id	sid	tid	token	lemma	pos
brj-22259	1	1	peer	peer	NOUN
brj-22259	1	2	-	-	PUNCT
brj-22259	1	3	review	review	NOUN
brj-22259	1	4	article	article	NOUN
brj-22259	1	5	peer	peer	NOUN
brj-22259	1	6	-	-	PUNCT
brj-22259	1	7	reviewed	review	VERB
brj-22259	1	8	article	article	NOUN
brj-22259	1	9	bioresources.com	bioresources.com	X
brj-22259	1	10	uzuner	uzuner	NOUN
brj-22259	1	11	et	et	PROPN
brj-22259	1	12	al	al	PROPN
brj-22259	1	13	.	.	PROPN
brj-22259	1	14	(	(	PUNCT
brj-22259	1	15	2023	2023	NUM
brj-22259	1	16	)	)	PUNCT
brj-22259	1	17	.	.	PUNCT
brj-22259	2	1	“	"	PUNCT
brj-22259	2	2	microwave	microwave	NOUN
brj-22259	2	3	&	&	CCONJ
brj-22259	2	4	pretreatment	pretreatment	NOUN
brj-22259	2	5	,	,	PUNCT
brj-22259	2	6	”	"	PUNCT
brj-22259	2	7	bioresources	bioresource	NOUN
brj-22259	2	8	18(1	18(1	NOUN
brj-22259	2	9	)	)	PUNCT
brj-22259	2	10	,	,	PUNCT
brj-22259	2	11	613	613	NUM
brj-22259	2	12	-	-	SYM
brj-22259	2	13	628	628	NUM
brj-22259	2	14	.	.	PUNCT
brj-22259	3	1	613	613	NUM
brj-22259	3	2	improvement	improvement	NOUN
brj-22259	3	3	of	of	ADP
brj-22259	3	4	fermentable	fermentable	ADJ
brj-22259	3	5	sugar	sugar	NOUN
brj-22259	3	6	extraction	extraction	NOUN
brj-22259	3	7	from	from	ADP
brj-22259	3	8	hazelnut	hazelnut	NOUN
brj-22259	3	9	shells	shell	NOUN
brj-22259	3	10	through	through	ADP
brj-22259	3	11	microwave	microwave	NOUN
brj-22259	3	12	assisted	assisted	AUX
brj-22259	3	13	dilute	dilute	PROPN
brj-22259	3	14	acid	acid	PROPN
brj-22259	3	15	pretreatment	pretreatment	NOUN
brj-22259	3	16	sibel	sibel	NOUN
brj-22259	3	17	uzuner	uzuner	NOUN
brj-22259	3	18	the	the	DET
brj-22259	3	19	most	most	ADV
brj-22259	3	20	effective	effective	ADJ
brj-22259	3	21	method	method	NOUN
brj-22259	3	22	for	for	ADP
brj-22259	3	23	producing	produce	VERB
brj-22259	3	24	fermentable	fermentable	ADJ
brj-22259	3	25	sugars	sugar	NOUN
brj-22259	3	26	(	(	PUNCT
brj-22259	3	27	fss	fss	NOUN
brj-22259	3	28	)	)	PUNCT
brj-22259	3	29	from	from	ADP
brj-22259	3	30	biomass	biomass	NOUN
brj-22259	3	31	is	be	AUX
brj-22259	3	32	thermochemical	thermochemical	ADJ
brj-22259	3	33	pretreatment	pretreatment	NOUN
brj-22259	3	34	assisted	assist	VERB
brj-22259	3	35	by	by	ADP
brj-22259	3	36	enzymatic	enzymatic	ADJ
brj-22259	3	37	hydrolysis	hydrolysis	NOUN
brj-22259	3	38	.	.	PUNCT
brj-22259	4	1	however	however	ADV
brj-22259	4	2	,	,	PUNCT
brj-22259	4	3	the	the	DET
brj-22259	4	4	enzymatic	enzymatic	ADJ
brj-22259	4	5	hydrolysis	hydrolysis	NOUN
brj-22259	4	6	-	-	PUNCT
brj-22259	4	7	assisted	assist	VERB
brj-22259	4	8	thermochemical	thermochemical	ADJ
brj-22259	4	9	pretreatment	pretreatment	NOUN
brj-22259	4	10	method	method	NOUN
brj-22259	4	11	is	be	AUX
brj-22259	4	12	limited	limit	VERB
brj-22259	4	13	by	by	ADP
brj-22259	4	14	the	the	DET
brj-22259	4	15	formation	formation	NOUN
brj-22259	4	16	of	of	ADP
brj-22259	4	17	fermentation	fermentation	NOUN
brj-22259	4	18	inhibitors	inhibitor	NOUN
brj-22259	4	19	,	,	PUNCT
brj-22259	4	20	and	and	CCONJ
brj-22259	4	21	it	it	PRON
brj-22259	4	22	is	be	AUX
brj-22259	4	23	time	time	NOUN
brj-22259	4	24	-	-	PUNCT
brj-22259	4	25	consuming	consume	VERB
brj-22259	4	26	.	.	PUNCT
brj-22259	5	1	there	there	PRON
brj-22259	5	2	is	be	VERB
brj-22259	5	3	growing	grow	VERB
brj-22259	5	4	interest	interest	NOUN
brj-22259	5	5	in	in	ADP
brj-22259	5	6	using	use	VERB
brj-22259	5	7	a	a	DET
brj-22259	5	8	microwave	microwave	NOUN
brj-22259	5	9	(	(	PUNCT
brj-22259	5	10	mw	mw	PROPN
brj-22259	5	11	)	)	PUNCT
brj-22259	5	12	pretreatment	pretreatment	NOUN
brj-22259	5	13	due	due	ADP
brj-22259	5	14	to	to	ADP
brj-22259	5	15	its	its	PRON
brj-22259	5	16	uniform	uniform	NOUN
brj-22259	5	17	and	and	CCONJ
brj-22259	5	18	rapid	rapid	ADJ
brj-22259	5	19	heating	heating	NOUN
brj-22259	5	20	.	.	PUNCT
brj-22259	6	1	this	this	DET
brj-22259	6	2	study	study	NOUN
brj-22259	6	3	aimed	aim	VERB
brj-22259	6	4	to	to	PART
brj-22259	6	5	determine	determine	VERB
brj-22259	6	6	,	,	PUNCT
brj-22259	6	7	perform	perform	VERB
brj-22259	6	8	data	data	NOUN
brj-22259	6	9	-	-	PUNCT
brj-22259	6	10	driven	drive	VERB
brj-22259	6	11	modeling	modeling	NOUN
brj-22259	6	12	,	,	PUNCT
brj-22259	6	13	and	and	CCONJ
brj-22259	6	14	optimize	optimize	VERB
brj-22259	6	15	the	the	DET
brj-22259	6	16	effect	effect	NOUN
brj-22259	6	17	of	of	ADP
brj-22259	6	18	mw	mw	PROPN
brj-22259	6	19	combined	combine	VERB
brj-22259	6	20	with	with	ADP
brj-22259	6	21	dilute	dilute	NOUN
brj-22259	6	22	acid	acid	NOUN
brj-22259	6	23	pretreatment	pretreatment	NOUN
brj-22259	6	24	(	(	PUNCT
brj-22259	6	25	mw	mw	NOUN
brj-22259	6	26	-	-	PUNCT
brj-22259	6	27	da	da	NOUN
brj-22259	6	28	)	)	PUNCT
brj-22259	6	29	on	on	ADP
brj-22259	6	30	the	the	DET
brj-22259	6	31	production	production	NOUN
brj-22259	6	32	of	of	ADP
brj-22259	6	33	fss	fss	NOUN
brj-22259	6	34	from	from	ADP
brj-22259	6	35	hazelnut	hazelnut	NOUN
brj-22259	6	36	shells	shell	NOUN
brj-22259	6	37	.	.	PUNCT
brj-22259	7	1	an	an	DET
brj-22259	7	2	artificial	artificial	ADJ
brj-22259	7	3	neural	neural	ADJ
brj-22259	7	4	networks	network	NOUN
brj-22259	7	5	(	(	PUNCT
brj-22259	7	6	anns	anns	NOUN
brj-22259	7	7	)	)	PUNCT
brj-22259	7	8	model	model	NOUN
brj-22259	7	9	based	base	VERB
brj-22259	7	10	on	on	ADP
brj-22259	7	11	box	box	NOUN
brj-22259	7	12	-	-	PUNCT
brj-22259	7	13	behnken	behnken	VERB
brj-22259	7	14	design	design	NOUN
brj-22259	7	15	(	(	PUNCT
brj-22259	7	16	bbd	bbd	PROPN
brj-22259	7	17	)	)	PUNCT
brj-22259	7	18	was	be	AUX
brj-22259	7	19	the	the	DET
brj-22259	7	20	best	good	ADJ
brj-22259	7	21	model	model	NOUN
brj-22259	7	22	described	describe	VERB
brj-22259	7	23	for	for	ADP
brj-22259	7	24	fermentable	fermentable	ADJ
brj-22259	7	25	sugar	sugar	NOUN
brj-22259	7	26	extraction	extraction	NOUN
brj-22259	7	27	(	(	PUNCT
brj-22259	7	28	fse	fse	PROPN
brj-22259	7	29	)	)	PUNCT
brj-22259	7	30	.	.	PUNCT
brj-22259	8	1	optimization	optimization	NOUN
brj-22259	8	2	via	via	ADP
brj-22259	8	3	bbd	bbd	PROPN
brj-22259	8	4	-	-	PUNCT
brj-22259	8	5	based	base	VERB
brj-22259	8	6	anns	anns	NOUN
brj-22259	8	7	model	model	NOUN
brj-22259	8	8	was	be	AUX
brj-22259	8	9	carried	carry	VERB
brj-22259	8	10	out	out	ADP
brj-22259	8	11	for	for	ADP
brj-22259	8	12	an	an	DET
brj-22259	8	13	acid	acid	ADJ
brj-22259	8	14	concentration	concentration	NOUN
brj-22259	8	15	of	of	ADP
brj-22259	8	16	0.5	0.5	NUM
brj-22259	8	17	to	to	PART
brj-22259	8	18	2	2	NUM
brj-22259	8	19	%	%	NOUN
brj-22259	8	20	(	(	PUNCT
brj-22259	8	21	w	w	NOUN
brj-22259	8	22	/	/	SYM
brj-22259	8	23	w	w	NOUN
brj-22259	8	24	)	)	PUNCT
brj-22259	8	25	,	,	PUNCT
brj-22259	8	26	a	a	DET
brj-22259	8	27	pretreatment	pretreatment	NOUN
brj-22259	8	28	time	time	NOUN
brj-22259	8	29	of	of	ADP
brj-22259	8	30	5	5	NUM
brj-22259	8	31	to	to	PART
brj-22259	8	32	25	25	NUM
brj-22259	8	33	min	min	NOUN
brj-22259	8	34	,	,	PUNCT
brj-22259	8	35	a	a	DET
brj-22259	8	36	pressure	pressure	NOUN
brj-22259	8	37	of	of	ADP
brj-22259	8	38	5	5	NUM
brj-22259	8	39	to	to	PART
brj-22259	8	40	15	15	NUM
brj-22259	8	41	bar	bar	NOUN
brj-22259	8	42	,	,	PUNCT
brj-22259	8	43	and	and	CCONJ
brj-22259	8	44	a	a	DET
brj-22259	8	45	temperature	temperature	NOUN
brj-22259	8	46	of	of	ADP
brj-22259	8	47	120	120	NUM
brj-22259	8	48	to	to	PART
brj-22259	8	49	160	160	NUM
brj-22259	8	50	°	°	NOUN
brj-22259	8	51	c	c	NOUN
brj-22259	8	52	.	.	PUNCT
brj-22259	9	1	the	the	DET
brj-22259	9	2	optimized	optimize	VERB
brj-22259	9	3	fse	fse	PROPN
brj-22259	9	4	was	be	AUX
brj-22259	9	5	estimated	estimate	VERB
brj-22259	9	6	at	at	ADP
brj-22259	9	7	374	374	NUM
brj-22259	9	8	mg	mg	NOUN
brj-22259	9	9	/	/	SYM
brj-22259	9	10	g	g	PROPN
brj-22259	9	11	(	(	PUNCT
brj-22259	9	12	81.4	81.4	NUM
brj-22259	9	13	%	%	NOUN
brj-22259	9	14	conversion	conversion	NOUN
brj-22259	9	15	efficiency	efficiency	NOUN
brj-22259	9	16	)	)	PUNCT
brj-22259	9	17	,	,	PUNCT
brj-22259	9	18	with	with	ADP
brj-22259	9	19	a	a	DET
brj-22259	9	20	severity	severity	NOUN
brj-22259	9	21	factor	factor	NOUN
brj-22259	9	22	of	of	ADP
brj-22259	9	23	3.61	3.61	NUM
brj-22259	9	24	under	under	ADP
brj-22259	9	25	1.58	1.58	NUM
brj-22259	9	26	%	%	NOUN
brj-22259	9	27	h2so4	h2so4	NOUN
brj-22259	9	28	for	for	ADP
brj-22259	9	29	13	13	NUM
brj-22259	9	30	min	min	NOUN
brj-22259	9	31	at	at	ADP
brj-22259	9	32	160	160	NUM
brj-22259	9	33	°	°	ADP
brj-22259	9	34	c	c	NOUN
brj-22259	9	35	and	and	CCONJ
brj-22259	9	36	8.5	8.5	NUM
brj-22259	9	37	bar	bar	NOUN
brj-22259	9	38	.	.	PUNCT
brj-22259	10	1	using	use	VERB
brj-22259	10	2	the	the	DET
brj-22259	10	3	mw	mw	ADJ
brj-22259	10	4	-	-	ADJ
brj-22259	10	5	da	da	ADJ
brj-22259	10	6	pretreatment	pretreatment	NOUN
brj-22259	10	7	process	process	NOUN
brj-22259	10	8	lowered	lower	VERB
brj-22259	10	9	the	the	DET
brj-22259	10	10	costs	cost	NOUN
brj-22259	10	11	significantly	significantly	ADV
brj-22259	10	12	due	due	ADP
brj-22259	10	13	to	to	ADP
brj-22259	10	14	the	the	DET
brj-22259	10	15	decreases	decrease	NOUN
brj-22259	10	16	in	in	ADP
brj-22259	10	17	acid	acid	NOUN
brj-22259	10	18	concentration	concentration	NOUN
brj-22259	10	19	and	and	CCONJ
brj-22259	10	20	pretreatment	pretreatment	NOUN
brj-22259	10	21	time	time	NOUN
brj-22259	10	22	.	.	PUNCT
brj-22259	11	1	doi	doi	NOUN
brj-22259	11	2	:	:	PUNCT
brj-22259	11	3	10.15376	10.15376	NUM
brj-22259	11	4	/	/	SYM
brj-22259	11	5	biores.18.1.613	biores.18.1.613	NOUN
brj-22259	11	6	-	-	SYM
brj-22259	11	7	628	628	NUM
brj-22259	11	8	keywords	keyword	NOUN
brj-22259	11	9	:	:	PUNCT
brj-22259	11	10	microwave	microwave	NOUN
brj-22259	11	11	pretreatment	pretreatment	NOUN
brj-22259	11	12	;	;	PUNCT
brj-22259	11	13	severity	severity	NOUN
brj-22259	11	14	;	;	PUNCT
brj-22259	11	15	fermentable	fermentable	ADJ
brj-22259	11	16	sugar	sugar	NOUN
brj-22259	11	17	;	;	PUNCT
brj-22259	11	18	valorization	valorization	NOUN
brj-22259	11	19	contact	contact	NOUN
brj-22259	11	20	information	information	NOUN
brj-22259	11	21	:	:	PUNCT
brj-22259	11	22	department	department	NOUN
brj-22259	11	23	of	of	ADP
brj-22259	11	24	food	food	NOUN
brj-22259	11	25	engineering	engineering	NOUN
brj-22259	11	26	,	,	PUNCT
brj-22259	11	27	izmir	izmir	PROPN
brj-22259	11	28	institute	institute	PROPN
brj-22259	11	29	of	of	ADP
brj-22259	11	30	technology	technology	PROPN
brj-22259	11	31	,	,	PUNCT
brj-22259	11	32	35430	35430	NUM
brj-22259	11	33	,	,	PUNCT
brj-22259	11	34	i̇zmir	i̇zmir	NOUN
brj-22259	11	35	,	,	PUNCT
brj-22259	11	36	turkey	turkey	NOUN
brj-22259	11	37	*	*	PUNCT
brj-22259	11	38	corresponding	correspond	VERB
brj-22259	11	39	author	author	NOUN
brj-22259	11	40	:	:	PUNCT
brj-22259	11	41	sibeluzuner@iyte.edu.tr	sibeluzuner@iyte.edu.tr	PROPN
brj-22259	11	42	introduction	introduction	NOUN
brj-22259	11	43	the	the	DET
brj-22259	11	44	use	use	NOUN
brj-22259	11	45	of	of	ADP
brj-22259	11	46	agro	agro	ADJ
brj-22259	11	47	-	-	PUNCT
brj-22259	11	48	food	food	NOUN
brj-22259	11	49	waste	waste	NOUN
brj-22259	11	50	products	product	NOUN
brj-22259	11	51	is	be	AUX
brj-22259	11	52	a	a	DET
brj-22259	11	53	potential	potential	ADJ
brj-22259	11	54	alternative	alternative	NOUN
brj-22259	11	55	for	for	ADP
brj-22259	11	56	maintaining	maintain	VERB
brj-22259	11	57	sustainable	sustainable	ADJ
brj-22259	11	58	development	development	NOUN
brj-22259	11	59	and	and	CCONJ
brj-22259	11	60	aiming	aim	VERB
brj-22259	11	61	for	for	ADP
brj-22259	11	62	zero	zero	NUM
brj-22259	11	63	production	production	NOUN
brj-22259	11	64	of	of	ADP
brj-22259	11	65	waste	waste	NOUN
brj-22259	11	66	.	.	PUNCT
brj-22259	12	1	turkey	turkey	PROPN
brj-22259	12	2	has	have	VERB
brj-22259	12	3	a	a	DET
brj-22259	12	4	rich	rich	ADJ
brj-22259	12	5	agricultural	agricultural	ADJ
brj-22259	12	6	biomass	biomass	NOUN
brj-22259	12	7	stream	stream	NOUN
brj-22259	12	8	,	,	PUNCT
brj-22259	12	9	and	and	CCONJ
brj-22259	12	10	one	one	NUM
brj-22259	12	11	of	of	ADP
brj-22259	12	12	its	its	PRON
brj-22259	12	13	most	most	ADV
brj-22259	12	14	important	important	ADJ
brj-22259	12	15	agricultural	agricultural	ADJ
brj-22259	12	16	products	product	NOUN
brj-22259	12	17	is	be	AUX
brj-22259	12	18	hazelnut	hazelnut	NOUN
brj-22259	12	19	(	(	PUNCT
brj-22259	12	20	ozcimen	ozciman	NOUN
brj-22259	12	21	and	and	CCONJ
brj-22259	12	22	ersoy	ersoy	NOUN
brj-22259	12	23	-	-	PUNCT
brj-22259	12	24	mericboyu	mericboyu	NOUN
brj-22259	12	25	2010	2010	NUM
brj-22259	12	26	)	)	PUNCT
brj-22259	12	27	.	.	PUNCT
brj-22259	13	1	hazelnut	hazelnut	NOUN
brj-22259	13	2	shells	shell	NOUN
brj-22259	13	3	,	,	PUNCT
brj-22259	13	4	a	a	DET
brj-22259	13	5	residue	residue	NOUN
brj-22259	13	6	of	of	ADP
brj-22259	13	7	hazelnut	hazelnut	NOUN
brj-22259	13	8	processing	processing	NOUN
brj-22259	13	9	,	,	PUNCT
brj-22259	13	10	offers	offer	VERB
brj-22259	13	11	a	a	DET
brj-22259	13	12	terrific	terrific	ADJ
brj-22259	13	13	opportunity	opportunity	NOUN
brj-22259	13	14	for	for	ADP
brj-22259	13	15	the	the	DET
brj-22259	13	16	production	production	NOUN
brj-22259	13	17	of	of	ADP
brj-22259	13	18	value	value	NOUN
brj-22259	13	19	-	-	PUNCT
brj-22259	13	20	added	add	VERB
brj-22259	13	21	products	product	NOUN
brj-22259	13	22	.	.	PUNCT
brj-22259	14	1	hazelnut	hazelnut	NOUN
brj-22259	14	2	shells	shell	NOUN
brj-22259	14	3	are	be	AUX
brj-22259	14	4	currently	currently	ADV
brj-22259	14	5	used	use	VERB
brj-22259	14	6	either	either	CCONJ
brj-22259	14	7	as	as	ADP
brj-22259	14	8	boiler	boiler	NOUN
brj-22259	14	9	fuel	fuel	NOUN
brj-22259	14	10	or	or	CCONJ
brj-22259	14	11	landscaping	landscaping	NOUN
brj-22259	14	12	(	(	PUNCT
brj-22259	14	13	atland	atland	NOUN
brj-22259	14	14	2015	2015	NUM
brj-22259	14	15	)	)	PUNCT
brj-22259	14	16	.	.	PUNCT
brj-22259	15	1	turkey	turkey	PROPN
brj-22259	15	2	has	have	VERB
brj-22259	15	3	rich	rich	ADJ
brj-22259	15	4	biomass	biomass	NOUN
brj-22259	15	5	and	and	CCONJ
brj-22259	15	6	biomass	biomass	NOUN
brj-22259	15	7	energy	energy	NOUN
brj-22259	15	8	potential	potential	NOUN
brj-22259	15	9	(	(	PUNCT
brj-22259	15	10	9.5	9.5	NUM
brj-22259	15	11	gw	gw	VERB
brj-22259	15	12	in	in	ADP
brj-22259	15	13	turkey	turkey	NOUN
brj-22259	15	14	)	)	PUNCT
brj-22259	15	15	(	(	PUNCT
brj-22259	15	16	şenol	şenol	NOUN
brj-22259	15	17	2019	2019	NUM
brj-22259	15	18	)	)	PUNCT
brj-22259	15	19	.	.	PUNCT
brj-22259	16	1	physicochemical	physicochemical	ADJ
brj-22259	16	2	properties	property	NOUN
brj-22259	16	3	such	such	ADJ
brj-22259	16	4	as	as	ADP
brj-22259	16	5	calorific	calorific	ADJ
brj-22259	16	6	value	value	NOUN
brj-22259	16	7	,	,	PUNCT
brj-22259	16	8	temperature	temperature	NOUN
brj-22259	16	9	of	of	ADP
brj-22259	16	10	ignition	ignition	NOUN
brj-22259	16	11	,	,	PUNCT
brj-22259	16	12	and	and	CCONJ
brj-22259	16	13	relatively	relatively	ADV
brj-22259	16	14	low	low	ADJ
brj-22259	16	15	ash	ash	NOUN
brj-22259	16	16	content	content	NOUN
brj-22259	16	17	showed	show	VERB
brj-22259	16	18	that	that	SCONJ
brj-22259	16	19	hazelnut	hazelnut	NOUN
brj-22259	16	20	shells	shell	NOUN
brj-22259	16	21	are	be	AUX
brj-22259	16	22	suitable	suitable	ADJ
brj-22259	16	23	for	for	ADP
brj-22259	16	24	the	the	DET
brj-22259	16	25	production	production	NOUN
brj-22259	16	26	of	of	ADP
brj-22259	16	27	biofuels	biofuel	NOUN
brj-22259	16	28	(	(	PUNCT
brj-22259	16	29	hebda	hebda	NOUN
brj-22259	16	30	et	et	PROPN
brj-22259	16	31	al	al	PROPN
brj-22259	16	32	.	.	PROPN
brj-22259	16	33	2018	2018	NUM
brj-22259	16	34	)	)	PUNCT
brj-22259	16	35	.	.	PUNCT
brj-22259	17	1	moreover	moreover	ADV
brj-22259	17	2	,	,	PUNCT
brj-22259	17	3	annual	annual	ADJ
brj-22259	17	4	biogas	biogas	NOUN
brj-22259	17	5	production	production	NOUN
brj-22259	17	6	potential	potential	NOUN
brj-22259	17	7	of	of	ADP
brj-22259	17	8	hazelnut	hazelnut	NOUN
brj-22259	17	9	shells	shell	NOUN
brj-22259	17	10	in	in	ADP
brj-22259	17	11	giresun	giresun	PROPN
brj-22259	17	12	,	,	PUNCT
brj-22259	17	13	city	city	NOUN
brj-22259	17	14	of	of	ADP
brj-22259	17	15	turkey	turkey	NOUN
brj-22259	17	16	,	,	PUNCT
brj-22259	17	17	was	be	AUX
brj-22259	17	18	found	find	VERB
brj-22259	17	19	to	to	PART
brj-22259	17	20	be	be	AUX
brj-22259	17	21	38.21	38.21	NUM
brj-22259	17	22	gw	gw	PROPN
brj-22259	17	23	h	h	PROPN
brj-22259	17	24	/	/	SYM
brj-22259	17	25	yr	yr	PROPN
brj-22259	17	26	(	(	PUNCT
brj-22259	17	27	şenol	şenol	NOUN
brj-22259	17	28	2019	2019	NUM
brj-22259	17	29	)	)	PUNCT
brj-22259	17	30	.	.	PUNCT
brj-22259	18	1	generating	generate	VERB
brj-22259	18	2	value	value	NOUN
brj-22259	18	3	-	-	PUNCT
brj-22259	18	4	added	add	VERB
brj-22259	18	5	products	product	NOUN
brj-22259	18	6	from	from	ADP
brj-22259	18	7	hazelnut	hazelnut	NOUN
brj-22259	18	8	shells	shell	NOUN
brj-22259	18	9	can	can	AUX
brj-22259	18	10	improve	improve	VERB
brj-22259	18	11	both	both	DET
brj-22259	18	12	economic	economic	ADJ
brj-22259	18	13	and	and	CCONJ
brj-22259	18	14	environmental	environmental	ADJ
brj-22259	18	15	benefits	benefit	NOUN
brj-22259	18	16	for	for	ADP
brj-22259	18	17	producers	producer	NOUN
brj-22259	18	18	and	and	CCONJ
brj-22259	18	19	consumers	consumer	NOUN
brj-22259	18	20	of	of	ADP
brj-22259	18	21	hazelnuts	hazelnut	NOUN
brj-22259	18	22	in	in	ADP
brj-22259	18	23	the	the	DET
brj-22259	18	24	region	region	NOUN
brj-22259	18	25	.	.	PUNCT
brj-22259	19	1	uzuner	uzuner	NOUN
brj-22259	19	2	and	and	CCONJ
brj-22259	19	3	cekmecelioglu	cekmecelioglu	NOUN
brj-22259	19	4	(	(	PUNCT
brj-22259	19	5	2014	2014	NUM
brj-22259	19	6	)	)	PUNCT
brj-22259	19	7	reported	report	VERB
brj-22259	19	8	that	that	SCONJ
brj-22259	19	9	hazelnut	hazelnut	NOUN
brj-22259	19	10	shells	shell	NOUN
brj-22259	19	11	can	can	AUX
brj-22259	19	12	be	be	AUX
brj-22259	19	13	utilized	utilize	VERB
brj-22259	19	14	as	as	ADP
brj-22259	19	15	a	a	DET
brj-22259	19	16	raw	raw	ADJ
brj-22259	19	17	material	material	NOUN
brj-22259	19	18	for	for	ADP
brj-22259	19	19	pectinase	pectinase	ADJ
brj-22259	19	20	production	production	NOUN
brj-22259	19	21	by	by	ADP
brj-22259	19	22	performing	perform	VERB
brj-22259	19	23	acid	acid	NOUN
brj-22259	19	24	pretreatment	pretreatment	NOUN
brj-22259	19	25	and	and	CCONJ
brj-22259	19	26	enzymatic	enzymatic	ADJ
brj-22259	19	27	saccharification	saccharification	NOUN
brj-22259	19	28	of	of	ADP
brj-22259	19	29	cellulose	cellulose	NOUN
brj-22259	19	30	and	and	CCONJ
brj-22259	19	31	hemicellulose	hemicellulose	NOUN
brj-22259	19	32	to	to	PART
brj-22259	19	33	obtain	obtain	VERB
brj-22259	19	34	peer	peer	NOUN
brj-22259	19	35	-	-	PUNCT
brj-22259	19	36	reviewed	review	VERB
brj-22259	19	37	article	article	NOUN
brj-22259	19	38	bioresources.com	bioresources.com	X
brj-22259	19	39	uzuner	uzuner	NOUN
brj-22259	19	40	et	et	PROPN
brj-22259	19	41	al	al	PROPN
brj-22259	19	42	.	.	PROPN
brj-22259	20	1	(	(	PUNCT
brj-22259	20	2	2023	2023	NUM
brj-22259	20	3	)	)	PUNCT
brj-22259	20	4	.	.	PUNCT
brj-22259	21	1	“	"	PUNCT
brj-22259	21	2	microwave	microwave	NOUN
brj-22259	21	3	&	&	CCONJ
brj-22259	21	4	pretreatment	pretreatment	NOUN
brj-22259	21	5	,	,	PUNCT
brj-22259	21	6	”	"	PUNCT
brj-22259	21	7	bioresources	bioresource	NOUN
brj-22259	21	8	18(1	18(1	NOUN
brj-22259	21	9	)	)	PUNCT
brj-22259	21	10	,	,	PUNCT
brj-22259	21	11	613	613	NUM
brj-22259	21	12	-	-	SYM
brj-22259	21	13	628	628	NUM
brj-22259	21	14	.	.	PUNCT
brj-22259	22	1	614	614	NUM
brj-22259	22	2	reducing	reduce	VERB
brj-22259	22	3	sugars	sugar	NOUN
brj-22259	22	4	for	for	ADP
brj-22259	22	5	fermentation	fermentation	NOUN
brj-22259	22	6	.	.	PUNCT
brj-22259	23	1	the	the	DET
brj-22259	23	2	bioconversion	bioconversion	NOUN
brj-22259	23	3	of	of	ADP
brj-22259	23	4	lignocellulosic	lignocellulosic	ADJ
brj-22259	23	5	biomass	biomass	NOUN
brj-22259	23	6	requires	require	VERB
brj-22259	23	7	changing	change	VERB
brj-22259	23	8	the	the	DET
brj-22259	23	9	structure	structure	NOUN
brj-22259	23	10	of	of	ADP
brj-22259	23	11	biomass	biomass	NOUN
brj-22259	23	12	residues	residue	NOUN
brj-22259	23	13	and	and	CCONJ
brj-22259	23	14	improves	improve	VERB
brj-22259	23	15	the	the	DET
brj-22259	23	16	rate	rate	NOUN
brj-22259	23	17	and	and	CCONJ
brj-22259	23	18	yield	yield	NOUN
brj-22259	23	19	of	of	ADP
brj-22259	23	20	reducing	reduce	VERB
brj-22259	23	21	sugars	sugar	NOUN
brj-22259	23	22	by	by	ADP
brj-22259	23	23	the	the	DET
brj-22259	23	24	use	use	NOUN
brj-22259	23	25	of	of	ADP
brj-22259	23	26	pretreatment	pretreatment	NOUN
brj-22259	23	27	methods	method	NOUN
brj-22259	23	28	.	.	PUNCT
brj-22259	24	1	pretreatment	pretreatment	NOUN
brj-22259	24	2	can	can	AUX
brj-22259	24	3	be	be	AUX
brj-22259	24	4	divided	divide	VERB
brj-22259	24	5	into	into	ADP
brj-22259	24	6	three	three	NUM
brj-22259	24	7	main	main	ADJ
brj-22259	24	8	categories	category	NOUN
brj-22259	24	9	as	as	ADP
brj-22259	24	10	physical	physical	ADJ
brj-22259	24	11	,	,	PUNCT
brj-22259	24	12	chemical	chemical	NOUN
brj-22259	24	13	,	,	PUNCT
brj-22259	24	14	and	and	CCONJ
brj-22259	24	15	biological	biological	ADJ
brj-22259	24	16	.	.	PUNCT
brj-22259	25	1	physical	physical	ADJ
brj-22259	25	2	pretreatment	pretreatment	NOUN
brj-22259	25	3	processes	process	NOUN
brj-22259	25	4	have	have	AUX
brj-22259	25	5	proven	prove	VERB
brj-22259	25	6	to	to	PART
brj-22259	25	7	be	be	AUX
brj-22259	25	8	energetically	energetically	ADV
brj-22259	25	9	unviable	unviable	ADJ
brj-22259	25	10	,	,	PUNCT
brj-22259	25	11	while	while	SCONJ
brj-22259	25	12	biological	biological	ADJ
brj-22259	25	13	pretreatment	pretreatment	NOUN
brj-22259	25	14	methods	method	NOUN
brj-22259	25	15	can	can	AUX
brj-22259	25	16	be	be	AUX
brj-22259	25	17	time	time	NOUN
brj-22259	25	18	-	-	PUNCT
brj-22259	25	19	consuming	consume	VERB
brj-22259	25	20	(	(	PUNCT
brj-22259	25	21	chen	chen	PROPN
brj-22259	25	22	et	et	PROPN
brj-22259	25	23	al	al	PROPN
brj-22259	25	24	.	.	PROPN
brj-22259	25	25	2007	2007	NUM
brj-22259	25	26	;	;	PUNCT
brj-22259	26	1	xu	xu	PROPN
brj-22259	26	2	et	et	PROPN
brj-22259	26	3	al	al	PROPN
brj-22259	26	4	.	.	PROPN
brj-22259	26	5	2010	2010	NUM
brj-22259	26	6	)	)	PUNCT
brj-22259	26	7	.	.	PUNCT
brj-22259	27	1	most	most	ADJ
brj-22259	27	2	of	of	ADP
brj-22259	27	3	these	these	DET
brj-22259	27	4	pretreatment	pretreatment	NOUN
brj-22259	27	5	processes	process	NOUN
brj-22259	27	6	require	require	VERB
brj-22259	27	7	high	high	ADJ
brj-22259	27	8	temperature	temperature	NOUN
brj-22259	27	9	,	,	PUNCT
brj-22259	27	10	high	high	ADJ
brj-22259	27	11	pressure	pressure	NOUN
brj-22259	27	12	,	,	PUNCT
brj-22259	27	13	and/or	and/or	CCONJ
brj-22259	27	14	long	long	ADJ
brj-22259	27	15	operation	operation	NOUN
brj-22259	27	16	time	time	NOUN
brj-22259	27	17	to	to	PART
brj-22259	27	18	improve	improve	VERB
brj-22259	27	19	the	the	DET
brj-22259	27	20	yield	yield	NOUN
brj-22259	27	21	of	of	ADP
brj-22259	27	22	reducing	reduce	VERB
brj-22259	27	23	sugars	sugar	NOUN
brj-22259	27	24	(	(	PUNCT
brj-22259	27	25	zhang	zhang	X
brj-22259	27	26	et	et	PROPN
brj-22259	27	27	al	al	PROPN
brj-22259	27	28	.	.	PROPN
brj-22259	27	29	2016	2016	NUM
brj-22259	27	30	)	)	PUNCT
brj-22259	27	31	.	.	PUNCT
brj-22259	28	1	the	the	DET
brj-22259	28	2	dilute	dilute	NOUN
brj-22259	28	3	acid	acid	NOUN
brj-22259	28	4	pretreatment	pretreatment	NOUN
brj-22259	28	5	at	at	ADP
brj-22259	28	6	elevated	elevated	ADJ
brj-22259	28	7	high	high	ADJ
brj-22259	28	8	temperatures	temperature	NOUN
brj-22259	28	9	is	be	AUX
brj-22259	28	10	the	the	DET
brj-22259	28	11	most	most	ADV
brj-22259	28	12	commonly	commonly	ADV
brj-22259	28	13	used	use	VERB
brj-22259	28	14	to	to	PART
brj-22259	28	15	pretreat	pretreat	VERB
brj-22259	28	16	biomass	biomass	NOUN
brj-22259	28	17	(	(	PUNCT
brj-22259	28	18	mesa	mesa	PROPN
brj-22259	28	19	et	et	PROPN
brj-22259	28	20	al	al	PROPN
brj-22259	28	21	.	.	PROPN
brj-22259	28	22	2020	2020	NUM
brj-22259	28	23	)	)	PUNCT
brj-22259	28	24	.	.	PUNCT
brj-22259	29	1	however	however	ADV
brj-22259	29	2	,	,	PUNCT
brj-22259	29	3	this	this	DET
brj-22259	29	4	method	method	NOUN
brj-22259	29	5	has	have	VERB
brj-22259	29	6	disadvantages	disadvantage	NOUN
brj-22259	29	7	.	.	PUNCT
brj-22259	30	1	for	for	ADP
brj-22259	30	2	instance	instance	NOUN
brj-22259	30	3	,	,	PUNCT
brj-22259	30	4	degradation	degradation	NOUN
brj-22259	30	5	products	product	NOUN
brj-22259	30	6	such	such	ADJ
brj-22259	30	7	as	as	ADP
brj-22259	30	8	furan	furan	PROPN
brj-22259	30	9	derivatives	derivative	NOUN
brj-22259	30	10	and	and	CCONJ
brj-22259	30	11	phenolic	phenolic	ADJ
brj-22259	30	12	compounds	compound	NOUN
brj-22259	30	13	are	be	AUX
brj-22259	30	14	generated	generate	VERB
brj-22259	30	15	,	,	PUNCT
brj-22259	30	16	and	and	CCONJ
brj-22259	30	17	they	they	PRON
brj-22259	30	18	act	act	VERB
brj-22259	30	19	as	as	ADP
brj-22259	30	20	inhibitors	inhibitor	NOUN
brj-22259	30	21	during	during	ADP
brj-22259	30	22	fermentation	fermentation	NOUN
brj-22259	30	23	(	(	PUNCT
brj-22259	30	24	yu	yu	PROPN
brj-22259	30	25	et	et	PROPN
brj-22259	30	26	al	al	PROPN
brj-22259	30	27	.	.	PROPN
brj-22259	30	28	2018	2018	NUM
brj-22259	30	29	)	)	PUNCT
brj-22259	30	30	.	.	PUNCT
brj-22259	31	1	thus	thus	ADV
brj-22259	31	2	,	,	PUNCT
brj-22259	31	3	this	this	DET
brj-22259	31	4	method	method	NOUN
brj-22259	31	5	needs	need	VERB
brj-22259	31	6	a	a	DET
brj-22259	31	7	neutralization	neutralization	NOUN
brj-22259	31	8	step	step	NOUN
brj-22259	31	9	before	before	ADP
brj-22259	31	10	fermentation	fermentation	NOUN
brj-22259	31	11	.	.	PUNCT
brj-22259	32	1	microwave	microwave	NOUN
brj-22259	32	2	-	-	PUNCT
brj-22259	32	3	assisted	assist	VERB
brj-22259	32	4	pretreatment	pretreatment	NOUN
brj-22259	32	5	processing	processing	NOUN
brj-22259	32	6	has	have	AUX
brj-22259	32	7	become	become	VERB
brj-22259	32	8	increasingly	increasingly	ADV
brj-22259	32	9	popular	popular	ADJ
brj-22259	32	10	due	due	ADJ
brj-22259	32	11	to	to	PART
brj-22259	32	12	direct	direct	VERB
brj-22259	32	13	and	and	CCONJ
brj-22259	32	14	rapid	rapid	ADJ
brj-22259	32	15	heating	heating	NOUN
brj-22259	32	16	(	(	PUNCT
brj-22259	32	17	zhu	zhu	X
brj-22259	32	18	et	et	PROPN
brj-22259	32	19	al	al	PROPN
brj-22259	32	20	.	.	PROPN
brj-22259	32	21	2016	2016	NUM
brj-22259	32	22	)	)	PUNCT
brj-22259	32	23	.	.	PUNCT
brj-22259	33	1	microwave	microwave	NOUN
brj-22259	33	2	pretreatments	pretreatment	NOUN
brj-22259	33	3	showed	show	VERB
brj-22259	33	4	higher	high	ADJ
brj-22259	33	5	saccharification	saccharification	NOUN
brj-22259	33	6	yield	yield	NOUN
brj-22259	33	7	compared	compare	VERB
brj-22259	33	8	to	to	ADP
brj-22259	33	9	a	a	DET
brj-22259	33	10	steam	steam	NOUN
brj-22259	33	11	explosion	explosion	NOUN
brj-22259	33	12	at	at	ADP
brj-22259	33	13	the	the	DET
brj-22259	33	14	same	same	ADJ
brj-22259	33	15	temperature	temperature	NOUN
brj-22259	33	16	and	and	CCONJ
brj-22259	33	17	shorter	short	ADJ
brj-22259	33	18	reaction	reaction	NOUN
brj-22259	33	19	time	time	NOUN
brj-22259	33	20	.	.	PUNCT
brj-22259	34	1	moreover	moreover	ADV
brj-22259	34	2	,	,	PUNCT
brj-22259	34	3	the	the	DET
brj-22259	34	4	concentration	concentration	NOUN
brj-22259	34	5	of	of	ADP
brj-22259	34	6	inhibitors	inhibitor	NOUN
brj-22259	34	7	is	be	AUX
brj-22259	34	8	decreased	decrease	VERB
brj-22259	34	9	drastically	drastically	ADV
brj-22259	34	10	(	(	PUNCT
brj-22259	34	11	li	li	PROPN
brj-22259	34	12	et	et	PROPN
brj-22259	34	13	al	al	PROPN
brj-22259	34	14	.	.	PROPN
brj-22259	34	15	2016	2016	NUM
brj-22259	34	16	)	)	PUNCT
brj-22259	34	17	.	.	PUNCT
brj-22259	35	1	the	the	DET
brj-22259	35	2	other	other	ADJ
brj-22259	35	3	important	important	ADJ
brj-22259	35	4	thing	thing	NOUN
brj-22259	35	5	is	be	AUX
brj-22259	35	6	the	the	DET
brj-22259	35	7	amount	amount	NOUN
brj-22259	35	8	of	of	ADP
brj-22259	35	9	energy	energy	NOUN
brj-22259	35	10	consumed	consume	VERB
brj-22259	35	11	during	during	ADP
brj-22259	35	12	pretreatments	pretreatment	NOUN
brj-22259	35	13	.	.	PUNCT
brj-22259	36	1	vintila	vintila	PROPN
brj-22259	36	2	et	et	PROPN
brj-22259	36	3	al	al	PROPN
brj-22259	36	4	.	.	PROPN
brj-22259	37	1	(	(	PUNCT
brj-22259	37	2	2019	2019	NUM
brj-22259	37	3	)	)	PUNCT
brj-22259	37	4	demonstrated	demonstrate	VERB
brj-22259	37	5	that	that	SCONJ
brj-22259	37	6	the	the	DET
brj-22259	37	7	energy	energy	NOUN
brj-22259	37	8	balance	balance	NOUN
brj-22259	37	9	was	be	AUX
brj-22259	37	10	effective	effective	ADJ
brj-22259	37	11	for	for	ADP
brj-22259	37	12	microwave	microwave	NOUN
brj-22259	37	13	pretreatment	pretreatment	NOUN
brj-22259	37	14	of	of	ADP
brj-22259	37	15	alkaline	alkaline	ADJ
brj-22259	37	16	suspension	suspension	NOUN
brj-22259	37	17	of	of	ADP
brj-22259	37	18	sweet	sweet	ADJ
brj-22259	37	19	sorghum	sorghum	NOUN
brj-22259	37	20	bagasse	bagasse	NOUN
brj-22259	37	21	compared	compare	VERB
brj-22259	37	22	with	with	ADP
brj-22259	37	23	the	the	DET
brj-22259	37	24	steam	steam	NOUN
brj-22259	37	25	treatment	treatment	NOUN
brj-22259	37	26	.	.	PUNCT
brj-22259	38	1	during	during	ADP
brj-22259	38	2	the	the	DET
brj-22259	38	3	microwave	microwave	NOUN
brj-22259	38	4	assisted	assist	VERB
brj-22259	38	5	dilute	dilute	NOUN
brj-22259	38	6	acid	acid	NOUN
brj-22259	38	7	(	(	PUNCT
brj-22259	38	8	mw	mw	NOUN
brj-22259	38	9	-	-	PUNCT
brj-22259	38	10	da	da	ADJ
brj-22259	38	11	)	)	PUNCT
brj-22259	38	12	pretreatment	pretreatment	NOUN
brj-22259	38	13	,	,	PUNCT
brj-22259	38	14	cellulose	cellulose	NOUN
brj-22259	38	15	is	be	AUX
brj-22259	38	16	partially	partially	ADV
brj-22259	38	17	decomposed	decompose	VERB
brj-22259	38	18	at	at	ADP
brj-22259	38	19	elevated	elevated	ADJ
brj-22259	38	20	temperature	temperature	NOUN
brj-22259	38	21	,	,	PUNCT
brj-22259	38	22	hemicelluloses	hemicellulose	NOUN
brj-22259	38	23	are	be	AUX
brj-22259	38	24	degraded	degrade	VERB
brj-22259	38	25	in	in	ADP
brj-22259	38	26	weak	weak	ADJ
brj-22259	38	27	acids	acid	NOUN
brj-22259	38	28	,	,	PUNCT
brj-22259	38	29	and	and	CCONJ
brj-22259	38	30	lignin	lignin	NOUN
brj-22259	38	31	is	be	AUX
brj-22259	38	32	decomposed	decompose	VERB
brj-22259	38	33	at	at	ADP
brj-22259	38	34	elevated	elevated	ADJ
brj-22259	38	35	pressure	pressure	NOUN
brj-22259	38	36	and	and	CCONJ
brj-22259	38	37	temperature	temperature	NOUN
brj-22259	38	38	(	(	PUNCT
brj-22259	38	39	hendriks	hendriks	NOUN
brj-22259	38	40	and	and	CCONJ
brj-22259	38	41	zeeman	zeeman	PROPN
brj-22259	38	42	2009	2009	NUM
brj-22259	38	43	)	)	PUNCT
brj-22259	38	44	.	.	PUNCT
brj-22259	39	1	lu	lu	PROPN
brj-22259	39	2	et	et	PROPN
brj-22259	39	3	al	al	PROPN
brj-22259	39	4	.	.	PROPN
brj-22259	39	5	(	(	PUNCT
brj-22259	39	6	2011	2011	NUM
brj-22259	39	7	)	)	PUNCT
brj-22259	39	8	reported	report	VERB
brj-22259	39	9	that	that	SCONJ
brj-22259	39	10	the	the	DET
brj-22259	39	11	glucose	glucose	NOUN
brj-22259	39	12	yield	yield	NOUN
brj-22259	39	13	of	of	ADP
brj-22259	39	14	rape	rape	NOUN
brj-22259	39	15	straw	straw	NOUN
brj-22259	39	16	achieved	achieve	VERB
brj-22259	39	17	after	after	SCONJ
brj-22259	39	18	microwave	microwave	NOUN
brj-22259	39	19	pretreatment	pretreatment	NOUN
brj-22259	39	20	followed	follow	VERB
brj-22259	39	21	by	by	ADP
brj-22259	39	22	enzymatic	enzymatic	ADJ
brj-22259	39	23	hydrolysis	hydrolysis	NOUN
brj-22259	39	24	was	be	AUX
brj-22259	39	25	56.2	56.2	NUM
brj-22259	39	26	%	%	NOUN
brj-22259	39	27	.	.	PUNCT
brj-22259	40	1	ethaib	ethaib	PROPN
brj-22259	40	2	et	et	PROPN
brj-22259	40	3	al	al	PROPN
brj-22259	40	4	.	.	PROPN
brj-22259	41	1	(	(	PUNCT
brj-22259	41	2	2016	2016	NUM
brj-22259	41	3	)	)	PUNCT
brj-22259	41	4	identified	identify	VERB
brj-22259	41	5	the	the	DET
brj-22259	41	6	effect	effect	NOUN
brj-22259	41	7	of	of	ADP
brj-22259	41	8	microwave	microwave	NOUN
brj-22259	41	9	-	-	PUNCT
brj-22259	41	10	assisted	assist	VERB
brj-22259	41	11	dilute	dilute	NOUN
brj-22259	41	12	acid	acid	NOUN
brj-22259	41	13	pretreatment	pretreatment	NOUN
brj-22259	41	14	followed	follow	VERB
brj-22259	41	15	by	by	ADP
brj-22259	41	16	enzymatic	enzymatic	ADJ
brj-22259	41	17	hydrolysis	hydrolysis	NOUN
brj-22259	41	18	of	of	ADP
brj-22259	41	19	sago	sago	NOUN
brj-22259	41	20	palm	palm	NOUN
brj-22259	41	21	bark	bark	NOUN
brj-22259	41	22	on	on	ADP
brj-22259	41	23	monosaccharide	monosaccharide	NOUN
brj-22259	41	24	yield	yield	NOUN
brj-22259	41	25	and	and	CCONJ
brj-22259	41	26	total	total	ADJ
brj-22259	41	27	reducing	reduce	VERB
brj-22259	41	28	sugar	sugar	NOUN
brj-22259	41	29	.	.	PUNCT
brj-22259	42	1	huang	huang	PROPN
brj-22259	42	2	et	et	PROPN
brj-22259	42	3	al	al	PROPN
brj-22259	42	4	.	.	PROPN
brj-22259	43	1	(	(	PUNCT
brj-22259	43	2	2017	2017	NUM
brj-22259	43	3	)	)	PUNCT
brj-22259	43	4	found	find	VERB
brj-22259	43	5	that	that	SCONJ
brj-22259	43	6	microwave	microwave	NOUN
brj-22259	43	7	-	-	PUNCT
brj-22259	43	8	assisted	assist	VERB
brj-22259	43	9	alkali	alkali	ADJ
brj-22259	43	10	extraction	extraction	NOUN
brj-22259	43	11	enhanced	enhance	VERB
brj-22259	43	12	enzymatic	enzymatic	ADJ
brj-22259	43	13	hydrolysis	hydrolysis	NOUN
brj-22259	43	14	of	of	ADP
brj-22259	43	15	bagasse	bagasse	NOUN
brj-22259	43	16	on	on	ADP
brj-22259	43	17	hemicellulose	hemicellulose	NOUN
brj-22259	43	18	yield	yield	NOUN
brj-22259	43	19	;	;	PUNCT
brj-22259	43	20	86.8	86.8	NUM
brj-22259	43	21	%	%	NOUN
brj-22259	43	22	of	of	ADP
brj-22259	43	23	hemicellulose	hemicellulose	NOUN
brj-22259	43	24	was	be	AUX
brj-22259	43	25	extracted	extract	VERB
brj-22259	43	26	in	in	ADP
brj-22259	43	27	bagasse	bagasse	NOUN
brj-22259	43	28	during	during	ADP
brj-22259	43	29	the	the	DET
brj-22259	43	30	microwave	microwave	NOUN
brj-22259	43	31	-	-	PUNCT
brj-22259	43	32	assisted	assist	VERB
brj-22259	43	33	alkali	alkali	ADJ
brj-22259	43	34	extraction	extraction	NOUN
brj-22259	43	35	process	process	NOUN
brj-22259	43	36	enhanced	enhance	VERB
brj-22259	43	37	with	with	ADP
brj-22259	43	38	enzymatic	enzymatic	ADJ
brj-22259	43	39	hydrolysis	hydrolysis	NOUN
brj-22259	43	40	.	.	PUNCT
brj-22259	44	1	the	the	DET
brj-22259	44	2	study	study	NOUN
brj-22259	44	3	conducted	conduct	VERB
brj-22259	44	4	by	by	ADP
brj-22259	44	5	sombatpraiwan	sombatpraiwan	PROPN
brj-22259	44	6	et	et	PROPN
brj-22259	44	7	al	al	PROPN
brj-22259	44	8	.	.	PROPN
brj-22259	44	9	(	(	PUNCT
brj-22259	44	10	2019	2019	NUM
brj-22259	44	11	)	)	PUNCT
brj-22259	44	12	determined	determine	VERB
brj-22259	44	13	the	the	DET
brj-22259	44	14	optimum	optimum	ADJ
brj-22259	44	15	conditions	condition	NOUN
brj-22259	44	16	for	for	ADP
brj-22259	44	17	microwave	microwave	NOUN
brj-22259	44	18	-	-	PUNCT
brj-22259	44	19	assisted	assist	VERB
brj-22259	44	20	alkali	alkali	ADJ
brj-22259	44	21	pretreatment	pretreatment	NOUN
brj-22259	44	22	of	of	ADP
brj-22259	44	23	cassava	cassava	NOUN
brj-22259	44	24	rhizome	rhizome	NOUN
brj-22259	44	25	followed	follow	VERB
brj-22259	44	26	by	by	ADP
brj-22259	44	27	enzymatic	enzymatic	ADJ
brj-22259	44	28	hydrolysis	hydrolysis	NOUN
brj-22259	44	29	.	.	PUNCT
brj-22259	45	1	glucose	glucose	NOUN
brj-22259	45	2	yields	yield	NOUN
brj-22259	45	3	were	be	AUX
brj-22259	45	4	determined	determine	VERB
brj-22259	45	5	as	as	ADP
brj-22259	45	6	16.95	16.95	NUM
brj-22259	45	7	g/100	g/100	PROPN
brj-22259	45	8	g	g	PROPN
brj-22259	45	9	native	native	ADJ
brj-22259	45	10	cassava	cassava	NOUN
brj-22259	45	11	rhizome	rhizome	NOUN
brj-22259	45	12	for	for	ADP
brj-22259	45	13	48	48	NUM
brj-22259	45	14	h	h	NOUN
brj-22259	45	15	hydrolysis	hydrolysis	NOUN
brj-22259	45	16	under	under	ADP
brj-22259	45	17	840	840	NUM
brj-22259	45	18	w	w	NOUN
brj-22259	45	19	microwave	microwave	NOUN
brj-22259	45	20	power	power	NOUN
brj-22259	45	21	,	,	PUNCT
brj-22259	45	22	9	9	NUM
brj-22259	45	23	-	-	PUNCT
brj-22259	45	24	min	min	NOUN
brj-22259	45	25	irradiation	irradiation	NOUN
brj-22259	45	26	time	time	NOUN
brj-22259	45	27	,	,	PUNCT
brj-22259	45	28	and	and	CCONJ
brj-22259	45	29	3	3	NUM
brj-22259	45	30	%	%	NOUN
brj-22259	45	31	w	w	PROPN
brj-22259	45	32	/	/	SYM
brj-22259	45	33	v	v	PROPN
brj-22259	45	34	naoh	naoh	NOUN
brj-22259	45	35	concentration	concentration	NOUN
brj-22259	45	36	.	.	PUNCT
brj-22259	46	1	rajeswari	rajeswari	ADV
brj-22259	46	2	et	et	PROPN
brj-22259	46	3	al	al	PROPN
brj-22259	46	4	.	.	PROPN
brj-22259	47	1	(	(	PUNCT
brj-22259	47	2	2020	2020	NUM
brj-22259	47	3	)	)	PUNCT
brj-22259	47	4	focused	focus	VERB
brj-22259	47	5	on	on	ADP
brj-22259	47	6	the	the	DET
brj-22259	47	7	delignification	delignification	NOUN
