-5812	37	42	as	as	ADP
afs-5812	37	43	before	before	ADV
afs-5812	37	44	.	.	PUNCT
afs-5812	38	1	because	because	SCONJ
afs-5812	38	2	the	the	DET
afs-5812	38	3	price	price	NOUN
afs-5812	38	4	level	level	NOUN
afs-5812	38	5	and	and	CCONJ
afs-5812	38	6	price	price	NOUN
afs-5812	38	7	relations	relation	NOUN
afs-5812	38	8	of	of	ADP
afs-5812	38	9	purchased	purchase	VERB
afs-5812	38	10	inputs	input	NOUN
afs-5812	38	11	are	be	AUX
afs-5812	38	12	determined	determine	VERB
afs-5812	38	13	outside	outside	ADP
afs-5812	38	14	the	the	DET
afs-5812	38	15	farm	farm	NOUN
afs-5812	38	16	,	,	PUNCT
afs-5812	38	17	a	a	DET
afs-5812	38	18	possible	possible	ADJ
afs-5812	38	19	decrease	decrease	NOUN
afs-5812	38	20	in	in	ADP
afs-5812	38	21	unit	unit	NOUN
afs-5812	38	22	costs	cost	NOUN
afs-5812	38	23	of	of	ADP
afs-5812	38	24	silage	silage	NOUN
afs-5812	38	25	on	on	ADP
afs-5812	38	26	the	the	DET
afs-5812	38	27	farm	farm	NOUN
afs-5812	38	28	level	level	NOUN
afs-5812	38	29	has	have	AUX
afs-5812	38	30	largely	largely	ADV
afs-5812	38	31	to	to	PART
afs-5812	38	32	be	be	AUX
afs-5812	38	33	based	base	VERB
afs-5812	38	34	on	on	ADP
afs-5812	38	35	the	the	DET
afs-5812	38	36	increase	increase	NOUN
afs-5812	38	37	in	in	ADP
afs-5812	38	38	productivity	productivity	NOUN
afs-5812	38	39	.	.	PUNCT
afs-5812	39	1	productivity	productivity	NOUN
afs-5812	39	2	growth	growth	NOUN
afs-5812	39	3	can	can	AUX
afs-5812	39	4	be	be	AUX
afs-5812	39	5	observed	observe	VERB
afs-5812	39	6	as	as	ADP
afs-5812	39	7	an	an	DET
afs-5812	39	8	improvement	improvement	NOUN
afs-5812	39	9	of	of	ADP
afs-5812	39	10	input	input	NOUN
afs-5812	39	11	output	output	NOUN
afs-5812	39	12	relationship	relationship	NOUN
afs-5812	39	13	.	.	PUNCT
afs-5812	40	1	two	two	NUM
afs-5812	40	2	important	important	ADJ
afs-5812	40	3	sources	source	NOUN
afs-5812	40	4	of	of	ADP
afs-5812	40	5	productivity	productivity	NOUN
afs-5812	40	6	growth	growth	NOUN
afs-5812	40	7	have	have	AUX
afs-5812	40	8	been	be	AUX
afs-5812	40	9	widely	widely	ADV
afs-5812	40	10	recognized	recognize	VERB
afs-5812	40	11	:	:	PUNCT
afs-5812	40	12	technical	technical	ADJ
afs-5812	40	13	change	change	NOUN
afs-5812	40	14	(	(	PUNCT
afs-5812	40	15	an	an	DET
afs-5812	40	16	improvement	improvement	NOUN
afs-5812	40	17	in	in	ADP
afs-5812	40	18	productivity	productivity	NOUN
afs-5812	40	19	due	due	ADP
afs-5812	40	20	to	to	ADP
afs-5812	40	21	a	a	DET
afs-5812	40	22	shift	shift	NOUN
afs-5812	40	23	of	of	ADP
afs-5812	40	24	the	the	DET
afs-5812	40	25	production	production	NOUN
afs-5812	40	26	frontier	frontier	NOUN
afs-5812	40	27	)	)	PUNCT
afs-5812	40	28	and	and	CCONJ
afs-5812	40	29	technical	technical	ADJ
afs-5812	40	30	efficiency	efficiency	NOUN
afs-5812	40	31	change	change	NOUN
afs-5812	40	32	(	(	PUNCT
afs-5812	40	33	a	a	DET
afs-5812	40	34	catch	catch	NOUN
afs-5812	40	35	up	up	ADP
afs-5812	40	36	of	of	ADP
afs-5812	40	37	the	the	DET
afs-5812	40	38	frontier	frontier	NOUN
afs-5812	40	39	)	)	PUNCT
afs-5812	40	40	(	(	PUNCT
afs-5812	40	41	e.g.	e.g.	ADV
afs-5812	40	42	oskam	oskam	ADJ
afs-5812	40	43	and	and	CCONJ
afs-5812	40	44	stefanou	stefanou	NOUN
afs-5812	40	45	1997	1997	NUM
afs-5812	40	46	)	)	PUNCT
afs-5812	40	47	.	.	PUNCT
afs-5812	41	1	the	the	DET
afs-5812	41	2	adoption	adoption	NOUN
afs-5812	41	3	of	of	ADP
afs-5812	41	4	new	new	ADJ
afs-5812	41	5	technology	technology	NOUN
afs-5812	41	6	is	be	AUX
afs-5812	41	7	often	often	ADV
afs-5812	41	8	related	relate	VERB
afs-5812	41	9	to	to	ADP
afs-5812	41	10	a	a	DET
afs-5812	41	11	simultaneous	simultaneous	ADJ
afs-5812	41	12	change	change	NOUN
afs-5812	41	13	in	in	ADP
afs-5812	41	14	the	the	DET
afs-5812	41	15	size	size	NOUN
afs-5812	41	16	of	of	ADP
afs-5812	41	17	operation	operation	NOUN
afs-5812	41	18	(	(	PUNCT
afs-5812	41	19	ryhänen	ryhänen	NOUN
afs-5812	41	20	1994	1994	NUM
afs-5812	41	21	)	)	PUNCT
afs-5812	41	22	.	.	PUNCT
afs-5812	42	1	the	the	DET
afs-5812	42	2	harvesting	harvesting	NOUN
afs-5812	42	3	technique	technique	NOUN
afs-5812	42	4	of	of	ADP
afs-5812	42	5	grass	grass	NOUN
afs-5812	42	6	silage	silage	NOUN
afs-5812	42	7	has	have	AUX
afs-5812	42	8	also	also	ADV
afs-5812	42	9	improved	improve	VERB
afs-5812	42	10	rapidly	rapidly	ADV
afs-5812	42	11	.	.	PUNCT
afs-5812	43	1	many	many	ADJ
afs-5812	43	2	farmers	farmer	NOUN
afs-5812	43	3	have	have	AUX
afs-5812	43	4	replaced	replace	VERB
afs-5812	43	5	their	their	PRON
afs-5812	43	6	flail	flail	NOUN
afs-5812	43	7	chopper	chopper	NOUN
afs-5812	43	8	based	base	VERB
afs-5812	43	9	harvesting	harvesting	NOUN
afs-5812	43	10	technique	technique	NOUN
afs-5812	43	11	by	by	ADP
afs-5812	43	12	precision	precision	NOUN
afs-5812	43	13	chopping	chopping	NOUN
afs-5812	43	14	and	and	CCONJ
afs-5812	43	15	round	round	ADJ
afs-5812	43	16	baling	baling	NOUN
afs-5812	43	17	.	.	PUNCT
afs-5812	44	1	these	these	DET
afs-5812	44	2	changes	change	NOUN
afs-5812	44	3	in	in	ADP
afs-5812	44	4	harvesting	harvesting	NOUN
afs-5812	44	5	techniques	technique	NOUN
afs-5812	44	6	have	have	AUX
afs-5812	44	7	also	also	ADV
afs-5812	44	8	raised	raise	VERB
afs-5812	44	9	questions	question	NOUN
afs-5812	44	10	about	about	ADP
afs-5812	44	11	their	their	PRON
afs-5812	44	12	relative	relative	ADJ
afs-5812	44	13	productivity	productivity	NOUN
afs-5812	44	14	and	and	CCONJ
afs-5812	44	15	efficiency	efficiency	NOUN
afs-5812	44	16	.	.	PUNCT
afs-5812	45	1	the	the	DET
afs-5812	45	2	analysis	analysis	NOUN
afs-5812	45	3	of	of	ADP
afs-5812	45	4	productivity	productivity	NOUN
afs-5812	45	5	growth	growth	NOUN
afs-5812	45	6	in	in	ADP
afs-5812	45	7	milk	milk	NOUN
afs-5812	45	8	production	production	NOUN
afs-5812	45	9	has	have	AUX
afs-5812	45	10	typically	typically	ADV
afs-5812	45	11	been	be	AUX
afs-5812	45	12	based	base	VERB
afs-5812	45	13	on	on	ADP
afs-5812	45	14	whole	whole	ADJ
afs-5812	45	15	farm	farm	NOUN
afs-5812	45	16	data	datum	NOUN
afs-5812	45	17	(	(	PUNCT
afs-5812	45	18	e.g.	e.g.	ADV
afs-5812	45	19	bravo	bravo	NOUN
afs-5812	45	20	-	-	PUNCT
afs-5812	45	21	ureta	ureta	NOUN
afs-5812	45	22	and	and	CCONJ
afs-5812	45	23	rieger	rieger	PROPN
afs-5812	45	24	1991	1991	NUM
afs-5812	45	25	,	,	PUNCT
afs-5812	45	26	ahmad	ahmad	PROPN
afs-5812	45	27	and	and	CCONJ
afs-5812	45	28	bravo	bravo	PROPN
afs-5812	45	29	-	-	PUNCT
afs-5812	45	30	ureta	ureta	NOUN
afs-5812	45	31	1995	1995	NUM
afs-5812	45	32	,	,	PUNCT
afs-5812	45	33	sipiläinen	sipiläinen	NOUN
afs-5812	45	34	2003	2003	NUM
afs-5812	45	35	)	)	PUNCT
afs-5812	45	36	.	.	PUNCT
afs-5812	46	1	in	in	ADP
afs-5812	46	2	this	this	DET
afs-5812	46	3	approach	approach	NOUN
afs-5812	46	4	it	it	PRON
afs-5812	46	5	is	be	AUX
afs-5812	46	6	impossible	impossible	ADJ
afs-5812	46	7	to	to	PART
afs-5812	46	8	separate	separate	VERB
afs-5812	46	9	the	the	DET
afs-5812	46	10	contribution	contribution	NOUN
afs-5812	46	11	of	of	ADP
afs-5812	46	12	various	various	ADJ
afs-5812	46	13	branches	branch	NOUN
afs-5812	46	14	of	of	ADP
afs-5812	46	15	production	production	NOUN
afs-5812	46	16	to	to	ADP
afs-5812	46	17	the	the	DET
afs-5812	46	18	economic	economic	ADJ
afs-5812	46	19	results	result	NOUN
afs-5812	46	20	of	of	ADP
afs-5812	46	21	farms	farm	NOUN
afs-5812	46	22	.	.	PUNCT
afs-5812	47	1	however	however	ADV
afs-5812	47	2	,	,	PUNCT
afs-5812	47	3	the	the	DET
afs-5812	47	4	economic	economic	ADJ
afs-5812	47	5	result	result	NOUN
afs-5812	47	6	of	of	ADP
afs-5812	47	7	a	a	DET
afs-5812	47	8	livestock	livestock	NOUN
afs-5812	47	9	farm	farm	NOUN
afs-5812	47	10	is	be	AUX
afs-5812	47	11	largely	largely	ADV
afs-5812	47	12	dependent	dependent	ADJ
afs-5812	47	13	on	on	ADP
afs-5812	47	14	how	how	SCONJ
afs-5812	47	15	the	the	DET
afs-5812	47	16	farmer	farmer	NOUN
afs-5812	47	17	manages	manage	VERB
afs-5812	47	18	to	to	PART
afs-5812	47	19	arrange	arrange	VERB
afs-5812	47	20	his	his	PRON
afs-5812	47	21	/	/	SYM
afs-5812	47	22	her	her	PRON
afs-5812	47	23	feed	feed	NOUN
afs-5812	47	24	supply	supply	NOUN
afs-5812	47	25	.	.	PUNCT
afs-5812	48	1	therefore	therefore	ADV
afs-5812	48	2	it	it	PRON
afs-5812	48	3	is	be	AUX
afs-5812	48	4	important	important	ADJ
afs-5812	48	5	to	to	PART
afs-5812	48	6	analyse	analyse	VERB
afs-5812	48	7	the	the	DET
afs-5812	48	8	performance	performance	NOUN
afs-5812	48	9	of	of	ADP
afs-5812	48	10	feed	feed	NOUN
afs-5812	48	11	production	production	NOUN
afs-5812	48	12	processes	process	NOUN
afs-5812	48	13	in	in	ADP
afs-5812	48	14	more	more	ADJ
afs-5812	48	15	detail	detail	NOUN
afs-5812	48	16	.	.	PUNCT
afs-5812	49	1	this	this	PRON
afs-5812	49	2	is	be	AUX
afs-5812	49	3	likely	likely	ADJ
afs-5812	49	4	to	to	PART
afs-5812	49	5	provide	provide	VERB
afs-5812	49	6	useful	useful	ADJ
afs-5812	49	7	insights	insight	NOUN
afs-5812	49	8	for	for	ADP
afs-5812	49	9	successful	successful	ADJ
afs-5812	49	10	management	management	NOUN
afs-5812	49	11	of	of	ADP
afs-5812	49	12	livestock	livestock	NOUN
afs-5812	49	13	farms	farm	NOUN
afs-5812	49	14	.	.	PUNCT
afs-5812	50	1	the	the	DET
afs-5812	50	2	aim	aim	NOUN
afs-5812	50	3	of	of	ADP
afs-5812	50	4	this	this	DET
afs-5812	50	5	paper	paper	NOUN
afs-5812	50	6	is	be	AUX
afs-5812	50	7	firstly	firstly	ADV
afs-5812	50	8	to	to	PART
afs-5812	50	9	study	study	VERB
afs-5812	50	10	the	the	DET
afs-5812	50	11	role	role	NOUN
afs-5812	50	12	of	of	ADP
afs-5812	50	13	harvesting	harvesting	NOUN
afs-5812	50	14	technique	technique	NOUN
afs-5812	50	15	and	and	CCONJ
afs-5812	50	16	of	of	ADP
afs-5812	50	17	other	other	ADJ
afs-5812	50	18	background	background	NOUN
afs-5812	50	19	and	and	CCONJ
afs-5812	50	20	production	production	NOUN
afs-5812	50	21	environment	environment	NOUN
afs-5812	50	22	related	relate	VERB
afs-5812	50	23	factors	factor	NOUN
afs-5812	50	24	in	in	ADP
afs-5812	50	25	silage	silage	NOUN
afs-5812	50	26	production	production	NOUN
afs-5812	50	27	.	.	PUNCT
afs-5812	51	1	comparisons	comparison	NOUN
afs-5812	51	2	are	be	AUX
afs-5812	51	3	made	make	VERB
afs-5812	51	4	whether	whether	SCONJ
afs-5812	51	5	these	these	DET
afs-5812	51	6	factors	factor	NOUN
afs-5812	51	7	should	should	AUX
afs-5812	51	8	be	be	AUX
afs-5812	51	9	used	use	VERB
afs-5812	51	10	as	as	ADP
afs-5812	51	11	explanatory	explanatory	ADJ
afs-5812	51	12	variables	variable	NOUN
afs-5812	51	13	in	in	ADP
afs-5812	51	14	the	the	DET
afs-5812	51	15	production	production	NOUN
afs-5812	51	16	function	function	NOUN
afs-5812	51	17	–	–	PUNCT
afs-5812	51	18	simultaneously	simultaneously	ADV
afs-5812	51	19	taking	take	VERB
afs-5812	51	20	the	the	DET
afs-5812	51	21	possible	possible	ADJ
afs-5812	51	22	heterogeneity	heterogeneity	NOUN
afs-5812	51	23	into	into	ADP
afs-5812	51	24	account	account	NOUN
afs-5812	51	25	–	–	PUNCT
afs-5812	51	26	or	or	CCONJ
afs-5812	51	27	as	as	ADP
afs-5812	51	28	indicators	indicator	NOUN
afs-5812	51	29	explaining	explain	VERB
afs-5812	51	30	the	the	DET
afs-5812	51	31	differences	difference	NOUN
afs-5812	51	32	in	in	ADP
afs-5812	51	33	efficiency	efficiency	NOUN
afs-5812	51	34	.	.	PUNCT
afs-5812	52	1	productivity	productivity	NOUN
afs-5812	52	2	and	and	CCONJ
afs-5812	52	3	efficiency	efficiency	NOUN
afs-5812	52	4	of	of	ADP
afs-5812	52	5	different	different	ADJ
afs-5812	52	6	harvesting	harvesting	NOUN
afs-5812	52	7	techniques	technique	NOUN
afs-5812	52	8	are	be	AUX
afs-5812	52	9	also	also	ADV
afs-5812	52	10	studied	study	VERB
afs-5812	52	11	.	.	PUNCT
afs-5812	53	1	secondly	secondly	ADV
afs-5812	53	2	,	,	PUNCT
afs-5812	53	3	the	the	DET
afs-5812	53	4	output	output	NOUN
afs-5812	53	5	growth	growth	NOUN
afs-5812	53	6	in	in	ADP
afs-5812	53	7	silage	silage	NOUN
afs-5812	53	8	production	production	NOUN
afs-5812	53	9	is	be	AUX
afs-5812	53	10	decomposed	decompose	VERB
afs-5812	53	11	to	to	ADP
afs-5812	53	12	productivity	productivity	NOUN
afs-5812	53	13	growth	growth	NOUN
afs-5812	53	14	–	–	PUNCT
afs-5812	53	15	technical	technical	ADJ
afs-5812	53	16	change	change	NOUN
afs-5812	53	17	,	,	PUNCT
afs-5812	53	18	technical	technical	ADJ
afs-5812	53	19	efficiency	efficiency	NOUN
afs-5812	53	20	change	change	NOUN
afs-5812	53	21	and	and	CCONJ
afs-5812	53	22	scale	scale	NOUN
afs-5812	53	23	effect	effect	NOUN
afs-5812	53	24	–	–	PUNCT
afs-5812	53	25	and	and	CCONJ
afs-5812	53	26	input	input	NOUN
afs-5812	53	27	growth	growth	NOUN
afs-5812	53	28	.	.	PUNCT
afs-5812	54	1	the	the	DET
afs-5812	54	2	paper	paper	NOUN
afs-5812	54	3	is	be	AUX
afs-5812	54	4	organised	organise	VERB
afs-5812	54	5	as	as	SCONJ
afs-5812	54	6	follows	follow	VERB
afs-5812	54	7	.	.	PUNCT
afs-5812	55	1	the	the	DET
afs-5812	55	2	principles	principle	NOUN
afs-5812	55	3	of	of	ADP
afs-5812	55	4	stochastic	stochastic	ADJ
afs-5812	55	5	frontier	frontier	NOUN
afs-5812	55	6	analysis	analysis	NOUN
afs-5812	55	7	are	be	AUX
afs-5812	55	8	presented	present	VERB
afs-5812	55	9	in	in	ADP
afs-5812	55	10	the	the	DET
afs-5812	55	11	next	next	ADJ
afs-5812	55	12	section	section	NOUN
afs-5812	55	13	.	.	PUNCT
afs-5812	56	1	this	this	PRON
afs-5812	56	2	is	be	AUX
afs-5812	56	3	followed	follow	VERB
afs-5812	56	4	by	by	ADP
afs-5812	56	5	the	the	DET
afs-5812	56	6	description	description	NOUN
afs-5812	56	7	of	of	ADP
afs-5812	56	8	data	datum	NOUN
afs-5812	56	9	set	set	VERB
afs-5812	56	10	and	and	CCONJ
afs-5812	56	11	estimated	estimated	ADJ
afs-5812	56	12	models	model	NOUN
afs-5812	56	13	.	.	PUNCT
afs-5812	57	1	the	the	DET
afs-5812	57	2	fourth	fourth	ADJ
afs-5812	57	3	section	section	NOUN
afs-5812	57	4	contains	contain	VERB
afs-5812	57	5	empirical	empirical	ADJ
afs-5812	57	6	results	result	NOUN
afs-5812	57	7	and	and	CCONJ
afs-5812	57	8	the	the	DET
afs-5812	57	9	last	last	ADJ
afs-5812	57	10	section	section	NOUN
afs-5812	57	11	concludes	conclude	VERB
afs-5812	57	12	.	.	PUNCT
afs-5812	58	1	stochastic	stochastic	ADJ
afs-5812	58	2	production	production	NOUN
afs-5812	58	3	frontier	frontier	NOUN
afs-5812	58	4	analysis	analysis	NOUN
afs-5812	58	5	in	in	ADP
afs-5812	58	6	measuring	measure	VERB
afs-5812	58	7	productivity	productivity	NOUN
afs-5812	58	8	and	and	CCONJ
afs-5812	58	9	efficiency	efficiency	NOUN
afs-5812	58	10	aigner	aigner	PROPN
afs-5812	58	11	et	et	PROPN
afs-5812	58	12	al	al	PROPN
afs-5812	58	13	.	.	PROPN
afs-5812	59	1	(	(	PUNCT
afs-5812	59	2	1977	1977	NUM
afs-5812	59	3	)	)	PUNCT
afs-5812	59	4	and	and	CCONJ
afs-5812	59	5	meeusen	meeusen	PROPN
afs-5812	59	6	and	and	CCONJ
afs-5812	59	7	van	van	PROPN
afs-5812	59	8	den	den	PROPN
afs-5812	59	9	brock	brock	PROPN
afs-5812	59	10	(	(	PUNCT
afs-5812	59	11	1977	1977	NUM
afs-5812	59	12	)	)	PUNCT
afs-5812	59	13	proposed	propose	VERB
afs-5812	59	14	simultaneously	simultaneously	ADV
afs-5812	59	15	a	a	DET
afs-5812	59	16	parametric	parametric	ADJ
afs-5812	59	17	stochastic	stochastic	ADJ
afs-5812	59	18	frontier	frontier	NOUN
afs-5812	59	19	production	production	NOUN
afs-5812	59	20	function	function	NOUN
afs-5812	59	21	with	with	ADP
afs-5812	59	22	a	a	DET
afs-5812	59	23	composed	compose	VERB
afs-5812	59	24	error	error	NOUN
afs-5812	59	25	term	term	NOUN
afs-5812	59	26	including	include	VERB
afs-5812	59	27	a	a	DET
afs-5812	59	28	stochastic	stochastic	ADJ
afs-5812	59	29	error	error	NOUN
afs-5812	59	30	component	component	NOUN
afs-5812	59	31	and	and	CCONJ
afs-5812	59	32	one	one	NUM
afs-5812	59	33	-	-	PUNCT
afs-5812	59	34	sided	side	VERB
afs-5812	59	35	error	error	NOUN
afs-5812	59	36	component	component	NOUN
afs-5812	59	37	,	,	PUNCT
afs-5812	59	38	which	which	PRON
afs-5812	59	39	describes	describe	VERB
afs-5812	59	40	technical	technical	ADJ
afs-5812	59	41	efficiency	efficiency	NOUN
afs-5812	59	42	of	of	ADP
afs-5812	59	43	produc252	produc252	PROPN
afs-5812	59	44	a	a	DET
afs-5812	59	45	g	g	NOUN
afs-5812	59	46	r	r	NOUN
afs-5812	60	1	i	i	NOUN
afs-5812	60	2	c	c	NOUN
afs-5812	60	3	u	u	NOUN
afs-5812	60	4	l	l	NOUN
afs-5812	60	5	t	t	NOUN
afs-5812	60	6	u	u	X
afs-5812	60	7	r	r	NOUN
afs-5812	60	8	a	a	PROPN
afs-5812	60	9	l	l	NOUN
afs-5812	60	10	a	a	DET
afs-5812	60	11	n	n	NOUN
afs-5812	61	1	d	d	NOUN
afs-5812	61	2	f	f	X
afs-5812	62	1	o	o	NOUN
afs-5812	62	2	o	o	X
afs-5812	63	1	d	d	X
afs-5812	63	2	s	s	X
afs-5812	63	3	c	c	NOUN
afs-5812	64	1	i	i	NOUN
afs-5812	64	2	e	e	PROPN
afs-5812	64	3	n	n	PROPN
afs-5812	64	4	c	c	NOUN
afs-5812	64	5	e	e	X
afs-5812	64	6	sipiläinen	sipiläinen	NOUN
afs-5812	64	7	,	,	PUNCT
afs-5812	64	8	t.	t.	PROPN
afs-5812	64	9	&	&	CCONJ
afs-5812	64	10	ryhänen	ryhänen	PROPN
afs-5812	64	11	,	,	PUNCT
afs-5812	64	12	m.	m.	NOUN
afs-5812	64	13	technical	technical	ADJ
afs-5812	64	14	change	change	NOUN
afs-5812	64	15	in	in	ADP
afs-5812	64	16	finnish	finnish	ADJ
afs-5812	64	17	grass	grass	NOUN
afs-5812	64	18	silage	silage	NOUN
afs-5812	64	19	production	production	NOUN
afs-5812	64	20	tion1	tion1	NOUN
afs-5812	64	21	.	.	PUNCT
afs-5812	65	1	when	when	SCONJ
afs-5812	65	2	panel	panel	NOUN
afs-5812	65	3	data	datum	NOUN
afs-5812	65	4	is	be	AUX
afs-5812	65	5	available	available	ADJ
afs-5812	65	6	stochastic	stochastic	ADJ
afs-5812	65	7	frontier	frontier	NOUN
afs-5812	65	8	model	model	NOUN
afs-5812	65	9	can	can	AUX
afs-5812	65	10	be	be	AUX
afs-5812	65	11	specified	specify	VERB
afs-5812	65	12	to	to	PART
afs-5812	65	13	allow	allow	VERB
afs-5812	65	14	for	for	ADP
afs-5812	65	15	the	the	DET
afs-5812	65	16	decomposition	decomposition	NOUN
afs-5812	65	17	of	of	ADP
afs-5812	65	18	productivity	productivity	NOUN
afs-5812	65	19	change	change	NOUN
afs-5812	65	20	into	into	ADP
afs-5812	65	21	technical	technical	ADJ
afs-5812	65	22	change	change	NOUN
afs-5812	65	23	,	,	PUNCT
afs-5812	65	24	change	change	NOUN
afs-5812	65	25	in	in	ADP
afs-5812	65	26	technical	technical	ADJ
afs-5812	65	27	efficiency	efficiency	NOUN
afs-5812	65	28	and	and	CCONJ
afs-5812	65	29	scale	scale	NOUN
afs-5812	65	30	effect	effect	NOUN
afs-5812	65	31	.	.	PUNCT
afs-5812	66	1	in	in	ADP
afs-5812	66	2	addition	addition	NOUN
afs-5812	66	3	,	,	PUNCT
afs-5812	66	4	it	it	PRON
afs-5812	66	5	is	be	AUX
afs-5812	66	6	possible	possible	ADJ
afs-5812	66	7	to	to	PART
afs-5812	66	8	investigate	investigate	VERB
afs-5812	66	9	the	the	DET
afs-5812	66	10	role	role	NOUN
afs-5812	66	11	of	of	ADP
afs-5812	66	12	input	input	NOUN
afs-5812	66	13	growth	growth	NOUN
afs-5812	66	14	in	in	ADP
afs-5812	66	15	output	output	NOUN
afs-5812	66	16	growth	growth	NOUN
afs-5812	66	17	.	.	PUNCT
afs-5812	67	1	here	here	ADV
afs-5812	67	2	,	,	PUNCT
afs-5812	67	3	we	we	PRON
afs-5812	67	4	apply	apply	VERB
afs-5812	67	5	the	the	DET
afs-5812	67	6	following	follow	VERB
afs-5812	67	7	translog	translog	NOUN
afs-5812	67	8	specification	specification	NOUN
afs-5812	67	9	(	(	PUNCT
afs-5812	67	10	e.g.	e.g.	ADV
afs-5812	67	11	battese	battese	NOUN
afs-5812	67	12	and	and	CCONJ
afs-5812	67	13	coelli	coelli	PROPN
afs-5812	67	14	1992	1992	NUM
afs-5812	67	15	):	):	PUNCT
afs-5812	67	16	ln	ln	PROPN
afs-5812	67	17	yit	yit	PROPN
afs-5812	67	18	=	=	SYM
afs-5812	67	19	β0	β0	PROPN
afs-5812	68	1	+	+	NUM
afs-5812	68	2	h	h	NOUN
afs-5812	68	3	∑	∑	PUNCT
afs-5812	68	4	j=1	j=1	NOUN
afs-5812	68	5	βj	βj	PROPN
afs-5812	68	6	ln	ln	ADV
afs-5812	68	7	xjit	xjit	PROPN
afs-5812	69	1	+	+	CCONJ
afs-5812	69	2	βtt	βtt	ADJ
afs-5812	69	3	+	+	CCONJ
afs-5812	69	4	1/2	1/2	NUM
afs-5812	69	5	h	h	NOUN
afs-5812	69	6	∑	∑	PUNCT
afs-5812	69	7	j=1	j=1	PROPN
afs-5812	69	8	h	h	NOUN
afs-5812	69	9	∑	∑	PUNCT
afs-5812	69	10	k=1	k=1	X
afs-5812	69	11	βjk	βjk	PROPN
afs-5812	69	12	ln	ln	INTJ
afs-5812	69	13	xjit	xjit	PROPN
afs-5812	69	14	ln	ln	PROPN
afs-5812	69	15	xkit	xkit	PROPN
afs-5812	70	1	+	+	CCONJ
afs-5812	70	2	1/2βttt	1/2βttt	NOUN
afs-5812	70	3	2	2	NUM
afs-5812	71	1	+	+	NUM
afs-5812	71	2	h	h	NOUN
afs-5812	71	3	∑	∑	PROPN
afs-5812	71	4	j=1	j=1	PROPN
afs-5812	71	5	βjt	βjt	PRON
afs-5812	71	6	ln	ln	ADV
afs-5812	71	7	xjitt	xjitt	X
afs-5812	71	8	–	–	PUNCT
afs-5812	71	9	uit	uit	NOUN
afs-5812	71	10	+	+	CCONJ
afs-5812	71	11	vit	vit	NOUN
afs-5812	71	12	,	,	PUNCT
afs-5812	71	13	(	(	PUNCT
afs-5812	71	14	1	1	X
afs-5812	71	15	)	)	PUNCT
afs-5812	71	16	where	where	SCONJ
afs-5812	71	17	yit	yit	PROPN
afs-5812	71	18	refers	refer	VERB
afs-5812	71	19	to	to	ADP
afs-5812	71	20	the	the	DET
afs-5812	71	21	output	output	NOUN
afs-5812	71	22	of	of	ADP
afs-5812	71	23	ith	ith	PROPN
afs-5812	71	24	firm	firm	NOUN
afs-5812	71	25	in	in	ADP
afs-5812	71	26	year	year	PROPN
afs-5812	71	27	t	t	PROPN
afs-5812	71	28	,	,	PUNCT
afs-5812	71	29	xjit	xjit	PROPN
afs-5812	71	30	(	(	PUNCT
afs-5812	71	31	xkit	xkit	PROPN
afs-5812	71	32	)	)	PUNCT
afs-5812	71	33	is	be	AUX
afs-5812	71	34	the	the	DET
afs-5812	71	35	input	input	NOUN
afs-5812	71	36	j	j	PROPN
afs-5812	71	37	(	(	PUNCT
afs-5812	71	38	k	k	NOUN
afs-5812	71	39	)	)	PUNCT
afs-5812	71	40	used	use	VERB
afs-5812	71	41	on	on	ADP
afs-5812	71	42	the	the	DET
afs-5812	71	43	farm	farm	NOUN
afs-5812	71	44	i	i	PRON
afs-5812	71	45	in	in	ADP
afs-5812	71	46	year	year	PROPN
afs-5812	71	47	t	t	PROPN
afs-5812	71	48	,	,	PUNCT
afs-5812	71	49	t	t	PROPN
afs-5812	71	50	is	be	AUX
afs-5812	71	51	the	the	DET
afs-5812	71	52	time	time	NOUN
afs-5812	71	53	trend	trend	NOUN
afs-5812	71	54	,	,	PUNCT
afs-5812	71	55	which	which	PRON
afs-5812	71	56	captures	capture	VERB
afs-5812	71	57	exogenous	exogenous	ADJ
afs-5812	71	58	technical	technical	ADJ
afs-5812	71	59	change	change	NOUN
afs-5812	71	60	,	,	PUNCT
afs-5812	71	61	β	β	X
afs-5812	71	62	’s	’s	NOUN
afs-5812	71	63	are	be	AUX
afs-5812	71	64	parameters	parameter	NOUN
afs-5812	71	65	to	to	PART
afs-5812	71	66	be	be	AUX
afs-5812	71	67	estimated	estimate	VERB
afs-5812	71	68	,	,	PUNCT
afs-5812	71	69	vit	vit	NOUN
afs-5812	71	70	is	be	AUX
afs-5812	71	71	assumed	assume	VERB
afs-5812	71	72	as	as	ADP
afs-5812	71	73	an	an	DET
afs-5812	71	74	independently	independently	ADV
afs-5812	71	75	and	and	CCONJ
afs-5812	71	76	identically	identically	ADV
afs-5812	71	77	normally	normally	ADV
afs-5812	71	78	distributed	distribute	VERB
afs-5812	71	79	error	error	NOUN
afs-5812	71	80	term	term	NOUN
afs-5812	71	81	,	,	PUNCT
afs-5812	71	82	whose	whose	DET
afs-5812	71	83	mean	mean	NOUN
afs-5812	71	84	is	be	AUX
afs-5812	71	85	zero	zero	NUM
afs-5812	71	86	and	and	CCONJ
afs-5812	71	87	variance	variance	NOUN
afs-5812	71	88	is	be	AUX
afs-5812	71	89	constant	constant	ADJ
afs-5812	71	90	and	and	CCONJ
afs-5812	71	91	,	,	PUNCT
afs-5812	71	92	h	h	NOUN
afs-5812	71	93	is	be	AUX
afs-5812	71	94	the	the	DET
afs-5812	71	95	number	number	NOUN
afs-5812	71	96	of	of	ADP
afs-5812	71	97	inputs	input	NOUN
afs-5812	71	98	.	.	PUNCT
afs-5812	72	1	uit	uit	PROPN
afs-5812	72	2	illustrates	illustrate	VERB
afs-5812	72	3	the	the	DET
afs-5812	72	4	deviation	deviation	NOUN
afs-5812	72	5	of	of	ADP
afs-5812	72	6	each	each	DET
afs-5812	72	7	firm	firm	NOUN
afs-5812	72	8	from	from	ADP
afs-5812	72	9	the	the	DET
afs-5812	72	10	technically	technically	ADV
afs-5812	72	11	efficient	efficient	ADJ
afs-5812	72	12	frontier	frontier	NOUN
afs-5812	72	13	.	.	PUNCT
afs-5812	73	1	this	this	DET
afs-5812	73	2	nonnegative	nonnegative	ADJ
afs-5812	73	3	inefficiency	inefficiency	NOUN
afs-5812	73	4	random	random	ADJ
afs-5812	73	5	variable	variable	NOUN
afs-5812	73	6	is	be	AUX
afs-5812	73	7	independently	independently	ADV
afs-5812	73	8	distributed	distribute	VERB
afs-5812	73	9	of	of	ADP
afs-5812	73	10	vit	vit	NOUN
afs-5812	73	11	.	.	PUNCT
afs-5812	74	1	the	the	DET
afs-5812	74	2	intuition	intuition	NOUN
afs-5812	74	3	behind	behind	ADP
afs-5812	74	4	this	this	DET
afs-5812	74	5	specification	specification	NOUN
afs-5812	74	6	is	be	AUX
afs-5812	74	7	that	that	SCONJ
afs-5812	74	8	the	the	DET
afs-5812	74	9	deviation	deviation	NOUN
afs-5812	74	10	(	(	PUNCT
afs-5812	74	11	technical	technical	ADJ
afs-5812	74	12	(	(	PUNCT
afs-5812	74	13	in)efficiency	in)efficiency	NOUN
afs-5812	74	14	,	,	PUNCT
afs-5812	74	15	uit	uit	PROPN
afs-5812	74	16	)	)	PUNCT
afs-5812	74	17	from	from	ADP
afs-5812	74	18	the	the	DET
afs-5812	74	19	frontier	frontier	NOUN
afs-5812	74	20	is	be	AUX
afs-5812	74	21	a	a	DET
afs-5812	74	22	result	result	NOUN
afs-5812	74	23	of	of	ADP
afs-5812	74	24	factors	factor	NOUN
afs-5812	74	25	in	in	ADP
afs-5812	74	26	the	the	DET
afs-5812	74	27	decision	decision	NOUN
afs-5812	74	28	maker	maker	NOUN
afs-5812	74	29	’s	’s	PART
afs-5812	74	30	control	control	NOUN
afs-5812	74	31	.	.	PUNCT
afs-5812	75	1	the	the	DET
afs-5812	75	2	frontier	frontier	NOUN
afs-5812	75	3	itself	itself	PRON
afs-5812	75	4	can	can	AUX
afs-5812	75	5	vary	vary	VERB
afs-5812	75	6	randomly	randomly	ADV
afs-5812	75	7	across	across	ADP
afs-5812	75	8	firms	firm	NOUN
afs-5812	75	9	(	(	PUNCT
afs-5812	75	10	random	random	ADJ
afs-5812	75	11	error	error	NOUN
afs-5812	75	12	term	term	NOUN
afs-5812	75	13	,	,	PUNCT
afs-5812	75	14	vit	vit	NOUN
afs-5812	75	15	)	)	PUNCT
afs-5812	75	16	.	.	PUNCT
afs-5812	76	1	the	the	DET
afs-5812	76	2	latter	latter	ADJ
afs-5812	76	3	error	error	NOUN
afs-5812	76	4	component	component	NOUN
afs-5812	76	5	catches	catch	VERB
afs-5812	76	6	favourable	favourable	ADJ
afs-5812	76	7	and	and	CCONJ
afs-5812	76	8	unfavourable	unfavourable	ADJ
afs-5812	76	9	uncontrollable	uncontrollable	ADJ
afs-5812	76	10	events	event	NOUN
afs-5812	76	11	and	and	CCONJ
afs-5812	76	12	possible	possible	ADJ
afs-5812	76	13	measurement	measurement	NOUN
afs-5812	76	14	errors	error	NOUN
afs-5812	76	15	.	.	PUNCT
afs-5812	77	1	the	the	DET
afs-5812	77	2	problem	problem	NOUN
afs-5812	77	3	is	be	AUX
afs-5812	77	4	that	that	SCONJ
afs-5812	77	5	one	one	PRON
afs-5812	77	6	can	can	AUX
afs-5812	77	7	only	only	ADV
afs-5812	77	8	observe	observe	VERB
afs-5812	77	9	εit	εit	NOUN
afs-5812	77	10	=	=	SYM
afs-5812	77	11	vit	vit	NOUN
afs-5812	77	12	–	–	PUNCT
afs-5812	77	13	uit	uit	NOUN
afs-5812	77	14	,	,	PUNCT
afs-5812	77	15	not	not	PART
afs-5812	77	16	the	the	DET
afs-5812	77	17	one	one	NUM
afs-5812	77	18	-	-	PUNCT
afs-5812	77	19	sided	side	VERB
afs-5812	77	20	error	error	NOUN
afs-5812	77	21	term	term	NOUN
afs-5812	77	22	separately	separately	ADV
afs-5812	77	23	.	.	PUNCT
afs-5812	78	1	battese	battese	PROPN
afs-5812	78	2	and	and	CCONJ
afs-5812	78	3	coelli	coelli	PROPN
afs-5812	78	4	(	(	PUNCT
afs-5812	78	5	1988	1988	NUM
afs-5812	78	6	)	)	PUNCT
afs-5812	78	7	observed	observe	VERB
afs-5812	78	8	that	that	SCONJ
afs-5812	78	9	a	a	DET
afs-5812	78	10	predictor	predictor	NOUN
afs-5812	78	11	for	for	ADP
afs-5812	78	12	technical	technical	ADJ
afs-5812	78	13	efficiency	efficiency	NOUN
afs-5812	78	14	is	be	AUX
afs-5812	78	15	defined	define	VERB
afs-5812	78	16	as	as	ADP
afs-5812	78	17	a	a	DET
afs-5812	78	18	conditional	conditional	ADJ
afs-5812	78	19	expected	expect	VERB
afs-5812	78	20	value	value	NOUN
afs-5812	78	21	teit	teit	NOUN
afs-5812	78	22	=	=	PUNCT
afs-5812	79	1	e[exp(–uit)|	e[exp(–uit)|	NUM
afs-5812	79	2	εit	εit	ADJ
afs-5812	79	3	]	]	PUNCT
afs-5812	79	4	(	(	PUNCT
afs-5812	79	5	2	2	X
afs-5812	79	6	)	)	PUNCT
afs-5812	79	7	technical	technical	ADJ
afs-5812	79	8	efficiency	efficiency	NOUN
afs-5812	79	9	can	can	AUX
afs-5812	79	10	be	be	AUX
afs-5812	79	11	the	the	DET
afs-5812	79	12	same	same	ADJ
afs-5812	79	13	in	in	ADP
afs-5812	79	14	each	each	DET
afs-5812	79	15	year	year	NOUN
afs-5812	79	16	for	for	ADP
afs-5812	79	17	a	a	DET
afs-5812	79	18	specific	specific	ADJ
afs-5812	79	19	firm	firm	NOUN
afs-5812	79	20	or	or	CCONJ
afs-5812	79	21	the	the	DET
afs-5812	79	22	level	level	NOUN
afs-5812	79	23	can	can	AUX
afs-5812	79	24	change	change	VERB
afs-5812	79	25	over	over	ADP
afs-5812	79	26	time	time	NOUN
afs-5812	79	27	.	.	PUNCT
afs-5812	80	1	several	several	ADJ
afs-5812	80	2	specifications	specification	NOUN
afs-5812	80	3	to	to	PART
afs-5812	80	4	capture	capture	VERB
afs-5812	80	5	this	this	DET
afs-5812	80	6	change	change	NOUN
afs-5812	80	7	have	have	AUX
afs-5812	80	8	been	be	AUX
afs-5812	80	9	presented	present	VERB
afs-5812	80	10	.	.	PUNCT
afs-5812	81	1	for	for	ADP
afs-5812	81	2	example	example	NOUN
afs-5812	81	3	battese	battese	NOUN
afs-5812	81	4	and	and	CCONJ
afs-5812	81	5	coelli	coelli	PROPN
afs-5812	81	6	(	(	PUNCT
afs-5812	81	7	1992	1992	NUM
afs-5812	81	8	)	)	PUNCT
afs-5812	81	9	specified	specify	VERB
afs-5812	81	10	the	the	DET
afs-5812	81	11	change	change	NOUN
afs-5812	81	12	as	as	SCONJ
afs-5812	81	13	follows	follow	VERB
afs-5812	81	14	:	:	PUNCT
afs-5812	81	15	uit	uit	PROPN
afs-5812	81	16	=	=	SYM
afs-5812	81	17	uiη(t	uiη(t	PROPN
afs-5812	81	18	)	)	PUNCT
afs-5812	82	1	=	=	SYM
afs-5812	82	2	{	{	PUNCT
afs-5812	82	3	exp	exp	NOUN
afs-5812	82	4	[	[	X
afs-5812	82	5	–	–	PUNCT
afs-5812	82	6	η(t	η(t	NOUN
afs-5812	82	7	–	–	PUNCT
afs-5812	82	8	t)]}ui	t)]}ui	NOUN
afs-5812	82	9	,	,	PUNCT
afs-5812	82	10	t	t	NOUN
afs-5812	82	11	=	=	SYM
afs-5812	82	12	1,	1,	NUM
afs-5812	82	13	…	…	SYM
afs-5812	82	14	,t	,t	X
afs-5812	82	15	,	,	PUNCT
afs-5812	82	16	(	(	PUNCT
afs-5812	82	17	3	3	X
afs-5812	82	18	)	)	PUNCT
afs-5812	82	19	where	where	SCONJ
afs-5812	82	20	η	η	PROPN
afs-5812	82	21	is	be	AUX
afs-5812	82	22	a	a	DET
afs-5812	82	23	parameter	parameter	NOUN
afs-5812	82	24	to	to	PART
afs-5812	82	25	be	be	AUX
afs-5812	82	26	estimated	estimate	VERB
afs-5812	82	27	and	and	CCONJ
afs-5812	82	28	ui	ui	PROPN
afs-5812	82	29	follows	follow	VERB
afs-5812	82	30	a	a	DET
afs-5812	82	31	truncated	truncate	VERB
afs-5812	82	32	normal	normal	ADJ
afs-5812	82	33	distribution	distribution	NOUN
afs-5812	82	34	with	with	ADP
afs-5812	82	35	a	a	DET
afs-5812	82	36	mean	mean	NOUN
afs-5812	82	37	of	of	ADP
afs-5812	82	38	µ	µ	NOUN
afs-5812	82	39	and	and	CCONJ
afs-5812	82	40	constant	constant	ADJ
afs-5812	82	41	variance	variance	NOUN
afs-5812	82	42	.	.	PUNCT
afs-5812	83	1	technical	technical	ADJ
afs-5812	83	2	efficiency	efficiency	NOUN
afs-5812	83	3	may	may	AUX
afs-5812	83	4	increase	increase	VERB
afs-5812	83	5	,	,	PUNCT
afs-5812	83	6	decrease	decrease	NOUN
afs-5812	83	7	or	or	CCONJ
afs-5812	83	8	remain	remain	VERB
afs-5812	83	9	the	the	DET
afs-5812	83	10	same	same	ADJ
afs-5812	83	11	,	,	PUNCT
afs-5812	83	12	but	but	CCONJ
afs-5812	83	13	it	it	PRON
afs-5812	83	14	changes	change	VERB
afs-5812	83	15	similarly	similarly	ADV
afs-5812	83	16	exponentially	exponentially	ADV
afs-5812	83	17	across	across	ADP
afs-5812	83	18	firms	firm	NOUN
afs-5812	83	19	.	.	PUNCT
afs-5812	84	1	cuesta	cuesta	PROPN
afs-5812	84	2	(	(	PUNCT
afs-5812	84	3	2000	2000	NUM
afs-5812	84	4	)	)	PUNCT
afs-5812	84	5	has	have	AUX
afs-5812	84	6	presented	present	VERB
afs-5812	84	7	a	a	DET
afs-5812	84	8	stochastic	stochastic	ADJ
afs-5812	84	9	frontier	frontier	NOUN
afs-5812	84	10	model	model	NOUN
afs-5812	84	11	,	,	PUNCT
afs-5812	84	12	where	where	SCONJ
afs-5812	84	13	this	this	DET
afs-5812	84	14	change	change	NOUN
afs-5812	84	15	can	can	AUX
afs-5812	84	16	be	be	AUX
afs-5812	84	17	firm	firm	ADJ
afs-5812	84	18	specific	specific	ADJ
afs-5812	84	19	(	(	PUNCT
afs-5812	84	20	ηi	ηi	NOUN
afs-5812	84	21	instead	instead	ADV
afs-5812	84	22	of	of	ADP
afs-5812	84	23	η	η	PROPN
afs-5812	84	24	)	)	PUNCT
afs-5812	84	25	.	.	PUNCT
afs-5812	85	1	the	the	DET
afs-5812	85	2	latter	latter	ADJ
afs-5812	85	3	model	model	NOUN
afs-5812	85	4	specification	specification	NOUN
afs-5812	85	5	is	be	AUX
afs-5812	85	6	complicated	complicate	VERB
afs-5812	85	7	to	to	PART
afs-5812	85	8	estimate	estimate	VERB
afs-5812	85	9	,	,	PUNCT
afs-5812	85	10	and	and	CCONJ
afs-5812	85	11	neither	neither	PRON
afs-5812	85	12	of	of	ADP
afs-5812	85	13	previous	previous	ADJ
afs-5812	85	14	models	model	NOUN
afs-5812	85	15	takes	take	VERB
afs-5812	85	16	into	into	ADP
afs-5812	85	17	account	account	NOUN
afs-5812	85	18	e.g.	e.g.	ADV
afs-5812	85	19	the	the	DET
afs-5812	85	20	heterogeneity	heterogeneity	NOUN
afs-5812	85	21	in	in	ADP
afs-5812	85	22	production	production	NOUN
afs-5812	85	23	circumstances	circumstance	NOUN
afs-5812	85	24	as	as	ADP
afs-5812	85	25	effects	effect	NOUN
afs-5812	85	26	,	,	PUNCT
afs-5812	85	27	which	which	PRON
afs-5812	85	28	influence	influence	NOUN
afs-5812	85	29	efficiency	efficiency	NOUN
afs-5812	85	30	.	.	PUNCT
afs-5812	86	1	the	the	DET
afs-5812	86	2	factors	factor	NOUN
afs-5812	86	3	influencing	influence	VERB
afs-5812	86	4	technical	technical	ADJ
afs-5812	86	5	efficiency	efficiency	NOUN
afs-5812	86	6	have	have	AUX
afs-5812	86	7	in	in	ADP
afs-5812	86	8	several	several	ADJ
afs-5812	86	9	studies	study	NOUN
afs-5812	86	10	been	be	AUX
afs-5812	86	11	analysed	analyse	VERB
afs-5812	86	12	by	by	ADP
afs-5812	86	13	a	a	DET
afs-5812	86	14	second	second	ADJ
afs-5812	86	15	stage	stage	NOUN
afs-5812	86	16	regression	regression	NOUN
afs-5812	86	17	after	after	ADP
afs-5812	86	18	the	the	DET
afs-5812	86	19	estimation	estimation	NOUN
afs-5812	86	20	of	of	ADP
afs-5812	86	21	efficiency	efficiency	NOUN
afs-5812	86	22	scores	score	NOUN
afs-5812	86	23	.	.	PUNCT
afs-5812	87	1	there	there	PRON
afs-5812	87	2	efficiency	efficiency	NOUN
afs-5812	87	3	scores	score	NOUN
afs-5812	87	4	determined	determine	VERB
afs-5812	87	5	in	in	ADP
afs-5812	87	6	the	the	DET
afs-5812	87	7	first	first	ADJ
afs-5812	87	8	stage	stage	NOUN
afs-5812	87	9	regression	regression	NOUN
afs-5812	87	10	have	have	AUX
afs-5812	87	11	been	be	AUX
afs-5812	87	12	regressed	regress	VERB
afs-5812	87	13	by	by	ADP
afs-5812	87	14	background	background	NOUN
afs-5812	87	15	and	and	CCONJ
afs-5812	87	16	production	production	NOUN
afs-5812	87	17	environment	environment	NOUN
afs-5812	87	18	related	relate	VERB
afs-5812	87	19	factors	factor	NOUN
afs-5812	87	20	(	(	PUNCT
afs-5812	87	21	e.g.	e.g.	ADV
afs-5812	87	22	pitt	pitt	PROPN
afs-5812	87	23	and	and	CCONJ
afs-5812	87	24	lee	lee	PROPN
afs-5812	87	25	1981	1981	NUM
afs-5812	87	26	)	)	PUNCT
afs-5812	87	27	.	.	PUNCT
afs-5812	88	1	this	this	PRON
afs-5812	88	2	,	,	PUNCT
afs-5812	88	3	however	however	ADV
afs-5812	88	4	,	,	PUNCT
afs-5812	88	5	contradicts	contradict	VERB
afs-5812	88	6	the	the	DET
afs-5812	88	7	assumptions	assumption	NOUN
afs-5812	88	8	of	of	ADP
afs-5812	88	9	stochastic	stochastic	ADJ
afs-5812	88	10	frontier	frontier	NOUN
afs-5812	88	11	analysis	analysis	NOUN
afs-5812	88	12	.	.	PUNCT
afs-5812	89	1	in	in	ADP
afs-5812	89	2	the	the	DET
afs-5812	89	3	estimation	estimation	NOUN
afs-5812	89	4	of	of	ADP
afs-5812	89	5	efficiency	efficiency	NOUN
afs-5812	89	6	scores	score	NOUN
afs-5812	89	7	of	of	ADP
afs-5812	89	8	the	the	DET
afs-5812	89	9	stochastic	stochastic	ADJ
afs-5812	89	10	frontier	frontier	NOUN
afs-5812	89	11	model	model	NOUN
afs-5812	89	12	it	it	PRON
afs-5812	89	13	is	be	AUX
afs-5812	89	14	assumed	assume	VERB
afs-5812	89	15	that	that	SCONJ
afs-5812	89	16	the	the	DET
afs-5812	89	17	scores	score	NOUN
afs-5812	89	18	are	be	AUX
afs-5812	89	19	independently	independently	ADV
afs-5812	89	20	and	and	CCONJ
afs-5812	89	21	identically	identically	ADV
afs-5812	89	22	distributed	distribute	VERB
afs-5812	89	23	but	but	CCONJ
afs-5812	89	24	in	in	ADP
afs-5812	89	25	the	the	DET
afs-5812	89	26	second	second	ADJ
afs-5812	89	27	stage	stage	NOUN
afs-5812	89	28	regression	regression	VERB
afs-5812	89	29	the	the	DET
afs-5812	89	30	efficiency	efficiency	NOUN
afs-5812	89	31	scores	score	NOUN
afs-5812	89	32	are	be	AUX
afs-5812	89	33	assumed	assume	VERB
afs-5812	89	34	to	to	PART
afs-5812	89	35	depend	depend	VERB
afs-5812	89	36	on	on	ADP
afs-5812	89	37	firm	firm	ADJ
afs-5812	89	38	specific	specific	ADJ
afs-5812	89	39	and	and	CCONJ
afs-5812	89	40	other	other	ADJ
afs-5812	89	41	factors	factor	NOUN
afs-5812	89	42	.	.	PUNCT
afs-5812	90	1	this	this	PRON
afs-5812	90	2	follows	follow	VERB
afs-5812	90	3	that	that	SCONJ
afs-5812	90	4	efficiency	efficiency	NOUN
afs-5812	90	5	scores	score	NOUN
afs-5812	90	6	can	can	AUX
afs-5812	90	7	not	not	PART
afs-5812	90	8	be	be	AUX
afs-5812	90	9	identically	identically	ADV
afs-5812	90	10	distributed	distribute	VERB
afs-5812	90	11	if	if	SCONJ
afs-5812	90	12	the	the	DET
afs-5812	90	13	coefficients	coefficient	NOUN
afs-5812	90	14	of	of	ADP
afs-5812	90	15	dependent	dependent	ADJ
afs-5812	90	16	variables	variable	NOUN
afs-5812	90	17	differ	differ	VERB
afs-5812	90	18	from	from	ADP
afs-5812	90	19	zero	zero	NUM
afs-5812	90	20	(	(	PUNCT
afs-5812	90	21	coelli	coelli	PROPN
afs-5812	90	22	et	et	PROPN
afs-5812	90	23	al	al	PROPN
afs-5812	90	24	.	.	PROPN
afs-5812	90	25	1998	1998	NUM
afs-5812	90	26	,	,	PUNCT
afs-5812	90	27	1999	1999	NUM
afs-5812	90	28	)	)	PUNCT
afs-5812	90	29	.	.	PUNCT
afs-5812	91	1	kumbhakar	kumbhakar	PROPN
afs-5812	91	2	et	et	PROPN
afs-5812	91	3	al	al	PROPN
afs-5812	91	4	.	.	PROPN
afs-5812	92	1	(	(	PUNCT
afs-5812	92	2	1991	1991	NUM
afs-5812	92	3	)	)	PUNCT
afs-5812	92	4	presented	present	VERB
afs-5812	92	5	a	a	DET
afs-5812	92	6	model	model	NOUN
afs-5812	92	7	for	for	ADP
afs-5812	92	8	cross	cross	ADJ
afs-5812	92	9	-	-	ADJ
afs-5812	92	10	sectional	sectional	ADJ
afs-5812	92	11	data	datum	NOUN
afs-5812	92	12	where	where	SCONJ
afs-5812	92	13	environmental	environmental	ADJ
afs-5812	92	14	factors	factor	NOUN
afs-5812	92	15	affect	affect	VERB
afs-5812	92	16	directly	directly	ADV
afs-5812	92	17	technical	technical	ADJ
afs-5812	92	18	efficiency	efficiency	NOUN
afs-5812	92	19	.	.	PUNCT
afs-5812	93	1	in	in	ADP
afs-5812	93	2	1995	1995	NUM
afs-5812	93	3	,	,	PUNCT
afs-5812	93	4	bat1	bat1	NOUN
afs-5812	93	5	several	several	ADJ
afs-5812	93	6	methods	method	NOUN
afs-5812	93	7	can	can	AUX
afs-5812	93	8	be	be	AUX
afs-5812	93	9	applied	apply	VERB
afs-5812	93	10	in	in	ADP
afs-5812	93	11	productivity	productivity	NOUN
afs-5812	93	12	and	and	CCONJ
afs-5812	93	13	efficiency	efficiency	NOUN
afs-5812	93	14	analysis	analysis	NOUN
afs-5812	93	15	.	.	PUNCT
afs-5812	94	1	often	often	ADV
afs-5812	94	2	these	these	DET
afs-5812	94	3	methods	method	NOUN
afs-5812	94	4	are	be	AUX
afs-5812	94	5	divided	divide	VERB
afs-5812	94	6	to	to	ADP
afs-5812	94	7	non	non	ADJ
afs-5812	94	8	-	-	ADJ
afs-5812	94	9	parametric	parametric	ADJ
afs-5812	94	10	and	and	CCONJ
afs-5812	94	11	parametric	parametric	ADJ
afs-5812	94	12	(	(	PUNCT
afs-5812	94	13	e.g.	e.g.	ADV
afs-5812	94	14	färe	färe	PROPN
afs-5812	94	15	et	et	PROPN
afs-5812	94	16	al	al	PROPN
afs-5812	94	17	.	.	PROPN
afs-5812	94	18	1994	1994	NUM
afs-5812	94	19	,	,	PUNCT
afs-5812	94	20	kumbhakar	kumbhakar	NOUN
afs-5812	94	21	and	and	CCONJ
afs-5812	94	22	lovell	lovell	PROPN
afs-5812	94	23	2000	2000	NUM
