id	sid	tid	token	lemma	pos
brj-24569	1	1	peer	peer	NOUN
brj-24569	1	2	review	review	NOUN
brj-24569	1	3	article	article	NOUN
brj-24569	1	4	peer	peer	NOUN
brj-24569	1	5	-	-	PUNCT
brj-24569	1	6	reviewed	review	VERB
brj-24569	1	7	article	article	NOUN
brj-24569	1	8	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	1	9	kim	kim	PROPN
brj-24569	1	10	et	et	PROPN
brj-24569	1	11	al	al	PROPN
brj-24569	1	12	.	.	PROPN
brj-24569	2	1	(	(	PUNCT
brj-24569	2	2	2025	2025	NUM
brj-24569	2	3	)	)	PUNCT
brj-24569	2	4	.	.	PUNCT
brj-24569	3	1	“	"	PUNCT
brj-24569	3	2	predicting	predict	VERB
brj-24569	3	3	antioxidant	antioxidant	ADJ
brj-24569	3	4	activity	activity	NOUN
brj-24569	3	5	,	,	PUNCT
brj-24569	3	6	”	"	PUNCT
brj-24569	3	7	bioresources	bioresource	NOUN
brj-24569	3	8	20(4	20(4	NOUN
brj-24569	3	9	)	)	PUNCT
brj-24569	3	10	,	,	PUNCT
brj-24569	3	11	9103	9103	NUM
brj-24569	3	12	-	-	SYM
brj-24569	3	13	9126	9126	NUM
brj-24569	3	14	.	.	PUNCT
brj-24569	4	1	9103	9103	NUM
brj-24569	4	2	extreme	extreme	ADJ
brj-24569	4	3	gradient	gradient	NOUN
brj-24569	4	4	boosting	boost	VERB
brj-24569	4	5	model	model	NOUN
brj-24569	4	6	to	to	PART
brj-24569	4	7	predict	predict	VERB
brj-24569	4	8	antioxidant	antioxidant	ADJ
brj-24569	4	9	activity	activity	NOUN
brj-24569	4	10	of	of	ADP
brj-24569	4	11	extract	extract	NOUN
brj-24569	4	12	from	from	ADP
brj-24569	4	13	ainsliaea	ainsliaea	PROPN
brj-24569	4	14	acerifolia	acerifolia	PROPN
brj-24569	4	15	hyeon	hyeon	PROPN
brj-24569	4	16	cheol	cheol	PROPN
brj-24569	4	17	kim	kim	PROPN
brj-24569	4	18	,	,	PUNCT
brj-24569	4	19	woo	woo	PROPN
brj-24569	4	20	seok	seok	PROPN
brj-24569	4	21	lim	lim	PROPN
brj-24569	4	22	,	,	PUNCT
brj-24569	4	23	si	si	PROPN
brj-24569	4	24	young	young	ADJ
brj-24569	4	25	ha	ha	INTJ
brj-24569	4	26	,	,	PUNCT
brj-24569	4	27	and	and	CCONJ
brj-24569	4	28	jae	jae	PROPN
brj-24569	4	29	-	-	PUNCT
brj-24569	4	30	kyung	kyung	PROPN
brj-24569	4	31	yang	yang	PROPN
brj-24569	4	32	,	,	PUNCT
brj-24569	4	33	*	*	PUNCT
brj-24569	4	34	a	a	DET
brj-24569	4	35	machine	machine	NOUN
brj-24569	4	36	learning	learning	NOUN
brj-24569	4	37	(	(	PUNCT
brj-24569	4	38	ml)-based	ml)-base	VERB
brj-24569	4	39	framework	framework	NOUN
brj-24569	4	40	was	be	AUX
brj-24569	4	41	developed	develop	VERB
brj-24569	4	42	for	for	ADP
brj-24569	4	43	predicting	predict	VERB
brj-24569	4	44	and	and	CCONJ
brj-24569	4	45	optimizing	optimize	VERB
brj-24569	4	46	the	the	DET
brj-24569	4	47	antioxidant	antioxidant	ADJ
brj-24569	4	48	activity	activity	NOUN
brj-24569	4	49	of	of	ADP
brj-24569	4	50	ainsliaea	ainsliaea	PROPN
brj-24569	4	51	acerifolia	acerifolia	PROPN
brj-24569	4	52	water	water	NOUN
brj-24569	4	53	extracts	extract	NOUN
brj-24569	4	54	.	.	PUNCT
brj-24569	5	1	while	while	SCONJ
brj-24569	5	2	the	the	DET
brj-24569	5	3	response	response	NOUN
brj-24569	5	4	surface	surface	NOUN
brj-24569	5	5	methodology	methodology	NOUN
brj-24569	5	6	(	(	PUNCT
brj-24569	5	7	rsm	rsm	NOUN
brj-24569	5	8	)	)	PUNCT
brj-24569	5	9	is	be	AUX
brj-24569	5	10	deficient	deficient	ADJ
brj-24569	5	11	in	in	ADP
brj-24569	5	12	modeling	model	VERB
brj-24569	5	13	nonlinear	nonlinear	ADJ
brj-24569	5	14	interactions	interaction	NOUN
brj-24569	5	15	.	.	PUNCT
brj-24569	6	1	in	in	ADP
brj-24569	6	2	this	this	DET
brj-24569	6	3	study	study	NOUN
brj-24569	6	4	,	,	PUNCT
brj-24569	6	5	three	three	NUM
brj-24569	6	6	machine	machine	NOUN
brj-24569	6	7	learning	learning	NOUN
brj-24569	6	8	(	(	PUNCT
brj-24569	6	9	ml	ml	NOUN
brj-24569	6	10	)	)	PUNCT
brj-24569	6	11	algorithms	algorithm	NOUN
brj-24569	6	12	,	,	PUNCT
brj-24569	6	13	extreme	extreme	ADJ
brj-24569	6	14	gradient	gradient	NOUN
brj-24569	6	15	boosting	boost	VERB
brj-24569	6	16	(	(	PUNCT
brj-24569	6	17	xgb	xgb	NUM
brj-24569	6	18	)	)	PUNCT
brj-24569	6	19	,	,	PUNCT
brj-24569	6	20	random	random	ADJ
brj-24569	6	21	forest	forest	NOUN
brj-24569	6	22	(	(	PUNCT
brj-24569	6	23	rf	rf	NOUN
brj-24569	6	24	)	)	PUNCT
brj-24569	6	25	,	,	PUNCT
brj-24569	6	26	and	and	CCONJ
brj-24569	6	27	support	support	VERB
brj-24569	6	28	vector	vector	NOUN
brj-24569	6	29	machine	machine	NOUN
brj-24569	6	30	(	(	PUNCT
brj-24569	6	31	svm	svm	PROPN
brj-24569	6	32	)	)	PUNCT
brj-24569	6	33	,	,	PUNCT
brj-24569	6	34	were	be	AUX
brj-24569	6	35	evaluated	evaluate	VERB
brj-24569	6	36	using	use	VERB
brj-24569	6	37	extraction	extraction	NOUN
brj-24569	6	38	variables	variable	NOUN
brj-24569	6	39	(	(	PUNCT
brj-24569	6	40	temperature	temperature	NOUN
brj-24569	6	41	,	,	PUNCT
brj-24569	6	42	time	time	NOUN
brj-24569	6	43	,	,	PUNCT
brj-24569	6	44	and	and	CCONJ
brj-24569	6	45	solvent	solvent	NOUN
brj-24569	6	46	-	-	PUNCT
brj-24569	6	47	to	to	ADP
brj-24569	6	48	-	-	PUNCT
brj-24569	6	49	solid	solid	ADJ
brj-24569	6	50	ratio	ratio	NOUN
brj-24569	6	51	)	)	PUNCT
brj-24569	6	52	along	along	ADP
brj-24569	6	53	with	with	ADP
brj-24569	6	54	flavonoid	flavonoid	NOUN
brj-24569	6	55	and	and	CCONJ
brj-24569	6	56	polyphenol	polyphenol	NOUN
brj-24569	6	57	content	content	NOUN
brj-24569	6	58	as	as	ADP
brj-24569	6	59	input	input	NOUN
brj-24569	6	60	features	feature	NOUN
brj-24569	6	61	.	.	PUNCT
brj-24569	7	1	among	among	ADP
brj-24569	7	2	the	the	DET
brj-24569	7	3	models	model	NOUN
brj-24569	7	4	evaluated	evaluate	VERB
brj-24569	7	5	,	,	PUNCT
brj-24569	7	6	the	the	DET
brj-24569	7	7	xgb	xgb	PROPN
brj-24569	7	8	model	model	NOUN
brj-24569	7	9	showed	show	VERB
brj-24569	7	10	the	the	DET
brj-24569	7	11	most	most	ADV
brj-24569	7	12	advanced	advanced	ADJ
brj-24569	7	13	antioxidant	antioxidant	ADJ
brj-24569	7	14	prediction	prediction	NOUN
brj-24569	7	15	capabilities	capability	NOUN
brj-24569	7	16	,	,	PUNCT
brj-24569	7	17	as	as	SCONJ
brj-24569	7	18	evidenced	evidence	VERB
brj-24569	7	19	by	by	ADP
brj-24569	7	20	its	its	PRON
brj-24569	7	21	r²	r²	NOUN
brj-24569	7	22	of	of	ADP
brj-24569	7	23	0.9835	0.9835	NUM
brj-24569	7	24	and	and	CCONJ
brj-24569	7	25	rmse	rmse	NOUN
brj-24569	7	26	of	of	ADP
brj-24569	7	27	2.52	2.52	NUM
brj-24569	7	28	on	on	ADP
brj-24569	7	29	the	the	DET
brj-24569	7	30	test	test	NOUN
brj-24569	7	31	data	datum	NOUN
brj-24569	7	32	set	set	VERB
brj-24569	7	33	.	.	PUNCT
brj-24569	8	1	the	the	DET
brj-24569	8	2	biological	biological	ADJ
brj-24569	8	3	significance	significance	NOUN
brj-24569	8	4	of	of	ADP
brj-24569	8	5	the	the	DET
brj-24569	8	6	features	feature	NOUN
brj-24569	8	7	was	be	AUX
brj-24569	8	8	explored	explore	VERB
brj-24569	8	9	using	use	VERB
brj-24569	8	10	shap	shap	ADJ
brj-24569	8	11	analysis	analysis	NOUN
brj-24569	8	12	,	,	PUNCT
brj-24569	8	13	revealing	reveal	VERB
brj-24569	8	14	flavonoid	flavonoid	NOUN
brj-24569	8	15	content	content	NOUN
brj-24569	8	16	and	and	CCONJ
brj-24569	8	17	extraction	extraction	NOUN
brj-24569	8	18	temperature	temperature	NOUN
brj-24569	8	19	as	as	ADP
brj-24569	8	20	key	key	ADJ
brj-24569	8	21	contributors	contributor	NOUN
brj-24569	8	22	.	.	PUNCT
brj-24569	9	1	a	a	DET
brj-24569	9	2	graphical	graphical	ADJ
brj-24569	9	3	user	user	NOUN
brj-24569	9	4	interface	interface	NOUN
brj-24569	9	5	(	(	PUNCT
brj-24569	9	6	gui	gui	NOUN
brj-24569	9	7	)	)	PUNCT
brj-24569	9	8	was	be	AUX
brj-24569	9	9	developed	develop	VERB
brj-24569	9	10	to	to	PART
brj-24569	9	11	facilitate	facilitate	VERB
brj-24569	9	12	real	real	ADJ
brj-24569	9	13	-	-	PUNCT
brj-24569	9	14	time	time	NOUN
brj-24569	9	15	prediction	prediction	NOUN
brj-24569	9	16	,	,	PUNCT
brj-24569	9	17	enhancing	enhance	VERB
brj-24569	9	18	accessibility	accessibility	NOUN
brj-24569	9	19	for	for	ADP
brj-24569	9	20	researchers	researcher	NOUN
brj-24569	9	21	and	and	CCONJ
brj-24569	9	22	industrial	industrial	ADJ
brj-24569	9	23	users	user	NOUN
brj-24569	9	24	.	.	PUNCT
brj-24569	10	1	this	this	DET
brj-24569	10	2	approach	approach	NOUN
brj-24569	10	3	improves	improve	VERB
brj-24569	10	4	operational	operational	ADJ
brj-24569	10	5	efficiency	efficiency	NOUN
brj-24569	10	6	by	by	ADP
brj-24569	10	7	optimizing	optimize	VERB
brj-24569	10	8	extraction	extraction	NOUN
brj-24569	10	9	conditions	condition	NOUN
brj-24569	10	10	,	,	PUNCT
brj-24569	10	11	predicting	predict	VERB
brj-24569	10	12	antioxidant	antioxidant	ADJ
brj-24569	10	13	activity	activity	NOUN
brj-24569	10	14	from	from	ADP
brj-24569	10	15	data	datum	NOUN
brj-24569	10	16	including	include	VERB
brj-24569	10	17	flavonoids	flavonoid	NOUN
brj-24569	10	18	and	and	CCONJ
brj-24569	10	19	polyphenols	polyphenol	NOUN
brj-24569	10	20	,	,	PUNCT
brj-24569	10	21	and	and	CCONJ
brj-24569	10	22	reducing	reduce	VERB
brj-24569	10	23	reagent	reagent	ADJ
brj-24569	10	24	usage	usage	NOUN
brj-24569	10	25	.	.	PUNCT
brj-24569	11	1	this	this	DET
brj-24569	11	2	study	study	NOUN
brj-24569	11	3	highlights	highlight	VERB
brj-24569	11	4	the	the	DET
brj-24569	11	5	potential	potential	NOUN
brj-24569	11	6	of	of	ADP
brj-24569	11	7	ml	ml	NOUN
brj-24569	11	8	as	as	ADP
brj-24569	11	9	a	a	DET
brj-24569	11	10	sustainable	sustainable	ADJ
brj-24569	11	11	alternative	alternative	NOUN
brj-24569	11	12	for	for	ADP
brj-24569	11	13	natural	natural	ADJ
brj-24569	11	14	product	product	NOUN
brj-24569	11	15	optimization	optimization	NOUN
brj-24569	11	16	and	and	CCONJ
brj-24569	11	17	lays	lay	VERB
brj-24569	11	18	the	the	DET
brj-24569	11	19	groundwork	groundwork	NOUN
brj-24569	11	20	for	for	ADP
brj-24569	11	21	future	future	ADJ
brj-24569	11	22	research	research	NOUN
brj-24569	11	23	that	that	PRON
brj-24569	11	24	integrates	integrate	VERB
brj-24569	11	25	bioactivity	bioactivity	NOUN
brj-24569	11	26	prediction	prediction	NOUN
brj-24569	11	27	with	with	ADP
brj-24569	11	28	formulation	formulation	NOUN
brj-24569	11	29	design	design	NOUN
brj-24569	11	30	.	.	PUNCT
brj-24569	12	1	doi	doi	NOUN
brj-24569	12	2	:	:	PUNCT
brj-24569	12	3	10.15376	10.15376	NUM
brj-24569	12	4	/	/	SYM
brj-24569	12	5	biores.20.4.9103	biores.20.4.9103	NOUN
brj-24569	12	6	-	-	PUNCT
brj-24569	12	7	9126	9126	NUM
brj-24569	12	8	keywords	keyword	NOUN
brj-24569	12	9	:	:	PUNCT
brj-24569	12	10	antioxidant	antioxidant	ADJ
brj-24569	12	11	;	;	PUNCT
brj-24569	12	12	ainsliaea	ainsliaea	PROPN
brj-24569	12	13	acerifolia	acerifolia	PROPN
brj-24569	12	14	;	;	PUNCT
brj-24569	12	15	extreme	extreme	ADJ
brj-24569	12	16	gradient	gradient	NOUN
brj-24569	12	17	boosting	boosting	NOUN
brj-24569	12	18	;	;	PUNCT
brj-24569	12	19	flavonoids	flavonoid	NOUN
brj-24569	12	20	;	;	PUNCT
brj-24569	12	21	machine	machine	NOUN
brj-24569	12	22	learning	learning	NOUN
brj-24569	12	23	;	;	PUNCT
brj-24569	12	24	water	water	NOUN
brj-24569	12	25	extraction	extraction	NOUN
brj-24569	12	26	contact	contact	NOUN
brj-24569	12	27	information	information	NOUN
brj-24569	12	28	:	:	PUNCT
brj-24569	12	29	department	department	NOUN
brj-24569	12	30	of	of	ADP
brj-24569	12	31	environmental	environmental	ADJ
brj-24569	12	32	materials	material	NOUN
brj-24569	12	33	science	science	NOUN
brj-24569	12	34	/	/	SYM
brj-24569	12	35	institute	institute	PROPN
brj-24569	12	36	of	of	ADP
brj-24569	12	37	agriculture	agriculture	PROPN
brj-24569	12	38	and	and	CCONJ
brj-24569	12	39	life	life	NOUN
brj-24569	12	40	science	science	NOUN
brj-24569	12	41	,	,	PUNCT
brj-24569	12	42	gyeongsang	gyeongsang	PROPN
brj-24569	12	43	national	national	PROPN
brj-24569	12	44	university	university	PROPN
brj-24569	12	45	,	,	PUNCT
brj-24569	12	46	jinju	jinju	NOUN
brj-24569	12	47	,	,	PUNCT
brj-24569	12	48	52828	52828	NUM
brj-24569	12	49	,	,	PUNCT
brj-24569	12	50	republic	republic	NOUN
brj-24569	12	51	of	of	ADP
brj-24569	12	52	korea	korea	PROPN
brj-24569	12	53	;	;	PUNCT
brj-24569	12	54	*	*	PUNCT
brj-24569	12	55	corresponding	correspond	VERB
brj-24569	12	56	author	author	NOUN
brj-24569	12	57	:	:	PUNCT
brj-24569	12	58	jkyang@gnu.ac.kr	jkyang@gnu.ac.kr	X
brj-24569	12	59	introduction	introduction	NOUN
brj-24569	12	60	antioxidant	antioxidant	NOUN
brj-24569	12	61	activity	activity	NOUN
brj-24569	12	62	has	have	AUX
brj-24569	12	63	been	be	AUX
brj-24569	12	64	defined	define	VERB
brj-24569	12	65	as	as	ADP
brj-24569	12	66	the	the	DET
brj-24569	12	67	activity	activity	NOUN
brj-24569	12	68	of	of	ADP
brj-24569	12	69	removing	remove	VERB
brj-24569	12	70	reactive	reactive	ADJ
brj-24569	12	71	oxygen	oxygen	NOUN
brj-24569	12	72	species	specie	NOUN
brj-24569	12	73	(	(	PUNCT
brj-24569	12	74	ros	ros	PROPN
brj-24569	12	75	)	)	PUNCT
brj-24569	12	76	produced	produce	VERB
brj-24569	12	77	by	by	ADP
brj-24569	12	78	the	the	DET
brj-24569	12	79	metabolic	metabolic	NOUN
brj-24569	12	80	processes	process	NOUN
brj-24569	12	81	of	of	ADP
brj-24569	12	82	the	the	DET
brj-24569	12	83	body	body	NOUN
brj-24569	12	84	(	(	PUNCT
brj-24569	12	85	ifeanyi	ifeanyi	PROPN
brj-24569	12	86	2018	2018	NUM
brj-24569	12	87	)	)	PUNCT
brj-24569	12	88	.	.	PUNCT
brj-24569	13	1	production	production	NOUN
brj-24569	13	2	of	of	ADP
brj-24569	13	3	ros	ros	PROPN
brj-24569	13	4	during	during	ADP
brj-24569	13	5	normal	normal	ADJ
brj-24569	13	6	metabolism	metabolism	NOUN
brj-24569	13	7	has	have	AUX
brj-24569	13	8	been	be	AUX
brj-24569	13	9	implicated	implicate	VERB
brj-24569	13	10	in	in	ADP
brj-24569	13	11	electron	electron	NOUN
brj-24569	13	12	transport	transport	NOUN
brj-24569	13	13	,	,	PUNCT
brj-24569	13	14	gene	gene	NOUN
brj-24569	13	15	expression	expression	NOUN
brj-24569	13	16	,	,	PUNCT
brj-24569	13	17	and	and	CCONJ
brj-24569	13	18	antimicrobial	antimicrobial	ADJ
brj-24569	13	19	activity	activity	NOUN
brj-24569	13	20	(	(	PUNCT
brj-24569	13	21	pham	pham	PROPN
brj-24569	13	22	-	-	PUNCT
brj-24569	13	23	huy	huy	PROPN
brj-24569	13	24	et	et	PROPN
brj-24569	13	25	al	al	PROPN
brj-24569	13	26	.	.	PROPN
brj-24569	13	27	2008	2008	NUM
brj-24569	13	28	)	)	PUNCT
brj-24569	13	29	.	.	PUNCT
brj-24569	14	1	however	however	ADV
brj-24569	14	2	,	,	PUNCT
brj-24569	14	3	ros	ros	PROPN
brj-24569	14	4	can	can	AUX
brj-24569	14	5	be	be	AUX
brj-24569	14	6	increased	increase	VERB
brj-24569	14	7	through	through	ADP
brj-24569	14	8	uv	uv	NOUN
brj-24569	14	9	stress	stress	NOUN
brj-24569	14	10	and	and	CCONJ
brj-24569	14	11	food	food	NOUN
brj-24569	14	12	intake	intake	NOUN
brj-24569	14	13	(	(	PUNCT
brj-24569	14	14	golovynska	golovynska	NOUN
brj-24569	14	15	et	et	PROPN
brj-24569	14	16	al	al	PROPN
brj-24569	14	17	.	.	PROPN
brj-24569	14	18	2023	2023	NUM
brj-24569	14	19	)	)	PUNCT
brj-24569	14	20	exposure	exposure	NOUN
brj-24569	14	21	to	to	ADP
brj-24569	14	22	excessive	excessive	ADJ
brj-24569	14	23	ros	ros	PROPN
brj-24569	14	24	has	have	AUX
brj-24569	14	25	been	be	AUX
brj-24569	14	26	implicated	implicate	VERB
brj-24569	14	27	as	as	ADP
brj-24569	14	28	a	a	DET
brj-24569	14	29	cause	cause	NOUN
brj-24569	14	30	of	of	ADP
brj-24569	14	31	chronic	chronic	ADJ
brj-24569	14	32	diseases	disease	NOUN
brj-24569	14	33	and	and	CCONJ
brj-24569	14	34	conditions	condition	NOUN
brj-24569	14	35	.	.	PUNCT
brj-24569	15	1	these	these	PRON
brj-24569	15	2	include	include	VERB
brj-24569	15	3	inflammation	inflammation	NOUN
brj-24569	15	4	,	,	PUNCT
brj-24569	15	5	diabetes	diabetes	NOUN
brj-24569	15	6	,	,	PUNCT
brj-24569	15	7	and	and	CCONJ
brj-24569	15	8	cancer	cancer	NOUN
brj-24569	15	9	(	(	PUNCT
brj-24569	15	10	wang	wang	PROPN
brj-24569	15	11	et	et	PROPN
brj-24569	15	12	al	al	PROPN
brj-24569	15	13	.	.	PROPN
brj-24569	15	14	2021	2021	NUM
brj-24569	15	15	)	)	PUNCT
brj-24569	15	16	.	.	PUNCT
brj-24569	16	1	in	in	ADP
brj-24569	16	2	this	this	DET
brj-24569	16	3	context	context	NOUN
brj-24569	16	4	,	,	PUNCT
brj-24569	16	5	many	many	ADJ
brj-24569	16	6	synthetic	synthetic	ADJ
brj-24569	16	7	antioxidants	antioxidant	NOUN
brj-24569	16	8	have	have	AUX
brj-24569	16	9	been	be	AUX
brj-24569	16	10	developed	develop	VERB
brj-24569	16	11	,	,	PUNCT
brj-24569	16	12	such	such	ADJ
brj-24569	16	13	as	as	ADP
brj-24569	16	14	butylated	butylate	VERB
brj-24569	16	15	hydroxytoluene	hydroxytoluene	NOUN
brj-24569	16	16	(	(	PUNCT
brj-24569	16	17	bht	bht	PROPN
brj-24569	16	18	)	)	PUNCT
brj-24569	16	19	and	and	CCONJ
brj-24569	16	20	butylated	butylate	VERB
brj-24569	16	21	hydroxyanisole	hydroxyanisole	NOUN
brj-24569	16	22	(	(	PUNCT
brj-24569	16	23	bha	bha	NOUN
brj-24569	16	24	)	)	PUNCT
brj-24569	16	25	,	,	PUNCT
brj-24569	16	26	but	but	CCONJ
brj-24569	16	27	their	their	PRON
brj-24569	16	28	use	use	NOUN
brj-24569	16	29	has	have	AUX
brj-24569	16	30	been	be	AUX
brj-24569	16	31	increasingly	increasingly	ADV
brj-24569	16	32	restricted	restrict	VERB
brj-24569	16	33	due	due	ADP
brj-24569	16	34	to	to	ADP
brj-24569	16	35	controversies	controversy	NOUN
brj-24569	16	36	about	about	ADP
brj-24569	16	37	their	their	PRON
brj-24569	16	38	safety	safety	NOUN
brj-24569	16	39	(	(	PUNCT
brj-24569	16	40	mizobuchi	mizobuchi	NOUN
brj-24569	16	41	et	et	PROPN
brj-24569	16	42	al	al	PROPN
brj-24569	16	43	.	.	PROPN
brj-24569	16	44	2022	2022	NUM
brj-24569	16	45	)	)	PUNCT
brj-24569	16	46	.	.	PUNCT
brj-24569	17	1	in	in	ADP
brj-24569	17	2	addition	addition	NOUN
brj-24569	17	3	,	,	PUNCT
brj-24569	17	4	increasing	increase	VERB
brj-24569	17	5	consumer	consumer	NOUN
brj-24569	17	6	awareness	awareness	NOUN
brj-24569	17	7	of	of	ADP
brj-24569	17	8	antioxidant	antioxidant	ADJ
brj-24569	17	9	safety	safety	NOUN
brj-24569	17	10	and	and	CCONJ
brj-24569	17	11	a	a	DET
brj-24569	17	12	growing	grow	VERB
brj-24569	17	13	preference	preference	NOUN
brj-24569	17	14	for	for	ADP
brj-24569	17	15	natural	natural	ADJ
brj-24569	17	16	products	product	NOUN
brj-24569	17	17	has	have	AUX
brj-24569	17	18	motivated	motivate	VERB
brj-24569	17	19	research	research	NOUN
brj-24569	17	20	to	to	PART
brj-24569	17	21	identify	identify	VERB
brj-24569	17	22	sources	source	NOUN
brj-24569	17	23	of	of	ADP
brj-24569	17	24	natural	natural	ADJ
brj-24569	17	25	antioxidants	antioxidant	NOUN
brj-24569	17	26	.	.	PUNCT
brj-24569	18	1	ainsliaea	ainsliaea	PROPN
brj-24569	18	2	acerifolia	acerifolia	PROPN
brj-24569	18	3	,	,	PUNCT
brj-24569	18	4	a	a	DET
brj-24569	18	5	perennial	perennial	ADJ
brj-24569	18	6	herb	herb	NOUN
brj-24569	18	7	belonging	belong	VERB
brj-24569	18	8	to	to	ADP
brj-24569	18	9	the	the	DET
brj-24569	18	10	compositae	compositae	PROPN
brj-24569	18	11	family	family	NOUN
brj-24569	18	12	,	,	PUNCT
brj-24569	18	13	is	be	AUX
brj-24569	18	14	distributed	distribute	VERB
brj-24569	18	15	in	in	ADP
brj-24569	18	16	the	the	DET
brj-24569	18	17	mountainous	mountainous	ADJ
brj-24569	18	18	regions	region	NOUN
brj-24569	18	19	of	of	ADP
brj-24569	18	20	korea	korea	PROPN
brj-24569	18	21	(	(	PUNCT
brj-24569	18	22	jung	jung	PROPN
brj-24569	18	23	et	et	PROPN
brj-24569	18	24	al	al	PROPN
brj-24569	18	25	.	.	PROPN
brj-24569	18	26	2000	2000	NUM
brj-24569	18	27	)	)	PUNCT
brj-24569	18	28	.	.	PUNCT
brj-24569	19	1	the	the	DET
brj-24569	19	2	extract	extract	NOUN
brj-24569	19	3	of	of	ADP
brj-24569	19	4	a.	a.	PROPN
brj-24569	19	5	https://orcid.org/0000-0003-0997-6926	https://orcid.org/0000-0003-0997-6926	PROPN
brj-24569	19	6	https://orcid.org/0009-0008-7533-6111	https://orcid.org/0009-0008-7533-6111	PROPN
brj-24569	19	7	https://orcid.org/0000-0002-2832-5830	https://orcid.org/0000-0002-2832-5830	PROPN
brj-24569	19	8	https://orcid.org/0000-0002-9482-1584	https://orcid.org/0000-0002-9482-1584	PROPN
brj-24569	19	9	peer	peer	NOUN
brj-24569	19	10	-	-	PUNCT
brj-24569	19	11	reviewed	review	VERB
brj-24569	19	12	article	article	NOUN
brj-24569	19	13	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	19	14	kim	kim	PROPN
brj-24569	19	15	et	et	PROPN
brj-24569	19	16	al	al	PROPN
brj-24569	19	17	.	.	PROPN
brj-24569	20	1	(	(	PUNCT
brj-24569	20	2	2025	2025	NUM
brj-24569	20	3	)	)	PUNCT
brj-24569	20	4	.	.	PUNCT
brj-24569	21	1	“	"	PUNCT
brj-24569	21	2	predicting	predict	VERB
brj-24569	21	3	antioxidant	antioxidant	ADJ
brj-24569	21	4	activity	activity	NOUN
brj-24569	21	5	,	,	PUNCT
brj-24569	21	6	”	"	PUNCT
brj-24569	21	7	bioresources	bioresource	NOUN
brj-24569	21	8	20(4	20(4	NOUN
brj-24569	21	9	)	)	PUNCT
brj-24569	21	10	,	,	PUNCT
brj-24569	21	11	9103	9103	NUM
brj-24569	21	12	-	-	SYM
brj-24569	21	13	9126	9126	NUM
brj-24569	21	14	.	.	PUNCT
brj-24569	22	1	9104	9104	NUM
brj-24569	22	2	acerifolia	acerifolia	PROPN
brj-24569	22	3	was	be	AUX
brj-24569	22	4	found	find	VERB
brj-24569	22	5	to	to	PART
brj-24569	22	6	contain	contain	VERB
brj-24569	22	7	abundant	abundant	ADJ
brj-24569	22	8	polyphenols	polyphenol	NOUN
brj-24569	22	9	,	,	PUNCT
brj-24569	22	10	including	include	VERB
brj-24569	22	11	major	major	ADJ
brj-24569	22	12	secondary	secondary	ADJ
brj-24569	22	13	metabolites	metabolite	NOUN
brj-24569	22	14	such	such	ADJ
brj-24569	22	15	as	as	ADP
brj-24569	22	16	quinic	quinic	ADJ
brj-24569	22	17	acid	acid	NOUN
brj-24569	22	18	derivatives	derivative	NOUN
brj-24569	22	19	,	,	PUNCT
brj-24569	22	20	sesquiterpene	sesquiterpene	NOUN
brj-24569	22	21	lactones	lactone	NOUN
brj-24569	22	22	,	,	PUNCT
brj-24569	22	23	and	and	CCONJ
brj-24569	22	24	lignans	lignan	NOUN
brj-24569	22	25	(	(	PUNCT
brj-24569	22	26	choi	choi	NOUN
brj-24569	22	27	et	et	PROPN
brj-24569	22	28	al	al	PROPN
brj-24569	22	29	.	.	PROPN
brj-24569	22	30	2006	2006	NUM
brj-24569	22	31	)	)	PUNCT
brj-24569	22	32	.	.	PUNCT
brj-24569	23	1	these	these	DET
brj-24569	23	2	polyphenols	polyphenol	NOUN
brj-24569	23	3	were	be	AUX
brj-24569	23	4	found	find	VERB
brj-24569	23	5	to	to	PART
brj-24569	23	6	possess	possess	VERB
brj-24569	23	7	various	various	ADJ
brj-24569	23	8	biological	biological	ADJ
brj-24569	23	9	activities	activity	NOUN
brj-24569	23	10	,	,	PUNCT
brj-24569	23	11	including	include	VERB
brj-24569	23	12	antioxidant	antioxidant	ADJ
brj-24569	23	13	activity	activity	NOUN
brj-24569	23	14	(	(	PUNCT
brj-24569	23	15	park	park	NOUN
brj-24569	23	16	2010	2010	NUM
brj-24569	23	17	)	)	PUNCT
brj-24569	23	18	.	.	PUNCT
brj-24569	24	1	in	in	ADP
brj-24569	24	2	addition	addition	NOUN
brj-24569	24	3	,	,	PUNCT
brj-24569	24	4	various	various	ADJ
brj-24569	24	5	polar	polar	ADJ
brj-24569	24	6	compounds	compound	NOUN
brj-24569	24	7	,	,	PUNCT
brj-24569	24	8	such	such	ADJ
brj-24569	24	9	as	as	ADP
brj-24569	24	10	polyphenols	polyphenol	NOUN
brj-24569	24	11	,	,	PUNCT
brj-24569	24	12	were	be	AUX
brj-24569	24	13	complexly	complexly	PROPN
brj-24569	24	14	mixed	mix	VERB
brj-24569	24	15	in	in	ADP
brj-24569	24	16	the	the	DET
brj-24569	24	17	extracts	extract	NOUN
brj-24569	24	18	(	(	PUNCT
brj-24569	24	19	macı́as	macı́a	NOUN
brj-24569	24	20	et	et	PROPN
brj-24569	24	21	al	al	PROPN
brj-24569	24	22	.	.	PROPN
brj-24569	24	23	1999	1999	NUM
brj-24569	24	24	)	)	PUNCT
brj-24569	24	25	.	.	PUNCT
brj-24569	25	1	therefore	therefore	ADV
brj-24569	25	2	,	,	PUNCT
brj-24569	25	3	researchers	researcher	NOUN
brj-24569	25	4	are	be	AUX
brj-24569	25	5	focusing	focus	VERB
brj-24569	25	6	on	on	ADP
brj-24569	25	7	the	the	DET
brj-24569	25	8	antioxidant	antioxidant	ADJ
brj-24569	25	9	activity	activity	NOUN
brj-24569	25	10	of	of	ADP
brj-24569	25	11	plant	plant	NOUN
brj-24569	25	12	extracts	extract	NOUN
brj-24569	25	13	rather	rather	ADV
brj-24569	25	14	than	than	ADP
brj-24569	25	15	individual	individual	ADJ
brj-24569	25	16	compounds	compound	NOUN
brj-24569	25	17	(	(	PUNCT
brj-24569	25	18	ed	ed	NOUN
brj-24569	25	19	-	-	PUNCT
brj-24569	25	20	dahmani	dahmani	NOUN
brj-24569	25	21	et	et	PROPN
brj-24569	25	22	al	al	PROPN
brj-24569	25	23	.	.	PROPN
brj-24569	25	24	2024	2024	NUM
brj-24569	25	25	;	;	PUNCT
brj-24569	25	26	kongolo	kongolo	PROPN
brj-24569	25	27	kalemba	kalemba	PROPN
brj-24569	25	28	et	et	PROPN
brj-24569	25	29	al	al	PROPN
brj-24569	25	30	.	.	PROPN
brj-24569	25	31	2024	2024	NUM
brj-24569	25	32	)	)	PUNCT
brj-24569	25	33	therefore	therefore	ADV
brj-24569	25	34	,	,	PUNCT
brj-24569	25	35	there	there	PRON
brj-24569	25	36	is	be	VERB
brj-24569	25	37	reason	reason	NOUN
brj-24569	25	38	to	to	PART
brj-24569	25	39	propose	propose	VERB
brj-24569	25	40	a.	a.	NOUN
brj-24569	25	41	acerifolia	acerifolia	PROPN
brj-24569	25	42	extract	extract	VERB
brj-24569	25	43	as	as	ADP
brj-24569	25	44	a	a	DET
brj-24569	25	45	natural	natural	ADJ
brj-24569	25	46	source	source	NOUN
brj-24569	25	47	of	of	ADP
brj-24569	25	48	antioxidants	antioxidant	NOUN
brj-24569	25	49	.	.	PUNCT
brj-24569	26	1	studying	study	VERB
brj-24569	26	2	the	the	DET
brj-24569	26	3	extraction	extraction	NOUN
brj-24569	26	4	process	process	NOUN
brj-24569	26	5	is	be	AUX
brj-24569	26	6	needed	need	VERB
brj-24569	26	7	to	to	PART
brj-24569	26	8	obtain	obtain	VERB
brj-24569	26	9	extracts	extract	NOUN
brj-24569	26	10	with	with	ADP
brj-24569	26	11	high	high	ADJ
brj-24569	26	12	antioxidant	antioxidant	ADJ
brj-24569	26	13	activity	activity	NOUN
brj-24569	26	14	from	from	ADP
brj-24569	26	15	a.	a.	NOUN
brj-24569	26	16	acerifolia	acerifolia	PROPN
brj-24569	26	17	and	and	CCONJ
brj-24569	26	18	to	to	PART
brj-24569	26	19	identify	identify	VERB
brj-24569	26	20	the	the	DET
brj-24569	26	21	influencing	influence	VERB
brj-24569	26	22	factors	factor	NOUN
brj-24569	26	23	.	.	PUNCT
brj-24569	27	1	water	water	NOUN
brj-24569	27	2	extraction	extraction	NOUN
brj-24569	27	3	is	be	AUX
brj-24569	27	4	an	an	DET
brj-24569	27	5	environmentally	environmentally	ADV
brj-24569	27	6	friendly	friendly	ADJ
brj-24569	27	7	and	and	CCONJ
brj-24569	27	8	safe	safe	ADJ
brj-24569	27	9	solvent	solvent	NOUN
brj-24569	27	10	to	to	PART
brj-24569	27	11	produce	produce	VERB
brj-24569	27	12	extracts	extract	NOUN
brj-24569	27	13	from	from	ADP
brj-24569	27	14	plants	plant	NOUN
brj-24569	27	15	such	such	ADJ
brj-24569	27	16	as	as	ADP
brj-24569	27	17	a.	a.	NOUN
brj-24569	27	18	acerifolia	acerifolia	PROPN
brj-24569	27	19	(	(	PUNCT
brj-24569	27	20	płotka	płotka	ADJ
brj-24569	27	21	-	-	PUNCT
brj-24569	27	22	wasylka	wasylka	NOUN
brj-24569	27	23	et	et	PROPN
brj-24569	27	24	al	al	PROPN
brj-24569	27	25	.	.	PROPN
brj-24569	27	26	2017	2017	NUM
brj-24569	27	27	)	)	PUNCT
brj-24569	27	28	.	.	PUNCT
brj-24569	28	1	although	although	SCONJ
brj-24569	28	2	many	many	ADJ
brj-24569	28	3	plant	plant	NOUN
brj-24569	28	4	extracts	extract	NOUN
brj-24569	28	5	have	have	AUX
brj-24569	28	6	been	be	AUX
brj-24569	28	7	obtained	obtain	VERB
brj-24569	28	8	using	use	VERB
brj-24569	28	9	organic	organic	ADJ
brj-24569	28	10	solvents	solvent	NOUN
brj-24569	28	11	,	,	PUNCT
brj-24569	28	12	water	water	NOUN
brj-24569	28	13	extraction	extraction	NOUN
brj-24569	28	14	is	be	AUX
brj-24569	28	15	highly	highly	ADV
brj-24569	28	16	attractive	attractive	ADJ
brj-24569	28	17	from	from	ADP
brj-24569	28	18	a	a	DET
brj-24569	28	19	cost	cost	NOUN
brj-24569	28	20	perspective	perspective	NOUN
brj-24569	28	21	.	.	PUNCT
brj-24569	29	1	additionally	additionally	ADV
brj-24569	29	2	,	,	PUNCT
brj-24569	29	3	the	the	DET
brj-24569	29	4	antioxidant	antioxidant	ADJ
brj-24569	29	5	activity	activity	NOUN
brj-24569	29	6	of	of	ADP
brj-24569	29	7	the	the	DET
brj-24569	29	8	extract	extract	NOUN
brj-24569	29	9	has	have	AUX
brj-24569	29	10	been	be	AUX
brj-24569	29	11	found	find	VERB
brj-24569	29	12	to	to	PART
brj-24569	29	13	be	be	AUX
brj-24569	29	14	sensitively	sensitively	ADV
brj-24569	29	15	influenced	influence	VERB
brj-24569	29	16	by	by	ADP
brj-24569	29	17	extraction	extraction	NOUN
brj-24569	29	18	conditions	condition	NOUN
brj-24569	29	19	,	,	PUNCT
brj-24569	29	20	including	include	VERB
brj-24569	29	21	extraction	extraction	NOUN
brj-24569	29	22	temperature	temperature	NOUN
brj-24569	29	23	and	and	CCONJ
brj-24569	29	24	solvent	solvent	NOUN
brj-24569	29	25	-	-	PUNCT
brj-24569	29	26	to	to	ADP
brj-24569	29	27	-	-	PUNCT
brj-24569	29	28	solid	solid	ADJ
brj-24569	29	29	ratio	ratio	NOUN
brj-24569	29	30	(	(	PUNCT
brj-24569	29	31	belwal	belwal	NOUN
brj-24569	29	32	et	et	PROPN
brj-24569	29	33	al	al	PROPN
brj-24569	29	34	.	.	PROPN
brj-24569	29	35	2016	2016	NUM
brj-24569	29	36	)	)	PUNCT
brj-24569	29	37	.	.	PUNCT
brj-24569	30	1	high	high	ADJ
brj-24569	30	2	thermal	thermal	ADJ
brj-24569	30	3	temperatures	temperature	NOUN
brj-24569	30	4	in	in	ADP
brj-24569	30	5	the	the	DET
brj-24569	30	6	extraction	extraction	NOUN
brj-24569	30	7	process	process	NOUN
brj-24569	30	8	could	could	AUX
brj-24569	30	9	alter	alter	VERB
brj-24569	30	10	the	the	DET
brj-24569	30	11	phenolic	phenolic	ADJ
brj-24569	30	12	extractability	extractability	NOUN
brj-24569	30	13	due	due	ADP
brj-24569	30	14	to	to	ADP
brj-24569	30	15	the	the	DET
brj-24569	30	16	destruction	destruction	NOUN
brj-24569	30	17	of	of	ADP
brj-24569	30	18	cell	cell	NOUN
brj-24569	30	19	walls	wall	NOUN
brj-24569	30	20	,	,	PUNCT
brj-24569	30	21	but	but	CCONJ
brj-24569	30	22	it	it	PRON
brj-24569	30	23	could	could	AUX
brj-24569	30	24	also	also	ADV
brj-24569	30	25	cause	cause	VERB
brj-24569	30	26	partial	partial	ADJ
brj-24569	30	27	degradation	degradation	NOUN
brj-24569	30	28	of	of	ADP
brj-24569	30	29	phenolic	phenolic	ADJ
brj-24569	30	30	compounds	compound	NOUN
brj-24569	30	31	that	that	PRON
brj-24569	30	32	affect	affect	VERB
brj-24569	30	33	antioxidant	antioxidant	ADJ
brj-24569	30	34	activity	activity	NOUN
brj-24569	30	35	(	(	PUNCT
brj-24569	30	36	barreira	barreira	NOUN
brj-24569	30	37	et	et	PROPN
brj-24569	30	38	al	al	PROPN
brj-24569	30	39	.	.	PROPN
brj-24569	30	40	2009	2009	NUM
brj-24569	30	41	;	;	PUNCT
brj-24569	30	42	choi	choi	NOUN
brj-24569	30	43	et	et	PROPN
brj-24569	30	44	al	al	PROPN
brj-24569	30	45	.	.	PROPN
brj-24569	30	46	2006	2006	NUM
brj-24569	30	47	)	)	PUNCT
brj-24569	30	48	.	.	PUNCT
brj-24569	31	1	generally	generally	ADV
brj-24569	31	2	,	,	PUNCT
brj-24569	31	3	a	a	DET
brj-24569	31	4	higher	high	ADJ
brj-24569	31	5	solvent	solvent	ADJ
brj-24569	31	6	ratio	ratio	NOUN
brj-24569	31	7	resulted	result	VERB
brj-24569	31	8	in	in	ADP
brj-24569	31	9	higher	high	ADJ
brj-24569	31	10	total	total	ADJ
brj-24569	31	11	phenolic	phenolic	ADJ
brj-24569	31	12	content	content	NOUN
brj-24569	31	13	and	and	CCONJ
brj-24569	31	14	antioxidant	antioxidant	ADJ
brj-24569	31	15	capacity	capacity	NOUN
brj-24569	31	16	(	(	PUNCT
brj-24569	31	17	cacace	cacace	NOUN
brj-24569	31	18	and	and	CCONJ
brj-24569	31	19	mazza	mazza	PROPN
brj-24569	31	20	2003	2003	NUM
brj-24569	31	21	)	)	PUNCT
brj-24569	31	22	.	.	PUNCT
brj-24569	32	1	however	however	ADV
brj-24569	32	2	,	,	PUNCT
brj-24569	32	3	the	the	DET
brj-24569	32	4	solvent	solvent	NOUN
brj-24569	32	5	-	-	PUNCT
brj-24569	32	6	to	to	ADP
brj-24569	32	7	-	-	PUNCT
brj-24569	32	8	solid	solid	ADJ
brj-24569	32	9	ratio	ratio	NOUN
brj-24569	32	10	varied	varied	ADJ
brj-24569	32	11	according	accord	VERB
brj-24569	32	12	to	to	ADP
brj-24569	32	13	the	the	DET
brj-24569	32	14	type	type	NOUN
brj-24569	32	15	of	of	ADP
brj-24569	32	16	plant	plant	NOUN
brj-24569	32	17	,	,	PUNCT
brj-24569	32	18	requiring	require	VERB
brj-24569	32	19	individual	individual	ADJ
brj-24569	32	20	assessment	assessment	NOUN
brj-24569	32	21	(	(	PUNCT
brj-24569	32	22	michiels	michiel	NOUN
brj-24569	32	23	et	et	PROPN
brj-24569	32	24	al	al	PROPN
brj-24569	32	25	.	.	PROPN
brj-24569	32	26	2012	2012	NUM
brj-24569	32	27	)	)	PUNCT
brj-24569	32	28	.	.	PUNCT
brj-24569	33	1	to	to	PART
brj-24569	33	2	obtain	obtain	VERB
brj-24569	33	3	a.	a.	NOUN
brj-24569	33	4	acerifolia	acerifolia	PROPN
brj-24569	33	5	extracts	extract	NOUN
brj-24569	33	6	with	with	ADP
brj-24569	33	7	high	high	ADJ
brj-24569	33	8	antioxidant	antioxidant	ADJ
brj-24569	33	9	activity	activity	NOUN
brj-24569	33	10	,	,	PUNCT
brj-24569	33	11	it	it	PRON
brj-24569	33	12	was	be	AUX
brj-24569	33	13	essential	essential	ADJ
brj-24569	33	14	to	to	PART
brj-24569	33	15	understand	understand	VERB
brj-24569	33	16	the	the	DET
brj-24569	33	17	above	above	ADJ
brj-24569	33	18	extraction	extraction	NOUN
brj-24569	33	19	processes	process	NOUN
brj-24569	33	20	and	and	CCONJ
brj-24569	33	21	identify	identify	VERB
brj-24569	33	22	the	the	DET
brj-24569	33	23	major	major	ADJ
brj-24569	33	24	influencing	influence	VERB
brj-24569	33	25	factors	factor	NOUN
brj-24569	33	26	.	.	PUNCT
brj-24569	34	1	various	various	ADJ
brj-24569	34	2	methods	method	NOUN
brj-24569	34	3	have	have	AUX
brj-24569	34	4	been	be	AUX
brj-24569	34	5	developed	develop	VERB
brj-24569	34	6	to	to	PART
brj-24569	34	7	assess	assess	VERB
brj-24569	34	8	the	the	DET
brj-24569	34	9	antioxidant	antioxidant	ADJ
brj-24569	34	10	capacity	capacity	NOUN
brj-24569	34	11	of	of	ADP
brj-24569	34	12	compounds	compound	NOUN
brj-24569	34	13	,	,	PUNCT
brj-24569	34	14	with	with	ADP
brj-24569	34	15	in	in	ADP
brj-24569	34	16	vitro	vitro	X
brj-24569	34	17	chemical	chemical	ADJ
brj-24569	34	18	assays	assay	NOUN
brj-24569	34	19	being	be	AUX
brj-24569	34	20	the	the	DET
brj-24569	34	21	most	most	ADV
brj-24569	34	22	used	use	VERB
brj-24569	34	23	.	.	PUNCT
brj-24569	35	1	among	among	ADP
brj-24569	35	2	these	these	PRON
brj-24569	35	3	,	,	PUNCT
brj-24569	35	4	the	the	DET
brj-24569	35	5	2,2'azino	2,2'azino	NUM
brj-24569	35	6	-	-	PUNCT
brj-24569	35	7	bis-3	bis-3	NOUN
brj-24569	35	8	-	-	PUNCT
brj-24569	35	9	ethylbenzothiazoline-6	ethylbenzothiazoline-6	ADJ
brj-24569	35	10	-	-	PUNCT
brj-24569	35	11	sulphonic	sulphonic	ADJ
brj-24569	35	12	acid	acid	NOUN
brj-24569	35	13	(	(	PUNCT
brj-24569	35	14	abts	abt	NOUN
brj-24569	35	15	)	)	PUNCT
brj-24569	35	16	radical	radical	ADJ
brj-24569	35	17	scavenging	scavenging	NOUN
brj-24569	35	18	assay	assay	NOUN
brj-24569	35	19	has	have	AUX
brj-24569	35	20	been	be	AUX
brj-24569	35	21	widely	widely	ADV
brj-24569	35	22	used	use	VERB
brj-24569	35	23	(	(	PUNCT
brj-24569	35	24	dong	dong	NOUN
brj-24569	35	25	et	et	PROPN
brj-24569	35	26	al	al	PROPN
brj-24569	35	27	.	.	PROPN
brj-24569	35	28	2015	2015	NUM
brj-24569	35	29	)	)	PUNCT
brj-24569	35	30	.	.	PUNCT
brj-24569	36	1	this	this	DET
brj-24569	36	2	test	test	NOUN
brj-24569	36	3	measures	measure	VERB
brj-24569	36	4	the	the	DET
brj-24569	36	5	amount	amount	NOUN
brj-24569	36	6	of	of	ADP
brj-24569	36	7	abts	abt	NOUN
brj-24569	36	8	that	that	PRON
brj-24569	36	9	changes	change	VERB
brj-24569	36	10	from	from	ADP
brj-24569	36	11	a	a	DET
brj-24569	36	12	relatively	relatively	ADV
brj-24569	36	13	stable	stable	ADJ
brj-24569	36	14	turquoise	turquoise	NOUN
brj-24569	36	15	color	color	NOUN
brj-24569	36	16	to	to	ADP
brj-24569	36	17	colorless	colorless	ADJ
brj-24569	36	18	using	use	VERB
brj-24569	36	19	a	a	DET
brj-24569	36	20	spectrophotometer	spectrophotometer	NOUN
brj-24569	36	21	.	.	PUNCT
brj-24569	37	1	however	however	ADV
brj-24569	37	2	,	,	PUNCT
brj-24569	37	3	these	these	DET
brj-24569	37	4	methods	method	NOUN
brj-24569	37	5	were	be	AUX
brj-24569	37	6	influenced	influence	VERB
brj-24569	37	7	by	by	ADP
brj-24569	37	8	environmental	environmental	ADJ
brj-24569	37	9	factors	factor	NOUN
brj-24569	37	10	,	,	PUNCT
brj-24569	37	11	were	be	AUX
brj-24569	37	12	time	time	NOUN
brj-24569	37	13	consuming	consume	VERB
brj-24569	37	14	and	and	CCONJ
brj-24569	37	15	costly	costly	ADJ
brj-24569	37	16	,	,	PUNCT
brj-24569	37	17	and	and	CCONJ
brj-24569	37	18	the	the	DET
brj-24569	37	19	results	result	NOUN
brj-24569	37	20	varied	varied	ADJ
brj-24569	37	21	depending	depend	VERB
brj-24569	37	22	on	on	ADP
brj-24569	37	23	the	the	DET
brj-24569	37	24	skill	skill	NOUN
brj-24569	37	25	of	of	ADP
brj-24569	37	26	the	the	DET
brj-24569	37	27	experimenter	experimenter	NOUN
brj-24569	37	28	.	.	PUNCT
brj-24569	38	1	researchers	researcher	NOUN
brj-24569	38	2	have	have	AUX
brj-24569	38	3	traditionally	traditionally	ADV
brj-24569	38	4	used	use	VERB
brj-24569	38	5	response	response	NOUN
brj-24569	38	6	surface	surface	NOUN
brj-24569	38	7	methodology	methodology	NOUN
brj-24569	38	8	(	(	PUNCT
brj-24569	38	9	rsm	rsm	PROPN
brj-24569	38	10	)	)	PUNCT
brj-24569	38	11	to	to	PART
brj-24569	38	12	predict	predict	VERB
brj-24569	38	13	and	and	CCONJ
brj-24569	38	14	optimize	optimize	VERB
brj-24569	38	15	antioxidant	antioxidant	ADJ
brj-24569	38	16	activity	activity	NOUN
brj-24569	38	17	.	.	PUNCT
brj-24569	39	1	it	it	PRON
brj-24569	39	2	is	be	AUX
brj-24569	39	3	essentially	essentially	ADV
brj-24569	39	4	a	a	DET
brj-24569	39	5	collection	collection	NOUN
brj-24569	39	6	of	of	ADP
brj-24569	39	7	mathematical	mathematical	ADJ
brj-24569	39	8	and	and	CCONJ
brj-24569	39	9	statistical	statistical	ADJ
brj-24569	39	10	methods	method	NOUN
brj-24569	39	11	useful	useful	ADJ
brj-24569	39	12	for	for	ADP
brj-24569	39	13	experimental	experimental	ADJ
brj-24569	39	14	design	design	NOUN
brj-24569	39	15	,	,	PUNCT
brj-24569	39	16	model	model	NOUN
brj-24569	39	17	development	development	NOUN
brj-24569	39	18	and	and	CCONJ
brj-24569	39	19	process	process	NOUN
brj-24569	39	20	optimization	optimization	NOUN
brj-24569	39	21	,	,	PUNCT
brj-24569	39	22	considering	consider	VERB
brj-24569	39	23	parameter	parameter	NOUN
brj-24569	39	24	interactions	interaction	NOUN
brj-24569	39	25	(	(	PUNCT
brj-24569	39	26	khedmati	khedmati	PROPN
brj-24569	39	27	et	et	PROPN
brj-24569	39	28	al	al	PROPN
brj-24569	39	29	.	.	PROPN
brj-24569	39	30	2017	2017	NUM
brj-24569	39	31	)	)	PUNCT
brj-24569	39	32	.	.	PUNCT
brj-24569	40	1	however	however	ADV
brj-24569	40	2	,	,	PUNCT
brj-24569	40	3	rsm	rsm	PROPN
brj-24569	40	4	can	can	AUX
brj-24569	40	5	only	only	ADV
brj-24569	40	6	use	use	VERB
brj-24569	40	7	standardized	standardized	ADJ
brj-24569	40	8	quadratic	quadratic	ADJ
brj-24569	40	9	equations	equation	NOUN
brj-24569	40	10	within	within	ADP
brj-24569	40	11	the	the	DET
brj-24569	40	12	experimental	experimental	ADJ
brj-24569	40	13	range	range	NOUN
brj-24569	40	14	.	.	PUNCT
brj-24569	41	1	relationships	relationship	NOUN
brj-24569	41	2	between	between	ADP
brj-24569	41	3	data	datum	NOUN
brj-24569	41	4	that	that	PRON
brj-24569	41	5	contain	contain	VERB
brj-24569	41	6	curvature	curvature	NOUN
brj-24569	41	7	are	be	AUX
brj-24569	41	8	not	not	PART
brj-24569	41	9	always	always	ADV
brj-24569	41	10	well	well	ADV
brj-24569	41	11	accommodated	accommodate	VERB
brj-24569	41	12	by	by	ADP
brj-24569	41	13	quadratic	quadratic	ADJ
brj-24569	41	14	equations	equation	NOUN
brj-24569	41	15	.	.	PUNCT
brj-24569	42	1	to	to	PART
brj-24569	42	2	overcome	overcome	VERB
brj-24569	42	3	this	this	DET
brj-24569	42	4	problem	problem	NOUN
brj-24569	42	5	,	,	PUNCT
brj-24569	42	6	quadratic	quadratic	ADJ
brj-24569	42	7	models	model	NOUN
brj-24569	42	8	can	can	AUX
brj-24569	42	9	be	be	AUX
brj-24569	42	10	transformed	transform	VERB
brj-24569	42	11	using	use	VERB
brj-24569	42	12	logarithms	logarithm	NOUN
brj-24569	42	13	or	or	CCONJ
brj-24569	42	14	exponential	exponential	ADJ
brj-24569	42	15	functions	function	NOUN
brj-24569	42	16	.	.	PUNCT
brj-24569	43	1	however	however	ADV
brj-24569	43	2	,	,	PUNCT
brj-24569	43	3	transforming	transform	VERB
brj-24569	43	4	responses	response	NOUN
brj-24569	43	5	or	or	CCONJ
brj-24569	43	6	inputs	input	NOUN
brj-24569	43	7	is	be	AUX
brj-24569	43	8	time	time	NOUN
brj-24569	43	9	-	-	PUNCT
brj-24569	43	10	consuming	consume	VERB
brj-24569	43	11	and	and	CCONJ
brj-24569	43	12	sometimes	sometimes	ADV
brj-24569	43	13	it	it	PRON
brj-24569	43	14	is	be	AUX
brj-24569	43	15	difficult	difficult	ADJ
brj-24569	43	16	to	to	PART
brj-24569	43	17	know	know	VERB
brj-24569	43	18	what	what	PRON
brj-24569	43	19	form	form	NOUN
brj-24569	43	20	of	of	ADP
brj-24569	43	21	transformation	transformation	NOUN
brj-24569	43	22	is	be	AUX
brj-24569	43	23	best	good	ADJ
brj-24569	43	24	(	(	PUNCT
brj-24569	43	25	baş	baş	NOUN
brj-24569	43	26	and	and	CCONJ
brj-24569	43	27	boyacı	boyacı	NOUN
brj-24569	43	28	2007	2007	NUM
brj-24569	43	29	)	)	PUNCT
brj-24569	43	30	.	.	PUNCT
brj-24569	44	1	furthermore	furthermore	ADV
brj-24569	44	2	,	,	PUNCT
brj-24569	44	3	if	if	SCONJ
brj-24569	44	4	discrete	discrete	ADJ
brj-24569	44	5	variables	variable	NOUN
brj-24569	44	6	are	be	AUX
brj-24569	44	7	chosen	choose	VERB
brj-24569	44	8	as	as	ADP
brj-24569	44	9	part	part	NOUN
brj-24569	44	10	of	of	ADP
brj-24569	44	11	the	the	DET
brj-24569	44	12	experiment	experiment	NOUN
brj-24569	44	13	,	,	PUNCT
brj-24569	44	14	rsm	rsm	PROPN
brj-24569	44	15	can	can	AUX
brj-24569	44	16	result	result	VERB
brj-24569	44	17	in	in	ADP
brj-24569	44	18	a	a	DET
brj-24569	44	19	continuous	continuous	ADJ
brj-24569	44	20	approximation	approximation	NOUN
brj-24569	44	21	of	of	ADP
brj-24569	44	22	the	the	DET
brj-24569	44	23	discrete	discrete	ADJ
brj-24569	44	24	design	design	NOUN
brj-24569	44	25	,	,	PUNCT
brj-24569	44	26	which	which	PRON
brj-24569	44	27	can	can	AUX
brj-24569	44	28	lead	lead	VERB
brj-24569	44	29	to	to	ADP
brj-24569	44	30	significant	significant	ADJ
brj-24569	44	31	inaccuracy	inaccuracy	NOUN
brj-24569	44	32	(	(	PUNCT
brj-24569	44	33	karimifard	karimifard	PROPN
brj-24569	44	34	and	and	CCONJ
brj-24569	44	35	alavi	alavi	VERB
brj-24569	44	36	moghaddam	moghaddam	NOUN
brj-24569	44	37	2018	2018	NUM
brj-24569	44	38	)	)	PUNCT
brj-24569	44	39	.	.	PUNCT
brj-24569	45	1	to	to	PART
brj-24569	45	2	overcome	overcome	VERB
brj-24569	45	3	the	the	DET
brj-24569	45	4	statistical	statistical	ADJ
brj-24569	45	5	limitations	limitation	NOUN
brj-24569	45	6	of	of	ADP
brj-24569	45	7	rsm	rsm	PROPN
brj-24569	45	8	,	,	PUNCT
brj-24569	45	9	researchers	researcher	NOUN
brj-24569	45	10	have	have	AUX
brj-24569	45	11	introduced	introduce	VERB
brj-24569	45	12	machine	machine	NOUN
brj-24569	45	13	learning	learning	NOUN
brj-24569	45	14	(	(	PUNCT
brj-24569	45	15	ml	ml	NOUN
brj-24569	45	16	)	)	PUNCT
brj-24569	45	17	into	into	ADP
brj-24569	45	18	their	their	PRON
brj-24569	45	19	studies	study	NOUN
brj-24569	45	20	,	,	PUNCT
brj-24569	45	21	which	which	PRON
brj-24569	45	22	is	be	AUX
brj-24569	45	23	a	a	DET
brj-24569	45	24	field	field	NOUN
brj-24569	45	25	of	of	ADP
brj-24569	45	26	artificial	artificial	ADJ
brj-24569	45	27	intelligence	intelligence	NOUN
brj-24569	45	28	that	that	PRON
brj-24569	45	29	uses	use	VERB
brj-24569	45	30	computer	computer	NOUN
brj-24569	45	31	algorithms	algorithm	NOUN
brj-24569	45	32	to	to	PART
brj-24569	45	33	derive	derive	VERB
brj-24569	45	34	mathematical	mathematical	ADJ
brj-24569	45	35	models	model	NOUN
brj-24569	45	36	capable	capable	ADJ
brj-24569	45	37	of	of	ADP
brj-24569	45	38	making	make	VERB
brj-24569	45	39	predictions	prediction	NOUN
brj-24569	45	40	directly	directly	ADV
brj-24569	45	41	from	from	ADP
brj-24569	45	42	trainable	trainable	ADJ
brj-24569	45	43	data	datum	NOUN
brj-24569	45	44	.	.	PUNCT
brj-24569	46	1	the	the	DET
brj-24569	46	2	ml	ml	PROPN
brj-24569	46	3	methods	method	NOUN
brj-24569	46	4	are	be	AUX
brj-24569	46	5	useful	useful	ADJ
brj-24569	46	6	for	for	ADP
brj-24569	46	7	inferring	infer	VERB
brj-24569	46	8	outcomes	outcome	NOUN
brj-24569	46	9	in	in	ADP
brj-24569	46	10	complex	complex	ADJ
brj-24569	46	11	non	non	ADJ
brj-24569	46	12	-	-	ADJ
brj-24569	46	13	linear	linear	ADJ
brj-24569	46	14	relationships	relationship	NOUN
brj-24569	46	15	between	between	ADP
brj-24569	46	16	variables	variable	NOUN
brj-24569	46	17	and	and	CCONJ
brj-24569	46	18	outcomes	outcome	NOUN
brj-24569	46	19	(	(	PUNCT
brj-24569	46	20	ryo	ryo	NOUN
brj-24569	46	21	and	and	CCONJ
brj-24569	46	22	rillig	rillig	PROPN
brj-24569	46	23	2017	2017	NUM
brj-24569	46	24	)	)	PUNCT
brj-24569	46	25	.	.	PUNCT
brj-24569	47	1	ml	ml	PROPN
brj-24569	47	2	has	have	VERB
brj-24569	47	3	the	the	DET
brj-24569	47	4	potential	potential	NOUN
brj-24569	47	5	to	to	PART
brj-24569	47	6	predict	predict	VERB
brj-24569	47	7	outcomes	outcome	NOUN
brj-24569	47	8	from	from	ADP
brj-24569	47	9	trainable	trainable	ADJ
brj-24569	47	10	data	datum	NOUN
brj-24569	47	11	without	without	ADP
brj-24569	47	12	the	the	DET
brj-24569	47	13	need	need	NOUN
brj-24569	47	14	to	to	PART
brj-24569	47	15	explicitly	explicitly	ADV
brj-24569	47	16	understand	understand	VERB
brj-24569	47	17	the	the	DET
brj-24569	47	18	mechanisms	mechanism	NOUN
brj-24569	47	19	of	of	ADP
brj-24569	47	20	variable	variable	ADJ
brj-24569	47	21	interactions	interaction	NOUN
brj-24569	47	22	.	.	PUNCT
brj-24569	48	1	through	through	ADP
brj-24569	48	2	ml	ml	NOUN
brj-24569	48	3	,	,	PUNCT
brj-24569	48	4	peer	peer	NOUN
brj-24569	48	5	-	-	PUNCT
brj-24569	48	6	reviewed	review	VERB
brj-24569	48	7	article	article	NOUN
brj-24569	48	8	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	48	9	kim	kim	PROPN