brj-22259	47	8	of	of	ADP
brj-22259	47	9	aloe	aloe	PROPN
brj-22259	47	10	vera	vera	NOUN
brj-22259	47	11	rind	rind	NOUN
brj-22259	47	12	by	by	ADP
brj-22259	47	13	mw	mw	ADJ
brj-22259	47	14	-	-	PUNCT
brj-22259	47	15	assisted	assist	VERB
brj-22259	47	16	acid	acid	NOUN
brj-22259	47	17	pretreatment	pretreatment	NOUN
brj-22259	47	18	followed	follow	VERB
brj-22259	47	19	by	by	ADP
brj-22259	47	20	enzymatic	enzymatic	ADJ
brj-22259	47	21	saccharification	saccharification	NOUN
brj-22259	47	22	.	.	PUNCT
brj-22259	48	1	a	a	DET
brj-22259	48	2	three	three	NUM
brj-22259	48	3	-	-	ADJ
brj-22259	48	4	fold	fold	ADJ
brj-22259	48	5	decrease	decrease	NOUN
brj-22259	48	6	was	be	AUX
brj-22259	48	7	observed	observe	VERB
brj-22259	48	8	in	in	ADP
brj-22259	48	9	recalcitrant	recalcitrant	ADJ
brj-22259	48	10	lignin	lignin	NOUN
brj-22259	48	11	at	at	ADP
brj-22259	48	12	480	480	NUM
brj-22259	48	13	w	w	NOUN
brj-22259	48	14	during	during	ADP
brj-22259	48	15	the	the	DET
brj-22259	48	16	mw	mw	PROPN
brj-22259	48	17	acid	acid	PROPN
brj-22259	48	18	pretreatment	pretreatment	NOUN
brj-22259	48	19	process	process	NOUN
brj-22259	48	20	in	in	ADP
brj-22259	48	21	comparison	comparison	NOUN
brj-22259	48	22	with	with	ADP
brj-22259	48	23	untreated	untreated	ADJ
brj-22259	48	24	aloe	aloe	PROPN
brj-22259	48	25	vera	vera	NOUN
brj-22259	48	26	rind	rind	NOUN
brj-22259	48	27	biomass	biomass	NOUN
brj-22259	48	28	.	.	PUNCT
brj-22259	49	1	mikulski	mikulski	PROPN
brj-22259	49	2	and	and	CCONJ
brj-22259	49	3	klosowski	klosowski	PROPN
brj-22259	49	4	(	(	PUNCT
brj-22259	49	5	2020	2020	NUM
brj-22259	49	6	)	)	PUNCT
brj-22259	49	7	evaluated	evaluate	VERB
brj-22259	49	8	microwave	microwave	NOUN
brj-22259	49	9	-	-	PUNCT
brj-22259	49	10	assisted	assist	VERB
brj-22259	49	11	dilute	dilute	NOUN
brj-22259	49	12	acid	acid	NOUN
brj-22259	49	13	pretreatment	pretreatment	NOUN
brj-22259	49	14	of	of	ADP
brj-22259	49	15	wheat	wheat	NOUN
brj-22259	49	16	and	and	CCONJ
brj-22259	49	17	rye	rye	NOUN
brj-22259	49	18	stillage	stillage	NOUN
brj-22259	49	19	followed	follow	VERB
brj-22259	49	20	by	by	ADP
brj-22259	49	21	enzymatic	enzymatic	ADJ
brj-22259	49	22	hydrolysis	hydrolysis	NOUN
brj-22259	49	23	.	.	PUNCT
brj-22259	50	1	the	the	DET
brj-22259	50	2	highest	high	ADJ
brj-22259	50	3	cellulose	cellulose	NOUN
brj-22259	50	4	hydrolysis	hydrolysis	NOUN
brj-22259	50	5	obtained	obtain	VERB
brj-22259	50	6	was	be	AUX
brj-22259	50	7	75	75	NUM
brj-22259	50	8	%	%	NOUN
brj-22259	50	9	after	after	ADP
brj-22259	50	10	24	24	NUM
brj-22259	50	11	h	h	NOUN
brj-22259	50	12	at	at	ADP
brj-22259	50	13	54	54	NUM
brj-22259	50	14	psi	psi	NOUN
brj-22259	50	15	for	for	ADP
brj-22259	50	16	15	15	NUM
brj-22259	50	17	min	min	NOUN
brj-22259	50	18	.	.	PUNCT
brj-22259	50	19	most	most	ADJ
brj-22259	50	20	studies	study	NOUN
brj-22259	50	21	on	on	ADP
brj-22259	50	22	the	the	DET
brj-22259	50	23	pretreatment	pretreatment	NOUN
brj-22259	50	24	process	process	NOUN
brj-22259	50	25	are	be	AUX
brj-22259	50	26	integrated	integrate	VERB
brj-22259	50	27	with	with	ADP
brj-22259	50	28	enzymatic	enzymatic	ADJ
brj-22259	50	29	saccharification	saccharification	NOUN
brj-22259	50	30	for	for	ADP
brj-22259	50	31	releasing	releasing	AUX
brj-22259	50	32	reducing	reduce	VERB
brj-22259	50	33	sugars	sugar	NOUN
brj-22259	50	34	.	.	PUNCT
brj-22259	51	1	however	however	ADV
brj-22259	51	2	,	,	PUNCT
brj-22259	51	3	the	the	DET
brj-22259	51	4	enzymatic	enzymatic	ADJ
brj-22259	51	5	saccharification	saccharification	NOUN
brj-22259	51	6	process	process	NOUN
brj-22259	51	7	is	be	AUX
brj-22259	51	8	costly	costly	ADJ
brj-22259	51	9	and	and	CCONJ
brj-22259	51	10	time	time	NOUN
brj-22259	51	11	-	-	PUNCT
brj-22259	51	12	consuming	consume	VERB
brj-22259	51	13	(	(	PUNCT
brj-22259	51	14	jang	jang	PROPN
brj-22259	51	15	and	and	CCONJ
brj-22259	51	16	choi	choi	NOUN
brj-22259	51	17	2018	2018	NUM
brj-22259	51	18	)	)	PUNCT
brj-22259	51	19	.	.	PUNCT
brj-22259	52	1	although	although	SCONJ
brj-22259	52	2	many	many	ADJ
brj-22259	52	3	previous	previous	ADJ
brj-22259	52	4	studies	study	NOUN
brj-22259	52	5	have	have	AUX
brj-22259	52	6	been	be	AUX
brj-22259	52	7	conducted	conduct	VERB
brj-22259	52	8	on	on	ADP
brj-22259	52	9	the	the	DET
brj-22259	52	10	delignification	delignification	NOUN
brj-22259	52	11	and	and	CCONJ
brj-22259	52	12	hemicellulose	hemicellulose	NOUN
brj-22259	52	13	solubilization	solubilization	NOUN
brj-22259	52	14	of	of	ADP
brj-22259	52	15	lignocellulosic	lignocellulosic	ADJ
brj-22259	52	16	materials	material	NOUN
brj-22259	52	17	under	under	ADP
brj-22259	52	18	microwave	microwave	NOUN
brj-22259	52	19	pretreatment	pretreatment	NOUN
brj-22259	52	20	,	,	PUNCT
brj-22259	52	21	the	the	DET
brj-22259	52	22	same	same	ADJ
brj-22259	52	23	can	can	AUX
brj-22259	52	24	not	not	PART
brj-22259	52	25	be	be	AUX
brj-22259	52	26	said	say	VERB
brj-22259	52	27	about	about	ADP
brj-22259	52	28	fermentable	fermentable	ADJ
brj-22259	52	29	sugar	sugar	NOUN
brj-22259	52	30	production	production	NOUN
brj-22259	52	31	.	.	PUNCT
brj-22259	53	1	the	the	DET
brj-22259	53	2	mw	mw	PROPN
brj-22259	53	3	-	-	ADJ
brj-22259	53	4	da	da	ADJ
brj-22259	53	5	pretreatment	pretreatment	NOUN
brj-22259	53	6	conditions	condition	NOUN
brj-22259	53	7	should	should	AUX
brj-22259	53	8	be	be	AUX
brj-22259	53	9	optimized	optimize	VERB
brj-22259	53	10	for	for	ADP
brj-22259	53	11	reducing	reduce	VERB
brj-22259	53	12	the	the	DET
brj-22259	53	13	acid	acid	NOUN
brj-22259	53	14	concentration	concentration	NOUN
brj-22259	53	15	,	,	PUNCT
brj-22259	53	16	heating	heating	NOUN
brj-22259	53	17	time	time	NOUN
brj-22259	53	18	,	,	PUNCT
brj-22259	53	19	fermentation	fermentation	NOUN
brj-22259	53	20	inhibitors	inhibitor	NOUN
brj-22259	53	21	,	,	PUNCT
brj-22259	53	22	and	and	CCONJ
brj-22259	53	23	increasing	increase	VERB
brj-22259	53	24	the	the	DET
brj-22259	53	25	recovery	recovery	NOUN
brj-22259	53	26	of	of	ADP
brj-22259	53	27	peer	peer	NOUN
brj-22259	53	28	-	-	PUNCT
brj-22259	53	29	reviewed	review	VERB
brj-22259	53	30	article	article	NOUN
brj-22259	53	31	bioresources.com	bioresources.com	X
brj-22259	53	32	uzuner	uzuner	NOUN
brj-22259	53	33	et	et	PROPN
brj-22259	53	34	al	al	PROPN
brj-22259	53	35	.	.	PROPN
brj-22259	54	1	(	(	PUNCT
brj-22259	54	2	2023	2023	NUM
brj-22259	54	3	)	)	PUNCT
brj-22259	54	4	.	.	PUNCT
brj-22259	55	1	“	"	PUNCT
brj-22259	55	2	microwave	microwave	NOUN
brj-22259	55	3	&	&	CCONJ
brj-22259	55	4	pretreatment	pretreatment	NOUN
brj-22259	55	5	,	,	PUNCT
brj-22259	55	6	”	"	PUNCT
brj-22259	55	7	bioresources	bioresource	NOUN
brj-22259	55	8	18(1	18(1	NOUN
brj-22259	55	9	)	)	PUNCT
brj-22259	55	10	,	,	PUNCT
brj-22259	55	11	613	613	NUM
brj-22259	55	12	-	-	SYM
brj-22259	55	13	628	628	NUM
brj-22259	55	14	.	.	PUNCT
brj-22259	56	1	615	615	NUM
brj-22259	56	2	fermentable	fermentable	ADJ
brj-22259	56	3	sugar	sugar	NOUN
brj-22259	56	4	from	from	ADP
brj-22259	56	5	biomass	biomass	NOUN
brj-22259	56	6	.	.	PUNCT
brj-22259	57	1	this	this	DET
brj-22259	57	2	study	study	NOUN
brj-22259	57	3	evaluated	evaluate	VERB
brj-22259	57	4	the	the	DET
brj-22259	57	5	effective	effective	ADJ
brj-22259	57	6	fse	fse	PROPN
brj-22259	57	7	from	from	ADP
brj-22259	57	8	hazelnut	hazelnut	NOUN
brj-22259	57	9	shells	shell	NOUN
brj-22259	57	10	by	by	ADP
brj-22259	57	11	mw	mw	ADJ
brj-22259	57	12	-	-	ADJ
brj-22259	57	13	da	da	ADJ
brj-22259	57	14	pretreatment	pretreatment	NOUN
brj-22259	57	15	process	process	NOUN
brj-22259	57	16	using	use	VERB
brj-22259	57	17	box	box	NOUN
brj-22259	57	18	-	-	PUNCT
brj-22259	57	19	behnken	behnken	VERB
brj-22259	57	20	response	response	NOUN
brj-22259	57	21	surface	surface	NOUN
brj-22259	57	22	methodology	methodology	NOUN
brj-22259	57	23	(	(	PUNCT
brj-22259	57	24	rsm	rsm	NOUN
brj-22259	57	25	)	)	PUNCT
brj-22259	57	26	.	.	PUNCT
brj-22259	58	1	the	the	DET
brj-22259	58	2	information	information	NOUN
brj-22259	58	3	obtained	obtain	VERB
brj-22259	58	4	is	be	AUX
brj-22259	58	5	critical	critical	ADJ
brj-22259	58	6	to	to	PART
brj-22259	58	7	demonstrate	demonstrate	VERB
brj-22259	58	8	the	the	DET
brj-22259	58	9	full	full	ADJ
brj-22259	58	10	potential	potential	NOUN
brj-22259	58	11	of	of	ADP
brj-22259	58	12	hazelnut	hazelnut	NOUN
brj-22259	58	13	shells	shell	NOUN
brj-22259	58	14	as	as	ADP
brj-22259	58	15	feedstock	feedstock	NOUN
brj-22259	58	16	for	for	ADP
brj-22259	58	17	bioprocessing	bioprocesse	VERB
brj-22259	58	18	applications	application	NOUN
brj-22259	58	19	.	.	PUNCT
brj-22259	59	1	the	the	DET
brj-22259	59	2	objectives	objective	NOUN
brj-22259	59	3	of	of	ADP
brj-22259	59	4	this	this	DET
brj-22259	59	5	study	study	NOUN
brj-22259	59	6	included	include	VERB
brj-22259	59	7	:	:	PUNCT
brj-22259	59	8	(	(	PUNCT
brj-22259	59	9	1	1	X
brj-22259	59	10	)	)	PUNCT
brj-22259	59	11	to	to	PART
brj-22259	59	12	study	study	VERB
brj-22259	59	13	the	the	DET
brj-22259	59	14	effects	effect	NOUN
brj-22259	59	15	of	of	ADP
brj-22259	59	16	mw	mw	ADJ
brj-22259	59	17	-	-	ADJ
brj-22259	59	18	da	da	ADJ
brj-22259	59	19	pretreatment	pretreatment	NOUN
brj-22259	59	20	variables	variable	NOUN
brj-22259	59	21	(	(	PUNCT
brj-22259	59	22	acid	acid	NOUN
brj-22259	59	23	concentration	concentration	NOUN
brj-22259	59	24	,	,	PUNCT
brj-22259	59	25	pressure	pressure	NOUN
brj-22259	59	26	,	,	PUNCT
brj-22259	59	27	temperature	temperature	NOUN
brj-22259	59	28	,	,	PUNCT
brj-22259	59	29	and	and	CCONJ
brj-22259	59	30	time	time	NOUN
brj-22259	59	31	)	)	PUNCT
brj-22259	59	32	,	,	PUNCT
brj-22259	59	33	integrated	integrate	VERB
brj-22259	59	34	into	into	ADP
brj-22259	59	35	combined	combine	VERB
brj-22259	59	36	severity	severity	NOUN
brj-22259	59	37	factor	factor	NOUN
brj-22259	59	38	on	on	ADP
brj-22259	59	39	maximum	maximum	PROPN
brj-22259	59	40	fse	fse	PROPN
brj-22259	59	41	,	,	PUNCT
brj-22259	59	42	(	(	PUNCT
brj-22259	59	43	2	2	X
brj-22259	59	44	)	)	PUNCT
brj-22259	59	45	to	to	PART
brj-22259	59	46	apply	apply	VERB
brj-22259	59	47	bbd	bbd	PROPN
brj-22259	59	48	-	-	PUNCT
brj-22259	59	49	rsm	rsm	PROPN
brj-22259	59	50	to	to	PART
brj-22259	59	51	quantify	quantify	VERB
brj-22259	59	52	the	the	DET
brj-22259	59	53	effect	effect	NOUN
brj-22259	59	54	of	of	ADP
brj-22259	59	55	fse	fse	PROPN
brj-22259	59	56	,	,	PUNCT
brj-22259	59	57	(	(	PUNCT
brj-22259	59	58	3	3	X
brj-22259	59	59	)	)	PUNCT
brj-22259	59	60	to	to	PART
brj-22259	59	61	model	model	VERB
brj-22259	59	62	using	use	VERB
brj-22259	59	63	linear	linear	NOUN
brj-22259	59	64	,	,	PUNCT
brj-22259	59	65	quadratic	quadratic	ADJ
brj-22259	59	66	,	,	PUNCT
brj-22259	59	67	and	and	CCONJ
brj-22259	59	68	ann	ann	PROPN
brj-22259	59	69	models	model	NOUN
brj-22259	59	70	,	,	PUNCT
brj-22259	59	71	and	and	CCONJ
brj-22259	59	72	(	(	PUNCT
brj-22259	59	73	4	4	NUM
brj-22259	59	74	)	)	PUNCT
brj-22259	59	75	to	to	PART
brj-22259	59	76	analyze	analyze	VERB
brj-22259	59	77	the	the	DET
brj-22259	59	78	uncertainty	uncertainty	NOUN
brj-22259	59	79	of	of	ADP
brj-22259	59	80	bbd	bbd	PROPN
brj-22259	59	81	-	-	PUNCT
brj-22259	59	82	based	base	VERB
brj-22259	59	83	model	model	NOUN
brj-22259	59	84	by	by	ADP
brj-22259	59	85	using	use	VERB
brj-22259	59	86	mc	mc	PROPN
brj-22259	59	87	simulations	simulation	NOUN
brj-22259	59	88	.	.	PUNCT
brj-22259	60	1	experimental	experimental	ADJ
brj-22259	60	2	biomass	biomass	NOUN
brj-22259	60	3	material	material	NOUN
brj-22259	60	4	and	and	CCONJ
brj-22259	60	5	constituents	constituent	VERB
brj-22259	60	6	the	the	DET
brj-22259	60	7	hazelnut	hazelnut	NOUN
brj-22259	60	8	shells	shell	NOUN
brj-22259	60	9	were	be	AUX
brj-22259	60	10	obtained	obtain	VERB
brj-22259	60	11	from	from	ADP
brj-22259	60	12	a	a	DET
brj-22259	60	13	local	local	ADJ
brj-22259	60	14	plant	plant	NOUN
brj-22259	60	15	in	in	ADP
brj-22259	60	16	ordu	ordu	PROPN
brj-22259	60	17	,	,	PUNCT
brj-22259	60	18	turkey	turkey	PROPN
brj-22259	60	19	.	.	PUNCT
brj-22259	61	1	hazelnut	hazelnut	NOUN
brj-22259	61	2	shells	shell	NOUN
brj-22259	61	3	were	be	AUX
brj-22259	61	4	dried	dry	VERB
brj-22259	61	5	at	at	ADP
brj-22259	61	6	70	70	NUM
brj-22259	61	7	°	°	ADP
brj-22259	61	8	c	c	NOUN
brj-22259	61	9	for	for	ADP
brj-22259	61	10	24	24	NUM
brj-22259	61	11	h	h	NOUN
brj-22259	61	12	and	and	CCONJ
brj-22259	61	13	were	be	AUX
brj-22259	61	14	milled	mill	VERB
brj-22259	61	15	through	through	ADP
brj-22259	61	16	a	a	DET
brj-22259	61	17	1	1	NUM
brj-22259	61	18	-	-	PUNCT
brj-22259	61	19	mm	mm	NUM
brj-22259	61	20	sieve	sieve	NOUN
brj-22259	61	21	.	.	PUNCT
brj-22259	62	1	they	they	PRON
brj-22259	62	2	were	be	AUX
brj-22259	62	3	stored	store	VERB
brj-22259	62	4	in	in	ADP
brj-22259	62	5	plastic	plastic	ADJ
brj-22259	62	6	bags	bag	NOUN
brj-22259	62	7	at	at	ADP
brj-22259	62	8	room	room	NOUN
brj-22259	62	9	temperature	temperature	NOUN
brj-22259	62	10	.	.	PUNCT
brj-22259	63	1	the	the	DET
brj-22259	63	2	composition	composition	NOUN
brj-22259	63	3	of	of	ADP
brj-22259	63	4	untreated	untreated	ADJ
brj-22259	63	5	hazelnut	hazelnut	NOUN
brj-22259	63	6	shells	shell	NOUN
brj-22259	63	7	which	which	PRON
brj-22259	63	8	was	be	AUX
brj-22259	63	9	determined	determine	VERB
brj-22259	63	10	in	in	ADP
brj-22259	63	11	previous	previous	ADJ
brj-22259	63	12	study	study	NOUN
brj-22259	63	13	was	be	AUX
brj-22259	63	14	cellulose	cellulose	NOUN
brj-22259	63	15	(	(	PUNCT
brj-22259	63	16	24.2	24.2	NUM
brj-22259	63	17	±	±	NUM
brj-22259	63	18	1.0	1.0	NUM
brj-22259	63	19	%	%	NOUN
brj-22259	63	20	)	)	PUNCT
brj-22259	63	21	,	,	PUNCT
brj-22259	63	22	hemicellulose	hemicellulose	NOUN
brj-22259	63	23	(	(	PUNCT
brj-22259	63	24	28.2	28.2	NUM
brj-22259	63	25	±	±	NUM
brj-22259	63	26	0.1	0.1	NUM
brj-22259	63	27	%	%	NOUN
brj-22259	63	28	)	)	PUNCT
brj-22259	63	29	,	,	PUNCT
brj-22259	63	30	total	total	ADJ
brj-22259	63	31	reducing	reduce	VERB
brj-22259	63	32	sugar	sugar	NOUN
brj-22259	63	33	(	(	PUNCT
brj-22259	63	34	679.2	679.2	NUM
brj-22259	63	35	±	±	NUM
brj-22259	63	36	4.4	4.4	NUM
brj-22259	63	37	mg	mg	ADV
brj-22259	63	38	reducing	reduce	VERB
brj-22259	63	39	sugar	sugar	NOUN
brj-22259	63	40	/	/	SYM
brj-22259	63	41	g	g	NOUN
brj-22259	63	42	dry	dry	ADJ
brj-22259	63	43	weight	weight	NOUN
brj-22259	63	44	biomass	biomass	NOUN
brj-22259	63	45	)	)	PUNCT
brj-22259	63	46	,	,	PUNCT
brj-22259	63	47	and	and	CCONJ
brj-22259	63	48	lignin	lignin	NOUN
brj-22259	63	49	(	(	PUNCT
brj-22259	63	50	47.2	47.2	NUM
brj-22259	63	51	±	±	NUM
brj-22259	63	52	0.5	0.5	NUM
brj-22259	63	53	%	%	NOUN
brj-22259	63	54	)	)	PUNCT
brj-22259	63	55	(	(	PUNCT
brj-22259	63	56	uzuner	uzuner	NOUN
brj-22259	63	57	et	et	PROPN
brj-22259	63	58	al	al	PROPN
brj-22259	63	59	.	.	PROPN
brj-22259	63	60	2017	2017	NUM
brj-22259	63	61	)	)	PUNCT
brj-22259	63	62	.	.	PUNCT
brj-22259	64	1	microwave	microwave	PROPN
brj-22259	64	2	pretreatment	pretreatment	NOUN
brj-22259	64	3	the	the	DET
brj-22259	64	4	microwave	microwave	NOUN
brj-22259	64	5	acid	acid	NOUN
brj-22259	64	6	digestion	digestion	NOUN
brj-22259	64	7	system	system	NOUN
brj-22259	64	8	(	(	PUNCT
brj-22259	64	9	biotage	biotage	NOUN
brj-22259	64	10	,	,	PUNCT
brj-22259	64	11	initiator	initiator	NOUN
brj-22259	64	12	rxf	rxf	NOUN
brj-22259	64	13	eu	eu	PROPN
brj-22259	64	14	)	)	PUNCT
brj-22259	64	15	was	be	AUX
brj-22259	64	16	used	use	VERB
brj-22259	64	17	as	as	ADP
brj-22259	64	18	a	a	DET
brj-22259	64	19	microwave	microwave	NOUN
brj-22259	64	20	source	source	NOUN
brj-22259	64	21	.	.	PUNCT
brj-22259	65	1	pretreatment	pretreatment	NOUN
brj-22259	65	2	was	be	AUX
brj-22259	65	3	carried	carry	VERB
brj-22259	65	4	out	out	ADP
brj-22259	65	5	at	at	ADP
brj-22259	65	6	three	three	NUM
brj-22259	65	7	different	different	ADJ
brj-22259	65	8	levels	level	NOUN
brj-22259	65	9	:	:	PUNCT
brj-22259	65	10	dilute	dilute	VERB
brj-22259	65	11	acid	acid	NOUN
brj-22259	65	12	concentration	concentration	NOUN
brj-22259	65	13	(	(	PUNCT
brj-22259	65	14	x1	x1	ADJ
brj-22259	65	15	;	;	PUNCT
brj-22259	65	16	0.5	0.5	NUM
brj-22259	65	17	,	,	PUNCT
brj-22259	65	18	1.25	1.25	NUM
brj-22259	65	19	,	,	PUNCT
brj-22259	65	20	and	and	CCONJ
brj-22259	65	21	2.0	2.0	NUM
brj-22259	65	22	%	%	NOUN
brj-22259	65	23	,	,	PUNCT
brj-22259	65	24	w	w	PROPN
brj-22259	65	25	/	/	SYM
brj-22259	65	26	w	w	NOUN
brj-22259	65	27	)	)	PUNCT
brj-22259	65	28	,	,	PUNCT
brj-22259	65	29	pressure	pressure	NOUN
brj-22259	65	30	(	(	PUNCT
brj-22259	65	31	x2	x2	NOUN
brj-22259	65	32	;	;	PUNCT
brj-22259	65	33	5	5	NUM
brj-22259	65	34	,	,	PUNCT
brj-22259	65	35	10	10	NUM
brj-22259	65	36	,	,	PUNCT
brj-22259	65	37	and	and	CCONJ
brj-22259	65	38	15	15	NUM
brj-22259	65	39	bar	bar	NOUN
brj-22259	65	40	)	)	PUNCT
brj-22259	65	41	,	,	PUNCT
brj-22259	65	42	temperature	temperature	NOUN
brj-22259	65	43	(	(	PUNCT
brj-22259	65	44	x3	x3	ADJ
brj-22259	65	45	;	;	PUNCT
brj-22259	65	46	120	120	NUM
brj-22259	65	47	,	,	PUNCT
brj-22259	65	48	140	140	NUM
brj-22259	65	49	,	,	PUNCT
brj-22259	65	50	and	and	CCONJ
brj-22259	65	51	160	160	NUM
brj-22259	65	52	°	°	NOUN
brj-22259	65	53	c	c	NOUN
brj-22259	65	54	)	)	PUNCT
brj-22259	65	55	,	,	PUNCT
brj-22259	65	56	and	and	CCONJ
brj-22259	65	57	pretreatment	pretreatment	NOUN
brj-22259	65	58	time	time	NOUN
brj-22259	65	59	(	(	PUNCT
brj-22259	65	60	x4	x4	PROPN
brj-22259	65	61	;	;	PUNCT
brj-22259	65	62	5	5	NUM
brj-22259	65	63	,	,	PUNCT
brj-22259	65	64	15	15	NUM
brj-22259	65	65	,	,	PUNCT
brj-22259	65	66	and	and	CCONJ
brj-22259	65	67	25	25	NUM
brj-22259	65	68	min	min	NOUN
brj-22259	65	69	)	)	PUNCT
brj-22259	65	70	(	(	PUNCT
brj-22259	65	71	table	table	NOUN
brj-22259	65	72	1	1	NUM
brj-22259	65	73	)	)	PUNCT
brj-22259	65	74	.	.	PUNCT
brj-22259	66	1	after	after	ADP
brj-22259	66	2	pretreatment	pretreatment	NOUN
brj-22259	66	3	,	,	PUNCT
brj-22259	66	4	the	the	DET
brj-22259	66	5	liquid	liquid	NOUN
brj-22259	66	6	was	be	AUX
brj-22259	66	7	separated	separate	VERB
brj-22259	66	8	from	from	ADP
brj-22259	66	9	solid	solid	ADJ
brj-22259	66	10	residue	residue	NOUN
brj-22259	66	11	by	by	ADP
brj-22259	66	12	centrifugation	centrifugation	NOUN
brj-22259	66	13	.	.	PUNCT
brj-22259	67	1	after	after	ADP
brj-22259	67	2	centrifugation	centrifugation	NOUN
brj-22259	67	3	,	,	PUNCT
brj-22259	67	4	hydrolysate	hydrolysate	NOUN
brj-22259	67	5	samples	sample	NOUN
brj-22259	67	6	were	be	AUX
brj-22259	67	7	stored	store	VERB
brj-22259	67	8	at	at	ADP
brj-22259	67	9	+4	+4	PROPN
brj-22259	67	10	c	c	VERB
brj-22259	67	11	.	.	PUNCT
brj-22259	68	1	conventional	conventional	ADJ
brj-22259	68	2	thermochemical	thermochemical	ADJ
brj-22259	68	3	pretreatment	pretreatment	NOUN
brj-22259	68	4	conventional	conventional	ADJ
brj-22259	68	5	thermochemical	thermochemical	ADJ
brj-22259	68	6	pretreatment	pretreatment	NOUN
brj-22259	68	7	was	be	AUX
brj-22259	68	8	conducted	conduct	VERB
brj-22259	68	9	in	in	ADP
brj-22259	68	10	an	an	DET
brj-22259	68	11	autoclave	autoclave	NOUN
brj-22259	68	12	under	under	ADP
brj-22259	68	13	130	130	NUM
brj-22259	68	14	°	°	NOUN
brj-22259	68	15	c	c	NOUN
brj-22259	68	16	for	for	ADP
brj-22259	68	17	31.7	31.7	NUM
brj-22259	68	18	min	min	NOUN
brj-22259	68	19	with	with	ADP
brj-22259	68	20	h2so4	h2so4	PROPN
brj-22259	68	21	having	have	VERB
brj-22259	68	22	an	an	DET
brj-22259	68	23	acid	acid	ADJ
brj-22259	68	24	concentration	concentration	NOUN
brj-22259	68	25	of	of	ADP
brj-22259	68	26	3.42	3.42	NUM
brj-22259	68	27	%	%	NOUN
brj-22259	68	28	(	(	PUNCT
brj-22259	68	29	uzuner	uzuner	NOUN
brj-22259	68	30	and	and	CCONJ
brj-22259	68	31	cekmecelioglu	cekmecelioglu	NOUN
brj-22259	68	32	2014	2014	NUM
brj-22259	68	33	)	)	PUNCT
brj-22259	68	34	.	.	PUNCT
brj-22259	69	1	the	the	DET
brj-22259	69	2	same	same	ADJ
brj-22259	69	3	biomass	biomass	NOUN
brj-22259	69	4	loading	loading	NOUN
brj-22259	69	5	and	and	CCONJ
brj-22259	69	6	sample	sample	NOUN
brj-22259	69	7	separation	separation	NOUN
brj-22259	69	8	were	be	AUX
brj-22259	69	9	performed	perform	VERB
brj-22259	69	10	for	for	ADP
brj-22259	69	11	the	the	DET
brj-22259	69	12	following	follow	VERB
brj-22259	69	13	analysis	analysis	NOUN
brj-22259	69	14	.	.	PUNCT
brj-22259	70	1	determination	determination	NOUN
brj-22259	70	2	of	of	ADP
brj-22259	70	3	solid	solid	ADJ
brj-22259	70	4	/	/	SYM
brj-22259	70	5	liquid	liquid	ADJ
brj-22259	70	6	ratio	ratio	NOUN
brj-22259	70	7	the	the	DET
brj-22259	70	8	solid	solid	ADJ
brj-22259	70	9	/	/	SYM
brj-22259	70	10	liquid	liquid	ADJ
brj-22259	70	11	ratio	ratio	NOUN
brj-22259	70	12	was	be	AUX
brj-22259	70	13	defined	define	VERB
brj-22259	70	14	as	as	ADP
brj-22259	70	15	the	the	DET
brj-22259	70	16	ratio	ratio	NOUN
brj-22259	70	17	of	of	ADP
brj-22259	70	18	the	the	DET
brj-22259	70	19	dry	dry	ADJ
brj-22259	70	20	weight	weight	NOUN
brj-22259	70	21	of	of	ADP
brj-22259	70	22	hazelnut	hazelnut	NOUN
brj-22259	70	23	shells	shell	NOUN
brj-22259	70	24	to	to	ADP
brj-22259	70	25	the	the	DET
brj-22259	70	26	volume	volume	NOUN
brj-22259	70	27	of	of	ADP
brj-22259	70	28	sulfuric	sulfuric	ADJ
brj-22259	70	29	acid	acid	NOUN
brj-22259	70	30	.	.	PUNCT
brj-22259	71	1	three	three	NUM
brj-22259	71	2	different	different	ADJ
brj-22259	71	3	solid	solid	ADJ
brj-22259	71	4	/	/	SYM
brj-22259	71	5	liquid	liquid	ADJ
brj-22259	71	6	ratios	ratio	NOUN
brj-22259	71	7	as	as	ADP
brj-22259	71	8	1/20	1/20	NUM
brj-22259	71	9	,	,	PUNCT
brj-22259	71	10	1/10	1/10	NUM
brj-22259	71	11	,	,	PUNCT
brj-22259	71	12	and	and	CCONJ
brj-22259	71	13	1/7	1/7	NUM
brj-22259	71	14	(	(	PUNCT
brj-22259	71	15	w	w	NOUN
brj-22259	71	16	/	/	SYM
brj-22259	71	17	v	v	NOUN
brj-22259	71	18	)	)	PUNCT
brj-22259	71	19	were	be	AUX
brj-22259	71	20	used	use	VERB
brj-22259	71	21	as	as	ADP
brj-22259	71	22	pretreatments	pretreatment	NOUN
brj-22259	71	23	of	of	ADP
brj-22259	71	24	mw	mw	NOUN
brj-22259	71	25	for	for	ADP
brj-22259	71	26	the	the	DET
brj-22259	71	27	comparison	comparison	NOUN
brj-22259	71	28	of	of	ADP
brj-22259	71	29	the	the	DET
brj-22259	71	30	resultant	resultant	NOUN
brj-22259	71	31	fse	fse	PROPN
brj-22259	71	32	.	.	PUNCT
brj-22259	72	1	determination	determination	NOUN
brj-22259	72	2	of	of	ADP
brj-22259	72	3	fermentable	fermentable	ADJ
brj-22259	72	4	sugar	sugar	NOUN
brj-22259	72	5	content	content	NOUN
brj-22259	72	6	fermentable	fermentable	ADJ
brj-22259	72	7	sugar	sugar	NOUN
brj-22259	72	8	extraction	extraction	NOUN
brj-22259	72	9	(	(	PUNCT
brj-22259	72	10	fse	fse	NOUN
brj-22259	72	11	)	)	PUNCT
brj-22259	72	12	in	in	ADP
brj-22259	72	13	pretreated	pretreated	ADJ
brj-22259	72	14	solids	solid	NOUN
brj-22259	72	15	and	and	CCONJ
brj-22259	72	16	enzyme	enzyme	NOUN
brj-22259	72	17	hydrolysate	hydrolysate	NOUN
brj-22259	72	18	were	be	AUX
brj-22259	72	19	estimated	estimate	VERB
brj-22259	72	20	using	use	VERB
brj-22259	72	21	the	the	DET
brj-22259	72	22	3,5	3,5	NUM
brj-22259	72	23	-	-	PUNCT
brj-22259	72	24	dinitrosalicylic	dinitrosalicylic	ADJ
brj-22259	72	25	acid	acid	NOUN
brj-22259	72	26	(	(	PUNCT
brj-22259	72	27	dns	dns	NOUN
brj-22259	72	28	)	)	PUNCT
brj-22259	72	29	method	method	NOUN
brj-22259	72	30	(	(	PUNCT
brj-22259	72	31	miller	miller	PROPN
brj-22259	72	32	1959	1959	NUM
brj-22259	72	33	)	)	PUNCT
brj-22259	72	34	,	,	PUNCT
brj-22259	72	35	as	as	SCONJ
brj-22259	72	36	follows	follow	VERB
brj-22259	72	37	,	,	PUNCT
brj-22259	72	38	fse	fse	PROPN
brj-22259	72	39	(	(	PUNCT
brj-22259	72	40	mg	mg	PROPN
brj-22259	72	41	/	/	SYM
brj-22259	72	42	g	g	NOUN
brj-22259	72	43	)	)	PUNCT
brj-22259	72	44	=	=	NOUN
brj-22259	72	45	reducing	reduce	VERB
brj-22259	72	46	sugar	sugar	NOUN
brj-22259	72	47	concentration	concentration	NOUN
brj-22259	72	48	(	(	PUNCT
brj-22259	72	49	g	g	NOUN
brj-22259	72	50	/	/	SYM
brj-22259	72	51	l)*(87ml)*df	l)*(87ml)*df	ADJ
brj-22259	72	52	dry	dry	ADJ
brj-22259	72	53	weight	weight	NOUN
brj-22259	72	54	of	of	ADP
brj-22259	72	55	pretreated	pretreate	VERB
brj-22259	72	56	biomass	biomass	NOUN
brj-22259	72	57	(	(	PUNCT
brj-22259	72	58	g	g	NOUN
brj-22259	72	59	)	)	PUNCT
brj-22259	72	60	(	(	PUNCT
brj-22259	72	61	1	1	X
brj-22259	72	62	)	)	PUNCT
brj-22259	72	63	where	where	SCONJ
brj-22259	72	64	df	df	PROPN
brj-22259	72	65	denotes	denote	VERB
brj-22259	72	66	the	the	DET
brj-22259	72	67	dilution	dilution	NOUN
brj-22259	72	68	factor	factor	NOUN
brj-22259	72	69	.	.	PUNCT
brj-22259	73	1	peer	peer	NOUN
brj-22259	73	2	-	-	PUNCT
brj-22259	73	3	reviewed	review	VERB
brj-22259	73	4	article	article	NOUN
brj-22259	73	5	bioresources.com	bioresources.com	X
brj-22259	73	6	uzuner	uzuner	NOUN
brj-22259	73	7	et	et	PROPN
brj-22259	73	8	al	al	PROPN
brj-22259	73	9	.	.	PROPN
brj-22259	73	10	(	(	PUNCT
brj-22259	73	11	2023	2023	NUM
brj-22259	73	12	)	)	PUNCT
brj-22259	73	13	.	.	PUNCT
brj-22259	74	1	“	"	PUNCT
brj-22259	74	2	microwave	microwave	NOUN
brj-22259	74	3	&	&	CCONJ
brj-22259	74	4	pretreatment	pretreatment	NOUN
brj-22259	74	5	,	,	PUNCT
brj-22259	74	6	”	"	PUNCT
brj-22259	74	7	bioresources	bioresource	NOUN
brj-22259	74	8	18(1	18(1	NOUN
brj-22259	74	9	)	)	PUNCT
brj-22259	74	10	,	,	PUNCT
brj-22259	74	11	613	613	NUM
brj-22259	74	12	-	-	SYM
brj-22259	74	13	628	628	NUM
brj-22259	74	14	.	.	PUNCT
brj-22259	74	15	616	616	NUM
brj-22259	74	16	severity	severity	NOUN
brj-22259	74	17	factor	factor	NOUN
brj-22259	74	18	modeling	modeling	NOUN
brj-22259	74	19	was	be	AUX
brj-22259	74	20	developed	develop	VERB
brj-22259	74	21	based	base	VERB
brj-22259	74	22	on	on	ADP
brj-22259	74	23	correlating	correlate	VERB
brj-22259	74	24	the	the	DET
brj-22259	74	25	fse	fse	PROPN
brj-22259	74	26	during	during	ADP
brj-22259	74	27	the	the	DET
brj-22259	74	28	mw	mw	PROPN
brj-22259	74	29	assisted	assist	VERB
brj-22259	74	30	dilute	dilute	VERB
brj-22259	74	31	acid	acid	NOUN
brj-22259	74	32	pretreatment	pretreatment	NOUN
brj-22259	74	33	with	with	ADP
brj-22259	74	34	severity	severity	NOUN
brj-22259	74	35	factor	factor	NOUN
brj-22259	74	36	.	.	PUNCT
brj-22259	75	1	the	the	DET
brj-22259	75	2	severity	severity	NOUN
brj-22259	75	3	factor	factor	NOUN
brj-22259	75	4	,	,	PUNCT
brj-22259	75	5	having	having	AUX
brj-22259	75	6	been	be	AUX
brj-22259	75	7	defined	define	VERB
brj-22259	75	8	to	to	PART
brj-22259	75	9	relate	relate	VERB
brj-22259	75	10	temperature	temperature	NOUN
brj-22259	75	11	and	and	CCONJ
brj-22259	75	12	time	time	NOUN
brj-22259	75	13	for	for	ADP
brj-22259	75	14	steam	steam	NOUN
brj-22259	75	15	explosion	explosion	NOUN
brj-22259	75	16	pretreatment	pretreatment	NOUN
brj-22259	75	17	,	,	PUNCT
brj-22259	75	18	follows	follow	VERB
brj-22259	75	19	the	the	DET
brj-22259	75	20	first	first	ADJ
brj-22259	75	21	-	-	PUNCT
brj-22259	75	22	order	order	NOUN
brj-22259	75	23	kinetics	kinetic	NOUN
brj-22259	75	24	and	and	CCONJ
brj-22259	75	25	obeys	obey	VERB
brj-22259	75	26	the	the	DET
brj-22259	75	27	arrhenius	arrhenius	PROPN
brj-22259	75	28	equation	equation	NOUN
brj-22259	75	29	by	by	ADP
brj-22259	75	30	overend	overend	NOUN
brj-22259	75	31	and	and	CCONJ
brj-22259	75	32	chornet	chornet	PROPN
brj-22259	75	33	(	(	PUNCT
brj-22259	75	34	1987	1987	NUM
brj-22259	75	35	)	)	PUNCT
brj-22259	75	36	.	.	PUNCT
brj-22259	76	1	they	they	PRON
brj-22259	76	2	defined	define	VERB
brj-22259	76	3	a	a	DET
brj-22259	76	4	reaction	reaction	NOUN
brj-22259	76	5	ordinate	ordinate	NOUN
brj-22259	76	6	(	(	PUNCT
brj-22259	76	7	ro	ro	X
brj-22259	76	8	,	,	PUNCT
brj-22259	76	9	min	min	NOUN
brj-22259	76	10	)	)	PUNCT
brj-22259	76	11	as	as	SCONJ
brj-22259	76	12	follows	follow	VERB
brj-22259	76	13	,	,	PUNCT
brj-22259	76	14	r	r	NOUN
brj-22259	76	15	o	o	NOUN
brj-22259	76	16	=	=	X
brj-22259	76	17	t	t	PROPN
brj-22259	76	18	*	*	PUNCT
brj-22259	76	19	exp	exp	X
brj-22259	76	20	(	(	PUNCT
brj-22259	76	21	t	t	NOUN
brj-22259	76	22	r	r	NOUN
brj-22259	76	23	-t	-t	PROPN
brj-22259	76	24	b	b	PROPN
brj-22259	76	25	)	)	PUNCT
brj-22259	76	26	14.75	14.75	NUM
brj-22259	76	27	é	é	NOUN
brj-22259	77	1	ë	ë	X
brj-22259	77	2	ê	ê	NOUN
brj-22259	77	3	ù	ù	X
brj-22259	77	4	û	û	X
brj-22259	77	5	ú	ú	X
brj-22259	77	6	(	(	PUNCT
brj-22259	77	7	2	2	NUM
brj-22259	77	8	)	)	PUNCT
brj-22259	77	9	where	where	SCONJ
brj-22259	77	10	t	t	PROPN
brj-22259	77	11	is	be	AUX
brj-22259	77	12	the	the	DET
brj-22259	77	13	residence	residence	NOUN
brj-22259	77	14	time	time	NOUN
brj-22259	77	15	(	(	PUNCT
brj-22259	77	16	min	min	NOUN
brj-22259	77	17	)	)	PUNCT
brj-22259	77	18	,	,	PUNCT
brj-22259	77	19	tr	tr	VERB
brj-22259	77	20	is	be	AUX
brj-22259	77	21	the	the	DET
brj-22259	77	22	reaction	reaction	NOUN
brj-22259	77	23	temperature	temperature	NOUN
brj-22259	77	24	(	(	PUNCT
brj-22259	77	25	°	°	ADP
brj-22259	77	26	c	c	NOUN
brj-22259	77	27	)	)	PUNCT
brj-22259	77	28	,	,	PUNCT
brj-22259	77	29	tb	tb	X
brj-22259	77	30	is	be	AUX
brj-22259	77	31	the	the	DET
brj-22259	77	32	base	base	ADJ
brj-22259	77	33	temperature	temperature	NOUN
brj-22259	77	34	(	(	PUNCT
brj-22259	77	35	100	100	NUM
brj-22259	77	36	°	°	NOUN
brj-22259	77	37	c	c	NOUN
brj-22259	77	38	)	)	PUNCT
brj-22259	77	39	,	,	PUNCT
brj-22259	77	40	and	and	CCONJ
brj-22259	77	41	14.75	14.75	NUM
brj-22259	77	42	is	be	AUX
brj-22259	77	43	the	the	DET
brj-22259	77	44	conventional	conventional	ADJ
brj-22259	77	45	energy	energy	NOUN
brj-22259	77	46	of	of	ADP
brj-22259	77	47	activation	activation	NOUN
brj-22259	77	48	assuming	assume	VERB
brj-22259	77	49	that	that	SCONJ
brj-22259	77	50	the	the	DET
brj-22259	77	51	overall	overall	ADJ
brj-22259	77	52	reaction	reaction	NOUN
brj-22259	77	53	is	be	AUX
brj-22259	77	54	hydrolytic	hydrolytic	ADJ
brj-22259	77	55	and	and	CCONJ
brj-22259	77	56	the	the	DET
brj-22259	77	57	overall	overall	ADJ
brj-22259	77	58	conversion	conversion	NOUN
brj-22259	77	59	is	be	AUX
brj-22259	77	60	first	first	ADJ
brj-22259	77	61	order	order	NOUN
brj-22259	77	62	.	.	PUNCT
brj-22259	78	1	the	the	DET
brj-22259	78	2	severity	severity	NOUN
brj-22259	78	3	is	be	AUX
brj-22259	78	4	equal	equal	ADJ
brj-22259	78	5	to	to	PART
brj-22259	78	6	log	log	VERB
brj-22259	78	7	(	(	PUNCT
brj-22259	78	8	r0	r0	NOUN
brj-22259	78	9	)	)	PUNCT
brj-22259	78	10	during	during	ADP
brj-22259	78	11	the	the	DET
brj-22259	78	12	steam	steam	NOUN
brj-22259	78	13	explosion	explosion	NOUN
brj-22259	78	14	pretreatment	pretreatment	NOUN
brj-22259	78	15	.	.	PUNCT
brj-22259	79	1	chum	chum	NOUN
brj-22259	79	2	et	et	PROPN
brj-22259	79	3	al	al	PROPN
brj-22259	79	4	.	.	PROPN
brj-22259	80	1	(	(	PUNCT
brj-22259	80	2	1990	1990	NUM
brj-22259	80	3	)	)	PUNCT
brj-22259	80	4	developed	develop	VERB
brj-22259	80	5	a	a	DET
brj-22259	80	6	modified	modify	VERB
brj-22259	80	7	severity	severity	NOUN
brj-22259	80	8	factor	factor	NOUN
brj-22259	80	9	for	for	ADP
brj-22259	80	10	use	use	NOUN
brj-22259	80	11	in	in	ADP
brj-22259	80	12	sulfuric	sulfuric	ADJ
brj-22259	80	13	acid	acid	NOUN
brj-22259	80	14	pretreatment	pretreatment	NOUN
brj-22259	80	15	,	,	PUNCT
brj-22259	80	16	as	as	SCONJ
brj-22259	80	17	shown	show	VERB
brj-22259	80	18	in	in	ADP
brj-22259	80	19	eq	eq	ADJ
brj-22259	80	20	.	.	PROPN
brj-22259	80	21	3	3	NUM
brj-22259	80	22	,	,	PUNCT
brj-22259	80	23	(	(	PUNCT
brj-22259	80	24	3	3	X
brj-22259	80	25	)	)	PUNCT
brj-22259	80	26	where	where	SCONJ
brj-22259	80	27	m0	m0	NOUN
brj-22259	80	28	is	be	AUX
brj-22259	80	29	the	the	DET
brj-22259	80	30	modified	modify	VERB
brj-22259	80	31	severity	severity	NOUN
brj-22259	80	32	factor	factor	NOUN
brj-22259	80	33	,	,	PUNCT
brj-22259	80	34	t	t	PROPN
brj-22259	80	35	is	be	AUX
brj-22259	80	36	the	the	DET
brj-22259	80	37	residence	residence	NOUN
brj-22259	80	38	time	time	NOUN
brj-22259	80	39	(	(	PUNCT
brj-22259	80	40	min	min	NOUN
brj-22259	80	41	)	)	PUNCT
brj-22259	80	42	,	,	PUNCT
brj-22259	80	43	c	c	PROPN
brj-22259	80	44	is	be	AUX
brj-22259	80	45	the	the	DET
brj-22259	80	46	chemical	chemical	ADJ
brj-22259	80	47	concentration	concentration	NOUN
brj-22259	80	48	(	(	PUNCT
brj-22259	80	49	wt%	wt%	NUM
brj-22259	80	50	)	)	PUNCT
brj-22259	80	51	,	,	PUNCT
brj-22259	80	52	tr	tr	VERB
brj-22259	80	53	is	be	AUX
brj-22259	80	54	the	the	DET
brj-22259	80	55	reaction	reaction	NOUN
brj-22259	80	56	temperature	temperature	NOUN
brj-22259	80	57	(	(	PUNCT
brj-22259	80	58	°	°	ADP
brj-22259	80	59	c	c	NOUN
brj-22259	80	60	)	)	PUNCT
brj-22259	80	61	,	,	PUNCT
brj-22259	80	62	tb	tb	X
brj-22259	80	63	is	be	AUX
brj-22259	80	64	the	the	DET
brj-22259	80	65	base	base	ADJ
brj-22259	80	66	temperature	temperature	NOUN
brj-22259	80	67	(	(	PUNCT
brj-22259	80	68	100	100	NUM
brj-22259	80	69	°	°	NOUN
brj-22259	80	70	c	c	NOUN
brj-22259	80	71	)	)	PUNCT
brj-22259	80	72	,	,	PUNCT
brj-22259	80	73	and	and	CCONJ
brj-22259	80	74	n	n	PRON
brj-22259	80	75	is	be	AUX
brj-22259	80	76	an	an	DET
brj-22259	80	77	arbitrary	arbitrary	ADJ
brj-22259	80	78	constant	constant	ADJ
brj-22259	80	79	.	.	PUNCT
brj-22259	81	1	this	this	DET
brj-22259	81	2	equation	equation	NOUN
brj-22259	81	3	was	be	AUX
brj-22259	81	4	adapted	adapt	VERB
brj-22259	81	5	to	to	PART
brj-22259	81	6	be	be	AUX
brj-22259	81	7	applied	apply	VERB
brj-22259	81	8	to	to	ADP
brj-22259	81	9	the	the	DET
brj-22259	81	10	da	da	ADJ
brj-22259	81	11	-	-	PUNCT
brj-22259	81	12	mw	mw	ADJ
brj-22259	81	13	pretreatment	pretreatment	NOUN
brj-22259	81	14	and	and	CCONJ
brj-22259	81	15	for	for	ADP
brj-22259	81	16	calculating	calculate	VERB
brj-22259	81	17	the	the	DET
brj-22259	81	18	n	n	NOUN
brj-22259	81	19	-	-	PUNCT
brj-22259	81	20	value	value	NOUN
brj-22259	81	21	.	.	PUNCT
brj-22259	82	1	response	response	NOUN
brj-22259	82	2	surface	surface	PROPN
brj-22259	82	3	methodology	methodology	PROPN
brj-22259	82	4	–	–	PUNCT
brj-22259	82	5	bbd	bbd	NOUN
brj-22259	82	6	-	-	PUNCT
brj-22259	82	7	based	base	VERB
brj-22259	82	8	modeling	modeling	NOUN
brj-22259	82	9	statistical	statistical	ADJ
brj-22259	82	10	analyses	analysis	NOUN
brj-22259	82	11	were	be	AUX
brj-22259	82	12	conducted	conduct	VERB
brj-22259	82	13	to	to	PART
brj-22259	82	14	test	test	VERB
brj-22259	82	15	the	the	DET
brj-22259	82	16	significant	significant	ADJ
brj-22259	82	17	mean	mean	ADJ
brj-22259	82	18	differences	difference	NOUN
brj-22259	82	19	in	in	ADP
brj-22259	82	20	mwda	mwda	ADJ
brj-22259	82	21	pretreatment	pretreatment	NOUN
brj-22259	82	22	in	in	ADP
brj-22259	82	23	terms	term	NOUN
brj-22259	82	24	of	of	ADP
brj-22259	82	25	fse	fse	PROPN
brj-22259	82	26	as	as	ADP
brj-22259	82	27	a	a	DET
brj-22259	82	28	function	function	NOUN
brj-22259	82	29	of	of	ADP
brj-22259	82	30	dilute	dilute	NOUN
brj-22259	82	31	acid	acid	NOUN
brj-22259	82	32	concentration	concentration	NOUN
brj-22259	82	33	,	,	PUNCT
brj-22259	82	34	pressure	pressure	NOUN
brj-22259	82	35	,	,	PUNCT
brj-22259	82	36	temperature	temperature	NOUN
brj-22259	82	37	,	,	PUNCT
brj-22259	82	38	and	and	CCONJ
brj-22259	82	39	pretreatment	pretreatment	NOUN
brj-22259	82	40	time	time	NOUN
brj-22259	82	41	.	.	PUNCT
brj-22259	83	1	optimization	optimization	NOUN
brj-22259	83	2	was	be	AUX
brj-22259	83	3	performed	perform	VERB
brj-22259	83	4	using	use	VERB
brj-22259	83	5	the	the	DET
brj-22259	83	6	box	box	NOUN
brj-22259	83	7	-	-	PUNCT
brj-22259	83	8	behnken	behnken	VERB
brj-22259	83	9	design	design	NOUN
brj-22259	83	10	(	(	PUNCT
brj-22259	83	11	bbd	bbd	PROPN
brj-22259	83	12	)	)	PUNCT
brj-22259	83	13	as	as	ADP
brj-22259	83	14	the	the	DET
brj-22259	83	15	response	response	NOUN
brj-22259	83	16	surface	surface	NOUN
brj-22259	83	17	methodology	methodology	NOUN
brj-22259	83	18	with	with	ADP
brj-22259	83	19	a	a	DET
brj-22259	83	20	quadratic	quadratic	ADJ
brj-22259	83	21	model	model	NOUN
brj-22259	83	22	.	.	PUNCT
brj-22259	84	1	the	the	DET
brj-22259	84	2	bbd	bbd	PROPN
brj-22259	84	3	matrix	matrix	NOUN
brj-22259	84	4	was	be	AUX
brj-22259	84	5	constructed	construct	VERB
brj-22259	84	6	by	by	ADP
brj-22259	84	7	using	use	VERB
brj-22259	84	8	four	four	NUM
brj-22259	84	9	predictors	predictor	NOUN
brj-22259	84	10	with	with	ADP
brj-22259	84	11	three	three	NUM
brj-22259	84	12	levels	level	NOUN
brj-22259	84	13	.	.	PUNCT
brj-22259	85	1	these	these	PRON
brj-22259	85	2	included	include	VERB
brj-22259	85	3	dilute	dilute	NOUN
brj-22259	85	4	acid	acid	NOUN
brj-22259	85	5	concentration	concentration	NOUN
brj-22259	85	6	(	(	PUNCT
brj-22259	85	7	dac	dac	NOUN
brj-22259	85	8	;	;	PUNCT
brj-22259	85	9	0.5	0.5	NUM
brj-22259	85	10	,	,	PUNCT
brj-22259	85	11	1.25	1.25	NUM