afs-5812	94	24	)	)	PUNCT
afs-5812	94	25	.	.	PUNCT
afs-5812	95	1	an	an	DET
afs-5812	95	2	advantage	advantage	NOUN
afs-5812	95	3	of	of	ADP
afs-5812	95	4	non	non	ADJ
afs-5812	95	5	-	-	ADJ
afs-5812	95	6	parametric	parametric	ADJ
afs-5812	95	7	programming	programming	NOUN
afs-5812	95	8	models	model	NOUN
afs-5812	95	9	is	be	AUX
afs-5812	95	10	that	that	SCONJ
afs-5812	95	11	the	the	DET
afs-5812	95	12	analysis	analysis	NOUN
afs-5812	95	13	relies	rely	VERB
afs-5812	95	14	on	on	ADP
afs-5812	95	15	only	only	ADV
afs-5812	95	16	a	a	DET
afs-5812	95	17	few	few	ADJ
afs-5812	95	18	assumptions	assumption	NOUN
afs-5812	95	19	about	about	ADP
afs-5812	95	20	production	production	NOUN
afs-5812	95	21	technology	technology	NOUN
afs-5812	95	22	when	when	SCONJ
afs-5812	95	23	in	in	ADP
afs-5812	95	24	parametric	parametric	ADJ
afs-5812	95	25	econometric	econometric	ADJ
afs-5812	95	26	models	model	NOUN
afs-5812	95	27	a	a	DET
afs-5812	95	28	functional	functional	ADJ
afs-5812	95	29	form	form	NOUN
afs-5812	95	30	has	have	VERB
afs-5812	95	31	to	to	PART
afs-5812	95	32	be	be	AUX
afs-5812	95	33	specified	specify	VERB
afs-5812	95	34	.	.	PUNCT
afs-5812	96	1	on	on	ADP
afs-5812	96	2	the	the	DET
afs-5812	96	3	other	other	ADJ
afs-5812	96	4	hand	hand	NOUN
afs-5812	96	5	,	,	PUNCT
afs-5812	96	6	in	in	ADP
afs-5812	96	7	the	the	DET
afs-5812	96	8	empirical	empirical	ADJ
afs-5812	96	9	analysis	analysis	NOUN
afs-5812	96	10	the	the	DET
afs-5812	96	11	biggest	big	ADJ
afs-5812	96	12	problem	problem	NOUN
afs-5812	96	13	of	of	ADP
afs-5812	96	14	non	non	ADJ
afs-5812	96	15	-	-	ADJ
afs-5812	96	16	parametric	parametric	ADJ
afs-5812	96	17	models	model	NOUN
afs-5812	96	18	has	have	AUX
afs-5812	96	19	probably	probably	ADV
afs-5812	96	20	been	be	AUX
afs-5812	96	21	related	relate	VERB
afs-5812	96	22	to	to	ADP
afs-5812	96	23	the	the	DET
afs-5812	96	24	deterministic	deterministic	ADJ
afs-5812	96	25	nature	nature	NOUN
afs-5812	96	26	of	of	ADP
afs-5812	96	27	ordinary	ordinary	ADJ
afs-5812	96	28	programming	programming	NOUN
afs-5812	96	29	models	model	NOUN
afs-5812	96	30	.	.	PUNCT
afs-5812	97	1	this	this	PRON
afs-5812	97	2	is	be	AUX
afs-5812	97	3	because	because	SCONJ
afs-5812	97	4	extraordinarily	extraordinarily	ADV
afs-5812	97	5	deviating	deviate	VERB
afs-5812	97	6	observations	observation	NOUN
afs-5812	97	7	(	(	PUNCT
afs-5812	97	8	outliers	outlier	NOUN
afs-5812	97	9	)	)	PUNCT
afs-5812	97	10	may	may	AUX
afs-5812	97	11	considerably	considerably	ADV
afs-5812	97	12	affect	affect	VERB
afs-5812	97	13	the	the	DET
afs-5812	97	14	location	location	NOUN
afs-5812	97	15	of	of	ADP
afs-5812	97	16	the	the	DET
afs-5812	97	17	frontier	frontier	NOUN
afs-5812	97	18	and	and	CCONJ
afs-5812	97	19	,	,	PUNCT
afs-5812	97	20	as	as	ADP
afs-5812	97	21	a	a	DET
afs-5812	97	22	consequence	consequence	NOUN
afs-5812	97	23	the	the	DET
afs-5812	97	24	results	result	NOUN
afs-5812	97	25	of	of	ADP
afs-5812	97	26	the	the	DET
afs-5812	97	27	efficiency	efficiency	NOUN
afs-5812	97	28	and	and	CCONJ
afs-5812	97	29	productivity	productivity	NOUN
afs-5812	97	30	analysis	analysis	NOUN
afs-5812	97	31	.	.	PUNCT
afs-5812	98	1	253	253	NUM
afs-5812	98	2	a	a	DET
afs-5812	98	3	g	g	NOUN
afs-5812	98	4	r	r	NOUN
afs-5812	98	5	i	i	NOUN
afs-5812	98	6	c	c	NOUN
afs-5812	98	7	u	u	NOUN
afs-5812	98	8	l	l	NOUN
afs-5812	98	9	t	t	NOUN
afs-5812	98	10	u	u	X
afs-5812	98	11	r	r	NOUN
afs-5812	98	12	a	a	PROPN
afs-5812	98	13	l	l	NOUN
afs-5812	98	14	a	a	DET
afs-5812	98	15	n	n	NOUN
afs-5812	99	1	d	d	NOUN
afs-5812	99	2	f	f	X
afs-5812	100	1	o	o	NOUN
afs-5812	100	2	o	o	X
afs-5812	101	1	d	d	X
afs-5812	101	2	s	s	X
afs-5812	101	3	c	c	NOUN
afs-5812	102	1	i	i	NOUN
afs-5812	102	2	e	e	PROPN
afs-5812	102	3	n	n	PROPN
afs-5812	102	4	c	c	NOUN
afs-5812	102	5	e	e	NOUN
afs-5812	102	6	vol	vol	NOUN
afs-5812	102	7	.	.	PUNCT
afs-5812	103	1	14	14	NUM
afs-5812	103	2	(	(	PUNCT
afs-5812	103	3	2005	2005	NUM
afs-5812	103	4	):	):	PUNCT
afs-5812	103	5	250–263	250–263	NUM
afs-5812	103	6	.	.	PUNCT
afs-5812	104	1	tese	tese	PROPN
afs-5812	104	2	and	and	CCONJ
afs-5812	104	3	coelli	coelli	PROPN
afs-5812	104	4	(	(	PUNCT
afs-5812	104	5	1995	1995	NUM
afs-5812	104	6	)	)	PUNCT
afs-5812	104	7	introduced	introduce	VERB
afs-5812	104	8	a	a	DET
afs-5812	104	9	model	model	NOUN
afs-5812	104	10	for	for	ADP
afs-5812	104	11	panel	panel	NOUN
afs-5812	104	12	data	datum	NOUN
afs-5812	104	13	,	,	PUNCT
afs-5812	104	14	which	which	PRON
afs-5812	104	15	made	make	VERB
afs-5812	104	16	it	it	PRON
afs-5812	104	17	possible	possible	ADJ
afs-5812	104	18	to	to	PART
afs-5812	104	19	estimate	estimate	VERB
afs-5812	104	20	parameter	parameter	NOUN
afs-5812	104	21	values	value	NOUN
afs-5812	104	22	for	for	ADP
afs-5812	104	23	background	background	NOUN
afs-5812	104	24	or	or	CCONJ
afs-5812	104	25	production	production	NOUN
afs-5812	104	26	environment	environment	NOUN
afs-5812	104	27	related	relate	VERB
afs-5812	104	28	factors	factor	NOUN
afs-5812	104	29	affecting	affect	VERB
afs-5812	104	30	technical	technical	ADJ
afs-5812	104	31	efficiency	efficiency	NOUN
afs-5812	104	32	simultaneously	simultaneously	ADV
afs-5812	104	33	with	with	ADP
afs-5812	104	34	separate	separate	ADJ
afs-5812	104	35	components	component	NOUN
afs-5812	104	36	of	of	ADP
afs-5812	104	37	technical	technical	ADJ
afs-5812	104	38	efficiency	efficiency	NOUN
afs-5812	104	39	and	and	CCONJ
afs-5812	104	40	technical	technical	ADJ
afs-5812	104	41	change	change	NOUN
afs-5812	104	42	.	.	PUNCT
afs-5812	105	1	efficiency	efficiency	NOUN
afs-5812	105	2	is	be	AUX
afs-5812	105	3	determined	determine	VERB
afs-5812	105	4	in	in	ADP
afs-5812	105	5	a	a	DET
afs-5812	105	6	stochastic	stochastic	ADJ
afs-5812	105	7	frontier	frontier	NOUN
afs-5812	105	8	model	model	NOUN
afs-5812	105	9	,	,	PUNCT
afs-5812	105	10	where	where	SCONJ
afs-5812	105	11	efficiency	efficiency	NOUN
afs-5812	105	12	effects	effect	NOUN
afs-5812	105	13	are	be	AUX
afs-5812	105	14	assumed	assume	VERB
afs-5812	105	15	to	to	PART
afs-5812	105	16	distribute	distribute	VERB
afs-5812	105	17	independently	independently	ADV
afs-5812	105	18	(	(	PUNCT
afs-5812	105	19	but	but	CCONJ
afs-5812	105	20	not	not	PART
afs-5812	105	21	identically	identically	ADV
afs-5812	105	22	)	)	PUNCT
afs-5812	105	23	as	as	ADP
afs-5812	105	24	non	non	ADJ
afs-5812	105	25	-	-	ADJ
afs-5812	105	26	negative	negative	ADJ
afs-5812	105	27	random	random	ADJ
afs-5812	105	28	variables	variable	NOUN
afs-5812	105	29	.	.	PUNCT
afs-5812	106	1	for	for	ADP
afs-5812	106	2	the	the	DET
afs-5812	106	3	period	period	NOUN
afs-5812	106	4	t	t	NOUN
afs-5812	106	5	and	and	CCONJ
afs-5812	106	6	firm	firm	NOUN
afs-5812	106	7	i	i	PRON
afs-5812	106	8	the	the	DET
afs-5812	106	9	technical	technical	ADJ
afs-5812	106	10	inefficiency	inefficiency	NOUN
afs-5812	106	11	uit	uit	NOUN
afs-5812	106	12	in	in	ADP
afs-5812	106	13	equation	equation	NOUN
afs-5812	106	14	1	1	NUM
afs-5812	106	15	can	can	AUX
afs-5812	106	16	be	be	AUX
afs-5812	106	17	obtained	obtain	VERB
afs-5812	106	18	from	from	ADP
afs-5812	106	19	at	at	ADP
afs-5812	106	20	zero	zero	NUM
afs-5812	106	21	truncated	truncate	VERB
afs-5812	106	22	normal	normal	ADJ
afs-5812	106	23	distribution	distribution	NOUN
afs-5812	106	24	n(µit	n(µit	NOUN
afs-5812	106	25	,	,	PUNCT
afs-5812	106	26	σ2	σ2	NOUN
afs-5812	106	27	)	)	PUNCT
afs-5812	106	28	,	,	PUNCT
afs-5812	106	29	where	where	SCONJ
afs-5812	106	30	the	the	DET
afs-5812	106	31	mean	mean	ADJ
afs-5812	106	32	µit	µit	NOUN
afs-5812	106	33	is	be	AUX
afs-5812	106	34	defined	define	VERB
afs-5812	106	35	as	as	ADP
afs-5812	106	36	µit	µit	NOUN
afs-5812	106	37	=	=	PUNCT
afs-5812	106	38	δ0	δ0	NOUN
afs-5812	106	39	+	+	CCONJ
afs-5812	106	40	m	m	VERB
afs-5812	106	41	∑	∑	PUNCT
afs-5812	106	42	r=1	r=1	NOUN
afs-5812	106	43	δr	δr	ADP
afs-5812	106	44	zrit	zrit	NOUN
afs-5812	106	45	,	,	PUNCT
afs-5812	106	46	(	(	PUNCT
afs-5812	106	47	4	4	NUM
afs-5812	106	48	)	)	PUNCT
afs-5812	106	49	and	and	CCONJ
afs-5812	106	50	zrit	zrit	VERB
afs-5812	106	51	are	be	AUX
afs-5812	106	52	the	the	DET
afs-5812	106	53	firm	firm	ADJ
afs-5812	106	54	specific	specific	ADJ
afs-5812	106	55	background	background	NOUN
afs-5812	106	56	or	or	CCONJ
afs-5812	106	57	production	production	NOUN
afs-5812	106	58	environment	environment	NOUN
afs-5812	106	59	related	relate	VERB
afs-5812	106	60	factors	factor	NOUN
afs-5812	106	61	and	and	CCONJ
afs-5812	106	62	δr	δr	PROPN
afs-5812	106	63	are	be	AUX
afs-5812	106	64	parameters	parameter	NOUN
afs-5812	106	65	to	to	PART
afs-5812	106	66	be	be	AUX
afs-5812	106	67	estimated	estimate	VERB
afs-5812	106	68	.	.	PUNCT
afs-5812	107	1	thus	thus	ADV
afs-5812	107	2	,	,	PUNCT
afs-5812	107	3	the	the	DET
afs-5812	107	4	means	mean	NOUN
afs-5812	107	5	of	of	ADP
afs-5812	107	6	at	at	ADP
afs-5812	107	7	zero	zero	NUM
afs-5812	107	8	truncated	truncate	VERB
afs-5812	107	9	normal	normal	ADJ
afs-5812	107	10	distributions	distribution	NOUN
afs-5812	107	11	are	be	AUX
afs-5812	107	12	not	not	PART
afs-5812	107	13	the	the	DET
afs-5812	107	14	same	same	ADJ
afs-5812	107	15	but	but	CCONJ
afs-5812	107	16	functions	function	NOUN
afs-5812	107	17	of	of	ADP
afs-5812	107	18	observed	observed	ADJ
afs-5812	107	19	variables	variable	NOUN
afs-5812	107	20	and	and	CCONJ
afs-5812	107	21	a	a	DET
afs-5812	107	22	common	common	ADJ
afs-5812	107	23	parameter	parameter	NOUN
afs-5812	107	24	vector2	vector2	PROPN
afs-5812	107	25	.	.	PUNCT
afs-5812	108	1	efficiency	efficiency	NOUN
afs-5812	108	2	scores	score	NOUN
afs-5812	108	3	of	of	ADP
afs-5812	108	4	specific	specific	ADJ
afs-5812	108	5	farms	farm	NOUN
afs-5812	108	6	may	may	AUX
afs-5812	108	7	vary	vary	VERB
afs-5812	108	8	from	from	ADP
afs-5812	108	9	year	year	NOUN
afs-5812	108	10	to	to	ADP
afs-5812	108	11	year	year	NOUN
afs-5812	108	12	.	.	PUNCT
afs-5812	109	1	technical	technical	ADJ
afs-5812	109	2	change	change	NOUN
afs-5812	109	3	is	be	AUX
afs-5812	109	4	expected	expect	VERB
afs-5812	109	5	to	to	PART
afs-5812	109	6	be	be	AUX
afs-5812	109	7	caught	catch	VERB
afs-5812	109	8	by	by	ADP
afs-5812	109	9	the	the	DET
afs-5812	109	10	ordinary	ordinary	ADJ
afs-5812	109	11	production	production	NOUN
afs-5812	109	12	function	function	NOUN
afs-5812	109	13	.	.	PUNCT
afs-5812	110	1	it	it	PRON
afs-5812	110	2	is	be	AUX
afs-5812	110	3	not	not	PART
afs-5812	110	4	obvious	obvious	ADJ
afs-5812	110	5	whether	whether	SCONJ
afs-5812	110	6	the	the	DET
afs-5812	110	7	firm	firm	ADJ
afs-5812	110	8	specific	specific	ADJ
afs-5812	110	9	background	background	NOUN
afs-5812	110	10	and	and	CCONJ
afs-5812	110	11	production	production	NOUN
afs-5812	110	12	environment	environment	NOUN
afs-5812	110	13	related	relate	VERB
afs-5812	110	14	factors	factor	NOUN
afs-5812	110	15	affect	affect	VERB
afs-5812	110	16	only	only	ADV
afs-5812	110	17	directly	directly	ADV
afs-5812	110	18	technical	technical	ADJ
afs-5812	110	19	efficiency	efficiency	NOUN
afs-5812	110	20	.	.	PUNCT
afs-5812	111	1	alternatively	alternatively	ADV
afs-5812	111	2	,	,	PUNCT
afs-5812	111	3	they	they	PRON
afs-5812	111	4	can	can	AUX
afs-5812	111	5	be	be	AUX
afs-5812	111	6	included	include	VERB
afs-5812	111	7	in	in	ADP
afs-5812	111	8	the	the	DET
afs-5812	111	9	stochastic	stochastic	ADJ
afs-5812	111	10	frontier	frontier	NOUN
afs-5812	111	11	model	model	NOUN
afs-5812	111	12	as	as	ADP
afs-5812	111	13	direct	direct	ADJ
afs-5812	111	14	effects	effect	NOUN
afs-5812	111	15	on	on	ADP
afs-5812	111	16	the	the	DET
afs-5812	111	17	shape	shape	NOUN
afs-5812	111	18	and	and	CCONJ
afs-5812	111	19	location	location	NOUN
afs-5812	111	20	of	of	ADP
afs-5812	111	21	production	production	NOUN
afs-5812	111	22	frontier	frontier	NOUN
afs-5812	111	23	,	,	PUNCT
afs-5812	111	24	in	in	ADP
afs-5812	111	25	which	which	DET
afs-5812	111	26	case	case	NOUN
afs-5812	111	27	the	the	DET
afs-5812	111	28	equation	equation	NOUN
afs-5812	111	29	can	can	AUX
afs-5812	111	30	be	be	AUX
afs-5812	111	31	written	write	VERB
afs-5812	111	32	as	as	SCONJ
afs-5812	111	33	follows	follow	VERB
afs-5812	111	34	ln	ln	PROPN
afs-5812	111	35	yit	yit	PROPN
afs-5812	111	36	=	=	SYM
afs-5812	112	1	β0	β0	PROPN
afs-5812	113	1	+	+	NUM
afs-5812	113	2	h	h	NOUN
afs-5812	113	3	∑	∑	PUNCT
afs-5812	113	4	j=1	j=1	NOUN
afs-5812	113	5	βj	βj	PROPN
afs-5812	113	6	ln	ln	ADV
afs-5812	113	7	xjit	xjit	PROPN
afs-5812	114	1	+	+	CCONJ
afs-5812	114	2	βtt	βtt	ADJ
afs-5812	114	3	+	+	CCONJ
afs-5812	114	4	1/2	1/2	NUM
afs-5812	114	5	h	h	NOUN
afs-5812	114	6	∑	∑	PUNCT
afs-5812	114	7	j=1	j=1	PROPN
afs-5812	114	8	h	h	NOUN
afs-5812	114	9	∑	∑	PUNCT
afs-5812	114	10	k=1	k=1	X
afs-5812	114	11	βjk	βjk	PROPN
afs-5812	114	12	ln	ln	INTJ
afs-5812	114	13	xjit	xjit	PROPN
afs-5812	114	14	ln	ln	PROPN
afs-5812	114	15	xkit	xkit	PROPN
afs-5812	115	1	+	+	CCONJ
afs-5812	115	2	1/2βttt	1/2βttt	NOUN
afs-5812	115	3	2	2	NUM
afs-5812	116	1	+	+	NUM
afs-5812	116	2	h	h	NOUN
afs-5812	116	3	∑	∑	PROPN
afs-5812	116	4	j=1	j=1	PROPN
afs-5812	116	5	βjt	βjt	PRON
afs-5812	116	6	ln	ln	ADJ
afs-5812	116	7	xjitt	xjitt	NOUN
afs-5812	116	8	+	+	CCONJ
afs-5812	116	9	m	m	VERB
afs-5812	116	10	∑	∑	PART
afs-5812	116	11	r=1	r=1	NOUN
afs-5812	116	12	θrzrit	θrzrit	NOUN
afs-5812	116	13	–	–	PUNCT
afs-5812	116	14	uit	uit	NOUN
afs-5812	116	15	+	+	CCONJ
afs-5812	116	16	vit	vit	NOUN
afs-5812	116	17	,	,	PUNCT
afs-5812	116	18	(	(	PUNCT
afs-5812	116	19	5	5	NUM
afs-5812	116	20	)	)	PUNCT
afs-5812	116	21	where	where	SCONJ
afs-5812	116	22	zrit	zrit	NOUN
afs-5812	116	23	are	be	AUX
afs-5812	116	24	the	the	DET
afs-5812	116	25	firm	firm	ADJ
afs-5812	116	26	specific	specific	ADJ
afs-5812	116	27	background	background	NOUN
afs-5812	116	28	or	or	CCONJ
afs-5812	116	29	production	production	NOUN
afs-5812	116	30	environment	environment	NOUN
afs-5812	116	31	related	relate	VERB
afs-5812	116	32	factors	factor	NOUN
afs-5812	116	33	and	and	CCONJ
afs-5812	116	34	θr	θr	NOUN
afs-5812	116	35	are	be	AUX
afs-5812	116	36	their	their	PRON
afs-5812	116	37	regression	regression	NOUN
afs-5812	116	38	coefficients	coefficient	NOUN
afs-5812	116	39	(	(	PUNCT
afs-5812	116	40	coelli	coelli	PROPN
afs-5812	116	41	et	et	PROPN
afs-5812	116	42	al	al	PROPN
afs-5812	116	43	.	.	PROPN
afs-5812	116	44	1999	1999	NUM
afs-5812	116	45	)	)	PUNCT
afs-5812	116	46	.	.	PUNCT
afs-5812	117	1	in	in	ADP
afs-5812	117	2	equation	equation	NOUN
afs-5812	117	3	5	5	NUM
afs-5812	117	4	above	above	ADP
afs-5812	117	5	mentioned	mention	VERB
afs-5812	117	6	factors	factor	NOUN
afs-5812	117	7	influence	influence	VERB
afs-5812	117	8	only	only	ADV
afs-5812	117	9	on	on	ADP
afs-5812	117	10	the	the	DET
afs-5812	117	11	level	level	NOUN
afs-5812	117	12	of	of	ADP
afs-5812	117	13	output	output	NOUN
afs-5812	117	14	.	.	PUNCT
afs-5812	118	1	uit	uit	PROPN
afs-5812	118	2	follows	follow	VERB
afs-5812	118	3	the	the	DET
afs-5812	118	4	truncated	truncated	ADJ
afs-5812	118	5	normal	normal	ADJ
afs-5812	118	6	distribution	distribution	NOUN
afs-5812	118	7	where	where	SCONJ
afs-5812	118	8	the	the	DET
afs-5812	118	9	mean	mean	NOUN
afs-5812	118	10	µit	µit	NOUN
afs-5812	118	11	gets	get	VERB
afs-5812	118	12	a	a	DET
afs-5812	118	13	constant	constant	ADJ
afs-5812	118	14	value	value	NOUN
afs-5812	118	15	(	(	PUNCT
afs-5812	118	16	of	of	ADP
afs-5812	118	17	δ0	δ0	NOUN
afs-5812	118	18	)	)	PUNCT
afs-5812	118	19	.	.	PUNCT
afs-5812	119	1	it	it	PRON
afs-5812	119	2	is	be	AUX
afs-5812	119	3	thus	thus	ADV
afs-5812	119	4	assumed	assume	VERB
afs-5812	119	5	that	that	SCONJ
afs-5812	119	6	each	each	DET
afs-5812	119	7	firm	firm	NOUN
afs-5812	119	8	faces	face	VERB
afs-5812	119	9	a	a	DET
afs-5812	119	10	different	different	ADJ
afs-5812	119	11	frontier	frontier	NOUN
afs-5812	119	12	.	.	PUNCT
afs-5812	120	1	this	this	PRON
afs-5812	120	2	naturally	naturally	ADV
afs-5812	120	3	influences	influence	VERB
afs-5812	120	4	the	the	DET
afs-5812	120	5	level	level	NOUN
afs-5812	120	6	of	of	ADP
afs-5812	120	7	technical	technical	ADJ
afs-5812	120	8	efficiency	efficiency	NOUN
afs-5812	120	9	.	.	PUNCT
afs-5812	121	1	it	it	PRON
afs-5812	121	2	is	be	AUX
afs-5812	121	3	relatively	relatively	ADV
afs-5812	121	4	straight	straight	ADJ
afs-5812	121	5	forward	forward	ADV
afs-5812	121	6	to	to	PART
afs-5812	121	7	test	test	VERB
afs-5812	121	8	whether	whether	SCONJ
afs-5812	121	9	some	some	DET
afs-5812	121	10	factors	factor	NOUN
afs-5812	121	11	affect	affect	VERB
afs-5812	121	12	technical	technical	ADJ
afs-5812	121	13	efficiency	efficiency	NOUN
afs-5812	121	14	(	(	PUNCT
afs-5812	121	15	equation	equation	NOUN
afs-5812	121	16	4	4	NUM
afs-5812	121	17	)	)	PUNCT
afs-5812	121	18	or	or	CCONJ
afs-5812	121	19	whether	whether	SCONJ
afs-5812	121	20	these	these	DET
afs-5812	121	21	factors	factor	NOUN
afs-5812	121	22	influence	influence	VERB
afs-5812	121	23	the	the	DET
afs-5812	121	24	production	production	NOUN
afs-5812	121	25	frontier	frontier	NOUN
afs-5812	121	26	(	(	PUNCT
afs-5812	121	27	equation	equation	NOUN
afs-5812	121	28	5	5	NUM
afs-5812	121	29	)	)	PUNCT
afs-5812	121	30	applying	apply	VERB
afs-5812	121	31	nested	nested	ADJ
afs-5812	121	32	tests	test	NOUN
afs-5812	121	33	.	.	PUNCT
afs-5812	122	1	however	however	ADV
afs-5812	122	2	,	,	PUNCT
afs-5812	122	3	it	it	PRON
afs-5812	122	4	is	be	AUX
afs-5812	122	5	not	not	PART
afs-5812	122	6	possible	possible	ADJ
afs-5812	122	7	directly	directly	ADV
afs-5812	122	8	to	to	PART
afs-5812	122	9	test	test	VERB
afs-5812	122	10	whether	whether	SCONJ
afs-5812	122	11	background	background	NOUN
afs-5812	122	12	or	or	CCONJ
afs-5812	122	13	production	production	NOUN
afs-5812	122	14	environment	environment	NOUN
afs-5812	122	15	related	relate	VERB
afs-5812	122	16	factors	factor	NOUN
afs-5812	122	17	are	be	AUX
afs-5812	122	18	actually	actually	ADV
afs-5812	122	19	affecting	affect	VERB
afs-5812	122	20	the	the	DET
afs-5812	122	21	frontier	frontier	NOUN
afs-5812	122	22	or	or	CCONJ
afs-5812	122	23	the	the	DET
afs-5812	122	24	distance	distance	NOUN
afs-5812	122	25	from	from	ADP
afs-5812	122	26	the	the	DET
afs-5812	122	27	frontier	frontier	NOUN
afs-5812	122	28	.	.	PUNCT
afs-5812	123	1	this	this	PRON
afs-5812	123	2	is	be	AUX
afs-5812	123	3	tested	test	VERB
afs-5812	123	4	applying	apply	VERB
afs-5812	123	5	the	the	DET
afs-5812	123	6	method	method	NOUN
afs-5812	123	7	suggested	suggest	VERB
afs-5812	123	8	by	by	ADP
afs-5812	123	9	coelli	coelli	PROPN
afs-5812	123	10	et	et	PROPN
afs-5812	123	11	al	al	PROPN
afs-5812	123	12	.	.	PUNCT
afs-5812	124	1	(	(	PUNCT
afs-5812	124	2	1999	1999	NUM
afs-5812	124	3	)	)	PUNCT
afs-5812	124	4	,	,	PUNCT
afs-5812	124	5	based	base	VERB
afs-5812	124	6	on	on	ADP
afs-5812	124	7	an	an	DET
afs-5812	124	8	artificial	artificial	ADJ
afs-5812	124	9	nested	nested	ADJ
afs-5812	124	10	test	test	NOUN
afs-5812	124	11	.	.	PUNCT
afs-5812	125	1	in	in	ADP
afs-5812	125	2	this	this	DET
afs-5812	125	3	test	test	NOUN
afs-5812	125	4	,	,	PUNCT
afs-5812	125	5	the	the	DET
afs-5812	125	6	same	same	ADJ
afs-5812	125	7	background	background	NOUN
afs-5812	125	8	or	or	CCONJ
afs-5812	125	9	production	production	NOUN
afs-5812	125	10	environment	environment	NOUN
afs-5812	125	11	related	relate	VERB
afs-5812	125	12	factors	factor	NOUN
afs-5812	125	13	are	be	AUX
afs-5812	125	14	used	use	VERB
afs-5812	125	15	both	both	PRON
afs-5812	125	16	as	as	ADP
afs-5812	125	17	factors	factor	NOUN
afs-5812	125	18	of	of	ADP
afs-5812	125	19	production	production	NOUN
afs-5812	125	20	frontier	frontier	NOUN
afs-5812	125	21	and	and	CCONJ
afs-5812	125	22	as	as	ADP
afs-5812	125	23	factors	factor	NOUN
afs-5812	125	24	explaining	explain	VERB
afs-5812	125	25	the	the	DET
afs-5812	125	26	variation	variation	NOUN
afs-5812	125	27	of	of	ADP
afs-5812	125	28	technical	technical	ADJ
afs-5812	125	29	efficiency	efficiency	NOUN
afs-5812	125	30	.	.	PUNCT
afs-5812	126	1	this	this	PRON
afs-5812	126	2	means	mean	VERB
afs-5812	126	3	that	that	SCONJ
afs-5812	126	4	in	in	ADP
afs-5812	126	5	equation	equation	NOUN
afs-5812	126	6	5	5	NUM
afs-5812	126	7	uit	uit	NOUN
afs-5812	126	8	is	be	AUX
afs-5812	126	9	the	the	DET
afs-5812	126	10	inefficiency	inefficiency	NOUN
afs-5812	126	11	term	term	NOUN
afs-5812	126	12	with	with	ADP
afs-5812	126	13	a	a	DET
afs-5812	126	14	truncation	truncation	NOUN
afs-5812	126	15	at	at	ADP
afs-5812	126	16	zero	zero	NUM
afs-5812	126	17	of	of	ADP
afs-5812	126	18	n(µit	n(µit	PROPN
afs-5812	126	19	,	,	PUNCT
afs-5812	126	20	σ2	σ2	NOUN
afs-5812	126	21	)	)	PUNCT
afs-5812	126	22	and	and	CCONJ
afs-5812	126	23	the	the	DET
afs-5812	126	24	mean	mean	ADJ
afs-5812	126	25	µit	µit	NOUN
afs-5812	126	26	is	be	AUX
afs-5812	126	27	defined	define	VERB
afs-5812	126	28	as	as	ADP
afs-5812	126	29	in	in	ADP
afs-5812	126	30	equation	equation	NOUN
afs-5812	126	31	4	4	NUM
afs-5812	126	32	(	(	PUNCT
afs-5812	126	33	µit	µit	X
afs-5812	126	34	=	=	SYM
afs-5812	126	35	δ0	δ0	NOUN
afs-5812	126	36	+	+	CCONJ
afs-5812	126	37	m	m	VERB
afs-5812	126	38	∑	∑	PUNCT
afs-5812	126	39	r=1	r=1	NOUN
afs-5812	126	40	δr	δr	ADP
afs-5812	126	41	zrit	zrit	NOUN
afs-5812	126	42	)	)	PUNCT
afs-5812	126	43	.	.	PUNCT
afs-5812	127	1	thus	thus	ADV
afs-5812	127	2	,	,	PUNCT
afs-5812	127	3	we	we	PRON
afs-5812	127	4	can	can	AUX
afs-5812	127	5	perform	perform	VERB
afs-5812	127	6	a	a	DET
afs-5812	127	7	nested	nested	ADJ
afs-5812	127	8	likelihood	likelihood	NOUN
afs-5812	127	9	ratio	ratio	NOUN
afs-5812	127	10	test	test	NOUN
afs-5812	127	11	by	by	ADP
afs-5812	127	12	assuming	assume	VERB
afs-5812	127	13	either	either	CCONJ
afs-5812	127	14	that	that	SCONJ
afs-5812	127	15	θr	θr	NOUN
afs-5812	127	16	or	or	CCONJ
afs-5812	127	17	δr	δr	NOUN
afs-5812	127	18	are	be	AUX
afs-5812	127	19	jointly	jointly	ADV
afs-5812	127	20	zero	zero	NUM
afs-5812	127	21	.	.	PUNCT
afs-5812	128	1	in	in	ADP
afs-5812	128	2	the	the	DET
afs-5812	128	3	latter	latter	ADJ
afs-5812	128	4	case	case	NOUN
afs-5812	128	5	,	,	PUNCT
afs-5812	128	6	µit	µit	NOUN
afs-5812	128	7	=	=	SYM
afs-5812	128	8	δ0	δ0	NOUN
afs-5812	128	9	,	,	PUNCT
afs-5812	128	10	i.e.	i.e.	X
afs-5812	128	11	it	it	PRON
afs-5812	128	12	is	be	AUX
afs-5812	128	13	constant	constant	ADJ
afs-5812	128	14	.	.	PUNCT
afs-5812	129	1	total	total	ADJ
afs-5812	129	2	factor	factor	NOUN
afs-5812	129	3	productivity	productivity	NOUN
afs-5812	129	4	(	(	PUNCT
afs-5812	129	5	tfp	tfp	PROPN
afs-5812	129	6	)	)	PUNCT
afs-5812	129	7	growth	growth	NOUN
afs-5812	129	8	divisia	divisia	NOUN
afs-5812	129	9	index	index	NOUN
afs-5812	129	10	is	be	AUX
afs-5812	129	11	obtained	obtain	VERB
afs-5812	129	12	as	as	ADP
afs-5812	129	13	the	the	DET
afs-5812	129	14	difference	difference	NOUN
afs-5812	129	15	between	between	ADP
afs-5812	129	16	the	the	DET
afs-5812	129	17	output	output	NOUN
afs-5812	129	18	growth	growth	NOUN
afs-5812	129	19	and	and	CCONJ
afs-5812	129	20	input	input	NOUN
afs-5812	129	21	growth	growth	NOUN
afs-5812	129	22	between	between	ADP
afs-5812	129	23	the	the	DET
afs-5812	129	24	periods	period	NOUN
afs-5812	129	25	t	t	NOUN
afs-5812	129	26	+	+	CCONJ
afs-5812	129	27	1	1	NUM
afs-5812	129	28	and	and	CCONJ
afs-5812	129	29	t.	t.	NOUN
afs-5812	129	30	output	output	NOUN
afs-5812	129	31	growth	growth	NOUN
afs-5812	129	32	(	(	PUNCT
afs-5812	129	33	og	og	INTJ
afs-5812	129	34	)	)	PUNCT
afs-5812	129	35	is	be	AUX
afs-5812	129	36	measured	measure	VERB
afs-5812	129	37	as	as	ADP
afs-5812	129	38	a	a	DET
afs-5812	129	39	percentage	percentage	NOUN
afs-5812	129	40	change	change	NOUN
afs-5812	129	41	in	in	ADP
afs-5812	129	42	output	output	NOUN
afs-5812	129	43	og	og	PROPN
afs-5812	129	44	=	=	PUNCT
afs-5812	130	1	(	(	PUNCT
afs-5812	130	2	ln	ln	ADJ
afs-5812	130	3	yit+1	yit+1	PROPN
afs-5812	130	4	–	–	PUNCT
afs-5812	130	5	ln	ln	PROPN
afs-5812	130	6	yit	yit	NOUN
afs-5812	130	7	)	)	PUNCT
afs-5812	130	8	.	.	PUNCT
afs-5812	131	1	the	the	DET
afs-5812	131	2	aggregate	aggregate	ADJ
afs-5812	131	3	input	input	NOUN
afs-5812	131	4	growth	growth	NOUN
afs-5812	131	5	(	(	PUNCT
afs-5812	131	6	ig	ig	NOUN
afs-5812	131	7	)	)	PUNCT
afs-5812	131	8	is	be	AUX
afs-5812	131	9	measured	measure	VERB
afs-5812	131	10	as	as	ADP
afs-5812	131	11	ig	ig	PROPN
afs-5812	131	12	=	=	NOUN
afs-5812	131	13	h	h	NOUN
afs-5812	131	14	∑	∑	PUNCT
afs-5812	131	15	j=1	j=1	NOUN
afs-5812	131	16	1/2(sijt	1/2(sijt	NUM
afs-5812	132	1	+	+	NUM
afs-5812	132	2	sijt+1)(ln	sijt+1)(ln	NOUN
afs-5812	132	3	xijt+1	xijt+1	PROPN
afs-5812	132	4	–	–	PUNCT
afs-5812	132	5	ln	ln	ADJ
afs-5812	132	6	xijt	xijt	NOUN
afs-5812	132	7	)	)	PUNCT
afs-5812	132	8	,	,	PUNCT
afs-5812	132	9	where	where	SCONJ
afs-5812	132	10	sijt	sijt	NOUN
afs-5812	132	11	is	be	AUX
afs-5812	132	12	the	the	DET
afs-5812	132	13	cost	cost	NOUN
afs-5812	132	14	share	share	NOUN
afs-5812	132	15	of	of	ADP
afs-5812	132	16	input	input	NOUN
afs-5812	132	17	j	j	PROPN
afs-5812	132	18	at	at	ADP
afs-5812	132	19	time	time	NOUN
afs-5812	132	20	t	t	NOUN
afs-5812	132	21	on	on	ADP
afs-5812	132	22	the	the	DET
afs-5812	132	23	farm	farm	NOUN
afs-5812	132	24	i.	i.	NOUN
afs-5812	132	25	by	by	ADP
afs-5812	132	26	totally	totally	ADV
afs-5812	132	27	differentiating	differentiate	VERB
afs-5812	132	28	equation	equation	NOUN
afs-5812	132	29	1	1	NUM
afs-5812	132	30	yields	yield	NOUN
afs-5812	132	31	,	,	PUNCT
afs-5812	132	32	in	in	ADP
afs-5812	132	33	case	case	NOUN
afs-5812	132	34	of	of	ADP
afs-5812	132	35	no	no	DET
afs-5812	132	36	allocative	allocative	ADJ
afs-5812	132	37	inefficiency	inefficiency	NOUN
afs-5812	132	38	,	,	PUNCT
afs-5812	132	39	the	the	DET
afs-5812	132	40	following	follow	VERB
afs-5812	132	41	decomposition	decomposition	NOUN
afs-5812	132	42	of	of	ADP
afs-5812	132	43	tfp	tfp	PROPN
afs-5812	132	44	growth	growth	NOUN
afs-5812	132	45	(	(	PUNCT
afs-5812	132	46	kumbhakar	kumbhakar	NOUN
afs-5812	132	47	and	and	CCONJ
afs-5812	132	48	lovell	lovell	PROPN
afs-5812	132	49	2000	2000	NUM
afs-5812	132	50	,	,	PUNCT
afs-5812	132	51	p.	p.	NOUN
afs-5812	132	52	283–284	283–284	NUM
afs-5812	132	53	)	)	PUNCT
afs-5812	133	1	tfp	tfp	PROPN
afs-5812	133	2	=	=	PUNCT
afs-5812	133	3	tc	tc	PROPN
afs-5812	133	4	+	+	CCONJ
afs-5812	133	5	se	se	X
afs-5812	133	6	+	+	CCONJ
afs-5812	133	7	tec	tec	ADJ
afs-5812	133	8	.	.	PUNCT
afs-5812	134	1	(	(	PUNCT
afs-5812	134	2	6	6	NUM
afs-5812	134	3	)	)	PUNCT
afs-5812	134	4	thus	thus	ADV
afs-5812	134	5	,	,	PUNCT
afs-5812	134	6	it	it	PRON
afs-5812	134	7	can	can	AUX
afs-5812	134	8	be	be	AUX
afs-5812	134	9	decomposed	decompose	VERB
afs-5812	134	10	to	to	ADP
afs-5812	134	11	technical	technical	ADJ
afs-5812	134	12	change	change	NOUN
afs-5812	134	13	(	(	PUNCT
afs-5812	134	14	tc	tc	NOUN
afs-5812	134	15	)	)	PUNCT
afs-5812	134	16	,	,	PUNCT
afs-5812	134	17	scale	scale	NOUN
afs-5812	134	18	effect	effect	NOUN
afs-5812	134	19	(	(	PUNCT
afs-5812	134	20	se	se	X
afs-5812	134	21	)	)	PUNCT
afs-5812	134	22	and	and	CCONJ
afs-5812	134	23	technical	technical	ADJ
afs-5812	134	24	efficiency	efficiency	NOUN
afs-5812	134	25	change	change	NOUN
afs-5812	134	26	(	(	PUNCT
afs-5812	134	27	tec	tec	NOUN
afs-5812	134	28	)	)	PUNCT
afs-5812	134	29	.	.	PUNCT
afs-5812	135	1	we	we	PRON
afs-5812	135	2	next	next	ADV
afs-5812	135	3	derive	derive	VERB
afs-5812	135	4	these	these	DET
afs-5812	135	5	components	component	NOUN
afs-5812	135	6	.	.	PUNCT
afs-5812	136	1	technical	technical	ADJ
afs-5812	136	2	change	change	NOUN
afs-5812	136	3	is	be	AUX
afs-5812	136	4	obtained	obtain	VERB
afs-5812	136	5	from	from	ADP
afs-5812	136	6	the	the	DET
afs-5812	136	7	production	production	NOUN
afs-5812	136	8	function	function	NOUN
afs-5812	136	9	as	as	ADP
afs-5812	136	10	the	the	DET
afs-5812	136	11	first	first	ADJ
afs-5812	136	12	derivative	derivative	NOUN
afs-5812	136	13	of	of	ADP
afs-5812	136	14	t	t	PROPN
afs-5812	136	15	,	,	PUNCT
afs-5812	136	16	which	which	PRON
afs-5812	136	17	means	mean	VERB
afs-5812	136	18	that	that	SCONJ
afs-5812	136	19	2	2	NUM
afs-5812	136	20	the	the	DET
afs-5812	136	21	model	model	NOUN
afs-5812	136	22	does	do	AUX
afs-5812	136	23	not	not	PART
afs-5812	136	24	take	take	VERB
afs-5812	136	25	into	into	ADP
afs-5812	136	26	account	account	NOUN
afs-5812	136	27	possible	possible	ADJ
afs-5812	136	28	correlation	correlation	NOUN
afs-5812	136	29	between	between	ADP
afs-5812	136	30	periods	period	NOUN
afs-5812	136	31	and	and	CCONJ
afs-5812	136	32	firms	firm	NOUN
afs-5812	136	33	and	and	CCONJ
afs-5812	136	34	random	random	ADJ
afs-5812	136	35	errors	error	NOUN
afs-5812	136	36	(	(	PUNCT
afs-5812	136	37	vit	vit	NOUN
afs-5812	136	38	)	)	PUNCT
afs-5812	136	39	,	,	PUNCT
afs-5812	136	40	or	or	CCONJ
afs-5812	136	41	the	the	DET
afs-5812	136	42	heteroscedasticity	heteroscedasticity	NOUN
afs-5812	136	43	of	of	ADP
afs-5812	136	44	random	random	ADJ
afs-5812	136	45	errors	error	NOUN
afs-5812	136	46	of	of	ADP
afs-5812	136	47	technical	technical	ADJ
afs-5812	136	48	efficiencies	efficiency	NOUN
afs-5812	136	49	(	(	PUNCT
afs-5812	136	50	coelli	coelli	PROPN
afs-5812	136	51	et	et	PROPN
afs-5812	136	52	al	al	PROPN
afs-5812	136	53	.	.	PROPN
afs-5812	136	54	1999	1999	NUM
afs-5812	136	55	)	)	PUNCT
afs-5812	136	56	.	.	PUNCT
afs-5812	137	1	254	254	NUM
afs-5812	137	2	a	a	DET
afs-5812	137	3	g	g	NOUN
afs-5812	137	4	r	r	NOUN
afs-5812	137	5	i	i	NOUN
afs-5812	137	6	c	c	NOUN
afs-5812	137	7	u	u	NOUN
afs-5812	137	8	l	l	NOUN
afs-5812	137	9	t	t	NOUN
afs-5812	137	10	u	u	X
afs-5812	137	11	r	r	NOUN
afs-5812	137	12	a	a	PROPN
afs-5812	137	13	l	l	NOUN
afs-5812	137	14	a	a	DET
afs-5812	137	15	n	n	NOUN
afs-5812	138	1	d	d	NOUN
afs-5812	138	2	f	f	X
afs-5812	139	1	o	o	NOUN
afs-5812	139	2	o	o	X
afs-5812	140	1	d	d	X
afs-5812	140	2	s	s	X
afs-5812	140	3	c	c	NOUN
afs-5812	141	1	i	i	NOUN
afs-5812	141	2	e	e	PROPN
afs-5812	141	3	n	n	PROPN
afs-5812	141	4	c	c	NOUN
afs-5812	141	5	e	e	X
afs-5812	141	6	sipiläinen	sipiläinen	NOUN
afs-5812	141	7	,	,	PUNCT
afs-5812	141	8	t.	t.	PROPN
afs-5812	141	9	&	&	CCONJ
afs-5812	141	10	ryhänen	ryhänen	PROPN
afs-5812	141	11	,	,	PUNCT
afs-5812	141	12	m.	m.	NOUN
afs-5812	141	13	technical	technical	ADJ
afs-5812	141	14	change	change	NOUN
afs-5812	141	15	in	in	ADP
afs-5812	141	16	finnish	finnish	ADJ
afs-5812	141	17	grass	grass	NOUN
afs-5812	141	18	silage	silage	NOUN
afs-5812	141	19	production	production	NOUN
afs-5812	141	20	tc	tc	NUM
afs-5812	141	21	=	=	SYM
afs-5812	141	22	∂	∂	NUM
afs-5812	141	23	ln	ln	PROPN
afs-5812	141	24	yit	yit	NOUN
afs-5812	141	25	=	=	SYM
afs-5812	141	26	βt	βt	PROPN
afs-5812	142	1	+	+	CCONJ
afs-5812	142	2	βtt	βtt	ADJ
afs-5812	142	3	t	t	NOUN
afs-5812	142	4	+	+	CCONJ
afs-5812	142	5	∑	∑	PROPN
afs-5812	142	6	j	j	PROPN
afs-5812	142	7	βjt	βjt	PROPN
afs-5812	142	8	ln	ln	ADV
afs-5812	142	9	xjit	xjit	ADJ
afs-5812	142	10	,	,	PUNCT
afs-5812	142	11	(	(	PUNCT
afs-5812	142	12	7	7	X
afs-5812	142	13	)	)	PUNCT
afs-5812	142	14	∂t	∂t	PROPN
afs-5812	142	15	where	where	SCONJ
afs-5812	142	16	the	the	DET
afs-5812	142	17	two	two	NUM
afs-5812	142	18	first	first	ADJ
afs-5812	142	19	elements	element	NOUN
afs-5812	142	20	of	of	ADP
afs-5812	142	21	the	the	DET
afs-5812	142	22	equation	equation	NOUN
afs-5812	142	23	determine	determine	VERB
afs-5812	142	24	neutral	neutral	ADJ
afs-5812	142	25	technical	technical	ADJ
afs-5812	142	26	change	change	NOUN
afs-5812	142	27	and	and	CCONJ
afs-5812	142	28	the	the	DET
afs-5812	142	29	last	last	ADJ
afs-5812	142	30	element	element	ADJ
afs-5812	142	31	input	input	NOUN
afs-5812	142	32	biased	bias	VERB
afs-5812	142	33	technical	technical	ADJ
afs-5812	142	34	change	change	NOUN
afs-5812	142	35	.	.	PUNCT
afs-5812	143	1	technical	technical	ADJ
afs-5812	143	2	change	change	NOUN
afs-5812	143	3	can	can	AUX
afs-5812	143	4	be	be	AUX
afs-5812	143	5	defined	define	VERB
afs-5812	143	6	for	for	ADP
afs-5812	143	7	each	each	DET
afs-5812	143	8	firm	firm	NOUN
afs-5812	143	9	for	for	ADP
afs-5812	143	10	each	each	DET
afs-5812	143	11	year	year	NOUN
afs-5812	143	12	applying	apply	VERB
afs-5812	143	13	the	the	DET
afs-5812	143	14	values	value	NOUN
afs-5812	143	15	linked	link	VERB
afs-5812	143	16	to	to	ADP
afs-5812	143	17	that	that	DET
afs-5812	143	18	firm	firm	NOUN
afs-5812	143	19	.	.	PUNCT
afs-5812	144	1	if	if	SCONJ
afs-5812	144	2	technical	technical	ADJ
afs-5812	144	3	change	change	NOUN
afs-5812	144	4	is	be	AUX
afs-5812	144	5	unbiased	unbiased	ADJ
afs-5812	144	6	it	it	PRON
afs-5812	144	7	is	be	AUX
afs-5812	144	8	equal	equal	ADJ
afs-5812	144	9	for	for	ADP
afs-5812	144	10	all	all	DET
afs-5812	144	11	farms	farm	NOUN
afs-5812	144	12	.	.	PUNCT
afs-5812	145	1	elasticity	elasticity	NOUN
afs-5812	145	2	of	of	ADP
afs-5812	145	3	output	output	NOUN
afs-5812	145	4	for	for	ADP
afs-5812	145	5	input	input	NOUN
afs-5812	145	6	j	j	PROPN
afs-5812	145	7	at	at	ADP
afs-5812	145	8	time	time	NOUN
afs-5812	145	9	t	t	PROPN
afs-5812	145	10	(	(	PUNCT
afs-5812	145	11	eijt	eijt	NOUN
afs-5812	145	12	)	)	PUNCT
afs-5812	145	13	can	can	AUX
afs-5812	145	14	be	be	AUX
afs-5812	145	15	calculated	calculate	VERB
afs-5812	145	16	on	on	ADP
afs-5812	145	17	the	the	DET
afs-5812	145	18	basis	basis	NOUN
afs-5812	145	19	of	of	ADP
afs-5812	145	20	coefficients	coefficient	NOUN
afs-5812	145	21	of	of	ADP
afs-5812	145	22	production	production	NOUN
afs-5812	145	23	function	function	NOUN
afs-5812	145	24	as	as	SCONJ
afs-5812	145	25	follows	follow	VERB
afs-5812	145	26	:	:	PUNCT
afs-5812	145	27	eijt	eijt	PROPN
afs-5812	145	28	=	=	SYM
afs-5812	145	29	∂	∂	CCONJ
afs-5812	145	30	ln	ln	ADJ
afs-5812	145	31	yij	yij	NOUN
afs-5812	146	1	=	=	SYM
afs-5812	146	2	βj	βj	PROPN
afs-5812	146	3	+	+	CCONJ
afs-5812	146	4	βjj	βjj	ADV
afs-5812	146	5	ln	ln	ADJ
afs-5812	146	6	xij	xij	NOUN
afs-5812	146	7	+	+	CCONJ
afs-5812	146	8	∑	∑	PROPN
afs-5812	146	9	k≠j	k≠j	NOUN
afs-5812	146	10	βjk	βjk	PROPN
afs-5812	147	1	ln	ln	ADJ
afs-5812	147	2	xik	xik	PROPN
afs-5812	148	1	+	+	CCONJ
afs-5812	148	2	βjtt	βjtt	ADJ
afs-5812	148	3	(	(	PUNCT
afs-5812	148	4	8)	8)	NUM
afs-5812	148	5	∂	∂	NOUN
afs-5812	148	6	ln	ln	ADJ
afs-5812	148	7	xij	xij	PROPN
afs-5812	148	8	elasticities	elasticity	NOUN
afs-5812	148	9	of	of	ADP
afs-5812	148	10	scale	scale	NOUN
afs-5812	148	11	can	can	AUX
afs-5812	148	12	be	be	AUX
afs-5812	148	13	determined	determine	VERB
afs-5812	148	14	as	as	ADP
afs-5812	148	15	a	a	DET
afs-5812	148	16	sum	sum	NOUN
afs-5812	148	17	of	of	ADP
afs-5812	148	18	these	these	DET
afs-5812	148	19	elasticities	elasticity	NOUN
afs-5812	148	20	(	(	PUNCT
afs-5812	148	21	∑eijt	∑eijt	ADJ
afs-5812	148	22	)	)	PUNCT
afs-5812	148	23	.	.	PUNCT
afs-5812	149	1	thus	thus	ADV
afs-5812	149	2	,	,	PUNCT
afs-5812	149	3	it	it	PRON
afs-5812	149	4	may	may	AUX
afs-5812	149	5	differ	differ	VERB
afs-5812	149	6	at	at	ADP
afs-5812	149	7	each	each	DET
afs-5812	149	8	observation	observation	NOUN
afs-5812	149	9	in	in	ADP
afs-5812	149	10	a	a	DET
afs-5812	149	11	translog	translog	NOUN
afs-5812	149	12	specification	specification	NOUN
afs-5812	149	13	.	.	PUNCT
afs-5812	150	1	in	in	ADP
afs-5812	150	2	a	a	DET
afs-5812	150	3	cobb	cobb	PROPN
afs-5812	150	4	-	-	PUNCT
afs-5812	150	5	douglas	douglas	PROPN
afs-5812	150	6	neutral	neutral	PROPN
afs-5812	150	7	technical	technical	PROPN
afs-5812	150	8	change	change	NOUN
afs-5812	150	9	specification	specification	NOUN
afs-5812	150	10	the	the	DET
afs-5812	150	11	elasticities	elasticity	NOUN
afs-5812	150	12	are	be	AUX
afs-5812	150	13	constant	constant	ADJ
afs-5812	150	14	(	(	PUNCT
afs-5812	150	15	βj	βj	NOUN
afs-5812	150	16	)	)	PUNCT
afs-5812	150	17	for	for	ADP
afs-5812	150	18	all	all	DET
afs-5812	150	19	observations	observation	NOUN
afs-5812	150	20	.	.	PUNCT
afs-5812	151	1	the	the	DET
afs-5812	151	2	scale	scale	NOUN
afs-5812	151	3	effect	effect	NOUN
afs-5812	151	4	(	(	PUNCT
afs-5812	151	5	se	se	X
afs-5812	151	6	)	)	PUNCT
afs-5812	151	7	in	in	ADP
afs-5812	151	8	productivity	productivity	NOUN
afs-5812	151	9	growth	growth	NOUN
afs-5812	151	10	can	can	AUX
afs-5812	151	11	be	be	AUX
afs-5812	151	12	defined	define	VERB
afs-5812	151	13	as	as	ADP
afs-5812	151	14	se	se	X
afs-5812	151	15	=	=	SYM
afs-5812	151	16	1/2	1/2	NUM
afs-5812	151	17	(	(	PUNCT
afs-5812	151	18	(	(	PUNCT
afs-5812	151	19	h	h	NOUN
afs-5812	151	20	∑	∑	PROPN
afs-5812	151	21	j=1	j=1	PROPN
afs-5812	151	22	eijt	eijt	NOUN
afs-5812	151	23	–	–	PUNCT
afs-5812	151	24	1	1	X
afs-5812	151	25	)	)	PUNCT
afs-5812	151	26	+	+	CCONJ
afs-5812	151	27	(	(	PUNCT
afs-5812	151	28	h	h	NOUN
afs-5812	151	29	∑	∑	PROPN
afs-5812	151	30	j=1	j=1	ADJ
afs-5812	151	31	eijt+1	eijt+1	PROPN
afs-5812	151	32	–	–	PUNCT
afs-5812	151	33	1	1	NUM
afs-5812	151	34	)	)	PUNCT
afs-5812	151	35	)	)	PUNCT
afs-5812	152	1	h	h	NOUN
afs-5812	153	1	∑	∑	PUNCT
afs-5812	153	2	j=1	j=1	PROPN
afs-5812	153	3	1/2	1/2	NUM
afs-5812	153	4	(	(	PUNCT
afs-5812	153	5	eijt/	eijt/	NUM
afs-5812	153	6	h	h	NOUN
afs-5812	153	7	∑	∑	PUNCT
afs-5812	153	8	j=1	j=1	ADJ
afs-5812	153	9	eijt	eijt	NOUN
afs-5812	153	10	+	+	CCONJ
afs-5812	153	11	eijt+1/	eijt+1/	X
afs-5812	153	12	h	h	NOUN
afs-5812	153	13	∑	∑	PROPN
afs-5812	153	14	j=1	j=1	PROPN
afs-5812	153	15	eijt+1)(ln	eijt+1)(ln	NOUN
afs-5812	153	16	xijt+1	xijt+1	PROPN
afs-5812	153	17	–	–	PUNCT
afs-5812	153	18	ln	ln	PROPN
afs-5812	153	19	xijt	xijt	NOUN
afs-5812	153	20	)	)	PUNCT
afs-5812	153	21	(	(	PUNCT
afs-5812	153	22	9	9	X
afs-5812	153	23	)	)	PUNCT
afs-5812	154	1	where	where	SCONJ
afs-5812	154	2	t	t	NOUN
afs-5812	154	3	and	and	CCONJ
afs-5812	154	4	t	t	PROPN
afs-5812	154	5	+	+	CCONJ
afs-5812	154	6	1	1	NUM
afs-5812	154	7	refer	refer	VERB
afs-5812	154	8	to	to	ADP
afs-5812	154	9	sequential	sequential	ADJ
afs-5812	154	10	years	year	NOUN
afs-5812	154	11	.	.	PUNCT
afs-5812	155	1	if	if	SCONJ
afs-5812	155	2	elasticities	elasticity	NOUN
afs-5812	155	3	of	of	ADP
afs-5812	155	4	scale	scale	NOUN
afs-5812	155	5	equals	equal	VERB
afs-5812	155	6	one	one	NUM
afs-5812	155	7	the	the	DET
afs-5812	155	8	scale	scale	NOUN
afs-5812	155	9	effect	effect	NOUN
afs-5812	155	10	vanishes	vanish	VERB
afs-5812	155	11	.	.	PUNCT
afs-5812	156	1	technical	technical	ADJ
afs-5812	156	2	efficiency	efficiency	NOUN
afs-5812	156	3	change	change	NOUN
afs-5812	156	4	is	be	AUX
afs-5812	156	5	a	a	DET
afs-5812	156	6	ratio	ratio	NOUN
afs-5812	156	7	of	of	ADP
afs-5812	156	8	technical	technical	ADJ
