id	sid	tid	token	lemma	pos
aiti-13355	1	1	microsoft	microsoft	PROPN
aiti-13355	1	2	word	word	NOUN
aiti-13355	1	3	1	1	NUM
aiti-13355	1	4	-	-	PUNCT
aiti-13355	1	5	v9n2(2024)-aiti#13355(85	v9n2(2024)-aiti#13355(85	PROPN
aiti-13355	1	6	-	-	PUNCT
aiti-13355	1	7	98).docx	98).docx	NUM
aiti-13355	1	8	advances	advance	NOUN
aiti-13355	1	9	in	in	ADP
aiti-13355	1	10	technology	technology	NOUN
aiti-13355	1	11	innovation	innovation	NOUN
aiti-13355	1	12	,	,	PUNCT
aiti-13355	1	13	vol	vol	NOUN
aiti-13355	1	14	.	.	PROPN
aiti-13355	1	15	9	9	NUM
aiti-13355	1	16	,	,	PUNCT
aiti-13355	1	17	no	no	INTJ
aiti-13355	1	18	.	.	NOUN
aiti-13355	1	19	2	2	NUM
aiti-13355	1	20	,	,	PUNCT
aiti-13355	1	21	2024	2024	NUM
aiti-13355	1	22	,	,	PUNCT
aiti-13355	1	23	pp	pp	ADJ
aiti-13355	1	24	.	.	PUNCT
aiti-13355	1	25	85	85	NUM
aiti-13355	1	26	-	-	SYM
aiti-13355	1	27	98	98	NUM
aiti-13355	1	28	english	english	ADJ
aiti-13355	1	29	language	language	NOUN
aiti-13355	1	30	proofreader	proofreader	NOUN
aiti-13355	1	31	:	:	PUNCT
aiti-13355	1	32	chih	chih	PROPN
aiti-13355	1	33	-	-	PUNCT
aiti-13355	1	34	wei	wei	PROPN
aiti-13355	1	35	chang	chang	PROPN
aiti-13355	1	36	precision	precision	PROPN
aiti-13355	1	37	geolocation	geolocation	NOUN
aiti-13355	1	38	of	of	ADP
aiti-13355	1	39	medicinal	medicinal	ADJ
aiti-13355	1	40	plants	plant	NOUN
aiti-13355	1	41	:	:	PUNCT
aiti-13355	1	42	assessing	assess	VERB
aiti-13355	1	43	machine	machine	NOUN
aiti-13355	1	44	learning	learn	VERB
aiti-13355	1	45	algorithms	algorithm	NOUN
aiti-13355	1	46	for	for	ADP
aiti-13355	1	47	accuracy	accuracy	NOUN
aiti-13355	1	48	and	and	CCONJ
aiti-13355	1	49	efficiency	efficiency	NOUN
aiti-13355	1	50	maria	maria	PROPN
aiti-13355	1	51	concepcion	concepcion	PROPN
aiti-13355	1	52	suarez	suarez	PROPN
aiti-13355	1	53	vera	vera	PROPN
aiti-13355	1	54	*	*	PROPN
aiti-13355	1	55	college	college	PROPN
aiti-13355	1	56	of	of	ADP
aiti-13355	1	57	information	information	NOUN
aiti-13355	1	58	and	and	CCONJ
aiti-13355	1	59	communications	communication	NOUN
aiti-13355	1	60	technology	technology	NOUN
aiti-13355	1	61	,	,	PUNCT
aiti-13355	1	62	catanduanes	catanduane	VERB
aiti-13355	1	63	state	state	PROPN
aiti-13355	1	64	university	university	PROPN
aiti-13355	1	65	,	,	PUNCT
aiti-13355	1	66	catanduanes	catanduane	NOUN
aiti-13355	1	67	,	,	PUNCT
aiti-13355	1	68	philippines	philippine	NOUN
aiti-13355	1	69	received	receive	VERB
aiti-13355	1	70	06	06	NUM
aiti-13355	1	71	february	february	PROPN
aiti-13355	1	72	2024	2024	NUM
aiti-13355	1	73	;	;	PUNCT
aiti-13355	1	74	received	receive	VERB
aiti-13355	1	75	in	in	ADP
aiti-13355	1	76	revised	revise	VERB
aiti-13355	1	77	form	form	NOUN
aiti-13355	1	78	08	08	NUM
aiti-13355	1	79	march	march	PROPN
aiti-13355	1	80	2024	2024	NUM
aiti-13355	1	81	;	;	PUNCT
aiti-13355	1	82	accepted	accept	VERB