brj-22259	85	12	,	,	PUNCT
brj-22259	85	13	and	and	CCONJ
brj-22259	85	14	2.0	2.0	NUM
brj-22259	85	15	%	%	NOUN
brj-22259	85	16	,	,	PUNCT
brj-22259	85	17	w	w	PROPN
brj-22259	85	18	/	/	SYM
brj-22259	85	19	w	w	NOUN
brj-22259	85	20	)	)	PUNCT
brj-22259	85	21	,	,	PUNCT
brj-22259	85	22	pressure	pressure	NOUN
brj-22259	85	23	(	(	PUNCT
brj-22259	85	24	p	p	X
brj-22259	85	25	;	;	PUNCT
brj-22259	85	26	5	5	NUM
brj-22259	85	27	,	,	PUNCT
brj-22259	85	28	10	10	NUM
brj-22259	85	29	and	and	CCONJ
brj-22259	85	30	15	15	NUM
brj-22259	85	31	bar	bar	NOUN
brj-22259	85	32	)	)	PUNCT
brj-22259	85	33	,	,	PUNCT
brj-22259	85	34	temperature	temperature	NOUN
brj-22259	85	35	(	(	PUNCT
brj-22259	85	36	t	t	NOUN
brj-22259	85	37	;	;	PUNCT
brj-22259	85	38	120	120	NUM
brj-22259	85	39	,	,	PUNCT
brj-22259	85	40	140	140	NUM
brj-22259	85	41	,	,	PUNCT
brj-22259	85	42	and	and	CCONJ
brj-22259	85	43	160	160	NUM
brj-22259	85	44	°	°	NOUN
brj-22259	85	45	c	c	NOUN
brj-22259	85	46	)	)	PUNCT
brj-22259	85	47	,	,	PUNCT
brj-22259	85	48	and	and	CCONJ
brj-22259	85	49	pretreatment	pretreatment	NOUN
brj-22259	85	50	time	time	NOUN
brj-22259	85	51	(	(	PUNCT
brj-22259	85	52	t	t	NOUN
brj-22259	85	53	;	;	PUNCT
brj-22259	85	54	5	5	NUM
brj-22259	85	55	,	,	PUNCT
brj-22259	85	56	15	15	NUM
brj-22259	85	57	,	,	PUNCT
brj-22259	85	58	and	and	CCONJ
brj-22259	85	59	25	25	NUM
brj-22259	85	60	min	min	NOUN
brj-22259	85	61	)	)	PUNCT
brj-22259	85	62	(	(	PUNCT
brj-22259	85	63	table	table	NOUN
brj-22259	85	64	1	1	NUM
brj-22259	85	65	)	)	PUNCT
brj-22259	85	66	.	.	PUNCT
brj-22259	86	1	the	the	DET
brj-22259	86	2	levels	level	NOUN
brj-22259	86	3	of	of	ADP
brj-22259	86	4	these	these	DET
brj-22259	86	5	variables	variable	NOUN
brj-22259	86	6	were	be	AUX
brj-22259	86	7	determined	determine	VERB
brj-22259	86	8	through	through	ADP
brj-22259	86	9	preliminary	preliminary	ADJ
brj-22259	86	10	experiments	experiment	NOUN
brj-22259	86	11	.	.	PUNCT
brj-22259	87	1	the	the	DET
brj-22259	87	2	uncoded	uncoded	ADJ
brj-22259	87	3	and	and	CCONJ
brj-22259	87	4	coded	code	VERB
brj-22259	87	5	predictors	predictor	NOUN
brj-22259	87	6	and	and	CCONJ
brj-22259	87	7	the	the	DET
brj-22259	87	8	overall	overall	ADJ
brj-22259	87	9	bbd	bbd	PROPN
brj-22259	87	10	are	be	AUX
brj-22259	87	11	given	give	VERB
brj-22259	87	12	in	in	ADP
brj-22259	87	13	table	table	NOUN
brj-22259	87	14	1	1	NUM
brj-22259	87	15	.	.	PUNCT
brj-22259	88	1	fse	fse	PROPN
brj-22259	88	2	was	be	AUX
brj-22259	88	3	reported	report	VERB
brj-22259	88	4	by	by	ADP
brj-22259	88	5	averaging	average	VERB
brj-22259	88	6	three	three	NUM
brj-22259	88	7	replicates	replicate	NOUN
brj-22259	88	8	of	of	ADP
brj-22259	88	9	each	each	DET
brj-22259	88	10	run	run	NOUN
brj-22259	88	11	(	(	PUNCT
brj-22259	88	12	a	a	DET
brj-22259	88	13	total	total	NOUN
brj-22259	88	14	of	of	ADP
brj-22259	88	15	15	15	NUM
brj-22259	88	16	runs	run	NOUN
brj-22259	88	17	)	)	PUNCT
brj-22259	88	18	.	.	PUNCT
brj-22259	89	1	all	all	DET
brj-22259	89	2	the	the	DET
brj-22259	89	3	statistical	statistical	ADJ
brj-22259	89	4	analyses	analysis	NOUN
brj-22259	89	5	were	be	AUX
brj-22259	89	6	performed	perform	VERB
brj-22259	89	7	by	by	ADP
brj-22259	89	8	using	use	VERB
brj-22259	89	9	jmp	jmp	PROPN
brj-22259	89	10	pro	pro	X
brj-22259	89	11	15.0.1	15.0.1	NUM
brj-22259	89	12	.	.	PUNCT
brj-22259	90	1	the	the	DET
brj-22259	90	2	following	follow	VERB
brj-22259	90	3	quadratic	quadratic	ADJ
brj-22259	90	4	equation	equation	NOUN
brj-22259	90	5	was	be	AUX
brj-22259	90	6	used	use	VERB
brj-22259	90	7	to	to	PART
brj-22259	90	8	fit	fit	VERB
brj-22259	90	9	the	the	DET
brj-22259	90	10	experimentally	experimentally	ADV
brj-22259	90	11	collected	collect	VERB
brj-22259	90	12	data	datum	NOUN
brj-22259	90	13	,	,	PUNCT
brj-22259	90	14	y	y	PROPN
brj-22259	90	15	=	=	PROPN
brj-22259	90	16	b0+b1x1+b2x2+b3x3+b4x4+b12x1x2+b13x1x3+b23x2x3+b14x1x4+b24x2x4+b11x1	b0+b1x1+b2x2+b3x3+b4x4+b12x1x2+b13x1x3+b23x2x3+b14x1x4+b24x2x4+b11x1	NOUN
brj-22259	90	17	2+b22x2	2+b22x2	NUM
brj-22259	90	18	2+b33x3	2+b33x3	NUM
brj-22259	90	19	2+b44x4	2+b44x4	NUM
brj-22259	90	20	2	2	NUM
brj-22259	90	21	(	(	PUNCT
brj-22259	90	22	4	4	NUM
brj-22259	90	23	)	)	PUNCT
brj-22259	90	24	where	where	SCONJ
brj-22259	90	25	y	y	PROPN
brj-22259	90	26	is	be	AUX
brj-22259	90	27	the	the	DET
brj-22259	90	28	response	response	NOUN
brj-22259	90	29	variable	variable	NOUN
brj-22259	90	30	of	of	ADP
brj-22259	90	31	fse	fse	PROPN
brj-22259	90	32	;	;	PUNCT
brj-22259	90	33	bs	b	NOUN
brj-22259	90	34	are	be	AUX
brj-22259	90	35	regression	regression	NOUN
brj-22259	90	36	slope	slope	NOUN
brj-22259	90	37	coefficients	coefficient	NOUN
brj-22259	90	38	;	;	PUNCT
brj-22259	90	39	and	and	CCONJ
brj-22259	90	40	x1	x1	NUM
brj-22259	90	41	,	,	PUNCT
brj-22259	90	42	x2	x2	PROPN
brj-22259	90	43	,	,	PUNCT
brj-22259	90	44	x3	x3	ADJ
brj-22259	90	45	,	,	PUNCT
brj-22259	90	46	and	and	CCONJ
brj-22259	90	47	x4	x4	PROPN
brj-22259	90	48	are	be	AUX
brj-22259	90	49	dilute	dilute	ADJ
brj-22259	90	50	acid	acid	NOUN
brj-22259	90	51	concentration	concentration	NOUN
brj-22259	90	52	,	,	PUNCT
brj-22259	90	53	pressure	pressure	NOUN
brj-22259	90	54	,	,	PUNCT
brj-22259	90	55	temperature	temperature	NOUN
brj-22259	90	56	,	,	PUNCT
brj-22259	90	57	and	and	CCONJ
brj-22259	90	58	pretreatment	pretreatment	NOUN
brj-22259	90	59	time	time	NOUN
brj-22259	90	60	,	,	PUNCT
brj-22259	90	61	respectively	respectively	ADV
brj-22259	90	62	.	.	PUNCT
brj-22259	91	1	analysis	analysis	NOUN
brj-22259	91	2	of	of	ADP
brj-22259	91	3	variance	variance	NOUN
brj-22259	91	4	(	(	PUNCT
brj-22259	91	5	anova	anova	PROPN
brj-22259	91	6	)	)	PUNCT
brj-22259	91	7	and	and	CCONJ
brj-22259	91	8	regression	regression	NOUN
brj-22259	91	9	models	model	NOUN
brj-22259	91	10	were	be	AUX
brj-22259	91	11	performed	perform	VERB
brj-22259	91	12	at	at	ADP
brj-22259	91	13	a	a	DET
brj-22259	91	14	95	95	NUM
brj-22259	91	15	%	%	NOUN
brj-22259	91	16	confidence	confidence	NOUN
brj-22259	91	17	interval	interval	NOUN
brj-22259	91	18	(	(	PUNCT
brj-22259	91	19	p	p	X
brj-22259	91	20	<	<	X
brj-22259	91	21	0.05	0.05	NUM
brj-22259	91	22	)	)	PUNCT
brj-22259	91	23	to	to	PART
brj-22259	91	24	define	define	VERB
brj-22259	91	25	the	the	DET
brj-22259	91	26	significant	significant	ADJ
brj-22259	91	27	terms	term	NOUN
brj-22259	91	28	of	of	ADP
brj-22259	91	29	the	the	DET
brj-22259	91	30	predictive	predictive	ADJ
brj-22259	91	31	model	model	NOUN
brj-22259	91	32	.	.	PUNCT
brj-22259	92	1	the	the	DET
brj-22259	92	2	mw	mw	PROPN
brj-22259	92	3	-	-	ADJ
brj-22259	92	4	da	da	ADJ
brj-22259	92	5	pretreatment	pretreatment	NOUN
brj-22259	92	6	was	be	AUX
brj-22259	92	7	optimized	optimize	VERB
brj-22259	92	8	by	by	ADP
brj-22259	92	9	using	use	VERB
brj-22259	92	10	the	the	DET
brj-22259	92	11	response	response	NOUN
brj-22259	92	12	optimizer	optimizer	NOUN
brj-22259	92	13	function	function	NOUN
brj-22259	92	14	under	under	ADP
brj-22259	92	15	doe	doe	NOUN
brj-22259	92	16	-	-	PUNCT
brj-22259	92	17	rsm	rsm	NOUN
brj-22259	92	18	.	.	PUNCT
brj-22259	93	1	m0	m0	PROPN
brj-22259	93	2	=	=	PUNCT
brj-22259	93	3	t	t	PROPN
brj-22259	93	4	*	*	PUNCT
brj-22259	93	5	cn	cn	PROPN
brj-22259	93	6	*	*	NOUN
brj-22259	93	7	exp	exp	NOUN
brj-22259	93	8	tr	tr	NOUN
brj-22259	93	9	-tb	-tb	NUM
brj-22259	93	10	14.75	14.75	NUM
brj-22259	93	11	æ	æ	NOUN
brj-22259	93	12	è	è	PROPN
brj-22259	93	13	ç	ç	PUNCT
brj-22259	93	14	ö	ö	NOUN
brj-22259	93	15	ø	ø	NOUN
brj-22259	93	16	÷	÷	NUM
brj-22259	93	17	peer	peer	NOUN
brj-22259	93	18	-	-	PUNCT
brj-22259	93	19	reviewed	review	VERB
brj-22259	93	20	article	article	NOUN
brj-22259	93	21	bioresources.com	bioresources.com	X
brj-22259	93	22	uzuner	uzuner	NOUN
brj-22259	93	23	et	et	PROPN
brj-22259	93	24	al	al	PROPN
brj-22259	93	25	.	.	PROPN
brj-22259	93	26	(	(	PUNCT
brj-22259	93	27	2023	2023	NUM
brj-22259	93	28	)	)	PUNCT
brj-22259	93	29	.	.	PUNCT
brj-22259	94	1	“	"	PUNCT
brj-22259	94	2	microwave	microwave	NOUN
brj-22259	94	3	&	&	CCONJ
brj-22259	94	4	pretreatment	pretreatment	NOUN
brj-22259	94	5	,	,	PUNCT
brj-22259	94	6	”	"	PUNCT
brj-22259	94	7	bioresources	bioresource	NOUN
brj-22259	94	8	18(1	18(1	NOUN
brj-22259	94	9	)	)	PUNCT
brj-22259	94	10	,	,	PUNCT
brj-22259	94	11	613	613	NUM
brj-22259	94	12	-	-	SYM
brj-22259	94	13	628	628	NUM
brj-22259	94	14	.	.	PUNCT
brj-22259	95	1	617	617	NUM
brj-22259	95	2	further	further	ADJ
brj-22259	95	3	experimental	experimental	ADJ
brj-22259	95	4	runs	run	NOUN
brj-22259	95	5	were	be	AUX
brj-22259	95	6	carried	carry	VERB
brj-22259	95	7	out	out	ADP
brj-22259	95	8	in	in	ADP
brj-22259	95	9	triplicate	triplicate	NOUN
brj-22259	95	10	under	under	ADP
brj-22259	95	11	the	the	DET
brj-22259	95	12	optimal	optimal	ADJ
brj-22259	95	13	conditions	condition	NOUN
brj-22259	95	14	of	of	ADP
brj-22259	95	15	fse	fse	PROPN
brj-22259	95	16	to	to	PART
brj-22259	95	17	validate	validate	VERB
brj-22259	95	18	the	the	DET
brj-22259	95	19	models	model	NOUN
brj-22259	95	20	.	.	PUNCT
brj-22259	96	1	variance	variance	NOUN
brj-22259	96	2	analysis	analysis	NOUN
brj-22259	96	3	was	be	AUX
brj-22259	96	4	performed	perform	VERB
brj-22259	96	5	to	to	PART
brj-22259	96	6	determine	determine	VERB
brj-22259	96	7	statistically	statistically	ADV
brj-22259	96	8	significant	significant	ADJ
brj-22259	96	9	effects	effect	NOUN
brj-22259	96	10	of	of	ADP
brj-22259	96	11	the	the	DET
brj-22259	96	12	four	four	NUM
brj-22259	96	13	predictors	predictor	NOUN
brj-22259	96	14	(	(	PUNCT
brj-22259	96	15	p	p	X
brj-22259	96	16	<	<	X
brj-22259	96	17	0.05	0.05	NUM
brj-22259	96	18	)	)	PUNCT
brj-22259	96	19	.	.	PUNCT
brj-22259	97	1	multiple	multiple	ADJ
brj-22259	97	2	comparisons	comparison	NOUN
brj-22259	97	3	were	be	AUX
brj-22259	97	4	made	make	VERB
brj-22259	97	5	by	by	ADP
brj-22259	97	6	using	use	VERB
brj-22259	97	7	tukey	tukey	PROPN
brj-22259	97	8	’s	’s	PART
brj-22259	97	9	test	test	NOUN
brj-22259	97	10	.	.	PUNCT
brj-22259	98	1	data	data	NOUN
brj-22259	98	2	-	-	PUNCT
brj-22259	98	3	driven	drive	VERB
brj-22259	98	4	modeling	modeling	NOUN
brj-22259	98	5	fse	fse	PROPN
brj-22259	98	6	was	be	AUX
brj-22259	98	7	modeled	model	VERB
brj-22259	98	8	in	in	ADP
brj-22259	98	9	terms	term	NOUN
brj-22259	98	10	of	of	ADP
brj-22259	98	11	acid	acid	ADJ
brj-22259	98	12	concentration	concentration	NOUN
brj-22259	98	13	,	,	PUNCT
brj-22259	98	14	pressure	pressure	NOUN
brj-22259	98	15	,	,	PUNCT
brj-22259	98	16	temperature	temperature	NOUN
brj-22259	98	17	,	,	PUNCT
brj-22259	98	18	and	and	CCONJ
brj-22259	98	19	time	time	NOUN
brj-22259	98	20	.	.	PUNCT
brj-22259	99	1	multicollinearity	multicollinearity	NOUN
brj-22259	99	2	was	be	AUX
brj-22259	99	3	detected	detect	VERB
brj-22259	99	4	by	by	ADP
brj-22259	99	5	using	use	VERB
brj-22259	99	6	correlation	correlation	NOUN
brj-22259	99	7	matrices	matrix	NOUN
brj-22259	99	8	of	of	ADP
brj-22259	99	9	spearman	spearman	NOUN
brj-22259	99	10	’s	’s	PART
brj-22259	99	11	rank	rank	NOUN
brj-22259	99	12	-	-	PUNCT
brj-22259	99	13	order	order	NOUN
brj-22259	99	14	and	and	CCONJ
brj-22259	99	15	pearson	pearson	PROPN
brj-22259	99	16	’s	’s	PART
brj-22259	99	17	correlation	correlation	NOUN
brj-22259	99	18	.	.	PUNCT
brj-22259	100	1	regression	regression	NOUN
brj-22259	100	2	models	model	NOUN
brj-22259	100	3	such	such	ADJ
brj-22259	100	4	as	as	ADP
brj-22259	100	5	multiple	multiple	ADJ
brj-22259	100	6	linear	linear	ADJ
brj-22259	100	7	regression	regression	NOUN
brj-22259	100	8	(	(	PUNCT
brj-22259	100	9	mlr	mlr	NOUN
brj-22259	100	10	)	)	PUNCT
brj-22259	100	11	and	and	CCONJ
brj-22259	100	12	multiple	multiple	ADJ
brj-22259	100	13	non	non	ADJ
brj-22259	100	14	-	-	ADJ
brj-22259	100	15	linear	linear	ADJ
brj-22259	100	16	regression	regression	NOUN
brj-22259	100	17	(	(	PUNCT
brj-22259	100	18	mnlr	mnlr	PROPN
brj-22259	100	19	)	)	PUNCT
brj-22259	100	20	with	with	ADP
brj-22259	100	21	stepwise	stepwise	ADJ
brj-22259	100	22	regression	regression	NOUN
brj-22259	100	23	,	,	PUNCT
brj-22259	100	24	cubic	cubic	ADJ
brj-22259	100	25	model	model	NOUN
brj-22259	100	26	,	,	PUNCT
brj-22259	100	27	and	and	CCONJ
brj-22259	100	28	artificial	artificial	ADJ
brj-22259	100	29	neural	neural	ADJ
brj-22259	100	30	networks	network	NOUN
brj-22259	100	31	(	(	PUNCT
brj-22259	100	32	anns	anns	PROPN
brj-22259	100	33	)	)	PUNCT
brj-22259	100	34	were	be	AUX
brj-22259	100	35	implemented	implement	VERB
brj-22259	100	36	and	and	CCONJ
brj-22259	100	37	compared	compare	VERB
brj-22259	100	38	to	to	ADP
brj-22259	100	39	one	one	NUM
brj-22259	100	40	another	another	DET
brj-22259	100	41	.	.	PUNCT
brj-22259	101	1	a	a	DET
brj-22259	101	2	backpropagation	backpropagation	NOUN
brj-22259	101	3	(	(	PUNCT
brj-22259	101	4	bp	bp	PROPN
brj-22259	101	5	)	)	PUNCT
brj-22259	101	6	neural	neural	ADJ
brj-22259	101	7	model	model	NOUN
brj-22259	101	8	was	be	AUX
brj-22259	101	9	generated	generate	VERB
brj-22259	101	10	for	for	ADP
brj-22259	101	11	predicting	predict	VERB
brj-22259	101	12	the	the	DET
brj-22259	101	13	fermentable	fermentable	ADJ
brj-22259	101	14	sugar	sugar	NOUN
brj-22259	101	15	extraction	extraction	NOUN
brj-22259	101	16	of	of	ADP
brj-22259	101	17	hazelnut	hazelnut	NOUN
brj-22259	101	18	shells	shell	NOUN
brj-22259	101	19	during	during	ADP
brj-22259	101	20	the	the	DET
brj-22259	101	21	mw	mw	PROPN
brj-22259	101	22	-	-	ADJ
brj-22259	101	23	da	da	ADJ
brj-22259	101	24	pretreatment	pretreatment	NOUN
brj-22259	101	25	.	.	PUNCT
brj-22259	102	1	input	input	NOUN
brj-22259	102	2	variables	variable	NOUN
brj-22259	102	3	considered	consider	VERB
brj-22259	102	4	were	be	AUX
brj-22259	102	5	dilute	dilute	VERB
brj-22259	102	6	acid	acid	NOUN
brj-22259	102	7	concentration	concentration	NOUN
brj-22259	102	8	,	,	PUNCT
brj-22259	102	9	pressure	pressure	NOUN
brj-22259	102	10	,	,	PUNCT
brj-22259	102	11	temperature	temperature	NOUN
brj-22259	102	12	,	,	PUNCT
brj-22259	102	13	and	and	CCONJ
brj-22259	102	14	time	time	NOUN
brj-22259	102	15	,	,	PUNCT
brj-22259	102	16	whereas	whereas	SCONJ
brj-22259	102	17	the	the	DET
brj-22259	102	18	output	output	NOUN
brj-22259	102	19	variable	variable	NOUN
brj-22259	102	20	included	include	VERB
brj-22259	102	21	fse	fse	PROPN
brj-22259	102	22	.	.	PUNCT
brj-22259	103	1	input	input	PROPN
brj-22259	103	2	data	datum	NOUN
brj-22259	103	3	were	be	AUX
brj-22259	103	4	randomized	randomize	VERB
brj-22259	103	5	into	into	ADP
brj-22259	103	6	two	two	NUM
brj-22259	103	7	sets	set	NOUN
brj-22259	103	8	:	:	PUNCT
brj-22259	103	9	training	training	NOUN
brj-22259	103	10	(	(	PUNCT
brj-22259	103	11	80	80	NUM
brj-22259	103	12	%	%	NOUN
brj-22259	103	13	)	)	PUNCT
brj-22259	103	14	and	and	CCONJ
brj-22259	103	15	validation	validation	NOUN
brj-22259	103	16	(	(	PUNCT
brj-22259	103	17	20	20	NUM
brj-22259	103	18	%	%	NOUN
brj-22259	103	19	)	)	PUNCT
brj-22259	103	20	.	.	PUNCT
brj-22259	104	1	anns	anns	PROPN
brj-22259	104	2	were	be	AUX
brj-22259	104	3	developed	develop	VERB
brj-22259	104	4	by	by	ADP
brj-22259	104	5	using	use	VERB
brj-22259	104	6	jmp	jmp	PROPN
brj-22259	104	7	pro	pro	X
brj-22259	104	8	15.0.1	15.0.1	PROPN
brj-22259	104	9	software	software	NOUN
brj-22259	104	10	.	.	PUNCT
brj-22259	105	1	the	the	DET
brj-22259	105	2	ann	ann	PROPN
brj-22259	105	3	architecture	architecture	NOUN
brj-22259	105	4	consisted	consist	VERB
brj-22259	105	5	of	of	ADP
brj-22259	105	6	an	an	DET
brj-22259	105	7	input	input	NOUN
brj-22259	105	8	layer	layer	NOUN
brj-22259	105	9	with	with	ADP
brj-22259	105	10	4	4	NUM
brj-22259	105	11	neurons	neuron	NOUN
brj-22259	105	12	,	,	PUNCT
brj-22259	105	13	an	an	DET
brj-22259	105	14	output	output	NOUN
brj-22259	105	15	layer	layer	NOUN
brj-22259	105	16	with	with	ADP
brj-22259	105	17	one	one	NUM
brj-22259	105	18	neuron	neuron	NOUN
brj-22259	105	19	,	,	PUNCT
brj-22259	105	20	and	and	CCONJ
brj-22259	105	21	a	a	DET
brj-22259	105	22	hidden	hide	VERB
brj-22259	105	23	layer	layer	NOUN
brj-22259	105	24	.	.	PUNCT
brj-22259	106	1	one	one	NUM
brj-22259	106	2	and	and	CCONJ
brj-22259	106	3	two	two	NUM
brj-22259	106	4	hidden	hidden	ADJ
brj-22259	106	5	layers	layer	NOUN
brj-22259	106	6	with	with	ADP
brj-22259	106	7	the	the	DET
brj-22259	106	8	number	number	NOUN
brj-22259	106	9	of	of	ADP
brj-22259	106	10	neurons	neuron	NOUN
brj-22259	106	11	in	in	ADP
brj-22259	106	12	these	these	DET
brj-22259	106	13	layers	layer	NOUN
brj-22259	106	14	and	and	CCONJ
brj-22259	106	15	transfer	transfer	NOUN
brj-22259	106	16	functions	function	NOUN
brj-22259	106	17	of	of	ADP
brj-22259	106	18	hidden	hidden	ADJ
brj-22259	106	19	and	and	CCONJ
brj-22259	106	20	output	output	NOUN
brj-22259	106	21	layers	layer	NOUN
brj-22259	106	22	(	(	PUNCT
brj-22259	106	23	tansig	tansig	NOUN
brj-22259	106	24	and	and	CCONJ
brj-22259	106	25	linear	linear	PROPN
brj-22259	106	26	respectively	respectively	ADV
brj-22259	106	27	)	)	PUNCT
brj-22259	106	28	were	be	AUX
brj-22259	106	29	performed	perform	VERB
brj-22259	106	30	for	for	ADP
brj-22259	106	31	describing	describe	VERB
brj-22259	106	32	fse	fse	PROPN
brj-22259	106	33	to	to	PART
brj-22259	106	34	determine	determine	VERB
brj-22259	106	35	the	the	DET
brj-22259	106	36	optimal	optimal	ADJ
brj-22259	106	37	network	network	NOUN
brj-22259	106	38	topology	topology	NOUN
brj-22259	106	39	.	.	PUNCT
brj-22259	107	1	to	to	PART
brj-22259	107	2	test	test	VERB
brj-22259	107	3	and	and	CCONJ
brj-22259	107	4	select	select	VERB
brj-22259	107	5	the	the	DET
brj-22259	107	6	best	well	ADV
brj-22259	107	7	-	-	PUNCT
brj-22259	107	8	fit	fit	ADJ
brj-22259	107	9	model	model	NOUN
brj-22259	107	10	,	,	PUNCT
brj-22259	107	11	root	root	NOUN
brj-22259	107	12	mean	mean	VERB
brj-22259	107	13	square	square	ADJ
brj-22259	107	14	error	error	NOUN
brj-22259	107	15	(	(	PUNCT
brj-22259	107	16	rmse	rmse	NOUN
brj-22259	107	17	)	)	PUNCT
brj-22259	107	18	,	,	PUNCT
brj-22259	107	19	coefficient	coefficient	NOUN
brj-22259	107	20	of	of	ADP
brj-22259	107	21	determination	determination	NOUN
brj-22259	107	22	(	(	PUNCT
brj-22259	107	23	r2	r2	PROPN
brj-22259	107	24	)	)	PUNCT
brj-22259	107	25	,	,	PUNCT
brj-22259	107	26	corrected	correct	VERB
brj-22259	107	27	akaike	akaike	ADP
brj-22259	107	28	’s	’s	PART
brj-22259	107	29	information	information	NOUN
brj-22259	107	30	criteria	criterion	NOUN
brj-22259	107	31	(	(	PUNCT
brj-22259	107	32	aicc	aicc	NOUN
brj-22259	107	33	)	)	PUNCT
brj-22259	107	34	and	and	CCONJ
brj-22259	107	35	k	k	VERB
brj-22259	107	36	-	-	ADJ
brj-22259	107	37	fold	fold	ADJ
brj-22259	107	38	r	r	NOUN
brj-22259	107	39	-	-	PUNCT
brj-22259	107	40	square	square	NOUN
brj-22259	107	41	were	be	AUX
brj-22259	107	42	used	use	VERB
brj-22259	107	43	to	to	PART
brj-22259	107	44	evaluate	evaluate	VERB
brj-22259	107	45	the	the	DET
brj-22259	107	46	four	four	NUM
brj-22259	107	47	models	model	NOUN
brj-22259	107	48	,	,	PUNCT
brj-22259	107	49	as	as	SCONJ
brj-22259	107	50	follows	follow	VERB
brj-22259	107	51	,	,	PUNCT
brj-22259	107	52	(	(	PUNCT
brj-22259	107	53	5	5	NUM
brj-22259	107	54	)	)	PUNCT
brj-22259	107	55	where	where	SCONJ
brj-22259	107	56	n	n	PRON
brj-22259	107	57	is	be	AUX
brj-22259	107	58	the	the	DET
brj-22259	107	59	number	number	NOUN
brj-22259	107	60	of	of	ADP
brj-22259	107	61	observations	observation	NOUN
brj-22259	107	62	,	,	PUNCT
brj-22259	107	63	k	k	PROPN
brj-22259	107	64	is	be	AUX
brj-22259	107	65	the	the	DET
brj-22259	107	66	number	number	NOUN
brj-22259	107	67	of	of	ADP
brj-22259	107	68	estimated	estimate	VERB
brj-22259	107	69	parameters	parameter	NOUN
brj-22259	107	70	in	in	ADP
brj-22259	107	71	the	the	DET
brj-22259	107	72	model	model	NOUN
brj-22259	107	73	,	,	PUNCT
brj-22259	107	74	and	and	CCONJ
brj-22259	107	75	ss	ss	NOUN
brj-22259	107	76	is	be	AUX
brj-22259	107	77	the	the	DET
brj-22259	107	78	sum	sum	NOUN
brj-22259	107	79	of	of	ADP
brj-22259	107	80	squares	square	NOUN
brj-22259	107	81	.	.	PUNCT
brj-22259	108	1	multicollinearity	multicollinearity	NOUN
brj-22259	108	2	among	among	ADP
brj-22259	108	3	predictors	predictor	NOUN
brj-22259	108	4	was	be	AUX
brj-22259	108	5	measured	measure	VERB
brj-22259	108	6	by	by	ADP
brj-22259	108	7	using	use	VERB
brj-22259	108	8	a	a	DET
brj-22259	108	9	variance	variance	NOUN
brj-22259	108	10	inflation	inflation	NOUN
brj-22259	108	11	factor	factor	NOUN
brj-22259	108	12	(	(	PUNCT
brj-22259	108	13	vif	vif	PROPN
brj-22259	108	14	)	)	PUNCT
brj-22259	108	15	and	and	CCONJ
brj-22259	108	16	assumed	assume	VERB
brj-22259	108	17	to	to	PART
brj-22259	108	18	exit	exit	VERB
brj-22259	108	19	when	when	SCONJ
brj-22259	108	20	vif10	vif10	PROPN
brj-22259	108	21	.	.	PUNCT
brj-22259	108	22	autocorrelation	autocorrelation	NOUN
brj-22259	108	23	was	be	AUX
brj-22259	108	24	measured	measure	VERB
brj-22259	108	25	using	use	VERB
brj-22259	108	26	the	the	DET
brj-22259	108	27	durbin	durbin	NOUN
brj-22259	108	28	-	-	PUNCT
brj-22259	108	29	watson	watson	NOUN
brj-22259	108	30	(	(	PUNCT
brj-22259	108	31	dw	dw	PROPN
brj-22259	108	32	)	)	PUNCT
brj-22259	108	33	statistic	statistic	NOUN
brj-22259	108	34	and	and	CCONJ
brj-22259	108	35	assumed	assume	VERB
brj-22259	108	36	to	to	PART
brj-22259	108	37	be	be	AUX
brj-22259	108	38	positively	positively	ADV
brj-22259	108	39	correlated	correlate	VERB
brj-22259	108	40	when	when	SCONJ
brj-22259	108	41	dw=0	dw=0	PROPN
brj-22259	108	42	,	,	PUNCT
brj-22259	108	43	not	not	PART
brj-22259	108	44	correlated	correlate	VERB
brj-22259	108	45	when	when	SCONJ
brj-22259	108	46	dw=2	dw=2	PROPN
brj-22259	108	47	,	,	PUNCT
brj-22259	108	48	and	and	CCONJ
brj-22259	108	49	negatively	negatively	ADV
brj-22259	108	50	correlated	correlate	VERB
brj-22259	108	51	when	when	SCONJ
brj-22259	108	52	dw=4	dw=4	PROPN
brj-22259	108	53	.	.	PUNCT
brj-22259	109	1	monte	monte	PROPN
brj-22259	109	2	carlo	carlo	PROPN
brj-22259	109	3	simulations	simulation	NOUN
brj-22259	109	4	were	be	AUX
brj-22259	109	5	employed	employ	VERB
brj-22259	109	6	to	to	PART
brj-22259	109	7	determine	determine	VERB
brj-22259	109	8	the	the	DET
brj-22259	109	9	most	most	ADV
brj-22259	109	10	influential	influential	ADJ
brj-22259	109	11	predictors	predictor	NOUN
brj-22259	109	12	and	and	CCONJ
brj-22259	109	13	parameter	parameter	NOUN
brj-22259	109	14	uncertainties	uncertainty	NOUN
brj-22259	109	15	in	in	ADP
brj-22259	109	16	predicting	predict	VERB
brj-22259	109	17	the	the	DET
brj-22259	109	18	amount	amount	NOUN
brj-22259	109	19	of	of	ADP
brj-22259	109	20	fse	fse	PROPN
brj-22259	109	21	.	.	PUNCT
brj-22259	110	1	monte	monte	PROPN
brj-22259	110	2	-	-	PUNCT
brj-22259	110	3	carlo	carlo	PROPN
brj-22259	110	4	simulation	simulation	NOUN
brj-22259	110	5	and	and	CCONJ
brj-22259	110	6	global	global	ADJ
brj-22259	110	7	sensitivity	sensitivity	NOUN
brj-22259	110	8	analysis	analysis	NOUN
brj-22259	110	9	were	be	AUX
brj-22259	110	10	also	also	ADV
brj-22259	110	11	performed	perform	VERB
brj-22259	110	12	using	use	VERB
brj-22259	110	13	jmp	jmp	PROPN
brj-22259	110	14	pro	pro	X
brj-22259	110	15	15.1.0	15.1.0	PROPN
brj-22259	110	16	.	.	PUNCT
brj-22259	111	1	optimal	optimal	ADJ
brj-22259	111	2	statistical	statistical	ADJ
brj-22259	111	3	distribution	distribution	NOUN
brj-22259	111	4	was	be	AUX
brj-22259	111	5	identified	identify	VERB
brj-22259	111	6	for	for	ADP
brj-22259	111	7	fse	fse	PROPN
brj-22259	111	8	from	from	ADP
brj-22259	111	9	16	16	NUM
brj-22259	111	10	alternative	alternative	ADJ
brj-22259	111	11	distributions	distribution	NOUN
brj-22259	111	12	(	(	PUNCT
brj-22259	111	13	normal	normal	ADJ
brj-22259	111	14	,	,	PUNCT
brj-22259	111	15	normal	normal	ADJ
brj-22259	111	16	with	with	ADP
brj-22259	111	17	a	a	DET
brj-22259	111	18	box	box	NOUN
brj-22259	111	19	-	-	PUNCT
brj-22259	111	20	cox	cox	NOUN
brj-22259	111	21	transformation	transformation	NOUN
brj-22259	111	22	,	,	PUNCT
brj-22259	111	23	normal	normal	ADJ
brj-22259	111	24	with	with	ADP
brj-22259	111	25	a	a	DET
brj-22259	111	26	johnson	johnson	PROPN
brj-22259	111	27	transformation	transformation	NOUN
brj-22259	111	28	,	,	PUNCT
brj-22259	111	29	lognormal	lognormal	ADJ
brj-22259	111	30	,	,	PUNCT
brj-22259	111	31	three	three	NUM
brj-22259	111	32	parameter	parameter	NOUN
brj-22259	111	33	lognormal	lognormal	ADJ
brj-22259	111	34	,	,	PUNCT
brj-22259	111	35	exponential	exponential	NOUN
brj-22259	111	36	,	,	PUNCT
brj-22259	111	37	two	two	NUM
brj-22259	111	38	-	-	PUNCT
brj-22259	111	39	parameter	parameter	NOUN
brj-22259	111	40	exponential	exponential	NOUN
brj-22259	111	41	,	,	PUNCT
brj-22259	111	42	weibull	weibull	NOUN
brj-22259	111	43	,	,	PUNCT
brj-22259	111	44	three	three	NUM
brj-22259	111	45	parameter	parameter	NOUN
brj-22259	111	46	weibull	weibull	NOUN
brj-22259	111	47	,	,	PUNCT
brj-22259	111	48	largest	large	ADJ
brj-22259	111	49	extreme	extreme	ADJ
brj-22259	111	50	value	value	NOUN
brj-22259	111	51	,	,	PUNCT
brj-22259	111	52	smallest	small	ADJ
brj-22259	111	53	extreme	extreme	ADJ
brj-22259	111	54	value	value	NOUN
brj-22259	111	55	,	,	PUNCT
brj-22259	111	56	gamma	gamma	NOUN
brj-22259	111	57	,	,	PUNCT
brj-22259	111	58	three	three	NUM
brj-22259	111	59	parameter	parameter	NOUN
brj-22259	111	60	gamma	gamma	NOUN
brj-22259	111	61	,	,	PUNCT
brj-22259	111	62	logistic	logistic	ADJ
brj-22259	111	63	,	,	PUNCT
brj-22259	111	64	loglogistic	loglogistic	ADJ
brj-22259	111	65	,	,	PUNCT
brj-22259	111	66	and	and	CCONJ
brj-22259	111	67	three	three	NUM
brj-22259	111	68	parameter	parameter	NOUN
brj-22259	111	69	log	log	NOUN
brj-22259	111	70	-	-	PUNCT
brj-22259	111	71	logistic	logistic	NOUN
brj-22259	111	72	)	)	PUNCT
brj-22259	111	73	.	.	PUNCT
brj-22259	112	1	the	the	DET
brj-22259	112	2	smaller	small	ADJ
brj-22259	112	3	anderson	anderson	PROPN
brj-22259	112	4	-	-	PUNCT
brj-22259	112	5	darling	darling	NOUN
brj-22259	112	6	statistics	statistic	NOUN
brj-22259	112	7	and	and	CCONJ
brj-22259	112	8	the	the	DET
brj-22259	112	9	greater	great	ADJ
brj-22259	112	10	p	p	NOUN
brj-22259	112	11	values	value	NOUN
brj-22259	112	12	showed	show	VERB
brj-22259	112	13	the	the	DET
brj-22259	112	14	better	well	ADJ
brj-22259	112	15	distributions	distribution	NOUN
brj-22259	112	16	fit	fit	VERB
brj-22259	112	17	the	the	DET
brj-22259	112	18	experimental	experimental	ADJ
brj-22259	112	19	data	datum	NOUN
brj-22259	112	20	.	.	PUNCT
brj-22259	113	1	tukey	tukey	PROPN
brj-22259	113	2	’s	’s	PART
brj-22259	113	3	multiple	multiple	ADJ
brj-22259	113	4	comparison	comparison	NOUN
brj-22259	113	5	test	test	NOUN
brj-22259	113	6	following	follow	VERB
brj-22259	113	7	one	one	NUM
brj-22259	113	8	-	-	PUNCT
brj-22259	113	9	way	way	NOUN
brj-22259	113	10	analysis	analysis	NOUN
brj-22259	113	11	of	of	ADP
brj-22259	113	12	variance	variance	NOUN
brj-22259	113	13	(	(	PUNCT
brj-22259	113	14	anova	anova	PROPN
brj-22259	113	15	)	)	PUNCT
brj-22259	113	16	was	be	AUX
brj-22259	113	17	performed	perform	VERB
brj-22259	113	18	to	to	PART
brj-22259	113	19	detect	detect	VERB
brj-22259	113	20	significant	significant	ADJ
brj-22259	113	21	mean	mean	ADJ
brj-22259	113	22	differences	difference	NOUN
brj-22259	113	23	in	in	ADP
brj-22259	113	24	fse	fse	PROPN
brj-22259	113	25	as	as	ADP
brj-22259	113	26	a	a	DET
brj-22259	113	27	function	function	NOUN
brj-22259	113	28	of	of	ADP
brj-22259	113	29	dac	dac	NOUN
brj-22259	113	30	,	,	PUNCT
brj-22259	113	31	pressure	pressure	NOUN
brj-22259	113	32	,	,	PUNCT
brj-22259	113	33	temperature	temperature	NOUN
brj-22259	113	34	,	,	PUNCT
brj-22259	113	35	and	and	CCONJ
brj-22259	113	36	time	time	NOUN
brj-22259	113	37	.	.	PUNCT
brj-22259	114	1	aicc	aicc	NOUN
brj-22259	114	2	=	=	SYM
brj-22259	114	3	(	(	PUNCT
brj-22259	114	4	n	n	X
brj-22259	114	5	*	*	PROPN
brj-22259	114	6	ln	ln	PROPN
brj-22259	114	7	ss	ss	PROPN
brj-22259	114	8	n	n	PROPN
brj-22259	114	9	)	)	PUNCT
brj-22259	115	1	+	+	NUM
brj-22259	116	1	2*k	2*k	NUM
brj-22259	116	2	*	*	PUNCT
brj-22259	116	3	(	(	PUNCT
brj-22259	116	4	k	k	X
brj-22259	116	5	+1	+1	PROPN
brj-22259	116	6	)	)	PUNCT
brj-22259	116	7	nk	nk	PROPN
brj-22259	116	8	-1	-1	PUNCT
brj-22259	116	9	peer	peer	NOUN
brj-22259	116	10	-	-	PUNCT
brj-22259	116	11	reviewed	review	VERB
brj-22259	116	12	article	article	NOUN
brj-22259	116	13	bioresources.com	bioresources.com	X
brj-22259	116	14	uzuner	uzuner	NOUN
brj-22259	116	15	et	et	PROPN
brj-22259	116	16	al	al	PROPN
brj-22259	116	17	.	.	PROPN
brj-22259	116	18	(	(	PUNCT
brj-22259	116	19	2023	2023	NUM
brj-22259	116	20	)	)	PUNCT
brj-22259	116	21	.	.	PUNCT
brj-22259	117	1	“	"	PUNCT
brj-22259	117	2	microwave	microwave	NOUN
brj-22259	117	3	&	&	CCONJ
brj-22259	117	4	pretreatment	pretreatment	NOUN
brj-22259	117	5	,	,	PUNCT
brj-22259	117	6	”	"	PUNCT
brj-22259	117	7	bioresources	bioresource	NOUN
brj-22259	117	8	18(1	18(1	NOUN
brj-22259	117	9	)	)	PUNCT
brj-22259	117	10	,	,	PUNCT
brj-22259	117	11	613	613	NUM
brj-22259	117	12	-	-	SYM
brj-22259	117	13	628	628	NUM
brj-22259	117	14	.	.	PUNCT
brj-22259	118	1	618	618	NUM
brj-22259	118	2	results	result	NOUN
brj-22259	118	3	and	and	CCONJ
brj-22259	118	4	discussion	discussion	NOUN
brj-22259	118	5	effects	effect	NOUN
brj-22259	118	6	of	of	ADP
brj-22259	118	7	solid	solid	ADJ
brj-22259	118	8	/	/	SYM
brj-22259	118	9	liquid	liquid	ADJ
brj-22259	118	10	ratio	ratio	NOUN
brj-22259	118	11	on	on	ADP
brj-22259	118	12	fermentable	fermentable	ADJ
brj-22259	118	13	sugar	sugar	NOUN
brj-22259	118	14	extraction	extraction	NOUN
brj-22259	118	15	the	the	DET
brj-22259	118	16	samples	sample	NOUN
brj-22259	118	17	were	be	AUX
brj-22259	118	18	pretreated	pretreate	VERB
brj-22259	118	19	by	by	ADP
brj-22259	118	20	using	use	VERB
brj-22259	118	21	the	the	DET
brj-22259	118	22	solid	solid	ADJ
brj-22259	118	23	/	/	SYM
brj-22259	118	24	liquid	liquid	ADJ
brj-22259	118	25	ratios	ratio	NOUN
brj-22259	118	26	of	of	ADP
brj-22259	118	27	1:7	1:7	NUM
brj-22259	118	28	to	to	ADP
brj-22259	118	29	1:20	1:20	NUM
brj-22259	118	30	with	with	ADP
brj-22259	118	31	a	a	DET
brj-22259	118	32	sulfuric	sulfuric	ADJ
brj-22259	118	33	acid	acid	NOUN
brj-22259	118	34	concentration	concentration	NOUN
brj-22259	118	35	of	of	ADP
brj-22259	118	36	1.25	1.25	NUM
brj-22259	118	37	%	%	NOUN
brj-22259	118	38	(	(	PUNCT
brj-22259	118	39	w	w	NOUN
brj-22259	118	40	/	/	SYM
brj-22259	118	41	w	w	NOUN
brj-22259	118	42	)	)	PUNCT
brj-22259	118	43	to	to	PART
brj-22259	118	44	determine	determine	VERB
brj-22259	118	45	the	the	DET
brj-22259	118	46	effective	effective	ADJ
brj-22259	118	47	solid	solid	ADJ
brj-22259	118	48	/	/	SYM
brj-22259	118	49	liquid	liquid	ADJ
brj-22259	118	50	ratio	ratio	NOUN
brj-22259	118	51	.	.	PUNCT
brj-22259	119	1	pretreatment	pretreatment	NOUN
brj-22259	119	2	processes	process	NOUN
brj-22259	119	3	were	be	AUX
brj-22259	119	4	performed	perform	VERB
brj-22259	119	5	by	by	ADP
brj-22259	119	6	using	use	VERB
brj-22259	119	7	solid	solid	ADJ
brj-22259	119	8	/	/	SYM
brj-22259	119	9	liquid	liquid	ADJ
brj-22259	119	10	ratios	ratio	NOUN
brj-22259	119	11	of	of	ADP
brj-22259	119	12	1:7	1:7	NUM
brj-22259	119	13	,	,	PUNCT
brj-22259	119	14	1:10	1:10	NUM
brj-22259	119	15	,	,	PUNCT
brj-22259	119	16	and	and	CCONJ
brj-22259	119	17	1:20	1:20	NUM
brj-22259	119	18	under	under	ADP
brj-22259	119	19	the	the	DET
brj-22259	119	20	acid	acid	NOUN
brj-22259	119	21	concentration	concentration	NOUN
brj-22259	119	22	of	of	ADP
brj-22259	119	23	1.25	1.25	NUM
brj-22259	119	24	%	%	NOUN
brj-22259	119	25	(	(	PUNCT
brj-22259	119	26	w	w	NOUN
brj-22259	119	27	/	/	SYM
brj-22259	119	28	w	w	NOUN
brj-22259	119	29	)	)	PUNCT
brj-22259	119	30	and	and	CCONJ
brj-22259	119	31	the	the	DET
brj-22259	119	32	pressure	pressure	NOUN
brj-22259	119	33	of	of	ADP
brj-22259	119	34	5	5	NUM
brj-22259	119	35	bar	bar	NOUN
brj-22259	119	36	at	at	ADP
brj-22259	119	37	160	160	NUM
brj-22259	119	38	°	°	ADP
brj-22259	119	39	c	c	NOUN
brj-22259	119	40	for	for	ADP
brj-22259	119	41	15	15	NUM
brj-22259	119	42	min	min	NOUN
brj-22259	119	43	to	to	PART
brj-22259	119	44	obtain	obtain	VERB
brj-22259	119	45	hydrolysates	hydrolysate	NOUN
brj-22259	119	46	used	use	VERB
brj-22259	119	47	for	for	ADP
brj-22259	119	48	the	the	DET
brj-22259	119	49	fse	fse	PROPN
brj-22259	119	50	.	.	PUNCT
brj-22259	120	1	fse	fse	PROPN
brj-22259	120	2	was	be	AUX
brj-22259	120	3	estimated	estimate	VERB
brj-22259	120	4	to	to	PART
brj-22259	120	5	be	be	AUX
brj-22259	120	6	23.95±0.46	23.95±0.46	NUM
brj-22259	120	7	,	,	PUNCT
brj-22259	120	8	26.52±0.46	26.52±0.46	NUM
brj-22259	120	9	,	,	PUNCT
brj-22259	120	10	and	and	CCONJ
brj-22259	120	11	26.94±0.32	26.94±0.32	NUM
brj-22259	120	12	%	%	NOUN
brj-22259	120	13	at	at	ADP
brj-22259	120	14	the	the	DET
brj-22259	120	15	solid	solid	ADJ
brj-22259	120	16	/	/	SYM
brj-22259	120	17	liquid	liquid	ADJ
brj-22259	120	18	ratios	ratio	NOUN
brj-22259	120	19	of	of	ADP
brj-22259	120	20	1:20	1:20	NUM
brj-22259	120	21	,	,	PUNCT
brj-22259	120	22	1:10	1:10	NUM
brj-22259	120	23	,	,	PUNCT
brj-22259	120	24	and	and	CCONJ
brj-22259	120	25	1:7	1:7	NUM
brj-22259	120	26	,	,	PUNCT
brj-22259	120	27	respectively	respectively	ADV
brj-22259	120	28	.	.	PUNCT
brj-22259	121	1	the	the	DET
brj-22259	121	2	solid	solid	ADJ
brj-22259	121	3	/	/	SYM
brj-22259	121	4	liquid	liquid	ADJ
brj-22259	121	5	ratios	ratio	NOUN
brj-22259	121	6	did	do	AUX
brj-22259	121	7	not	not	PART
brj-22259	121	8	significantly	significantly	ADV
brj-22259	121	9	affect	affect	VERB
brj-22259	121	10	the	the	DET
brj-22259	121	11	response	response	NOUN
brj-22259	121	12	of	of	ADP
brj-22259	121	13	fse	fse	PROPN
brj-22259	121	14	(	(	PUNCT
brj-22259	121	15	p	p	X
brj-22259	121	16	>	>	X
brj-22259	121	17	0.05	0.05	NUM
brj-22259	121	18	)	)	PUNCT
brj-22259	121	19	,	,	PUNCT
brj-22259	121	20	therefore	therefore	ADV
brj-22259	121	21	,	,	PUNCT
brj-22259	121	22	the	the	DET
brj-22259	121	23	ratio	ratio	NOUN
brj-22259	121	24	of	of	ADP
brj-22259	121	25	1/20	1/20	NUM
brj-22259	121	26	was	be	AUX
brj-22259	121	27	chosen	choose	VERB
brj-22259	121	28	as	as	ADP
brj-22259	121	29	the	the	DET
brj-22259	121	30	best	good	ADJ
brj-22259	121	31	ratio	ratio	NOUN
brj-22259	121	32	for	for	ADP
brj-22259	121	33	the	the	DET
brj-22259	121	34	fse	fse	PROPN
brj-22259	121	35	.	.	PUNCT
brj-22259	122	1	thus	thus	ADV
brj-22259	122	2	,	,	PUNCT
brj-22259	122	3	the	the	DET
brj-22259	122	4	entire	entire	ADJ
brj-22259	122	5	pretreatment	pretreatment	NOUN
brj-22259	122	6	experiments	experiment	NOUN
brj-22259	122	7	were	be	AUX
brj-22259	122	8	performed	perform	VERB
brj-22259	122	9	by	by	ADP
brj-22259	122	10	using	use	VERB
brj-22259	122	11	the	the	DET
brj-22259	122	12	dilute	dilute	NOUN
brj-22259	122	13	acid	acid	NOUN
brj-22259	122	14	at	at	ADP
brj-22259	122	15	the	the	DET
brj-22259	122	16	solid	solid	ADJ
brj-22259	122	17	/	/	SYM
brj-22259	122	18	liquid	liquid	ADJ
brj-22259	122	19	ratio	ratio	NOUN
brj-22259	122	20	of	of	ADP
brj-22259	122	21	1:20	1:20	NUM
brj-22259	122	22	.	.	PUNCT
brj-22259	123	1	effect	effect	NOUN
brj-22259	123	2	of	of	ADP
brj-22259	123	3	the	the	DET
brj-22259	123	4	relationship	relationship	NOUN
brj-22259	123	5	between	between	ADP
brj-22259	123	6	the	the	DET
brj-22259	123	7	microwave	microwave	NOUN
brj-22259	123	8	assisted	assist	VERB
brj-22259	123	9	dilute	dilute	NOUN
brj-22259	123	10	acid	acid	NOUN
brj-22259	123	11	pretreatment	pretreatment	NOUN
brj-22259	123	12	parameters	parameter	NOUN
brj-22259	123	13	on	on	ADP
brj-22259	123	14	fse	fse	PROPN
brj-22259	123	15	the	the	DET
brj-22259	123	16	fermentable	fermentable	ADJ
brj-22259	123	17	sugars	sugar	NOUN
brj-22259	123	18	in	in	ADP
brj-22259	123	19	the	the	DET
brj-22259	123	20	hydrolysate	hydrolysate	NOUN
brj-22259	123	21	were	be	AUX
brj-22259	123	22	measured	measure	VERB
brj-22259	123	23	and	and	CCONJ
brj-22259	123	24	used	use	VERB
brj-22259	123	25	to	to	PART
brj-22259	123	26	evaluate	evaluate	VERB
brj-22259	123	27	the	the	DET
brj-22259	123	28	overall	overall	ADJ
brj-22259	123	29	pretreatment	pretreatment	NOUN
brj-22259	123	30	efficacy	efficacy	NOUN
brj-22259	123	31	.	.	PUNCT
brj-22259	124	1	hazelnut	hazelnut	NOUN
brj-22259	124	2	shells	shell	NOUN
brj-22259	124	3	used	use	VERB
brj-22259	124	4	in	in	ADP
brj-22259	124	5	this	this	DET
brj-22259	124	6	study	study	NOUN
brj-22259	124	7	contained	contain	VERB
brj-22259	124	8	458.94	458.94	NUM