afs-5812	156	9	efficiencies	efficiency	NOUN
afs-5812	156	10	in	in	ADP
afs-5812	156	11	sequential	sequential	ADJ
afs-5812	156	12	years	year	NOUN
afs-5812	156	13	tec	tec	ADJ
afs-5812	156	14	=	=	PUNCT
afs-5812	156	15	teit+1	teit+1	PROPN
afs-5812	156	16	/	/	SYM
afs-5812	156	17	teit	teit	PROPN
afs-5812	156	18	.	.	PUNCT
afs-5812	157	1	(	(	PUNCT
afs-5812	157	2	10	10	NUM
afs-5812	157	3	)	)	PUNCT
afs-5812	157	4	data	datum	NOUN
afs-5812	157	5	and	and	CCONJ
afs-5812	157	6	model	model	VERB
afs-5812	157	7	the	the	DET
afs-5812	157	8	research	research	NOUN
afs-5812	157	9	data	datum	NOUN
afs-5812	157	10	are	be	AUX
afs-5812	157	11	collected	collect	VERB
afs-5812	157	12	from	from	ADP
afs-5812	157	13	the	the	DET
afs-5812	157	14	hila	hila	PROPN
afs-5812	157	15	data	data	PROPN
afs-5812	157	16	base	base	NOUN
afs-5812	157	17	of	of	ADP
afs-5812	157	18	the	the	DET
afs-5812	157	19	finnish	finnish	ADJ
afs-5812	157	20	extension	extension	NOUN
afs-5812	157	21	service	service	NOUN
afs-5812	157	22	,	,	PUNCT
afs-5812	157	23	proagria	proagria	PROPN
afs-5812	157	24	association	association	NOUN
afs-5812	157	25	of	of	ADP
afs-5812	157	26	rural	rural	ADJ
afs-5812	157	27	advisory	advisory	ADJ
afs-5812	157	28	centres	centre	NOUN
afs-5812	157	29	,	,	PUNCT
afs-5812	157	30	for	for	ADP
afs-5812	157	31	1990	1990	NUM
afs-5812	157	32	–	–	PUNCT
afs-5812	157	33	2000	2000	NUM
afs-5812	157	34	.	.	PUNCT
afs-5812	158	1	in	in	ADP
afs-5812	158	2	the	the	DET
afs-5812	158	3	data	datum	NOUN
afs-5812	158	4	set	set	VERB
afs-5812	158	5	it	it	PRON
afs-5812	158	6	is	be	AUX
afs-5812	158	7	possible	possible	ADJ
afs-5812	158	8	to	to	PART
afs-5812	158	9	allocate	allocate	VERB
afs-5812	158	10	the	the	DET
afs-5812	158	11	costs	cost	NOUN
afs-5812	158	12	of	of	ADP
afs-5812	158	13	crop	crop	NOUN
afs-5812	158	14	production	production	NOUN
afs-5812	158	15	to	to	ADP
afs-5812	158	16	each	each	DET
afs-5812	158	17	crop	crop	NOUN
afs-5812	158	18	.	.	PUNCT
afs-5812	159	1	this	this	PRON
afs-5812	159	2	makes	make	VERB
afs-5812	159	3	it	it	PRON
afs-5812	159	4	also	also	ADV
afs-5812	159	5	possible	possible	ADJ
afs-5812	159	6	to	to	PART
afs-5812	159	7	analyse	analyse	VERB
afs-5812	159	8	the	the	DET
afs-5812	159	9	changes	change	NOUN
afs-5812	159	10	in	in	ADP
afs-5812	159	11	grass	grass	NOUN
afs-5812	159	12	silage	silage	NOUN
afs-5812	159	13	production	production	NOUN
afs-5812	159	14	separately	separately	ADV
afs-5812	159	15	.	.	PUNCT
afs-5812	160	1	the	the	DET
afs-5812	160	2	sample	sample	NOUN
afs-5812	160	3	farms	farm	NOUN
afs-5812	160	4	are	be	AUX
afs-5812	160	5	mainly	mainly	ADV
afs-5812	160	6	specialised	specialise	VERB
afs-5812	160	7	in	in	ADP
afs-5812	160	8	milk	milk	NOUN
afs-5812	160	9	production	production	NOUN
afs-5812	160	10	,	,	PUNCT
afs-5812	160	11	and	and	CCONJ
afs-5812	160	12	their	their	PRON
afs-5812	160	13	silage	silage	NOUN
afs-5812	160	14	production	production	NOUN
afs-5812	160	15	aims	aim	VERB
afs-5812	160	16	at	at	ADP
afs-5812	160	17	meeting	meet	VERB
afs-5812	160	18	the	the	DET
afs-5812	160	19	forage	forage	NOUN
afs-5812	160	20	requirements	requirement	NOUN
afs-5812	160	21	on	on	ADP
afs-5812	160	22	the	the	DET
afs-5812	160	23	farms	farm	NOUN
afs-5812	160	24	.	.	PUNCT
afs-5812	161	1	we	we	PRON
afs-5812	161	2	have	have	AUX
afs-5812	161	3	excluded	exclude	VERB
afs-5812	161	4	those	those	DET
afs-5812	161	5	farms	farm	NOUN
afs-5812	161	6	,	,	PUNCT
afs-5812	161	7	which	which	PRON
afs-5812	161	8	have	have	AUX
afs-5812	161	9	occasionally	occasionally	ADV
afs-5812	161	10	managed	manage	VERB
afs-5812	161	11	to	to	PART
afs-5812	161	12	get	get	VERB
afs-5812	161	13	,	,	PUNCT
afs-5812	161	14	in	in	ADP
afs-5812	161	15	finnish	finnish	ADJ
afs-5812	161	16	circumstances	circumstance	NOUN
afs-5812	161	17	,	,	PUNCT
afs-5812	161	18	exceptionally	exceptionally	ADV
afs-5812	161	19	high	high	ADJ
afs-5812	161	20	yields	yield	NOUN
afs-5812	161	21	(	(	PUNCT
afs-5812	161	22	more	more	ADJ
afs-5812	161	23	than	than	ADP
afs-5812	161	24	10	10	NUM
afs-5812	161	25	000	000	NUM
afs-5812	161	26	feed	feed	NOUN
afs-5812	161	27	units	unit	NOUN
afs-5812	161	28	per	per	ADP
afs-5812	161	29	hectare)3	hectare)3	PRON
afs-5812	161	30	.	.	PUNCT
afs-5812	162	1	we	we	PRON
afs-5812	162	2	concentrate	concentrate	VERB
afs-5812	162	3	our	our	PRON
afs-5812	162	4	analysis	analysis	NOUN
afs-5812	162	5	on	on	ADP
afs-5812	162	6	conventional	conventional	ADJ
afs-5812	162	7	farms	farm	NOUN
afs-5812	162	8	and	and	CCONJ
afs-5812	162	9	therefore	therefore	ADV
afs-5812	162	10	the	the	DET
afs-5812	162	11	farms	farm	NOUN
afs-5812	162	12	not	not	PART
afs-5812	162	13	applying	apply	VERB
afs-5812	162	14	any	any	DET
afs-5812	162	15	fertilisers	fertiliser	NOUN
afs-5812	162	16	are	be	AUX
afs-5812	162	17	not	not	PART
afs-5812	162	18	included	include	VERB
afs-5812	162	19	either4	either4	PROPN
afs-5812	162	20	.	.	PUNCT
afs-5812	163	1	taking	take	VERB
afs-5812	163	2	these	these	DET
afs-5812	163	3	constraints	constraint	NOUN
afs-5812	163	4	into	into	ADP
afs-5812	163	5	account	account	NOUN
afs-5812	163	6	the	the	DET
afs-5812	163	7	number	number	NOUN
afs-5812	163	8	of	of	ADP
afs-5812	163	9	panel	panel	NOUN
afs-5812	163	10	farms	farm	NOUN
afs-5812	163	11	reduces	reduce	VERB
afs-5812	163	12	to	to	ADP
afs-5812	163	13	138	138	NUM
afs-5812	163	14	(	(	PUNCT
afs-5812	163	15	1990–2000	1990–2000	NUM
afs-5812	163	16	)	)	PUNCT
afs-5812	163	17	.	.	PUNCT
afs-5812	164	1	the	the	DET
afs-5812	164	2	panel	panel	NOUN
afs-5812	164	3	is	be	AUX
afs-5812	164	4	complete	complete	ADJ
afs-5812	164	5	.	.	PUNCT
afs-5812	165	1	most	most	ADJ
afs-5812	165	2	of	of	ADP
afs-5812	165	3	the	the	DET
afs-5812	165	4	farms	farm	NOUN
afs-5812	165	5	locate	locate	VERB
afs-5812	165	6	in	in	ADP
afs-5812	165	7	the	the	DET
afs-5812	165	8	main	main	ADJ
afs-5812	165	9	milk	milk	NOUN
afs-5812	165	10	production	production	NOUN
afs-5812	165	11	regions	region	NOUN
afs-5812	165	12	in	in	ADP
afs-5812	165	13	central	central	ADJ
afs-5812	165	14	finland	finland	PROPN
afs-5812	165	15	.	.	PUNCT
afs-5812	166	1	for	for	ADP
afs-5812	166	2	estimation	estimation	NOUN
afs-5812	166	3	we	we	PRON
afs-5812	166	4	have	have	VERB
afs-5812	166	5	to	to	PART
afs-5812	166	6	choose	choose	VERB
afs-5812	166	7	between	between	ADP
afs-5812	166	8	more	more	ADJ
afs-5812	166	9	inputs	input	NOUN
afs-5812	166	10	and	and	CCONJ
afs-5812	166	11	the	the	DET
afs-5812	166	12	richness	richness	NOUN
afs-5812	166	13	of	of	ADP
afs-5812	166	14	technical	technical	ADJ
afs-5812	166	15	details	detail	NOUN
afs-5812	166	16	,	,	PUNCT
afs-5812	166	17	which	which	PRON
afs-5812	166	18	increases	increase	VERB
afs-5812	166	19	the	the	DET
afs-5812	166	20	risk	risk	NOUN
afs-5812	166	21	of	of	ADP
afs-5812	166	22	multicollinearity	multicollinearity	NOUN
afs-5812	166	23	,	,	PUNCT
afs-5812	166	24	and	and	CCONJ
afs-5812	166	25	less	less	ADJ
afs-5812	166	26	inputs	input	NOUN
afs-5812	166	27	and	and	CCONJ
afs-5812	166	28	higher	high	ADJ
afs-5812	166	29	level	level	NOUN
afs-5812	166	30	of	of	ADP
afs-5812	166	31	aggregation	aggregation	NOUN
afs-5812	166	32	,	,	PUNCT
afs-5812	166	33	which	which	PRON
afs-5812	166	34	may	may	AUX
afs-5812	166	35	lead	lead	VERB
afs-5812	166	36	to	to	ADP
afs-5812	166	37	a	a	DET
afs-5812	166	38	loss	loss	NOUN
afs-5812	166	39	of	of	ADP
afs-5812	166	40	useful	useful	ADJ
afs-5812	166	41	information	information	NOUN
afs-5812	166	42	.	.	PUNCT
afs-5812	167	1	in	in	ADP
afs-5812	167	2	our	our	PRON
afs-5812	167	3	production	production	NOUN
afs-5812	167	4	frontier	frontier	NOUN
afs-5812	167	5	analysis	analysis	NOUN
afs-5812	167	6	one	one	NUM
afs-5812	167	7	output	output	NOUN
afs-5812	167	8	(	(	PUNCT
afs-5812	167	9	the	the	DET
afs-5812	167	10	harvest	harvest	NOUN
afs-5812	167	11	of	of	ADP
afs-5812	167	12	grass	grass	NOUN
afs-5812	167	13	silage	silage	NOUN
afs-5812	167	14	in	in	ADP
afs-5812	167	15	feed	feed	NOUN
afs-5812	167	16	units	unit	NOUN
afs-5812	167	17	)	)	PUNCT
afs-5812	167	18	and	and	CCONJ
afs-5812	167	19	the	the	DET
afs-5812	167	20	following	follow	VERB
afs-5812	167	21	four	four	NUM
afs-5812	167	22	inputs	input	NOUN
afs-5812	167	23	are	be	AUX
afs-5812	167	24	considered	consider	VERB
afs-5812	167	25	:	:	PUNCT
afs-5812	167	26	fertiliser	fertiliser	NOUN
afs-5812	167	27	,	,	PUNCT
afs-5812	167	28	other	other	ADJ
afs-5812	167	29	variable	variable	ADJ
afs-5812	167	30	input	input	NOUN
afs-5812	167	31	(	(	PUNCT
afs-5812	167	32	including	include	VERB
afs-5812	167	33	labour	labour	NOUN
afs-5812	167	34	)	)	PUNCT
afs-5812	167	35	capital	capital	NOUN
afs-5812	167	36	(	(	PUNCT
afs-5812	167	37	machinery	machinery	NOUN
afs-5812	167	38	and	and	CCONJ
afs-5812	167	39	buildings	building	NOUN
afs-5812	167	40	)	)	PUNCT
afs-5812	167	41	and	and	CCONJ
afs-5812	167	42	land	land	NOUN
afs-5812	167	43	(	(	PUNCT
afs-5812	167	44	harvested	harvest	VERB
afs-5812	167	45	area	area	NOUN
afs-5812	167	46	of	of	ADP
afs-5812	167	47	grass	grass	NOUN
afs-5812	167	48	silage	silage	NOUN
afs-5812	167	49	in	in	ADP
afs-5812	167	50	hectares	hectare	NOUN
afs-5812	167	51	)	)	PUNCT
afs-5812	167	52	.	.	PUNCT
afs-5812	168	1	table	table	NOUN
afs-5812	168	2	1	1	NUM
afs-5812	168	3	presents	present	VERB
afs-5812	168	4	descriptive	descriptive	ADJ
afs-5812	168	5	statistics	statistic	NOUN
afs-5812	168	6	of	of	ADP
afs-5812	168	7	these	these	DET
afs-5812	168	8	variables	variable	NOUN
afs-5812	168	9	on	on	ADP
afs-5812	168	10	panel	panel	NOUN
afs-5812	168	11	farms	farm	NOUN
afs-5812	168	12	.	.	PUNCT
afs-5812	169	1	there	there	PRON
afs-5812	169	2	is	be	VERB
afs-5812	169	3	a	a	DET
afs-5812	169	4	considerable	considerable	ADJ
afs-5812	169	5	variation	variation	NOUN
afs-5812	169	6	both	both	PRON
afs-5812	169	7	between	between	ADP
afs-5812	169	8	farms	farm	NOUN
afs-5812	169	9	and	and	CCONJ
afs-5812	169	10	between	between	ADP
afs-5812	169	11	years	year	NOUN
afs-5812	169	12	.	.	PUNCT
afs-5812	170	1	the	the	DET
afs-5812	170	2	patterns	pattern	NOUN
afs-5812	170	3	of	of	ADP
afs-5812	170	4	changes	change	NOUN
afs-5812	170	5	during	during	ADP
afs-5812	170	6	the	the	DET
afs-5812	170	7	research	research	NOUN
afs-5812	170	8	period	period	NOUN
afs-5812	170	9	are	be	AUX
afs-5812	170	10	not	not	PART
afs-5812	170	11	uniform	uniform	ADJ
afs-5812	170	12	either	either	ADV
afs-5812	170	13	.	.	PUNCT
afs-5812	171	1	the	the	DET
afs-5812	171	2	inputs	input	NOUN
afs-5812	171	3	except	except	SCONJ
afs-5812	171	4	land	land	NOUN
afs-5812	171	5	are	be	AUX
afs-5812	171	6	originally	originally	ADV
afs-5812	171	7	measured	measure	VERB
afs-5812	171	8	as	as	ADP
afs-5812	171	9	costs	cost	NOUN
afs-5812	171	10	,	,	PUNCT
afs-5812	171	11	and	and	CCONJ
afs-5812	171	12	prices	price	NOUN
afs-5812	171	13	at	at	ADP
afs-5812	171	14	the	the	DET
afs-5812	171	15	farm	farm	NOUN
afs-5812	171	16	level	level	NOUN
afs-5812	171	17	are	be	AUX
afs-5812	171	18	not	not	PART
afs-5812	171	19	recorded	record	VERB
afs-5812	171	20	.	.	PUNCT
afs-5812	172	1	in	in	ADP
afs-5812	172	2	the	the	DET
afs-5812	172	3	production	production	NOUN
afs-5812	172	4	function	function	NOUN
afs-5812	172	5	analysis	analysis	NOUN
afs-5812	172	6	input	input	NOUN
afs-5812	172	7	quantities	quantity	NOUN
afs-5812	172	8	are	be	AUX
afs-5812	172	9	required	require	VERB
afs-5812	172	10	.	.	PUNCT
afs-5812	173	1	if	if	SCONJ
afs-5812	173	2	the	the	DET
afs-5812	173	3	farmers	farmer	NOUN
afs-5812	173	4	are	be	AUX
afs-5812	173	5	assumed	assume	VERB
afs-5812	173	6	to	to	PART
afs-5812	173	7	face	face	VERB
afs-5812	173	8	equal	equal	ADJ
afs-5812	173	9	prices	price	NOUN
afs-5812	173	10	,	,	PUNCT
afs-5812	173	11	we	we	PRON
afs-5812	173	12	obtain	obtain	VERB
afs-5812	173	13	implicit	implicit	ADJ
afs-5812	173	14	quantities	quantity	NOUN
afs-5812	173	15	by	by	ADP
afs-5812	173	16	dividing	divide	VERB
afs-5812	173	17	each	each	DET
afs-5812	173	18	cost	cost	NOUN
afs-5812	173	19	category	category	NOUN
afs-5812	173	20	by	by	ADP
afs-5812	173	21	the	the	DET
afs-5812	173	22	respective	respective	ADJ
afs-5812	173	23	input	input	NOUN
afs-5812	173	24	price	price	NOUN
afs-5812	173	25	index	index	NOUN
afs-5812	173	26	.	.	PUNCT
afs-5812	174	1	we	we	PRON
afs-5812	174	2	apply	apply	VERB
afs-5812	174	3	the	the	DET
afs-5812	174	4	input	input	NOUN
afs-5812	174	5	price	price	NOUN
afs-5812	174	6	indices	indice	VERB
afs-5812	174	7	3	3	NUM
afs-5812	174	8	feed	feed	NOUN
afs-5812	174	9	unit	unit	NOUN
afs-5812	174	10	is	be	AUX
afs-5812	174	11	a	a	DET
afs-5812	174	12	quantity	quantity	NOUN
afs-5812	174	13	equivalent	equivalent	NOUN
afs-5812	174	14	calculated	calculate	VERB
afs-5812	174	15	on	on	ADP
afs-5812	174	16	the	the	DET
afs-5812	174	17	basis	basis	NOUN
afs-5812	174	18	of	of	ADP
afs-5812	174	19	the	the	DET
afs-5812	174	20	energy	energy	NOUN
afs-5812	174	21	value	value	NOUN
afs-5812	174	22	of	of	ADP
afs-5812	174	23	one	one	NUM
afs-5812	174	24	kilogram	kilogram	NOUN
afs-5812	174	25	of	of	ADP
afs-5812	174	26	barley	barley	NOUN
afs-5812	174	27	.	.	PUNCT
afs-5812	175	1	there	there	PRON
afs-5812	175	2	are	be	VERB
afs-5812	175	3	no	no	DET
afs-5812	175	4	farms	farm	NOUN
afs-5812	175	5	that	that	PRON
afs-5812	175	6	have	have	AUX
afs-5812	175	7	obtained	obtain	VERB
afs-5812	175	8	an	an	DET
afs-5812	175	9	average	average	ADJ
afs-5812	175	10	yield	yield	NOUN
afs-5812	175	11	level	level	NOUN
afs-5812	175	12	close	close	ADV
afs-5812	175	13	to	to	ADP
afs-5812	175	14	or	or	CCONJ
afs-5812	175	15	above	above	ADP
afs-5812	175	16	10000	10000	NUM
afs-5812	175	17	fu	fu	NOUN
afs-5812	175	18	ha-1	ha-1	NOUN
afs-5812	175	19	.	.	PUNCT
afs-5812	176	1	the	the	DET
afs-5812	176	2	observations	observation	NOUN
afs-5812	176	3	are	be	AUX
afs-5812	176	4	eliminated	eliminate	VERB
afs-5812	176	5	in	in	ADP
afs-5812	176	6	order	order	NOUN
afs-5812	176	7	to	to	PART
afs-5812	176	8	diminish	diminish	VERB
afs-5812	176	9	the	the	DET
afs-5812	176	10	effect	effect	NOUN
afs-5812	176	11	of	of	ADP
afs-5812	176	12	exceptional	exceptional	ADJ
afs-5812	176	13	observations	observation	NOUN
afs-5812	176	14	,	,	PUNCT
afs-5812	176	15	like	like	ADP
afs-5812	176	16	possible	possible	ADJ
afs-5812	176	17	recording	recording	NOUN
afs-5812	176	18	and	and	CCONJ
afs-5812	176	19	assessing	assess	VERB
afs-5812	176	20	mistakes	mistake	NOUN
afs-5812	176	21	.	.	PUNCT
afs-5812	177	1	4	4	NUM
afs-5812	177	2	this	this	PRON
afs-5812	177	3	is	be	AUX
afs-5812	177	4	used	use	VERB
afs-5812	177	5	as	as	ADP
afs-5812	177	6	an	an	DET
afs-5812	177	7	indicator	indicator	NOUN
afs-5812	177	8	to	to	PART
afs-5812	177	9	exclude	exclude	VERB
afs-5812	177	10	organic	organic	ADJ
afs-5812	177	11	farms	farm	NOUN
afs-5812	177	12	.	.	PUNCT
afs-5812	178	1	255	255	NUM
afs-5812	178	2	a	a	DET
afs-5812	178	3	g	g	NOUN
afs-5812	179	1	r	r	NOUN
afs-5812	179	2	i	i	NOUN
afs-5812	179	3	c	c	NOUN
afs-5812	179	4	u	u	NOUN
afs-5812	179	5	l	l	NOUN
afs-5812	179	6	t	t	NOUN
afs-5812	179	7	u	u	X
afs-5812	179	8	r	r	NOUN
afs-5812	179	9	a	a	PROPN
afs-5812	179	10	l	l	NOUN
afs-5812	179	11	a	a	DET
afs-5812	179	12	n	n	NOUN
afs-5812	180	1	d	d	NOUN
afs-5812	180	2	f	f	X
afs-5812	181	1	o	o	NOUN
afs-5812	181	2	o	o	X
afs-5812	182	1	d	d	X
afs-5812	182	2	s	s	X
afs-5812	182	3	c	c	NOUN
afs-5812	183	1	i	i	NOUN
afs-5812	183	2	e	e	PROPN
afs-5812	183	3	n	n	PROPN
afs-5812	183	4	c	c	NOUN
afs-5812	183	5	e	e	NOUN
afs-5812	183	6	vol	vol	NOUN
afs-5812	183	7	.	.	PUNCT
afs-5812	184	1	14	14	NUM
afs-5812	184	2	(	(	PUNCT
afs-5812	184	3	2005	2005	NUM
afs-5812	184	4	):	):	PUNCT
afs-5812	184	5	250–263	250–263	NUM
afs-5812	184	6	.	.	PUNCT
afs-5812	185	1	published	publish	VERB
afs-5812	185	2	by	by	ADP
afs-5812	185	3	statistics	statistic	NOUN
afs-5812	185	4	finland	finland	PROPN
afs-5812	185	5	.	.	PUNCT
afs-5812	186	1	however	however	ADV
afs-5812	186	2	,	,	PUNCT
afs-5812	186	3	the	the	DET
afs-5812	186	4	implicit	implicit	ADJ
afs-5812	186	5	quantities	quantity	NOUN
afs-5812	186	6	of	of	ADP
afs-5812	186	7	labour	labour	ADJ
afs-5812	186	8	input	input	NOUN
afs-5812	186	9	and	and	CCONJ
afs-5812	186	10	the	the	DET
afs-5812	186	11	rest	rest	NOUN
afs-5812	186	12	of	of	ADP
afs-5812	186	13	other	other	ADJ
afs-5812	186	14	variable	variable	ADJ
afs-5812	186	15	input	input	NOUN
afs-5812	186	16	have	have	AUX
afs-5812	186	17	been	be	AUX
afs-5812	186	18	calculated	calculate	VERB
afs-5812	186	19	using	use	VERB
afs-5812	186	20	the	the	DET
afs-5812	186	21	prices	price	NOUN
afs-5812	186	22	applied	apply	VERB
afs-5812	186	23	by	by	ADP
afs-5812	186	24	proagria	proagria	NOUN
afs-5812	186	25	association	association	PROPN
afs-5812	186	26	of	of	ADP
afs-5812	186	27	rural	rural	ADJ
afs-5812	186	28	advisory	advisory	ADJ
afs-5812	186	29	centres	centre	NOUN
afs-5812	186	30	.	.	PUNCT
afs-5812	187	1	in	in	ADP
afs-5812	187	2	our	our	PRON
afs-5812	187	3	case	case	NOUN
afs-5812	187	4	the	the	DET
afs-5812	187	5	base	base	NOUN
afs-5812	187	6	year	year	NOUN
afs-5812	187	7	is	be	AUX
afs-5812	187	8	1998	1998	NUM
afs-5812	187	9	.	.	PUNCT
afs-5812	188	1	the	the	DET
afs-5812	188	2	harvested	harvest	VERB
afs-5812	188	3	area	area	NOUN
afs-5812	188	4	of	of	ADP
afs-5812	188	5	grass	grass	NOUN
afs-5812	188	6	silage	silage	NOUN
afs-5812	188	7	per	per	ADP
afs-5812	188	8	farm	farm	NOUN
afs-5812	188	9	has	have	AUX
afs-5812	188	10	doubled	double	VERB
afs-5812	188	11	from	from	ADP
afs-5812	188	12	1990	1990	NUM
afs-5812	188	13	to	to	ADP
afs-5812	188	14	2000	2000	NUM
afs-5812	188	15	.	.	PUNCT
afs-5812	189	1	output	output	NOUN
afs-5812	189	2	per	per	ADP
afs-5812	189	3	hectare	hectare	NOUN
afs-5812	189	4	was	be	AUX
afs-5812	189	5	high	high	ADJ
afs-5812	189	6	in	in	ADP
afs-5812	189	7	1990	1990	NUM
afs-5812	189	8	and	and	CCONJ
afs-5812	189	9	2000	2000	NUM
afs-5812	189	10	.	.	PUNCT
afs-5812	190	1	the	the	DET
afs-5812	190	2	lowest	low	ADJ
afs-5812	190	3	yields	yield	NOUN
afs-5812	190	4	were	be	AUX
afs-5812	190	5	received	receive	VERB
afs-5812	190	6	in	in	ADP
afs-5812	190	7	1991	1991	NUM
afs-5812	190	8	,	,	PUNCT
afs-5812	190	9	1998	1998	NUM
afs-5812	190	10	and	and	CCONJ
afs-5812	190	11	1999	1999	NUM
afs-5812	190	12	.	.	PUNCT
afs-5812	191	1	output	output	NOUN
afs-5812	191	2	has	have	AUX
afs-5812	191	3	increased	increase	VERB
afs-5812	191	4	by	by	ADP
afs-5812	191	5	6.6	6.6	NUM
afs-5812	191	6	percent	percent	NOUN
afs-5812	191	7	per	per	ADP
afs-5812	191	8	year	year	NOUN
afs-5812	191	9	on	on	ADP
afs-5812	191	10	sample	sample	NOUN
afs-5812	191	11	farms	farm	NOUN
afs-5812	191	12	.	.	PUNCT
afs-5812	192	1	this	this	PRON
afs-5812	192	2	is	be	AUX
afs-5812	192	3	mainly	mainly	ADV
afs-5812	192	4	a	a	DET
afs-5812	192	5	result	result	NOUN
afs-5812	192	6	of	of	ADP
afs-5812	192	7	an	an	DET
afs-5812	192	8	increase	increase	NOUN
afs-5812	192	9	in	in	ADP
afs-5812	192	10	input	input	NOUN
afs-5812	192	11	use	use	NOUN
afs-5812	192	12	and	and	CCONJ
afs-5812	192	13	harvested	harvest	VERB
afs-5812	192	14	area	area	NOUN
afs-5812	192	15	.	.	PUNCT
afs-5812	193	1	silage	silage	NOUN
afs-5812	193	2	production	production	NOUN
afs-5812	193	3	per	per	ADP
afs-5812	193	4	farms	farm	NOUN
afs-5812	193	5	has	have	AUX
afs-5812	193	6	increased	increase	VERB
afs-5812	193	7	every	every	DET
afs-5812	193	8	year	year	NOUN
afs-5812	193	9	.	.	PUNCT
afs-5812	194	1	output	output	NOUN
afs-5812	194	2	has	have	AUX
afs-5812	194	3	increased	increase	VERB
afs-5812	194	4	of	of	ADP
afs-5812	194	5	exceptional	exceptional	ADJ
afs-5812	194	6	magnitude	magnitude	NOUN
afs-5812	194	7	from	from	ADP
afs-5812	194	8	1999	1999	NUM
afs-5812	194	9	to	to	ADP
afs-5812	194	10	2000	2000	NUM
afs-5812	194	11	.	.	PUNCT
afs-5812	195	1	when	when	SCONJ
afs-5812	195	2	the	the	DET
afs-5812	195	3	harvested	harvest	VERB
afs-5812	195	4	area	area	NOUN
afs-5812	195	5	has	have	AUX
afs-5812	195	6	increased	increase	VERB
afs-5812	195	7	capital	capital	NOUN
afs-5812	195	8	(	(	PUNCT
afs-5812	195	9	machinery	machinery	NOUN
afs-5812	195	10	and	and	CCONJ
afs-5812	195	11	building	building	NOUN
afs-5812	195	12	)	)	PUNCT
afs-5812	195	13	input	input	NOUN
afs-5812	195	14	per	per	ADP
afs-5812	195	15	hectare	hectare	NOUN
afs-5812	195	16	has	have	AUX
afs-5812	195	17	decreased	decrease	VERB
afs-5812	195	18	.	.	PUNCT
afs-5812	196	1	at	at	ADP
afs-5812	196	2	the	the	DET
afs-5812	196	3	same	same	ADJ
afs-5812	196	4	time	time	NOUN
afs-5812	196	5	the	the	DET
afs-5812	196	6	use	use	NOUN
afs-5812	196	7	of	of	ADP
afs-5812	196	8	fertilisers	fertiliser	NOUN
afs-5812	196	9	per	per	ADP
afs-5812	196	10	hectare	hectare	NOUN
afs-5812	196	11	has	have	AUX
afs-5812	196	12	also	also	ADV
afs-5812	196	13	diminished	diminish	VERB
afs-5812	196	14	.	.	PUNCT
afs-5812	197	1	thus	thus	ADV
afs-5812	197	2	,	,	PUNCT
afs-5812	197	3	the	the	DET
afs-5812	197	4	intensity	intensity	NOUN
afs-5812	197	5	of	of	ADP
afs-5812	197	6	production	production	NOUN
afs-5812	197	7	has	have	AUX
afs-5812	197	8	decreased	decrease	VERB
afs-5812	197	9	.	.	PUNCT
afs-5812	198	1	in	in	ADP
afs-5812	198	2	addition	addition	NOUN
afs-5812	198	3	to	to	ADP
afs-5812	198	4	above	above	ADP
afs-5812	198	5	mentioned	mention	VERB
afs-5812	198	6	input	input	NOUN
afs-5812	198	7	and	and	CCONJ
afs-5812	198	8	output	output	NOUN
afs-5812	198	9	variables	variable	NOUN
afs-5812	198	10	,	,	PUNCT
afs-5812	198	11	the	the	DET
afs-5812	198	12	data	datum	NOUN
afs-5812	198	13	set	set	VERB
afs-5812	198	14	includes	include	VERB
afs-5812	198	15	indicators	indicator	NOUN
afs-5812	198	16	of	of	ADP
afs-5812	198	17	harvesting	harvesting	NOUN
afs-5812	198	18	techniques	technique	NOUN
afs-5812	198	19	applied	apply	VERB
afs-5812	198	20	in	in	ADP
afs-5812	198	21	silage	silage	NOUN
afs-5812	198	22	production	production	NOUN
afs-5812	198	23	.	.	PUNCT
afs-5812	199	1	the	the	DET
afs-5812	199	2	share	share	NOUN
afs-5812	199	3	of	of	ADP
afs-5812	199	4	unwilted	unwilted	ADJ
afs-5812	199	5	flail	flail	NOUN
afs-5812	199	6	chopped	chop	VERB
afs-5812	199	7	silage	silage	NOUN
afs-5812	199	8	has	have	AUX
afs-5812	199	9	diminished	diminish	VERB
afs-5812	199	10	while	while	SCONJ
afs-5812	199	11	the	the	DET
afs-5812	199	12	share	share	NOUN
afs-5812	199	13	of	of	ADP
afs-5812	199	14	precision	precision	NOUN
afs-5812	199	15	chopping	chopping	NOUN
afs-5812	199	16	and	and	CCONJ
afs-5812	199	17	round	round	NOUN
afs-5812	199	18	baling	baling	NOUN
afs-5812	199	19	has	have	AUX
afs-5812	199	20	increased	increase	VERB
afs-5812	199	21	during	during	ADP
afs-5812	199	22	1990s	1990s	NUM
afs-5812	199	23	(	(	PUNCT
afs-5812	199	24	table	table	NOUN
afs-5812	199	25	2	2	NUM
afs-5812	199	26	)	)	PUNCT
afs-5812	199	27	.	.	PUNCT
afs-5812	200	1	in	in	ADP
afs-5812	200	2	the	the	DET
afs-5812	200	3	table	table	NOUN
afs-5812	200	4	the	the	DET
afs-5812	200	5	farms	farm	NOUN
afs-5812	200	6	are	be	AUX
afs-5812	200	7	classified	classify	VERB
afs-5812	200	8	by	by	ADP
afs-5812	200	9	their	their	PRON
afs-5812	200	10	main	main	ADJ
afs-5812	200	11	harvesting	harvesting	NOUN
afs-5812	200	12	technique	technique	NOUN
afs-5812	200	13	.	.	PUNCT
afs-5812	201	1	the	the	DET
afs-5812	201	2	table	table	NOUN
afs-5812	201	3	shows	show	VERB
afs-5812	201	4	that	that	SCONJ
afs-5812	201	5	the	the	DET
afs-5812	201	6	observations	observation	NOUN
afs-5812	201	7	on	on	ADP
afs-5812	201	8	round	round	ADJ
afs-5812	201	9	baling	baling	NOUN
afs-5812	201	10	have	have	AUX
afs-5812	201	11	increased	increase	VERB
afs-5812	201	12	at	at	ADP
afs-5812	201	13	the	the	DET
afs-5812	201	14	end	end	NOUN
afs-5812	201	15	of	of	ADP
afs-5812	201	16	1990s	1990	NOUN
afs-5812	201	17	and	and	CCONJ
afs-5812	201	18	their	their	PRON
afs-5812	201	19	share	share	NOUN
afs-5812	201	20	was	be	AUX
afs-5812	201	21	still	still	ADV
afs-5812	201	22	small	small	ADJ
afs-5812	201	23	in	in	ADP
afs-5812	201	24	2000	2000	NUM
afs-5812	201	25	.	.	PUNCT
afs-5812	202	1	the	the	DET
afs-5812	202	2	indicators	indicator	NOUN
afs-5812	202	3	are	be	AUX
afs-5812	202	4	used	use	VERB
afs-5812	202	5	in	in	ADP
afs-5812	202	6	determining	determine	VERB
afs-5812	202	7	technical	technical	ADJ
afs-5812	202	8	efficiencies	efficiency	NOUN
afs-5812	202	9	for	for	ADP
afs-5812	202	10	different	different	ADJ
afs-5812	202	11	harvesting	harvesting	NOUN
afs-5812	202	12	techniques	technique	NOUN
afs-5812	202	13	.	.	PUNCT
afs-5812	203	1	the	the	DET
afs-5812	203	2	correlation	correlation	NOUN
afs-5812	203	3	matrix	matrix	NOUN
afs-5812	203	4	of	of	ADP
afs-5812	203	5	logarithmic	logarithmic	ADJ
afs-5812	203	6	variables	variable	NOUN
afs-5812	203	7	in	in	ADP
afs-5812	203	8	table	table	NOUN
afs-5812	203	9	3	3	NUM
afs-5812	203	10	shows	show	VERB
afs-5812	203	11	that	that	SCONJ
afs-5812	203	12	in	in	ADP
afs-5812	203	13	some	some	DET
afs-5812	203	14	cases	case	NOUN
afs-5812	203	15	the	the	DET
afs-5812	203	16	correlation	correlation	NOUN
afs-5812	203	17	between	between	ADP
afs-5812	203	18	inputs	input	NOUN
afs-5812	203	19	is	be	AUX
afs-5812	203	20	even	even	ADV
afs-5812	203	21	higher	high	ADJ
afs-5812	203	22	than	than	ADP
afs-5812	203	23	between	between	ADP
afs-5812	203	24	the	the	DET
afs-5812	203	25	input	input	NOUN
afs-5812	203	26	and	and	CCONJ
afs-5812	203	27	output	output	NOUN
afs-5812	203	28	.	.	PUNCT
afs-5812	204	1	the	the	DET
afs-5812	204	2	correlation	correlation	NOUN
afs-5812	204	3	is	be	AUX
afs-5812	204	4	especially	especially	ADV
afs-5812	204	5	high	high	ADJ
afs-5812	204	6	between	between	ADP
afs-5812	204	7	the	the	DET
afs-5812	204	8	other	other	ADJ
afs-5812	204	9	variable	variable	ADJ
afs-5812	204	10	input	input	NOUN
afs-5812	204	11	and	and	CCONJ
afs-5812	204	12	land	land	NOUN
afs-5812	204	13	(	(	PUNCT
afs-5812	204	14	the	the	DET
afs-5812	204	15	harvested	harvest	VERB
afs-5812	204	16	area	area	NOUN
afs-5812	204	17	of	of	ADP
afs-5812	204	18	grass	grass	NOUN
afs-5812	204	19	silage	silage	NOUN
afs-5812	204	20	)	)	PUNCT
afs-5812	204	21	,	,	PUNCT
afs-5812	204	22	indicating	indicate	VERB
afs-5812	204	23	that	that	SCONJ
afs-5812	204	24	the	the	DET
afs-5812	204	25	use	use	NOUN
afs-5812	204	26	of	of	ADP
afs-5812	204	27	other	other	ADJ
afs-5812	204	28	variable	variable	ADJ
afs-5812	204	29	input	input	NOUN
afs-5812	204	30	increases	increase	NOUN
afs-5812	204	31	almost	almost	ADV
afs-5812	204	32	by	by	ADP
afs-5812	204	33	the	the	DET
afs-5812	204	34	same	same	ADJ
afs-5812	204	35	proportion	proportion	NOUN
afs-5812	204	36	as	as	ADP
afs-5812	204	37	the	the	DET
afs-5812	204	38	acreage	acreage	NOUN
afs-5812	204	39	.	.	PUNCT
afs-5812	205	1	due	due	ADP
afs-5812	205	2	to	to	ADP
afs-5812	205	3	probable	probable	ADJ
afs-5812	205	4	multicollinearity	multicollinearity	NOUN
afs-5812	205	5	problems	problem	NOUN
afs-5812	205	6	the	the	DET
afs-5812	205	7	fourth	fourth	ADJ
afs-5812	205	8	input	input	NOUN
afs-5812	205	9	,	,	PUNCT
afs-5812	205	10	land	land	NOUN
afs-5812	205	11	is	be	AUX
afs-5812	205	12	excluded	exclude	VERB
afs-5812	205	13	from	from	ADP
afs-5812	205	14	the	the	DET
afs-5812	205	15	following	follow	VERB
afs-5812	205	16	production	production	NOUN
afs-5812	205	17	frontier	frontier	NOUN
afs-5812	205	18	analysis5	analysis5	NOUN
afs-5812	205	19	.	.	PUNCT
afs-5812	206	1	the	the	DET
afs-5812	206	2	preliminary	preliminary	ADJ
afs-5812	206	3	ols	ol	NOUN
afs-5812	206	4	analysis	analysis	NOUN
afs-5812	206	5	also	also	ADV
afs-5812	206	6	showed	show	VERB
afs-5812	206	7	that	that	SCONJ
afs-5812	206	8	adding	add	VERB
afs-5812	206	9	the	the	DET
afs-5812	206	10	fourth	fourth	ADJ
afs-5812	206	11	input	input	NOUN
afs-5812	206	12	could	could	AUX
afs-5812	206	13	not	not	PART
afs-5812	206	14	significantly	significantly	ADV
afs-5812	206	15	improve	improve	VERB
afs-5812	206	16	the	the	DET
afs-5812	206	17	fit	fit	NOUN
afs-5812	206	18	of	of	ADP
afs-5812	206	19	the	the	DET
afs-5812	206	20	model	model	NOUN
afs-5812	206	21	(	(	PUNCT
afs-5812	206	22	the	the	DET
afs-5812	206	23	coefficients	coefficient	NOUN
afs-5812	206	24	of	of	ADP
afs-5812	206	25	determination	determination	NOUN
afs-5812	206	26	were	be	AUX
afs-5812	206	27	0.866	0.866	NUM
afs-5812	206	28	and	and	CCONJ
afs-5812	206	29	0.872	0.872	NUM
afs-5812	206	30	respectively	respectively	ADV
afs-5812	206	31	)	)	PUNCT
afs-5812	206	32	.	.	PUNCT
afs-5812	207	1	in	in	ADP
afs-5812	207	2	our	our	PRON
afs-5812	207	3	case	case	NOUN
afs-5812	207	4	we	we	PRON
afs-5812	207	5	apply	apply	VERB
afs-5812	207	6	the	the	DET
afs-5812	207	7	computer	computer	NOUN
afs-5812	207	8	program	program	NOUN
afs-5812	207	9	frontier	frontier	NOUN
afs-5812	207	10	4.1	4.1	NUM
afs-5812	207	11	(	(	PUNCT
afs-5812	207	12	coelli	coelli	PROPN
afs-5812	207	13	1996	1996	NUM
afs-5812	207	14	)	)	PUNCT
afs-5812	207	15	.	.	PUNCT
afs-5812	208	1	the	the	DET
afs-5812	208	2	program	program	NOUN
afs-5812	208	3	yields	yield	VERB
afs-5812	208	4	maximum	maximum	ADJ
afs-5812	208	5	likelihood	likelihood	NOUN
afs-5812	208	6	estimates	estimate	NOUN
afs-5812	208	7	for	for	ADP
afs-5812	208	8	the	the	DET
afs-5812	208	9	frontier	frontier	NOUN
afs-5812	208	10	protable	protable	ADJ
afs-5812	208	11	1	1	NUM
afs-5812	208	12	.	.	PUNCT
afs-5812	208	13	descriptive	descriptive	ADJ
afs-5812	208	14	statistics	statistic	NOUN
afs-5812	208	15	of	of	ADP
afs-5812	208	16	sample	sample	NOUN
afs-5812	208	17	farms	farm	NOUN
afs-5812	208	18	.	.	PUNCT
afs-5812	209	1	mean	mean	VERB
afs-5812	209	2	standard	standard	ADJ
afs-5812	209	3	deviation	deviation	NOUN
afs-5812	209	4	output	output	NOUN
afs-5812	209	5	(	(	PUNCT
afs-5812	209	6	feed	feed	NOUN
afs-5812	209	7	unit	unit	NOUN
afs-5812	209	8	)	)	PUNCT
afs-5812	209	9	59335.53	59335.53	NUM
afs-5812	209	10	24068.16	24068.16	NUM
afs-5812	209	11	other	other	ADJ
afs-5812	209	12	variable	variable	NOUN
afs-5812	209	13	(	(	PUNCT
afs-5812	209	14	€	€	NOUN
afs-5812	209	15	)	)	PUNCT
afs-5812	209	16	4840.15	4840.15	NUM
afs-5812	209	17	1832.58	1832.58	NUM
afs-5812	209	18	fertiliser	fertiliser	NOUN
afs-5812	209	19	(	(	PUNCT
afs-5812	209	20	€	€	NOUN
afs-5812	209	21	)	)	PUNCT
afs-5812	209	22	2323.13	2323.13	NUM
afs-5812	209	23	858.35	858.35	NUM
afs-5812	209	24	capital	capital	NOUN
afs-5812	209	25	(	(	PUNCT
afs-5812	209	26	€	€	NOUN
afs-5812	209	27	)	)	PUNCT
afs-5812	209	28	5564.10	5564.10	NUM
afs-5812	209	29	2288.06	2288.06	NUM
afs-5812	209	30	land	land	NOUN
afs-5812	209	31	area	area	NOUN
afs-5812	209	32	(	(	PUNCT
afs-5812	209	33	ha	ha	INTJ
afs-5812	209	34	)	)	PUNCT
afs-5812	209	35	13.21	13.21	NUM
afs-5812	209	36	5.15	5.15	NUM
afs-5812	209	37	table	table	NOUN
afs-5812	209	38	2	2	NUM
afs-5812	209	39	.	.	PUNCT
afs-5812	209	40	distribution	distribution	NOUN
afs-5812	209	41	of	of	ADP
afs-5812	209	42	the	the	DET
afs-5812	209	43	main	main	ADJ
afs-5812	209	44	production	production	NOUN
afs-5812	209	45	techniques	technique	NOUN
afs-5812	209	46	on	on	ADP
afs-5812	209	47	sample	sample	NOUN
afs-5812	209	48	farms	farm	NOUN
afs-5812	209	49	.	.	PUNCT
afs-5812	210	1	1990	1990	NUM
afs-5812	210	2	1991	1991	NUM
afs-5812	210	3	1992	1992	NUM
afs-5812	210	4	1993	1993	NUM
afs-5812	210	5	1994	1994	NUM
afs-5812	210	6	1995	1995	NUM
afs-5812	210	7	1996	1996	NUM
afs-5812	210	8	1997	1997	NUM
afs-5812	210	9	1998	1998	NUM
afs-5812	210	10	1999	1999	NUM
afs-5812	210	11	2000	2000	NUM
afs-5812	210	12	flail	flail	NOUN
afs-5812	210	13	chopping	chop	VERB
afs-5812	210	14	125	125	NUM
afs-5812	210	15	116	116	NUM
afs-5812	210	16	117	117	NUM
afs-5812	210	17	112	112	NUM
afs-5812	210	18	101	101	NUM
afs-5812	210	19	94	94	NUM
afs-5812	210	20	89	89	NUM
afs-5812	210	21	83	83	NUM
afs-5812	210	22	72	72	NUM
afs-5812	210	23	66	66	NUM
afs-5812	210	24	57	57	NUM
afs-5812	210	25	precision	precision	NOUN
afs-5812	210	26	chopping	chop	VERB
afs-5812	210	27	13	13	NUM
afs-5812	210	28	21	21	NUM
afs-5812	210	29	20	20	NUM
afs-5812	210	30	22	22	NUM
afs-5812	210	31	34	34	NUM
afs-5812	210	32	43	43	NUM
afs-5812	211	1	47	47	NUM
afs-5812	211	2	52	52	NUM
afs-5812	211	3	54	54	NUM
afs-5812	211	4	52	52	NUM
afs-5812	211	5	56	56	NUM
afs-5812	211	6	round	round	NOUN
afs-5812	211	7	baling	bale	VERB
afs-5812	211	8	0	0	NUM
afs-5812	211	9	1	1	NUM
afs-5812	211	10	1	1	NUM
afs-5812	211	11	4	4	NUM
afs-5812	211	12	3	3	NUM
afs-5812	211	13	1	1	NUM
afs-5812	211	14	2	2	NUM
afs-5812	211	15	3	3	NUM
afs-5812	211	16	12	12	NUM
afs-5812	211	17	20	20	NUM
afs-5812	211	18	25	25	NUM
afs-5812	211	19	5	5	NUM
afs-5812	211	20	alternatively	alternatively	ADV
afs-5812	211	21	we	we	PRON
afs-5812	211	22	could	could	AUX
afs-5812	211	23	aggregate	aggregate	VERB
afs-5812	211	24	the	the	DET
afs-5812	211	25	two	two	NUM
afs-5812	211	26	inputs	input	NOUN
afs-5812	211	27	.	.	PUNCT
afs-5812	212	1	because	because	SCONJ
afs-5812	212	2	of	of	ADP
afs-5812	212	3	uncertainties	uncertainty	NOUN
afs-5812	212	4	related	relate	VERB
afs-5812	212	5	to	to	ADP
afs-5812	212	6	defining	define	VERB
afs-5812	212	7	the	the	DET
afs-5812	212	8	price	price	NOUN
afs-5812	212	9	of	of	ADP
afs-5812	212	10	land	land	NOUN
afs-5812	212	11	we	we	PRON
afs-5812	212	12	preferred	prefer	VERB
afs-5812	212	13	to	to	PART
afs-5812	212	14	exclude	exclude	VERB
afs-5812	212	15	the	the	DET
afs-5812	212	16	input	input	NOUN
afs-5812	212	17	.	.	PUNCT
afs-5812	213	1	table	table	NOUN
afs-5812	213	2	3	3	NUM
afs-5812	213	3	.	.	PUNCT
afs-5812	213	4	correlation	correlation	NOUN
afs-5812	213	5	matrix	matrix	NOUN
afs-5812	213	6	of	of	ADP
afs-5812	213	7	logarithmic	logarithmic	ADJ
afs-5812	213	8	output	output	NOUN
afs-5812	213	9	and	and	CCONJ
afs-5812	213	10	input	input	NOUN
afs-5812	213	11	variables	variable	NOUN
afs-5812	213	12	.	.	PUNCT
afs-5812	214	1	output	output	VERB
afs-5812	214	2	other	other	ADJ
afs-5812	214	3	variable	variable	ADJ
afs-5812	214	4	fertiliser	fertiliser	NOUN
afs-5812	214	5	capital	capital	NOUN
afs-5812	214	6	land	land	NOUN
afs-5812	214	7	output	output	NOUN
afs-5812	214	8	1	1	NUM
afs-5812	214	9	other	other	ADJ
afs-5812	214	10	variable	variable	NOUN
afs-5812	214	11	0.825	0.825	NUM
afs-5812	214	12	1	1	NUM
afs-5812	214	13	fertiliser	fertiliser	NOUN
afs-5812	214	14	0.744	0.744	NUM
afs-5812	214	15	0.815	0.815	NUM
afs-5812	214	16	1	1	NUM
afs-5812	214	17	capital	capital	NOUN
afs-5812	214	18	0.732	0.732	NUM
afs-5812	214	19	0.655	0.655	NUM
afs-5812	214	20	0.640	0.640	NUM
afs-5812	214	21	1	1	NUM
afs-5812	214	22	land	land	NOUN
afs-5812	214	23	0.836	0.836	NUM
afs-5812	214	24	0.963	0.963	NUM
afs-5812	214	25	0.813	0.813	NUM
afs-5812	214	26	0.666	0.666	NUM
afs-5812	214	27	1	1	NUM
afs-5812	214	28	256	256	NUM
afs-5812	214	29	a	a	DET
afs-5812	214	30	g	g	NOUN
afs-5812	214	31	r	r	NOUN
afs-5812	214	32	i	i	NOUN
afs-5812	214	33	c	c	NOUN
afs-5812	214	34	u	u	NOUN
afs-5812	214	35	l	l	NOUN
afs-5812	214	36	t	t	NOUN
afs-5812	214	37	u	u	X
afs-5812	214	38	r	r	NOUN
afs-5812	214	39	a	a	PROPN
afs-5812	214	40	l	l	NOUN
afs-5812	214	41	a	a	DET
afs-5812	214	42	n	n	NOUN
afs-5812	214	43	d	d	NOUN
afs-5812	214	44	f	f	X
afs-5812	214	45	o	o	NOUN
afs-5812	215	1	o	o	X
afs-5812	215	2	d	d	X
afs-5812	215	3	s	s	X
afs-5812	215	4	c	c	NOUN
afs-5812	216	1	i	i	NOUN
afs-5812	216	2	e	e	PROPN
afs-5812	216	3	n	n	PROPN
afs-5812	216	4	c	c	NOUN
afs-5812	216	5	e	e	X
afs-5812	216	6	sipiläinen	sipiläinen	NOUN
afs-5812	216	7	,	,	PUNCT
afs-5812	216	8	t.	t.	PROPN
afs-5812	216	9	&	&	CCONJ
afs-5812	216	10	ryhänen	ryhänen	PROPN
afs-5812	216	11	,	,	PUNCT
afs-5812	216	12	m.	m.	NOUN
afs-5812	216	13	technical	technical	ADJ
afs-5812	216	14	change	change	NOUN
afs-5812	216	15	in	in	ADP
afs-5812	216	16	finnish	finnish	ADJ
afs-5812	216	17	grass	grass	NOUN
afs-5812	216	18	silage	silage	NOUN
afs-5812	216	19	production	production	NOUN
afs-5812	216	20	duction	duction	NOUN
afs-5812	216	21	function	function	NOUN
afs-5812	216	22	and	and	CCONJ
afs-5812	216	23	technical	technical	ADJ
afs-5812	216	24	efficiency	efficiency	NOUN
afs-5812	216	25	measures	measure	NOUN
afs-5812	216	26	for	for	ADP
afs-5812	216	27	each	each	DET
afs-5812	216	28	farm6	farm6	NOUN
afs-5812	216	29	.	.	PUNCT
afs-5812	217	1	it	it	PRON
afs-5812	217	2	is	be	AUX
afs-5812	217	3	assumed	assume	VERB
afs-5812	217	4	that	that	SCONJ
afs-5812	217	5	technical	technical	ADJ
afs-5812	217	6	efficiency	efficiency	NOUN
afs-5812	217	7	and	and	CCONJ
afs-5812	217	8	independent	independent	ADJ
afs-5812	217	9	variables	variable	NOUN
afs-5812	217	10	in	in	ADP
afs-5812	217	11	the	the	DET
afs-5812	217	12	model	model	NOUN
afs-5812	217	13	do	do	AUX
afs-5812	217	14	not	not	PART
afs-5812	217	15	correlate	correlate	VERB
afs-5812	217	16	.	.	PUNCT
afs-5812	218	1	the	the	DET
afs-5812	218	2	production	production	NOUN
afs-5812	218	3	technology	technology	NOUN
afs-5812	218	4	was	be	AUX
afs-5812	218	5	specified	specify	VERB
afs-5812	218	6	by	by	ADP
afs-5812	218	7	a	a	DET
afs-5812	218	8	translog	translog	NOUN
afs-5812	218	9	production	production	NOUN
afs-5812	218	10	frontier	frontier	NOUN
afs-5812	218	11	with	with	ADP
afs-5812	218	12	non	non	ADJ
afs-5812	218	13	-	-	ADJ
afs-5812	218	14	neutral	neutral	ADJ
afs-5812	218	15	technical	technical	ADJ
afs-5812	218	16	change	change	NOUN
afs-5812	218	17	as	as	ADP
afs-5812	218	18	in	in	ADP
afs-5812	218	19	equation	equation	NOUN
afs-5812	218	20	1	1	NUM
afs-5812	218	21	where	where	SCONJ
afs-5812	218	22	output	output	NOUN
afs-5812	218	23	yit	yit	PROPN
afs-5812	218	24	(	(	PUNCT
afs-5812	218	25	harvest	harvest	NOUN
afs-5812	218	26	of	of	ADP
afs-5812	218	27	grass	grass	NOUN
afs-5812	218	28	silage	silage	NOUN
afs-5812	218	29	yield	yield	NOUN
afs-5812	218	30	in	in	ADP
afs-5812	218	31	feed	feed	NOUN
afs-5812	218	32	units	unit	NOUN
afs-5812	218	33	)	)	PUNCT
afs-5812	218	34	was	be	AUX
afs-5812	218	35	determined	determine	VERB
afs-5812	218	36	as	as	ADP
afs-5812	218	37	a	a	DET
afs-5812	218	38	function	function	NOUN
afs-5812	218	39	of	of	ADP
afs-5812	218	40	fertiliser	fertiliser	NOUN
afs-5812	218	41	,	,	PUNCT
afs-5812	218	42	other	other	ADJ
afs-5812	218	43	variable	variable	ADJ
afs-5812	218	44	and	and	CCONJ
afs-5812	218	45	capital	capital	NOUN
afs-5812	218	46	inputs	input	NOUN
afs-5812	218	47	and	and	CCONJ
afs-5812	218	48	their	their	PRON
afs-5812	218	49	second	second	ADJ
afs-5812	218	50	order	order	NOUN