brj-24569	48	10	et	et	PROPN
brj-24569	48	11	al	al	PROPN
brj-24569	48	12	.	.	PROPN
brj-24569	49	1	(	(	PUNCT
brj-24569	49	2	2025	2025	NUM
brj-24569	49	3	)	)	PUNCT
brj-24569	49	4	.	.	PUNCT
brj-24569	50	1	“	"	PUNCT
brj-24569	50	2	predicting	predict	VERB
brj-24569	50	3	antioxidant	antioxidant	ADJ
brj-24569	50	4	activity	activity	NOUN
brj-24569	50	5	,	,	PUNCT
brj-24569	50	6	”	"	PUNCT
brj-24569	50	7	bioresources	bioresource	NOUN
brj-24569	50	8	20(4	20(4	NOUN
brj-24569	50	9	)	)	PUNCT
brj-24569	50	10	,	,	PUNCT
brj-24569	50	11	9103	9103	NUM
brj-24569	50	12	-	-	SYM
brj-24569	50	13	9126	9126	NUM
brj-24569	50	14	.	.	PUNCT
brj-24569	51	1	9105	9105	NUM
brj-24569	51	2	experimental	experimental	ADJ
brj-24569	51	3	results	result	NOUN
brj-24569	51	4	could	could	AUX
brj-24569	51	5	be	be	AUX
brj-24569	51	6	predicted	predict	VERB
brj-24569	51	7	from	from	ADP
brj-24569	51	8	variables	variable	NOUN
brj-24569	51	9	,	,	PUNCT
brj-24569	51	10	allowing	allow	VERB
brj-24569	51	11	rapid	rapid	ADJ
brj-24569	51	12	determination	determination	NOUN
brj-24569	51	13	of	of	ADP
brj-24569	51	14	results	result	NOUN
brj-24569	51	15	and	and	CCONJ
brj-24569	51	16	independence	independence	NOUN
brj-24569	51	17	from	from	ADP
brj-24569	51	18	the	the	DET
brj-24569	51	19	skill	skill	NOUN
brj-24569	51	20	of	of	ADP
brj-24569	51	21	the	the	DET
brj-24569	51	22	experimenter	experimenter	NOUN
brj-24569	51	23	.	.	PUNCT
brj-24569	52	1	compared	compare	VERB
brj-24569	52	2	to	to	ADP
brj-24569	52	3	traditional	traditional	ADJ
brj-24569	52	4	chemical	chemical	NOUN
brj-24569	52	5	analysis	analysis	NOUN
brj-24569	52	6	,	,	PUNCT
brj-24569	52	7	machine	machine	NOUN
brj-24569	52	8	learning	learning	NOUN
brj-24569	52	9	offers	offer	VERB
brj-24569	52	10	a	a	DET
brj-24569	52	11	complementary	complementary	ADJ
brj-24569	52	12	approach	approach	NOUN
brj-24569	52	13	that	that	PRON
brj-24569	52	14	can	can	AUX
brj-24569	52	15	improve	improve	VERB
brj-24569	52	16	efficiency	efficiency	NOUN
brj-24569	52	17	and	and	CCONJ
brj-24569	52	18	reduce	reduce	VERB
brj-24569	52	19	the	the	DET
brj-24569	52	20	need	need	NOUN
brj-24569	52	21	for	for	ADP
brj-24569	52	22	extensive	extensive	ADJ
brj-24569	52	23	chemical	chemical	NOUN
brj-24569	52	24	reagents	reagent	NOUN
brj-24569	52	25	at	at	ADP
brj-24569	52	26	certain	certain	ADJ
brj-24569	52	27	stages	stage	NOUN
brj-24569	52	28	of	of	ADP
brj-24569	52	29	prediction	prediction	NOUN
brj-24569	52	30	or	or	CCONJ
brj-24569	52	31	screening	screening	NOUN
brj-24569	52	32	.	.	PUNCT
brj-24569	53	1	however	however	ADV
brj-24569	53	2	,	,	PUNCT
brj-24569	53	3	it	it	PRON
brj-24569	53	4	is	be	AUX
brj-24569	53	5	not	not	PART
brj-24569	53	6	a	a	DET
brj-24569	53	7	replacement	replacement	NOUN
brj-24569	53	8	for	for	ADP
brj-24569	53	9	experimental	experimental	ADJ
brj-24569	53	10	validation	validation	NOUN
brj-24569	53	11	,	,	PUNCT
brj-24569	53	12	but	but	CCONJ
brj-24569	53	13	rather	rather	ADV
brj-24569	53	14	a	a	DET
brj-24569	53	15	tool	tool	NOUN
brj-24569	53	16	to	to	PART
brj-24569	53	17	guide	guide	VERB
brj-24569	53	18	and	and	CCONJ
brj-24569	53	19	streamline	streamline	VERB
brj-24569	53	20	empirical	empirical	ADJ
brj-24569	53	21	studies	study	NOUN
brj-24569	53	22	.	.	PUNCT
brj-24569	54	1	recent	recent	ADJ
brj-24569	54	2	studies	study	NOUN
brj-24569	54	3	have	have	AUX
brj-24569	54	4	compared	compare	VERB
brj-24569	54	5	rsm	rsm	PROPN
brj-24569	54	6	and	and	CCONJ
brj-24569	54	7	ml	ml	ADV
brj-24569	54	8	and	and	CCONJ
brj-24569	54	9	reported	report	VERB
brj-24569	54	10	improvements	improvement	NOUN
brj-24569	54	11	in	in	ADP
brj-24569	54	12	ml	ml	NOUN
brj-24569	54	13	for	for	ADP
brj-24569	54	14	optimizing	optimize	VERB
brj-24569	54	15	process	process	NOUN
brj-24569	54	16	variables	variable	NOUN
brj-24569	54	17	and	and	CCONJ
brj-24569	54	18	predicting	predict	VERB
brj-24569	54	19	output	output	NOUN
brj-24569	54	20	.	.	PUNCT
brj-24569	55	1	yikmis	yikmis	PROPN
brj-24569	55	2	et	et	PROPN
brj-24569	55	3	al	al	PROPN
brj-24569	55	4	.	.	PROPN
brj-24569	56	1	(	(	PUNCT
brj-24569	56	2	2024	2024	NUM
brj-24569	56	3	)	)	PUNCT
brj-24569	56	4	showed	show	VERB
brj-24569	56	5	the	the	DET
brj-24569	56	6	highest	high	ADJ
brj-24569	56	7	r2	r2	NOUN
brj-24569	56	8	values	value	NOUN
brj-24569	56	9	of	of	ADP
brj-24569	56	10	0.99	0.99	NUM
brj-24569	56	11	,	,	PUNCT
brj-24569	56	12	0.98	0.98	NUM
brj-24569	56	13	,	,	PUNCT
brj-24569	56	14	and	and	CCONJ
brj-24569	56	15	0.99	0.99	NUM
brj-24569	56	16	for	for	ADP
brj-24569	56	17	ml	ml	NOUN
brj-24569	56	18	compared	compare	VERB
brj-24569	56	19	to	to	ADP
brj-24569	56	20	rsm	rsm	PROPN
brj-24569	56	21	in	in	ADP
brj-24569	56	22	predicting	predict	VERB
brj-24569	56	23	tpc	tpc	PROPN
brj-24569	56	24	content	content	PROPN
brj-24569	56	25	,	,	PUNCT
brj-24569	56	26	tac	tac	PROPN
brj-24569	56	27	content	content	NOUN
brj-24569	56	28	,	,	PUNCT
brj-24569	56	29	and	and	CCONJ
brj-24569	56	30	dpph	dpph	VERB
brj-24569	56	31	antioxidant	antioxidant	ADJ
brj-24569	56	32	activity	activity	NOUN
brj-24569	56	33	of	of	ADP
brj-24569	56	34	extracts	extract	NOUN
brj-24569	56	35	of	of	ADP
brj-24569	56	36	viburnum	viburnum	ADJ
brj-24569	56	37	opulus	opulus	PROPN
brj-24569	56	38	l.	l.	PROPN
brj-24569	56	39	,	,	PUNCT
brj-24569	56	40	respectively	respectively	ADV
brj-24569	56	41	.	.	PUNCT
brj-24569	57	1	chen	chen	PROPN
brj-24569	57	2	et	et	PROPN
brj-24569	57	3	al	al	PROPN
brj-24569	57	4	.	.	PROPN
brj-24569	58	1	(	(	PUNCT
brj-24569	58	2	2024	2024	NUM
brj-24569	58	3	)	)	PUNCT
brj-24569	58	4	found	find	VERB
brj-24569	58	5	that	that	SCONJ
brj-24569	58	6	ml	ml	AUX
brj-24569	58	7	had	have	VERB
brj-24569	58	8	an	an	DET
brj-24569	58	9	r2	r2	NOUN
brj-24569	58	10	value	value	NOUN
brj-24569	58	11	of	of	ADP
brj-24569	58	12	0.97	0.97	NUM
brj-24569	58	13	in	in	ADP
brj-24569	58	14	predicting	predict	VERB
brj-24569	58	15	the	the	DET
brj-24569	58	16	antioxidant	antioxidant	ADJ
brj-24569	58	17	activity	activity	NOUN
brj-24569	58	18	of	of	ADP
brj-24569	58	19	salvia	salvia	NOUN
brj-24569	58	20	miltiorrhiza	miltiorrhiza	VERB
brj-24569	58	21	extractderived	extractderive	VERB
brj-24569	58	22	constituents	constituent	NOUN
brj-24569	58	23	.	.	PUNCT
brj-24569	59	1	li	li	PROPN
brj-24569	59	2	et	et	PROPN
brj-24569	59	3	al	al	PROPN
brj-24569	59	4	.	.	PROPN
brj-24569	59	5	(	(	PUNCT
brj-24569	59	6	2022	2022	NUM
brj-24569	59	7	)	)	PUNCT
brj-24569	59	8	demonstrated	demonstrate	VERB
brj-24569	59	9	the	the	DET
brj-24569	59	10	higher	high	ADJ
brj-24569	59	11	performance	performance	NOUN
brj-24569	59	12	of	of	ADP
brj-24569	59	13	ml	ml	ADV
brj-24569	59	14	compared	compare	VERB
brj-24569	59	15	to	to	ADP
brj-24569	59	16	rsm	rsm	PROPN
brj-24569	59	17	in	in	ADP
brj-24569	59	18	optimizing	optimize	VERB
brj-24569	59	19	the	the	DET
brj-24569	59	20	ultrasonic	ultrasonic	ADJ
brj-24569	59	21	extraction	extraction	NOUN
brj-24569	59	22	of	of	ADP
brj-24569	59	23	polygala	polygala	NOUN
brj-24569	59	24	tenuifolia	tenuifolia	PROPN
brj-24569	59	25	and	and	CCONJ
brj-24569	59	26	process	process	NOUN
brj-24569	59	27	parameters	parameter	NOUN
brj-24569	59	28	,	,	PUNCT
brj-24569	59	29	it	it	PRON
brj-24569	59	30	is	be	AUX
brj-24569	59	31	evident	evident	ADJ
brj-24569	59	32	that	that	SCONJ
brj-24569	59	33	the	the	DET
brj-24569	59	34	utilisation	utilisation	NOUN
brj-24569	59	35	of	of	ADP
brj-24569	59	36	machine	machine	NOUN
brj-24569	59	37	learning	learning	NOUN
brj-24569	59	38	(	(	PUNCT
brj-24569	59	39	ml	ml	NOUN
brj-24569	59	40	)	)	PUNCT
brj-24569	59	41	for	for	ADP
brj-24569	59	42	the	the	DET
brj-24569	59	43	enhancement	enhancement	NOUN
brj-24569	59	44	or	or	CCONJ
brj-24569	59	45	forecasting	forecasting	NOUN
brj-24569	59	46	of	of	ADP
brj-24569	59	47	the	the	DET
brj-24569	59	48	antioxidant	antioxidant	ADJ
brj-24569	59	49	activity	activity	NOUN
brj-24569	59	50	of	of	ADP
brj-24569	59	51	aqueous	aqueous	ADJ
brj-24569	59	52	a.	a.	NOUN
brj-24569	59	53	acerifolia	acerifolia	PROPN
brj-24569	59	54	extracts	extract	NOUN
brj-24569	59	55	remains	remain	VERB
brj-24569	59	56	unreported	unreported	ADJ
brj-24569	59	57	.	.	PUNCT
brj-24569	60	1	the	the	DET
brj-24569	60	2	authors	author	NOUN
brj-24569	60	3	’	’	PART
brj-24569	60	4	hypothesis	hypothesis	NOUN
brj-24569	60	5	is	be	AUX
brj-24569	60	6	that	that	SCONJ
brj-24569	60	7	ml	ml	ADP
brj-24569	60	8	algorithms	algorithm	NOUN
brj-24569	60	9	can	can	AUX
brj-24569	60	10	be	be	AUX
brj-24569	60	11	used	use	VERB
brj-24569	60	12	to	to	PART
brj-24569	60	13	predict	predict	VERB
brj-24569	60	14	and	and	CCONJ
brj-24569	60	15	optimize	optimize	VERB
brj-24569	60	16	antioxidant	antioxidant	ADJ
brj-24569	60	17	activity	activity	NOUN
brj-24569	60	18	.	.	PUNCT
brj-24569	61	1	among	among	ADP
brj-24569	61	2	ml	ml	PROPN
brj-24569	61	3	models	model	NOUN
brj-24569	61	4	,	,	PUNCT
brj-24569	61	5	the	the	DET
brj-24569	61	6	extreme	extreme	ADJ
brj-24569	61	7	gradient	gradient	NOUN
brj-24569	61	8	boosting	boost	VERB
brj-24569	61	9	(	(	PUNCT
brj-24569	61	10	xgb	xgb	NOUN
brj-24569	61	11	)	)	PUNCT
brj-24569	61	12	algorithm	algorithm	NOUN
brj-24569	61	13	employs	employ	VERB
brj-24569	61	14	gradient	gradient	ADJ
brj-24569	61	15	boosting	boost	VERB
brj-24569	61	16	techniques	technique	NOUN
brj-24569	61	17	with	with	ADP
brj-24569	61	18	regularization	regularization	NOUN
brj-24569	61	19	to	to	PART
brj-24569	61	20	prevent	prevent	VERB
brj-24569	61	21	model	model	NOUN
brj-24569	61	22	overfitting	overfitting	NOUN
brj-24569	61	23	and	and	CCONJ
brj-24569	61	24	to	to	PART
brj-24569	61	25	enhance	enhance	VERB
brj-24569	61	26	generalization	generalization	NOUN
brj-24569	61	27	performance	performance	NOUN
brj-24569	61	28	.	.	PUNCT
brj-24569	62	1	it	it	PRON
brj-24569	62	2	has	have	AUX
brj-24569	62	3	been	be	AUX
brj-24569	62	4	documented	document	VERB
brj-24569	62	5	that	that	SCONJ
brj-24569	62	6	this	this	DET
brj-24569	62	7	model	model	NOUN
brj-24569	62	8	exhibits	exhibit	VERB
brj-24569	62	9	superior	superior	ADJ
brj-24569	62	10	performance	performance	NOUN
brj-24569	62	11	in	in	ADP
brj-24569	62	12	comparison	comparison	NOUN
brj-24569	62	13	to	to	ADP
brj-24569	62	14	other	other	ADJ
brj-24569	62	15	machine	machine	NOUN
brj-24569	62	16	learning	learning	NOUN
brj-24569	62	17	models	model	NOUN
brj-24569	62	18	.	.	PUNCT
brj-24569	63	1	lee	lee	PROPN
brj-24569	63	2	and	and	CCONJ
brj-24569	63	3	aan	aan	PROPN
brj-24569	63	4	(	(	PUNCT
brj-24569	63	5	2024	2024	NUM
brj-24569	63	6	)	)	PUNCT
brj-24569	63	7	introduced	introduce	VERB
brj-24569	63	8	the	the	DET
brj-24569	63	9	xgb	xgb	PROPN
brj-24569	63	10	model	model	NOUN
brj-24569	63	11	for	for	ADP
brj-24569	63	12	predicting	predict	VERB
brj-24569	63	13	antioxidant	antioxidant	ADJ
brj-24569	63	14	activity	activity	NOUN
brj-24569	63	15	from	from	ADP
brj-24569	63	16	the	the	DET
brj-24569	63	17	spectroscopic	spectroscopic	ADJ
brj-24569	63	18	data	datum	NOUN
brj-24569	63	19	of	of	ADP
brj-24569	63	20	fruit	fruit	NOUN
brj-24569	63	21	juices	juice	NOUN
brj-24569	63	22	.	.	PUNCT
brj-24569	64	1	they	they	PRON
brj-24569	64	2	reported	report	VERB
brj-24569	64	3	an	an	DET
brj-24569	64	4	r²	r²	NOUN
brj-24569	64	5	value	value	NOUN
brj-24569	64	6	of	of	ADP
brj-24569	64	7	0.980	0.980	NUM
brj-24569	64	8	,	,	PUNCT
brj-24569	64	9	which	which	PRON
brj-24569	64	10	outperformed	outperform	VERB
brj-24569	64	11	the	the	DET
brj-24569	64	12	multiple	multiple	ADJ
brj-24569	64	13	linear	linear	ADJ
brj-24569	64	14	regression	regression	NOUN
brj-24569	64	15	model	model	NOUN
brj-24569	64	16	and	and	CCONJ
brj-24569	64	17	the	the	DET
brj-24569	64	18	random	random	ADJ
brj-24569	64	19	forest	forest	NOUN
brj-24569	64	20	model	model	NOUN
brj-24569	64	21	.	.	PUNCT
brj-24569	65	1	nashi	nashi	PROPN
brj-24569	65	2	et	et	PROPN
brj-24569	65	3	al	al	PROPN
brj-24569	65	4	.	.	PROPN
brj-24569	66	1	(	(	PUNCT
brj-24569	66	2	2025	2025	NUM
brj-24569	66	3	)	)	PUNCT
brj-24569	66	4	employed	employ	VERB
brj-24569	66	5	the	the	DET
brj-24569	66	6	xgb	xgb	PROPN
brj-24569	66	7	model	model	NOUN
brj-24569	66	8	to	to	PART
brj-24569	66	9	predict	predict	VERB
brj-24569	66	10	antioxidant	antioxidant	ADJ
brj-24569	66	11	activity	activity	NOUN
brj-24569	66	12	from	from	ADP
brj-24569	66	13	the	the	DET
brj-24569	66	14	polyphenolic	polyphenolic	ADJ
brj-24569	66	15	composition	composition	NOUN
brj-24569	66	16	of	of	ADP
brj-24569	66	17	extracts	extract	NOUN
brj-24569	66	18	of	of	ADP
brj-24569	66	19	date	date	NOUN
brj-24569	66	20	palm	palm	NOUN
brj-24569	66	21	seeds	seed	NOUN
brj-24569	66	22	.	.	PUNCT
brj-24569	67	1	this	this	DET
brj-24569	67	2	approach	approach	NOUN
brj-24569	67	3	yielded	yield	VERB
brj-24569	67	4	an	an	DET
brj-24569	67	5	r2	r2	NOUN
brj-24569	67	6	value	value	NOUN
brj-24569	67	7	of	of	ADP
brj-24569	67	8	0.92	0.92	NUM
brj-24569	67	9	,	,	PUNCT
brj-24569	67	10	indicating	indicate	VERB
brj-24569	67	11	a	a	DET
brj-24569	67	12	high	high	ADJ
brj-24569	67	13	degree	degree	NOUN
brj-24569	67	14	of	of	ADP
brj-24569	67	15	accuracy	accuracy	NOUN
brj-24569	67	16	.	.	PUNCT
brj-24569	68	1	in	in	ADP
brj-24569	68	2	their	their	PRON
brj-24569	68	3	2023	2023	NUM
brj-24569	68	4	study	study	NOUN
brj-24569	68	5	,	,	PUNCT
brj-24569	68	6	fujimoto	fujimoto	PROPN
brj-24569	68	7	and	and	CCONJ
brj-24569	68	8	gotoh	gotoh	PROPN
brj-24569	68	9	(	(	PUNCT
brj-24569	68	10	2023	2023	NUM
brj-24569	68	11	)	)	PUNCT
brj-24569	68	12	employed	employ	VERB
brj-24569	68	13	the	the	DET
brj-24569	68	14	xgb	xgb	PROPN
brj-24569	68	15	model	model	NOUN
brj-24569	68	16	to	to	PART
brj-24569	68	17	predict	predict	VERB
brj-24569	68	18	the	the	DET
brj-24569	68	19	antioxidant	antioxidant	ADJ
brj-24569	68	20	activity	activity	NOUN
brj-24569	68	21	of	of	ADP
brj-24569	68	22	compounds	compound	NOUN
brj-24569	68	23	with	with	ADP
brj-24569	68	24	analogous	analogous	ADJ
brj-24569	68	25	structures	structure	NOUN
brj-24569	68	26	derived	derive	VERB
brj-24569	68	27	from	from	ADP
brj-24569	68	28	plant	plant	NOUN
brj-24569	68	29	phenolic	phenolic	NOUN
brj-24569	68	30	compounds	compound	NOUN
brj-24569	68	31	.	.	PUNCT
brj-24569	69	1	the	the	DET
brj-24569	69	2	xgb	xgb	PROPN
brj-24569	69	3	model	model	NOUN
brj-24569	69	4	demonstrated	demonstrate	VERB
brj-24569	69	5	consistent	consistent	ADJ
brj-24569	69	6	prediction	prediction	NOUN
brj-24569	69	7	accuracy	accuracy	NOUN
brj-24569	69	8	,	,	PUNCT
brj-24569	69	9	as	as	SCONJ
brj-24569	69	10	evidenced	evidence	VERB
brj-24569	69	11	by	by	ADP
brj-24569	69	12	an	an	DET
brj-24569	69	13	rmse	rmse	ADJ
brj-24569	69	14	value	value	NOUN
brj-24569	69	15	of	of	ADP
brj-24569	69	16	0.1939	0.1939	NUM
brj-24569	69	17	.	.	PUNCT
brj-24569	70	1	fig	fig	NOUN
brj-24569	70	2	.	.	PUNCT
brj-24569	71	1	1	1	X
brj-24569	71	2	.	.	X
brj-24569	71	3	machine	machine	NOUN
brj-24569	71	4	learning	learning	NOUN
brj-24569	71	5	process	process	NOUN
brj-24569	71	6	for	for	ADP
brj-24569	71	7	the	the	DET
brj-24569	71	8	prediction	prediction	NOUN
brj-24569	71	9	and	and	CCONJ
brj-24569	71	10	optimization	optimization	NOUN
brj-24569	71	11	of	of	ADP
brj-24569	71	12	production	production	NOUN
brj-24569	71	13	of	of	ADP
brj-24569	71	14	peer	peer	NOUN
brj-24569	71	15	-	-	PUNCT
brj-24569	71	16	reviewed	review	VERB
brj-24569	71	17	article	article	NOUN
brj-24569	71	18	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	71	19	kim	kim	PROPN
brj-24569	71	20	et	et	PROPN
brj-24569	71	21	al	al	PROPN
brj-24569	71	22	.	.	PROPN
brj-24569	72	1	(	(	PUNCT
brj-24569	72	2	2025	2025	NUM
brj-24569	72	3	)	)	PUNCT
brj-24569	72	4	.	.	PUNCT
brj-24569	73	1	“	"	PUNCT
brj-24569	73	2	predicting	predict	VERB
brj-24569	73	3	antioxidant	antioxidant	ADJ
brj-24569	73	4	activity	activity	NOUN
brj-24569	73	5	,	,	PUNCT
brj-24569	73	6	”	"	PUNCT
brj-24569	73	7	bioresources	bioresource	NOUN
brj-24569	73	8	20(4	20(4	NOUN
brj-24569	73	9	)	)	PUNCT
brj-24569	73	10	,	,	PUNCT
brj-24569	73	11	9103	9103	NUM
brj-24569	73	12	-	-	SYM
brj-24569	73	13	9126	9126	NUM
brj-24569	73	14	.	.	PUNCT
brj-24569	74	1	9106	9106	NUM
brj-24569	74	2	extract	extract	VERB
brj-24569	74	3	the	the	DET
brj-24569	74	4	aim	aim	NOUN
brj-24569	74	5	of	of	ADP
brj-24569	74	6	this	this	DET
brj-24569	74	7	paper	paper	NOUN
brj-24569	74	8	is	be	AUX
brj-24569	74	9	to	to	PART
brj-24569	74	10	apply	apply	VERB
brj-24569	74	11	ml	ml	ADP
brj-24569	74	12	algorithms	algorithm	NOUN
brj-24569	74	13	to	to	PART
brj-24569	74	14	predict	predict	VERB
brj-24569	74	15	and	and	CCONJ
brj-24569	74	16	optimize	optimize	VERB
brj-24569	74	17	the	the	DET
brj-24569	74	18	antioxidant	antioxidant	ADJ
brj-24569	74	19	activity	activity	NOUN
brj-24569	74	20	of	of	ADP
brj-24569	74	21	a.	a.	NOUN
brj-24569	74	22	acerifolia	acerifolia	PROPN
brj-24569	74	23	water	water	PROPN
brj-24569	74	24	extract	extract	NOUN
brj-24569	74	25	(	(	PUNCT
brj-24569	74	26	fig	fig	NOUN
brj-24569	74	27	.	.	PUNCT
brj-24569	74	28	1	1	NUM
brj-24569	74	29	)	)	PUNCT
brj-24569	74	30	.	.	PUNCT
brj-24569	75	1	the	the	DET
brj-24569	75	2	water	water	NOUN
brj-24569	75	3	extracts	extract	NOUN
brj-24569	75	4	of	of	ADP
brj-24569	75	5	a.	a.	NOUN
brj-24569	75	6	acerifolia	acerifolia	PROPN
brj-24569	75	7	leaves	leave	NOUN
brj-24569	75	8	were	be	AUX
brj-24569	75	9	obtained	obtain	VERB
brj-24569	75	10	by	by	ADP
brj-24569	75	11	varying	vary	VERB
brj-24569	75	12	the	the	DET
brj-24569	75	13	temperature	temperature	NOUN
brj-24569	75	14	,	,	PUNCT
brj-24569	75	15	time	time	NOUN
brj-24569	75	16	,	,	PUNCT
brj-24569	75	17	and	and	CCONJ
brj-24569	75	18	liquid	liquid	ADJ
brj-24569	75	19	/	/	SYM
brj-24569	75	20	solid	solid	ADJ
brj-24569	75	21	ratio	ratio	NOUN
brj-24569	75	22	.	.	PUNCT
brj-24569	76	1	the	the	DET
brj-24569	76	2	ml	ml	PROPN
brj-24569	76	3	model	model	NOUN
brj-24569	76	4	was	be	AUX
brj-24569	76	5	trained	train	VERB
brj-24569	76	6	with	with	ADP
brj-24569	76	7	data	datum	NOUN
brj-24569	76	8	that	that	PRON
brj-24569	76	9	included	include	VERB
brj-24569	76	10	the	the	DET
brj-24569	76	11	polyphenol	polyphenol	NOUN
brj-24569	76	12	and	and	CCONJ
brj-24569	76	13	flavonoid	flavonoid	NOUN
brj-24569	76	14	content	content	NOUN
brj-24569	76	15	of	of	ADP
brj-24569	76	16	the	the	DET
brj-24569	76	17	extracts	extract	NOUN
brj-24569	76	18	along	along	ADP
brj-24569	76	19	with	with	ADP
brj-24569	76	20	extraction	extraction	NOUN
brj-24569	76	21	variables	variable	NOUN
brj-24569	76	22	and	and	CCONJ
brj-24569	76	23	predicted	predict	VERB
brj-24569	76	24	antioxidant	antioxidant	ADJ
brj-24569	76	25	activity	activity	NOUN
brj-24569	76	26	.	.	PUNCT
brj-24569	77	1	three	three	NUM
brj-24569	77	2	ml	ml	NOUN
brj-24569	77	3	algorithms	algorithm	NOUN
brj-24569	77	4	,	,	PUNCT
brj-24569	77	5	extreme	extreme	ADJ
brj-24569	77	6	gradient	gradient	NOUN
brj-24569	77	7	boosting	boost	VERB
brj-24569	77	8	(	(	PUNCT
brj-24569	77	9	xgb	xgb	NUM
brj-24569	77	10	)	)	PUNCT
brj-24569	77	11	,	,	PUNCT
brj-24569	77	12	random	random	ADJ
brj-24569	77	13	forest	forest	NOUN
brj-24569	77	14	(	(	PUNCT
brj-24569	77	15	rf	rf	NOUN
brj-24569	77	16	)	)	PUNCT
brj-24569	77	17	,	,	PUNCT
brj-24569	77	18	and	and	CCONJ
brj-24569	77	19	support	support	VERB
brj-24569	77	20	vector	vector	NOUN
brj-24569	77	21	machine	machine	NOUN
brj-24569	77	22	(	(	PUNCT
brj-24569	77	23	svm	svm	PROPN
brj-24569	77	24	)	)	PUNCT
brj-24569	77	25	,	,	PUNCT
brj-24569	77	26	were	be	AUX
brj-24569	77	27	used	use	VERB
brj-24569	77	28	to	to	PART
brj-24569	77	29	develop	develop	VERB
brj-24569	77	30	the	the	DET
brj-24569	77	31	ml	ml	PROPN
brj-24569	77	32	model	model	NOUN
brj-24569	77	33	.	.	PUNCT
brj-24569	78	1	the	the	DET
brj-24569	78	2	relative	relative	ADJ
brj-24569	78	3	importance	importance	NOUN
brj-24569	78	4	and	and	CCONJ
brj-24569	78	5	impact	impact	NOUN
brj-24569	78	6	of	of	ADP
brj-24569	78	7	each	each	DET
brj-24569	78	8	input	input	NOUN
brj-24569	78	9	variable	variable	NOUN
brj-24569	78	10	were	be	AUX
brj-24569	78	11	investigated	investigate	VERB
brj-24569	78	12	.	.	PUNCT
brj-24569	79	1	the	the	DET
brj-24569	79	2	shapley	shapley	ADJ
brj-24569	79	3	additive	additive	ADJ
brj-24569	79	4	explanations	explanation	NOUN
brj-24569	79	5	(	(	PUNCT
brj-24569	79	6	shap	shap	NOUN
brj-24569	79	7	)	)	PUNCT
brj-24569	79	8	approach	approach	NOUN
brj-24569	79	9	was	be	AUX
brj-24569	79	10	used	use	VERB
brj-24569	79	11	to	to	PART
brj-24569	79	12	interpret	interpret	VERB
brj-24569	79	13	the	the	DET
brj-24569	79	14	developed	developed	ADJ
brj-24569	79	15	ml	ml	NOUN
brj-24569	79	16	model	model	NOUN
brj-24569	79	17	.	.	PUNCT
brj-24569	80	1	the	the	DET
brj-24569	80	2	ml	ml	PROPN
brj-24569	80	3	model	model	NOUN
brj-24569	80	4	was	be	AUX
brj-24569	80	5	applied	apply	VERB
brj-24569	80	6	to	to	ADP
brj-24569	80	7	a	a	DET
brj-24569	80	8	graphical	graphical	ADJ
brj-24569	80	9	user	user	NOUN
brj-24569	80	10	interface	interface	NOUN
brj-24569	80	11	,	,	PUNCT
brj-24569	80	12	allowing	allow	VERB
brj-24569	80	13	researchers	researcher	NOUN
brj-24569	80	14	to	to	PART
brj-24569	80	15	quickly	quickly	ADV
brj-24569	80	16	and	and	CCONJ
brj-24569	80	17	easily	easily	ADV
brj-24569	80	18	predict	predict	VERB
brj-24569	80	19	the	the	DET
brj-24569	80	20	antioxidant	antioxidant	ADJ
brj-24569	80	21	activity	activity	NOUN
brj-24569	80	22	of	of	ADP
brj-24569	80	23	the	the	DET
brj-24569	80	24	extracts	extract	NOUN
brj-24569	80	25	.	.	PUNCT
brj-24569	81	1	the	the	DET
brj-24569	81	2	results	result	NOUN
brj-24569	81	3	obtained	obtain	VERB
brj-24569	81	4	from	from	ADP
brj-24569	81	5	this	this	DET
brj-24569	81	6	study	study	NOUN
brj-24569	81	7	could	could	AUX
brj-24569	81	8	help	help	VERB
brj-24569	81	9	in	in	ADP
brj-24569	81	10	understanding	understanding	NOUN
brj-24569	81	11	and	and	CCONJ
brj-24569	81	12	improving	improve	VERB
brj-24569	81	13	the	the	DET
brj-24569	81	14	antioxidant	antioxidant	ADJ
brj-24569	81	15	activity	activity	NOUN
brj-24569	81	16	of	of	ADP
brj-24569	81	17	a.	a.	NOUN
brj-24569	81	18	acerifolia	acerifolia	PROPN
brj-24569	81	19	.	.	PUNCT
brj-24569	82	1	experimental	experimental	ADJ
brj-24569	82	2	material	material	NOUN
brj-24569	82	3	the	the	DET
brj-24569	82	4	a.	a.	NOUN
brj-24569	82	5	acerifolia	acerifolia	PROPN
brj-24569	82	6	seedlings	seedling	NOUN
brj-24569	82	7	were	be	AUX
brj-24569	82	8	obtained	obtain	VERB
brj-24569	82	9	from	from	ADP
brj-24569	82	10	a	a	DET
brj-24569	82	11	native	native	ADJ
brj-24569	82	12	farm	farm	NOUN
brj-24569	82	13	in	in	ADP
brj-24569	82	14	south	south	PROPN
brj-24569	82	15	korea	korea	PROPN
brj-24569	82	16	(	(	PUNCT
brj-24569	82	17	yeoju	yeoju	PROPN
brj-24569	82	18	,	,	PUNCT
brj-24569	82	19	gyeonggi	gyeonggi	NOUN
brj-24569	82	20	-	-	PUNCT
brj-24569	82	21	do	do	NOUN
brj-24569	82	22	)	)	PUNCT
brj-24569	82	23	and	and	CCONJ
brj-24569	82	24	subsequently	subsequently	ADV
brj-24569	82	25	transplanted	transplant	VERB
brj-24569	82	26	into	into	ADP
brj-24569	82	27	pots	pot	NOUN
brj-24569	82	28	with	with	ADP
brj-24569	82	29	a	a	DET
brj-24569	82	30	5	5	NUM
brj-24569	82	31	-	-	PUNCT
brj-24569	82	32	cm	cm	NOUN
brj-24569	82	33	separation	separation	NOUN
brj-24569	82	34	between	between	ADP
brj-24569	82	35	each	each	DET
brj-24569	82	36	seedling	seedling	NOUN
brj-24569	82	37	.	.	PUNCT
brj-24569	83	1	the	the	DET
brj-24569	83	2	seedlings	seedling	NOUN
brj-24569	83	3	were	be	AUX
brj-24569	83	4	irrigated	irrigate	VERB
brj-24569	83	5	at	at	ADP
brj-24569	83	6	an	an	DET
brj-24569	83	7	interval	interval	NOUN
brj-24569	83	8	of	of	ADP
brj-24569	83	9	12	12	NUM
brj-24569	83	10	h.	h.	NOUN
brj-24569	83	11	following	follow	VERB
brj-24569	83	12	the	the	DET
brj-24569	83	13	harvesting	harvesting	NOUN
brj-24569	83	14	of	of	ADP
brj-24569	83	15	the	the	DET
brj-24569	83	16	maple	maple	NOUN
brj-24569	83	17	,	,	PUNCT
brj-24569	83	18	the	the	DET
brj-24569	83	19	leaves	leave	NOUN
brj-24569	83	20	were	be	AUX
brj-24569	83	21	collected	collect	VERB
brj-24569	83	22	,	,	PUNCT
brj-24569	83	23	thoroughly	thoroughly	ADV
brj-24569	83	24	cleaned	clean	VERB
brj-24569	83	25	to	to	PART
brj-24569	83	26	remove	remove	VERB
brj-24569	83	27	any	any	DET
brj-24569	83	28	soil	soil	NOUN
brj-24569	83	29	debris	debris	NOUN
brj-24569	83	30	,	,	PUNCT
brj-24569	83	31	and	and	CCONJ
brj-24569	83	32	then	then	ADV
brj-24569	83	33	subjected	subject	VERB
brj-24569	83	34	to	to	ADP
brj-24569	83	35	a	a	DET
brj-24569	83	36	freeze	freeze	NOUN
brj-24569	83	37	-	-	PUNCT
brj-24569	83	38	drying	dry	VERB
brj-24569	83	39	process	process	NOUN
brj-24569	83	40	.	.	PUNCT
brj-24569	84	1	the	the	DET
brj-24569	84	2	freeze	freeze	NOUN
brj-24569	84	3	-	-	PUNCT
brj-24569	84	4	dried	dry	VERB
brj-24569	84	5	leaves	leave	NOUN
brj-24569	84	6	were	be	AUX
brj-24569	84	7	then	then	ADV
brj-24569	84	8	ground	ground	NOUN
brj-24569	84	9	and	and	CCONJ
brj-24569	84	10	passed	pass	VERB
brj-24569	84	11	through	through	ADP
brj-24569	84	12	a	a	DET
brj-24569	84	13	40	40	NUM
brj-24569	84	14	-	-	PUNCT
brj-24569	84	15	mesh	mesh	NOUN
brj-24569	84	16	wire	wire	NOUN
brj-24569	84	17	sieve	sieve	NOUN
brj-24569	84	18	.	.	PUNCT
brj-24569	85	1	samples	sample	NOUN
brj-24569	85	2	were	be	AUX
brj-24569	85	3	stored	store	VERB
brj-24569	85	4	at	at	ADP
brj-24569	85	5	4	4	NUM
brj-24569	85	6	°	°	ADP
brj-24569	85	7	c	c	NOUN
brj-24569	85	8	in	in	ADP
brj-24569	85	9	tightly	tightly	ADV
brj-24569	85	10	sealed	seal	VERB
brj-24569	85	11	bags	bag	NOUN
brj-24569	85	12	until	until	ADP
brj-24569	85	13	use	use	NOUN
brj-24569	85	14	.	.	PUNCT
brj-24569	86	1	water	water	NOUN
brj-24569	86	2	extraction	extraction	NOUN
brj-24569	86	3	of	of	ADP
brj-24569	86	4	a.	a.	NOUN
brj-24569	86	5	acerifolia	acerifolia	PROPN
brj-24569	86	6	water	water	NOUN
brj-24569	86	7	extraction	extraction	NOUN
brj-24569	86	8	of	of	ADP
brj-24569	86	9	a.	a.	NOUN
brj-24569	86	10	acerifolia	acerifolia	PROPN
brj-24569	86	11	was	be	AUX
brj-24569	86	12	performed	perform	VERB
brj-24569	86	13	by	by	ADP
brj-24569	86	14	varying	vary	VERB
brj-24569	86	15	the	the	DET
brj-24569	86	16	temperature	temperature	NOUN
brj-24569	86	17	,	,	PUNCT
brj-24569	86	18	time	time	NOUN
brj-24569	86	19	,	,	PUNCT
brj-24569	86	20	and	and	CCONJ
brj-24569	86	21	s	s	NOUN
brj-24569	86	22	/	/	SYM
brj-24569	86	23	l	l	NOUN
brj-24569	86	24	ratio	ratio	NOUN
brj-24569	86	25	according	accord	VERB
brj-24569	86	26	to	to	ADP
brj-24569	86	27	the	the	DET
brj-24569	86	28	conditions	condition	NOUN
brj-24569	86	29	in	in	ADP
brj-24569	86	30	table	table	NOUN
brj-24569	86	31	1	1	NUM
brj-24569	86	32	.	.	PUNCT
brj-24569	87	1	a	a	DET
brj-24569	87	2	sample	sample	NOUN
brj-24569	87	3	of	of	ADP
brj-24569	87	4	the	the	DET
brj-24569	87	5	powder	powder	NOUN
brj-24569	87	6	was	be	AUX
brj-24569	87	7	placed	place	VERB
brj-24569	87	8	in	in	ADP
brj-24569	87	9	a	a	DET
brj-24569	87	10	300	300	NUM
brj-24569	87	11	-	-	PUNCT
brj-24569	87	12	ml	ml	NOUN
brj-24569	87	13	flask	flask	NOUN
brj-24569	87	14	with	with	ADP
brj-24569	87	15	different	different	ADJ
brj-24569	87	16	liquid	liquid	NOUN
brj-24569	87	17	/	/	SYM
brj-24569	87	18	solid	solid	ADJ
brj-24569	87	19	ratios	ratio	NOUN
brj-24569	87	20	,	,	PUNCT
brj-24569	87	21	capped	cap	VERB
brj-24569	87	22	,	,	PUNCT
brj-24569	87	23	and	and	CCONJ
brj-24569	87	24	extracted	extract	VERB
brj-24569	87	25	with	with	ADP
brj-24569	87	26	an	an	DET
brj-24569	87	27	autoclave	autoclave	NOUN
brj-24569	87	28	(	(	PUNCT
brj-24569	87	29	st-65	st-65	NOUN
brj-24569	87	30	g	g	NOUN
brj-24569	87	31	,	,	PUNCT
brj-24569	87	32	jeio	jeio	ADJ
brj-24569	87	33	tech	tech	PROPN
brj-24569	87	34	,	,	PUNCT
brj-24569	87	35	korea	korea	PROPN
brj-24569	87	36	)	)	PUNCT
brj-24569	87	37	under	under	ADP
brj-24569	87	38	different	different	ADJ
brj-24569	87	39	temperature	temperature	NOUN
brj-24569	87	40	and	and	CCONJ
brj-24569	87	41	time	time	NOUN
brj-24569	87	42	conditions	condition	NOUN
brj-24569	87	43	.	.	PUNCT
brj-24569	88	1	the	the	DET
brj-24569	88	2	autoclave	autoclave	NOUN
brj-24569	88	3	was	be	AUX
brj-24569	88	4	set	set	VERB
brj-24569	88	5	to	to	ADP
brj-24569	88	6	melting	melt	VERB
brj-24569	88	7	mode	mode	NOUN
brj-24569	88	8	.	.	PUNCT
brj-24569	89	1	the	the	DET
brj-24569	89	2	temperature	temperature	NOUN
brj-24569	89	3	was	be	AUX
brj-24569	89	4	raised	raise	VERB
brj-24569	89	5	at	at	ADP
brj-24569	89	6	a	a	DET
brj-24569	89	7	rate	rate	NOUN
brj-24569	89	8	of	of	ADP
brj-24569	89	9	4.2	4.2	NUM
brj-24569	89	10	°	°	NOUN
brj-24569	89	11	c	c	NOUN
brj-24569	89	12	/min	/min	X
brj-24569	89	13	.	.	PUNCT
brj-24569	90	1	the	the	DET
brj-24569	90	2	flask	flask	NOUN
brj-24569	90	3	was	be	AUX
brj-24569	90	4	left	leave	VERB
brj-24569	90	5	at	at	ADP
brj-24569	90	6	room	room	NOUN
brj-24569	90	7	temperature	temperature	NOUN
brj-24569	90	8	to	to	PART
brj-24569	90	9	cool	cool	VERB
brj-24569	90	10	.	.	PUNCT
brj-24569	91	1	after	after	ADP
brj-24569	91	2	the	the	DET
brj-24569	91	3	end	end	NOUN
brj-24569	91	4	of	of	ADP
brj-24569	91	5	the	the	DET
brj-24569	91	6	extraction	extraction	NOUN
brj-24569	91	7	,	,	PUNCT
brj-24569	91	8	it	it	PRON
brj-24569	91	9	was	be	AUX
brj-24569	91	10	gravity	gravity	NOUN
brj-24569	91	11	filtered	filter	VERB
brj-24569	91	12	using	use	VERB
brj-24569	91	13	whatman	whatman	NOUN
brj-24569	91	14	filter	filter	NOUN
brj-24569	91	15	paper	paper	NOUN
brj-24569	91	16	no	no	NOUN
brj-24569	91	17	.	.	NOUN
brj-24569	91	18	2	2	NUM
brj-24569	91	19	and	and	CCONJ
brj-24569	91	20	the	the	DET
brj-24569	91	21	extract	extract	NOUN
brj-24569	91	22	was	be	AUX
brj-24569	91	23	subjected	subject	VERB
brj-24569	91	24	to	to	ADP
brj-24569	91	25	antioxidant	antioxidant	ADJ
brj-24569	91	26	activity	activity	NOUN
brj-24569	91	27	assay	assay	NOUN
brj-24569	91	28	.	.	PUNCT
brj-24569	92	1	all	all	DET
brj-24569	92	2	experiments	experiment	NOUN
brj-24569	92	3	were	be	AUX
brj-24569	92	4	measured	measure	VERB
brj-24569	92	5	in	in	ADP
brj-24569	92	6	triplicate	triplicate	NOUN
brj-24569	92	7	.	.	PUNCT
brj-24569	93	1	table	table	NOUN
brj-24569	93	2	1	1	NUM
brj-24569	93	3	.	.	PUNCT
brj-24569	93	4	conditions	condition	NOUN
brj-24569	93	5	for	for	ADP
brj-24569	93	6	water	water	NOUN
brj-24569	93	7	extraction	extraction	NOUN
brj-24569	93	8	of	of	ADP
brj-24569	93	9	ainsliaea	ainsliaea	PROPN
brj-24569	93	10	acerifolia	acerifolia	PROPN
brj-24569	93	11	variable	variable	ADJ
brj-24569	93	12	symbol	symbol	NOUN
brj-24569	93	13	conditions	condition	NOUN
brj-24569	93	14	temperature	temperature	NOUN
brj-24569	93	15	(	(	PUNCT
brj-24569	93	16	°	°	ADP
brj-24569	93	17	c	c	NOUN
brj-24569	93	18	)	)	PUNCT
brj-24569	93	19	temp	temp	NOUN
brj-24569	93	20	80	80	NUM
brj-24569	93	21	90	90	NUM
brj-24569	93	22	100	100	NUM
brj-24569	93	23	time	time	NOUN
brj-24569	93	24	(	(	PUNCT
brj-24569	93	25	min	min	NOUN
brj-24569	93	26	)	)	PUNCT
brj-24569	93	27	time	time	NOUN
brj-24569	93	28	60	60	NUM
brj-24569	93	29	90	90	NUM
brj-24569	93	30	120	120	NUM
brj-24569	93	31	liquid	liquid	NOUN
brj-24569	93	32	/	/	SYM
brj-24569	93	33	solid	solid	ADJ
brj-24569	93	34	ratio	ratio	NOUN
brj-24569	93	35	l	l	PROPN
brj-24569	93	36	/	/	SYM
brj-24569	93	37	s	s	PART
brj-24569	93	38	10	10	NUM
brj-24569	93	39	20	20	NUM
brj-24569	93	40	30	30	NUM
brj-24569	93	41	determination	determination	NOUN
brj-24569	93	42	of	of	ADP
brj-24569	93	43	total	total	ADJ
brj-24569	93	44	polyphenol	polyphenol	NOUN
brj-24569	93	45	content	content	NOUN
brj-24569	93	46	total	total	ADJ
brj-24569	93	47	polyphenol	polyphenol	NOUN
brj-24569	93	48	content	content	NOUN
brj-24569	93	49	(	(	PUNCT
brj-24569	93	50	tpc	tpc	NOUN
brj-24569	93	51	)	)	PUNCT
brj-24569	93	52	was	be	AUX
brj-24569	93	53	measured	measure	VERB
brj-24569	93	54	using	use	VERB
brj-24569	93	55	a	a	DET
brj-24569	93	56	slightly	slightly	ADV
brj-24569	93	57	modified	modify	VERB
brj-24569	93	58	version	version	NOUN
brj-24569	93	59	of	of	ADP
brj-24569	93	60	a	a	DET
brj-24569	93	61	standardized	standardized	ADJ
brj-24569	93	62	protocol	protocol	NOUN
brj-24569	93	63	(	(	PUNCT
brj-24569	93	64	singleton	singleton	PROPN
brj-24569	93	65	and	and	CCONJ
brj-24569	93	66	rossi	rossi	ADJ
brj-24569	93	67	1965	1965	NUM
brj-24569	93	68	)	)	PUNCT
brj-24569	93	69	.	.	PUNCT
brj-24569	94	1	briefly	briefly	NOUN
brj-24569	94	2	,	,	PUNCT
brj-24569	94	3	a	a	DET
brj-24569	94	4	mixture	mixture	NOUN
brj-24569	94	5	containing	contain	VERB
brj-24569	94	6	100	100	NUM
brj-24569	94	7	μl	μl	ADP
brj-24569	94	8	of	of	ADP
brj-24569	94	9	a.	a.	NOUN
brj-24569	94	10	acerifolia	acerifolia	PROPN
brj-24569	94	11	extract	extract	VERB
brj-24569	94	12	and	and	CCONJ
brj-24569	94	13	100	100	NUM
brj-24569	94	14	μl	μl	ADP
brj-24569	94	15	of	of	ADP
brj-24569	94	16	folin	folin	PROPN
brj-24569	94	17	-	-	PUNCT
brj-24569	94	18	ciocalteu	ciocalteu	PROPN
brj-24569	94	19	colorimetric	colorimetric	ADJ
brj-24569	94	20	reagent	reagent	ADJ
brj-24569	94	21	solution	solution	NOUN
brj-24569	94	22	was	be	AUX
brj-24569	94	23	incubated	incubate	VERB
brj-24569	94	24	with	with	ADP
brj-24569	94	25	100	100	NUM
brj-24569	94	26	μl	μl	ADP
brj-24569	94	27	of	of	ADP
brj-24569	94	28	2	2	NUM
brj-24569	94	29	%	%	NOUN
brj-24569	94	30	na2co3	na2co3	NOUN
brj-24569	94	31	(	(	PUNCT
brj-24569	94	32	sodium	sodium	NOUN
brj-24569	94	33	carbonate	carbonate	NOUN
brj-24569	94	34	)	)	PUNCT
brj-24569	94	35	solution	solution	NOUN
brj-24569	94	36	for	for	ADP
brj-24569	94	37	30	30	NUM
brj-24569	94	38	min	min	NOUN
brj-24569	94	39	at	at	ADP
brj-24569	94	40	room	room	NOUN
brj-24569	94	41	temperature	temperature	NOUN
brj-24569	94	42	conditions	condition	NOUN
brj-24569	94	43	.	.	PUNCT
brj-24569	95	1	the	the	DET
brj-24569	95	2	resulting	result	VERB
brj-24569	95	3	assay	assay	NOUN
brj-24569	95	4	mixture	mixture	NOUN
brj-24569	95	5	was	be	AUX
brj-24569	95	6	measured	measure	VERB
brj-24569	95	7	calorimetrically	calorimetrically	ADV
brj-24569	95	8	at	at	ADP
brj-24569	95	9	750	750	NUM
brj-24569	95	10	nm	nm	NOUN
brj-24569	95	11	using	use	VERB
brj-24569	95	12	a	a	DET
brj-24569	95	13	uv	uv	NOUN
brj-24569	95	14	spectrophotometer	spectrophotometer	NOUN
brj-24569	95	15	(	(	PUNCT
brj-24569	95	16	spectramax	spectramax	NOUN
brj-24569	95	17	190	190	NUM
brj-24569	95	18	,	,	PUNCT
brj-24569	95	19	molecular	molecular	ADJ
brj-24569	95	20	devices	device	NOUN
brj-24569	95	21	llc	llc	PROPN
brj-24569	95	22	,	,	PUNCT
brj-24569	95	23	san	san	PROPN
brj-24569	95	24	jose	jose	PROPN
brj-24569	95	25	,	,	PUNCT
brj-24569	95	26	ca	ca	PROPN
brj-24569	95	27	,	,	PUNCT
brj-24569	95	28	usa	usa	PROPN
brj-24569	95	29	)	)	PUNCT
brj-24569	95	30	.	.	PUNCT
brj-24569	96	1	a	a	DET
brj-24569	96	2	calibration	calibration	NOUN
brj-24569	96	3	curve	curve	NOUN
brj-24569	96	4	was	be	AUX
brj-24569	96	5	generated	generate	VERB
brj-24569	96	6	using	use	VERB
brj-24569	96	7	gallic	gallic	ADJ
brj-24569	96	8	acid	acid	PROPN
brj-24569	96	9	peer	peer	NOUN
brj-24569	96	10	-	-	PUNCT
brj-24569	96	11	reviewed	review	VERB
brj-24569	96	12	article	article	NOUN
brj-24569	96	13	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	96	14	kim	kim	PROPN
brj-24569	96	15	et	et	PROPN
brj-24569	96	16	al	al	PROPN
brj-24569	96	17	.	.	PROPN
brj-24569	97	1	(	(	PUNCT
brj-24569	97	2	2025	2025	NUM
brj-24569	97	3	)	)	PUNCT
brj-24569	97	4	.	.	PUNCT
brj-24569	98	1	“	"	PUNCT
brj-24569	98	2	predicting	predict	VERB
brj-24569	98	3	antioxidant	antioxidant	ADJ
brj-24569	98	4	activity	activity	NOUN
brj-24569	98	5	,	,	PUNCT
brj-24569	98	6	”	"	PUNCT
brj-24569	98	7	bioresources	bioresource	NOUN
brj-24569	98	8	20(4	20(4	NOUN
brj-24569	98	9	)	)	PUNCT
brj-24569	98	10	,	,	PUNCT
brj-24569	98	11	9103	9103	NUM
brj-24569	98	12	-	-	SYM
brj-24569	98	13	9126	9126	NUM
brj-24569	98	14	.	.	PUNCT
brj-24569	99	1	9107	9107	NUM
brj-24569	99	2	as	as	ADP
brj-24569	99	3	a	a	DET
brj-24569	99	4	control	control	NOUN
brj-24569	99	5	standard	standard	NOUN
brj-24569	99	6	.	.	PUNCT
brj-24569	100	1	the	the	DET
brj-24569	100	2	tpc	tpc	NOUN
brj-24569	100	3	was	be	AUX
brj-24569	100	4	obtained	obtain	VERB
brj-24569	100	5	from	from	ADP
brj-24569	100	6	a	a	DET
brj-24569	100	7	standard	standard	ADJ
brj-24569	100	8	curve	curve	NOUN
brj-24569	100	9	with	with	ADP
brj-24569	100	10	gallic	gallic	NOUN
brj-24569	100	11	acid	acid	NOUN
brj-24569	100	12	as	as	ADP
brj-24569	100	13	the	the	DET
brj-24569	100	14	standard	standard	NOUN
brj-24569	100	15	and	and	CCONJ
brj-24569	100	16	expressed	express	VERB
brj-24569	100	17	as	as	ADP
brj-24569	100	18	mg	mg	PROPN
brj-24569	100	19	gallic	gallic	PROPN
brj-24569	100	20	acid	acid	PROPN
brj-24569	100	21	equivalent	equivalent	NOUN
brj-24569	100	22	(	(	PUNCT
brj-24569	100	23	gae	gae	PROPN
brj-24569	100	24	)	)	PUNCT
brj-24569	100	25	per	per	ADP
brj-24569	100	26	g	g	NOUN
brj-24569	100	27	of	of	ADP
brj-24569	100	28	sample	sample	NOUN
brj-24569	100	29	.	.	PUNCT
brj-24569	101	1	determination	determination	NOUN
brj-24569	101	2	of	of	ADP
brj-24569	101	3	total	total	ADJ
brj-24569	101	4	flavonoid	flavonoid	PROPN
brj-24569	101	5	content	content	PROPN
brj-24569	101	6	total	total	NOUN
brj-24569	101	7	flavonoid	flavonoid	PROPN
brj-24569	101	8	content	content	PROPN
brj-24569	101	9	(	(	PUNCT
brj-24569	101	10	tfc	tfc	PROPN
brj-24569	101	11	)	)	PUNCT
brj-24569	101	12	was	be	AUX
brj-24569	101	13	determined	determine	VERB
brj-24569	101	14	following	follow	VERB
brj-24569	101	15	a	a	DET
brj-24569	101	16	standardized	standardized	ADJ
brj-24569	101	17	protocol	protocol	NOUN
brj-24569	101	18	(	(	PUNCT
brj-24569	101	19	lee	lee	PROPN
brj-24569	101	20	et	et	PROPN
brj-24569	101	21	al	al	PROPN
brj-24569	101	22	.	.	PROPN
brj-24569	101	23	2017	2017	NUM
brj-24569	101	24	)	)	PUNCT
brj-24569	101	25	.	.	PUNCT
brj-24569	102	1	the	the	DET
brj-24569	102	2	a.	a.	NOUN
brj-24569	102	3	acerifolia	acerifolia	PROPN
brj-24569	102	4	extract	extract	VERB
brj-24569	102	5	(	(	PUNCT
brj-24569	102	6	100	100	NUM
brj-24569	102	7	μl	μl	PRON
brj-24569	102	8	)	)	PUNCT
brj-24569	102	9	were	be	AUX
brj-24569	102	10	combined	combine	VERB
brj-24569	102	11	with	with	ADP
brj-24569	102	12	100	100	NUM
brj-24569	102	13	μl	μl	ADP
brj-24569	102	14	of	of	ADP
brj-24569	102	15	2	2	NUM
brj-24569	102	16	%	%	NOUN
brj-24569	102	17	aluminum	aluminum	NOUN
brj-24569	102	18	chloride	chloride	NOUN
brj-24569	102	19	solution	solution	NOUN
brj-24569	102	20	and	and	CCONJ
brj-24569	102	21	the	the	DET
brj-24569	102	22	mixture	mixture	NOUN
brj-24569	102	23	was	be	AUX
brj-24569	102	24	allowed	allow	VERB
brj-24569	102	25	to	to	PART
brj-24569	102	26	react	react	VERB
brj-24569	102	27	at	at	ADP
brj-24569	102	28	room	room	NOUN
brj-24569	102	29	temperature	temperature	NOUN
brj-24569	102	30	for	for	ADP
brj-24569	102	31	10	10	NUM
brj-24569	102	32	min	min	NOUN
brj-24569	102	33	.	.	PUNCT
brj-24569	103	1	the	the	DET
brj-24569	103	2	mixture	mixture	NOUN
brj-24569	103	3	was	be	AUX
brj-24569	103	4	measuring	measure	VERB
brj-24569	103	5	absorbance	absorbance	NOUN
brj-24569	103	6	at	at	ADP
brj-24569	103	7	430	430	NUM
brj-24569	103	8	nm	nm	NOUN
brj-24569	103	9	using	use	VERB
brj-24569	103	10	a	a	DET
brj-24569	103	11	uvspectrophotometer	uvspectrophotometer	NOUN
brj-24569	103	12	(	(	PUNCT
brj-24569	103	13	spectramax	spectramax	NOUN
brj-24569	103	14	190	190	NUM
brj-24569	103	15	,	,	PUNCT
brj-24569	103	16	molecular	molecular	ADJ
brj-24569	103	17	devices	device	NOUN
brj-24569	103	18	llc	llc	PROPN
brj-24569	103	19	,	,	PUNCT
brj-24569	103	20	san	san	PROPN
brj-24569	103	21	jose	jose	PROPN
brj-24569	103	22	,	,	PUNCT
brj-24569	103	23	ca	ca	PROPN
brj-24569	103	24	,	,	PUNCT
brj-24569	103	25	usa	usa	PROPN
brj-24569	103	26	)	)	PUNCT
brj-24569	103	27	.	.	PUNCT
brj-24569	104	1	the	the	DET
brj-24569	104	2	tfc	tfc	PROPN
brj-24569	104	3	was	be	AUX
brj-24569	104	4	calculated	calculate	VERB
brj-24569	104	5	from	from	ADP
brj-24569	104	6	a	a	DET
brj-24569	104	7	standard	standard	ADJ
brj-24569	104	8	curve	curve	NOUN
brj-24569	104	9	with	with	ADP
brj-24569	104	10	quercetin	quercetin	NOUN
brj-24569	104	11	as	as	ADP
brj-24569	104	12	the	the	DET
brj-24569	104	13	standard	standard	NOUN
brj-24569	104	14	and	and	CCONJ
brj-24569	104	15	expressed	express	VERB
brj-24569	104	16	as	as	ADP
brj-24569	104	17	mg	mg	PROPN
brj-24569	104	18	quercetin	quercetin	NOUN
brj-24569	104	19	equivalent	equivalent	NOUN
brj-24569	104	20	(	(	PUNCT
brj-24569	104	21	qe	qe	PROPN
brj-24569	104	22	)	)	PUNCT
brj-24569	104	23	per	per	ADP
brj-24569	104	24	g	g	NOUN
brj-24569	104	25	of	of	ADP
brj-24569	104	26	sample	sample	NOUN
brj-24569	104	27	.	.	PUNCT
brj-24569	105	1	abts	abts	PROPN
brj-24569	105	2	radical	radical	ADJ
brj-24569	105	3	scavenging	scavenging	NOUN
brj-24569	105	4	assay	assay	VERB
brj-24569	105	5	the	the	DET
brj-24569	105	6	antioxidant	antioxidant	ADJ
brj-24569	105	7	capacity	capacity	NOUN
brj-24569	105	8	of	of	ADP
brj-24569	105	9	the	the	DET
brj-24569	105	10	extracts	extract	NOUN
brj-24569	105	11	,	,	PUNCT
brj-24569	105	12	assessed	assess	VERB
brj-24569	105	13	by	by	ADP
brj-24569	105	14	the	the	DET
brj-24569	105	15	abts	abt	NOUN
brj-24569	105	16	(	(	PUNCT
brj-24569	105	17	2,2′azinobis(3	2,2′azinobis(3	PROPN
brj-24569	105	18	-	-	PUNCT
brj-24569	105	19	ethylbenzothiazoline-6	ethylbenzothiazoline-6	PROPN
brj-24569	105	20	-	-	PUNCT
brj-24569	105	21	sulphonic	sulphonic	ADJ
brj-24569	105	22	acid	acid	NOUN
brj-24569	105	23	)	)	PUNCT
brj-24569	105	24	radical	radical	ADJ
brj-24569	105	25	scavenging	scavenging	NOUN
brj-24569	105	26	assay	assay	NOUN
brj-24569	105	27	,	,	PUNCT
brj-24569	105	28	was	be	AUX
brj-24569	105	29	evaluated	evaluate	VERB
brj-24569	105	30	according	accord	VERB
brj-24569	105	31	to	to	ADP
brj-24569	105	32	the	the	DET
brj-24569	105	33	method	method	NOUN
brj-24569	105	34	described	describe	VERB
brj-24569	105	35	by	by	ADP
brj-24569	105	36	ha	ha	INTJ
brj-24569	105	37	et	et	PROPN
brj-24569	105	38	al	al	PROPN
brj-24569	105	39	.	.	PROPN
brj-24569	106	1	(	(	PUNCT
brj-24569	106	2	2024	2024	NUM
brj-24569	106	3	)	)	PUNCT
brj-24569	106	4	.	.	PUNCT
brj-24569	107	1	the	the	DET
brj-24569	107	2	abts	abt	NOUN
brj-24569	107	3	working	work	VERB
brj-24569	107	4	solution	solution	NOUN
brj-24569	107	5	was	be	AUX
brj-24569	107	6	prepared	prepare	VERB
brj-24569	107	7	by	by	ADP
brj-24569	107	8	combining	combine	VERB
brj-24569	107	9	equal	equal	ADJ
brj-24569	107	10	volumes	volume	NOUN
brj-24569	107	11	of	of	ADP
brj-24569	107	12	7.4	7.4	NUM
brj-24569	107	13	mm	mm	NOUN
brj-24569	107	14	abts	abt	NOUN
brj-24569	107	15	and	and	CCONJ
brj-24569	107	16	2.6	2.6	NUM
brj-24569	107	17	mm	mm	NOUN
brj-24569	107	18	potassium	potassium	NOUN
brj-24569	107	19	peroxydisulfate	peroxydisulfate	NOUN
brj-24569	107	20	solutions	solution	NOUN
brj-24569	107	21	,	,	PUNCT
brj-24569	107	22	which	which	PRON
brj-24569	107	23	were	be	AUX
brj-24569	107	24	then	then	ADV
brj-24569	107	25	allowed	allow	VERB
brj-24569	107	26	to	to	PART
brj-24569	107	27	react	react	VERB
brj-24569	107	28	for	for	ADP
brj-24569	107	29	24	24	NUM
brj-24569	107	30	h	h	NOUN
brj-24569	107	31	in	in	ADP
brj-24569	107	32	the	the	DET
brj-24569	107	33	dark	dark	NOUN
brj-24569	107	34	at	at	ADP
brj-24569	107	35	room	room	NOUN
brj-24569	107	36	temperature	temperature	NOUN
brj-24569	107	37	.	.	PUNCT
brj-24569	108	1	the	the	DET
brj-24569	108	2	solution	solution	NOUN
brj-24569	108	3	was	be	AUX
brj-24569	108	4	then	then	ADV
brj-24569	108	5	diluted	dilute	VERB
brj-24569	108	6	with	with	ADP
brj-24569	108	7	ethanol	ethanol	NOUN
brj-24569	108	8	to	to	ADP
brj-24569	108	9	an	an	DET
brj-24569	108	10	absorbance	absorbance	NOUN
brj-24569	108	11	of	of	ADP
brj-24569	108	12	0.7	0.7	NUM
brj-24569	108	13	±	±	NUM
brj-24569	108	14	0.02	0.02	NUM
brj-24569	108	15	at	at	ADP
brj-24569	108	16	735	735	NUM
brj-24569	108	17	nm	nm	NOUN
brj-24569	108	18	.	.	PUNCT
brj-24569	109	1	a	a	DET
brj-24569	109	2	total	total	NOUN
brj-24569	109	3	of	of	ADP
brj-24569	109	4	190	190	NUM
brj-24569	109	5	µl	µl	NOUN
brj-24569	109	6	of	of	ADP
brj-24569	109	7	the	the	DET
brj-24569	109	8	prepared	prepare	VERB
brj-24569	109	9	abts	abts	NOUN
brj-24569	109	10	solution	solution	NOUN
brj-24569	109	11	was	be	AUX