aiti-13355	1	83	09	09	NUM
aiti-13355	1	84	march	march	NOUN
aiti-13355	1	85	2024	2024	NUM
aiti-13355	1	86	doi	doi	NOUN
aiti-13355	1	87	:	:	PUNCT
aiti-13355	1	88	https://doi.org/10.46604/aiti.2024.13355	https://doi.org/10.46604/aiti.2024.13355	PROPN
aiti-13355	1	89	abstract	abstract	NOUN
aiti-13355	1	90	this	this	DET
aiti-13355	1	91	study	study	NOUN
aiti-13355	1	92	investigates	investigate	VERB
aiti-13355	1	93	the	the	DET
aiti-13355	1	94	precision	precision	NOUN
aiti-13355	1	95	geolocation	geolocation	NOUN
aiti-13355	1	96	of	of	ADP
aiti-13355	1	97	medicinal	medicinal	ADJ
aiti-13355	1	98	plants	plant	NOUN
aiti-13355	1	99	,	,	PUNCT
aiti-13355	2	1	a	a	DET
aiti-13355	2	2	critical	critical	ADJ
aiti-13355	2	3	endeavor	endeavor	NOUN
aiti-13355	2	4	bridging	bridge	VERB
aiti-13355	2	5	ecology	ecology	NOUN
aiti-13355	2	6	,	,	PUNCT
aiti-13355	2	7	conservation	conservation	NOUN
aiti-13355	2	8	,	,	PUNCT
aiti-13355	2	9	and	and	CCONJ
aiti-13355	2	10	pharmaceutical	pharmaceutical	NOUN
aiti-13355	2	11	research	research	NOUN
aiti-13355	2	12	.	.	PUNCT
aiti-13355	3	1	by	by	ADP
aiti-13355	3	2	employing	employ	VERB
aiti-13355	3	3	machine	machine	NOUN
aiti-13355	3	4	learning	learning	NOUN
aiti-13355	3	5	algorithms	algorithm	NOUN
aiti-13355	3	6	—	—	PUNCT
aiti-13355	3	7	gradient	gradient	ADJ
aiti-13355	3	8	boosting	boost	VERB
aiti-13355	3	9	machine	machine	NOUN
aiti-13355	3	10	(	(	PUNCT
aiti-13355	3	11	gbm	gbm	NOUN
aiti-13355	3	12	)	)	PUNCT
aiti-13355	3	13	,	,	PUNCT
aiti-13355	3	14	random	random	ADJ
aiti-13355	3	15	forest	forest	NOUN
aiti-13355	3	16	(	(	PUNCT
aiti-13355	3	17	rf	rf	NOUN
aiti-13355	3	18	)	)	PUNCT
aiti-13355	3	19	,	,	PUNCT
aiti-13355	3	20	and	and	CCONJ
aiti-13355	3	21	support	support	VERB
aiti-13355	3	22	vector	vector	NOUN
aiti-13355	3	23	machine	machine	NOUN
aiti-13355	3	24	(	(	PUNCT
aiti-13355	3	25	svm)—within	svm)—within	ADP
aiti-13355	3	26	the	the	DET
aiti-13355	3	27	cross	cross	ADJ
aiti-13355	3	28	-	-	ADJ
aiti-13355	3	29	industry	industry	ADJ
aiti-13355	3	30	standard	standard	ADJ
aiti-13355	3	31	process	process	NOUN
aiti-13355	3	32	for	for	ADP
aiti-13355	3	33	data	data	NOUN
aiti-13355	3	34	mining	mining	NOUN
aiti-13355	3	35	(	(	PUNCT
aiti-13355	3	36	crisp	crisp	ADJ
aiti-13355	3	37	-	-	PUNCT
aiti-13355	3	38	dm	dm	NOUN
aiti-13355	3	39	)	)	PUNCT
aiti-13355	3	40	framework	framework	NOUN
aiti-13355	3	41	,	,	PUNCT
aiti-13355	3	42	both	both	CCONJ
aiti-13355	3	43	the	the	DET
aiti-13355	3	44	accuracy	accuracy	NOUN
aiti-13355	3	45	and	and	CCONJ
aiti-13355	3	46	efficiency	efficiency	NOUN
aiti-13355	3	47	of	of	ADP
aiti-13355	3	48	medicinal	medicinal	ADJ
aiti-13355	3	49	plant	plant	NOUN
aiti-13355	3	50	geolocation	geolocation	NOUN
aiti-13355	3	51	are	be	AUX
aiti-13355	3	52	enhanced	enhance	VERB
aiti-13355	3	53	.	.	PUNCT