afs-5812	218	51	and	and	CCONJ
afs-5812	218	52	cross	cross	VERB
afs-5812	218	53	terms	term	NOUN
afs-5812	218	54	with	with	ADP
afs-5812	218	55	each	each	DET
afs-5812	218	56	other	other	ADJ
afs-5812	218	57	.	.	PUNCT
afs-5812	219	1	time	time	NOUN
afs-5812	219	2	trend	trend	NOUN
afs-5812	219	3	t	t	PROPN
afs-5812	219	4	is	be	AUX
afs-5812	219	5	replaced	replace	VERB
afs-5812	219	6	by	by	ADP
afs-5812	219	7	time	time	NOUN
afs-5812	219	8	dummies	dummy	NOUN
afs-5812	219	9	as	as	ADP
afs-5812	219	10	an	an	DET
afs-5812	219	11	indicator	indicator	NOUN
afs-5812	219	12	of	of	ADP
afs-5812	219	13	neutral	neutral	ADJ
afs-5812	219	14	technical	technical	ADJ
afs-5812	219	15	change	change	NOUN
afs-5812	219	16	(	(	PUNCT
afs-5812	219	17	baltagi	baltagi	NOUN
afs-5812	219	18	and	and	CCONJ
afs-5812	219	19	griffin	griffin	NOUN
afs-5812	219	20	1988	1988	NUM
afs-5812	219	21	)	)	PUNCT
afs-5812	219	22	.	.	PUNCT
afs-5812	220	1	vit	vit	NOUN
afs-5812	220	2	is	be	AUX
afs-5812	220	3	the	the	DET
afs-5812	220	4	normal	normal	ADJ
afs-5812	220	5	random	random	ADJ
afs-5812	220	6	error	error	NOUN
afs-5812	220	7	term	term	NOUN
afs-5812	220	8	and	and	CCONJ
afs-5812	220	9	uit	uit	NOUN
afs-5812	220	10	represents	represent	VERB
afs-5812	220	11	technical	technical	ADJ
afs-5812	220	12	inefficiency	inefficiency	NOUN
afs-5812	220	13	effects	effect	NOUN
afs-5812	220	14	(	(	PUNCT
afs-5812	220	15	a	a	DET
afs-5812	220	16	positive	positive	ADJ
afs-5812	220	17	truncation	truncation	NOUN
afs-5812	220	18	of	of	ADP
afs-5812	220	19	n(µit	n(µit	PROPN
afs-5812	220	20	,	,	PUNCT
afs-5812	220	21	σu	σu	PROPN
afs-5812	220	22	2	2	NUM
afs-5812	220	23	)	)	PUNCT
afs-5812	220	24	)	)	PUNCT
afs-5812	220	25	.	.	PUNCT
afs-5812	221	1	in	in	ADP
afs-5812	221	2	addition	addition	NOUN
afs-5812	221	3	,	,	PUNCT
afs-5812	221	4	models	model	NOUN
afs-5812	221	5	take	take	VERB
afs-5812	221	6	into	into	ADP
afs-5812	221	7	account	account	NOUN
afs-5812	221	8	the	the	DET
afs-5812	221	9	effects	effect	NOUN
afs-5812	221	10	of	of	ADP
afs-5812	221	11	regions	region	NOUN
afs-5812	221	12	(	(	PUNCT
afs-5812	221	13	four	four	NUM
afs-5812	221	14	regions7	regions7	NOUN
afs-5812	221	15	,	,	PUNCT
afs-5812	221	16	three	three	NUM
afs-5812	221	17	dummy	dummy	ADJ
afs-5812	221	18	variables	variable	NOUN
afs-5812	221	19	)	)	PUNCT
afs-5812	221	20	,	,	PUNCT
afs-5812	221	21	production	production	NOUN
afs-5812	221	22	techniques	technique	NOUN
afs-5812	221	23	(	(	PUNCT
afs-5812	221	24	flail	flail	NOUN
afs-5812	221	25	chopping	chopping	NOUN
afs-5812	221	26	,	,	PUNCT
afs-5812	221	27	precision	precision	NOUN
afs-5812	221	28	chopping	chopping	NOUN
afs-5812	221	29	and	and	CCONJ
afs-5812	221	30	round	round	NOUN
afs-5812	221	31	baling	baling	NOUN
afs-5812	221	32	,	,	PUNCT
afs-5812	221	33	two	two	NUM
afs-5812	221	34	dummies	dummy	NOUN
afs-5812	221	35	)	)	PUNCT
afs-5812	221	36	and	and	CCONJ
afs-5812	221	37	the	the	DET
afs-5812	221	38	share	share	NOUN
afs-5812	221	39	of	of	ADP
afs-5812	221	40	grass	grass	NOUN
afs-5812	221	41	silage	silage	NOUN
afs-5812	221	42	area	area	NOUN
afs-5812	221	43	of	of	ADP
afs-5812	221	44	the	the	DET
afs-5812	221	45	total	total	ADJ
afs-5812	221	46	arable	arable	ADJ
afs-5812	221	47	land	land	NOUN
afs-5812	221	48	area	area	NOUN
afs-5812	221	49	of	of	ADP
afs-5812	221	50	the	the	DET
afs-5812	221	51	farm8	farm8	PROPN
afs-5812	221	52	.	.	PUNCT
afs-5812	222	1	regional	regional	ADJ
afs-5812	222	2	dummies	dummy	NOUN
afs-5812	222	3	can	can	AUX
afs-5812	222	4	be	be	AUX
afs-5812	222	5	expected	expect	VERB
afs-5812	222	6	to	to	PART
afs-5812	222	7	describe	describe	VERB
afs-5812	222	8	general	general	ADJ
afs-5812	222	9	differences	difference	NOUN
afs-5812	222	10	of	of	ADP
afs-5812	222	11	yield	yield	NOUN
afs-5812	222	12	levels	level	NOUN
afs-5812	222	13	between	between	ADP
afs-5812	222	14	regions	region	NOUN
afs-5812	222	15	,	,	PUNCT
afs-5812	222	16	which	which	PRON
afs-5812	222	17	are	be	AUX
afs-5812	222	18	related	relate	VERB
afs-5812	222	19	to	to	ADP
afs-5812	222	20	natural	natural	ADJ
afs-5812	222	21	conditions	condition	NOUN
afs-5812	222	22	.	.	PUNCT
afs-5812	223	1	the	the	DET
afs-5812	223	2	natural	natural	ADJ
afs-5812	223	3	conditions	condition	NOUN
afs-5812	223	4	can	can	AUX
afs-5812	223	5	not	not	PART
afs-5812	223	6	be	be	AUX
afs-5812	223	7	altered	alter	VERB
afs-5812	223	8	by	by	ADP
afs-5812	223	9	the	the	DET
afs-5812	223	10	farmer	farmer	NOUN
afs-5812	223	11	but	but	CCONJ
afs-5812	223	12	the	the	DET
afs-5812	223	13	farmer	farmer	NOUN
afs-5812	223	14	may	may	AUX
afs-5812	223	15	adjust	adjust	VERB
afs-5812	223	16	his	his	PRON
afs-5812	223	17	/	/	SYM
afs-5812	223	18	her	her	PRON
afs-5812	223	19	operations	operation	NOUN
afs-5812	223	20	to	to	ADP
afs-5812	223	21	the	the	DET
afs-5812	223	22	prevailing	prevail	VERB
afs-5812	223	23	conditions	condition	NOUN
afs-5812	223	24	.	.	PUNCT
afs-5812	224	1	the	the	DET
afs-5812	224	2	farmer	farmer	NOUN
afs-5812	224	3	is	be	AUX
afs-5812	224	4	also	also	ADV
afs-5812	224	5	able	able	ADJ
afs-5812	224	6	to	to	PART
afs-5812	224	7	choose	choose	VERB
afs-5812	224	8	the	the	DET
afs-5812	224	9	production	production	NOUN
afs-5812	224	10	technique	technique	NOUN
afs-5812	224	11	and	and	CCONJ
afs-5812	224	12	the	the	DET
afs-5812	224	13	share	share	NOUN
afs-5812	224	14	of	of	ADP
afs-5812	224	15	arable	arable	ADJ
afs-5812	224	16	land	land	NOUN
afs-5812	224	17	area	area	NOUN
afs-5812	224	18	under	under	ADP
afs-5812	224	19	grass	grass	NOUN
afs-5812	224	20	but	but	CCONJ
afs-5812	224	21	these	these	DET
afs-5812	224	22	choices	choice	NOUN
afs-5812	224	23	may	may	AUX
afs-5812	224	24	also	also	ADV
afs-5812	224	25	indicate	indicate	VERB
afs-5812	224	26	the	the	DET
afs-5812	224	27	production	production	NOUN
afs-5812	224	28	conditions	condition	NOUN
afs-5812	224	29	on	on	ADP
afs-5812	224	30	the	the	DET
afs-5812	224	31	farm	farm	NOUN
afs-5812	224	32	more	more	ADV
afs-5812	224	33	generally	generally	ADV
afs-5812	224	34	.	.	PUNCT
afs-5812	225	1	these	these	DET
afs-5812	225	2	factors	factor	NOUN
afs-5812	225	3	may	may	AUX
afs-5812	225	4	thus	thus	ADV
afs-5812	225	5	affect	affect	VERB
afs-5812	225	6	either	either	CCONJ
afs-5812	225	7	the	the	DET
afs-5812	225	8	production	production	NOUN
afs-5812	225	9	frontier	frontier	NOUN
afs-5812	225	10	or	or	CCONJ
afs-5812	225	11	technical	technical	ADJ
afs-5812	225	12	efficiency	efficiency	NOUN
afs-5812	225	13	.	.	PUNCT
afs-5812	226	1	two	two	NUM
afs-5812	226	2	alternative	alternative	ADJ
afs-5812	226	3	models	model	NOUN
afs-5812	226	4	to	to	PART
afs-5812	226	5	take	take	VERB
afs-5812	226	6	into	into	ADP
afs-5812	226	7	account	account	NOUN
afs-5812	226	8	the	the	DET
afs-5812	226	9	effects	effect	NOUN
afs-5812	226	10	of	of	ADP
afs-5812	226	11	regions	region	NOUN
afs-5812	226	12	,	,	PUNCT
afs-5812	226	13	production	production	NOUN
afs-5812	226	14	techniques	technique	NOUN
afs-5812	226	15	and	and	CCONJ
afs-5812	226	16	the	the	DET
afs-5812	226	17	share	share	NOUN
afs-5812	226	18	of	of	ADP
afs-5812	226	19	grass	grass	NOUN
afs-5812	226	20	were	be	AUX
afs-5812	226	21	specified	specify	VERB
afs-5812	226	22	.	.	PUNCT
afs-5812	227	1	in	in	ADP
afs-5812	227	2	the	the	DET
afs-5812	227	3	first	first	ADJ
afs-5812	227	4	set	set	NOUN
afs-5812	227	5	of	of	ADP
afs-5812	227	6	models	model	NOUN
afs-5812	227	7	these	these	DET
afs-5812	227	8	variables	variable	NOUN
afs-5812	227	9	are	be	AUX
afs-5812	227	10	expected	expect	VERB
afs-5812	227	11	to	to	PART
afs-5812	227	12	affect	affect	VERB
afs-5812	227	13	directly	directly	ADV
afs-5812	227	14	the	the	DET
afs-5812	227	15	shape	shape	NOUN
afs-5812	227	16	of	of	ADP
afs-5812	227	17	the	the	DET
afs-5812	227	18	frontier	frontier	NOUN
afs-5812	227	19	like	like	ADP
afs-5812	227	20	in	in	ADP
afs-5812	227	21	equation	equation	NOUN
afs-5812	227	22	5	5	NUM
afs-5812	227	23	.	.	PUNCT
afs-5812	228	1	in	in	ADP
afs-5812	228	2	this	this	DET
afs-5812	228	3	case	case	NOUN
afs-5812	228	4	it	it	PRON
afs-5812	228	5	is	be	AUX
afs-5812	228	6	assumed	assume	VERB
afs-5812	228	7	that	that	SCONJ
afs-5812	228	8	that	that	SCONJ
afs-5812	228	9	each	each	DET
afs-5812	228	10	farm	farm	NOUN
afs-5812	228	11	faces	face	VERB
afs-5812	228	12	a	a	DET
afs-5812	228	13	different	different	ADJ
afs-5812	228	14	production	production	NOUN
afs-5812	228	15	frontier	frontier	NOUN
afs-5812	228	16	and	and	CCONJ
afs-5812	228	17	technical	technical	ADJ
afs-5812	228	18	efficiencies	efficiency	NOUN
afs-5812	228	19	will	will	AUX
afs-5812	228	20	be	be	AUX
afs-5812	228	21	net	net	ADJ
afs-5812	228	22	of	of	ADP
afs-5812	228	23	background	background	NOUN
afs-5812	228	24	and	and	CCONJ
afs-5812	228	25	production	production	NOUN
afs-5812	228	26	environment	environment	NOUN
afs-5812	228	27	related	relate	VERB
afs-5812	228	28	influences	influence	NOUN
afs-5812	228	29	.	.	PUNCT
afs-5812	229	1	in	in	ADP
afs-5812	229	2	the	the	DET
afs-5812	229	3	second	second	ADJ
afs-5812	229	4	set	set	NOUN
afs-5812	229	5	of	of	ADP
afs-5812	229	6	models	model	NOUN
afs-5812	229	7	the	the	DET
afs-5812	229	8	above	above	ADV
afs-5812	229	9	mentioned	mention	VERB
afs-5812	229	10	variables	variable	NOUN
afs-5812	229	11	affect	affect	VERB
afs-5812	229	12	directly	directly	ADV
afs-5812	229	13	technical	technical	ADJ
afs-5812	229	14	efficiency	efficiency	NOUN
afs-5812	229	15	as	as	ADP
afs-5812	229	16	in	in	ADP
afs-5812	229	17	equation	equation	NOUN
afs-5812	229	18	4	4	NUM
afs-5812	229	19	.	.	PUNCT
afs-5812	230	1	in	in	ADP
afs-5812	230	2	this	this	DET
afs-5812	230	3	case	case	NOUN
afs-5812	230	4	the	the	DET
afs-5812	230	5	farms	farm	NOUN
afs-5812	230	6	share	share	VERB
afs-5812	230	7	a	a	DET
afs-5812	230	8	common	common	ADJ
afs-5812	230	9	production	production	NOUN
afs-5812	230	10	frontier	frontier	NOUN
afs-5812	230	11	and	and	CCONJ
afs-5812	230	12	background	background	NOUN
afs-5812	230	13	and	and	CCONJ
afs-5812	230	14	production	production	NOUN
afs-5812	230	15	environment	environment	NOUN
afs-5812	230	16	related	relate	VERB
afs-5812	230	17	factors	factor	NOUN
afs-5812	230	18	influence	influence	VERB
afs-5812	230	19	only	only	ADV
afs-5812	230	20	on	on	ADP
afs-5812	230	21	the	the	DET
afs-5812	230	22	distance	distance	NOUN
afs-5812	230	23	of	of	ADP
afs-5812	230	24	each	each	DET
afs-5812	230	25	farm	farm	NOUN
afs-5812	230	26	from	from	ADP
afs-5812	230	27	the	the	DET
afs-5812	230	28	production	production	NOUN
afs-5812	230	29	frontier	frontier	NOUN
afs-5812	230	30	.	.	PUNCT
afs-5812	231	1	these	these	DET
afs-5812	231	2	models	model	NOUN
afs-5812	231	3	are	be	AUX
afs-5812	231	4	compared	compare	VERB
afs-5812	231	5	with	with	ADP
afs-5812	231	6	the	the	DET
afs-5812	231	7	artificial	artificial	ADJ
afs-5812	231	8	test	test	NOUN
afs-5812	231	9	to	to	ADP
afs-5812	231	10	a	a	DET
afs-5812	231	11	model	model	NOUN
afs-5812	231	12	where	where	SCONJ
afs-5812	231	13	background	background	NOUN
afs-5812	231	14	and	and	CCONJ
afs-5812	231	15	production	production	NOUN
afs-5812	231	16	environment	environment	NOUN
afs-5812	231	17	related	relate	VERB
afs-5812	231	18	factors	factor	NOUN
afs-5812	231	19	are	be	AUX
afs-5812	231	20	affecting	affect	VERB
afs-5812	231	21	both	both	CCONJ
afs-5812	231	22	the	the	DET
afs-5812	231	23	location	location	NOUN
afs-5812	231	24	of	of	ADP
afs-5812	231	25	production	production	NOUN
afs-5812	231	26	frontier	frontier	NOUN
afs-5812	231	27	and	and	CCONJ
afs-5812	231	28	technical	technical	ADJ
afs-5812	231	29	efficiency	efficiency	NOUN
afs-5812	231	30	.	.	PUNCT
afs-5812	232	1	it	it	PRON
afs-5812	232	2	is	be	AUX
afs-5812	232	3	obvious	obvious	ADJ
afs-5812	232	4	that	that	SCONJ
afs-5812	232	5	the	the	DET
afs-5812	232	6	means	mean	NOUN
afs-5812	232	7	of	of	ADP
afs-5812	232	8	the	the	DET
afs-5812	232	9	farmer	farmer	NOUN
afs-5812	232	10	to	to	PART
afs-5812	232	11	adjust	adjust	VERB
afs-5812	232	12	to	to	ADP
afs-5812	232	13	the	the	DET
afs-5812	232	14	regional	regional	ADJ
afs-5812	232	15	natural	natural	ADJ
afs-5812	232	16	conditions	condition	NOUN
afs-5812	232	17	(	(	PUNCT
afs-5812	232	18	e.g.	e.g.	ADV
afs-5812	232	19	weather	weather	NOUN
afs-5812	232	20	type	type	NOUN
afs-5812	232	21	)	)	PUNCT
afs-5812	232	22	are	be	AUX
afs-5812	232	23	limited	limited	ADJ
afs-5812	232	24	.	.	PUNCT
afs-5812	233	1	separate	separate	ADJ
afs-5812	233	2	models	model	NOUN
afs-5812	233	3	are	be	AUX
afs-5812	233	4	specified	specify	VERB
afs-5812	233	5	for	for	ADP
afs-5812	233	6	cases	case	NOUN
afs-5812	233	7	when	when	SCONJ
afs-5812	233	8	the	the	DET
afs-5812	233	9	regional	regional	ADJ
afs-5812	233	10	heterogeneity	heterogeneity	NOUN
afs-5812	233	11	is	be	AUX
afs-5812	233	12	controlled	control	VERB
afs-5812	233	13	in	in	ADP
afs-5812	233	14	the	the	DET
afs-5812	233	15	production	production	NOUN
afs-5812	233	16	frontier	frontier	NOUN
afs-5812	233	17	but	but	CCONJ
afs-5812	233	18	the	the	DET
afs-5812	233	19	regional	regional	ADJ
afs-5812	233	20	dummies	dummy	NOUN
afs-5812	233	21	are	be	AUX
afs-5812	233	22	not	not	PART
afs-5812	233	23	used	use	VERB
afs-5812	233	24	to	to	PART
afs-5812	233	25	explain	explain	VERB
afs-5812	233	26	technical	technical	ADJ
afs-5812	233	27	inefficiency	inefficiency	NOUN
afs-5812	233	28	.	.	PUNCT
afs-5812	234	1	results	result	VERB
afs-5812	234	2	several	several	ADJ
afs-5812	234	3	alternative	alternative	ADJ
afs-5812	234	4	model	model	NOUN
afs-5812	234	5	specifications	specification	NOUN
afs-5812	234	6	were	be	AUX
afs-5812	234	7	estimated	estimate	VERB
afs-5812	234	8	starting	start	VERB
afs-5812	234	9	from	from	ADP
afs-5812	234	10	the	the	DET
afs-5812	234	11	full	full	ADJ
afs-5812	234	12	translog	translog	NOUN
afs-5812	234	13	model	model	NOUN
afs-5812	234	14	.	.	PUNCT
afs-5812	235	1	according	accord	VERB
afs-5812	235	2	to	to	ADP
afs-5812	235	3	the	the	DET
afs-5812	235	4	likelihood	likelihood	NOUN
afs-5812	235	5	ratio9	ratio9	NOUN
afs-5812	235	6	(	(	PUNCT
afs-5812	235	7	lr	lr	NOUN
afs-5812	235	8	)	)	PUNCT
afs-5812	235	9	test	test	NOUN
afs-5812	235	10	,	,	PUNCT
afs-5812	235	11	the	the	DET
afs-5812	235	12	explanatory	explanatory	ADJ
afs-5812	235	13	variables	variable	NOUN
afs-5812	235	14	describing	describe	VERB
afs-5812	235	15	non	non	ADJ
afs-5812	235	16	-	-	ADJ
afs-5812	235	17	neutral	neutral	ADJ
afs-5812	235	18	technical	technical	ADJ
afs-5812	235	19	change	change	NOUN
afs-5812	235	20	(	(	PUNCT
afs-5812	235	21	cross	cross	VERB
afs-5812	235	22	terms	term	NOUN
afs-5812	235	23	of	of	ADP
afs-5812	235	24	time	time	NOUN
afs-5812	235	25	trend	trend	NOUN
afs-5812	235	26	and	and	CCONJ
afs-5812	235	27	input	input	NOUN
afs-5812	235	28	quantity	quantity	NOUN
afs-5812	235	29	)	)	PUNCT
afs-5812	235	30	could	could	AUX
afs-5812	235	31	be	be	AUX
afs-5812	235	32	excluded	exclude	VERB
afs-5812	235	33	.	.	PUNCT
afs-5812	236	1	this	this	PRON
afs-5812	236	2	indicates	indicate	VERB
afs-5812	236	3	that	that	SCONJ
afs-5812	236	4	6	6	NUM
afs-5812	236	5	the	the	DET
afs-5812	236	6	program	program	NOUN
afs-5812	236	7	uses	use	VERB
afs-5812	236	8	a	a	DET
afs-5812	236	9	parameterization	parameterization	NOUN
afs-5812	236	10	σ	σ	X
afs-5812	236	11	2	2	NUM
afs-5812	236	12	=	=	SYM
afs-5812	236	13	σu	σu	ADP
afs-5812	236	14	2	2	NUM
afs-5812	236	15	+	+	CCONJ
afs-5812	236	16	σ	σ	PROPN
afs-5812	236	17	2	2	NUM
afs-5812	236	18	v	v	NOUN
afs-5812	236	19	and	and	CCONJ
afs-5812	236	20	γ	γ	X
afs-5812	236	21	=	=	VERB
afs-5812	236	22	σu	σu	PROPN
afs-5812	236	23	/	/	SYM
afs-5812	236	24	σ	σ	PROPN
afs-5812	236	25	where	where	SCONJ
afs-5812	236	26	γ	γ	PROPN
afs-5812	236	27	lies	lie	VERB
afs-5812	236	28	between	between	ADP
afs-5812	236	29	zero	zero	NUM
afs-5812	236	30	and	and	CCONJ
afs-5812	236	31	one	one	NUM
afs-5812	236	32	.	.	PUNCT
afs-5812	236	33	7	7	NUM
afs-5812	236	34	the	the	DET
afs-5812	236	35	regions	region	NOUN
afs-5812	236	36	are	be	AUX
afs-5812	236	37	uusimaa	uusimaa	ADJ
afs-5812	236	38	-	-	PUNCT
afs-5812	236	39	häme	häme	ADJ
afs-5812	236	40	-	-	PUNCT
afs-5812	236	41	northern	northern	ADJ
afs-5812	236	42	savo	savo	NOUN
afs-5812	236	43	,	,	PUNCT
afs-5812	236	44	central	central	ADJ
afs-5812	236	45	ostrobothnia	ostrobothnia	NOUN
afs-5812	236	46	,	,	PUNCT
afs-5812	236	47	northern	northern	PROPN
afs-5812	236	48	karelia	karelia	PROPN
afs-5812	236	49	and	and	CCONJ
afs-5812	236	50	oulu	oulu	PROPN
afs-5812	236	51	.	.	PROPN
afs-5812	236	52	8	8	NUM
afs-5812	236	53	as	as	ADP
afs-5812	236	54	possible	possible	ADJ
afs-5812	236	55	explanatory	explanatory	ADJ
afs-5812	236	56	variables	variable	NOUN
afs-5812	236	57	the	the	DET
afs-5812	236	58	share	share	NOUN
afs-5812	236	59	of	of	ADP
afs-5812	236	60	owned	own	VERB
afs-5812	236	61	arable	arable	ADJ
afs-5812	236	62	land	land	NOUN
afs-5812	236	63	area	area	NOUN
afs-5812	236	64	of	of	ADP
afs-5812	236	65	the	the	DET
afs-5812	236	66	total	total	ADJ
afs-5812	236	67	area	area	NOUN
afs-5812	236	68	,	,	PUNCT
afs-5812	236	69	the	the	DET
afs-5812	236	70	share	share	NOUN
afs-5812	236	71	of	of	ADP
afs-5812	236	72	arable	arable	ADJ
afs-5812	236	73	land	land	NOUN
afs-5812	236	74	area	area	NOUN
afs-5812	236	75	under	under	ADP
afs-5812	236	76	grass	grass	NOUN
afs-5812	236	77	silage	silage	NOUN
afs-5812	236	78	,	,	PUNCT
afs-5812	236	79	the	the	DET
afs-5812	236	80	logarithm	logarithm	NOUN
afs-5812	236	81	of	of	ADP
afs-5812	236	82	the	the	DET
afs-5812	236	83	arable	arable	ADJ
afs-5812	236	84	land	land	NOUN
afs-5812	236	85	area	area	NOUN
afs-5812	236	86	and	and	CCONJ
afs-5812	236	87	the	the	DET
afs-5812	236	88	share	share	NOUN
afs-5812	236	89	of	of	ADP
afs-5812	236	90	arable	arable	ADJ
afs-5812	236	91	land	land	NOUN
afs-5812	236	92	under	under	ADP
afs-5812	236	93	subsurface	subsurface	NOUN
afs-5812	236	94	drainage	drainage	NOUN
afs-5812	236	95	were	be	AUX
afs-5812	236	96	investigated	investigate	VERB
afs-5812	236	97	.	.	PUNCT
afs-5812	237	1	of	of	ADP
afs-5812	237	2	those	those	DET
afs-5812	237	3	four	four	NUM
afs-5812	237	4	before	before	ADP
afs-5812	237	5	mentioned	mention	VERB
afs-5812	237	6	variables	variable	NOUN
afs-5812	237	7	only	only	ADV
afs-5812	237	8	the	the	DET
afs-5812	237	9	total	total	ADJ
afs-5812	237	10	arable	arable	ADJ
afs-5812	237	11	land	land	NOUN
afs-5812	237	12	area	area	NOUN
afs-5812	237	13	was	be	AUX
afs-5812	237	14	a	a	DET
afs-5812	237	15	significant	significant	ADJ
afs-5812	237	16	dependent	dependent	ADJ
afs-5812	237	17	variable	variable	NOUN
afs-5812	237	18	,	,	PUNCT
afs-5812	237	19	but	but	CCONJ
afs-5812	237	20	it	it	PRON
afs-5812	237	21	correlated	correlate	VERB
afs-5812	237	22	highly	highly	ADV
afs-5812	237	23	negatively	negatively	ADV
afs-5812	237	24	with	with	ADP
afs-5812	237	25	the	the	DET
afs-5812	237	26	share	share	NOUN
afs-5812	237	27	of	of	ADP
afs-5812	237	28	arable	arable	ADJ
afs-5812	237	29	land	land	NOUN
afs-5812	237	30	area	area	NOUN
afs-5812	237	31	under	under	ADP
afs-5812	237	32	grass	grass	NOUN
afs-5812	237	33	(	(	PUNCT
afs-5812	237	34	r	r	NOUN
afs-5812	237	35	=	=	PUNCT
afs-5812	237	36	–	–	PUNCT
afs-5812	237	37	0.49	0.49	NUM
afs-5812	237	38	)	)	PUNCT
afs-5812	237	39	.	.	PUNCT
afs-5812	238	1	the	the	DET
afs-5812	238	2	total	total	ADJ
afs-5812	238	3	arable	arable	ADJ
afs-5812	238	4	land	land	NOUN
afs-5812	238	5	area	area	NOUN
afs-5812	238	6	was	be	AUX
afs-5812	238	7	dropped	drop	VERB
afs-5812	238	8	from	from	ADP
afs-5812	238	9	the	the	DET
afs-5812	238	10	model	model	NOUN
afs-5812	238	11	,	,	PUNCT
afs-5812	238	12	and	and	CCONJ
afs-5812	238	13	the	the	DET
afs-5812	238	14	share	share	NOUN
afs-5812	238	15	of	of	ADP
afs-5812	238	16	arable	arable	ADJ
afs-5812	238	17	land	land	NOUN
afs-5812	238	18	area	area	NOUN
afs-5812	238	19	under	under	ADP
afs-5812	238	20	grass	grass	NOUN
afs-5812	238	21	was	be	AUX
afs-5812	238	22	used	use	VERB
afs-5812	238	23	as	as	ADP
afs-5812	238	24	an	an	DET
afs-5812	238	25	explanatory	explanatory	ADJ
afs-5812	238	26	variable	variable	NOUN
afs-5812	238	27	instead	instead	ADV
afs-5812	238	28	.	.	PUNCT
afs-5812	239	1	9	9	NUM
afs-5812	239	2	lr	lr	NOUN
afs-5812	239	3	=	=	PUNCT
afs-5812	239	4	–	–	PUNCT
afs-5812	239	5	2{ln[l(h0	2{ln[l(h0	NUM
afs-5812	239	6	)	)	PUNCT
afs-5812	239	7	–	–	PUNCT
afs-5812	239	8	lnl(h1	lnl(h1	PROPN
afs-5812	239	9	)	)	PUNCT
afs-5812	239	10	]	]	PUNCT
afs-5812	239	11	}	}	PUNCT
afs-5812	239	12	where	where	SCONJ
afs-5812	239	13	l(h0	l(h0	NOUN
afs-5812	239	14	)	)	PUNCT
afs-5812	239	15	ja	ja	PROPN
afs-5812	239	16	l(h1	l(h1	NOUN
afs-5812	239	17	)	)	PUNCT
afs-5812	239	18	refer	refer	VERB
afs-5812	239	19	to	to	ADP
afs-5812	239	20	the	the	DET
afs-5812	239	21	value	value	NOUN
afs-5812	239	22	of	of	ADP
afs-5812	239	23	likelihood	likelihood	NOUN
afs-5812	239	24	function	function	NOUN
afs-5812	239	25	under	under	ADP
afs-5812	239	26	the	the	DET
afs-5812	239	27	null	null	ADJ
afs-5812	239	28	and	and	CCONJ
afs-5812	239	29	alternative	alternative	ADJ
afs-5812	239	30	hypothesis	hypothesis	NOUN
afs-5812	239	31	,	,	PUNCT
afs-5812	239	32	respectively	respectively	ADV
afs-5812	239	33	.	.	PUNCT
afs-5812	240	1	the	the	DET
afs-5812	240	2	test	test	NOUN
afs-5812	240	3	values	value	NOUN
afs-5812	240	4	are	be	AUX
afs-5812	240	5	compared	compare	VERB
afs-5812	240	6	with	with	ADP
afs-5812	240	7	the	the	DET
afs-5812	240	8	critical	critical	ADJ
afs-5812	240	9	values	value	NOUN
afs-5812	240	10	of	of	ADP
afs-5812	240	11	χ2	χ2	NOUN
afs-5812	240	12	-	-	PUNCT
afs-5812	240	13	distribution	distribution	NOUN
afs-5812	240	14	with	with	ADP
afs-5812	240	15	degrees	degree	NOUN
afs-5812	240	16	of	of	ADP
afs-5812	240	17	freedom	freedom	NOUN
afs-5812	240	18	equal	equal	ADJ
afs-5812	240	19	to	to	ADP
afs-5812	240	20	the	the	DET
afs-5812	240	21	number	number	NOUN
afs-5812	240	22	of	of	ADP
afs-5812	240	23	restrictions	restriction	NOUN
afs-5812	240	24	(	(	PUNCT
afs-5812	240	25	coelli	coelli	PROPN
afs-5812	240	26	et	et	PROPN
afs-5812	240	27	al	al	PROPN
afs-5812	240	28	.	.	PROPN
afs-5812	240	29	1998	1998	NUM
afs-5812	240	30	,	,	PUNCT
afs-5812	240	31	p.	p.	NOUN
afs-5812	240	32	191	191	NUM
afs-5812	240	33	)	)	PUNCT
afs-5812	240	34	.	.	PUNCT
afs-5812	241	1	257	257	NUM
afs-5812	241	2	a	a	DET
afs-5812	241	3	g	g	NOUN
afs-5812	241	4	r	r	NOUN
afs-5812	242	1	i	i	NOUN
afs-5812	242	2	c	c	NOUN
afs-5812	242	3	u	u	NOUN
afs-5812	242	4	l	l	NOUN
afs-5812	242	5	t	t	NOUN
afs-5812	242	6	u	u	X
afs-5812	242	7	r	r	NOUN
afs-5812	242	8	a	a	PROPN
afs-5812	242	9	l	l	NOUN
afs-5812	242	10	a	a	DET
afs-5812	242	11	n	n	NOUN
afs-5812	243	1	d	d	NOUN
afs-5812	243	2	f	f	X
afs-5812	244	1	o	o	NOUN
afs-5812	244	2	o	o	X
afs-5812	245	1	d	d	X
afs-5812	245	2	s	s	X
afs-5812	245	3	c	c	NOUN
afs-5812	246	1	i	i	NOUN
afs-5812	246	2	e	e	PROPN
afs-5812	246	3	n	n	PROPN
afs-5812	246	4	c	c	NOUN
afs-5812	246	5	e	e	NOUN
afs-5812	246	6	vol	vol	NOUN
afs-5812	246	7	.	.	PUNCT
afs-5812	247	1	14	14	NUM
afs-5812	247	2	(	(	PUNCT
afs-5812	247	3	2005	2005	NUM
afs-5812	247	4	):	):	PUNCT
afs-5812	247	5	250–263	250–263	NUM
afs-5812	247	6	.	.	PUNCT
afs-5812	248	1	technical	technical	ADJ
afs-5812	248	2	change	change	NOUN
afs-5812	248	3	is	be	AUX
afs-5812	248	4	not	not	PART
afs-5812	248	5	in	in	ADP
afs-5812	248	6	this	this	DET
afs-5812	248	7	respect	respect	NOUN
afs-5812	248	8	significantly	significantly	ADV
afs-5812	248	9	biased	bias	VERB
afs-5812	248	10	on	on	ADP
afs-5812	248	11	the	the	DET
afs-5812	248	12	sample	sample	NOUN
afs-5812	248	13	farms	farm	NOUN
afs-5812	248	14	.	.	PUNCT
afs-5812	249	1	a	a	DET
afs-5812	249	2	large	large	ADJ
afs-5812	249	3	part	part	NOUN
afs-5812	249	4	of	of	ADP
afs-5812	249	5	second	second	ADJ
afs-5812	249	6	order	order	NOUN
afs-5812	249	7	and	and	CCONJ
afs-5812	249	8	cross	cross	VERB
afs-5812	249	9	terms	term	NOUN
afs-5812	249	10	of	of	ADP
afs-5812	249	11	inputs	input	NOUN
afs-5812	249	12	is	be	AUX
afs-5812	249	13	insignificant	insignificant	ADJ
afs-5812	249	14	in	in	ADP
afs-5812	249	15	the	the	DET
afs-5812	249	16	models	model	NOUN
afs-5812	249	17	considered	consider	VERB
afs-5812	249	18	,	,	PUNCT
afs-5812	249	19	but	but	CCONJ
afs-5812	249	20	the	the	DET
afs-5812	249	21	lr	lr	NOUN
afs-5812	249	22	tests	test	NOUN
afs-5812	249	23	suggest	suggest	VERB
afs-5812	249	24	that	that	SCONJ
afs-5812	249	25	second	second	ADJ
afs-5812	249	26	order	order	NOUN
afs-5812	249	27	and	and	CCONJ
afs-5812	249	28	cross	cross	VERB
afs-5812	249	29	terms	term	NOUN
afs-5812	249	30	of	of	ADP
afs-5812	249	31	inputs	input	NOUN
afs-5812	249	32	can	can	AUX
afs-5812	249	33	not	not	PART
afs-5812	249	34	be	be	AUX
afs-5812	249	35	dropped	drop	VERB
afs-5812	249	36	from	from	ADP
afs-5812	249	37	the	the	DET
afs-5812	249	38	models	model	NOUN
afs-5812	249	39	.	.	PUNCT
afs-5812	250	1	however	however	ADV
afs-5812	250	2	,	,	PUNCT
afs-5812	250	3	the	the	DET
afs-5812	250	4	correlation	correlation	NOUN
afs-5812	250	5	between	between	ADP
afs-5812	250	6	first	first	ADJ
afs-5812	250	7	and	and	CCONJ
afs-5812	250	8	second	second	ADJ
afs-5812	250	9	order	order	NOUN
afs-5812	250	10	terms	term	NOUN
afs-5812	250	11	is	be	AUX
afs-5812	250	12	high	high	ADJ
afs-5812	250	13	resulting	result	VERB
afs-5812	250	14	in	in	ADP
afs-5812	250	15	unstable	unstable	ADJ
afs-5812	250	16	parameter	parameter	NOUN
afs-5812	250	17	estimates	estimate	NOUN
afs-5812	250	18	in	in	ADP
afs-5812	250	19	the	the	DET
afs-5812	250	20	models	model	NOUN
afs-5812	250	21	.	.	PUNCT
afs-5812	251	1	the	the	DET
afs-5812	251	2	instability	instability	NOUN
afs-5812	251	3	refers	refer	VERB
afs-5812	251	4	to	to	ADP
afs-5812	251	5	a	a	DET
afs-5812	251	6	multicollinearity	multicollinearity	NOUN
afs-5812	251	7	problem	problem	NOUN
afs-5812	251	8	in	in	ADP
afs-5812	251	9	explanatory	explanatory	ADJ
afs-5812	251	10	variables	variable	NOUN
afs-5812	251	11	,	,	PUNCT
afs-5812	251	12	and	and	CCONJ
afs-5812	251	13	therefore	therefore	ADV
afs-5812	251	14	the	the	DET
afs-5812	251	15	cobb	cobb	PROPN
afs-5812	251	16	-	-	PUNCT
afs-5812	251	17	douglas	douglas	PROPN
afs-5812	251	18	functional	functional	ADJ
afs-5812	251	19	form	form	NOUN
afs-5812	251	20	is	be	AUX
afs-5812	251	21	preferred	prefer	VERB
afs-5812	251	22	in	in	ADP
afs-5812	251	23	the	the	DET
afs-5812	251	24	following	follow	VERB
afs-5812	251	25	more	more	ADV
afs-5812	251	26	detailed	detailed	ADJ
afs-5812	251	27	analysis	analysis	NOUN
afs-5812	251	28	.	.	PUNCT
afs-5812	252	1	according	accord	VERB
afs-5812	252	2	to	to	ADP
afs-5812	252	3	the	the	DET
afs-5812	252	4	lr	lr	NOUN
afs-5812	252	5	test	test	NOUN
afs-5812	252	6	,	,	PUNCT
afs-5812	252	7	both	both	PRON
afs-5812	252	8	technical	technical	ADJ
afs-5812	252	9	change	change	NOUN
afs-5812	252	10	and	and	CCONJ
afs-5812	252	11	background	background	NOUN
afs-5812	252	12	or	or	CCONJ
afs-5812	252	13	production	production	NOUN
afs-5812	252	14	environment	environment	NOUN
afs-5812	252	15	related	relate	VERB
afs-5812	252	16	factors	factor	NOUN
afs-5812	252	17	contribute	contribute	VERB
afs-5812	252	18	significantly	significantly	ADV
afs-5812	252	19	to	to	ADP
afs-5812	252	20	the	the	DET
afs-5812	252	21	fit	fit	NOUN
afs-5812	252	22	of	of	ADP
afs-5812	252	23	frontier	frontier	NOUN
afs-5812	252	24	production	production	NOUN
afs-5812	252	25	function10	function10	NOUN
afs-5812	252	26	.	.	PUNCT
afs-5812	253	1	therefore	therefore	ADV
afs-5812	253	2	,	,	PUNCT
afs-5812	253	3	they	they	PRON
afs-5812	253	4	are	be	AUX
afs-5812	253	5	included	include	VERB
afs-5812	253	6	in	in	ADP
afs-5812	253	7	all	all	DET
afs-5812	253	8	models	model	NOUN
afs-5812	253	9	.	.	PUNCT
afs-5812	254	1	technical	technical	ADJ
afs-5812	254	2	(	(	PUNCT
afs-5812	254	3	in)efficiency	in)efficiency	NOUN
afs-5812	254	4	is	be	AUX
afs-5812	254	5	significant	significant	ADJ
afs-5812	254	6	in	in	ADP
afs-5812	254	7	all	all	DET
afs-5812	254	8	models	model	NOUN
afs-5812	254	9	by	by	ADP
afs-5812	254	10	the	the	DET
afs-5812	254	11	generalized	generalize	VERB
afs-5812	254	12	likelihood	likelihood	NOUN
afs-5812	254	13	ratio	ratio	NOUN
afs-5812	254	14	test	test	NOUN
afs-5812	254	15	of	of	ADP
afs-5812	254	16	one	one	NUM
afs-5812	254	17	-	-	PUNCT
afs-5812	254	18	sided	side	VERB
afs-5812	254	19	error	error	NOUN
afs-5812	254	20	as	as	SCONJ
afs-5812	254	21	presented	present	VERB
afs-5812	254	22	at	at	ADP
afs-5812	254	23	the	the	DET
afs-5812	254	24	bottom	bottom	NOUN
afs-5812	254	25	of	of	ADP
afs-5812	254	26	table	table	NOUN
afs-5812	254	27	4a	4a	NOUN
afs-5812	254	28	and	and	CCONJ
afs-5812	254	29	4b	4b	PROPN
afs-5812	254	30	.	.	PUNCT
afs-5812	255	1	model	model	PROPN
afs-5812	255	2	1	1	NUM
afs-5812	255	3	in	in	ADP
afs-5812	255	4	table	table	NOUN
afs-5812	255	5	4a	4a	NOUN
afs-5812	255	6	provides	provide	VERB
afs-5812	255	7	the	the	DET
afs-5812	255	8	frontier	frontier	NOUN
afs-5812	255	9	and	and	CCONJ
afs-5812	255	10	the	the	DET
afs-5812	255	11	efficiency	efficiency	NOUN
afs-5812	255	12	scores	score	NOUN
afs-5812	255	13	,	,	PUNCT
afs-5812	255	14	which	which	PRON
afs-5812	255	15	are	be	AUX
afs-5812	255	16	related	relate	VERB
afs-5812	255	17	to	to	ADP
afs-5812	255	18	the	the	DET
afs-5812	255	19	outer	outer	ADJ
afs-5812	255	20	boundary	boundary	NOUN
afs-5812	255	21	of	of	ADP
afs-5812	255	22	the	the	DET
afs-5812	255	23	production	production	NOUN
afs-5812	255	24	possibility	possibility	NOUN
afs-5812	255	25	set	set	VERB
afs-5812	255	26	.	.	PUNCT
afs-5812	256	1	thus	thus	ADV
afs-5812	256	2	,	,	PUNCT
afs-5812	256	3	it	it	PRON
afs-5812	256	4	is	be	AUX
afs-5812	256	5	related	relate	VERB
afs-5812	256	6	to	to	ADP
afs-5812	256	7	efficiency	efficiency	NOUN
afs-5812	256	8	of	of	ADP
afs-5812	256	9	converting	convert	VERB
afs-5812	256	10	physical	physical	ADJ
afs-5812	256	11	inputs	input	NOUN
afs-5812	256	12	into	into	ADP
afs-5812	256	13	physical	physical	ADJ
afs-5812	256	14	outputs	output	NOUN
afs-5812	256	15	.	.	PUNCT
afs-5812	257	1	these	these	DET
afs-5812	257	2	gross	gross	ADJ
afs-5812	257	3	efficiencies	efficiency	NOUN
afs-5812	257	4	can	can	AUX
afs-5812	257	5	then	then	ADV
afs-5812	257	6	probably	probably	ADV
afs-5812	257	7	be	be	AUX
afs-5812	257	8	decomposed	decompose	VERB
afs-5812	257	9	into	into	ADP
afs-5812	257	10	managerial	managerial	ADJ
afs-5812	257	11	and	and	CCONJ
afs-5812	257	12	production	production	NOUN
afs-5812	257	13	environment	environment	NOUN
afs-5812	257	14	related	relate	VERB
afs-5812	257	15	components	component	NOUN
afs-5812	257	16	(	(	PUNCT
afs-5812	257	17	coelli	coelli	PROPN
afs-5812	257	18	et	et	PROPN
afs-5812	257	19	al	al	PROPN
afs-5812	257	20	.	.	PROPN
afs-5812	257	21	1999	1999	NUM
afs-5812	257	22	)	)	PUNCT
afs-5812	257	23	.	.	PUNCT
afs-5812	258	1	in	in	ADP
afs-5812	258	2	our	our	PRON
afs-5812	258	3	case	case	NOUN
afs-5812	258	4	several	several	ADJ
afs-5812	258	5	of	of	ADP
afs-5812	258	6	these	these	DET
afs-5812	258	7	components	component	NOUN
afs-5812	258	8	,	,	PUNCT
afs-5812	258	9	e.g.	e.g.	ADV
afs-5812	258	10	the	the	DET
afs-5812	258	11	location	location	NOUN
afs-5812	258	12	of	of	ADP
afs-5812	258	13	the	the	DET
afs-5812	258	14	farm	farm	NOUN
afs-5812	258	15	,	,	PUNCT
afs-5812	258	16	can	can	AUX
afs-5812	258	17	be	be	AUX
afs-5812	258	18	considered	consider	VERB
afs-5812	258	19	as	as	SCONJ
afs-5812	258	20	fixed	fix	VERB
afs-5812	258	21	from	from	ADP
afs-5812	258	22	the	the	DET
afs-5812	258	23	farmer	farmer	NOUN
afs-5812	258	24	’s	’s	PART
afs-5812	258	25	perspective	perspective	NOUN
afs-5812	258	26	.	.	PUNCT
afs-5812	259	1	if	if	SCONJ
afs-5812	259	2	this	this	PRON
afs-5812	259	3	is	be	AUX
afs-5812	259	4	the	the	DET
afs-5812	259	5	case	case	NOUN
afs-5812	259	6	the	the	DET
afs-5812	259	7	comparison	comparison	NOUN
afs-5812	259	8	between	between	ADP
afs-5812	259	9	farmers	farmer	NOUN
afs-5812	259	10	is	be	AUX
afs-5812	259	11	probably	probably	ADV
afs-5812	259	12	not	not	PART
afs-5812	259	13	fair	fair	ADJ
afs-5812	259	14	.	.	PUNCT
afs-5812	260	1	the	the	DET
afs-5812	260	2	same	same	ADJ
afs-5812	260	3	concerns	concern	NOUN
afs-5812	260	4	the	the	DET
afs-5812	260	5	comparison	comparison	NOUN
afs-5812	260	6	between	between	ADP
afs-5812	260	7	different	different	ADJ
afs-5812	260	8	harvesting	harvesting	NOUN
afs-5812	260	9	techniques	technique	NOUN
afs-5812	260	10	.	.	PUNCT
afs-5812	261	1	if	if	SCONJ
afs-5812	261	2	we	we	PRON
afs-5812	261	3	can	can	AUX
afs-5812	261	4	not	not	PART
afs-5812	261	5	control	control	VERB
afs-5812	261	6	possible	possible	ADJ
afs-5812	261	7	differences	difference	NOUN
afs-5812	261	8	in	in	ADP
afs-5812	261	9	the	the	DET
afs-5812	261	10	circumstances	circumstance	NOUN
afs-5812	261	11	the	the	DET
afs-5812	261	12	techniques	technique	NOUN
afs-5812	261	13	are	be	AUX
afs-5812	261	14	used	use	VERB
afs-5812	261	15	we	we	PRON
afs-5812	261	16	may	may	AUX
afs-5812	261	17	end	end	VERB
afs-5812	261	18	up	up	ADP
afs-5812	261	19	with	with	ADP
afs-5812	261	20	false	false	ADJ
afs-5812	261	21	conclusions	conclusion	NOUN
afs-5812	261	22	about	about	ADP
afs-5812	261	23	their	their	PRON
afs-5812	261	24	relative	relative	ADJ
afs-5812	261	25	performance	performance	NOUN
afs-5812	261	26	.	.	PUNCT
afs-5812	262	1	the	the	DET
afs-5812	262	2	artificial	artificial	ADJ
afs-5812	262	3	nested	nested	ADJ
afs-5812	262	4	test	test	NOUN
afs-5812	262	5	by	by	ADP
afs-5812	262	6	coelli	coelli	PROPN
afs-5812	262	7	et	et	PROPN
afs-5812	262	8	al	al	PROPN
afs-5812	262	9	.	.	PROPN
afs-5812	263	1	(	(	PUNCT
afs-5812	263	2	1999	1999	NUM
afs-5812	263	3	)	)	PUNCT
afs-5812	263	4	suggests	suggest	VERB
afs-5812	263	5	that	that	SCONJ
afs-5812	263	6	the	the	DET
afs-5812	263	7	model	model	NOUN
afs-5812	263	8	which	which	PRON
afs-5812	263	9	includes	include	VERB
afs-5812	263	10	background	background	NOUN
afs-5812	263	11	and	and	CCONJ
afs-5812	263	12	production	production	NOUN
afs-5812	263	13	environment	environment	NOUN
afs-5812	263	14	related	relate	VERB
afs-5812	263	15	factors	factor	NOUN
afs-5812	263	16	in	in	ADP
afs-5812	263	17	the	the	DET
afs-5812	263	18	production	production	NOUN
afs-5812	263	19	function	function	NOUN
afs-5812	263	20	outperforms	outperform	VERB
afs-5812	263	21	the	the	DET
afs-5812	263	22	model	model	NOUN
afs-5812	263	23	explaining	explain	VERB
afs-5812	263	24	technical	technical	ADJ
afs-5812	263	25	efficiency	efficiency	NOUN
afs-5812	263	26	effects	effect	NOUN
afs-5812	263	27	.	.	PUNCT
afs-5812	264	1	models	model	NOUN
afs-5812	264	2	1	1	NUM
afs-5812	264	3	to	to	PART
afs-5812	264	4	3	3	NUM
afs-5812	264	5	in	in	ADP
afs-5812	264	6	table	table	NOUN
afs-5812	264	7	4a	4a	NOUN
afs-5812	264	8	represent	represent	VERB
afs-5812	264	9	the	the	DET
afs-5812	264	10	case	case	NOUN
afs-5812	264	11	when	when	SCONJ
afs-5812	264	12	both	both	CCONJ
afs-5812	264	13	the	the	DET
afs-5812	264	14	location	location	NOUN
afs-5812	264	15	of	of	ADP
afs-5812	264	16	the	the	DET
afs-5812	264	17	farm	farm	NOUN
afs-5812	264	18	,	,	PUNCT
afs-5812	264	19	production	production	NOUN
afs-5812	264	20	technique	technique	NOUN
afs-5812	264	21	and	and	CCONJ
afs-5812	264	22	the	the	DET
afs-5812	264	23	share	share	NOUN
afs-5812	264	24	of	of	ADP
afs-5812	264	25	grassland	grassland	NOUN
afs-5812	264	26	of	of	ADP
afs-5812	264	27	total	total	ADJ
afs-5812	264	28	arable	arable	ADJ
afs-5812	264	29	land	land	NOUN
afs-5812	264	30	area	area	NOUN
afs-5812	264	31	may	may	AUX
afs-5812	264	32	affect	affect	VERB
afs-5812	264	33	either	either	CCONJ
afs-5812	264	34	the	the	DET
afs-5812	264	35	production	production	NOUN
afs-5812	264	36	frontier	frontier	NOUN
afs-5812	264	37	directly	directly	ADV
afs-5812	264	38	or	or	CCONJ
afs-5812	264	39	technical	technical	ADJ
afs-5812	264	40	efficiency	efficiency	NOUN
afs-5812	264	41	.	.	PUNCT
afs-5812	265	1	the	the	DET
afs-5812	265	2	lr	lr	PROPN
afs-5812	265	3	test	test	NOUN
afs-5812	265	4	indicates	indicate	VERB
afs-5812	265	5	that	that	SCONJ
afs-5812	265	6	the	the	DET
afs-5812	265	7	null	null	ADJ
afs-5812	265	8	hypothesis	hypothesis	NOUN
afs-5812	265	9	of	of	ADP
afs-5812	265	10	no	no	DET
afs-5812	265	11	difference	difference	NOUN
afs-5812	265	12	if	if	SCONJ
afs-5812	265	13	the	the	DET
afs-5812	265	14	factors	factor	NOUN
afs-5812	265	15	are	be	AUX
afs-5812	265	16	eliminated	eliminate	VERB
afs-5812	265	17	from	from	ADP
afs-5812	265	18	production	production	NOUN
afs-5812	265	19	frontier	frontier	NOUN
afs-5812	265	20	in	in	ADP
afs-5812	265	21	model	model	NOUN
afs-5812	265	22	3	3	NUM
afs-5812	265	23	is	be	AUX
afs-5812	265	24	rejected	reject	VERB
afs-5812	265	25	(	(	PUNCT
afs-5812	265	26	model	model	NOUN
afs-5812	265	27	2	2	NUM
afs-5812	265	28	)	)	PUNCT
afs-5812	265	29	but	but	CCONJ
afs-5812	265	30	in	in	ADP
afs-5812	265	31	the	the	DET
afs-5812	265	32	case	case	NOUN
afs-5812	265	33	of	of	ADP
afs-5812	265	34	eliminating	eliminate	VERB
afs-5812	265	35	technical	technical	ADJ
afs-5812	265	36	efficiency	efficiency	NOUN
afs-5812	265	37	effect	effect	NOUN
afs-5812	265	38	factors	factor	NOUN
afs-5812	265	39	from	from	ADP
afs-5812	265	40	model	model	NOUN
afs-5812	265	41	3	3	NUM
afs-5812	265	42	it	it	PRON
afs-5812	265	43	is	be	AUX
afs-5812	265	44	maintained	maintain	VERB
afs-5812	265	45	(	(	PUNCT
afs-5812	265	46	model	model	NOUN
afs-5812	265	47	1	1	NUM
afs-5812	265	48	,	,	PUNCT
afs-5812	265	49	see	see	VERB
afs-5812	265	50	table	table	NOUN
afs-5812	265	51	5	5	NUM
afs-5812	265	52	)	)	PUNCT
afs-5812	265	53	.	.	PUNCT
afs-5812	266	1	this	this	PRON
afs-5812	266	2	suggests	suggest	VERB
afs-5812	266	3	also	also	ADV
afs-5812	266	4	that	that	SCONJ
afs-5812	266	5	the	the	DET
afs-5812	266	6	choice	choice	NOUN
afs-5812	266	7	of	of	ADP
afs-5812	266	8	harvesting	harvesting	NOUN
afs-5812	266	9	technique	technique	NOUN
afs-5812	266	10	is	be	AUX
afs-5812	266	11	more	more	ADV
afs-5812	266	12	related	related	ADJ
afs-5812	266	13	to	to	ADP
afs-5812	266	14	the	the	DET
afs-5812	266	15	circumstances	circumstance	NOUN
afs-5812	266	16	on	on	ADP
afs-5812	266	17	the	the	DET
afs-5812	266	18	farm	farm	NOUN
afs-5812	266	19	than	than	SCONJ
afs-5812	266	20	that	that	SCONJ
afs-5812	266	21	the	the	DET
afs-5812	266	22	level	level	NOUN