brj-24569	109	12	mixed	mix	VERB
brj-24569	109	13	with	with	ADP
brj-24569	109	14	10	10	NUM
brj-24569	109	15	µl	µl	NOUN
brj-24569	109	16	of	of	ADP
brj-24569	109	17	a.	a.	NOUN
brj-24569	109	18	acerifolia	acerifolia	PROPN
brj-24569	109	19	extract	extract	VERB
brj-24569	109	20	and	and	CCONJ
brj-24569	109	21	incubated	incubate	VERB
brj-24569	109	22	for	for	ADP
brj-24569	109	23	6	6	NUM
brj-24569	109	24	min	min	NOUN
brj-24569	109	25	at	at	ADP
brj-24569	109	26	room	room	NOUN
brj-24569	109	27	temperature	temperature	NOUN
brj-24569	109	28	.	.	PUNCT
brj-24569	110	1	absorbance	absorbance	NOUN
brj-24569	110	2	at	at	ADP
brj-24569	110	3	735	735	NUM
brj-24569	110	4	nm	nm	NOUN
brj-24569	110	5	was	be	AUX
brj-24569	110	6	recorded	record	VERB
brj-24569	110	7	using	use	VERB
brj-24569	110	8	a	a	DET
brj-24569	110	9	uv	uv	NOUN
brj-24569	110	10	spectrophotometer	spectrophotometer	NOUN
brj-24569	110	11	(	(	PUNCT
brj-24569	110	12	spectramax	spectramax	NOUN
brj-24569	110	13	190	190	NUM
brj-24569	110	14	,	,	PUNCT
brj-24569	110	15	molecular	molecular	ADJ
brj-24569	110	16	devices	device	NOUN
brj-24569	110	17	llc	llc	PROPN
brj-24569	110	18	,	,	PUNCT
brj-24569	110	19	san	san	PROPN
brj-24569	110	20	jose	jose	PROPN
brj-24569	110	21	,	,	PUNCT
brj-24569	110	22	ca	ca	PROPN
brj-24569	110	23	,	,	PUNCT
brj-24569	110	24	usa	usa	PROPN
brj-24569	110	25	)	)	PUNCT
brj-24569	110	26	with	with	ADP
brj-24569	110	27	98	98	NUM
brj-24569	110	28	%	%	NOUN
brj-24569	110	29	ethanol	ethanol	NOUN
brj-24569	110	30	as	as	ADP
brj-24569	110	31	a	a	DET
brj-24569	110	32	control	control	NOUN
brj-24569	110	33	.	.	PUNCT
brj-24569	111	1	two	two	NUM
brj-24569	111	2	-	-	PUNCT
brj-24569	111	3	factor	factor	NOUN
brj-24569	111	4	interaction	interaction	NOUN
brj-24569	111	5	model	model	NOUN
brj-24569	111	6	the	the	DET
brj-24569	111	7	statistical	statistical	ADJ
brj-24569	111	8	software	software	NOUN
brj-24569	111	9	design	design	NOUN
brj-24569	111	10	-	-	PUNCT
brj-24569	111	11	expert	expert	NOUN
brj-24569	111	12	(	(	PUNCT
brj-24569	111	13	version	version	NOUN
brj-24569	111	14	13	13	NUM
brj-24569	111	15	,	,	PUNCT
brj-24569	111	16	state	state	NOUN
brj-24569	111	17	-	-	PUNCT
brj-24569	111	18	ease	ease	NOUN
brj-24569	111	19	inc	inc	PROPN
brj-24569	111	20	.	.	PROPN
brj-24569	111	21	,	,	PUNCT
brj-24569	111	22	minneapolis	minneapolis	PROPN
brj-24569	111	23	,	,	PUNCT
brj-24569	111	24	mn	mn	PROPN
brj-24569	111	25	,	,	PUNCT
brj-24569	111	26	usa	usa	PROPN
brj-24569	111	27	)	)	PUNCT
brj-24569	111	28	was	be	AUX
brj-24569	111	29	used	use	VERB
brj-24569	111	30	to	to	PART
brj-24569	111	31	construct	construct	VERB
brj-24569	111	32	a	a	DET
brj-24569	111	33	two	two	NUM
brj-24569	111	34	-	-	PUNCT
brj-24569	111	35	factor	factor	NOUN
brj-24569	111	36	interaction	interaction	NOUN
brj-24569	111	37	(	(	PUNCT
brj-24569	111	38	2fi	2fi	ADJ
brj-24569	111	39	)	)	PUNCT
brj-24569	111	40	model	model	NOUN
brj-24569	111	41	.	.	PUNCT
brj-24569	112	1	in	in	ADP
brj-24569	112	2	the	the	DET
brj-24569	112	3	analysis	analysis	NOUN
brj-24569	112	4	,	,	PUNCT
brj-24569	112	5	extraction	extraction	NOUN
brj-24569	112	6	process	process	NOUN
brj-24569	112	7	variables	variable	NOUN
brj-24569	112	8	,	,	PUNCT
brj-24569	112	9	polyphenols	polyphenol	NOUN
brj-24569	112	10	,	,	PUNCT
brj-24569	112	11	and	and	CCONJ
brj-24569	112	12	flavonoids	flavonoid	NOUN
brj-24569	112	13	were	be	AUX
brj-24569	112	14	included	include	VERB
brj-24569	112	15	as	as	ADP
brj-24569	112	16	influencing	influence	VERB
brj-24569	112	17	factors	factor	NOUN
brj-24569	112	18	,	,	PUNCT
brj-24569	112	19	while	while	SCONJ
brj-24569	112	20	abts	abt	NOUN
brj-24569	112	21	antioxidant	antioxidant	ADJ
brj-24569	112	22	activity	activity	NOUN
brj-24569	112	23	was	be	AUX
brj-24569	112	24	considered	consider	VERB
brj-24569	112	25	as	as	ADP
brj-24569	112	26	the	the	DET
brj-24569	112	27	response	response	NOUN
brj-24569	112	28	variable	variable	NOUN
brj-24569	112	29	.	.	PUNCT
brj-24569	113	1	the	the	DET
brj-24569	113	2	significance	significance	NOUN
brj-24569	113	3	of	of	ADP
brj-24569	113	4	these	these	DET
brj-24569	113	5	variables	variable	NOUN
brj-24569	113	6	within	within	ADP
brj-24569	113	7	the	the	DET
brj-24569	113	8	model	model	NOUN
brj-24569	113	9	was	be	AUX
brj-24569	113	10	assessed	assess	VERB
brj-24569	113	11	using	use	VERB
brj-24569	113	12	an	an	DET
brj-24569	113	13	analysis	analysis	NOUN
brj-24569	113	14	of	of	ADP
brj-24569	113	15	variance	variance	NOUN
brj-24569	113	16	(	(	PUNCT
brj-24569	113	17	anova	anova	PROPN
brj-24569	113	18	)	)	PUNCT
brj-24569	113	19	.	.	PUNCT
brj-24569	114	1	an	an	DET
brj-24569	114	2	equation	equation	NOUN
brj-24569	114	3	reflecting	reflect	VERB
brj-24569	114	4	the	the	DET
brj-24569	114	5	contribution	contribution	NOUN
brj-24569	114	6	of	of	ADP
brj-24569	114	7	the	the	DET
brj-24569	114	8	effectors	effector	NOUN
brj-24569	114	9	was	be	AUX
brj-24569	114	10	derived	derive	VERB
brj-24569	114	11	to	to	PART
brj-24569	114	12	estimate	estimate	VERB
brj-24569	114	13	the	the	DET
brj-24569	114	14	abts	abt	NOUN
brj-24569	114	15	antioxidant	antioxidant	ADJ
brj-24569	114	16	activity	activity	NOUN
brj-24569	114	17	.	.	PUNCT
brj-24569	115	1	machine	machine	NOUN
brj-24569	115	2	learning	learning	NOUN
brj-24569	115	3	model	model	NOUN
brj-24569	115	4	the	the	DET
brj-24569	115	5	authors	author	NOUN
brj-24569	115	6	used	use	VERB
brj-24569	115	7	81	81	NUM
brj-24569	115	8	data	datum	NOUN
brj-24569	115	9	points	point	NOUN
brj-24569	115	10	to	to	PART
brj-24569	115	11	train	train	VERB
brj-24569	115	12	and	and	CCONJ
brj-24569	115	13	evaluate	evaluate	VERB
brj-24569	115	14	the	the	DET
brj-24569	115	15	machine	machine	NOUN
brj-24569	115	16	learning	learn	VERB
brj-24569	115	17	model	model	NOUN
brj-24569	115	18	.	.	PUNCT
brj-24569	116	1	training	training	NOUN
brj-24569	116	2	and	and	CCONJ
brj-24569	116	3	test	test	NOUN
brj-24569	116	4	data	datum	NOUN
brj-24569	116	5	were	be	AUX
brj-24569	116	6	randomly	randomly	ADV
brj-24569	116	7	split	split	VERB
brj-24569	116	8	8:2	8:2	NUM
brj-24569	116	9	.	.	PUNCT
brj-24569	117	1	the	the	DET
brj-24569	117	2	test	test	NOUN
brj-24569	117	3	data	datum	NOUN
brj-24569	117	4	was	be	AUX
brj-24569	117	5	used	use	VERB
brj-24569	117	6	to	to	PART
brj-24569	117	7	evaluate	evaluate	VERB
brj-24569	117	8	the	the	DET
brj-24569	117	9	model	model	NOUN
brj-24569	117	10	without	without	ADP
brj-24569	117	11	being	be	AUX
brj-24569	117	12	involved	involve	VERB
brj-24569	117	13	in	in	ADP
brj-24569	117	14	training	train	VERB
brj-24569	117	15	the	the	DET
brj-24569	117	16	model	model	NOUN
brj-24569	117	17	.	.	PUNCT
brj-24569	118	1	this	this	PRON
brj-24569	118	2	ensures	ensure	VERB
brj-24569	118	3	that	that	SCONJ
brj-24569	118	4	we	we	PRON
brj-24569	118	5	get	get	VERB
brj-24569	118	6	objective	objective	ADJ
brj-24569	118	7	predictions	prediction	NOUN
brj-24569	118	8	rather	rather	ADV
brj-24569	118	9	than	than	ADP
brj-24569	118	10	predictions	prediction	NOUN
brj-24569	118	11	from	from	ADP
brj-24569	118	12	overfitted	overfitte	VERB
brj-24569	118	13	models	model	NOUN
brj-24569	118	14	.	.	PUNCT
brj-24569	119	1	the	the	DET
brj-24569	119	2	coefficient	coefficient	NOUN
brj-24569	119	3	of	of	ADP
brj-24569	119	4	determination	determination	NOUN
brj-24569	119	5	(	(	PUNCT
brj-24569	119	6	r2	r2	PROPN
brj-24569	119	7	)	)	PUNCT
brj-24569	119	8	and	and	CCONJ
brj-24569	119	9	root	root	NOUN
brj-24569	119	10	mean	mean	VERB
brj-24569	119	11	squared	square	VERB
brj-24569	119	12	error	error	NOUN
brj-24569	119	13	(	(	PUNCT
brj-24569	119	14	rmse	rmse	NOUN
brj-24569	119	15	)	)	PUNCT
brj-24569	119	16	was	be	AUX
brj-24569	119	17	then	then	ADV
brj-24569	119	18	used	use	VERB
brj-24569	119	19	to	to	PART
brj-24569	119	20	assess	assess	VERB
brj-24569	119	21	the	the	DET
brj-24569	119	22	performance	performance	NOUN
brj-24569	119	23	of	of	ADP
brj-24569	119	24	the	the	DET
brj-24569	119	25	model	model	NOUN
brj-24569	119	26	(	(	PUNCT
brj-24569	119	27	renaud	renaud	PROPN
brj-24569	119	28	and	and	CCONJ
brj-24569	119	29	victoria	victoria	PROPN
brj-24569	119	30	-	-	PUNCT
brj-24569	119	31	feser	feser	NOUN
brj-24569	119	32	2010	2010	NUM
brj-24569	119	33	)	)	PUNCT
brj-24569	119	34	.	.	PUNCT
brj-24569	120	1	r²	r²	NOUN
brj-24569	120	2	is	be	AUX
brj-24569	120	3	a	a	DET
brj-24569	120	4	metric	metric	NOUN
brj-24569	120	5	that	that	PRON
brj-24569	120	6	indicates	indicate	VERB
brj-24569	120	7	the	the	DET
brj-24569	120	8	extent	extent	NOUN
brj-24569	120	9	to	to	PART
brj-24569	120	10	which	which	PRON
brj-24569	120	11	a	a	DET
brj-24569	120	12	prediction	prediction	NOUN
brj-24569	120	13	accurately	accurately	ADV
brj-24569	120	14	represents	represent	VERB
brj-24569	120	15	the	the	DET
brj-24569	120	16	true	true	ADJ
brj-24569	120	17	value	value	NOUN
brj-24569	120	18	.	.	PUNCT
brj-24569	121	1	it	it	PRON
brj-24569	121	2	provides	provide	VERB
brj-24569	121	3	a	a	DET
brj-24569	121	4	standardized	standardized	ADJ
brj-24569	121	5	measure	measure	NOUN
brj-24569	121	6	of	of	ADP
brj-24569	121	7	fit	fit	ADJ
brj-24569	121	8	when	when	SCONJ
brj-24569	121	9	comparing	compare	VERB
brj-24569	121	10	multiple	multiple	ADJ
brj-24569	121	11	models	model	NOUN
brj-24569	121	12	trained	train	VERB
brj-24569	121	13	on	on	ADP
brj-24569	121	14	the	the	DET
brj-24569	121	15	same	same	ADJ
brj-24569	121	16	dataset	dataset	NOUN
brj-24569	121	17	.	.	PUNCT
brj-24569	122	1	rmse	rmse	PROPN
brj-24569	122	2	,	,	PUNCT
brj-24569	122	3	conversely	conversely	ADV
brj-24569	122	4	,	,	PUNCT
brj-24569	122	5	offers	offer	VERB
brj-24569	122	6	an	an	DET
brj-24569	122	7	interpretive	interpretive	ADJ
brj-24569	122	8	approach	approach	NOUN
brj-24569	122	9	to	to	ADP
brj-24569	122	10	model	model	NOUN
brj-24569	122	11	prediction	prediction	NOUN
brj-24569	122	12	accuracy	accuracy	NOUN
brj-24569	122	13	by	by	ADP
brj-24569	122	14	providing	provide	VERB
brj-24569	122	15	the	the	DET
brj-24569	122	16	mean	mean	ADJ
brj-24569	122	17	size	size	NOUN
brj-24569	122	18	of	of	ADP
brj-24569	122	19	the	the	DET
brj-24569	122	20	prediction	prediction	NOUN
brj-24569	122	21	error	error	NOUN
brj-24569	122	22	in	in	ADP
brj-24569	122	23	the	the	DET
brj-24569	122	24	same	same	ADJ
brj-24569	122	25	units	unit	NOUN
brj-24569	122	26	as	as	ADP
brj-24569	122	27	the	the	DET
brj-24569	122	28	outcome	outcome	NOUN
brj-24569	122	29	variable	variable	NOUN
brj-24569	122	30	.	.	PUNCT
brj-24569	123	1	the	the	DET
brj-24569	123	2	utilization	utilization	NOUN
brj-24569	123	3	of	of	ADP
brj-24569	123	4	these	these	DET
brj-24569	123	5	two	two	NUM
brj-24569	123	6	metrics	metric	NOUN
brj-24569	123	7	in	in	ADP
brj-24569	123	8	regression	regression	NOUN
brj-24569	123	9	problems	problem	NOUN
brj-24569	123	10	is	be	AUX
brj-24569	123	11	pervasive	pervasive	ADJ
brj-24569	123	12	,	,	PUNCT
brj-24569	123	13	as	as	SCONJ
brj-24569	123	14	they	they	PRON
brj-24569	123	15	offer	offer	VERB
brj-24569	123	16	a	a	DET
brj-24569	123	17	complementary	complementary	ADJ
brj-24569	123	18	array	array	NOUN
brj-24569	123	19	of	of	ADP
brj-24569	123	20	information	information	NOUN
brj-24569	123	21	.	.	PUNCT
brj-24569	124	1	the	the	DET
brj-24569	124	2	r2	r2	PROPN
brj-24569	124	3	and	and	CCONJ
brj-24569	124	4	rmse	rmse	NOUN
brj-24569	124	5	were	be	AUX
brj-24569	124	6	calculated	calculate	VERB
brj-24569	124	7	according	accord	VERB
brj-24569	124	8	to	to	ADP
brj-24569	124	9	eqs	eqs	PROPN
brj-24569	124	10	.	.	PROPN
brj-24569	124	11	1	1	NUM
brj-24569	124	12	and	and	CCONJ
brj-24569	124	13	2	2	NUM
brj-24569	124	14	,	,	PUNCT
brj-24569	124	15	coefficient	coefficient	NOUN
brj-24569	124	16	of	of	ADP
brj-24569	124	17	determination(r2	determination(r2	NOUN
brj-24569	124	18	)	)	PUNCT
brj-24569	124	19	=	=	SYM
brj-24569	124	20	1	1	NUM
brj-24569	124	21	−	−	NOUN
brj-24569	124	22	∑	∑	PUNCT
brj-24569	124	23	(	(	PUNCT
brj-24569	124	24	𝑦𝑛−𝑦	𝑦𝑛−𝑦	NOUN
brj-24569	124	25	�	�	NOUN
brj-24569	124	26	̂	̂	SYM
brj-24569	124	27	�	�	NOUN
brj-24569	124	28	)2𝑁	)2𝑁	PROPN
brj-24569	124	29	𝑛=1	𝑛=1	NOUN
brj-24569	124	30	∑	∑	ADV
brj-24569	124	31	(	(	PUNCT
brj-24569	124	32	𝑦𝑛−𝑦)2𝑁	𝑦𝑛−𝑦)2𝑁	PROPN
brj-24569	124	33	𝑛=1	𝑛=1	NOUN
brj-24569	124	34	(	(	PUNCT
brj-24569	124	35	1	1	NUM
brj-24569	124	36	)	)	PUNCT
brj-24569	124	37	where	where	SCONJ
brj-24569	124	38	n	n	PRON
brj-24569	124	39	is	be	AUX
brj-24569	124	40	the	the	DET
brj-24569	124	41	number	number	NOUN
brj-24569	124	42	of	of	ADP
brj-24569	124	43	observations	observation	NOUN
brj-24569	124	44	,	,	PUNCT
brj-24569	124	45	𝑦𝑛	𝑦𝑛	PROPN
brj-24569	124	46	is	be	AUX
brj-24569	124	47	the	the	DET
brj-24569	124	48	actual	actual	ADJ
brj-24569	124	49	value	value	NOUN
brj-24569	124	50	corresponding	correspond	VERB
brj-24569	124	51	to	to	ADP
brj-24569	124	52	the	the	DET
brj-24569	124	53	n	n	NUM
brj-24569	124	54	peer	peer	NOUN
brj-24569	124	55	-	-	PUNCT
brj-24569	124	56	reviewed	review	VERB
brj-24569	124	57	article	article	NOUN
brj-24569	124	58	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	124	59	kim	kim	PROPN
brj-24569	124	60	et	et	PROPN
brj-24569	124	61	al	al	PROPN
brj-24569	124	62	.	.	PROPN
brj-24569	125	1	(	(	PUNCT
brj-24569	125	2	2025	2025	NUM
brj-24569	125	3	)	)	PUNCT
brj-24569	125	4	.	.	PUNCT
brj-24569	126	1	“	"	PUNCT
brj-24569	126	2	predicting	predict	VERB
brj-24569	126	3	antioxidant	antioxidant	ADJ
brj-24569	126	4	activity	activity	NOUN
brj-24569	126	5	,	,	PUNCT
brj-24569	126	6	”	"	PUNCT
brj-24569	126	7	bioresources	bioresource	NOUN
brj-24569	126	8	20(4	20(4	NOUN
brj-24569	126	9	)	)	PUNCT
brj-24569	126	10	,	,	PUNCT
brj-24569	126	11	9103	9103	NUM
brj-24569	126	12	-	-	SYM
brj-24569	126	13	9126	9126	NUM
brj-24569	126	14	.	.	PUNCT
brj-24569	127	1	9108	9108	NUM
brj-24569	127	2	th	th	NUM
brj-24569	127	3	data	datum	NOUN
brj-24569	127	4	point	point	NOUN
brj-24569	127	5	,	,	PUNCT
brj-24569	127	6	𝑦	𝑦	NOUN
brj-24569	127	7	�	�	NOUN
brj-24569	127	8	̂	̂	VERB
brj-24569	127	9	�	�	NOUN
brj-24569	127	10	is	be	AUX
brj-24569	127	11	the	the	DET
brj-24569	127	12	predicted	predict	VERB
brj-24569	127	13	value	value	NOUN
brj-24569	127	14	for	for	ADP
brj-24569	127	15	the	the	DET
brj-24569	127	16	n	n	ADV
brj-24569	127	17	-	-	PUNCT
brj-24569	127	18	th	th	VERB
brj-24569	127	19	data	datum	NOUN
brj-24569	127	20	point	point	NOUN
brj-24569	127	21	,	,	PUNCT
brj-24569	127	22	and	and	CCONJ
brj-24569	127	23	𝑦	𝑦	NOUN
brj-24569	127	24	is	be	AUX
brj-24569	127	25	the	the	DET
brj-24569	127	26	average	average	ADJ
brj-24569	127	27	value	value	NOUN
brj-24569	127	28	for	for	ADP
brj-24569	127	29	the	the	DET
brj-24569	127	30	n	n	PRON
brj-24569	127	31	observations	observation	NOUN
brj-24569	127	32	.	.	PUNCT
brj-24569	128	1	equation	equation	NOUN
brj-24569	128	2	2	2	NUM
brj-24569	128	3	is	be	AUX
brj-24569	128	4	as	as	SCONJ
brj-24569	128	5	follows	follow	VERB
brj-24569	128	6	,	,	PUNCT
brj-24569	128	7	root	root	NOUN
brj-24569	128	8	mean	mean	VERB
brj-24569	128	9	squared	square	VERB
brj-24569	128	10	error(rmse	error(rmse	PROPN
brj-24569	128	11	)	)	PUNCT
brj-24569	128	12	=	=	SYM
brj-24569	129	1	1	1	NUM
brj-24569	129	2	−	−	NOUN
brj-24569	129	3	√	√	NOUN
brj-24569	129	4	1	1	NUM
brj-24569	129	5	𝑛	𝑛	PRON
brj-24569	129	6	∑	∑	PUNCT
brj-24569	129	7	(	(	PUNCT
brj-24569	129	8	𝑦𝑛	𝑦𝑛	ADP
brj-24569	129	9	−	−	PROPN
brj-24569	129	10	𝑦	𝑦	SYM
brj-24569	129	11	�	�	NOUN
brj-24569	129	12	̂	̂	SYM
brj-24569	129	13	�	�	NOUN
brj-24569	129	14	)2𝑁	)2𝑁	PROPN
brj-24569	129	15	𝑛=1	𝑛=1	NOUN
brj-24569	129	16	(	(	PUNCT
brj-24569	129	17	2	2	NUM
brj-24569	129	18	)	)	PUNCT
brj-24569	129	19	where	where	SCONJ
brj-24569	129	20	n	n	PRON
brj-24569	129	21	is	be	AUX
brj-24569	129	22	the	the	DET
brj-24569	129	23	number	number	NOUN
brj-24569	129	24	of	of	ADP
brj-24569	129	25	observations	observation	NOUN
brj-24569	129	26	,	,	PUNCT
brj-24569	129	27	𝑦𝑛	𝑦𝑛	PROPN
brj-24569	129	28	is	be	AUX
brj-24569	129	29	the	the	DET
brj-24569	129	30	actual	actual	ADJ
brj-24569	129	31	value	value	NOUN
brj-24569	129	32	corresponding	correspond	VERB
brj-24569	129	33	to	to	ADP
brj-24569	129	34	the	the	DET
brj-24569	129	35	nth	nth	NOUN
brj-24569	129	36	data	data	NOUN
brj-24569	129	37	point	point	NOUN
brj-24569	129	38	,	,	PUNCT
brj-24569	129	39	and	and	CCONJ
brj-24569	129	40	𝑦	𝑦	NOUN
brj-24569	129	41	�	�	NOUN
brj-24569	129	42	̂	̂	VERB
brj-24569	129	43	�	�	NOUN
brj-24569	129	44	is	be	AUX
brj-24569	129	45	the	the	DET
brj-24569	129	46	predicted	predict	VERB
brj-24569	129	47	value	value	NOUN
brj-24569	129	48	for	for	ADP
brj-24569	129	49	the	the	DET
brj-24569	129	50	n	n	ADV
brj-24569	129	51	-	-	PUNCT
brj-24569	129	52	th	th	VERB
brj-24569	129	53	data	datum	NOUN
brj-24569	129	54	point	point	NOUN
brj-24569	129	55	.	.	PUNCT
brj-24569	130	1	feature	feature	NOUN
brj-24569	130	2	selection	selection	NOUN
brj-24569	130	3	feature	feature	NOUN
brj-24569	130	4	selection	selection	NOUN
brj-24569	130	5	was	be	AUX
brj-24569	130	6	performed	perform	VERB
brj-24569	130	7	based	base	VERB
brj-24569	130	8	on	on	ADP
brj-24569	130	9	domain	domain	NOUN
brj-24569	130	10	knowledge	knowledge	NOUN
brj-24569	130	11	and	and	CCONJ
brj-24569	130	12	existing	exist	VERB
brj-24569	130	13	experimental	experimental	ADJ
brj-24569	130	14	results	result	NOUN
brj-24569	130	15	related	relate	VERB
brj-24569	130	16	to	to	ADP
brj-24569	130	17	the	the	DET
brj-24569	130	18	antioxidant	antioxidant	ADJ
brj-24569	130	19	activity	activity	NOUN
brj-24569	130	20	of	of	ADP
brj-24569	130	21	a.	a.	NOUN
brj-24569	130	22	acerifolia	acerifolia	PROPN
brj-24569	130	23	extracts	extract	NOUN
brj-24569	130	24	.	.	PUNCT
brj-24569	131	1	five	five	NUM
brj-24569	131	2	variables	variable	NOUN
brj-24569	131	3	were	be	AUX
brj-24569	131	4	selected	select	VERB
brj-24569	131	5	as	as	ADP
brj-24569	131	6	input	input	NOUN
brj-24569	131	7	variables	variable	NOUN
brj-24569	131	8	:	:	PUNCT
brj-24569	131	9	extraction	extraction	NOUN
brj-24569	131	10	temperature	temperature	NOUN
brj-24569	131	11	,	,	PUNCT
brj-24569	131	12	extraction	extraction	NOUN
brj-24569	131	13	time	time	NOUN
brj-24569	131	14	,	,	PUNCT
brj-24569	131	15	solvent	solvent	NOUN
brj-24569	131	16	/	/	SYM
brj-24569	131	17	solids	solid	NOUN
brj-24569	131	18	ratio	ratio	NOUN
brj-24569	131	19	,	,	PUNCT
brj-24569	131	20	total	total	ADJ
brj-24569	131	21	flavonoid	flavonoid	NOUN
brj-24569	131	22	content	content	NOUN
brj-24569	131	23	,	,	PUNCT
brj-24569	131	24	and	and	CCONJ
brj-24569	131	25	total	total	ADJ
brj-24569	131	26	polyphenol	polyphenol	NOUN
brj-24569	131	27	content	content	NOUN
brj-24569	131	28	.	.	PUNCT
brj-24569	132	1	the	the	DET
brj-24569	132	2	withering	wither	VERB
brj-24569	132	3	variable	variable	NOUN
brj-24569	132	4	has	have	AUX
brj-24569	132	5	been	be	AUX
brj-24569	132	6	reported	report	VERB
brj-24569	132	7	in	in	ADP
brj-24569	132	8	several	several	ADJ
brj-24569	132	9	studies	study	NOUN
brj-24569	132	10	to	to	PART
brj-24569	132	11	have	have	VERB
brj-24569	132	12	a	a	DET
brj-24569	132	13	significant	significant	ADJ
brj-24569	132	14	effect	effect	NOUN
brj-24569	132	15	on	on	ADP
brj-24569	132	16	the	the	DET
brj-24569	132	17	antioxidant	antioxidant	ADJ
brj-24569	132	18	activity	activity	NOUN
brj-24569	132	19	properties	property	NOUN
brj-24569	132	20	of	of	ADP
brj-24569	132	21	plant	plant	NOUN
brj-24569	132	22	extracts	extract	NOUN
brj-24569	132	23	(	(	PUNCT
brj-24569	132	24	abeysinghe	abeysinghe	NOUN
brj-24569	132	25	et	et	PROPN
brj-24569	132	26	al	al	PROPN
brj-24569	132	27	.	.	PROPN
brj-24569	132	28	2021	2021	NUM
brj-24569	132	29	;	;	PUNCT
brj-24569	132	30	antony	antony	NOUN
brj-24569	132	31	and	and	CCONJ
brj-24569	132	32	farid	farid	PROPN
brj-24569	132	33	2022	2022	NUM
brj-24569	132	34	;	;	PUNCT
brj-24569	132	35	camel	camel	NOUN
brj-24569	132	36	2000	2000	NUM
brj-24569	132	37	;	;	PUNCT
brj-24569	132	38	pan	pan	PROPN
brj-24569	132	39	et	et	PROPN
brj-24569	132	40	al	al	PROPN
brj-24569	132	41	.	.	PROPN
brj-24569	132	42	2000	2000	NUM
brj-24569	132	43	)	)	PUNCT
brj-24569	132	44	.	.	PUNCT
brj-24569	133	1	in	in	ADP
brj-24569	133	2	this	this	DET
brj-24569	133	3	work	work	NOUN
brj-24569	133	4	,	,	PUNCT
brj-24569	133	5	the	the	DET
brj-24569	133	6	shap	shap	NOUN
brj-24569	133	7	(	(	PUNCT
brj-24569	133	8	shapley	shapley	ADJ
brj-24569	133	9	additive	additive	ADJ
brj-24569	133	10	explanations	explanation	NOUN
brj-24569	133	11	)	)	PUNCT
brj-24569	133	12	value	value	NOUN
brj-24569	133	13	to	to	PART
brj-24569	133	14	evaluate	evaluate	VERB
brj-24569	133	15	the	the	DET
brj-24569	133	16	importance	importance	NOUN
brj-24569	133	17	of	of	ADP
brj-24569	133	18	variables	variable	NOUN
brj-24569	133	19	in	in	ADP
brj-24569	133	20	the	the	DET
brj-24569	133	21	optimized	optimize	VERB
brj-24569	133	22	model	model	NOUN
brj-24569	133	23	.	.	PUNCT
brj-24569	134	1	shap	shap	PROPN
brj-24569	134	2	value	value	NOUN
brj-24569	134	3	leverages	leverage	NOUN
brj-24569	134	4	game	game	NOUN
brj-24569	134	5	theory	theory	NOUN
brj-24569	134	6	concepts	concept	NOUN
brj-24569	134	7	to	to	PART
brj-24569	134	8	provide	provide	VERB
brj-24569	134	9	insight	insight	NOUN
brj-24569	134	10	into	into	ADP
brj-24569	134	11	how	how	SCONJ
brj-24569	134	12	much	much	ADJ
brj-24569	134	13	each	each	DET
brj-24569	134	14	feature	feature	NOUN
brj-24569	134	15	contributes	contribute	VERB
brj-24569	134	16	to	to	ADP
brj-24569	134	17	model	model	NOUN
brj-24569	134	18	predictions	prediction	NOUN
brj-24569	134	19	.	.	PUNCT
brj-24569	135	1	this	this	DET
brj-24569	135	2	technique	technique	NOUN
brj-24569	135	3	provides	provide	VERB
brj-24569	135	4	a	a	DET
brj-24569	135	5	better	well	ADJ
brj-24569	135	6	understanding	understanding	NOUN
brj-24569	135	7	of	of	ADP
brj-24569	135	8	the	the	DET
brj-24569	135	9	model	model	NOUN
brj-24569	135	10	behavior	behavior	NOUN
brj-24569	135	11	that	that	PRON
brj-24569	135	12	gives	give	VERB
brj-24569	135	13	features	feature	VERB
brj-24569	135	14	their	their	PRON
brj-24569	135	15	importance	importance	NOUN
brj-24569	135	16	(	(	PUNCT
brj-24569	135	17	li	li	PROPN
brj-24569	135	18	et	et	PROPN
brj-24569	135	19	al	al	PROPN
brj-24569	135	20	.	.	PROPN
brj-24569	135	21	2024	2024	NUM
brj-24569	135	22	)	)	PUNCT
brj-24569	135	23	.	.	PUNCT
brj-24569	136	1	extreme	extreme	ADJ
brj-24569	136	2	gradient	gradient	NOUN
brj-24569	136	3	boosting	boost	VERB
brj-24569	136	4	model	model	NOUN
brj-24569	136	5	extreme	extreme	ADJ
brj-24569	136	6	gradient	gradient	NOUN
brj-24569	136	7	boosting	boost	VERB
brj-24569	136	8	is	be	AUX
brj-24569	136	9	one	one	NUM
brj-24569	136	10	of	of	ADP
brj-24569	136	11	the	the	DET
brj-24569	136	12	gradient	gradient	ADJ
brj-24569	136	13	boosting	boosting	NOUN
brj-24569	136	14	-	-	PUNCT
brj-24569	136	15	based	base	VERB
brj-24569	136	16	supervised	supervised	ADJ
brj-24569	136	17	learning	learning	NOUN
brj-24569	136	18	algorithms	algorithm	NOUN
brj-24569	136	19	that	that	PRON
brj-24569	136	20	support	support	VERB
brj-24569	136	21	preventing	prevent	VERB
brj-24569	136	22	overfitting	overfitte	VERB
brj-24569	136	23	and	and	CCONJ
brj-24569	136	24	parallel	parallel	ADJ
brj-24569	136	25	processing	processing	NOUN
brj-24569	136	26	.	.	PUNCT
brj-24569	137	1	gradient	gradient	ADJ
brj-24569	137	2	boosting	boost	VERB
brj-24569	137	3	is	be	AUX
brj-24569	137	4	an	an	DET
brj-24569	137	5	algorithm	algorithm	NOUN
brj-24569	137	6	that	that	PRON
brj-24569	137	7	sequentially	sequentially	ADV
brj-24569	137	8	adds	add	VERB
brj-24569	137	9	new	new	ADJ
brj-24569	137	10	learning	learning	NOUN
brj-24569	137	11	models	model	NOUN
brj-24569	137	12	with	with	ADP
brj-24569	137	13	weights	weight	NOUN
brj-24569	137	14	in	in	ADP
brj-24569	137	15	the	the	DET
brj-24569	137	16	direction	direction	NOUN
brj-24569	137	17	of	of	ADP
brj-24569	137	18	minimizing	minimize	VERB
brj-24569	137	19	the	the	DET
brj-24569	137	20	learning	learning	NOUN
brj-24569	137	21	error	error	NOUN
brj-24569	137	22	of	of	ADP
brj-24569	137	23	several	several	ADJ
brj-24569	137	24	weak	weak	ADJ
brj-24569	137	25	decision	decision	NOUN
brj-24569	137	26	tree	tree	NOUN
brj-24569	137	27	(	(	PUNCT
brj-24569	137	28	zhang	zhang	PROPN
brj-24569	137	29	and	and	CCONJ
brj-24569	137	30	haghani	haghani	NOUN
brj-24569	137	31	2015	2015	NUM
brj-24569	137	32	)	)	PUNCT
brj-24569	137	33	.	.	PUNCT
brj-24569	138	1	a	a	DET
brj-24569	138	2	new	new	ADJ
brj-24569	138	3	learning	learning	NOUN
brj-24569	138	4	model	model	NOUN
brj-24569	138	5	is	be	AUX
brj-24569	138	6	created	create	VERB
brj-24569	138	7	at	at	ADP
brj-24569	138	8	every	every	DET
brj-24569	138	9	step	step	NOUN
brj-24569	138	10	instead	instead	ADV
brj-24569	138	11	of	of	ADP
brj-24569	138	12	modifying	modify	VERB
brj-24569	138	13	the	the	DET
brj-24569	138	14	existing	exist	VERB
brj-24569	138	15	learning	learning	NOUN
brj-24569	138	16	models	model	NOUN
brj-24569	138	17	.	.	PUNCT
brj-24569	139	1	the	the	DET
brj-24569	139	2	model	model	NOUN
brj-24569	139	3	’s	’s	PART
brj-24569	139	4	error	error	NOUN
brj-24569	139	5	is	be	AUX
brj-24569	139	6	reduced	reduce	VERB
brj-24569	139	7	using	use	VERB
brj-24569	139	8	gradient	gradient	ADJ
brj-24569	139	9	descent	descent	NOUN
brj-24569	139	10	.	.	PUNCT
brj-24569	140	1	the	the	DET
brj-24569	140	2	xgb	xgb	PROPN
brj-24569	140	3	applies	apply	VERB
brj-24569	140	4	a	a	DET
brj-24569	140	5	penalty	penalty	NOUN
brj-24569	140	6	to	to	ADP
brj-24569	140	7	the	the	DET
brj-24569	140	8	loss	loss	NOUN
brj-24569	140	9	function	function	NOUN
brj-24569	140	10	to	to	PART
brj-24569	140	11	prevent	prevent	VERB
brj-24569	140	12	overfitting	overfitte	VERB
brj-24569	140	13	to	to	ADP
brj-24569	140	14	the	the	DET
brj-24569	140	15	training	training	NOUN
brj-24569	140	16	data	datum	NOUN
brj-24569	140	17	.	.	PUNCT
brj-24569	141	1	furthermore	furthermore	ADV
brj-24569	141	2	,	,	PUNCT
brj-24569	141	3	the	the	DET
brj-24569	141	4	drawback	drawback	NOUN
brj-24569	141	5	of	of	ADP
brj-24569	141	6	consuming	consume	VERB
brj-24569	141	7	significant	significant	ADJ
brj-24569	141	8	learning	learning	NOUN
brj-24569	141	9	resources	resource	NOUN
brj-24569	141	10	due	due	ADP
brj-24569	141	11	to	to	ADP
brj-24569	141	12	the	the	DET
brj-24569	141	13	sequential	sequential	ADJ
brj-24569	141	14	data	datum	NOUN
brj-24569	141	15	learning	learn	VERB
brj-24569	141	16	characteristic	characteristic	NOUN
brj-24569	141	17	of	of	ADP
brj-24569	141	18	the	the	DET
brj-24569	141	19	gradient	gradient	NOUN
brj-24569	141	20	model	model	NOUN
brj-24569	141	21	was	be	AUX
brj-24569	141	22	resolved	resolve	VERB
brj-24569	141	23	through	through	ADP
brj-24569	141	24	parallel	parallel	ADJ
brj-24569	141	25	processing	processing	NOUN
brj-24569	141	26	(	(	PUNCT
brj-24569	141	27	chen	chen	PROPN
brj-24569	141	28	et	et	PROPN
brj-24569	141	29	al	al	PROPN
brj-24569	141	30	.	.	PROPN
brj-24569	141	31	2015	2015	NUM
brj-24569	141	32	)	)	PUNCT
brj-24569	141	33	.	.	PUNCT
brj-24569	142	1	fig	fig	NOUN
brj-24569	142	2	.	.	PUNCT
brj-24569	143	1	2	2	NUM
brj-24569	143	2	.	.	X
brj-24569	143	3	schematic	schematic	ADJ
brj-24569	143	4	diagram	diagram	NOUN
brj-24569	143	5	of	of	ADP
brj-24569	143	6	the	the	DET
brj-24569	143	7	xgb	xgb	PROPN
brj-24569	143	8	model	model	PROPN
brj-24569	143	9	peer	peer	NOUN
brj-24569	143	10	-	-	PUNCT
brj-24569	143	11	reviewed	review	VERB
brj-24569	143	12	article	article	NOUN
brj-24569	143	13	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	143	14	kim	kim	PROPN
brj-24569	143	15	et	et	PROPN
brj-24569	143	16	al	al	PROPN
brj-24569	143	17	.	.	PROPN
brj-24569	144	1	(	(	PUNCT
brj-24569	144	2	2025	2025	NUM
brj-24569	144	3	)	)	PUNCT
brj-24569	144	4	.	.	PUNCT
brj-24569	145	1	“	"	PUNCT
brj-24569	145	2	predicting	predict	VERB
brj-24569	145	3	antioxidant	antioxidant	ADJ
brj-24569	145	4	activity	activity	NOUN
brj-24569	145	5	,	,	PUNCT
brj-24569	145	6	”	"	PUNCT
brj-24569	145	7	bioresources	bioresource	NOUN
brj-24569	145	8	20(4	20(4	NOUN
brj-24569	145	9	)	)	PUNCT
brj-24569	145	10	,	,	PUNCT
brj-24569	145	11	9103	9103	NUM
brj-24569	145	12	-	-	SYM
brj-24569	145	13	9126	9126	NUM
brj-24569	145	14	.	.	PUNCT
brj-24569	146	1	9109	9109	NUM
brj-24569	146	2	random	random	ADJ
brj-24569	146	3	forest	forest	NOUN
brj-24569	146	4	model	model	NOUN
brj-24569	146	5	random	random	ADJ
brj-24569	146	6	forest	forest	NOUN
brj-24569	146	7	(	(	PUNCT
brj-24569	146	8	rf	rf	NOUN
brj-24569	146	9	)	)	PUNCT
brj-24569	146	10	is	be	AUX
brj-24569	146	11	one	one	NUM
brj-24569	146	12	of	of	ADP
brj-24569	146	13	the	the	DET
brj-24569	146	14	supervised	supervised	ADJ
brj-24569	146	15	learning	learning	NOUN
brj-24569	146	16	algorithms	algorithm	NOUN
brj-24569	146	17	used	use	VERB
brj-24569	146	18	for	for	ADP
brj-24569	146	19	various	various	ADJ
brj-24569	146	20	classification	classification	NOUN
brj-24569	146	21	and	and	CCONJ
brj-24569	146	22	regression	regression	NOUN
brj-24569	146	23	problems	problem	NOUN
brj-24569	146	24	(	(	PUNCT
brj-24569	146	25	biau	biau	NOUN
brj-24569	146	26	and	and	CCONJ
brj-24569	146	27	scornet	scornet	NOUN
brj-24569	146	28	2016	2016	NUM
brj-24569	146	29	)	)	PUNCT
brj-24569	146	30	.	.	PUNCT
brj-24569	147	1	the	the	DET
brj-24569	147	2	rf	rf	ADJ
brj-24569	147	3	integrates	integrate	NOUN
brj-24569	147	4	several	several	ADJ
brj-24569	147	5	dt	dt	NOUN
brj-24569	147	6	to	to	PART
brj-24569	147	7	form	form	VERB
brj-24569	147	8	an	an	DET
brj-24569	147	9	ensemble	ensemble	ADJ
brj-24569	147	10	regressor	regressor	NOUN
brj-24569	147	11	and	and	CCONJ
brj-24569	147	12	predicts	predict	VERB
brj-24569	147	13	the	the	DET
brj-24569	147	14	outcome	outcome	NOUN
brj-24569	147	15	by	by	ADP
brj-24569	147	16	averaging	average	VERB
brj-24569	147	17	the	the	DET
brj-24569	147	18	output	output	NOUN
brj-24569	147	19	values	value	NOUN
brj-24569	147	20	of	of	ADP
brj-24569	147	21	each	each	DET
brj-24569	147	22	dt	dt	PROPN
brj-24569	147	23	.	.	PUNCT
brj-24569	148	1	if	if	SCONJ
brj-24569	148	2	the	the	DET
brj-24569	148	3	number	number	NOUN
brj-24569	148	4	of	of	ADP
brj-24569	148	5	dt	dt	PROPN
brj-24569	148	6	is	be	AUX
brj-24569	148	7	sufficient	sufficient	ADJ
brj-24569	148	8	,	,	PUNCT
brj-24569	148	9	rf	rf	PRON
brj-24569	148	10	reduces	reduce	VERB
brj-24569	148	11	the	the	DET
brj-24569	148	12	overall	overall	ADJ
brj-24569	148	13	variance	variance	NOUN
brj-24569	148	14	and	and	CCONJ
brj-24569	148	15	prediction	prediction	NOUN
brj-24569	148	16	error	error	NOUN
brj-24569	148	17	by	by	ADP
brj-24569	148	18	averaging	average	VERB
brj-24569	148	19	uncorrelated	uncorrelated	ADJ
brj-24569	148	20	trees	tree	NOUN
brj-24569	148	21	,	,	PUNCT
brj-24569	148	22	thus	thus	ADV
brj-24569	148	23	not	not	PART
brj-24569	148	24	causing	cause	VERB
brj-24569	148	25	model	model	NOUN
brj-24569	148	26	to	to	PART
brj-24569	148	27	overfit	overfit	VERB
brj-24569	148	28	.	.	PUNCT
brj-24569	149	1	rf	rf	AUX
brj-24569	149	2	having	have	VERB
brj-24569	149	3	the	the	DET
brj-24569	149	4	characteristics	characteristic	NOUN
brj-24569	149	5	of	of	ADP
brj-24569	149	6	bagging	bagging	NOUN
brj-24569	149	7	,	,	PUNCT
brj-24569	149	8	can	can	AUX
brj-24569	149	9	maintain	maintain	VERB
brj-24569	149	10	accuracy	accuracy	NOUN
brj-24569	149	11	even	even	ADV
brj-24569	149	12	if	if	SCONJ
brj-24569	149	13	some	some	DET
brj-24569	149	14	data	datum	NOUN
brj-24569	149	15	are	be	AUX
brj-24569	149	16	missing	miss	VERB
brj-24569	149	17	.	.	PUNCT
brj-24569	150	1	support	support	NOUN
brj-24569	150	2	vector	vector	NOUN
brj-24569	150	3	machine	machine	NOUN
brj-24569	150	4	model	model	NOUN
brj-24569	150	5	the	the	DET
brj-24569	150	6	svm	svm	PROPN
brj-24569	150	7	was	be	AUX
brj-24569	150	8	one	one	NUM
brj-24569	150	9	of	of	ADP
brj-24569	150	10	the	the	DET
brj-24569	150	11	algorithms	algorithm	NOUN
brj-24569	150	12	used	use	VERB
brj-24569	150	13	for	for	ADP
brj-24569	150	14	various	various	ADJ
brj-24569	150	15	classification	classification	NOUN
brj-24569	150	16	and	and	CCONJ
brj-24569	150	17	regression	regression	NOUN
brj-24569	150	18	problems	problem	NOUN
brj-24569	150	19	(	(	PUNCT
brj-24569	150	20	suthaharan	suthaharan	VERB
brj-24569	150	21	2016	2016	NUM
brj-24569	150	22	)	)	PUNCT
brj-24569	150	23	.	.	PUNCT
brj-24569	151	1	a	a	DET
brj-24569	151	2	major	major	ADJ
brj-24569	151	3	advantage	advantage	NOUN
brj-24569	151	4	of	of	ADP
brj-24569	151	5	svm	svm	PROPN
brj-24569	151	6	is	be	AUX
brj-24569	151	7	the	the	DET
brj-24569	151	8	adoption	adoption	NOUN
brj-24569	151	9	of	of	ADP
brj-24569	151	10	the	the	DET
brj-24569	151	11	structural	structural	ADJ
brj-24569	151	12	risk	risk	NOUN
brj-24569	151	13	minimization	minimization	NOUN
brj-24569	151	14	principle	principle	NOUN
brj-24569	151	15	,	,	PUNCT
brj-24569	151	16	proven	prove	VERB
brj-24569	151	17	superior	superior	ADJ
brj-24569	151	18	to	to	ADP
brj-24569	151	19	the	the	DET
brj-24569	151	20	empirical	empirical	ADJ
brj-24569	151	21	risk	risk	NOUN
brj-24569	151	22	minimization	minimization	NOUN
brj-24569	151	23	principle	principle	NOUN
brj-24569	151	24	used	use	VERB
brj-24569	151	25	in	in	ADP
brj-24569	151	26	conventional	conventional	ADJ
brj-24569	151	27	neural	neural	ADJ
brj-24569	151	28	network	network	NOUN
brj-24569	151	29	structures	structure	NOUN
brj-24569	151	30	.	.	PUNCT
brj-24569	152	1	therefore	therefore	ADV
brj-24569	152	2	,	,	PUNCT
brj-24569	152	3	svm	svm	PROPN
brj-24569	152	4	is	be	AUX
brj-24569	152	5	generally	generally	ADV
brj-24569	152	6	less	less	ADV
brj-24569	152	7	vulnerable	vulnerable	ADJ
brj-24569	152	8	to	to	ADP
brj-24569	152	9	overfitting	overfitte	VERB
brj-24569	152	10	issues	issue	NOUN
brj-24569	152	11	.	.	PUNCT
brj-24569	153	1	it	it	PRON
brj-24569	153	2	also	also	ADV
brj-24569	153	3	demonstrates	demonstrate	VERB
brj-24569	153	4	robustness	robustness	NOUN
brj-24569	153	5	against	against	ADP
brj-24569	153	6	outliers	outlier	NOUN
brj-24569	153	7	,	,	PUNCT
brj-24569	153	8	performing	perform	VERB
brj-24569	153	9	well	well	ADV
brj-24569	153	10	in	in	ADP
brj-24569	153	11	predictions	prediction	NOUN
brj-24569	153	12	for	for	ADP
brj-24569	153	13	data	datum	NOUN
brj-24569	153	14	with	with	ADP
brj-24569	153	15	values	value	NOUN
brj-24569	153	16	that	that	PRON
brj-24569	153	17	differ	differ	VERB
brj-24569	153	18	from	from	ADP
brj-24569	153	19	the	the	DET
brj-24569	153	20	general	general	ADJ
brj-24569	153	21	pattern	pattern	NOUN
brj-24569	153	22	.	.	PUNCT
brj-24569	154	1	random	random	ADJ
brj-24569	154	2	sample	sample	NOUN
brj-24569	154	3	consensus	consensus	NOUN
brj-24569	154	4	model	model	NOUN
brj-24569	154	5	the	the	DET
brj-24569	154	6	random	random	ADJ
brj-24569	154	7	sample	sample	NOUN
brj-24569	154	8	consensus	consensus	NOUN
brj-24569	154	9	(	(	PUNCT
brj-24569	154	10	ransac	ransac	NOUN
brj-24569	154	11	)	)	PUNCT
brj-24569	154	12	algorithm	algorithm	NOUN
brj-24569	154	13	is	be	AUX
brj-24569	154	14	a	a	DET
brj-24569	154	15	regression	regression	NOUN
brj-24569	154	16	algorithm	algorithm	NOUN
brj-24569	154	17	used	use	VERB
brj-24569	154	18	when	when	SCONJ
brj-24569	154	19	dealing	deal	VERB
brj-24569	154	20	with	with	ADP
brj-24569	154	21	data	datum	NOUN
brj-24569	154	22	with	with	ADP
brj-24569	154	23	many	many	ADJ
brj-24569	154	24	outliers	outlier	NOUN
brj-24569	154	25	.	.	PUNCT
brj-24569	155	1	this	this	PRON
brj-24569	155	2	is	be	AUX
brj-24569	155	3	because	because	SCONJ
brj-24569	155	4	the	the	DET
brj-24569	155	5	algorithm	algorithm	NOUN
brj-24569	155	6	can	can	AUX
brj-24569	155	7	effectively	effectively	ADV
brj-24569	155	8	identify	identify	VERB
brj-24569	155	9	and	and	CCONJ
brj-24569	155	10	discard	discard	VERB
brj-24569	155	11	data	datum	NOUN
brj-24569	155	12	containing	contain	VERB
brj-24569	155	13	outliers	outlier	NOUN
brj-24569	155	14	to	to	PART
brj-24569	155	15	obtain	obtain	VERB
brj-24569	155	16	an	an	DET
brj-24569	155	17	accurate	accurate	ADJ
brj-24569	155	18	model	model	NOUN
brj-24569	155	19	.	.	PUNCT
brj-24569	156	1	the	the	DET
brj-24569	156	2	ransac	ransac	NOUN
brj-24569	156	3	algorithm	algorithm	NOUN
brj-24569	156	4	uses	use	VERB
brj-24569	156	5	a	a	DET
brj-24569	156	6	heuristic	heuristic	ADJ
brj-24569	156	7	approach	approach	NOUN
brj-24569	156	8	and	and	CCONJ
brj-24569	156	9	is	be	AUX
brj-24569	156	10	effective	effective	ADJ
brj-24569	156	11	at	at	ADP
brj-24569	156	12	finding	find	VERB
brj-24569	156	13	a	a	DET
brj-24569	156	14	satisfactory	satisfactory	ADJ
brj-24569	156	15	model	model	NOUN
brj-24569	156	16	with	with	ADP
brj-24569	156	17	limited	limited	ADJ
brj-24569	156	18	data	datum	NOUN
brj-24569	156	19	and	and	CCONJ
brj-24569	156	20	in	in	ADP
brj-24569	156	21	a	a	DET
brj-24569	156	22	relatively	relatively	ADV
brj-24569	156	23	short	short	ADJ
brj-24569	156	24	time	time	NOUN
brj-24569	156	25	.	.	PUNCT
brj-24569	157	1	optimize	optimize	VERB
brj-24569	157	2	hyper	hyper	ADJ
brj-24569	157	3	parameters	parameter	NOUN
brj-24569	157	4	the	the	DET
brj-24569	157	5	randomizedsearchcv	randomizedsearchcv	NOUN
brj-24569	157	6	method	method	NOUN
brj-24569	157	7	from	from	ADP
brj-24569	157	8	the	the	DET
brj-24569	157	9	scikit	scikit	NOUN
brj-24569	157	10	-	-	PUNCT
brj-24569	157	11	learn	learn	NOUN
brj-24569	157	12	library	library	NOUN
brj-24569	157	13	was	be	AUX
brj-24569	157	14	applied	apply	VERB
brj-24569	157	15	for	for	ADP
brj-24569	157	16	the	the	DET
brj-24569	157	17	random	random	ADJ
brj-24569	157	18	search	search	NOUN
brj-24569	157	19	to	to	PART
brj-24569	157	20	find	find	VERB
brj-24569	157	21	the	the	DET
brj-24569	157	22	optimal	optimal	ADJ
brj-24569	157	23	hyperparameters	hyperparameter	NOUN
brj-24569	157	24	.	.	PUNCT
brj-24569	158	1	the	the	DET
brj-24569	158	2	randomized	randomized	ADJ
brj-24569	158	3	search	search	NOUN
brj-24569	158	4	combines	combine	VERB
brj-24569	158	5	k	k	ADJ
brj-24569	158	6	-	-	ADJ
brj-24569	158	7	fold	fold	ADJ
brj-24569	158	8	cvs	cvs	NOUN
brj-24569	158	9	to	to	PART
brj-24569	158	10	determine	determine	VERB
brj-24569	158	11	the	the	DET
brj-24569	158	12	given	give	VERB
brj-24569	158	13	parameter	parameter	NOUN
brj-24569	158	14	values	value	NOUN
brj-24569	158	15	.	.	PUNCT
brj-24569	159	1	after	after	ADP
brj-24569	159	2	randomly	randomly	ADV
brj-24569	159	3	exploring	explore	VERB
brj-24569	159	4	the	the	DET
brj-24569	159	5	parameter	parameter	NOUN
brj-24569	159	6	combinations	combination	NOUN
brj-24569	159	7	of	of	ADP
brj-24569	159	8	the	the	DET
brj-24569	159	9	fitting	fitting	NOUN
brj-24569	159	10	,	,	PUNCT
brj-24569	159	11	the	the	DET
brj-24569	159	12	optimal	optimal	ADJ
brj-24569	159	13	parameter	parameter	NOUN
brj-24569	159	14	combination	combination	NOUN
brj-24569	159	15	is	be	AUX
brj-24569	159	16	returned	return	VERB
brj-24569	159	17	(	(	PUNCT
brj-24569	159	18	bergstra	bergstra	NOUN
brj-24569	159	19	and	and	CCONJ
brj-24569	159	20	bengio	bengio	NOUN
brj-24569	159	21	2012	2012	NUM
brj-24569	159	22	)	)	PUNCT
brj-24569	159	23	.	.	PUNCT
brj-24569	160	1	in	in	ADP
brj-24569	160	2	this	this	DET
brj-24569	160	3	study	study	NOUN
brj-24569	160	4	,	,	PUNCT
brj-24569	160	5	k	k	PROPN
brj-24569	160	6	is	be	AUX
brj-24569	160	7	set	set	VERB
brj-24569	160	8	to	to	ADP
brj-24569	160	9	5	5	NUM
brj-24569	160	10	and	and	CCONJ
brj-24569	160	11	rmse	rmse	NOUN
brj-24569	160	12	is	be	AUX
brj-24569	160	13	chosen	choose	VERB
brj-24569	160	14	as	as	ADP
brj-24569	160	15	the	the	DET
brj-24569	160	16	loss	loss	NOUN
brj-24569	160	17	function	function	NOUN
brj-24569	160	18	.	.	PUNCT
brj-24569	161	1	the	the	DET
brj-24569	161	2	optimal	optimal	ADJ
brj-24569	161	3	parameter	parameter	NOUN
brj-24569	161	4	combination	combination	NOUN
brj-24569	161	5	corresponded	correspond	VERB
brj-24569	161	6	to	to	ADP
brj-24569	161	7	the	the	DET
brj-24569	161	8	lowest	low	ADJ
brj-24569	161	9	rmse	rmse	NOUN
brj-24569	161	10	value	value	NOUN
brj-24569	161	11	.	.	PUNCT
brj-24569	162	1	the	the	DET
brj-24569	162	2	search	search	NOUN
brj-24569	162	3	range	range	NOUN
brj-24569	162	4	of	of	ADP
brj-24569	162	5	different	different	ADJ
brj-24569	162	6	hyperparameters	hyperparameter	NOUN
brj-24569	162	7	and	and	CCONJ
brj-24569	162	8	the	the	DET
brj-24569	162	9	optimal	optimal	ADJ
brj-24569	162	10	hyperparameter	hyperparameter	NOUN
brj-24569	162	11	combination	combination	NOUN
brj-24569	162	12	for	for	ADP
brj-24569	162	13	all	all	DET
brj-24569	162	14	models	model	NOUN
brj-24569	162	15	are	be	AUX
brj-24569	162	16	summarized	summarize	VERB
brj-24569	162	17	in	in	ADP
brj-24569	162	18	table	table	NOUN
brj-24569	162	19	2	2	NUM
brj-24569	162	20	.	.	PUNCT
brj-24569	162	21	table	table	NOUN
brj-24569	162	22	2	2	NUM
brj-24569	162	23	.	.	PUNCT
brj-24569	163	1	the	the	DET
brj-24569	163	2	optimized	optimize	VERB
brj-24569	163	3	hyper	hyper	ADJ
brj-24569	163	4	parameters	parameter	NOUN
brj-24569	163	5	in	in	ADP
brj-24569	163	6	models	model	NOUN
brj-24569	163	7	built	build	VERB
brj-24569	163	8	in	in	ADP
brj-24569	163	9	this	this	DET
brj-24569	163	10	study	study	NOUN
brj-24569	163	11	algorithm	algorithm	NOUN
brj-24569	163	12	hyper	hyper	ADJ
brj-24569	163	13	-	-	ADJ
brj-24569	163	14	parameter	parameter	ADJ
brj-24569	163	15	range	range	NOUN
brj-24569	163	16	of	of	ADP
brj-24569	163	17	parameters	parameter	NOUN
brj-24569	163	18	optimized	optimize	VERB
brj-24569	163	19	value	value	NOUN
brj-24569	163	20	svm	svm	NOUN
brj-24569	163	21	c	c	NOUN
brj-24569	163	22	0.1	0.1	NUM
brj-24569	163	23	to	to	PART
brj-24569	163	24	100	100	NUM
brj-24569	163	25	57.49	57.49	NUM
brj-24569	163	26	eplsilon	eplsilon	NOUN
brj-24569	163	27	0.01	0.01	NUM
brj-24569	163	28	to	to	ADP
brj-24569	163	29	0.5	0.5	NUM
brj-24569	163	30	0.23	0.23	NUM
brj-24569	163	31	kernel	kernel	PROPN
brj-24569	163	32	liner	liner	NOUN
brj-24569	163	33	,	,	PUNCT
brj-24569	163	34	rbf	rbf	PROPN
brj-24569	163	35	rbf	rbf	PROPN
brj-24569	163	36	gamma	gamma	PROPN
brj-24569	163	37	scale	scale	PROPN
brj-24569	163	38	,	,	PUNCT
brj-24569	163	39	atuo	atuo	NOUN
brj-24569	163	40	,	,	PUNCT
brj-24569	163	41	0.01	0.01	NUM
brj-24569	163	42	,	,	PUNCT
brj-24569	163	43	0.1	0.1	NUM
brj-24569	163	44	,	,	PUNCT
brj-24569	163	45	1	1	NUM
brj-24569	163	46	0.01	0.01	NUM
brj-24569	163	47	rf	rf	NOUN
brj-24569	163	48	n_estimators	n_estimator	NOUN
brj-24569	163	49	50	50	NUM
brj-24569	163	50	to	to	PART
brj-24569	163	51	500	500	NUM
brj-24569	163	52	435	435	NUM
brj-24569	163	53	max_depth	max_depth	NOUN
brj-24569	163	54	none	none	NOUN
brj-24569	163	55	,	,	PUNCT
brj-24569	163	56	10	10	NUM
brj-24569	163	57	,	,	PUNCT
brj-24569	163	58	20	20	NUM
brj-24569	163	59	,	,	PUNCT
brj-24569	163	60	30	30	NUM
brj-24569	163	61	,	,	PUNCT
brj-24569	163	62	40	40	NUM
brj-24569	163	63	30	30	NUM
brj-24569	163	64	min_sample_split	min_sample_split	VERB
brj-24569	163	65	2	2	NUM
brj-24569	163	66	,	,	PUNCT
brj-24569	163	67	5	5	NUM
brj-24569	163	68	,	,	PUNCT
brj-24569	163	69	10	10	NUM
brj-24569	163	70	5	5	NUM
brj-24569	163	71	min_sample_leaf	min_sample_leaf	NOUN
brj-24569	163	72	1	1	NUM
brj-24569	163	73	,	,	PUNCT
brj-24569	163	74	2	2	NUM
brj-24569	163	75	,	,	PUNCT
brj-24569	163	76	4	4	NUM
brj-24569	163	77	1	1	NUM
brj-24569	163	78	max_features	max_feature	NOUN
brj-24569	163	79	none	none	NOUN
brj-24569	163	80	,	,	PUNCT
brj-24569	163	81	sqrt	sqrt	NOUN
brj-24569	163	82	,	,	PUNCT
brj-24569	163	83	log2	log2	PROPN
brj-24569	163	84	sqrt	sqrt	VERB
brj-24569	163	85	xgb	xgb	PROPN
brj-24569	163	86	n_estimators	n_estimator	VERB
brj-24569	163	87	50	50	NUM
brj-24569	163	88	to	to	PART
brj-24569	163	89	500	500	NUM
brj-24569	163	90	297	297	NUM
brj-24569	163	91	leaening_rate	leaening_rate	NOUN
brj-24569	163	92	0.01	0.01	NUM
brj-24569	163	93	to	to	PART
brj-24569	163	94	0.2	0.2	NUM
brj-24569	163	95	0.19	0.19	NUM
brj-24569	163	96	peer	peer	NOUN
brj-24569	163	97	-	-	PUNCT
brj-24569	163	98	reviewed	review	VERB
brj-24569	163	99	article	article	NOUN
brj-24569	163	100	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	163	101	kim	kim	PROPN
brj-24569	163	102	et	et	PROPN
brj-24569	163	103	al	al	PROPN
brj-24569	163	104	.	.	PROPN
brj-24569	164	1	(	(	PUNCT