brj-22259	124	9	±	±	NUM
brj-22259	124	10	4.39	4.39	NUM
brj-22259	124	11	mg	mg	ADV
brj-22259	124	12	reducing	reduce	VERB
brj-22259	124	13	sugar	sugar	NOUN
brj-22259	124	14	/	/	SYM
brj-22259	124	15	g	g	NOUN
brj-22259	124	16	dry	dry	ADJ
brj-22259	124	17	weight	weight	NOUN
brj-22259	124	18	biomass	biomass	NOUN
brj-22259	124	19	.	.	PUNCT
brj-22259	125	1	the	the	DET
brj-22259	125	2	mw	mw	PROPN
brj-22259	125	3	-	-	ADJ
brj-22259	125	4	da	da	ADJ
brj-22259	125	5	pretreatment	pretreatment	NOUN
brj-22259	125	6	was	be	AUX
brj-22259	125	7	performed	perform	VERB
brj-22259	125	8	to	to	PART
brj-22259	125	9	generate	generate	VERB
brj-22259	125	10	fermentable	fermentable	ADJ
brj-22259	125	11	sugars	sugar	NOUN
brj-22259	125	12	,	,	PUNCT
brj-22259	125	13	conversion	conversion	NOUN
brj-22259	125	14	efficiency	efficiency	NOUN
brj-22259	125	15	,	,	PUNCT
brj-22259	125	16	and	and	CCONJ
brj-22259	125	17	severity	severity	NOUN
brj-22259	125	18	parameter	parameter	NOUN
brj-22259	125	19	(	(	PUNCT
brj-22259	125	20	table	table	NOUN
brj-22259	125	21	1	1	NUM
brj-22259	125	22	)	)	PUNCT
brj-22259	125	23	.	.	PUNCT
brj-22259	126	1	the	the	DET
brj-22259	126	2	fse	fse	PROPN
brj-22259	126	3	from	from	ADP
brj-22259	126	4	mw	mw	PROPN
brj-22259	126	5	-	-	ADJ
brj-22259	126	6	da	da	ADJ
brj-22259	126	7	pretreatment	pretreatment	NOUN
brj-22259	126	8	samples	sample	NOUN
brj-22259	126	9	ranged	range	VERB
brj-22259	126	10	from	from	ADP
brj-22259	126	11	16.7	16.7	NUM
brj-22259	126	12	to	to	ADP
brj-22259	126	13	291.2	291.2	NUM
brj-22259	126	14	mg	mg	PROPN
brj-22259	126	15	/	/	SYM
brj-22259	126	16	g.	g.	NOUN
brj-22259	126	17	the	the	DET
brj-22259	126	18	highest	high	ADJ
brj-22259	126	19	fse	fse	PROPN
brj-22259	126	20	after	after	SCONJ
brj-22259	126	21	the	the	DET
brj-22259	126	22	mw	mw	PROPN
brj-22259	126	23	-	-	ADJ
brj-22259	126	24	da	da	ADJ
brj-22259	126	25	pretreatment	pretreatment	NOUN
brj-22259	126	26	process	process	NOUN
brj-22259	126	27	was	be	AUX
brj-22259	126	28	291.2	291.2	NUM
brj-22259	126	29	mg	mg	NUM
brj-22259	126	30	/	/	SYM
brj-22259	126	31	g	g	NOUN
brj-22259	126	32	pretreated	pretreate	VERB
brj-22259	126	33	biomass	biomass	NOUN
brj-22259	126	34	under	under	ADP
brj-22259	126	35	160	160	NUM
brj-22259	126	36	°	°	NOUN
brj-22259	126	37	c	c	NOUN
brj-22259	126	38	,	,	PUNCT
brj-22259	126	39	10	10	NUM
brj-22259	126	40	bar	bar	NOUN
brj-22259	126	41	,	,	PUNCT
brj-22259	126	42	1.25	1.25	NUM
brj-22259	126	43	%	%	NOUN
brj-22259	126	44	h2so4	h2so4	PROPN
brj-22259	126	45	,	,	PUNCT
brj-22259	126	46	and	and	CCONJ
brj-22259	126	47	25	25	NUM
brj-22259	126	48	min	min	NOUN
brj-22259	126	49	,	,	PUNCT
brj-22259	126	50	with	with	ADP
brj-22259	126	51	the	the	DET
brj-22259	126	52	corresponding	corresponding	ADJ
brj-22259	126	53	mw	mw	ADJ
brj-22259	126	54	-	-	ADJ
brj-22259	126	55	da	da	ADJ
brj-22259	126	56	pretreatment	pretreatment	NOUN
brj-22259	126	57	conversion	conversion	NOUN
brj-22259	126	58	efficiency	efficiency	NOUN
brj-22259	126	59	of	of	ADP
brj-22259	126	60	63.45	63.45	NUM
brj-22259	126	61	%	%	NOUN
brj-22259	126	62	.	.	PUNCT
brj-22259	127	1	the	the	DET
brj-22259	127	2	amount	amount	NOUN
brj-22259	127	3	of	of	ADP
brj-22259	127	4	fermentable	fermentable	ADJ
brj-22259	127	5	sugars	sugar	NOUN
brj-22259	127	6	increased	increase	VERB
brj-22259	127	7	approximately	approximately	ADV
brj-22259	127	8	10	10	NUM
brj-22259	127	9	-	-	ADJ
brj-22259	127	10	fold	fold	VERB
brj-22259	127	11	with	with	ADP
brj-22259	127	12	the	the	DET
brj-22259	127	13	temperature	temperature	NOUN
brj-22259	127	14	increase	increase	NOUN
brj-22259	127	15	during	during	ADP
brj-22259	127	16	the	the	DET
brj-22259	127	17	mw	mw	PROPN
brj-22259	127	18	-	-	ADJ
brj-22259	127	19	da	da	ADJ
brj-22259	127	20	pretreatment	pretreatment	NOUN
brj-22259	127	21	(	(	PUNCT
brj-22259	127	22	table	table	NOUN
brj-22259	127	23	1	1	NUM
brj-22259	127	24	,	,	PUNCT
brj-22259	127	25	runs	run	VERB
brj-22259	127	26	1	1	NUM
brj-22259	127	27	&	&	CCONJ
brj-22259	127	28	10	10	NUM
brj-22259	127	29	)	)	PUNCT
brj-22259	127	30	.	.	PUNCT
brj-22259	128	1	therefore	therefore	ADV
brj-22259	128	2	,	,	PUNCT
brj-22259	128	3	the	the	DET
brj-22259	128	4	temperature	temperature	NOUN
brj-22259	128	5	played	play	VERB
brj-22259	128	6	the	the	DET
brj-22259	128	7	most	most	ADV
brj-22259	128	8	crucial	crucial	ADJ
brj-22259	128	9	role	role	NOUN
brj-22259	128	10	in	in	ADP
brj-22259	128	11	enhancing	enhance	VERB
brj-22259	128	12	fse	fse	PROPN
brj-22259	128	13	,	,	PUNCT
brj-22259	128	14	given	give	VERB
brj-22259	128	15	the	the	DET
brj-22259	128	16	high	high	ADJ
brj-22259	128	17	f	f	NOUN
brj-22259	128	18	-	-	PUNCT
brj-22259	128	19	values	value	NOUN
brj-22259	128	20	(	(	PUNCT
brj-22259	128	21	78.18	78.18	NUM
brj-22259	128	22	)	)	PUNCT
brj-22259	128	23	and	and	CCONJ
brj-22259	128	24	very	very	ADV
brj-22259	128	25	low	low	ADJ
brj-22259	128	26	p	p	NOUN
brj-22259	128	27	-	-	PUNCT
brj-22259	128	28	values	value	NOUN
brj-22259	128	29	(	(	PUNCT
brj-22259	128	30	0.000	0.000	NUM
brj-22259	128	31	)	)	PUNCT
brj-22259	128	32	(	(	PUNCT
brj-22259	128	33	table	table	NOUN
brj-22259	128	34	2	2	NUM
brj-22259	128	35	)	)	PUNCT
brj-22259	128	36	(	(	PUNCT
brj-22259	128	37	p	p	X
brj-22259	128	38	<	<	X
brj-22259	128	39	0.05	0.05	NUM
brj-22259	128	40	)	)	PUNCT
brj-22259	128	41	.	.	PUNCT
brj-22259	129	1	the	the	DET
brj-22259	129	2	highest	high	ADJ
brj-22259	129	3	coefficients	coefficient	NOUN
brj-22259	129	4	of	of	ADP
brj-22259	129	5	correlation	correlation	NOUN
brj-22259	129	6	(	(	PUNCT
brj-22259	129	7	r=0.58	r=0.58	ADV
brj-22259	129	8	)	)	PUNCT
brj-22259	129	9	were	be	AUX
brj-22259	129	10	determined	determine	VERB
brj-22259	129	11	to	to	PART
brj-22259	129	12	be	be	AUX
brj-22259	129	13	between	between	ADP
brj-22259	129	14	temperature	temperature	NOUN
brj-22259	129	15	and	and	CCONJ
brj-22259	129	16	fse	fse	PROPN
brj-22259	129	17	(	(	PUNCT
brj-22259	129	18	data	datum	NOUN
brj-22259	129	19	not	not	PART
brj-22259	129	20	shown	show	VERB
brj-22259	129	21	)	)	PUNCT
brj-22259	129	22	.	.	PUNCT
brj-22259	130	1	fse	fse	PROPN
brj-22259	130	2	after	after	SCONJ
brj-22259	130	3	the	the	DET
brj-22259	130	4	mw	mw	PROPN
brj-22259	130	5	-	-	ADJ
brj-22259	130	6	da	da	ADJ
brj-22259	130	7	pretreatment	pretreatment	NOUN
brj-22259	130	8	process	process	NOUN
brj-22259	130	9	increased	increase	VERB
brj-22259	130	10	from	from	ADP
brj-22259	130	11	71.4	71.4	NUM
brj-22259	130	12	to	to	ADP
brj-22259	130	13	175.3	175.3	NUM
brj-22259	130	14	mg	mg	PROPN
brj-22259	130	15	/	/	SYM
brj-22259	130	16	g	g	NOUN
brj-22259	130	17	when	when	SCONJ
brj-22259	130	18	dilute	dilute	VERB
brj-22259	130	19	acid	acid	NOUN
brj-22259	130	20	concentration	concentration	NOUN
brj-22259	130	21	was	be	AUX
brj-22259	130	22	increased	increase	VERB
brj-22259	130	23	from	from	ADP
brj-22259	130	24	0.5	0.5	NUM
brj-22259	130	25	to	to	ADP
brj-22259	130	26	2.0	2.0	NUM
brj-22259	130	27	%	%	NOUN
brj-22259	130	28	(	(	PUNCT
brj-22259	130	29	table	table	NOUN
brj-22259	130	30	1	1	NUM
brj-22259	130	31	,	,	PUNCT
brj-22259	130	32	runs	run	VERB
brj-22259	130	33	18	18	NUM
brj-22259	130	34	&	&	CCONJ
brj-22259	130	35	21	21	NUM
brj-22259	130	36	)	)	PUNCT
brj-22259	130	37	.	.	PUNCT
brj-22259	131	1	when	when	SCONJ
brj-22259	131	2	the	the	DET
brj-22259	131	3	time	time	NOUN
brj-22259	131	4	was	be	AUX
brj-22259	131	5	increased	increase	VERB
brj-22259	131	6	from	from	ADP
brj-22259	131	7	5	5	NUM
brj-22259	131	8	to	to	PART
brj-22259	131	9	25	25	NUM
brj-22259	131	10	min	min	NOUN
brj-22259	131	11	,	,	PUNCT
brj-22259	131	12	fse	fse	PROPN
brj-22259	131	13	after	after	SCONJ
brj-22259	131	14	the	the	DET
brj-22259	131	15	mw	mw	PROPN
brj-22259	131	16	-	-	ADJ
brj-22259	131	17	da	da	ADJ
brj-22259	131	18	pretreatment	pretreatment	NOUN
brj-22259	131	19	process	process	NOUN
brj-22259	131	20	increased	increase	VERB
brj-22259	131	21	from	from	ADP
brj-22259	131	22	143.4	143.4	NUM
brj-22259	131	23	to	to	ADP
brj-22259	131	24	243.6	243.6	NUM
brj-22259	131	25	mg	mg	PROPN
brj-22259	131	26	/	/	SYM
brj-22259	131	27	g	g	NOUN
brj-22259	131	28	(	(	PUNCT
brj-22259	131	29	table	table	NOUN
brj-22259	131	30	1	1	NUM
brj-22259	131	31	,	,	PUNCT
brj-22259	131	32	runs	run	VERB
brj-22259	131	33	6	6	NUM
brj-22259	131	34	&	&	CCONJ
brj-22259	131	35	20	20	NUM
brj-22259	131	36	)	)	PUNCT
brj-22259	131	37	.	.	PUNCT
brj-22259	132	1	according	accord	VERB
brj-22259	132	2	to	to	ADP
brj-22259	132	3	anova	anova	PROPN
brj-22259	132	4	results	result	NOUN
brj-22259	132	5	,	,	PUNCT
brj-22259	132	6	significant	significant	ADJ
brj-22259	132	7	linear	linear	ADJ
brj-22259	132	8	terms	term	NOUN
brj-22259	132	9	were	be	AUX
brj-22259	132	10	found	find	VERB
brj-22259	132	11	for	for	ADP
brj-22259	132	12	dac	dac	NOUN
brj-22259	132	13	(	(	PUNCT
brj-22259	132	14	p=0.000	p=0.000	NOUN
brj-22259	132	15	)	)	PUNCT
brj-22259	132	16	,	,	PUNCT
brj-22259	132	17	pressure	pressure	NOUN
brj-22259	132	18	(	(	PUNCT
brj-22259	132	19	p=0.000	p=0.000	NOUN
brj-22259	132	20	)	)	PUNCT
brj-22259	132	21	,	,	PUNCT
brj-22259	132	22	temperature	temperature	NOUN
brj-22259	132	23	(	(	PUNCT
brj-22259	132	24	p=0.000	p=0.000	NOUN
brj-22259	132	25	)	)	PUNCT
brj-22259	132	26	,	,	PUNCT
brj-22259	132	27	and	and	CCONJ
brj-22259	132	28	time	time	NOUN
brj-22259	132	29	(	(	PUNCT
brj-22259	132	30	p=0.000	p=0.000	NOUN
brj-22259	132	31	)	)	PUNCT
brj-22259	132	32	with	with	ADP
brj-22259	132	33	a	a	DET
brj-22259	132	34	positive	positive	ADJ
brj-22259	132	35	effect	effect	NOUN
brj-22259	132	36	on	on	ADP
brj-22259	132	37	fse	fse	PROPN
brj-22259	132	38	(	(	PUNCT
brj-22259	132	39	table	table	NOUN
brj-22259	132	40	2	2	NUM
brj-22259	132	41	)	)	PUNCT
brj-22259	132	42	.	.	PUNCT
brj-22259	133	1	therefore	therefore	ADV
brj-22259	133	2	,	,	PUNCT
brj-22259	133	3	anova	anova	PROPN
brj-22259	133	4	results	result	NOUN
brj-22259	133	5	were	be	AUX
brj-22259	133	6	also	also	ADV
brj-22259	133	7	supported	support	VERB
brj-22259	133	8	in	in	ADP
brj-22259	133	9	this	this	DET
brj-22259	133	10	situation	situation	NOUN
brj-22259	133	11	.	.	PUNCT
brj-22259	134	1	the	the	DET
brj-22259	134	2	conversion	conversion	NOUN
brj-22259	134	3	efficiency	efficiency	NOUN
brj-22259	134	4	was	be	AUX
brj-22259	134	5	also	also	ADV
brj-22259	134	6	calculated	calculate	VERB
brj-22259	134	7	as	as	ADP
brj-22259	134	8	the	the	DET
brj-22259	134	9	ratio	ratio	NOUN
brj-22259	134	10	of	of	ADP
brj-22259	134	11	the	the	DET
brj-22259	134	12	pretreated	pretreate	VERB
brj-22259	134	13	total	total	ADJ
brj-22259	134	14	amount	amount	NOUN
brj-22259	134	15	of	of	ADP
brj-22259	134	16	fse	fse	PROPN
brj-22259	134	17	to	to	ADP
brj-22259	134	18	the	the	DET
brj-22259	134	19	initial	initial	ADJ
brj-22259	134	20	amount	amount	NOUN
brj-22259	134	21	of	of	ADP
brj-22259	134	22	fse	fse	PROPN
brj-22259	134	23	.	.	PUNCT
brj-22259	135	1	the	the	DET
brj-22259	135	2	conversion	conversion	NOUN
brj-22259	135	3	efficiency	efficiency	NOUN
brj-22259	135	4	from	from	ADP
brj-22259	135	5	the	the	DET
brj-22259	135	6	mw	mw	PROPN
brj-22259	135	7	-	-	ADJ
brj-22259	135	8	da	da	ADJ
brj-22259	135	9	pretreatment	pretreatment	NOUN
brj-22259	135	10	samples	sample	NOUN
brj-22259	135	11	ranged	range	VERB
brj-22259	135	12	from	from	ADP
brj-22259	135	13	3.64	3.64	NUM
brj-22259	135	14	to	to	ADP
brj-22259	135	15	63.45	63.45	NUM
brj-22259	135	16	%	%	NOUN
brj-22259	135	17	(	(	PUNCT
brj-22259	135	18	table	table	NOUN
brj-22259	135	19	1	1	NUM
brj-22259	135	20	)	)	PUNCT
brj-22259	135	21	.	.	PUNCT
brj-22259	136	1	the	the	DET
brj-22259	136	2	conversion	conversion	NOUN
brj-22259	136	3	efficiency	efficiency	NOUN
brj-22259	136	4	increased	increase	VERB
brj-22259	136	5	with	with	ADP
brj-22259	136	6	the	the	DET
brj-22259	136	7	temperature	temperature	NOUN
brj-22259	136	8	increase	increase	NOUN
brj-22259	136	9	during	during	ADP
brj-22259	136	10	the	the	DET
brj-22259	136	11	mw	mw	PROPN
brj-22259	136	12	-	-	ADJ
brj-22259	136	13	da	da	ADJ
brj-22259	136	14	pretreatment	pretreatment	NOUN
brj-22259	136	15	(	(	PUNCT
brj-22259	136	16	table	table	NOUN
brj-22259	136	17	1	1	NUM
brj-22259	136	18	,	,	PUNCT
brj-22259	136	19	runs	run	VERB
brj-22259	136	20	13	13	NUM
brj-22259	136	21	&	&	CCONJ
brj-22259	136	22	14	14	NUM
brj-22259	136	23	)	)	PUNCT
brj-22259	136	24	.	.	PUNCT
brj-22259	137	1	however	however	ADV
brj-22259	137	2	,	,	PUNCT
brj-22259	137	3	the	the	DET
brj-22259	137	4	conversion	conversion	NOUN
brj-22259	137	5	efficiency	efficiency	NOUN
brj-22259	137	6	decreased	decrease	VERB
brj-22259	137	7	with	with	ADP
brj-22259	137	8	the	the	DET
brj-22259	137	9	pressure	pressure	NOUN
brj-22259	137	10	increase	increase	NOUN
brj-22259	137	11	during	during	ADP
brj-22259	137	12	mw	mw	ADJ
brj-22259	137	13	-	-	ADJ
brj-22259	137	14	da	da	ADJ
brj-22259	137	15	pretreatment	pretreatment	NOUN
brj-22259	137	16	(	(	PUNCT
brj-22259	137	17	table	table	NOUN
brj-22259	137	18	1	1	NUM
brj-22259	137	19	,	,	PUNCT
brj-22259	137	20	runs	run	VERB
brj-22259	137	21	9	9	NUM
brj-22259	137	22	&	&	CCONJ
brj-22259	137	23	12	12	NUM
brj-22259	137	24	)	)	PUNCT
brj-22259	137	25	.	.	PUNCT
brj-22259	138	1	zhu	zhu	PROPN
brj-22259	138	2	et	et	PROPN
brj-22259	138	3	al	al	PROPN
brj-22259	138	4	.	.	PROPN
brj-22259	139	1	(	(	PUNCT
brj-22259	139	2	2016	2016	NUM
brj-22259	139	3	)	)	PUNCT
brj-22259	139	4	reported	report	VERB
brj-22259	139	5	that	that	SCONJ
brj-22259	139	6	mw	mw	VERB
brj-22259	139	7	-	-	ADJ
brj-22259	139	8	da	da	ADJ
brj-22259	139	9	pretreatment	pretreatment	NOUN
brj-22259	139	10	of	of	ADP
brj-22259	139	11	sugarcane	sugarcane	NOUN
brj-22259	139	12	bagasse	bagasse	NOUN
brj-22259	139	13	resulted	result	VERB
brj-22259	139	14	in	in	ADP
brj-22259	139	15	a	a	DET
brj-22259	139	16	maximum	maximum	ADJ
brj-22259	139	17	sugar	sugar	NOUN
brj-22259	139	18	yield	yield	NOUN
brj-22259	139	19	of	of	ADP
brj-22259	139	20	64	64	NUM
brj-22259	139	21	%	%	NOUN
brj-22259	139	22	at	at	ADP
brj-22259	139	23	0.2	0.2	NUM
brj-22259	139	24	m	m	NOUN
brj-22259	139	25	h2so4	h2so4	NOUN
brj-22259	139	26	at	at	ADP
brj-22259	139	27	170	170	NUM
brj-22259	139	28	°	°	ADP
brj-22259	139	29	c	c	NOUN
brj-22259	139	30	for	for	ADP
brj-22259	139	31	7	7	NUM
brj-22259	139	32	min	min	NOUN
brj-22259	139	33	.	.	PROPN
brj-22259	139	34	zhu	zhu	PROPN
brj-22259	139	35	et	et	PROPN
brj-22259	139	36	al	al	PROPN
brj-22259	139	37	.	.	PROPN
brj-22259	140	1	(	(	PUNCT
brj-22259	140	2	2015	2015	NUM
brj-22259	140	3	)	)	PUNCT
brj-22259	140	4	also	also	ADV
brj-22259	140	5	reported	report	VERB
brj-22259	140	6	that	that	SCONJ
brj-22259	140	7	mw	mw	VERB
brj-22259	140	8	-	-	PUNCT
brj-22259	140	9	assisted	assist	VERB
brj-22259	140	10	acid	acid	NOUN
brj-22259	140	11	pretreatment	pretreatment	NOUN
brj-22259	140	12	of	of	ADP
brj-22259	140	13	miscanthus	miscanthus	PROPN
brj-22259	140	14	resulted	result	VERB
brj-22259	140	15	in	in	ADP
brj-22259	140	16	a	a	DET
brj-22259	140	17	maximum	maximum	ADJ
brj-22259	140	18	sugar	sugar	NOUN
brj-22259	140	19	yield	yield	NOUN
brj-22259	140	20	of	of	ADP
brj-22259	140	21	73	73	NUM
brj-22259	140	22	%	%	NOUN
brj-22259	140	23	at	at	ADP
brj-22259	140	24	0.2	0.2	NUM
brj-22259	140	25	m	m	NOUN
brj-22259	140	26	h2so4	h2so4	NOUN
brj-22259	140	27	at	at	ADP
brj-22259	140	28	180	180	NUM
brj-22259	140	29	°	°	NOUN
brj-22259	140	30	c	c	NOUN
brj-22259	140	31	for	for	ADP
brj-22259	140	32	20	20	NUM
brj-22259	140	33	min	min	NOUN
brj-22259	140	34	.	.	PUNCT
brj-22259	141	1	the	the	DET
brj-22259	141	2	differences	difference	NOUN
brj-22259	141	3	in	in	ADP
brj-22259	141	4	conversion	conversion	NOUN
brj-22259	141	5	efficiency	efficiency	NOUN
brj-22259	141	6	values	value	NOUN
brj-22259	141	7	,	,	PUNCT
brj-22259	141	8	when	when	SCONJ
brj-22259	141	9	compared	compare	VERB
brj-22259	141	10	to	to	ADP
brj-22259	141	11	the	the	DET
brj-22259	141	12	results	result	NOUN
brj-22259	141	13	of	of	ADP
brj-22259	141	14	this	this	DET
brj-22259	141	15	study	study	NOUN
brj-22259	141	16	,	,	PUNCT
brj-22259	141	17	were	be	AUX
brj-22259	141	18	clearly	clearly	ADV
brj-22259	141	19	due	due	ADJ
brj-22259	141	20	to	to	ADP
brj-22259	141	21	raw	raw	ADJ
brj-22259	141	22	material	material	NOUN
brj-22259	141	23	characteristics	characteristic	NOUN
brj-22259	141	24	and	and	CCONJ
brj-22259	141	25	processing	processing	NOUN
brj-22259	141	26	conditions	condition	NOUN
brj-22259	141	27	.	.	PUNCT
brj-22259	142	1	though	though	SCONJ
brj-22259	142	2	the	the	DET
brj-22259	142	3	treatment	treatment	NOUN
brj-22259	142	4	conditions	condition	NOUN
brj-22259	142	5	were	be	AUX
brj-22259	142	6	somewhat	somewhat	ADV
brj-22259	142	7	different	different	ADJ
brj-22259	142	8	,	,	PUNCT
brj-22259	142	9	and	and	CCONJ
brj-22259	142	10	the	the	DET
brj-22259	142	11	temperature	temperature	NOUN
brj-22259	142	12	was	be	AUX
brj-22259	142	13	much	much	ADV
brj-22259	142	14	higher	high	ADJ
brj-22259	142	15	for	for	ADP
brj-22259	142	16	hazelnut	hazelnut	NOUN
brj-22259	142	17	shells	shell	NOUN
brj-22259	142	18	,	,	PUNCT
brj-22259	142	19	the	the	DET
brj-22259	142	20	mw	mw	PROPN
brj-22259	142	21	-	-	ADJ
brj-22259	142	22	da	da	ADJ
brj-22259	142	23	pretreatment	pretreatment	NOUN
brj-22259	142	24	resulted	result	VERB
brj-22259	142	25	in	in	ADP
brj-22259	142	26	similar	similar	ADJ
brj-22259	142	27	conversion	conversion	NOUN
brj-22259	142	28	efficiency	efficiency	NOUN
brj-22259	142	29	(	(	PUNCT
brj-22259	142	30	63.45	63.45	NUM
brj-22259	142	31	%	%	NOUN
brj-22259	142	32	)	)	PUNCT
brj-22259	142	33	.	.	PUNCT
brj-22259	143	1	peer	peer	NOUN
brj-22259	143	2	-	-	PUNCT
brj-22259	143	3	reviewed	review	VERB
brj-22259	143	4	article	article	NOUN
brj-22259	143	5	bioresources.com	bioresources.com	X
brj-22259	143	6	uzuner	uzuner	NOUN
brj-22259	143	7	et	et	PROPN
brj-22259	143	8	al	al	PROPN
brj-22259	143	9	.	.	PROPN
brj-22259	143	10	(	(	PUNCT
brj-22259	143	11	2023	2023	NUM
brj-22259	143	12	)	)	PUNCT
brj-22259	143	13	.	.	PUNCT
brj-22259	144	1	“	"	PUNCT
brj-22259	144	2	microwave	microwave	NOUN
brj-22259	144	3	&	&	CCONJ
brj-22259	144	4	pretreatment	pretreatment	NOUN
brj-22259	144	5	,	,	PUNCT
brj-22259	144	6	”	"	PUNCT
brj-22259	144	7	bioresources	bioresource	NOUN
brj-22259	144	8	18(1	18(1	NOUN
brj-22259	144	9	)	)	PUNCT
brj-22259	144	10	,	,	PUNCT
brj-22259	144	11	613	613	NUM
brj-22259	144	12	-	-	SYM
brj-22259	144	13	628	628	NUM
brj-22259	144	14	.	.	PUNCT
brj-22259	145	1	619	619	NUM
brj-22259	145	2	table	table	NOUN
brj-22259	145	3	1	1	NUM
brj-22259	145	4	.	.	PUNCT
brj-22259	146	1	(	(	PUNCT
brj-22259	146	2	un)coded	un)coded	ADJ
brj-22259	146	3	variables	variable	NOUN
brj-22259	146	4	of	of	ADP
brj-22259	146	5	box	box	NOUN
brj-22259	146	6	-	-	PUNCT
brj-22259	146	7	behnken	behnken	VERB
brj-22259	146	8	design	design	NOUN
brj-22259	146	9	for	for	ADP
brj-22259	146	10	da	da	ADJ
brj-22259	146	11	-	-	PUNCT
brj-22259	146	12	mw	mw	ADJ
brj-22259	146	13	pretreatment	pretreatment	NOUN
brj-22259	146	14	process	process	NOUN
brj-22259	146	15	levels	level	NOUN
brj-22259	146	16	/	/	SYM
brj-22259	146	17	run	run	NOUN
brj-22259	146	18	order	order	NOUN
brj-22259	146	19	dac	dac	NOUN
brj-22259	146	20	(	(	PUNCT
brj-22259	146	21	%	%	INTJ
brj-22259	146	22	,	,	PUNCT
brj-22259	146	23	w	w	PROPN
brj-22259	146	24	/	/	SYM
brj-22259	146	25	w	w	NOUN
brj-22259	146	26	)	)	PUNCT
brj-22259	146	27	p	p	NOUN
brj-22259	146	28	(	(	PUNCT
brj-22259	146	29	bar	bar	NOUN
brj-22259	146	30	)	)	PUNCT
brj-22259	146	31	t	t	NOUN
brj-22259	146	32	(	(	PUNCT
brj-22259	146	33	oc	oc	PROPN
brj-22259	146	34	)	)	PUNCT
brj-22259	146	35	t	t	PROPN
brj-22259	146	36	(	(	PUNCT
brj-22259	146	37	min	min	NOUN
brj-22259	146	38	)	)	PUNCT
brj-22259	146	39	total	total	ADJ
brj-22259	146	40	fse	fse	PROPN
brj-22259	146	41	(	(	PUNCT
brj-22259	146	42	mg	mg	PROPN
brj-22259	146	43	/	/	SYM
brj-22259	146	44	g	g	NOUN
brj-22259	146	45	pretreated	pretreate	VERB
brj-22259	146	46	biomass	biomass	NOUN
brj-22259	146	47	)	)	PUNCT
brj-22259	146	48	conversion	conversion	NOUN
brj-22259	146	49	efficiency	efficiency	NOUN
brj-22259	146	50	(	(	PUNCT
brj-22259	146	51	%	%	INTJ
brj-22259	146	52	)	)	PUNCT
brj-22259	146	53	severity	severity	NOUN
brj-22259	146	54	factor	factor	NOUN
brj-22259	146	55	low	low	ADJ
brj-22259	146	56	(	(	PUNCT
brj-22259	146	57	-1	-1	ADJ
brj-22259	146	58	)	)	PUNCT
brj-22259	146	59	0.5	0.5	NUM
brj-22259	146	60	5	5	NUM
brj-22259	146	61	120	120	NUM
brj-22259	146	62	5	5	NUM
brj-22259	146	63	middle	middle	ADJ
brj-22259	146	64	(	(	PUNCT
brj-22259	146	65	0	0	NUM
brj-22259	146	66	)	)	PUNCT
brj-22259	146	67	1.25	1.25	NUM
brj-22259	146	68	10	10	NUM
brj-22259	146	69	140	140	NUM
brj-22259	146	70	15	15	NUM
brj-22259	146	71	high	high	ADJ
brj-22259	146	72	(	(	PUNCT
brj-22259	146	73	+1	+1	NOUN
brj-22259	146	74	)	)	PUNCT
brj-22259	146	75	2.0	2.0	NUM
brj-22259	146	76	15	15	NUM
brj-22259	146	77	160	160	NUM
brj-22259	146	78	25	25	NUM
brj-22259	146	79	1	1	NUM
brj-22259	146	80	1.25	1.25	NUM
brj-22259	146	81	5	5	NUM
brj-22259	146	82	160	160	NUM
brj-22259	146	83	15	15	NUM
brj-22259	146	84	162.7±3.1jk	162.7±3.1jk	NUM
brj-22259	146	85	35.45	35.45	NUM
brj-22259	146	86	3.00	3.00	NUM
brj-22259	146	87	2	2	NUM
brj-22259	146	88	1.25	1.25	NUM
brj-22259	146	89	10	10	NUM
brj-22259	146	90	140	140	NUM
brj-22259	146	91	15	15	NUM
brj-22259	146	92	237.6±1.9def	237.6±1.9def	NUM
brj-22259	146	93	51.77	51.77	NUM
brj-22259	146	94	2.41	2.41	NUM
brj-22259	146	95	3	3	NUM
brj-22259	146	96	1.25	1.25	NUM
brj-22259	146	97	10	10	NUM
brj-22259	146	98	120	120	NUM
brj-22259	146	99	5	5	NUM
brj-22259	146	100	27.2±0.4n	27.2±0.4n	NUM
brj-22259	146	101	5.93	5.93	NUM
brj-22259	146	102	1.35	1.35	NUM
brj-22259	146	103	4	4	NUM
brj-22259	146	104	0.50	0.50	NUM
brj-22259	146	105	15	15	NUM
brj-22259	146	106	140	140	NUM
brj-22259	146	107	15	15	NUM
brj-22259	146	108	72.0±0.9	72.0±0.9	NUM
brj-22259	146	109	m	m	NOUN
brj-22259	146	110	15.69	15.69	NUM
brj-22259	146	111	2.17	2.17	NUM
brj-22259	146	112	5	5	NUM
brj-22259	146	113	1.25	1.25	NUM
brj-22259	146	114	15	15	NUM
brj-22259	146	115	160	160	NUM
brj-22259	146	116	15	15	NUM
brj-22259	146	117	180.2±0.3ij	180.2±0.3ij	NUM
brj-22259	146	118	39.26	39.26	NUM
brj-22259	146	119	3.00	3.00	NUM
brj-22259	146	120	6	6	NUM
brj-22259	146	121	2.00	2.00	NUM
brj-22259	146	122	10	10	NUM
brj-22259	146	123	140	140	NUM
brj-22259	146	124	5	5	NUM
brj-22259	146	125	143.4±1.1k	143.4±1.1k	NUM
brj-22259	146	126	31.25	31.25	NUM
brj-22259	146	127	2.06	2.06	NUM
brj-22259	146	128	7	7	NUM
brj-22259	146	129	1.25	1.25	NUM
brj-22259	146	130	5	5	NUM
brj-22259	146	131	140	140	NUM
brj-22259	146	132	25	25	NUM
brj-22259	146	133	214.1±1.9efg	214.1±1.9efg	NUM
brj-22259	146	134	46.65	46.65	NUM
brj-22259	146	135	2.64	2.64	NUM
brj-22259	146	136	8	8	NUM
brj-22259	146	137	1.25	1.25	NUM
brj-22259	146	138	15	15	NUM
brj-22259	146	139	120	120	NUM
brj-22259	146	140	15	15	NUM
brj-22259	146	141	184.2±1.3hij	184.2±1.3hij	NUM
brj-22259	146	142	40.14	40.14	NUM
brj-22259	146	143	1.83	1.83	NUM
brj-22259	146	144	9	9	NUM
brj-22259	146	145	1.25	1.25	NUM
brj-22259	146	146	10	10	NUM
brj-22259	146	147	160	160	NUM
brj-22259	146	148	25	25	NUM
brj-22259	147	1	291.2±5.1a	291.2±5.1a	NUM
brj-22259	147	2	63.45	63.45	NUM
brj-22259	147	3	3.23	3.23	NUM
brj-22259	147	4	10	10	NUM
brj-22259	147	5	1.25	1.25	NUM
brj-22259	147	6	5	5	NUM
brj-22259	147	7	120	120	NUM
brj-22259	147	8	15	15	NUM
brj-22259	147	9	16.8±0.2n	16.8±0.2n	NUM
brj-22259	147	10	3.66	3.66	NUM
brj-22259	147	11	1.83	1.83	NUM
brj-22259	147	12	11	11	NUM
brj-22259	147	13	1.25	1.25	NUM
brj-22259	147	14	10	10	NUM
brj-22259	147	15	140	140	NUM
brj-22259	147	16	15	15	NUM
brj-22259	147	17	196.8±3.4ghi	196.8±3.4ghi	NUM
brj-22259	147	18	42.88	42.88	NUM
brj-22259	147	19	2.41	2.41	NUM
brj-22259	147	20	12	12	NUM
brj-22259	147	21	1.25	1.25	NUM
brj-22259	147	22	15	15	NUM
brj-22259	147	23	140	140	NUM
brj-22259	147	24	25	25	NUM
brj-22259	147	25	240.6±3.4cde	240.6±3.4cde	NUM
brj-22259	147	26	52.43	52.43	NUM
brj-22259	147	27	2.64	2.64	NUM
brj-22259	147	28	13	13	NUM
brj-22259	147	29	0.50	0.50	NUM
brj-22259	147	30	10	10	NUM
brj-22259	147	31	120	120	NUM
brj-22259	147	32	15	15	NUM
brj-22259	147	33	16.7±0.1n	16.7±0.1n	NUM
brj-22259	147	34	3.64	3.64	NUM
brj-22259	147	35	1.58	1.58	NUM
brj-22259	147	36	14	14	NUM
brj-22259	147	37	0.50	0.50	NUM
brj-22259	147	38	10	10	NUM
brj-22259	147	39	160	160	NUM
brj-22259	147	40	15	15	NUM
brj-22259	147	41	284.9±16.3a	284.9±16.3a	NUM
brj-22259	147	42	62.08	62.08	NUM
brj-22259	147	43	2.76	2.76	NUM
brj-22259	147	44	15	15	NUM
brj-22259	147	45	1.25	1.25	NUM
brj-22259	147	46	5	5	NUM
brj-22259	147	47	140	140	NUM
brj-22259	147	48	5	5	NUM
brj-22259	147	49	101.9±4.3l	101.9±4.3l	NUM
brj-22259	147	50	22.20	22.20	NUM
brj-22259	147	51	1.94	1.94	NUM
brj-22259	147	52	16	16	NUM
brj-22259	147	53	1.25	1.25	NUM
brj-22259	147	54	10	10	NUM
brj-22259	147	55	120	120	NUM
brj-22259	147	56	25	25	NUM
brj-22259	147	57	144.5±2.3k	144.5±2.3k	NUM
brj-22259	147	58	31.49	31.49	NUM
brj-22259	147	59	2.05	2.05	NUM
brj-22259	147	60	17	17	NUM
brj-22259	147	61	1.25	1.25	NUM
brj-22259	147	62	15	15	NUM
brj-22259	147	63	140	140	NUM
brj-22259	147	64	5	5	NUM
brj-22259	147	65	245.4±22.5bcd	245.4±22.5bcd	NUM
brj-22259	147	66	53.47	53.47	NUM
brj-22259	147	67	1.94	1.94	NUM
brj-22259	147	68	18	18	NUM
brj-22259	147	69	0.50	0.50	NUM
brj-22259	147	70	5	5	NUM
brj-22259	147	71	140	140	NUM
brj-22259	147	72	15	15	NUM
brj-22259	147	73	71.4±2.7	71.4±2.7	NUM
brj-22259	147	74	m	m	PROPN
brj-22259	147	75	15.56	15.56	NUM
brj-22259	147	76	2.17	2.17	NUM
brj-22259	147	77	19	19	NUM
brj-22259	147	78	1.25	1.25	NUM
brj-22259	147	79	10	10	NUM
brj-22259	147	80	140	140	NUM
brj-22259	147	81	15	15	NUM
brj-22259	147	82	266.1±13.0abc	266.1±13.0abc	NUM
brj-22259	147	83	57.98	57.98	NUM
brj-22259	147	84	2.41	2.41	NUM
brj-22259	147	85	20	20	NUM
brj-22259	147	86	2.00	2.00	NUM
brj-22259	147	87	10	10	NUM
brj-22259	147	88	140	140	NUM
brj-22259	147	89	25	25	NUM
brj-22259	147	90	243.6±3.7bcd	243.6±3.7bcd	NUM
brj-22259	147	91	53.08	53.08	NUM
brj-22259	147	92	2.76	2.76	NUM
brj-22259	147	93	21	21	NUM
brj-22259	147	94	2.00	2.00	NUM
brj-22259	147	95	5	5	NUM
brj-22259	147	96	140	140	NUM
brj-22259	147	97	15	15	NUM
brj-22259	147	98	175.3±5.6ij	175.3±5.6ij	NUM
brj-22259	147	99	38.20	38.20	NUM
brj-22259	147	100	2.54	2.54	NUM
brj-22259	147	101	22	22	NUM
brj-22259	147	102	2.00	2.00	NUM
brj-22259	147	103	15	15	NUM
brj-22259	147	104	140	140	NUM
brj-22259	147	105	15	15	NUM
brj-22259	147	106	210.9±7.6fgh	210.9±7.6fgh	NUM
brj-22259	147	107	45.95	45.95	NUM
brj-22259	147	108	2.54	2.54	NUM
brj-22259	147	109	23	23	NUM
brj-22259	147	110	0.50	0.50	NUM
brj-22259	147	111	10	10	NUM
brj-22259	147	112	140	140	NUM
brj-22259	147	113	5	5	NUM
brj-22259	147	114	17.1±0.8n	17.1±0.8n	NUM
brj-22259	147	115	3.73	3.73	NUM
brj-22259	147	116	1.69	1.69	NUM
brj-22259	147	117	24	24	NUM
brj-22259	147	118	2.00	2.00	NUM
brj-22259	147	119	10	10	NUM
brj-22259	147	120	160	160	NUM
brj-22259	147	121	15	15	NUM
brj-22259	147	122	245.0±5.1bcd	245.0±5.1bcd	NUM
brj-22259	147	123	53.38	53.38	NUM
brj-22259	147	124	3.13	3.13	NUM
brj-22259	147	125	25	25	NUM
brj-22259	147	126	2.00	2.00	NUM
brj-22259	147	127	10	10	NUM
brj-22259	147	128	120	120	NUM
brj-22259	147	129	15	15	NUM
brj-22259	147	130	157.3±0.0jk	157.3±0.0jk	NUM
brj-22259	147	131	34.27	34.27	NUM
brj-22259	147	132	1.95	1.95	NUM
brj-22259	147	133	26	26	NUM
brj-22259	147	134	0.50	0.50	NUM
brj-22259	147	135	10	10	NUM
brj-22259	147	136	140	140	NUM
brj-22259	147	137	25	25	NUM
brj-22259	147	138	184.0±2.3hij	184.0±2.3hij	NUM
brj-22259	147	139	40.09	40.09	NUM
brj-22259	147	140	2.39	2.39	NUM
brj-22259	147	141	27	27	NUM
brj-22259	147	142	1.25	1.25	NUM
brj-22259	147	143	10	10	NUM
brj-22259	147	144	160	160	NUM
brj-22259	147	145	5	5	NUM
brj-22259	147	146	268.9±7.4ab	268.9±7.4ab	NUM
brj-22259	147	147	58.59	58.59	NUM
brj-22259	147	148	2.53	2.53	NUM
brj-22259	147	149	*	*	PUNCT
brj-22259	147	150	different	different	ADJ
brj-22259	147	151	letters	letter	NOUN
brj-22259	147	152	in	in	ADP
brj-22259	147	153	the	the	DET
brj-22259	147	154	same	same	ADJ
brj-22259	147	155	column	column	NOUN
brj-22259	147	156	show	show	VERB
brj-22259	147	157	statistically	statistically	ADV
brj-22259	147	158	significance	significance	NOUN
brj-22259	147	159	between	between	ADP
brj-22259	147	160	mean	mean	ADJ
brj-22259	147	161	values	value	NOUN
brj-22259	147	162	(	(	PUNCT
brj-22259	147	163	p	p	X
brj-22259	147	164	<	<	X
brj-22259	147	165	0.05	0.05	NUM
brj-22259	147	166	)	)	PUNCT
brj-22259	147	167	.	.	PUNCT
brj-22259	148	1	dac	dac	PROPN
brj-22259	148	2	:	:	PUNCT
brj-22259	148	3	dilute	dilute	VERB
brj-22259	148	4	acid	acid	NOUN
brj-22259	148	5	concentration	concentration	NOUN
brj-22259	148	6	,	,	PUNCT
brj-22259	148	7	p	p	X
brj-22259	148	8	:	:	PUNCT
brj-22259	148	9	pressure	pressure	NOUN
brj-22259	148	10	,	,	PUNCT
brj-22259	148	11	t	t	NOUN
brj-22259	148	12	:	:	PUNCT
brj-22259	148	13	temperature	temperature	NOUN
brj-22259	148	14	,	,	PUNCT
brj-22259	148	15	t	t	PROPN
brj-22259	148	16	:	:	PUNCT
brj-22259	148	17	time	time	NOUN
brj-22259	148	18	the	the	DET
brj-22259	148	19	modified	modify	VERB
brj-22259	148	20	severity	severity	NOUN
brj-22259	148	21	factors	factor	NOUN
brj-22259	148	22	combine	combine	VERB
brj-22259	148	23	the	the	DET
brj-22259	148	24	effects	effect	NOUN
brj-22259	148	25	of	of	ADP
brj-22259	148	26	time	time	NOUN
brj-22259	148	27	,	,	PUNCT
brj-22259	148	28	temperature	temperature	NOUN
brj-22259	148	29	,	,	PUNCT
brj-22259	148	30	and	and	CCONJ
brj-22259	148	31	acid	acid	NOUN
brj-22259	148	32	concentration	concentration	NOUN
brj-22259	148	33	.	.	PUNCT
brj-22259	149	1	the	the	DET
brj-22259	149	2	n	n	NOUN
brj-22259	149	3	-	-	PUNCT
brj-22259	149	4	value	value	NOUN
brj-22259	149	5	for	for	ADP
brj-22259	149	6	sulfuric	sulfuric	ADJ
brj-22259	149	7	acid	acid	NOUN
brj-22259	149	8	pretreatment	pretreatment	NOUN
brj-22259	149	9	was	be	AUX
brj-22259	149	10	found	find	VERB
brj-22259	149	11	as	as	ADP
brj-22259	149	12	0.65	0.65	NUM
brj-22259	149	13	.	.	PUNCT
brj-22259	150	1	the	the	DET
brj-22259	150	2	severity	severity	NOUN
brj-22259	150	3	factors	factor	NOUN
brj-22259	150	4	under	under	ADP
brj-22259	150	5	the	the	DET
brj-22259	150	6	different	different	ADJ
brj-22259	150	7	pretreatment	pretreatment	NOUN
brj-22259	150	8	conditions	condition	NOUN
brj-22259	150	9	in	in	ADP
brj-22259	150	10	this	this	DET
brj-22259	150	11	study	study	NOUN
brj-22259	150	12	are	be	AUX
brj-22259	150	13	also	also	ADV
brj-22259	150	14	tabulated	tabulate	VERB
brj-22259	150	15	in	in	ADP
brj-22259	150	16	table	table	NOUN
brj-22259	150	17	1	1	NUM
brj-22259	150	18	.	.	PUNCT
brj-22259	150	19	increasing	increase	VERB
brj-22259	150	20	the	the	DET
brj-22259	150	21	severity	severity	NOUN
brj-22259	150	22	factor	factor	NOUN
brj-22259	150	23	beyond	beyond	ADP
brj-22259	150	24	the	the	DET
brj-22259	150	25	critical	critical	ADJ
brj-22259	150	26	range	range	NOUN
brj-22259	150	27	decreases	decrease	VERB
brj-22259	150	28	sugar	sugar	NOUN
brj-22259	150	29	recovery	recovery	NOUN
brj-22259	150	30	due	due	ADP
brj-22259	150	31	to	to	ADP
brj-22259	150	32	the	the	DET
brj-22259	150	33	denaturation	denaturation	NOUN
brj-22259	150	34	of	of	ADP
brj-22259	150	35	sugars	sugar	NOUN
brj-22259	150	36	and	and	CCONJ
brj-22259	150	37	the	the	DET
brj-22259	150	38	formation	formation	NOUN
brj-22259	150	39	of	of	ADP
brj-22259	150	40	inhibitors	inhibitor	NOUN
brj-22259	150	41	such	such	ADJ
brj-22259	150	42	as	as	ADP
brj-22259	150	43	furfural	furfural	ADJ
brj-22259	150	44	and	and	CCONJ
brj-22259	150	45	hmf	hmf	PROPN
brj-22259	150	46	(	(	PUNCT
brj-22259	150	47	gonzales	gonzales	PROPN
brj-22259	150	48	et	et	PROPN
brj-22259	150	49	al	al	PROPN
brj-22259	150	50	.	.	PROPN
brj-22259	150	51	2016	2016	NUM
brj-22259	150	52	)	)	PUNCT
brj-22259	150	53	.	.	PUNCT
brj-22259	151	1	the	the	DET
brj-22259	151	2	severity	severity	NOUN
brj-22259	151	3	factors	factor	NOUN
brj-22259	151	4	ranged	range	VERB
brj-22259	151	5	from	from	ADP
brj-22259	151	6	1.35	1.35	NUM
brj-22259	151	7	to	to	ADP
brj-22259	151	8	3.23	3.23	NUM
brj-22259	151	9	(	(	PUNCT
brj-22259	151	10	table	table	NOUN
brj-22259	151	11	1	1	NUM
brj-22259	151	12	)	)	PUNCT
brj-22259	151	13	.	.	PUNCT
brj-22259	152	1	when	when	SCONJ
brj-22259	152	2	the	the	DET
brj-22259	152	3	severity	severity	NOUN
brj-22259	152	4	factor	factor	NOUN
brj-22259	152	5	was	be	AUX
brj-22259	152	6	increased	increase	VERB
brj-22259	152	7	from	from	ADP
brj-22259	152	8	1.94	1.94	NUM
brj-22259	152	9	to	to	ADP
brj-22259	152	10	2.76	2.76	NUM
brj-22259	152	11	,	,	PUNCT
brj-22259	152	12	fse	fse	PROPN
brj-22259	152	13	increased	increase	VERB
brj-22259	152	14	from	from	ADP
brj-22259	152	15	53.47	53.47	NUM
brj-22259	152	16	to	to	ADP
brj-22259	152	17	62.08	62.08	NUM
brj-22259	152	18	%	%	NOUN
brj-22259	152	19	(	(	PUNCT
brj-22259	152	20	table	table	NOUN
brj-22259	152	21	1	1	NUM
brj-22259	152	22	)	)	PUNCT
brj-22259	152	23	.	.	PUNCT
brj-22259	153	1	the	the	DET
brj-22259	153	2	fse	fse	PROPN
brj-22259	153	3	conversion	conversion	PROPN
brj-22259	153	4	increased	increase	VERB
brj-22259	153	5	when	when	SCONJ
brj-22259	153	6	severity	severity	NOUN
brj-22259	153	7	was	be	AUX
brj-22259	153	8	increased	increase	VERB
brj-22259	153	9	up	up	ADV
brj-22259	153	10	to	to	ADP
brj-22259	153	11	3.23	3.23	NUM
brj-22259	153	12	.	.	PUNCT
brj-22259	154	1	the	the	DET
brj-22259	154	2	maximum	maximum	PROPN
brj-22259	154	3	conversion	conversion	NOUN
brj-22259	154	4	obtained	obtain	VERB
brj-22259	154	5	was	be	AUX
brj-22259	154	6	63.45	63.45	NUM
brj-22259	154	7	%	%	NOUN
brj-22259	154	8	at	at	ADP
brj-22259	154	9	a	a	DET
brj-22259	154	10	severity	severity	NOUN
brj-22259	154	11	factor	factor	NOUN
brj-22259	154	12	value	value	NOUN
brj-22259	154	13	of	of	ADP
brj-22259	154	14	3.23	3.23	NUM
brj-22259	154	15	(	(	PUNCT
brj-22259	154	16	table	table	NOUN
brj-22259	154	17	1	1	NUM
brj-22259	154	18	)	)	PUNCT
brj-22259	154	19	.	.	PUNCT
brj-22259	155	1	according	accord	VERB
brj-22259	155	2	to	to	ADP
brj-22259	155	3	pearson	pearson	PROPN
brj-22259	155	4	’s	’s	PART
brj-22259	155	5	matrix	matrix	NOUN
brj-22259	155	6	results	result	NOUN
brj-22259	155	7	,	,	PUNCT
brj-22259	155	8	the	the	DET
brj-22259	155	9	correlation	correlation	NOUN
brj-22259	155	10	between	between	ADP
brj-22259	155	11	fse	fse	PROPN
brj-22259	155	12	and	and	CCONJ
brj-22259	155	13	severity	severity	NOUN
brj-22259	155	14	factors	factor	NOUN
brj-22259	155	15	was	be	AUX
brj-22259	155	16	determined	determine	VERB
brj-22259	155	17	as	as	ADP
brj-22259	155	18	r=0.76	r=0.76	NOUN
brj-22259	155	19	(	(	PUNCT
brj-22259	155	20	data	datum	NOUN
brj-22259	155	21	not	not	PART
brj-22259	155	22	shown	show	VERB
brj-22259	155	23	)	)	PUNCT
brj-22259	155	24	.	.	PUNCT
brj-22259	156	1	fonseca	fonseca	PROPN
brj-22259	156	2	et	et	PROPN
brj-22259	156	3	al	al	PROPN
brj-22259	156	4	.	.	PROPN
brj-22259	156	5	(	(	PUNCT
brj-22259	156	6	2021	2021	NUM
brj-22259	156	7	)	)	PUNCT
brj-22259	156	8	investigated	investigate	VERB
brj-22259	156	9	the	the	DET
brj-22259	156	10	effects	effect	NOUN
brj-22259	156	11	of	of	ADP
brj-22259	156	12	dilute	dilute	NOUN
brj-22259	156	13	sulfuric	sulfuric	NOUN
brj-22259	156	14	acid	acid	NOUN
brj-22259	156	15	assisted	assist	VERB
brj-22259	156	16	by	by	ADP
brj-22259	156	17	microwave	microwave	NOUN
brj-22259	156	18	of	of	ADP
brj-22259	156	19	sugarcane	sugarcane	NOUN
brj-22259	156	20	straw	straw	NOUN
brj-22259	156	21	on	on	ADP
brj-22259	156	22	fermentable	fermentable	ADJ
brj-22259	156	23	sugars	sugar	NOUN
brj-22259	156	24	and	and	CCONJ
brj-22259	156	25	peer	peer	NOUN
brj-22259	156	26	-	-	PUNCT
brj-22259	156	27	reviewed	review	VERB
brj-22259	156	28	article	article	NOUN
brj-22259	156	29	bioresources.com	bioresources.com	X
brj-22259	156	30	uzuner	uzuner	NOUN
brj-22259	156	31	et	et	PROPN
brj-22259	156	32	al	al	PROPN
brj-22259	156	33	.	.	PROPN
brj-22259	157	1	(	(	PUNCT
brj-22259	157	2	2023	2023	NUM
brj-22259	157	3	)	)	PUNCT
brj-22259	157	4	.	.	PUNCT
brj-22259	158	1	“	"	PUNCT