afs-5812	266	23	of	of	ADP
afs-5812	266	24	technical	technical	ADJ
afs-5812	266	25	efficiency	efficiency	NOUN
afs-5812	266	26	would	would	AUX
afs-5812	266	27	be	be	AUX
afs-5812	266	28	a	a	DET
afs-5812	266	29	result	result	NOUN
afs-5812	266	30	of	of	ADP
afs-5812	266	31	the	the	DET
afs-5812	266	32	use	use	NOUN
afs-5812	266	33	of	of	ADP
afs-5812	266	34	different	different	ADJ
afs-5812	266	35	harvesting	harvesting	NOUN
afs-5812	266	36	techniques	technique	NOUN
afs-5812	266	37	.	.	PUNCT
afs-5812	267	1	when	when	SCONJ
afs-5812	267	2	the	the	DET
afs-5812	267	3	background	background	NOUN
afs-5812	267	4	and	and	CCONJ
afs-5812	267	5	production	production	NOUN
afs-5812	267	6	environment	environment	NOUN
afs-5812	267	7	related	relate	VERB
afs-5812	267	8	factors	factor	NOUN
afs-5812	267	9	are	be	AUX
afs-5812	267	10	included	include	VERB
afs-5812	267	11	in	in	ADP
afs-5812	267	12	the	the	DET
afs-5812	267	13	production	production	NOUN
afs-5812	267	14	frontier	frontier	NOUN
afs-5812	267	15	the	the	DET
afs-5812	267	16	average	average	ADJ
afs-5812	267	17	efficiency	efficiency	NOUN
afs-5812	267	18	(	(	PUNCT
afs-5812	267	19	0.906	0.906	NUM
afs-5812	267	20	)	)	PUNCT
afs-5812	267	21	is	be	AUX
afs-5812	267	22	considerably	considerably	ADV
afs-5812	267	23	higher	high	ADJ
afs-5812	267	24	than	than	ADP
afs-5812	267	25	when	when	SCONJ
afs-5812	267	26	they	they	PRON
afs-5812	267	27	are	be	AUX
afs-5812	267	28	included	include	VERB
afs-5812	267	29	only	only	ADV
afs-5812	267	30	in	in	ADP
afs-5812	267	31	the	the	DET
afs-5812	267	32	technical	technical	ADJ
afs-5812	267	33	efficiency	efficiency	NOUN
afs-5812	267	34	effect	effect	NOUN
afs-5812	267	35	part	part	NOUN
afs-5812	267	36	(	(	PUNCT
afs-5812	267	37	0.722	0.722	NUM
afs-5812	267	38	)	)	PUNCT
afs-5812	267	39	.	.	PUNCT
afs-5812	268	1	the	the	DET
afs-5812	268	2	farmer	farmer	NOUN
afs-5812	268	3	can	can	AUX
afs-5812	268	4	not	not	PART
afs-5812	268	5	be	be	AUX
afs-5812	268	6	expected	expect	VERB
afs-5812	268	7	to	to	PART
afs-5812	268	8	be	be	AUX
afs-5812	268	9	able	able	ADJ
afs-5812	268	10	to	to	PART
afs-5812	268	11	control	control	VERB
afs-5812	268	12	the	the	DET
afs-5812	268	13	regional	regional	ADJ
afs-5812	268	14	effect	effect	NOUN
afs-5812	268	15	on	on	ADP
afs-5812	268	16	efficiency	efficiency	NOUN
afs-5812	268	17	.	.	PUNCT
afs-5812	269	1	table	table	NOUN
afs-5812	269	2	4b	4b	PROPN
afs-5812	269	3	presents	present	VERB
afs-5812	269	4	the	the	DET
afs-5812	269	5	results	result	NOUN
afs-5812	269	6	of	of	ADP
afs-5812	269	7	estimated	estimate	VERB
afs-5812	269	8	models	model	NOUN
afs-5812	269	9	of	of	ADP
afs-5812	269	10	4	4	NUM
afs-5812	269	11	to	to	PART
afs-5812	269	12	7	7	NUM
afs-5812	269	13	where	where	SCONJ
afs-5812	269	14	regional	regional	ADJ
afs-5812	269	15	heterogeneity	heterogeneity	NOUN
afs-5812	269	16	of	of	ADP
afs-5812	269	17	intercepts	intercept	NOUN
afs-5812	269	18	of	of	ADP
afs-5812	269	19	frontier	frontier	NOUN
afs-5812	269	20	production	production	NOUN
afs-5812	269	21	functions	function	NOUN
afs-5812	269	22	is	be	AUX
afs-5812	269	23	allowed	allow	VERB
afs-5812	269	24	but	but	CCONJ
afs-5812	269	25	where	where	SCONJ
afs-5812	269	26	no	no	DET
afs-5812	269	27	regional	regional	ADJ
afs-5812	269	28	effects	effect	NOUN
afs-5812	269	29	on	on	ADP
afs-5812	269	30	technical	technical	ADJ
afs-5812	269	31	efficiency	efficiency	NOUN
afs-5812	269	32	exist	exist	VERB
afs-5812	269	33	.	.	PUNCT
afs-5812	270	1	the	the	DET
afs-5812	270	2	likelihood	likelihood	NOUN
afs-5812	270	3	ratio	ratio	NOUN
afs-5812	270	4	test	test	NOUN
afs-5812	270	5	between	between	ADP
afs-5812	270	6	models	model	NOUN
afs-5812	270	7	3	3	NUM
afs-5812	270	8	and	and	CCONJ
afs-5812	270	9	4	4	NUM
afs-5812	270	10	indicates	indicate	VERB
afs-5812	270	11	that	that	SCONJ
afs-5812	270	12	the	the	DET
afs-5812	270	13	regional	regional	ADJ
afs-5812	270	14	dummies	dummy	NOUN
afs-5812	270	15	can	can	AUX
afs-5812	270	16	be	be	AUX
afs-5812	270	17	excluded	exclude	VERB
afs-5812	270	18	from	from	ADP
afs-5812	270	19	the	the	DET
afs-5812	270	20	model	model	NOUN
afs-5812	270	21	without	without	ADP
afs-5812	270	22	a	a	DET
afs-5812	270	23	significant	significant	ADJ
afs-5812	270	24	loss	loss	NOUN
afs-5812	270	25	of	of	ADP
afs-5812	270	26	the	the	DET
afs-5812	270	27	model	model	NOUN
afs-5812	270	28	fit	fit	NOUN
afs-5812	270	29	:	:	PUNCT
afs-5812	270	30	the	the	DET
afs-5812	270	31	critical	critical	ADJ
afs-5812	270	32	value	value	NOUN
afs-5812	270	33	for	for	ADP
afs-5812	270	34	eliminating	eliminate	VERB
afs-5812	270	35	the	the	DET
afs-5812	270	36	regional	regional	ADJ
afs-5812	270	37	dummies	dummy	NOUN
afs-5812	270	38	from	from	ADP
afs-5812	270	39	the	the	DET
afs-5812	270	40	technical	technical	ADJ
afs-5812	270	41	efficiency	efficiency	NOUN
afs-5812	270	42	effect	effect	NOUN
afs-5812	270	43	model	model	NOUN
afs-5812	270	44	is	be	AUX
afs-5812	270	45	7.81	7.81	NUM
afs-5812	270	46	(	(	PUNCT
afs-5812	270	47	at	at	ADP
afs-5812	270	48	5	5	NUM
afs-5812	270	49	%	%	NOUN
afs-5812	270	50	risk	risk	NOUN
afs-5812	270	51	level	level	NOUN
afs-5812	270	52	)	)	PUNCT
afs-5812	270	53	when	when	SCONJ
afs-5812	270	54	the	the	DET
afs-5812	270	55	lr	lr	PROPN
afs-5812	270	56	test	test	NOUN
afs-5812	270	57	value	value	NOUN
afs-5812	270	58	is	be	AUX
afs-5812	270	59	5.46	5.46	NUM
afs-5812	270	60	.	.	PUNCT
afs-5812	270	61	models	model	NOUN
afs-5812	270	62	2	2	NUM
afs-5812	270	63	,	,	PUNCT
afs-5812	270	64	4	4	NUM
afs-5812	270	65	and	and	CCONJ
afs-5812	270	66	5	5	NUM
afs-5812	270	67	are	be	AUX
afs-5812	270	68	used	use	VERB
afs-5812	270	69	to	to	PART
afs-5812	270	70	test	test	VERB
afs-5812	270	71	whether	whether	SCONJ
afs-5812	270	72	the	the	DET
afs-5812	270	73	production	production	NOUN
afs-5812	270	74	technique	technique	NOUN
afs-5812	270	75	and	and	CCONJ
afs-5812	270	76	the	the	DET
afs-5812	270	77	proportion	proportion	NOUN
afs-5812	270	78	of	of	ADP
afs-5812	270	79	silage	silage	NOUN
afs-5812	270	80	area	area	NOUN
afs-5812	270	81	of	of	ADP
afs-5812	270	82	the	the	DET
afs-5812	270	83	total	total	ADJ
afs-5812	270	84	arable	arable	ADJ
afs-5812	270	85	land	land	NOUN
afs-5812	270	86	area	area	NOUN
afs-5812	270	87	should	should	AUX
afs-5812	270	88	be	be	AUX
afs-5812	270	89	incorporated	incorporate	VERB
afs-5812	270	90	the	the	DET
afs-5812	270	91	production	production	NOUN
afs-5812	270	92	frontier	frontier	NOUN
afs-5812	270	93	or	or	CCONJ
afs-5812	270	94	technical	technical	ADJ
afs-5812	270	95	efficiency	efficiency	NOUN
afs-5812	270	96	effect	effect	NOUN
afs-5812	270	97	model	model	NOUN
afs-5812	270	98	.	.	PUNCT
afs-5812	271	1	also	also	ADV
afs-5812	271	2	in	in	ADP
afs-5812	271	3	this	this	DET
afs-5812	271	4	case	case	NOUN
afs-5812	271	5	the	the	DET
afs-5812	271	6	former	former	ADJ
afs-5812	271	7	is	be	AUX
afs-5812	271	8	supported	support	VERB
afs-5812	271	9	instead	instead	ADV
afs-5812	271	10	of	of	ADP
afs-5812	271	11	the	the	DET
afs-5812	271	12	latter	latter	ADJ
afs-5812	271	13	.	.	PUNCT
afs-5812	272	1	in	in	ADP
afs-5812	272	2	model	model	NOUN
afs-5812	272	3	6	6	NUM
afs-5812	272	4	of	of	ADP
afs-5812	272	5	table	table	NOUN
afs-5812	272	6	4b	4b	PROPN
afs-5812	272	7	technology	technology	PROPN
afs-5812	272	8	dummies	dummy	NOUN
afs-5812	272	9	affecting	affect	VERB
afs-5812	272	10	the	the	DET
afs-5812	272	11	slope	slope	NOUN
afs-5812	272	12	parameters	parameter	NOUN
afs-5812	272	13	of	of	ADP
afs-5812	272	14	production	production	NOUN
afs-5812	272	15	techniques	technique	NOUN
afs-5812	272	16	are	be	AUX
afs-5812	272	17	introduced	introduce	VERB
afs-5812	272	18	.	.	PUNCT
afs-5812	273	1	on	on	ADP
afs-5812	273	2	the	the	DET
afs-5812	273	3	basis	basis	NOUN
afs-5812	273	4	of	of	ADP
afs-5812	273	5	likelihood	likelihood	NOUN
afs-5812	273	6	ratio	ratio	NOUN
afs-5812	273	7	test	test	NOUN
afs-5812	273	8	,	,	PUNCT
afs-5812	273	9	model	model	NOUN
afs-5812	273	10	2	2	NUM
afs-5812	273	11	without	without	ADP
afs-5812	273	12	heterogeneous	heterogeneous	ADJ
afs-5812	273	13	slopes	slope	NOUN
afs-5812	273	14	is	be	AUX
afs-5812	273	15	rejected	reject	VERB
afs-5812	273	16	in	in	ADP
afs-5812	273	17	favour	favour	NOUN
afs-5812	273	18	of	of	ADP
afs-5812	273	19	model	model	NOUN
afs-5812	273	20	6	6	NUM
afs-5812	273	21	where	where	SCONJ
afs-5812	273	22	these	these	DET
afs-5812	273	23	effects	effect	NOUN
afs-5812	273	24	are	be	AUX
afs-5812	273	25	included	include	VERB
afs-5812	273	26	(	(	PUNCT
afs-5812	273	27	table	table	NOUN
afs-5812	273	28	5	5	NUM
afs-5812	273	29	)	)	PUNCT
afs-5812	273	30	.	.	PUNCT
afs-5812	274	1	therefore	therefore	ADV
afs-5812	274	2	,	,	PUNCT
afs-5812	274	3	it	it	PRON
afs-5812	274	4	seems	seem	VERB
afs-5812	274	5	obvious	obvious	ADJ
afs-5812	274	6	that	that	SCONJ
afs-5812	274	7	neglecting	neglect	VERB
afs-5812	274	8	the	the	DET
afs-5812	274	9	above	above	ADJ
afs-5812	274	10	mentioned	mention	VERB
afs-5812	274	11	factors	factor	NOUN
afs-5812	274	12	may	may	AUX
afs-5812	274	13	cause	cause	VERB
afs-5812	274	14	bias	bias	NOUN
afs-5812	274	15	in	in	ADP
afs-5812	274	16	the	the	DET
afs-5812	274	17	estimation	estimation	NOUN
afs-5812	274	18	of	of	ADP
afs-5812	274	19	frontier	frontier	NOUN
afs-5812	274	20	production	production	NOUN
afs-5812	274	21	10	10	NUM
afs-5812	274	22	for	for	ADP
afs-5812	274	23	example	example	NOUN
afs-5812	274	24	in	in	ADP
afs-5812	274	25	model	model	NOUN
afs-5812	274	26	2	2	NUM
afs-5812	274	27	the	the	DET
afs-5812	274	28	lr	lr	PROPN
afs-5812	274	29	test	test	NOUN
afs-5812	274	30	values	value	NOUN
afs-5812	274	31	for	for	ADP
afs-5812	274	32	the	the	DET
afs-5812	274	33	exclusion	exclusion	NOUN
afs-5812	274	34	of	of	ADP
afs-5812	274	35	background	background	NOUN
afs-5812	274	36	and	and	CCONJ
afs-5812	274	37	production	production	NOUN
afs-5812	274	38	environment	environment	NOUN
afs-5812	274	39	related	relate	VERB
afs-5812	274	40	factors	factor	NOUN
afs-5812	274	41	is	be	AUX
afs-5812	274	42	427.14	427.14	NUM
afs-5812	274	43	and	and	CCONJ
afs-5812	274	44	for	for	ADP
afs-5812	274	45	further	further	ADJ
afs-5812	274	46	exclusion	exclusion	NOUN
afs-5812	274	47	of	of	ADP
afs-5812	274	48	neutral	neutral	ADJ
afs-5812	274	49	technical	technical	ADJ
afs-5812	274	50	change	change	NOUN
afs-5812	274	51	it	it	PRON
afs-5812	274	52	is	be	AUX
afs-5812	274	53	129.37	129.37	NUM
afs-5812	274	54	.	.	PUNCT
afs-5812	275	1	these	these	DET
afs-5812	275	2	values	value	NOUN
afs-5812	275	3	are	be	AUX
afs-5812	275	4	considerably	considerably	ADV
afs-5812	275	5	larger	large	ADJ
afs-5812	275	6	than	than	ADP
afs-5812	275	7	the	the	DET
afs-5812	275	8	critical	critical	ADJ
afs-5812	275	9	values	value	NOUN
afs-5812	275	10	of	of	ADP
afs-5812	275	11	12.6	12.6	NUM
afs-5812	275	12	and	and	CCONJ
afs-5812	275	13	18.3	18.3	NUM
afs-5812	275	14	,	,	PUNCT
afs-5812	275	15	respectively	respectively	ADV
afs-5812	275	16	.	.	PUNCT
afs-5812	276	1	258	258	NUM
afs-5812	276	2	a	a	DET
afs-5812	276	3	g	g	NOUN
afs-5812	276	4	r	r	NOUN
afs-5812	276	5	i	i	NOUN
afs-5812	276	6	c	c	NOUN
afs-5812	276	7	u	u	NOUN
afs-5812	276	8	l	l	NOUN
afs-5812	276	9	t	t	NOUN
afs-5812	276	10	u	u	X
afs-5812	276	11	r	r	NOUN
afs-5812	276	12	a	a	PROPN
afs-5812	276	13	l	l	NOUN
afs-5812	276	14	a	a	DET
afs-5812	276	15	n	n	NOUN
afs-5812	277	1	d	d	NOUN
afs-5812	277	2	f	f	X
afs-5812	278	1	o	o	NOUN
afs-5812	278	2	o	o	X
afs-5812	279	1	d	d	X
afs-5812	279	2	s	s	X
afs-5812	279	3	c	c	NOUN
afs-5812	280	1	i	i	NOUN
afs-5812	280	2	e	e	PROPN
afs-5812	280	3	n	n	PROPN
afs-5812	280	4	c	c	NOUN
afs-5812	280	5	e	e	X
afs-5812	280	6	sipiläinen	sipiläinen	NOUN
afs-5812	280	7	,	,	PUNCT
afs-5812	280	8	t.	t.	PROPN
afs-5812	280	9	&	&	CCONJ
afs-5812	280	10	ryhänen	ryhänen	PROPN
afs-5812	280	11	,	,	PUNCT
afs-5812	280	12	m.	m.	NOUN
afs-5812	280	13	technical	technical	ADJ
afs-5812	280	14	change	change	NOUN
afs-5812	280	15	in	in	ADP
afs-5812	280	16	finnish	finnish	ADJ
afs-5812	280	17	grass	grass	NOUN
afs-5812	280	18	silage	silage	NOUN
afs-5812	280	19	production	production	NOUN
afs-5812	280	20	table	table	NOUN
afs-5812	280	21	4a	4a	NOUN
afs-5812	280	22	.	.	PUNCT
afs-5812	281	1	alternative	alternative	ADJ
afs-5812	281	2	model	model	NOUN
afs-5812	281	3	specifications	specification	NOUN
afs-5812	281	4	.	.	PUNCT
afs-5812	282	1	parameters1	parameters1	NOUN
afs-5812	282	2	model	model	VERB
afs-5812	282	3	1	1	NUM
afs-5812	282	4	model	model	NOUN
afs-5812	282	5	2	2	NUM
afs-5812	282	6	model	model	NOUN
afs-5812	282	7	3	3	NUM
afs-5812	282	8	β0	β0	NOUN
afs-5812	282	9	constant	constant	ADJ
afs-5812	282	10	1.4415	1.4415	NUM
afs-5812	282	11	(	(	PUNCT
afs-5812	282	12	9.05	9.05	NUM
afs-5812	282	13	)	)	PUNCT
afs-5812	282	14	1.3796	1.3796	NUM
afs-5812	282	15	(	(	PUNCT
afs-5812	282	16	9.76	9.76	NUM
afs-5812	282	17	)	)	PUNCT
afs-5812	282	18	1.3329	1.3329	NUM
afs-5812	282	19	(	(	PUNCT
afs-5812	282	20	9.71	9.71	NUM
afs-5812	282	21	)	)	PUNCT
afs-5812	282	22	βm	βm	VERB
afs-5812	282	23	lnm2	lnm2	PROPN
afs-5812	282	24	0.5767	0.5767	NUM
afs-5812	282	25	(	(	PUNCT
afs-5812	282	26	22.31	22.31	NUM
afs-5812	282	27	)	)	PUNCT
afs-5812	282	28	0.5866	0.5866	NUM
afs-5812	282	29	(	(	PUNCT
afs-5812	282	30	24.68	24.68	NUM
afs-5812	282	31	)	)	PUNCT
afs-5812	282	32	0.5871	0.5871	NUM
afs-5812	282	33	(	(	PUNCT
afs-5812	282	34	23.94	23.94	NUM
afs-5812	282	35	)	)	PUNCT
afs-5812	283	1	βf	βf	PROPN
afs-5812	283	2	lnf	lnf	PROPN
afs-5812	283	3	0.1581	0.1581	NUM
afs-5812	283	4	(	(	PUNCT
afs-5812	283	5	6.95	6.95	NUM
afs-5812	283	6	)	)	PUNCT
afs-5812	283	7	0.1450	0.1450	NUM
afs-5812	283	8	(	(	PUNCT
afs-5812	283	9	7.11	7.11	NUM
afs-5812	283	10	)	)	PUNCT
afs-5812	283	11	0.1418	0.1418	NUM
afs-5812	283	12	(	(	PUNCT
afs-5812	283	13	6.73	6.73	NUM
afs-5812	283	14	)	)	PUNCT
afs-5812	283	15	βk	βk	ADP
afs-5812	283	16	lnk	lnk	NOUN
afs-5812	283	17	0.2324	0.2324	NUM
afs-5812	283	18	(	(	PUNCT
afs-5812	283	19	12.81	12.81	NUM
afs-5812	283	20	)	)	PUNCT
afs-5812	283	21	0.2423	0.2423	NUM
afs-5812	283	22	(	(	PUNCT
afs-5812	283	23	14.40	14.40	NUM
afs-5812	283	24	)	)	PUNCT
afs-5812	283	25	0.2405	0.2405	NUM
afs-5812	283	26	(	(	PUNCT
afs-5812	283	27	14.39	14.39	NUM
afs-5812	283	28	)	)	PUNCT
afs-5812	283	29	βd2	βd2	NOUN
afs-5812	283	30	time	time	NOUN
afs-5812	283	31	dummy	dummy	NOUN
afs-5812	283	32	–	–	PUNCT
afs-5812	283	33	0.0799	0.0799	NUM
afs-5812	283	34	(	(	PUNCT
afs-5812	283	35	–	–	PUNCT
afs-5812	283	36	2.81	2.81	NUM
afs-5812	283	37	)	)	PUNCT
afs-5812	283	38	–	–	PUNCT
afs-5812	283	39	0.0972	0.0972	NUM
afs-5812	283	40	(	(	PUNCT
afs-5812	283	41	–	–	PUNCT
afs-5812	283	42	3.58	3.58	NUM
afs-5812	283	43	)	)	PUNCT
afs-5812	283	44	–	–	PUNCT
afs-5812	283	45	0.0926	0.0926	NUM
afs-5812	283	46	(	(	PUNCT
afs-5812	283	47	–	–	PUNCT
afs-5812	283	48	3.47	3.47	NUM
afs-5812	283	49	)	)	PUNCT
afs-5812	283	50	βd3	βd3	NOUN
afs-5812	283	51	time	time	NOUN
afs-5812	283	52	dummy	dummy	ADJ
afs-5812	283	53	–	–	PUNCT
afs-5812	283	54	0.0553	0.0553	NUM
afs-5812	283	55	(	(	PUNCT
afs-5812	283	56	–	–	PUNCT
afs-5812	283	57	1.89	1.89	NUM
afs-5812	283	58	)	)	PUNCT
afs-5812	283	59	–	–	PUNCT
afs-5812	283	60	0.0721	0.0721	NUM
afs-5812	283	61	(	(	PUNCT
afs-5812	283	62	–	–	PUNCT
afs-5812	283	63	2.66	2.66	NUM
afs-5812	283	64	)	)	PUNCT
afs-5812	283	65	–	–	PUNCT
afs-5812	283	66	0.0682	0.0682	NUM
afs-5812	283	67	(	(	PUNCT
afs-5812	283	68	–	–	PUNCT
afs-5812	283	69	2.54	2.54	NUM
afs-5812	283	70	)	)	PUNCT
afs-5812	283	71	βd4	βd4	NOUN
afs-5812	283	72	time	time	NOUN
afs-5812	283	73	dummy	dummy	PROPN
afs-5812	283	74	0.0136	0.0136	NUM
afs-5812	283	75	(	(	PUNCT
afs-5812	283	76	0.49	0.49	NUM
afs-5812	283	77	)	)	PUNCT
afs-5812	283	78	0.0001	0.0001	NUM
afs-5812	283	79	(	(	PUNCT
afs-5812	283	80	0.00	0.00	NUM
afs-5812	283	81	)	)	PUNCT
afs-5812	283	82	0.0011	0.0011	NUM
afs-5812	283	83	(	(	PUNCT
afs-5812	283	84	0.04	0.04	NUM
afs-5812	283	85	)	)	PUNCT
afs-5812	283	86	βd5	βd5	NOUN
afs-5812	283	87	time	time	NOUN
afs-5812	283	88	dummy	dummy	NOUN
afs-5812	283	89	–	–	PUNCT
afs-5812	283	90	0.0519	0.0519	NUM
afs-5812	283	91	(	(	PUNCT
afs-5812	283	92	–	–	PUNCT
afs-5812	283	93	1.78	1.78	NUM
afs-5812	283	94	)	)	PUNCT
afs-5812	283	95	–	–	PUNCT
afs-5812	283	96	0.0633	0.0633	NUM
afs-5812	283	97	(	(	PUNCT
afs-5812	283	98	–	–	PUNCT
afs-5812	283	99	2.26	2.26	NUM
afs-5812	283	100	)	)	PUNCT
afs-5812	283	101	–	–	PUNCT
afs-5812	283	102	0.0591	0.0591	PROPN
afs-5812	283	103	(	(	PUNCT
afs-5812	283	104	–	–	PUNCT
afs-5812	283	105	2.15	2.15	NUM
afs-5812	283	106	)	)	PUNCT
afs-5812	283	107	βd6	βd6	PROPN
afs-5812	283	108	time	time	NOUN
afs-5812	283	109	dummy	dummy	NOUN
afs-5812	283	110	0.0260	0.0260	NUM
afs-5812	283	111	(	(	PUNCT
afs-5812	283	112	0.90	0.90	NUM
afs-5812	283	113	)	)	PUNCT
afs-5812	283	114	0.0186	0.0186	NUM
afs-5812	283	115	(	(	PUNCT
afs-5812	283	116	0.66	0.66	NUM
afs-5812	283	117	)	)	PUNCT
afs-5812	283	118	0.0219	0.0219	NUM
afs-5812	283	119	(	(	PUNCT
afs-5812	283	120	0.79	0.79	NUM
afs-5812	283	121	)	)	PUNCT
afs-5812	283	122	βd7	βd7	NOUN
afs-5812	283	123	time	time	NOUN
afs-5812	283	124	dummy	dummy	ADJ
afs-5812	283	125	0.0731	0.0731	NUM
afs-5812	283	126	(	(	PUNCT
afs-5812	283	127	2.60	2.60	NUM
afs-5812	283	128	)	)	PUNCT
afs-5812	283	129	0.0580	0.0580	NUM
afs-5812	283	130	(	(	PUNCT
afs-5812	283	131	2.05	2.05	NUM
afs-5812	283	132	)	)	PUNCT
afs-5812	283	133	0.0557	0.0557	NUM
afs-5812	283	134	(	(	PUNCT
afs-5812	283	135	2.03	2.03	NUM
afs-5812	283	136	)	)	PUNCT
afs-5812	283	137	βd8	βd8	NOUN
afs-5812	283	138	time	time	NOUN
afs-5812	283	139	dummy	dummy	NOUN
afs-5812	283	140	0.0841	0.0841	NUM
afs-5812	283	141	(	(	PUNCT
afs-5812	283	142	2.85	2.85	NUM
afs-5812	283	143	)	)	PUNCT
afs-5812	283	144	0.0798	0.0798	NUM
afs-5812	283	145	(	(	PUNCT
afs-5812	283	146	2.79	2.79	NUM
afs-5812	283	147	)	)	PUNCT
afs-5812	283	148	0.0780	0.0780	NUM
afs-5812	283	149	(	(	PUNCT
afs-5812	283	150	2.78	2.78	NUM
afs-5812	283	151	)	)	PUNCT
afs-5812	283	152	βd9	βd9	NOUN
afs-5812	283	153	time	time	NOUN
afs-5812	283	154	dummy	dummy	ADJ
afs-5812	283	155	0.0673	0.0673	NUM
afs-5812	283	156	(	(	PUNCT
afs-5812	283	157	2.34	2.34	NUM
afs-5812	283	158	)	)	PUNCT
afs-5812	283	159	0.0537	0.0537	NUM
afs-5812	283	160	(	(	PUNCT
afs-5812	283	161	1.88	1.88	NUM
afs-5812	283	162	)	)	PUNCT
afs-5812	283	163	0.0555	0.0555	NUM
afs-5812	283	164	(	(	PUNCT
afs-5812	283	165	1.95	1.95	NUM
afs-5812	283	166	)	)	PUNCT
afs-5812	283	167	βd10	βd10	PROPN
afs-5812	283	168	time	time	NOUN
afs-5812	283	169	dummy	dummy	ADJ
afs-5812	283	170	0.0763	0.0763	NUM
afs-5812	283	171	(	(	PUNCT
afs-5812	283	172	2.62	2.62	NUM
afs-5812	283	173	)	)	PUNCT
afs-5812	283	174	0.0627	0.0627	NUM
afs-5812	283	175	(	(	PUNCT
afs-5812	283	176	2.19	2.19	NUM
afs-5812	283	177	)	)	PUNCT
afs-5812	283	178	0.0666	0.0666	NUM
afs-5812	283	179	(	(	PUNCT
afs-5812	283	180	2.34	2.34	NUM
afs-5812	283	181	)	)	PUNCT
afs-5812	284	1	βd11	βd11	PROPN
afs-5812	284	2	time	time	NOUN
afs-5812	284	3	dummy	dummy	NOUN
afs-5812	284	4	0.1631	0.1631	NUM
afs-5812	284	5	(	(	PUNCT
afs-5812	284	6	5.33	5.33	NUM
afs-5812	284	7	)	)	PUNCT
afs-5812	284	8	0.1432	0.1432	NUM
afs-5812	284	9	(	(	PUNCT
afs-5812	284	10	4.81	4.81	NUM
afs-5812	284	11	)	)	PUNCT
afs-5812	284	12	0.1484	0.1484	NUM
afs-5812	284	13	(	(	PUNCT
afs-5812	284	14	4.95	4.95	NUM
afs-5812	284	15	)	)	PUNCT
afs-5812	284	16	θ1	θ1	NOUN
afs-5812	284	17	region(2	region(2	ADJ
afs-5812	284	18	)	)	PUNCT
afs-5812	284	19	0.1815	0.1815	NUM
afs-5812	284	20	(	(	PUNCT
afs-5812	284	21	6.50	6.50	NUM
afs-5812	284	22	)	)	PUNCT
afs-5812	284	23	0.1891	0.1891	NUM
afs-5812	284	24	(	(	PUNCT
afs-5812	284	25	7.25	7.25	NUM
afs-5812	284	26	)	)	PUNCT
afs-5812	284	27	θ2	θ2	ADP
afs-5812	284	28	region(3	region(3	NUM
afs-5812	284	29	)	)	PUNCT
afs-5812	284	30	0.1090	0.1090	NUM
afs-5812	284	31	(	(	PUNCT
afs-5812	284	32	3.70	3.70	NUM
afs-5812	284	33	)	)	PUNCT
afs-5812	284	34	0.1186	0.1186	NUM
afs-5812	284	35	(	(	PUNCT
afs-5812	284	36	3.53	3.53	NUM
afs-5812	284	37	)	)	PUNCT
afs-5812	284	38	θ3	θ3	PROPN
afs-5812	284	39	region(4	region(4	NOUN
afs-5812	284	40	)	)	PUNCT
afs-5812	284	41	0.0724	0.0724	NUM
afs-5812	284	42	(	(	PUNCT
afs-5812	284	43	2.93	2.93	NUM
afs-5812	284	44	)	)	PUNCT
afs-5812	284	45	0.1591	0.1591	NUM
afs-5812	284	46	(	(	PUNCT
afs-5812	284	47	6.84	6.84	NUM
afs-5812	284	48	)	)	PUNCT
afs-5812	284	49	θ4	θ4	NOUN
afs-5812	284	50	prec.chopping	prec.choppe	VERB
afs-5812	284	51	0.0900	0.0900	NUM
afs-5812	284	52	(	(	PUNCT
afs-5812	284	53	6.13	6.13	NUM
afs-5812	284	54	)	)	PUNCT
afs-5812	284	55	0.1037	0.1037	NUM
afs-5812	284	56	(	(	PUNCT
afs-5812	284	57	8.21	8.21	NUM
afs-5812	284	58	)	)	PUNCT
afs-5812	284	59	θ5	θ5	NOUN
afs-5812	284	60	round	round	NOUN
afs-5812	284	61	baling	baling	NOUN
afs-5812	284	62	–	–	PUNCT
afs-5812	284	63	0.0855	0.0855	NUM
afs-5812	284	64	(	(	PUNCT
afs-5812	284	65	–	–	PUNCT
afs-5812	284	66	2.88	2.88	NUM
afs-5812	284	67	)	)	PUNCT
afs-5812	284	68	–	–	PUNCT
afs-5812	284	69	0.0850	0.0850	NUM
afs-5812	284	70	(	(	PUNCT
afs-5812	284	71	–	–	PUNCT
afs-5812	284	72	2.12	2.12	NUM
afs-5812	284	73	)	)	PUNCT
afs-5812	284	74	θ6	θ6	PROPN
afs-5812	284	75	share	share	NOUN
afs-5812	284	76	of	of	ADP
afs-5812	284	77	grass	grass	NOUN
afs-5812	284	78	–	–	PUNCT
afs-5812	284	79	0.0049	0.0049	NUM
afs-5812	284	80	(	(	PUNCT
afs-5812	284	81	–	–	PUNCT
afs-5812	284	82	16.17	16.17	NUM
afs-5812	284	83	)	)	PUNCT
afs-5812	284	84	–	–	PUNCT
afs-5812	284	85	0.0043	0.0043	NUM
afs-5812	284	86	(	(	PUNCT
afs-5812	284	87	–	–	PUNCT
afs-5812	284	88	10.00	10.00	NUM
afs-5812	284	89	)	)	PUNCT
afs-5812	284	90	δ0	δ0	NOUN
afs-5812	284	91	constant	constant	ADJ
afs-5812	284	92	0.0228	0.0228	NUM
afs-5812	284	93	(	(	PUNCT
afs-5812	284	94	0.27	0.27	NUM
afs-5812	284	95	)	)	PUNCT
afs-5812	284	96	–	–	PUNCT
afs-5812	284	97	7.2220	7.2220	NUM
afs-5812	284	98	(	(	PUNCT
afs-5812	284	99	–	–	PUNCT
afs-5812	284	100	4.34	4.34	NUM
afs-5812	284	101	)	)	PUNCT
afs-5812	284	102	–	–	PUNCT
afs-5812	284	103	3.8519	3.8519	NUM
afs-5812	284	104	(	(	PUNCT
afs-5812	284	105	–	–	PUNCT
afs-5812	284	106	11.95	11.95	NUM
afs-5812	284	107	)	)	PUNCT
afs-5812	284	108	δ1	δ1	NOUN
afs-5812	284	109	region(2	region(2	NOUN
afs-5812	284	110	)	)	PUNCT
afs-5812	284	111	–	–	PUNCT
afs-5812	284	112	0.2219	0.2219	NUM
afs-5812	284	113	(	(	PUNCT
afs-5812	284	114	–	–	PUNCT
afs-5812	284	115	5.13	5.13	NUM
afs-5812	284	116	)	)	PUNCT
afs-5812	284	117	0.0934	0.0934	NUM
afs-5812	284	118	(	(	PUNCT
afs-5812	284	119	0.24	0.24	NUM
afs-5812	284	120	)	)	PUNCT
afs-5812	284	121	δ2	δ2	VERB
afs-5812	284	122	region(3	region(3	NOUN
afs-5812	284	123	)	)	PUNCT
afs-5812	284	124	–	–	PUNCT
afs-5812	284	125	0.1176	0.1176	NUM
afs-5812	284	126	(	(	PUNCT
afs-5812	284	127	–	–	PUNCT
afs-5812	284	128	2.94	2.94	NUM
afs-5812	284	129	)	)	PUNCT
afs-5812	284	130	0.7393	0.7393	NUM
afs-5812	284	131	(	(	PUNCT
afs-5812	284	132	2.78	2.78	NUM
afs-5812	284	133	)	)	PUNCT
afs-5812	284	134	δ3	δ3	PROPN
afs-5812	284	135	region(4	region(4	PROPN
afs-5812	284	136	)	)	PUNCT
afs-5812	284	137	–	–	PUNCT
afs-5812	284	138	0.0587	0.0587	NUM
afs-5812	284	139	(	(	PUNCT
afs-5812	284	140	–	–	PUNCT
afs-5812	284	141	1.91	1.91	NUM
afs-5812	284	142	)	)	PUNCT
afs-5812	284	143	2.3380	2.3380	NUM
afs-5812	284	144	(	(	PUNCT
afs-5812	284	145	22.34	22.34	NUM
afs-5812	284	146	)	)	PUNCT
afs-5812	284	147	δ4	δ4	NOUN
afs-5812	284	148	prec.chopping	prec.chopping	PROPN
afs-5812	284	149	–	–	PUNCT
afs-5812	284	150	0.1157	0.1157	NUM
afs-5812	284	151	(	(	PUNCT
afs-5812	284	152	–	–	PUNCT
afs-5812	284	153	4.28	4.28	NUM
afs-5812	284	154	)	)	PUNCT
afs-5812	284	155	0.1108	0.1108	NUM
afs-5812	284	156	(	(	PUNCT
afs-5812	284	157	2.49	2.49	NUM
afs-5812	284	158	)	)	PUNCT
afs-5812	284	159	δ5	δ5	NOUN
afs-5812	284	160	round	round	NOUN
afs-5812	284	161	baling	bale	VERB
afs-5812	284	162	0.0904	0.0904	NUM
afs-5812	284	163	(	(	PUNCT
afs-5812	284	164	2.72	2.72	NUM
afs-5812	284	165	)	)	PUNCT
afs-5812	284	166	–	–	PUNCT
afs-5812	284	167	0.0374	0.0374	NUM
afs-5812	284	168	(	(	PUNCT
afs-5812	284	169	–	–	PUNCT
afs-5812	284	170	0.35	0.35	NUM
afs-5812	284	171	)	)	PUNCT
afs-5812	284	172	δ6	δ6	ADJ
afs-5812	284	173	share	share	NOUN
afs-5812	284	174	of	of	ADP
afs-5812	284	175	grass	grass	NOUN
afs-5812	284	176	0.0057	0.0057	NUM
afs-5812	284	177	(	(	PUNCT
afs-5812	284	178	11.48	11.48	NUM
afs-5812	284	179	)	)	PUNCT
afs-5812	284	180	0.0066	0.0066	NUM
afs-5812	284	181	(	(	PUNCT
afs-5812	284	182	4.95	4.95	NUM
afs-5812	284	183	)	)	PUNCT
afs-5812	284	184	σ2	σ2	NOUN
afs-5812	284	185	0.0584	0.0584	NUM
afs-5812	284	186	(	(	PUNCT
afs-5812	284	187	16.32	16.32	NUM
afs-5812	284	188	)	)	PUNCT
afs-5812	284	189	0.8113	0.8113	NUM
afs-5812	284	190	(	(	PUNCT
afs-5812	284	191	4.80	4.80	NUM
afs-5812	284	192	)	)	PUNCT
afs-5812	284	193	0.2272	0.2272	NUM
afs-5812	284	194	(	(	PUNCT
afs-5812	284	195	7.20	7.20	NUM
afs-5812	284	196	)	)	PUNCT
afs-5812	284	197	γ	γ	X
afs-5812	284	198	0.4705	0.4705	NUM
afs-5812	284	199	(	(	PUNCT
afs-5812	284	200	4.95	4.95	NUM
afs-5812	284	201	)	)	PUNCT
afs-5812	284	202	0.9519	0.9519	NUM
afs-5812	284	203	(	(	PUNCT
afs-5812	284	204	90.39	90.39	NUM
afs-5812	284	205	)	)	PUNCT
afs-5812	284	206	0.8337	0.8337	NUM
afs-5812	284	207	(	(	PUNCT
afs-5812	284	208	32.09	32.09	NUM
afs-5812	284	209	)	)	PUNCT
afs-5812	284	210	log	log	NOUN
afs-5812	284	211	likelihood	likelihood	NOUN
afs-5812	284	212	function	function	VERB
afs-5812	284	213	79.6820	79.6820	NUM
afs-5812	284	214	107.2310	107.2310	NUM
afs-5812	284	215	111.0200	111.0200	NUM
afs-5812	284	216	likelihood	likelihood	NOUN
afs-5812	284	217	ratio	ratio	NOUN
afs-5812	284	218	test	test	NOUN
afs-5812	284	219	of	of	ADP
afs-5812	284	220	the	the	DET
afs-5812	284	221	one	one	NUM
afs-5812	284	222	-	-	PUNCT
afs-5812	284	223	sided	sided	ADJ
afs-5812	284	224	error3	error3	NOUN
afs-5812	284	225	413.3700	413.3700	NUM
afs-5812	284	226	(	(	PUNCT
afs-5812	284	227	14.85	14.85	NUM
afs-5812	284	228	)	)	PUNCT
afs-5812	284	229	66.1720	66.1720	NUM
afs-5812	284	230	(	(	PUNCT
afs-5812	284	231	5.14	5.14	NUM
afs-5812	284	232	)	)	PUNCT
afs-5812	284	233	73.7500	73.7500	NUM
afs-5812	284	234	(	(	PUNCT
afs-5812	284	235	14.85	14.85	NUM
afs-5812	284	236	)	)	PUNCT
afs-5812	284	237	technical	technical	ADJ
afs-5812	284	238	efficiency	efficiency	NOUN
afs-5812	284	239	0.7220	0.7220	NUM
afs-5812	284	240	0.9060	0.9060	NUM
afs-5812	284	241	0.8940	0.8940	NUM
afs-5812	284	242	1	1	NUM
afs-5812	284	243	t	t	NOUN
afs-5812	284	244	-	-	PUNCT
afs-5812	284	245	values	value	NOUN
afs-5812	284	246	in	in	ADP
afs-5812	284	247	parenthesis	parenthesis	ADJ
afs-5812	284	248	2	2	NUM
afs-5812	284	249	m	m	NOUN
afs-5812	284	250	is	be	AUX
afs-5812	284	251	other	other	ADJ
afs-5812	284	252	variable	variable	ADJ
afs-5812	284	253	input	input	NOUN
afs-5812	284	254	,	,	PUNCT
afs-5812	284	255	f	f	PROPN
afs-5812	284	256	is	be	AUX
afs-5812	284	257	fertiliser	fertiliser	NOUN
afs-5812	284	258	input	input	NOUN
afs-5812	284	259	and	and	CCONJ
afs-5812	284	260	k	k	PROPN
afs-5812	284	261	is	be	AUX
afs-5812	284	262	capital	capital	NOUN
afs-5812	284	263	input	input	NOUN
afs-5812	284	264	.	.	PUNCT
afs-5812	285	1	3	3	NUM
afs-5812	285	2	critical	critical	ADJ
afs-5812	285	3	values	value	NOUN
afs-5812	285	4	in	in	ADP
afs-5812	285	5	parenthesis	parenthesis	NOUN
afs-5812	285	6	from	from	ADP
afs-5812	285	7	kodde	kodde	ADJ
afs-5812	285	8	and	and	CCONJ
afs-5812	285	9	palm	palm	NOUN
afs-5812	285	10	(	(	PUNCT
afs-5812	285	11	1986	1986	NUM
afs-5812	285	12	,	,	PUNCT
afs-5812	285	13	p.	p.	NOUN
afs-5812	285	14	1246	1246	NUM
afs-5812	285	15	)	)	PUNCT
afs-5812	285	16	.	.	PUNCT
afs-5812	286	1	functions	function	NOUN
afs-5812	286	2	.	.	PUNCT
afs-5812	287	1	model	model	NOUN
afs-5812	287	2	7	7	NUM
afs-5812	287	3	is	be	AUX
afs-5812	287	4	similar	similar	ADJ
afs-5812	287	5	to	to	ADP
afs-5812	287	6	model	model	NOUN
afs-5812	287	7	6	6	NUM
afs-5812	287	8	but	but	CCONJ
afs-5812	287	9	technical	technical	ADJ
afs-5812	287	10	efficiency	efficiency	NOUN
afs-5812	287	11	part	part	NOUN
afs-5812	287	12	allows	allow	VERB
afs-5812	287	13	for	for	ADP
afs-5812	287	14	the	the	DET
afs-5812	287	15	efficiency	efficiency	NOUN
afs-5812	287	16	effects	effect	NOUN
afs-5812	287	17	of	of	ADP
afs-5812	287	18	production	production	NOUN
afs-5812	287	19	techniques	technique	NOUN
afs-5812	287	20	and	and	CCONJ
afs-5812	287	21	of	of	ADP
afs-5812	287	22	the	the	DET
afs-5812	287	23	share	share	NOUN
afs-5812	287	24	of	of	ADP
afs-5812	287	25	grassland	grassland	NOUN
afs-5812	287	26	.	.	PUNCT
afs-5812	288	1	thus	thus	ADV
afs-5812	288	2	,	,	PUNCT
afs-5812	288	3	the	the	DET
afs-5812	288	4	model	model	NOUN
afs-5812	288	5	shows	show	VERB
afs-5812	288	6	whether	whether	SCONJ
afs-5812	288	7	the	the	DET
afs-5812	288	8	technical	technical	ADJ
afs-5812	288	9	efficiency	efficiency	NOUN
afs-5812	288	10	varies	vary	VERB
afs-5812	288	11	by	by	ADP
afs-5812	288	12	production	production	NOUN
afs-5812	288	13	techniques	technique	NOUN
afs-5812	288	14	when	when	SCONJ
afs-5812	288	15	compared	compare	VERB
afs-5812	288	16	to	to	ADP
afs-5812	288	17	their	their	PRON
afs-5812	288	18	own	own	ADJ
afs-5812	288	19	frontiers	frontier	NOUN
afs-5812	288	20	.	.	PUNCT
afs-5812	289	1	the	the	DET
afs-5812	289	2	signs	sign	NOUN
afs-5812	289	3	of	of	ADP
afs-5812	289	4	estimated	estimate	VERB
afs-5812	289	5	coefficients	coefficient	NOUN
afs-5812	289	6	of	of	ADP
afs-5812	289	7	background	background	NOUN
afs-5812	289	8	and	and	CCONJ
afs-5812	289	9	production	production	NOUN
afs-5812	289	10	environment	environment	NOUN
afs-5812	289	11	related	relate	VERB
afs-5812	289	12	variables	variable	NOUN
afs-5812	289	13	are	be	AUX
afs-5812	289	14	similar	similar	ADJ
afs-5812	289	15	in	in	ADP
afs-5812	289	16	all	all	DET
afs-5812	289	17	models	model	NOUN
afs-5812	289	18	with	with	ADP
afs-5812	289	19	some	some	DET
afs-5812	289	20	exceptions	exception	NOUN
afs-5812	289	21	.	.	PUNCT
afs-5812	290	1	in	in	ADP
afs-5812	290	2	the	the	DET
afs-5812	290	3	southern	southern	ADJ
afs-5812	290	4	region	region	NOUN
afs-5812	290	5	output	output	NOUN
afs-5812	290	6	is	be	AUX
afs-5812	290	7	lower	low	ADJ
afs-5812	290	8	than	than	ADP
afs-5812	290	9	in	in	ADP
afs-5812	290	10	other	other	ADJ
afs-5812	290	11	regions	region	NOUN
afs-5812	290	12	but	but	CCONJ
afs-5812	290	13	the	the	DET
afs-5812	290	14	most	most	ADV
afs-5812	290	15	productive	productive	ADJ
afs-5812	290	16	farms	farm	NOUN
afs-5812	290	17	are	be	AUX
afs-5812	290	18	in	in	ADP
afs-5812	290	19	central	central	ADJ
afs-5812	290	20	finland	finland	PROPN
afs-5812	290	21	.	.	PUNCT
afs-5812	291	1	the	the	DET
afs-5812	291	2	output	output	NOUN
afs-5812	291	3	level	level	NOUN
afs-5812	291	4	on	on	ADP
afs-5812	291	5	precision	precision	NOUN
afs-5812	291	6	259	259	NUM
afs-5812	291	7	a	a	DET
afs-5812	291	8	g	g	NOUN
afs-5812	291	9	r	r	NOUN
afs-5812	292	1	i	i	NOUN
afs-5812	292	2	c	c	NOUN
afs-5812	292	3	u	u	NOUN
afs-5812	292	4	l	l	NOUN
afs-5812	292	5	t	t	NOUN
afs-5812	292	6	u	u	X
afs-5812	292	7	r	r	NOUN
afs-5812	292	8	a	a	PROPN
afs-5812	292	9	l	l	NOUN
afs-5812	292	10	a	a	DET
afs-5812	292	11	n	n	NOUN
afs-5812	293	1	d	d	NOUN
afs-5812	293	2	f	f	X
afs-5812	294	1	o	o	NOUN
afs-5812	294	2	o	o	X
afs-5812	295	1	d	d	X
afs-5812	295	2	s	s	X
afs-5812	295	3	c	c	NOUN
afs-5812	296	1	i	i	NOUN
afs-5812	296	2	e	e	PROPN
afs-5812	296	3	n	n	PROPN
afs-5812	296	4	c	c	NOUN
afs-5812	296	5	e	e	NOUN
afs-5812	296	6	vol	vol	NOUN
afs-5812	296	7	.	.	PUNCT
afs-5812	297	1	14	14	NUM
afs-5812	297	2	(	(	PUNCT
afs-5812	297	3	2005	2005	NUM
afs-5812	297	4	):	):	PUNCT
afs-5812	298	1	250–263	250–263	NUM
afs-5812	298	2	.	.	PUNCT
afs-5812	298	3	table	table	NOUN
afs-5812	298	4	4b	4b	PROPN
afs-5812	298	5	.	.	PUNCT
afs-5812	299	1	alternative	alternative	ADJ
afs-5812	299	2	model	model	NOUN
afs-5812	299	3	specifications	specification	NOUN
afs-5812	299	4	.	.	PUNCT
afs-5812	300	1	parameters1	parameters1	NOUN
afs-5812	300	2	model	model	VERB
afs-5812	300	3	4	4	NUM
afs-5812	300	4	model	model	NOUN
afs-5812	300	5	5	5	NUM
afs-5812	300	6	model	model	NOUN
afs-5812	300	7	6	6	NUM
afs-5812	300	8	model	model	NOUN
afs-5812	300	9	7	7	NUM
afs-5812	300	10	β0	β0	NOUN
afs-5812	300	11	constant	constant	ADJ
afs-5812	300	12	1.3398	1.3398	NUM
afs-5812	300	13	(	(	PUNCT
afs-5812	300	14	9.68	9.68	NUM
afs-5812	300	15	)	)	PUNCT
afs-5812	300	16	1.2657	1.2657	NUM
afs-5812	300	17	(	(	PUNCT
afs-5812	300	18	7.74	7.74	NUM
afs-5812	300	19	)	)	PUNCT
afs-5812	300	20	1.3242	1.3242	NUM
afs-5812	300	21	(	(	PUNCT
afs-5812	300	22	8.96	8.96	NUM
afs-5812	300	23	)	)	PUNCT
afs-5812	300	24	1.2729	1.2729	NUM
afs-5812	300	25	(	(	PUNCT
afs-5812	300	26	7.68	7.68	NUM
afs-5812	300	27	)	)	PUNCT
afs-5812	300	28	βm	βm	VERB
afs-5812	300	29	lnm2	lnm2	PROPN
afs-5812	300	30	0.5871	0.5871	NUM
afs-5812	300	31	(	(	PUNCT
afs-5812	300	32	24.39	24.39	NUM
afs-5812	300	33	)	)	PUNCT
afs-5812	300	34	0.5829	0.5829	NUM
afs-5812	300	35	(	(	PUNCT
afs-5812	300	36	21.90	21.90	NUM
afs-5812	300	37	)	)	PUNCT
afs-5812	300	38	0.5361	0.5361	NUM
afs-5812	300	39	(	(	PUNCT
afs-5812	300	40	18.90	18.90	NUM
afs-5812	300	41	)	)	PUNCT
afs-5812	300	42	0.5387	0.5387	NUM
afs-5812	300	43	(	(	PUNCT
afs-5812	300	44	18.43	18.43	NUM
afs-5812	300	45	)	)	PUNCT
afs-5812	300	46	βf	βf	PUNCT
afs-5812	301	1	lnf	lnf	PROPN
afs-5812	301	2	0.1451	0.1451	NUM
afs-5812	301	3	(	(	PUNCT
afs-5812	301	4	6.98	6.98	NUM
afs-5812	301	5	)	)	PUNCT
afs-5812	301	6	0.1535	0.1535	PROPN
afs-5812	301	7	(	(	PUNCT
afs-5812	301	8	6.72	6.72	NUM
afs-5812	301	9	)	)	PUNCT
afs-5812	301	10	0.1648	0.1648	NUM
afs-5812	301	11	(	(	PUNCT
afs-5812	301	12	6.54	6.54	NUM
afs-5812	301	13	)	)	PUNCT
afs-5812	301	14	0.1648	0.1648	NUM
afs-5812	301	15	(	(	PUNCT
afs-5812	301	16	6.60	6.60	NUM
afs-5812	301	17	)	)	PUNCT
afs-5812	301	18	βk	βk	ADP
afs-5812	301	19	lnk	lnk	NOUN
afs-5812	301	20	0.2426	0.2426	NUM
afs-5812	301	21	(	(	PUNCT
afs-5812	301	22	14.55	14.55	NUM
afs-5812	301	23	)	)	PUNCT
afs-5812	301	24	0.2360	0.2360	NUM
afs-5812	301	25	(	(	PUNCT
afs-5812	301	26	12.71	12.71	NUM
afs-5812	301	27	)	)	PUNCT
afs-5812	301	28	0.2766	0.2766	NUM
afs-5812	301	29	(	(	PUNCT
afs-5812	301	30	13.65	13.65	NUM
afs-5812	301	31	)	)	PUNCT
afs-5812	301	32	0.2768	0.2768	NUM
afs-5812	301	33	(	(	PUNCT
afs-5812	301	34	13.81	13.81	NUM
afs-5812	301	35	)	)	PUNCT
afs-5812	301	36	βd2	βd2	NOUN
afs-5812	301	37	time	time	NOUN
afs-5812	301	38	dummy	dummy	NOUN
afs-5812	301	39	–	–	PUNCT
afs-5812	301	40	0.0982	0.0982	NUM
afs-5812	301	41	(	(	PUNCT
afs-5812	301	42	–	–	PUNCT
afs-5812	301	43	3.67	3.67	NUM
afs-5812	301	44	)	)	PUNCT
afs-5812	301	45	–	–	PUNCT
afs-5812	301	46	0.0822	0.0822	NUM
afs-5812	301	47	(	(	PUNCT
afs-5812	301	48	–	–	PUNCT
afs-5812	301	49	2.78	2.78	NUM
afs-5812	301	50	)	)	PUNCT
afs-5812	301	51	–	–	PUNCT
afs-5812	301	52	0.0917	0.0917	NUM
afs-5812	301	53	(	(	PUNCT
afs-5812	301	54	–	–	PUNCT
afs-5812	301	55	3.40	3.40	NUM
afs-5812	301	56	)	)	PUNCT
afs-5812	301	57	–	–	PUNCT
afs-5812	301	58	0.0931	0.0931	NUM
afs-5812	301	59	(	(	PUNCT
afs-5812	301	60	–	–	PUNCT
afs-5812	301	61	3.51	3.51	NUM
afs-5812	301	62	)	)	PUNCT
afs-5812	301	63	βd3	βd3	PROPN
afs-5812	301	64	time	time	NOUN
afs-5812	301	65	dummy	dummy	ADJ
afs-5812	301	66	–	–	PUNCT
afs-5812	301	67	0.0721	0.0721	NUM
afs-5812	301	68	(	(	PUNCT
afs-5812	301	69	–	–	PUNCT
afs-5812	301	70	2.70	2.70	NUM
afs-5812	301	71	)	)	PUNCT
afs-5812	301	72	–	–	PUNCT
afs-5812	301	73	0.0573	0.0573	NUM
afs-5812	301	74	(	(	PUNCT
afs-5812	301	75	–	–	PUNCT
afs-5812	301	76	1.93	1.93	NUM
afs-5812	301	77	)	)	PUNCT
afs-5812	301	78	–	–	PUNCT
afs-5812	301	79	0.0660	0.0660	NUM
afs-5812	301	80	(	(	PUNCT
afs-5812	301	81	–	–	PUNCT
afs-5812	301	82	2.48	2.48	NUM
afs-5812	301	83	)	)	PUNCT
afs-5812	301	84	–	–	PUNCT
afs-5812	301	85	0.0672	0.0672	NUM
afs-5812	301	86	(	(	PUNCT
afs-5812	301	87	–	–	PUNCT
afs-5812	301	88	2.52	2.52	NUM
afs-5812	301	89	)	)	PUNCT
afs-5812	301	90	βd4	βd4	NOUN
afs-5812	301	91	time	time	NOUN
afs-5812	301	92	dummy	dummy	NOUN
afs-5812	301	93	–	–	PUNCT
afs-5812	301	94	0.0035	0.0035	NUM
afs-5812	301	95	(	(	PUNCT
afs-5812	301	96	–	–	PUNCT
afs-5812	301	97	0.13	0.13	NUM
afs-5812	301	98	)	)	PUNCT
afs-5812	301	99	0.0117	0.0117	NUM
afs-5812	301	100	(	(	PUNCT
afs-5812	301	101	0.39	0.39	NUM
afs-5812	301	102	)	)	PUNCT
afs-5812	301	103	0.0091	0.0091	NUM
afs-5812	301	104	(	(	PUNCT
afs-5812	301	105	0.33	0.33	NUM
afs-5812	301	106	)	)	PUNCT
afs-5812	301	107	0.0060	0.0060	NUM
afs-5812	301	108	(	(	PUNCT
afs-5812	301	109	0.22	0.22	NUM
afs-5812	301	110	)	)	PUNCT
afs-5812	301	111	βd5	βd5	NOUN
afs-5812	301	112	time	time	NOUN
afs-5812	301	113	dummy	dummy	NOUN
afs-5812	301	114	–	–	PUNCT
afs-5812	301	115	0.0671	0.0671	NUM
afs-5812	301	116	(	(	PUNCT
afs-5812	301	117	–	–	PUNCT
afs-5812	301	118	2.40	2.40	NUM
afs-5812	301	119	)	)	PUNCT
afs-5812	301	120	–	–	PUNCT
afs-5812	301	121	0.0541	0.0541	NUM
afs-5812	301	122	(	(	PUNCT
afs-5812	301	123	–	–	PUNCT
afs-5812	301	124	1.80	1.80	NUM
afs-5812	301	125	)	)	PUNCT
afs-5812	301	126	–	–	PUNCT
afs-5812	301	127	0.0531	0.0531	NUM
afs-5812	301	128	(	(	PUNCT
afs-5812	301	129	–	–	PUNCT
afs-5812	301	130	1.90	1.90	NUM
afs-5812	301	131	)	)	PUNCT
afs-5812	301	132	–	–	PUNCT
afs-5812	301	133	0.0588	0.0588	NUM
afs-5812	301	134	(	(	PUNCT
afs-5812	301	135	–	–	PUNCT
afs-5812	301	136	2.17	2.17	NUM
afs-5812	301	137	)	)	PUNCT
afs-5812	301	138	βd6	βd6	PROPN
afs-5812	301	139	time	time	NOUN
afs-5812	301	140	dummy	dummy	ADJ
afs-5812	301	141	0.0153	0.0153	NUM
afs-5812	301	142	(	(	PUNCT
afs-5812	301	143	0.56	0.56	NUM
afs-5812	301	144	)	)	PUNCT
afs-5812	301	145	0.0223	0.0223	NUM
afs-5812	301	146	(	(	PUNCT
afs-5812	301	147	0.74	0.74	NUM
afs-5812	301	148	)	)	PUNCT
afs-5812	301	149	0.0295	0.0295	NUM
afs-5812	301	150	(	(	PUNCT
afs-5812	301	151	1.06	1.06	NUM
afs-5812	301	152	)	)	PUNCT
afs-5812	301	153	0.0263	0.0263	NUM
afs-5812	301	154	(	(	PUNCT
afs-5812	301	155	0.95	0.95	NUM
afs-5812	301	156	)	)	PUNCT
afs-5812	301	157	βd7	βd7	NOUN
afs-5812	301	158	time	time	NOUN
afs-5812	301	159	dummy	dummy	X
afs-5812	301	160	0.0550	0.0550	NUM
afs-5812	301	161	(	(	PUNCT
afs-5812	301	162	1.99	1.99	NUM
afs-5812	301	163	)	)	PUNCT