brj-24569	164	2	2025	2025	NUM
brj-24569	164	3	)	)	PUNCT
brj-24569	164	4	.	.	PUNCT
brj-24569	165	1	“	"	PUNCT
brj-24569	165	2	predicting	predict	VERB
brj-24569	165	3	antioxidant	antioxidant	ADJ
brj-24569	165	4	activity	activity	NOUN
brj-24569	165	5	,	,	PUNCT
brj-24569	165	6	”	"	PUNCT
brj-24569	165	7	bioresources	bioresource	NOUN
brj-24569	165	8	20(4	20(4	NOUN
brj-24569	165	9	)	)	PUNCT
brj-24569	165	10	,	,	PUNCT
brj-24569	165	11	9103	9103	NUM
brj-24569	165	12	-	-	SYM
brj-24569	165	13	9126	9126	NUM
brj-24569	165	14	.	.	PUNCT
brj-24569	166	1	9110	9110	NUM
brj-24569	166	2	max_depth	max_depth	NOUN
brj-24569	166	3	3	3	NUM
brj-24569	166	4	to	to	PART
brj-24569	166	5	13	13	NUM
brj-24569	166	6	10	10	NUM
brj-24569	166	7	subsample	subsample	NOUN
brj-24569	166	8	0.4	0.4	NUM
brj-24569	166	9	to	to	ADP
brj-24569	166	10	0.6	0.6	NUM
brj-24569	166	11	0.65	0.65	NUM
brj-24569	166	12	gamma	gamma	NOUN
brj-24569	166	13	0	0	NUM
brj-24569	166	14	to	to	ADP
brj-24569	166	15	0.3	0.3	NUM
brj-24569	166	16	0.29	0.29	NUM
brj-24569	166	17	ransac	ransac	NOUN
brj-24569	166	18	min_sample	min_sample	ADV
brj-24569	166	19	0.2	0.2	NUM
brj-24569	166	20	to	to	PART
brj-24569	166	21	0.6	0.6	NUM
brj-24569	166	22	0.78	0.78	NUM
brj-24569	166	23	residual_threshold	residual_threshold	PROPN
brj-24569	166	24	1	1	NUM
brj-24569	166	25	,	,	PUNCT
brj-24569	166	26	5	5	NUM
brj-24569	166	27	,	,	PUNCT
brj-24569	166	28	10	10	NUM
brj-24569	166	29	10.0	10.0	NUM
brj-24569	166	30	max_trails	max_trail	NOUN
brj-24569	166	31	100	100	NUM
brj-24569	166	32	to	to	ADP
brj-24569	166	33	1000	1000	NUM
brj-24569	166	34	600	600	NUM
brj-24569	166	35	optimization	optimization	NOUN
brj-24569	166	36	extract	extract	NOUN
brj-24569	166	37	process	process	NOUN
brj-24569	166	38	the	the	DET
brj-24569	166	39	water	water	NOUN
brj-24569	166	40	extraction	extraction	NOUN
brj-24569	166	41	process	process	NOUN
brj-24569	166	42	of	of	ADP
brj-24569	166	43	a.	a.	NOUN
brj-24569	166	44	acerifolia	acerifolia	PROPN
brj-24569	166	45	was	be	AUX
brj-24569	166	46	optimized	optimize	VERB
brj-24569	166	47	to	to	PART
brj-24569	166	48	find	find	VERB
brj-24569	166	49	the	the	DET
brj-24569	166	50	conditions	condition	NOUN
brj-24569	166	51	with	with	ADP
brj-24569	166	52	maximum	maximum	ADJ
brj-24569	166	53	abts	abt	NOUN
brj-24569	166	54	antioxidant	antioxidant	ADJ
brj-24569	166	55	activity	activity	NOUN
brj-24569	166	56	.	.	PUNCT
brj-24569	167	1	the	the	DET
brj-24569	167	2	factors	factor	NOUN
brj-24569	167	3	that	that	PRON
brj-24569	167	4	were	be	AUX
brj-24569	167	5	investigated	investigate	VERB
brj-24569	167	6	included	include	VERB
brj-24569	167	7	extraction	extraction	NOUN
brj-24569	167	8	temperature	temperature	NOUN
brj-24569	167	9	,	,	PUNCT
brj-24569	167	10	extraction	extraction	NOUN
brj-24569	167	11	time	time	NOUN
brj-24569	167	12	,	,	PUNCT
brj-24569	167	13	solvent	solvent	NOUN
brj-24569	167	14	-	-	PUNCT
brj-24569	167	15	to	to	ADP
brj-24569	167	16	-	-	PUNCT
brj-24569	167	17	solid	solid	ADJ
brj-24569	167	18	ratio	ratio	NOUN
brj-24569	167	19	,	,	PUNCT
brj-24569	167	20	total	total	ADJ
brj-24569	167	21	polyphenol	polyphenol	NOUN
brj-24569	167	22	content	content	NOUN
brj-24569	167	23	,	,	PUNCT
brj-24569	167	24	and	and	CCONJ
brj-24569	167	25	total	total	ADJ
brj-24569	167	26	flavonoid	flavonoid	PROPN
brj-24569	167	27	content	content	PROPN
brj-24569	167	28	.	.	PUNCT
brj-24569	168	1	among	among	ADP
brj-24569	168	2	the	the	DET
brj-24569	168	3	optimized	optimize	VERB
brj-24569	168	4	machine	machine	NOUN
brj-24569	168	5	learning	learning	NOUN
brj-24569	168	6	(	(	PUNCT
brj-24569	168	7	ml	ml	NOUN
brj-24569	168	8	)	)	PUNCT
brj-24569	168	9	models	model	NOUN
brj-24569	168	10	,	,	PUNCT
brj-24569	168	11	the	the	DET
brj-24569	168	12	model	model	NOUN
brj-24569	168	13	with	with	ADP
brj-24569	168	14	the	the	DET
brj-24569	168	15	highest	high	ADJ
brj-24569	168	16	r2	r2	NOUN
brj-24569	168	17	value	value	NOUN
brj-24569	168	18	was	be	AUX
brj-24569	168	19	selected	select	VERB
brj-24569	168	20	.	.	PUNCT
brj-24569	169	1	the	the	DET
brj-24569	169	2	gridsearchcv	gridsearchcv	NOUN
brj-24569	169	3	method	method	NOUN
brj-24569	169	4	from	from	ADP
brj-24569	169	5	the	the	DET
brj-24569	169	6	scikit	scikit	NOUN
brj-24569	169	7	-	-	PUNCT
brj-24569	169	8	learn	learn	NOUN
brj-24569	169	9	library	library	NOUN
brj-24569	169	10	was	be	AUX
brj-24569	169	11	applied	apply	VERB
brj-24569	169	12	for	for	ADP
brj-24569	169	13	the	the	DET
brj-24569	169	14	grid	grid	NOUN
brj-24569	169	15	search	search	NOUN
brj-24569	169	16	to	to	PART
brj-24569	169	17	ascertain	ascertain	VERB
brj-24569	169	18	the	the	DET
brj-24569	169	19	optimal	optimal	ADJ
brj-24569	169	20	extract	extract	NOUN
brj-24569	169	21	condition	condition	NOUN
brj-24569	169	22	.	.	PUNCT
brj-24569	170	1	the	the	DET
brj-24569	170	2	visualization	visualization	NOUN
brj-24569	170	3	was	be	AUX
brj-24569	170	4	implemented	implement	VERB
brj-24569	170	5	using	use	VERB
brj-24569	170	6	plotly	plotly	ADV
brj-24569	170	7	(	(	PUNCT
brj-24569	170	8	6.0.1	6.0.1	NOUN
brj-24569	170	9	)	)	PUNCT
brj-24569	170	10	,	,	PUNCT
brj-24569	170	11	incorporating	incorporate	VERB
brj-24569	170	12	axis	axis	NOUN
brj-24569	170	13	labels	label	NOUN
brj-24569	170	14	,	,	PUNCT
brj-24569	170	15	color	color	NOUN
brj-24569	170	16	bars	bar	NOUN
brj-24569	170	17	,	,	PUNCT
brj-24569	170	18	and	and	CCONJ
brj-24569	170	19	contour	contour	NOUN
brj-24569	170	20	labels	label	NOUN
brj-24569	170	21	to	to	PART
brj-24569	170	22	effectively	effectively	ADV
brj-24569	170	23	convey	convey	VERB
brj-24569	170	24	the	the	DET
brj-24569	170	25	optimal	optimal	ADJ
brj-24569	170	26	extraction	extraction	NOUN
brj-24569	170	27	condition	condition	NOUN
brj-24569	170	28	.	.	PUNCT
brj-24569	171	1	graphical	graphical	ADJ
brj-24569	171	2	user	user	NOUN
brj-24569	171	3	interface	interface	VERB
brj-24569	171	4	a	a	DET
brj-24569	171	5	graphical	graphical	ADJ
brj-24569	171	6	user	user	NOUN
brj-24569	171	7	interface	interface	NOUN
brj-24569	171	8	(	(	PUNCT
brj-24569	171	9	gui	gui	NOUN
brj-24569	171	10	)	)	PUNCT
brj-24569	171	11	was	be	AUX
brj-24569	171	12	implemented	implement	VERB
brj-24569	171	13	using	use	VERB
brj-24569	171	14	the	the	DET
brj-24569	171	15	pyqt5	pyqt5	NOUN
brj-24569	171	16	library	library	NOUN
brj-24569	171	17	(	(	PUNCT
brj-24569	171	18	version	version	NOUN
brj-24569	171	19	5.15.10	5.15.10	PROPN
brj-24569	171	20	)	)	PUNCT
brj-24569	171	21	in	in	ADP
brj-24569	171	22	python	python	NOUN
brj-24569	171	23	(	(	PUNCT
brj-24569	171	24	version	version	PROPN
brj-24569	171	25	3.10.14	3.10.14	PROPN
brj-24569	171	26	)	)	PUNCT
brj-24569	171	27	,	,	PUNCT
brj-24569	171	28	taking	take	VERB
brj-24569	171	29	advantage	advantage	NOUN
brj-24569	171	30	of	of	ADP
brj-24569	171	31	the	the	DET
brj-24569	171	32	optimized	optimize	VERB
brj-24569	171	33	structure	structure	NOUN
brj-24569	171	34	of	of	ADP
brj-24569	171	35	the	the	DET
brj-24569	171	36	xgb	xgb	PROPN
brj-24569	171	37	model	model	NOUN
brj-24569	171	38	(	(	PUNCT
brj-24569	171	39	meier	meier	PROPN
brj-24569	171	40	2019	2019	NUM
brj-24569	171	41	)	)	PUNCT
brj-24569	171	42	.	.	PUNCT
brj-24569	172	1	this	this	DET
brj-24569	172	2	interface	interface	NOUN
brj-24569	172	3	displays	display	VERB
brj-24569	172	4	the	the	DET
brj-24569	172	5	status	status	NOUN
brj-24569	172	6	of	of	ADP
brj-24569	172	7	the	the	DET
brj-24569	172	8	application	application	NOUN
brj-24569	172	9	on	on	ADP
brj-24569	172	10	the	the	DET
brj-24569	172	11	monitor	monitor	NOUN
brj-24569	172	12	and	and	CCONJ
brj-24569	172	13	allows	allow	VERB
brj-24569	172	14	user	user	NOUN
brj-24569	172	15	interaction	interaction	NOUN
brj-24569	172	16	via	via	ADP
brj-24569	172	17	mouse	mouse	NOUN
brj-24569	172	18	and	and	CCONJ
brj-24569	172	19	keyboard	keyboard	NOUN
brj-24569	172	20	.	.	PUNCT
brj-24569	173	1	through	through	ADP
brj-24569	173	2	adjusting	adjust	VERB
brj-24569	173	3	conditions	condition	NOUN
brj-24569	173	4	via	via	ADP
brj-24569	173	5	buttons	button	NOUN
brj-24569	173	6	,	,	PUNCT
brj-24569	173	7	users	user	NOUN
brj-24569	173	8	can	can	AUX
brj-24569	173	9	efficiently	efficiently	ADV
brj-24569	173	10	obtain	obtain	VERB
brj-24569	173	11	and	and	CCONJ
brj-24569	173	12	validate	validate	VERB
brj-24569	173	13	accurate	accurate	ADJ
brj-24569	173	14	predictions	prediction	NOUN
brj-24569	173	15	generated	generate	VERB
brj-24569	173	16	by	by	ADP
brj-24569	173	17	the	the	DET
brj-24569	173	18	trained	train	VERB
brj-24569	173	19	model	model	NOUN
brj-24569	173	20	.	.	PUNCT
brj-24569	174	1	therefore	therefore	ADV
brj-24569	174	2	,	,	PUNCT
brj-24569	174	3	the	the	DET
brj-24569	174	4	authors	author	NOUN
brj-24569	174	5	applied	apply	VERB
brj-24569	174	6	the	the	DET
brj-24569	174	7	xgb	xgb	PROPN
brj-24569	174	8	model	model	NOUN
brj-24569	174	9	to	to	ADP
brj-24569	174	10	the	the	DET
brj-24569	174	11	gui	gui	NOUN
brj-24569	174	12	for	for	ADP
brj-24569	174	13	the	the	DET
brj-24569	174	14	purpose	purpose	NOUN
brj-24569	174	15	of	of	ADP
brj-24569	174	16	predicting	predict	VERB
brj-24569	174	17	antioxidant	antioxidant	ADJ
brj-24569	174	18	activity	activity	NOUN
brj-24569	174	19	.	.	PUNCT
brj-24569	175	1	kumar	kumar	PROPN
brj-24569	175	2	et	et	PROPN
brj-24569	175	3	al	al	PROPN
brj-24569	175	4	.	.	PROPN
brj-24569	175	5	(	(	PUNCT
brj-24569	175	6	2022	2022	NUM
brj-24569	175	7	)	)	PUNCT
brj-24569	175	8	adopted	adopt	VERB
brj-24569	175	9	a	a	DET
brj-24569	175	10	gui	gui	NOUN
brj-24569	175	11	to	to	PART
brj-24569	175	12	display	display	VERB
brj-24569	175	13	the	the	DET
brj-24569	175	14	results	result	NOUN
brj-24569	175	15	of	of	ADP
brj-24569	175	16	machine	machine	NOUN
brj-24569	175	17	learning	learning	NOUN
brj-24569	175	18	models	model	NOUN
brj-24569	175	19	and	and	CCONJ
brj-24569	175	20	reduce	reduce	VERB
brj-24569	175	21	the	the	DET
brj-24569	175	22	repetition	repetition	NOUN
brj-24569	175	23	of	of	ADP
brj-24569	175	24	code	code	NOUN
brj-24569	175	25	execution	execution	NOUN
brj-24569	175	26	.	.	PUNCT
brj-24569	176	1	the	the	DET
brj-24569	176	2	gui	gui	NOUN
brj-24569	176	3	improves	improve	VERB
brj-24569	176	4	accessibility	accessibility	NOUN
brj-24569	176	5	for	for	ADP
brj-24569	176	6	researchers	researcher	NOUN
brj-24569	176	7	by	by	ADP
brj-24569	176	8	providing	provide	VERB
brj-24569	176	9	visualization	visualization	NOUN
brj-24569	176	10	and	and	CCONJ
brj-24569	176	11	insights	insight	NOUN
brj-24569	176	12	into	into	ADP
brj-24569	176	13	model	model	NOUN
brj-24569	176	14	performance	performance	NOUN
brj-24569	176	15	and	and	CCONJ
brj-24569	176	16	simplifying	simplify	VERB
brj-24569	176	17	code	code	NOUN
brj-24569	176	18	execution	execution	NOUN
brj-24569	176	19	for	for	ADP
brj-24569	176	20	predictive	predictive	ADJ
brj-24569	176	21	applications	application	NOUN
brj-24569	176	22	.	.	PUNCT
brj-24569	177	1	results	result	NOUN
brj-24569	177	2	and	and	CCONJ
brj-24569	177	3	discussion	discussion	NOUN
brj-24569	177	4	collection	collection	NOUN
brj-24569	177	5	of	of	ADP
brj-24569	177	6	the	the	DET
brj-24569	177	7	dataset	dataset	NOUN
brj-24569	177	8	the	the	DET
brj-24569	177	9	input	input	NOUN
brj-24569	177	10	variables	variable	NOUN
brj-24569	177	11	and	and	CCONJ
brj-24569	177	12	predictors	predictor	NOUN
brj-24569	177	13	are	be	AUX
brj-24569	177	14	shown	show	VERB
brj-24569	177	15	in	in	ADP
brj-24569	177	16	table	table	NOUN
brj-24569	177	17	s1	s1	NOUN
brj-24569	177	18	.	.	PUNCT
brj-24569	178	1	extracts	extract	NOUN
brj-24569	178	2	were	be	AUX
brj-24569	178	3	collected	collect	VERB
brj-24569	178	4	from	from	ADP
brj-24569	178	5	a.	a.	NOUN
brj-24569	178	6	acerifolia	acerifolia	PROPN
brj-24569	178	7	using	use	VERB
brj-24569	178	8	the	the	DET
brj-24569	178	9	water	water	NOUN
brj-24569	178	10	extraction	extraction	NOUN
brj-24569	178	11	method	method	NOUN
brj-24569	178	12	.	.	PUNCT
brj-24569	179	1	analysis	analysis	NOUN
brj-24569	179	2	of	of	ADP
brj-24569	179	3	pearson	pearson	NOUN
brj-24569	179	4	correlation	correlation	NOUN
brj-24569	179	5	to	to	PART
brj-24569	179	6	further	far	ADV
brj-24569	179	7	explore	explore	VERB
brj-24569	179	8	the	the	DET
brj-24569	179	9	linear	linear	ADJ
brj-24569	179	10	relationship	relationship	NOUN
brj-24569	179	11	between	between	ADP
brj-24569	179	12	antioxidant	antioxidant	ADJ
brj-24569	179	13	activity	activity	NOUN
brj-24569	179	14	and	and	CCONJ
brj-24569	179	15	input	input	NOUN
brj-24569	179	16	characteristics	characteristic	NOUN
brj-24569	179	17	,	,	PUNCT
brj-24569	179	18	the	the	DET
brj-24569	179	19	pearson	pearson	PROPN
brj-24569	179	20	correlation	correlation	NOUN
brj-24569	179	21	coefficient	coefficient	NOUN
brj-24569	179	22	matrix	matrix	NOUN
brj-24569	179	23	is	be	AUX
brj-24569	179	24	shown	show	VERB
brj-24569	179	25	in	in	ADP
brj-24569	179	26	fig	fig	NOUN
brj-24569	179	27	.	.	PUNCT
brj-24569	180	1	3	3	NUM
brj-24569	180	2	,	,	PUNCT
brj-24569	180	3	and	and	CCONJ
brj-24569	180	4	only	only	ADV
brj-24569	180	5	values	value	NOUN
brj-24569	180	6	with	with	ADP
brj-24569	180	7	a	a	DET
brj-24569	180	8	p	p	NOUN
brj-24569	180	9	-	-	PUNCT
brj-24569	180	10	value	value	NOUN
brj-24569	180	11	of	of	ADP
brj-24569	180	12	0.05	0.05	NUM
brj-24569	180	13	or	or	CCONJ
brj-24569	180	14	less	less	ADJ
brj-24569	180	15	to	to	PART
brj-24569	180	16	test	test	VERB
brj-24569	180	17	the	the	DET
brj-24569	180	18	hypothesis	hypothesis	NOUN
brj-24569	180	19	are	be	AUX
brj-24569	180	20	marked	mark	VERB
brj-24569	180	21	with	with	ADP
brj-24569	180	22	“	"	PUNCT
brj-24569	180	23	*	*	NOUN
brj-24569	180	24	”	"	PUNCT
brj-24569	180	25	.	.	PUNCT
brj-24569	181	1	the	the	DET
brj-24569	181	2	gradient	gradient	NOUN
brj-24569	181	3	of	of	ADP
brj-24569	181	4	elemental	elemental	ADJ
brj-24569	181	5	colors	color	NOUN
brj-24569	181	6	from	from	ADP
brj-24569	181	7	blue	blue	ADJ
brj-24569	181	8	to	to	ADP
brj-24569	181	9	red	red	NOUN
brj-24569	181	10	in	in	ADP
brj-24569	181	11	the	the	DET
brj-24569	181	12	matrix	matrix	NOUN
brj-24569	181	13	plot	plot	NOUN
brj-24569	181	14	represents	represent	VERB
brj-24569	181	15	the	the	DET
brj-24569	181	16	logarithmic	logarithmic	ADJ
brj-24569	181	17	increase	increase	NOUN
brj-24569	181	18	of	of	ADP
brj-24569	181	19	the	the	DET
brj-24569	181	20	pearson	pearson	PROPN
brj-24569	181	21	correlation	correlation	NOUN
brj-24569	181	22	coefficient	coefficient	NOUN
brj-24569	181	23	from	from	ADP
brj-24569	181	24	-1	-1	PUNCT
brj-24569	181	25	to	to	ADP
brj-24569	181	26	1	1	NUM
brj-24569	181	27	.	.	PUNCT
brj-24569	182	1	for	for	ADP
brj-24569	182	2	the	the	DET
brj-24569	182	3	antioxidant	antioxidant	ADJ
brj-24569	182	4	activity	activity	NOUN
brj-24569	182	5	,	,	PUNCT
brj-24569	182	6	there	there	PRON
brj-24569	182	7	was	be	VERB
brj-24569	182	8	a	a	DET
brj-24569	182	9	positive	positive	ADJ
brj-24569	182	10	correlation	correlation	NOUN
brj-24569	182	11	with	with	ADP
brj-24569	182	12	the	the	DET
brj-24569	182	13	flavonoids	flavonoid	NOUN
brj-24569	182	14	.	.	PUNCT
brj-24569	183	1	flavonoids	flavonoid	NOUN
brj-24569	183	2	are	be	AUX
brj-24569	183	3	major	major	ADJ
brj-24569	183	4	secondary	secondary	ADJ
brj-24569	183	5	metabolites	metabolite	NOUN
brj-24569	183	6	produced	produce	VERB
brj-24569	183	7	by	by	ADP
brj-24569	183	8	plants	plant	NOUN
brj-24569	183	9	and	and	CCONJ
brj-24569	183	10	exhibit	exhibit	VERB
brj-24569	183	11	antioxidant	antioxidant	ADJ
brj-24569	183	12	activity	activity	NOUN
brj-24569	183	13	through	through	ADP
brj-24569	183	14	scavenging	scavenge	VERB
brj-24569	183	15	reactive	reactive	ADJ
brj-24569	183	16	oxygen	oxygen	NOUN
brj-24569	183	17	species	specie	NOUN
brj-24569	183	18	and	and	CCONJ
brj-24569	183	19	antioxidant	antioxidant	ADJ
brj-24569	183	20	enzyme	enzyme	NOUN
brj-24569	183	21	activity	activity	NOUN
brj-24569	183	22	(	(	PUNCT
brj-24569	183	23	williamson	williamson	PROPN
brj-24569	183	24	et	et	PROPN
brj-24569	183	25	al	al	PROPN
brj-24569	183	26	.	.	PROPN
brj-24569	183	27	2018	2018	NUM
brj-24569	183	28	)	)	PUNCT
brj-24569	184	1	this	this	PRON
brj-24569	184	2	is	be	AUX
brj-24569	184	3	due	due	ADJ
brj-24569	184	4	to	to	ADP
brj-24569	184	5	the	the	DET
brj-24569	184	6	contribution	contribution	NOUN
brj-24569	184	7	of	of	ADP
brj-24569	184	8	the	the	DET
brj-24569	184	9	hydroxy	hydroxy	PROPN
brj-24569	184	10	group	group	NOUN
brj-24569	184	11	of	of	ADP
brj-24569	184	12	ring	ring	PROPN
brj-24569	184	13	b	b	PROPN
brj-24569	184	14	in	in	ADP
brj-24569	184	15	the	the	DET
brj-24569	184	16	flavonoid	flavonoid	NOUN
brj-24569	184	17	structure	structure	NOUN
brj-24569	184	18	to	to	ADP
brj-24569	184	19	antioxidant	antioxidant	ADJ
brj-24569	184	20	activity	activity	NOUN
brj-24569	184	21	(	(	PUNCT
brj-24569	184	22	rice	rice	NOUN
brj-24569	184	23	-	-	PUNCT
brj-24569	184	24	evans	evans	PROPN
brj-24569	184	25	et	et	PROPN
brj-24569	184	26	al	al	PROPN
brj-24569	184	27	.	.	PROPN
brj-24569	184	28	1996	1996	NUM
brj-24569	184	29	)	)	PUNCT
brj-24569	184	30	.	.	PUNCT
brj-24569	185	1	nagarajan	nagarajan	PROPN
brj-24569	185	2	et	et	PROPN
brj-24569	185	3	al	al	PROPN
brj-24569	185	4	.	.	PROPN
brj-24569	186	1	(	(	PUNCT
brj-24569	186	2	2020	2020	NUM
brj-24569	186	3	)	)	PUNCT
brj-24569	186	4	reported	report	VERB
brj-24569	186	5	that	that	SCONJ
brj-24569	186	6	flavonoid	flavonoid	PROPN
brj-24569	186	7	polymers	polymer	NOUN
brj-24569	186	8	are	be	AUX
brj-24569	186	9	excellent	excellent	ADJ
brj-24569	186	10	antioxidants	antioxidant	NOUN
brj-24569	186	11	due	due	ADJ
brj-24569	186	12	to	to	ADP
brj-24569	186	13	the	the	DET
brj-24569	186	14	presence	presence	NOUN
brj-24569	186	15	of	of	ADP
brj-24569	186	16	many	many	ADJ
brj-24569	186	17	water	water	NOUN
brj-24569	186	18	-	-	PUNCT
brj-24569	186	19	level	level	NOUN
brj-24569	186	20	hydroxyls	hydroxyls	ADJ
brj-24569	186	21	in	in	ADP
brj-24569	186	22	their	their	PRON
brj-24569	186	23	molecules	molecule	NOUN
brj-24569	186	24	.	.	PUNCT
brj-24569	187	1	polyphenols	polyphenol	NOUN
brj-24569	187	2	showed	show	VERB
brj-24569	187	3	a	a	DET
brj-24569	187	4	peer	peer	NOUN
brj-24569	187	5	-	-	PUNCT
brj-24569	187	6	reviewed	review	VERB
brj-24569	187	7	article	article	NOUN
brj-24569	187	8	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	187	9	kim	kim	PROPN
brj-24569	187	10	et	et	PROPN
brj-24569	187	11	al	al	PROPN
brj-24569	187	12	.	.	PROPN
brj-24569	188	1	(	(	PUNCT
brj-24569	188	2	2025	2025	NUM
brj-24569	188	3	)	)	PUNCT
brj-24569	188	4	.	.	PUNCT
brj-24569	189	1	“	"	PUNCT
brj-24569	189	2	predicting	predict	VERB
brj-24569	189	3	antioxidant	antioxidant	ADJ
brj-24569	189	4	activity	activity	NOUN
brj-24569	189	5	,	,	PUNCT
brj-24569	189	6	”	"	PUNCT
brj-24569	189	7	bioresources	bioresource	NOUN
brj-24569	189	8	20(4	20(4	NOUN
brj-24569	189	9	)	)	PUNCT
brj-24569	189	10	,	,	PUNCT
brj-24569	189	11	9103	9103	NUM
brj-24569	189	12	-	-	SYM
brj-24569	189	13	9126	9126	NUM
brj-24569	189	14	.	.	PUNCT
brj-24569	190	1	9111	9111	NUM
brj-24569	190	2	lower	low	ADJ
brj-24569	190	3	correlation	correlation	NOUN
brj-24569	190	4	coefficient	coefficient	NOUN
brj-24569	190	5	(	(	PUNCT
brj-24569	190	6	0.284	0.284	NUM
brj-24569	190	7	)	)	PUNCT
brj-24569	190	8	for	for	ADP
brj-24569	190	9	homeostatic	homeostatic	ADJ
brj-24569	190	10	activity	activity	NOUN
brj-24569	190	11	compared	compare	VERB
brj-24569	190	12	to	to	ADP
brj-24569	190	13	flavonoids	flavonoid	NOUN
brj-24569	190	14	.	.	PUNCT
brj-24569	191	1	this	this	PRON
brj-24569	191	2	indicates	indicate	VERB
brj-24569	191	3	that	that	SCONJ
brj-24569	191	4	when	when	SCONJ
brj-24569	191	5	the	the	DET
brj-24569	191	6	degree	degree	NOUN
brj-24569	191	7	of	of	ADP
brj-24569	191	8	polymerization	polymerization	NOUN
brj-24569	191	9	of	of	ADP
brj-24569	191	10	polyphenols	polyphenol	NOUN
brj-24569	191	11	exceeded	exceed	VERB
brj-24569	191	12	a	a	DET
brj-24569	191	13	threshold	threshold	NOUN
brj-24569	191	14	,	,	PUNCT
brj-24569	191	15	the	the	DET
brj-24569	191	16	complexity	complexity	NOUN
brj-24569	191	17	of	of	ADP
brj-24569	191	18	the	the	DET
brj-24569	191	19	molecule	molecule	NOUN
brj-24569	191	20	reduced	reduce	VERB
brj-24569	191	21	the	the	DET
brj-24569	191	22	availability	availability	NOUN
brj-24569	191	23	of	of	ADP
brj-24569	191	24	hydroxyl	hydroxyl	NOUN
brj-24569	191	25	groups	group	NOUN
brj-24569	191	26	,	,	PUNCT
brj-24569	191	27	which	which	PRON
brj-24569	191	28	negatively	negatively	ADV
brj-24569	191	29	affected	affect	VERB
brj-24569	191	30	their	their	PRON
brj-24569	191	31	antioxidant	antioxidant	ADJ
brj-24569	191	32	activity	activity	NOUN
brj-24569	191	33	(	(	PUNCT
brj-24569	191	34	espín	espín	NOUN
brj-24569	191	35	and	and	CCONJ
brj-24569	191	36	wichers	wicher	NOUN
brj-24569	191	37	2000	2000	NUM
brj-24569	191	38	)	)	PUNCT
brj-24569	191	39	.	.	PUNCT
brj-24569	192	1	polyphenols	polyphenol	NOUN
brj-24569	192	2	and	and	CCONJ
brj-24569	192	3	flavonoids	flavonoid	NOUN
brj-24569	192	4	were	be	AUX
brj-24569	192	5	negatively	negatively	ADV
brj-24569	192	6	correlated	correlate	VERB
brj-24569	192	7	with	with	ADP
brj-24569	192	8	temperature	temperature	NOUN
brj-24569	192	9	,	,	PUNCT
brj-24569	192	10	with	with	ADP
brj-24569	192	11	correlation	correlation	NOUN
brj-24569	192	12	coefficients	coefficient	NOUN
brj-24569	192	13	of	of	ADP
brj-24569	192	14	-0.485	-0.485	NUM
brj-24569	192	15	and	and	CCONJ
brj-24569	192	16	-0.281	-0.281	PROPN
brj-24569	192	17	,	,	PUNCT
brj-24569	192	18	respectively	respectively	ADV
brj-24569	192	19	.	.	PUNCT
brj-24569	193	1	elevated	elevated	ADJ
brj-24569	193	2	extraction	extraction	NOUN
brj-24569	193	3	temperatures	temperature	NOUN
brj-24569	193	4	result	result	VERB
brj-24569	193	5	in	in	ADP
brj-24569	193	6	the	the	DET
brj-24569	193	7	degradation	degradation	NOUN
brj-24569	193	8	or	or	CCONJ
brj-24569	193	9	loss	loss	NOUN
brj-24569	193	10	of	of	ADP
brj-24569	193	11	some	some	DET
brj-24569	193	12	heat	heat	NOUN
brj-24569	193	13	-	-	PUNCT
brj-24569	193	14	sensitive	sensitive	ADJ
brj-24569	193	15	volatile	volatile	ADJ
brj-24569	193	16	phenolic	phenolic	NOUN
brj-24569	193	17	/	/	SYM
brj-24569	193	18	flavonoid	flavonoid	NOUN
brj-24569	193	19	compounds	compound	NOUN
brj-24569	193	20	(	(	PUNCT
brj-24569	193	21	xiao	xiao	PROPN
brj-24569	193	22	et	et	PROPN
brj-24569	193	23	al	al	PROPN
brj-24569	193	24	.	.	PROPN
brj-24569	193	25	2008	2008	NUM
brj-24569	193	26	)	)	PUNCT
brj-24569	193	27	.	.	PUNCT
brj-24569	194	1	fig	fig	NOUN
brj-24569	194	2	.	.	PUNCT
brj-24569	195	1	3	3	X
brj-24569	195	2	.	.	X
brj-24569	195	3	pearson	pearson	PROPN
brj-24569	195	4	correlation	correlation	NOUN
brj-24569	195	5	heatmap	heatmap	NOUN
brj-24569	195	6	of	of	ADP
brj-24569	195	7	temperature	temperature	NOUN
brj-24569	195	8	,	,	PUNCT
brj-24569	195	9	time	time	NOUN
brj-24569	195	10	,	,	PUNCT
brj-24569	195	11	s	s	NOUN
brj-24569	195	12	/	/	SYM
brj-24569	195	13	l	l	NOUN
brj-24569	195	14	ratio	ratio	NOUN
brj-24569	195	15	,	,	PUNCT
brj-24569	195	16	polyphenol	polyphenol	NOUN
brj-24569	195	17	,	,	PUNCT
brj-24569	195	18	flavonoid	flavonoid	NOUN
brj-24569	195	19	,	,	PUNCT
brj-24569	195	20	and	and	CCONJ
brj-24569	195	21	abts	abt	VERB
brj-24569	195	22	predictive	predictive	ADJ
brj-24569	195	23	performance	performance	NOUN
brj-24569	195	24	of	of	ADP
brj-24569	195	25	2fi	2fi	ADJ
brj-24569	195	26	model	model	NOUN
brj-24569	195	27	to	to	PART
brj-24569	195	28	build	build	VERB
brj-24569	195	29	a	a	DET
brj-24569	195	30	prediction	prediction	NOUN
brj-24569	195	31	model	model	NOUN
brj-24569	195	32	for	for	ADP
brj-24569	195	33	antioxidant	antioxidant	ADJ
brj-24569	195	34	activity	activity	NOUN
brj-24569	195	35	,	,	PUNCT
brj-24569	195	36	the	the	DET
brj-24569	195	37	2fi	2fi	ADJ
brj-24569	195	38	model	model	NOUN
brj-24569	195	39	and	and	CCONJ
brj-24569	195	40	three	three	NUM
brj-24569	195	41	ml	ml	NOUN
brj-24569	195	42	algorithms	algorithm	NOUN
brj-24569	195	43	,	,	PUNCT
brj-24569	195	44	namely	namely	ADV
brj-24569	195	45	xgb	xgb	NUM
brj-24569	195	46	,	,	PUNCT
brj-24569	195	47	rf	rf	ADJ
brj-24569	195	48	,	,	PUNCT
brj-24569	195	49	and	and	CCONJ
brj-24569	195	50	svm	svm	PROPN
brj-24569	195	51	,	,	PUNCT
brj-24569	195	52	were	be	AUX
brj-24569	195	53	used	use	VERB
brj-24569	195	54	.	.	PUNCT
brj-24569	196	1	the	the	DET
brj-24569	196	2	results	result	NOUN
brj-24569	196	3	of	of	ADP
brj-24569	196	4	the	the	DET
brj-24569	196	5	anova	anova	PROPN
brj-24569	196	6	analysis	analysis	NOUN
brj-24569	196	7	of	of	ADP
brj-24569	196	8	the	the	DET
brj-24569	196	9	2fi	2fi	ADJ
brj-24569	196	10	model	model	NOUN
brj-24569	196	11	and	and	CCONJ
brj-24569	196	12	the	the	DET
brj-24569	196	13	coefficient	coefficient	NOUN
brj-24569	196	14	analysis	analysis	NOUN
brj-24569	196	15	values	value	NOUN
brj-24569	196	16	of	of	ADP
brj-24569	196	17	the	the	DET
brj-24569	196	18	variables	variable	NOUN
brj-24569	196	19	are	be	AUX
brj-24569	196	20	shown	show	VERB
brj-24569	196	21	in	in	ADP
brj-24569	196	22	table	table	NOUN
brj-24569	196	23	3	3	NUM
brj-24569	196	24	.	.	PUNCT
brj-24569	197	1	the	the	PRON
brj-24569	197	2	lower	low	ADJ
brj-24569	197	3	the	the	DET
brj-24569	197	4	p	p	NOUN
brj-24569	197	5	-	-	PUNCT
brj-24569	197	6	value	value	NOUN
brj-24569	197	7	of	of	ADP
brj-24569	197	8	a	a	DET
brj-24569	197	9	factor	factor	NOUN
brj-24569	197	10	,	,	PUNCT
brj-24569	197	11	the	the	PRON
brj-24569	197	12	more	more	ADJ
brj-24569	197	13	it	it	PRON
brj-24569	197	14	influences	influence	VERB
brj-24569	197	15	the	the	DET
brj-24569	197	16	2fi	2fi	ADJ
brj-24569	197	17	model	model	NOUN
brj-24569	197	18	.	.	PUNCT
brj-24569	198	1	the	the	DET
brj-24569	198	2	2fi	2fi	ADJ
brj-24569	198	3	model	model	NOUN
brj-24569	198	4	for	for	ADP
brj-24569	198	5	abts	abt	NOUN
brj-24569	198	6	antioxidant	antioxidant	ADJ
brj-24569	198	7	activity	activity	NOUN
brj-24569	198	8	(	(	PUNCT
brj-24569	198	9	%	%	INTJ
brj-24569	198	10	)	)	PUNCT
brj-24569	198	11	to	to	PART
brj-24569	198	12	predict	predict	VERB
brj-24569	198	13	the	the	DET
brj-24569	198	14	relationship	relationship	NOUN
brj-24569	198	15	between	between	ADP
brj-24569	198	16	independent	independent	ADJ
brj-24569	198	17	and	and	CCONJ
brj-24569	198	18	dependent	dependent	ADJ
brj-24569	198	19	variables	variable	NOUN
brj-24569	198	20	can	can	AUX
brj-24569	198	21	be	be	AUX
brj-24569	198	22	expressed	express	VERB
brj-24569	198	23	as	as	SCONJ
brj-24569	198	24	follows	follow	VERB
brj-24569	198	25	:	:	PUNCT
brj-24569	198	26	abts	abt	NOUN
brj-24569	198	27	=	=	SYM
brj-24569	199	1	264.45086	264.45086	NUM
brj-24569	199	2	1.32937a	1.32937a	NUM
brj-24569	199	3	2.36092b	2.36092b	PROPN
brj-24569	199	4	9.06582c	9.06582c	NUM
brj-24569	199	5	36.27082d	36.27082d	NUM
brj-24569	200	1	+	+	CCONJ
brj-24569	200	2	3.39669e	3.39669e	NUM
brj-24569	200	3	+	+	CCONJ
brj-24569	200	4	0.022547ab	0.022547ab	NUM
brj-24569	201	1	+	+	CCONJ
brj-24569	201	2	0.053713ac	0.053713ac	NUM
brj-24569	201	3	0.255629ad	0.255629ad	NUM
brj-24569	202	1	+	+	CCONJ
brj-24569	202	2	0.048973ae	0.048973ae	X
brj-24569	203	1	+	+	CCONJ
brj-24569	203	2	0.012333bc	0.012333bc	NUM
brj-24569	203	3	+	+	CCONJ
brj-24569	203	4	0.134263bd	0.134263bd	NUM
brj-24569	203	5	0.009934be	0.009934be	X
brj-24569	204	1	+	+	CCONJ
brj-24569	205	1	1.2921cd	1.2921cd	NUM
brj-24569	205	2	+	+	NUM
brj-24569	205	3	0.059328ce	0.059328ce	NUM
brj-24569	206	1	+	+	CCONJ
brj-24569	206	2	0.928443de	0.928443de	ADP
brj-24569	206	3	where	where	SCONJ
brj-24569	206	4	a	a	PRON
brj-24569	206	5	is	be	AUX
brj-24569	206	6	the	the	DET
brj-24569	206	7	temperature	temperature	NOUN
brj-24569	206	8	,	,	PUNCT
brj-24569	206	9	b	b	PROPN
brj-24569	206	10	is	be	AUX
brj-24569	206	11	the	the	DET
brj-24569	206	12	time	time	NOUN
brj-24569	206	13	,	,	PUNCT
brj-24569	206	14	c	c	PROPN
brj-24569	206	15	is	be	AUX
brj-24569	206	16	the	the	DET
brj-24569	206	17	liquid	liquid	ADJ
brj-24569	206	18	/solid	/solid	NOUN
brj-24569	206	19	ratio	ratio	NOUN
brj-24569	206	20	,	,	PUNCT
brj-24569	206	21	d	d	PROPN
brj-24569	206	22	is	be	AUX
brj-24569	206	23	the	the	DET
brj-24569	206	24	polyphenol	polyphenol	NOUN
brj-24569	206	25	content	content	NOUN
brj-24569	206	26	,	,	PUNCT
brj-24569	206	27	and	and	CCONJ
brj-24569	206	28	e	e	NOUN
brj-24569	206	29	is	be	AUX
brj-24569	206	30	the	the	DET
brj-24569	206	31	flavonoid	flavonoid	PROPN
brj-24569	206	32	content	content	NOUN
brj-24569	206	33	.	.	PUNCT
brj-24569	207	1	the	the	DET
brj-24569	207	2	effect	effect	NOUN
brj-24569	207	3	of	of	ADP
brj-24569	207	4	independent	independent	ADJ
brj-24569	207	5	variables	variable	NOUN
brj-24569	207	6	on	on	ADP
brj-24569	207	7	antioxidant	antioxidant	ADJ
brj-24569	207	8	activity	activity	NOUN
brj-24569	207	9	was	be	AUX
brj-24569	207	10	tested	test	VERB
brj-24569	207	11	for	for	ADP
brj-24569	207	12	adequacy	adequacy	NOUN
brj-24569	207	13	and	and	CCONJ
brj-24569	207	14	goodness	goodness	NOUN
brj-24569	207	15	of	of	ADP
brj-24569	207	16	fit	fit	ADJ
brj-24569	207	17	by	by	ADP
brj-24569	207	18	anova	anova	PROPN
brj-24569	207	19	.	.	PUNCT
brj-24569	208	1	peer	peer	NOUN
brj-24569	208	2	-	-	PUNCT
brj-24569	208	3	reviewed	review	VERB
brj-24569	208	4	article	article	NOUN
brj-24569	208	5	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	208	6	kim	kim	PROPN
brj-24569	208	7	et	et	PROPN
brj-24569	208	8	al	al	PROPN
brj-24569	208	9	.	.	PROPN
brj-24569	209	1	(	(	PUNCT
brj-24569	209	2	2025	2025	NUM
brj-24569	209	3	)	)	PUNCT
brj-24569	209	4	.	.	PUNCT
brj-24569	210	1	“	"	PUNCT
brj-24569	210	2	predicting	predict	VERB
brj-24569	210	3	antioxidant	antioxidant	ADJ
brj-24569	210	4	activity	activity	NOUN
brj-24569	210	5	,	,	PUNCT
brj-24569	210	6	”	"	PUNCT
brj-24569	210	7	bioresources	bioresource	NOUN
brj-24569	210	8	20(4	20(4	NOUN
brj-24569	210	9	)	)	PUNCT
brj-24569	210	10	,	,	PUNCT
brj-24569	210	11	9103	9103	NUM
brj-24569	210	12	-	-	SYM
brj-24569	210	13	9126	9126	NUM
brj-24569	210	14	.	.	PUNCT
brj-24569	211	1	9112	9112	NUM
brj-24569	211	2	table	table	NOUN
brj-24569	211	3	3	3	NUM
brj-24569	211	4	.	.	PUNCT
brj-24569	211	5	anova	anova	PROPN
brj-24569	211	6	and	and	CCONJ
brj-24569	211	7	coefficients	coefficient	NOUN
brj-24569	211	8	in	in	ADP
brj-24569	211	9	coded	code	VERB
brj-24569	211	10	factors	factor	NOUN
brj-24569	211	11	for	for	ADP
brj-24569	211	12	two	two	NUM
brj-24569	211	13	factor	factor	NOUN
brj-24569	211	14	interaction	interaction	NOUN
brj-24569	211	15	model	model	NOUN
brj-24569	211	16	source	source	NOUN
brj-24569	211	17	sum	sum	NOUN
brj-24569	211	18	of	of	ADP
brj-24569	211	19	squares	square	NOUN
brj-24569	211	20	df	df	PROPN
brj-24569	211	21	mean	mean	VERB
brj-24569	211	22	square	square	ADJ
brj-24569	211	23	f	f	NOUN
brj-24569	211	24	-	-	PUNCT
brj-24569	211	25	value	value	NOUN
brj-24569	211	26	p	p	NOUN
brj-24569	211	27	-	-	PUNCT
brj-24569	211	28	value	value	NOUN
brj-24569	211	29	coefficient	coefficient	NOUN
brj-24569	211	30	estimate	estimate	NOUN
brj-24569	211	31	model	model	NOUN
brj-24569	211	32	18436.47	18436.47	NUM
brj-24569	211	33	15	15	NUM
brj-24569	211	34	1229.1	1229.1	NUM
brj-24569	211	35	9.21	9.21	NUM
brj-24569	211	36	<	<	X
brj-24569	211	37	0.0001	0.0001	NUM
brj-24569	211	38	a1	a1	NOUN
brj-24569	211	39	)	)	PUNCT
brj-24569	211	40	4.1	4.1	NUM
brj-24569	211	41	1	1	NUM
brj-24569	211	42	4.1	4.1	NUM
brj-24569	211	43	0.0307	0.0307	NUM
brj-24569	211	44	0.8614	0.8614	NUM
brj-24569	211	45	0.5878	0.5878	NUM
brj-24569	211	46	b2	b2	NOUN
brj-24569	211	47	)	)	PUNCT
brj-24569	211	48	226.23	226.23	NUM
brj-24569	211	49	1	1	NUM
brj-24569	211	50	226.23	226.23	NUM
brj-24569	211	51	1.7	1.7	NUM
brj-24569	211	52	0.1974	0.1974	NUM
brj-24569	211	53	-3.83	-3.83	ADJ
brj-24569	211	54	c3	c3	NOUN
brj-24569	211	55	)	)	PUNCT
brj-24569	211	56	886.14	886.14	NUM
brj-24569	211	57	1	1	NUM
brj-24569	211	58	886.14	886.14	NUM
brj-24569	211	59	6.64	6.64	NUM
brj-24569	211	60	0.0122	0.0122	NUM
brj-24569	211	61	5.67	5.67	NUM
brj-24569	211	62	d4	d4	PROPN
brj-24569	211	63	)	)	PUNCT
brj-24569	211	64	85.43	85.43	NUM
brj-24569	211	65	1	1	NUM
brj-24569	211	66	85.43	85.43	NUM
brj-24569	211	67	0.6404	0.6404	NUM
brj-24569	211	68	0.4265	0.4265	NUM
brj-24569	211	69	4.12	4.12	NUM
brj-24569	211	70	e5	e5	PROPN
brj-24569	211	71	)	)	PUNCT
brj-24569	211	72	1892.31	1892.31	NUM
brj-24569	211	73	1	1	NUM
brj-24569	211	74	1892.31	1892.31	NUM
brj-24569	211	75	14.18	14.18	NUM
brj-24569	211	76	0.0004	0.0004	NUM
brj-24569	211	77	14.5	14.5	NUM
brj-24569	211	78	ab	ab	PROPN
brj-24569	211	79	1115.59	1115.59	NUM
brj-24569	211	80	1	1	NUM
brj-24569	211	81	1115.59	1115.59	NUM
brj-24569	211	82	8.36	8.36	NUM
brj-24569	211	83	0.0052	0.0052	NUM
brj-24569	211	84	6.76	6.76	NUM
brj-24569	211	85	ac	ac	PROPN
brj-24569	211	86	717.5	717.5	NUM
brj-24569	211	87	1	1	NUM
brj-24569	211	88	717.5	717.5	NUM
brj-24569	211	89	5.38	5.38	NUM
brj-24569	211	90	0.0235	0.0235	NUM
brj-24569	211	91	5.37	5.37	NUM
brj-24569	211	92	ad	ad	NOUN
brj-24569	211	93	26.99	26.99	NUM
brj-24569	211	94	1	1	NUM
brj-24569	212	1	26.99	26.99	NUM
brj-24569	212	2	0.2023	0.2023	NUM
brj-24569	212	3	0.6543	0.6543	NUM
brj-24569	212	4	-3.27	-3.27	NUM
brj-24569	212	5	ae	ae	PROPN
brj-24569	212	6	423.24	423.24	NUM
brj-24569	212	7	1	1	NUM
brj-24569	212	8	423.24	423.24	NUM
brj-24569	212	9	3.17	3.17	NUM
brj-24569	212	10	0.0796	0.0796	NUM
brj-24569	212	11	-8.83	-8.83	ADV
brj-24569	212	12	bc	bc	PROPN
brj-24569	212	13	253.96	253.96	NUM
brj-24569	212	14	1	1	NUM
brj-24569	212	15	253.96	253.96	NUM
brj-24569	212	16	1.9	1.9	NUM
brj-24569	212	17	0.1724	0.1724	NUM
brj-24569	212	18	3.7	3.7	NUM
brj-24569	212	19	bd	bd	PROPN
brj-24569	212	20	77.71	77.71	NUM
brj-24569	212	21	1	1	NUM
brj-24569	212	22	77.71	77.71	NUM
brj-24569	212	23	0.5825	0.5825	NUM
brj-24569	212	24	0.4481	0.4481	NUM
brj-24569	212	25	5.16	5.16	NUM
brj-24569	212	26	be	be	AUX
brj-24569	212	27	148.69	148.69	NUM
brj-24569	212	28	1	1	NUM
brj-24569	212	29	148.69	148.69	NUM
brj-24569	212	30	1.11	1.11	NUM
brj-24569	212	31	0.295	0.295	NUM
brj-24569	212	32	-5.37	-5.37	NUM
brj-24569	212	33	cd	cd	PROPN
brj-24569	212	34	1164.55	1164.55	NUM
brj-24569	212	35	1	1	NUM
brj-24569	212	36	1164.55	1164.55	NUM
brj-24569	212	37	8.73	8.73	NUM
brj-24569	212	38	0.0044	0.0044	NUM
brj-24569	212	39	16.54	16.54	NUM
brj-24569	212	40	ce	ce	PROPN
brj-24569	212	41	770.94	770.94	NUM
brj-24569	212	42	1	1	NUM
brj-24569	212	43	770.94	770.94	NUM
brj-24569	212	44	5.78	5.78	NUM
brj-24569	212	45	0.0191	0.0191	NUM
brj-24569	212	46	10.7	10.7	NUM
brj-24569	212	47	de	de	SYM
brj-24569	212	48	1062.89	1062.89	NUM
brj-24569	212	49	1	1	NUM
brj-24569	212	50	1062.89	1062.89	NUM
brj-24569	212	51	7.97	7.97	NUM
brj-24569	212	52	0.0063	0.0063	NUM
brj-24569	212	53	21.43	21.43	NUM
brj-24569	212	54	residual	residual	ADJ
brj-24569	212	55	8671.42	8671.42	NUM
brj-24569	212	56	65	65	NUM
brj-24569	212	57	133.41	133.41	NUM
brj-24569	212	58	cor	cor	X
brj-24569	212	59	total	total	VERB
brj-24569	212	60	27107.89	27107.89	NUM
brj-24569	212	61	80	80	NUM
brj-24569	212	62	r2	r2	NOUN
brj-24569	212	63	0.6063	0.6063	NUM
brj-24569	212	64	1	1	NUM
brj-24569	212	65	)	)	PUNCT
brj-24569	212	66	temperature	temperature	NOUN
brj-24569	212	67	(	(	PUNCT
brj-24569	212	68	°	°	ADP
brj-24569	212	69	c	c	NOUN
brj-24569	212	70	)	)	PUNCT
brj-24569	212	71	2	2	NUM
brj-24569	212	72	)	)	PUNCT
brj-24569	212	73	time	time	NOUN
brj-24569	212	74	(	(	PUNCT
brj-24569	212	75	h	h	NOUN
brj-24569	212	76	)	)	PUNCT
brj-24569	212	77	3	3	NUM
brj-24569	212	78	)	)	PUNCT
brj-24569	212	79	liquid	liquid	NOUN
brj-24569	212	80	/	/	SYM
brj-24569	212	81	solid	solid	ADJ
brj-24569	212	82	ratio	ratio	NOUN
brj-24569	212	83	(	(	PUNCT
brj-24569	212	84	%	%	NOUN
brj-24569	212	85	)	)	PUNCT
brj-24569	212	86	4	4	X
brj-24569	212	87	)	)	PUNCT
brj-24569	212	88	polyphenol	polyphenol	NOUN
brj-24569	212	89	content	content	NOUN
brj-24569	212	90	(	(	PUNCT
brj-24569	212	91	mgque	mgque	NOUN
brj-24569	212	92	/	/	SYM
brj-24569	212	93	g	g	NOUN
brj-24569	212	94	)	)	PUNCT
brj-24569	212	95	5	5	NUM
brj-24569	212	96	)	)	PUNCT
brj-24569	212	97	flavonoid	flavonoid	NOUN
brj-24569	212	98	content	content	NOUN
brj-24569	212	99	(	(	PUNCT
brj-24569	212	100	mggae	mggae	NOUN
brj-24569	212	101	/	/	SYM
brj-24569	212	102	g	g	NOUN
brj-24569	212	103	)	)	PUNCT
brj-24569	212	104	table	table	NOUN
brj-24569	212	105	3	3	NUM
brj-24569	212	106	summarizes	summarize	NOUN
brj-24569	212	107	the	the	DET
brj-24569	212	108	results	result	NOUN
brj-24569	212	109	of	of	ADP
brj-24569	212	110	goodness	goodness	NOUN
brj-24569	212	111	of	of	ADP
brj-24569	212	112	fit	fit	PROPN
brj-24569	212	113	,	,	PUNCT
brj-24569	212	114	variance	variance	NOUN
brj-24569	212	115	,	,	PUNCT
brj-24569	212	116	mode	mode	NOUN
brj-24569	212	117	adequacy	adequacy	NOUN
brj-24569	212	118	,	,	PUNCT
brj-24569	212	119	and	and	CCONJ
brj-24569	212	120	coefficients	coefficient	NOUN
brj-24569	212	121	of	of	ADP
brj-24569	212	122	determination	determination	NOUN
brj-24569	212	123	.	.	PUNCT
brj-24569	213	1	statistical	statistical	ADJ
brj-24569	213	2	analysis	analysis	NOUN
brj-24569	213	3	showed	show	VERB
brj-24569	213	4	that	that	SCONJ
brj-24569	213	5	the	the	DET
brj-24569	213	6	2fi	2fi	ADJ
brj-24569	213	7	model	model	NOUN
brj-24569	213	8	had	have	VERB
brj-24569	213	9	a	a	DET
brj-24569	213	10	very	very	ADV
brj-24569	213	11	low	low	ADJ
brj-24569	213	12	p	p	NOUN
brj-24569	213	13	-	-	PUNCT
brj-24569	213	14	value	value	NOUN
brj-24569	213	15	(	(	PUNCT
brj-24569	213	16	p	p	X
brj-24569	213	17	<	<	X
brj-24569	213	18	0.0001	0.0001	NUM
brj-24569	213	19	)	)	PUNCT
brj-24569	213	20	,	,	PUNCT
brj-24569	213	21	which	which	PRON
brj-24569	213	22	was	be	AUX
brj-24569	213	23	highly	highly	ADV
brj-24569	213	24	significant	significant	ADJ
brj-24569	213	25	.	.	PUNCT
brj-24569	214	1	however	however	ADV
brj-24569	214	2	,	,	PUNCT
brj-24569	214	3	the	the	DET
brj-24569	214	4	coefficient	coefficient	NOUN
brj-24569	214	5	of	of	ADP
brj-24569	214	6	determination	determination	NOUN
brj-24569	214	7	(	(	PUNCT
brj-24569	214	8	r2	r2	PROPN
brj-24569	214	9	)	)	PUNCT
brj-24569	214	10	indicated	indicate	VERB
brj-24569	214	11	that	that	SCONJ
brj-24569	214	12	60.63	60.63	NUM
brj-24569	214	13	%	%	NOUN
brj-24569	214	14	of	of	ADP
brj-24569	214	15	the	the	DET
brj-24569	214	16	variation	variation	NOUN
brj-24569	214	17	could	could	AUX
brj-24569	214	18	be	be	AUX
brj-24569	214	19	explained	explain	VERB
brj-24569	214	20	by	by	ADP
brj-24569	214	21	the	the	DET
brj-24569	214	22	fitted	fit	VERB
brj-24569	214	23	model	model	NOUN
brj-24569	214	24	.	.	PUNCT
brj-24569	215	1	the	the	DET
brj-24569	215	2	independent	independent	ADJ
brj-24569	215	3	variables	variable	NOUN
brj-24569	215	4	(	(	PUNCT
brj-24569	215	5	flavonoid	flavonoid	PROPN
brj-24569	215	6	content	content	NOUN
brj-24569	215	7	,	,	PUNCT
brj-24569	215	8	liquid	liquid	NOUN
brj-24569	215	9	/	/	SYM
brj-24569	215	10	solid	solid	ADJ
brj-24569	215	11	ratio	ratio	NOUN
brj-24569	215	12	)	)	PUNCT
brj-24569	215	13	and	and	CCONJ
brj-24569	215	14	the	the	DET
brj-24569	215	15	interactions	interaction	NOUN
brj-24569	215	16	(	(	PUNCT
brj-24569	215	17	temperature	temperature	NOUN
brj-24569	215	18	-	-	PUNCT
brj-24569	215	19	time	time	NOUN
brj-24569	215	20	,	,	PUNCT
brj-24569	215	21	liquid	liquid	NOUN
brj-24569	215	22	/	/	SYM
brj-24569	215	23	solid	solid	ADJ
brj-24569	215	24	ratiopolyphenol	ratiopolyphenol	NOUN
brj-24569	215	25	content	content	NOUN
brj-24569	215	26	,	,	PUNCT
brj-24569	215	27	polyphenol	polyphenol	NOUN
brj-24569	215	28	content	content	NOUN
brj-24569	215	29	-	-	PUNCT
brj-24569	215	30	flavonoid	flavonoid	NOUN
brj-24569	215	31	content	content	NOUN
brj-24569	215	32	)	)	PUNCT
brj-24569	215	33	influence	influence	NOUN
brj-24569	215	34	antioxidant	antioxidant	ADJ
brj-24569	215	35	activity	activity	NOUN
brj-24569	215	36	.	.	PUNCT
brj-24569	216	1	the	the	DET
brj-24569	216	2	2fi	2fi	ADJ
brj-24569	216	3	model	model	NOUN
brj-24569	216	4	had	have	VERB
brj-24569	216	5	a	a	DET
brj-24569	216	6	low	low	ADJ
brj-24569	216	7	coefficient	coefficient	NOUN
brj-24569	216	8	of	of	ADP
brj-24569	216	9	determination	determination	NOUN
brj-24569	216	10	for	for	ADP
brj-24569	216	11	predicting	predict	VERB
brj-24569	216	12	the	the	DET
brj-24569	216	13	antioxidant	antioxidant	ADJ
brj-24569	216	14	activity	activity	NOUN
brj-24569	216	15	of	of	ADP
brj-24569	216	16	a.	a.	NOUN
brj-24569	216	17	acerifolia	acerifolia	PROPN
brj-24569	216	18	,	,	PUNCT
brj-24569	216	19	suggesting	suggest	VERB
brj-24569	216	20	that	that	SCONJ
brj-24569	216	21	it	it	PRON
brj-24569	216	22	is	be	AUX
brj-24569	216	23	not	not	PART
brj-24569	216	24	a	a	DET
brj-24569	216	25	suitable	suitable	ADJ
brj-24569	216	26	method	method	NOUN
brj-24569	216	27	for	for	ADP
brj-24569	216	28	predicting	predict	VERB
brj-24569	216	29	antioxidant	antioxidant	ADJ
brj-24569	216	30	activity	activity	NOUN
brj-24569	216	31	.	.	PUNCT
brj-24569	217	1	predictive	predictive	ADJ
brj-24569	217	2	performance	performance	NOUN
brj-24569	217	3	of	of	ADP
brj-24569	217	4	machine	machine	NOUN
brj-24569	217	5	learning	learning	NOUN
brj-24569	217	6	model	model	NOUN
brj-24569	217	7	four	four	NUM
brj-24569	217	8	ml	ml	NOUN
brj-24569	217	9	algorithms	algorithm	NOUN
brj-24569	217	10	were	be	AUX
brj-24569	217	11	used	use	VERB
brj-24569	217	12	to	to	PART
brj-24569	217	13	build	build	VERB
brj-24569	217	14	the	the	DET
brj-24569	217	15	ml	ml	NOUN
brj-24569	217	16	models	model	NOUN
brj-24569	217	17	:	:	PUNCT
brj-24569	217	18	xgb	xgb	NUM
brj-24569	217	19	,	,	PUNCT
brj-24569	217	20	svm	svm	ADJ
brj-24569	217	21	,	,	PUNCT
brj-24569	217	22	rf	rf	ADJ
brj-24569	217	23	,	,	PUNCT
brj-24569	217	24	and	and	CCONJ
brj-24569	217	25	ransac	ransac	NOUN
brj-24569	217	26	.	.	PUNCT
brj-24569	218	1	the	the	DET
brj-24569	218	2	dataset	dataset	NOUN
brj-24569	218	3	was	be	AUX
brj-24569	218	4	randomly	randomly	ADV
brj-24569	218	5	partitioned	partition	VERB
brj-24569	218	6	into	into	ADP
brj-24569	218	7	training	training	NOUN
brj-24569	218	8	and	and	CCONJ
brj-24569	218	9	testing	testing	NOUN
brj-24569	218	10	sets	set	NOUN
brj-24569	218	11	,	,	PUNCT
brj-24569	218	12	with	with	ADP
brj-24569	218	13	a	a	DET
brj-24569	218	14	ratio	ratio	NOUN
brj-24569	218	15	of	of	ADP
brj-24569	218	16	80:20	80:20	NUM
brj-24569	218	17	.	.	PUNCT
brj-24569	219	1	independent	independent	ADJ
brj-24569	219	2	validation	validation	NOUN
brj-24569	219	3	using	use	VERB
brj-24569	219	4	external	external	ADJ
brj-24569	219	5	datasets	dataset	NOUN
brj-24569	219	6	was	be	AUX
brj-24569	219	7	not	not	PART
brj-24569	219	8	performed	perform	VERB
brj-24569	219	9	.	.	PUNCT
brj-24569	220	1	it	it	PRON
brj-24569	220	2	is	be	AUX
brj-24569	220	3	acknowledged	acknowledge	VERB
brj-24569	220	4	that	that	SCONJ
brj-24569	220	5	this	this	PRON
brj-24569	220	6	may	may	AUX
brj-24569	220	7	result	result	VERB
brj-24569	220	8	in	in	ADP
brj-24569	220	9	a	a	DET
brj-24569	220	10	restriction	restriction	NOUN
brj-24569	220	11	of	of	ADP
brj-24569	220	12	the	the	DET
brj-24569	220	13	generalizability	generalizability	NOUN
brj-24569	220	14	of	of	ADP
brj-24569	220	15	the	the	DET
brj-24569	220	16	model	model	NOUN
brj-24569	220	17	’s	’s	PART
brj-24569	220	18	predictive	predictive	ADJ
brj-24569	220	19	performance	performance	NOUN
brj-24569	220	20	,	,	PUNCT
brj-24569	220	21	such	such	ADJ
brj-24569	220	22	that	that	SCONJ
brj-24569	220	23	it	it	PRON
brj-24569	220	24	remains	remain	VERB
brj-24569	220	25	consistent	consistent	ADJ
brj-24569	220	26	under	under	ADP
brj-24569	220	27	entirely	entirely	ADV
brj-24569	220	28	new	new	ADJ
brj-24569	220	29	experimental	experimental	ADJ
brj-24569	220	30	conditions	condition	NOUN
brj-24569	220	31	.	.	PUNCT
brj-24569	221	1	each	each	DET
brj-24569	221	2	model	model	NOUN
brj-24569	221	3	used	use	VERB
brj-24569	221	4	k	k	ADJ
brj-24569	221	5	-	-	ADJ
brj-24569	221	6	fold	fold	ADJ
brj-24569	221	7	validation	validation	NOUN
brj-24569	221	8	and	and	CCONJ
brj-24569	221	9	randomizedsearchcv	randomizedsearchcv	VERB