brj-22259	158	2	microwave	microwave	NOUN
brj-22259	158	3	&	&	CCONJ
brj-22259	158	4	pretreatment	pretreatment	NOUN
brj-22259	158	5	,	,	PUNCT
brj-22259	158	6	”	"	PUNCT
brj-22259	158	7	bioresources	bioresource	NOUN
brj-22259	158	8	18(1	18(1	NOUN
brj-22259	158	9	)	)	PUNCT
brj-22259	158	10	,	,	PUNCT
brj-22259	158	11	613	613	NUM
brj-22259	158	12	-	-	SYM
brj-22259	158	13	628	628	NUM
brj-22259	158	14	.	.	PUNCT
brj-22259	159	1	620	620	NUM
brj-22259	159	2	concentration	concentration	NOUN
brj-22259	159	3	of	of	ADP
brj-22259	159	4	inhibitors	inhibitor	NOUN
brj-22259	159	5	in	in	ADP
brj-22259	159	6	hydrolysates	hydrolysate	NOUN
brj-22259	159	7	.	.	PUNCT
brj-22259	160	1	fonseca	fonseca	PROPN
brj-22259	160	2	et	et	PROPN
brj-22259	160	3	al	al	PROPN
brj-22259	160	4	.	.	PROPN
brj-22259	161	1	(	(	PUNCT
brj-22259	161	2	2021	2021	NUM
brj-22259	161	3	)	)	PUNCT
brj-22259	161	4	found	find	VERB
brj-22259	161	5	the	the	DET
brj-22259	161	6	highest	high	ADJ
brj-22259	161	7	percentage	percentage	NOUN
brj-22259	161	8	of	of	ADP
brj-22259	161	9	oligomeric	oligomeric	ADJ
brj-22259	161	10	sugars	sugar	NOUN
brj-22259	161	11	(	(	PUNCT
brj-22259	161	12	62	62	NUM
brj-22259	161	13	%	%	NOUN
brj-22259	161	14	)	)	PUNCT
brj-22259	161	15	giving	give	VERB
brj-22259	161	16	a	a	DET
brj-22259	161	17	low	low	ADJ
brj-22259	161	18	severity	severity	NOUN
brj-22259	161	19	factor	factor	NOUN
brj-22259	161	20	at	at	ADP
brj-22259	161	21	140	140	NUM
brj-22259	161	22	c	c	NUM
brj-22259	161	23	and	and	CCONJ
brj-22259	161	24	0.5	0.5	NUM
brj-22259	161	25	%	%	NOUN
brj-22259	161	26	acid	acid	NOUN
brj-22259	161	27	concentration	concentration	NOUN
brj-22259	161	28	.	.	PUNCT
brj-22259	162	1	table	table	NOUN
brj-22259	162	2	2	2	NUM
brj-22259	162	3	.	.	NUM
brj-22259	162	4	revised	revise	VERB
brj-22259	162	5	analysis	analysis	NOUN
brj-22259	162	6	of	of	ADP
brj-22259	162	7	variance	variance	NOUN
brj-22259	162	8	(	(	PUNCT
brj-22259	162	9	anova	anova	PROPN
brj-22259	162	10	)	)	PUNCT
brj-22259	162	11	results	result	NOUN
brj-22259	162	12	of	of	ADP
brj-22259	162	13	box	box	NOUN
brj-22259	162	14	-	-	PUNCT
brj-22259	162	15	behnken	behnken	VERB
brj-22259	162	16	design	design	NOUN
brj-22259	162	17	source	source	NOUN
brj-22259	162	18	df	df	PROPN
brj-22259	162	19	adjss	adjss	PROPN
brj-22259	162	20	adjms	adjm	VERB
brj-22259	162	21	f	f	X
brj-22259	162	22	-	-	PUNCT
brj-22259	162	23	value	value	NOUN
brj-22259	162	24	p	p	NOUN
brj-22259	162	25	-	-	PUNCT
brj-22259	162	26	value	value	NOUN
brj-22259	162	27	model	model	NOUN
brj-22259	162	28	11	11	NUM
brj-22259	162	29	319611	319611	NUM
brj-22259	162	30	29056	29056	NUM
brj-22259	162	31	17.36	17.36	NUM
brj-22259	162	32	0.000	0.000	NUM
brj-22259	162	33	blocks	block	NOUN
brj-22259	162	34	1	1	NUM
brj-22259	162	35	139	139	NUM
brj-22259	162	36	139	139	NUM
brj-22259	162	37	0.08	0.08	NUM
brj-22259	162	38	0.774	0.774	NUM
brj-22259	162	39	linear	linear	ADJ
brj-22259	162	40	4	4	NUM
brj-22259	162	41	247167	247167	NUM
brj-22259	162	42	61792	61792	NUM
brj-22259	162	43	36.91	36.91	NUM
brj-22259	162	44	0.000	0.000	NUM
brj-22259	162	45	dac	dac	NOUN
brj-22259	162	46	1	1	NUM
brj-22259	162	47	46711	46711	NUM
brj-22259	162	48	46711	46711	NUM
brj-22259	162	49	27.90	27.90	NUM
brj-22259	162	50	0.000	0.000	NUM
brj-22259	162	51	p	p	NOUN
brj-22259	162	52	1	1	NUM
brj-22259	162	53	25513	25513	NUM
brj-22259	162	54	25513	25513	NUM
brj-22259	162	55	15.24	15.24	NUM
brj-22259	162	56	0.000	0.000	NUM
brj-22259	162	57	t	t	PROPN
brj-22259	162	58	1	1	NUM
brj-22259	162	59	130877	130877	NUM
brj-22259	162	60	130877	130877	NUM
brj-22259	162	61	78.18	78.18	NUM
brj-22259	162	62	0.000	0.000	NUM
brj-22259	162	63	t	t	NOUN
brj-22259	162	64	1	1	NUM
brj-22259	162	65	44067	44067	NUM
brj-22259	162	66	44067	44067	NUM
brj-22259	162	67	26.32	26.32	NUM
brj-22259	162	68	0.000	0.000	NUM
brj-22259	162	69	square	square	ADJ
brj-22259	162	70	3	3	NUM
brj-22259	162	71	37950	37950	NUM
brj-22259	162	72	12650	12650	NUM
brj-22259	162	73	7.56	7.56	NUM
brj-22259	162	74	0.000	0.000	NUM
brj-22259	162	75	dac*dac	dac*dac	VERB
brj-22259	162	76	1	1	NUM
brj-22259	162	77	26359	26359	NUM
brj-22259	162	78	26359	26359	NUM
brj-22259	162	79	15.75	15.75	NUM
brj-22259	162	80	0.000	0.000	NUM
brj-22259	162	81	p*p	p*p	NOUN
brj-22259	162	82	1	1	NUM
brj-22259	162	83	19320	19320	NUM
brj-22259	162	84	19320	19320	NUM
brj-22259	162	85	11.54	11.54	NUM
brj-22259	162	86	0.002	0.002	NUM
brj-22259	162	87	t*t	t*t	NUM
brj-22259	162	88	1	1	NUM
brj-22259	162	89	8829	8829	NUM
brj-22259	162	90	8829	8829	NUM
brj-22259	162	91	5.27	5.27	NUM
brj-22259	162	92	0.027	0.027	NUM
brj-22259	162	93	2	2	NUM
brj-22259	162	94	-	-	PUNCT
brj-22259	162	95	way	way	NOUN
brj-22259	162	96	interaction	interaction	NOUN
brj-22259	162	97	3	3	NUM
brj-22259	162	98	34355	34355	NUM
brj-22259	162	99	11452	11452	NUM
brj-22259	162	100	6.84	6.84	NUM
brj-22259	162	101	0.001	0.001	NUM
brj-22259	162	102	dac*t	dac*t	NOUN
brj-22259	162	103	1	1	NUM
brj-22259	162	104	16281	16281	NUM
brj-22259	162	105	16281	16281	NUM
brj-22259	162	106	9.73	9.73	NUM
brj-22259	162	107	0.003	0.003	NUM
brj-22259	162	108	p*t	p*t	PROPN
brj-22259	162	109	1	1	NUM
brj-22259	162	110	11235	11235	NUM
brj-22259	162	111	11235	11235	NUM
brj-22259	162	112	6.71	6.71	NUM
brj-22259	162	113	0.013	0.013	NUM
brj-22259	162	114	p*t	p*t	PROPN
brj-22259	162	115	1	1	NUM
brj-22259	162	116	6839	6839	NUM
brj-22259	162	117	6839	6839	NUM
brj-22259	162	118	4.09	4.09	NUM
brj-22259	162	119	0.050	0.050	NUM
brj-22259	162	120	error	error	NOUN
brj-22259	162	121	42	42	NUM
brj-22259	162	122	70307	70307	NUM
brj-22259	162	123	1674	1674	NUM
brj-22259	162	124	lack	lack	NOUN
brj-22259	162	125	-	-	PUNCT
brj-22259	162	126	of	of	ADP
brj-22259	162	127	-	-	PUNCT
brj-22259	162	128	fit	fit	NOUN
brj-22259	162	129	38	38	NUM
brj-22259	162	130	68343	68343	NUM
brj-22259	162	131	1798	1798	NUM
brj-22259	162	132	3.66	3.66	NUM
brj-22259	162	133	0.106	0.106	NUM
brj-22259	162	134	pure	pure	ADJ
brj-22259	162	135	error	error	NOUN
brj-22259	162	136	4	4	NUM
brj-22259	162	137	1964	1964	NUM
brj-22259	162	138	491	491	NUM
brj-22259	162	139	total	total	NOUN
brj-22259	162	140	53	53	NUM
brj-22259	162	141	389918	389918	NUM
brj-22259	162	142	model	model	NOUN
brj-22259	162	143	summary	summary	NOUN
brj-22259	162	144	s	s	PART
brj-22259	162	145	r	r	NOUN
brj-22259	162	146	-	-	PUNCT
brj-22259	162	147	sq	sq	INTJ
brj-22259	162	148	r	r	PROPN
brj-22259	162	149	-	-	PUNCT
brj-22259	162	150	sq(adj	sq(adj	NOUN
brj-22259	162	151	)	)	PUNCT
brj-22259	162	152	r	r	NOUN
brj-22259	162	153	-	-	PUNCT
brj-22259	162	154	sq(pred	sq(pre	VERB
brj-22259	162	155	)	)	PUNCT
brj-22259	162	156	40.9142	40.9142	NUM
brj-22259	162	157	81.97	81.97	NUM
brj-22259	162	158	%	%	NOUN
brj-22259	162	159	77.25	77.25	NUM
brj-22259	162	160	%	%	NOUN
brj-22259	162	161	68.79	68.79	NUM
brj-22259	162	162	%	%	NOUN
brj-22259	162	163	for	for	ADP
brj-22259	162	164	hazelnut	hazelnut	NOUN
brj-22259	162	165	shells	shell	NOUN
brj-22259	162	166	,	,	PUNCT
brj-22259	162	167	insignificant	insignificant	ADJ
brj-22259	162	168	terms	term	NOUN
brj-22259	162	169	were	be	AUX
brj-22259	162	170	excluded	exclude	VERB
brj-22259	162	171	from	from	ADP
brj-22259	162	172	the	the	DET
brj-22259	162	173	fse	fse	PROPN
brj-22259	162	174	models	model	NOUN
brj-22259	162	175	according	accord	VERB
brj-22259	162	176	to	to	ADP
brj-22259	162	177	bbd	bbd	PROPN
brj-22259	162	178	variance	variance	NOUN
brj-22259	162	179	(	(	PUNCT
brj-22259	162	180	anova	anova	PROPN
brj-22259	162	181	)	)	PUNCT
brj-22259	162	182	analysis	analysis	NOUN
brj-22259	162	183	results	result	NOUN
brj-22259	162	184	for	for	ADP
brj-22259	162	185	mw	mw	ADJ
brj-22259	162	186	-	-	ADJ
brj-22259	162	187	da	da	ADJ
brj-22259	162	188	pretreatment	pretreatment	NOUN
brj-22259	162	189	conditions	condition	NOUN
brj-22259	162	190	(	(	PUNCT
brj-22259	162	191	table	table	NOUN
brj-22259	162	192	2	2	NUM
brj-22259	162	193	)	)	PUNCT
brj-22259	162	194	.	.	PUNCT
brj-22259	163	1	the	the	DET
brj-22259	163	2	fse	fse	PROPN
brj-22259	163	3	depends	depend	VERB
brj-22259	163	4	on	on	ADP
brj-22259	163	5	the	the	DET
brj-22259	163	6	dac	dac	NOUN
brj-22259	163	7	,	,	PUNCT
brj-22259	163	8	pressure	pressure	NOUN
brj-22259	163	9	,	,	PUNCT
brj-22259	163	10	temperature	temperature	NOUN
brj-22259	163	11	,	,	PUNCT
brj-22259	163	12	and	and	CCONJ
brj-22259	163	13	time	time	NOUN
brj-22259	163	14	,	,	PUNCT
brj-22259	163	15	and	and	CCONJ
brj-22259	163	16	although	although	SCONJ
brj-22259	163	17	their	their	PRON
brj-22259	163	18	linear	linear	NOUN
brj-22259	163	19	(	(	PUNCT
brj-22259	163	20	p<0.05	p<0.05	NOUN
brj-22259	163	21	)	)	PUNCT
brj-22259	163	22	effects	effect	NOUN
brj-22259	163	23	created	create	VERB
brj-22259	163	24	a	a	DET
brj-22259	163	25	positive	positive	ADJ
brj-22259	163	26	impact	impact	NOUN
brj-22259	163	27	on	on	ADP
brj-22259	163	28	fse	fse	PROPN
brj-22259	163	29	,	,	PUNCT
brj-22259	163	30	the	the	DET
brj-22259	163	31	quadratic	quadratic	ADJ
brj-22259	163	32	effect	effect	NOUN
brj-22259	163	33	(	(	PUNCT
brj-22259	163	34	p<0.05	p<0.05	NOUN
brj-22259	163	35	)	)	PUNCT
brj-22259	163	36	affected	affect	VERB
brj-22259	163	37	fse	fse	PROPN
brj-22259	163	38	negatively	negatively	ADV
brj-22259	163	39	(	(	PUNCT
brj-22259	163	40	table	table	NOUN
brj-22259	163	41	2	2	NUM
brj-22259	163	42	)	)	PUNCT
brj-22259	163	43	.	.	PUNCT
brj-22259	164	1	the	the	DET
brj-22259	164	2	r2	r2	PROPN
brj-22259	164	3	value	value	NOUN
brj-22259	164	4	of	of	ADP
brj-22259	164	5	0.82	0.82	NUM
brj-22259	164	6	and	and	CCONJ
brj-22259	164	7	r2	r2	PROPN
brj-22259	164	8	pred	pre	VERB
brj-22259	164	9	of	of	ADP
brj-22259	164	10	0.69	0.69	NUM
brj-22259	164	11	were	be	AUX
brj-22259	164	12	found	find	VERB
brj-22259	164	13	for	for	ADP
brj-22259	164	14	the	the	DET
brj-22259	164	15	mw	mw	ADJ
brj-22259	164	16	-	-	ADJ
brj-22259	164	17	da	da	ADJ
brj-22259	164	18	pretreatment	pretreatment	NOUN
brj-22259	164	19	process	process	NOUN
brj-22259	164	20	(	(	PUNCT
brj-22259	164	21	table	table	NOUN
brj-22259	164	22	2	2	NUM
brj-22259	164	23	)	)	PUNCT
brj-22259	164	24	.	.	PUNCT
brj-22259	165	1	the	the	DET
brj-22259	165	2	insignificant	insignificant	ADJ
brj-22259	165	3	lack	lack	NOUN
brj-22259	165	4	-	-	PUNCT
brj-22259	165	5	of	of	ADP
brj-22259	165	6	-	-	PUNCT
brj-22259	165	7	fit	fit	ADJ
brj-22259	165	8	value	value	NOUN
brj-22259	165	9	for	for	ADP
brj-22259	165	10	fse	fse	PROPN
brj-22259	165	11	(	(	PUNCT
brj-22259	165	12	p	p	X
brj-22259	165	13	>	>	X
brj-22259	165	14	0.05	0.05	NUM
brj-22259	165	15	)	)	PUNCT
brj-22259	165	16	also	also	ADV
brj-22259	165	17	showed	show	VERB
brj-22259	165	18	that	that	SCONJ
brj-22259	165	19	the	the	DET
brj-22259	165	20	model	model	NOUN
brj-22259	165	21	fit	fit	VERB
brj-22259	165	22	the	the	DET
brj-22259	165	23	experimental	experimental	ADJ
brj-22259	165	24	data	datum	NOUN
brj-22259	165	25	well	well	ADV
brj-22259	165	26	.	.	PUNCT
brj-22259	166	1	the	the	DET
brj-22259	166	2	response	response	NOUN
brj-22259	166	3	surface	surface	NOUN
brj-22259	166	4	plots	plot	NOUN
brj-22259	166	5	for	for	ADP
brj-22259	166	6	fse	fse	PROPN
brj-22259	166	7	are	be	AUX
brj-22259	166	8	plotted	plot	VERB
brj-22259	166	9	in	in	ADP
brj-22259	166	10	fig	fig	NOUN
brj-22259	166	11	.	.	PUNCT
brj-22259	167	1	1	1	NUM
brj-22259	167	2	to	to	PART
brj-22259	167	3	provide	provide	VERB
brj-22259	167	4	a	a	DET
brj-22259	167	5	better	well	ADJ
brj-22259	167	6	visual	visual	ADJ
brj-22259	167	7	understanding	understanding	NOUN
brj-22259	167	8	of	of	ADP
brj-22259	167	9	variables	variable	NOUN
brj-22259	167	10	.	.	PUNCT
brj-22259	168	1	an	an	DET
brj-22259	168	2	increase	increase	NOUN
brj-22259	168	3	in	in	ADP
brj-22259	168	4	fse	fse	PROPN
brj-22259	168	5	was	be	AUX
brj-22259	168	6	observed	observe	VERB
brj-22259	168	7	with	with	ADP
brj-22259	168	8	the	the	DET
brj-22259	168	9	increasing	increase	VERB
brj-22259	168	10	pressure	pressure	NOUN
brj-22259	168	11	and	and	CCONJ
brj-22259	168	12	dilute	dilute	VERB
brj-22259	168	13	acid	acid	NOUN
brj-22259	168	14	concentration	concentration	NOUN
brj-22259	168	15	at	at	ADP
brj-22259	168	16	a	a	DET
brj-22259	168	17	constant	constant	ADJ
brj-22259	168	18	temperature	temperature	NOUN
brj-22259	168	19	(	(	PUNCT
brj-22259	168	20	140	140	NUM
brj-22259	168	21	c	c	NUM
brj-22259	168	22	)	)	PUNCT
brj-22259	168	23	and	and	CCONJ
brj-22259	168	24	time	time	NOUN
brj-22259	168	25	(	(	PUNCT
brj-22259	168	26	15	15	NUM
brj-22259	168	27	min	min	NOUN
brj-22259	168	28	)	)	PUNCT
brj-22259	168	29	(	(	PUNCT
brj-22259	168	30	fig	fig	NOUN
brj-22259	168	31	.	.	PUNCT
brj-22259	169	1	1a	1a	NOUN
brj-22259	169	2	)	)	PUNCT
brj-22259	169	3	.	.	PUNCT
brj-22259	170	1	an	an	DET
brj-22259	170	2	increase	increase	NOUN
brj-22259	170	3	in	in	ADP
brj-22259	170	4	acid	acid	ADJ
brj-22259	170	5	concentration	concentration	NOUN
brj-22259	170	6	from	from	ADP
brj-22259	170	7	0.5	0.5	NUM
brj-22259	170	8	to	to	PART
brj-22259	170	9	1.25	1.25	NUM
brj-22259	170	10	%	%	NOUN
brj-22259	170	11	(	(	PUNCT
brj-22259	170	12	w	w	NOUN
brj-22259	170	13	/	/	SYM
brj-22259	170	14	w	w	NOUN
brj-22259	170	15	)	)	PUNCT
brj-22259	170	16	provided	provide	VERB
brj-22259	170	17	the	the	DET
brj-22259	170	18	highest	high	ADJ
brj-22259	170	19	fse	fse	NOUN
brj-22259	170	20	of	of	ADP
brj-22259	170	21	228	228	NUM
brj-22259	170	22	mg	mg	PROPN
brj-22259	170	23	/	/	SYM
brj-22259	170	24	g	g	NOUN
brj-22259	170	25	at	at	ADP
brj-22259	170	26	about	about	ADV
brj-22259	170	27	12	12	NUM
brj-22259	170	28	bars	bar	NOUN
brj-22259	170	29	,	,	PUNCT
brj-22259	170	30	but	but	CCONJ
brj-22259	170	31	above	above	ADP
brj-22259	170	32	1.25	1.25	NUM
brj-22259	170	33	%	%	NOUN
brj-22259	170	34	(	(	PUNCT
brj-22259	170	35	w	w	NOUN
brj-22259	170	36	/	/	SYM
brj-22259	170	37	w	w	NOUN
brj-22259	170	38	)	)	PUNCT
brj-22259	170	39	a	a	DET
brj-22259	170	40	decrease	decrease	NOUN
brj-22259	170	41	was	be	AUX
brj-22259	170	42	observed	observe	VERB
brj-22259	170	43	.	.	PUNCT
brj-22259	171	1	an	an	DET
brj-22259	171	2	increase	increase	NOUN
brj-22259	171	3	was	be	AUX
brj-22259	171	4	observed	observe	VERB
brj-22259	171	5	in	in	ADP
brj-22259	171	6	fse	fse	PROPN
brj-22259	171	7	with	with	ADP
brj-22259	171	8	an	an	DET
brj-22259	171	9	increase	increase	NOUN
brj-22259	171	10	in	in	ADP
brj-22259	171	11	temperature	temperature	NOUN
brj-22259	171	12	and	and	CCONJ
brj-22259	171	13	time	time	NOUN
brj-22259	171	14	at	at	ADP
brj-22259	171	15	a	a	DET
brj-22259	171	16	constant	constant	ADJ
brj-22259	171	17	acid	acid	NOUN
brj-22259	171	18	concentration	concentration	NOUN
brj-22259	171	19	(	(	PUNCT
brj-22259	171	20	1.25	1.25	NUM
brj-22259	171	21	%	%	NOUN
brj-22259	171	22	,	,	PUNCT
brj-22259	171	23	w	w	PROPN
brj-22259	171	24	/	/	SYM
brj-22259	171	25	w	w	NOUN
brj-22259	171	26	)	)	PUNCT
brj-22259	171	27	,	,	PUNCT
brj-22259	171	28	and	and	CCONJ
brj-22259	171	29	pressure	pressure	NOUN
brj-22259	171	30	(	(	PUNCT
brj-22259	171	31	10	10	NUM
brj-22259	171	32	bars	bar	NOUN
brj-22259	171	33	)	)	PUNCT
brj-22259	171	34	(	(	PUNCT
brj-22259	171	35	fig	fig	NOUN
brj-22259	171	36	.	.	PUNCT
brj-22259	172	1	1b	1b	NUM
brj-22259	172	2	)	)	PUNCT
brj-22259	172	3	.	.	PUNCT
brj-22259	173	1	peer	peer	NOUN
brj-22259	173	2	-	-	PUNCT
brj-22259	173	3	reviewed	review	VERB
brj-22259	173	4	article	article	NOUN
brj-22259	173	5	bioresources.com	bioresources.com	X
brj-22259	173	6	uzuner	uzuner	NOUN
brj-22259	173	7	et	et	PROPN
brj-22259	173	8	al	al	PROPN
brj-22259	173	9	.	.	PROPN
brj-22259	173	10	(	(	PUNCT
brj-22259	173	11	2023	2023	NUM
brj-22259	173	12	)	)	PUNCT
brj-22259	173	13	.	.	PUNCT
brj-22259	174	1	“	"	PUNCT
brj-22259	174	2	microwave	microwave	NOUN
brj-22259	174	3	&	&	CCONJ
brj-22259	174	4	pretreatment	pretreatment	NOUN
brj-22259	174	5	,	,	PUNCT
brj-22259	174	6	”	"	PUNCT
brj-22259	174	7	bioresources	bioresource	NOUN
brj-22259	174	8	18(1	18(1	NOUN
brj-22259	174	9	)	)	PUNCT
brj-22259	174	10	,	,	PUNCT
brj-22259	174	11	613	613	NUM
brj-22259	174	12	-	-	SYM
brj-22259	174	13	628	628	NUM
brj-22259	174	14	.	.	PUNCT
brj-22259	175	1	621	621	NUM
brj-22259	175	2	fig	fig	NOUN
brj-22259	175	3	.	.	PUNCT
brj-22259	176	1	1	1	X
brj-22259	176	2	.	.	X
brj-22259	176	3	response	response	NOUN
brj-22259	176	4	surface	surface	NOUN
brj-22259	176	5	plots	plot	NOUN
brj-22259	176	6	for	for	ADP
brj-22259	176	7	the	the	DET
brj-22259	176	8	effects	effect	NOUN
brj-22259	176	9	of	of	ADP
brj-22259	176	10	a	a	DET
brj-22259	176	11	)	)	PUNCT
brj-22259	176	12	dac	dac	NOUN
brj-22259	176	13	and	and	CCONJ
brj-22259	176	14	pressure	pressure	NOUN
brj-22259	176	15	b	b	NOUN
brj-22259	176	16	)	)	PUNCT
brj-22259	176	17	temperature	temperature	NOUN
brj-22259	176	18	and	and	CCONJ
brj-22259	176	19	time	time	NOUN
brj-22259	176	20	c	c	NOUN
brj-22259	176	21	)	)	PUNCT
brj-22259	176	22	pressure	pressure	NOUN
brj-22259	176	23	and	and	CCONJ
brj-22259	176	24	time	time	NOUN
brj-22259	176	25	d	d	NOUN
brj-22259	176	26	)	)	PUNCT
brj-22259	176	27	pressure	pressure	NOUN
brj-22259	176	28	and	and	CCONJ
brj-22259	176	29	temperature	temperature	NOUN
brj-22259	176	30	e	e	NOUN
brj-22259	176	31	)	)	PUNCT
brj-22259	176	32	dac	dac	NOUN
brj-22259	176	33	and	and	CCONJ
brj-22259	176	34	time	time	NOUN
brj-22259	176	35	f	f	X
brj-22259	176	36	)	)	PUNCT
brj-22259	176	37	temperature	temperature	NOUN
brj-22259	176	38	and	and	CCONJ
brj-22259	176	39	dac	dac	NOUN
brj-22259	176	40	g	g	PROPN
brj-22259	176	41	)	)	PUNCT
brj-22259	176	42	dac	dac	NOUN
brj-22259	176	43	and	and	CCONJ
brj-22259	176	44	pressure	pressure	NOUN
brj-22259	176	45	on	on	ADP
brj-22259	176	46	fse	fse	PROPN
brj-22259	176	47	the	the	DET
brj-22259	176	48	highest	high	ADJ
brj-22259	176	49	temperature	temperature	NOUN
brj-22259	176	50	(	(	PUNCT
brj-22259	176	51	160	160	NUM
brj-22259	176	52	°	°	NOUN
brj-22259	176	53	c	c	NOUN
brj-22259	176	54	)	)	PUNCT
brj-22259	176	55	maximized	maximize	VERB
brj-22259	176	56	the	the	DET
brj-22259	176	57	fse	fse	PROPN
brj-22259	176	58	(	(	PUNCT
brj-22259	176	59	fig	fig	PROPN
brj-22259	176	60	.	.	PUNCT
brj-22259	176	61	1b	1b	NUM
brj-22259	176	62	)	)	PUNCT
brj-22259	176	63	,	,	PUNCT
brj-22259	176	64	suggesting	suggest	VERB
brj-22259	176	65	efficient	efficient	ADJ
brj-22259	176	66	cellulose	cellulose	NOUN
brj-22259	176	67	decomposition	decomposition	NOUN
brj-22259	176	68	under	under	ADP
brj-22259	176	69	these	these	DET
brj-22259	176	70	conditions	condition	NOUN
brj-22259	176	71	,	,	PUNCT
brj-22259	176	72	and	and	CCONJ
brj-22259	176	73	an	an	DET
brj-22259	176	74	increase	increase	NOUN
brj-22259	176	75	in	in	ADP
brj-22259	176	76	fse	fse	PROPN
brj-22259	176	77	was	be	AUX
brj-22259	176	78	observed	observe	VERB
brj-22259	176	79	with	with	ADP
brj-22259	176	80	an	an	DET
brj-22259	176	81	increase	increase	NOUN
brj-22259	176	82	in	in	ADP
brj-22259	176	83	temperature	temperature	NOUN
brj-22259	176	84	above	above	ADP
brj-22259	177	1	120	120	NUM
brj-22259	177	2	°	°	NOUN
brj-22259	177	3	c	c	X
brj-22259	177	4	(	(	PUNCT
brj-22259	177	5	fig	fig	NOUN
brj-22259	177	6	.	.	PUNCT
brj-22259	177	7	1b	1b	NUM
brj-22259	177	8	)	)	PUNCT
brj-22259	178	1	.	.	PUNCT
brj-22259	179	1	this	this	DET
brj-22259	179	2	result	result	NOUN
brj-22259	179	3	agrees	agree	VERB
brj-22259	179	4	with	with	ADP
brj-22259	179	5	lacerda	lacerda	PROPN
brj-22259	179	6	et	et	PROPN
brj-22259	179	7	al	al	PROPN
brj-22259	179	8	.	.	PROPN
brj-22259	180	1	(	(	PUNCT
brj-22259	180	2	2015	2015	NUM
brj-22259	180	3	)	)	PUNCT
brj-22259	180	4	,	,	PUNCT
brj-22259	180	5	who	who	PRON
brj-22259	180	6	observed	observe	VERB
brj-22259	180	7	that	that	SCONJ
brj-22259	180	8	an	an	DET
brj-22259	180	9	increase	increase	NOUN
brj-22259	180	10	in	in	ADP
brj-22259	180	11	temperature	temperature	NOUN
brj-22259	180	12	caused	cause	VERB
brj-22259	180	13	a	a	DET
brj-22259	180	14	decreasing	decrease	VERB
brj-22259	180	15	amount	amount	NOUN
brj-22259	180	16	of	of	ADP
brj-22259	180	17	simple	simple	ADJ
brj-22259	180	18	sugars	sugar	NOUN
brj-22259	180	19	due	due	ADP
brj-22259	180	20	to	to	ADP
brj-22259	180	21	the	the	DET
brj-22259	180	22	formation	formation	NOUN
brj-22259	180	23	of	of	ADP
brj-22259	180	24	inhibitors	inhibitor	NOUN
brj-22259	180	25	such	such	ADJ
brj-22259	180	26	as	as	ADP
brj-22259	180	27	furfural	furfural	ADJ
brj-22259	180	28	and	and	CCONJ
brj-22259	180	29	hmf	hmf	PROPN
brj-22259	180	30	.	.	PUNCT
brj-22259	181	1	fonseca	fonseca	PROPN
brj-22259	181	2	et	et	PROPN
brj-22259	181	3	al	al	PROPN
brj-22259	181	4	.	.	PROPN
brj-22259	182	1	(	(	PUNCT
brj-22259	182	2	2021	2021	NUM
brj-22259	182	3	)	)	PUNCT
brj-22259	182	4	reported	report	VERB
brj-22259	182	5	that	that	SCONJ
brj-22259	182	6	the	the	DET
brj-22259	182	7	maximum	maximum	ADJ
brj-22259	182	8	recovery	recovery	NOUN
brj-22259	182	9	of	of	ADP
brj-22259	182	10	sugars	sugar	NOUN
brj-22259	182	11	were	be	AUX
brj-22259	182	12	found	find	VERB
brj-22259	182	13	at	at	ADP
brj-22259	182	14	162	162	NUM
brj-22259	182	15	c	c	NUM
brj-22259	182	16	and	and	CCONJ
brj-22259	182	17	0.6	0.6	NUM
brj-22259	182	18	%	%	NOUN
brj-22259	182	19	(	(	PUNCT
brj-22259	182	20	w	w	NOUN
brj-22259	182	21	/	/	SYM
brj-22259	182	22	v	v	NOUN
brj-22259	182	23	)	)	PUNCT
brj-22259	182	24	h2so4	h2so4	PROPN
brj-22259	182	25	.	.	PUNCT
brj-22259	183	1	a	a	DET
brj-22259	183	2	linear	linear	ADJ
brj-22259	183	3	increase	increase	NOUN
brj-22259	183	4	in	in	ADP
brj-22259	183	5	fse	fse	PROPN
brj-22259	183	6	was	be	AUX
brj-22259	183	7	observed	observe	VERB
brj-22259	183	8	as	as	SCONJ
brj-22259	183	9	time	time	NOUN
brj-22259	183	10	increased	increase	VERB
brj-22259	183	11	(	(	PUNCT
brj-22259	183	12	fig	fig	NOUN
brj-22259	183	13	.	.	PUNCT
brj-22259	183	14	1b	1b	NUM
brj-22259	183	15	)	)	PUNCT
brj-22259	183	16	.	.	PUNCT
brj-22259	184	1	e	e	X
brj-22259	184	2	f	f	X
brj-22259	184	3	g	g	PROPN
brj-22259	184	4	c	c	PROPN
brj-22259	184	5	d	d	PROPN
brj-22259	184	6	a	a	DET
brj-22259	184	7	b	b	NOUN
brj-22259	184	8	peer	peer	NOUN
brj-22259	184	9	-	-	PUNCT
brj-22259	184	10	reviewed	review	VERB
brj-22259	184	11	article	article	NOUN
brj-22259	184	12	bioresources.com	bioresources.com	X
brj-22259	184	13	uzuner	uzuner	NOUN
brj-22259	184	14	et	et	PROPN
brj-22259	184	15	al	al	PROPN
brj-22259	184	16	.	.	PROPN
brj-22259	185	1	(	(	PUNCT
brj-22259	185	2	2023	2023	NUM
brj-22259	185	3	)	)	PUNCT
brj-22259	185	4	.	.	PUNCT
brj-22259	186	1	“	"	PUNCT
brj-22259	186	2	microwave	microwave	NOUN
brj-22259	186	3	&	&	CCONJ
brj-22259	186	4	pretreatment	pretreatment	NOUN
brj-22259	186	5	,	,	PUNCT
brj-22259	186	6	”	"	PUNCT
brj-22259	186	7	bioresources	bioresource	NOUN
brj-22259	186	8	18(1	18(1	NOUN
brj-22259	186	9	)	)	PUNCT
brj-22259	186	10	,	,	PUNCT
brj-22259	186	11	613	613	NUM
brj-22259	186	12	-	-	SYM
brj-22259	186	13	628	628	NUM
brj-22259	186	14	.	.	PUNCT
brj-22259	187	1	622	622	NUM
brj-22259	187	2	the	the	DET
brj-22259	187	3	effect	effect	NOUN
brj-22259	187	4	of	of	ADP
brj-22259	187	5	pressure	pressure	NOUN
brj-22259	187	6	and	and	CCONJ
brj-22259	187	7	time	time	NOUN
brj-22259	187	8	on	on	ADP
brj-22259	187	9	fse	fse	PROPN
brj-22259	187	10	was	be	AUX
brj-22259	187	11	shown	show	VERB
brj-22259	187	12	in	in	ADP
brj-22259	187	13	fig	fig	NOUN
brj-22259	187	14	.	.	PUNCT
brj-22259	188	1	1c	1c	NOUN
brj-22259	188	2	,	,	PUNCT
brj-22259	188	3	in	in	ADP
brj-22259	188	4	which	which	PRON
brj-22259	188	5	acid	acid	NOUN
brj-22259	188	6	concentration	concentration	NOUN
brj-22259	188	7	and	and	CCONJ
brj-22259	188	8	temperature	temperature	NOUN
brj-22259	188	9	were	be	AUX
brj-22259	188	10	set	set	VERB
brj-22259	188	11	at	at	ADP
brj-22259	188	12	the	the	DET
brj-22259	188	13	center	center	ADJ
brj-22259	188	14	point	point	NOUN
brj-22259	188	15	.	.	PUNCT
brj-22259	189	1	the	the	DET
brj-22259	189	2	fse	fse	PROPN
brj-22259	189	3	was	be	AUX
brj-22259	189	4	observed	observe	VERB
brj-22259	189	5	to	to	PART
brj-22259	189	6	increase	increase	VERB
brj-22259	189	7	with	with	ADP
brj-22259	189	8	a	a	DET
brj-22259	189	9	pressure	pressure	NOUN
brj-22259	189	10	up	up	ADP
brj-22259	189	11	to	to	PART
brj-22259	189	12	12	12	NUM
brj-22259	189	13	bars	bar	NOUN
brj-22259	189	14	and	and	CCONJ
brj-22259	189	15	to	to	PART
brj-22259	189	16	decrease	decrease	VERB
brj-22259	189	17	slowly	slowly	ADV
brj-22259	189	18	thereafter	thereafter	ADV
brj-22259	189	19	(	(	PUNCT
brj-22259	189	20	fig	fig	NOUN
brj-22259	189	21	.	.	PUNCT
brj-22259	190	1	1c	1c	NOUN
brj-22259	190	2	)	)	PUNCT
brj-22259	190	3	.	.	PUNCT
brj-22259	191	1	the	the	DET
brj-22259	191	2	increased	increase	VERB
brj-22259	191	3	pressure	pressure	NOUN
brj-22259	191	4	and	and	CCONJ
brj-22259	191	5	prolonged	prolonged	ADJ
brj-22259	191	6	time	time	NOUN
brj-22259	191	7	affected	affect	VERB
brj-22259	191	8	the	the	DET
brj-22259	191	9	fse	fse	PROPN
brj-22259	191	10	,	,	PUNCT
brj-22259	191	11	resulting	result	VERB
brj-22259	191	12	in	in	ADP
brj-22259	191	13	a	a	DET
brj-22259	191	14	decrease	decrease	NOUN
brj-22259	191	15	in	in	ADP
brj-22259	191	16	fermentable	fermentable	ADJ
brj-22259	191	17	sugar	sugar	NOUN
brj-22259	191	18	concentration	concentration	NOUN
brj-22259	191	19	due	due	ADP
brj-22259	191	20	to	to	ADP
brj-22259	191	21	monosaccharide	monosaccharide	NOUN
brj-22259	191	22	degradation	degradation	NOUN
brj-22259	191	23	(	(	PUNCT
brj-22259	191	24	fig	fig	NOUN
brj-22259	191	25	.	.	PUNCT
brj-22259	192	1	1c	1c	NOUN
brj-22259	192	2	)	)	PUNCT
brj-22259	192	3	.	.	PUNCT
brj-22259	193	1	it	it	PRON
brj-22259	193	2	was	be	AUX
brj-22259	193	3	observed	observe	VERB
brj-22259	193	4	from	from	ADP
brj-22259	193	5	fig	fig	NOUN
brj-22259	193	6	.	.	PUNCT
brj-22259	194	1	1d	1d	NUM
brj-22259	194	2	that	that	SCONJ
brj-22259	194	3	the	the	DET
brj-22259	194	4	lowest	low	ADJ
brj-22259	194	5	temperature	temperature	NOUN
brj-22259	194	6	(	(	PUNCT
brj-22259	194	7	120	120	NUM
brj-22259	194	8	°	°	NOUN
brj-22259	194	9	c	c	NOUN
brj-22259	194	10	)	)	PUNCT
brj-22259	194	11	minimized	minimize	VERB
brj-22259	194	12	the	the	DET
brj-22259	194	13	fse	fse	PROPN
brj-22259	194	14	at	at	ADP
brj-22259	194	15	the	the	DET
brj-22259	194	16	lowest	low	ADJ
brj-22259	194	17	pressure	pressure	NOUN
brj-22259	194	18	(	(	PUNCT
brj-22259	194	19	5	5	NUM
brj-22259	194	20	bars	bar	NOUN
brj-22259	194	21	)	)	PUNCT
brj-22259	194	22	.	.	PUNCT
brj-22259	195	1	loss	loss	NOUN
brj-22259	195	2	of	of	ADP
brj-22259	195	3	cellulose	cellulose	NOUN
brj-22259	195	4	and	and	CCONJ
brj-22259	195	5	hemicellulose	hemicellulose	NOUN
brj-22259	195	6	occurs	occur	VERB
brj-22259	195	7	under	under	ADP
brj-22259	195	8	elevated	elevated	ADJ
brj-22259	195	9	time	time	NOUN
brj-22259	195	10	and	and	CCONJ
brj-22259	195	11	acid	acid	ADJ
brj-22259	195	12	concentration	concentration	NOUN
brj-22259	195	13	thereby	thereby	ADV
brj-22259	195	14	adversely	adversely	ADV
brj-22259	195	15	affecting	affect	VERB
brj-22259	195	16	the	the	DET
brj-22259	195	17	fse	fse	PROPN
brj-22259	195	18	(	(	PUNCT
brj-22259	195	19	fig	fig	NOUN
brj-22259	195	20	.	.	PUNCT
brj-22259	196	1	1e	1e	NUM
brj-22259	196	2	)	)	PUNCT
brj-22259	196	3	.	.	PUNCT
brj-22259	197	1	a	a	DET
brj-22259	197	2	remarkable	remarkable	ADJ
brj-22259	197	3	increase	increase	NOUN
brj-22259	197	4	was	be	AUX
brj-22259	197	5	observed	observe	VERB
brj-22259	197	6	in	in	ADP
brj-22259	197	7	fse	fse	PROPN
brj-22259	197	8	as	as	ADP
brj-22259	197	9	acid	acid	NOUN
brj-22259	197	10	concentration	concentration	NOUN
brj-22259	197	11	and	and	CCONJ
brj-22259	197	12	time	time	NOUN
brj-22259	197	13	increased	increase	VERB
brj-22259	197	14	,	,	PUNCT
brj-22259	197	15	and	and	CCONJ
brj-22259	197	16	this	this	DET
brj-22259	197	17	increase	increase	NOUN
brj-22259	197	18	was	be	AUX
brj-22259	197	19	limited	limit	VERB
brj-22259	197	20	beyond	beyond	ADP
brj-22259	197	21	1.5	1.5	NUM
brj-22259	197	22	%	%	NOUN
brj-22259	197	23	(	(	PUNCT
brj-22259	197	24	w	w	NOUN
brj-22259	197	25	/	/	SYM
brj-22259	197	26	w	w	NOUN
brj-22259	197	27	)	)	PUNCT
brj-22259	197	28	(	(	PUNCT
brj-22259	197	29	fig	fig	NOUN
brj-22259	197	30	.	.	PUNCT
brj-22259	198	1	1e	1e	NUM
brj-22259	198	2	)	)	PUNCT
brj-22259	198	3	.	.	PUNCT
brj-22259	199	1	a	a	DET
brj-22259	199	2	similar	similar	ADJ
brj-22259	199	3	positive	positive	ADJ
brj-22259	199	4	effect	effect	NOUN
brj-22259	199	5	of	of	ADP
brj-22259	199	6	temperature	temperature	NOUN
brj-22259	199	7	was	be	AUX
brj-22259	199	8	observed	observe	VERB
brj-22259	199	9	in	in	ADP
brj-22259	199	10	fig	fig	NOUN
brj-22259	199	11	.	.	PUNCT
brj-22259	200	1	1f	1f	PROPN
brj-22259	200	2	,	,	PUNCT
brj-22259	200	3	indicating	indicate	VERB
brj-22259	200	4	the	the	DET
brj-22259	200	5	effect	effect	NOUN
brj-22259	200	6	of	of	ADP
brj-22259	200	7	temperature	temperature	NOUN
brj-22259	200	8	and	and	CCONJ
brj-22259	200	9	acid	acid	NOUN
brj-22259	200	10	concentration	concentration	NOUN
brj-22259	200	11	on	on	ADP
brj-22259	200	12	fse	fse	PROPN
brj-22259	200	13	,	,	PUNCT
brj-22259	200	14	where	where	SCONJ
brj-22259	200	15	1.5	1.5	NUM
brj-22259	200	16	%	%	NOUN
brj-22259	200	17	(	(	PUNCT
brj-22259	200	18	w	w	NOUN
brj-22259	200	19	/	/	SYM
brj-22259	200	20	w	w	NOUN
brj-22259	200	21	)	)	PUNCT
brj-22259	200	22	acid	acid	NOUN
brj-22259	200	23	concentration	concentration	NOUN
brj-22259	200	24	was	be	AUX
brj-22259	200	25	the	the	DET
brj-22259	200	26	limit	limit	NOUN
brj-22259	200	27	for	for	ADP
brj-22259	200	28	this	this	DET
brj-22259	200	29	increase	increase	NOUN
brj-22259	200	30	.	.	PUNCT
brj-22259	201	1	an	an	DET
brj-22259	201	2	increase	increase	NOUN
brj-22259	201	3	in	in	ADP
brj-22259	201	4	fse	fse	PROPN
brj-22259	201	5	was	be	AUX
brj-22259	201	6	observed	observe	VERB
brj-22259	201	7	with	with	ADP
brj-22259	201	8	an	an	DET
brj-22259	201	9	increase	increase	NOUN
brj-22259	201	10	in	in	ADP
brj-22259	201	11	acid	acid	NOUN
brj-22259	201	12	concentration	concentration	NOUN
brj-22259	201	13	(	(	PUNCT
brj-22259	201	14	up	up	ADP
brj-22259	201	15	to	to	PART
brj-22259	201	16	1.5	1.5	NUM
brj-22259	201	17	%	%	NOUN
brj-22259	201	18	,	,	PUNCT
brj-22259	201	19	w	w	PROPN
brj-22259	201	20	/	/	SYM
brj-22259	201	21	w	w	NOUN
brj-22259	201	22	)	)	PUNCT
brj-22259	201	23	and	and	CCONJ
brj-22259	201	24	pressure	pressure	NOUN
brj-22259	201	25	(	(	PUNCT
brj-22259	201	26	up	up	ADP
brj-22259	201	27	to	to	PART
brj-22259	201	28	12	12	NUM
brj-22259	201	29	bar	bar	NOUN
brj-22259	201	30	)	)	PUNCT
brj-22259	201	31	(	(	PUNCT
brj-22259	201	32	fig	fig	NOUN
brj-22259	201	33	.	.	PUNCT
brj-22259	202	1	1	1	NUM
brj-22259	202	2	g	g	NOUN
brj-22259	202	3	)	)	PUNCT
brj-22259	202	4	.	.	PUNCT
brj-22259	203	1	the	the	DET
brj-22259	203	2	highest	high	ADJ
brj-22259	203	3	acid	acid	NOUN
brj-22259	203	4	concentration	concentration	NOUN
brj-22259	203	5	minimized	minimize	VERB
brj-22259	203	6	the	the	DET
brj-22259	203	7	fse	fse	PROPN
brj-22259	203	8	at	at	ADP
brj-22259	203	9	the	the	DET
brj-22259	203	10	highest	high	ADJ
brj-22259	203	11	pressure	pressure	NOUN
brj-22259	203	12	(	(	PUNCT
brj-22259	203	13	15	15	NUM
brj-22259	203	14	bar	bar	NOUN
brj-22259	203	15	)	)	PUNCT
brj-22259	203	16	due	due	ADP
brj-22259	203	17	to	to	ADP
brj-22259	203	18	sugar	sugar	NOUN
brj-22259	203	19	dehydration	dehydration	NOUN
brj-22259	203	20	(	(	PUNCT
brj-22259	203	21	fig	fig	NOUN
brj-22259	203	22	.	.	PUNCT
brj-22259	204	1	1	1	NUM
brj-22259	204	2	g	g	NOUN
brj-22259	204	3	)	)	PUNCT
brj-22259	204	4	.	.	PUNCT
brj-22259	205	1	this	this	DET
brj-22259	205	2	result	result	NOUN
brj-22259	205	3	agrees	agree	VERB
brj-22259	205	4	with	with	ADP
brj-22259	205	5	mikulski	mikulski	NOUN
brj-22259	205	6	and	and	CCONJ
brj-22259	205	7	klosowski	klosowski	PROPN
brj-22259	205	8	(	(	PUNCT
brj-22259	205	9	2020	2020	NUM
brj-22259	205	10	)	)	PUNCT
brj-22259	205	11	,	,	PUNCT
brj-22259	205	12	who	who	PRON
brj-22259	205	13	also	also	ADV
brj-22259	205	14	observed	observe	VERB
brj-22259	205	15	that	that	SCONJ
brj-22259	205	16	sugar	sugar	NOUN
brj-22259	205	17	dehydration	dehydration	NOUN
brj-22259	205	18	was	be	AUX
brj-22259	205	19	highly	highly	ADV
brj-22259	205	20	dependent	dependent	ADJ
brj-22259	205	21	on	on	ADP
brj-22259	205	22	pressure	pressure	NOUN
brj-22259	205	23	(	(	PUNCT
brj-22259	205	24	54	54	NUM
brj-22259	205	25	to	to	PART
brj-22259	205	26	152	152	NUM
brj-22259	205	27	psi	psi	NOUN
brj-22259	205	28	)	)	PUNCT
brj-22259	205	29	.	.	PUNCT
brj-22259	206	1	ann	ann	PROPN
brj-22259	206	2	modeling	model	VERB
brj-22259	206	3	a	a	DET
brj-22259	206	4	total	total	ADJ
brj-22259	206	5	number	number	NOUN
brj-22259	206	6	of	of	ADP
brj-22259	206	7	22	22	NUM
brj-22259	206	8	anns	anns	NOUN
brj-22259	206	9	models	model	NOUN
brj-22259	206	10	were	be	AUX
brj-22259	206	11	built	build	VERB
brj-22259	206	12	and	and	CCONJ
brj-22259	206	13	divided	divide	VERB
brj-22259	206	14	into	into	ADP
brj-22259	206	15	four	four	NUM
brj-22259	206	16	groups	group	NOUN
brj-22259	206	17	:	:	PUNCT
brj-22259	206	18	(	(	PUNCT
brj-22259	206	19	1	1	X
brj-22259	206	20	)	)	PUNCT
brj-22259	206	21	mlp	mlp	NOUN
brj-22259	206	22	with	with	ADP
brj-22259	206	23	3	3	NUM
brj-22259	206	24	to	to	PART
brj-22259	206	25	9	9	NUM
brj-22259	206	26	neurons	neuron	NOUN
brj-22259	206	27	in	in	ADP
brj-22259	206	28	one	one	NUM
brj-22259	206	29	hidden	hide	VERB
brj-22259	206	30	layer	layer	NOUN
brj-22259	206	31	at	at	ADP
brj-22259	206	32	a	a	DET
brj-22259	206	33	learning	learning	NOUN
brj-22259	206	34	rate	rate	NOUN
brj-22259	206	35	of	of	ADP
brj-22259	206	36	0.1	0.1	NUM
brj-22259	206	37	,	,	PUNCT
brj-22259	206	38	(	(	PUNCT
brj-22259	206	39	2	2	X
brj-22259	206	40	)	)	PUNCT
brj-22259	206	41	mlp	mlp	NOUN
brj-22259	206	42	with	with	ADP
brj-22259	206	43	3	3	NUM
brj-22259	206	44	to	to	PART
brj-22259	206	45	9	9	NUM
brj-22259	206	46	neurons	neuron	NOUN
brj-22259	206	47	in	in	ADP
brj-22259	206	48	one	one	NUM
brj-22259	206	49	hidden	hide	VERB
brj-22259	206	50	layer	layer	NOUN
brj-22259	206	51	at	at	ADP
brj-22259	206	52	a	a	DET
brj-22259	206	53	learning	learning	NOUN
brj-22259	206	54	rate	rate	NOUN
brj-22259	206	55	of	of	ADP
brj-22259	206	56	0.01	0.01	NUM
brj-22259	206	57	,	,	PUNCT
brj-22259	206	58	(	(	PUNCT
brj-22259	206	59	3	3	X
brj-22259	206	60	)	)	PUNCT
brj-22259	206	61	mlp	mlp	NOUN
brj-22259	206	62	with	with	ADP
brj-22259	206	63	3	3	NUM
brj-22259	206	64	to	to	PART
brj-22259	206	65	6	6	NUM
brj-22259	206	66	in	in	ADP
brj-22259	206	67	two	two	NUM
brj-22259	206	68	hidden	hidden	ADJ
brj-22259	206	69	layers	layer	NOUN
brj-22259	206	70	at	at	ADP
brj-22259	206	71	a	a	DET
brj-22259	206	72	learning	learning	NOUN
brj-22259	206	73	rate	rate	NOUN
brj-22259	206	74	of	of	ADP
brj-22259	206	75	0.1	0.1	NUM
brj-22259	206	76	,	,	PUNCT
brj-22259	206	77	(	(	PUNCT
brj-22259	206	78	4	4	X
brj-22259	206	79	)	)	PUNCT
brj-22259	206	80	mlp	mlp	NOUN
brj-22259	206	81	with	with	ADP
brj-22259	206	82	3	3	NUM
brj-22259	206	83	to	to	ADP
brj-22259	206	84	9	9	NUM
brj-22259	206	85	in	in	ADP
brj-22259	206	86	two	two	NUM
brj-22259	206	87	hidden	hidden	ADJ
brj-22259	206	88	layers	layer	NOUN
brj-22259	206	89	at	at	ADP
brj-22259	206	90	a	a	DET
brj-22259	206	91	learning	learning	NOUN
brj-22259	206	92	rate	rate	NOUN
brj-22259	206	93	of	of	ADP
brj-22259	206	94	0.01	0.01	NUM
brj-22259	206	95	(	(	PUNCT
brj-22259	206	96	table	table	NOUN
brj-22259	206	97	3	3	NUM
brj-22259	206	98	)	)	PUNCT
brj-22259	206	99	.	.	PUNCT
brj-22259	207	1	the	the	DET
brj-22259	207	2	ann	ann	PROPN
brj-22259	207	3	model	model	NOUN
brj-22259	207	4	was	be	AUX
brj-22259	207	5	run	run	VERB
brj-22259	207	6	at	at	ADP
brj-22259	207	7	various	various	ADJ
brj-22259	207	8	learning	learning	NOUN
brj-22259	207	9	rates	rate	NOUN
brj-22259	207	10	and	and	CCONJ
brj-22259	207	11	in	in	ADP
brj-22259	207	12	hidden	hidden	ADJ
brj-22259	207	13	layers	layer	NOUN
brj-22259	207	14	to	to	PART
brj-22259	207	15	determine	determine	VERB
brj-22259	207	16	the	the	DET
brj-22259	207	17	power	power	NOUN
brj-22259	207	18	of	of	ADP
brj-22259	207	19	the	the	DET
brj-22259	207	20	model	model	NOUN
brj-22259	207	21	.	.	PUNCT
brj-22259	208	1	different	different	ADJ
brj-22259	208	2	ann	ann	PROPN