afs-5812	301	164	0.0702	0.0702	NUM
afs-5812	301	165	(	(	PUNCT
afs-5812	301	166	2.36	2.36	NUM
afs-5812	301	167	)	)	PUNCT
afs-5812	301	168	0.0669	0.0669	NUM
afs-5812	301	169	(	(	PUNCT
afs-5812	301	170	2.38	2.38	NUM
afs-5812	301	171	)	)	PUNCT
afs-5812	301	172	0.0640	0.0640	NUM
afs-5812	301	173	(	(	PUNCT
afs-5812	301	174	2.30	2.30	NUM
afs-5812	301	175	)	)	PUNCT
afs-5812	301	176	βd8	βd8	NOUN
afs-5812	301	177	time	time	NOUN
afs-5812	301	178	dummy	dummy	X
afs-5812	301	179	0.0774	0.0774	NUM
afs-5812	301	180	(	(	PUNCT
afs-5812	301	181	2.74	2.74	NUM
afs-5812	301	182	)	)	PUNCT
afs-5812	301	183	0.0814	0.0814	NUM
afs-5812	301	184	(	(	PUNCT
afs-5812	301	185	2.69	2.69	NUM
afs-5812	301	186	)	)	PUNCT
afs-5812	301	187	0.0904	0.0904	NUM
afs-5812	301	188	(	(	PUNCT
afs-5812	301	189	3.17	3.17	NUM
afs-5812	301	190	)	)	PUNCT
afs-5812	301	191	0.0863	0.0863	NUM
afs-5812	301	192	(	(	PUNCT
afs-5812	301	193	3.05	3.05	NUM
afs-5812	301	194	)	)	PUNCT
afs-5812	301	195	βd9	βd9	NOUN
afs-5812	301	196	time	time	NOUN
afs-5812	301	197	dummy	dummy	ADJ
afs-5812	301	198	0.0534	0.0534	NUM
afs-5812	301	199	(	(	PUNCT
afs-5812	301	200	1.87	1.87	NUM
afs-5812	301	201	)	)	PUNCT
afs-5812	301	202	0.0629	0.0629	NUM
afs-5812	301	203	(	(	PUNCT
afs-5812	301	204	2.08	2.08	NUM
afs-5812	301	205	)	)	PUNCT
afs-5812	301	206	0.0623	0.0623	NUM
afs-5812	301	207	(	(	PUNCT
afs-5812	301	208	2.18	2.18	NUM
afs-5812	301	209	)	)	PUNCT
afs-5812	301	210	0.0604	0.0604	NUM
afs-5812	301	211	(	(	PUNCT
afs-5812	301	212	2.13	2.13	NUM
afs-5812	301	213	)	)	PUNCT
afs-5812	301	214	βd10	βd10	PROPN
afs-5812	301	215	time	time	NOUN
afs-5812	301	216	dummy	dummy	NOUN
afs-5812	301	217	0.0614	0.0614	NUM
afs-5812	301	218	(	(	PUNCT
afs-5812	301	219	2.12	2.12	NUM
afs-5812	301	220	)	)	PUNCT
afs-5812	301	221	0.0720	0.0720	NUM
afs-5812	301	222	(	(	PUNCT
afs-5812	301	223	2.35	2.35	NUM
afs-5812	301	224	)	)	PUNCT
afs-5812	301	225	0.0792	0.0792	NUM
afs-5812	301	226	(	(	PUNCT
afs-5812	301	227	2.73	2.73	NUM
afs-5812	301	228	)	)	PUNCT
afs-5812	301	229	0.0769	0.0769	NUM
afs-5812	301	230	(	(	PUNCT
afs-5812	301	231	2.67	2.67	NUM
afs-5812	301	232	)	)	PUNCT
afs-5812	302	1	βd11	βd11	PROPN
afs-5812	302	2	time	time	NOUN
afs-5812	302	3	dummy	dummy	X
afs-5812	302	4	0.1375	0.1375	NUM
afs-5812	302	5	(	(	PUNCT
afs-5812	302	6	4.58	4.58	NUM
afs-5812	302	7	)	)	PUNCT
afs-5812	302	8	0.1560	0.1560	NUM
afs-5812	302	9	(	(	PUNCT
afs-5812	302	10	4.87	4.87	NUM
afs-5812	302	11	)	)	PUNCT
afs-5812	302	12	0.1495	0.1495	NUM
afs-5812	302	13	(	(	PUNCT
afs-5812	302	14	5.01	5.01	NUM
afs-5812	302	15	)	)	PUNCT
afs-5812	302	16	0.1434	0.1434	NUM
afs-5812	302	17	(	(	PUNCT
afs-5812	302	18	4.81	4.81	NUM
afs-5812	302	19	)	)	PUNCT
afs-5812	302	20	θ1	θ1	NOUN
afs-5812	302	21	region(2	region(2	ADJ
afs-5812	302	22	)	)	PUNCT
afs-5812	302	23	0.1843	0.1843	NUM
afs-5812	302	24	(	(	PUNCT
afs-5812	302	25	6.68	6.68	NUM
afs-5812	302	26	)	)	PUNCT
afs-5812	302	27	0.1832	0.1832	NUM
afs-5812	302	28	(	(	PUNCT
afs-5812	302	29	6.24	6.24	NUM
afs-5812	302	30	)	)	PUNCT
afs-5812	302	31	0.1937	0.1937	NUM
afs-5812	302	32	(	(	PUNCT
afs-5812	302	33	6.97	6.97	NUM
afs-5812	302	34	)	)	PUNCT
afs-5812	302	35	0.1957	0.1957	NUM
afs-5812	302	36	(	(	PUNCT
afs-5812	302	37	7.08	7.08	NUM
afs-5812	302	38	)	)	PUNCT
afs-5812	302	39	θ2	θ2	ADP
afs-5812	302	40	region(3	region(3	NUM
afs-5812	302	41	)	)	PUNCT
afs-5812	302	42	0.1128	0.1128	NUM
afs-5812	302	43	(	(	PUNCT
afs-5812	302	44	3.86	3.86	NUM
afs-5812	302	45	)	)	PUNCT
afs-5812	302	46	0.1004	0.1004	NUM
afs-5812	302	47	(	(	PUNCT
afs-5812	302	48	3.25	3.25	NUM
afs-5812	302	49	)	)	PUNCT
afs-5812	302	50	0.1295	0.1295	NUM
afs-5812	302	51	(	(	PUNCT
afs-5812	302	52	4.37	4.37	NUM
afs-5812	302	53	)	)	PUNCT
afs-5812	302	54	0.1319	0.1319	NUM
afs-5812	302	55	(	(	PUNCT
afs-5812	302	56	4.46	4.46	NUM
afs-5812	302	57	)	)	PUNCT
afs-5812	302	58	θ3	θ3	PROPN
afs-5812	302	59	region(4	region(4	NOUN
afs-5812	302	60	)	)	PUNCT
afs-5812	302	61	0.0743	0.0743	NUM
afs-5812	302	62	(	(	PUNCT
afs-5812	302	63	3.05	3.05	NUM
afs-5812	302	64	)	)	PUNCT
afs-5812	302	65	0.0719	0.0719	NUM
afs-5812	302	66	(	(	PUNCT
afs-5812	302	67	2.75	2.75	NUM
afs-5812	302	68	)	)	PUNCT
afs-5812	302	69	0.0845	0.0845	NUM
afs-5812	302	70	(	(	PUNCT
afs-5812	302	71	3.42	3.42	NUM
afs-5812	302	72	)	)	PUNCT
afs-5812	302	73	0.0859	0.0859	NUM
afs-5812	302	74	(	(	PUNCT
afs-5812	302	75	3.51	3.51	NUM
afs-5812	302	76	)	)	PUNCT
afs-5812	302	77	θ4	θ4	NOUN
afs-5812	302	78	prec.chopping	prec.choppe	VERB
afs-5812	302	79	0.1159	0.1159	NUM
afs-5812	302	80	(	(	PUNCT
afs-5812	302	81	5.41	5.41	NUM
afs-5812	302	82	)	)	PUNCT
afs-5812	302	83	0.1078	0.1078	NUM
afs-5812	302	84	(	(	PUNCT
afs-5812	302	85	6.18	6.18	NUM
afs-5812	302	86	)	)	PUNCT
afs-5812	302	87	0.1322	0.1322	NUM
afs-5812	302	88	(	(	PUNCT
afs-5812	302	89	7.11	7.11	NUM
afs-5812	302	90	)	)	PUNCT
afs-5812	302	91	θ5	θ5	NOUN
afs-5812	302	92	round	round	NOUN
afs-5812	302	93	baling	baling	NOUN
afs-5812	302	94	–	–	PUNCT
afs-5812	302	95	0.0183	0.0183	NUM
afs-5812	302	96	(	(	PUNCT
afs-5812	302	97	–	–	PUNCT
afs-5812	302	98	0.45	0.45	NUM
afs-5812	302	99	)	)	PUNCT
afs-5812	302	100	–	–	PUNCT
afs-5812	302	101	0.0975	0.0975	NUM
afs-5812	302	102	(	(	PUNCT
afs-5812	302	103	–	–	PUNCT
afs-5812	302	104	2.57	2.57	NUM
afs-5812	302	105	)	)	PUNCT
afs-5812	302	106	–	–	PUNCT
afs-5812	302	107	0.0346	0.0346	NUM
afs-5812	302	108	(	(	PUNCT
afs-5812	302	109	–	–	PUNCT
afs-5812	302	110	0.77	0.77	NUM
afs-5812	302	111	)	)	PUNCT
afs-5812	302	112	θ6	θ6	PROPN
afs-5812	302	113	share	share	NOUN
afs-5812	302	114	of	of	ADP
afs-5812	302	115	grass	grass	NOUN
afs-5812	302	116	–	–	PUNCT
afs-5812	302	117	0.0045	0.0045	NUM
afs-5812	302	118	(	(	PUNCT
afs-5812	302	119	–	–	PUNCT
afs-5812	302	120	12.61	12.61	NUM
afs-5812	302	121	)	)	PUNCT
afs-5812	302	122	–	–	PUNCT
afs-5812	302	123	0.0048	0.0048	NUM
afs-5812	302	124	(	(	PUNCT
afs-5812	302	125	–	–	PUNCT
afs-5812	302	126	15.68	15.68	NUM
afs-5812	302	127	)	)	PUNCT
afs-5812	302	128	–	–	PUNCT
afs-5812	302	129	0.0045	0.0045	NUM
afs-5812	302	130	(	(	PUNCT
afs-5812	302	131	–	–	PUNCT
afs-5812	302	132	13.25	13.25	NUM
afs-5812	302	133	)	)	PUNCT
afs-5812	302	134	θ4	θ4	NOUN
afs-5812	302	135	m	m	NOUN
afs-5812	302	136	prec	prec	PROPN
afs-5812	302	137	.	.	PUNCT
afs-5812	303	1	ch.*lnm	ch.*lnm	PROPN
afs-5812	303	2	0.1439	0.1439	NUM
afs-5812	303	3	(	(	PUNCT
afs-5812	303	4	3.23	3.23	NUM
afs-5812	303	5	)	)	PUNCT
afs-5812	303	6	0.1438	0.1438	NUM
afs-5812	303	7	(	(	PUNCT
afs-5812	303	8	3.15	3.15	NUM
afs-5812	303	9	)	)	PUNCT
afs-5812	303	10	θ5	θ5	PROPN
afs-5812	303	11	m	m	NOUN
afs-5812	303	12	round	round	NOUN
afs-5812	303	13	b.*lnm	b.*lnm	PROPN
afs-5812	303	14	0.0983	0.0983	NUM
afs-5812	303	15	(	(	PUNCT
afs-5812	303	16	1.23	1.23	NUM
afs-5812	303	17	)	)	PUNCT
afs-5812	303	18	0.1136	0.1136	NUM
afs-5812	303	19	(	(	PUNCT
afs-5812	303	20	1.28	1.28	NUM
afs-5812	303	21	)	)	PUNCT
afs-5812	303	22	θ4f	θ4f	PROPN
afs-5812	303	23	prec	prec	X
afs-5812	303	24	.	.	PUNCT
afs-5812	303	25	ch.*lnf	ch.*lnf	PROPN
afs-5812	303	26	–	–	PUNCT
afs-5812	303	27	0.0559	0.0559	NUM
afs-5812	303	28	(	(	PUNCT
afs-5812	303	29	–	–	PUNCT
afs-5812	303	30	1.31	1.31	NUM
afs-5812	303	31	)	)	PUNCT
afs-5812	303	32	–	–	PUNCT
afs-5812	303	33	0.0567	0.0567	NUM
afs-5812	303	34	(	(	PUNCT
afs-5812	303	35	–	–	PUNCT
afs-5812	303	36	1.32	1.32	NUM
afs-5812	303	37	)	)	PUNCT
afs-5812	303	38	θ5f	θ5f	NOUN
afs-5812	303	39	round	round	NOUN
afs-5812	303	40	b.*lnf	b.*lnf	PROPN
afs-5812	303	41	–	–	PUNCT
afs-5812	303	42	0.0958	0.0958	NUM
afs-5812	303	43	(	(	PUNCT
afs-5812	303	44	–	–	PUNCT
afs-5812	303	45	1.02	1.02	NUM
afs-5812	303	46	)	)	PUNCT
afs-5812	303	47	–	–	PUNCT
afs-5812	303	48	0.1140	0.1140	NUM
afs-5812	303	49	(	(	PUNCT
afs-5812	303	50	–	–	PUNCT
afs-5812	303	51	1.11	1.11	NUM
afs-5812	303	52	)	)	PUNCT
afs-5812	303	53	θ4k	θ4k	X
afs-5812	304	1	prec	prec	X
afs-5812	304	2	.	.	PUNCT
afs-5812	304	3	ch.*lnk	ch.*lnk	PROPN
afs-5812	304	4	–	–	PUNCT
afs-5812	304	5	0.1256	0.1256	NUM
afs-5812	304	6	(	(	PUNCT
afs-5812	304	7	–	–	PUNCT
afs-5812	304	8	3.65	3.65	NUM
afs-5812	304	9	)	)	PUNCT
afs-5812	304	10	–	–	PUNCT
afs-5812	304	11	0.1258	0.1258	NUM
afs-5812	304	12	(	(	PUNCT
afs-5812	304	13	–	–	PUNCT
afs-5812	304	14	3.62	3.62	NUM
afs-5812	304	15	)	)	PUNCT
afs-5812	305	1	θ5k	θ5k	NOUN
afs-5812	305	2	round	round	NOUN
afs-5812	305	3	b.*lnk	b.*lnk	PROPN
afs-5812	305	4	0.0363	0.0363	NUM
afs-5812	305	5	(	(	PUNCT
afs-5812	305	6	0.49	0.49	NUM
afs-5812	305	7	)	)	PUNCT
afs-5812	305	8	0.0231	0.0231	NUM
afs-5812	305	9	(	(	PUNCT
afs-5812	305	10	0.29	0.29	NUM
afs-5812	305	11	)	)	PUNCT
afs-5812	305	12	δ0	δ0	NOUN
afs-5812	305	13	constant	constant	ADJ
afs-5812	305	14	–	–	PUNCT
afs-5812	305	15	6.0155	6.0155	NUM
afs-5812	305	16	(	(	PUNCT
afs-5812	305	17	–	–	PUNCT
afs-5812	305	18	4.88	4.88	NUM
afs-5812	305	19	)	)	PUNCT
afs-5812	305	20	–	–	PUNCT
afs-5812	305	21	0.1075	0.1075	NUM
afs-5812	305	22	(	(	PUNCT
afs-5812	305	23	–	–	PUNCT
afs-5812	305	24	1.44	1.44	NUM
afs-5812	305	25	)	)	PUNCT
afs-5812	305	26	–	–	PUNCT
afs-5812	305	27	7.0386	7.0386	NUM
afs-5812	305	28	(	(	PUNCT
afs-5812	305	29	–	–	PUNCT
afs-5812	305	30	3.91	3.91	NUM
afs-5812	305	31	)	)	PUNCT
afs-5812	305	32	–	–	PUNCT
afs-5812	305	33	5.9565	5.9565	NUM
afs-5812	305	34	(	(	PUNCT
afs-5812	305	35	–	–	PUNCT
afs-5812	305	36	3.80	3.80	NUM
afs-5812	305	37	)	)	PUNCT
afs-5812	305	38	δ4	δ4	NOUN
afs-5812	305	39	prec.chopping	prec.choppe	VERB
afs-5812	305	40	1.2221	1.2221	NUM
afs-5812	305	41	(	(	PUNCT
afs-5812	305	42	4.54	4.54	NUM
afs-5812	305	43	)	)	PUNCT
afs-5812	305	44	–	–	PUNCT
afs-5812	305	45	0.1230	0.1230	NUM
afs-5812	305	46	(	(	PUNCT
afs-5812	305	47	–	–	PUNCT
afs-5812	305	48	4.37	4.37	NUM
afs-5812	305	49	)	)	PUNCT
afs-5812	305	50	1.2375	1.2375	NUM
afs-5812	305	51	(	(	PUNCT
afs-5812	305	52	3.54	3.54	NUM
afs-5812	305	53	)	)	PUNCT
afs-5812	305	54	δ5	δ5	NOUN
afs-5812	305	55	round	round	NOUN
afs-5812	305	56	baling	bale	VERB
afs-5812	305	57	2.0991	2.0991	NUM
afs-5812	305	58	(	(	PUNCT
afs-5812	305	59	5.46	5.46	NUM
afs-5812	305	60	)	)	PUNCT
afs-5812	305	61	0.0934	0.0934	NUM
afs-5812	305	62	(	(	PUNCT
afs-5812	305	63	2.79	2.79	NUM
afs-5812	305	64	)	)	PUNCT
afs-5812	305	65	2.0409	2.0409	NUM
afs-5812	305	66	(	(	PUNCT
afs-5812	305	67	4.47	4.47	NUM
afs-5812	305	68	)	)	PUNCT
afs-5812	305	69	δ6	δ6	ADJ
afs-5812	305	70	share	share	NOUN
afs-5812	305	71	of	of	ADP
afs-5812	305	72	grass	grass	NOUN
afs-5812	305	73	0.0158	0.0158	NUM
afs-5812	305	74	(	(	PUNCT
afs-5812	305	75	5.40	5.40	NUM
afs-5812	305	76	)	)	PUNCT
afs-5812	305	77	0.0058	0.0058	NUM
afs-5812	305	78	(	(	PUNCT
afs-5812	305	79	10.79	10.79	NUM
afs-5812	305	80	)	)	PUNCT
afs-5812	305	81	0.0136	0.0136	NUM
afs-5812	305	82	(	(	PUNCT
afs-5812	305	83	4.97	4.97	NUM
afs-5812	305	84	)	)	PUNCT
afs-5812	305	85	σ2	σ2	NOUN
afs-5812	305	86	0.5443	0.5443	NUM
afs-5812	305	87	(	(	PUNCT
afs-5812	305	88	5.69	5.69	NUM
afs-5812	305	89	)	)	PUNCT
afs-5812	305	90	0.0576	0.0576	NUM
afs-5812	305	91	(	(	PUNCT
afs-5812	305	92	16.62	16.62	NUM
afs-5812	305	93	)	)	PUNCT
afs-5812	305	94	0.7727	0.7727	NUM
afs-5812	305	95	(	(	PUNCT
afs-5812	305	96	4.41	4.41	NUM
afs-5812	305	97	)	)	PUNCT
afs-5812	305	98	0.5383	0.5383	NUM
afs-5812	305	99	(	(	PUNCT
afs-5812	305	100	4.35	4.35	NUM
afs-5812	305	101	)	)	PUNCT
afs-5812	305	102	γ	γ	NOUN
afs-5812	305	103	0.9297	0.9297	NUM
afs-5812	305	104	(	(	PUNCT
afs-5812	305	105	64.66	64.66	NUM
afs-5812	305	106	)	)	PUNCT
afs-5812	305	107	0.4054	0.4054	PROPN
afs-5812	306	1	(	(	PUNCT
afs-5812	306	2	3.47	3.47	NUM
afs-5812	306	3	)	)	PUNCT
afs-5812	306	4	0.9497	0.9497	NUM
afs-5812	306	5	(	(	PUNCT
afs-5812	306	6	83.30	83.30	NUM
afs-5812	306	7	)	)	PUNCT
afs-5812	306	8	0.9285	0.9285	NUM
afs-5812	306	9	(	(	PUNCT
afs-5812	306	10	53.27	53.27	NUM
afs-5812	306	11	)	)	PUNCT
afs-5812	306	12	log	log	NOUN
afs-5812	306	13	likelihood	likelihood	NOUN
afs-5812	306	14	function	function	VERB
afs-5812	306	15	108.2920	108.2920	NUM
afs-5812	306	16	79.2050	79.2050	NUM
afs-5812	306	17	116.5720	116.5720	NUM
afs-5812	306	18	118.0100	118.0100	NUM
afs-5812	306	19	likelihood	likelihood	NOUN
afs-5812	306	20	ratio	ratio	NOUN
afs-5812	306	21	test	test	NOUN
afs-5812	306	22	of	of	ADP
afs-5812	306	23	the	the	DET
afs-5812	306	24	one	one	NUM
afs-5812	306	25	-	-	PUNCT
afs-5812	306	26	sided	side	VERB
afs-5812	306	27	error	error	NOUN
afs-5812	306	28	3	3	NUM
afs-5812	306	29	68.2930	68.2930	NUM
afs-5812	306	30	10.37	10.37	NUM
afs-5812	306	31	342.9090	342.9090	NUM
afs-5812	306	32	10.37	10.37	NUM
afs-5812	306	33	62.8180	62.8180	NUM
afs-5812	306	34	5.14	5.14	NUM
afs-5812	306	35	65.6950	65.6950	NUM
afs-5812	306	36	10.37	10.37	NUM
afs-5812	306	37	technical	technical	ADJ
afs-5812	306	38	efficiency	efficiency	NOUN
afs-5812	306	39	0.9000	0.9000	NUM
afs-5812	306	40	0.7440	0.7440	NUM
afs-5812	306	41	0.9080	0.9080	NUM
afs-5812	306	42	0.9030	0.9030	NUM
afs-5812	306	43	1	1	NUM
afs-5812	306	44	t	t	NOUN
afs-5812	306	45	-	-	PUNCT
afs-5812	306	46	values	value	NOUN
afs-5812	306	47	in	in	ADP
afs-5812	306	48	parenthesis	parenthesis	ADJ
afs-5812	306	49	2	2	NUM
afs-5812	306	50	m	m	NOUN
afs-5812	306	51	is	be	AUX
afs-5812	306	52	other	other	ADJ
afs-5812	306	53	variable	variable	ADJ
afs-5812	306	54	input	input	NOUN
afs-5812	306	55	,	,	PUNCT
afs-5812	306	56	f	f	PROPN
afs-5812	306	57	is	be	AUX
afs-5812	306	58	fertiliser	fertiliser	NOUN
afs-5812	306	59	input	input	NOUN
afs-5812	306	60	and	and	CCONJ
afs-5812	306	61	k	k	PROPN
afs-5812	306	62	is	be	AUX
afs-5812	306	63	capital	capital	NOUN
afs-5812	306	64	input	input	NOUN
afs-5812	306	65	.	.	PUNCT
afs-5812	307	1	3	3	NUM
afs-5812	307	2	critical	critical	ADJ
afs-5812	307	3	values	value	NOUN
afs-5812	307	4	in	in	ADP
afs-5812	307	5	parenthesis	parenthesis	NOUN
afs-5812	307	6	from	from	ADP
afs-5812	307	7	kodde	kodde	ADJ
afs-5812	307	8	and	and	CCONJ
afs-5812	307	9	palm	palm	NOUN
afs-5812	307	10	(	(	PUNCT
afs-5812	307	11	1986	1986	NUM
afs-5812	307	12	,	,	PUNCT
afs-5812	307	13	p.	p.	NOUN
afs-5812	307	14	1246	1246	NUM
afs-5812	307	15	)	)	PUNCT
afs-5812	307	16	.	.	PUNCT
afs-5812	308	1	chopper	chopper	NOUN
afs-5812	308	2	farms	farm	NOUN
afs-5812	308	3	is	be	AUX
afs-5812	308	4	higher	high	ADJ
afs-5812	308	5	than	than	ADP
afs-5812	308	6	on	on	ADP
afs-5812	308	7	flail	flail	NOUN
afs-5812	308	8	chopper	chopper	NOUN
afs-5812	308	9	farms	farm	NOUN
afs-5812	308	10	,	,	PUNCT
afs-5812	308	11	and	and	CCONJ
afs-5812	308	12	on	on	ADP
afs-5812	308	13	round	round	ADJ
afs-5812	308	14	baler	baler	NOUN
afs-5812	308	15	farms	farm	NOUN
afs-5812	308	16	it	it	PRON
afs-5812	308	17	is	be	AUX
afs-5812	308	18	the	the	DET
afs-5812	308	19	lowest	low	ADJ
afs-5812	308	20	.	.	PUNCT
afs-5812	309	1	increasing	increase	VERB
afs-5812	309	2	the	the	DET
afs-5812	309	3	share	share	NOUN
afs-5812	309	4	of	of	ADP
afs-5812	309	5	grassland	grassland	NOUN
afs-5812	309	6	of	of	ADP
afs-5812	309	7	the	the	DET
afs-5812	309	8	total	total	ADJ
afs-5812	309	9	arable	arable	ADJ
afs-5812	309	10	land	land	NOUN
afs-5812	309	11	area	area	NOUN
afs-5812	309	12	tends	tend	VERB
afs-5812	309	13	to	to	PART
afs-5812	309	14	result	result	VERB
afs-5812	309	15	in	in	ADP
afs-5812	309	16	lower	low	ADJ
afs-5812	309	17	output	output	NOUN
afs-5812	309	18	.	.	PUNCT
afs-5812	310	1	the	the	DET
afs-5812	310	2	direction	direction	NOUN
afs-5812	310	3	of	of	ADP
afs-5812	310	4	effects	effect	NOUN
afs-5812	310	5	on	on	ADP
afs-5812	310	6	technical	technical	ADJ
afs-5812	310	7	efficiency	efficiency	NOUN
afs-5812	310	8	has	have	VERB
afs-5812	310	9	similar	similar	ADJ
afs-5812	310	10	signs	sign	NOUN
afs-5812	310	11	,	,	PUNCT
afs-5812	310	12	i.e.	i.e.	X
afs-5812	310	13	a	a	DET
afs-5812	310	14	less	less	ADV
afs-5812	310	15	productive	productive	ADJ
afs-5812	310	16	farm	farm	NOUN
afs-5812	310	17	is	be	AUX
afs-5812	310	18	usually	usually	ADV
afs-5812	310	19	also	also	ADV
afs-5812	310	20	260	260	NUM
afs-5812	310	21	a	a	DET
afs-5812	310	22	g	g	NOUN
afs-5812	311	1	r	r	NOUN
afs-5812	312	1	i	i	NOUN
afs-5812	312	2	c	c	NOUN
afs-5812	312	3	u	u	NOUN
afs-5812	312	4	l	l	NOUN
afs-5812	312	5	t	t	NOUN
afs-5812	312	6	u	u	X
afs-5812	312	7	r	r	NOUN
afs-5812	312	8	a	a	PROPN
afs-5812	312	9	l	l	NOUN
afs-5812	312	10	a	a	DET
afs-5812	312	11	n	n	NOUN
afs-5812	313	1	d	d	NOUN
afs-5812	313	2	f	f	X
afs-5812	314	1	o	o	NOUN
afs-5812	314	2	o	o	X
afs-5812	315	1	d	d	X
afs-5812	315	2	s	s	X
afs-5812	315	3	c	c	NOUN
afs-5812	316	1	i	i	NOUN
afs-5812	316	2	e	e	PROPN
afs-5812	316	3	n	n	PROPN
afs-5812	316	4	c	c	NOUN
afs-5812	316	5	e	e	X
afs-5812	316	6	sipiläinen	sipiläinen	NOUN
afs-5812	316	7	,	,	PUNCT
afs-5812	316	8	t.	t.	PROPN
afs-5812	316	9	&	&	CCONJ
afs-5812	316	10	ryhänen	ryhänen	PROPN
afs-5812	316	11	,	,	PUNCT
afs-5812	316	12	m.	m.	NOUN
afs-5812	316	13	technical	technical	ADJ
afs-5812	316	14	change	change	NOUN
afs-5812	316	15	in	in	ADP
afs-5812	316	16	finnish	finnish	ADJ
afs-5812	316	17	grass	grass	NOUN
afs-5812	316	18	silage	silage	NOUN
afs-5812	316	19	production	production	NOUN
afs-5812	316	20	less	less	ADV
afs-5812	316	21	technically	technically	ADV
afs-5812	316	22	efficient	efficient	ADJ
afs-5812	316	23	when	when	SCONJ
afs-5812	316	24	background	background	NOUN
afs-5812	316	25	and	and	CCONJ
afs-5812	316	26	production	production	NOUN
afs-5812	316	27	environment	environment	NOUN
afs-5812	316	28	related	relate	VERB
afs-5812	316	29	factors	factor	NOUN
afs-5812	316	30	are	be	AUX
afs-5812	316	31	included	include	VERB
afs-5812	316	32	only	only	ADV
afs-5812	316	33	in	in	ADP
afs-5812	316	34	the	the	DET
afs-5812	316	35	technical	technical	ADJ
afs-5812	316	36	efficiency	efficiency	NOUN
afs-5812	316	37	effect	effect	NOUN
afs-5812	316	38	model	model	NOUN
afs-5812	316	39	.	.	PUNCT
afs-5812	317	1	the	the	DET
afs-5812	317	2	elasticities	elasticity	NOUN
afs-5812	317	3	for	for	ADP
afs-5812	317	4	specific	specific	ADJ
afs-5812	317	5	inputs	input	NOUN
afs-5812	317	6	can	can	AUX
afs-5812	317	7	be	be	AUX
afs-5812	317	8	obtained	obtain	VERB
afs-5812	317	9	from	from	ADP
afs-5812	317	10	the	the	DET
afs-5812	317	11	first	first	ADJ
afs-5812	317	12	order	order	NOUN
afs-5812	317	13	coefficients	coefficient	NOUN
afs-5812	317	14	of	of	ADP
afs-5812	317	15	these	these	DET
afs-5812	317	16	inputs	input	NOUN
afs-5812	317	17	when	when	SCONJ
afs-5812	317	18	we	we	PRON
afs-5812	317	19	are	be	AUX
afs-5812	317	20	estimating	estimate	VERB
afs-5812	317	21	cobb	cobb	PROPN
afs-5812	317	22	-	-	PUNCT
afs-5812	317	23	douglas	douglas	PROPN
afs-5812	317	24	type	type	NOUN
afs-5812	317	25	functions	function	NOUN
afs-5812	317	26	.	.	PUNCT
afs-5812	318	1	it	it	PRON
afs-5812	318	2	can	can	AUX
afs-5812	318	3	be	be	AUX
afs-5812	318	4	observed	observe	VERB
afs-5812	318	5	that	that	SCONJ
afs-5812	318	6	the	the	DET
afs-5812	318	7	elasticities	elasticity	NOUN
afs-5812	318	8	are	be	AUX
afs-5812	318	9	the	the	DET
afs-5812	318	10	largest	large	ADJ
afs-5812	318	11	for	for	ADP
afs-5812	318	12	other	other	ADJ
afs-5812	318	13	variable	variable	ADJ
afs-5812	318	14	inputs	input	NOUN
afs-5812	318	15	(	(	PUNCT
afs-5812	318	16	>	>	X
afs-5812	318	17	0.500	0.500	NUM
afs-5812	318	18	)	)	PUNCT
afs-5812	318	19	and	and	CCONJ
afs-5812	318	20	the	the	DET
afs-5812	318	21	smallest	small	ADJ
afs-5812	318	22	for	for	ADP
afs-5812	318	23	fertilizers	fertilizer	NOUN
afs-5812	318	24	(	(	PUNCT
afs-5812	318	25	<	<	X
afs-5812	318	26	0.165	0.165	NUM
afs-5812	318	27	)	)	PUNCT
afs-5812	318	28	.	.	PUNCT
afs-5812	319	1	as	as	SCONJ
afs-5812	319	2	table	table	NOUN
afs-5812	319	3	4b	4b	PROPN
afs-5812	319	4	shows	show	NOUN
afs-5812	319	5	,	,	PUNCT
afs-5812	319	6	the	the	DET
afs-5812	319	7	first	first	ADJ
afs-5812	319	8	order	order	NOUN
afs-5812	319	9	coefficients	coefficient	NOUN
afs-5812	319	10	of	of	ADP
afs-5812	319	11	inputs	input	NOUN
afs-5812	319	12	in	in	ADP
afs-5812	319	13	model	model	NOUN
afs-5812	319	14	6	6	NUM
afs-5812	319	15	and	and	CCONJ
afs-5812	319	16	7	7	NUM
afs-5812	319	17	differ	differ	VERB
afs-5812	319	18	by	by	ADP
afs-5812	319	19	the	the	DET
afs-5812	319	20	harvesting	harvesting	NOUN
afs-5812	319	21	technique	technique	NOUN
afs-5812	319	22	.	.	PUNCT
afs-5812	320	1	the	the	DET
afs-5812	320	2	elasticity	elasticity	NOUN
afs-5812	320	3	of	of	ADP
afs-5812	320	4	output	output	NOUN
afs-5812	320	5	in	in	ADP
afs-5812	320	6	relation	relation	NOUN
afs-5812	320	7	to	to	ADP
afs-5812	320	8	other	other	ADJ
afs-5812	320	9	variable	variable	ADJ
afs-5812	320	10	input	input	NOUN
afs-5812	320	11	(	(	PUNCT
afs-5812	320	12	materials	material	NOUN
afs-5812	320	13	and	and	CCONJ
afs-5812	320	14	labour	labour	NOUN
afs-5812	320	15	)	)	PUNCT
afs-5812	320	16	is	be	AUX
afs-5812	320	17	significantly	significantly	ADV
afs-5812	320	18	higher	high	ADJ
afs-5812	320	19	on	on	ADP
afs-5812	320	20	precision	precision	NOUN
afs-5812	320	21	chopper	chopper	NOUN
afs-5812	320	22	farms	farm	NOUN
afs-5812	320	23	than	than	ADP
afs-5812	320	24	on	on	ADP
afs-5812	320	25	other	other	ADJ
afs-5812	320	26	farms	farm	NOUN
afs-5812	320	27	.	.	PUNCT
afs-5812	321	1	there	there	PRON
afs-5812	321	2	is	be	VERB
afs-5812	321	3	no	no	DET
afs-5812	321	4	significant	significant	ADJ
afs-5812	321	5	difference	difference	NOUN
afs-5812	321	6	between	between	ADP
afs-5812	321	7	harvesting	harvesting	NOUN
afs-5812	321	8	techniques	technique	NOUN
afs-5812	321	9	in	in	ADP
afs-5812	321	10	the	the	DET
afs-5812	321	11	output	output	NOUN
afs-5812	321	12	elasticity	elasticity	NOUN
afs-5812	321	13	of	of	ADP
afs-5812	321	14	fertilisers	fertiliser	NOUN
afs-5812	321	15	.	.	PUNCT
afs-5812	322	1	on	on	ADP
afs-5812	322	2	precision	precision	NOUN
afs-5812	322	3	chopper	chopper	NOUN
afs-5812	322	4	farms	farm	NOUN
afs-5812	322	5	the	the	DET
afs-5812	322	6	elasticity	elasticity	NOUN
afs-5812	322	7	of	of	ADP
afs-5812	322	8	capital	capital	NOUN
afs-5812	322	9	(	(	PUNCT
afs-5812	322	10	machinery	machinery	NOUN
afs-5812	322	11	and	and	CCONJ
afs-5812	322	12	building	building	NOUN
afs-5812	322	13	)	)	PUNCT
afs-5812	322	14	is	be	AUX
afs-5812	322	15	significantly	significantly	ADV
afs-5812	322	16	lower	low	ADJ
afs-5812	322	17	than	than	ADP
afs-5812	322	18	on	on	ADP
afs-5812	322	19	round	round	ADJ
afs-5812	322	20	baler	baler	NOUN
afs-5812	322	21	and	and	CCONJ
afs-5812	322	22	flail	flail	VERB
afs-5812	322	23	chopper	chopper	NOUN
afs-5812	322	24	farms	farm	NOUN
afs-5812	322	25	.	.	PUNCT
afs-5812	323	1	this	this	PRON
afs-5812	323	2	is	be	AUX
afs-5812	323	3	probably	probably	ADV
afs-5812	323	4	related	relate	VERB
afs-5812	323	5	to	to	ADP
afs-5812	323	6	heavy	heavy	ADJ
afs-5812	323	7	investments	investment	NOUN
afs-5812	323	8	necessary	necessary	ADJ
afs-5812	323	9	for	for	ADP
afs-5812	323	10	this	this	DET
afs-5812	323	11	technique	technique	NOUN
afs-5812	323	12	.	.	PUNCT
afs-5812	324	1	elasticity	elasticity	NOUN
afs-5812	324	2	of	of	ADP
afs-5812	324	3	scale	scale	NOUN
afs-5812	324	4	is	be	AUX
afs-5812	324	5	close	close	ADJ
afs-5812	324	6	to	to	ADP
afs-5812	324	7	one	one	NUM
afs-5812	324	8	indicating	indicate	VERB
afs-5812	324	9	that	that	SCONJ
afs-5812	324	10	the	the	DET
afs-5812	324	11	silage	silage	NOUN
afs-5812	324	12	output	output	NOUN
afs-5812	324	13	increases	increase	VERB
afs-5812	324	14	almost	almost	ADV
afs-5812	324	15	by	by	ADP
afs-5812	324	16	the	the	DET
afs-5812	324	17	same	same	ADJ
afs-5812	324	18	proportion	proportion	NOUN
afs-5812	324	19	as	as	ADP
afs-5812	324	20	inputs	input	NOUN
afs-5812	324	21	are	be	AUX
afs-5812	324	22	increased	increase	VERB
afs-5812	324	23	.	.	PUNCT
afs-5812	325	1	elasticity	elasticity	NOUN
afs-5812	325	2	of	of	ADP
afs-5812	325	3	scale	scale	NOUN
afs-5812	325	4	varies	vary	VERB
afs-5812	325	5	between	between	ADP
afs-5812	325	6	0.96	0.96	NUM
afs-5812	325	7	and	and	CCONJ
afs-5812	325	8	0.98	0.98	NUM
afs-5812	325	9	in	in	ADP
afs-5812	325	10	different	different	ADJ
afs-5812	325	11	models	model	NOUN
afs-5812	325	12	.	.	PUNCT
afs-5812	326	1	in	in	ADP
afs-5812	326	2	model	model	NOUN
afs-5812	326	3	7	7	NUM
afs-5812	326	4	,	,	PUNCT
afs-5812	326	5	which	which	PRON
afs-5812	326	6	allows	allow	VERB
afs-5812	326	7	for	for	ADP
afs-5812	326	8	different	different	ADJ
afs-5812	326	9	elasticities	elasticity	NOUN
afs-5812	326	10	in	in	ADP
afs-5812	326	11	the	the	DET
afs-5812	326	12	three	three	NUM
afs-5812	326	13	production	production	NOUN
afs-5812	326	14	techniques	technique	NOUN
afs-5812	326	15	(	(	PUNCT
afs-5812	326	16	as	as	ADP
afs-5812	326	17	model	model	NOUN
afs-5812	326	18	6	6	NUM
afs-5812	326	19	)	)	PUNCT
afs-5812	326	20	,	,	PUNCT
afs-5812	326	21	indicates	indicate	VERB
afs-5812	326	22	that	that	SCONJ
afs-5812	326	23	elasticity	elasticity	NOUN
afs-5812	326	24	of	of	ADP
afs-5812	326	25	scale	scale	NOUN
afs-5812	326	26	is	be	AUX
afs-5812	326	27	the	the	DET
afs-5812	326	28	highest	high	ADJ
afs-5812	326	29	in	in	ADP
afs-5812	326	30	the	the	DET
afs-5812	326	31	group	group	NOUN
afs-5812	326	32	of	of	ADP
afs-5812	326	33	round	round	ADJ
afs-5812	326	34	baler	baler	NOUN
afs-5812	326	35	farms	farm	NOUN
afs-5812	326	36	(	(	PUNCT
afs-5812	326	37	1.003	1.003	NUM
afs-5812	326	38	)	)	PUNCT
afs-5812	326	39	and	and	CCONJ
afs-5812	326	40	the	the	DET
afs-5812	326	41	lowest	low	ADJ
afs-5812	326	42	on	on	ADP
afs-5812	326	43	precision	precision	NOUN
afs-5812	326	44	chopper	chopper	NOUN
afs-5812	326	45	farms	farm	NOUN
afs-5812	326	46	(	(	PUNCT
afs-5812	326	47	0.942	0.942	NUM
afs-5812	326	48	)	)	PUNCT
afs-5812	326	49	.	.	PUNCT
afs-5812	327	1	on	on	ADP
afs-5812	327	2	the	the	DET
afs-5812	327	3	flail	flail	NOUN
afs-5812	327	4	chopping	chop	VERB
afs-5812	327	5	farms	farm	NOUN
afs-5812	327	6	elasticity	elasticity	NOUN
afs-5812	327	7	of	of	ADP
afs-5812	327	8	scale	scale	NOUN
afs-5812	327	9	is	be	AUX
afs-5812	327	10	close	close	ADJ
afs-5812	327	11	to	to	ADP
afs-5812	327	12	one	one	NUM
afs-5812	327	13	(	(	PUNCT
afs-5812	327	14	0.980	0.980	NUM
afs-5812	327	15	)	)	PUNCT
afs-5812	327	16	.	.	PUNCT
afs-5812	328	1	the	the	DET
afs-5812	328	2	pattern	pattern	NOUN
afs-5812	328	3	of	of	ADP
afs-5812	328	4	technical	technical	ADJ
afs-5812	328	5	change	change	NOUN
afs-5812	328	6	over	over	ADP
afs-5812	328	7	the	the	DET
afs-5812	328	8	research	research	NOUN
afs-5812	328	9	period	period	NOUN
afs-5812	328	10	is	be	AUX
afs-5812	328	11	similar	similar	ADJ
afs-5812	328	12	in	in	ADP
afs-5812	328	13	all	all	DET
afs-5812	328	14	estimated	estimate	VERB
afs-5812	328	15	models	model	NOUN
afs-5812	328	16	.	.	PUNCT
afs-5812	329	1	annual	annual	ADJ
afs-5812	329	2	variation	variation	NOUN
afs-5812	329	3	is	be	AUX
afs-5812	329	4	considerable	considerable	ADJ
afs-5812	329	5	and	and	CCONJ
afs-5812	329	6	it	it	PRON
afs-5812	329	7	is	be	AUX
afs-5812	329	8	related	relate	VERB
afs-5812	329	9	to	to	ADP
afs-5812	329	10	weather	weather	NOUN
afs-5812	329	11	conditions	condition	NOUN
afs-5812	329	12	.	.	PUNCT
afs-5812	330	1	table	table	NOUN
afs-5812	330	2	6	6	NUM
afs-5812	330	3	shows	show	VERB
afs-5812	330	4	the	the	DET
afs-5812	330	5	annual	annual	ADJ
afs-5812	330	6	technical	technical	ADJ
afs-5812	330	7	change	change	NOUN
afs-5812	330	8	,	,	PUNCT
afs-5812	330	9	technical	technical	ADJ
afs-5812	330	10	efficiency	efficiency	NOUN
afs-5812	330	11	change	change	NOUN
afs-5812	330	12	and	and	CCONJ
afs-5812	330	13	scale	scale	NOUN
afs-5812	330	14	effect	effect	NOUN
afs-5812	330	15	calculated	calculate	VERB
afs-5812	330	16	on	on	ADP
afs-5812	330	17	the	the	DET
afs-5812	330	18	basis	basis	NOUN
afs-5812	330	19	of	of	ADP
afs-5812	330	20	model	model	NOUN
afs-5812	330	21	7	7	NUM
afs-5812	330	22	.	.	PUNCT
afs-5812	331	1	the	the	DET
afs-5812	331	2	table	table	NOUN
afs-5812	331	3	also	also	ADV
afs-5812	331	4	includes	include	VERB
afs-5812	331	5	the	the	DET
afs-5812	331	6	growth	growth	NOUN
afs-5812	331	7	rates	rate	NOUN
afs-5812	331	8	of	of	ADP
afs-5812	331	9	output	output	NOUN
afs-5812	331	10	and	and	CCONJ
afs-5812	331	11	of	of	ADP
afs-5812	331	12	cost	cost	NOUN
afs-5812	331	13	share	share	NOUN
afs-5812	331	14	weighted	weight	VERB
afs-5812	331	15	aggregate	aggregate	ADJ
afs-5812	331	16	input	input	NOUN
afs-5812	331	17	.	.	PUNCT
afs-5812	332	1	these	these	DET
afs-5812	332	2	growth	growth	NOUN
afs-5812	332	3	rates	rate	NOUN
afs-5812	332	4	are	be	AUX
afs-5812	332	5	also	also	ADV
afs-5812	332	6	used	use	VERB
afs-5812	332	7	to	to	PART
afs-5812	332	8	calculate	calculate	VERB
afs-5812	332	9	the	the	DET
afs-5812	332	10	total	total	ADJ
afs-5812	332	11	factor	factor	NOUN
afs-5812	332	12	productivity	productivity	NOUN
afs-5812	332	13	growth	growth	NOUN
afs-5812	332	14	on	on	ADP
afs-5812	332	15	the	the	DET
afs-5812	332	16	sample	sample	NOUN
afs-5812	332	17	farms	farm	NOUN
afs-5812	332	18	.	.	PUNCT
afs-5812	333	1	the	the	DET
afs-5812	333	2	table	table	NOUN
afs-5812	333	3	table	table	NOUN
afs-5812	333	4	5	5	NUM
afs-5812	333	5	.	.	PUNCT
afs-5812	333	6	hypothesis	hypothesis	NOUN
afs-5812	333	7	tests	test	NOUN
afs-5812	333	8	between	between	ADP
afs-5812	333	9	models	model	NOUN
afs-5812	333	10	.	.	PUNCT
afs-5812	334	1	likelihood	likelihood	NOUN
afs-5812	334	2	ratio	ratio	NOUN
afs-5812	334	3	test	test	NOUN
afs-5812	334	4	degrees	degree	NOUN
afs-5812	334	5	of	of	ADP
afs-5812	334	6	freedom	freedom	NOUN
afs-5812	334	7	critical	critical	ADJ
afs-5812	334	8	value	value	NOUN
afs-5812	334	9	at	at	ADP
afs-5812	334	10	95	95	NUM
afs-5812	334	11	%	%	NOUN
afs-5812	334	12	model	model	NOUN
afs-5812	334	13	1	1	NUM
afs-5812	334	14	vs.	vs.	ADP
afs-5812	334	15	model	model	NOUN
afs-5812	334	16	3	3	NUM
afs-5812	334	17	62.77	62.77	NUM
afs-5812	334	18	6	6	NUM
afs-5812	334	19	12.6	12.6	NUM
afs-5812	334	20	model	model	NOUN
afs-5812	334	21	2	2	NUM
afs-5812	334	22	vs.	vs.	ADP
afs-5812	334	23	model	model	NOUN
afs-5812	334	24	3	3	NUM
afs-5812	334	25	7.58	7.58	NUM
afs-5812	334	26	6	6	NUM
afs-5812	334	27	12.6	12.6	NUM
afs-5812	334	28	model	model	NOUN
afs-5812	334	29	4	4	NUM
afs-5812	334	30	vs.	vs.	ADP
afs-5812	334	31	model	model	NOUN
afs-5812	334	32	3	3	NUM
afs-5812	334	33	5.46	5.46	NUM
afs-5812	334	34	3	3	NUM
afs-5812	334	35	7.81	7.81	NUM
afs-5812	334	36	model	model	NOUN
afs-5812	334	37	5	5	NUM
afs-5812	334	38	vs.	vs.	ADP
afs-5812	334	39	model	model	NOUN
afs-5812	334	40	4	4	NUM
afs-5812	334	41	58.17	58.17	NUM
afs-5812	334	42	3	3	NUM
afs-5812	334	43	7.81	7.81	NUM
afs-5812	334	44	model	model	NOUN
afs-5812	334	45	2	2	NUM
afs-5812	334	46	vs.	vs.	ADP
afs-5812	334	47	model	model	NOUN
afs-5812	334	48	6	6	NUM
afs-5812	334	49	16.56	16.56	NUM
afs-5812	334	50	6	6	NUM
afs-5812	334	51	12.6	12.6	NUM
afs-5812	334	52	model	model	NOUN
afs-5812	334	53	6	6	NUM
afs-5812	334	54	vs.	vs.	ADP
afs-5812	334	55	model	model	NOUN
afs-5812	334	56	7	7	NUM
afs-5812	334	57	2.88	2.88	NUM
afs-5812	334	58	3	3	NUM
afs-5812	334	59	7.81	7.81	NUM
afs-5812	334	60	table	table	NOUN
afs-5812	334	61	6	6	NUM
afs-5812	334	62	.	.	PUNCT
afs-5812	335	1	output	output	NOUN
afs-5812	335	2	growth	growth	NOUN
afs-5812	335	3	,	,	PUNCT
afs-5812	335	4	input	input	NOUN
afs-5812	335	5	growth	growth	NOUN
afs-5812	335	6	and	and	CCONJ
afs-5812	335	7	decomposition	decomposition	NOUN
afs-5812	335	8	of	of	ADP
afs-5812	335	9	total	total	ADJ
afs-5812	335	10	factor	factor	NOUN
afs-5812	335	11	productivity	productivity	NOUN
afs-5812	335	12	growth	growth	NOUN
afs-5812	335	13	(	(	PUNCT
afs-5812	335	14	%	%	NOUN
afs-5812	335	15	)	)	PUNCT
afs-5812	335	16	.	.	PUNCT
afs-5812	336	1	output	output	NOUN
afs-5812	336	2	growth	growth	NOUN
afs-5812	336	3	input	input	NOUN
afs-5812	336	4	growth	growth	NOUN
afs-5812	336	5	total	total	NOUN
afs-5812	336	6	factor	factor	NOUN
afs-5812	336	7	productivity	productivity	NOUN
afs-5812	336	8	technical	technical	PROPN
afs-5812	336	9	change	change	PROPN
afs-5812	336	10	technical	technical	ADJ
afs-5812	336	11	efficiency	efficiency	NOUN
afs-5812	336	12	change	change	NOUN
afs-5812	336	13	scale	scale	NOUN
afs-5812	336	14	effect	effect	NOUN
afs-5812	336	15	unexplained	unexplained	ADJ
afs-5812	336	16	residual	residual	ADJ
afs-5812	336	17	1990–91	1990–91	NUM
afs-5812	336	18	1.44	1.44	NUM
afs-5812	336	19	10.67	10.67	NUM
afs-5812	336	20	–	–	PUNCT
afs-5812	336	21	9.23	9.23	NUM
afs-5812	336	22	–	–	PUNCT
afs-5812	336	23	9.31	9.31	NUM
afs-5812	336	24	–	–	PUNCT
afs-5812	336	25	0.42	0.42	NUM
afs-5812	336	26	2.02	2.02	NUM
afs-5812	336	27	–	–	PUNCT
afs-5812	336	28	1.52	1.52	NUM
afs-5812	336	29	1991–92	1991–92	NUM
afs-5812	336	30	9.56	9.56	NUM
afs-5812	336	31	8.02	8.02	NUM
afs-5812	336	32	1.54	1.54	NUM
afs-5812	336	33	2.59	2.59	NUM
afs-5812	336	34	0.03	0.03	NUM
afs-5812	336	35	–	–	PUNCT
afs-5812	336	36	0.41	0.41	NUM
afs-5812	336	37	–	–	PUNCT
afs-5812	336	38	0.68	0.68	NUM
afs-5812	336	39	1992–93	1992–93	NUM
afs-5812	336	40	6.14	6.14	NUM
afs-5812	336	41	–	–	PUNCT
afs-5812	336	42	3.83	3.83	NUM
afs-5812	336	43	9.97	9.97	NUM
afs-5812	336	44	7.32	7.32	NUM
afs-5812	336	45	–	–	PUNCT
afs-5812	336	46	0.19	0.19	NUM
afs-5812	336	47	0.06	0.06	NUM
afs-5812	336	48	2.78	2.78	NUM
afs-5812	336	49	1993–94	1993–94	NUM
afs-5812	336	50	0.90	0.90	NUM
afs-5812	336	51	5.83	5.83	NUM
afs-5812	336	52	–	–	PUNCT
afs-5812	336	53	4.93	4.93	NUM
afs-5812	336	54	–	–	PUNCT
afs-5812	336	55	6.48	6.48	NUM
afs-5812	336	56	–	–	PUNCT
afs-5812	336	57	0.26	0.26	NUM
afs-5812	336	58	–	–	PUNCT
afs-5812	336	59	0.33	0.33	NUM
afs-5812	336	60	2.14	2.14	NUM
afs-5812	336	61	1994–95	1994–95	NOUN
afs-5812	336	62	9.82	9.82	NUM
afs-5812	336	63	2.96	2.96	NUM
afs-5812	336	64	6.86	6.86	NUM
afs-5812	336	65	8.51	8.51	NUM
afs-5812	336	66	–	–	PUNCT
afs-5812	336	67	1.10	1.10	NUM
afs-5812	336	68	0.00	0.00	NUM
afs-5812	336	69	–	–	PUNCT
afs-5812	336	70	0.56	0.56	NUM
afs-5812	336	71	1995–96	1995–96	NUM
afs-5812	336	72	6.78	6.78	NUM
afs-5812	336	73	–	–	PUNCT
afs-5812	336	74	0.89	0.89	NUM
afs-5812	336	75	7.67	7.67	NUM
afs-5812	336	76	3.77	3.77	NUM
afs-5812	336	77	1.03	1.03	NUM
afs-5812	336	78	0.04	0.04	NUM
afs-5812	336	79	2.83	2.83	NUM
afs-5812	336	80	1996–97	1996–97	NUM
afs-5812	336	81	2.73	2.73	NUM
afs-5812	336	82	0.37	0.37	NUM
afs-5812	336	83	2.36	2.36	NUM
afs-5812	336	84	2.23	2.23	NUM
afs-5812	336	85	–	–	PUNCT
afs-5812	336	86	0.80	0.80	NUM
afs-5812	336	87	0.02	0.02	NUM
afs-5812	336	88	0.91	0.91	NUM
afs-5812	336	89	1997–98	1997–98	NUM
afs-5812	336	90	5.50	5.50	NUM
afs-5812	336	91	8.82	8.82	NUM
afs-5812	336	92	–	–	PUNCT
afs-5812	336	93	3.32	3.32	NUM
afs-5812	336	94	–	–	PUNCT
afs-5812	336	95	2.59	2.59	NUM
afs-5812	336	96	–	–	SYM
afs-5812	336	97	0.20	0.20	NUM
afs-5812	336	98	–	–	PUNCT
afs-5812	336	99	0.59	0.59	NUM
afs-5812	336	100	0.07	0.07	NUM
afs-5812	336	101	1998–99	1998–99	NUM
afs-5812	336	102	4.65	4.65	NUM
afs-5812	336	103	5.89	5.89	NUM
afs-5812	336	104	–	–	PUNCT
afs-5812	336	105	1.24	1.24	NUM
afs-5812	336	106	1.65	1.65	NUM
afs-5812	336	107	–	–	PUNCT
afs-5812	336	108	0.32	0.32	NUM
afs-5812	336	109	–	–	SYM
afs-5812	336	110	0.41	0.41	NUM
afs-5812	336	111	–	–	PUNCT
afs-5812	336	112	2.15	2.15	NUM
afs-5812	336	113	99–2000	99–2000	NUM
afs-5812	336	114	18.40	18.40	NUM
afs-5812	336	115	10.13	10.13	NUM
afs-5812	336	116	8.27	8.27	NUM
afs-5812	336	117	6.65	6.65	NUM
afs-5812	336	118	0.33	0.33	NUM
afs-5812	336	119	–	–	PUNCT
afs-5812	336	120	0.49	0.49	NUM
afs-5812	336	121	1.79	1.79	NUM
afs-5812	336	122	average	average	NOUN
afs-5812	336	123	6.59	6.59	NUM
afs-5812	336	124	4.80	4.80	NUM
afs-5812	336	125	1.79	1.79	NUM
afs-5812	336	126	1.43	1.43	NUM
afs-5812	336	127	–	–	PUNCT
afs-5812	336	128	0.19	0.19	NUM
afs-5812	336	129	–	–	PUNCT
afs-5812	336	130	0.01	0.01	NUM
afs-5812	336	131	0.56	0.56	NUM
afs-5812	336	132	261	261	NUM
afs-5812	336	133	a	a	DET
afs-5812	336	134	g	g	NOUN
afs-5812	337	1	r	r	NOUN
afs-5812	338	1	i	i	NOUN
afs-5812	338	2	c	c	NOUN
afs-5812	338	3	u	u	NOUN
afs-5812	338	4	l	l	NOUN
afs-5812	338	5	t	t	NOUN
afs-5812	338	6	u	u	X
afs-5812	338	7	r	r	NOUN
afs-5812	338	8	a	a	PROPN
afs-5812	338	9	l	l	NOUN
afs-5812	338	10	a	a	DET
afs-5812	338	11	n	n	NOUN
afs-5812	339	1	d	d	NOUN
afs-5812	339	2	f	f	X
afs-5812	340	1	o	o	NOUN
afs-5812	340	2	o	o	X
afs-5812	341	1	d	d	X
afs-5812	341	2	s	s	X
afs-5812	341	3	c	c	NOUN
afs-5812	342	1	i	i	NOUN
afs-5812	342	2	e	e	PROPN
afs-5812	342	3	n	n	PROPN
afs-5812	342	4	c	c	NOUN
afs-5812	342	5	e	e	NOUN
afs-5812	342	6	vol	vol	NOUN
afs-5812	342	7	.	.	PUNCT
afs-5812	343	1	14	14	NUM
afs-5812	343	2	(	(	PUNCT
afs-5812	343	3	2005	2005	NUM
afs-5812	343	4	):	):	PUNCT
afs-5812	343	5	250–263	250–263	NUM
afs-5812	343	6	.	.	PUNCT
afs-5812	343	7	also	also	ADV
afs-5812	343	8	includes	include	VERB
afs-5812	343	9	the	the	DET
afs-5812	343	10	unexplained	unexplained	ADJ
afs-5812	343	11	residual	residual	ADJ
afs-5812	343	12	component	component	NOUN
afs-5812	343	13	.	.	PUNCT
afs-5812	344	1	the	the	DET
afs-5812	344	2	output	output	NOUN
afs-5812	344	3	has	have	AUX
afs-5812	344	4	grown	grow	VERB
afs-5812	344	5	on	on	ADP
afs-5812	344	6	average	average	ADJ
afs-5812	344	7	6.6	6.6	NUM
afs-5812	344	8	percent	percent	NOUN
afs-5812	344	9	per	per	ADP
afs-5812	344	10	year	year	NOUN
afs-5812	344	11	when	when	SCONJ
afs-5812	344	12	the	the	DET
afs-5812	344	13	input	input	NOUN
afs-5812	344	14	growth	growth	NOUN
afs-5812	344	15	has	have	AUX
afs-5812	344	16	been	be	AUX
afs-5812	344	17	4.8	4.8	NUM
afs-5812	344	18	percent	percent	NOUN
afs-5812	344	19	.	.	PUNCT
afs-5812	345	1	thus	thus	ADV
afs-5812	345	2	,	,	PUNCT
afs-5812	345	3	the	the	DET
afs-5812	345	4	annual	annual	ADJ
afs-5812	345	5	tfp	tfp	PROPN
afs-5812	345	6	growth	growth	NOUN
afs-5812	345	7	has	have	AUX
afs-5812	345	8	been	be	AUX
afs-5812	345	9	approximately	approximately	ADV
afs-5812	345	10	1.8	1.8	NUM
afs-5812	345	11	percent	percent	NOUN
afs-5812	345	12	.	.	PUNCT
afs-5812	346	1	the	the	DET
afs-5812	346	2	major	major	ADJ
afs-5812	346	3	factor	factor	NOUN
afs-5812	346	4	contributing	contribute	VERB
afs-5812	346	5	tfp	tfp	PROPN
afs-5812	346	6	growth	growth	NOUN
afs-5812	346	7	is	be	AUX
afs-5812	346	8	technical	technical	ADJ
afs-5812	346	9	change	change	NOUN
afs-5812	346	10	(	(	PUNCT
afs-5812	346	11	1.4	1.4	NUM
afs-5812	346	12	percent	percent	NOUN