brj-24569	221	10	for	for	ADP
brj-24569	221	11	hyper	hyper	ADJ
brj-24569	221	12	peer	peer	NOUN
brj-24569	221	13	-	-	PUNCT
brj-24569	221	14	reviewed	review	VERB
brj-24569	221	15	article	article	NOUN
brj-24569	221	16	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	221	17	kim	kim	PROPN
brj-24569	221	18	et	et	PROPN
brj-24569	221	19	al	al	PROPN
brj-24569	221	20	.	.	PROPN
brj-24569	222	1	(	(	PUNCT
brj-24569	222	2	2025	2025	NUM
brj-24569	222	3	)	)	PUNCT
brj-24569	222	4	.	.	PUNCT
brj-24569	223	1	“	"	PUNCT
brj-24569	223	2	predicting	predict	VERB
brj-24569	223	3	antioxidant	antioxidant	ADJ
brj-24569	223	4	activity	activity	NOUN
brj-24569	223	5	,	,	PUNCT
brj-24569	223	6	”	"	PUNCT
brj-24569	223	7	bioresources	bioresource	NOUN
brj-24569	223	8	20(4	20(4	NOUN
brj-24569	223	9	)	)	PUNCT
brj-24569	223	10	,	,	PUNCT
brj-24569	223	11	9103	9103	NUM
brj-24569	223	12	-	-	SYM
brj-24569	223	13	9126	9126	NUM
brj-24569	223	14	.	.	PUNCT
brj-24569	224	1	9113	9113	NUM
brj-24569	224	2	parameter	parameter	NOUN
brj-24569	224	3	optimization	optimization	NOUN
brj-24569	224	4	.	.	PUNCT
brj-24569	225	1	the	the	DET
brj-24569	225	2	optimized	optimize	VERB
brj-24569	225	3	values	value	NOUN
brj-24569	225	4	of	of	ADP
brj-24569	225	5	the	the	DET
brj-24569	225	6	hyper	hyper	ADJ
brj-24569	225	7	parameters	parameter	NOUN
brj-24569	225	8	are	be	AUX
brj-24569	225	9	shown	show	VERB
brj-24569	225	10	in	in	ADP
brj-24569	225	11	table	table	NOUN
brj-24569	225	12	2	2	NUM
brj-24569	225	13	.	.	PUNCT
brj-24569	225	14	r2	r2	PROPN
brj-24569	225	15	specifies	specify	VERB
brj-24569	225	16	the	the	DET
brj-24569	225	17	correlation	correlation	NOUN
brj-24569	225	18	between	between	ADP
brj-24569	225	19	the	the	DET
brj-24569	225	20	predicted	predict	VERB
brj-24569	225	21	value	value	NOUN
brj-24569	225	22	and	and	CCONJ
brj-24569	225	23	the	the	DET
brj-24569	225	24	target	target	NOUN
brj-24569	225	25	value	value	NOUN
brj-24569	225	26	.	.	PUNCT
brj-24569	226	1	it	it	PRON
brj-24569	226	2	is	be	AUX
brj-24569	226	3	one	one	NUM
brj-24569	226	4	of	of	ADP
brj-24569	226	5	the	the	DET
brj-24569	226	6	commonly	commonly	ADV
brj-24569	226	7	preferred	preferred	ADJ
brj-24569	226	8	parameters	parameter	NOUN
brj-24569	226	9	to	to	PART
brj-24569	226	10	measure	measure	VERB
brj-24569	226	11	the	the	DET
brj-24569	226	12	performance	performance	NOUN
brj-24569	226	13	of	of	ADP
brj-24569	226	14	a	a	DET
brj-24569	226	15	model	model	NOUN
brj-24569	226	16	.	.	PUNCT
brj-24569	227	1	a	a	DET
brj-24569	227	2	comparison	comparison	NOUN
brj-24569	227	3	of	of	ADP
brj-24569	227	4	the	the	DET
brj-24569	227	5	target	target	NOUN
brj-24569	227	6	values	value	NOUN
brj-24569	227	7	is	be	AUX
brj-24569	227	8	shown	show	VERB
brj-24569	227	9	in	in	ADP
brj-24569	227	10	fig	fig	NOUN
brj-24569	227	11	.	.	PUNCT
brj-24569	228	1	4	4	NUM
brj-24569	228	2	and	and	CCONJ
brj-24569	228	3	fig	fig	NOUN
brj-24569	228	4	.	.	PUNCT
brj-24569	229	1	5	5	X
brj-24569	229	2	.	.	PUNCT
brj-24569	229	3	the	the	DET
brj-24569	229	4	performance	performance	NOUN
brj-24569	229	5	of	of	ADP
brj-24569	229	6	the	the	DET
brj-24569	229	7	trained	train	VERB
brj-24569	229	8	ml	ml	PROPN
brj-24569	229	9	model	model	NOUN
brj-24569	229	10	was	be	AUX
brj-24569	229	11	evaluated	evaluate	VERB
brj-24569	229	12	using	use	VERB
brj-24569	229	13	training	training	NOUN
brj-24569	229	14	and	and	CCONJ
brj-24569	229	15	test	test	NOUN
brj-24569	229	16	sets	set	NOUN
brj-24569	229	17	.	.	PUNCT
brj-24569	230	1	the	the	DET
brj-24569	230	2	rmse	rmse	NOUN
brj-24569	230	3	and	and	CCONJ
brj-24569	230	4	r2	r2	NOUN
brj-24569	230	5	values	value	NOUN
brj-24569	230	6	of	of	ADP
brj-24569	230	7	the	the	DET
brj-24569	230	8	models	model	NOUN
brj-24569	230	9	on	on	ADP
brj-24569	230	10	the	the	DET
brj-24569	230	11	train	train	NOUN
brj-24569	230	12	and	and	CCONJ
brj-24569	230	13	test	test	NOUN
brj-24569	230	14	sets	set	NOUN
brj-24569	230	15	are	be	AUX
brj-24569	230	16	shown	show	VERB
brj-24569	230	17	in	in	ADP
brj-24569	230	18	table	table	NOUN
brj-24569	230	19	4	4	NUM
brj-24569	230	20	.	.	PUNCT
brj-24569	231	1	the	the	DET
brj-24569	231	2	best	well	ADV
brj-24569	231	3	performing	perform	VERB
brj-24569	231	4	model	model	NOUN
brj-24569	231	5	on	on	ADP
brj-24569	231	6	the	the	DET
brj-24569	231	7	training	training	NOUN
brj-24569	231	8	set	set	NOUN
brj-24569	231	9	was	be	AUX
brj-24569	231	10	the	the	DET
brj-24569	231	11	svm	svm	ADJ
brj-24569	231	12	model	model	NOUN
brj-24569	231	13	(	(	PUNCT
brj-24569	231	14	r2	r2	PROPN
brj-24569	231	15	:	:	PUNCT
brj-24569	231	16	0.9656	0.9656	NUM
brj-24569	231	17	,	,	PUNCT
brj-24569	231	18	rmse	rmse	NOUN
brj-24569	231	19	:	:	PUNCT
brj-24569	231	20	9.5996	9.5996	NUM
brj-24569	231	21	)	)	PUNCT
brj-24569	231	22	,	,	PUNCT
brj-24569	231	23	but	but	CCONJ
brj-24569	231	24	the	the	DET
brj-24569	231	25	best	good	ADJ
brj-24569	231	26	performing	perform	VERB
brj-24569	231	27	model	model	NOUN
brj-24569	231	28	on	on	ADP
brj-24569	231	29	the	the	DET
brj-24569	231	30	test	test	NOUN
brj-24569	231	31	set	set	NOUN
brj-24569	231	32	was	be	AUX
brj-24569	231	33	the	the	DET
brj-24569	231	34	xgb	xgb	PROPN
brj-24569	231	35	model	model	NOUN
brj-24569	231	36	(	(	PUNCT
brj-24569	231	37	r2	r2	PROPN
brj-24569	231	38	:	:	PUNCT
brj-24569	231	39	0.9835	0.9835	NUM
brj-24569	231	40	,	,	PUNCT
brj-24569	231	41	rmse	rmse	NOUN
brj-24569	231	42	:	:	PUNCT
brj-24569	231	43	2.5182	2.5182	NUM
brj-24569	231	44	)	)	PUNCT
brj-24569	231	45	.	.	PUNCT
brj-24569	232	1	fig	fig	NOUN
brj-24569	232	2	.	.	PUNCT
brj-24569	233	1	4	4	X
brj-24569	233	2	.	.	X
brj-24569	233	3	scatter	scatter	NOUN
brj-24569	233	4	plot	plot	NOUN
brj-24569	233	5	of	of	ADP
brj-24569	233	6	actual	actual	ADJ
brj-24569	233	7	versus	versus	ADP
brj-24569	233	8	rf	rf	ADJ
brj-24569	233	9	(	(	PUNCT
brj-24569	233	10	a	a	NOUN
brj-24569	233	11	)	)	PUNCT
brj-24569	233	12	and	and	CCONJ
brj-24569	233	13	svm(b	svm(b	NOUN
brj-24569	233	14	)	)	PUNCT
brj-24569	233	15	model	model	NOUN
brj-24569	233	16	predicted	predict	VERB
brj-24569	233	17	values	value	NOUN
brj-24569	233	18	for	for	ADP
brj-24569	233	19	abts	abt	NOUN
brj-24569	233	20	radical	radical	ADJ
brj-24569	233	21	scavenging	scavenging	ADJ
brj-24569	233	22	activity	activity	NOUN
brj-24569	233	23	the	the	DET
brj-24569	233	24	2fi	2fi	ADJ
brj-24569	233	25	model	model	NOUN
brj-24569	233	26	(	(	PUNCT
brj-24569	233	27	r2:0.6063	r2:0.6063	PROPN
brj-24569	233	28	)	)	PUNCT
brj-24569	233	29	,	,	PUNCT
brj-24569	233	30	a	a	DET
brj-24569	233	31	mathematical	mathematical	ADJ
brj-24569	233	32	model	model	NOUN
brj-24569	233	33	,	,	PUNCT
brj-24569	233	34	exhibited	exhibit	VERB
brj-24569	233	35	a	a	DET
brj-24569	233	36	substantially	substantially	ADV
brj-24569	233	37	lower	low	ADJ
brj-24569	233	38	predictive	predictive	ADJ
brj-24569	233	39	capacity	capacity	NOUN
brj-24569	233	40	compared	compare	VERB
brj-24569	233	41	to	to	ADP
brj-24569	233	42	other	other	ADJ
brj-24569	233	43	machine	machine	NOUN
brj-24569	233	44	learning	learning	NOUN
brj-24569	233	45	models	model	NOUN
brj-24569	233	46	.	.	PUNCT
brj-24569	234	1	this	this	DET
brj-24569	234	2	finding	finding	NOUN
brj-24569	234	3	suggests	suggest	VERB
brj-24569	234	4	that	that	SCONJ
brj-24569	234	5	traditional	traditional	ADJ
brj-24569	234	6	mathematical	mathematical	ADJ
brj-24569	234	7	models	model	NOUN
brj-24569	234	8	are	be	AUX
brj-24569	234	9	effective	effective	ADJ
brj-24569	234	10	in	in	ADP
brj-24569	234	11	capturing	capture	VERB
brj-24569	234	12	linear	linear	ADJ
brj-24569	234	13	relationships	relationship	NOUN
brj-24569	234	14	between	between	ADP
brj-24569	234	15	input	input	NOUN
brj-24569	234	16	variables	variable	NOUN
brj-24569	234	17	but	but	CCONJ
brj-24569	234	18	are	be	AUX
brj-24569	234	19	limited	limit	VERB
brj-24569	234	20	in	in	ADP
brj-24569	234	21	capturing	capture	VERB
brj-24569	234	22	non	non	ADJ
brj-24569	234	23	-	-	ADJ
brj-24569	234	24	linear	linear	ADJ
brj-24569	234	25	relationships	relationship	NOUN
brj-24569	234	26	.	.	PUNCT
brj-24569	235	1	zhu	zhu	PROPN
brj-24569	235	2	et	et	PROPN
brj-24569	235	3	al	al	PROPN
brj-24569	235	4	.	.	PROPN
brj-24569	235	5	(	(	PUNCT
brj-24569	235	6	2024	2024	NUM
brj-24569	235	7	)	)	PUNCT
brj-24569	235	8	and	and	CCONJ
brj-24569	235	9	alqahtani	alqahtani	PROPN
brj-24569	235	10	et	et	PROPN
brj-24569	235	11	al	al	PROPN
brj-24569	235	12	.	.	PROPN
brj-24569	235	13	(	(	PUNCT
brj-24569	235	14	2025	2025	NUM
brj-24569	235	15	)	)	PUNCT
brj-24569	235	16	found	find	VERB
brj-24569	235	17	that	that	SCONJ
brj-24569	235	18	the	the	DET
brj-24569	235	19	model	model	NOUN
brj-24569	235	20	based	base	VERB
brj-24569	235	21	on	on	ADP
brj-24569	235	22	xgb	xgb	PROPN
brj-24569	235	23	outperformed	outperform	VERB
brj-24569	235	24	the	the	DET
brj-24569	235	25	traditional	traditional	ADJ
brj-24569	235	26	multiple	multiple	ADJ
brj-24569	235	27	linear	linear	ADJ
brj-24569	235	28	regression	regression	NOUN
brj-24569	235	29	model	model	NOUN
brj-24569	235	30	and	and	CCONJ
brj-24569	235	31	other	other	ADJ
brj-24569	235	32	machine	machine	NOUN
brj-24569	235	33	learning	learning	NOUN
brj-24569	235	34	models	model	NOUN
brj-24569	235	35	in	in	ADP
brj-24569	235	36	predicting	predict	VERB
brj-24569	235	37	the	the	DET
brj-24569	235	38	activity	activity	NOUN
brj-24569	235	39	of	of	ADP
brj-24569	235	40	extracts	extract	NOUN
brj-24569	235	41	.	.	PUNCT
brj-24569	236	1	the	the	DET
brj-24569	236	2	findings	finding	NOUN
brj-24569	236	3	indicate	indicate	VERB
brj-24569	236	4	that	that	SCONJ
brj-24569	236	5	boosting	boost	VERB
brj-24569	236	6	-	-	PUNCT
brj-24569	236	7	based	base	VERB
brj-24569	236	8	machine	machine	NOUN
brj-24569	236	9	learning	learning	NOUN
brj-24569	236	10	(	(	PUNCT
brj-24569	236	11	ml	ml	NOUN
brj-24569	236	12	)	)	PUNCT
brj-24569	236	13	models	model	NOUN
brj-24569	236	14	demonstrate	demonstrate	VERB
brj-24569	236	15	superior	superior	ADJ
brj-24569	236	16	efficacy	efficacy	NOUN
brj-24569	236	17	in	in	ADP
brj-24569	236	18	predicting	predict	VERB
brj-24569	236	19	the	the	DET
brj-24569	236	20	activity	activity	NOUN
brj-24569	236	21	of	of	ADP
brj-24569	236	22	extracts	extract	NOUN
brj-24569	236	23	from	from	ADP
brj-24569	236	24	variables	variable	NOUN
brj-24569	236	25	(	(	PUNCT
brj-24569	236	26	temperature	temperature	NOUN
brj-24569	236	27	,	,	PUNCT
brj-24569	236	28	time	time	NOUN
brj-24569	236	29	,	,	PUNCT
brj-24569	236	30	liquid	liquid	ADJ
brj-24569	236	31	/solid	/solid	PUNCT
brj-24569	236	32	(	(	PUNCT
brj-24569	236	33	a	a	NOUN
brj-24569	236	34	)	)	PUNCT
brj-24569	236	35	(	(	PUNCT
brj-24569	236	36	b	b	NOUN
brj-24569	236	37	)	)	PUNCT
brj-24569	236	38	peer	peer	NOUN
brj-24569	236	39	-	-	PUNCT
brj-24569	236	40	reviewed	review	VERB
brj-24569	236	41	article	article	NOUN
brj-24569	236	42	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	236	43	kim	kim	PROPN
brj-24569	236	44	et	et	PROPN
brj-24569	236	45	al	al	PROPN
brj-24569	236	46	.	.	PROPN
brj-24569	237	1	(	(	PUNCT
brj-24569	237	2	2025	2025	NUM
brj-24569	237	3	)	)	PUNCT
brj-24569	237	4	.	.	PUNCT
brj-24569	238	1	“	"	PUNCT
brj-24569	238	2	predicting	predict	VERB
brj-24569	238	3	antioxidant	antioxidant	ADJ
brj-24569	238	4	activity	activity	NOUN
brj-24569	238	5	,	,	PUNCT
brj-24569	238	6	”	"	PUNCT
brj-24569	238	7	bioresources	bioresource	NOUN
brj-24569	238	8	20(4	20(4	NOUN
brj-24569	238	9	)	)	PUNCT
brj-24569	238	10	,	,	PUNCT
brj-24569	238	11	9103	9103	NUM
brj-24569	238	12	-	-	SYM
brj-24569	238	13	9126	9126	NUM
brj-24569	238	14	.	.	PUNCT
brj-24569	239	1	9114	9114	NUM
brj-24569	239	2	ratio	ratio	NOUN
brj-24569	239	3	,	,	PUNCT
brj-24569	239	4	polyphenol	polyphenol	NOUN
brj-24569	239	5	content	content	NOUN
brj-24569	239	6	,	,	PUNCT
brj-24569	239	7	and	and	CCONJ
brj-24569	239	8	flavonoid	flavonoid	PROPN
brj-24569	239	9	content	content	PROPN
brj-24569	239	10	)	)	PUNCT
brj-24569	239	11	when	when	SCONJ
brj-24569	239	12	compared	compare	VERB
brj-24569	239	13	to	to	ADP
brj-24569	239	14	conventional	conventional	ADJ
brj-24569	239	15	regression	regression	NOUN
brj-24569	239	16	models	model	NOUN
brj-24569	239	17	.	.	PUNCT
brj-24569	240	1	table	table	NOUN
brj-24569	240	2	4	4	NUM
brj-24569	240	3	.	.	PUNCT
brj-24569	241	1	r2	r2	PROPN
brj-24569	241	2	and	and	CCONJ
brj-24569	241	3	rmse	rmse	ADJ
brj-24569	241	4	results	result	NOUN
brj-24569	241	5	for	for	ADP
brj-24569	241	6	each	each	DET
brj-24569	241	7	machine	machine	NOUN
brj-24569	241	8	learning	learn	VERB
brj-24569	241	9	model	model	NOUN
brj-24569	241	10	on	on	ADP
brj-24569	241	11	the	the	DET
brj-24569	241	12	train	train	NOUN
brj-24569	241	13	set	set	NOUN
brj-24569	241	14	and	and	CCONJ
brj-24569	241	15	test	test	NOUN
brj-24569	241	16	set	set	VERB
brj-24569	241	17	train	train	NOUN
brj-24569	241	18	rmse	rmse	PROPN
brj-24569	241	19	trian	trian	PROPN
brj-24569	241	20	r2	r2	PROPN
brj-24569	241	21	test	test	PROPN
brj-24569	241	22	rmse	rmse	PROPN
brj-24569	241	23	test	test	NOUN
brj-24569	241	24	r2	r2	PROPN
brj-24569	241	25	rf	rf	VERB
brj-24569	241	26	13.2732	13.2732	NUM
brj-24569	241	27	0.8741	0.8741	NUM
brj-24569	241	28	8.0924	8.0924	NUM
brj-24569	241	29	0.8292	0.8292	NUM
brj-24569	241	30	svm	svm	PROPN
brj-24569	241	31	9.5996	9.5996	NUM
brj-24569	241	32	0.9656	0.9656	NUM
brj-24569	241	33	3.2435	3.2435	NUM
brj-24569	241	34	0.9726	0.9726	NUM
brj-24569	241	35	xgb	xgb	PROPN
brj-24569	241	36	12.8292	12.8292	NUM
brj-24569	241	37	0.9992	0.9992	NUM
brj-24569	241	38	2.5182	2.5182	NUM
brj-24569	241	39	0.9835	0.9835	NUM
brj-24569	241	40	ransac	ransac	NOUN
brj-24569	241	41	18.3341	18.3341	NUM
brj-24569	241	42	0.106	0.106	NUM
brj-24569	241	43	16.6802	16.6802	NUM
brj-24569	241	44	0.2743	0.2743	NUM
brj-24569	241	45	fig	fig	NOUN
brj-24569	241	46	.	.	PUNCT
brj-24569	242	1	5	5	X
brj-24569	242	2	.	.	X
brj-24569	242	3	scatter	scatter	NOUN
brj-24569	242	4	plot	plot	NOUN
brj-24569	242	5	of	of	ADP
brj-24569	242	6	actual	actual	ADJ
brj-24569	242	7	versus	versus	ADP
brj-24569	242	8	xgb	xgb	PROPN
brj-24569	242	9	(	(	PUNCT
brj-24569	242	10	a	a	NOUN
brj-24569	242	11	)	)	PUNCT
brj-24569	242	12	and	and	CCONJ
brj-24569	242	13	ransac(b	ransac(b	NOUN
brj-24569	242	14	)	)	PUNCT
brj-24569	242	15	model	model	NOUN
brj-24569	242	16	predicted	predict	VERB
brj-24569	242	17	values	value	NOUN
brj-24569	242	18	for	for	ADP
brj-24569	242	19	abts	abt	NOUN
brj-24569	242	20	radical	radical	ADJ
brj-24569	242	21	scavenging	scavenge	VERB
brj-24569	242	22	activity	activity	NOUN
brj-24569	242	23	evaluating	evaluate	VERB
brj-24569	242	24	features	feature	NOUN
brj-24569	242	25	of	of	ADP
brj-24569	242	26	importance	importance	NOUN
brj-24569	242	27	in	in	ADP
brj-24569	242	28	ml	ml	NOUN
brj-24569	242	29	models	model	NOUN
brj-24569	242	30	the	the	DET
brj-24569	242	31	ml	ml	ADV
brj-24569	242	32	-	-	PUNCT
brj-24569	242	33	based	base	VERB
brj-24569	242	34	feature	feature	NOUN
brj-24569	242	35	analysis	analysis	NOUN
brj-24569	242	36	was	be	AUX
brj-24569	242	37	performed	perform	VERB
brj-24569	242	38	to	to	PART
brj-24569	242	39	assess	assess	VERB
brj-24569	242	40	the	the	DET
brj-24569	242	41	importance	importance	NOUN
brj-24569	242	42	of	of	ADP
brj-24569	242	43	the	the	DET
brj-24569	242	44	input	input	NOUN
brj-24569	242	45	features	feature	NOUN
brj-24569	242	46	.	.	PUNCT
brj-24569	243	1	the	the	DET
brj-24569	243	2	model	model	NOUN
brj-24569	243	3	was	be	AUX
brj-24569	243	4	selected	select	VERB
brj-24569	243	5	based	base	VERB
brj-24569	243	6	on	on	ADP
brj-24569	243	7	its	its	PRON
brj-24569	243	8	prediction	prediction	NOUN
brj-24569	243	9	performance	performance	NOUN
brj-24569	243	10	to	to	PART
brj-24569	243	11	generate	generate	VERB
brj-24569	243	12	feature	feature	NOUN
brj-24569	243	13	importance	importance	NOUN
brj-24569	243	14	.	.	PUNCT
brj-24569	244	1	for	for	ADP
brj-24569	244	2	antioxidant	antioxidant	ADJ
brj-24569	244	3	activity	activity	NOUN
brj-24569	244	4	,	,	PUNCT
brj-24569	244	5	flavonoids	flavonoid	NOUN
brj-24569	244	6	are	be	AUX
brj-24569	244	7	the	the	DET
brj-24569	244	8	most	most	ADV
brj-24569	244	9	important	important	ADJ
brj-24569	244	10	feature	feature	NOUN
brj-24569	244	11	(	(	PUNCT
brj-24569	244	12	~7	~7	NOUN
brj-24569	244	13	)	)	PUNCT
brj-24569	244	14	(	(	PUNCT
brj-24569	244	15	fig	fig	NOUN
brj-24569	244	16	.	.	PUNCT
brj-24569	244	17	6	6	NUM
brj-24569	244	18	)	)	PUNCT
brj-24569	244	19	,	,	PUNCT
brj-24569	244	20	which	which	PRON
brj-24569	244	21	is	be	AUX
brj-24569	244	22	consistent	consistent	ADJ
brj-24569	244	23	with	with	ADP
brj-24569	244	24	previous	previous	ADJ
brj-24569	244	25	studies	study	NOUN
brj-24569	244	26	that	that	SCONJ
brj-24569	244	27	flavonoids	flavonoid	NOUN
brj-24569	244	28	are	be	AUX
brj-24569	244	29	an	an	DET
brj-24569	244	30	important	important	ADJ
brj-24569	244	31	factor	factor	NOUN
brj-24569	244	32	influencing	influence	VERB
brj-24569	244	33	antioxidant	antioxidant	ADJ
brj-24569	244	34	activity	activity	NOUN
brj-24569	244	35	(	(	PUNCT
brj-24569	244	36	abeysinghe	abeysinghe	NOUN
brj-24569	244	37	et	et	PROPN
brj-24569	244	38	al	al	PROPN
brj-24569	244	39	.	.	PROPN
brj-24569	244	40	2021	2021	NUM
brj-24569	244	41	)	)	PUNCT
brj-24569	244	42	.	.	PUNCT
brj-24569	245	1	flavonoids	flavonoid	NOUN
brj-24569	245	2	are	be	AUX
brj-24569	245	3	renowned	renowned	ADJ
brj-24569	245	4	for	for	ADP
brj-24569	245	5	their	their	PRON
brj-24569	245	6	antioxidant	antioxidant	ADJ
brj-24569	245	7	activity	activity	NOUN
brj-24569	245	8	,	,	PUNCT
brj-24569	245	9	which	which	PRON
brj-24569	245	10	is	be	AUX
brj-24569	245	11	attributed	attribute	VERB
brj-24569	245	12	to	to	ADP
brj-24569	245	13	their	their	PRON
brj-24569	245	14	capacity	capacity	NOUN
brj-24569	245	15	to	to	PART
brj-24569	245	16	stabilize	stabilize	VERB
brj-24569	245	17	free	free	ADJ
brj-24569	245	18	radicals	radical	NOUN
brj-24569	245	19	by	by	ADP
brj-24569	245	20	donating	donate	VERB
brj-24569	245	21	hydrogen	hydrogen	NOUN
brj-24569	245	22	.	.	PUNCT
brj-24569	246	1	flavonoids	flavonoid	NOUN
brj-24569	246	2	are	be	AUX
brj-24569	246	3	a	a	DET
brj-24569	246	4	class	class	NOUN
brj-24569	246	5	of	of	ADP
brj-24569	246	6	phytonutrients	phytonutrient	NOUN
brj-24569	246	7	that	that	PRON
brj-24569	246	8	have	have	VERB
brj-24569	246	9	(	(	PUNCT
brj-24569	246	10	a	a	X
brj-24569	246	11	)	)	PUNCT
brj-24569	246	12	(	(	PUNCT
brj-24569	246	13	b	b	NOUN
brj-24569	246	14	)	)	PUNCT
brj-24569	246	15	peer	peer	NOUN
brj-24569	246	16	-	-	PUNCT
brj-24569	246	17	reviewed	review	VERB
brj-24569	246	18	article	article	NOUN
brj-24569	246	19	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	246	20	kim	kim	PROPN
brj-24569	246	21	et	et	PROPN
brj-24569	246	22	al	al	PROPN
brj-24569	246	23	.	.	PROPN
brj-24569	247	1	(	(	PUNCT
brj-24569	247	2	2025	2025	NUM
brj-24569	247	3	)	)	PUNCT
brj-24569	247	4	.	.	PUNCT
brj-24569	248	1	“	"	PUNCT
brj-24569	248	2	predicting	predict	VERB
brj-24569	248	3	antioxidant	antioxidant	ADJ
brj-24569	248	4	activity	activity	NOUN
brj-24569	248	5	,	,	PUNCT
brj-24569	248	6	”	"	PUNCT
brj-24569	248	7	bioresources	bioresource	NOUN
brj-24569	248	8	20(4	20(4	NOUN
brj-24569	248	9	)	)	PUNCT
brj-24569	248	10	,	,	PUNCT
brj-24569	248	11	9103	9103	NUM
brj-24569	248	12	-	-	SYM
brj-24569	248	13	9126	9126	NUM
brj-24569	248	14	.	.	PUNCT
brj-24569	249	1	9115	9115	NUM
brj-24569	249	2	been	be	AUX
brj-24569	249	3	shown	show	VERB
brj-24569	249	4	to	to	PART
brj-24569	249	5	possess	possess	VERB
brj-24569	249	6	significant	significant	ADJ
brj-24569	249	7	antioxidant	antioxidant	ADJ
brj-24569	249	8	properties	property	NOUN
brj-24569	249	9	.	.	PUNCT
brj-24569	250	1	their	their	PRON
brj-24569	250	2	structural	structural	ADJ
brj-24569	250	3	characteristics	characteristic	NOUN
brj-24569	250	4	,	,	PUNCT
brj-24569	250	5	particularly	particularly	ADV
brj-24569	250	6	the	the	DET
brj-24569	250	7	presence	presence	NOUN
brj-24569	250	8	of	of	ADP
brj-24569	250	9	multiple	multiple	ADJ
brj-24569	250	10	hydroxy	hydroxy	ADJ
brj-24569	250	11	groups	group	NOUN
brj-24569	250	12	on	on	ADP
brj-24569	250	13	the	the	DET
brj-24569	250	14	b	b	PROPN
brj-24569	250	15	ring	ring	NOUN
brj-24569	250	16	,	,	PUNCT
brj-24569	250	17	facilitate	facilitate	VERB
brj-24569	250	18	the	the	DET
brj-24569	250	19	donation	donation	NOUN
brj-24569	250	20	of	of	ADP
brj-24569	250	21	hydrogen	hydrogen	NOUN
brj-24569	250	22	to	to	ADP
brj-24569	250	23	free	free	ADJ
brj-24569	250	24	radicals	radical	NOUN
brj-24569	250	25	,	,	PUNCT
brj-24569	250	26	thereby	thereby	ADV
brj-24569	250	27	neutralizing	neutralize	VERB
brj-24569	250	28	them	they	PRON
brj-24569	250	29	(	(	PUNCT
brj-24569	250	30	sekher	sekher	NOUN
brj-24569	250	31	pannala	pannala	PROPN
brj-24569	250	32	et	et	PROPN
brj-24569	250	33	al	al	PROPN
brj-24569	250	34	.	.	PROPN
brj-24569	250	35	2001	2001	NUM
brj-24569	250	36	;	;	PUNCT
brj-24569	250	37	wolfe	wolfe	PROPN
brj-24569	250	38	and	and	CCONJ
brj-24569	250	39	liu	liu	PROPN
brj-24569	250	40	2008	2008	NUM
brj-24569	250	41	)	)	PUNCT
brj-24569	250	42	.	.	PUNCT
brj-24569	251	1	extraction	extraction	NOUN
brj-24569	251	2	temperature	temperature	NOUN
brj-24569	251	3	is	be	AUX
brj-24569	251	4	the	the	DET
brj-24569	251	5	second	second	ADJ
brj-24569	251	6	important	important	ADJ
brj-24569	251	7	feature	feature	NOUN
brj-24569	251	8	;	;	PUNCT
brj-24569	251	9	the	the	DET
brj-24569	251	10	actual	actual	ADJ
brj-24569	251	11	temperature	temperature	NOUN
brj-24569	251	12	is	be	AUX
brj-24569	251	13	a	a	DET
brj-24569	251	14	factor	factor	NOUN
brj-24569	251	15	that	that	PRON
brj-24569	251	16	can	can	AUX
brj-24569	251	17	determine	determine	VERB
brj-24569	251	18	the	the	DET
brj-24569	251	19	content	content	NOUN
brj-24569	251	20	of	of	ADP
brj-24569	251	21	both	both	DET
brj-24569	251	22	flavonoids	flavonoid	NOUN
brj-24569	251	23	and	and	CCONJ
brj-24569	251	24	polyphenols	polyphenol	NOUN
brj-24569	251	25	(	(	PUNCT
brj-24569	251	26	antony	antony	NOUN
brj-24569	251	27	and	and	CCONJ
brj-24569	251	28	farid	farid	PROPN
brj-24569	251	29	2022	2022	NUM
brj-24569	251	30	)	)	PUNCT
brj-24569	251	31	.	.	PUNCT
brj-24569	252	1	if	if	SCONJ
brj-24569	252	2	the	the	DET
brj-24569	252	3	temperature	temperature	NOUN
brj-24569	252	4	of	of	ADP
brj-24569	252	5	the	the	DET
brj-24569	252	6	extraction	extraction	NOUN
brj-24569	252	7	increases	increase	NOUN
brj-24569	252	8	,	,	PUNCT
brj-24569	252	9	the	the	DET
brj-24569	252	10	cell	cell	NOUN
brj-24569	252	11	matrix	matrix	NOUN
brj-24569	252	12	opens	open	VERB
brj-24569	252	13	up	up	ADP
brj-24569	252	14	and	and	CCONJ
brj-24569	252	15	consequently	consequently	ADV
brj-24569	252	16	increases	increase	VERB
brj-24569	252	17	the	the	DET
brj-24569	252	18	availability	availability	NOUN
brj-24569	252	19	of	of	ADP
brj-24569	252	20	flavonoids	flavonoid	NOUN
brj-24569	252	21	for	for	ADP
brj-24569	252	22	extraction	extraction	NOUN
brj-24569	252	23	.	.	PUNCT
brj-24569	253	1	in	in	ADP
brj-24569	253	2	addition	addition	NOUN
brj-24569	253	3	,	,	PUNCT
brj-24569	253	4	at	at	ADP
brj-24569	253	5	higher	high	ADJ
brj-24569	253	6	temperatures	temperature	NOUN
brj-24569	253	7	,	,	PUNCT
brj-24569	253	8	solvent	solvent	ADJ
brj-24569	253	9	viscosity	viscosity	NOUN
brj-24569	253	10	decreases	decrease	VERB
brj-24569	253	11	,	,	PUNCT
brj-24569	253	12	and	and	CCONJ
brj-24569	253	13	diffusivity	diffusivity	NOUN
brj-24569	253	14	increases	increase	NOUN
brj-24569	253	15	,	,	PUNCT
brj-24569	253	16	which	which	PRON
brj-24569	253	17	increases	increase	VERB
brj-24569	253	18	extraction	extraction	NOUN
brj-24569	253	19	efficiency	efficiency	NOUN
brj-24569	253	20	(	(	PUNCT
brj-24569	253	21	camel	camel	NOUN
brj-24569	253	22	2000	2000	NUM
brj-24569	253	23	;	;	PUNCT
brj-24569	253	24	pan	pan	PROPN
brj-24569	253	25	et	et	PROPN
brj-24569	253	26	al	al	PROPN
brj-24569	253	27	.	.	PROPN
brj-24569	253	28	2000	2000	NUM
brj-24569	253	29	)	)	PUNCT
brj-24569	253	30	.	.	PUNCT
brj-24569	254	1	considering	consider	VERB
brj-24569	254	2	the	the	DET
brj-24569	254	3	above	above	ADJ
brj-24569	254	4	features	feature	NOUN
brj-24569	254	5	,	,	PUNCT
brj-24569	254	6	the	the	DET
brj-24569	254	7	most	most	ADV
brj-24569	254	8	important	important	ADJ
brj-24569	254	9	way	way	NOUN
brj-24569	254	10	to	to	PART
brj-24569	254	11	increase	increase	VERB
brj-24569	254	12	antioxidant	antioxidant	ADJ
brj-24569	254	13	activity	activity	NOUN
brj-24569	254	14	is	be	AUX
brj-24569	254	15	to	to	PART
brj-24569	254	16	optimize	optimize	VERB
brj-24569	254	17	the	the	DET
brj-24569	254	18	extraction	extraction	NOUN
brj-24569	254	19	temperature	temperature	NOUN
brj-24569	254	20	.	.	PUNCT
brj-24569	255	1	fig	fig	NOUN
brj-24569	255	2	.	.	PUNCT
brj-24569	256	1	6	6	NUM
brj-24569	256	2	.	.	X
brj-24569	256	3	shap	shap	PROPN
brj-24569	256	4	value	value	NOUN
brj-24569	256	5	(	(	PUNCT
brj-24569	256	6	a	a	NOUN
brj-24569	256	7	)	)	PUNCT
brj-24569	256	8	and	and	CCONJ
brj-24569	256	9	feature	feature	NOUN
brj-24569	256	10	importance	importance	NOUN
brj-24569	256	11	(	(	PUNCT
brj-24569	256	12	b	b	NOUN
brj-24569	256	13	)	)	PUNCT
brj-24569	256	14	of	of	ADP
brj-24569	256	15	each	each	DET
brj-24569	256	16	input	input	NOUN
brj-24569	256	17	feature	feature	NOUN
brj-24569	256	18	for	for	ADP
brj-24569	256	19	predicting	predict	VERB
brj-24569	256	20	abts	abt	NOUN
brj-24569	256	21	antioxidant	antioxidant	ADJ
brj-24569	256	22	activity	activity	NOUN
brj-24569	256	23	extraction	extraction	NOUN
brj-24569	256	24	process	process	NOUN
brj-24569	256	25	optimization	optimization	NOUN
brj-24569	256	26	the	the	DET
brj-24569	256	27	xgb	xgb	PROPN
brj-24569	256	28	model	model	NOUN
brj-24569	256	29	,	,	PUNCT
brj-24569	256	30	which	which	PRON
brj-24569	256	31	demonstrated	demonstrate	VERB
brj-24569	256	32	the	the	DET
brj-24569	256	33	highest	high	ADJ
brj-24569	256	34	r2	r2	NOUN
brj-24569	256	35	value	value	NOUN
brj-24569	256	36	among	among	ADP
brj-24569	256	37	the	the	DET
brj-24569	256	38	various	various	ADJ
brj-24569	256	39	machine	machine	NOUN
brj-24569	256	40	learning	learning	NOUN
brj-24569	256	41	models	model	NOUN
brj-24569	256	42	,	,	PUNCT
brj-24569	256	43	was	be	AUX
brj-24569	256	44	selected	select	VERB
brj-24569	256	45	to	to	PART
brj-24569	256	46	optimize	optimize	VERB
brj-24569	256	47	the	the	DET
brj-24569	256	48	extraction	extraction	NOUN
brj-24569	256	49	process	process	NOUN
brj-24569	256	50	.	.	PUNCT
brj-24569	257	1	figure	figure	NOUN
brj-24569	257	2	7	7	NUM
brj-24569	257	3	illustrates	illustrate	VERB
brj-24569	257	4	the	the	DET
brj-24569	257	5	multivariate	multivariate	NOUN
brj-24569	257	6	relationships	relationship	NOUN
brj-24569	257	7	among	among	ADP
brj-24569	257	8	process	process	NOUN
brj-24569	257	9	variables	variable	NOUN
brj-24569	257	10	(	(	PUNCT
brj-24569	257	11	temperature	temperature	NOUN
brj-24569	257	12	,	,	PUNCT
brj-24569	257	13	time	time	NOUN
brj-24569	257	14	,	,	PUNCT
brj-24569	257	15	s	s	NOUN
brj-24569	257	16	/	/	SYM
brj-24569	257	17	l	l	NOUN
brj-24569	257	18	ratio	ratio	NOUN
brj-24569	257	19	,	,	PUNCT
brj-24569	257	20	polyphenol	polyphenol	NOUN
brj-24569	257	21	,	,	PUNCT
brj-24569	257	22	and	and	CCONJ
brj-24569	257	23	flavonoid	flavonoid	NOUN
brj-24569	257	24	)	)	PUNCT
brj-24569	257	25	,	,	PUNCT
brj-24569	257	26	as	as	ADV
brj-24569	257	27	well	well	ADV
brj-24569	257	28	as	as	ADP
brj-24569	257	29	the	the	DET
brj-24569	257	30	model	model	NOUN
brj-24569	257	31	's	's	PART
brj-24569	257	32	predicted	predict	VERB
brj-24569	257	33	abts	abt	NOUN
brj-24569	257	34	radicalscavenging	radicalscavenge	VERB
brj-24569	257	35	activity	activity	NOUN
brj-24569	257	36	(	(	PUNCT
brj-24569	257	37	%	%	NOUN
brj-24569	257	38	)	)	PUNCT
brj-24569	257	39	.	.	PUNCT
brj-24569	258	1	this	this	PRON
brj-24569	258	2	was	be	AUX
brj-24569	258	3	achieved	achieve	VERB
brj-24569	258	4	by	by	ADP
brj-24569	258	5	employing	employ	VERB
brj-24569	258	6	parallel	parallel	ADJ
brj-24569	258	7	coordinates	coordinate	NOUN
brj-24569	258	8	visualization	visualization	NOUN
brj-24569	258	9	of	of	ADP
brj-24569	258	10	100	100	NUM
brj-24569	258	11	randomly	randomly	ADV
brj-24569	258	12	sampled	sample	VERB
brj-24569	258	13	grid	grid	NOUN
brj-24569	258	14	-	-	PUNCT
brj-24569	258	15	search	search	NOUN
brj-24569	258	16	experiments	experiment	NOUN
brj-24569	258	17	.	.	PUNCT
brj-24569	259	1	each	each	DET
brj-24569	259	2	polyline	polyline	NOUN
brj-24569	259	3	in	in	ADP
brj-24569	259	4	the	the	DET
brj-24569	259	5	graph	graph	NOUN
brj-24569	259	6	represents	represent	VERB
brj-24569	259	7	an	an	DET
brj-24569	259	8	individual	individual	ADJ
brj-24569	259	9	experimental	experimental	ADJ
brj-24569	259	10	run	run	NOUN
brj-24569	259	11	,	,	PUNCT
brj-24569	259	12	with	with	ADP
brj-24569	259	13	its	its	PRON
brj-24569	259	14	color	color	NOUN
brj-24569	259	15	on	on	ADP
brj-24569	259	16	the	the	DET
brj-24569	259	17	“	"	PUNCT
brj-24569	259	18	plasma	plasma	NOUN
brj-24569	259	19	”	"	PUNCT
brj-24569	259	20	scale	scale	NOUN
brj-24569	259	21	corresponding	correspond	VERB
brj-24569	259	22	to	to	ADP
brj-24569	259	23	the	the	DET
brj-24569	259	24	predicted	predict	VERB
brj-24569	259	25	abts	abt	NOUN
brj-24569	259	26	inhibition	inhibition	NOUN
brj-24569	259	27	(	(	PUNCT
brj-24569	259	28	10	10	NUM
brj-24569	259	29	%	%	NOUN
brj-24569	259	30	to	to	PART
brj-24569	259	31	90	90	NUM
brj-24569	259	32	%	%	NOUN
brj-24569	259	33	)	)	PUNCT
brj-24569	259	34	.	.	PUNCT
brj-24569	260	1	this	this	DET
brj-24569	260	2	perspective	perspective	NOUN
brj-24569	260	3	underscores	underscore	VERB
brj-24569	260	4	the	the	DET
brj-24569	260	5	pivotal	pivotal	ADJ
brj-24569	260	6	role	role	NOUN
brj-24569	260	7	that	that	SCONJ
brj-24569	260	8	combinations	combination	NOUN
brj-24569	260	9	of	of	ADP
brj-24569	260	10	extraction	extraction	NOUN
brj-24569	260	11	conditions	condition	NOUN
brj-24569	260	12	play	play	VERB
brj-24569	260	13	in	in	ADP
brj-24569	260	14	(	(	PUNCT
brj-24569	260	15	a	a	NOUN
brj-24569	260	16	)	)	PUNCT
brj-24569	260	17	(	(	PUNCT
brj-24569	260	18	a	a	X
brj-24569	260	19	)	)	PUNCT
brj-24569	260	20	peer	peer	NOUN
brj-24569	260	21	-	-	PUNCT
brj-24569	260	22	reviewed	review	VERB
brj-24569	260	23	article	article	NOUN
brj-24569	260	24	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	260	25	kim	kim	PROPN
brj-24569	260	26	et	et	PROPN
brj-24569	260	27	al	al	PROPN
brj-24569	260	28	.	.	PROPN
brj-24569	261	1	(	(	PUNCT
brj-24569	261	2	2025	2025	NUM
brj-24569	261	3	)	)	PUNCT
brj-24569	261	4	.	.	PUNCT
brj-24569	262	1	“	"	PUNCT
brj-24569	262	2	predicting	predict	VERB
brj-24569	262	3	antioxidant	antioxidant	ADJ
brj-24569	262	4	activity	activity	NOUN
brj-24569	262	5	,	,	PUNCT
brj-24569	262	6	”	"	PUNCT
brj-24569	262	7	bioresources	bioresource	NOUN
brj-24569	262	8	20(4	20(4	NOUN
brj-24569	262	9	)	)	PUNCT
brj-24569	262	10	,	,	PUNCT
brj-24569	262	11	9103	9103	NUM
brj-24569	262	12	-	-	SYM
brj-24569	262	13	9126	9126	NUM
brj-24569	262	14	.	.	PUNCT
brj-24569	263	1	9116	9116	NUM
brj-24569	263	2	determining	determine	VERB
brj-24569	263	3	antioxidant	antioxidant	ADJ
brj-24569	263	4	performance	performance	NOUN
brj-24569	263	5	.	.	PUNCT
brj-24569	264	1	the	the	DET
brj-24569	264	2	process	process	NOUN
brj-24569	264	3	variable	variable	ADJ
brj-24569	264	4	values	value	NOUN
brj-24569	264	5	that	that	PRON
brj-24569	264	6	were	be	AUX
brj-24569	264	7	optimized	optimize	VERB
brj-24569	264	8	with	with	ADP
brj-24569	264	9	the	the	DET
brj-24569	264	10	xgb	xgb	PROPN
brj-24569	264	11	model	model	NOUN
brj-24569	264	12	are	be	AUX
brj-24569	264	13	as	as	SCONJ
brj-24569	264	14	follows	follow	VERB
brj-24569	264	15	:	:	PUNCT
brj-24569	264	16	the	the	DET
brj-24569	264	17	experiment	experiment	NOUN
brj-24569	264	18	yielded	yield	VERB
brj-24569	264	19	the	the	DET
brj-24569	264	20	following	follow	VERB
brj-24569	264	21	results	result	NOUN
brj-24569	264	22	:	:	PUNCT
brj-24569	264	23	temperature	temperature	NOUN
brj-24569	264	24	of	of	ADP
brj-24569	264	25	80	80	NUM
brj-24569	264	26	degrees	degree	NOUN
brj-24569	264	27	celsius	celsius	NOUN
brj-24569	264	28	,	,	PUNCT
brj-24569	264	29	time	time	NOUN
brj-24569	264	30	of	of	ADP
brj-24569	264	31	75	75	NUM
brj-24569	264	32	minutes	minute	NOUN
brj-24569	264	33	,	,	PUNCT
brj-24569	264	34	s	s	NOUN
brj-24569	264	35	/	/	SYM
brj-24569	264	36	l	l	NOUN
brj-24569	264	37	ratio	ratio	NOUN
brj-24569	264	38	of	of	ADP
brj-24569	264	39	25	25	NUM
brj-24569	264	40	,	,	PUNCT
brj-24569	264	41	polyphenol	polyphenol	NOUN
brj-24569	264	42	of	of	ADP
brj-24569	264	43	2.0	2.0	NUM
brj-24569	264	44	,	,	PUNCT
brj-24569	264	45	flavonoid	flavonoid	NOUN
brj-24569	264	46	of	of	ADP
brj-24569	264	47	39.4	39.4	NUM
brj-24569	264	48	,	,	PUNCT
brj-24569	264	49	and	and	CCONJ
brj-24569	264	50	maximum	maximum	ADJ
brj-24569	264	51	abts	abt	NOUN
brj-24569	264	52	antioxidant	antioxidant	ADJ
brj-24569	264	53	activity	activity	NOUN
brj-24569	264	54	of	of	ADP
brj-24569	264	55	84.31	84.31	NUM
brj-24569	264	56	%	%	NOUN
brj-24569	264	57	.	.	PUNCT
brj-24569	265	1	fig	fig	NOUN
brj-24569	265	2	.	.	PUNCT
brj-24569	266	1	7	7	X
brj-24569	266	2	.	.	X
brj-24569	266	3	parallel	parallel	ADJ
brj-24569	266	4	coordinates	coordinate	NOUN
brj-24569	266	5	mapping	mapping	NOUN
brj-24569	266	6	of	of	ADP
brj-24569	266	7	experimental	experimental	ADJ
brj-24569	266	8	runs	run	NOUN
brj-24569	266	9	:	:	PUNCT
brj-24569	266	10	correlating	correlate	VERB
brj-24569	266	11	temperature	temperature	NOUN
brj-24569	266	12	,	,	PUNCT
brj-24569	266	13	time	time	NOUN
brj-24569	266	14	,	,	PUNCT
brj-24569	266	15	s	s	NOUN
brj-24569	266	16	/	/	SYM
brj-24569	266	17	l	l	NOUN
brj-24569	266	18	ratio	ratio	NOUN
brj-24569	266	19	,	,	PUNCT
brj-24569	266	20	polyphenol	polyphenol	NOUN
brj-24569	266	21	/	/	SYM
brj-24569	266	22	flavonoid	flavonoid	NOUN
brj-24569	266	23	contents	content	NOUN
brj-24569	266	24	with	with	ADP
brj-24569	266	25	predicted	predict	VERB
brj-24569	266	26	abts	abt	NOUN
brj-24569	266	27	activity	activity	NOUN
brj-24569	266	28	comparison	comparison	NOUN
brj-24569	266	29	of	of	ADP
brj-24569	266	30	2fi	2fi	ADJ
brj-24569	266	31	and	and	CCONJ
brj-24569	266	32	ml	ml	ADV
brj-24569	266	33	results	result	NOUN
brj-24569	266	34	data	datum	NOUN
brj-24569	266	35	on	on	ADP
brj-24569	266	36	the	the	DET
brj-24569	266	37	antioxidant	antioxidant	ADJ
brj-24569	266	38	activity	activity	NOUN
brj-24569	266	39	of	of	ADP
brj-24569	266	40	a.	a.	NOUN
brj-24569	266	41	acerifolia	acerifolia	PROPN
brj-24569	266	42	extract	extract	NOUN
brj-24569	266	43	were	be	AUX
brj-24569	266	44	used	use	VERB
brj-24569	266	45	to	to	PART
brj-24569	266	46	optimize	optimize	VERB
brj-24569	266	47	and	and	CCONJ
brj-24569	266	48	predict	predict	VERB
brj-24569	266	49	results	result	NOUN
brj-24569	266	50	using	use	VERB
brj-24569	266	51	the	the	DET
brj-24569	266	52	xgb	xgb	PROPN
brj-24569	266	53	model	model	NOUN
brj-24569	266	54	.	.	PUNCT
brj-24569	267	1	this	this	DET
brj-24569	267	2	model	model	NOUN
brj-24569	267	3	was	be	AUX
brj-24569	267	4	trained	train	VERB
brj-24569	267	5	to	to	PART
brj-24569	267	6	learn	learn	VERB
brj-24569	267	7	from	from	ADP
brj-24569	267	8	the	the	DET
brj-24569	267	9	antioxidant	antioxidant	ADJ
brj-24569	267	10	properties	property	NOUN
brj-24569	267	11	of	of	ADP
brj-24569	267	12	the	the	DET
brj-24569	267	13	extract	extract	NOUN
brj-24569	267	14	and	and	CCONJ
brj-24569	267	15	the	the	DET
brj-24569	267	16	interactions	interaction	NOUN
brj-24569	267	17	between	between	ADP
brj-24569	267	18	extraction	extraction	NOUN
brj-24569	267	19	temperature	temperature	NOUN
brj-24569	267	20	,	,	PUNCT
brj-24569	267	21	time	time	NOUN
brj-24569	267	22	,	,	PUNCT
brj-24569	267	23	liquid	liquid	NOUN
brj-24569	267	24	/	/	SYM
brj-24569	267	25	solid	solid	ADJ
brj-24569	267	26	ratio	ratio	NOUN
brj-24569	267	27	,	,	PUNCT
brj-24569	267	28	polyphenols	polyphenol	NOUN
brj-24569	267	29	,	,	PUNCT
brj-24569	267	30	and	and	CCONJ
brj-24569	267	31	flavonoids	flavonoid	NOUN
brj-24569	267	32	.	.	PUNCT
brj-24569	268	1	among	among	ADP
brj-24569	268	2	the	the	DET
brj-24569	268	3	machine	machine	NOUN
brj-24569	268	4	learning	learning	NOUN
brj-24569	268	5	models	model	NOUN
brj-24569	268	6	evaluated	evaluate	VERB
brj-24569	268	7	,	,	PUNCT
brj-24569	268	8	xgb	xgb	PROPN
brj-24569	268	9	showed	show	VERB
brj-24569	268	10	superior	superior	ADJ
brj-24569	268	11	performance	performance	NOUN
brj-24569	268	12	compared	compare	VERB
brj-24569	268	13	to	to	ADP
brj-24569	268	14	the	the	DET
brj-24569	268	15	two	two	NUM
brj-24569	268	16	-	-	PUNCT
brj-24569	268	17	factor	factor	NOUN
brj-24569	268	18	interaction	interaction	NOUN
brj-24569	268	19	(	(	PUNCT
brj-24569	268	20	2fi	2fi	ADJ
brj-24569	268	21	)	)	PUNCT
brj-24569	268	22	model	model	NOUN
brj-24569	268	23	,	,	PUNCT
brj-24569	268	24	achieving	achieve	VERB
brj-24569	268	25	higher	high	ADJ
brj-24569	268	26	prediction	prediction	NOUN
brj-24569	268	27	accuracy	accuracy	NOUN
brj-24569	268	28	.	.	PUNCT
brj-24569	269	1	the	the	DET
brj-24569	269	2	improved	improved	ADJ
brj-24569	269	3	performance	performance	NOUN
brj-24569	269	4	of	of	ADP
brj-24569	269	5	xgb	xgb	PROPN
brj-24569	269	6	can	can	AUX
brj-24569	269	7	be	be	AUX
brj-24569	269	8	attributed	attribute	VERB
brj-24569	269	9	to	to	ADP
brj-24569	269	10	its	its	PRON
brj-24569	269	11	advanced	advanced	ADJ
brj-24569	269	12	data	datum	NOUN
brj-24569	269	13	processing	processing	NOUN
brj-24569	269	14	capabilities	capability	NOUN
brj-24569	269	15	.	.	PUNCT
brj-24569	270	1	while	while	SCONJ
brj-24569	270	2	2fi	2fi	ADJ
brj-24569	270	3	models	model	NOUN
brj-24569	270	4	are	be	AUX
brj-24569	270	5	commonly	commonly	ADV
brj-24569	270	6	used	use	VERB
brj-24569	270	7	for	for	ADP
brj-24569	270	8	numerical	numerical	ADJ
brj-24569	270	9	optimization	optimization	NOUN
brj-24569	270	10	of	of	ADP
brj-24569	270	11	individual	individual	ADJ
brj-24569	270	12	variables	variable	NOUN
brj-24569	270	13	,	,	PUNCT
brj-24569	270	14	they	they	PRON
brj-24569	270	15	are	be	AUX
brj-24569	270	16	limited	limit	VERB
brj-24569	270	17	to	to	ADP
brj-24569	270	18	quadratic	quadratic	ADJ
brj-24569	270	19	regression	regression	NOUN
brj-24569	270	20	,	,	PUNCT
brj-24569	270	21	which	which	PRON
brj-24569	270	22	limits	limit	VERB
brj-24569	270	23	their	their	PRON
brj-24569	270	24	predictive	predictive	ADJ
brj-24569	270	25	power	power	NOUN
brj-24569	270	26	.	.	PUNCT
brj-24569	271	1	in	in	ADP
brj-24569	271	2	contrast	contrast	NOUN
brj-24569	271	3	,	,	PUNCT
brj-24569	271	4	xgb	xgb	PROPN
brj-24569	271	5	models	model	NOUN
brj-24569	271	6	effectively	effectively	ADV
brj-24569	271	7	capture	capture	VERB
brj-24569	271	8	and	and	CCONJ
brj-24569	271	9	learn	learn	VERB
brj-24569	271	10	the	the	DET
brj-24569	271	11	non	non	ADJ
brj-24569	271	12	-	-	ADJ
brj-24569	271	13	linear	linear	ADJ
brj-24569	271	14	interactions	interaction	NOUN
brj-24569	271	15	between	between	ADP
brj-24569	271	16	process	process	NOUN
brj-24569	271	17	variables	variable	NOUN
brj-24569	271	18	within	within	ADP
brj-24569	271	19	each	each	DET
brj-24569	271	20	tree	tree	NOUN
brj-24569	271	21	,	,	PUNCT
brj-24569	271	22	making	make	VERB
brj-24569	271	23	them	they	PRON
brj-24569	271	24	highly	highly	ADV
brj-24569	271	25	adaptable	adaptable	ADJ
brj-24569	271	26	to	to	ADP
brj-24569	271	27	different	different	ADJ
brj-24569	271	28	applications	application	NOUN
brj-24569	271	29	.	.	PUNCT
brj-24569	272	1	figure	figure	NOUN
brj-24569	272	2	7	7	NUM
brj-24569	272	3	shows	show	VERB
brj-24569	272	4	a	a	DET
brj-24569	272	5	comparison	comparison	NOUN
brj-24569	272	6	of	of	ADP
brj-24569	272	7	the	the	DET
brj-24569	272	8	predicted	predict	VERB
brj-24569	272	9	antioxidant	antioxidant	ADJ
brj-24569	272	10	activity	activity	NOUN
brj-24569	272	11	of	of	ADP
brj-24569	272	12	maple	maple	NOUN
brj-24569	272	13	aroma	aroma	NOUN
brj-24569	272	14	extract	extract	NOUN
brj-24569	272	15	using	use	VERB
brj-24569	272	16	2fi	2fi	ADJ
brj-24569	272	17	and	and	CCONJ
brj-24569	272	18	ml	ml	NOUN
brj-24569	272	19	.	.	PUNCT
brj-24569	273	1	the	the	DET
brj-24569	273	2	r2	r2	PROPN
brj-24569	273	3	values	value	NOUN
brj-24569	273	4	of	of	ADP
brj-24569	273	5	the	the	DET
brj-24569	273	6	rsm	rsm	NOUN
brj-24569	273	7	(	(	PUNCT
brj-24569	273	8	2fi	2fi	ADJ
brj-24569	273	9	)	)	PUNCT
brj-24569	273	10	model	model	NOUN
brj-24569	273	11	and	and	CCONJ
brj-24569	273	12	the	the	DET
brj-24569	273	13	ml	ml	PROPN
brj-24569	273	14	(	(	PUNCT
brj-24569	273	15	xgb	xgb	NOUN
brj-24569	273	16	)	)	PUNCT
brj-24569	273	17	model	model	NOUN
brj-24569	273	18	are	be	AUX
brj-24569	273	19	0.60	0.60	NUM
brj-24569	273	20	and	and	CCONJ
brj-24569	273	21	0.98	0.98	NUM
brj-24569	273	22	,	,	PUNCT
brj-24569	273	23	respectively	respectively	ADV
brj-24569	273	24	.	.	PUNCT
brj-24569	274	1	therefore	therefore	ADV
brj-24569	274	2	,	,	PUNCT
brj-24569	274	3	it	it	PRON
brj-24569	274	4	can	can	AUX
brj-24569	274	5	be	be	AUX
brj-24569	274	6	concluded	conclude	VERB
brj-24569	274	7	that	that	SCONJ
brj-24569	274	8	xgb	xgb	PROPN
brj-24569	274	9	efficiently	efficiently	ADV
brj-24569	274	10	optimized	optimize	VERB
brj-24569	274	11	and	and	CCONJ
brj-24569	274	12	predicted	predict	VERB
brj-24569	274	13	the	the	DET
brj-24569	274	14	antioxidant	antioxidant	ADJ
brj-24569	274	15	activity	activity	NOUN
brj-24569	274	16	of	of	ADP
brj-24569	274	17	the	the	DET
brj-24569	274	18	extract	extract	NOUN
brj-24569	274	19	as	as	ADP
brj-24569	274	20	a	a	DET
brj-24569	274	21	function	function	NOUN
brj-24569	274	22	of	of	ADP
brj-24569	274	23	temperature	temperature	NOUN
brj-24569	274	24	,	,	PUNCT
brj-24569	274	25	time	time	NOUN
brj-24569	274	26	,	,	PUNCT
brj-24569	274	27	and	and	CCONJ
brj-24569	274	28	solvent	solvent	ADJ
brj-24569	274	29	concentration	concentration	NOUN
brj-24569	274	30	.	.	PUNCT
brj-24569	275	1	kunjiappan	kunjiappan	PROPN
brj-24569	275	2	et	et	PROPN
brj-24569	275	3	al	al	PROPN
brj-24569	275	4	.	.	PROPN
brj-24569	276	1	(	(	PUNCT
brj-24569	276	2	2024	2024	NUM
brj-24569	276	3	)	)	PUNCT
brj-24569	276	4	compared	compare	VERB
brj-24569	276	5	the	the	DET
brj-24569	276	6	use	use	NOUN
brj-24569	276	7	of	of	ADP
brj-24569	276	8	2fi	2fi	ADJ
brj-24569	276	9	and	and	CCONJ
brj-24569	276	10	machine	machine	NOUN
brj-24569	276	11	learning	learning	NOUN
brj-24569	276	12	models	model	NOUN
brj-24569	276	13	to	to	PART
brj-24569	276	14	predict	predict	VERB
brj-24569	276	15	the	the	DET
brj-24569	276	16	bioactivity	bioactivity	NOUN
brj-24569	276	17	of	of	ADP
brj-24569	276	18	vitis	vitis	ADJ
brj-24569	276	19	vinifera	vinifera	NOUN
brj-24569	276	20	extracts	extract	NOUN
brj-24569	276	21	and	and	CCONJ
brj-24569	276	22	reported	report	VERB
brj-24569	276	23	that	that	SCONJ
brj-24569	276	24	the	the	DET
brj-24569	276	25	machine	machine	NOUN
brj-24569	276	26	learning	learning	NOUN
brj-24569	276	27	model	model	NOUN
brj-24569	276	28	achieved	achieve	VERB
brj-24569	276	29	higher	high	ADJ
brj-24569	276	30	prediction	prediction	NOUN
brj-24569	276	31	accuracy	accuracy	NOUN
brj-24569	276	32	kabilan	kabilan	PROPN
brj-24569	276	33	et	et	PROPN
brj-24569	276	34	al	al	PROPN
brj-24569	276	35	.	.	PROPN
brj-24569	276	36	used	use	VERB
brj-24569	276	37	rsm	rsm	PROPN
brj-24569	276	38	to	to	PART
brj-24569	276	39	find	find	VERB
brj-24569	276	40	the	the	DET
brj-24569	276	41	optimal	optimal	ADJ
brj-24569	276	42	conditions	condition	NOUN
brj-24569	276	43	for	for	ADP
brj-24569	276	44	extracts	extract	NOUN
brj-24569	276	45	of	of	ADP
brj-24569	276	46	boerhavia	boerhavia	NOUN
brj-24569	276	47	diffusa	diffusa	PROPN
brj-24569	276	48	linn	linn	PROPN
brj-24569	276	49	and	and	CCONJ
brj-24569	276	50	combined	combine	VERB
brj-24569	276	51	it	it	PRON
brj-24569	276	52	with	with	ADP
brj-24569	276	53	machine	machine	NOUN
brj-24569	276	54	learning	learn	VERB
brj-24569	276	55	to	to	PART
brj-24569	276	56	predict	predict	VERB
brj-24569	276	57	bioactivity	bioactivity	NOUN
brj-24569	276	58	,	,	PUNCT