brj-22259	208	3	topologies	topology	NOUN
brj-22259	208	4	were	be	AUX
brj-22259	208	5	summarized	summarize	VERB
brj-22259	208	6	in	in	ADP
brj-22259	208	7	table	table	NOUN
brj-22259	208	8	3	3	NUM
brj-22259	208	9	.	.	PUNCT
brj-22259	208	10	table	table	NOUN
brj-22259	208	11	3	3	NUM
brj-22259	208	12	shows	show	VERB
brj-22259	208	13	that	that	SCONJ
brj-22259	208	14	the	the	DET
brj-22259	208	15	4	4	NUM
brj-22259	208	16	-	-	SYM
brj-22259	208	17	9	9	NUM
brj-22259	208	18	-	-	SYM
brj-22259	208	19	1	1	NUM
brj-22259	208	20	topology	topology	NOUN
brj-22259	208	21	was	be	AUX
brj-22259	208	22	the	the	DET
brj-22259	208	23	best	good	ADJ
brj-22259	208	24	with	with	ADP
brj-22259	208	25	minimum	minimum	ADJ
brj-22259	208	26	rmse	rmse	NOUN
brj-22259	208	27	and	and	CCONJ
brj-22259	208	28	maximum	maximum	ADJ
brj-22259	208	29	r2	r2	PROPN
brj-22259	208	30	values	value	NOUN
brj-22259	208	31	.	.	PUNCT
brj-22259	209	1	in	in	ADP
brj-22259	209	2	the	the	DET
brj-22259	209	3	case	case	NOUN
brj-22259	209	4	of	of	ADP
brj-22259	209	5	the	the	DET
brj-22259	209	6	training	training	NOUN
brj-22259	209	7	data	datum	NOUN
brj-22259	209	8	set	set	VERB
brj-22259	209	9	,	,	PUNCT
brj-22259	209	10	r2	r2	PROPN
brj-22259	209	11	and	and	CCONJ
brj-22259	209	12	rmse	rmse	ADJ
brj-22259	209	13	values	value	NOUN
brj-22259	209	14	were	be	AUX
brj-22259	209	15	0.982	0.982	NUM
brj-22259	209	16	and	and	CCONJ
brj-22259	209	17	11.497	11.497	NUM
brj-22259	209	18	,	,	PUNCT
brj-22259	209	19	respectively	respectively	ADV
brj-22259	209	20	,	,	PUNCT
brj-22259	209	21	whereas	whereas	SCONJ
brj-22259	209	22	for	for	ADP
brj-22259	209	23	validating	validate	VERB
brj-22259	209	24	data	datum	NOUN
brj-22259	209	25	set	set	NOUN
brj-22259	209	26	,	,	PUNCT
brj-22259	209	27	r2	r2	PROPN
brj-22259	209	28	and	and	CCONJ
brj-22259	209	29	rmse	rmse	ADJ
brj-22259	209	30	values	value	NOUN
brj-22259	209	31	were	be	AUX
brj-22259	209	32	0.994	0.994	NUM
brj-22259	209	33	and	and	CCONJ
brj-22259	209	34	5.929	5.929	NUM
brj-22259	209	35	,	,	PUNCT
brj-22259	209	36	respectively	respectively	ADV
brj-22259	209	37	(	(	PUNCT
brj-22259	209	38	table	table	NOUN
brj-22259	209	39	3	3	NUM
brj-22259	209	40	)	)	PUNCT
brj-22259	209	41	.	.	PUNCT
brj-22259	210	1	table	table	NOUN
brj-22259	210	2	3	3	NUM
brj-22259	210	3	.	.	PUNCT
brj-22259	210	4	performance	performance	NOUN
brj-22259	210	5	indices	index	NOUN
brj-22259	210	6	of	of	ADP
brj-22259	210	7	various	various	ADJ
brj-22259	210	8	approaches	approach	NOUN
brj-22259	210	9	for	for	ADP
brj-22259	210	10	predicting	predict	VERB
brj-22259	210	11	output	output	NOUN
brj-22259	210	12	using	use	VERB
brj-22259	210	13	ann	ann	PROPN
brj-22259	210	14	with	with	ADP
brj-22259	210	15	learning	learn	VERB
brj-22259	210	16	rate	rate	NOUN
brj-22259	210	17	0.1	0.1	NUM
brj-22259	210	18	items	item	NOUN
brj-22259	210	19	activation	activation	NOUN
brj-22259	210	20	function	function	NOUN
brj-22259	210	21	training	training	NOUN
brj-22259	210	22	function	function	NOUN
brj-22259	210	23	neurons	neuron	NOUN
brj-22259	210	24	in	in	ADP
brj-22259	210	25	hidden	hide	VERB
brj-22259	210	26	layer	layer	NOUN
brj-22259	210	27	training	training	NOUN
brj-22259	210	28	rmse	rmse	NOUN
brj-22259	210	29	training	training	NOUN
brj-22259	210	30	r2	r2	PROPN
brj-22259	210	31	validation	validation	PROPN
brj-22259	210	32	rmse	rmse	PROPN
brj-22259	210	33	validation	validation	NOUN
brj-22259	210	34	r2	r2	PROPN
brj-22259	210	35	one	one	NUM
brj-22259	210	36	hidden	hide	VERB
brj-22259	210	37	layer	layer	NOUN
brj-22259	210	38	topology	topology	NOUN
brj-22259	210	39	tansig	tansig	PROPN
brj-22259	210	40	trainlm	trainlm	VERB
brj-22259	210	41	3	3	NUM
brj-22259	210	42	23.003	23.003	NUM
brj-22259	210	43	0.927	0.927	NUM
brj-22259	210	44	20.455	20.455	NUM
brj-22259	210	45	0.942	0.942	NUM
brj-22259	210	46	tansig	tansig	NOUN
brj-22259	210	47	trainlm	trainlm	NOUN
brj-22259	210	48	4	4	NUM
brj-22259	210	49	15.217	15.217	NUM
brj-22259	210	50	0.967	0.967	NUM
brj-22259	210	51	17.449	17.449	NUM
brj-22259	210	52	0.962	0.962	NUM
brj-22259	210	53	tansig	tansig	NOUN
brj-22259	210	54	trainlm	trainlm	NOUN
brj-22259	210	55	5	5	NUM
brj-22259	210	56	8.165	8.165	NUM
brj-22259	210	57	0.991	0.991	NUM
brj-22259	210	58	17.454	17.454	NUM
brj-22259	210	59	0.958	0.958	NUM
brj-22259	210	60	tansig	tansig	NOUN
brj-22259	210	61	trainlm	trainlm	NOUN
brj-22259	210	62	6	6	NUM
brj-22259	211	1	11.273	11.273	NUM
brj-22259	211	2	0.983	0.983	NUM
brj-22259	211	3	8.032	8.032	NUM
brj-22259	211	4	0.989	0.989	NUM
brj-22259	211	5	tansig	tansig	NOUN
brj-22259	211	6	trainlm	trainlm	NOUN
brj-22259	211	7	7	7	NUM
brj-22259	211	8	9.959	9.959	NUM
brj-22259	211	9	0.986	0.986	NUM
brj-22259	211	10	13.181	13.181	NUM
brj-22259	211	11	0.978	0.978	NUM
brj-22259	211	12	tansig	tansig	NOUN
brj-22259	211	13	trainlm	trainlm	NOUN
brj-22259	211	14	8	8	NUM
brj-22259	211	15	11.851	11.851	NUM
brj-22259	211	16	0.981	0.981	NUM
brj-22259	211	17	6.606	6.606	NUM
brj-22259	211	18	0.993	0.993	NUM
brj-22259	211	19	tansig	tansig	PRON
brj-22259	211	20	trainlm	trainlm	NOUN
brj-22259	211	21	9	9	NUM
brj-22259	212	1	11.497	11.497	NUM
brj-22259	212	2	0.982	0.982	NUM
brj-22259	212	3	5.929	5.929	NUM
brj-22259	212	4	0.994	0.994	NUM
brj-22259	212	5	two	two	NUM
brj-22259	212	6	hidden	hide	VERB
brj-22259	212	7	layer	layer	NOUN
brj-22259	212	8	topology	topology	NOUN
brj-22259	212	9	tansig	tansig	PROPN
brj-22259	212	10	trainlm	trainlm	VERB
brj-22259	212	11	3	3	NUM
brj-22259	212	12	14.122	14.122	NUM
brj-22259	212	13	0.972	0.972	NUM
brj-22259	212	14	28.129	28.129	NUM
brj-22259	212	15	0.890	0.890	NUM
brj-22259	212	16	tansig	tansig	PROPN
brj-22259	212	17	trainlm	trainlm	NOUN
brj-22259	212	18	4	4	NUM
brj-22259	213	1	9.042	9.042	NUM
brj-22259	213	2	0.988	0.988	NUM
brj-22259	213	3	17.855	17.855	NUM
brj-22259	213	4	0.956	0.956	NUM
brj-22259	213	5	tansig	tansig	NOUN
brj-22259	213	6	trainlm	trainlm	NOUN
brj-22259	213	7	5	5	NUM
brj-22259	213	8	8.116	8.116	NUM
brj-22259	213	9	0.991	0.991	NUM
brj-22259	213	10	17.491	17.491	NUM
brj-22259	213	11	0.958	0.958	NUM
brj-22259	213	12	tansig	tansig	NOUN
brj-22259	213	13	trainlm	trainlm	NOUN
brj-22259	213	14	6	6	NUM
brj-22259	213	15	11.625	11.625	NUM
brj-22259	213	16	0.982	0.982	NUM
brj-22259	213	17	7.023	7.023	NUM
brj-22259	213	18	0.992	0.992	NUM
brj-22259	213	19	peer	peer	NOUN
brj-22259	213	20	-	-	PUNCT
brj-22259	213	21	reviewed	review	VERB
brj-22259	213	22	article	article	NOUN
brj-22259	213	23	bioresources.com	bioresources.com	X
brj-22259	213	24	uzuner	uzuner	NOUN
brj-22259	213	25	et	et	PROPN
brj-22259	213	26	al	al	PROPN
brj-22259	213	27	.	.	PROPN
brj-22259	213	28	(	(	PUNCT
brj-22259	213	29	2023	2023	NUM
brj-22259	213	30	)	)	PUNCT
brj-22259	213	31	.	.	PUNCT
brj-22259	214	1	“	"	PUNCT
brj-22259	214	2	microwave	microwave	NOUN
brj-22259	214	3	&	&	CCONJ
brj-22259	214	4	pretreatment	pretreatment	NOUN
brj-22259	214	5	,	,	PUNCT
brj-22259	214	6	”	"	PUNCT
brj-22259	214	7	bioresources	bioresource	NOUN
brj-22259	214	8	18(1	18(1	NOUN
brj-22259	214	9	)	)	PUNCT
brj-22259	214	10	,	,	PUNCT
brj-22259	214	11	613	613	NUM
brj-22259	214	12	-	-	SYM
brj-22259	214	13	628	628	NUM
brj-22259	214	14	.	.	PUNCT
brj-22259	215	1	623	623	NUM
brj-22259	215	2	comparison	comparison	NOUN
brj-22259	215	3	of	of	ADP
brj-22259	215	4	bbd	bbd	PROPN
brj-22259	215	5	-	-	PUNCT
brj-22259	215	6	based	base	VERB
brj-22259	215	7	linear	linear	PROPN
brj-22259	215	8	,	,	PUNCT
brj-22259	215	9	quadratic	quadratic	ADJ
brj-22259	215	10	,	,	PUNCT
brj-22259	215	11	cubic	cubic	ADJ
brj-22259	215	12	,	,	PUNCT
brj-22259	215	13	and	and	CCONJ
brj-22259	215	14	ann	ann	PROPN
brj-22259	215	15	models	model	VERB
brj-22259	215	16	the	the	DET
brj-22259	215	17	best	well	ADV
brj-22259	215	18	fit	fit	ADJ
brj-22259	215	19	bbd	bbd	NOUN
brj-22259	215	20	-	-	PUNCT
brj-22259	215	21	based	base	VERB
brj-22259	215	22	models	model	NOUN
brj-22259	215	23	of	of	ADP
brj-22259	215	24	fse	fse	PROPN
brj-22259	215	25	through	through	ADP
brj-22259	215	26	the	the	DET
brj-22259	215	27	mw	mw	PROPN
brj-22259	215	28	-	-	ADJ
brj-22259	215	29	da	da	ADJ
brj-22259	215	30	pretreatment	pretreatment	NOUN
brj-22259	215	31	process	process	NOUN
brj-22259	215	32	are	be	AUX
brj-22259	215	33	presented	present	VERB
brj-22259	215	34	in	in	ADP
brj-22259	215	35	table	table	NOUN
brj-22259	215	36	4	4	NUM
brj-22259	215	37	.	.	PUNCT
brj-22259	216	1	the	the	DET
brj-22259	216	2	most	most	ADV
brj-22259	216	3	important	important	ADJ
brj-22259	216	4	variable	variable	NOUN
brj-22259	216	5	was	be	AUX
brj-22259	216	6	the	the	DET
brj-22259	216	7	temperature	temperature	NOUN
brj-22259	216	8	for	for	ADP
brj-22259	216	9	mlr	mlr	NOUN
brj-22259	216	10	,	,	PUNCT
brj-22259	216	11	quadratic	quadratic	ADJ
brj-22259	216	12	,	,	PUNCT
brj-22259	216	13	and	and	CCONJ
brj-22259	216	14	cubic	cubic	ADJ
brj-22259	216	15	models	model	NOUN
brj-22259	216	16	considering	consider	VERB
brj-22259	216	17	the	the	DET
brj-22259	216	18	magnitude	magnitude	NOUN
brj-22259	216	19	of	of	ADP
brj-22259	216	20	its	its	PRON
brj-22259	216	21	coefficient	coefficient	NOUN
brj-22259	216	22	.	.	PUNCT
brj-22259	217	1	the	the	DET
brj-22259	217	2	degree	degree	NOUN
brj-22259	217	3	of	of	ADP
brj-22259	217	4	efficacy	efficacy	NOUN
brj-22259	217	5	of	of	ADP
brj-22259	217	6	varying	vary	VERB
brj-22259	217	7	mw	mw	NOUN
brj-22259	217	8	-	-	PUNCT
brj-22259	217	9	assisted	assist	VERB
brj-22259	217	10	dilute	dilute	NOUN
brj-22259	217	11	acid	acid	NOUN
brj-22259	217	12	processes	process	NOUN
brj-22259	217	13	on	on	ADP
brj-22259	217	14	the	the	DET
brj-22259	217	15	fse	fse	PROPN
brj-22259	217	16	can	can	AUX
brj-22259	217	17	be	be	AUX
brj-22259	217	18	deduced	deduce	VERB
brj-22259	217	19	by	by	ADP
brj-22259	217	20	comparing	compare	VERB
brj-22259	217	21	the	the	DET
brj-22259	217	22	magnitude	magnitude	NOUN
brj-22259	217	23	of	of	ADP
brj-22259	217	24	the	the	DET
brj-22259	217	25	coefficients	coefficient	NOUN
brj-22259	217	26	of	of	ADP
brj-22259	217	27	the	the	DET
brj-22259	217	28	second	second	ADJ
brj-22259	217	29	-	-	PUNCT
brj-22259	217	30	order	order	NOUN
brj-22259	217	31	model	model	NOUN
brj-22259	217	32	(	(	PUNCT
brj-22259	217	33	table	table	NOUN
brj-22259	217	34	4	4	NUM
brj-22259	217	35	)	)	PUNCT
brj-22259	217	36	.	.	PUNCT
brj-22259	218	1	the	the	DET
brj-22259	218	2	most	most	ADV
brj-22259	218	3	important	important	ADJ
brj-22259	218	4	factor	factor	NOUN
brj-22259	218	5	was	be	AUX
brj-22259	218	6	the	the	DET
brj-22259	218	7	temperature	temperature	NOUN
brj-22259	218	8	with	with	ADP
brj-22259	218	9	the	the	DET
brj-22259	218	10	highest	high	ADJ
brj-22259	218	11	coefficient	coefficient	NOUN
brj-22259	218	12	(	(	PUNCT
brj-22259	218	13	73.85	73.85	NUM
brj-22259	218	14	)	)	PUNCT
brj-22259	218	15	,	,	PUNCT
brj-22259	218	16	followed	follow	VERB
brj-22259	218	17	by	by	ADP
brj-22259	218	18	acid	acid	NOUN
brj-22259	218	19	concentration	concentration	NOUN
brj-22259	218	20	(	(	PUNCT
brj-22259	218	21	44.12	44.12	NUM
brj-22259	218	22	)	)	PUNCT
brj-22259	218	23	,	,	PUNCT
brj-22259	218	24	pretreatment	pretreatment	NOUN
brj-22259	218	25	time	time	NOUN
brj-22259	218	26	(	(	PUNCT
brj-22259	218	27	42.85	42.85	NUM
brj-22259	218	28	)	)	PUNCT
brj-22259	218	29	,	,	PUNCT
brj-22259	218	30	and	and	CCONJ
brj-22259	218	31	pressure	pressure	NOUN
brj-22259	218	32	(	(	PUNCT
brj-22259	218	33	32.60	32.60	NUM
brj-22259	218	34	)	)	PUNCT
brj-22259	218	35	(	(	PUNCT
brj-22259	218	36	table	table	NOUN
brj-22259	218	37	4	4	NUM
brj-22259	218	38	)	)	PUNCT
brj-22259	218	39	.	.	PUNCT
brj-22259	219	1	table	table	NOUN
brj-22259	219	2	4	4	NUM
brj-22259	219	3	.	.	PUNCT
brj-22259	219	4	models	model	NOUN
brj-22259	219	5	for	for	ADP
brj-22259	219	6	mw	mw	ADJ
brj-22259	219	7	-	-	ADJ
brj-22259	219	8	da	da	ADJ
brj-22259	219	9	pretreatment	pretreatment	NOUN
brj-22259	219	10	process	process	NOUN
brj-22259	219	11	using	use	VERB
brj-22259	219	12	bbd	bbd	PROPN
brj-22259	219	13	doe	doe	NOUN
brj-22259	219	14	model	model	NOUN
brj-22259	219	15	levels	level	NOUN
brj-22259	219	16	regression	regression	VERB
brj-22259	219	17	equation	equation	NOUN
brj-22259	219	18	bbd	bbd	PROPN
brj-22259	219	19	mlr	mlr	PROPN
brj-22259	219	20	actual	actual	ADJ
brj-22259	219	21	fse=170.35	fse=170.35	PROPN
brj-22259	219	22	+	+	ADJ
brj-22259	219	23	44.12*dac+32.62*p+73.87*t+42.85*t45.11*dac*t-37.53*p*t	44.12*dac+32.62*p+73.87*t+42.85*t45.11*dac*t-37.53*p*t	NOUN
brj-22259	219	24	quadratic	quadratic	ADJ
brj-22259	219	25	coded	code	VERB
brj-22259	219	26	fse=221.1	fse=221.1	NOUN
brj-22259	219	27	+	+	ADJ
brj-22259	219	28	44.12*dac+32.60*p	44.12*dac+32.60*p	NOUN
brj-22259	219	29	+73.85*t	+73.85*t	X
brj-22259	219	30	+42.85*t46.9*dac2	+42.85*t46.9*dac2	PROPN
brj-22259	219	31	-	-	PUNCT
brj-22259	219	32	40.10*p2	40.10*p2	NUM
brj-22259	219	33	-27.10*t2	-27.10*t2	PROPN
brj-22259	219	34	-45.11*dac*t-37.50*p*t29.20*p*t	-45.11*dac*t-37.50*p*t29.20*p*t	PUNCT
brj-22259	219	35	ann	ann	PROPN
brj-22259	219	36	multiple	multiple	ADJ
brj-22259	219	37	layer	layer	NOUN
brj-22259	219	38	perception	perception	NOUN
brj-22259	219	39	(	(	PUNCT
brj-22259	219	40	mlp	mlp	NOUN
brj-22259	219	41	)	)	PUNCT
brj-22259	219	42	actual	actual	ADJ
brj-22259	220	1	fse=82.83	fse=82.83	NOUN
brj-22259	220	2	+	+	PROPN
brj-22259	220	3	17.44*tanh	17.44*tanh	NUM
brj-22259	220	4	(	(	PUNCT
brj-22259	220	5	21.20	21.20	NUM
brj-22259	220	6	-	-	SYM
brj-22259	220	7	7.77*dac+0.11*p0.097*t+0.093*t)-119.94*tanh	7.77*dac+0.11*p0.097*t+0.093*t)-119.94*tanh	NUM
brj-22259	220	8	(	(	PUNCT
brj-22259	220	9	12.18	12.18	NUM
brj-22259	220	10	+	+	NOUN
brj-22259	220	11	0.98*dac+0.46*p+0.019*t-0.073*t)-32.33	0.98*dac+0.46*p+0.019*t-0.073*t)-32.33	ADJ
brj-22259	220	12	*	*	ADJ
brj-22259	220	13	tanh	tanh	NOUN
brj-22259	220	14	(	(	PUNCT
brj-22259	220	15	12.88	12.88	NUM
brj-22259	220	16	+	+	NOUN
brj-22259	220	17	0.56*dac+0.12*p-0.10*t+0.072*t)+139.96	0.56*dac+0.12*p-0.10*t+0.072*t)+139.96	NOUN
brj-22259	220	18	*	*	ADJ
brj-22259	220	19	tanh	tanh	PROPN
brj-22259	220	20	(	(	PUNCT
brj-22259	220	21	-9.73	-9.73	NUM
brj-22259	220	22	-	-	PUNCT
brj-22259	220	23	0.446*dac+0.400*p-0.028*t+0.122*t)+91.07	0.446*dac+0.400*p-0.028*t+0.122*t)+91.07	NOUN
brj-22259	220	24	*	*	PUNCT
brj-22259	220	25	tanh	tanh	PROPN
brj-22259	220	26	(	(	PUNCT
brj-22259	220	27	-3.32	-3.32	NOUN
brj-22259	220	28	-	-	PUNCT
brj-22259	220	29	0.09*dac+0.218*p-0.00008*t+0.076*t)115.93	0.09*dac+0.218*p-0.00008*t+0.076*t)115.93	NUM
brj-22259	220	30	*	*	PUNCT
brj-22259	220	31	tanh	tanh	PROPN
brj-22259	220	32	(	(	PUNCT
brj-22259	220	33	-0.544	-0.544	NOUN
brj-22259	220	34	-	-	PUNCT
brj-22259	220	35	1.035*dac+0.037*p+0.0089*t0.020*t)+84.17	1.035*dac+0.037*p+0.0089*t0.020*t)+84.17	NUM
brj-22259	220	36	*	*	PUNCT
brj-22259	220	37	tanh	tanh	PROPN
brj-22259	220	38	(	(	PUNCT
brj-22259	220	39	-5.955	-5.955	NOUN
brj-22259	220	40	-	-	PUNCT
brj-22259	220	41	1.905*dac-0.496*p0.087*t-0.003*t)-49.78	1.905*dac-0.496*p0.087*t-0.003*t)-49.78	NOUN
brj-22259	220	42	*	*	PUNCT
brj-22259	220	43	tanh(4.954	tanh(4.954	ADP
brj-22259	220	44	-	-	PUNCT
brj-22259	220	45	2.825*dac-0.246*p0.003*t+0.062*t)+0.465	2.825*dac-0.246*p0.003*t+0.062*t)+0.465	NUM
brj-22259	220	46	*	*	PUNCT
brj-22259	220	47	tanh(3.632	tanh(3.632	PROPN
brj-22259	220	48	+	+	PROPN
brj-22259	220	49	1.019*dac+0.039*p+0.025*t-0.065*t	1.019*dac+0.039*p+0.025*t-0.065*t	NUM
brj-22259	220	50	)	)	PUNCT
brj-22259	220	51	the	the	DET
brj-22259	220	52	best	well	ADV
brj-22259	220	53	-	-	PUNCT
brj-22259	220	54	fit	fit	ADJ
brj-22259	220	55	bbd	bbd	NOUN
brj-22259	220	56	-	-	PUNCT
brj-22259	220	57	based	base	VERB
brj-22259	220	58	quadratic	quadratic	ADJ
brj-22259	220	59	models	model	NOUN
brj-22259	220	60	with	with	ADP
brj-22259	220	61	the	the	DET
brj-22259	220	62	highest	high	ADJ
brj-22259	220	63	r2	r2	NOUN
brj-22259	220	64	and	and	CCONJ
brj-22259	220	65	lowest	low	ADJ
brj-22259	220	66	rmse	rmse	NOUN
brj-22259	220	67	and	and	CCONJ
brj-22259	220	68	aicc	aicc	NOUN
brj-22259	220	69	were	be	AUX
brj-22259	220	70	also	also	ADV
brj-22259	220	71	run	run	VERB
brj-22259	220	72	using	use	VERB
brj-22259	220	73	randomly	randomly	ADV
brj-22259	220	74	generated	generate	VERB
brj-22259	220	75	predictor	predictor	NOUN
brj-22259	220	76	values	value	NOUN
brj-22259	220	77	(	(	PUNCT
brj-22259	220	78	n=100,000	n=100,000	PROPN
brj-22259	220	79	and	and	CCONJ
brj-22259	220	80	54	54	NUM
brj-22259	220	81	)	)	PUNCT
brj-22259	220	82	simulated	simulate	VERB
brj-22259	220	83	by	by	ADP
brj-22259	220	84	monte	monte	PROPN
brj-22259	220	85	-	-	PUNCT
brj-22259	220	86	carlo	carlo	NOUN
brj-22259	220	87	in	in	ADP
brj-22259	220	88	accordance	accordance	NOUN
brj-22259	220	89	with	with	ADP
brj-22259	220	90	predictor	predictor	NOUN
brj-22259	220	91	distributions	distribution	NOUN
brj-22259	220	92	.	.	PUNCT
brj-22259	221	1	fse	fse	PROPN
brj-22259	221	2	did	do	AUX
brj-22259	221	3	not	not	PART
brj-22259	221	4	exhibit	exhibit	VERB
brj-22259	221	5	normal	normal	ADJ
brj-22259	221	6	distribution	distribution	NOUN
brj-22259	221	7	due	due	ADP
brj-22259	221	8	to	to	ADP
brj-22259	221	9	low	low	ADJ
brj-22259	221	10	p	p	NOUN
brj-22259	221	11	value	value	NOUN
brj-22259	221	12	and	and	CCONJ
brj-22259	221	13	high	high	ADJ
brj-22259	221	14	standard	standard	ADJ
brj-22259	221	15	deviations	deviation	NOUN
brj-22259	221	16	(	(	PUNCT
brj-22259	221	17	fig	fig	NOUN
brj-22259	221	18	.	.	PUNCT
brj-22259	221	19	2a	2a	NUM
brj-22259	221	20	)	)	PUNCT
brj-22259	221	21	.	.	PUNCT
brj-22259	222	1	fse	fse	PROPN
brj-22259	222	2	exhibited	exhibit	VERB
brj-22259	222	3	normal	normal	ADJ
brj-22259	222	4	with	with	ADP
brj-22259	222	5	johnson	johnson	PROPN
brj-22259	222	6	transformation	transformation	PROPN
brj-22259	222	7	(	(	PUNCT
brj-22259	222	8	fig	fig	NOUN
brj-22259	222	9	.	.	PUNCT
brj-22259	222	10	2b	2b	NUM
brj-22259	222	11	)	)	PUNCT
brj-22259	222	12	.	.	PUNCT
brj-22259	223	1	the	the	DET
brj-22259	223	2	best	good	ADJ
brj-22259	223	3	fit	fit	ADJ
brj-22259	223	4	bbd	bbd	PROPN
brj-22259	223	5	based	base	VERB
brj-22259	223	6	quadratic	quadratic	ADJ
brj-22259	223	7	model	model	NOUN
brj-22259	223	8	was	be	AUX
brj-22259	223	9	also	also	ADV
brj-22259	223	10	run	run	VERB
brj-22259	223	11	using	use	VERB
brj-22259	223	12	randomly	randomly	ADV
brj-22259	223	13	generated	generate	VERB
brj-22259	223	14	predictor	predictor	NOUN
brj-22259	223	15	values	value	NOUN
brj-22259	223	16	(	(	PUNCT
brj-22259	223	17	n=100,000	n=100,000	PROPN
brj-22259	223	18	)	)	PUNCT
brj-22259	223	19	simulated	simulate	VERB
brj-22259	223	20	by	by	ADP
brj-22259	223	21	monte	monte	PROPN
brj-22259	223	22	carlo	carlo	PROPN
brj-22259	223	23	in	in	ADP
brj-22259	223	24	accordance	accordance	NOUN
brj-22259	223	25	with	with	ADP
brj-22259	223	26	predictor	predictor	NOUN
brj-22259	223	27	distributions	distribution	NOUN
brj-22259	223	28	(	(	PUNCT
brj-22259	223	29	fig	fig	NOUN
brj-22259	223	30	.	.	PUNCT
brj-22259	224	1	2c	2c	NUM
brj-22259	224	2	)	)	PUNCT
brj-22259	224	3	.	.	PUNCT
brj-22259	225	1	the	the	DET
brj-22259	225	2	standard	standard	ADJ
brj-22259	225	3	deviations	deviation	NOUN
brj-22259	225	4	of	of	ADP
brj-22259	225	5	fse	fse	PROPN
brj-22259	225	6	derived	derive	VERB
brj-22259	225	7	from	from	ADP
brj-22259	225	8	the	the	DET
brj-22259	225	9	monte	monte	PROPN
brj-22259	225	10	carlo	carlo	PROPN
brj-22259	225	11	simulation	simulation	PROPN
brj-22259	225	12	were	be	AUX
brj-22259	225	13	also	also	ADV
brj-22259	225	14	lower	low	ADJ
brj-22259	225	15	than	than	ADP
brj-22259	225	16	those	those	PRON
brj-22259	225	17	derived	derive	VERB
brj-22259	225	18	from	from	ADP
brj-22259	225	19	the	the	DET
brj-22259	225	20	experimental	experimental	ADJ
brj-22259	225	21	data	datum	NOUN
brj-22259	225	22	(	(	PUNCT
brj-22259	225	23	fig	fig	NOUN
brj-22259	225	24	.	.	PUNCT
brj-22259	225	25	2c	2c	NUM
brj-22259	225	26	)	)	PUNCT
brj-22259	225	27	.	.	PUNCT
brj-22259	226	1	mean	mean	VERB
brj-22259	226	2	values	value	NOUN
brj-22259	226	3	of	of	ADP
brj-22259	226	4	fse	fse	PROPN
brj-22259	226	5	derived	derive	VERB
brj-22259	226	6	from	from	ADP
brj-22259	226	7	the	the	DET
brj-22259	226	8	experimental	experimental	ADJ
brj-22259	226	9	data	datum	NOUN
brj-22259	226	10	(	(	PUNCT
brj-22259	226	11	fig	fig	NOUN
brj-22259	226	12	.	.	PUNCT
brj-22259	226	13	2b	2b	NOUN
brj-22259	226	14	)	)	PUNCT
brj-22259	226	15	were	be	AUX
brj-22259	226	16	in	in	ADP
brj-22259	226	17	close	close	ADJ
brj-22259	226	18	agreement	agreement	NOUN
brj-22259	226	19	with	with	ADP
brj-22259	226	20	those	those	PRON
brj-22259	226	21	derived	derive	VERB
brj-22259	226	22	from	from	ADP
brj-22259	226	23	the	the	DET
brj-22259	226	24	monte	monte	PROPN
brj-22259	226	25	carlo	carlo	PROPN
brj-22259	226	26	simulations	simulation	NOUN
brj-22259	226	27	(	(	PUNCT
brj-22259	226	28	fig	fig	NOUN
brj-22259	226	29	.	.	PUNCT
brj-22259	226	30	2c	2c	NUM
brj-22259	226	31	)	)	PUNCT
brj-22259	226	32	.	.	PUNCT
brj-22259	227	1	suitable	suitable	ADJ
brj-22259	227	2	linear	linear	PROPN
brj-22259	227	3	,	,	PUNCT
brj-22259	227	4	quadratic	quadratic	ADJ
brj-22259	227	5	,	,	PUNCT
brj-22259	227	6	cubic	cubic	ADJ
brj-22259	227	7	,	,	PUNCT
brj-22259	227	8	and	and	CCONJ
brj-22259	227	9	ann	ann	PROPN
brj-22259	227	10	models	model	NOUN
brj-22259	227	11	for	for	ADP
brj-22259	227	12	fse	fse	PROPN
brj-22259	227	13	as	as	ADP
brj-22259	227	14	a	a	DET
brj-22259	227	15	function	function	NOUN
brj-22259	227	16	of	of	ADP
brj-22259	227	17	acid	acid	ADJ
brj-22259	227	18	concentration	concentration	NOUN
brj-22259	227	19	,	,	PUNCT
brj-22259	227	20	pressure	pressure	NOUN
brj-22259	227	21	,	,	PUNCT
brj-22259	227	22	temperature	temperature	NOUN
brj-22259	227	23	,	,	PUNCT
brj-22259	227	24	and	and	CCONJ
brj-22259	227	25	time	time	NOUN
brj-22259	227	26	were	be	AUX
brj-22259	227	27	determined	determine	VERB
brj-22259	227	28	in	in	ADP
brj-22259	227	29	terms	term	NOUN
brj-22259	227	30	of	of	ADP
brj-22259	227	31	coefficient	coefficient	NOUN
brj-22259	227	32	of	of	ADP
brj-22259	227	33	determination	determination	NOUN
brj-22259	227	34	(	(	PUNCT
brj-22259	227	35	r2	r2	PROPN
brj-22259	227	36	)	)	PUNCT
brj-22259	227	37	,	,	PUNCT
brj-22259	227	38	aicc	aicc	NOUN
brj-22259	227	39	,	,	PUNCT
brj-22259	227	40	and	and	CCONJ
brj-22259	227	41	rmse	rmse	ADV
brj-22259	227	42	by	by	ADP
brj-22259	227	43	jmp	jmp	PROPN
brj-22259	227	44	15.0.1	15.0.1	NUM
brj-22259	227	45	.	.	PUNCT
brj-22259	228	1	the	the	DET
brj-22259	228	2	ann	ann	PROPN
brj-22259	228	3	model	model	NOUN
brj-22259	228	4	was	be	AUX
brj-22259	228	5	chosen	choose	VERB
brj-22259	228	6	based	base	VERB
brj-22259	228	7	on	on	ADP
brj-22259	228	8	r2	r2	PROPN
brj-22259	228	9	,	,	PUNCT
brj-22259	228	10	aicc	aicc	NOUN
brj-22259	228	11	,	,	PUNCT
brj-22259	228	12	and	and	CCONJ
brj-22259	228	13	rmse	rmse	ADJ
brj-22259	228	14	values	value	NOUN
brj-22259	228	15	for	for	ADP
brj-22259	228	16	the	the	DET
brj-22259	228	17	response	response	NOUN
brj-22259	228	18	of	of	ADP
brj-22259	228	19	fse	fse	PROPN
brj-22259	228	20	.	.	PUNCT
brj-22259	229	1	r2	r2	PROPN
brj-22259	229	2	,	,	PUNCT
brj-22259	229	3	aicc	aicc	NOUN
brj-22259	229	4	,	,	PUNCT
brj-22259	229	5	and	and	CCONJ
brj-22259	229	6	rmse	rmse	NOUN
brj-22259	229	7	were	be	AUX
brj-22259	229	8	0.99	0.99	NUM
brj-22259	229	9	,	,	PUNCT
brj-22259	229	10	79.98	79.98	NUM
brj-22259	229	11	,	,	PUNCT
brj-22259	229	12	and	and	CCONJ
brj-22259	229	13	5.92	5.92	NUM
brj-22259	229	14	respectively	respectively	ADV
brj-22259	229	15	for	for	ADP
brj-22259	229	16	the	the	DET
brj-22259	229	17	ann	ann	PROPN
brj-22259	229	18	model	model	NOUN
brj-22259	229	19	(	(	PUNCT
brj-22259	229	20	table	table	NOUN
brj-22259	229	21	5	5	NUM
brj-22259	229	22	)	)	PUNCT
brj-22259	229	23	.	.	PUNCT
brj-22259	230	1	peer	peer	NOUN
brj-22259	230	2	-	-	PUNCT
brj-22259	230	3	reviewed	review	VERB
brj-22259	230	4	article	article	NOUN
brj-22259	230	5	bioresources.com	bioresources.com	X
brj-22259	230	6	uzuner	uzuner	NOUN
brj-22259	230	7	et	et	PROPN
brj-22259	230	8	al	al	PROPN
brj-22259	230	9	.	.	PROPN
brj-22259	230	10	(	(	PUNCT
brj-22259	230	11	2023	2023	NUM
brj-22259	230	12	)	)	PUNCT
brj-22259	230	13	.	.	PUNCT
brj-22259	231	1	“	"	PUNCT
brj-22259	231	2	microwave	microwave	NOUN
brj-22259	231	3	&	&	CCONJ
brj-22259	231	4	pretreatment	pretreatment	NOUN
brj-22259	231	5	,	,	PUNCT
brj-22259	231	6	”	"	PUNCT
brj-22259	231	7	bioresources	bioresource	NOUN
brj-22259	231	8	18(1	18(1	NOUN
brj-22259	231	9	)	)	PUNCT
brj-22259	231	10	,	,	PUNCT
brj-22259	231	11	613	613	NUM
brj-22259	231	12	-	-	SYM
brj-22259	231	13	628	628	NUM
brj-22259	231	14	.	.	PUNCT
brj-22259	232	1	624	624	NUM
brj-22259	232	2	fig	fig	NOUN
brj-22259	232	3	.	.	PUNCT
brj-22259	233	1	2	2	X
brj-22259	233	2	.	.	X
brj-22259	233	3	normal	normal	ADJ
brj-22259	233	4	distributive	distributive	ADJ
brj-22259	233	5	function	function	NOUN
brj-22259	233	6	of	of	ADP
brj-22259	233	7	fse	fse	PROPN
brj-22259	233	8	(	(	PUNCT
brj-22259	233	9	mg	mg	PROPN
brj-22259	233	10	/	/	SYM
brj-22259	233	11	g	g	NOUN
brj-22259	233	12	)	)	PUNCT
brj-22259	233	13	of	of	ADP
brj-22259	233	14	da	da	ADJ
brj-22259	233	15	-	-	PUNCT
brj-22259	233	16	mw	mw	ADJ
brj-22259	233	17	pretreatment	pretreatment	NOUN
brj-22259	233	18	process	process	NOUN
brj-22259	233	19	a	a	NOUN
brj-22259	233	20	)	)	PUNCT
brj-22259	233	21	as	as	ADP
brj-22259	233	22	a	a	DET
brj-22259	233	23	result	result	NOUN
brj-22259	233	24	of	of	ADP
brj-22259	233	25	regression	regression	NOUN
brj-22259	233	26	(	(	PUNCT
brj-22259	233	27	n=54	n=54	PROPN
brj-22259	233	28	)	)	PUNCT
brj-22259	233	29	,	,	PUNCT
brj-22259	233	30	b	b	X
brj-22259	233	31	)	)	PUNCT
brj-22259	233	32	as	as	ADP
brj-22259	233	33	a	a	DET
brj-22259	233	34	result	result	NOUN
brj-22259	233	35	of	of	ADP
brj-22259	233	36	monte	monte	PROPN
brj-22259	233	37	carlo	carlo	PROPN
brj-22259	233	38	simulations	simulation	NOUN
brj-22259	233	39	(	(	PUNCT
brj-22259	233	40	n=54	n=54	PROPN
brj-22259	233	41	)	)	PUNCT
brj-22259	233	42	,	,	PUNCT
brj-22259	233	43	c	c	X
brj-22259	233	44	)	)	PUNCT
brj-22259	233	45	as	as	ADP
brj-22259	233	46	a	a	DET
brj-22259	233	47	result	result	NOUN
brj-22259	233	48	of	of	ADP
brj-22259	233	49	monte	monte	PROPN
brj-22259	233	50	carlo	carlo	PROPN
brj-22259	233	51	simulations	simulation	NOUN
brj-22259	233	52	(	(	PUNCT
brj-22259	233	53	n=100,000	n=100,000	NOUN
brj-22259	233	54	)	)	PUNCT
brj-22259	233	55	table	table	NOUN
brj-22259	233	56	5	5	NUM
brj-22259	233	57	.	.	PUNCT
brj-22259	234	1	regression	regression	NOUN
brj-22259	234	2	and	and	CCONJ
brj-22259	234	3	ann	ann	NOUN
brj-22259	234	4	models	model	NOUN
brj-22259	234	5	and	and	CCONJ
brj-22259	234	6	criterions	criterion	NOUN
brj-22259	234	7	doe	doe	NOUN
brj-22259	234	8	bbd	bbd	PROPN
brj-22259	234	9	model	model	NOUN
brj-22259	234	10	mlr	mlr	PROPN
brj-22259	234	11	quadratic	quadratic	PROPN
brj-22259	234	12	ann	ann	PROPN
brj-22259	234	13	significant	significant	ADJ
brj-22259	234	14	terms	term	NOUN
brj-22259	234	15	linear	linear	VERB
brj-22259	234	16	dac	dac	PROPN
brj-22259	234	17	,	,	PUNCT
brj-22259	234	18	t	t	PROPN
brj-22259	234	19	,	,	PUNCT
brj-22259	234	20	p	p	X
brj-22259	234	21	,	,	PUNCT
brj-22259	234	22	t	t	PROPN
brj-22259	234	23	dac	dac	PROPN
brj-22259	234	24	,	,	PUNCT
brj-22259	234	25	t	t	PROPN
brj-22259	234	26	,	,	PUNCT
brj-22259	234	27	p	p	X
brj-22259	234	28	,	,	PUNCT
brj-22259	234	29	t	t	PROPN
brj-22259	234	30	dac	dac	PROPN
brj-22259	234	31	,	,	PUNCT
brj-22259	234	32	t	t	PROPN
brj-22259	234	33	,	,	PUNCT
brj-22259	234	34	p	p	X
brj-22259	234	35	,	,	PUNCT
brj-22259	234	36	t	t	PROPN
brj-22259	234	37	quadratic	quadratic	ADJ
brj-22259	234	38	dac2,p2,t2	dac2,p2,t2	PROPN
brj-22259	234	39	interaction	interaction	NOUN
brj-22259	234	40	dac*t	dac*t	PROPN
brj-22259	234	41	,	,	PUNCT
brj-22259	234	42	p*t	p*t	PROPN
brj-22259	234	43	dac*t	dac*t	PROPN
brj-22259	234	44	,	,	PUNCT
brj-22259	234	45	p*t	p*t	PROPN
brj-22259	234	46	,	,	PUNCT
brj-22259	235	1	p*t	p*t	ADJ
brj-22259	235	2	criterion	criterion	NOUN
brj-22259	235	3	r2	r2	PROPN
brj-22259	235	4	k	k	NOUN
brj-22259	235	5	-	-	PROPN
brj-22259	235	6	fold	fold	VERB
brj-22259	235	7	0.62	0.62	NUM
brj-22259	235	8	0.71	0.71	NUM
brj-22259	235	9	aicc	aicc	NOUN
brj-22259	235	10	585.99	585.99	NUM
brj-22259	235	11	573.94	573.94	NUM
brj-22259	235	12	79.98	79.98	NUM
brj-22259	235	13	r2	r2	NOUN
brj-22259	235	14	0.72	0.72	NUM
brj-22259	235	15	0.84	0.84	NUM
brj-22259	235	16	0.99	0.99	NUM
brj-22259	235	17	r2	r2	NOUN
brj-22259	235	18	adj	adj	ADP
brj-22259	235	19	0.68	0.68	NUM
brj-22259	235	20	0.79	0.79	NUM
brj-22259	235	21	rmse	rmse	NOUN
brj-22259	235	22	48.55	48.55	NUM
brj-22259	235	23	39.41	39.41	NUM
brj-22259	235	24	5.92	5.92	NUM
brj-22259	235	25	cv,%	cv,%	ADJ
brj-22259	235	26	37.99	37.99	NUM
brj-22259	235	27	5.08	5.08	NUM
brj-22259	235	28	1.69	1.69	NUM
brj-22259	235	29	optimization	optimization	NOUN
brj-22259	235	30	of	of	ADP
brj-22259	235	31	da	da	ADJ
brj-22259	235	32	-	-	PUNCT
brj-22259	235	33	mw	mw	ADJ
brj-22259	235	34	pretreatment	pretreatment	NOUN
brj-22259	235	35	process	process	NOUN
brj-22259	235	36	for	for	ADP
brj-22259	235	37	fermentable	fermentable	ADJ
brj-22259	235	38	sugar	sugar	NOUN
brj-22259	235	39	extraction	extraction	NOUN
brj-22259	235	40	due	due	ADP
brj-22259	235	41	to	to	ADP
brj-22259	235	42	the	the	DET
brj-22259	235	43	complexity	complexity	NOUN
brj-22259	235	44	of	of	ADP
brj-22259	235	45	the	the	DET
brj-22259	235	46	lignocellulosic	lignocellulosic	ADJ
brj-22259	235	47	material	material	NOUN
brj-22259	235	48	,	,	PUNCT
brj-22259	235	49	it	it	PRON
brj-22259	235	50	is	be	AUX
brj-22259	235	51	hard	hard	ADJ
brj-22259	235	52	to	to	PART
brj-22259	235	53	break	break	VERB
brj-22259	235	54	all	all	DET
brj-22259	235	55	polysaccharide	polysaccharide	ADJ
brj-22259	235	56	-	-	PUNCT
brj-22259	235	57	lignin	lignin	NOUN
brj-22259	235	58	linkages	linkage	NOUN
brj-22259	235	59	to	to	PART
brj-22259	235	60	recover	recover	VERB
brj-22259	235	61	monomeric	monomeric	ADJ
brj-22259	235	62	sugars	sugar	NOUN
brj-22259	235	63	(	(	PUNCT
brj-22259	235	64	lacerda	lacerda	PROPN
brj-22259	235	65	et	et	PROPN
brj-22259	235	66	al	al	PROPN
brj-22259	235	67	.	.	PROPN
brj-22259	235	68	2015	2015	NUM
brj-22259	235	69	)	)	PUNCT
brj-22259	235	70	.	.	PUNCT
brj-22259	236	1	therefore	therefore	ADV
brj-22259	236	2	,	,	PUNCT
brj-22259	236	3	the	the	DET
brj-22259	236	4	operating	operating	NOUN
brj-22259	236	5	conditions	condition	NOUN
brj-22259	236	6	of	of	ADP
brj-22259	236	7	the	the	DET
brj-22259	236	8	mw	mw	PROPN
brj-22259	236	9	-	-	ADJ
brj-22259	236	10	da	da	ADJ
brj-22259	236	11	pretreatment	pretreatment	NOUN
brj-22259	236	12	process	process	NOUN
brj-22259	236	13	require	require	VERB
brj-22259	236	14	optimization	optimization	NOUN
brj-22259	236	15	to	to	PART
brj-22259	236	16	achieve	achieve	VERB
brj-22259	236	17	maximum	maximum	ADJ
brj-22259	236	18	sugar	sugar	NOUN
brj-22259	236	19	conversion	conversion	NOUN
brj-22259	236	20	.	.	PUNCT
brj-22259	237	1	the	the	DET
brj-22259	237	2	operational	operational	ADJ
brj-22259	237	3	settings	setting	NOUN
brj-22259	237	4	were	be	AUX
brj-22259	237	5	optimized	optimize	VERB
brj-22259	237	6	to	to	PART
brj-22259	237	7	maximize	maximize	VERB
brj-22259	237	8	fse	fse	PROPN
brj-22259	237	9	before	before	ADP
brj-22259	237	10	enzymatic	enzymatic	ADJ
brj-22259	237	11	saccharification	saccharification	NOUN
brj-22259	237	12	.	.	PUNCT
brj-22259	238	1	the	the	DET
brj-22259	238	2	best	good	ADJ
brj-22259	238	3	solution	solution	NOUN
brj-22259	238	4	for	for	ADP
brj-22259	238	5	the	the	DET
brj-22259	238	6	best	good	ADJ
brj-22259	238	7	-	-	PUNCT
brj-22259	238	8	fit	fit	ADJ
brj-22259	238	9	model	model	NOUN
brj-22259	238	10	of	of	ADP
brj-22259	238	11	ann	ann	PROPN
brj-22259	238	12	obtained	obtain	VERB
brj-22259	238	13	for	for	ADP
brj-22259	238	14	response	response	NOUN
brj-22259	238	15	optimization	optimization	NOUN
brj-22259	238	16	is	be	AUX
brj-22259	238	17	shown	show	VERB
brj-22259	238	18	in	in	ADP
brj-22259	238	19	fig	fig	NOUN
brj-22259	238	20	.	.	PUNCT
brj-22259	239	1	3	3	X
brj-22259	239	2	.	.	X
brj-22259	240	1	the	the	DET
brj-22259	240	2	b	b	PROPN
brj-22259	240	3	c	c	PROPN
brj-22259	240	4	a	a	DET
brj-22259	240	5	peer	peer	NOUN
brj-22259	240	6	-	-	PUNCT
brj-22259	240	7	reviewed	review	VERB
brj-22259	240	8	article	article	NOUN
brj-22259	240	9	bioresources.com	bioresources.com	X
brj-22259	240	10	uzuner	uzuner	NOUN
brj-22259	240	11	et	et	PROPN
brj-22259	240	12	al	al	PROPN
brj-22259	240	13	.	.	PROPN
brj-22259	240	14	(	(	PUNCT
brj-22259	240	15	2023	2023	NUM
brj-22259	240	16	)	)	PUNCT
brj-22259	240	17	.	.	PUNCT
brj-22259	241	1	“	"	PUNCT
brj-22259	241	2	microwave	microwave	NOUN
brj-22259	241	3	&	&	CCONJ
brj-22259	241	4	pretreatment	pretreatment	NOUN
brj-22259	241	5	,	,	PUNCT
brj-22259	241	6	”	"	PUNCT
brj-22259	241	7	bioresources	bioresource	NOUN
brj-22259	241	8	18(1	18(1	NOUN
brj-22259	241	9	)	)	PUNCT
brj-22259	241	10	,	,	PUNCT
brj-22259	241	11	613	613	NUM
brj-22259	241	12	-	-	SYM
brj-22259	241	13	628	628	NUM
brj-22259	241	14	.	.	PUNCT
brj-22259	242	1	625	625	NUM
brj-22259	242	2	maximum	maximum	PROPN
brj-22259	242	3	fse	fse	PROPN
brj-22259	242	4	was	be	AUX
brj-22259	242	5	achieved	achieve	VERB
brj-22259	242	6	with	with	ADP
brj-22259	242	7	1.58	1.58	NUM
brj-22259	242	8	%	%	NOUN
brj-22259	242	9	acid	acid	NOUN
brj-22259	242	10	concentration	concentration	NOUN
brj-22259	242	11	,	,	PUNCT
brj-22259	242	12	8.5	8.5	NUM
brj-22259	242	13	bar	bar	NOUN
brj-22259	242	14	,	,	PUNCT
brj-22259	242	15	and	and	CCONJ
brj-22259	242	16	160	160	NUM
brj-22259	242	17	°	°	NOUN
brj-22259	242	18	c	c	NOUN
brj-22259	242	19	for	for	ADP
brj-22259	242	20	13	13	NUM
brj-22259	242	21	min	min	NOUN
brj-22259	242	22	(	(	PUNCT
brj-22259	242	23	fig	fig	NOUN
brj-22259	242	24	.	.	PUNCT
brj-22259	243	1	3	3	NUM
brj-22259	243	2	)	)	PUNCT
brj-22259	243	3	.	.	PUNCT
brj-22259	244	1	the	the	DET
brj-22259	244	2	validation	validation	NOUN
brj-22259	244	3	results	result	NOUN
brj-22259	244	4	(	(	PUNCT
brj-22259	244	5	r2=0.99	r2=0.99	NOUN
brj-22259	244	6	)	)	PUNCT
brj-22259	244	7	for	for	ADP
brj-22259	244	8	fse	fse	PROPN
brj-22259	244	9	at	at	ADP
brj-22259	244	10	the	the	DET
brj-22259	244	11	optimal	optimal	ADJ
brj-22259	244	12	conditions	condition	NOUN
brj-22259	244	13	indicated	indicate	VERB
brj-22259	244	14	that	that	SCONJ
brj-22259	244	15	the	the	DET
brj-22259	244	16	experimental	experimental	PROPN
brj-22259	244	17	fse	fse	PROPN
brj-22259	244	18	values	value	NOUN
brj-22259	244	19	were	be	AUX
brj-22259	244	20	close	close	ADJ
brj-22259	244	21	to	to	ADP
brj-22259	244	22	the	the	DET
brj-22259	244	23	bbd	bbd	NOUN
brj-22259	244	24	-	-	PUNCT
brj-22259	244	25	derived	derive	VERB
brj-22259	244	26	ann	ann	PROPN
brj-22259	244	27	prediction	prediction	NOUN
brj-22259	244	28	.	.	PUNCT
brj-22259	245	1	also	also	ADV
brj-22259	245	2	,	,	PUNCT
brj-22259	245	3	a	a	DET
brj-22259	245	4	low	low	ADJ
brj-22259	245	5	value	value	NOUN
brj-22259	245	6	of	of	ADP
brj-22259	245	7	the	the	DET
brj-22259	245	8	coefficient	coefficient	NOUN
brj-22259	245	9	of	of	ADP
brj-22259	245	10	variation	variation	NOUN
brj-22259	245	11	(	(	PUNCT
brj-22259	245	12	1.69	1.69	NUM
brj-22259	245	13	%	%	NOUN
brj-22259	245	14	)	)	PUNCT
brj-22259	245	15	satisfies	satisfy	VERB
brj-22259	245	16	the	the	DET
brj-22259	245	17	adequacy	adequacy	NOUN
brj-22259	245	18	of	of	ADP
brj-22259	245	19	the	the	DET
brj-22259	245	20	model	model	NOUN
brj-22259	245	21	.	.	PUNCT
brj-22259	246	1	fig	fig	NOUN
brj-22259	246	2	.	.	PUNCT
brj-22259	247	1	3	3	X
brj-22259	247	2	.	.	X
brj-22259	247	3	optimization	optimization	NOUN
brj-22259	247	4	plot	plot	NOUN
brj-22259	247	5	showing	show	VERB
brj-22259	247	6	optimum	optimum	ADJ
brj-22259	247	7	operational	operational	ADJ
brj-22259	247	8	settings	setting	NOUN
brj-22259	247	9	and	and	CCONJ
brj-22259	247	10	predicted	predict	VERB
brj-22259	247	11	response	response	NOUN
brj-22259	247	12	value	value	NOUN
brj-22259	247	13	generally	generally	ADV