aiti-13355	4	1	the	the	DET
aiti-13355	4	2	assessment	assessment	NOUN
aiti-13355	4	3	employs	employ	VERB
aiti-13355	4	4	precision	precision	NOUN
aiti-13355	4	5	,	,	PUNCT
aiti-13355	4	6	recall	recall	NOUN
aiti-13355	4	7	,	,	PUNCT
aiti-13355	4	8	accuracy	accuracy	NOUN
aiti-13355	4	9	,	,	PUNCT
aiti-13355	4	10	and	and	CCONJ
aiti-13355	4	11	f1	f1	NOUN
aiti-13355	4	12	score	score	NOUN
aiti-13355	4	13	performance	performance	NOUN
aiti-13355	4	14	metrics	metric	NOUN
aiti-13355	4	15	.	.	PUNCT
aiti-13355	5	1	results	result	NOUN
aiti-13355	5	2	reveal	reveal	VERB
aiti-13355	5	3	that	that	SCONJ
aiti-13355	5	4	svm	svm	NOUN
aiti-13355	5	5	and	and	CCONJ
aiti-13355	5	6	gbm	gbm	PROPN
aiti-13355	5	7	algorithms	algorithm	NOUN
aiti-13355	5	8	exhibit	exhibit	VERB
aiti-13355	5	9	superior	superior	ADJ
aiti-13355	5	10	performance	performance	NOUN
aiti-13355	5	11	,	,	PUNCT
aiti-13355	5	12	achieving	achieve	VERB
aiti-13355	5	13	an	an	DET
aiti-13355	5	14	accuracy	accuracy	NOUN
aiti-13355	5	15	of	of	ADP
aiti-13355	5	16	97.29	97.29	NUM
aiti-13355	5	17	%	%	NOUN
aiti-13355	5	18	,	,	PUNCT
aiti-13355	5	19	with	with	ADP
aiti-13355	5	20	svm	svm	PROPN
aiti-13355	5	21	showing	show	VERB
aiti-13355	5	22	remarkable	remarkable	ADJ
aiti-13355	5	23	computational	computational	ADJ
aiti-13355	5	24	efficiency	efficiency	NOUN
aiti-13355	5	25	.	.	PUNCT
aiti-13355	6	1	meanwhile	meanwhile	ADV
aiti-13355	6	2	,	,	PUNCT
aiti-13355	6	3	despite	despite	SCONJ
aiti-13355	6	4	inferior	inferior	ADJ
aiti-13355	6	5	performance	performance	NOUN
aiti-13355	6	6	,	,	PUNCT
aiti-13355	6	7	rf	rf	NOUN
aiti-13355	6	8	remains	remain	VERB
aiti-13355	6	9	competitive	competitive	ADJ
aiti-13355	6	10	especially	especially	ADV
aiti-13355	6	11	when	when	SCONJ
aiti-13355	6	12	model	model	NOUN
aiti-13355	6	13	interpretability	interpretability	NOUN
aiti-13355	6	14	is	be	AUX
aiti-13355	6	15	required	require	VERB
aiti-13355	6	16	.	.	PUNCT
aiti-13355	7	1	these	these	DET
aiti-13355	7	2	outcomes	outcome	NOUN
aiti-13355	7	3	highlight	highlight	VERB
aiti-13355	7	4	the	the	DET
aiti-13355	7	5	efficacy	efficacy	NOUN
aiti-13355	7	6	of	of	ADP
aiti-13355	7	7	svm	svm	PROPN
aiti-13355	7	8	and	and	CCONJ
aiti-13355	7	9	gbm	gbm	PROPN
aiti-13355	7	10	in	in	ADP
aiti-13355	7	11	medicinal	medicinal	ADJ
aiti-13355	7	12	plant	plant	NOUN
aiti-13355	7	13	geolocation	geolocation	NOUN
aiti-13355	7	14	and	and	CCONJ
aiti-13355	7	15	accentuate	accentuate	VERB
aiti-13355	7	16	their	their	PRON
aiti-13355	7	17	potential	potential	NOUN
aiti-13355	7	18	to	to	PART
aiti-13355	7	19	advance	advance	VERB
aiti-13355	7	20	environmental	environmental	ADJ
aiti-13355	7	21	research	research	NOUN
aiti-13355	7	22	,	,	PUNCT
aiti-13355	7	23	conservation	conservation	NOUN
aiti-13355	7	24	strategies	strategy	NOUN