brj-24569	276	59	showing	show	VERB
brj-24569	276	60	high	high	ADJ
brj-24569	276	61	reliability	reliability	NOUN
brj-24569	276	62	(	(	PUNCT
brj-24569	276	63	0.957	0.957	NUM
brj-24569	276	64	)	)	PUNCT
brj-24569	276	65	.	.	PUNCT
brj-24569	277	1	while	while	SCONJ
brj-24569	277	2	the	the	DET
brj-24569	277	3	present	present	ADJ
brj-24569	277	4	study	study	NOUN
brj-24569	277	5	achieved	achieve	VERB
brj-24569	277	6	a	a	DET
brj-24569	277	7	high	high	ADJ
brj-24569	277	8	degree	degree	NOUN
brj-24569	277	9	of	of	ADP
brj-24569	277	10	success	success	NOUN
brj-24569	277	11	in	in	ADP
brj-24569	277	12	accurately	accurately	ADV
brj-24569	277	13	predicting	predict	VERB
brj-24569	277	14	the	the	DET
brj-24569	277	15	antioxidant	antioxidant	ADJ
brj-24569	277	16	activity	activity	NOUN
brj-24569	277	17	of	of	ADP
brj-24569	277	18	a.	a.	NOUN
brj-24569	277	19	acerifolia	acerifolia	PROPN
brj-24569	277	20	extracts	extract	NOUN
brj-24569	277	21	using	use	VERB
brj-24569	277	22	xgb	xgb	PROPN
brj-24569	277	23	model	model	NOUN
brj-24569	277	24	,	,	PUNCT
brj-24569	277	25	it	it	PRON
brj-24569	277	26	is	be	AUX
brj-24569	277	27	important	important	ADJ
brj-24569	277	28	to	to	PART
brj-24569	277	29	note	note	VERB
brj-24569	277	30	that	that	SCONJ
brj-24569	277	31	its	its	PRON
brj-24569	277	32	limitations	limitation	NOUN
brj-24569	277	33	are	be	AUX
brj-24569	277	34	primarily	primarily	ADV
brj-24569	277	35	associated	associate	VERB
brj-24569	277	36	with	with	ADP
brj-24569	277	37	its	its	PRON
brj-24569	277	38	exclusive	exclusive	ADJ
brj-24569	277	39	reliance	reliance	NOUN
brj-24569	277	40	on	on	ADP
brj-24569	277	41	a	a	DET
brj-24569	277	42	particular	particular	ADJ
brj-24569	277	43	plant	plant	NOUN
brj-24569	277	44	species	specie	NOUN
brj-24569	277	45	(	(	PUNCT
brj-24569	277	46	a.	a.	NOUN
brj-24569	277	47	acerifolia	acerifolia	PROPN
brj-24569	277	48	)	)	PUNCT
brj-24569	277	49	and	and	CCONJ
brj-24569	277	50	a	a	DET
brj-24569	277	51	single	single	ADJ
brj-24569	277	52	antioxidant	antioxidant	ADJ
brj-24569	277	53	activity	activity	NOUN
brj-24569	277	54	assay	assay	NOUN
brj-24569	277	55	.	.	PUNCT
brj-24569	278	1	consequently	consequently	ADV
brj-24569	278	2	,	,	PUNCT
brj-24569	278	3	the	the	DET
brj-24569	278	4	study	study	NOUN
brj-24569	278	5	's	's	PART
brj-24569	278	6	generalizability	generalizability	NOUN
brj-24569	278	7	to	to	ADP
brj-24569	278	8	other	other	ADJ
brj-24569	278	9	plant	plant	NOUN
brj-24569	278	10	materials	material	NOUN
brj-24569	278	11	or	or	CCONJ
brj-24569	278	12	antioxidant	antioxidant	ADJ
brj-24569	278	13	activity	activity	NOUN
brj-24569	278	14	mechanisms	mechanism	NOUN
brj-24569	278	15	may	may	AUX
brj-24569	278	16	be	be	AUX
brj-24569	278	17	constrained	constrain	VERB
brj-24569	278	18	.	.	PUNCT
brj-24569	279	1	moreover	moreover	ADV
brj-24569	279	2	,	,	PUNCT
brj-24569	279	3	the	the	DET
brj-24569	279	4	xgb	xgb	PROPN
brj-24569	279	5	model	model	NOUN
brj-24569	279	6	is	be	AUX
brj-24569	279	7	constrained	constrain	VERB
brj-24569	279	8	by	by	ADP
brj-24569	279	9	the	the	DET
brj-24569	279	10	absence	absence	NOUN
brj-24569	279	11	of	of	ADP
brj-24569	279	12	additional	additional	ADJ
brj-24569	279	13	external	external	ADJ
brj-24569	279	14	validation	validation	NOUN
brj-24569	279	15	through	through	ADP
brj-24569	279	16	independent	independent	ADJ
brj-24569	279	17	datasets	dataset	NOUN
brj-24569	279	18	.	.	PUNCT
brj-24569	280	1	peer	peer	NOUN
brj-24569	280	2	-	-	PUNCT
brj-24569	280	3	reviewed	review	VERB
brj-24569	280	4	article	article	NOUN
brj-24569	280	5	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	280	6	kim	kim	PROPN
brj-24569	280	7	et	et	PROPN
brj-24569	280	8	al	al	PROPN
brj-24569	280	9	.	.	PROPN
brj-24569	281	1	(	(	PUNCT
brj-24569	281	2	2025	2025	NUM
brj-24569	281	3	)	)	PUNCT
brj-24569	281	4	.	.	PUNCT
brj-24569	282	1	“	"	PUNCT
brj-24569	282	2	predicting	predict	VERB
brj-24569	282	3	antioxidant	antioxidant	ADJ
brj-24569	282	4	activity	activity	NOUN
brj-24569	282	5	,	,	PUNCT
brj-24569	282	6	”	"	PUNCT
brj-24569	282	7	bioresources	bioresource	NOUN
brj-24569	282	8	20(4	20(4	NOUN
brj-24569	282	9	)	)	PUNCT
brj-24569	282	10	,	,	PUNCT
brj-24569	282	11	9103	9103	NUM
brj-24569	282	12	-	-	SYM
brj-24569	282	13	9126	9126	NUM
brj-24569	282	14	.	.	PUNCT
brj-24569	283	1	9117	9117	NUM
brj-24569	283	2	fig	fig	NOUN
brj-24569	283	3	.	.	PUNCT
brj-24569	284	1	8	8	X
brj-24569	284	2	.	.	X
brj-24569	284	3	scatter	scatter	NOUN
brj-24569	284	4	plot	plot	NOUN
brj-24569	284	5	of	of	ADP
brj-24569	284	6	residuals	residual	NOUN
brj-24569	284	7	of	of	ADP
brj-24569	284	8	predicted	predict	VERB
brj-24569	284	9	data	datum	NOUN
brj-24569	284	10	(	(	PUNCT
brj-24569	284	11	2fi	2fi	ADJ
brj-24569	284	12	,	,	PUNCT
brj-24569	284	13	svr	svr	PROPN
brj-24569	284	14	,	,	PUNCT
brj-24569	284	15	rf	rf	NOUN
brj-24569	284	16	,	,	PUNCT
brj-24569	284	17	xgb	xgb	NOUN
brj-24569	284	18	,	,	PUNCT
brj-24569	284	19	ransac	ransac	NOUN
brj-24569	284	20	)	)	PUNCT
brj-24569	284	21	against	against	ADP
brj-24569	284	22	actual	actual	ADJ
brj-24569	284	23	data	datum	NOUN
brj-24569	284	24	for	for	ADP
brj-24569	284	25	abts	abt	NOUN
brj-24569	284	26	antioxidant	antioxidant	ADJ
brj-24569	284	27	activity	activity	NOUN
brj-24569	284	28	development	development	NOUN
brj-24569	284	29	of	of	ADP
brj-24569	284	30	a	a	DET
brj-24569	284	31	graphical	graphical	ADJ
brj-24569	284	32	user	user	NOUN
brj-24569	284	33	interface	interface	NOUN
brj-24569	284	34	to	to	PART
brj-24569	284	35	predict	predict	VERB
brj-24569	284	36	the	the	DET
brj-24569	284	37	antioxidant	antioxidant	ADJ
brj-24569	284	38	activity	activity	NOUN
brj-24569	284	39	of	of	ADP
brj-24569	284	40	an	an	DET
brj-24569	284	41	extract	extract	NOUN
brj-24569	285	1	,	,	PUNCT
brj-24569	285	2	the	the	DET
brj-24569	285	3	authors	author	NOUN
brj-24569	285	4	developed	develop	VERB
brj-24569	285	5	a	a	DET
brj-24569	285	6	userfriendly	userfriendly	ADV
brj-24569	285	7	graphical	graphical	ADJ
brj-24569	285	8	user	user	NOUN
brj-24569	285	9	interface	interface	NOUN
brj-24569	285	10	(	(	PUNCT
brj-24569	285	11	gui	gui	PROPN
brj-24569	285	12	)	)	PUNCT
brj-24569	285	13	.	.	PUNCT
brj-24569	286	1	figure	figure	NOUN
brj-24569	286	2	8	8	NUM
brj-24569	286	3	shows	show	VERB
brj-24569	286	4	the	the	DET
brj-24569	286	5	schematic	schematic	ADJ
brj-24569	286	6	of	of	ADP
brj-24569	286	7	the	the	DET
brj-24569	286	8	gui	gui	NOUN
brj-24569	286	9	.	.	PUNCT
brj-24569	287	1	in	in	ADP
brj-24569	287	2	the	the	DET
brj-24569	287	3	gui	gui	NOUN
brj-24569	287	4	,	,	PUNCT
brj-24569	287	5	users	user	NOUN
brj-24569	287	6	can	can	AUX
brj-24569	287	7	predict	predict	VERB
brj-24569	287	8	the	the	DET
brj-24569	287	9	antioxidant	antioxidant	ADJ
brj-24569	287	10	activity	activity	NOUN
brj-24569	287	11	of	of	ADP
brj-24569	287	12	an	an	DET
brj-24569	287	13	extract	extract	NOUN
brj-24569	287	14	by	by	ADP
brj-24569	287	15	entering	enter	VERB
brj-24569	287	16	the	the	DET
brj-24569	287	17	extraction	extraction	NOUN
brj-24569	287	18	temperature	temperature	NOUN
brj-24569	287	19	,	,	PUNCT
brj-24569	287	20	time	time	NOUN
brj-24569	287	21	,	,	PUNCT
brj-24569	287	22	liquid	liquid	NOUN
brj-24569	287	23	/	/	SYM
brj-24569	287	24	solid	solid	ADJ
brj-24569	287	25	ratio	ratio	NOUN
brj-24569	287	26	,	,	PUNCT
brj-24569	287	27	and	and	CCONJ
brj-24569	287	28	extraction	extraction	NOUN
brj-24569	287	29	factors	factor	NOUN
brj-24569	287	30	of	of	ADP
brj-24569	287	31	polyphenols	polyphenol	NOUN
brj-24569	287	32	and	and	CCONJ
brj-24569	287	33	flavonoids	flavonoid	NOUN
brj-24569	287	34	.	.	PUNCT
brj-24569	288	1	the	the	DET
brj-24569	288	2	gui	gui	NOUN
brj-24569	288	3	efficiently	efficiently	ADV
brj-24569	288	4	generated	generate	VERB
brj-24569	288	5	predictions	prediction	NOUN
brj-24569	288	6	in	in	ADP
brj-24569	288	7	less	less	ADJ
brj-24569	288	8	than	than	ADP
brj-24569	288	9	0.4	0.4	NUM
brj-24569	288	10	s.	s.	PROPN
brj-24569	288	11	leveraging	leverage	VERB
brj-24569	288	12	the	the	DET
brj-24569	288	13	high	high	ADJ
brj-24569	288	14	predictive	predictive	ADJ
brj-24569	288	15	accuracy	accuracy	NOUN
brj-24569	288	16	of	of	ADP
brj-24569	288	17	the	the	DET
brj-24569	288	18	xgb	xgb	PROPN
brj-24569	288	19	model	model	NOUN
brj-24569	288	20	,	,	PUNCT
brj-24569	288	21	the	the	DET
brj-24569	288	22	system	system	NOUN
brj-24569	288	23	provides	provide	VERB
brj-24569	288	24	reliable	reliable	ADJ
brj-24569	288	25	results	result	NOUN
brj-24569	288	26	.	.	PUNCT
brj-24569	289	1	this	this	DET
brj-24569	289	2	framework	framework	NOUN
brj-24569	289	3	increases	increase	VERB
brj-24569	289	4	the	the	DET
brj-24569	289	5	efficiency	efficiency	NOUN
brj-24569	289	6	of	of	ADP
brj-24569	289	7	analysis	analysis	NOUN
brj-24569	289	8	and	and	CCONJ
brj-24569	289	9	decision	decision	NOUN
brj-24569	289	10	making	making	NOUN
brj-24569	289	11	for	for	ADP
brj-24569	289	12	both	both	DET
brj-24569	289	13	researchers	researcher	NOUN
brj-24569	289	14	and	and	CCONJ
brj-24569	289	15	industry	industry	NOUN
brj-24569	289	16	professionals	professional	NOUN
brj-24569	289	17	.	.	PUNCT
brj-24569	290	1	in	in	ADP
brj-24569	290	2	preliminary	preliminary	ADJ
brj-24569	290	3	experiments	experiment	NOUN
brj-24569	290	4	,	,	PUNCT
brj-24569	290	5	the	the	DET
brj-24569	290	6	gui	gui	NOUN
brj-24569	290	7	-	-	PUNCT
brj-24569	290	8	integrated	integrate	VERB
brj-24569	290	9	antioxidant	antioxidant	ADJ
brj-24569	290	10	activity	activity	NOUN
brj-24569	290	11	model	model	NOUN
brj-24569	290	12	demonstrated	demonstrate	VERB
brj-24569	290	13	a	a	DET
brj-24569	290	14	strong	strong	ADJ
brj-24569	290	15	prediction	prediction	NOUN
brj-24569	290	16	probability	probability	NOUN
brj-24569	290	17	of	of	ADP
brj-24569	290	18	0.98	0.98	NUM
brj-24569	290	19	.	.	PUNCT
brj-24569	291	1	in	in	ADP
brj-24569	291	2	addition	addition	NOUN
brj-24569	291	3	,	,	PUNCT
brj-24569	291	4	the	the	DET
brj-24569	291	5	performance	performance	NOUN
brj-24569	291	6	of	of	ADP
brj-24569	291	7	the	the	DET
brj-24569	291	8	model	model	NOUN
brj-24569	291	9	was	be	AUX
brj-24569	291	10	further	far	ADV
brj-24569	291	11	evaluated	evaluate	VERB
brj-24569	291	12	using	use	VERB
brj-24569	291	13	an	an	DET
brj-24569	291	14	external	external	ADJ
brj-24569	291	15	dataset	dataset	NOUN
brj-24569	291	16	.	.	PUNCT
brj-24569	292	1	at	at	ADP
brj-24569	292	2	the	the	DET
brj-24569	292	3	following	following	NOUN
brj-24569	292	4	link	link	VERB
brj-24569	292	5	the	the	DET
brj-24569	292	6	gui	gui	NOUN
brj-24569	292	7	program	program	NOUN
brj-24569	292	8	can	can	AUX
brj-24569	292	9	be	be	AUX
brj-24569	292	10	downloaded	download	VERB
brj-24569	292	11	(	(	PUNCT
brj-24569	292	12	antioxidant	antioxidant	ADJ
brj-24569	292	13	prediction.zip	prediction.zip	NOUN
brj-24569	292	14	)	)	PUNCT
brj-24569	292	15	.	.	PUNCT
brj-24569	293	1	the	the	DET
brj-24569	293	2	xgb	xgb	ADV
brj-24569	293	3	-	-	PUNCT
brj-24569	293	4	based	base	VERB
brj-24569	293	5	prediction	prediction	NOUN
brj-24569	293	6	model	model	NOUN
brj-24569	293	7	proposed	propose	VERB
brj-24569	293	8	in	in	ADP
brj-24569	293	9	this	this	DET
brj-24569	293	10	study	study	NOUN
brj-24569	293	11	has	have	VERB
brj-24569	293	12	the	the	DET
brj-24569	293	13	potential	potential	NOUN
brj-24569	293	14	to	to	PART
brj-24569	293	15	enhance	enhance	VERB
brj-24569	293	16	the	the	DET
brj-24569	293	17	efficiency	efficiency	NOUN
brj-24569	293	18	of	of	ADP
brj-24569	293	19	developing	develop	VERB
brj-24569	293	20	antioxidant	antioxidant	ADJ
brj-24569	293	21	functional	functional	ADJ
brj-24569	293	22	materials	material	NOUN
brj-24569	293	23	by	by	ADP
brj-24569	293	24	deriving	derive	VERB
brj-24569	293	25	optimal	optimal	ADJ
brj-24569	293	26	extraction	extraction	NOUN
brj-24569	293	27	conditions	condition	NOUN
brj-24569	293	28	without	without	ADP
brj-24569	293	29	the	the	DET
brj-24569	293	30	necessity	necessity	NOUN
brj-24569	293	31	of	of	ADP
brj-24569	293	32	repeated	repeat	VERB
brj-24569	293	33	experiments	experiment	NOUN
brj-24569	293	34	.	.	PUNCT
brj-24569	294	1	furthermore	furthermore	ADV
brj-24569	294	2	,	,	PUNCT
brj-24569	294	3	it	it	PRON
brj-24569	294	4	can	can	AUX
brj-24569	294	5	be	be	AUX
brj-24569	294	6	utilized	utilize	VERB
brj-24569	294	7	to	to	PART
brj-24569	294	8	forecast	forecast	VERB
brj-24569	294	9	the	the	DET
brj-24569	294	10	antioxidant	antioxidant	ADJ
brj-24569	294	11	activity	activity	NOUN
brj-24569	294	12	of	of	ADP
brj-24569	294	13	extracts	extract	NOUN
brj-24569	294	14	through	through	ADP
brj-24569	294	15	the	the	DET
brj-24569	294	16	implementation	implementation	NOUN
brj-24569	294	17	of	of	ADP
brj-24569	294	18	measurement	measurement	NOUN
brj-24569	294	19	methods	method	NOUN
brj-24569	294	20	such	such	ADJ
brj-24569	294	21	as	as	ADP
brj-24569	294	22	dpph	dpph	NOUN
brj-24569	294	23	and	and	CCONJ
brj-24569	294	24	frap	frap	NOUN
brj-24569	294	25	.	.	PUNCT
brj-24569	295	1	also	also	ADV
brj-24569	295	2	,	,	PUNCT
brj-24569	295	3	the	the	DET
brj-24569	295	4	gui	gui	NOUN
brj-24569	295	5	has	have	VERB
brj-24569	295	6	the	the	DET
brj-24569	295	7	capacity	capacity	NOUN
brj-24569	295	8	to	to	PART
brj-24569	295	9	simulate	simulate	VERB
brj-24569	295	10	and	and	CCONJ
brj-24569	295	11	predict	predict	VERB
brj-24569	295	12	an	an	DET
brj-24569	295	13	array	array	NOUN
brj-24569	295	14	of	of	ADP
brj-24569	295	15	extraction	extraction	NOUN
brj-24569	295	16	conditions	condition	NOUN
brj-24569	295	17	in	in	ADP
brj-24569	295	18	real	real	ADJ
brj-24569	295	19	time	time	NOUN
brj-24569	295	20	within	within	ADP
brj-24569	295	21	r&d	r&d	NOUN
brj-24569	295	22	environments	environment	NOUN
brj-24569	295	23	.	.	PUNCT
brj-24569	296	1	this	this	DET
brj-24569	296	2	capability	capability	NOUN
brj-24569	296	3	enhances	enhance	VERB
brj-24569	296	4	the	the	DET
brj-24569	296	5	efficiency	efficiency	NOUN
brj-24569	296	6	and	and	CCONJ
brj-24569	296	7	precision	precision	NOUN
brj-24569	296	8	of	of	ADP
brj-24569	296	9	decision	decision	NOUN
brj-24569	296	10	-	-	PUNCT
brj-24569	296	11	making	make	VERB
brj-24569	296	12	processes	process	NOUN
brj-24569	296	13	.	.	PUNCT
brj-24569	297	1	https://1drv.ms/u/c/e59555f01454956b/ebkl7lg3awfchqaxakgf9vqbspdipu3xuubq03iv6c-h-w?e=makq9	https://1drv.ms/u/c/e59555f01454956b/ebkl7lg3awfchqaxakgf9vqbspdipu3xuubq03iv6c-h-w?e=makq9	NUM
brj-24569	297	2	t	t	NOUN
brj-24569	297	3	peer	peer	NOUN
brj-24569	297	4	-	-	PUNCT
brj-24569	297	5	reviewed	review	VERB
brj-24569	297	6	article	article	NOUN
brj-24569	297	7	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	297	8	kim	kim	PROPN
brj-24569	297	9	et	et	PROPN
brj-24569	297	10	al	al	PROPN
brj-24569	297	11	.	.	PROPN
brj-24569	298	1	(	(	PUNCT
brj-24569	298	2	2025	2025	NUM
brj-24569	298	3	)	)	PUNCT
brj-24569	298	4	.	.	PUNCT
brj-24569	299	1	“	"	PUNCT
brj-24569	299	2	predicting	predict	VERB
brj-24569	299	3	antioxidant	antioxidant	ADJ
brj-24569	299	4	activity	activity	NOUN
brj-24569	299	5	,	,	PUNCT
brj-24569	299	6	”	"	PUNCT
brj-24569	299	7	bioresources	bioresource	NOUN
brj-24569	299	8	20(4	20(4	NOUN
brj-24569	299	9	)	)	PUNCT
brj-24569	299	10	,	,	PUNCT
brj-24569	299	11	9103	9103	NUM
brj-24569	299	12	-	-	SYM
brj-24569	299	13	9126	9126	NUM
brj-24569	299	14	.	.	PUNCT
brj-24569	300	1	9118	9118	NUM
brj-24569	300	2	fig	fig	NOUN
brj-24569	300	3	.	.	PUNCT
brj-24569	301	1	9	9	X
brj-24569	301	2	.	.	X
brj-24569	301	3	schematic	schematic	ADJ
brj-24569	301	4	representation	representation	NOUN
brj-24569	301	5	of	of	ADP
brj-24569	301	6	the	the	DET
brj-24569	301	7	gui	gui	NOUN
brj-24569	301	8	from	from	ADP
brj-24569	301	9	the	the	DET
brj-24569	301	10	abts	abt	NOUN
brj-24569	301	11	antioxidant	antioxidant	ADJ
brj-24569	301	12	activity	activity	NOUN
brj-24569	301	13	prediction	prediction	NOUN
brj-24569	301	14	model	model	NOUN
brj-24569	301	15	conclusions	conclusion	NOUN
brj-24569	301	16	1	1	NUM
brj-24569	301	17	.	.	PUNCT
brj-24569	301	18	based	base	VERB
brj-24569	301	19	on	on	ADP
brj-24569	301	20	the	the	DET
brj-24569	301	21	analysis	analysis	NOUN
brj-24569	301	22	and	and	CCONJ
brj-24569	301	23	results	result	NOUN
brj-24569	301	24	presented	present	VERB
brj-24569	301	25	,	,	PUNCT
brj-24569	301	26	the	the	DET
brj-24569	301	27	study	study	NOUN
brj-24569	301	28	successfully	successfully	ADV
brj-24569	301	29	developed	develop	VERB
brj-24569	301	30	a	a	DET
brj-24569	301	31	predictive	predictive	ADJ
brj-24569	301	32	model	model	NOUN
brj-24569	301	33	for	for	ADP
brj-24569	301	34	antioxidant	antioxidant	ADJ
brj-24569	301	35	activity	activity	NOUN
brj-24569	301	36	using	use	VERB
brj-24569	301	37	various	various	ADJ
brj-24569	301	38	machine	machine	NOUN
brj-24569	301	39	learning	learn	VERB
brj-24569	301	40	techniques	technique	NOUN
brj-24569	301	41	.	.	PUNCT
brj-24569	302	1	the	the	DET
brj-24569	302	2	extraction	extraction	NOUN
brj-24569	302	3	of	of	ADP
brj-24569	302	4	antioxidant	antioxidant	ADJ
brj-24569	302	5	compounds	compound	NOUN
brj-24569	302	6	from	from	ADP
brj-24569	302	7	a.	a.	NOUN
brj-24569	302	8	acerifolia	acerifolia	PROPN
brj-24569	302	9	was	be	AUX
brj-24569	302	10	thoroughly	thoroughly	ADV
brj-24569	302	11	analyzed	analyze	VERB
brj-24569	302	12	,	,	PUNCT
brj-24569	302	13	with	with	ADP
brj-24569	302	14	a	a	DET
brj-24569	302	15	particular	particular	ADJ
brj-24569	302	16	focus	focus	NOUN
brj-24569	302	17	on	on	ADP
brj-24569	302	18	the	the	DET
brj-24569	302	19	relationship	relationship	NOUN
brj-24569	302	20	between	between	ADP
brj-24569	302	21	input	input	NOUN
brj-24569	302	22	variables	variable	NOUN
brj-24569	302	23	and	and	CCONJ
brj-24569	302	24	antioxidant	antioxidant	ADJ
brj-24569	302	25	activity	activity	NOUN
brj-24569	302	26	.	.	PUNCT
brj-24569	303	1	2	2	X
brj-24569	303	2	.	.	X
brj-24569	303	3	the	the	DET
brj-24569	303	4	study	study	NOUN
brj-24569	303	5	highlighted	highlight	VERB
brj-24569	303	6	the	the	DET
brj-24569	303	7	significant	significant	ADJ
brj-24569	303	8	positive	positive	ADJ
brj-24569	303	9	correlation	correlation	NOUN
brj-24569	303	10	between	between	ADP
brj-24569	303	11	flavonoid	flavonoid	PROPN
brj-24569	303	12	content	content	NOUN
brj-24569	303	13	and	and	CCONJ
brj-24569	303	14	antioxidant	antioxidant	ADJ
brj-24569	303	15	activity	activity	NOUN
brj-24569	303	16	,	,	PUNCT
brj-24569	303	17	emphasizing	emphasize	VERB
brj-24569	303	18	the	the	DET
brj-24569	303	19	role	role	NOUN
brj-24569	303	20	of	of	ADP
brj-24569	303	21	extraction	extraction	NOUN
brj-24569	303	22	temperature	temperature	NOUN
brj-24569	303	23	on	on	ADP
brj-24569	303	24	flavonoid	flavonoid	PROPN
brj-24569	303	25	preservation	preservation	NOUN
brj-24569	303	26	.	.	PUNCT
brj-24569	304	1	the	the	DET
brj-24569	304	2	xgb	xgb	PROPN
brj-24569	304	3	model	model	NOUN
brj-24569	304	4	emerged	emerge	VERB
brj-24569	304	5	as	as	ADP
brj-24569	304	6	the	the	DET
brj-24569	304	7	most	most	ADV
brj-24569	304	8	effective	effective	ADJ
brj-24569	304	9	predictive	predictive	ADJ
brj-24569	304	10	tool	tool	NOUN
brj-24569	304	11	,	,	PUNCT
brj-24569	304	12	surpassing	surpass	VERB
brj-24569	304	13	both	both	CCONJ
brj-24569	304	14	the	the	DET
brj-24569	304	15	2fi	2fi	ADJ
brj-24569	304	16	model	model	NOUN
brj-24569	304	17	and	and	CCONJ
brj-24569	304	18	other	other	ADJ
brj-24569	304	19	machine	machine	NOUN
brj-24569	304	20	learning	learn	VERB
brj-24569	304	21	algorithms	algorithm	NOUN
brj-24569	304	22	such	such	ADJ
brj-24569	304	23	as	as	ADP
brj-24569	304	24	rf	rf	ADJ
brj-24569	304	25	and	and	CCONJ
brj-24569	304	26	svm	svm	ADJ
brj-24569	304	27	in	in	ADP
brj-24569	304	28	terms	term	NOUN
brj-24569	304	29	of	of	ADP
brj-24569	304	30	prediction	prediction	NOUN
brj-24569	304	31	accuracy	accuracy	NOUN
brj-24569	304	32	.	.	PUNCT
brj-24569	305	1	the	the	DET
brj-24569	305	2	xgb	xgb	PROPN
brj-24569	305	3	model	model	PROPN
brj-24569	305	4	’s	’s	PART
brj-24569	305	5	ability	ability	NOUN
brj-24569	305	6	to	to	PART
brj-24569	305	7	handle	handle	VERB
brj-24569	305	8	nonlinear	nonlinear	ADJ
brj-24569	305	9	relationships	relationship	NOUN
brj-24569	305	10	and	and	CCONJ
brj-24569	305	11	its	its	PRON
brj-24569	305	12	high	high	ADJ
brj-24569	305	13	r²	r²	NOUN
brj-24569	305	14	value	value	NOUN
brj-24569	305	15	of	of	ADP
brj-24569	305	16	0.9805	0.9805	NUM
brj-24569	305	17	demonstrate	demonstrate	VERB
brj-24569	305	18	its	its	PRON
brj-24569	305	19	robustness	robustness	NOUN
brj-24569	305	20	in	in	ADP
brj-24569	305	21	predicting	predict	VERB
brj-24569	305	22	antioxidant	antioxidant	ADJ
brj-24569	305	23	activity	activity	NOUN
brj-24569	305	24	.	.	PUNCT
brj-24569	306	1	3	3	X
brj-24569	306	2	.	.	X
brj-24569	306	3	this	this	PRON
brj-24569	306	4	is	be	AUX
brj-24569	306	5	particularly	particularly	ADV
brj-24569	306	6	important	important	ADJ
brj-24569	306	7	for	for	ADP
brj-24569	306	8	optimizing	optimize	VERB
brj-24569	306	9	extraction	extraction	NOUN
brj-24569	306	10	processes	process	NOUN
brj-24569	306	11	and	and	CCONJ
brj-24569	306	12	enhancing	enhance	VERB
brj-24569	306	13	the	the	DET
brj-24569	306	14	quality	quality	NOUN
brj-24569	306	15	of	of	ADP
brj-24569	306	16	the	the	DET
brj-24569	306	17	extracts	extract	NOUN
brj-24569	306	18	.	.	PUNCT
brj-24569	307	1	moreover	moreover	ADV
brj-24569	307	2	,	,	PUNCT
brj-24569	307	3	the	the	DET
brj-24569	307	4	development	development	NOUN
brj-24569	307	5	of	of	ADP
brj-24569	307	6	a	a	DET
brj-24569	307	7	user	user	NOUN
brj-24569	307	8	-	-	PUNCT
brj-24569	307	9	friendly	friendly	ADJ
brj-24569	307	10	graphical	graphical	ADJ
brj-24569	307	11	user	user	NOUN
brj-24569	307	12	interface	interface	NOUN
brj-24569	307	13	(	(	PUNCT
brj-24569	307	14	gui	gui	NOUN
brj-24569	307	15	)	)	PUNCT
brj-24569	307	16	based	base	VERB
brj-24569	307	17	on	on	ADP
brj-24569	307	18	the	the	DET
brj-24569	307	19	xgb	xgb	PROPN
brj-24569	307	20	model	model	NOUN
brj-24569	307	21	allows	allow	VERB
brj-24569	307	22	for	for	ADP
brj-24569	307	23	rapid	rapid	ADJ
brj-24569	307	24	and	and	CCONJ
brj-24569	307	25	accurate	accurate	ADJ
brj-24569	307	26	predictions	prediction	NOUN
brj-24569	307	27	of	of	ADP
brj-24569	307	28	antioxidant	antioxidant	ADJ
brj-24569	307	29	activity	activity	NOUN
brj-24569	307	30	.	.	PUNCT
brj-24569	308	1	4	4	X
brj-24569	308	2	.	.	X
brj-24569	308	3	this	this	DET
brj-24569	308	4	tool	tool	NOUN
brj-24569	308	5	simplifies	simplify	VERB
brj-24569	308	6	the	the	DET
brj-24569	308	7	decision	decision	NOUN
brj-24569	308	8	-	-	PUNCT
brj-24569	308	9	making	make	VERB
brj-24569	308	10	process	process	NOUN
brj-24569	308	11	for	for	ADP
brj-24569	308	12	researchers	researcher	NOUN
brj-24569	308	13	and	and	CCONJ
brj-24569	308	14	industry	industry	NOUN
brj-24569	308	15	professionals	professional	NOUN
brj-24569	308	16	,	,	PUNCT
brj-24569	308	17	offering	offer	VERB
brj-24569	308	18	a	a	DET
brj-24569	308	19	practical	practical	ADJ
brj-24569	308	20	application	application	NOUN
brj-24569	308	21	of	of	ADP
brj-24569	308	22	the	the	DET
brj-24569	308	23	study	study	NOUN
brj-24569	308	24	's	's	PART
brj-24569	308	25	findings	finding	NOUN
brj-24569	308	26	.	.	PUNCT
brj-24569	309	1	in	in	ADP
brj-24569	309	2	conclusion	conclusion	NOUN
brj-24569	309	3	,	,	PUNCT
brj-24569	309	4	the	the	DET
brj-24569	309	5	study	study	NOUN
brj-24569	309	6	provides	provide	VERB
brj-24569	309	7	a	a	DET
brj-24569	309	8	comprehensive	comprehensive	ADJ
brj-24569	309	9	framework	framework	NOUN
brj-24569	309	10	for	for	ADP
brj-24569	309	11	predicting	predict	VERB
brj-24569	309	12	and	and	CCONJ
brj-24569	309	13	optimizing	optimize	VERB
brj-24569	309	14	antioxidant	antioxidant	ADJ
brj-24569	309	15	activity	activity	NOUN
brj-24569	309	16	in	in	ADP
brj-24569	309	17	plant	plant	NOUN
brj-24569	309	18	extracts	extract	NOUN
brj-24569	309	19	,	,	PUNCT
brj-24569	309	20	with	with	ADP
brj-24569	309	21	the	the	DET
brj-24569	309	22	xgb	xgb	PROPN
brj-24569	309	23	model	model	NOUN
brj-24569	309	24	playing	play	VERB
brj-24569	309	25	a	a	DET
brj-24569	309	26	central	central	ADJ
brj-24569	309	27	role	role	NOUN
brj-24569	309	28	in	in	ADP
brj-24569	309	29	advancing	advance	VERB
brj-24569	309	30	the	the	DET
brj-24569	309	31	analytical	analytical	ADJ
brj-24569	309	32	capabilities	capability	NOUN
brj-24569	309	33	in	in	ADP
brj-24569	309	34	this	this	DET
brj-24569	309	35	domain	domain	NOUN
brj-24569	309	36	.	.	PUNCT
brj-24569	310	1	future	future	ADJ
brj-24569	310	2	research	research	NOUN
brj-24569	310	3	could	could	AUX
brj-24569	310	4	expand	expand	VERB
brj-24569	310	5	on	on	ADP
brj-24569	310	6	this	this	DET
brj-24569	310	7	work	work	NOUN
brj-24569	310	8	by	by	ADP
brj-24569	310	9	exploring	explore	VERB
brj-24569	310	10	additional	additional	ADJ
brj-24569	310	11	variables	variable	NOUN
brj-24569	310	12	and	and	CCONJ
brj-24569	310	13	refining	refine	VERB
brj-24569	310	14	the	the	DET
brj-24569	310	15	model	model	NOUN
brj-24569	310	16	further	far	ADV
brj-24569	310	17	to	to	PART
brj-24569	310	18	enhance	enhance	VERB
brj-24569	310	19	its	its	PRON
brj-24569	310	20	applicability	applicability	NOUN
brj-24569	310	21	across	across	ADP
brj-24569	310	22	different	different	ADJ
brj-24569	310	23	types	type	NOUN
brj-24569	310	24	of	of	ADP
brj-24569	310	25	plant	plant	NOUN
brj-24569	310	26	extracts	extract	NOUN
brj-24569	310	27	.	.	PUNCT
brj-24569	311	1	peer	peer	NOUN
brj-24569	311	2	-	-	PUNCT
brj-24569	311	3	reviewed	review	VERB
brj-24569	311	4	article	article	NOUN
brj-24569	311	5	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	311	6	kim	kim	PROPN
brj-24569	311	7	et	et	PROPN
brj-24569	311	8	al	al	PROPN
brj-24569	311	9	.	.	PROPN
brj-24569	312	1	(	(	PUNCT
brj-24569	312	2	2025	2025	NUM
brj-24569	312	3	)	)	PUNCT
brj-24569	312	4	.	.	PUNCT
brj-24569	313	1	“	"	PUNCT
brj-24569	313	2	predicting	predict	VERB
brj-24569	313	3	antioxidant	antioxidant	ADJ
brj-24569	313	4	activity	activity	NOUN
brj-24569	313	5	,	,	PUNCT
brj-24569	313	6	”	"	PUNCT
brj-24569	313	7	bioresources	bioresource	NOUN
brj-24569	313	8	20(4	20(4	NOUN
brj-24569	313	9	)	)	PUNCT
brj-24569	313	10	,	,	PUNCT
brj-24569	313	11	9103	9103	NUM
brj-24569	313	12	-	-	SYM
brj-24569	313	13	9126	9126	NUM
brj-24569	313	14	.	.	PUNCT
brj-24569	314	1	9119	9119	NUM
brj-24569	314	2	acknowledgments	acknowledgment	NOUN
brj-24569	314	3	this	this	DET
brj-24569	314	4	study	study	NOUN
brj-24569	314	5	was	be	AUX
brj-24569	314	6	carried	carry	VERB
brj-24569	314	7	out	out	ADP
brj-24569	314	8	with	with	ADP
brj-24569	314	9	the	the	DET
brj-24569	314	10	support	support	NOUN
brj-24569	314	11	of	of	ADP
brj-24569	314	12	r&d	r&d	NOUN
brj-24569	314	13	program	program	NOUN
brj-24569	314	14	for	for	ADP
brj-24569	314	15	forest	forest	NOUN
brj-24569	314	16	science	science	NOUN
brj-24569	314	17	technology	technology	NOUN
brj-24569	314	18	(	(	PUNCT
brj-24569	314	19	project	project	NOUN
brj-24569	314	20	no	no	INTJ
brj-24569	314	21	.	.	PUNCT
brj-24569	315	1	"	"	PUNCT
brj-24569	315	2	rs-2023	rs-2023	PROPN
brj-24569	315	3	-	-	PUNCT
brj-24569	315	4	kf00245261382116530003	kf00245261382116530003	NOUN
brj-24569	315	5	"	"	PUNCT
brj-24569	315	6	)	)	PUNCT
brj-24569	315	7	provided	provide	VERB
brj-24569	315	8	by	by	ADP
brj-24569	315	9	korea	korea	PROPN
brj-24569	315	10	forest	forest	PROPN
brj-24569	315	11	service	service	PROPN
brj-24569	315	12	(	(	PUNCT
brj-24569	315	13	korea	korea	PROPN
brj-24569	315	14	forestry	forestry	PROPN
brj-24569	315	15	promotion	promotion	PROPN
brj-24569	315	16	institute	institute	PROPN
brj-24569	315	17	)	)	PUNCT
brj-24569	315	18	.	.	PUNCT
brj-24569	316	1	data	datum	NOUN
brj-24569	316	2	availability	availability	NOUN
brj-24569	316	3	all	all	DET
brj-24569	316	4	datasets	dataset	NOUN
brj-24569	316	5	used	use	VERB
brj-24569	316	6	and/or	and/or	CCONJ
brj-24569	316	7	analyzed	analyze	VERB
brj-24569	316	8	during	during	ADP
brj-24569	316	9	the	the	DET
brj-24569	316	10	current	current	ADJ
brj-24569	316	11	study	study	NOUN
brj-24569	316	12	are	be	AUX
brj-24569	316	13	available	available	ADJ
brj-24569	316	14	from	from	ADP
brj-24569	316	15	the	the	DET
brj-24569	316	16	corresponding	corresponding	ADJ
brj-24569	316	17	author	author	NOUN
brj-24569	316	18	on	on	ADP
brj-24569	316	19	reasonable	reasonable	ADJ
brj-24569	316	20	request	request	NOUN
brj-24569	316	21	.	.	PUNCT
brj-24569	317	1	conflicts	conflict	NOUN
brj-24569	317	2	of	of	ADP
brj-24569	317	3	interest	interest	NOUN
brj-24569	317	4	the	the	DET
brj-24569	317	5	authors	author	NOUN
brj-24569	317	6	declare	declare	VERB
brj-24569	317	7	that	that	SCONJ
brj-24569	317	8	they	they	PRON
brj-24569	317	9	have	have	VERB
brj-24569	317	10	no	no	DET
brj-24569	317	11	conflicts	conflict	NOUN
brj-24569	317	12	of	of	ADP
brj-24569	317	13	interest	interest	NOUN
brj-24569	317	14	.	.	PUNCT
brj-24569	318	1	reference	reference	NOUN
brj-24569	318	2	cited	cite	VERB
brj-24569	318	3	abeysinghe	abeysinghe	NOUN
brj-24569	318	4	,	,	PUNCT
brj-24569	318	5	d.t	d.t	PROPN
brj-24569	318	6	.	.	PROPN
brj-24569	318	7	,	,	PUNCT
brj-24569	318	8	kumara	kumara	PROPN
brj-24569	318	9	,	,	PUNCT
brj-24569	318	10	k.	k.	PROPN
brj-24569	318	11	a.	a.	PROPN
brj-24569	318	12	h.	h.	PROPN
brj-24569	318	13	,	,	PUNCT
brj-24569	318	14	kaushalya	kaushalya	PROPN
brj-24569	318	15	,	,	PUNCT
brj-24569	318	16	k.	k.	PROPN
brj-24569	318	17	a.	a.	PROPN
brj-24569	318	18	d.	d.	PROPN
brj-24569	318	19	,	,	PUNCT
brj-24569	318	20	chandrika	chandrika	NOUN
brj-24569	318	21	,	,	PUNCT
brj-24569	318	22	u.	u.	PROPN
brj-24569	318	23	g.	g.	PROPN
brj-24569	318	24	,	,	PUNCT
brj-24569	318	25	and	and	CCONJ
brj-24569	318	26	alwis	alwis	NOUN
brj-24569	318	27	,	,	PUNCT
brj-24569	318	28	d.	d.	PROPN
brj-24569	318	29	d.	d.	PROPN
brj-24569	318	30	d.	d.	PROPN
brj-24569	318	31	h.	h.	PROPN
brj-24569	318	32	(	(	PUNCT
brj-24569	318	33	2021	2021	NUM
brj-24569	318	34	)	)	PUNCT
brj-24569	318	35	.	.	PUNCT
brj-24569	319	1	“	"	PUNCT
brj-24569	319	2	phytochemical	phytochemical	ADJ
brj-24569	319	3	screening	screening	NOUN
brj-24569	319	4	,	,	PUNCT
brj-24569	319	5	total	total	ADJ
brj-24569	319	6	polyphenol	polyphenol	NOUN
brj-24569	319	7	,	,	PUNCT
brj-24569	319	8	flavonoid	flavonoid	NOUN
brj-24569	319	9	content	content	NOUN
brj-24569	319	10	,	,	PUNCT
brj-24569	319	11	in	in	ADP
brj-24569	319	12	vitro	vitro	X
brj-24569	319	13	antioxidant	antioxidant	ADJ
brj-24569	319	14	and	and	CCONJ
brj-24569	319	15	antibacterial	antibacterial	ADJ
brj-24569	319	16	activities	activity	NOUN
brj-24569	319	17	of	of	ADP
brj-24569	319	18	sri	sri	ADJ
brj-24569	319	19	lankan	lankan	ADJ
brj-24569	319	20	varieties	variety	NOUN
brj-24569	319	21	of	of	ADP
brj-24569	319	22	murraya	murraya	NOUN
brj-24569	319	23	koenigii	koenigii	PROPN
brj-24569	319	24	and	and	CCONJ
brj-24569	319	25	micromelum	micromelum	NOUN
brj-24569	319	26	minutum	minutum	PROPN
brj-24569	319	27	leaves	leave	NOUN
brj-24569	319	28	,	,	PUNCT
brj-24569	319	29	”	"	PUNCT
brj-24569	319	30	heliyon	heliyon	NOUN
brj-24569	319	31	7(7	7(7	NUM
brj-24569	319	32	)	)	PUNCT
brj-24569	319	33	,	,	PUNCT
brj-24569	319	34	article	article	PROPN
brj-24569	319	35	e07449	e07449	PROPN
brj-24569	319	36	.	.	PROPN
brj-24569	319	37	doi	doi	PROPN
brj-24569	319	38	:	:	PUNCT
brj-24569	319	39	10.1016	10.1016	NUM
brj-24569	319	40	/	/	SYM
brj-24569	319	41	j.heliyon.2021.e07449	j.heliyon.2021.e07449	PROPN
brj-24569	319	42	alqahtani	alqahtani	PROPN
brj-24569	319	43	,	,	PUNCT
brj-24569	319	44	n.	n.	PROPN
brj-24569	319	45	k.	k.	PROPN
brj-24569	319	46	,	,	PUNCT
brj-24569	319	47	alnemr	alnemr	PROPN
brj-24569	319	48	,	,	PUNCT
brj-24569	319	49	t.	t.	NOUN
brj-24569	319	50	m.	m.	NOUN
brj-24569	319	51	,	,	PUNCT
brj-24569	319	52	farag	farag	PROPN
brj-24569	319	53	,	,	PUNCT
brj-24569	319	54	h.	h.	PROPN
brj-24569	319	55	a.	a.	PROPN
brj-24569	319	56	s.	s.	PROPN
brj-24569	319	57	,	,	PUNCT
brj-24569	319	58	ismail	ismail	PROPN
brj-24569	319	59	,	,	PUNCT
brj-24569	319	60	r.	r.	PROPN
brj-24569	319	61	,	,	PUNCT
brj-24569	319	62	and	and	CCONJ
brj-24569	319	63	habib	habib	PROPN
brj-24569	319	64	,	,	PUNCT
brj-24569	319	65	h.	h.	PROPN
brj-24569	319	66	m.	m.	NOUN
brj-24569	319	67	(	(	PUNCT
brj-24569	319	68	2025	2025	NUM
brj-24569	319	69	)	)	PUNCT
brj-24569	319	70	.	.	PUNCT
brj-24569	320	1	“	"	PUNCT
brj-24569	320	2	machine	machine	NOUN
brj-24569	320	3	learning	learn	VERB
brj-24569	320	4	insights	insight	NOUN
brj-24569	320	5	into	into	ADP
brj-24569	320	6	the	the	DET
brj-24569	320	7	antioxidant	antioxidant	ADJ
brj-24569	320	8	and	and	CCONJ
brj-24569	320	9	biomolecular	biomolecular	ADJ
brj-24569	320	10	shielding	shielding	NOUN
brj-24569	320	11	effects	effect	NOUN
brj-24569	320	12	of	of	ADP
brj-24569	320	13	polyphenol	polyphenol	NOUN
brj-24569	320	14	-	-	PUNCT
brj-24569	320	15	rich	rich	ADJ
brj-24569	320	16	18	18	NUM
brj-24569	320	17	date	date	NOUN
brj-24569	320	18	palm	palm	NOUN
brj-24569	320	19	pit	pit	NOUN
brj-24569	320	20	extracts	extract	NOUN
brj-24569	320	21	,	,	PUNCT
brj-24569	320	22	”	"	PUNCT
brj-24569	320	23	food	food	NOUN
brj-24569	320	24	chem	chem	NOUN
brj-24569	320	25	.	.	PUNCT
brj-24569	321	1	x	x	X
brj-24569	321	2	27	27	NUM
brj-24569	321	3	,	,	PUNCT
brj-24569	321	4	article	article	NOUN
brj-24569	321	5	102480	102480	NUM
brj-24569	321	6	.	.	PUNCT
brj-24569	322	1	doi	doi	NOUN
brj-24569	322	2	:	:	PUNCT
brj-24569	322	3	10.1016	10.1016	NUM
brj-24569	322	4	/	/	SYM
brj-24569	322	5	j.fochx.2025.102480	j.fochx.2025.102480	PROPN
brj-24569	322	6	antony	antony	PROPN
brj-24569	322	7	,	,	PUNCT
brj-24569	322	8	a.	a.	NOUN
brj-24569	322	9	,	,	PUNCT
brj-24569	322	10	and	and	CCONJ
brj-24569	322	11	farid	farid	PROPN
brj-24569	322	12	,	,	PUNCT
brj-24569	322	13	m.	m.	NOUN
brj-24569	322	14	(	(	PUNCT
brj-24569	322	15	2022	2022	NUM
brj-24569	322	16	)	)	PUNCT
brj-24569	322	17	.	.	PUNCT
brj-24569	323	1	“	"	PUNCT
brj-24569	323	2	effect	effect	NOUN
brj-24569	323	3	of	of	ADP
brj-24569	323	4	temperatures	temperature	NOUN
brj-24569	323	5	on	on	ADP
brj-24569	323	6	polyphenols	polyphenol	NOUN
brj-24569	323	7	during	during	ADP
brj-24569	323	8	extraction	extraction	NOUN
brj-24569	323	9	,	,	PUNCT
brj-24569	323	10	”	"	PUNCT
brj-24569	323	11	appl	appl	NOUN
brj-24569	323	12	.	.	PUNCT
brj-24569	324	1	sci	sci	PROPN
brj-24569	324	2	.	.	PUNCT
brj-24569	324	3	12(4	12(4	NUM
brj-24569	324	4	)	)	PUNCT
brj-24569	324	5	,	,	PUNCT
brj-24569	324	6	article	article	NOUN
brj-24569	324	7	2107	2107	NUM
brj-24569	324	8	.	.	PUNCT
brj-24569	325	1	doi	doi	NOUN
brj-24569	325	2	:	:	PUNCT
brj-24569	325	3	10.3390	10.3390	NUM
brj-24569	325	4	/	/	SYM
brj-24569	325	5	app12042107	app12042107	NOUN
brj-24569	325	6	barreira	barreira	PROPN
brj-24569	325	7	,	,	PUNCT
brj-24569	325	8	j.	j.	PROPN
brj-24569	325	9	c.	c.	PROPN
brj-24569	325	10	,	,	PUNCT
brj-24569	325	11	alves	alves	PROPN
brj-24569	325	12	,	,	PUNCT
brj-24569	325	13	r.	r.	PROPN
brj-24569	325	14	c.	c.	PROPN
brj-24569	325	15	,	,	PUNCT
brj-24569	325	16	casal	casal	PROPN
brj-24569	325	17	,	,	PUNCT
brj-24569	325	18	s.	s.	PROPN
brj-24569	325	19	,	,	PUNCT
brj-24569	325	20	ferreira	ferreira	PROPN
brj-24569	325	21	,	,	PUNCT
brj-24569	325	22	i.	i.	PROPN
brj-24569	325	23	c.	c.	PROPN
brj-24569	325	24	,	,	PUNCT
brj-24569	325	25	oliveira	oliveira	PROPN
brj-24569	325	26	,	,	PUNCT
brj-24569	325	27	m.	m.	PROPN
brj-24569	325	28	b.	b.	PROPN
brj-24569	325	29	p.	p.	PROPN
brj-24569	325	30	,	,	PUNCT
brj-24569	325	31	and	and	CCONJ
brj-24569	325	32	pereira	pereira	PROPN
brj-24569	325	33	,	,	PUNCT
brj-24569	325	34	j.	j.	PROPN
brj-24569	325	35	a.	a.	PROPN
brj-24569	325	36	(	(	PUNCT
brj-24569	325	37	2009	2009	NUM
brj-24569	325	38	)	)	PUNCT
brj-24569	325	39	.	.	PUNCT
brj-24569	326	1	“	"	PUNCT
brj-24569	326	2	vitamin	vitamin	NOUN
brj-24569	326	3	e	e	NOUN
brj-24569	326	4	profile	profile	NOUN
brj-24569	326	5	as	as	ADP
brj-24569	326	6	a	a	DET
brj-24569	326	7	reliable	reliable	ADJ
brj-24569	326	8	authenticity	authenticity	NOUN
brj-24569	326	9	discrimination	discrimination	NOUN
brj-24569	326	10	factor	factor	NOUN
brj-24569	326	11	between	between	ADP
brj-24569	326	12	chestnut	chestnut	NOUN
brj-24569	326	13	(	(	PUNCT
brj-24569	326	14	castanea	castanea	PROPN
brj-24569	326	15	sativa	sativa	PROPN
brj-24569	326	16	mill	mill	PROPN
brj-24569	326	17	.	.	PUNCT
brj-24569	326	18	)	)	PUNCT
brj-24569	326	19	cultivars	cultivar	NOUN
brj-24569	326	20	,	,	PUNCT
brj-24569	326	21	”	"	PUNCT
brj-24569	326	22	j.	j.	PROPN
brj-24569	326	23	agric	agric	PROPN
brj-24569	326	24	.	.	PUNCT
brj-24569	327	1	food	food	NOUN
brj-24569	327	2	.	.	PUNCT
brj-24569	328	1	chem	chem	NOUN
brj-24569	328	2	.	.	PUNCT
brj-24569	329	1	57(12	57(12	NUM
brj-24569	329	2	)	)	PUNCT
brj-24569	329	3	,	,	PUNCT
brj-24569	329	4	5524	5524	NUM
brj-24569	329	5	-	-	SYM
brj-24569	329	6	5528	5528	NUM
brj-24569	329	7	.	.	PUNCT
brj-24569	330	1	baş	baş	PROPN
brj-24569	330	2	,	,	PUNCT
brj-24569	330	3	d.	d.	PROPN
brj-24569	330	4	,	,	PUNCT
brj-24569	330	5	and	and	CCONJ
brj-24569	330	6	boyacı	boyacı	NOUN
brj-24569	330	7	,	,	PUNCT
brj-24569	330	8	i̇.	i̇.	PROPN
brj-24569	330	9	h.	h.	PROPN
brj-24569	330	10	(	(	PUNCT
brj-24569	330	11	2007	2007	NUM
brj-24569	330	12	)	)	PUNCT
brj-24569	330	13	.	.	PUNCT
brj-24569	331	1	“	"	PUNCT
brj-24569	331	2	modeling	modeling	NOUN
brj-24569	331	3	and	and	CCONJ
brj-24569	331	4	optimization	optimization	NOUN
brj-24569	331	5	i	i	PRON
brj-24569	331	6	:	:	PUNCT
brj-24569	331	7	usability	usability	NOUN
brj-24569	331	8	of	of	ADP
brj-24569	331	9	response	response	NOUN
brj-24569	331	10	surface	surface	NOUN
brj-24569	331	11	methodology	methodology	NOUN
brj-24569	331	12	,	,	PUNCT
brj-24569	331	13	”	"	PUNCT
brj-24569	331	14	j.	j.	PROPN
brj-24569	331	15	food	food	PROPN
brj-24569	331	16	.	.	PUNCT
brj-24569	332	1	eng	eng	PROPN
brj-24569	332	2	.	.	PUNCT
brj-24569	333	1	78(3	78(3	NUM
brj-24569	333	2	)	)	PUNCT
brj-24569	333	3	,	,	PUNCT
brj-24569	333	4	836	836	NUM
brj-24569	333	5	-	-	SYM
brj-24569	333	6	845	845	NUM
brj-24569	333	7	.	.	PUNCT
brj-24569	334	1	doi	doi	NOUN
brj-24569	334	2	:	:	PUNCT
brj-24569	334	3	10.1016	10.1016	NUM
brj-24569	334	4	/	/	SYM
brj-24569	334	5	j.jfoodeng.2005.11.024	j.jfoodeng.2005.11.024	NOUN
brj-24569	334	6	belwal	belwal	NOUN
brj-24569	334	7	,	,	PUNCT
brj-24569	334	8	t.	t.	PROPN
brj-24569	334	9	,	,	PUNCT
brj-24569	334	10	dhyani	dhyani	PROPN
brj-24569	334	11	,	,	PUNCT
brj-24569	334	12	p.	p.	PROPN
brj-24569	334	13	,	,	PUNCT
brj-24569	334	14	bhatt	bhatt	PROPN
brj-24569	334	15	,	,	PUNCT
brj-24569	334	16	i.	i.	PROPN
brj-24569	334	17	d.	d.	PROPN
brj-24569	334	18	,	,	PUNCT
brj-24569	334	19	rawal	rawal	PROPN
brj-24569	334	20	,	,	PUNCT
brj-24569	334	21	r.	r.	PROPN
brj-24569	334	22	s.	s.	PROPN
brj-24569	334	23	,	,	PUNCT
brj-24569	334	24	and	and	CCONJ
brj-24569	334	25	pande	pande	NOUN
brj-24569	334	26	,	,	PUNCT
brj-24569	334	27	v.	v.	CCONJ
brj-24569	334	28	(	(	PUNCT
brj-24569	334	29	2016	2016	NUM
brj-24569	334	30	)	)	PUNCT
brj-24569	334	31	.	.	PUNCT
brj-24569	335	1	“	"	PUNCT
brj-24569	335	2	optimization	optimization	NOUN
brj-24569	335	3	extraction	extraction	NOUN
brj-24569	335	4	conditions	condition	NOUN
brj-24569	335	5	for	for	ADP
brj-24569	335	6	improving	improve	VERB
brj-24569	335	7	phenolic	phenolic	ADJ
brj-24569	335	8	content	content	NOUN
brj-24569	335	9	and	and	CCONJ
brj-24569	335	10	antioxidant	antioxidant	ADJ
brj-24569	335	11	activity	activity	NOUN
brj-24569	335	12	in	in	ADP
brj-24569	335	13	berberis	berberis	PROPN
brj-24569	335	14	asiatica	asiatica	NOUN
brj-24569	335	15	fruits	fruit	NOUN
brj-24569	335	16	using	use	VERB
brj-24569	335	17	response	response	NOUN
brj-24569	335	18	surface	surface	NOUN
brj-24569	335	19	methodology	methodology	NOUN
brj-24569	335	20	(	(	PUNCT
brj-24569	335	21	rsm	rsm	PROPN
brj-24569	335	22	)	)	PUNCT
brj-24569	335	23	,	,	PUNCT
brj-24569	335	24	”	"	PUNCT
brj-24569	335	25	food	food	NOUN
brj-24569	335	26	chem	chem	NOUN
brj-24569	335	27	.	.	PUNCT
brj-24569	335	28	207	207	NUM
brj-24569	335	29	,	,	PUNCT
brj-24569	335	30	115	115	NUM
brj-24569	335	31	-	-	SYM
brj-24569	335	32	124	124	NUM
brj-24569	335	33	.	.	PUNCT
brj-24569	336	1	doi	doi	NOUN
brj-24569	336	2	:	:	PUNCT
brj-24569	336	3	10.1016	10.1016	NUM
brj-24569	336	4	/	/	SYM
brj-24569	336	5	j.foodchem.2016.03.081	j.foodchem.2016.03.081	PROPN
brj-24569	336	6	bergstra	bergstra	PROPN
brj-24569	336	7	,	,	PUNCT
brj-24569	336	8	j.	j.	PROPN
brj-24569	336	9	,	,	PUNCT
brj-24569	336	10	and	and	CCONJ
brj-24569	336	11	bengio	bengio	PROPN
brj-24569	336	12	,	,	PUNCT
brj-24569	336	13	y.	y.	PROPN
brj-24569	336	14	(	(	PUNCT
brj-24569	336	15	2012	2012	NUM
brj-24569	336	16	)	)	PUNCT
brj-24569	336	17	.	.	PUNCT
brj-24569	337	1	“	"	PUNCT
brj-24569	337	2	random	random	ADJ
brj-24569	337	3	search	search	NOUN
brj-24569	337	4	for	for	ADP
brj-24569	337	5	hyper	hyper	ADJ
brj-24569	337	6	-	-	ADJ
brj-24569	337	7	parameter	parameter	ADJ
brj-24569	337	8	optimization	optimization	NOUN
brj-24569	337	9	,	,	PUNCT
brj-24569	337	10	”	"	PUNCT
brj-24569	337	11	j.	j.	PROPN
brj-24569	337	12	mach	mach	PROPN
brj-24569	337	13	.	.	PUNCT
brj-24569	338	1	learn	learn	VERB
brj-24569	338	2	.	.	PUNCT
brj-24569	339	1	res	re	NOUN
brj-24569	339	2	.	.	PUNCT
brj-24569	340	1	13(2	13(2	NOUN
brj-24569	340	2	)	)	PUNCT
brj-24569	340	3	,	,	PUNCT
brj-24569	340	4	article	article	NOUN
brj-24569	340	5	2188395	2188395	NUM
brj-24569	340	6	.	.	PUNCT
brj-24569	341	1	doi	doi	NOUN
brj-24569	341	2	:	:	PUNCT
brj-24569	341	3	10.5555/2503308.2188395	10.5555/2503308.2188395	NUM
brj-24569	341	4	biau	biau	PROPN
brj-24569	341	5	,	,	PUNCT
brj-24569	341	6	g.	g.	PROPN
brj-24569	341	7	,	,	PUNCT
brj-24569	341	8	and	and	CCONJ
brj-24569	341	9	scornet	scornet	NOUN
brj-24569	341	10	,	,	PUNCT
brj-24569	341	11	e.	e.	PROPN
brj-24569	341	12	(	(	PUNCT
brj-24569	341	13	2016	2016	NUM
brj-24569	341	14	)	)	PUNCT
brj-24569	341	15	.	.	PUNCT
brj-24569	342	1	“	"	PUNCT
brj-24569	342	2	a	a	DET
brj-24569	342	3	random	random	ADJ
brj-24569	342	4	forest	forest	NOUN
brj-24569	342	5	guided	guide	VERB
brj-24569	342	6	tour	tour	NOUN
brj-24569	342	7	,	,	PUNCT
brj-24569	342	8	”	"	PUNCT
brj-24569	342	9	test	test	NOUN
brj-24569	342	10	25	25	NUM
brj-24569	342	11	,	,	PUNCT
brj-24569	342	12	197	197	NUM
brj-24569	342	13	-	-	SYM
brj-24569	342	14	227	227	NUM
brj-24569	342	15	.	.	PUNCT
brj-24569	343	1	doi	doi	NOUN
brj-24569	343	2	:	:	PUNCT
brj-24569	343	3	10.1007	10.1007	NUM
brj-24569	343	4	/	/	SYM
brj-24569	343	5	s11749	s11749	NOUN
brj-24569	343	6	-	-	PUNCT
brj-24569	343	7	016	016	NUM
brj-24569	343	8	-	-	PUNCT
brj-24569	343	9	0481	0481	NUM
brj-24569	343	10	-	-	PUNCT
brj-24569	343	11	7	7	NUM
brj-24569	343	12	cacace	cacace	NOUN
brj-24569	343	13	,	,	PUNCT
brj-24569	343	14	j.	j.	PROPN
brj-24569	343	15	e.	e.	PROPN
brj-24569	343	16	,	,	PUNCT
brj-24569	343	17	and	and	CCONJ
brj-24569	343	18	mazza	mazza	PROPN
brj-24569	343	19	,	,	PUNCT
brj-24569	343	20	g.	g.	PROPN
brj-24569	343	21	(	(	PUNCT
brj-24569	343	22	2003	2003	NUM
brj-24569	343	23	)	)	PUNCT
brj-24569	343	24	.	.	PUNCT
brj-24569	344	1	“	"	PUNCT
brj-24569	344	2	optimization	optimization	NOUN
brj-24569	344	3	of	of	ADP
brj-24569	344	4	extraction	extraction	NOUN
brj-24569	344	5	of	of	ADP
brj-24569	344	6	anthocyanins	anthocyanin	NOUN
brj-24569	344	7	from	from	ADP
brj-24569	344	8	black	black	ADJ
brj-24569	344	9	currants	currant	NOUN
brj-24569	344	10	with	with	ADP
brj-24569	344	11	aqueous	aqueous	ADJ
brj-24569	344	12	ethanol	ethanol	NOUN
brj-24569	344	13	,	,	PUNCT
brj-24569	344	14	”	"	PUNCT
brj-24569	344	15	j.	j.	PROPN
brj-24569	344	16	food	food	PROPN
brj-24569	344	17	sci	sci	PROPN
brj-24569	344	18	.	.	PUNCT
brj-24569	344	19	68(1	68(1	NOUN
brj-24569	344	20	)	)	PUNCT
brj-24569	344	21	,	,	PUNCT
brj-24569	344	22	240	240	NUM
brj-24569	344	23	-	-	SYM
brj-24569	344	24	248	248	NUM
brj-24569	344	25	.	.	PUNCT
brj-24569	345	1	doi	doi	NOUN
brj-24569	345	2	:	:	PUNCT
brj-24569	345	3	10.1111	10.1111	NUM
brj-24569	345	4	/	/	SYM
brj-24569	345	5	j.1365	j.1365	NOUN
brj-24569	345	6	-	-	PUNCT
brj-24569	345	7	2621.2003.tb14146.x	2621.2003.tb14146.x	NUM