brj-22259	247	14	,	,	PUNCT
brj-22259	247	15	the	the	DET
brj-22259	247	16	mw	mw	ADJ
brj-22259	247	17	-	-	ADJ
brj-22259	247	18	da	da	ADJ
brj-22259	247	19	pretreatment	pretreatment	NOUN
brj-22259	247	20	process	process	NOUN
brj-22259	247	21	has	have	VERB
brj-22259	247	22	the	the	DET
brj-22259	247	23	potential	potential	NOUN
brj-22259	247	24	to	to	PART
brj-22259	247	25	produce	produce	VERB
brj-22259	247	26	a	a	DET
brj-22259	247	27	high	high	ADJ
brj-22259	247	28	amount	amount	NOUN
brj-22259	247	29	of	of	ADP
brj-22259	247	30	fermentable	fermentable	ADJ
brj-22259	247	31	sugar	sugar	NOUN
brj-22259	247	32	in	in	ADP
brj-22259	247	33	a	a	DET
brj-22259	247	34	short	short	ADJ
brj-22259	247	35	period	period	NOUN
brj-22259	247	36	of	of	ADP
brj-22259	247	37	time	time	NOUN
brj-22259	247	38	.	.	PUNCT
brj-22259	248	1	it	it	PRON
brj-22259	248	2	has	have	AUX
brj-22259	248	3	been	be	AUX
brj-22259	248	4	previously	previously	ADV
brj-22259	248	5	reported	report	VERB
brj-22259	248	6	that	that	SCONJ
brj-22259	248	7	mw	mw	PROPN
brj-22259	248	8	has	have	AUX
brj-22259	248	9	increased	increase	VERB
brj-22259	248	10	the	the	DET
brj-22259	248	11	reaction	reaction	NOUN
brj-22259	248	12	rate	rate	NOUN
brj-22259	248	13	constants	constant	NOUN
brj-22259	248	14	of	of	ADP
brj-22259	248	15	reactions	reaction	NOUN
brj-22259	248	16	with	with	ADP
brj-22259	248	17	high	high	ADJ
brj-22259	248	18	activation	activation	NOUN
brj-22259	248	19	energies	energy	NOUN
brj-22259	248	20	(	(	PUNCT
brj-22259	248	21	rodriguez	rodriguez	NOUN
brj-22259	248	22	et	et	PROPN
brj-22259	248	23	al	al	PROPN
brj-22259	248	24	.	.	PROPN
brj-22259	248	25	2015	2015	NUM
brj-22259	248	26	)	)	PUNCT
brj-22259	248	27	.	.	PUNCT
brj-22259	249	1	for	for	ADP
brj-22259	249	2	comparison	comparison	NOUN
brj-22259	249	3	,	,	PUNCT
brj-22259	249	4	conventional	conventional	ADJ
brj-22259	249	5	thermochemical	thermochemical	ADJ
brj-22259	249	6	pretreatment	pretreatment	NOUN
brj-22259	249	7	was	be	AUX
brj-22259	249	8	conducted	conduct	VERB
brj-22259	249	9	at	at	ADP
brj-22259	249	10	130	130	NUM
brj-22259	249	11	°	°	NOUN
brj-22259	249	12	c	c	NOUN
brj-22259	249	13	for	for	ADP
brj-22259	249	14	31	31	NUM
brj-22259	249	15	min	min	NOUN
brj-22259	249	16	with	with	ADP
brj-22259	249	17	a	a	DET
brj-22259	249	18	3	3	NUM
brj-22259	249	19	%	%	NOUN
brj-22259	249	20	acid	acid	NOUN
brj-22259	249	21	concentration	concentration	NOUN
brj-22259	249	22	to	to	PART
brj-22259	249	23	obtain	obtain	VERB
brj-22259	249	24	maximum	maximum	PROPN
brj-22259	249	25	fse	fse	PROPN
brj-22259	249	26	(	(	PUNCT
brj-22259	249	27	uuzner	uuzner	NOUN
brj-22259	249	28	and	and	CCONJ
brj-22259	249	29	cekmecelioglu	cekmecelioglu	NOUN
brj-22259	249	30	2014	2014	NUM
brj-22259	249	31	)	)	PUNCT
brj-22259	249	32	.	.	PUNCT
brj-22259	250	1	using	use	VERB
brj-22259	250	2	a	a	DET
brj-22259	250	3	mw	mw	ADJ
brj-22259	250	4	-	-	ADJ
brj-22259	250	5	da	da	ADJ
brj-22259	250	6	pretreatment	pretreatment	NOUN
brj-22259	250	7	process	process	NOUN
brj-22259	250	8	,	,	PUNCT
brj-22259	250	9	optimum	optimum	PROPN
brj-22259	250	10	fse	fse	PROPN
brj-22259	250	11	was	be	AUX
brj-22259	250	12	obtained	obtain	VERB
brj-22259	250	13	as	as	ADP
brj-22259	250	14	374	374	NUM
brj-22259	250	15	mg	mg	NUM
brj-22259	250	16	/	/	SYM
brj-22259	250	17	g	g	PROPN
brj-22259	250	18	(	(	PUNCT
brj-22259	250	19	81.4	81.4	NUM
brj-22259	250	20	%	%	NOUN
brj-22259	250	21	)	)	PUNCT
brj-22259	250	22	with	with	ADP
brj-22259	250	23	1.58	1.58	NUM
brj-22259	250	24	%	%	NOUN
brj-22259	250	25	dac	dac	NOUN
brj-22259	250	26	,	,	PUNCT
brj-22259	250	27	8.5	8.5	NUM
brj-22259	250	28	bar	bar	NOUN
brj-22259	250	29	,	,	PUNCT
brj-22259	250	30	and	and	CCONJ
brj-22259	250	31	160	160	NUM
brj-22259	250	32	°	°	NOUN
brj-22259	250	33	c	c	NOUN
brj-22259	250	34	for	for	ADP
brj-22259	250	35	13	13	NUM
brj-22259	250	36	min	min	NOUN
brj-22259	250	37	.	.	PROPN
brj-22259	250	38	maximum	maximum	PROPN
brj-22259	250	39	fse	fse	PROPN
brj-22259	250	40	conversion	conversion	PROPN
brj-22259	250	41	obtained	obtain	VERB
brj-22259	250	42	from	from	ADP
brj-22259	250	43	conventional	conventional	ADJ
brj-22259	250	44	thermochemical	thermochemical	ADJ
brj-22259	250	45	pretreatment	pretreatment	NOUN
brj-22259	250	46	was	be	AUX
brj-22259	250	47	62.8	62.8	NUM
brj-22259	250	48	%	%	NOUN
brj-22259	250	49	at	at	ADP
brj-22259	250	50	3.42	3.42	NUM
brj-22259	250	51	%	%	NOUN
brj-22259	250	52	acid	acid	NOUN
brj-22259	250	53	concentration	concentration	NOUN
brj-22259	250	54	and	and	CCONJ
brj-22259	250	55	130	130	NUM
brj-22259	250	56	°	°	NOUN
brj-22259	250	57	c	c	NOUN
brj-22259	250	58	for	for	ADP
brj-22259	250	59	31.7	31.7	NUM
brj-22259	250	60	min	min	NOUN
brj-22259	250	61	,	,	PUNCT
brj-22259	250	62	which	which	PRON
brj-22259	250	63	is	be	AUX
brj-22259	250	64	lower	low	ADJ
brj-22259	250	65	than	than	ADP
brj-22259	250	66	mw	mw	ADJ
brj-22259	250	67	-	-	ADJ
brj-22259	250	68	da	da	ADJ
brj-22259	250	69	pretreatment	pretreatment	NOUN
brj-22259	250	70	.	.	PUNCT
brj-22259	251	1	in	in	ADP
brj-22259	251	2	this	this	DET
brj-22259	251	3	study	study	NOUN
brj-22259	251	4	,	,	PUNCT
brj-22259	251	5	the	the	DET
brj-22259	251	6	pretreatment	pretreatment	NOUN
brj-22259	251	7	time	time	NOUN
brj-22259	251	8	of	of	ADP
brj-22259	251	9	the	the	DET
brj-22259	251	10	mw	mw	ADJ
brj-22259	251	11	-	-	ADJ
brj-22259	251	12	da	da	ADJ
brj-22259	251	13	pretreatment	pretreatment	NOUN
brj-22259	251	14	process	process	NOUN
brj-22259	251	15	was	be	AUX
brj-22259	251	16	2	2	NUM
brj-22259	251	17	times	time	NOUN
brj-22259	251	18	less	less	ADJ
brj-22259	251	19	.	.	PUNCT
brj-22259	252	1	thus	thus	ADV
brj-22259	252	2	,	,	PUNCT
brj-22259	252	3	the	the	DET
brj-22259	252	4	mw	mw	ADJ
brj-22259	252	5	-	-	ADJ
brj-22259	252	6	da	da	ADJ
brj-22259	252	7	pretreatment	pretreatment	NOUN
brj-22259	252	8	process	process	NOUN
brj-22259	252	9	provided	provide	VERB
brj-22259	252	10	a	a	DET
brj-22259	252	11	high	high	ADJ
brj-22259	252	12	fermentable	fermentable	ADJ
brj-22259	252	13	sugar	sugar	NOUN
brj-22259	252	14	yield	yield	NOUN
brj-22259	252	15	with	with	ADP
brj-22259	252	16	lower	low	ADJ
brj-22259	252	17	operating	operating	NOUN
brj-22259	252	18	costs	cost	NOUN
brj-22259	252	19	and	and	CCONJ
brj-22259	252	20	treatment	treatment	NOUN
brj-22259	252	21	time	time	NOUN
brj-22259	252	22	than	than	ADP
brj-22259	252	23	the	the	DET
brj-22259	252	24	traditional	traditional	ADJ
brj-22259	252	25	processes	process	NOUN
brj-22259	252	26	.	.	PUNCT
brj-22259	253	1	conclusions	conclusion	NOUN
brj-22259	253	2	1	1	NUM
brj-22259	253	3	.	.	PUNCT
brj-22259	254	1	in	in	ADP
brj-22259	254	2	this	this	DET
brj-22259	254	3	study	study	NOUN
brj-22259	254	4	,	,	PUNCT
brj-22259	254	5	the	the	DET
brj-22259	254	6	microwave	microwave	NOUN
brj-22259	254	7	dilute	dilute	NOUN
brj-22259	254	8	acid	acid	NOUN
brj-22259	254	9	(	(	PUNCT
brj-22259	254	10	mw	mw	NOUN
brj-22259	254	11	-	-	PUNCT
brj-22259	254	12	da	da	ADJ
brj-22259	254	13	)	)	PUNCT
brj-22259	254	14	pretreatment	pretreatment	NOUN
brj-22259	254	15	processing	processing	NOUN
brj-22259	254	16	of	of	ADP
brj-22259	254	17	hazelnut	hazelnut	NOUN
brj-22259	254	18	shells	shell	NOUN
brj-22259	254	19	was	be	AUX
brj-22259	254	20	compared	compare	VERB
brj-22259	254	21	to	to	ADP
brj-22259	254	22	the	the	DET
brj-22259	254	23	conventional	conventional	ADJ
brj-22259	254	24	thermochemical	thermochemical	ADJ
brj-22259	254	25	process	process	NOUN
brj-22259	254	26	and	and	CCONJ
brj-22259	254	27	optimized	optimize	VERB
brj-22259	254	28	.	.	PUNCT
brj-22259	255	1	the	the	DET
brj-22259	255	2	optimum	optimum	ADJ
brj-22259	255	3	conditions	condition	NOUN
brj-22259	255	4	were	be	AUX
brj-22259	255	5	found	find	VERB
brj-22259	255	6	as	as	ADP
brj-22259	255	7	1.58	1.58	NUM
brj-22259	255	8	%	%	NOUN
brj-22259	255	9	(	(	PUNCT
brj-22259	255	10	w	w	NOUN
brj-22259	255	11	/	/	SYM
brj-22259	255	12	w	w	NOUN
brj-22259	255	13	)	)	PUNCT
brj-22259	255	14	acid	acid	NOUN
brj-22259	255	15	concentration	concentration	NOUN
brj-22259	255	16	and	and	CCONJ
brj-22259	255	17	13	13	NUM
brj-22259	255	18	min	min	NOUN
brj-22259	255	19	at	at	ADP
brj-22259	255	20	8.5	8.5	NUM
brj-22259	255	21	bar	bar	NOUN
brj-22259	255	22	and	and	CCONJ
brj-22259	255	23	160	160	NUM
brj-22259	255	24	°	°	NOUN
brj-22259	255	25	c	c	NOUN
brj-22259	255	26	which	which	PRON
brj-22259	255	27	in	in	ADP
brj-22259	255	28	turn	turn	NOUN
brj-22259	255	29	revealed	reveal	VERB
brj-22259	255	30	81.4	81.4	NUM
brj-22259	255	31	%	%	NOUN
brj-22259	255	32	conversion	conversion	NOUN
brj-22259	255	33	efficiency	efficiency	NOUN
brj-22259	255	34	for	for	ADP
brj-22259	255	35	fse	fse	PROPN
brj-22259	255	36	.	.	PUNCT
brj-22259	256	1	peer	peer	NOUN
brj-22259	256	2	-	-	PUNCT
brj-22259	256	3	reviewed	review	VERB
brj-22259	256	4	article	article	NOUN
brj-22259	256	5	bioresources.com	bioresources.com	X
brj-22259	256	6	uzuner	uzuner	NOUN
brj-22259	256	7	et	et	PROPN
brj-22259	256	8	al	al	PROPN
brj-22259	256	9	.	.	PROPN
brj-22259	256	10	(	(	PUNCT
brj-22259	256	11	2023	2023	NUM
brj-22259	256	12	)	)	PUNCT
brj-22259	256	13	.	.	PUNCT
brj-22259	257	1	“	"	PUNCT
brj-22259	257	2	microwave	microwave	NOUN
brj-22259	257	3	&	&	CCONJ
brj-22259	257	4	pretreatment	pretreatment	NOUN
brj-22259	257	5	,	,	PUNCT
brj-22259	257	6	”	"	PUNCT
brj-22259	257	7	bioresources	bioresource	NOUN
brj-22259	257	8	18(1	18(1	NOUN
brj-22259	257	9	)	)	PUNCT
brj-22259	257	10	,	,	PUNCT
brj-22259	257	11	613	613	NUM
brj-22259	257	12	-	-	SYM
brj-22259	257	13	628	628	NUM
brj-22259	257	14	.	.	PUNCT
brj-22259	258	1	626	626	NUM
brj-22259	258	2	2	2	NUM
brj-22259	258	3	.	.	PUNCT
brj-22259	258	4	high	high	ADJ
brj-22259	258	5	temperature	temperature	NOUN
brj-22259	258	6	,	,	PUNCT
brj-22259	258	7	acid	acid	NOUN
brj-22259	258	8	concentration	concentration	NOUN
brj-22259	258	9	,	,	PUNCT
brj-22259	258	10	and	and	CCONJ
brj-22259	258	11	pretreatment	pretreatment	NOUN
brj-22259	258	12	time	time	NOUN
brj-22259	258	13	were	be	AUX
brj-22259	258	14	used	use	VERB
brj-22259	258	15	in	in	ADP
brj-22259	258	16	the	the	DET
brj-22259	258	17	traditional	traditional	ADJ
brj-22259	258	18	processes	process	NOUN
brj-22259	258	19	for	for	ADP
brj-22259	258	20	the	the	DET
brj-22259	258	21	bioconversion	bioconversion	NOUN
brj-22259	258	22	of	of	ADP
brj-22259	258	23	lignocellulosic	lignocellulosic	ADJ
brj-22259	258	24	biomass	biomass	NOUN
brj-22259	258	25	.	.	PUNCT
brj-22259	259	1	however	however	ADV
brj-22259	259	2	,	,	PUNCT
brj-22259	259	3	the	the	DET
brj-22259	259	4	traditional	traditional	ADJ
brj-22259	259	5	pretreatment	pretreatment	NOUN
brj-22259	259	6	processes	process	NOUN
brj-22259	259	7	increase	increase	VERB
brj-22259	259	8	energy	energy	NOUN
brj-22259	259	9	consumption	consumption	NOUN
brj-22259	259	10	,	,	PUNCT
brj-22259	259	11	costs	cost	NOUN
brj-22259	259	12	,	,	PUNCT
brj-22259	259	13	and	and	CCONJ
brj-22259	259	14	inhibitors	inhibitor	NOUN
brj-22259	259	15	to	to	PART
brj-22259	259	16	be	be	AUX
brj-22259	259	17	able	able	ADJ
brj-22259	259	18	to	to	PART
brj-22259	259	19	provide	provide	VERB
brj-22259	259	20	high	high	ADJ
brj-22259	259	21	fermentable	fermentable	ADJ
brj-22259	259	22	sugar	sugar	NOUN
brj-22259	259	23	yields	yield	NOUN
brj-22259	259	24	.	.	PUNCT
brj-22259	260	1	3	3	X
brj-22259	260	2	.	.	X
brj-22259	260	3	in	in	ADP
brj-22259	260	4	this	this	DET
brj-22259	260	5	study	study	NOUN
brj-22259	260	6	,	,	PUNCT
brj-22259	260	7	the	the	DET
brj-22259	260	8	mw	mw	PROPN
brj-22259	260	9	-	-	ADJ
brj-22259	260	10	da	da	ADJ
brj-22259	260	11	pretreatment	pretreatment	NOUN
brj-22259	260	12	process	process	NOUN
brj-22259	260	13	was	be	AUX
brj-22259	260	14	observed	observe	VERB
brj-22259	260	15	to	to	PART
brj-22259	260	16	lower	lower	VERB
brj-22259	260	17	the	the	DET
brj-22259	260	18	costs	cost	NOUN
brj-22259	260	19	significantly	significantly	ADV
brj-22259	260	20	thanks	thank	NOUN
brj-22259	260	21	to	to	ADP
brj-22259	260	22	the	the	DET
brj-22259	260	23	decreases	decrease	NOUN
brj-22259	260	24	in	in	ADP
brj-22259	260	25	pressure	pressure	NOUN
brj-22259	260	26	and	and	CCONJ
brj-22259	260	27	acid	acid	NOUN
brj-22259	260	28	requirement	requirement	NOUN
brj-22259	260	29	and	and	CCONJ
brj-22259	260	30	pretreatment	pretreatment	NOUN
brj-22259	260	31	time	time	NOUN
brj-22259	260	32	.	.	PUNCT
brj-22259	261	1	thus	thus	ADV
brj-22259	261	2	,	,	PUNCT
brj-22259	261	3	the	the	DET
brj-22259	261	4	mw	mw	ADJ
brj-22259	261	5	-	-	ADJ
brj-22259	261	6	da	da	ADJ
brj-22259	261	7	pretreatment	pretreatment	NOUN
brj-22259	261	8	process	process	NOUN
brj-22259	261	9	provided	provide	VERB
brj-22259	261	10	high	high	ADJ
brj-22259	261	11	fermentable	fermentable	ADJ
brj-22259	261	12	sugar	sugar	NOUN
brj-22259	261	13	conversion	conversion	NOUN
brj-22259	261	14	with	with	ADP
brj-22259	261	15	lower	low	ADJ
brj-22259	261	16	acid	acid	NOUN
brj-22259	261	17	concentration	concentration	NOUN
brj-22259	261	18	and	and	CCONJ
brj-22259	261	19	pretreatment	pretreatment	NOUN
brj-22259	261	20	time	time	NOUN
brj-22259	261	21	without	without	ADP
brj-22259	261	22	enzymatic	enzymatic	ADJ
brj-22259	261	23	saccharification	saccharification	NOUN
brj-22259	261	24	than	than	ADP
brj-22259	261	25	the	the	DET
brj-22259	261	26	traditional	traditional	ADJ
brj-22259	261	27	processes	process	NOUN
brj-22259	261	28	.	.	PUNCT
brj-22259	262	1	acknowledgments	acknowledgment	NOUN
brj-22259	262	2	the	the	DET
brj-22259	262	3	author	author	NOUN
brj-22259	262	4	would	would	AUX
brj-22259	262	5	like	like	VERB
brj-22259	262	6	to	to	PART
brj-22259	262	7	thank	thank	VERB
brj-22259	262	8	specialist	specialist	PROPN
brj-22259	262	9	elif	elif	PROPN
brj-22259	262	10	ozturk	ozturk	PROPN
brj-22259	262	11	at	at	ADP
brj-22259	262	12	the	the	DET
brj-22259	262	13	yildiz	yildiz	PROPN
brj-22259	262	14	technical	technical	PROPN
brj-22259	262	15	university	university	PROPN
brj-22259	262	16	science	science	NOUN
brj-22259	262	17	and	and	CCONJ
brj-22259	262	18	technology	technology	NOUN
brj-22259	262	19	application	application	NOUN
brj-22259	262	20	and	and	CCONJ
brj-22259	262	21	research	research	NOUN
brj-22259	262	22	center	center	NOUN
brj-22259	262	23	,	,	PUNCT
brj-22259	262	24	istanbul	istanbul	PROPN
brj-22259	262	25	,	,	PUNCT
brj-22259	262	26	for	for	ADP
brj-22259	262	27	assistance	assistance	NOUN
brj-22259	262	28	with	with	ADP
brj-22259	262	29	microwave	microwave	NOUN
brj-22259	262	30	pretreatment	pretreatment	NOUN
brj-22259	262	31	analyses	analysis	NOUN
brj-22259	262	32	.	.	PUNCT
brj-22259	263	1	references	reference	NOUN
brj-22259	263	2	cited	cite	VERB
brj-22259	263	3	atland	atland	PROPN
brj-22259	263	4	,	,	PUNCT
brj-22259	263	5	j.	j.	PROPN
brj-22259	263	6	(	(	PUNCT
brj-22259	263	7	2015	2015	NUM
brj-22259	263	8	)	)	PUNCT
brj-22259	263	9	.	.	PUNCT
brj-22259	264	1	“	"	PUNCT
brj-22259	264	2	mulches	mulch	NOUN
brj-22259	264	3	for	for	ADP
brj-22259	264	4	weed	weed	NOUN
brj-22259	264	5	control	control	NOUN
brj-22259	264	6	in	in	ADP
brj-22259	264	7	containers	container	NOUN
brj-22259	264	8	,	,	PUNCT
brj-22259	264	9	”	"	PUNCT
brj-22259	264	10	(	(	PUNCT
brj-22259	264	11	http://oregonstate.edu/dept/nurseryweeds/feature_articles/mulch/mulch_for_containe	http://oregonstate.edu/dept/nurseryweeds/feature_articles/mulch/mulch_for_containe	NOUN
brj-22259	264	12	rs.htm	rs.htm	PROPN
brj-22259	264	13	)	)	PUNCT
brj-22259	264	14	,	,	PUNCT
brj-22259	264	15	accessed	access	VERB
brj-22259	264	16	february	february	PROPN
brj-22259	264	17	13	13	NUM
brj-22259	264	18	,	,	PUNCT
brj-22259	264	19	2015	2015	NUM
brj-22259	264	20	.	.	PUNCT
brj-22259	265	1	chen	chen	PROPN
brj-22259	265	2	,	,	PUNCT
brj-22259	265	3	y.	y.	PROPN
brj-22259	265	4	,	,	PUNCT
brj-22259	265	5	sharma	sharma	PROPN
brj-22259	265	6	-	-	PUNCT
brj-22259	265	7	shivappa	shivappa	PROPN
brj-22259	265	8	,	,	PUNCT
brj-22259	265	9	r.	r.	PROPN
brj-22259	265	10	r.	r.	PROPN
brj-22259	265	11	,	,	PUNCT
brj-22259	265	12	keshwani	keshwani	PROPN
brj-22259	265	13	,	,	PUNCT
brj-22259	265	14	d.	d.	PROPN
brj-22259	265	15	,	,	PUNCT
brj-22259	265	16	and	and	CCONJ
brj-22259	265	17	chen	chen	PROPN
brj-22259	265	18	,	,	PUNCT
brj-22259	265	19	c.	c.	PROPN
brj-22259	265	20	(	(	PUNCT
brj-22259	265	21	2007	2007	NUM
brj-22259	265	22	)	)	PUNCT
brj-22259	265	23	.	.	PUNCT
brj-22259	266	1	“	"	PUNCT
brj-22259	266	2	potential	potential	NOUN
brj-22259	266	3	of	of	ADP
brj-22259	266	4	agricultural	agricultural	ADJ
brj-22259	266	5	residues	residue	NOUN
brj-22259	266	6	and	and	CCONJ
brj-22259	266	7	hey	hey	INTJ
brj-22259	266	8	for	for	ADP
brj-22259	266	9	bioethanol	bioethanol	NOUN
brj-22259	266	10	production	production	NOUN
brj-22259	266	11	,	,	PUNCT
brj-22259	266	12	”	"	PUNCT
brj-22259	266	13	app	app	PROPN
brj-22259	266	14	.	.	PROPN
brj-22259	266	15	biochem	biochem	PROPN
brj-22259	266	16	.	.	PUNCT
brj-22259	267	1	biotechnol	biotechnol	PROPN
brj-22259	267	2	.	.	PUNCT
brj-22259	268	1	142	142	NUM
brj-22259	268	2	,	,	PUNCT
brj-22259	268	3	276	276	NUM
brj-22259	268	4	-	-	SYM
brj-22259	268	5	290	290	NUM
brj-22259	268	6	.	.	PUNCT
brj-22259	269	1	doi	doi	NOUN
brj-22259	269	2	:	:	PUNCT
brj-22259	269	3	10.1007	10.1007	NUM
brj-22259	269	4	/	/	SYM
brj-22259	269	5	s12010	s12010	NOUN
brj-22259	269	6	-	-	PUNCT
brj-22259	269	7	007	007	NUM
brj-22259	269	8	-	-	PUNCT
brj-22259	269	9	0026	0026	NUM
brj-22259	269	10	-	-	PUNCT
brj-22259	269	11	3	3	NUM
brj-22259	269	12	chum	chum	NOUN
brj-22259	269	13	,	,	PUNCT
brj-22259	269	14	h.	h.	PROPN
brj-22259	269	15	l.	l.	PROPN
brj-22259	269	16	,	,	PUNCT
brj-22259	269	17	johnson	johnson	PROPN
brj-22259	269	18	,	,	PUNCT
brj-22259	269	19	d.	d.	PROPN
brj-22259	269	20	k.	k.	PROPN
brj-22259	269	21	,	,	PUNCT
brj-22259	269	22	black	black	PROPN
brj-22259	269	23	,	,	PUNCT
brj-22259	269	24	s.	s.	PROPN
brj-22259	269	25	k.	k.	PROPN
brj-22259	269	26	,	,	PUNCT
brj-22259	269	27	and	and	CCONJ
brj-22259	269	28	overend	overend	ADJ
brj-22259	269	29	,	,	PUNCT
brj-22259	269	30	r.	r.	PROPN
brj-22259	269	31	p.	p.	PROPN
brj-22259	269	32	(	(	PUNCT
brj-22259	269	33	1990	1990	NUM
brj-22259	269	34	)	)	PUNCT
brj-22259	269	35	.	.	PUNCT
brj-22259	270	1	“	"	PUNCT
brj-22259	270	2	pretreatment	pretreatment	NOUN
brj-22259	270	3	catalyst	catalyst	NOUN
brj-22259	270	4	effects	effect	NOUN
brj-22259	270	5	and	and	CCONJ
brj-22259	270	6	the	the	DET
brj-22259	270	7	combined	combined	ADJ
brj-22259	270	8	severity	severity	NOUN
brj-22259	270	9	parameter	parameter	NOUN
brj-22259	270	10	,	,	PUNCT
brj-22259	270	11	”	"	PUNCT
brj-22259	270	12	appl	appl	NOUN
brj-22259	270	13	.	.	PUNCT
brj-22259	270	14	biochem	biochem	PROPN
brj-22259	270	15	.	.	PUNCT
brj-22259	271	1	biotechnol	biotechnol	PROPN
brj-22259	271	2	.	.	PUNCT
brj-22259	272	1	24	24	NUM
brj-22259	272	2	(	(	PUNCT
brj-22259	272	3	25	25	NUM
brj-22259	272	4	)	)	PUNCT
brj-22259	272	5	,	,	PUNCT
brj-22259	272	6	1	1	NUM
brj-22259	272	7	-	-	SYM
brj-22259	272	8	14	14	NUM
brj-22259	272	9	.	.	PUNCT
brj-22259	273	1	doi	doi	NOUN
brj-22259	273	2	:	:	PUNCT
brj-22259	273	3	10.1007	10.1007	NUM
brj-22259	273	4	/	/	SYM
brj-22259	273	5	bf02920229	bf02920229	NOUN
brj-22259	273	6	ethaib	ethaib	PROPN
brj-22259	273	7	,	,	PUNCT
brj-22259	273	8	s.	s.	PROPN
brj-22259	273	9	,	,	PUNCT
brj-22259	273	10	omar	omar	PROPN
brj-22259	273	11	,	,	PUNCT
brj-22259	273	12	r.	r.	PROPN
brj-22259	273	13	,	,	PUNCT
brj-22259	273	14	mazlina	mazlina	PROPN
brj-22259	273	15	,	,	PUNCT
brj-22259	273	16	m.k.s	m.k.s	NOUN
brj-22259	273	17	.	.	PROPN
brj-22259	273	18	,	,	PUNCT
brj-22259	273	19	radiah	radiah	PROPN
brj-22259	273	20	,	,	PUNCT
brj-22259	273	21	a.b.d	a.b.d	PROPN
brj-22259	273	22	.	.	PUNCT
brj-22259	273	23	,	,	PUNCT
brj-22259	273	24	and	and	CCONJ
brj-22259	273	25	syafiie	syafiie	PROPN
brj-22259	273	26	,	,	PUNCT
brj-22259	273	27	s.	s.	PROPN
brj-22259	273	28	(	(	PUNCT
brj-22259	273	29	2016	2016	NUM
brj-22259	273	30	)	)	PUNCT
brj-22259	273	31	.	.	PUNCT
brj-22259	274	1	“	"	PUNCT
brj-22259	274	2	microwave	microwave	NOUN
brj-22259	274	3	-	-	PUNCT
brj-22259	274	4	assisted	assist	VERB
brj-22259	274	5	dilute	dilute	NOUN
brj-22259	274	6	acid	acid	NOUN
brj-22259	274	7	pretreatment	pretreatment	NOUN
brj-22259	274	8	and	and	CCONJ
brj-22259	274	9	enzymatic	enzymatic	ADJ
brj-22259	274	10	hydrolysis	hydrolysis	NOUN
brj-22259	274	11	of	of	ADP
brj-22259	274	12	sago	sago	NOUN
brj-22259	274	13	palm	palm	NOUN
brj-22259	274	14	bark	bark	NOUN
brj-22259	274	15	,	,	PUNCT
brj-22259	274	16	”	"	PUNCT
brj-22259	274	17	bioresources	bioresource	NOUN
brj-22259	274	18	11(3	11(3	NUM
brj-22259	274	19	)	)	PUNCT
brj-22259	274	20	,	,	PUNCT
brj-22259	274	21	5687	5687	NUM
brj-22259	274	22	-	-	SYM
brj-22259	274	23	5702	5702	NUM
brj-22259	274	24	.	.	PUNCT
brj-22259	275	1	doi	doi	NOUN
brj-22259	275	2	:	:	PUNCT
brj-22259	275	3	10.15376	10.15376	NUM
brj-22259	275	4	/	/	SYM
brj-22259	275	5	biores.11.3.5687	biores.11.3.5687	NOUN
brj-22259	275	6	-	-	PUNCT
brj-22259	275	7	5702	5702	NUM
brj-22259	275	8	fonseca	fonseca	PROPN
brj-22259	275	9	,	,	PUNCT
brj-22259	275	10	b.	b.	PROPN
brj-22259	275	11	c.	c.	PROPN
brj-22259	275	12	,	,	PUNCT
brj-22259	275	13	reginatto	reginatto	NOUN
brj-22259	275	14	,	,	PUNCT
brj-22259	275	15	v.	v.	ADV
brj-22259	275	16	,	,	PUNCT
brj-22259	275	17	lopez	lopez	NOUN
brj-22259	275	18	-	-	PUNCT
brj-22259	275	19	linares	linare	NOUN
brj-22259	275	20	,	,	PUNCT
brj-22259	275	21	j.	j.	PROPN
brj-22259	275	22	c.	c.	PROPN
brj-22259	275	23	,	,	PUNCT
brj-22259	275	24	lucas	lucas	PROPN
brj-22259	275	25	,	,	PUNCT
brj-22259	275	26	s.	s.	PROPN
brj-22259	275	27	,	,	PUNCT
brj-22259	275	28	garcia	garcia	PROPN
brj-22259	275	29	-	-	PUNCT
brj-22259	275	30	cubero	cubero	NOUN
brj-22259	275	31	,	,	PUNCT
brj-22259	275	32	m.	m.	NOUN
brj-22259	275	33	t.	t.	PROPN
brj-22259	275	34	,	,	PUNCT
brj-22259	275	35	and	and	CCONJ
brj-22259	275	36	coca	coca	PROPN
brj-22259	275	37	,	,	PUNCT
brj-22259	275	38	m.	m.	NOUN
brj-22259	275	39	(	(	PUNCT
brj-22259	275	40	2021	2021	NUM
brj-22259	275	41	)	)	PUNCT
brj-22259	275	42	.	.	PUNCT
brj-22259	276	1	“	"	PUNCT
brj-22259	276	2	ideal	ideal	ADJ
brj-22259	276	3	conditions	condition	NOUN
brj-22259	276	4	of	of	ADP
brj-22259	276	5	microwave	microwave	NOUN
brj-22259	276	6	-	-	PUNCT
brj-22259	276	7	assisted	assist	VERB
brj-22259	276	8	acid	acid	NOUN
brj-22259	276	9	pretreatment	pretreatment	NOUN
brj-22259	276	10	of	of	ADP
brj-22259	276	11	sugarcane	sugarcane	NOUN
brj-22259	276	12	straw	straw	NOUN
brj-22259	276	13	allow	allow	VERB
brj-22259	276	14	fermentative	fermentative	ADJ
brj-22259	276	15	butyric	butyric	ADJ
brj-22259	276	16	acid	acid	NOUN
brj-22259	276	17	production	production	NOUN
brj-22259	276	18	without	without	ADP
brj-22259	276	19	detoxification	detoxification	NOUN
brj-22259	276	20	step	step	NOUN
brj-22259	276	21	,	,	PUNCT
brj-22259	276	22	”	"	PUNCT
brj-22259	276	23	bioresource	bioresource	ADP
brj-22259	276	24	technol	technol	NOUN
brj-22259	276	25	.	.	PUNCT
brj-22259	276	26	329	329	NUM
brj-22259	276	27	,	,	PUNCT
brj-22259	276	28	124929	124929	NUM
brj-22259	276	29	.	.	PUNCT
brj-22259	277	1	doi	doi	NOUN
brj-22259	277	2	:	:	PUNCT
brj-22259	277	3	10.1016	10.1016	NUM
brj-22259	277	4	/	/	SYM
brj-22259	277	5	j.biortech.2021.124929	j.biortech.2021.124929	NOUN
brj-22259	277	6	gonzales	gonzales	PROPN
brj-22259	277	7	,	,	PUNCT
brj-22259	277	8	r.	r.	PROPN
brj-22259	277	9	r.	r.	PROPN
brj-22259	277	10	a.	a.	PROPN
brj-22259	277	11	,	,	PUNCT
brj-22259	277	12	sivagurunathan	sivagurunathan	PROPN
brj-22259	277	13	,	,	PUNCT
brj-22259	277	14	p.	p.	NOUN
brj-22259	277	15	,	,	PUNCT
brj-22259	277	16	parthiban	parthiban	NOUN
brj-22259	277	17	,	,	PUNCT
brj-22259	277	18	a.	a.	NOUN
brj-22259	277	19	,	,	PUNCT
brj-22259	277	20	and	and	CCONJ
brj-22259	277	21	kim	kim	PROPN
brj-22259	277	22	,	,	PUNCT
brj-22259	277	23	s	s	PROPN
brj-22259	277	24	-	-	PROPN
brj-22259	277	25	h.	h.	PROPN
brj-22259	277	26	(	(	PUNCT
brj-22259	277	27	2016	2016	NUM
brj-22259	277	28	)	)	PUNCT
brj-22259	277	29	.	.	PUNCT
brj-22259	278	1	“	"	PUNCT
brj-22259	278	2	optimization	optimization	NOUN
brj-22259	278	3	of	of	ADP
brj-22259	278	4	substrate	substrate	NOUN
brj-22259	278	5	concentration	concentration	NOUN
brj-22259	278	6	of	of	ADP
brj-22259	278	7	dilute	dilute	NOUN
brj-22259	278	8	acid	acid	NOUN
brj-22259	278	9	hydrolyzate	hydrolyzate	NOUN
brj-22259	278	10	of	of	ADP
brj-22259	278	11	lignocellulosic	lignocellulosic	ADJ
brj-22259	278	12	biomass	biomass	NOUN
brj-22259	278	13	in	in	ADP
brj-22259	278	14	batch	batch	NOUN
brj-22259	278	15	hydrogen	hydrogen	NOUN
brj-22259	278	16	production	production	NOUN
brj-22259	278	17	,	,	PUNCT
brj-22259	278	18	”	"	PUNCT
brj-22259	278	19	int	int	NOUN
brj-22259	278	20	.	.	PUNCT
brj-22259	279	1	biodeter	biodeter	ADJ
brj-22259	279	2	.	.	PUNCT
brj-22259	279	3	biodegr	biodegr	PROPN
brj-22259	279	4	.	.	PUNCT
brj-22259	280	1	113	113	NUM
brj-22259	280	2	,	,	PUNCT
brj-22259	280	3	22	22	NUM
brj-22259	280	4	-	-	SYM
brj-22259	280	5	27	27	NUM
brj-22259	280	6	.	.	PUNCT
brj-22259	281	1	doi	doi	NOUN
brj-22259	281	2	:	:	PUNCT
brj-22259	281	3	10.1016	10.1016	NUM
brj-22259	281	4	/	/	SYM
brj-22259	281	5	j.ibiod.2016.04.016	j.ibiod.2016.04.016	PROPN
brj-22259	281	6	hebda	hebda	PROPN
brj-22259	281	7	,	,	PUNCT
brj-22259	281	8	t.	t.	NOUN
brj-22259	281	9	,	,	PUNCT
brj-22259	281	10	brzychczyk	brzychczyk	NOUN
brj-22259	281	11	,	,	PUNCT
brj-22259	281	12	b.	b.	PROPN
brj-22259	281	13	,	,	PUNCT
brj-22259	281	14	francik	francik	PROPN
brj-22259	281	15	,	,	PUNCT
brj-22259	281	16	s.	s.	PROPN
brj-22259	281	17	,	,	PUNCT
brj-22259	281	18	and	and	CCONJ
brj-22259	281	19	pedryc	pedryc	NOUN
brj-22259	281	20	,	,	PUNCT
brj-22259	281	21	n.	n.	NOUN
brj-22259	281	22	(	(	PUNCT
brj-22259	281	23	2018	2018	NUM
brj-22259	281	24	)	)	PUNCT
brj-22259	281	25	.	.	PUNCT
brj-22259	282	1	“	"	PUNCT
brj-22259	282	2	evaluation	evaluation	NOUN
brj-22259	282	3	of	of	ADP
brj-22259	282	4	suitability	suitability	NOUN
brj-22259	282	5	of	of	ADP
brj-22259	282	6	hazelnut	hazelnut	PROPN
brj-22259	282	7	shell	shell	NOUN
brj-22259	282	8	energy	energy	NOUN
brj-22259	282	9	for	for	ADP
brj-22259	282	10	production	production	NOUN
brj-22259	282	11	of	of	ADP
brj-22259	282	12	biofuels	biofuel	NOUN
brj-22259	282	13	,	,	PUNCT
brj-22259	282	14	”	"	PUNCT
brj-22259	282	15	engineering	engineering	NOUN
brj-22259	282	16	for	for	ADP
brj-22259	282	17	rural	rural	ADJ
brj-22259	282	18	development	development	NOUN
brj-22259	282	19	,	,	PUNCT
brj-22259	282	20	conference	conference	NOUN
brj-22259	282	21	paper	paper	NOUN
brj-22259	282	22	.	.	PUNCT
brj-22259	283	1	doi:10.22616	doi:10.22616	ADJ
brj-22259	283	2	/	/	SYM
brj-22259	283	3	erdev2018.17.n437	erdev2018.17.n437	NOUN
brj-22259	283	4	hendriks	hendriks	NOUN
brj-22259	283	5	,	,	PUNCT
brj-22259	283	6	a.	a.	PROPN
brj-22259	283	7	t.	t.	PROPN
brj-22259	283	8	w.	w.	PROPN
brj-22259	283	9	m.	m.	PROPN
brj-22259	283	10	,	,	PUNCT
brj-22259	283	11	and	and	CCONJ
brj-22259	283	12	zeeman	zeeman	PROPN
brj-22259	283	13	,	,	PUNCT
brj-22259	283	14	g.	g.	PROPN
brj-22259	283	15	(	(	PUNCT
brj-22259	283	16	2009	2009	NUM
brj-22259	283	17	)	)	PUNCT
brj-22259	283	18	.	.	PUNCT
brj-22259	284	1	“	"	PUNCT
brj-22259	284	2	pretreatments	pretreatment	NOUN
brj-22259	284	3	to	to	PART
brj-22259	284	4	enhance	enhance	VERB
brj-22259	284	5	the	the	DET
brj-22259	284	6	digestibility	digestibility	NOUN
brj-22259	284	7	of	of	ADP
brj-22259	284	8	lignocellulosic	lignocellulosic	ADJ
brj-22259	284	9	biomass	biomass	NOUN
brj-22259	284	10	,	,	PUNCT
brj-22259	284	11	”	"	PUNCT
brj-22259	284	12	bioresource	bioresource	NOUN
brj-22259	284	13	technol	technol	NOUN
brj-22259	284	14	.	.	PROPN
brj-22259	284	15	100	100	NUM
brj-22259	284	16	,	,	PUNCT
brj-22259	284	17	10	10	NUM
brj-22259	284	18	-	-	SYM
brj-22259	284	19	18	18	NUM
brj-22259	284	20	.	.	PUNCT
brj-22259	285	1	doi	doi	NOUN
brj-22259	285	2	:	:	PUNCT
brj-22259	285	3	10.1016	10.1016	NUM
brj-22259	285	4	/	/	SYM
brj-22259	285	5	j.biortech.2008.05.027	j.biortech.2008.05.027	PROPN
brj-22259	285	6	huang	huang	PROPN
brj-22259	285	7	,	,	PUNCT
brj-22259	285	8	j.	j.	PROPN
brj-22259	285	9	,	,	PUNCT
brj-22259	285	10	liu	liu	PROPN
brj-22259	285	11	,	,	PUNCT
brj-22259	285	12	y.	y.	PROPN
brj-22259	285	13	,	,	PUNCT
brj-22259	285	14	sun	sun	PROPN
brj-22259	285	15	,	,	PUNCT
brj-22259	285	16	b.	b.	PROPN
brj-22259	285	17	,	,	PUNCT
brj-22259	285	18	and	and	CCONJ
brj-22259	285	19	shang	shang	PROPN
brj-22259	285	20	,	,	PUNCT
brj-22259	285	21	z.	z.	PROPN
brj-22259	285	22	(	(	PUNCT
brj-22259	285	23	2017	2017	NUM
brj-22259	285	24	)	)	PUNCT
brj-22259	285	25	.	.	PUNCT
brj-22259	286	1	“	"	PUNCT
brj-22259	286	2	microwave	microwave	PROPN
brj-22259	286	3	assisted	assist	VERB
brj-22259	286	4	alkali	alkali	ADJ
brj-22259	286	5	extraction	extraction	NOUN
brj-22259	286	6	http://oregonstate.edu/dept/nursery%20weeds/feature_articles/mulch/mulch_for_containers.htm	http://oregonstate.edu/dept/nursery%20weeds/feature_articles/mulch/mulch_for_containers.htm	PROPN
brj-22259	286	7	http://oregonstate.edu/dept/nursery%20weeds/feature_articles/mulch/mulch_for_containers.htm	http://oregonstate.edu/dept/nursery%20weeds/feature_articles/mulch/mulch_for_containers.htm	PROPN
brj-22259	286	8	https://doi.org/10.1016/j.biortech.2021.124929	https://doi.org/10.1016/j.biortech.2021.124929	VERB
brj-22259	286	9	https://doi.org/10.1016/j.biortech.2008.05.027	https://doi.org/10.1016/j.biortech.2008.05.027	NUM
brj-22259	286	10	peer	peer	NOUN
brj-22259	286	11	-	-	PUNCT
brj-22259	286	12	reviewed	review	VERB
brj-22259	286	13	article	article	NOUN
brj-22259	286	14	bioresources.com	bioresources.com	X
brj-22259	286	15	uzuner	uzuner	NOUN
brj-22259	286	16	et	et	PROPN
brj-22259	286	17	al	al	PROPN
brj-22259	286	18	.	.	PROPN
brj-22259	287	1	(	(	PUNCT
brj-22259	287	2	2023	2023	NUM
brj-22259	287	3	)	)	PUNCT
brj-22259	287	4	.	.	PUNCT
brj-22259	288	1	“	"	PUNCT
brj-22259	288	2	microwave	microwave	NOUN
brj-22259	288	3	&	&	CCONJ
brj-22259	288	4	pretreatment	pretreatment	NOUN
brj-22259	288	5	,	,	PUNCT
brj-22259	288	6	”	"	PUNCT
brj-22259	288	7	bioresources	bioresource	NOUN
brj-22259	288	8	18(1	18(1	NOUN
brj-22259	288	9	)	)	PUNCT
brj-22259	288	10	,	,	PUNCT
brj-22259	288	11	613	613	NUM
brj-22259	288	12	-	-	SYM
brj-22259	288	13	628	628	NUM
brj-22259	288	14	.	.	PUNCT
brj-22259	289	1	627	627	NUM
brj-22259	289	2	of	of	ADP
brj-22259	289	3	bagasse	bagasse	NOUN
brj-22259	289	4	hemicellulose	hemicellulose	NOUN
brj-22259	289	5	enhanced	enhance	VERB
brj-22259	289	6	by	by	ADP
brj-22259	289	7	an	an	DET
brj-22259	289	8	enzymatic	enzymatic	ADJ
brj-22259	289	9	pretreatment	pretreatment	NOUN
brj-22259	289	10	process	process	NOUN
brj-22259	289	11	,	,	PUNCT
brj-22259	289	12	”	"	PUNCT
brj-22259	289	13	j.	j.	PROPN
brj-22259	289	14	bioresour	bioresour	PROPN
brj-22259	289	15	.	.	PUNCT
brj-22259	290	1	bioprod	bioprod	PROPN
brj-22259	290	2	.	.	PUNCT
brj-22259	291	1	2(3	2(3	NUM
brj-22259	291	2	)	)	PUNCT
brj-22259	291	3	,	,	PUNCT
brj-22259	291	4	105	105	NUM
brj-22259	291	5	-	-	SYM
brj-22259	291	6	109	109	NUM
brj-22259	291	7	.	.	PUNCT
brj-22259	292	1	doi	doi	NOUN
brj-22259	292	2	:	:	PUNCT
brj-22259	292	3	10.21967	10.21967	NUM
brj-22259	292	4	/	/	SYM
brj-22259	292	5	jbb.v2i3.117	jbb.v2i3.117	PROPN
brj-22259	292	6	jang	jang	PROPN
brj-22259	292	7	,	,	PUNCT
brj-22259	292	8	m.	m.	NOUN
brj-22259	292	9	o.	o.	PROPN
brj-22259	292	10	,	,	PUNCT
brj-22259	292	11	and	and	CCONJ
brj-22259	292	12	choi	choi	NOUN
brj-22259	292	13	,	,	PUNCT
brj-22259	292	14	g.	g.	PROPN
brj-22259	292	15	(	(	PUNCT
brj-22259	292	16	2018	2018	NUM
brj-22259	292	17	)	)	PUNCT
brj-22259	292	18	.	.	PUNCT
brj-22259	293	1	“	"	PUNCT
brj-22259	293	2	techno	techno	NOUN
brj-22259	293	3	-	-	PUNCT
brj-22259	293	4	economic	economic	ADJ
brj-22259	293	5	analysis	analysis	NOUN
brj-22259	293	6	of	of	ADP
brj-22259	293	7	butanol	butanol	NOUN
brj-22259	293	8	production	production	NOUN
brj-22259	293	9	from	from	ADP
brj-22259	293	10	lignocellulosic	lignocellulosic	ADJ
brj-22259	293	11	biomass	biomass	NOUN
brj-22259	293	12	by	by	ADP
brj-22259	293	13	concentrated	concentrated	ADJ
brj-22259	293	14	acid	acid	NOUN
brj-22259	293	15	pretreatment	pretreatment	NOUN
brj-22259	293	16	and	and	CCONJ
brj-22259	293	17	hydrolysis	hydrolysis	NOUN
brj-22259	293	18	plus	plus	CCONJ
brj-22259	293	19	continuous	continuous	ADJ
brj-22259	293	20	fermentation	fermentation	NOUN
brj-22259	293	21	,	,	PUNCT
brj-22259	293	22	”	"	PUNCT
brj-22259	293	23	biochem	biochem	NOUN
brj-22259	293	24	.	.	PUNCT
brj-22259	294	1	eng	eng	PROPN
brj-22259	294	2	.	.	PUNCT
brj-22259	295	1	j.	j.	PROPN
brj-22259	295	2	134	134	NUM
brj-22259	295	3	,	,	PUNCT
brj-22259	295	4	30	30	NUM
brj-22259	295	5	-	-	SYM
brj-22259	295	6	43	43	NUM
brj-22259	295	7	.	.	PUNCT
brj-22259	296	1	doi	doi	NOUN
brj-22259	296	2	:	:	PUNCT
brj-22259	296	3	10.1016	10.1016	NUM
brj-22259	296	4	/	/	SYM
brj-22259	296	5	j.bej.2018.03.002	j.bej.2018.03.002	NOUN
brj-22259	296	6	lacerda	lacerda	PROPN
brj-22259	296	7	,	,	PUNCT
brj-22259	296	8	v.	v.	PROPN
brj-22259	296	9	s.	s.	PROPN
brj-22259	296	10	,	,	PUNCT
brj-22259	296	11	lopez	lopez	NOUN
brj-22259	296	12	-	-	PUNCT
brj-22259	296	13	sotelo	sotelo	ADJ
brj-22259	296	14	,	,	PUNCT
brj-22259	296	15	j.	j.	PROPN
brj-22259	296	16	b.	b.	PROPN
brj-22259	296	17	,	,	PUNCT
brj-22259	296	18	correa	correa	PROPN
brj-22259	296	19	-	-	PUNCT
brj-22259	296	20	guimaraes	guimaraes	PROPN
brj-22259	296	21	,	,	PUNCT
brj-22259	296	22	a.	a.	PROPN
brj-22259	296	23	,	,	PUNCT
brj-22259	296	24	hernandez	hernandez	PROPN
brj-22259	296	25	-	-	PUNCT
brj-22259	296	26	navarro	navarro	PROPN
brj-22259	296	27	,	,	PUNCT
brj-22259	296	28	s.	s.	PROPN
brj-22259	296	29	,	,	PUNCT
brj-22259	296	30	sanchez	sanchez	PROPN
brj-22259	296	31	-	-	PUNCT
brj-22259	296	32	bascones	bascone	NOUN
brj-22259	296	33	,	,	PUNCT
brj-22259	296	34	m.	m.	NOUN
brj-22259	296	35	,	,	PUNCT
brj-22259	296	36	navas	navas	PROPN
brj-22259	296	37	-	-	PUNCT
brj-22259	296	38	gracia	gracia	PROPN
brj-22259	296	39	,	,	PUNCT
brj-22259	296	40	l.	l.	PROPN
brj-22259	296	41	m.	m.	PROPN
brj-22259	296	42	,	,	PUNCT
brj-22259	296	43	martin	martin	PROPN
brj-22259	296	44	-	-	PUNCT
brj-22259	296	45	ramos	ramos	PROPN
brj-22259	296	46	,	,	PUNCT
brj-22259	296	47	p.	p.	NOUN
brj-22259	296	48	,	,	PUNCT
brj-22259	296	49	perez	perez	PROPN
brj-22259	296	50	-	-	PUNCT
brj-22259	296	51	lebena	lebena	PROPN
brj-22259	296	52	,	,	PUNCT
brj-22259	296	53	e.	e.	PROPN
brj-22259	296	54	,	,	PUNCT
brj-22259	296	55	and	and	CCONJ
brj-22259	296	56	martin	martin	PROPN
brj-22259	296	57	-	-	PUNCT
brj-22259	296	58	gil	gil	PROPN
brj-22259	296	59	,	,	PUNCT
brj-22259	296	60	j.	j.	PROPN
brj-22259	296	61	(	(	PUNCT
brj-22259	296	62	2015	2015	NUM
brj-22259	296	63	)	)	PUNCT
brj-22259	296	64	.	.	PUNCT
brj-22259	297	1	“	"	PUNCT
brj-22259	297	2	a	a	DET
brj-22259	297	3	kinetic	kinetic	ADJ
brj-22259	297	4	study	study	NOUN
brj-22259	297	5	on	on	ADP
brj-22259	297	6	microwave	microwave	NOUN
brj-22259	297	7	-	-	PUNCT
brj-22259	297	8	assisted	assist	VERB
brj-22259	297	9	conversion	conversion	NOUN
brj-22259	297	10	of	of	ADP
brj-22259	297	11	cellulose	cellulose	NOUN
brj-22259	297	12	and	and	CCONJ
brj-22259	297	13	lignocellulosic	lignocellulosic	ADJ
brj-22259	297	14	waste	waste	NOUN
brj-22259	297	15	into	into	ADP
brj-22259	297	16	hydroxymethylfurfural	hydroxymethylfurfural	ADJ
brj-22259	297	17	/	/	SYM
brj-22259	297	18	furfural	furfural	ADJ
brj-22259	297	19	,	,	PUNCT
brj-22259	297	20	”	"	PUNCT
brj-22259	297	21	bioresource	bioresource	NOUN
brj-22259	297	22	technol	technol	NOUN
brj-22259	297	23	.	.	PROPN
brj-22259	298	1	180	180	NUM
brj-22259	298	2	,	,	PUNCT
brj-22259	298	3	88	88	NUM
brj-22259	298	4	-	-	SYM
brj-22259	298	5	96	96	NUM
brj-22259	298	6	.	.	PUNCT
brj-22259	299	1	doi	doi	NOUN
brj-22259	299	2	:	:	PUNCT
brj-22259	299	3	10.1016	10.1016	NUM
brj-22259	299	4	/	/	SYM
brj-22259	299	5	j.biortech.2014.12.089	j.biortech.2014.12.089	PROPN
brj-22259	299	6	li	li	PROPN
brj-22259	299	7	,	,	PUNCT
brj-22259	299	8	h.	h.	PROPN