afs-5812	346	13	per	per	ADP
afs-5812	346	14	year	year	NOUN
afs-5812	346	15	)	)	PUNCT
afs-5812	346	16	.	.	PUNCT
afs-5812	347	1	technical	technical	ADJ
afs-5812	347	2	efficiency	efficiency	NOUN
afs-5812	347	3	has	have	AUX
afs-5812	347	4	been	be	AUX
afs-5812	347	5	slightly	slightly	ADV
afs-5812	347	6	decreasing	decrease	VERB
afs-5812	347	7	(	(	PUNCT
afs-5812	347	8	–	–	PUNCT
afs-5812	347	9	0.2	0.2	NUM
afs-5812	347	10	percent	percent	NOUN
afs-5812	347	11	per	per	ADP
afs-5812	347	12	year	year	NOUN
afs-5812	347	13	)	)	PUNCT
afs-5812	347	14	but	but	CCONJ
afs-5812	347	15	the	the	DET
afs-5812	347	16	scale	scale	NOUN
afs-5812	347	17	effect	effect	NOUN
afs-5812	347	18	is	be	AUX
afs-5812	347	19	on	on	ADP
afs-5812	347	20	average	average	ADJ
afs-5812	347	21	close	close	ADV
afs-5812	347	22	to	to	ADP
afs-5812	347	23	zero	zero	NUM
afs-5812	347	24	.	.	PUNCT
afs-5812	348	1	one	one	NUM
afs-5812	348	2	third	third	NOUN
afs-5812	348	3	of	of	ADP
afs-5812	348	4	the	the	DET
afs-5812	348	5	tfp	tfp	PROPN
afs-5812	348	6	growth	growth	NOUN
afs-5812	348	7	remains	remain	VERB
afs-5812	348	8	unexplained	unexplained	ADJ
afs-5812	348	9	in	in	ADP
afs-5812	348	10	the	the	DET
afs-5812	348	11	residual	residual	ADJ
afs-5812	348	12	.	.	PUNCT
afs-5812	349	1	annual	annual	ADJ
afs-5812	349	2	variation	variation	NOUN
afs-5812	349	3	in	in	ADP
afs-5812	349	4	the	the	DET
afs-5812	349	5	tfp	tfp	PROPN
afs-5812	349	6	growth	growth	NOUN
afs-5812	349	7	is	be	AUX
afs-5812	349	8	considerable	considerable	ADJ
afs-5812	349	9	.	.	PUNCT
afs-5812	350	1	time	time	NOUN
afs-5812	350	2	dummies	dummy	NOUN
afs-5812	350	3	approximate	approximate	VERB
afs-5812	350	4	these	these	DET
afs-5812	350	5	changes	change	NOUN
afs-5812	350	6	relatively	relatively	ADV
afs-5812	350	7	well	well	ADV
afs-5812	350	8	.	.	PUNCT
afs-5812	351	1	one	one	NUM
afs-5812	351	2	interesting	interesting	ADJ
afs-5812	351	3	point	point	NOUN
afs-5812	351	4	in	in	ADP
afs-5812	351	5	respect	respect	NOUN
afs-5812	351	6	to	to	ADP
afs-5812	351	7	annual	annual	ADJ
afs-5812	351	8	changes	change	NOUN
afs-5812	351	9	is	be	AUX
afs-5812	351	10	the	the	DET
afs-5812	351	11	effect	effect	NOUN
afs-5812	351	12	of	of	ADP
afs-5812	351	13	the	the	DET
afs-5812	351	14	eu	eu	PROPN
afs-5812	351	15	accession	accession	NOUN
afs-5812	351	16	.	.	PUNCT
afs-5812	352	1	we	we	PRON
afs-5812	352	2	can	can	AUX
afs-5812	352	3	observe	observe	VERB
afs-5812	352	4	that	that	SCONJ
afs-5812	352	5	the	the	DET
afs-5812	352	6	input	input	NOUN
afs-5812	352	7	growth	growth	NOUN
afs-5812	352	8	was	be	AUX
afs-5812	352	9	fastest	fast	ADJ
afs-5812	352	10	in	in	ADP
afs-5812	352	11	the	the	DET
afs-5812	352	12	beginning	beginning	NOUN
afs-5812	352	13	and	and	CCONJ
afs-5812	352	14	at	at	ADP
afs-5812	352	15	the	the	DET
afs-5812	352	16	end	end	NOUN
afs-5812	352	17	of	of	ADP
afs-5812	352	18	the	the	DET
afs-5812	352	19	research	research	NOUN
afs-5812	352	20	period	period	NOUN
afs-5812	352	21	.	.	PUNCT
afs-5812	353	1	at	at	ADP
afs-5812	353	2	the	the	DET
afs-5812	353	3	time	time	NOUN
afs-5812	353	4	of	of	ADP
afs-5812	353	5	the	the	DET
afs-5812	353	6	eu	eu	PROPN
afs-5812	353	7	accession	accession	NOUN
afs-5812	353	8	in	in	ADP
afs-5812	353	9	the	the	DET
afs-5812	353	10	middle	middle	NOUN
afs-5812	353	11	of	of	ADP
afs-5812	353	12	the	the	DET
afs-5812	353	13	period	period	NOUN
afs-5812	353	14	it	it	PRON
afs-5812	353	15	was	be	AUX
afs-5812	353	16	at	at	ADP
afs-5812	353	17	its	its	PRON
afs-5812	353	18	lowest	low	ADJ
afs-5812	353	19	.	.	PUNCT
afs-5812	354	1	probably	probably	ADV
afs-5812	354	2	the	the	DET
afs-5812	354	3	uncertainties	uncertainty	NOUN
afs-5812	354	4	related	relate	VERB
afs-5812	354	5	to	to	ADP
afs-5812	354	6	the	the	DET
afs-5812	354	7	rapid	rapid	ADJ
afs-5812	354	8	change	change	NOUN
afs-5812	354	9	in	in	ADP
afs-5812	354	10	agricultural	agricultural	ADJ
afs-5812	354	11	policy	policy	NOUN
afs-5812	354	12	have	have	AUX
afs-5812	354	13	postponed	postpone	VERB
afs-5812	354	14	developing	develop	VERB
afs-5812	354	15	actions	action	NOUN
afs-5812	354	16	.	.	PUNCT
afs-5812	355	1	in	in	ADP
afs-5812	355	2	the	the	DET
afs-5812	355	3	tfp	tfp	PROPN
afs-5812	355	4	growth	growth	NOUN
afs-5812	355	5	such	such	DET
afs-5812	355	6	a	a	DET
afs-5812	355	7	clear	clear	ADJ
afs-5812	355	8	pattern	pattern	NOUN
afs-5812	355	9	can	can	AUX
afs-5812	355	10	not	not	PART
afs-5812	355	11	be	be	AUX
afs-5812	355	12	observed	observe	VERB
afs-5812	355	13	since	since	SCONJ
afs-5812	355	14	annual	annual	ADJ
afs-5812	355	15	weather	weather	NOUN
afs-5812	355	16	conditions	condition	NOUN
afs-5812	355	17	have	have	VERB
afs-5812	355	18	a	a	DET
afs-5812	355	19	major	major	ADJ
afs-5812	355	20	impact	impact	NOUN
afs-5812	355	21	on	on	ADP
afs-5812	355	22	output	output	NOUN
afs-5812	355	23	.	.	PUNCT
afs-5812	356	1	the	the	DET
afs-5812	356	2	way	way	NOUN
afs-5812	356	3	background	background	NOUN
afs-5812	356	4	and	and	CCONJ
afs-5812	356	5	production	production	NOUN
afs-5812	356	6	environment	environment	NOUN
afs-5812	356	7	related	relate	VERB
afs-5812	356	8	factors	factor	NOUN
afs-5812	356	9	are	be	AUX
afs-5812	356	10	incorporated	incorporate	VERB
afs-5812	356	11	in	in	ADP
afs-5812	356	12	the	the	DET
afs-5812	356	13	model	model	NOUN
afs-5812	356	14	has	have	VERB
afs-5812	356	15	an	an	DET
afs-5812	356	16	effect	effect	NOUN
afs-5812	356	17	on	on	ADP
afs-5812	356	18	the	the	DET
afs-5812	356	19	level	level	NOUN
afs-5812	356	20	of	of	ADP
afs-5812	356	21	technical	technical	ADJ
afs-5812	356	22	efficiency	efficiency	NOUN
afs-5812	356	23	.	.	PUNCT
afs-5812	357	1	coelli	coelli	PROPN
afs-5812	357	2	et	et	PROPN
afs-5812	357	3	al	al	PROPN
afs-5812	357	4	.	.	PROPN
afs-5812	358	1	(	(	PUNCT
afs-5812	358	2	1999	1999	NUM
afs-5812	358	3	)	)	PUNCT
afs-5812	358	4	call	call	VERB
afs-5812	358	5	these	these	DET
afs-5812	358	6	different	different	ADJ
afs-5812	358	7	efficiency	efficiency	NOUN
afs-5812	358	8	scores	score	NOUN
afs-5812	358	9	as	as	ADP
afs-5812	358	10	net	net	ADJ
afs-5812	358	11	efficiencies	efficiency	NOUN
afs-5812	358	12	(	(	PUNCT
afs-5812	358	13	when	when	SCONJ
afs-5812	358	14	every	every	DET
afs-5812	358	15	farm	farm	NOUN
afs-5812	358	16	is	be	AUX
afs-5812	358	17	evaluated	evaluate	VERB
afs-5812	358	18	against	against	ADP
afs-5812	358	19	its	its	PRON
afs-5812	358	20	‘	'	PUNCT
afs-5812	358	21	own	own	ADJ
afs-5812	358	22	’	'	PUNCT
afs-5812	358	23	frontier	frontier	NOUN
afs-5812	358	24	taking	taking	NOUN
afs-5812	358	25	background	background	NOUN
afs-5812	358	26	and	and	CCONJ
afs-5812	358	27	production	production	NOUN
afs-5812	358	28	environment	environment	NOUN
afs-5812	358	29	related	relate	VERB
afs-5812	358	30	factors	factor	NOUN
afs-5812	358	31	into	into	ADP
afs-5812	358	32	account	account	NOUN
afs-5812	358	33	)	)	PUNCT
afs-5812	358	34	and	and	CCONJ
afs-5812	358	35	as	as	ADP
afs-5812	358	36	gross	gross	ADJ
afs-5812	358	37	efficiencies	efficiency	NOUN
afs-5812	358	38	(	(	PUNCT
afs-5812	358	39	when	when	SCONJ
afs-5812	358	40	the	the	DET
afs-5812	358	41	farms	farm	NOUN
afs-5812	358	42	are	be	AUX
afs-5812	358	43	evaluated	evaluate	VERB
afs-5812	358	44	against	against	ADP
afs-5812	358	45	a	a	DET
afs-5812	358	46	‘	'	PUNCT
afs-5812	358	47	common	common	ADJ
afs-5812	358	48	’	'	PUNCT
afs-5812	358	49	frontier	frontier	NOUN
afs-5812	358	50	and	and	CCONJ
afs-5812	359	1	the	the	DET
afs-5812	359	2	above	above	ADJ
afs-5812	359	3	mentioned	mention	VERB
afs-5812	359	4	factors	factor	NOUN
afs-5812	359	5	are	be	AUX
afs-5812	359	6	not	not	PART
afs-5812	359	7	included	include	VERB
afs-5812	359	8	in	in	ADP
afs-5812	359	9	the	the	DET
afs-5812	359	10	model	model	NOUN
afs-5812	359	11	)	)	PUNCT
afs-5812	359	12	.	.	PUNCT
afs-5812	360	1	the	the	DET
afs-5812	360	2	average	average	ADJ
afs-5812	360	3	net	net	ADJ
afs-5812	360	4	efficiency	efficiency	NOUN
afs-5812	360	5	obtained	obtain	VERB
afs-5812	360	6	in	in	ADP
afs-5812	360	7	model	model	NOUN
afs-5812	360	8	4	4	NUM
afs-5812	360	9	is	be	AUX
afs-5812	360	10	0.900	0.900	NUM
afs-5812	360	11	when	when	SCONJ
afs-5812	360	12	the	the	DET
afs-5812	360	13	respective	respective	ADJ
afs-5812	360	14	average	average	ADJ
afs-5812	360	15	gross	gross	ADJ
afs-5812	360	16	efficiency	efficiency	NOUN
afs-5812	360	17	in	in	ADP
afs-5812	360	18	model	model	NOUN
afs-5812	360	19	5	5	NUM
afs-5812	360	20	is	be	AUX
afs-5812	360	21	0.744	0.744	NUM
afs-5812	360	22	.	.	PUNCT
afs-5812	361	1	the	the	DET
afs-5812	361	2	difference	difference	NOUN
afs-5812	361	3	is	be	AUX
afs-5812	361	4	considerable	considerable	ADJ
afs-5812	361	5	but	but	CCONJ
afs-5812	361	6	can	can	AUX
afs-5812	361	7	be	be	AUX
afs-5812	361	8	explained	explain	VERB
afs-5812	361	9	by	by	ADP
afs-5812	361	10	the	the	DET
afs-5812	361	11	different	different	ADJ
afs-5812	361	12	procedure	procedure	NOUN
afs-5812	361	13	in	in	ADP
afs-5812	361	14	taking	take	VERB
afs-5812	361	15	the	the	DET
afs-5812	361	16	background	background	NOUN
afs-5812	361	17	and	and	CCONJ
afs-5812	361	18	production	production	NOUN
afs-5812	361	19	environment	environment	NOUN
afs-5812	361	20	related	relate	VERB
afs-5812	361	21	factors	factor	NOUN
afs-5812	361	22	into	into	ADP
afs-5812	361	23	account	account	NOUN
afs-5812	361	24	.	.	PUNCT
afs-5812	362	1	between	between	ADP
afs-5812	362	2	models	model	NOUN
afs-5812	362	3	4	4	NUM
afs-5812	362	4	and	and	CCONJ
afs-5812	362	5	5	5	NUM
afs-5812	362	6	in	in	ADP
afs-5812	362	7	table	table	NOUN
afs-5812	362	8	4b	4b	PROPN
afs-5812	362	9	,	,	PUNCT
afs-5812	362	10	the	the	DET
afs-5812	362	11	rank	rank	NOUN
afs-5812	362	12	correlation	correlation	NOUN
afs-5812	362	13	of	of	ADP
afs-5812	362	14	technical	technical	ADJ
afs-5812	362	15	efficiencies	efficiency	NOUN
afs-5812	362	16	is	be	AUX
afs-5812	362	17	statistically	statistically	ADV
afs-5812	362	18	significant	significant	ADJ
afs-5812	362	19	(	(	PUNCT
afs-5812	362	20	0.49	0.49	NUM
afs-5812	362	21	)	)	PUNCT
afs-5812	362	22	.	.	PUNCT
afs-5812	363	1	thus	thus	ADV
afs-5812	363	2	,	,	PUNCT
afs-5812	363	3	the	the	DET
afs-5812	363	4	ranking	ranking	NOUN
afs-5812	363	5	is	be	AUX
afs-5812	363	6	not	not	PART
afs-5812	363	7	independent	independent	ADJ
afs-5812	363	8	on	on	ADP
afs-5812	363	9	the	the	DET
afs-5812	363	10	specification	specification	NOUN
afs-5812	363	11	of	of	ADP
afs-5812	363	12	the	the	DET
afs-5812	363	13	model	model	NOUN
afs-5812	363	14	although	although	SCONJ
afs-5812	363	15	the	the	DET
afs-5812	363	16	correlation	correlation	NOUN
afs-5812	363	17	between	between	ADP
afs-5812	363	18	different	different	ADJ
afs-5812	363	19	model	model	NOUN
afs-5812	363	20	specifications	specification	NOUN
afs-5812	363	21	is	be	AUX
afs-5812	363	22	high	high	ADJ
afs-5812	363	23	.	.	PUNCT
afs-5812	364	1	the	the	DET
afs-5812	364	2	rank	rank	NOUN
afs-5812	364	3	correlation	correlation	NOUN
afs-5812	364	4	of	of	ADP
afs-5812	364	5	models	model	NOUN
afs-5812	364	6	2	2	NUM
afs-5812	364	7	and	and	CCONJ
afs-5812	364	8	4	4	NUM
afs-5812	364	9	,	,	PUNCT
afs-5812	364	10	respectively	respectively	ADV
afs-5812	364	11	,	,	PUNCT
afs-5812	364	12	in	in	ADP
afs-5812	364	13	different	different	ADJ
afs-5812	364	14	model	model	NOUN
afs-5812	364	15	specifications	specification	NOUN
afs-5812	364	16	is	be	AUX
afs-5812	364	17	very	very	ADV
afs-5812	364	18	high	high	ADJ
afs-5812	364	19	,	,	PUNCT
afs-5812	364	20	0.95	0.95	NUM
afs-5812	364	21	.	.	PUNCT
afs-5812	365	1	according	accord	VERB
afs-5812	365	2	to	to	ADP
afs-5812	365	3	the	the	DET
afs-5812	365	4	non	non	ADJ
afs-5812	365	5	-	-	ADJ
afs-5812	365	6	parametric	parametric	ADJ
afs-5812	365	7	pairwise	pairwise	NOUN
afs-5812	365	8	wilcoxon	wilcoxon	VERB
afs-5812	365	9	score	score	NOUN
afs-5812	365	10	test	test	NOUN
afs-5812	365	11	,	,	PUNCT
afs-5812	365	12	the	the	DET
afs-5812	365	13	average	average	ADJ
afs-5812	365	14	technical	technical	ADJ
afs-5812	365	15	efficiencies	efficiency	NOUN
afs-5812	365	16	differ	differ	VERB
afs-5812	365	17	significantly	significantly	ADV
afs-5812	365	18	by	by	ADP
afs-5812	365	19	production	production	NOUN
afs-5812	365	20	techniques	technique	NOUN
afs-5812	365	21	at	at	ADP
afs-5812	365	22	the	the	DET
afs-5812	365	23	probability	probability	NOUN
afs-5812	365	24	of	of	ADP
afs-5812	365	25	99.9	99.9	NUM
afs-5812	365	26	%	%	NOUN
afs-5812	365	27	.	.	PUNCT
afs-5812	366	1	in	in	ADP
afs-5812	366	2	model	model	NOUN
afs-5812	366	3	5	5	NUM
afs-5812	366	4	when	when	SCONJ
afs-5812	366	5	the	the	DET
afs-5812	366	6	heterogeneity	heterogeneity	NOUN
afs-5812	366	7	related	relate	VERB
afs-5812	366	8	to	to	ADP
afs-5812	366	9	production	production	NOUN
afs-5812	366	10	techniques	technique	NOUN
afs-5812	366	11	is	be	AUX
afs-5812	366	12	not	not	PART
afs-5812	366	13	controlled	control	VERB
afs-5812	366	14	in	in	ADP
afs-5812	366	15	the	the	DET
afs-5812	366	16	frontier	frontier	NOUN
afs-5812	366	17	production	production	NOUN
afs-5812	366	18	function	function	NOUN
afs-5812	366	19	,	,	PUNCT
afs-5812	366	20	the	the	DET
afs-5812	366	21	average	average	ADJ
afs-5812	366	22	‘	'	PUNCT
afs-5812	366	23	gross	gross	ADJ
afs-5812	366	24	’	'	PUNCT
afs-5812	366	25	technical	technical	ADJ
afs-5812	366	26	efficiency	efficiency	NOUN
afs-5812	366	27	is	be	AUX
afs-5812	366	28	highest	high	ADJ
afs-5812	366	29	on	on	ADP
afs-5812	366	30	precision	precision	NOUN
afs-5812	366	31	chopper	chopper	NOUN
afs-5812	366	32	farms	farm	NOUN
afs-5812	366	33	(	(	PUNCT
afs-5812	366	34	0.824	0.824	NUM
afs-5812	366	35	)	)	PUNCT
afs-5812	366	36	and	and	CCONJ
afs-5812	366	37	lowest	low	ADJ
afs-5812	366	38	on	on	ADP
afs-5812	366	39	round	round	ADJ
afs-5812	366	40	baler	baler	NOUN
afs-5812	366	41	farms	farm	NOUN
afs-5812	366	42	(	(	PUNCT
afs-5812	366	43	0.639	0.639	NUM
afs-5812	366	44	)	)	PUNCT
afs-5812	366	45	.	.	PUNCT
afs-5812	367	1	the	the	DET
afs-5812	367	2	average	average	ADJ
afs-5812	367	3	technical	technical	ADJ
afs-5812	367	4	efficiency	efficiency	NOUN
afs-5812	367	5	of	of	ADP
afs-5812	367	6	flail	flail	NOUN
afs-5812	367	7	chopper	chopper	NOUN
afs-5812	367	8	farms	farm	NOUN
afs-5812	367	9	(	(	PUNCT
afs-5812	367	10	0.719	0.719	NUM
afs-5812	367	11	)	)	PUNCT
afs-5812	367	12	lies	lie	VERB
afs-5812	367	13	between	between	ADP
afs-5812	367	14	these	these	DET
afs-5812	367	15	two	two	NUM
afs-5812	367	16	.	.	PUNCT
afs-5812	368	1	thus	thus	ADV
afs-5812	368	2	,	,	PUNCT
afs-5812	368	3	the	the	DET
afs-5812	368	4	efficiency	efficiency	NOUN
afs-5812	368	5	differences	difference	NOUN
afs-5812	368	6	are	be	AUX
afs-5812	368	7	considerable	considerable	ADJ
afs-5812	368	8	when	when	SCONJ
afs-5812	368	9	the	the	DET
afs-5812	368	10	farms	farm	NOUN
afs-5812	368	11	are	be	AUX
afs-5812	368	12	compared	compare	VERB
afs-5812	368	13	to	to	ADP
afs-5812	368	14	the	the	DET
afs-5812	368	15	common	common	ADJ
afs-5812	368	16	production	production	NOUN
afs-5812	368	17	frontier	frontier	NOUN
afs-5812	368	18	.	.	PUNCT
afs-5812	369	1	instead	instead	ADV
afs-5812	369	2	in	in	ADP
afs-5812	369	3	the	the	DET
afs-5812	369	4	case	case	NOUN
afs-5812	369	5	of	of	ADP
afs-5812	369	6	production	production	NOUN
afs-5812	369	7	technique	technique	NOUN
afs-5812	369	8	specific	specific	ADJ
afs-5812	369	9	frontiers	frontier	NOUN
afs-5812	369	10	of	of	ADP
afs-5812	369	11	model	model	NOUN
afs-5812	369	12	7	7	NUM
afs-5812	369	13	the	the	DET
afs-5812	369	14	‘	'	PUNCT
afs-5812	369	15	net	net	ADJ
afs-5812	369	16	’	'	PUNCT
afs-5812	369	17	technical	technical	ADJ
afs-5812	369	18	efficiencies	efficiency	NOUN
afs-5812	369	19	were	be	AUX
afs-5812	369	20	the	the	DET
afs-5812	369	21	highest	high	ADJ
afs-5812	369	22	on	on	ADP
afs-5812	369	23	flail	flail	NOUN
afs-5812	369	24	chopper	chopper	NOUN
afs-5812	369	25	farms	farm	NOUN
afs-5812	369	26	(	(	PUNCT
afs-5812	369	27	0.911	0.911	NUM
afs-5812	369	28	)	)	PUNCT
afs-5812	369	29	,	,	PUNCT
afs-5812	369	30	the	the	DET
afs-5812	369	31	second	second	ADJ
afs-5812	369	32	highest	high	ADJ
afs-5812	369	33	on	on	ADP
afs-5812	369	34	precision	precision	NOUN
afs-5812	369	35	chopper	chopper	NOUN
afs-5812	369	36	farms	farm	NOUN
afs-5812	369	37	(	(	PUNCT
afs-5812	369	38	0.892	0.892	NUM
afs-5812	369	39	)	)	PUNCT
afs-5812	369	40	and	and	CCONJ
afs-5812	369	41	the	the	DET
afs-5812	369	42	lowest	low	ADJ
afs-5812	369	43	on	on	ADP
afs-5812	369	44	round	round	ADJ
afs-5812	369	45	baler	baler	NOUN
afs-5812	369	46	farms	farm	NOUN
afs-5812	369	47	(	(	PUNCT
afs-5812	369	48	0.859	0.859	NUM
afs-5812	369	49	)	)	PUNCT
afs-5812	369	50	.	.	PUNCT
afs-5812	370	1	this	this	PRON
afs-5812	370	2	indicates	indicate	VERB
afs-5812	370	3	that	that	SCONJ
afs-5812	370	4	the	the	DET
afs-5812	370	5	technique	technique	NOUN
afs-5812	370	6	may	may	AUX
afs-5812	370	7	be	be	AUX
afs-5812	370	8	less	less	ADV
afs-5812	370	9	efficiently	efficiently	ADV
afs-5812	370	10	used	use	VERB
afs-5812	370	11	compared	compare	VERB
afs-5812	370	12	to	to	ADP
afs-5812	370	13	its	its	PRON
afs-5812	370	14	‘	'	PUNCT
afs-5812	370	15	own	own	ADJ
afs-5812	370	16	’	'	PUNCT
afs-5812	370	17	frontier	frontier	NOUN
afs-5812	370	18	,	,	PUNCT
afs-5812	370	19	although	although	SCONJ
afs-5812	370	20	compared	compare	VERB
afs-5812	370	21	to	to	ADP
afs-5812	370	22	the	the	DET
afs-5812	370	23	common	common	ADJ
afs-5812	370	24	frontier	frontier	NOUN
afs-5812	370	25	it	it	PRON
afs-5812	370	26	is	be	AUX
afs-5812	370	27	on	on	ADP
afs-5812	370	28	average	average	ADJ
afs-5812	370	29	more	more	ADV
afs-5812	370	30	efficient	efficient	ADJ
afs-5812	370	31	than	than	ADP
afs-5812	370	32	other	other	ADJ
afs-5812	370	33	techniques	technique	NOUN
afs-5812	370	34	.	.	PUNCT
afs-5812	371	1	discussion	discussion	NOUN
afs-5812	371	2	and	and	CCONJ
afs-5812	371	3	conclusions	conclusion	NOUN
afs-5812	371	4	this	this	DET
afs-5812	371	5	paper	paper	NOUN
afs-5812	371	6	dealt	deal	VERB
afs-5812	371	7	with	with	ADP
afs-5812	371	8	the	the	DET
afs-5812	371	9	determination	determination	NOUN
afs-5812	371	10	of	of	ADP
afs-5812	371	11	technical	technical	ADJ
afs-5812	371	12	change	change	NOUN
afs-5812	371	13	,	,	PUNCT
afs-5812	371	14	technical	technical	ADJ
afs-5812	371	15	efficiency	efficiency	NOUN
afs-5812	371	16	change	change	NOUN
afs-5812	371	17	and	and	CCONJ
afs-5812	371	18	scale	scale	NOUN
afs-5812	371	19	effect	effect	NOUN
afs-5812	371	20	in	in	ADP
afs-5812	371	21	grass	grass	NOUN
afs-5812	371	22	silage	silage	NOUN
afs-5812	371	23	production	production	NOUN
afs-5812	371	24	of	of	ADP
afs-5812	371	25	138	138	NUM
afs-5812	371	26	panel	panel	NOUN
afs-5812	371	27	farms	farm	NOUN
afs-5812	371	28	for	for	ADP
afs-5812	371	29	1990–2000	1990–2000	NUM
afs-5812	371	30	.	.	PUNCT
afs-5812	372	1	additionally	additionally	ADV
afs-5812	372	2	,	,	PUNCT
afs-5812	372	3	the	the	DET
afs-5812	372	4	role	role	NOUN
afs-5812	372	5	of	of	ADP
afs-5812	372	6	harvesting	harvesting	NOUN
afs-5812	372	7	technique	technique	NOUN
afs-5812	372	8	in	in	ADP
afs-5812	372	9	technical	technical	ADJ
afs-5812	372	10	change	change	NOUN
afs-5812	372	11	was	be	AUX
afs-5812	372	12	analysed	analyse	VERB
afs-5812	372	13	.	.	PUNCT
afs-5812	373	1	an	an	DET
afs-5812	373	2	artificial	artificial	ADJ
afs-5812	373	3	nested	nested	ADJ
afs-5812	373	4	test	test	NOUN
afs-5812	373	5	was	be	AUX
afs-5812	373	6	introduced	introduce	VERB
afs-5812	373	7	when	when	SCONJ
afs-5812	373	8	the	the	DET
afs-5812	373	9	most	most	ADV
afs-5812	373	10	appropriate	appropriate	ADJ
afs-5812	373	11	model	model	NOUN
afs-5812	373	12	specification	specification	NOUN
afs-5812	373	13	was	be	AUX
afs-5812	373	14	searched	search	VERB
afs-5812	373	15	for	for	ADP
afs-5812	373	16	.	.	PUNCT
afs-5812	374	1	the	the	DET
afs-5812	374	2	analysis	analysis	NOUN
afs-5812	374	3	was	be	AUX
afs-5812	374	4	based	base	VERB
afs-5812	374	5	on	on	ADP
afs-5812	374	6	the	the	DET
afs-5812	374	7	stochastic	stochastic	ADJ
afs-5812	374	8	frontier	frontier	NOUN
afs-5812	374	9	analysis	analysis	NOUN
afs-5812	374	10	(	(	PUNCT
afs-5812	374	11	battese	battese	ADJ
afs-5812	374	12	and	and	CCONJ
afs-5812	374	13	coelli	coelli	PROPN
afs-5812	374	14	1988	1988	NUM
afs-5812	374	15	,	,	PUNCT
afs-5812	374	16	1992	1992	NUM
afs-5812	374	17	,	,	PUNCT
afs-5812	374	18	coelli	coelli	NOUN
afs-5812	374	19	1996	1996	NUM
afs-5812	374	20	)	)	PUNCT
afs-5812	374	21	.	.	PUNCT
afs-5812	375	1	according	accord	VERB
afs-5812	375	2	to	to	ADP
afs-5812	375	3	the	the	DET
afs-5812	375	4	specified	specify	VERB
afs-5812	375	5	models	model	NOUN
afs-5812	375	6	,	,	PUNCT
afs-5812	375	7	technical	technical	ADJ
afs-5812	375	8	progress	progress	NOUN
afs-5812	375	9	was	be	AUX
afs-5812	375	10	approximately	approximately	ADV
afs-5812	375	11	1.4	1.4	NUM
afs-5812	375	12	percent	percent	NOUN
afs-5812	375	13	per	per	ADP
afs-5812	375	14	year	year	NOUN
afs-5812	375	15	.	.	PUNCT
afs-5812	376	1	there	there	PRON
afs-5812	376	2	seems	seem	VERB
afs-5812	376	3	not	not	PART
afs-5812	376	4	to	to	PART
afs-5812	376	5	be	be	AUX
afs-5812	376	6	an	an	DET
afs-5812	376	7	obvious	obvious	ADJ
afs-5812	376	8	pattern	pattern	NOUN
afs-5812	376	9	in	in	ADP
afs-5812	376	10	technical	technical	ADJ
afs-5812	376	11	change	change	NOUN
afs-5812	376	12	but	but	CCONJ
afs-5812	376	13	the	the	DET
afs-5812	376	14	annual	annual	ADJ
afs-5812	376	15	variation	variation	NOUN
afs-5812	376	16	is	be	AUX
afs-5812	376	17	large	large	ADJ
afs-5812	376	18	.	.	PUNCT
afs-5812	377	1	estimated	estimate	VERB
afs-5812	377	2	models	model	NOUN
afs-5812	377	3	show	show	VERB
afs-5812	377	4	a	a	DET
afs-5812	377	5	slight	slight	ADJ
afs-5812	377	6	tendency	tendency	NOUN
afs-5812	377	7	of	of	ADP
afs-5812	377	8	falling	fall	VERB
afs-5812	377	9	technical	technical	ADJ
afs-5812	377	10	efficiency	efficiency	NOUN
afs-5812	377	11	but	but	CCONJ
afs-5812	377	12	it	it	PRON
afs-5812	377	13	is	be	AUX
afs-5812	377	14	less	less	ADJ
afs-5812	377	15	than	than	ADP
afs-5812	377	16	0.2	0.2	NUM
afs-5812	377	17	percent	percent	NOUN
afs-5812	377	18	per	per	ADP
afs-5812	377	19	year	year	NOUN
afs-5812	377	20	.	.	PUNCT
afs-5812	378	1	the	the	DET
afs-5812	378	2	silage	silage	NOUN
afs-5812	378	3	area	area	NOUN
afs-5812	378	4	increased	increase	VERB
afs-5812	378	5	steadily	steadily	ADV
afs-5812	378	6	during	during	ADP
afs-5812	378	7	the	the	DET
afs-5812	378	8	research	research	NOUN
afs-5812	378	9	period	period	NOUN
afs-5812	378	10	resulting	result	VERB
afs-5812	378	11	in	in	ADP
afs-5812	378	12	a	a	DET
afs-5812	378	13	total	total	ADJ
afs-5812	378	14	output	output	NOUN
afs-5812	378	15	growth	growth	NOUN
afs-5812	378	16	to	to	PART
afs-5812	378	17	exceed	exceed	VERB
afs-5812	378	18	6	6	NUM
afs-5812	378	19	percent	percent	NOUN
afs-5812	378	20	per	per	ADP
afs-5812	378	21	year	year	NOUN
afs-5812	378	22	.	.	PUNCT
afs-5812	379	1	although	although	SCONJ
afs-5812	379	2	the	the	DET
afs-5812	379	3	262	262	NUM
afs-5812	379	4	a	a	DET
afs-5812	379	5	g	g	NOUN
afs-5812	379	6	r	r	NOUN
afs-5812	379	7	i	i	NOUN
afs-5812	379	8	c	c	NOUN
afs-5812	379	9	u	u	NOUN
afs-5812	379	10	l	l	NOUN
afs-5812	379	11	t	t	NOUN
afs-5812	379	12	u	u	X
afs-5812	379	13	r	r	NOUN
afs-5812	379	14	a	a	PROPN
afs-5812	379	15	l	l	NOUN
afs-5812	379	16	a	a	DET
afs-5812	379	17	n	n	NOUN
afs-5812	379	18	d	d	NOUN
afs-5812	379	19	f	f	X
afs-5812	380	1	o	o	NOUN
afs-5812	380	2	o	o	X
afs-5812	381	1	d	d	X
afs-5812	381	2	s	s	X
afs-5812	381	3	c	c	NOUN
afs-5812	382	1	i	i	NOUN
afs-5812	382	2	e	e	PROPN
afs-5812	382	3	n	n	PROPN
afs-5812	382	4	c	c	NOUN
afs-5812	382	5	e	e	X
afs-5812	382	6	sipiläinen	sipiläinen	NOUN
afs-5812	382	7	,	,	PUNCT
afs-5812	382	8	t.	t.	PROPN
afs-5812	382	9	&	&	CCONJ
afs-5812	382	10	ryhänen	ryhänen	PROPN
afs-5812	382	11	,	,	PUNCT
afs-5812	382	12	m.	m.	NOUN
afs-5812	382	13	technical	technical	ADJ
afs-5812	382	14	change	change	NOUN
afs-5812	382	15	in	in	ADP
afs-5812	382	16	finnish	finnish	ADJ
afs-5812	382	17	grass	grass	NOUN
afs-5812	382	18	silage	silage	NOUN
afs-5812	382	19	production	production	NOUN
afs-5812	382	20	input	input	NOUN
afs-5812	382	21	use	use	NOUN
afs-5812	382	22	per	per	ADP
afs-5812	382	23	hectare	hectare	NOUN
afs-5812	382	24	dropped	drop	VERB
afs-5812	382	25	,	,	PUNCT
afs-5812	382	26	the	the	DET
afs-5812	382	27	input	input	NOUN
afs-5812	382	28	growth	growth	NOUN
afs-5812	382	29	at	at	ADP
afs-5812	382	30	the	the	DET
afs-5812	382	31	farm	farm	NOUN
afs-5812	382	32	level	level	NOUN
afs-5812	382	33	was	be	AUX
afs-5812	382	34	the	the	DET
afs-5812	382	35	most	most	ADV
afs-5812	382	36	important	important	ADJ
afs-5812	382	37	factor	factor	NOUN
afs-5812	382	38	explaining	explain	VERB
afs-5812	382	39	the	the	DET
afs-5812	382	40	output	output	NOUN
afs-5812	382	41	growth	growth	NOUN
afs-5812	382	42	.	.	PUNCT
afs-5812	383	1	this	this	DET
afs-5812	383	2	result	result	NOUN
afs-5812	383	3	is	be	AUX
afs-5812	383	4	in	in	ADP
afs-5812	383	5	accordance	accordance	NOUN
afs-5812	383	6	to	to	ADP
afs-5812	383	7	e.g.	e.g.	ADV
afs-5812	383	8	ahmad	ahmad	PROPN
afs-5812	383	9	and	and	CCONJ
afs-5812	383	10	bravo	bravo	PROPN
afs-5812	383	11	-	-	PUNCT
afs-5812	383	12	ureta	ureta	NOUN
afs-5812	383	13	(	(	PUNCT
afs-5812	383	14	1995	1995	NUM
afs-5812	383	15	)	)	PUNCT
afs-5812	383	16	.	.	PUNCT
afs-5812	384	1	the	the	DET
afs-5812	384	2	encouraging	encouraging	ADJ
afs-5812	384	3	results	result	NOUN
afs-5812	384	4	of	of	ADP
afs-5812	384	5	silage	silage	NOUN
afs-5812	384	6	production	production	NOUN
afs-5812	384	7	are	be	AUX
afs-5812	384	8	partially	partially	ADV
afs-5812	384	9	related	relate	VERB
afs-5812	384	10	to	to	ADP
afs-5812	384	11	the	the	DET
afs-5812	384	12	typical	typical	ADJ
afs-5812	384	13	phenomenon	phenomenon	NOUN
afs-5812	384	14	where	where	SCONJ
afs-5812	384	15	the	the	DET
afs-5812	384	16	productivity	productivity	NOUN
afs-5812	384	17	of	of	ADP
afs-5812	384	18	a	a	DET
afs-5812	384	19	developing	develop	VERB
afs-5812	384	20	branch	branch	NOUN
afs-5812	384	21	of	of	ADP
afs-5812	384	22	production	production	NOUN
afs-5812	384	23	increases	increase	VERB
afs-5812	384	24	more	more	ADV
afs-5812	384	25	rapidly	rapidly	ADV
afs-5812	384	26	than	than	ADP
afs-5812	384	27	the	the	DET
afs-5812	384	28	productivity	productivity	NOUN
afs-5812	384	29	of	of	ADP
afs-5812	384	30	declining	decline	VERB
afs-5812	384	31	or	or	CCONJ
afs-5812	384	32	stagnant	stagnant	ADJ
afs-5812	384	33	branches	branch	NOUN
afs-5812	384	34	.	.	PUNCT
afs-5812	385	1	the	the	DET
afs-5812	385	2	productivity	productivity	NOUN
afs-5812	385	3	development	development	NOUN
afs-5812	385	4	of	of	ADP
afs-5812	385	5	crop	crop	NOUN
afs-5812	385	6	and	and	CCONJ
afs-5812	385	7	forage	forage	NOUN
afs-5812	385	8	production	production	NOUN
afs-5812	385	9	is	be	AUX
afs-5812	385	10	probably	probably	ADV
afs-5812	385	11	not	not	PART
afs-5812	385	12	as	as	ADV
afs-5812	385	13	positive	positive	ADJ
afs-5812	385	14	at	at	ADP
afs-5812	385	15	the	the	DET
afs-5812	385	16	whole	whole	ADJ
afs-5812	385	17	farm	farm	NOUN
afs-5812	385	18	level	level	NOUN
afs-5812	385	19	(	(	PUNCT
afs-5812	385	20	sipiläinen	sipiläinen	NOUN
afs-5812	385	21	and	and	CCONJ
afs-5812	385	22	ryhänen	ryhänen	NOUN
afs-5812	385	23	2002	2002	NUM
afs-5812	385	24	,	,	PUNCT
afs-5812	385	25	sipiläinen	sipiläinen	NOUN
afs-5812	385	26	2003	2003	NUM
afs-5812	385	27	)	)	PUNCT
afs-5812	385	28	.	.	PUNCT
afs-5812	386	1	there	there	PRON
afs-5812	386	2	is	be	VERB
afs-5812	386	3	a	a	DET
afs-5812	386	4	link	link	NOUN
afs-5812	386	5	between	between	ADP
afs-5812	386	6	the	the	DET
afs-5812	386	7	shape	shape	NOUN
afs-5812	386	8	of	of	ADP
afs-5812	386	9	production	production	NOUN
afs-5812	386	10	frontier	frontier	NOUN
afs-5812	386	11	and	and	CCONJ
afs-5812	386	12	harvesting	harvesting	NOUN
afs-5812	386	13	technique	technique	NOUN
afs-5812	386	14	,	,	PUNCT
afs-5812	386	15	location	location	NOUN
afs-5812	386	16	of	of	ADP
afs-5812	386	17	the	the	DET
afs-5812	386	18	farm	farm	NOUN
afs-5812	386	19	and	and	CCONJ
afs-5812	386	20	the	the	DET
afs-5812	386	21	share	share	NOUN
afs-5812	386	22	of	of	ADP
afs-5812	386	23	arable	arable	ADJ
afs-5812	386	24	land	land	NOUN
afs-5812	386	25	area	area	NOUN
afs-5812	386	26	under	under	ADP
afs-5812	386	27	grass	grass	NOUN
afs-5812	386	28	.	.	PUNCT
afs-5812	387	1	the	the	DET
afs-5812	387	2	differences	difference	NOUN
afs-5812	387	3	of	of	ADP
afs-5812	387	4	production	production	NOUN
afs-5812	387	5	frontiers	frontier	NOUN
afs-5812	387	6	between	between	ADP
afs-5812	387	7	harvesting	harvesting	NOUN
afs-5812	387	8	techniques	technique	NOUN
afs-5812	387	9	should	should	AUX
afs-5812	387	10	probably	probably	ADV
afs-5812	387	11	be	be	AUX
afs-5812	387	12	interpreted	interpret	VERB
afs-5812	387	13	as	as	ADP
afs-5812	387	14	an	an	DET
afs-5812	387	15	indicator	indicator	NOUN
afs-5812	387	16	of	of	ADP
afs-5812	387	17	various	various	ADJ
afs-5812	387	18	production	production	NOUN
afs-5812	387	19	conditions	condition	NOUN
afs-5812	387	20	and	and	CCONJ
afs-5812	387	21	farmers	farmer	NOUN
afs-5812	387	22	’	’	PART
afs-5812	387	23	objectives	objective	NOUN
afs-5812	387	24	than	than	ADP
afs-5812	387	25	a	a	DET
afs-5812	387	26	primary	primary	ADJ
afs-5812	387	27	source	source	NOUN
afs-5812	387	28	of	of	ADP
afs-5812	387	29	efficiency	efficiency	NOUN
afs-5812	387	30	or	or	CCONJ
afs-5812	387	31	inefficiency	inefficiency	NOUN
afs-5812	387	32	.	.	PUNCT
afs-5812	388	1	it	it	PRON
afs-5812	388	2	has	have	VERB
afs-5812	388	3	to	to	PART
afs-5812	388	4	be	be	AUX
afs-5812	388	5	kept	keep	VERB
afs-5812	388	6	in	in	ADP
afs-5812	388	7	mind	mind	NOUN
afs-5812	388	8	what	what	PRON
afs-5812	388	9	is	be	AUX
afs-5812	388	10	the	the	DET
afs-5812	388	11	purpose	purpose	NOUN
afs-5812	388	12	of	of	ADP
afs-5812	388	13	comparison	comparison	NOUN
afs-5812	388	14	:	:	PUNCT
afs-5812	388	15	whether	whether	SCONJ
afs-5812	388	16	it	it	PRON
afs-5812	388	17	is	be	AUX
afs-5812	388	18	reasonable	reasonable	ADJ
afs-5812	388	19	to	to	PART
afs-5812	388	20	compare	compare	VERB
afs-5812	388	21	all	all	DET
afs-5812	388	22	units	unit	NOUN
afs-5812	388	23	to	to	ADP
afs-5812	388	24	the	the	DET
afs-5812	388	25	best	good	ADJ
afs-5812	388	26	practise	practise	NOUN
afs-5812	388	27	frontier	frontier	NOUN
afs-5812	388	28	or	or	CCONJ
afs-5812	388	29	should	should	AUX
afs-5812	388	30	one	one	NUM
afs-5812	388	31	take	take	VERB
afs-5812	388	32	into	into	ADP
afs-5812	388	33	account	account	NOUN
afs-5812	388	34	background	background	NOUN
afs-5812	388	35	or	or	CCONJ
afs-5812	388	36	production	production	NOUN
afs-5812	388	37	environment	environment	NOUN
afs-5812	388	38	related	relate	VERB
afs-5812	388	39	differences	difference	NOUN
afs-5812	388	40	–	–	PUNCT
afs-5812	388	41	especially	especially	ADV
afs-5812	388	42	those	those	PRON
afs-5812	388	43	,	,	PUNCT
afs-5812	388	44	which	which	PRON
afs-5812	388	45	the	the	DET
afs-5812	388	46	decisionmaker	decisionmaker	NOUN
afs-5812	388	47	can	can	AUX
afs-5812	388	48	not	not	PART
afs-5812	388	49	affect	affect	VERB
afs-5812	388	50	.	.	PUNCT
afs-5812	389	1	for	for	ADP
afs-5812	389	2	example	example	NOUN
afs-5812	389	3	our	our	PRON
afs-5812	389	4	analysis	analysis	NOUN
afs-5812	389	5	shows	show	VERB
afs-5812	389	6	that	that	SCONJ
afs-5812	389	7	in	in	ADP
afs-5812	389	8	general	general	ADJ
afs-5812	389	9	precision	precision	NOUN
afs-5812	389	10	chopping	chop	VERB
afs-5812	389	11	is	be	AUX
afs-5812	389	12	the	the	DET
afs-5812	389	13	most	most	ADV
afs-5812	389	14	technically	technically	ADV
afs-5812	389	15	efficient	efficient	ADJ
afs-5812	389	16	harvesting	harvesting	NOUN
afs-5812	389	17	technique	technique	NOUN
afs-5812	389	18	,	,	PUNCT
afs-5812	389	19	but	but	CCONJ
afs-5812	389	20	if	if	SCONJ
afs-5812	389	21	we	we	PRON
afs-5812	389	22	take	take	VERB
afs-5812	389	23	into	into	ADP
afs-5812	389	24	account	account	NOUN
afs-5812	389	25	the	the	DET
afs-5812	389	26	heterogeneity	heterogeneity	NOUN
afs-5812	389	27	of	of	ADP
afs-5812	389	28	production	production	NOUN
afs-5812	389	29	frontiers	frontier	NOUN
afs-5812	389	30	,	,	PUNCT
afs-5812	389	31	precision	precision	NOUN
afs-5812	389	32	chopper	chopper	NOUN
afs-5812	389	33	farms	farm	NOUN
afs-5812	389	34	become	become	VERB
afs-5812	389	35	actually	actually	ADV
afs-5812	389	36	less	less	ADV
afs-5812	389	37	efficient	efficient	ADJ
afs-5812	389	38	relative	relative	ADJ
afs-5812	389	39	to	to	ADP
afs-5812	389	40	their	their	PRON
afs-5812	389	41	own	own	ADJ
afs-5812	389	42	frontier	frontier	NOUN
afs-5812	389	43	than	than	SCONJ
afs-5812	389	44	flail	flail	VERB
afs-5812	389	45	chopper	chopper	NOUN
afs-5812	389	46	farms	farm	NOUN
afs-5812	389	47	.	.	PUNCT
afs-5812	390	1	round	round	ADJ
afs-5812	390	2	baler	baler	NOUN
afs-5812	390	3	farms	farm	NOUN
afs-5812	390	4	are	be	AUX
afs-5812	390	5	less	less	ADV
afs-5812	390	6	technically	technically	ADV
afs-5812	390	7	efficient	efficient	ADJ
afs-5812	390	8	than	than	SCONJ
afs-5812	390	9	flail	flail	VERB
afs-5812	390	10	chopper	chopper	NOUN
afs-5812	390	11	farms	farm	NOUN
afs-5812	390	12	independently	independently	ADV
afs-5812	390	13	of	of	ADP
afs-5812	390	14	the	the	DET
afs-5812	390	15	model	model	NOUN
afs-5812	390	16	specification	specification	NOUN
afs-5812	390	17	.	.	PUNCT
afs-5812	391	1	we	we	PRON
afs-5812	391	2	should	should	AUX
afs-5812	391	3	,	,	PUNCT
afs-5812	391	4	however	however	ADV
afs-5812	391	5	,	,	PUNCT
afs-5812	391	6	take	take	VERB
afs-5812	391	7	into	into	ADP
afs-5812	391	8	account	account	NOUN
afs-5812	391	9	that	that	PRON
afs-5812	391	10	flail	flail	VERB
afs-5812	391	11	chopper	chopper	NOUN
afs-5812	391	12	farms	farm	NOUN
afs-5812	391	13	have	have	AUX
afs-5812	391	14	often	often	ADV
afs-5812	391	15	avoided	avoid	VERB
afs-5812	391	16	long	long	ADJ
afs-5812	391	17	term	term	NOUN
afs-5812	391	18	investments	investment	NOUN
afs-5812	391	19	in	in	ADP
afs-5812	391	20	their	their	PRON
afs-5812	391	21	harvesting	harvesting	NOUN
afs-5812	391	22	technique	technique	NOUN
afs-5812	391	23	.	.	PUNCT
afs-5812	392	1	it	it	PRON
afs-5812	392	2	is	be	AUX
afs-5812	392	3	also	also	ADV
afs-5812	392	4	evident	evident	ADJ
afs-5812	392	5	that	that	SCONJ
afs-5812	392	6	harvesting	harvesting	NOUN
afs-5812	392	7	with	with	ADP
afs-5812	392	8	the	the	DET
afs-5812	392	9	flail	flail	NOUN
afs-5812	392	10	chopper	chopper	NOUN
afs-5812	392	11	chain	chain	NOUN
afs-5812	392	12	produces	produce	VERB
afs-5812	392	13	the	the	DET
afs-5812	392	14	highest	high	ADJ
afs-5812	392	15	field	field	NOUN
afs-5812	392	16	yields	yield	NOUN
afs-5812	392	17	since	since	SCONJ
afs-5812	392	18	in	in	ADP
afs-5812	392	19	this	this	DET
afs-5812	392	20	technique	technique	NOUN
afs-5812	392	21	the	the	DET
afs-5812	392	22	losses	loss	NOUN
afs-5812	392	23	are	be	AUX
afs-5812	392	24	the	the	DET
afs-5812	392	25	smallest	small	ADJ
afs-5812	392	26	at	at	ADP
afs-5812	392	27	the	the	DET
afs-5812	392	28	time	time	NOUN
afs-5812	392	29	of	of	ADP
afs-5812	392	30	harvesting	harvesting	NOUN
afs-5812	392	31	.	.	PUNCT
afs-5812	393	1	however	however	ADV
afs-5812	393	2	,	,	PUNCT
afs-5812	393	3	the	the	DET
afs-5812	393	4	losses	loss	NOUN
afs-5812	393	5	are	be	AUX
afs-5812	393	6	bigger	big	ADJ
afs-5812	393	7	in	in	ADP
afs-5812	393	8	the	the	DET
afs-5812	393	9	storage	storage	NOUN
afs-5812	393	10	and	and	CCONJ
afs-5812	393	11	in	in	ADP
afs-5812	393	12	feeding	feeding	NOUN
afs-5812	393	13	but	but	CCONJ
afs-5812	393	14	this	this	PRON
afs-5812	393	15	can	can	AUX
afs-5812	393	16	not	not	PART
afs-5812	393	17	be	be	AUX
afs-5812	393	18	taken	take	VERB
afs-5812	393	19	into	into	ADP
afs-5812	393	20	account	account	NOUN
afs-5812	393	21	in	in	ADP
afs-5812	393	22	the	the	DET
afs-5812	393	23	analysis	analysis	NOUN
afs-5812	393	24	when	when	SCONJ
afs-5812	393	25	no	no	DET
afs-5812	393	26	records	record	NOUN
afs-5812	393	27	are	be	AUX
afs-5812	393	28	available	available	ADJ
afs-5812	393	29	.	.	PUNCT
afs-5812	394	1	in	in	ADP
afs-5812	394	2	the	the	DET
afs-5812	394	3	data	datum	NOUN
afs-5812	394	4	set	set	VERB
afs-5812	394	5	there	there	PRON
afs-5812	394	6	was	be	VERB
afs-5812	394	7	a	a	DET
afs-5812	394	8	tendency	tendency	NOUN
afs-5812	394	9	to	to	PART
afs-5812	394	10	replace	replace	VERB
afs-5812	394	11	flail	flail	NOUN
afs-5812	394	12	chopping	chop	VERB
afs-5812	394	13	with	with	ADP
afs-5812	394	14	precision	precision	NOUN
afs-5812	394	15	chopping	chopping	NOUN
afs-5812	394	16	or	or	CCONJ
afs-5812	394	17	round	round	NOUN
afs-5812	394	18	baling	baling	NOUN
afs-5812	394	19	.	.	PUNCT
afs-5812	395	1	there	there	PRON
afs-5812	395	2	were	be	VERB
afs-5812	395	3	also	also	ADV
afs-5812	395	4	relatively	relatively	ADV
afs-5812	395	5	few	few	ADJ
afs-5812	395	6	observations	observation	NOUN
afs-5812	395	7	on	on	ADP
afs-5812	395	8	round	round	ADJ
afs-5812	395	9	baling	baling	NOUN
afs-5812	395	10	,	,	PUNCT
afs-5812	395	11	and	and	CCONJ
afs-5812	395	12	these	these	DET
afs-5812	395	13	observations	observation	NOUN
afs-5812	395	14	were	be	AUX
afs-5812	395	15	concentrated	concentrate	VERB
afs-5812	395	16	at	at	ADP
afs-5812	395	17	the	the	DET
afs-5812	395	18	end	end	NOUN
afs-5812	395	19	of	of	ADP
afs-5812	395	20	the	the	DET
afs-5812	395	21	research	research	NOUN
afs-5812	395	22	period	period	NOUN
afs-5812	395	23	.	.	PUNCT
afs-5812	396	1	more	more	ADJ
afs-5812	396	2	information	information	NOUN
afs-5812	396	3	is	be	AUX
afs-5812	396	4	needed	need	VERB
afs-5812	396	5	for	for	ADP
afs-5812	396	6	firm	firm	ADJ
afs-5812	396	7	conclusions	conclusion	NOUN
afs-5812	396	8	about	about	ADP
afs-5812	396	9	the	the	DET
afs-5812	396	10	relative	relative	ADJ
afs-5812	396	11	performance	performance	NOUN
afs-5812	396	12	of	of	ADP
afs-5812	396	13	different	different	ADJ
afs-5812	396	14	harvesting	harvesting	NOUN
afs-5812	396	15	techniques	technique	NOUN
afs-5812	396	16	.	.	PUNCT
afs-5812	397	1	more	more	ADV
afs-5812	397	2	sophisticated	sophisticated	ADJ
afs-5812	397	3	analysis	analysis	NOUN
afs-5812	397	4	also	also	ADV
afs-5812	397	5	sets	set	VERB
afs-5812	397	6	high	high	ADJ
afs-5812	397	7	requirements	requirement	NOUN