brj-24569	345	8	camel	camel	NOUN
brj-24569	345	9	,	,	PUNCT
brj-24569	345	10	v.	v.	PROPN
brj-24569	345	11	(	(	PUNCT
brj-24569	345	12	2000	2000	NUM
brj-24569	345	13	)	)	PUNCT
brj-24569	345	14	.	.	PUNCT
brj-24569	346	1	“	"	PUNCT
brj-24569	346	2	microwave	microwave	NOUN
brj-24569	346	3	-	-	PUNCT
brj-24569	346	4	assisted	assist	VERB
brj-24569	346	5	solvent	solvent	ADJ
brj-24569	346	6	extraction	extraction	NOUN
brj-24569	346	7	of	of	ADP
brj-24569	346	8	environmental	environmental	ADJ
brj-24569	346	9	samples	sample	NOUN
brj-24569	346	10	,	,	PUNCT
brj-24569	346	11	”	"	PUNCT
brj-24569	346	12	trends	trend	NOUN
brj-24569	346	13	anal	anal	ADJ
brj-24569	346	14	.	.	PUNCT
brj-24569	347	1	chem	chem	PROPN
brj-24569	347	2	.	.	PUNCT
brj-24569	348	1	19(4	19(4	PROPN
brj-24569	348	2	)	)	PUNCT
brj-24569	348	3	,	,	PUNCT
brj-24569	348	4	229	229	NUM
brj-24569	348	5	-	-	SYM
brj-24569	348	6	248	248	NUM
brj-24569	348	7	.	.	PUNCT
brj-24569	349	1	doi	doi	NOUN
brj-24569	349	2	:	:	PUNCT
brj-24569	349	3	10.1016	10.1016	NUM
brj-24569	349	4	/	/	SYM
brj-24569	349	5	s0165	s0165	VERB
brj-24569	349	6	-	-	PUNCT
brj-24569	349	7	9936(99)00185	9936(99)00185	NUM
brj-24569	349	8	-	-	SYM
brj-24569	349	9	5	5	NUM
brj-24569	349	10	https://doi.org/10.1016/j.heliyon.2021.e07449	https://doi.org/10.1016/j.heliyon.2021.e07449	NOUN
brj-24569	349	11	https://doi.org/10.1016/j.fochx.2025.102480	https://doi.org/10.1016/j.fochx.2025.102480	PROPN
brj-24569	349	12	peer	peer	NOUN
brj-24569	349	13	-	-	PUNCT
brj-24569	349	14	reviewed	review	VERB
brj-24569	349	15	article	article	NOUN
brj-24569	349	16	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	349	17	kim	kim	PROPN
brj-24569	349	18	et	et	PROPN
brj-24569	349	19	al	al	PROPN
brj-24569	349	20	.	.	PROPN
brj-24569	350	1	(	(	PUNCT
brj-24569	350	2	2025	2025	NUM
brj-24569	350	3	)	)	PUNCT
brj-24569	350	4	.	.	PUNCT
brj-24569	351	1	“	"	PUNCT
brj-24569	351	2	predicting	predict	VERB
brj-24569	351	3	antioxidant	antioxidant	ADJ
brj-24569	351	4	activity	activity	NOUN
brj-24569	351	5	,	,	PUNCT
brj-24569	351	6	”	"	PUNCT
brj-24569	351	7	bioresources	bioresource	NOUN
brj-24569	351	8	20(4	20(4	NOUN
brj-24569	351	9	)	)	PUNCT
brj-24569	351	10	,	,	PUNCT
brj-24569	351	11	9103	9103	NUM
brj-24569	351	12	-	-	SYM
brj-24569	351	13	9126	9126	NUM
brj-24569	351	14	.	.	PUNCT
brj-24569	352	1	9120	9120	NUM
brj-24569	352	2	chen	chen	PROPN
brj-24569	352	3	,	,	PUNCT
brj-24569	352	4	b.	b.	PROPN
brj-24569	352	5	,	,	PUNCT
brj-24569	352	6	zhao	zhao	PROPN
brj-24569	352	7	,	,	PUNCT
brj-24569	352	8	y.	y.	PROPN
brj-24569	352	9	,	,	PUNCT
brj-24569	352	10	yu	yu	PROPN
brj-24569	352	11	,	,	PUNCT
brj-24569	352	12	d.	d.	PROPN
brj-24569	352	13	,	,	PUNCT
brj-24569	352	14	lin	lin	PROPN
brj-24569	352	15	,	,	PUNCT
brj-24569	352	16	f.	f.	PROPN
brj-24569	352	17	,	,	PUNCT
brj-24569	352	18	xu	xu	PROPN
brj-24569	352	19	,	,	PUNCT
brj-24569	352	20	z.	z.	PROPN
brj-24569	352	21	,	,	PUNCT
brj-24569	352	22	song	song	PROPN
brj-24569	352	23	,	,	PUNCT
brj-24569	352	24	j.	j.	PROPN
brj-24569	352	25	,	,	PUNCT
brj-24569	352	26	and	and	CCONJ
brj-24569	352	27	li	li	PROPN
brj-24569	352	28	,	,	PUNCT
brj-24569	352	29	x.	x.	NOUN
brj-24569	352	30	(	(	PUNCT
brj-24569	352	31	2024	2024	NUM
brj-24569	352	32	)	)	PUNCT
brj-24569	352	33	.	.	PUNCT
brj-24569	353	1	“	"	PUNCT
brj-24569	353	2	optimizing	optimize	VERB
brj-24569	353	3	the	the	DET
brj-24569	353	4	extraction	extraction	NOUN
brj-24569	353	5	of	of	ADP
brj-24569	353	6	active	active	ADJ
brj-24569	353	7	components	component	NOUN
brj-24569	353	8	from	from	ADP
brj-24569	353	9	salvia	salvia	NOUN
brj-24569	353	10	miltiorrhiza	miltiorrhiza	NOUN
brj-24569	353	11	by	by	ADP
brj-24569	353	12	combination	combination	NOUN
brj-24569	353	13	of	of	ADP
brj-24569	353	14	machine	machine	NOUN
brj-24569	353	15	learning	learning	NOUN
brj-24569	353	16	models	model	NOUN
brj-24569	353	17	and	and	CCONJ
brj-24569	353	18	intelligent	intelligent	ADJ
brj-24569	353	19	optimization	optimization	NOUN
brj-24569	353	20	algorithms	algorithm	NOUN
brj-24569	353	21	and	and	CCONJ
brj-24569	353	22	its	its	PRON
brj-24569	353	23	correlation	correlation	NOUN
brj-24569	353	24	analysis	analysis	NOUN
brj-24569	353	25	of	of	ADP
brj-24569	353	26	antioxidant	antioxidant	ADJ
brj-24569	353	27	activity	activity	NOUN
brj-24569	353	28	,	,	PUNCT
brj-24569	353	29	”	"	PUNCT
brj-24569	353	30	prep	prep	NOUN
brj-24569	353	31	.	.	PUNCT
brj-24569	354	1	biochem	biochem	PROPN
brj-24569	354	2	.	.	PUNCT
brj-24569	355	1	biotechnol	biotechnol	PROPN
brj-24569	355	2	.	.	PUNCT
brj-24569	356	1	54(3	54(3	NUM
brj-24569	356	2	)	)	PUNCT
brj-24569	356	3	,	,	PUNCT
brj-24569	356	4	358	358	NUM
brj-24569	356	5	-	-	SYM
brj-24569	356	6	373	373	NUM
brj-24569	356	7	.	.	PUNCT
brj-24569	357	1	doi	doi	NOUN
brj-24569	357	2	:	:	PUNCT
brj-24569	357	3	10.1080/10826068.2023.2243493	10.1080/10826068.2023.2243493	NUM
brj-24569	357	4	chen	chen	PROPN
brj-24569	357	5	,	,	PUNCT
brj-24569	357	6	t.	t.	PROPN
brj-24569	357	7	,	,	PUNCT
brj-24569	357	8	he	he	PRON
brj-24569	357	9	,	,	PUNCT
brj-24569	357	10	t.	t.	PROPN
brj-24569	357	11	,	,	PUNCT
brj-24569	357	12	benesty	benesty	NOUN
brj-24569	357	13	,	,	PUNCT
brj-24569	357	14	m.	m.	NOUN
brj-24569	357	15	,	,	PUNCT
brj-24569	357	16	khotilovich	khotilovich	PROPN
brj-24569	357	17	,	,	PUNCT
brj-24569	357	18	v.	v.	PROPN
brj-24569	357	19	,	,	PUNCT
brj-24569	357	20	tang	tang	PROPN
brj-24569	357	21	,	,	PUNCT
brj-24569	357	22	y.	y.	PROPN
brj-24569	357	23	,	,	PUNCT
brj-24569	357	24	cho	cho	PROPN
brj-24569	357	25	,	,	PUNCT
brj-24569	357	26	h.	h.	PROPN
brj-24569	357	27	,	,	PUNCT
brj-24569	357	28	chen	chen	PROPN
brj-24569	357	29	,	,	PUNCT
brj-24569	357	30	k.	k.	PROPN
brj-24569	357	31	,	,	PUNCT
brj-24569	357	32	mitchell	mitchell	PROPN
brj-24569	357	33	,	,	PUNCT
brj-24569	357	34	r.	r.	PROPN
brj-24569	357	35	,	,	PUNCT
brj-24569	357	36	cano	cano	PROPN
brj-24569	357	37	,	,	PUNCT
brj-24569	357	38	i.	i.	PROPN
brj-24569	357	39	,	,	PUNCT
brj-24569	357	40	and	and	CCONJ
brj-24569	357	41	zhou	zhou	PROPN
brj-24569	357	42	,	,	PUNCT
brj-24569	357	43	t.	t.	PROPN
brj-24569	357	44	(	(	PUNCT
brj-24569	357	45	2015	2015	NUM
brj-24569	357	46	)	)	PUNCT
brj-24569	357	47	.	.	PUNCT
brj-24569	358	1	“	"	PUNCT
brj-24569	358	2	xgboost	xgboost	ADV
brj-24569	358	3	:	:	PUNCT
brj-24569	358	4	extreme	extreme	ADJ
brj-24569	358	5	gradient	gradient	NOUN
brj-24569	358	6	boosting	boosting	NOUN
brj-24569	358	7	,	,	PUNCT
brj-24569	358	8	”	"	PUNCT
brj-24569	358	9	r	r	NOUN
brj-24569	358	10	package	package	NOUN
brj-24569	358	11	version	version	NOUN
brj-24569	358	12	0.4	0.4	NUM
brj-24569	358	13	-	-	SYM
brj-24569	358	14	2	2	NUM
brj-24569	358	15	1(4	1(4	NUM
brj-24569	358	16	)	)	PUNCT
brj-24569	358	17	,	,	PUNCT
brj-24569	358	18	1–4	1–4	PROPN
brj-24569	358	19	.	.	PUNCT
brj-24569	358	20	choi	choi	PROPN
brj-24569	358	21	,	,	PUNCT
brj-24569	358	22	s.	s.	PROPN
brj-24569	358	23	z.	z.	PROPN
brj-24569	358	24	,	,	PUNCT
brj-24569	358	25	yang	yang	PROPN
brj-24569	358	26	,	,	PUNCT
brj-24569	358	27	m.	m.	PROPN
brj-24569	358	28	c.	c.	PROPN
brj-24569	358	29	,	,	PUNCT
brj-24569	358	30	choi	choi	NOUN
brj-24569	358	31	,	,	PUNCT
brj-24569	358	32	s.	s.	PROPN
brj-24569	358	33	u.	u.	PROPN
brj-24569	358	34	,	,	PUNCT
brj-24569	358	35	and	and	CCONJ
brj-24569	358	36	lee	lee	PROPN
brj-24569	358	37	,	,	PUNCT
brj-24569	358	38	k.	k.	PROPN
brj-24569	358	39	r.	r.	PROPN
brj-24569	358	40	(	(	PUNCT
brj-24569	358	41	2006a	2006a	NUM
brj-24569	358	42	)	)	PUNCT
brj-24569	358	43	.	.	PUNCT
brj-24569	359	1	“	"	PUNCT
brj-24569	359	2	cytotoxic	cytotoxic	ADJ
brj-24569	359	3	terpenes	terpene	NOUN
brj-24569	359	4	and	and	CCONJ
brj-24569	359	5	lignans	lignan	NOUN
brj-24569	359	6	from	from	ADP
brj-24569	359	7	the	the	DET
brj-24569	359	8	roots	root	NOUN
brj-24569	359	9	of	of	ADP
brj-24569	359	10	ainsliaea	ainsliaea	PROPN
brj-24569	359	11	acerifolia	acerifolia	PROPN
brj-24569	359	12	,	,	PUNCT
brj-24569	359	13	”	"	PUNCT
brj-24569	359	14	arch	arch	NOUN
brj-24569	359	15	.	.	PUNCT
brj-24569	360	1	pharm	pharm	NOUN
brj-24569	360	2	.	.	PUNCT
brj-24569	361	1	res	re	NOUN
brj-24569	361	2	.	.	PROPN
brj-24569	362	1	29	29	NUM
brj-24569	362	2	,	,	PUNCT
brj-24569	362	3	203	203	NUM
brj-24569	362	4	-	-	SYM
brj-24569	362	5	208	208	NUM
brj-24569	362	6	.	.	PUNCT
brj-24569	363	1	doi	doi	NOUN
brj-24569	363	2	:	:	PUNCT
brj-24569	363	3	10.1007	10.1007	NUM
brj-24569	363	4	/	/	SYM
brj-24569	363	5	bf02969394	bf02969394	NOUN
brj-24569	363	6	choi	choi	NOUN
brj-24569	363	7	,	,	PUNCT
brj-24569	363	8	y.	y.	PROPN
brj-24569	363	9	,	,	PUNCT
brj-24569	363	10	lee	lee	PROPN
brj-24569	363	11	,	,	PUNCT
brj-24569	363	12	s.	s.	PROPN
brj-24569	363	13	m.	m.	PROPN
brj-24569	363	14	,	,	PUNCT
brj-24569	363	15	chun	chun	PROPN
brj-24569	363	16	,	,	PUNCT
brj-24569	363	17	j.	j.	PROPN
brj-24569	363	18	,	,	PUNCT
brj-24569	363	19	lee	lee	PROPN
brj-24569	363	20	,	,	PUNCT
brj-24569	363	21	h.	h.	PROPN
brj-24569	363	22	b.	b.	PROPN
brj-24569	363	23	,	,	PUNCT
brj-24569	363	24	and	and	CCONJ
brj-24569	363	25	lee	lee	PROPN
brj-24569	363	26	,	,	PUNCT
brj-24569	363	27	j.	j.	PROPN
brj-24569	363	28	(	(	PUNCT
brj-24569	363	29	2006b	2006b	NUM
brj-24569	363	30	)	)	PUNCT
brj-24569	363	31	.	.	PUNCT
brj-24569	364	1	“	"	PUNCT
brj-24569	364	2	influence	influence	NOUN
brj-24569	364	3	of	of	ADP
brj-24569	364	4	heat	heat	NOUN
brj-24569	364	5	treatment	treatment	NOUN
brj-24569	364	6	on	on	ADP
brj-24569	364	7	the	the	DET
brj-24569	364	8	antioxidant	antioxidant	ADJ
brj-24569	364	9	activities	activity	NOUN
brj-24569	364	10	and	and	CCONJ
brj-24569	364	11	polyphenolic	polyphenolic	ADJ
brj-24569	364	12	compounds	compound	NOUN
brj-24569	364	13	of	of	ADP
brj-24569	364	14	shiitake	shiitake	NOUN
brj-24569	364	15	(	(	PUNCT
brj-24569	364	16	lentinus	lentinus	ADJ
brj-24569	364	17	edodes	edode	NOUN
brj-24569	364	18	)	)	PUNCT
brj-24569	364	19	mushroom	mushroom	NOUN
brj-24569	364	20	,	,	PUNCT
brj-24569	364	21	”	"	PUNCT
brj-24569	364	22	food	food	NOUN
brj-24569	364	23	chem	chem	NOUN
brj-24569	364	24	.	.	PUNCT
brj-24569	365	1	99(2	99(2	X
brj-24569	365	2	)	)	PUNCT
brj-24569	365	3	,	,	PUNCT
brj-24569	365	4	381	381	NUM
brj-24569	365	5	-	-	SYM
brj-24569	365	6	387	387	NUM
brj-24569	365	7	.	.	PUNCT
brj-24569	365	8	doi	doi	NOUN
brj-24569	365	9	:	:	PUNCT
brj-24569	365	10	10.1016	10.1016	NUM
brj-24569	365	11	/	/	SYM
brj-24569	365	12	j.foodchem.2005.08.004	j.foodchem.2005.08.004	PROPN
brj-24569	365	13	dong	dong	PROPN
brj-24569	365	14	,	,	PUNCT
brj-24569	365	15	j.	j.	PROPN
brj-24569	365	16	,	,	PUNCT
brj-24569	365	17	cai	cai	PROPN
brj-24569	365	18	,	,	PUNCT
brj-24569	365	19	l.	l.	PROPN
brj-24569	365	20	,	,	PUNCT
brj-24569	365	21	xing	xing	PROPN
brj-24569	365	22	,	,	PUNCT
brj-24569	365	23	y.	y.	PROPN
brj-24569	365	24	,	,	PUNCT
brj-24569	365	25	yu	yu	PROPN
brj-24569	365	26	,	,	PUNCT
brj-24569	365	27	j.	j.	PROPN
brj-24569	365	28	,	,	PUNCT
brj-24569	365	29	and	and	CCONJ
brj-24569	365	30	ding	ding	NOUN
brj-24569	365	31	,	,	PUNCT
brj-24569	365	32	z.	z.	PROPN
brj-24569	365	33	(	(	PUNCT
brj-24569	365	34	2015	2015	NUM
brj-24569	365	35	)	)	PUNCT
brj-24569	365	36	.	.	PUNCT
brj-24569	366	1	“	"	PUNCT
brj-24569	366	2	re	re	NOUN
brj-24569	366	3	-	-	NOUN
brj-24569	366	4	evaluation	evaluation	NOUN
brj-24569	366	5	of	of	ADP
brj-24569	366	6	abts•	abts•	NOUN
brj-24569	366	7	assay	assay	VERB
brj-24569	366	8	for	for	ADP
brj-24569	366	9	total	total	ADJ
brj-24569	366	10	antioxidant	antioxidant	ADJ
brj-24569	366	11	capacity	capacity	NOUN
brj-24569	366	12	of	of	ADP
brj-24569	366	13	natural	natural	ADJ
brj-24569	366	14	products	product	NOUN
brj-24569	366	15	,	,	PUNCT
brj-24569	366	16	”	"	PUNCT
brj-24569	366	17	nat	nat	PROPN
brj-24569	366	18	.	.	PUNCT
brj-24569	367	1	prod	prod	PROPN
brj-24569	367	2	.	.	PUNCT
brj-24569	368	1	commun	commun	PROPN
brj-24569	368	2	.	.	PUNCT
brj-24569	369	1	10(12	10(12	NUM
brj-24569	369	2	)	)	PUNCT
brj-24569	370	1	,	,	PUNCT
brj-24569	370	2	1934578x1501001239	1934578x1501001239	NUM
brj-24569	370	3	.	.	PUNCT
brj-24569	370	4	doi	doi	PROPN
brj-24569	370	5	:	:	PUNCT
brj-24569	370	6	10.1177/1934578x1501001239	10.1177/1934578x1501001239	NUM
brj-24569	370	7	ed	ed	NOUN
brj-24569	370	8	-	-	PUNCT
brj-24569	370	9	dahmani	dahmani	ADJ
brj-24569	370	10	,	,	PUNCT
brj-24569	370	11	i.	i.	PROPN
brj-24569	370	12	,	,	PUNCT
brj-24569	370	13	el	el	PROPN
brj-24569	370	14	fadili	fadili	NOUN
brj-24569	370	15	,	,	PUNCT
brj-24569	370	16	m.	m.	NOUN
brj-24569	370	17	,	,	PUNCT
brj-24569	370	18	kandsi	kandsi	PROPN
brj-24569	370	19	,	,	PUNCT
brj-24569	370	20	f.	f.	PROPN
brj-24569	370	21	,	,	PUNCT
brj-24569	370	22	conte	conte	PROPN
brj-24569	370	23	,	,	PUNCT
brj-24569	370	24	r.	r.	PROPN
brj-24569	370	25	,	,	PUNCT
brj-24569	370	26	el	el	PROPN
brj-24569	370	27	atki	atki	PROPN
brj-24569	370	28	,	,	PUNCT
brj-24569	370	29	y.	y.	PROPN
brj-24569	370	30	,	,	PUNCT
brj-24569	370	31	kara	kara	PROPN
brj-24569	370	32	,	,	PUNCT
brj-24569	370	33	m.	m.	NOUN
brj-24569	370	34	,	,	PUNCT
brj-24569	370	35	assouguem	assouguem	ADJ
brj-24569	370	36	,	,	PUNCT
brj-24569	370	37	a.	a.	NOUN
brj-24569	370	38	,	,	PUNCT
brj-24569	370	39	touijer	touijer	NOUN
brj-24569	370	40	,	,	PUNCT
brj-24569	370	41	h.	h.	NOUN
brj-24569	370	42	,	,	PUNCT
brj-24569	370	43	lfitat	lfitat	PROPN
brj-24569	370	44	,	,	PUNCT
brj-24569	370	45	a.	a.	NOUN
brj-24569	370	46	,	,	PUNCT
brj-24569	370	47	nouioura	nouioura	NOUN
brj-24569	370	48	,	,	PUNCT
brj-24569	370	49	g.	g.	PROPN
brj-24569	370	50	,	,	PUNCT
brj-24569	370	51	et	et	PROPN
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brj-24569	370	53	.	.	PUNCT
brj-24569	370	54	(	(	PUNCT
brj-24569	370	55	2024	2024	NUM
brj-24569	370	56	)	)	PUNCT
brj-24569	370	57	.	.	PUNCT
brj-24569	371	1	“	"	PUNCT
brj-24569	371	2	phytochemical	phytochemical	ADJ
brj-24569	371	3	,	,	PUNCT
brj-24569	371	4	antioxidant	antioxidant	ADJ
brj-24569	371	5	activity	activity	NOUN
brj-24569	371	6	,	,	PUNCT
brj-24569	371	7	and	and	CCONJ
brj-24569	371	8	toxicity	toxicity	NOUN
brj-24569	371	9	of	of	ADP
brj-24569	371	10	wild	wild	ADJ
brj-24569	371	11	medicinal	medicinal	ADJ
brj-24569	371	12	plant	plant	NOUN
brj-24569	371	13	of	of	ADP
brj-24569	371	14	melitotus	melitotus	NOUN
brj-24569	371	15	albus	albus	ADJ
brj-24569	371	16	extracts	extract	NOUN
brj-24569	371	17	,	,	PUNCT
brj-24569	371	18	in	in	ADP
brj-24569	371	19	vitro	vitro	X
brj-24569	371	20	and	and	CCONJ
brj-24569	371	21	in	in	ADP
brj-24569	371	22	silico	silico	NOUN
brj-24569	371	23	approaches	approach	NOUN
brj-24569	371	24	,	,	PUNCT
brj-24569	371	25	”	"	PUNCT
brj-24569	371	26	acs	acs	PROPN
brj-24569	371	27	omega	omega	NOUN
brj-24569	371	28	9(8	9(8	NUM
brj-24569	371	29	)	)	PUNCT
brj-24569	371	30	,	,	PUNCT
brj-24569	371	31	9236	9236	NUM
brj-24569	371	32	-	-	SYM
brj-24569	371	33	9246	9246	NUM
brj-24569	371	34	.	.	PUNCT
brj-24569	372	1	doi	doi	NOUN
brj-24569	372	2	:	:	PUNCT
brj-24569	372	3	10.1021	10.1021	NUM
brj-24569	372	4	/	/	SYM
brj-24569	372	5	acsomega.3c08314	acsomega.3c08314	PROPN
brj-24569	372	6	espín	espín	NOUN
brj-24569	372	7	,	,	PUNCT
brj-24569	372	8	j.	j.	PROPN
brj-24569	372	9	c.	c.	PROPN
brj-24569	372	10	,	,	PUNCT
brj-24569	372	11	and	and	CCONJ
brj-24569	372	12	wichers	wicher	NOUN
brj-24569	372	13	,	,	PUNCT
brj-24569	372	14	h.	h.	PROPN
brj-24569	372	15	j.	j.	PROPN
brj-24569	372	16	(	(	PUNCT
brj-24569	372	17	2000	2000	NUM
brj-24569	372	18	)	)	PUNCT
brj-24569	372	19	.	.	PUNCT
brj-24569	373	1	“	"	PUNCT
brj-24569	373	2	study	study	NOUN
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brj-24569	373	4	the	the	DET
brj-24569	373	5	oxidation	oxidation	NOUN
brj-24569	373	6	of	of	ADP
brj-24569	373	7	resveratrol	resveratrol	NOUN
brj-24569	373	8	catalyzed	catalyze	VERB
brj-24569	373	9	by	by	ADP
brj-24569	373	10	polyphenol	polyphenol	NOUN
brj-24569	373	11	oxtoase	oxtoase	NOUN
brj-24569	373	12	.	.	PUNCT
brj-24569	374	1	effect	effect	NOUN
brj-24569	374	2	of	of	ADP
brj-24569	374	3	polyphenol	polyphenol	NOUN
brj-24569	374	4	oxidase	oxidase	NOUN
brj-24569	374	5	,	,	PUNCT
brj-24569	374	6	laccase	laccase	NOUN
brj-24569	374	7	and	and	CCONJ
brj-24569	374	8	peroxidase	peroxidase	NOUN
brj-24569	374	9	on	on	ADP
brj-24569	374	10	the	the	DET
brj-24569	374	11	antiradical	antiradical	ADJ
brj-24569	374	12	capacity	capacity	NOUN
brj-24569	374	13	of	of	ADP
brj-24569	374	14	resveratrol	resveratrol	NOUN
brj-24569	374	15	,	,	PUNCT
brj-24569	374	16	”	"	PUNCT
brj-24569	374	17	j.	j.	PROPN
brj-24569	374	18	food	food	PROPN
brj-24569	374	19	biochem	biochem	PROPN
brj-24569	374	20	.	.	PUNCT
brj-24569	375	1	24(3	24(3	X
brj-24569	375	2	)	)	PUNCT
brj-24569	375	3	,	,	PUNCT
brj-24569	375	4	225	225	NUM
brj-24569	375	5	-	-	SYM
brj-24569	375	6	250	250	NUM
brj-24569	375	7	.	.	PUNCT
brj-24569	376	1	doi	doi	NOUN
brj-24569	376	2	:	:	PUNCT
brj-24569	376	3	10.1111	10.1111	NUM
brj-24569	376	4	/	/	SYM
brj-24569	376	5	j.1745	j.1745	PROPN
brj-24569	376	6	-	-	PUNCT
brj-24569	376	7	4514.2000.tb00698.x	4514.2000.tb00698.x	NUM
brj-24569	376	8	fujimoto	fujimoto	NOUN
brj-24569	376	9	,	,	PUNCT
brj-24569	376	10	t.	t.	PROPN
brj-24569	376	11	,	,	PUNCT
brj-24569	376	12	and	and	CCONJ
brj-24569	376	13	gotoh	gotoh	NOUN
brj-24569	376	14	,	,	PUNCT
brj-24569	376	15	h.	h.	PROPN
brj-24569	376	16	(	(	PUNCT
brj-24569	376	17	2023	2023	NUM
brj-24569	376	18	)	)	PUNCT
brj-24569	376	19	.	.	PUNCT
brj-24569	377	1	“	"	PUNCT
brj-24569	377	2	feature	feature	NOUN
brj-24569	377	3	selection	selection	NOUN
brj-24569	377	4	for	for	ADP
brj-24569	377	5	the	the	DET
brj-24569	377	6	interpretation	interpretation	NOUN
brj-24569	377	7	of	of	ADP
brj-24569	377	8	antioxidant	antioxidant	ADJ
brj-24569	377	9	mechanisms	mechanism	NOUN
brj-24569	377	10	in	in	ADP
brj-24569	377	11	plant	plant	NOUN
brj-24569	377	12	phenolics	phenolic	NOUN
brj-24569	377	13	,	,	PUNCT
brj-24569	377	14	”	"	PUNCT
brj-24569	377	15	molecules	molecule	NOUN
brj-24569	377	16	28(3	28(3	NUM
brj-24569	377	17	)	)	PUNCT
brj-24569	377	18	,	,	PUNCT
brj-24569	377	19	article	article	NOUN
brj-24569	377	20	1454	1454	NUM
brj-24569	377	21	.	.	PUNCT
brj-24569	378	1	doi	doi	NOUN
brj-24569	378	2	:	:	PUNCT
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brj-24569	378	4	/	/	SYM
brj-24569	378	5	molecules28031454	molecules28031454	PROPN
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brj-24569	378	7	,	,	PUNCT
brj-24569	378	8	i.	i.	PROPN
brj-24569	378	9	,	,	PUNCT
brj-24569	378	10	golovynskyi	golovynskyi	PROPN
brj-24569	378	11	,	,	PUNCT
brj-24569	378	12	s.	s.	PROPN
brj-24569	378	13	,	,	PUNCT
brj-24569	378	14	and	and	CCONJ
brj-24569	378	15	qu	qu	PROPN
brj-24569	378	16	,	,	PUNCT
brj-24569	378	17	j.	j.	PROPN
brj-24569	378	18	(	(	PUNCT
brj-24569	378	19	2023	2023	NUM
brj-24569	378	20	)	)	PUNCT
brj-24569	378	21	.	.	PUNCT
brj-24569	379	1	“	"	PUNCT
brj-24569	379	2	comparing	compare	VERB
brj-24569	379	3	the	the	DET
brj-24569	379	4	impact	impact	NOUN
brj-24569	379	5	of	of	ADP
brj-24569	379	6	nir	nir	NOUN
brj-24569	379	7	,	,	PUNCT
brj-24569	379	8	visible	visible	ADJ
brj-24569	379	9	and	and	CCONJ
brj-24569	379	10	uv	uv	NOUN
brj-24569	379	11	light	light	NOUN
brj-24569	379	12	on	on	ADP
brj-24569	379	13	ros	ros	PROPN
brj-24569	379	14	upregulation	upregulation	NOUN
brj-24569	379	15	via	via	ADP
brj-24569	379	16	photoacceptors	photoacceptor	NOUN
brj-24569	379	17	of	of	ADP
brj-24569	379	18	mitochondrial	mitochondrial	ADJ
brj-24569	379	19	complexes	complex	NOUN
brj-24569	379	20	in	in	ADP
brj-24569	379	21	normal	normal	ADJ
brj-24569	379	22	,	,	PUNCT
brj-24569	379	23	immune	immune	ADJ
brj-24569	379	24	and	and	CCONJ
brj-24569	379	25	cancer	cancer	NOUN
brj-24569	379	26	cells	cell	NOUN
brj-24569	379	27	,	,	PUNCT
brj-24569	379	28	”	"	PUNCT
brj-24569	379	29	photochem	photochem	NOUN
brj-24569	379	30	.	.	PUNCT
brj-24569	380	1	photobiol	photobiol	PROPN
brj-24569	380	2	.	.	PUNCT
brj-24569	381	1	99(1	99(1	NUM
brj-24569	381	2	)	)	PUNCT
brj-24569	381	3	,	,	PUNCT
brj-24569	381	4	106	106	NUM
brj-24569	381	5	-	-	SYM
brj-24569	381	6	119	119	NUM
brj-24569	381	7	.	.	PUNCT
brj-24569	382	1	doi	doi	NOUN
brj-24569	382	2	:	:	PUNCT
brj-24569	382	3	10.1111	10.1111	NUM
brj-24569	382	4	/	/	SYM
brj-24569	382	5	php.13661	php.13661	PROPN
brj-24569	382	6	ha	ha	INTJ
brj-24569	382	7	,	,	PUNCT
brj-24569	382	8	s.	s.	PROPN
brj-24569	382	9	y.	y.	PROPN
brj-24569	382	10	,	,	PUNCT
brj-24569	382	11	jung	jung	PROPN
brj-24569	382	12	,	,	PUNCT
brj-24569	382	13	j.	j.	PROPN
brj-24569	382	14	y.	y.	PROPN
brj-24569	382	15	,	,	PUNCT
brj-24569	382	16	kim	kim	PROPN
brj-24569	382	17	,	,	PUNCT
brj-24569	382	18	h.	h.	PROPN
brj-24569	382	19	c.	c.	PROPN
brj-24569	382	20	,	,	PUNCT
brj-24569	382	21	and	and	CCONJ
brj-24569	382	22	yang	yang	PROPN
brj-24569	382	23	,	,	PUNCT
brj-24569	382	24	j.	j.	PROPN
brj-24569	382	25	(	(	PUNCT
brj-24569	382	26	2024	2024	NUM
brj-24569	382	27	)	)	PUNCT
brj-24569	382	28	.	.	PUNCT
brj-24569	383	1	“	"	PUNCT
brj-24569	383	2	optimization	optimization	NOUN
brj-24569	383	3	of	of	ADP
brj-24569	383	4	antioxidant	antioxidant	ADJ
brj-24569	383	5	activity	activity	NOUN
brj-24569	383	6	and	and	CCONJ
brj-24569	383	7	phenolic	phenolic	NOUN
brj-24569	383	8	extraction	extraction	NOUN
brj-24569	383	9	from	from	ADP
brj-24569	383	10	ainsliaea	ainsliaea	PROPN
brj-24569	383	11	acerifolia	acerifolia	PROPN
brj-24569	383	12	stem	stem	VERB
brj-24569	383	13	using	use	VERB
brj-24569	383	14	ultrasoundassisted	ultrasoundassiste	VERB
brj-24569	383	15	extraction	extraction	NOUN
brj-24569	383	16	technology	technology	NOUN
brj-24569	383	17	,	,	PUNCT
brj-24569	383	18	”	"	PUNCT
brj-24569	383	19	bioresources	bioresource	NOUN
brj-24569	383	20	19(3	19(3	NUM
brj-24569	383	21	)	)	PUNCT
brj-24569	383	22	,	,	PUNCT
brj-24569	383	23	6325	6325	NUM
brj-24569	383	24	-	-	SYM
brj-24569	383	25	6338	6338	NUM
brj-24569	383	26	.	.	PUNCT
brj-24569	384	1	doi	doi	NOUN
brj-24569	384	2	:	:	PUNCT
brj-24569	384	3	10.15376	10.15376	NUM
brj-24569	384	4	/	/	SYM
brj-24569	384	5	biores.19.3.6325	biores.19.3.6325	PROPN
brj-24569	384	6	-	-	PUNCT
brj-24569	384	7	6338	6338	NUM
brj-24569	384	8	ifeanyi	ifeanyi	NOUN
brj-24569	384	9	,	,	PUNCT
brj-24569	384	10	o.	o.	PROPN
brj-24569	384	11	e.	e.	PROPN
brj-24569	385	1	(	(	PUNCT
brj-24569	385	2	2018	2018	NUM
brj-24569	385	3	)	)	PUNCT
brj-24569	385	4	.	.	PUNCT
brj-24569	386	1	“	"	PUNCT
brj-24569	386	2	a	a	DET
brj-24569	386	3	review	review	NOUN
brj-24569	386	4	on	on	ADP
brj-24569	386	5	free	free	ADJ
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brj-24569	386	10	”	"	PUNCT
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brj-24569	388	1	j.	j.	PROPN
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brj-24569	390	2	.	.	PUNCT
brj-24569	391	1	sci	sci	PROPN
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brj-24569	391	3	4(2	4(2	NUM
brj-24569	391	4	)	)	PUNCT
brj-24569	391	5	,	,	PUNCT
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brj-24569	391	7	-	-	SYM
brj-24569	391	8	133	133	NUM
brj-24569	391	9	.	.	PUNCT
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brj-24569	392	4	/	/	SYM
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brj-24569	392	7	,	,	PUNCT
brj-24569	392	8	c.	c.	PROPN
brj-24569	392	9	,	,	PUNCT
brj-24569	392	10	kwon	kwon	PROPN
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brj-24569	392	12	h.	h.	PROPN
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brj-24569	392	14	choi	choi	PROPN
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brj-24569	392	16	s.	s.	PROPN
brj-24569	392	17	,	,	PUNCT
brj-24569	392	18	lee	lee	PROPN
brj-24569	392	19	,	,	PUNCT
brj-24569	392	20	j.	j.	PROPN
brj-24569	392	21	,	,	PUNCT
brj-24569	392	22	lee	lee	PROPN
brj-24569	392	23	,	,	PUNCT
brj-24569	392	24	d.	d.	PROPN
brj-24569	392	25	,	,	PUNCT
brj-24569	392	26	ryu	ryu	PROPN
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brj-24569	392	28	s.	s.	PROPN
brj-24569	392	29	,	,	PUNCT
brj-24569	392	30	and	and	CCONJ
brj-24569	392	31	lee	lee	PROPN
brj-24569	392	32	,	,	PUNCT
brj-24569	392	33	k.	k.	PROPN
brj-24569	393	1	(	(	PUNCT
brj-24569	393	2	2000	2000	NUM
brj-24569	393	3	)	)	PUNCT
brj-24569	393	4	.	.	PUNCT
brj-24569	394	1	“	"	PUNCT
brj-24569	394	2	phytochemical	phytochemical	ADJ
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brj-24569	394	5	ainsliaea	ainsliaea	PROPN
brj-24569	394	6	acerifolia	acerifolia	PROPN
brj-24569	394	7	,	,	PUNCT
brj-24569	394	8	”	"	PUNCT
brj-24569	394	9	korean	korean	ADJ
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brj-24569	394	11	of	of	ADP
brj-24569	394	12	pharmacognosy	pharmacognosy	PROPN
brj-24569	394	13	31(2	31(2	NUM
brj-24569	394	14	)	)	PUNCT
brj-24569	394	15	,	,	PUNCT
brj-24569	394	16	125	125	NUM
brj-24569	394	17	-	-	SYM
brj-24569	394	18	129	129	NUM
brj-24569	394	19	.	.	PUNCT
brj-24569	395	1	kabilan	kabilan	PROPN
brj-24569	395	2	,	,	PUNCT
brj-24569	395	3	s.	s.	PROPN
brj-24569	395	4	j.	j.	PROPN
brj-24569	395	5	,	,	PUNCT
brj-24569	395	6	sivakumar	sivakumar	PROPN
brj-24569	395	7	,	,	PUNCT
brj-24569	395	8	o.	o.	PROPN
brj-24569	395	9	,	,	PUNCT
brj-24569	395	10	sumanth	sumanth	NOUN
brj-24569	395	11	,	,	PUNCT
brj-24569	395	12	g.	g.	PROPN
brj-24569	395	13	b.	b.	PROPN
brj-24569	395	14	,	,	PUNCT
brj-24569	395	15	kannan	kannan	PROPN
brj-24569	395	16	,	,	PUNCT
brj-24569	395	17	s.	s.	PROPN
brj-24569	395	18	,	,	PUNCT
brj-24569	395	19	kunjiappan	kunjiappan	PROPN
brj-24569	395	20	,	,	PUNCT
brj-24569	395	21	s.	s.	PROPN
brj-24569	395	22	,	,	PUNCT
brj-24569	395	23	and	and	CCONJ
brj-24569	395	24	sundar	sundar	NOUN
brj-24569	395	25	,	,	PUNCT
brj-24569	395	26	k.	k.	PROPN
brj-24569	395	27	(	(	PUNCT
brj-24569	395	28	2024	2024	NUM
brj-24569	395	29	)	)	PUNCT
brj-24569	395	30	.	.	PUNCT
brj-24569	396	1	“	"	PUNCT
brj-24569	396	2	optimization	optimization	NOUN
brj-24569	396	3	and	and	CCONJ
brj-24569	396	4	analysis	analysis	NOUN
brj-24569	396	5	of	of	ADP
brj-24569	396	6	ultrasound	ultrasound	NOUN
brj-24569	396	7	-	-	PUNCT
brj-24569	396	8	assisted	assist	VERB
brj-24569	396	9	solvent	solvent	ADJ
brj-24569	396	10	extraction	extraction	NOUN
brj-24569	396	11	of	of	ADP
brj-24569	396	12	bioactive	bioactive	ADJ
brj-24569	396	13	compounds	compound	NOUN
brj-24569	396	14	from	from	ADP
brj-24569	396	15	boerhavia	boerhavia	PROPN
brj-24569	396	16	diffusa	diffusa	PROPN
brj-24569	396	17	linn	linn	PROPN
brj-24569	396	18	.	.	PUNCT
brj-24569	397	1	using	use	VERB
brj-24569	397	2	rsm	rsm	PROPN
brj-24569	397	3	,	,	PUNCT
brj-24569	397	4	anfis	anfi	VERB
brj-24569	397	5	and	and	CCONJ
brj-24569	397	6	machine	machine	NOUN
brj-24569	397	7	learning	learning	NOUN
brj-24569	397	8	algorithm	algorithm	NOUN
brj-24569	397	9	,	,	PUNCT
brj-24569	397	10	”	"	PUNCT
brj-24569	397	11	journal	journal	NOUN
brj-24569	397	12	of	of	ADP
brj-24569	397	13	food	food	NOUN
brj-24569	397	14	measurement	measurement	NOUN
brj-24569	397	15	and	and	CCONJ
brj-24569	397	16	characterization	characterization	NOUN
brj-24569	397	17	18(6	18(6	NOUN
brj-24569	397	18	)	)	PUNCT
brj-24569	397	19	,	,	PUNCT
brj-24569	397	20	4204	4204	NUM
brj-24569	397	21	-	-	SYM
brj-24569	397	22	4220	4220	NUM
brj-24569	397	23	.	.	PUNCT
brj-24569	398	1	doi	doi	NOUN
brj-24569	398	2	:	:	PUNCT
brj-24569	398	3	10.1007	10.1007	NUM
brj-24569	398	4	/	/	SYM
brj-24569	398	5	s11694	s11694	NOUN
brj-24569	398	6	-	-	PUNCT
brj-24569	398	7	024	024	NUM
brj-24569	398	8	-	-	PUNCT
brj-24569	398	9	02487	02487	NUM
brj-24569	398	10	-	-	PUNCT
brj-24569	398	11	w	w	NOUN
brj-24569	398	12	karimifard	karimifard	PROPN
brj-24569	398	13	,	,	PUNCT
brj-24569	398	14	s.	s.	PROPN
brj-24569	398	15	,	,	PUNCT
brj-24569	398	16	and	and	CCONJ
brj-24569	398	17	alavi	alavi	VERB
brj-24569	398	18	moghaddam	moghaddam	NOUN
brj-24569	398	19	,	,	PUNCT
brj-24569	398	20	m.	m.	NOUN
brj-24569	398	21	r.	r.	PROPN
brj-24569	398	22	(	(	PUNCT
brj-24569	398	23	2018	2018	NUM
brj-24569	398	24	)	)	PUNCT
brj-24569	398	25	.	.	PUNCT
brj-24569	399	1	“	"	PUNCT
brj-24569	399	2	application	application	NOUN
brj-24569	399	3	of	of	ADP
brj-24569	399	4	response	response	NOUN
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brj-24569	399	7	in	in	ADP
brj-24569	399	8	physicochemical	physicochemical	ADJ
brj-24569	399	9	removal	removal	NOUN
brj-24569	399	10	of	of	ADP
brj-24569	399	11	dyes	dye	NOUN
brj-24569	399	12	from	from	ADP
brj-24569	399	13	wastewater	wastewater	NOUN
brj-24569	399	14	:	:	PUNCT
brj-24569	399	15	a	a	DET
brj-24569	399	16	critical	critical	ADJ
brj-24569	399	17	review	review	NOUN
brj-24569	399	18	,	,	PUNCT
brj-24569	399	19	”	"	PUNCT
brj-24569	399	20	sci	sci	PROPN
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brj-24569	399	26	-	-	SYM
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brj-24569	399	28	,	,	PUNCT
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brj-24569	399	30	-	-	SYM
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brj-24569	399	32	.	.	PUNCT
brj-24569	400	1	doi	doi	NOUN
brj-24569	400	2	:	:	PUNCT
brj-24569	400	3	peer	peer	NOUN
brj-24569	400	4	-	-	PUNCT
brj-24569	400	5	reviewed	review	VERB
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brj-24569	401	1	(	(	PUNCT
brj-24569	401	2	2025	2025	NUM
brj-24569	401	3	)	)	PUNCT
brj-24569	401	4	.	.	PUNCT
brj-24569	402	1	“	"	PUNCT
brj-24569	402	2	predicting	predict	VERB
brj-24569	402	3	antioxidant	antioxidant	ADJ
brj-24569	402	4	activity	activity	NOUN
brj-24569	402	5	,	,	PUNCT
brj-24569	402	6	”	"	PUNCT
brj-24569	402	7	bioresources	bioresource	NOUN
brj-24569	402	8	20(4	20(4	NOUN
brj-24569	402	9	)	)	PUNCT
brj-24569	402	10	,	,	PUNCT
brj-24569	402	11	9103	9103	NUM
brj-24569	402	12	-	-	SYM
brj-24569	402	13	9126	9126	NUM
brj-24569	402	14	.	.	PUNCT
brj-24569	403	1	9121	9121	NUM
brj-24569	403	2	10.1016	10.1016	NUM
brj-24569	403	3	/	/	SYM
brj-24569	403	4	j.scitotenv.2018.05.355	j.scitotenv.2018.05.355	PROPN
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brj-24569	403	8	,	,	PUNCT
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brj-24569	403	10	,	,	PUNCT
brj-24569	403	11	a.	a.	NOUN
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brj-24569	403	13	and	and	CCONJ
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brj-24569	403	15	,	,	PUNCT
brj-24569	403	16	h.	h.	PROPN
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brj-24569	403	18	(	(	PUNCT
brj-24569	403	19	2017	2017	NUM
brj-24569	403	20	)	)	PUNCT
brj-24569	403	21	.	.	PUNCT
brj-24569	404	1	“	"	PUNCT
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brj-24569	404	8	stone	stone	NOUN
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brj-24569	404	12	asphalt	asphalt	NOUN
brj-24569	404	13	,	,	PUNCT
brj-24569	404	14	”	"	PUNCT
brj-24569	404	15	constr	constr	NOUN
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brj-24569	405	1	build	build	VERB
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brj-24569	406	2	.	.	PUNCT
brj-24569	407	1	144	144	NUM
brj-24569	407	2	,	,	PUNCT
brj-24569	407	3	4249	4249	NUM
brj-24569	407	4	.	.	PUNCT
brj-24569	408	1	doi	doi	NOUN
brj-24569	408	2	:	:	PUNCT
brj-24569	408	3	10.1016	10.1016	NUM
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brj-24569	408	5	j.conbuildmat.2017.03.121	j.conbuildmat.2017.03.121	PROPN
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brj-24569	408	9	m.	m.	PROPN
brj-24569	408	10	r.	r.	PROPN
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brj-24569	408	12	makhuvele	makhuvele	PROPN
brj-24569	408	13	,	,	PUNCT
brj-24569	408	14	r.	r.	PROPN
brj-24569	408	15	,	,	PUNCT
brj-24569	408	16	and	and	CCONJ
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brj-24569	408	18	,	,	PUNCT
brj-24569	408	19	p.	p.	PROPN
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brj-24569	409	1	(	(	PUNCT
brj-24569	409	2	2024	2024	NUM
brj-24569	409	3	)	)	PUNCT
brj-24569	409	4	.	.	PUNCT
brj-24569	410	1	“	"	PUNCT
brj-24569	410	2	phytochemical	phytochemical	ADJ
brj-24569	410	3	screening	screening	NOUN
brj-24569	410	4	,	,	PUNCT
brj-24569	410	5	antioxidant	antioxidant	ADJ
brj-24569	410	6	activity	activity	NOUN
brj-24569	410	7	of	of	ADP
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brj-24569	410	9	methanolic	methanolic	NOUN
brj-24569	410	10	plant	plant	NOUN
brj-24569	410	11	extracts	extract	NOUN
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brj-24569	410	14	detoxification	detoxification	NOUN
brj-24569	410	15	capabilities	capability	NOUN
brj-24569	410	16	against	against	ADP
brj-24569	410	17	afb1	afb1	NOUN
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brj-24569	410	19	,	,	PUNCT
brj-24569	410	20	”	"	PUNCT
brj-24569	410	21	heliyon	heliyon	NOUN
brj-24569	410	22	10(2	10(2	NUM
brj-24569	410	23	)	)	PUNCT
brj-24569	410	24	,	,	PUNCT
brj-24569	410	25	article	article	NOUN
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brj-24569	410	28	doi	doi	PROPN
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brj-24569	410	30	10.1016	10.1016	NUM
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brj-24569	410	32	j.heliyon.2024.e24435	j.heliyon.2024.e24435	PROPN
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brj-24569	410	35	k.	k.	PROPN
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brj-24569	410	38	sai	sai	PROPN
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brj-24569	410	40	,	,	PUNCT
brj-24569	410	41	m.	m.	NOUN
brj-24569	410	42	,	,	PUNCT
brj-24569	410	43	nadeem	nadeem	PROPN
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brj-24569	410	45	a.	a.	NOUN
brj-24569	410	46	,	,	PUNCT
brj-24569	410	47	and	and	CCONJ
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brj-24569	410	49	,	,	PUNCT
brj-24569	410	50	s.	s.	PROPN
brj-24569	410	51	(	(	PUNCT
brj-24569	410	52	2022	2022	NUM
brj-24569	410	53	)	)	PUNCT
brj-24569	410	54	.	.	PUNCT
brj-24569	411	1	“	"	PUNCT
brj-24569	411	2	diseases	disease	NOUN
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brj-24569	411	4	based	base	VERB
brj-24569	411	5	on	on	ADP
brj-24569	411	6	symptoms	symptom	NOUN
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brj-24569	411	11	,	,	PUNCT
brj-24569	411	12	”	"	PUNCT
brj-24569	411	13	in	in	ADP
brj-24569	411	14	:	:	PUNCT
brj-24569	411	15	2022	2022	NUM
brj-24569	411	16	6th	6th	ADJ
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brj-24569	411	18	conference	conference	NOUN
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brj-24569	411	20	computing	computing	NOUN
brj-24569	411	21	methodologies	methodology	NOUN
brj-24569	411	22	and	and	CCONJ
brj-24569	411	23	communication	communication	NOUN
brj-24569	411	24	(	(	PUNCT
brj-24569	411	25	iccmc	iccmc	NOUN
brj-24569	411	26	)	)	PUNCT
brj-24569	411	27	,	,	PUNCT
brj-24569	411	28	erode	erode	VERB
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brj-24569	412	1	1353	1353	NUM
brj-24569	412	2	-	-	SYM
brj-24569	412	3	1357	1357	NUM
brj-24569	412	4	.	.	PUNCT
brj-24569	413	1	doi	doi	NOUN
brj-24569	413	2	:	:	PUNCT
brj-24569	413	3	10.1109	10.1109	NUM
brj-24569	413	4	/	/	SYM
brj-24569	413	5	iccmc53470.2022.9753707	iccmc53470.2022.9753707	NOUN
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brj-24569	413	8	s.	s.	PROPN
brj-24569	413	9	,	,	PUNCT
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brj-24569	413	11	,	,	PUNCT
brj-24569	413	12	l.	l.	PROPN
brj-24569	413	13	k.	k.	PROPN
brj-24569	413	14	,	,	PUNCT
brj-24569	413	15	kannan	kannan	PROPN
brj-24569	413	16	,	,	PUNCT
brj-24569	413	17	s.	s.	PROPN
brj-24569	413	18	,	,	PUNCT
brj-24569	413	19	pavadai	pavadai	NOUN
brj-24569	413	20	,	,	PUNCT
brj-24569	413	21	p.	p.	PROPN
brj-24569	413	22	,	,	PUNCT
brj-24569	413	23	theivendren	theivendren	PROPN
brj-24569	413	24	,	,	PUNCT
brj-24569	413	25	p.	p.	NOUN
brj-24569	413	26	,	,	PUNCT
brj-24569	413	27	and	and	CCONJ
brj-24569	413	28	palanisamy	palanisamy	NOUN
brj-24569	413	29	,	,	PUNCT
brj-24569	413	30	p.	p.	NOUN
brj-24569	413	31	(	(	PUNCT
brj-24569	413	32	2024	2024	NUM
brj-24569	413	33	)	)	PUNCT
brj-24569	413	34	.	.	PUNCT
brj-24569	414	1	“	"	PUNCT
brj-24569	414	2	optimization	optimization	NOUN
brj-24569	414	3	of	of	ADP
brj-24569	414	4	ultrasound	ultrasound	NOUN
brj-24569	414	5	-	-	PUNCT
brj-24569	414	6	aided	aid	VERB
brj-24569	414	7	extraction	extraction	NOUN
brj-24569	414	8	of	of	ADP
brj-24569	414	9	bioactive	bioactive	ADJ
brj-24569	414	10	ingredients	ingredient	NOUN
brj-24569	414	11	from	from	ADP
brj-24569	414	12	vitis	vitis	ADJ
brj-24569	414	13	vinifera	vinifera	NOUN
brj-24569	414	14	seeds	seed	NOUN
brj-24569	414	15	using	use	VERB
brj-24569	414	16	rsm	rsm	NOUN
brj-24569	414	17	and	and	CCONJ
brj-24569	414	18	anfis	anfi	VERB
brj-24569	414	19	modeling	modeling	NOUN
brj-24569	414	20	with	with	ADP
brj-24569	414	21	machine	machine	NOUN
brj-24569	414	22	learning	learning	NOUN
brj-24569	414	23	algorithm	algorithm	NOUN
brj-24569	414	24	,	,	PUNCT
brj-24569	414	25	”	"	PUNCT
brj-24569	414	26	sci	sci	PROPN
brj-24569	414	27	.	.	PROPN
brj-24569	414	28	rep	rep	PROPN
brj-24569	414	29	.	.	PROPN
brj-24569	414	30	14(1	14(1	NUM
brj-24569	414	31	)	)	PUNCT
brj-24569	414	32	,	,	PUNCT
brj-24569	414	33	article	article	NOUN
brj-24569	414	34	1219	1219	NUM
brj-24569	414	35	.	.	PUNCT
brj-24569	415	1	doi	doi	NOUN
brj-24569	415	2	:	:	PUNCT
brj-24569	415	3	10.1038	10.1038	NUM
brj-24569	415	4	/	/	SYM
brj-24569	415	5	s41598023	s41598023	NOUN
brj-24569	415	6	-	-	PUNCT
brj-24569	415	7	49839	49839	NUM
brj-24569	415	8	-	-	PUNCT
brj-24569	415	9	y	y	PROPN
brj-24569	415	10	lee	lee	PROPN
brj-24569	415	11	,	,	PUNCT
brj-24569	415	12	k.	k.	PROPN
brj-24569	415	13	j.	j.	PROPN
brj-24569	415	14	,	,	PUNCT
brj-24569	415	15	ma	ma	PROPN
brj-24569	415	16	,	,	PUNCT
brj-24569	415	17	k.	k.	PROPN
brj-24569	415	18	,	,	PUNCT
brj-24569	415	19	cho	cho	PROPN
brj-24569	415	20	,	,	PUNCT
brj-24569	415	21	y.	y.	PROPN
brj-24569	415	22	,	,	PUNCT
brj-24569	415	23	lee	lee	PROPN
brj-24569	415	24	,	,	PUNCT
brj-24569	415	25	j.	j.	PROPN
brj-24569	415	26	,	,	PUNCT
brj-24569	415	27	chung	chung	PROPN
brj-24569	415	28	,	,	PUNCT
brj-24569	415	29	j.	j.	PROPN
brj-24569	415	30	,	,	PUNCT
brj-24569	415	31	and	and	CCONJ
brj-24569	415	32	lee	lee	PROPN
brj-24569	415	33	,	,	PUNCT
brj-24569	415	34	g.	g.	PROPN
brj-24569	415	35	(	(	PUNCT
brj-24569	415	36	2017	2017	NUM
brj-24569	415	37	)	)	PUNCT
brj-24569	415	38	.	.	PUNCT
brj-24569	416	1	“	"	PUNCT
brj-24569	416	2	phytochemical	phytochemical	ADJ
brj-24569	416	3	distribution	distribution	NOUN
brj-24569	416	4	and	and	CCONJ
brj-24569	416	5	antioxidant	antioxidant	ADJ
brj-24569	416	6	activities	activity	NOUN
brj-24569	416	7	of	of	ADP
brj-24569	416	8	korean	korean	ADJ
brj-24569	416	9	adzuki	adzuki	NOUN
brj-24569	416	10	bean	bean	NOUN
brj-24569	416	11	(	(	PUNCT
brj-24569	416	12	vigna	vigna	PROPN
brj-24569	416	13	angularis	angularis	ADJ
brj-24569	416	14	)	)	PUNCT
brj-24569	416	15	landraces	landrace	NOUN
brj-24569	416	16	,	,	PUNCT
brj-24569	416	17	”	"	PUNCT
brj-24569	416	18	j.	j.	PROPN
brj-24569	416	19	crop	crop	PROPN
brj-24569	416	20	sci	sci	PROPN
brj-24569	416	21	.	.	PROPN
brj-24569	416	22	biotechnol	biotechnol	PROPN
brj-24569	416	23	.	.	PUNCT
brj-24569	416	24	20	20	NUM
brj-24569	416	25	,	,	PUNCT
brj-24569	416	26	205	205	NUM
brj-24569	416	27	-	-	SYM
brj-24569	416	28	212	212	NUM
brj-24569	416	29	.	.	PUNCT
brj-24569	417	1	doi	doi	NOUN
brj-24569	417	2	:	:	PUNCT
brj-24569	417	3	10.1007	10.1007	NUM
brj-24569	417	4	/	/	SYM
brj-24569	417	5	s12892	s12892	NOUN
brj-24569	417	6	-	-	PUNCT
brj-24569	417	7	017	017	NUM
brj-24569	417	8	-	-	PUNCT
brj-24569	417	9	00560	00560	NUM
brj-24569	417	10	li	li	PROPN
brj-24569	417	11	,	,	PUNCT
brj-24569	417	12	m.	m.	NOUN
brj-24569	417	13	,	,	PUNCT
brj-24569	417	14	sun	sun	PROPN
brj-24569	417	15	,	,	PUNCT
brj-24569	417	16	h.	h.	PROPN
brj-24569	417	17	,	,	PUNCT
brj-24569	417	18	huang	huang	PROPN
brj-24569	417	19	,	,	PUNCT
brj-24569	417	20	y.	y.	PROPN
brj-24569	417	21	,	,	PUNCT
brj-24569	417	22	and	and	CCONJ
brj-24569	417	23	chen	chen	PROPN
brj-24569	417	24	,	,	PUNCT
brj-24569	417	25	h.	h.	PROPN
brj-24569	417	26	(	(	PUNCT
brj-24569	417	27	2024	2024	NUM
brj-24569	417	28	)	)	PUNCT
brj-24569	417	29	.	.	PUNCT
brj-24569	418	1	“	"	PUNCT
brj-24569	418	2	shapley	shapley	ADJ
brj-24569	418	3	value	value	NOUN
brj-24569	418	4	:	:	PUNCT
brj-24569	418	5	from	from	ADP
brj-24569	418	6	cooperative	cooperative	ADJ
brj-24569	418	7	game	game	NOUN
brj-24569	418	8	to	to	ADP
brj-24569	418	9	explainable	explainable	ADJ
brj-24569	418	10	artificial	artificial	ADJ
brj-24569	418	11	intelligence	intelligence	NOUN
brj-24569	418	12	,	,	PUNCT
brj-24569	418	13	”	"	PUNCT
brj-24569	418	14	auton	auton	PROPN
brj-24569	418	15	.	.	PUNCT
brj-24569	419	1	intell	intell	PROPN
brj-24569	419	2	.	.	PUNCT
brj-24569	420	1	syst	syst	PROPN
brj-24569	420	2	.	.	PUNCT
brj-24569	421	1	4(1	4(1	NOUN
brj-24569	421	2	)	)	PUNCT
brj-24569	422	1	,	,	PUNCT
brj-24569	422	2	2	2	X
brj-24569	422	3	.	.	X
brj-24569	422	4	doi	doi	NOUN
brj-24569	422	5	:	:	PUNCT
brj-24569	422	6	10.1007	10.1007	NUM
brj-24569	422	7	/	/	SYM
brj-24569	422	8	s43684	s43684	NOUN
brj-24569	422	9	-	-	PUNCT
brj-24569	422	10	023	023	NUM
brj-24569	422	11	-	-	PUNCT
brj-24569	422	12	00060	00060	NUM
brj-24569	422	13	-	-	PUNCT
brj-24569	422	14	8	8	NUM
brj-24569	422	15	li	li	PROPN
brj-24569	422	16	,	,	PUNCT
brj-24569	422	17	x.	x.	PROPN
brj-24569	422	18	,	,	PUNCT
brj-24569	422	19	chen	chen	PROPN
brj-24569	422	20	,	,	PUNCT
brj-24569	422	21	s.	s.	PROPN
brj-24569	422	22	,	,	PUNCT
brj-24569	422	23	zhang	zhang	PROPN
brj-24569	422	24	,	,	PUNCT
brj-24569	422	25	j.	j.	PROPN
brj-24569	422	26	,	,	PUNCT
brj-24569	422	27	yu	yu	PROPN
brj-24569	422	28	,	,	PUNCT
brj-24569	422	29	l.	l.	PROPN
brj-24569	422	30	,	,	PUNCT
brj-24569	422	31	chen	chen	PROPN
brj-24569	422	32	,	,	PUNCT
brj-24569	422	33	w.	w.	PROPN
brj-24569	422	34	,	,	PUNCT
brj-24569	422	35	and	and	CCONJ
brj-24569	422	36	zhang	zhang	PROPN
brj-24569	422	37	,	,	PUNCT
brj-24569	422	38	y.	y.	PROPN
brj-24569	422	39	(	(	PUNCT
brj-24569	422	40	2022	2022	NUM
brj-24569	422	41	)	)	PUNCT
brj-24569	422	42	.	.	PUNCT
brj-24569	423	1	“	"	PUNCT
brj-24569	423	2	optimization	optimization	NOUN
brj-24569	423	3	of	of	ADP
brj-24569	423	4	ultrasonic	ultrasonic	ADJ
brj-24569	423	5	-	-	PUNCT
brj-24569	423	6	assisted	assist	VERB
brj-24569	423	7	extraction	extraction	NOUN
brj-24569	423	8	of	of	ADP
brj-24569	423	9	active	active	ADJ
brj-24569	423	10	components	component	NOUN
brj-24569	423	11	and	and	CCONJ
brj-24569	423	12	antioxidant	antioxidant	ADJ
brj-24569	423	13	activity	activity	NOUN
brj-24569	423	14	from	from	ADP
brj-24569	423	15	polygala	polygala	NOUN
brj-24569	423	16	tenuifolia	tenuifolia	PROPN
brj-24569	423	17	:	:	PUNCT
brj-24569	423	18	a	a	DET
brj-24569	423	19	comparative	comparative	ADJ
brj-24569	423	20	study	study	NOUN
brj-24569	423	21	of	of	ADP
brj-24569	423	22	the	the	DET
brj-24569	423	23	response	response	NOUN
brj-24569	423	24	surface	surface	NOUN
brj-24569	423	25	methodology	methodology	NOUN
brj-24569	423	26	and	and	CCONJ
brj-24569	423	27	least	least	ADJ
brj-24569	423	28	squares	square	NOUN
brj-24569	423	29	support	support	VERB
brj-24569	423	30	vector	vector	NOUN
brj-24569	423	31	machine	machine	NOUN
brj-24569	423	32	,	,	PUNCT
brj-24569	423	33	”	"	PUNCT
brj-24569	423	34	molecules	molecule	NOUN
brj-24569	423	35	27(10	27(10	NOUN
brj-24569	423	36	)	)	PUNCT
brj-24569	423	37	,	,	PUNCT
brj-24569	423	38	article	article	NOUN
brj-24569	423	39	3069	3069	NUM
brj-24569	423	40	.	.	PUNCT
brj-24569	424	1	doi	doi	NOUN
brj-24569	424	2	:	:	PUNCT
brj-24569	424	3	10.3390	10.3390	NUM
brj-24569	424	4	/	/	SYM
brj-24569	424	5	molecules27103069	molecules27103069	PROPN
brj-24569	424	6	macı́as	macı́a	NOUN
brj-24569	424	7	,	,	PUNCT
brj-24569	424	8	f.	f.	PROPN
brj-24569	424	9	a.	a.	PROPN
brj-24569	424	10	,	,	PUNCT
brj-24569	424	11	simonet	simonet	PROPN
brj-24569	424	12	,	,	PUNCT
brj-24569	424	13	a.	a.	NOUN
brj-24569	424	14	m.	m.	NOUN
brj-24569	424	15	,	,	PUNCT
brj-24569	424	16	galindo	galindo	PROPN