brj-22259	299	9	,	,	PUNCT
brj-22259	299	10	qu	qu	PROPN
brj-22259	299	11	,	,	PUNCT
brj-22259	299	12	y.	y.	PROPN
brj-22259	299	13	,	,	PUNCT
brj-22259	299	14	yang	yang	PROPN
brj-22259	299	15	,	,	PUNCT
brj-22259	299	16	y.	y.	PROPN
brj-22259	299	17	,	,	PUNCT
brj-22259	299	18	chang	chang	PROPN
brj-22259	299	19	,	,	PUNCT
brj-22259	299	20	s.	s.	PROPN
brj-22259	299	21	,	,	PUNCT
brj-22259	299	22	and	and	CCONJ
brj-22259	299	23	xu	xu	PROPN
brj-22259	299	24	,	,	PUNCT
brj-22259	299	25	j.	j.	PROPN
brj-22259	299	26	(	(	PUNCT
brj-22259	299	27	2016	2016	NUM
brj-22259	299	28	)	)	PUNCT
brj-22259	299	29	.	.	PUNCT
brj-22259	300	1	“	"	PUNCT
brj-22259	300	2	microwave	microwave	NOUN
brj-22259	300	3	irradiationa	irradiationa	NOUN
brj-22259	300	4	green	green	ADJ
brj-22259	300	5	and	and	CCONJ
brj-22259	300	6	efficient	efficient	ADJ
brj-22259	300	7	way	way	NOUN
brj-22259	300	8	to	to	ADP
brj-22259	300	9	pretreat	pretreat	NOUN
brj-22259	300	10	biomass	biomass	NOUN
brj-22259	300	11	,	,	PUNCT
brj-22259	300	12	”	"	PUNCT
brj-22259	300	13	bioresource	bioresource	ADP
brj-22259	300	14	technol	technol	NOUN
brj-22259	300	15	.	.	PROPN
brj-22259	300	16	199	199	NUM
brj-22259	300	17	,	,	PUNCT
brj-22259	300	18	34	34	NUM
brj-22259	300	19	-	-	SYM
brj-22259	300	20	41	41	NUM
brj-22259	300	21	.	.	PUNCT
brj-22259	301	1	doi	doi	NOUN
brj-22259	301	2	:	:	PUNCT
brj-22259	301	3	10.1016	10.1016	NUM
brj-22259	301	4	/	/	SYM
brj-22259	301	5	j.biortech.2015.08.099	j.biortech.2015.08.099	PROPN
brj-22259	301	6	lu	lu	PROPN
brj-22259	301	7	,	,	PUNCT
brj-22259	301	8	x.	x.	PROPN
brj-22259	301	9	,	,	PUNCT
brj-22259	301	10	xi	xi	PROPN
brj-22259	301	11	,	,	PUNCT
brj-22259	301	12	b.	b.	PROPN
brj-22259	301	13	,	,	PUNCT
brj-22259	301	14	zhang	zhang	PROPN
brj-22259	301	15	,	,	PUNCT
brj-22259	301	16	y.	y.	PROPN
brj-22259	301	17	,	,	PUNCT
brj-22259	301	18	and	and	CCONJ
brj-22259	301	19	angelidaki	angelidaki	ADJ
brj-22259	301	20	,	,	PUNCT
brj-22259	301	21	i.	i.	NOUN
brj-22259	301	22	(	(	PUNCT
brj-22259	301	23	2011	2011	NUM
brj-22259	301	24	)	)	PUNCT
brj-22259	301	25	.	.	PUNCT
brj-22259	302	1	“	"	PUNCT
brj-22259	302	2	microwave	microwave	NOUN
brj-22259	302	3	pretreatment	pretreatment	NOUN
brj-22259	302	4	of	of	ADP
brj-22259	302	5	rape	rape	NOUN
brj-22259	302	6	straw	straw	NOUN
brj-22259	302	7	for	for	ADP
brj-22259	302	8	bioethanol	bioethanol	NOUN
brj-22259	302	9	production	production	NOUN
brj-22259	302	10	:	:	PUNCT
brj-22259	302	11	focus	focus	VERB
brj-22259	302	12	on	on	ADP
brj-22259	302	13	energy	energy	NOUN
brj-22259	302	14	efficiency	efficiency	NOUN
brj-22259	302	15	,	,	PUNCT
brj-22259	302	16	”	"	PUNCT
brj-22259	302	17	bioresource	bioresource	ADP
brj-22259	302	18	technol	technol	NOUN
brj-22259	302	19	.	.	PUNCT
brj-22259	303	1	102(17	102(17	NUM
brj-22259	303	2	)	)	PUNCT
brj-22259	303	3	,	,	PUNCT
brj-22259	303	4	7937	7937	NUM
brj-22259	303	5	-	-	SYM
brj-22259	303	6	7940	7940	NUM
brj-22259	303	7	.	.	PUNCT
brj-22259	304	1	doi	doi	NOUN
brj-22259	304	2	:	:	PUNCT
brj-22259	304	3	10.1016	10.1016	NUM
brj-22259	304	4	/	/	SYM
brj-22259	304	5	j.biortech.2011.06.065	j.biortech.2011.06.065	PROPN
brj-22259	304	6	mesa	mesa	PROPN
brj-22259	304	7	,	,	PUNCT
brj-22259	304	8	l.	l.	PROPN
brj-22259	304	9	,	,	PUNCT
brj-22259	304	10	martinez	martinez	PROPN
brj-22259	304	11	,	,	PUNCT
brj-22259	304	12	y.	y.	PROPN
brj-22259	304	13	,	,	PUNCT
brj-22259	304	14	de	de	X
brj-22259	304	15	armas	armas	PROPN
brj-22259	304	16	,	,	PUNCT
brj-22259	304	17	a.	a.	NOUN
brj-22259	304	18	c.	c.	PROPN
brj-22259	304	19	,	,	PUNCT
brj-22259	304	20	and	and	CCONJ
brj-22259	304	21	gonzalez	gonzalez	PROPN
brj-22259	304	22	,	,	PUNCT
brj-22259	304	23	e.	e.	PROPN
brj-22259	304	24	(	(	PUNCT
brj-22259	304	25	2020	2020	NUM
brj-22259	304	26	)	)	PUNCT
brj-22259	304	27	.	.	PUNCT
brj-22259	305	1	“	"	PUNCT
brj-22259	305	2	ethanol	ethanol	NOUN
brj-22259	305	3	production	production	NOUN
brj-22259	305	4	from	from	ADP
brj-22259	305	5	sugarcane	sugarcane	NOUN
brj-22259	305	6	straw	straw	NOUN
brj-22259	305	7	using	use	VERB
brj-22259	305	8	different	different	ADJ
brj-22259	305	9	configurations	configuration	NOUN
brj-22259	305	10	of	of	ADP
brj-22259	305	11	fermentation	fermentation	NOUN
brj-22259	305	12	and	and	CCONJ
brj-22259	305	13	technoeconomical	technoeconomical	ADJ
brj-22259	305	14	evaluation	evaluation	NOUN
brj-22259	305	15	of	of	ADP
brj-22259	305	16	the	the	DET
brj-22259	305	17	best	good	ADJ
brj-22259	305	18	schemes	scheme	NOUN
brj-22259	305	19	,	,	PUNCT
brj-22259	305	20	”	"	PUNCT
brj-22259	305	21	renew	renew	NOUN
brj-22259	305	22	.	.	PUNCT
brj-22259	306	1	energy	energy	NOUN
brj-22259	306	2	156	156	NUM
brj-22259	306	3	,	,	PUNCT
brj-22259	306	4	377	377	NUM
brj-22259	306	5	-	-	SYM
brj-22259	306	6	388	388	NUM
brj-22259	306	7	.	.	PUNCT
brj-22259	307	1	doi	doi	NOUN
brj-22259	307	2	:	:	PUNCT
brj-22259	307	3	0.1016	0.1016	NUM
brj-22259	307	4	/	/	SYM
brj-22259	307	5	j.renene.2020.04.091	j.renene.2020.04.091	ADJ
brj-22259	307	6	mikulski	mikulski	PROPN
brj-22259	307	7	,	,	PUNCT
brj-22259	307	8	d.	d.	PROPN
brj-22259	307	9	,	,	PUNCT
brj-22259	307	10	and	and	CCONJ
brj-22259	307	11	klosowski	klosowski	PROPN
brj-22259	307	12	,	,	PUNCT
brj-22259	307	13	g.	g.	PROPN
brj-22259	307	14	(	(	PUNCT
brj-22259	307	15	2020	2020	NUM
brj-22259	307	16	)	)	PUNCT
brj-22259	307	17	.	.	PUNCT
brj-22259	308	1	“	"	PUNCT
brj-22259	308	2	microwave	microwave	NOUN
brj-22259	308	3	-	-	PUNCT
brj-22259	308	4	assisted	assist	VERB
brj-22259	308	5	dilute	dilute	NOUN
brj-22259	308	6	acid	acid	NOUN
brj-22259	308	7	pretreatment	pretreatment	NOUN
brj-22259	308	8	in	in	ADP
brj-22259	308	9	bioethanol	bioethanol	NOUN
brj-22259	308	10	production	production	NOUN
brj-22259	308	11	from	from	ADP
brj-22259	308	12	wheat	wheat	NOUN
brj-22259	308	13	and	and	CCONJ
brj-22259	308	14	rye	rye	NOUN
brj-22259	308	15	stillages	stillage	NOUN
brj-22259	308	16	,	,	PUNCT
brj-22259	308	17	”	"	PUNCT
brj-22259	308	18	biomass	biomass	NOUN
brj-22259	308	19	bioenerg	bioenerg	PROPN
brj-22259	308	20	.	.	PUNCT
brj-22259	309	1	136	136	NUM
brj-22259	309	2	,	,	PUNCT
brj-22259	309	3	105528	105528	NUM
brj-22259	309	4	.	.	PUNCT
brj-22259	310	1	doi	doi	NOUN
brj-22259	310	2	:	:	PUNCT
brj-22259	310	3	10.1016	10.1016	NUM
brj-22259	310	4	/	/	SYM
brj-22259	310	5	j.biombioe.2020.105528	j.biombioe.2020.105528	NOUN
brj-22259	310	6	.	.	PUNCT
brj-22259	311	1	miller	miller	PROPN
brj-22259	311	2	,	,	PUNCT
brj-22259	311	3	g.	g.	PROPN
brj-22259	311	4	l.	l.	PROPN
brj-22259	311	5	(	(	PUNCT
brj-22259	311	6	1959	1959	NUM
brj-22259	311	7	)	)	PUNCT
brj-22259	311	8	.	.	PUNCT
brj-22259	312	1	“	"	PUNCT
brj-22259	312	2	use	use	NOUN
brj-22259	312	3	of	of	ADP
brj-22259	312	4	dinitrosalysilic	dinitrosalysilic	ADJ
brj-22259	312	5	acid	acid	ADJ
brj-22259	312	6	reagent	reagent	NOUN
brj-22259	312	7	for	for	ADP
brj-22259	312	8	determination	determination	NOUN
brj-22259	312	9	of	of	ADP
brj-22259	312	10	reducing	reduce	VERB
brj-22259	312	11	sugar	sugar	NOUN
brj-22259	312	12	,	,	PUNCT
brj-22259	312	13	”	"	PUNCT
brj-22259	312	14	anal	anal	NOUN
brj-22259	312	15	.	.	PUNCT
brj-22259	312	16	chem	chem	NOUN
brj-22259	312	17	.	.	PUNCT
brj-22259	313	1	31(3	31(3	NUM
brj-22259	313	2	)	)	PUNCT
brj-22259	313	3	,	,	PUNCT
brj-22259	313	4	426	426	NUM
brj-22259	313	5	-	-	SYM
brj-22259	313	6	428	428	NUM
brj-22259	313	7	.	.	PUNCT
brj-22259	313	8	doi	doi	NOUN
brj-22259	313	9	:	:	PUNCT
brj-22259	313	10	10.1021	10.1021	NUM
brj-22259	313	11	/	/	SYM
brj-22259	313	12	ac60147a030	ac60147a030	PROPN
brj-22259	313	13	overend	overend	PROPN
brj-22259	313	14	,	,	PUNCT
brj-22259	313	15	r.	r.	PROPN
brj-22259	313	16	p.	p.	PROPN
brj-22259	313	17	,	,	PUNCT
brj-22259	313	18	and	and	CCONJ
brj-22259	313	19	chornet	chornet	NOUN
brj-22259	313	20	,	,	PUNCT
brj-22259	313	21	e.	e.	PROPN
brj-22259	313	22	(	(	PUNCT
brj-22259	313	23	1987	1987	NUM
brj-22259	313	24	)	)	PUNCT
brj-22259	313	25	.	.	PUNCT
brj-22259	314	1	“	"	PUNCT
brj-22259	314	2	fractionation	fractionation	NOUN
brj-22259	314	3	of	of	ADP
brj-22259	314	4	lignocellulosics	lignocellulosic	NOUN
brj-22259	314	5	by	by	ADP
brj-22259	314	6	steamaqueous	steamaqueous	ADJ
brj-22259	314	7	pretreatments	pretreatment	NOUN
brj-22259	314	8	,	,	PUNCT
brj-22259	314	9	”	"	PUNCT
brj-22259	314	10	philos	philo	NOUN
brj-22259	314	11	.	.	PUNCT
brj-22259	315	1	trans	trans	PROPN
brj-22259	315	2	.	.	PUNCT
brj-22259	315	3	r.	r.	PROPN
brj-22259	315	4	soc	soc	PROPN
brj-22259	315	5	.	.	PUNCT
brj-22259	316	1	lond	lond	PROPN
brj-22259	316	2	.	.	PUNCT
brj-22259	317	1	321	321	NUM
brj-22259	317	2	,	,	PUNCT
brj-22259	317	3	523	523	NUM
brj-22259	317	4	-	-	SYM
brj-22259	317	5	536	536	NUM
brj-22259	317	6	.	.	PUNCT
brj-22259	318	1	doi	doi	NOUN
brj-22259	318	2	:	:	PUNCT
brj-22259	318	3	10.1098	10.1098	NUM
brj-22259	318	4	/	/	SYM
brj-22259	318	5	rsta.1987.0029	rsta.1987.0029	NOUN
brj-22259	318	6	ozcimen	ozciman	NOUN
brj-22259	318	7	,	,	PUNCT
brj-22259	318	8	d.	d.	PROPN
brj-22259	318	9	,	,	PUNCT
brj-22259	318	10	and	and	CCONJ
brj-22259	318	11	ersoy	ersoy	NOUN
brj-22259	318	12	-	-	PUNCT
brj-22259	318	13	mericboyu	mericboyu	NOUN
brj-22259	318	14	,	,	PUNCT
brj-22259	318	15	a.	a.	NOUN
brj-22259	318	16	(	(	PUNCT
brj-22259	318	17	2010	2010	NUM
brj-22259	318	18	)	)	PUNCT
brj-22259	318	19	.	.	PUNCT
brj-22259	319	1	“	"	PUNCT
brj-22259	319	2	characterization	characterization	NOUN
brj-22259	319	3	of	of	ADP
brj-22259	319	4	biochar	biochar	NOUN
brj-22259	319	5	and	and	CCONJ
brj-22259	319	6	bio	bio	ADJ
brj-22259	319	7	-	-	ADJ
brj-22259	319	8	oil	oil	NOUN
brj-22259	319	9	samples	sample	NOUN
brj-22259	319	10	obtained	obtain	VERB
brj-22259	319	11	from	from	ADP
brj-22259	319	12	carbonization	carbonization	NOUN
brj-22259	319	13	of	of	ADP
brj-22259	319	14	various	various	ADJ
brj-22259	319	15	biomass	biomass	NOUN
brj-22259	319	16	materials	material	NOUN
brj-22259	319	17	,	,	PUNCT
brj-22259	319	18	”	"	PUNCT
brj-22259	319	19	renew	renew	NOUN
brj-22259	319	20	.	.	PUNCT
brj-22259	320	1	energ	energ	PROPN
brj-22259	320	2	35	35	NUM
brj-22259	320	3	,	,	PUNCT
brj-22259	320	4	1319	1319	NUM
brj-22259	320	5	-	-	SYM
brj-22259	320	6	1324	1324	NUM
brj-22259	320	7	.	.	PUNCT
brj-22259	321	1	doi	doi	NOUN
brj-22259	321	2	:	:	PUNCT
brj-22259	321	3	10.1016	10.1016	NUM
brj-22259	321	4	/	/	SYM
brj-22259	321	5	j.renene.2009.11.042	j.renene.2009.11.042	PROPN
brj-22259	321	6	rajeswari	rajeswari	NOUN
brj-22259	321	7	,	,	PUNCT
brj-22259	321	8	g.	g.	NOUN
brj-22259	321	9	,	,	PUNCT
brj-22259	321	10	arutselvy	arutselvy	PROPN
brj-22259	321	11	,	,	PUNCT
brj-22259	321	12	b.	b.	PROPN
brj-22259	321	13	,	,	PUNCT
brj-22259	321	14	and	and	CCONJ
brj-22259	321	15	jacob	jacob	PROPN
brj-22259	321	16	,	,	PUNCT
brj-22259	321	17	s.	s.	PROPN
brj-22259	321	18	(	(	PUNCT
brj-22259	321	19	2020	2020	NUM
brj-22259	321	20	)	)	PUNCT
brj-22259	321	21	.	.	PUNCT
brj-22259	322	1	“	"	PUNCT
brj-22259	322	2	delignification	delignification	NOUN
brj-22259	322	3	of	of	ADP
brj-22259	322	4	aloe	aloe	PROPN
brj-22259	322	5	vera	vera	NOUN
brj-22259	322	6	rind	rind	NOUN
brj-22259	322	7	by	by	ADP
brj-22259	322	8	mild	mild	ADJ
brj-22259	322	9	acid	acid	NOUN
brj-22259	322	10	associated	associate	VERB
brj-22259	322	11	microwave	microwave	NOUN
brj-22259	322	12	pretreatment	pretreatment	NOUN
brj-22259	322	13	to	to	PART
brj-22259	322	14	persuade	persuade	VERB
brj-22259	322	15	enhanced	enhanced	ADJ
brj-22259	322	16	enzymatic	enzymatic	ADJ
brj-22259	322	17	saccharification	saccharification	NOUN
brj-22259	322	18	,	,	PUNCT
brj-22259	322	19	”	"	PUNCT
brj-22259	322	20	waste	waste	NOUN
brj-22259	322	21	biomass	biomass	NOUN
brj-22259	322	22	valor	valor	NOUN
brj-22259	322	23	.	.	PUNCT
brj-22259	323	1	11	11	NUM
brj-22259	323	2	,	,	PUNCT
brj-22259	323	3	5965	5965	NUM
brj-22259	323	4	-	-	SYM
brj-22259	323	5	5975	5975	NUM
brj-22259	323	6	.	.	PUNCT
brj-22259	324	1	doi	doi	NOUN
brj-22259	324	2	:	:	PUNCT
brj-22259	324	3	10.1007	10.1007	NUM
brj-22259	324	4	/	/	SYM
brj-22259	324	5	s12649	s12649	NOUN
brj-22259	324	6	-	-	PUNCT
brj-22259	324	7	01900830	01900830	NUM
brj-22259	324	8	-	-	PUNCT
brj-22259	324	9	7	7	NUM
brj-22259	324	10	rodriguez	rodriguez	NOUN
brj-22259	324	11	,	,	PUNCT
brj-22259	324	12	a.	a.	NOUN
brj-22259	324	13	m.	m.	NOUN
brj-22259	324	14	,	,	PUNCT
brj-22259	324	15	prieto	prieto	NOUN
brj-22259	324	16	,	,	PUNCT
brj-22259	324	17	p.	p.	PROPN
brj-22259	324	18	,	,	PUNCT
brj-22259	324	19	de	de	PROPN
brj-22259	324	20	la	la	X
brj-22259	324	21	hoz	hoz	PROPN
brj-22259	324	22	,	,	PUNCT
brj-22259	324	23	a.	a.	PROPN
brj-22259	324	24	,	,	PUNCT
brj-22259	324	25	diaz	diaz	PROPN
brj-22259	324	26	-	-	PUNCT
brj-22259	324	27	ortiz	ortiz	PROPN
brj-22259	324	28	,	,	PUNCT
brj-22259	324	29	a.	a.	PROPN
brj-22259	324	30	,	,	PUNCT
brj-22259	324	31	martin	martin	PROPN
brj-22259	324	32	,	,	PUNCT
brj-22259	324	33	d.	d.	PROPN
brj-22259	324	34	r.	r.	PROPN
brj-22259	324	35	,	,	PUNCT
brj-22259	324	36	and	and	CCONJ
brj-22259	324	37	garcia	garcia	PROPN
brj-22259	324	38	,	,	PUNCT
brj-22259	324	39	j.	j.	PROPN
brj-22259	324	40	i.	i.	PROPN
brj-22259	324	41	(	(	PUNCT
brj-22259	324	42	2015	2015	NUM
brj-22259	324	43	)	)	PUNCT
brj-22259	324	44	.	.	PUNCT
brj-22259	325	1	“	"	PUNCT
brj-22259	325	2	influence	influence	NOUN
brj-22259	325	3	of	of	ADP
brj-22259	325	4	polarity	polarity	NOUN
brj-22259	325	5	and	and	CCONJ
brj-22259	325	6	activation	activation	NOUN
brj-22259	325	7	energy	energy	NOUN
brj-22259	325	8	in	in	ADP
brj-22259	325	9	microwave	microwave	NOUN
brj-22259	325	10	-	-	PUNCT
brj-22259	325	11	assisted	assist	VERB
brj-22259	325	12	organic	organic	ADJ
brj-22259	325	13	synthesis	synthesis	NOUN
brj-22259	325	14	(	(	PUNCT
brj-22259	325	15	maos	maos	NOUN
brj-22259	325	16	)	)	PUNCT
brj-22259	325	17	,	,	PUNCT
brj-22259	325	18	”	"	PUNCT
brj-22259	325	19	chem	chem	NOUN
brj-22259	325	20	.	.	PUNCT
brj-22259	326	1	open	open	ADJ
brj-22259	326	2	.	.	PUNCT
brj-22259	327	1	4	4	NUM
brj-22259	327	2	,	,	PUNCT
brj-22259	327	3	308	308	NUM
brj-22259	327	4	-	-	SYM
brj-22259	327	5	317	317	NUM
brj-22259	327	6	.	.	PUNCT
brj-22259	328	1	doi	doi	NOUN
brj-22259	328	2	:	:	PUNCT
brj-22259	328	3	10.1002	10.1002	NUM
brj-22259	328	4	/	/	SYM
brj-22259	328	5	open.201402123	open.201402123	PROPN
brj-22259	328	6	senol	senol	NOUN
brj-22259	328	7	,	,	PUNCT
brj-22259	328	8	h.	h.	PROPN
brj-22259	328	9	(	(	PUNCT
brj-22259	328	10	2019	2019	NUM
brj-22259	328	11	)	)	PUNCT
brj-22259	328	12	.	.	PUNCT
brj-22259	329	1	“	"	PUNCT
brj-22259	329	2	biogas	biogas	NOUN
brj-22259	329	3	potential	potential	NOUN
brj-22259	329	4	of	of	ADP
brj-22259	329	5	hazelnut	hazelnut	NOUN
brj-22259	329	6	shells	shell	NOUN
brj-22259	329	7	and	and	CCONJ
brj-22259	329	8	hazelnut	hazelnut	NOUN
brj-22259	329	9	wastes	waste	NOUN
brj-22259	329	10	in	in	ADP
brj-22259	329	11	giresun	giresun	PROPN
brj-22259	329	12	city	city	NOUN
brj-22259	329	13	,	,	PUNCT
brj-22259	329	14	”	"	PUNCT
brj-22259	329	15	biotecnol	biotecnol	NOUN
brj-22259	329	16	.	.	PUNCT
brj-22259	330	1	rep	rep	PROPN
brj-22259	330	2	.	.	PROPN
brj-22259	330	3	24	24	NUM
brj-22259	330	4	,	,	PUNCT
brj-22259	330	5	e00361.doi	e00361.doi	PROPN
brj-22259	330	6	:	:	PUNCT
brj-22259	330	7	10.1016	10.1016	NUM
brj-22259	330	8	/	/	SYM
brj-22259	330	9	j.btre.2019.e00361	j.btre.2019.e00361	NOUN
brj-22259	330	10	sombatpraiwan	sombatpraiwan	PROPN
brj-22259	330	11	,	,	PUNCT
brj-22259	330	12	s.	s.	PROPN
brj-22259	330	13	,	,	PUNCT
brj-22259	330	14	junyusen	junyusen	PROPN
brj-22259	330	15	,	,	PUNCT
brj-22259	330	16	t.	t.	PROPN
brj-22259	330	17	,	,	PUNCT
brj-22259	330	18	treeamnuk	treeamnuk	NOUN
brj-22259	330	19	,	,	PUNCT
brj-22259	330	20	t.	t.	NOUN
brj-22259	330	21	,	,	PUNCT
brj-22259	330	22	and	and	CCONJ
brj-22259	330	23	junyusen	junyusen	PROPN
brj-22259	330	24	,	,	PUNCT
brj-22259	330	25	p.	p.	NOUN
brj-22259	330	26	(	(	PUNCT
brj-22259	330	27	2019	2019	NUM
brj-22259	330	28	)	)	PUNCT
brj-22259	330	29	.	.	PUNCT
brj-22259	331	1	“	"	PUNCT
brj-22259	331	2	optimization	optimization	NOUN
brj-22259	331	3	of	of	ADP
brj-22259	331	4	microwave	microwave	NOUN
brj-22259	331	5	-	-	PUNCT
brj-22259	331	6	assisted	assist	VERB
brj-22259	331	7	alkali	alkali	ADJ
brj-22259	331	8	pretreatment	pretreatment	NOUN
brj-22259	331	9	of	of	ADP
brj-22259	331	10	cassava	cassava	NOUN
brj-22259	331	11	rhizome	rhizome	NOUN
brj-22259	331	12	for	for	ADP
brj-22259	331	13	enhanced	enhanced	ADJ
brj-22259	331	14	enzymatic	enzymatic	ADJ
brj-22259	331	15	hydrolysis	hydrolysis	NOUN
brj-22259	331	16	glucose	glucose	NOUN
brj-22259	331	17	yield	yield	NOUN
brj-22259	331	18	,	,	PUNCT
brj-22259	331	19	”	"	PUNCT
brj-22259	331	20	food	food	NOUN
brj-22259	331	21	energy	energy	NOUN
brj-22259	331	22	secur	secur	NOUN
brj-22259	331	23	.	.	PUNCT
brj-22259	332	1	8	8	NUM
brj-22259	332	2	(	(	PUNCT
brj-22259	332	3	4	4	NUM
brj-22259	332	4	)	)	PUNCT
brj-22259	332	5	,	,	PUNCT
brj-22259	332	6	1	1	NUM
brj-22259	332	7	-	-	SYM
brj-22259	332	8	15	15	NUM
brj-22259	332	9	.	.	PUNCT
brj-22259	333	1	doi	doi	NOUN
brj-22259	333	2	:	:	PUNCT
brj-22259	333	3	10.1002	10.1002	NUM
brj-22259	333	4	/	/	SYM
brj-22259	333	5	fes3.174	fes3.174	ADJ
brj-22259	333	6	uzuner	uzuner	NOUN
brj-22259	333	7	,	,	PUNCT
brj-22259	333	8	s.	s.	PROPN
brj-22259	333	9	,	,	PUNCT
brj-22259	333	10	and	and	CCONJ
brj-22259	333	11	cekmecelioglu	cekmecelioglu	NOUN
brj-22259	333	12	,	,	PUNCT
brj-22259	333	13	d.	d.	PROPN
brj-22259	333	14	(	(	PUNCT
brj-22259	333	15	2014	2014	NUM
brj-22259	333	16	)	)	PUNCT
brj-22259	333	17	.	.	PUNCT
brj-22259	334	1	“	"	PUNCT
brj-22259	334	2	hydrolysis	hydrolysis	NOUN
brj-22259	334	3	of	of	ADP
brj-22259	334	4	hazelnut	hazelnut	NOUN
brj-22259	334	5	shells	shell	NOUN
brj-22259	334	6	as	as	ADP
brj-22259	334	7	a	a	DET
brj-22259	334	8	carbon	carbon	NOUN
brj-22259	334	9	source	source	NOUN
brj-22259	334	10	for	for	ADP
brj-22259	334	11	bioprocessing	bioprocesse	VERB
brj-22259	334	12	applications	application	NOUN
brj-22259	334	13	and	and	CCONJ
brj-22259	334	14	fermentation	fermentation	NOUN
brj-22259	334	15	,	,	PUNCT
brj-22259	334	16	”	"	PUNCT
brj-22259	334	17	int	int	NOUN
brj-22259	334	18	.	.	PUNCT
brj-22259	335	1	j.	j.	PROPN
brj-22259	335	2	food	food	PROPN
brj-22259	335	3	eng	eng	PROPN
brj-22259	335	4	.	.	PROPN
brj-22259	335	5	10	10	NUM
brj-22259	335	6	(	(	PUNCT
brj-22259	335	7	4	4	NUM
brj-22259	335	8	)	)	PUNCT
brj-22259	335	9	,	,	PUNCT
brj-22259	335	10	799	799	NUM
brj-22259	335	11	-	-	SYM
brj-22259	335	12	808	808	NUM
brj-22259	335	13	.	.	PUNCT
brj-22259	335	14	doi	doi	NOUN
brj-22259	335	15	:	:	PUNCT
brj-22259	335	16	10.1515	10.1515	NUM
brj-22259	335	17	/	/	SYM
brj-22259	335	18	ijfe-2014	ijfe-2014	NOUN
brj-22259	335	19	-	-	PUNCT
brj-22259	335	20	0158	0158	NUM
brj-22259	335	21	https://doi.org/10.21967/jbb.v2i3.117	https://doi.org/10.21967/jbb.v2i3.117	PROPN
brj-22259	335	22	https://doi.org/10.1016/j.biortech.2014.12.089	https://doi.org/10.1016/j.biortech.2014.12.089	NOUN
brj-22259	335	23	https://doi.org/10.1016/j.biortech.2015.08.099	https://doi.org/10.1016/j.biortech.2015.08.099	X
brj-22259	335	24	https://doi.org/10.1016/j.biortech.2011.06.065	https://doi.org/10.1016/j.biortech.2011.06.065	PROPN
brj-22259	335	25	https://doi.org/10.1016/j.renene.2020.04.091	https://doi.org/10.1016/j.renene.2020.04.091	VERB
brj-22259	335	26	https://doi.org/10.1098/rsta.1987.0029	https://doi.org/10.1098/rsta.1987.0029	PROPN
brj-22259	335	27	https://doi.org/10.1016/j.renene.2009.11.042	https://doi.org/10.1016/j.renene.2009.11.042	VERB
brj-22259	335	28	https://doi.org/10.1016/j.btre.2019.e00361	https://doi.org/10.1016/j.btre.2019.e00361	NOUN
brj-22259	335	29	peer	peer	NOUN
brj-22259	335	30	-	-	PUNCT
brj-22259	335	31	reviewed	review	VERB
brj-22259	335	32	article	article	NOUN
brj-22259	335	33	bioresources.com	bioresources.com	X
brj-22259	335	34	uzuner	uzuner	NOUN
brj-22259	335	35	et	et	PROPN
brj-22259	335	36	al	al	PROPN
brj-22259	335	37	.	.	PROPN
brj-22259	336	1	(	(	PUNCT
brj-22259	336	2	2023	2023	NUM
brj-22259	336	3	)	)	PUNCT
brj-22259	336	4	.	.	PUNCT
brj-22259	337	1	“	"	PUNCT
brj-22259	337	2	microwave	microwave	NOUN
brj-22259	337	3	&	&	CCONJ
brj-22259	337	4	pretreatment	pretreatment	NOUN
brj-22259	337	5	,	,	PUNCT
brj-22259	337	6	”	"	PUNCT
brj-22259	337	7	bioresources	bioresource	NOUN
brj-22259	337	8	18(1	18(1	NOUN
brj-22259	337	9	)	)	PUNCT
brj-22259	337	10	,	,	PUNCT
brj-22259	337	11	613	613	NUM
brj-22259	337	12	-	-	SYM
brj-22259	337	13	628	628	NUM
brj-22259	337	14	.	.	PUNCT
brj-22259	338	1	628	628	NUM
brj-22259	338	2	uzuner	uzuner	NOUN
brj-22259	338	3	,	,	PUNCT
brj-22259	338	4	s.	s.	PROPN
brj-22259	338	5	,	,	PUNCT
brj-22259	338	6	sharma	sharma	PROPN
brj-22259	338	7	-	-	PUNCT
brj-22259	338	8	shivappa	shivappa	PROPN
brj-22259	338	9	,	,	PUNCT
brj-22259	338	10	r.	r.	PROPN
brj-22259	338	11	r.	r.	PROPN
brj-22259	338	12	,	,	PUNCT
brj-22259	338	13	and	and	CCONJ
brj-22259	338	14	cekmecelioglu	cekmecelioglu	NOUN
brj-22259	338	15	,	,	PUNCT
brj-22259	338	16	d.	d.	PROPN
brj-22259	338	17	(	(	PUNCT
brj-22259	338	18	2017	2017	NUM
brj-22259	338	19	)	)	PUNCT
brj-22259	338	20	.	.	PUNCT
brj-22259	339	1	“	"	PUNCT
brj-22259	339	2	bioconversion	bioconversion	NOUN
brj-22259	339	3	of	of	ADP
brj-22259	339	4	alkali	alkali	ADJ
brj-22259	339	5	pretreated	pretreate	VERB
brj-22259	339	6	hazelnut	hazelnut	NOUN
brj-22259	339	7	shells	shell	NOUN
brj-22259	339	8	to	to	ADP
brj-22259	339	9	fermentable	fermentable	ADJ
brj-22259	339	10	sugars	sugar	NOUN
brj-22259	339	11	for	for	ADP
brj-22259	339	12	generation	generation	NOUN
brj-22259	339	13	of	of	ADP
brj-22259	339	14	high	high	ADJ
brj-22259	339	15	value	value	NOUN
brj-22259	339	16	products	product	NOUN
brj-22259	339	17	,	,	PUNCT
brj-22259	339	18	”	"	PUNCT
brj-22259	339	19	waste	waste	NOUN
brj-22259	339	20	biomass	biomass	NOUN
brj-22259	339	21	valor	valor	NOUN
brj-22259	339	22	.	.	PUNCT
brj-22259	339	23	8	8	NUM
brj-22259	339	24	,	,	PUNCT
brj-22259	339	25	407	407	NUM
brj-22259	339	26	-	-	SYM
brj-22259	339	27	416	416	NUM
brj-22259	339	28	.	.	PUNCT
brj-22259	340	1	doi:10.1007	doi:10.1007	VERB
brj-22259	340	2	/	/	SYM
brj-22259	340	3	s12649	s12649	NOUN
brj-22259	340	4	-	-	PUNCT
brj-22259	340	5	016	016	NUM
brj-22259	340	6	-	-	PUNCT
brj-22259	340	7	9607	9607	NUM
brj-22259	340	8	-	-	PUNCT
brj-22259	340	9	0	0	NUM
brj-22259	340	10	.	.	PUNCT
brj-22259	341	1	vintila	vintila	PROPN
brj-22259	341	2	,	,	PUNCT
brj-22259	341	3	t.	t.	PROPN
brj-22259	341	4	,	,	PUNCT
brj-22259	341	5	sumalan	sumalan	PROPN
brj-22259	341	6	,	,	PUNCT
brj-22259	341	7	r.	r.	PROPN
brj-22259	341	8	,	,	PUNCT
brj-22259	341	9	popa	popa	NOUN
brj-22259	341	10	,	,	PUNCT
brj-22259	341	11	n.	n.	PROPN
brj-22259	341	12	f.	f.	PROPN
brj-22259	341	13	,	,	PUNCT
brj-22259	341	14	dragomirescu	dragomirescu	NOUN
brj-22259	341	15	,	,	PUNCT
brj-22259	341	16	m.	m.	NOUN
brj-22259	341	17	,	,	PUNCT
brj-22259	341	18	and	and	CCONJ
brj-22259	341	19	sala	sala	PROPN
brj-22259	341	20	,	,	PUNCT
brj-22259	341	21	f.	f.	PROPN
brj-22259	341	22	(	(	PUNCT
brj-22259	341	23	2019	2019	NUM
brj-22259	341	24	)	)	PUNCT
brj-22259	341	25	.	.	PUNCT
brj-22259	342	1	“	"	PUNCT
brj-22259	342	2	microwave	microwave	NOUN
brj-22259	342	3	and	and	CCONJ
brj-22259	342	4	steam	steam	NOUN
brj-22259	342	5	mediated	mediate	VERB
brj-22259	342	6	alkaline	alkaline	NOUN
brj-22259	342	7	pretreatments	pretreatment	NOUN
brj-22259	342	8	of	of	ADP
brj-22259	342	9	sweet	sweet	ADJ
brj-22259	342	10	sorghum	sorghum	NOUN
brj-22259	342	11	bagasse	bagasse	NOUN
brj-22259	342	12	:	:	PUNCT
brj-22259	342	13	study	study	NOUN
brj-22259	342	14	of	of	ADP
brj-22259	342	15	the	the	DET
brj-22259	342	16	energy	energy	NOUN
brj-22259	342	17	efficiency	efficiency	NOUN
brj-22259	342	18	,	,	PUNCT
brj-22259	342	19	”	"	PUNCT
brj-22259	342	20	bioresources	bioresource	NOUN
brj-22259	342	21	.	.	PUNCT
brj-22259	343	1	14(2	14(2	NUM
brj-22259	343	2	)	)	PUNCT
brj-22259	343	3	,	,	PUNCT
brj-22259	343	4	4022	4022	NUM
brj-22259	343	5	-	-	SYM
brj-22259	343	6	4034	4034	NUM
brj-22259	343	7	.	.	PUNCT
brj-22259	344	1	doi:10.15376	doi:10.15376	NOUN
brj-22259	344	2	/	/	SYM
brj-22259	344	3	biores.14.2.4022	biores.14.2.4022	NOUN
brj-22259	344	4	-	-	PUNCT
brj-22259	344	5	4034	4034	NUM
brj-22259	344	6	.	.	PUNCT
brj-22259	345	1	xu	xu	PROPN
brj-22259	345	2	,	,	PUNCT
brj-22259	345	3	j.	j.	PROPN
brj-22259	345	4	,	,	PUNCT
brj-22259	345	5	cheng	cheng	PROPN
brj-22259	345	6	,	,	PUNCT
brj-22259	345	7	j.	j.	PROPN
brj-22259	345	8	j.	j.	PROPN
brj-22259	345	9	,	,	PUNCT
brj-22259	345	10	sharma	sharma	PROPN
brj-22259	345	11	-	-	PUNCT
brj-22259	345	12	shivappa	shivappa	PROPN
brj-22259	345	13	,	,	PUNCT
brj-22259	345	14	r.	r.	PROPN
brj-22259	345	15	r.	r.	PROPN
brj-22259	345	16	,	,	PUNCT
brj-22259	345	17	and	and	CCONJ
brj-22259	345	18	burns	burn	NOUN
brj-22259	345	19	,	,	PUNCT
brj-22259	345	20	j.	j.	PROPN
brj-22259	345	21	c.	c.	PROPN
brj-22259	345	22	(	(	PUNCT
brj-22259	345	23	2010	2010	NUM
brj-22259	345	24	)	)	PUNCT
brj-22259	345	25	“	"	PUNCT
brj-22259	345	26	lime	lime	NOUN
brj-22259	345	27	pretreatment	pretreatment	NOUN
brj-22259	345	28	of	of	ADP
brj-22259	345	29	switchgrass	switchgrass	NOUN
brj-22259	345	30	at	at	ADP
brj-22259	345	31	mild	mild	ADJ
brj-22259	345	32	temperatures	temperature	NOUN
brj-22259	345	33	for	for	ADP
brj-22259	345	34	ethanol	ethanol	NOUN
brj-22259	345	35	production	production	NOUN
brj-22259	345	36	,	,	PUNCT
brj-22259	345	37	”	"	PUNCT
brj-22259	345	38	bioresource	bioresource	NOUN
brj-22259	345	39	technol	technol	NOUN
brj-22259	345	40	.	.	PUNCT
brj-22259	346	1	101	101	NUM
brj-22259	346	2	(	(	PUNCT
brj-22259	346	3	8)	8)	NUM
brj-22259	346	4	,	,	PUNCT
brj-22259	346	5	2900	2900	NUM
brj-22259	346	6	-	-	SYM
brj-22259	346	7	2903	2903	NUM
brj-22259	346	8	.	.	PUNCT
brj-22259	347	1	doi	doi	NOUN
brj-22259	347	2	:	:	PUNCT
brj-22259	347	3	10.1016	10.1016	NUM
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brj-22259	347	8	n.	n.	PROPN
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brj-22259	347	11	,	,	PUNCT
brj-22259	347	12	l.	l.	PROPN
brj-22259	347	13	,	,	PUNCT
brj-22259	347	14	sun	sun	PROPN
brj-22259	347	15	,	,	PUNCT
brj-22259	347	16	z.	z.	PROPN
brj-22259	347	17	y.	y.	PROPN
brj-22259	347	18	,	,	PUNCT
brj-22259	347	19	tang	tang	PROPN
brj-22259	347	20	,	,	PUNCT
brj-22259	347	21	y.	y.	PROPN
brj-22259	347	22	q.	q.	PROPN
brj-22259	347	23	,	,	PUNCT
brj-22259	347	24	and	and	CCONJ
brj-22259	347	25	kida	kida	PROPN
brj-22259	347	26	,	,	PUNCT
brj-22259	347	27	k.	k.	PROPN
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brj-22259	347	29	2018	2018	NUM
brj-22259	347	30	)	)	PUNCT
brj-22259	347	31	.	.	PUNCT
brj-22259	348	1	“	"	PUNCT
brj-22259	348	2	production	production	NOUN
brj-22259	348	3	of	of	ADP
brj-22259	348	4	bioethanol	bioethanol	NOUN
brj-22259	348	5	by	by	ADP
brj-22259	348	6	integrating	integrate	VERB
brj-22259	348	7	microwave	microwave	NOUN
brj-22259	348	8	assisted	assist	VERB
brj-22259	348	9	dilute	dilute	NOUN
brj-22259	348	10	sulfuric	sulfuric	NOUN
brj-22259	348	11	acid	acid	PROPN
brj-22259	348	12	pretreated	pretreate	VERB
brj-22259	348	13	sugarcane	sugarcane	NOUN
brj-22259	348	14	bagasse	bagasse	NOUN
brj-22259	348	15	slurry	slurry	NOUN
brj-22259	348	16	with	with	ADP
brj-22259	348	17	molasses	molasse	NOUN
brj-22259	348	18	,	,	PUNCT
brj-22259	348	19	”	"	PUNCT
brj-22259	348	20	appl	appl	NOUN
brj-22259	348	21	.	.	PUNCT
brj-22259	348	22	biochem	biochem	PROPN
brj-22259	348	23	.	.	PUNCT
brj-22259	349	1	biotechnol	biotechnol	PROPN
brj-22259	349	2	.	.	PUNCT
brj-22259	350	1	185(1	185(1	NUM
brj-22259	350	2	)	)	PUNCT
brj-22259	350	3	,	,	PUNCT
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brj-22259	350	5	-	-	SYM
brj-22259	350	6	206	206	NUM
brj-22259	350	7	.	.	PUNCT
brj-22259	351	1	doi	doi	NOUN
brj-22259	351	2	:	:	PUNCT
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brj-22259	351	4	/	/	SYM
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brj-22259	351	6	-	-	PUNCT
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brj-22259	351	8	-	-	PUNCT
brj-22259	351	9	2651	2651	NUM
brj-22259	351	10	-	-	SYM
brj-22259	351	11	9	9	NUM
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brj-22259	351	13	,	,	PUNCT
brj-22259	351	14	z.	z.	PROPN
brj-22259	351	15	,	,	PUNCT
brj-22259	351	16	vancov	vancov	ADV
brj-22259	351	17	,	,	PUNCT
brj-22259	351	18	v.	v.	PROPN
brj-22259	351	19	,	,	PUNCT
brj-22259	351	20	mackintosh	mackintosh	PROPN
brj-22259	351	21	,	,	PUNCT
brj-22259	351	22	s.	s.	PROPN
brj-22259	351	23	,	,	PUNCT
brj-22259	351	24	basu	basu	PROPN
brj-22259	351	25	,	,	PUNCT
brj-22259	351	26	b.	b.	PROPN
brj-22259	351	27	,	,	PUNCT
brj-22259	351	28	lali	lali	PROPN
brj-22259	351	29	,	,	PUNCT
brj-22259	351	30	a.	a.	PROPN
brj-22259	351	31	,	,	PUNCT
brj-22259	351	32	qian	qian	PROPN
brj-22259	351	33	,	,	PUNCT
brj-22259	351	34	g.	g.	PROPN
brj-22259	351	35	,	,	PUNCT
brj-22259	351	36	hopson	hopson	PROPN
brj-22259	351	37	,	,	PUNCT
brj-22259	351	38	p.	p.	NOUN
brj-22259	351	39	,	,	PUNCT
brj-22259	351	40	and	and	CCONJ
brj-22259	351	41	doherty	doherty	PROPN
brj-22259	351	42	,	,	PUNCT
brj-22259	351	43	w.	w.	PROPN
brj-22259	351	44	o.	o.	PROPN
brj-22259	351	45	s.	s.	PROPN
brj-22259	351	46	(	(	PUNCT
brj-22259	351	47	2016	2016	NUM
brj-22259	351	48	)	)	PUNCT
brj-22259	351	49	.	.	PUNCT
brj-22259	352	1	“	"	PUNCT
brj-22259	352	2	assessing	assess	VERB
brj-22259	352	3	dilute	dilute	NOUN
brj-22259	352	4	acid	acid	NOUN
brj-22259	352	5	pretreatment	pretreatment	NOUN
brj-22259	352	6	of	of	ADP
brj-22259	352	7	different	different	ADJ
brj-22259	352	8	lignocellulosic	lignocellulosic	ADJ
brj-22259	352	9	biomasses	biomass	NOUN
brj-22259	352	10	for	for	ADP
brj-22259	352	11	enhanced	enhanced	ADJ
brj-22259	352	12	sugar	sugar	NOUN
brj-22259	352	13	production	production	NOUN
brj-22259	352	14	,	,	PUNCT
brj-22259	352	15	”	"	PUNCT
brj-22259	352	16	cellulose	cellulose	NOUN
brj-22259	352	17	23	23	NUM
brj-22259	352	18	,	,	PUNCT
brj-22259	352	19	3771	3771	NUM
brj-22259	352	20	-	-	SYM
brj-22259	352	21	3783	3783	NUM
brj-22259	352	22	.	.	PUNCT
brj-22259	353	1	doi	doi	NOUN
brj-22259	353	2	:	:	PUNCT
brj-22259	353	3	10.1007	10.1007	NUM
brj-22259	353	4	/	/	SYM
brj-22259	353	5	s10570	s10570	NOUN
brj-22259	353	6	-	-	PUNCT
brj-22259	353	7	016	016	NUM
brj-22259	353	8	-	-	PUNCT
brj-22259	353	9	1043	1043	NUM
brj-22259	353	10	-	-	SYM
brj-22259	353	11	6	6	NUM
brj-22259	353	12	zhu	zhu	PROPN
brj-22259	353	13	,	,	PUNCT
brj-22259	353	14	z.	z.	PROPN
brj-22259	353	15	,	,	PUNCT
brj-22259	353	16	macquarrie	macquarrie	PROPN
brj-22259	353	17	,	,	PUNCT
brj-22259	353	18	d.	d.	PROPN
brj-22259	353	19	j.	j.	PROPN
brj-22259	353	20	,	,	PUNCT
brj-22259	353	21	simister	simister	PROPN
brj-22259	353	22	,	,	PUNCT
brj-22259	353	23	r.	r.	PROPN
brj-22259	353	24	,	,	PUNCT
brj-22259	353	25	gomez	gomez	PROPN
brj-22259	353	26	,	,	PUNCT
brj-22259	353	27	l.	l.	PROPN
brj-22259	353	28	d.	d.	PROPN
brj-22259	353	29	,	,	PUNCT
brj-22259	353	30	and	and	CCONJ
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brj-22259	353	32	-	-	PUNCT
brj-22259	353	33	mason	mason	PROPN
brj-22259	353	34	,	,	PUNCT
brj-22259	353	35	s.	s.	PROPN
brj-22259	353	36	j.	j.	PROPN
brj-22259	353	37	(	(	PUNCT
brj-22259	353	38	2015	2015	NUM
brj-22259	353	39	)	)	PUNCT
brj-22259	353	40	.	.	PUNCT
brj-22259	354	1	“	"	PUNCT
brj-22259	354	2	microwave	microwave	X
brj-22259	354	3	assisted	assist	VERB
brj-22259	354	4	chemical	chemical	ADJ
brj-22259	354	5	pretreatment	pretreatment	NOUN
brj-22259	354	6	of	of	ADP
brj-22259	354	7	miscanthus	miscanthus	PROPN
brj-22259	354	8	under	under	ADP
brj-22259	354	9	different	different	ADJ
brj-22259	354	10	temperature	temperature	NOUN
brj-22259	354	11	regimes	regime	NOUN
brj-22259	354	12	,	,	PUNCT
brj-22259	354	13	”	"	PUNCT
brj-22259	354	14	sustain	sustain	NOUN
brj-22259	354	15	.	.	PUNCT
brj-22259	355	1	chem	chem	NOUN
brj-22259	355	2	.	.	PUNCT
brj-22259	355	3	process	process	NOUN
brj-22259	355	4	3(15	3(15	NUM
brj-22259	355	5	)	)	PUNCT
brj-22259	355	6	,	,	PUNCT
brj-22259	355	7	2	2	NUM
brj-22259	355	8	-	-	SYM
brj-22259	355	9	13	13	NUM
brj-22259	355	10	.	.	PUNCT
brj-22259	356	1	doi	doi	NOUN
brj-22259	356	2	:	:	PUNCT
brj-22259	356	3	10.1186	10.1186	NUM
brj-22259	356	4	/	/	SYM
brj-22259	356	5	s40508015	s40508015	PROPN
brj-22259	356	6	-	-	PUNCT
brj-22259	356	7	0041	0041	NUM
brj-22259	356	8	-	-	SYM
brj-22259	356	9	6	6	NUM
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brj-22259	356	11	,	,	PUNCT
brj-22259	356	12	z.	z.	PROPN
brj-22259	356	13	,	,	PUNCT
brj-22259	356	14	rezende	rezende	PROPN
brj-22259	356	15	,	,	PUNCT
brj-22259	356	16	c.	c.	PROPN
brj-22259	356	17	a.	a.	PROPN
brj-22259	356	18	,	,	PUNCT
brj-22259	356	19	simister	simister	PROPN
brj-22259	356	20	,	,	PUNCT
brj-22259	356	21	r.	r.	PROPN
brj-22259	356	22	,	,	PUNCT
brj-22259	356	23	mcqueen	mcqueen	PROPN
brj-22259	356	24	-	-	PUNCT
brj-22259	356	25	mason	mason	PROPN
brj-22259	356	26	,	,	PUNCT
brj-22259	356	27	s.	s.	PROPN
brj-22259	356	28	j.	j.	PROPN
brj-22259	356	29	,	,	PUNCT
brj-22259	356	30	macquarrie	macquarrie	PROPN
brj-22259	356	31	,	,	PUNCT
brj-22259	356	32	d.	d.	PROPN
brj-22259	356	33	j.	j.	PROPN
brj-22259	356	34	,	,	PUNCT
brj-22259	356	35	polikarpov	polikarpov	PROPN
brj-22259	356	36	,	,	PUNCT
brj-22259	356	37	i.	i.	NOUN
brj-22259	356	38	,	,	PUNCT
brj-22259	356	39	and	and	CCONJ
brj-22259	356	40	gomez	gomez	PROPN
brj-22259	356	41	,	,	PUNCT
brj-22259	356	42	l.	l.	PROPN
brj-22259	356	43	d.	d.	PROPN
brj-22259	356	44	(	(	PUNCT
brj-22259	356	45	2016	2016	NUM
brj-22259	356	46	)	)	PUNCT
brj-22259	356	47	.	.	PUNCT
brj-22259	357	1	“	"	PUNCT
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brj-22259	357	4	production	production	NOUN
brj-22259	357	5	from	from	ADP
brj-22259	357	6	sugarcane	sugarcane	NOUN
brj-22259	357	7	bagasse	bagasse	NOUN
brj-22259	357	8	by	by	ADP
brj-22259	357	9	microwave	microwave	NOUN
brj-22259	357	10	assisted	assist	VERB
brj-22259	357	11	acid	acid	NOUN
brj-22259	357	12	and	and	CCONJ
brj-22259	357	13	alkali	alkali	ADJ
brj-22259	357	14	pretreatment	pretreatment	NOUN
brj-22259	357	15	,	,	PUNCT
brj-22259	357	16	”	"	PUNCT
brj-22259	357	17	biomass	biomass	NOUN
brj-22259	357	18	bioenerg	bioenerg	PROPN
brj-22259	357	19	.	.	PUNCT
brj-22259	358	1	93	93	NUM
brj-22259	358	2	,	,	PUNCT
brj-22259	358	3	269	269	NUM
brj-22259	358	4	-	-	SYM
brj-22259	358	5	278	278	NUM
brj-22259	358	6	.	.	PUNCT
brj-22259	359	1	doi	doi	NOUN
brj-22259	359	2	:	:	PUNCT
brj-22259	359	3	10.1016	10.1016	NUM
brj-22259	359	4	/	/	SYM
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brj-22259	359	6	article	article	NOUN
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brj-22259	359	8	:	:	PUNCT
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brj-22259	359	10	2	2	NUM
brj-22259	359	11	,	,	PUNCT
brj-22259	359	12	2022	2022	NUM
brj-22259	359	13	;	;	PUNCT
brj-22259	359	14	peer	peer	NOUN
brj-22259	359	15	review	review	NOUN
brj-22259	359	16	completed	complete	VERB
brj-22259	359	17	:	:	PUNCT
brj-22259	359	18	october	october	PROPN
brj-22259	359	19	1	1	NUM
brj-22259	359	20	,	,	PUNCT
brj-22259	359	21	2022	2022	NUM
brj-22259	359	22	;	;	PUNCT
brj-22259	359	23	revised	revise	VERB
brj-22259	359	24	version	version	NOUN
brj-22259	359	25	received	receive	VERB
brj-22259	359	26	and	and	CCONJ
brj-22259	359	27	accepted	accept	VERB
brj-22259	359	28	:	:	PUNCT
brj-22259	359	29	november	november	PROPN
brj-22259	359	30	14	14	NUM
brj-22259	359	31	,	,	PUNCT
brj-22259	359	32	2022	2022	NUM
brj-22259	359	33	;	;	PUNCT
brj-22259	359	34	published	publish	VERB
brj-22259	359	35	:	:	PUNCT
brj-22259	359	36	november	november	PROPN
brj-22259	359	37	21	21	NUM
brj-22259	359	38	,	,	PUNCT
brj-22259	359	39	2022	2022	NUM
brj-22259	359	40	.	.	PUNCT
brj-22259	360	1	doi	doi	NOUN
brj-22259	360	2	:	:	PUNCT
brj-22259	360	3	10.15376	10.15376	NUM
brj-22259	360	4	/	/	SYM
brj-22259	360	5	biores.18.1.613	biores.18.1.613	NOUN
brj-22259	360	6	-	-	SYM
brj-22259	360	7	628	628	NUM
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