afs-5812	397	8	for	for	ADP
afs-5812	397	9	the	the	DET
afs-5812	397	10	data	datum	NOUN
afs-5812	397	11	,	,	PUNCT
afs-5812	397	12	especially	especially	ADV
afs-5812	397	13	if	if	SCONJ
afs-5812	397	14	we	we	PRON
afs-5812	397	15	should	should	AUX
afs-5812	397	16	like	like	VERB
afs-5812	397	17	to	to	PART
afs-5812	397	18	control	control	VERB
afs-5812	397	19	different	different	ADJ
afs-5812	397	20	circumstances	circumstance	NOUN
afs-5812	397	21	more	more	ADV
afs-5812	397	22	comprehensively	comprehensively	ADV
afs-5812	397	23	.	.	PUNCT
afs-5812	398	1	although	although	SCONJ
afs-5812	398	2	the	the	DET
afs-5812	398	3	choice	choice	NOUN
afs-5812	398	4	of	of	ADP
afs-5812	398	5	harvesting	harvesting	NOUN
afs-5812	398	6	technique	technique	NOUN
afs-5812	398	7	may	may	AUX
afs-5812	398	8	be	be	AUX
afs-5812	398	9	a	a	DET
afs-5812	398	10	valuable	valuable	ADJ
afs-5812	398	11	indicator	indicator	NOUN
afs-5812	398	12	of	of	ADP
afs-5812	398	13	the	the	DET
afs-5812	398	14	production	production	NOUN
afs-5812	398	15	conditions	condition	NOUN
afs-5812	398	16	on	on	ADP
afs-5812	398	17	the	the	DET
afs-5812	398	18	farm	farm	NOUN
afs-5812	398	19	,	,	PUNCT
afs-5812	398	20	it	it	PRON
afs-5812	398	21	is	be	AUX
afs-5812	398	22	only	only	ADV
afs-5812	398	23	one	one	NUM
afs-5812	398	24	part	part	NOUN
afs-5812	398	25	of	of	ADP
afs-5812	398	26	the	the	DET
afs-5812	398	27	production	production	NOUN
afs-5812	398	28	chain	chain	NOUN
afs-5812	398	29	which	which	PRON
afs-5812	398	30	has	have	VERB
afs-5812	398	31	to	to	PART
afs-5812	398	32	be	be	AUX
afs-5812	398	33	considered	consider	VERB
afs-5812	398	34	when	when	SCONJ
afs-5812	398	35	roughage	roughage	NOUN
afs-5812	398	36	production	production	NOUN
afs-5812	398	37	is	be	AUX
afs-5812	398	38	organised	organise	VERB
afs-5812	398	39	.	.	PUNCT
afs-5812	399	1	acknowledgements	acknowledgement	NOUN
afs-5812	399	2	.	.	PUNCT
afs-5812	400	1	we	we	PRON
afs-5812	400	2	thank	thank	VERB
afs-5812	400	3	proagria	proagria	PROPN
afs-5812	400	4	association	association	PROPN
afs-5812	400	5	of	of	ADP
afs-5812	400	6	rural	rural	ADJ
afs-5812	400	7	advisory	advisory	ADJ
afs-5812	400	8	centres	centre	NOUN
afs-5812	400	9	for	for	ADP
afs-5812	400	10	providing	provide	VERB
afs-5812	400	11	us	we	PRON
afs-5812	400	12	the	the	DET
afs-5812	400	13	data	datum	NOUN
afs-5812	400	14	and	and	CCONJ
afs-5812	400	15	ministry	ministry	PROPN
afs-5812	400	16	of	of	ADP
afs-5812	400	17	agriculture	agriculture	PROPN
afs-5812	400	18	and	and	CCONJ
afs-5812	400	19	forestry	forestry	NOUN
afs-5812	400	20	developing	develop	VERB
afs-5812	400	21	fond	fond	ADJ
afs-5812	400	22	makera	makera	NOUN
afs-5812	400	23	for	for	ADP
afs-5812	400	24	financial	financial	ADJ
afs-5812	400	25	support	support	NOUN
afs-5812	400	26	.	.	PUNCT
afs-5812	401	1	references	reference	NOUN
afs-5812	401	2	ahmad	ahmad	PROPN
afs-5812	401	3	,	,	PUNCT
afs-5812	401	4	m.	m.	PROPN
afs-5812	401	5	&	&	CCONJ
afs-5812	401	6	bravo	bravo	PROPN
afs-5812	401	7	-	-	PUNCT
afs-5812	401	8	ureta	ureta	PROPN
afs-5812	401	9	,	,	PUNCT
afs-5812	401	10	b.e	b.e	PROPN
afs-5812	401	11	.	.	PROPN
afs-5812	401	12	1995	1995	NUM
afs-5812	401	13	.	.	PUNCT
afs-5812	402	1	an	an	DET
afs-5812	402	2	econometric	econometric	ADJ
afs-5812	402	3	decomposition	decomposition	NOUN
afs-5812	402	4	of	of	ADP
afs-5812	402	5	dairy	dairy	NOUN
afs-5812	402	6	output	output	NOUN
afs-5812	402	7	growth	growth	NOUN
afs-5812	402	8	.	.	PUNCT
afs-5812	403	1	american	american	ADJ
afs-5812	403	2	journal	journal	PROPN
afs-5812	403	3	of	of	ADP
afs-5812	403	4	agricultural	agricultural	ADJ
afs-5812	403	5	economics	economic	NOUN
afs-5812	403	6	1995(november	1995(november	NUM
afs-5812	403	7	):	):	PUNCT
afs-5812	403	8	314–921	314–921	NUM
afs-5812	403	9	.	.	PUNCT
afs-5812	403	10	aigner	aigner	PROPN
afs-5812	403	11	,	,	PUNCT
afs-5812	403	12	d.j	d.j	PROPN
afs-5812	403	13	.	.	PROPN
afs-5812	403	14	,	,	PUNCT
afs-5812	403	15	lovell	lovell	PROPN
afs-5812	403	16	,	,	PUNCT
afs-5812	403	17	c.a.k	c.a.k	PROPN
afs-5812	403	18	.	.	PROPN
afs-5812	403	19	&	&	CCONJ
afs-5812	403	20	schmidt	schmidt	PROPN
afs-5812	403	21	,	,	PUNCT
afs-5812	403	22	p.	p.	NOUN
afs-5812	403	23	1977	1977	NUM
afs-5812	403	24	.	.	PUNCT
afs-5812	404	1	formulation	formulation	NOUN
afs-5812	404	2	and	and	CCONJ
afs-5812	404	3	estimation	estimation	NOUN
afs-5812	404	4	of	of	ADP
afs-5812	404	5	stochastic	stochastic	ADJ
afs-5812	404	6	frontier	frontier	NOUN
afs-5812	404	7	production	production	NOUN
afs-5812	404	8	function	function	NOUN
afs-5812	404	9	models	model	NOUN
afs-5812	404	10	.	.	PUNCT
afs-5812	405	1	journal	journal	NOUN
afs-5812	405	2	of	of	ADP
afs-5812	405	3	econometrics	econometrics	NOUN
afs-5812	405	4	6	6	NUM
afs-5812	405	5	:	:	SYM
afs-5812	405	6	21–37	21–37	NUM
afs-5812	405	7	.	.	PUNCT
afs-5812	406	1	baltagi	baltagi	PROPN
afs-5812	406	2	,	,	PUNCT
afs-5812	406	3	b.h	b.h	PROPN
afs-5812	406	4	.	.	PROPN
afs-5812	406	5	&	&	CCONJ
afs-5812	406	6	griffin	griffin	PROPN
afs-5812	406	7	,	,	PUNCT
afs-5812	406	8	j.m	j.m	PROPN
afs-5812	406	9	.	.	PROPN
afs-5812	406	10	1988	1988	NUM
afs-5812	406	11	.	.	PUNCT
afs-5812	407	1	a	a	DET
afs-5812	407	2	general	general	ADJ
afs-5812	407	3	index	index	NOUN
afs-5812	407	4	of	of	ADP
afs-5812	407	5	technical	technical	ADJ
afs-5812	407	6	change	change	NOUN
afs-5812	407	7	.	.	PUNCT
afs-5812	408	1	journal	journal	NOUN
afs-5812	408	2	of	of	ADP
afs-5812	408	3	policital	policital	ADJ
afs-5812	408	4	economy	economy	NOUN
afs-5812	408	5	96	96	NUM
afs-5812	408	6	:	:	PUNCT
afs-5812	408	7	20–41	20–41	NUM
afs-5812	408	8	.	.	PUNCT
afs-5812	409	1	battese	battese	PROPN
afs-5812	409	2	,	,	PUNCT
afs-5812	409	3	g.e	g.e	PROPN
afs-5812	409	4	.	.	PROPN
afs-5812	409	5	&	&	CCONJ
afs-5812	409	6	coelli	coelli	PROPN
afs-5812	409	7	,	,	PUNCT
afs-5812	409	8	t.j	t.j	PROPN
afs-5812	409	9	.	.	PROPN
afs-5812	409	10	1988	1988	NUM
afs-5812	409	11	.	.	PUNCT
afs-5812	410	1	prediction	prediction	NOUN
afs-5812	410	2	of	of	ADP
afs-5812	410	3	firm	firm	ADJ
afs-5812	410	4	-	-	PUNCT
afs-5812	410	5	level	level	NOUN
afs-5812	410	6	technical	technical	ADJ
afs-5812	410	7	efficiencies	efficiency	NOUN
afs-5812	410	8	with	with	ADP
afs-5812	410	9	a	a	DET
afs-5812	410	10	generalized	generalized	ADJ
afs-5812	410	11	frontier	frontier	NOUN
afs-5812	410	12	production	production	NOUN
afs-5812	410	13	function	function	NOUN
afs-5812	410	14	and	and	CCONJ
afs-5812	410	15	panel	panel	NOUN
afs-5812	410	16	data	datum	NOUN
afs-5812	410	17	.	.	PUNCT
afs-5812	411	1	journal	journal	PROPN
afs-5812	411	2	of	of	ADP
afs-5812	411	3	econometrics	econometric	NOUN
afs-5812	411	4	38	38	NUM
afs-5812	411	5	:	:	PUNCT
afs-5812	412	1	387–389	387–389	NUM
afs-5812	412	2	.	.	PUNCT
afs-5812	412	3	battese	battese	PROPN
afs-5812	412	4	,	,	PUNCT
afs-5812	412	5	g.e	g.e	PROPN
afs-5812	412	6	.	.	PROPN
afs-5812	412	7	&	&	CCONJ
afs-5812	412	8	coelli	coelli	PROPN
afs-5812	412	9	,	,	PUNCT
afs-5812	412	10	t.j	t.j	PROPN
afs-5812	412	11	.	.	PROPN
afs-5812	412	12	1992	1992	NUM
afs-5812	412	13	.	.	PUNCT
afs-5812	413	1	frontier	frontier	NOUN
afs-5812	413	2	production	production	NOUN
afs-5812	413	3	functions	function	NOUN
afs-5812	413	4	,	,	PUNCT
afs-5812	413	5	technical	technical	ADJ
afs-5812	413	6	efficiency	efficiency	NOUN
afs-5812	413	7	and	and	CCONJ
afs-5812	413	8	panel	panel	NOUN
afs-5812	413	9	data	datum	NOUN
afs-5812	413	10	:	:	PUNCT
afs-5812	413	11	with	with	ADP
afs-5812	413	12	applications	application	NOUN
afs-5812	413	13	to	to	ADP
afs-5812	413	14	paddy	paddy	NOUN
afs-5812	413	15	farmers	farmer	NOUN
afs-5812	413	16	in	in	ADP
afs-5812	413	17	india	india	PROPN
afs-5812	413	18	.	.	PUNCT
afs-5812	414	1	journal	journal	PROPN
afs-5812	414	2	of	of	ADP
afs-5812	414	3	productivity	productivity	NOUN
afs-5812	414	4	analysis	analysis	NOUN
afs-5812	414	5	3	3	NUM
afs-5812	414	6	:	:	SYM
afs-5812	414	7	153–169	153–169	NUM
afs-5812	414	8	.	.	PUNCT
afs-5812	415	1	battese	battese	PROPN
afs-5812	415	2	,	,	PUNCT
afs-5812	415	3	g.e	g.e	PROPN
afs-5812	415	4	.	.	PROPN
afs-5812	415	5	&	&	CCONJ
afs-5812	415	6	coelli	coelli	PROPN
afs-5812	415	7	,	,	PUNCT
afs-5812	415	8	t.j	t.j	PROPN
afs-5812	415	9	.	.	PROPN
afs-5812	415	10	1995	1995	NUM
afs-5812	415	11	.	.	PUNCT
afs-5812	416	1	a	a	DET
afs-5812	416	2	model	model	NOUN
afs-5812	416	3	for	for	ADP
afs-5812	416	4	technical	technical	ADJ
afs-5812	416	5	inefficiency	inefficiency	NOUN
afs-5812	416	6	effects	effect	NOUN
afs-5812	416	7	in	in	ADP
afs-5812	416	8	a	a	DET
afs-5812	416	9	stochastic	stochastic	ADJ
afs-5812	416	10	frontier	frontier	NOUN
afs-5812	416	11	production	production	NOUN
afs-5812	416	12	function	function	NOUN
afs-5812	416	13	for	for	ADP
afs-5812	416	14	panel	panel	NOUN
afs-5812	416	15	data	datum	NOUN
afs-5812	416	16	.	.	PUNCT
afs-5812	417	1	empirical	empirical	ADJ
afs-5812	417	2	economics	economic	NOUN
afs-5812	417	3	20	20	NUM
afs-5812	417	4	:	:	PUNCT
afs-5812	417	5	325–332	325–332	NUM
afs-5812	417	6	.	.	PUNCT
afs-5812	418	1	bravo	bravo	PROPN
afs-5812	418	2	-	-	PUNCT
afs-5812	418	3	ureta	ureta	PROPN
afs-5812	418	4	,	,	PUNCT
afs-5812	418	5	b.e	b.e	PROPN
afs-5812	418	6	.	.	PROPN
afs-5812	418	7	&	&	CCONJ
afs-5812	418	8	rieger	rieger	PROPN
afs-5812	418	9	,	,	PUNCT
afs-5812	418	10	l.	l.	PROPN
afs-5812	418	11	1991	1991	NUM
afs-5812	418	12	.	.	PUNCT
afs-5812	419	1	dairy	dairy	NOUN
afs-5812	419	2	farm	farm	NOUN
afs-5812	419	3	efficiency	efficiency	NOUN
afs-5812	419	4	measurement	measurement	NOUN
afs-5812	419	5	using	use	VERB
afs-5812	419	6	stochastic	stochastic	ADJ
afs-5812	419	7	frontiers	frontier	NOUN
afs-5812	419	8	and	and	CCONJ
afs-5812	419	9	neoclassical	neoclassical	ADJ
afs-5812	419	10	duality	duality	NOUN
afs-5812	419	11	.	.	PUNCT
afs-5812	420	1	american	american	ADJ
afs-5812	420	2	journal	journal	PROPN
afs-5812	420	3	of	of	ADP
afs-5812	420	4	agricultural	agricultural	ADJ
afs-5812	420	5	economics	economic	NOUN
afs-5812	420	6	1991(may	1991(may	NUM
afs-5812	420	7	):	):	PUNCT
afs-5812	420	8	421–428	421–428	NUM
afs-5812	420	9	.	.	PUNCT
afs-5812	421	1	coelli	coelli	PROPN
afs-5812	421	2	,	,	PUNCT
afs-5812	421	3	t.j	t.j	PROPN
afs-5812	421	4	.	.	PROPN
afs-5812	421	5	1996	1996	NUM
afs-5812	421	6	.	.	PUNCT
afs-5812	422	1	a	a	DET
afs-5812	422	2	guide	guide	NOUN
afs-5812	422	3	to	to	PART
afs-5812	422	4	frontier	frontier	NOUN
afs-5812	422	5	4.1	4.1	NUM
afs-5812	422	6	:	:	PUNCT
afs-5812	422	7	a	a	DET
afs-5812	422	8	computer	computer	NOUN
afs-5812	422	9	program	program	NOUN
afs-5812	422	10	for	for	ADP
afs-5812	422	11	stochastic	stochastic	ADJ
afs-5812	422	12	frontier	frontier	NOUN
afs-5812	422	13	and	and	CCONJ
afs-5812	422	14	cost	cost	NOUN
afs-5812	422	15	function	function	NOUN
afs-5812	422	16	estimation	estimation	NOUN
afs-5812	422	17	.	.	PUNCT
afs-5812	423	1	centre	centre	NOUN
afs-5812	423	2	for	for	ADP
afs-5812	423	3	efficiency	efficiency	NOUN
afs-5812	423	4	and	and	CCONJ
afs-5812	423	5	productivity	productivity	NOUN
afs-5812	423	6	analysis	analysis	NOUN
afs-5812	423	7	.	.	PUNCT
afs-5812	424	1	working	work	VERB
afs-5812	424	2	paper	paper	PROPN
afs-5812	424	3	96/07	96/07	NUM
afs-5812	424	4	.	.	PUNCT
afs-5812	425	1	33	33	NUM
afs-5812	425	2	p.	p.	NOUN
afs-5812	425	3	coelli	coelli	PROPN
afs-5812	425	4	,	,	PUNCT
afs-5812	425	5	t.j	t.j	PROPN
afs-5812	425	6	.	.	PROPN
afs-5812	425	7	,	,	PUNCT
afs-5812	425	8	perelman	perelman	PROPN
afs-5812	425	9	,	,	PUNCT
afs-5812	425	10	s.	s.	PROPN
afs-5812	425	11	&	&	CCONJ
afs-5812	425	12	romano	romano	PROPN
afs-5812	425	13	,	,	PUNCT
afs-5812	425	14	e.	e.	PROPN
afs-5812	425	15	1999	1999	NUM
afs-5812	425	16	.	.	PUNCT
afs-5812	426	1	accounting	account	VERB
afs-5812	426	2	for	for	ADP
afs-5812	426	3	environmental	environmental	ADJ
afs-5812	426	4	influences	influence	NOUN
afs-5812	426	5	in	in	ADP
afs-5812	426	6	stochastic	stochastic	ADJ
afs-5812	426	7	frontier	frontier	NOUN
afs-5812	426	8	models	model	NOUN
afs-5812	426	9	:	:	PUNCT
afs-5812	426	10	with	with	ADP
afs-5812	426	11	applications	application	NOUN
afs-5812	426	12	to	to	ADP
afs-5812	426	13	international	international	ADJ
afs-5812	426	14	airlines	airline	NOUN
afs-5812	426	15	.	.	PUNCT
afs-5812	427	1	journal	journal	PROPN
afs-5812	427	2	of	of	ADP
afs-5812	427	3	productivity	productivity	NOUN
afs-5812	427	4	analysis	analysis	NOUN
afs-5812	427	5	11	11	NUM
afs-5812	427	6	:	:	PUNCT
afs-5812	427	7	251–273	251–273	NUM
afs-5812	427	8	.	.	NOUN
afs-5812	427	9	263	263	NUM
afs-5812	428	1	a	a	DET
afs-5812	428	2	g	g	NOUN
afs-5812	428	3	r	r	NOUN
afs-5812	429	1	i	i	NOUN
afs-5812	429	2	c	c	NOUN
afs-5812	429	3	u	u	NOUN
afs-5812	429	4	l	l	NOUN
afs-5812	429	5	t	t	NOUN
afs-5812	429	6	u	u	X
afs-5812	429	7	r	r	NOUN
afs-5812	429	8	a	a	PROPN
afs-5812	429	9	l	l	NOUN
afs-5812	429	10	a	a	DET
afs-5812	429	11	n	n	NOUN
afs-5812	430	1	d	d	NOUN
afs-5812	430	2	f	f	X
afs-5812	431	1	o	o	NOUN
afs-5812	431	2	o	o	X
afs-5812	432	1	d	d	X
afs-5812	432	2	s	s	X
afs-5812	432	3	c	c	NOUN
afs-5812	433	1	i	i	NOUN
afs-5812	433	2	e	e	PROPN
afs-5812	433	3	n	n	PROPN
afs-5812	433	4	c	c	NOUN
afs-5812	433	5	e	e	NOUN
afs-5812	433	6	vol	vol	NOUN
afs-5812	433	7	.	.	PUNCT
afs-5812	434	1	14	14	NUM
afs-5812	434	2	(	(	PUNCT
afs-5812	434	3	2005	2005	NUM
afs-5812	434	4	):	):	PUNCT
afs-5812	434	5	250–263	250–263	NUM
afs-5812	434	6	.	.	PUNCT
afs-5812	435	1	coelli	coelli	PROPN
afs-5812	435	2	,	,	PUNCT
afs-5812	435	3	t.j	t.j	PROPN
afs-5812	435	4	.	.	PROPN
afs-5812	435	5	,	,	PUNCT
afs-5812	435	6	prasado	prasado	PROPN
afs-5812	435	7	rao	rao	PROPN
afs-5812	435	8	,	,	PUNCT
afs-5812	435	9	d.s	d.s	PROPN
afs-5812	435	10	.	.	PROPN
afs-5812	435	11	&	&	CCONJ
afs-5812	435	12	battese	battese	PROPN
afs-5812	435	13	,	,	PUNCT
afs-5812	435	14	g.e	g.e	PROPN
afs-5812	435	15	.	.	PROPN
afs-5812	435	16	1998	1998	NUM
afs-5812	435	17	.	.	PUNCT
afs-5812	436	1	an	an	DET
afs-5812	436	2	introduction	introduction	NOUN
afs-5812	436	3	on	on	ADP
afs-5812	436	4	efficiency	efficiency	NOUN
afs-5812	436	5	and	and	CCONJ
afs-5812	436	6	productivity	productivity	NOUN
afs-5812	436	7	analysis	analysis	NOUN
afs-5812	436	8	.	.	PUNCT
afs-5812	437	1	kluwer	kluwer	NOUN
afs-5812	437	2	academic	academic	ADJ
afs-5812	437	3	publishers	publisher	NOUN
afs-5812	437	4	.	.	PUNCT
afs-5812	438	1	boston	boston	PROPN
afs-5812	438	2	.	.	PUNCT
afs-5812	439	1	275	275	NUM
afs-5812	439	2	p.	p.	NOUN
afs-5812	439	3	cuesta	cuesta	PROPN
afs-5812	439	4	,	,	PUNCT
afs-5812	439	5	r.a	r.a	PROPN
afs-5812	439	6	.	.	PROPN
afs-5812	439	7	2000	2000	NUM
afs-5812	439	8	.	.	PUNCT
afs-5812	440	1	a	a	DET
afs-5812	440	2	production	production	NOUN
afs-5812	440	3	model	model	NOUN
afs-5812	440	4	with	with	ADP
afs-5812	440	5	firm	firm	ADJ
afs-5812	440	6	-	-	PUNCT
afs-5812	440	7	specific	specific	ADJ
afs-5812	440	8	temporal	temporal	ADJ
afs-5812	440	9	variation	variation	NOUN
afs-5812	440	10	in	in	ADP
afs-5812	440	11	technical	technical	ADJ
afs-5812	440	12	inefficiency	inefficiency	NOUN
afs-5812	440	13	:	:	PUNCT
afs-5812	440	14	with	with	ADP
afs-5812	440	15	application	application	NOUN
afs-5812	440	16	to	to	ADP
afs-5812	440	17	spanish	spanish	ADJ
afs-5812	440	18	dairy	dairy	NOUN
afs-5812	440	19	farms	farm	NOUN
afs-5812	440	20	.	.	PUNCT
afs-5812	441	1	journal	journal	NOUN
afs-5812	441	2	of	of	ADP
afs-5812	441	3	productivity	productivity	NOUN
afs-5812	441	4	analysis	analysis	NOUN
afs-5812	441	5	13	13	NUM
afs-5812	441	6	:	:	PUNCT
afs-5812	441	7	139–158	139–158	NUM
afs-5812	441	8	.	.	PUNCT
afs-5812	442	1	färe	färe	PROPN
afs-5812	442	2	,	,	PUNCT
afs-5812	442	3	r.	r.	PROPN
afs-5812	442	4	,	,	PUNCT
afs-5812	442	5	grosskopf	grosskopf	NOUN
afs-5812	442	6	,	,	PUNCT
afs-5812	442	7	s.	s.	PROPN
afs-5812	442	8	&	&	CCONJ
afs-5812	442	9	lovell	lovell	PROPN
afs-5812	442	10	,	,	PUNCT
afs-5812	442	11	c.a.k	c.a.k	PROPN
afs-5812	442	12	.	.	PROPN
afs-5812	442	13	1994	1994	NUM
afs-5812	442	14	.	.	PUNCT
afs-5812	443	1	production	production	NOUN
afs-5812	443	2	frontiers	frontier	NOUN
afs-5812	443	3	.	.	PUNCT
afs-5812	444	1	cambridge	cambridge	PROPN
afs-5812	444	2	university	university	PROPN
afs-5812	444	3	press	press	NOUN
afs-5812	444	4	.	.	PUNCT
afs-5812	445	1	296	296	NUM
afs-5812	445	2	p.	p.	NOUN
afs-5812	445	3	kodde	kodde	VERB
afs-5812	445	4	,	,	PUNCT
afs-5812	445	5	d.a	d.a	PROPN
afs-5812	445	6	.	.	PROPN
afs-5812	445	7	&	&	CCONJ
afs-5812	445	8	palm	palm	PROPN
afs-5812	445	9	,	,	PUNCT
afs-5812	445	10	f.c	f.c	PROPN
afs-5812	445	11	.	.	PROPN
afs-5812	445	12	1986	1986	NUM
afs-5812	445	13	.	.	PUNCT
afs-5812	446	1	wald	wald	NOUN
afs-5812	446	2	criteria	criterion	NOUN
afs-5812	446	3	for	for	ADP
afs-5812	446	4	jointly	jointly	ADV
afs-5812	446	5	testing	test	VERB
afs-5812	446	6	equality	equality	NOUN
afs-5812	446	7	and	and	CCONJ
afs-5812	446	8	inequality	inequality	NOUN
afs-5812	446	9	restrictions	restriction	NOUN
afs-5812	446	10	.	.	PUNCT
afs-5812	447	1	econometrica	econometrica	PROPN
afs-5812	447	2	54(5	54(5	NUM
afs-5812	447	3	):	):	PUNCT
afs-5812	447	4	1243–1248	1243–1248	NUM
afs-5812	447	5	.	.	PUNCT
afs-5812	448	1	kumbhakar	kumbhakar	PROPN
afs-5812	448	2	,	,	PUNCT
afs-5812	448	3	s.c	s.c	PROPN
afs-5812	448	4	.	.	PROPN
afs-5812	448	5	,	,	PUNCT
afs-5812	448	6	ghosh	ghosh	PROPN
afs-5812	448	7	,	,	PUNCT
afs-5812	448	8	s.	s.	PROPN
afs-5812	448	9	&	&	CCONJ
afs-5812	448	10	mcguckin	mcguckin	PROPN
afs-5812	448	11	,	,	PUNCT
afs-5812	448	12	j.t	j.t	PROPN
afs-5812	448	13	.	.	PROPN
afs-5812	448	14	1991	1991	NUM
afs-5812	448	15	.	.	PUNCT
afs-5812	449	1	a	a	DET
afs-5812	449	2	generalized	generalized	ADJ
afs-5812	449	3	production	production	NOUN
afs-5812	449	4	frontier	frontier	NOUN
afs-5812	449	5	approach	approach	NOUN
afs-5812	449	6	for	for	ADP
afs-5812	449	7	estimating	estimate	VERB
afs-5812	449	8	determinants	determinant	NOUN
afs-5812	449	9	of	of	ADP
afs-5812	449	10	inefficiency	inefficiency	NOUN
afs-5812	449	11	in	in	ADP
afs-5812	449	12	us	we	PRON
afs-5812	449	13	dairy	dairy	NOUN
afs-5812	449	14	farms	farm	NOUN
afs-5812	449	15	.	.	PUNCT
afs-5812	450	1	journal	journal	NOUN
afs-5812	450	2	of	of	ADP
afs-5812	450	3	business	business	NOUN
afs-5812	450	4	and	and	CCONJ
afs-5812	450	5	economic	economic	ADJ
afs-5812	450	6	statistics	statistic	NOUN
afs-5812	450	7	9(3	9(3	NUM
afs-5812	450	8	):	):	PUNCT
afs-5812	450	9	279–286	279–286	NUM
afs-5812	450	10	.	.	PUNCT
afs-5812	451	1	kumbhakar	kumbhakar	PROPN
afs-5812	451	2	,	,	PUNCT
afs-5812	451	3	s.c	s.c	PROPN
afs-5812	451	4	.	.	PROPN
afs-5812	451	5	&	&	CCONJ
afs-5812	451	6	lovell	lovell	PROPN
afs-5812	451	7	,	,	PUNCT
afs-5812	451	8	c.a.k	c.a.k	NOUN
afs-5812	451	9	.	.	PROPN
afs-5812	451	10	2000	2000	NUM
afs-5812	451	11	.	.	PUNCT
afs-5812	452	1	stochastic	stochastic	ADJ
afs-5812	452	2	frontier	frontier	NOUN
afs-5812	452	3	analysis	analysis	NOUN
afs-5812	452	4	.	.	PUNCT
afs-5812	453	1	cambridge	cambridge	PROPN
afs-5812	453	2	university	university	PROPN
afs-5812	453	3	press	press	NOUN
afs-5812	453	4	.	.	PUNCT
afs-5812	454	1	331	331	NUM
afs-5812	454	2	p.	p.	NOUN
afs-5812	454	3	meeusen	meeusen	NOUN
afs-5812	454	4	,	,	PUNCT
afs-5812	454	5	w.	w.	PROPN
afs-5812	454	6	&	&	CCONJ
afs-5812	454	7	van	van	PROPN
afs-5812	454	8	den	den	PROPN
afs-5812	454	9	broeck	broeck	PROPN
afs-5812	454	10	,	,	PUNCT
afs-5812	454	11	j.	j.	PROPN
afs-5812	454	12	1977	1977	NUM
afs-5812	454	13	.	.	PUNCT
afs-5812	455	1	efficiency	efficiency	NOUN
afs-5812	455	2	estimation	estimation	NOUN
afs-5812	455	3	for	for	ADP
afs-5812	455	4	cobb	cobb	PROPN
afs-5812	455	5	-	-	PUNCT
afs-5812	455	6	douglas	douglas	PROPN
afs-5812	455	7	production	production	NOUN
afs-5812	455	8	functions	function	NOUN
afs-5812	455	9	with	with	ADP
afs-5812	455	10	composed	compose	VERB
afs-5812	455	11	error	error	NOUN
afs-5812	455	12	.	.	PUNCT
afs-5812	456	1	international	international	ADJ
afs-5812	456	2	economic	economic	ADJ
afs-5812	456	3	review	review	NOUN
afs-5812	456	4	18	18	NUM
afs-5812	456	5	:	:	PUNCT
afs-5812	456	6	435–444	435–444	NUM
afs-5812	456	7	.	.	PUNCT
afs-5812	457	1	oskam	oskam	ADJ
afs-5812	457	2	,	,	PUNCT
afs-5812	457	3	a.	a.	NOUN
afs-5812	457	4	&	&	CCONJ
afs-5812	457	5	stefanou	stefanou	PROPN
afs-5812	457	6	,	,	PUNCT
afs-5812	457	7	s.	s.	PROPN
afs-5812	457	8	1997	1997	NUM
afs-5812	457	9	.	.	PUNCT
afs-5812	458	1	the	the	DET
afs-5812	458	2	cap	cap	NOUN
afs-5812	458	3	and	and	CCONJ
afs-5812	458	4	technological	technological	ADJ
afs-5812	458	5	change	change	NOUN
afs-5812	458	6	.	.	PUNCT
afs-5812	459	1	in	in	ADP
afs-5812	459	2	:	:	PUNCT
afs-5812	459	3	ritson	ritson	PROPN
afs-5812	459	4	,	,	PUNCT
afs-5812	459	5	c.	c.	PROPN
afs-5812	459	6	&	&	CCONJ
afs-5812	459	7	harvey	harvey	PROPN
afs-5812	459	8	,	,	PUNCT
afs-5812	459	9	d.	d.	PROPN
afs-5812	459	10	(	(	PUNCT
afs-5812	459	11	eds	eds	PROPN
afs-5812	459	12	.	.	PUNCT
afs-5812	459	13	)	)	PUNCT
afs-5812	459	14	.	.	PUNCT
afs-5812	460	1	the	the	DET
afs-5812	460	2	common	common	ADJ
afs-5812	460	3	agricultural	agricultural	ADJ
afs-5812	460	4	policy	policy	NOUN
afs-5812	460	5	.	.	PUNCT
afs-5812	461	1	wallington	wallington	PROPN
afs-5812	461	2	uk	uk	PROPN
afs-5812	461	3	.	.	PROPN
afs-5812	461	4	cab	cab	PROPN
afs-5812	461	5	international	international	PROPN
afs-5812	461	6	.	.	PUNCT
afs-5812	462	1	p.	p.	NOUN
afs-5812	462	2	191–224	191–224	NUM
afs-5812	462	3	.	.	PUNCT
afs-5812	463	1	pitt	pitt	PROPN
afs-5812	463	2	,	,	PUNCT
afs-5812	463	3	m.m	m.m	PROPN
afs-5812	463	4	.	.	PROPN
afs-5812	463	5	&	&	CCONJ
afs-5812	463	6	lee	lee	PROPN
afs-5812	463	7	,	,	PUNCT
afs-5812	463	8	l.-f	l.-f	NOUN
afs-5812	463	9	.	.	PUNCT
afs-5812	464	1	1981	1981	NUM
afs-5812	464	2	.	.	PUNCT
afs-5812	465	1	measurement	measurement	NOUN
afs-5812	465	2	and	and	CCONJ
afs-5812	465	3	sources	source	NOUN
afs-5812	465	4	of	of	ADP
afs-5812	465	5	technical	technical	ADJ
afs-5812	465	6	inefficiency	inefficiency	NOUN
afs-5812	465	7	in	in	ADP
afs-5812	465	8	the	the	DET
afs-5812	465	9	indonesian	indonesian	ADJ
afs-5812	465	10	weaving	weaving	NOUN
afs-5812	465	11	industry	industry	NOUN
afs-5812	465	12	.	.	PUNCT
afs-5812	466	1	journal	journal	PROPN
afs-5812	466	2	of	of	ADP
afs-5812	466	3	development	development	NOUN
afs-5812	466	4	economics	economic	NOUN
afs-5812	466	5	9	9	NUM
afs-5812	466	6	:	:	PUNCT
afs-5812	466	7	43–64	43–64	NUM
afs-5812	466	8	.	.	PUNCT
afs-5812	467	1	ryhänen	ryhänen	PROPN
afs-5812	467	2	,	,	PUNCT
afs-5812	467	3	m.	m.	NOUN
afs-5812	467	4	1994	1994	NUM
afs-5812	467	5	.	.	PUNCT
afs-5812	468	1	input	input	NOUN
afs-5812	468	2	substitution	substitution	NOUN
afs-5812	468	3	and	and	CCONJ
afs-5812	468	4	technological	technological	ADJ
afs-5812	468	5	development	development	NOUN
afs-5812	468	6	on	on	ADP
afs-5812	468	7	finnish	finnish	ADJ
afs-5812	468	8	dairy	dairy	NOUN
afs-5812	468	9	farms	farm	NOUN
afs-5812	468	10	for	for	ADP
afs-5812	468	11	1965–1991	1965–1991	NUM
afs-5812	468	12	.	.	PUNCT
afs-5812	469	1	agricultural	agricultural	ADJ
afs-5812	469	2	science	science	NOUN
afs-5812	469	3	in	in	ADP
afs-5812	469	4	finland	finland	PROPN
afs-5812	469	5	3	3	NUM
afs-5812	469	6	:	:	PUNCT
afs-5812	469	7	525–599	525–599	NUM
afs-5812	469	8	.	.	PUNCT
afs-5812	469	9	sipiläinen	sipiläinen	NOUN
afs-5812	469	10	,	,	PUNCT
afs-5812	469	11	t.	t.	PROPN
afs-5812	469	12	2003	2003	NUM
afs-5812	469	13	.	.	PUNCT
afs-5812	470	1	suurten	suurten	VERB
afs-5812	470	2	tilojen	tilojen	PROPN
afs-5812	470	3	suorituskyky	suorituskyky	VERB
afs-5812	470	4	ja	ja	PROPN
afs-5812	470	5	sen	sen	PROPN
afs-5812	470	6	kehittäminen	kehittäminen	PROPN
afs-5812	470	7	.	.	PUNCT
afs-5812	471	1	summary	summary	NOUN
afs-5812	471	2	:	:	PUNCT
afs-5812	471	3	performance	performance	NOUN
afs-5812	471	4	of	of	ADP
afs-5812	471	5	large	large	ADJ
afs-5812	471	6	dairy	dairy	NOUN
afs-5812	471	7	and	and	CCONJ
afs-5812	471	8	cereal	cereal	NOUN
afs-5812	471	9	farms	farm	NOUN
afs-5812	471	10	and	and	CCONJ
afs-5812	471	11	its	its	PRON
afs-5812	471	12	development	development	NOUN
afs-5812	471	13	.	.	PUNCT
afs-5812	472	1	helsingin	helsingin	PROPN
afs-5812	472	2	yliopisto	yliopisto	PROPN
afs-5812	472	3	.	.	PUNCT
afs-5812	473	1	taloustieteen	taloustieteen	PROPN
afs-5812	473	2	laitos	laitos	PROPN
afs-5812	473	3	.	.	PUNCT
afs-5812	474	1	julkaisuja	julkaisuja	PROPN
afs-5812	474	2	nro	nro	PROPN
afs-5812	474	3	38	38	NUM
afs-5812	474	4	.	.	PUNCT
afs-5812	475	1	90	90	NUM
afs-5812	475	2	p.	p.	NOUN
afs-5812	475	3	sipiläinen	sipiläinen	NOUN
afs-5812	475	4	,	,	PUNCT
afs-5812	475	5	t.	t.	PROPN
afs-5812	475	6	&	&	CCONJ
afs-5812	475	7	ryhänen	ryhänen	PROPN
afs-5812	475	8	,	,	PUNCT
afs-5812	475	9	m.	m.	NOUN
afs-5812	475	10	2002	2002	NUM
afs-5812	475	11	.	.	PUNCT
afs-5812	476	1	tekninen	tekninen	NOUN
afs-5812	476	2	tehokkuus	tehokkuus	PROPN
afs-5812	476	3	ja	ja	PROPN
afs-5812	476	4	tekninen	tekninen	PROPN
afs-5812	476	5	muutos	muutos	PROPN
afs-5812	476	6	nurmisäilörehun	nurmisäilörehun	PROPN
afs-5812	476	7	tuotannossa	tuotannossa	NOUN
afs-5812	476	8	.	.	PUNCT
afs-5812	477	1	in	in	ADP
afs-5812	477	2	:	:	PUNCT
afs-5812	477	3	ryhänen	ryhänen	ADJ
afs-5812	477	4	,	,	PUNCT
afs-5812	477	5	m.	m.	NOUN
afs-5812	477	6	&	&	CCONJ
afs-5812	477	7	sipiläinen	sipiläinen	PROPN
afs-5812	477	8	,	,	PUNCT
afs-5812	477	9	t.	t.	PROPN
afs-5812	477	10	(	(	PUNCT
afs-5812	477	11	eds	eds	PROPN
afs-5812	477	12	.	.	PUNCT
afs-5812	477	13	)	)	PUNCT
afs-5812	477	14	.	.	PUNCT
afs-5812	478	1	nurmisäilörehu	nurmisäilörehu	PROPN
afs-5812	478	2	maitotilan	maitotilan	PROPN
afs-5812	478	3	taloudessa	taloudessa	PROPN
afs-5812	478	4	.	.	PUNCT
afs-5812	479	1	summary	summary	NOUN
afs-5812	479	2	:	:	PUNCT
afs-5812	479	3	grass	grass	NOUN
afs-5812	479	4	silage	silage	NOUN
afs-5812	479	5	in	in	ADP
afs-5812	479	6	the	the	DET
afs-5812	479	7	dairy	dairy	NOUN
afs-5812	479	8	farm	farm	NOUN
afs-5812	479	9	economy	economy	NOUN
afs-5812	479	10	.	.	PUNCT
afs-5812	480	1	helsingin	helsingin	PROPN
afs-5812	480	2	yliopisto	yliopisto	PROPN
afs-5812	480	3	.	.	PUNCT
afs-5812	481	1	taloustieteen	taloustieteen	PROPN
afs-5812	481	2	laitos	laitos	PROPN
afs-5812	481	3	.	.	PUNCT
afs-5812	482	1	julkaisuja	julkaisuja	ADJ
afs-5812	482	2	nro	nro	PROPN
afs-5812	482	3	35	35	NUM
afs-5812	482	4	.	.	PUNCT
afs-5812	483	1	p.	p.	NOUN
afs-5812	483	2	57–99	57–99	NUM
afs-5812	483	3	.	.	PUNCT
afs-5812	484	1	selostus	selostus	PROPN
afs-5812	484	2	tekninen	tekninen	PROPN
afs-5812	484	3	muutos	muutos	PROPN
afs-5812	484	4	suomalaisessa	suomalaisessa	PROPN
afs-5812	484	5	säilörehun	säilörehun	PROPN
afs-5812	484	6	tuotannossa	tuotannossa	PROPN
afs-5812	484	7	timo	timo	PROPN
afs-5812	484	8	sipiläinen	sipiläinen	PROPN
afs-5812	484	9	ja	ja	PROPN
afs-5812	484	10	matti	matti	PROPN
afs-5812	484	11	ryhänen	ryhänen	PROPN
afs-5812	484	12	mtt	mtt	PROPN
afs-5812	484	13	(	(	PUNCT
afs-5812	484	14	maaja	maaja	PROPN
afs-5812	484	15	elintarviketalouden	elintarviketalouden	PROPN
afs-5812	484	16	tutkimuskeskus	tutkimuskeskus	PROPN
afs-5812	484	17	)	)	PUNCT
afs-5812	484	18	ja	ja	PROPN
afs-5812	484	19	seinäjoen	seinäjoen	VERB
afs-5812	484	20	ammattikorkeakoulu	ammattikorkeakoulu	ADJ
afs-5812	484	21	tutkimuksessa	tutkimuksessa	PROPN
afs-5812	484	22	sovellettiin	sovellettiin	NOUN
afs-5812	484	23	stokastista	stokastista	PROPN
afs-5812	484	24	tuotantorintamafunktioanalyysia	tuotantorintamafunktioanalyysia	PROPN
afs-5812	484	25	,	,	PUNCT
afs-5812	484	26	jonka	jonka	PROPN
afs-5812	484	27	avulla	avulla	PROPN
afs-5812	484	28	tuotoksen	tuotoksen	PROPN
afs-5812	484	29	kasvu	kasvu	PROPN
afs-5812	484	30	jaoteltiin	jaoteltiin	PROPN
afs-5812	484	31	tekniseen	tekniseen	PROPN
afs-5812	484	32	muutokseen	muutokseen	PROPN
afs-5812	484	33	,	,	PUNCT
afs-5812	484	34	teknisen	teknisen	PROPN
afs-5812	484	35	tehokkuuden	tehokkuuden	PROPN
afs-5812	484	36	muutokseen	muutokseen	PROPN
afs-5812	484	37	,	,	PUNCT
afs-5812	484	38	skaalavaikutukseen	skaalavaikutukseen	VERB
afs-5812	484	39	ja	ja	PROPN
afs-5812	484	40	panoskäytön	panoskäytön	PROPN
afs-5812	484	41	kasvuun	kasvuun	PROPN
afs-5812	484	42	.	.	PUNCT
afs-5812	485	1	stokastinen	stokastinen	PROPN
afs-5812	485	2	tuotantorintama	tuotantorintama	NOUN
afs-5812	485	3	-	-	PUNCT
afs-5812	485	4	analyysi	analyysi	NOUN
afs-5812	485	5	eroaa	eroaa	PROPN
afs-5812	485	6	tavanomaisesta	tavanomaisesta	PROPN
afs-5812	485	7	tuotantofunktioanalyysista	tuotantofunktioanalyysista	PROPN
afs-5812	485	8	siten	siten	VERB
afs-5812	485	9	,	,	PUNCT
afs-5812	485	10	että	että	PROPN
afs-5812	485	11	siinä	siinä	NOUN
afs-5812	485	12	virhetermi	virhetermi	PROPN
afs-5812	485	13	jaotellaan	jaotellaan	PROPN
afs-5812	485	14	kahteen	kahteen	PROPN
afs-5812	486	1	osaan	osaan	PROPN
afs-5812	486	2	:	:	PUNCT
afs-5812	486	3	satunnaiseen	satunnaiseen	VERB
afs-5812	486	4	vaihteluun	vaihteluun	PROPN
afs-5812	486	5	ja	ja	PROPN
afs-5812	486	6	etäisyyteen	etäisyyteen	PROPN
afs-5812	486	7	tuotantorintamasta	tuotantorintamasta	PROPN
afs-5812	486	8	.	.	PUNCT
afs-5812	487	1	tätä	tätä	PROPN
afs-5812	487	2	etäisyyttä	etäisyyttä	PROPN
afs-5812	487	3	kutsutaan	kutsutaan	PROPN
afs-5812	487	4	tekniseksi	tekniseksi	PROPN
afs-5812	487	5	tehottomuudeksi	tehottomuudeksi	PROPN
afs-5812	487	6	.	.	PUNCT
afs-5812	488	1	tutkimuksessa	tutkimuksessa	PROPN
afs-5812	488	2	käytettiin	käytettiin	VERB
afs-5812	488	3	138	138	NUM
afs-5812	488	4	suomalaisen	suomalaisen	NOUN
afs-5812	488	5	tilan	tilan	NOUN
afs-5812	488	6	nurmisäilörehun	nurmisäilörehun	PROPN
afs-5812	488	7	tuotannon	tuotannon	PROPN
afs-5812	488	8	paneeliaineistoa	paneeliaineistoa	ADJ
afs-5812	488	9	vuosilta	vuosilta	NOUN
afs-5812	488	10	1990	1990	NUM
afs-5812	488	11	–	–	PUNCT
afs-5812	488	12	2000	2000	NUM
afs-5812	488	13	.	.	PUNCT
afs-5812	489	1	kyseisessä	kyseisessä	NOUN
afs-5812	489	2	proagria	proagria	NOUN
afs-5812	489	3	maaseutukeskusten	maaseutukeskusten	VERB
afs-5812	489	4	liiton	liiton	PROPN
afs-5812	489	5	hilaaineistossa	hilaaineistossa	ADV
afs-5812	489	6	lisääntynyt	lisääntynyt	PROPN
afs-5812	489	7	tuotantopanosten	tuotantopanosten	VERB
afs-5812	489	8	käyttö	käyttö	PROPN
afs-5812	489	9	aiheutti	aiheutti	VERB
afs-5812	489	10	noin	noin	PROPN
afs-5812	489	11	kolme	kolme	PROPN
afs-5812	489	12	neljännestä	neljännestä	PROPN
afs-5812	489	13	reilun	reilun	PROPN
afs-5812	489	14	kuuden	kuuden	PROPN
afs-5812	489	15	prosentin	prosentin	PROPN
afs-5812	489	16	vuotuisesta	vuotuisesta	PROPN
afs-5812	489	17	tuotoksen	tuotoksen	PROPN
afs-5812	489	18	kasvusta	kasvusta	PROPN
afs-5812	489	19	.	.	PUNCT
afs-5812	490	1	kokonaistuottavuuden	kokonaistuottavuuden	PROPN
afs-5812	490	2	kasvu	kasvu	PROPN
afs-5812	490	3	oli	oli	PROPN
afs-5812	490	4	1,8	1,8	NUM
afs-5812	490	5	prosenttia	prosenttia	NOUN
afs-5812	490	6	vuodessa	vuodessa	NOUN
afs-5812	490	7	.	.	PUNCT
afs-5812	491	1	vuotuinen	vuotuinen	PROPN
afs-5812	491	2	tekninen	tekninen	PROPN
afs-5812	491	3	kehitys	kehitys	NOUN
afs-5812	491	4	,	,	PUNCT
afs-5812	491	5	tuotantorintaman	tuotantorintaman	NOUN
afs-5812	491	6	siirtymä	siirtymä	PROPN
afs-5812	491	7	,	,	PUNCT
afs-5812	491	8	oli	oli	PROPN
afs-5812	491	9	noin	noin	PROPN
afs-5812	491	10	1,4	1,4	NUM
afs-5812	491	11	prosenttia	prosenttia	NOUN
afs-5812	491	12	.	.	PUNCT
afs-5812	492	1	tekninen	tekninen	PROPN
afs-5812	492	2	kehitys	kehitys	PROPN
afs-5812	492	3	vaihteli	vaihteli	PROPN
afs-5812	492	4	voimakkaasti	voimakkaasti	PROPN
afs-5812	492	5	vuodesta	vuodesta	VERB
afs-5812	492	6	toiseen	toiseen	VERB
afs-5812	492	7	satovaihtelun	satovaihtelun	PROPN
afs-5812	492	8	myötä	myötä	NOUN
afs-5812	492	9	.	.	PUNCT
afs-5812	493	1	myös	myös	PROPN
afs-5812	493	2	tekninen	tekninen	PROPN
afs-5812	493	3	tehottomuus	tehottomuus	PROPN
afs-5812	493	4	eli	eli	PROPN
afs-5812	493	5	keskimääräinen	keskimääräinen	PROPN
afs-5812	493	6	etäisyys	etäisyys	PROPN
afs-5812	493	7	tuotantorintamasta	tuotantorintamasta	PROPN
afs-5812	493	8	kasvoi	kasvoi	PROPN
afs-5812	493	9	tutkimusajanjaksolla	tutkimusajanjaksolla	PROPN
afs-5812	493	10	.	.	PUNCT
afs-5812	494	1	tutkimusaineiston	tutkimusaineiston	PROPN
afs-5812	494	2	sisältämää	sisältämää	PROPN
afs-5812	494	3	tietoa	tietoa	PROPN
afs-5812	494	4	tuotantomenetelmästä	tuotantomenetelmästä	PROPN
afs-5812	494	5	käytettiin	käytettiin	PROPN
afs-5812	494	6	luokittelevana	luokittelevana	PROPN
afs-5812	494	7	tekijänä	tekijänä	PROPN
afs-5812	494	8	tehokkuusvertailuissa	tehokkuusvertailuissa	PROPN
afs-5812	494	9	.	.	PUNCT
afs-5812	495	1	analyysi	analyysi	PROPN
afs-5812	495	2	osoitti	osoitti	PROPN
afs-5812	495	3	,	,	PUNCT
afs-5812	495	4	että	että	PROPN
afs-5812	495	5	tuotantorintamat	tuotantorintamat	PROPN
afs-5812	495	6	eroavat	eroavat	PROPN
afs-5812	495	7	toisistaan	toisistaan	PROPN
afs-5812	495	8	eri	eri	PROPN
afs-5812	495	9	tuotantotekniikkoja	tuotantotekniikkoja	PROPN
afs-5812	495	10	käyttävillä	käyttävillä	PROPN
afs-5812	495	11	tiloilla	tiloilla	PROPN
afs-5812	495	12	.	.	PUNCT
afs-5812	496	1	tuotantotekniikan	tuotantotekniikan	PROPN
afs-5812	496	2	valinta	valinta	PROPN
afs-5812	496	3	näyttää	näyttää	PROPN
afs-5812	496	4	liittyvän	liittyvän	X
afs-5812	496	5	tilan	tilan	AUX
afs-5812	496	6	olosuhteisiin	olosuhteisiin	VERB
afs-5812	496	7	,	,	PUNCT
afs-5812	496	8	sillä	sillä	VERB
afs-5812	496	9	sisällyttämällä	sisällyttämällä	PROPN
afs-5812	496	10	tuotanto	tuotanto	PROPN
afs-5812	496	11	-	-	PUNCT
afs-5812	496	12	olosuhteita	olosuhteita	PROPN
afs-5812	496	13	ja	ja	PROPN
afs-5812	496	14	tekniikkaa	tekniikkaa	PROPN
afs-5812	496	15	kuvaavat	kuvaavat	VERB
afs-5812	496	16	tekijät	tekijät	PROPN
afs-5812	496	17	tuotantorintamafunktioon	tuotantorintamafunktioon	NOUN
afs-5812	496	18	saatiin	saatiin	PROPN
afs-5812	496	19	parempi	parempi	VERB
afs-5812	496	20	sovite	sovite	PROPN
afs-5812	496	21	kuin	kuin	PROPN
afs-5812	496	22	sisällyttämällä	sisällyttämällä	PROPN
afs-5812	496	23	kyseiset	kyseiset	PROPN
afs-5812	496	24	tekijät	tekijät	PROPN
afs-5812	496	25	teknistä	teknistä	PROPN
afs-5812	496	26	tehokkuutta	tehokkuutta	VERB
afs-5812	496	27	selittäviksi	selittäviksi	PROPN
afs-5812	496	28	tekijöiksi	tekijöiksi	PROPN
afs-5812	496	29	.	.	PUNCT
afs-5812	497	1	siten	siten	PROPN
afs-5812	497	2	myös	myös	PROPN
afs-5812	497	3	tekninen	tekninen	PROPN
afs-5812	497	4	tehokkuus	tehokkuus	NOUN
afs-5812	497	5	on	on	ADP
afs-5812	497	6	ainakin	ainakin	PROPN
afs-5812	497	7	osittain	osittain	NOUN
afs-5812	497	8	kytköksissä	kytköksissä	NOUN
afs-5812	497	9	tilan	tilan	VERB
afs-5812	497	10	tuotanto	tuotanto	NOUN
afs-5812	497	11	-	-	PUNCT
afs-5812	497	12	olosuhteisiin	olosuhteisiin	VERB
afs-5812	497	13	.	.	PUNCT
afs-5812	498	1	tuotantoympäristöja	tuotantoympäristöja	PROPN
afs-5812	498	2	taustatekijöiden	taustatekijöiden	PROPN
afs-5812	498	3	kontrollointi	kontrollointi	PROPN
afs-5812	498	4	tuotantofunktiossa	tuotantofunktiossa	PROPN
afs-5812	498	5	tuotti	tuotti	PROPN
afs-5812	498	6	huomattavasti	huomattavasti	NOUN
afs-5812	498	7	korkeamman	korkeamman	PROPN
afs-5812	498	8	tehokkuuden	tehokkuuden	PROPN
afs-5812	498	9	asteen	asteen	PROPN
afs-5812	498	10	kuin	kuin	NOUN
afs-5812	498	11	mallit	mallit	NOUN
afs-5812	498	12	,	,	PUNCT
afs-5812	498	13	joissa	joissa	PROPN
afs-5812	498	14	näitä	näitä	ADV
afs-5812	498	15	tekijöitä	tekijöitä	ADV
afs-5812	498	16	ei	ei	PROPN
afs-5812	498	17	kontrolloitu	kontrolloitu	PROPN
afs-5812	498	18	.	.	PUNCT
afs-5812	499	1	yleisesti	yleisesti	PROPN
afs-5812	499	2	ottaen	ottaen	PROPN
afs-5812	499	3	tuottavimmat	tuottavimmat	NOUN
afs-5812	499	4	,	,	PUNCT
afs-5812	499	5	tarkkuussilppurikorjuuta	tarkkuussilppurikorjuuta	ADJ
afs-5812	499	6	harjoittavat	harjoittavat	NOUN
afs-5812	499	7	tilat	tilat	NOUN
afs-5812	499	8	olivat	olivat	VERB
afs-5812	499	9	keskimäärin	keskimäärin	NOUN
afs-5812	499	10	tehottomampia	tehottomampia	PROPN
afs-5812	499	11	kuin	kuin	PROPN
afs-5812	499	12	kelasilppurikorjuuta	kelasilppurikorjuuta	PROPN
afs-5812	499	13	käyttäneet	käyttäneet	PROPN
afs-5812	499	14	tilat	tilat	PROPN
afs-5812	499	15	,	,	PUNCT
afs-5812	499	16	kun	kun	PROPN
afs-5812	499	17	niitä	niitä	ADV
afs-5812	499	18	verrattiin	verrattiin	PROPN
afs-5812	499	19	oman	oman	PROPN
afs-5812	499	20	ryhmänsä	ryhmänsä	ADV
afs-5812	499	21	tuotantorintamaan	tuotantorintamaan	PROPN
afs-5812	499	22	.	.	PUNCT
afs-5812	500	1	tehokkuuden	tehokkuuden	ADJ
afs-5812	500	2	syiden	syiden	PROPN
afs-5812	500	3	yksityiskohtainen	yksityiskohtainen	PROPN
afs-5812	500	4	määrittäminen	määrittäminen	PROPN
afs-5812	500	5	edellyttää	edellyttää	PROPN
afs-5812	500	6	jatkotutkimusta	jatkotutkimusta	PROPN
afs-5812	500	7	.	.	PUNCT
afs-5812	501	1	keskeistä	keskeistä	PROPN
afs-5812	501	2	olisi	olisi	PROPN
afs-5812	501	3	selvittää	selvittää	PROPN
afs-5812	501	4	,	,	PUNCT
afs-5812	501	5	millainen	millainen	PROPN
afs-5812	501	6	osuus	osuus	PROPN
afs-5812	501	7	tuotannon	tuotannon	NOUN
afs-5812	501	8	tehokkuudessa	tehokkuudessa	NOUN
afs-5812	501	9	on	on	ADP
afs-5812	501	10	liikkeenjohdolla	liikkeenjohdolla	NOUN
afs-5812	501	11	ja	ja	PROPN
afs-5812	501	12	erilaisilla	erilaisilla	PROPN
afs-5812	501	13	tuotanto	tuotanto	PROPN
afs-5812	501	14	-	-	PUNCT
afs-5812	501	15	olosuhdesekä	olosuhdesekä	NOUN
afs-5812	501	16	ympäristötekijöillä	ympäristötekijöillä	NOUN
afs-5812	501	17	.	.	PUNCT
afs-5812	502	1	technical	technical	ADJ
afs-5812	502	2	change	change	NOUN
afs-5812	502	3	in	in	ADP
afs-5812	502	4	finnish	finnish	ADJ
afs-5812	502	5	grass	grass	NOUN
afs-5812	502	6	silageproduction	silageproduction	NOUN
afs-5812	502	7	introduction	introduction	NOUN
afs-5812	502	8	stochastic	stochastic	ADJ
afs-5812	502	9	production	production	NOUN
afs-5812	502	10	frontieranalysis	frontieranalysis	NOUN
afs-5812	502	11	in	in	ADP
afs-5812	502	12	measuringproductivity	measuringproductivity	NOUN
afs-5812	502	13	and	and	CCONJ
afs-5812	502	14	efficiency	efficiency	NOUN
afs-5812	502	15	data	datum	NOUN
afs-5812	502	16	and	and	CCONJ
afs-5812	502	17	model	model	NOUN
afs-5812	502	18	results	result	NOUN
afs-5812	502	19	discussion	discussion	NOUN
afs-5812	502	20	and	and	CCONJ
afs-5812	502	21	conclusions	conclusion	NOUN
afs-5812	502	22	references	reference	NOUN
afs-5812	502	23	selostus	selostus	VERB