brj-24569	424	17	,	,	PUNCT
brj-24569	424	18	j.	j.	PROPN
brj-24569	424	19	c.	c.	PROPN
brj-24569	424	20	g.	g.	PROPN
brj-24569	424	21	,	,	PUNCT
brj-24569	424	22	and	and	CCONJ
brj-24569	424	23	castellano	castellano	NOUN
brj-24569	424	24	,	,	PUNCT
brj-24569	424	25	d.	d.	PROPN
brj-24569	424	26	(	(	PUNCT
brj-24569	424	27	1999	1999	NUM
brj-24569	424	28	)	)	PUNCT
brj-24569	424	29	.	.	PUNCT
brj-24569	425	1	“	"	PUNCT
brj-24569	425	2	bioactive	bioactive	VERB
brj-24569	425	3	phenolics	phenolic	NOUN
brj-24569	425	4	and	and	CCONJ
brj-24569	425	5	polar	polar	ADJ
brj-24569	425	6	compounds	compound	NOUN
brj-24569	425	7	from	from	ADP
brj-24569	425	8	melilotus	melilotus	NOUN
brj-24569	425	9	messanensis	messanensis	PROPN
brj-24569	425	10	.	.	PUNCT
brj-24569	426	1	part	part	NOUN
brj-24569	426	2	1	1	NUM
brj-24569	426	3	,	,	PUNCT
brj-24569	426	4	”	"	PUNCT
brj-24569	426	5	phytochem	phytochem	NOUN
brj-24569	426	6	.	.	PUNCT
brj-24569	427	1	50(1	50(1	NUM
brj-24569	427	2	)	)	PUNCT
brj-24569	427	3	,	,	PUNCT
brj-24569	427	4	35	35	NUM
brj-24569	427	5	-	-	SYM
brj-24569	427	6	46	46	NUM
brj-24569	427	7	.	.	PUNCT
brj-24569	428	1	doi	doi	NOUN
brj-24569	428	2	:	:	PUNCT
brj-24569	428	3	10.1016	10.1016	NUM
brj-24569	428	4	/	/	SYM
brj-24569	428	5	s0031	s0031	NOUN
brj-24569	428	6	-	-	PUNCT
brj-24569	428	7	9422(98)00453	9422(98)00453	NUM
brj-24569	428	8	-	-	SYM
brj-24569	428	9	1	1	NUM
brj-24569	428	10	meier	meier	PROPN
brj-24569	428	11	,	,	PUNCT
brj-24569	428	12	b.	b.	PROPN
brj-24569	428	13	(	(	PUNCT
brj-24569	428	14	2019	2019	NUM
brj-24569	428	15	)	)	PUNCT
brj-24569	428	16	.	.	PUNCT
brj-24569	429	1	python	python	PROPN
brj-24569	429	2	gui	gui	NOUN
brj-24569	429	3	programming	programming	NOUN
brj-24569	429	4	cookbook	cookbook	NOUN
brj-24569	429	5	:	:	PUNCT
brj-24569	429	6	develop	develop	VERB
brj-24569	429	7	functional	functional	ADJ
brj-24569	429	8	and	and	CCONJ
brj-24569	429	9	responsive	responsive	ADJ
brj-24569	429	10	user	user	NOUN
brj-24569	429	11	interfaces	interface	NOUN
brj-24569	429	12	with	with	ADP
brj-24569	429	13	tkinter	tkinter	NOUN
brj-24569	429	14	and	and	CCONJ
brj-24569	429	15	pyqt5	pyqt5	PROPN
brj-24569	429	16	,	,	PUNCT
brj-24569	429	17	packt	packt	PROPN
brj-24569	429	18	publishing	publishing	PROPN
brj-24569	429	19	ltd	ltd	PROPN
brj-24569	429	20	.	.	PROPN
brj-24569	429	21	,	,	PUNCT
brj-24569	429	22	birmingham	birmingham	PROPN
brj-24569	429	23	,	,	PUNCT
brj-24569	429	24	england	england	PROPN
brj-24569	429	25	.	.	PUNCT
brj-24569	430	1	michiels	michiel	NOUN
brj-24569	430	2	,	,	PUNCT
brj-24569	430	3	j.	j.	PROPN
brj-24569	430	4	a.	a.	PROPN
brj-24569	430	5	,	,	PUNCT
brj-24569	430	6	kevers	kever	NOUN
brj-24569	430	7	,	,	PUNCT
brj-24569	430	8	c.	c.	NOUN
brj-24569	430	9	,	,	PUNCT
brj-24569	430	10	pincemail	pincemail	NOUN
brj-24569	430	11	,	,	PUNCT
brj-24569	430	12	j.	j.	PROPN
brj-24569	430	13	,	,	PUNCT
brj-24569	430	14	defraigne	defraigne	PROPN
brj-24569	430	15	,	,	PUNCT
brj-24569	430	16	j.	j.	PROPN
brj-24569	430	17	o.	o.	PROPN
brj-24569	430	18	,	,	PUNCT
brj-24569	430	19	and	and	CCONJ
brj-24569	430	20	dommes	domme	NOUN
brj-24569	430	21	,	,	PUNCT
brj-24569	430	22	j.	j.	PROPN
brj-24569	430	23	(	(	PUNCT
brj-24569	430	24	2012	2012	NUM
brj-24569	430	25	)	)	PUNCT
brj-24569	430	26	.	.	PUNCT
brj-24569	431	1	“	"	PUNCT
brj-24569	431	2	extraction	extraction	NOUN
brj-24569	431	3	conditions	condition	NOUN
brj-24569	431	4	can	can	AUX
brj-24569	431	5	greatly	greatly	ADV
brj-24569	431	6	influence	influence	VERB
brj-24569	431	7	antioxidant	antioxidant	ADJ
brj-24569	431	8	capacity	capacity	NOUN
brj-24569	431	9	assays	assay	NOUN
brj-24569	431	10	in	in	ADP
brj-24569	431	11	plant	plant	NOUN
brj-24569	431	12	food	food	NOUN
brj-24569	431	13	matrices	matrix	NOUN
brj-24569	431	14	,	,	PUNCT
brj-24569	431	15	”	"	PUNCT
brj-24569	431	16	food	food	NOUN
brj-24569	431	17	chem	chem	NOUN
brj-24569	431	18	.	.	PUNCT
brj-24569	432	1	130(4	130(4	NUM
brj-24569	432	2	)	)	PUNCT
brj-24569	432	3	,	,	PUNCT
brj-24569	432	4	986	986	NUM
brj-24569	432	5	-	-	SYM
brj-24569	432	6	993	993	NUM
brj-24569	432	7	.	.	PUNCT
brj-24569	433	1	doi	doi	NOUN
brj-24569	433	2	:	:	PUNCT
brj-24569	433	3	10.1016	10.1016	NUM
brj-24569	433	4	/	/	SYM
brj-24569	433	5	j.foodchem.2011.07.117	j.foodchem.2011.07.117	PROPN
brj-24569	433	6	mizobuchi	mizobuchi	NOUN
brj-24569	433	7	,	,	PUNCT
brj-24569	433	8	m.	m.	NOUN
brj-24569	433	9	,	,	PUNCT
brj-24569	433	10	ishidoh	ishidoh	NOUN
brj-24569	433	11	,	,	PUNCT
brj-24569	433	12	k.	k.	PROPN
brj-24569	433	13	,	,	PUNCT
brj-24569	433	14	and	and	CCONJ
brj-24569	433	15	kamemura	kamemura	NOUN
brj-24569	433	16	,	,	PUNCT
brj-24569	433	17	n.	n.	NOUN
brj-24569	433	18	(	(	PUNCT
brj-24569	433	19	2022	2022	NUM
brj-24569	433	20	)	)	PUNCT
brj-24569	433	21	.	.	PUNCT
brj-24569	434	1	“	"	PUNCT
brj-24569	434	2	a	a	DET
brj-24569	434	3	comparison	comparison	NOUN
brj-24569	434	4	of	of	ADP
brj-24569	434	5	cell	cell	NOUN
brj-24569	434	6	death	death	NOUN
brj-24569	434	7	mechanisms	mechanism	NOUN
brj-24569	434	8	of	of	ADP
brj-24569	434	9	antioxidants	antioxidant	NOUN
brj-24569	434	10	,	,	PUNCT
brj-24569	434	11	butylated	butylate	VERB
brj-24569	434	12	hydroxyanisole	hydroxyanisole	NOUN
brj-24569	434	13	and	and	CCONJ
brj-24569	434	14	butylated	butylate	VERB
brj-24569	434	15	hydroxytoluene	hydroxytoluene	NOUN
brj-24569	434	16	,	,	PUNCT
brj-24569	434	17	”	"	PUNCT
brj-24569	434	18	drug	drug	NOUN
brj-24569	434	19	chem	chem	NOUN
brj-24569	434	20	.	.	PUNCT
brj-24569	435	1	toxicol	toxicol	PROPN
brj-24569	435	2	.	.	PUNCT
brj-24569	436	1	45(4	45(4	NUM
brj-24569	436	2	)	)	PUNCT
brj-24569	436	3	,	,	PUNCT
brj-24569	436	4	1899	1899	NUM
brj-24569	436	5	-	-	SYM
brj-24569	436	6	1906	1906	NUM
brj-24569	436	7	.	.	PUNCT
brj-24569	437	1	doi	doi	NOUN
brj-24569	437	2	:	:	PUNCT
brj-24569	437	3	10.1080/01480545.2021.1894701	10.1080/01480545.2021.1894701	NUM
brj-24569	437	4	nagarajan	nagarajan	PROPN
brj-24569	437	5	,	,	PUNCT
brj-24569	437	6	s.	s.	PROPN
brj-24569	437	7	,	,	PUNCT
brj-24569	437	8	nagarajan	nagarajan	PROPN
brj-24569	437	9	,	,	PUNCT
brj-24569	437	10	r.	r.	PROPN
brj-24569	437	11	,	,	PUNCT
brj-24569	437	12	kumar	kumar	PROPN
brj-24569	437	13	,	,	PUNCT
brj-24569	437	14	j.	j.	PROPN
brj-24569	437	15	,	,	PUNCT
brj-24569	437	16	salemme	salemme	PROPN
brj-24569	437	17	,	,	PUNCT
brj-24569	437	18	a.	a.	NOUN
brj-24569	437	19	,	,	PUNCT
brj-24569	437	20	togna	togna	PROPN
brj-24569	437	21	,	,	PUNCT
brj-24569	437	22	a.	a.	PROPN
brj-24569	437	23	r.	r.	PROPN
brj-24569	437	24	,	,	PUNCT
brj-24569	437	25	saso	saso	PROPN
brj-24569	437	26	,	,	PUNCT
brj-24569	437	27	l.	l.	PROPN
brj-24569	437	28	,	,	PUNCT
brj-24569	437	29	and	and	CCONJ
brj-24569	437	30	bruno	bruno	PROPN
brj-24569	437	31	,	,	PUNCT
brj-24569	437	32	f.	f.	PROPN
brj-24569	437	33	(	(	PUNCT
brj-24569	437	34	2020	2020	NUM
brj-24569	437	35	)	)	PUNCT
brj-24569	437	36	.	.	PUNCT
brj-24569	438	1	“	"	PUNCT
brj-24569	438	2	antioxidant	antioxidant	ADJ
brj-24569	438	3	activity	activity	NOUN
brj-24569	438	4	of	of	ADP
brj-24569	438	5	synthetic	synthetic	ADJ
brj-24569	438	6	polymers	polymer	NOUN
brj-24569	438	7	of	of	ADP
brj-24569	438	8	phenolic	phenolic	ADJ
brj-24569	438	9	compounds	compound	NOUN
brj-24569	438	10	,	,	PUNCT
brj-24569	438	11	”	"	PUNCT
brj-24569	438	12	polymers	polymer	NOUN
brj-24569	438	13	12(8	12(8	NUM
brj-24569	438	14	)	)	PUNCT
brj-24569	438	15	,	,	PUNCT
brj-24569	438	16	article	article	NOUN
brj-24569	438	17	1646	1646	NUM
brj-24569	438	18	.	.	PUNCT
brj-24569	439	1	doi	doi	NOUN
brj-24569	439	2	:	:	PUNCT
brj-24569	439	3	10.3390	10.3390	NUM
brj-24569	439	4	/	/	SYM
brj-24569	439	5	polym12081646	polym12081646	PROPN
brj-24569	439	6	pan	pan	PROPN
brj-24569	439	7	,	,	PUNCT
brj-24569	439	8	x.	x.	PROPN
brj-24569	439	9	,	,	PUNCT
brj-24569	439	10	liu	liu	PROPN
brj-24569	439	11	,	,	PUNCT
brj-24569	439	12	h.	h.	PROPN
brj-24569	439	13	,	,	PUNCT
brj-24569	439	14	jia	jia	PROPN
brj-24569	439	15	,	,	PUNCT
brj-24569	439	16	g.	g.	PROPN
brj-24569	439	17	,	,	PUNCT
brj-24569	439	18	and	and	CCONJ
brj-24569	439	19	shu	shu	PROPN
brj-24569	439	20	,	,	PUNCT
brj-24569	439	21	y.	y.	PROPN
brj-24569	439	22	y.	y.	PROPN
brj-24569	439	23	(	(	PUNCT
brj-24569	439	24	2000	2000	NUM
brj-24569	439	25	)	)	PUNCT
brj-24569	439	26	.	.	PUNCT
brj-24569	440	1	“	"	PUNCT
brj-24569	440	2	microwave	microwave	NOUN
brj-24569	440	3	-	-	PUNCT
brj-24569	440	4	assisted	assist	VERB
brj-24569	440	5	extraction	extraction	NOUN
brj-24569	440	6	of	of	ADP
brj-24569	440	7	glycyrrhizic	glycyrrhizic	NOUN
brj-24569	440	8	acid	acid	NOUN
brj-24569	440	9	from	from	ADP
brj-24569	440	10	licorice	licorice	NOUN
brj-24569	440	11	root	root	NOUN
brj-24569	440	12	,	,	PUNCT
brj-24569	440	13	”	"	PUNCT
brj-24569	440	14	biochem	biochem	NOUN
brj-24569	440	15	.	.	PUNCT
brj-24569	441	1	eng	eng	PROPN
brj-24569	441	2	.	.	PUNCT
brj-24569	441	3	j.	j.	PROPN
brj-24569	441	4	5(3	5(3	PROPN
brj-24569	441	5	)	)	PUNCT
brj-24569	441	6	,	,	PUNCT
brj-24569	441	7	173	173	NUM
brj-24569	441	8	-	-	SYM
brj-24569	441	9	177	177	NUM
brj-24569	441	10	.	.	PUNCT
brj-24569	442	1	doi	doi	NOUN
brj-24569	442	2	:	:	PUNCT
brj-24569	442	3	10.1016	10.1016	NUM
brj-24569	442	4	/	/	SYM
brj-24569	442	5	s1369	s1369	PROPN
brj-24569	442	6	-	-	PUNCT
brj-24569	442	7	703x(00)00057	703x(00)00057	NUM
brj-24569	442	8	-	-	PUNCT
brj-24569	442	9	7	7	NUM
brj-24569	442	10	peer	peer	NOUN
brj-24569	442	11	-	-	PUNCT
brj-24569	442	12	reviewed	review	VERB
brj-24569	442	13	article	article	NOUN
brj-24569	442	14	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	442	15	kim	kim	PROPN
brj-24569	442	16	et	et	PROPN
brj-24569	442	17	al	al	PROPN
brj-24569	442	18	.	.	PROPN
brj-24569	443	1	(	(	PUNCT
brj-24569	443	2	2025	2025	NUM
brj-24569	443	3	)	)	PUNCT
brj-24569	443	4	.	.	PUNCT
brj-24569	444	1	“	"	PUNCT
brj-24569	444	2	predicting	predict	VERB
brj-24569	444	3	antioxidant	antioxidant	ADJ
brj-24569	444	4	activity	activity	NOUN
brj-24569	444	5	,	,	PUNCT
brj-24569	444	6	”	"	PUNCT
brj-24569	444	7	bioresources	bioresource	NOUN
brj-24569	444	8	20(4	20(4	NOUN
brj-24569	444	9	)	)	PUNCT
brj-24569	444	10	,	,	PUNCT
brj-24569	444	11	9103	9103	NUM
brj-24569	444	12	-	-	SYM
brj-24569	444	13	9126	9126	NUM
brj-24569	444	14	.	.	PUNCT
brj-24569	445	1	9122	9122	NUM
brj-24569	445	2	park	park	NOUN
brj-24569	445	3	,	,	PUNCT
brj-24569	445	4	h.	h.	PROPN
brj-24569	445	5	(	(	PUNCT
brj-24569	445	6	2010	2010	NUM
brj-24569	445	7	)	)	PUNCT
brj-24569	445	8	.	.	PUNCT
brj-24569	446	1	“	"	PUNCT
brj-24569	446	2	chemistry	chemistry	NOUN
brj-24569	446	3	and	and	CCONJ
brj-24569	446	4	pharmacological	pharmacological	ADJ
brj-24569	446	5	action	action	NOUN
brj-24569	446	6	of	of	ADP
brj-24569	446	7	caffeoylquinic	caffeoylquinic	ADJ
brj-24569	446	8	acid	acid	NOUN
brj-24569	446	9	derivatives	derivative	NOUN
brj-24569	446	10	and	and	CCONJ
brj-24569	446	11	pharmaceutical	pharmaceutical	NOUN
brj-24569	446	12	utilization	utilization	NOUN
brj-24569	446	13	of	of	ADP
brj-24569	446	14	chwinamul	chwinamul	NOUN
brj-24569	446	15	(	(	PUNCT
brj-24569	446	16	korean	korean	ADJ
brj-24569	446	17	mountainous	mountainous	ADJ
brj-24569	446	18	vegetable	vegetable	NOUN
brj-24569	446	19	)	)	PUNCT
brj-24569	446	20	,	,	PUNCT
brj-24569	446	21	”	"	PUNCT
brj-24569	446	22	arch	arch	NOUN
brj-24569	446	23	.	.	PUNCT
brj-24569	447	1	pharm	pharm	NOUN
brj-24569	447	2	.	.	PUNCT
brj-24569	448	1	res	re	NOUN
brj-24569	448	2	.	.	PROPN
brj-24569	449	1	33	33	NUM
brj-24569	449	2	,	,	PUNCT
brj-24569	449	3	1703	1703	NUM
brj-24569	449	4	-	-	SYM
brj-24569	449	5	1720	1720	NUM
brj-24569	449	6	.	.	PUNCT
brj-24569	450	1	doi	doi	NOUN
brj-24569	450	2	:	:	PUNCT
brj-24569	450	3	10.1007	10.1007	NUM
brj-24569	450	4	/	/	SYM
brj-24569	450	5	s12272	s12272	PROPN
brj-24569	450	6	-	-	PUNCT
brj-24569	450	7	010	010	NUM
brj-24569	450	8	-	-	PUNCT
brj-24569	450	9	1101	1101	NUM
brj-24569	450	10	-	-	PUNCT
brj-24569	450	11	9	9	NUM
brj-24569	450	12	pham	pham	PROPN
brj-24569	450	13	-	-	PUNCT
brj-24569	450	14	huy	huy	PROPN
brj-24569	450	15	,	,	PUNCT
brj-24569	450	16	l.	l.	PROPN
brj-24569	450	17	a.	a.	PROPN
brj-24569	450	18	,	,	PUNCT
brj-24569	450	19	he	he	PRON
brj-24569	450	20	,	,	PUNCT
brj-24569	450	21	h.	h.	PROPN
brj-24569	450	22	,	,	PUNCT
brj-24569	450	23	and	and	CCONJ
brj-24569	450	24	pham	pham	PROPN
brj-24569	450	25	-	-	PUNCT
brj-24569	450	26	huy	huy	PROPN
brj-24569	450	27	,	,	PUNCT
brj-24569	450	28	c.	c.	PROPN
brj-24569	450	29	(	(	PUNCT
brj-24569	450	30	2008	2008	NUM
brj-24569	450	31	)	)	PUNCT
brj-24569	450	32	.	.	PUNCT
brj-24569	451	1	“	"	PUNCT
brj-24569	451	2	free	free	ADJ
brj-24569	451	3	radicals	radical	NOUN
brj-24569	451	4	,	,	PUNCT
brj-24569	451	5	antioxidants	antioxidant	NOUN
brj-24569	451	6	in	in	ADP
brj-24569	451	7	disease	disease	NOUN
brj-24569	451	8	and	and	CCONJ
brj-24569	451	9	health	health	NOUN
brj-24569	451	10	,	,	PUNCT
brj-24569	451	11	”	"	PUNCT
brj-24569	451	12	int	int	NOUN
brj-24569	451	13	.	.	PUNCT
brj-24569	452	1	j.	j.	PROPN
brj-24569	452	2	biomed	biome	VERB
brj-24569	452	3	.	.	PUNCT
brj-24569	453	1	sci	sci	PROPN
brj-24569	453	2	.	.	PROPN
brj-24569	453	3	4(2	4(2	NUM
brj-24569	453	4	)	)	PUNCT
brj-24569	453	5	,	,	PUNCT
brj-24569	453	6	89	89	NUM
brj-24569	453	7	.	.	PUNCT
brj-24569	454	1	płotka	płotka	ADJ
brj-24569	454	2	-	-	PUNCT
brj-24569	454	3	wasylka	wasylka	NOUN
brj-24569	454	4	,	,	PUNCT
brj-24569	454	5	j.	j.	PROPN
brj-24569	454	6	,	,	PUNCT
brj-24569	454	7	rutkowska	rutkowska	NOUN
brj-24569	454	8	,	,	PUNCT
brj-24569	454	9	m.	m.	NOUN
brj-24569	454	10	,	,	PUNCT
brj-24569	454	11	owczarek	owczarek	PROPN
brj-24569	454	12	,	,	PUNCT
brj-24569	454	13	k.	k.	PROPN
brj-24569	454	14	,	,	PUNCT
brj-24569	454	15	tobiszewski	tobiszewski	ADJ
brj-24569	454	16	,	,	PUNCT
brj-24569	454	17	m.	m.	NOUN
brj-24569	454	18	,	,	PUNCT
brj-24569	454	19	and	and	CCONJ
brj-24569	454	20	namieśnik	namieśnik	PROPN
brj-24569	454	21	,	,	PUNCT
brj-24569	454	22	j.	j.	PROPN
brj-24569	454	23	(	(	PUNCT
brj-24569	454	24	2017	2017	NUM
brj-24569	454	25	)	)	PUNCT
brj-24569	454	26	.	.	PUNCT
brj-24569	455	1	“	"	PUNCT
brj-24569	455	2	extraction	extraction	NOUN
brj-24569	455	3	with	with	ADP
brj-24569	455	4	environmentally	environmentally	ADV
brj-24569	455	5	friendly	friendly	ADJ
brj-24569	455	6	solvents	solvent	NOUN
brj-24569	455	7	,	,	PUNCT
brj-24569	455	8	”	"	PUNCT
brj-24569	455	9	trends	trend	NOUN
brj-24569	455	10	analyt	analyt	ADJ
brj-24569	455	11	.	.	PUNCT
brj-24569	456	1	chem	chem	NOUN
brj-24569	456	2	.	.	PUNCT
brj-24569	457	1	91	91	NUM
brj-24569	457	2	,	,	PUNCT
brj-24569	457	3	12	12	NUM
brj-24569	457	4	-	-	SYM
brj-24569	457	5	25	25	NUM
brj-24569	457	6	.	.	PUNCT
brj-24569	458	1	doi	doi	NOUN
brj-24569	458	2	:	:	PUNCT
brj-24569	458	3	10.1016	10.1016	NUM
brj-24569	458	4	/	/	SYM
brj-24569	458	5	j.trac.2017.03.006	j.trac.2017.03.006	PROPN
brj-24569	458	6	renaud	renaud	NOUN
brj-24569	458	7	,	,	PUNCT
brj-24569	458	8	o.	o.	PROPN
brj-24569	458	9	,	,	PUNCT
brj-24569	458	10	and	and	CCONJ
brj-24569	458	11	victoria	victoria	PROPN
brj-24569	458	12	-	-	PUNCT
brj-24569	458	13	feser	feser	PROPN
brj-24569	458	14	,	,	PUNCT
brj-24569	458	15	m.	m.	NOUN
brj-24569	458	16	(	(	PUNCT
brj-24569	458	17	2010	2010	NUM
brj-24569	458	18	)	)	PUNCT
brj-24569	458	19	.	.	PUNCT
brj-24569	459	1	“	"	PUNCT
brj-24569	459	2	a	a	DET
brj-24569	459	3	robust	robust	ADJ
brj-24569	459	4	coefficient	coefficient	NOUN
brj-24569	459	5	of	of	ADP
brj-24569	459	6	determination	determination	NOUN
brj-24569	459	7	for	for	ADP
brj-24569	459	8	regression	regression	NOUN
brj-24569	459	9	,	,	PUNCT
brj-24569	459	10	”	"	PUNCT
brj-24569	459	11	j.	j.	PROPN
brj-24569	459	12	stat	stat	PROPN
brj-24569	459	13	.	.	PUNCT
brj-24569	460	1	plan	plan	PROPN
brj-24569	460	2	.	.	PUNCT
brj-24569	461	1	inference	inference	NOUN
brj-24569	461	2	.	.	PUNCT
brj-24569	462	1	140(7	140(7	NUM
brj-24569	462	2	)	)	PUNCT
brj-24569	462	3	,	,	PUNCT
brj-24569	462	4	1852	1852	NUM
brj-24569	462	5	-	-	SYM
brj-24569	462	6	1862	1862	NUM
brj-24569	462	7	.	.	PUNCT
brj-24569	463	1	doi	doi	NOUN
brj-24569	463	2	:	:	PUNCT
brj-24569	463	3	10.1016	10.1016	NUM
brj-24569	463	4	/	/	SYM
brj-24569	463	5	j.jspi.2010.01.008	j.jspi.2010.01.008	PROPN
brj-24569	463	6	rice	rice	NOUN
brj-24569	463	7	-	-	PUNCT
brj-24569	463	8	evans	evans	PROPN
brj-24569	463	9	,	,	PUNCT
brj-24569	463	10	c.	c.	PROPN
brj-24569	463	11	a.	a.	PROPN
brj-24569	463	12	,	,	PUNCT
brj-24569	463	13	miller	miller	PROPN
brj-24569	463	14	,	,	PUNCT
brj-24569	463	15	n.	n.	PROPN
brj-24569	463	16	j.	j.	PROPN
brj-24569	463	17	,	,	PUNCT
brj-24569	463	18	and	and	CCONJ
brj-24569	463	19	paganga	paganga	ADV
brj-24569	463	20	,	,	PUNCT
brj-24569	463	21	g.	g.	PROPN
brj-24569	463	22	(	(	PUNCT
brj-24569	463	23	1996	1996	NUM
brj-24569	463	24	)	)	PUNCT
brj-24569	463	25	.	.	PUNCT
brj-24569	464	1	“	"	PUNCT
brj-24569	464	2	structure	structure	NOUN
brj-24569	464	3	-	-	PUNCT
brj-24569	464	4	antioxidant	antioxidant	NOUN
brj-24569	464	5	activity	activity	NOUN
brj-24569	464	6	relationships	relationship	NOUN
brj-24569	464	7	of	of	ADP
brj-24569	464	8	flavonoids	flavonoid	NOUN
brj-24569	464	9	and	and	CCONJ
brj-24569	464	10	phenolic	phenolic	ADJ
brj-24569	464	11	acids	acid	NOUN
brj-24569	464	12	,	,	PUNCT
brj-24569	464	13	”	"	PUNCT
brj-24569	464	14	free	free	ADJ
brj-24569	464	15	radic	radic	NOUN
brj-24569	464	16	.	.	PUNCT
brj-24569	465	1	biol	biol	PROPN
brj-24569	465	2	.	.	PUNCT
brj-24569	466	1	med	med	PROPN
brj-24569	466	2	.	.	PUNCT
brj-24569	467	1	20(7	20(7	NUM
brj-24569	467	2	)	)	PUNCT
brj-24569	467	3	,	,	PUNCT
brj-24569	467	4	933	933	NUM
brj-24569	467	5	-	-	SYM
brj-24569	467	6	956	956	NUM
brj-24569	467	7	.	.	PUNCT
brj-24569	468	1	doi	doi	NOUN
brj-24569	468	2	:	:	PUNCT
brj-24569	468	3	10.1016/0891	10.1016/0891	NUM
brj-24569	468	4	-	-	SYM
brj-24569	468	5	5849(95)02227	5849(95)02227	NUM
brj-24569	468	6	-	-	SYM
brj-24569	468	7	9	9	NUM
brj-24569	468	8	ryo	ryo	NOUN
brj-24569	468	9	,	,	PUNCT
brj-24569	468	10	m.	m.	NOUN
brj-24569	468	11	,	,	PUNCT
brj-24569	468	12	and	and	CCONJ
brj-24569	468	13	rillig	rillig	PROPN
brj-24569	468	14	,	,	PUNCT
brj-24569	468	15	m.	m.	NOUN
brj-24569	468	16	c.	c.	PROPN
brj-24569	468	17	(	(	PUNCT
brj-24569	468	18	2017	2017	NUM
brj-24569	468	19	)	)	PUNCT
brj-24569	468	20	.	.	PUNCT
brj-24569	469	1	“	"	PUNCT
brj-24569	469	2	statistically	statistically	ADV
brj-24569	469	3	reinforced	reinforce	VERB
brj-24569	469	4	machine	machine	NOUN
brj-24569	469	5	learning	learning	NOUN
brj-24569	469	6	for	for	ADP
brj-24569	469	7	nonlinear	nonlinear	ADJ
brj-24569	469	8	patterns	pattern	NOUN
brj-24569	469	9	and	and	CCONJ
brj-24569	469	10	variable	variable	ADJ
brj-24569	469	11	interactions	interaction	NOUN
brj-24569	469	12	,	,	PUNCT
brj-24569	469	13	”	"	PUNCT
brj-24569	469	14	ecosphere	ecosphere	NOUN
brj-24569	469	15	8(11	8(11	NUM
brj-24569	469	16	)	)	PUNCT
brj-24569	469	17	,	,	PUNCT
brj-24569	469	18	article	article	NOUN
brj-24569	469	19	e01976	e01976	PROPN
brj-24569	469	20	.	.	PUNCT
brj-24569	470	1	doi	doi	NOUN
brj-24569	470	2	:	:	PUNCT
brj-24569	470	3	10.1002	10.1002	NUM
brj-24569	470	4	/	/	SYM
brj-24569	470	5	ecs2.1976	ecs2.1976	NOUN
brj-24569	470	6	sekher	sekher	NOUN
brj-24569	470	7	pannala	pannala	PROPN
brj-24569	470	8	,	,	PUNCT
brj-24569	470	9	a.	a.	PROPN
brj-24569	470	10	,	,	PUNCT
brj-24569	470	11	chan	chan	PROPN
brj-24569	470	12	,	,	PUNCT
brj-24569	470	13	t.	t.	PROPN
brj-24569	470	14	s.	s.	PROPN
brj-24569	470	15	,	,	PUNCT
brj-24569	470	16	o'brien	o'brien	PROPN
brj-24569	470	17	,	,	PUNCT
brj-24569	470	18	p.	p.	PROPN
brj-24569	470	19	j.	j.	PROPN
brj-24569	470	20	,	,	PUNCT
brj-24569	470	21	and	and	CCONJ
brj-24569	470	22	rice	rice	NOUN
brj-24569	470	23	-	-	PUNCT
brj-24569	470	24	evans	evans	PROPN
brj-24569	470	25	,	,	PUNCT
brj-24569	470	26	c.	c.	PROPN
brj-24569	470	27	a.	a.	PROPN
brj-24569	470	28	(	(	PUNCT
brj-24569	470	29	2001	2001	NUM
brj-24569	470	30	)	)	PUNCT
brj-24569	470	31	.	.	PUNCT
brj-24569	471	1	“	"	PUNCT
brj-24569	471	2	flavonoid	flavonoid	PROPN
brj-24569	471	3	b	b	X
brj-24569	471	4	-	-	PUNCT
brj-24569	471	5	ring	ring	NOUN
brj-24569	471	6	chemistry	chemistry	NOUN
brj-24569	471	7	and	and	CCONJ
brj-24569	471	8	antioxidant	antioxidant	ADJ
brj-24569	471	9	activity	activity	NOUN
brj-24569	471	10	:	:	PUNCT
brj-24569	471	11	fast	fast	ADJ
brj-24569	471	12	reaction	reaction	NOUN
brj-24569	471	13	kinetics	kinetic	NOUN
brj-24569	471	14	,	,	PUNCT
brj-24569	471	15	”	"	PUNCT
brj-24569	471	16	biochem	biochem	NOUN
brj-24569	471	17	.	.	PUNCT
brj-24569	472	1	biophys	biophy	NOUN
brj-24569	472	2	.	.	PUNCT
brj-24569	473	1	res	re	NOUN
brj-24569	473	2	.	.	PUNCT
brj-24569	474	1	commun	commun	PROPN
brj-24569	474	2	.	.	PUNCT
brj-24569	475	1	282(5	282(5	NUM
brj-24569	475	2	)	)	PUNCT
brj-24569	475	3	,	,	PUNCT
brj-24569	475	4	1161	1161	NUM
brj-24569	475	5	-	-	SYM
brj-24569	475	6	1168	1168	NUM
brj-24569	475	7	.	.	PUNCT
brj-24569	476	1	doi	doi	NOUN
brj-24569	476	2	:	:	PUNCT
brj-24569	476	3	10.1006	10.1006	NUM
brj-24569	476	4	/	/	SYM
brj-24569	476	5	bbrc.2001.4705	bbrc.2001.4705	NUM
brj-24569	476	6	singleton	singleton	NOUN
brj-24569	476	7	,	,	PUNCT
brj-24569	476	8	v.	v.	PROPN
brj-24569	476	9	l.	l.	PROPN
brj-24569	476	10	,	,	PUNCT
brj-24569	476	11	and	and	CCONJ
brj-24569	476	12	rossi	rossi	ADJ
brj-24569	476	13	,	,	PUNCT
brj-24569	476	14	j.	j.	PROPN
brj-24569	476	15	a.	a.	PROPN
brj-24569	476	16	(	(	PUNCT
brj-24569	476	17	1965	1965	NUM
brj-24569	476	18	)	)	PUNCT
brj-24569	476	19	.	.	PUNCT
brj-24569	477	1	“	"	PUNCT
brj-24569	477	2	colorimetry	colorimetry	NOUN
brj-24569	477	3	of	of	ADP
brj-24569	477	4	total	total	ADJ
brj-24569	477	5	phenolics	phenolic	NOUN
brj-24569	477	6	with	with	ADP
brj-24569	477	7	phosphomolybdic	phosphomolybdic	ADJ
brj-24569	477	8	-	-	PUNCT
brj-24569	477	9	phosphotungstic	phosphotungstic	ADJ
brj-24569	477	10	acid	acid	NOUN
brj-24569	477	11	reagents	reagent	NOUN
brj-24569	477	12	,	,	PUNCT
brj-24569	477	13	”	"	PUNCT
brj-24569	477	14	am	be	AUX
brj-24569	477	15	.	.	PUNCT
brj-24569	478	1	j.	j.	PROPN
brj-24569	478	2	enol	enol	PROPN
brj-24569	478	3	.	.	PUNCT
brj-24569	479	1	vitic	vitic	ADJ
brj-24569	479	2	.	.	PUNCT
brj-24569	480	1	16(3	16(3	X
brj-24569	480	2	)	)	PUNCT
brj-24569	480	3	,	,	PUNCT
brj-24569	480	4	144158	144158	NUM
brj-24569	480	5	.	.	PUNCT
brj-24569	481	1	doi	doi	NOUN
brj-24569	481	2	:	:	PUNCT
brj-24569	481	3	10.5344	10.5344	NUM
brj-24569	481	4	/	/	SYM
brj-24569	481	5	ajev.1965.16.3.144	ajev.1965.16.3.144	PROPN
brj-24569	481	6	suthaharan	suthaharan	NOUN
brj-24569	481	7	,	,	PUNCT
brj-24569	481	8	s.	s.	PROPN
brj-24569	481	9	(	(	PUNCT
brj-24569	481	10	2016	2016	NUM
brj-24569	481	11	)	)	PUNCT
brj-24569	481	12	.	.	PUNCT
brj-24569	482	1	“	"	PUNCT
brj-24569	482	2	support	support	NOUN
brj-24569	482	3	vector	vector	NOUN
brj-24569	482	4	machine	machine	NOUN
brj-24569	482	5	,	,	PUNCT
brj-24569	482	6	”	"	PUNCT
brj-24569	482	7	in	in	ADP
brj-24569	482	8	:	:	PUNCT
brj-24569	482	9	machine	machine	NOUN
brj-24569	482	10	learning	learning	NOUN
brj-24569	482	11	models	model	NOUN
brj-24569	482	12	and	and	CCONJ
brj-24569	482	13	algorithms	algorithm	NOUN
brj-24569	482	14	for	for	ADP
brj-24569	482	15	big	big	ADJ
brj-24569	482	16	data	datum	NOUN
brj-24569	482	17	classification	classification	NOUN
brj-24569	482	18	:	:	PUNCT
brj-24569	482	19	thinking	think	VERB
brj-24569	482	20	with	with	ADP
brj-24569	482	21	examples	example	NOUN
brj-24569	482	22	for	for	ADP
brj-24569	482	23	effective	effective	ADJ
brj-24569	482	24	learning	learning	NOUN
brj-24569	482	25	,	,	PUNCT
brj-24569	482	26	springer	springer	NOUN
brj-24569	482	27	,	,	PUNCT
brj-24569	482	28	new	new	PROPN
brj-24569	482	29	york	york	PROPN
brj-24569	482	30	,	,	PUNCT
brj-24569	482	31	ny	ny	PROPN
brj-24569	482	32	,	,	PUNCT
brj-24569	482	33	usa	usa	PROPN
brj-24569	482	34	,	,	PUNCT
brj-24569	482	35	pp	pp	PROPN
brj-24569	482	36	.	.	PUNCT
brj-24569	483	1	207	207	NUM
brj-24569	483	2	-	-	SYM
brj-24569	483	3	235	235	NUM
brj-24569	483	4	.	.	PUNCT
brj-24569	484	1	wang	wang	PROPN
brj-24569	484	2	,	,	PUNCT
brj-24569	484	3	p.	p.	PROPN
brj-24569	484	4	,	,	PUNCT
brj-24569	484	5	gong	gong	PROPN
brj-24569	484	6	,	,	PUNCT
brj-24569	484	7	q.	q.	PROPN
brj-24569	484	8	,	,	PUNCT
brj-24569	484	9	hu	hu	PROPN
brj-24569	484	10	,	,	PUNCT
brj-24569	484	11	j.	j.	PROPN
brj-24569	484	12	,	,	PUNCT
brj-24569	484	13	li	li	PROPN
brj-24569	484	14	,	,	PUNCT
brj-24569	484	15	x.	x.	NOUN
brj-24569	484	16	,	,	PUNCT
brj-24569	484	17	and	and	CCONJ
brj-24569	484	18	zhang	zhang	PROPN
brj-24569	484	19	,	,	PUNCT
brj-24569	484	20	x.	x.	NOUN
brj-24569	484	21	(	(	PUNCT
brj-24569	484	22	2021	2021	NUM
brj-24569	484	23	)	)	PUNCT
brj-24569	484	24	.	.	PUNCT
brj-24569	485	1	“	"	PUNCT
brj-24569	485	2	reactive	reactive	ADJ
brj-24569	485	3	oxygen	oxygen	NOUN
brj-24569	485	4	species	specie	NOUN
brj-24569	485	5	(	(	PUNCT
brj-24569	485	6	ros)-responsive	ros)-responsive	ADJ
brj-24569	485	7	prodrugs	prodrug	NOUN
brj-24569	485	8	,	,	PUNCT
brj-24569	485	9	probes	probe	NOUN
brj-24569	485	10	,	,	PUNCT
brj-24569	485	11	and	and	CCONJ
brj-24569	485	12	theranostic	theranostic	ADJ
brj-24569	485	13	prodrugs	prodrug	NOUN
brj-24569	485	14	:	:	PUNCT
brj-24569	485	15	applications	application	NOUN
brj-24569	485	16	in	in	ADP
brj-24569	485	17	the	the	DET
brj-24569	485	18	ros	ros	PROPN
brj-24569	485	19	-	-	PUNCT
brj-24569	485	20	related	relate	VERB
brj-24569	485	21	diseases	disease	NOUN
brj-24569	485	22	,	,	PUNCT
brj-24569	485	23	”	"	PUNCT
brj-24569	485	24	j.	j.	PROPN
brj-24569	485	25	med	med	PROPN
brj-24569	485	26	.	.	PROPN
brj-24569	485	27	chem	chem	PROPN
brj-24569	485	28	.	.	PUNCT
brj-24569	486	1	64(1	64(1	NUM
brj-24569	486	2	)	)	PUNCT
brj-24569	486	3	,	,	PUNCT
brj-24569	486	4	298	298	NUM
brj-24569	486	5	-	-	SYM
brj-24569	486	6	325	325	NUM
brj-24569	486	7	.	.	PUNCT
brj-24569	487	1	doi	doi	NOUN
brj-24569	487	2	:	:	PUNCT
brj-24569	487	3	10.1021	10.1021	NUM
brj-24569	487	4	/	/	SYM
brj-24569	487	5	acs.jmedchem.0c01704	acs.jmedchem.0c01704	PROPN
brj-24569	487	6	williamson	williamson	PROPN
brj-24569	487	7	,	,	PUNCT
brj-24569	487	8	g.	g.	PROPN
brj-24569	487	9	,	,	PUNCT
brj-24569	487	10	kay	kay	PROPN
brj-24569	487	11	,	,	PUNCT
brj-24569	487	12	c.	c.	PROPN
brj-24569	487	13	d.	d.	PROPN
brj-24569	487	14	,	,	PUNCT
brj-24569	487	15	and	and	CCONJ
brj-24569	487	16	crozier	crozier	PROPN
brj-24569	487	17	,	,	PUNCT
brj-24569	487	18	a.	a.	NOUN
brj-24569	487	19	(	(	PUNCT
brj-24569	487	20	2018	2018	NUM
brj-24569	487	21	)	)	PUNCT
brj-24569	487	22	.	.	PUNCT
brj-24569	488	1	“	"	PUNCT
brj-24569	488	2	the	the	DET
brj-24569	488	3	bioavailability	bioavailability	NOUN
brj-24569	488	4	,	,	PUNCT
brj-24569	488	5	transport	transport	NOUN
brj-24569	488	6	,	,	PUNCT
brj-24569	488	7	and	and	CCONJ
brj-24569	488	8	bioactivity	bioactivity	NOUN
brj-24569	488	9	of	of	ADP
brj-24569	488	10	dietary	dietary	ADJ
brj-24569	488	11	flavonoids	flavonoid	NOUN
brj-24569	488	12	:	:	PUNCT
brj-24569	488	13	a	a	DET
brj-24569	488	14	review	review	NOUN
brj-24569	488	15	from	from	ADP
brj-24569	488	16	a	a	DET
brj-24569	488	17	historical	historical	ADJ
brj-24569	488	18	perspective	perspective	NOUN
brj-24569	488	19	,	,	PUNCT
brj-24569	488	20	”	"	PUNCT
brj-24569	488	21	compr	compr	NOUN
brj-24569	488	22	.	.	PUNCT
brj-24569	488	23	rev	rev	PROPN
brj-24569	488	24	.	.	PROPN
brj-24569	488	25	food	food	PROPN
brj-24569	488	26	sci	sci	PROPN
brj-24569	488	27	.	.	PUNCT
brj-24569	488	28	food	food	PROPN
brj-24569	488	29	saf	saf	PROPN
brj-24569	488	30	.	.	PROPN
brj-24569	488	31	17(5	17(5	NUM
brj-24569	488	32	)	)	PUNCT
brj-24569	488	33	,	,	PUNCT
brj-24569	488	34	1054	1054	NUM
brj-24569	488	35	-	-	SYM
brj-24569	488	36	1112	1112	NUM
brj-24569	488	37	.	.	PUNCT
brj-24569	489	1	doi	doi	NOUN
brj-24569	489	2	:	:	PUNCT
brj-24569	489	3	10.1111/15414337.12351	10.1111/15414337.12351	NUM
brj-24569	489	4	wolfe	wolfe	PROPN
brj-24569	489	5	,	,	PUNCT
brj-24569	489	6	k.	k.	PROPN
brj-24569	489	7	l.	l.	PROPN
brj-24569	489	8	,	,	PUNCT
brj-24569	489	9	and	and	CCONJ
brj-24569	489	10	liu	liu	PROPN
brj-24569	489	11	,	,	PUNCT
brj-24569	489	12	r.	r.	PROPN
brj-24569	489	13	h.	h.	PROPN
brj-24569	489	14	(	(	PUNCT
brj-24569	489	15	2008	2008	NUM
brj-24569	489	16	)	)	PUNCT
brj-24569	489	17	.	.	PUNCT
brj-24569	490	1	“	"	PUNCT
brj-24569	490	2	structure−activity	structure−activity	NOUN
brj-24569	490	3	relationships	relationship	NOUN
brj-24569	490	4	of	of	ADP
brj-24569	490	5	flavonoids	flavonoid	NOUN
brj-24569	490	6	in	in	ADP
brj-24569	490	7	the	the	DET
brj-24569	490	8	cellular	cellular	ADJ
brj-24569	490	9	antioxidant	antioxidant	ADJ
brj-24569	490	10	activity	activity	NOUN
brj-24569	490	11	assay	assay	VERB
brj-24569	490	12	,	,	PUNCT
brj-24569	490	13	”	"	PUNCT
brj-24569	490	14	j.	j.	PROPN
brj-24569	490	15	agric	agric	PROPN
brj-24569	490	16	.	.	PUNCT
brj-24569	491	1	food	food	NOUN
brj-24569	491	2	.	.	PUNCT
brj-24569	492	1	chem	chem	NOUN
brj-24569	492	2	.	.	PUNCT
brj-24569	493	1	56(18	56(18	NUM
brj-24569	493	2	)	)	PUNCT
brj-24569	493	3	,	,	PUNCT
brj-24569	493	4	8404	8404	NUM
brj-24569	493	5	-	-	SYM
brj-24569	493	6	8411	8411	NUM
brj-24569	493	7	.	.	PUNCT
brj-24569	494	1	doi	doi	NOUN
brj-24569	494	2	:	:	PUNCT
brj-24569	494	3	10.1021	10.1021	NUM
brj-24569	494	4	/	/	SYM
brj-24569	494	5	jf8013074	jf8013074	PROPN
brj-24569	494	6	xiao	xiao	PROPN
brj-24569	494	7	,	,	PUNCT
brj-24569	494	8	w.	w.	PROPN
brj-24569	494	9	,	,	PUNCT
brj-24569	494	10	han	han	PROPN
brj-24569	494	11	,	,	PUNCT
brj-24569	494	12	l.	l.	PROPN
brj-24569	494	13	,	,	PUNCT
brj-24569	494	14	and	and	CCONJ
brj-24569	494	15	shi	shi	PROPN
brj-24569	494	16	,	,	PUNCT
brj-24569	494	17	b.	b.	PROPN
brj-24569	494	18	(	(	PUNCT
brj-24569	494	19	2008	2008	NUM
brj-24569	494	20	)	)	PUNCT
brj-24569	494	21	.	.	PUNCT
brj-24569	495	1	“	"	PUNCT
brj-24569	495	2	microwave	microwave	NOUN
brj-24569	495	3	-	-	PUNCT
brj-24569	495	4	assisted	assist	VERB
brj-24569	495	5	extraction	extraction	NOUN
brj-24569	495	6	of	of	ADP
brj-24569	495	7	flavonoids	flavonoid	NOUN
brj-24569	495	8	from	from	ADP
brj-24569	495	9	radix	radix	PROPN
brj-24569	495	10	astragali	astragali	PROPN
brj-24569	495	11	,	,	PUNCT
brj-24569	495	12	”	"	PUNCT
brj-24569	496	1	sep	sep	PROPN
brj-24569	496	2	.	.	PUNCT
brj-24569	496	3	purif	purif	PROPN
brj-24569	496	4	.	.	PUNCT
brj-24569	497	1	technol	technol	NOUN
brj-24569	497	2	.	.	PUNCT
brj-24569	497	3	62(3	62(3	NOUN
brj-24569	497	4	)	)	PUNCT
brj-24569	497	5	,	,	PUNCT
brj-24569	497	6	614	614	NUM
brj-24569	497	7	-	-	SYM
brj-24569	497	8	618	618	NUM
brj-24569	497	9	.	.	PUNCT
brj-24569	498	1	doi	doi	NOUN
brj-24569	498	2	:	:	PUNCT
brj-24569	498	3	10.1016	10.1016	NUM
brj-24569	498	4	/	/	SYM
brj-24569	498	5	j.seppur.2008.03.025	j.seppur.2008.03.025	ADV
brj-24569	498	6	yıkmış	yıkmış	ADJ
brj-24569	498	7	,	,	PUNCT
brj-24569	498	8	s.	s.	PROPN
brj-24569	498	9	,	,	PUNCT
brj-24569	498	10	duman	duman	PROPN
brj-24569	498	11	altan	altan	PROPN
brj-24569	498	12	,	,	PUNCT
brj-24569	498	13	a.	a.	NOUN
brj-24569	498	14	,	,	PUNCT
brj-24569	498	15	türkol	türkol	NOUN
brj-24569	498	16	,	,	PUNCT
brj-24569	498	17	m.	m.	NOUN
brj-24569	498	18	,	,	PUNCT
brj-24569	498	19	gezer	gezer	NOUN
brj-24569	498	20	,	,	PUNCT
brj-24569	498	21	g.	g.	PROPN
brj-24569	498	22	e.	e.	PROPN
brj-24569	498	23	,	,	PUNCT
brj-24569	498	24	ganimet	ganimet	PROPN
brj-24569	498	25	,	,	PUNCT
brj-24569	498	26	ş	ş	X
brj-24569	498	27	.	.	PROPN
brj-24569	498	28	,	,	PUNCT
brj-24569	498	29	abdi	abdi	PROPN
brj-24569	498	30	,	,	PUNCT
brj-24569	498	31	g.	g.	PROPN
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brj-24569	498	44	)	)	PUNCT
brj-24569	498	45	.	.	PUNCT
brj-24569	499	1	“	"	PUNCT
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brj-24569	499	22	”	"	PUNCT
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brj-24569	500	5	.	.	PUNCT
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brj-24569	502	8	travel	travel	NOUN
brj-24569	502	9	time	time	NOUN
brj-24569	502	10	prediction	prediction	NOUN
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brj-24569	502	12	”	"	PUNCT
brj-24569	502	13	transp	transp	PROPN
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brj-24569	505	2	.	.	PUNCT
brj-24569	506	1	58	58	NUM
brj-24569	506	2	,	,	PUNCT
brj-24569	506	3	308–324	308–324	NUM
brj-24569	506	4	.	.	PUNCT
brj-24569	507	1	doi	doi	NOUN
brj-24569	507	2	:	:	PUNCT
brj-24569	507	3	10.1016	10.1016	NUM
brj-24569	507	4	/	/	SYM
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brj-24569	507	11	-	-	PUNCT
brj-24569	507	12	reviewed	review	VERB
brj-24569	507	13	article	article	NOUN
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brj-24569	507	17	al	al	PROPN
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brj-24569	508	1	(	(	PUNCT
brj-24569	508	2	2025	2025	NUM
brj-24569	508	3	)	)	PUNCT
brj-24569	508	4	.	.	PUNCT
brj-24569	509	1	“	"	PUNCT
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brj-24569	509	5	,	,	PUNCT
brj-24569	509	6	”	"	PUNCT
brj-24569	509	7	bioresources	bioresource	NOUN
brj-24569	509	8	20(4	20(4	NOUN
brj-24569	509	9	)	)	PUNCT
brj-24569	509	10	,	,	PUNCT
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brj-24569	509	12	-	-	SYM
brj-24569	509	13	9126	9126	NUM
brj-24569	509	14	.	.	PUNCT
brj-24569	510	1	9123	9123	NUM
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brj-24569	510	3	,	,	PUNCT
brj-24569	510	4	p.	p.	PROPN
brj-24569	510	5	,	,	PUNCT
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brj-24569	510	7	,	,	PUNCT
brj-24569	510	8	r.	r.	PROPN
brj-24569	510	9	,	,	PUNCT
brj-24569	510	10	and	and	CCONJ
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brj-24569	510	12	,	,	PUNCT
brj-24569	510	13	a.	a.	NOUN
brj-24569	510	14	(	(	PUNCT
brj-24569	510	15	2024	2024	NUM
brj-24569	510	16	)	)	PUNCT
brj-24569	510	17	.	.	PUNCT
brj-24569	511	1	“	"	PUNCT
brj-24569	511	2	electrode	electrode	NOUN
brj-24569	511	3	impedance	impedance	NOUN
brj-24569	511	4	modeling	modeling	NOUN
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brj-24569	511	12	antioxidant	antioxidant	ADJ
brj-24569	511	13	properties	property	NOUN
brj-24569	511	14	of	of	ADP
brj-24569	511	15	juice	juice	NOUN
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brj-24569	511	17	”	"	PUNCT
brj-24569	511	18	journal	journal	NOUN
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brj-24569	511	20	food	food	NOUN
brj-24569	511	21	measurement	measurement	NOUN
brj-24569	511	22	and	and	CCONJ
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brj-24569	511	24	18(6	18(6	NOUN
brj-24569	511	25	)	)	PUNCT
brj-24569	511	26	,	,	PUNCT
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brj-24569	511	28	-	-	SYM
brj-24569	511	29	5042	5042	NUM
brj-24569	511	30	.	.	PUNCT
brj-24569	512	1	doi	doi	NOUN
brj-24569	512	2	:	:	PUNCT
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brj-24569	512	6	-	-	PUNCT
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brj-24569	512	8	-	-	SYM
brj-24569	512	9	3	3	NUM
brj-24569	512	10	article	article	NOUN
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brj-24569	512	12	:	:	PUNCT
brj-24569	512	13	march	march	PROPN
brj-24569	512	14	11	11	NUM
brj-24569	512	15	,	,	PUNCT
brj-24569	512	16	2025	2025	NUM
brj-24569	512	17	;	;	PUNCT
brj-24569	512	18	peer	peer	NOUN
brj-24569	512	19	review	review	NOUN
brj-24569	512	20	completed	complete	VERB
brj-24569	512	21	:	:	PUNCT
brj-24569	512	22	april	april	PROPN
brj-24569	512	23	6	6	NUM
brj-24569	512	24	,	,	PUNCT
brj-24569	512	25	2025	2025	NUM
brj-24569	512	26	;	;	PUNCT
brj-24569	512	27	revised	revise	VERB
brj-24569	512	28	version	version	NOUN
brj-24569	512	29	received	receive	VERB
brj-24569	512	30	:	:	PUNCT
brj-24569	512	31	may	may	AUX
brj-24569	512	32	7	7	NUM
brj-24569	512	33	,	,	PUNCT
brj-24569	512	34	2025	2025	NUM
brj-24569	512	35	;	;	PUNCT
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brj-24569	512	37	:	:	PUNCT
brj-24569	512	38	may	may	AUX
brj-24569	512	39	20	20	NUM
brj-24569	512	40	,	,	PUNCT
brj-24569	512	41	2025	2025	NUM
brj-24569	512	42	;	;	PUNCT
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brj-24569	512	44	:	:	PUNCT
brj-24569	512	45	august	august	PROPN
brj-24569	512	46	27	27	NUM
brj-24569	512	47	,	,	PUNCT
brj-24569	512	48	2025	2025	NUM
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brj-24569	512	50	:	:	PUNCT
brj-24569	512	51	10.15376	10.15376	NUM
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brj-24569	512	54	-	-	PUNCT
brj-24569	512	55	9126	9126	NUM
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brj-24569	512	57	https://doi.org/10.1007/s11694-024-02553-3	https://doi.org/10.1007/s11694-024-02553-3	NUM
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brj-24569	512	63	kim	kim	PROPN
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brj-24569	513	1	(	(	PUNCT
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brj-24569	513	4	.	.	PUNCT
brj-24569	514	1	“	"	PUNCT
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brj-24569	514	4	activity	activity	NOUN
brj-24569	514	5	,	,	PUNCT
brj-24569	514	6	”	"	PUNCT
brj-24569	514	7	bioresources	bioresource	NOUN
brj-24569	514	8	20(4	20(4	NOUN
brj-24569	514	9	)	)	PUNCT
brj-24569	514	10	,	,	PUNCT
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brj-24569	514	13	9126	9126	NUM
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brj-24569	515	1	9124	9124	NUM
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brj-24569	516	5	data	datum	NOUN
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brj-24569	516	14	°	°	ADP
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brj-24569	516	35	g	g	NOUN
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brj-24569	516	40	)	)	PUNCT
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brj-24569	516	43	80	80	NUM
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brj-24569	516	50	train	train	NOUN
brj-24569	516	51	90	90	NUM
brj-24569	516	52	120	120	NUM
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brj-24569	516	57	3	3	NUM
brj-24569	516	58	train	train	NOUN
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brj-24569	516	60	60	60	NUM
brj-24569	516	61	30	30	NUM
brj-24569	516	62	0.92	0.92	NUM
brj-24569	516	63	9.49	9.49	NUM
brj-24569	516	64	12.8	12.8	NUM
brj-24569	516	65	4	4	NUM
brj-24569	516	66	train	train	NOUN
brj-24569	516	67	100	100	NUM
brj-24569	516	68	60	60	NUM
brj-24569	516	69	30	30	NUM
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brj-24569	516	71	17.35	17.35	NUM
brj-24569	516	72	46.1	46.1	NUM
brj-24569	516	73	5	5	NUM
brj-24569	516	74	train	train	NOUN
brj-24569	516	75	80	80	NUM
brj-24569	516	76	120	120	NUM
brj-24569	516	77	20	20	NUM
brj-24569	516	78	1.37	1.37	NUM
brj-24569	516	79	30.92	30.92	NUM
brj-24569	516	80	16.1	16.1	NUM
brj-24569	516	81	6	6	NUM
brj-24569	516	82	train	train	NOUN
brj-24569	516	83	100	100	NUM
brj-24569	516	84	60	60	NUM
brj-24569	516	85	10	10	NUM
brj-24569	516	86	1.09	1.09	NUM
brj-24569	516	87	28.56	28.56	NUM
brj-24569	516	88	40.01	40.01	NUM
brj-24569	516	89	7	7	NUM
brj-24569	516	90	train	train	NOUN
brj-24569	516	91	90	90	NUM
brj-24569	516	92	90	90	NUM
brj-24569	516	93	20	20	NUM
brj-24569	516	94	1.5	1.5	NUM
brj-24569	516	95	25.42	25.42	NUM
brj-24569	516	96	13.48	13.48	NUM
brj-24569	516	97	8	8	NUM
brj-24569	516	98	train	train	NOUN
brj-24569	516	99	80	80	NUM
brj-24569	516	100	90	90	NUM
brj-24569	516	101	20	20	NUM
brj-24569	516	102	1.72	1.72	NUM
brj-24569	516	103	43.3	43.3	NUM
brj-24569	516	104	76.99	76.99	NUM
brj-24569	516	105	9	9	NUM
brj-24569	516	106	train	train	NOUN
brj-24569	516	107	90	90	NUM
brj-24569	516	108	120	120	NUM
brj-24569	516	109	20	20	NUM
brj-24569	516	110	1.28	1.28	NUM
brj-24569	516	111	17.55	17.55	NUM
brj-24569	516	112	44.28	44.28	NUM
brj-24569	516	113	10	10	NUM
brj-24569	516	114	train	train	NOUN
brj-24569	516	115	100	100	NUM
brj-24569	516	116	60	60	NUM
brj-24569	516	117	30	30	NUM
brj-24569	516	118	1.93	1.93	NUM
brj-24569	516	119	17.63	17.63	NUM
brj-24569	516	120	48.61	48.61	NUM
brj-24569	516	121	11	11	NUM
brj-24569	516	122	train	train	NOUN
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brj-24569	516	124	60	60	NUM
brj-24569	516	125	20	20	NUM
brj-24569	516	126	2.21	2.21	NUM
brj-24569	516	127	27.8	27.8	NUM
brj-24569	516	128	18.12	18.12	NUM
brj-24569	516	129	12	12	NUM
brj-24569	516	130	train	train	NOUN
brj-24569	516	131	80	80	NUM
brj-24569	516	132	60	60	NUM
brj-24569	516	133	20	20	NUM
brj-24569	516	134	1.13	1.13	NUM
brj-24569	516	135	26.37	26.37	NUM
brj-24569	516	136	49.54	49.54	NUM
brj-24569	516	137	13	13	NUM
brj-24569	516	138	train	train	NOUN
brj-24569	516	139	100	100	NUM
brj-24569	516	140	120	120	NUM
brj-24569	516	141	20	20	NUM
brj-24569	516	142	1.10	1.10	NUM
brj-24569	516	143	11.28	11.28	NUM
brj-24569	516	144	42.28	42.28	NUM
brj-24569	516	145	14	14	NUM
brj-24569	516	146	train	train	NOUN
brj-24569	516	147	80	80	NUM
brj-24569	516	148	60	60	NUM
brj-24569	516	149	20	20	NUM
brj-24569	516	150	1.85	1.85	NUM
brj-24569	516	151	27.09	27.09	NUM
brj-24569	516	152	50.36	50.36	NUM
brj-24569	516	153	15	15	NUM
brj-24569	516	154	train	train	NOUN
brj-24569	516	155	90	90	NUM
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brj-24569	519	281	48.98	48.98	NUM
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brj-24569	519	304	16.68	16.68	NUM
brj-24569	519	305	16.09	16.09	NUM
brj-24569	519	306	75	75	NUM
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brj-24569	519	312	11.77	11.77	NUM
brj-24569	519	313	13.77	13.77	NUM
brj-24569	519	314	76	76	NUM
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brj-24569	519	319	2.32	2.32	NUM
brj-24569	519	320	43.90	43.90	NUM
brj-24569	519	321	77.79	77.79	NUM
brj-24569	519	322	peer	peer	NOUN
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brj-24569	519	324	reviewed	review	VERB
brj-24569	519	325	article	article	NOUN
brj-24569	519	326	bioresources.cnr.ncsu.edu	bioresources.cnr.ncsu.edu	VERB
brj-24569	519	327	kim	kim	PROPN
brj-24569	519	328	et	et	PROPN
brj-24569	519	329	al	al	PROPN
brj-24569	519	330	.	.	PROPN
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brj-24569	520	2	2025	2025	NUM
brj-24569	520	3	)	)	PUNCT
brj-24569	520	4	.	.	PUNCT
brj-24569	521	1	“	"	PUNCT
brj-24569	521	2	predicting	predict	VERB
brj-24569	521	3	antioxidant	antioxidant	ADJ
brj-24569	521	4	activity	activity	NOUN
brj-24569	521	5	,	,	PUNCT
brj-24569	521	6	”	"	PUNCT
brj-24569	521	7	bioresources	bioresource	NOUN
brj-24569	521	8	20(4	20(4	NOUN
brj-24569	521	9	)	)	PUNCT
brj-24569	521	10	,	,	PUNCT
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brj-24569	521	12	-	-	SYM
brj-24569	521	13	9126	9126	NUM
brj-24569	521	14	.	.	PUNCT
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brj-24569	522	3	test	test	NOUN
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brj-24569	522	8	20.52	20.52	NUM
brj-24569	522	9	36.73	36.73	NUM
brj-24569	522	10	78	78	NUM
brj-24569	522	11	test	test	NOUN
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brj-24569	522	13	60	60	NUM
brj-24569	522	14	10	10	NUM
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brj-24569	522	16	19.25	19.25	NUM
brj-24569	522	17	47.70	47.70	NUM
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brj-24569	522	20	80	80	NUM
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brj-24569	522	24	35.71	35.71	NUM
brj-24569	522	25	76.38	76.38	NUM
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brj-24569	522	27	test	test	NOUN
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brj-24569	522	30	10	10	NUM
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brj-24569	522	33	61.21	61.21	NUM
brj-24569	522	34	81	81	NUM
brj-24569	522	35	test	test	NOUN
brj-24569	522	36	100	100	NUM
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brj-24569	522	38	30	30	NUM
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brj-24569	522	40	34.49	34.49	NUM
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