aiti-13355	7	25	,	,	PUNCT
aiti-13355	7	26	and	and	CCONJ
aiti-13355	7	27	pharmaceutical	pharmaceutical	NOUN
aiti-13355	7	28	explorations	exploration	NOUN
aiti-13355	7	29	.	.	PUNCT
aiti-13355	8	1	the	the	DET
aiti-13355	8	2	study	study	NOUN
aiti-13355	8	3	underscores	underscore	VERB
aiti-13355	8	4	the	the	DET
aiti-13355	8	5	interdisciplinary	interdisciplinary	ADJ
aiti-13355	8	6	significance	significance	NOUN
aiti-13355	8	7	of	of	ADP
aiti-13355	8	8	accurately	accurately	ADV
aiti-13355	8	9	geolocating	geolocate	VERB
aiti-13355	8	10	medicinal	medicinal	ADJ
aiti-13355	8	11	plants	plant	NOUN
aiti-13355	8	12	,	,	PUNCT
aiti-13355	8	13	supporting	support	VERB
aiti-13355	8	14	their	their	PRON
aiti-13355	8	15	conservation	conservation	NOUN
aiti-13355	8	16	for	for	ADP
aiti-13355	8	17	future	future	ADJ
aiti-13355	8	18	pharmaceutical	pharmaceutical	ADJ
aiti-13355	8	19	innovation	innovation	NOUN
aiti-13355	8	20	and	and	CCONJ
aiti-13355	8	21	ecological	ecological	ADJ
aiti-13355	8	22	sustainability	sustainability	NOUN
aiti-13355	8	23	.	.	PUNCT
aiti-13355	9	1	keywords	keyword	NOUN
aiti-13355	9	2	:	:	PUNCT
aiti-13355	9	3	geolocation	geolocation	NOUN
aiti-13355	9	4	,	,	PUNCT
aiti-13355	9	5	machine	machine	NOUN
aiti-13355	9	6	learning	learning	NOUN
aiti-13355	9	7	,	,	PUNCT
aiti-13355	9	8	medicinal	medicinal	ADJ
aiti-13355	9	9	plants	plant	NOUN
aiti-13355	9	10	,	,	PUNCT
aiti-13355	9	11	support	support	NOUN
aiti-13355	9	12	vector	vector	NOUN
aiti-13355	9	13	machine	machine	NOUN
aiti-13355	9	14	,	,	PUNCT
aiti-13355	9	15	gradient	gradient	NOUN
aiti-13355	9	16	boosting	boost	VERB
aiti-13355	9	17	machine	machine	NOUN
aiti-13355	9	18	1	1	NUM
aiti-13355	9	19	.	.	PUNCT
aiti-13355	9	20	introduction	introduction	NOUN
aiti-13355	9	21	tracing	trace	VERB
aiti-13355	9	22	back	back	ADV
aiti-13355	9	23	to	to	ADP
aiti-13355	9	24	ancient	ancient	ADJ
aiti-13355	9	25	civilizations	civilization	NOUN
aiti-13355	9	26	and	and	CCONJ
aiti-13355	9	27	extending	extend	VERB
aiti-13355	9	28	into	into	ADP
aiti-13355	9	29	modern	modern	ADJ
aiti-13355	9	30	ecological	ecological	ADJ
aiti-13355	9	31	conservation	conservation	NOUN
aiti-13355	9	32	and	and	CCONJ
aiti-13355	9	33	pharmaceutical	pharmaceutical	NOUN
aiti-13355	9	34	domains	domain	NOUN
aiti-13355	9	35	,	,	PUNCT
aiti-13355	9	36	the	the	DET
aiti-13355	9	37	precise	precise	ADJ
aiti-13355	9	38	geolocation	geolocation	NOUN
aiti-13355	9	39	of	of	ADP
aiti-13355	9	40	medicinal	medicinal	ADJ
aiti-13355	9	41	plants	plant	NOUN
aiti-13355	9	42	is	be	AUX
aiti-13355	9	43	substantiative	substantiative	ADJ
aiti-13355	9	44	regarding	regard	VERB
aiti-13355	9	45	the	the	DET
aiti-13355	9	46	enhancement	enhancement	NOUN
aiti-13355	9	47	of	of	ADP
aiti-13355	9	48	healthcare	healthcare	NOUN
aiti-13355	9	49	outcomes	outcome	NOUN
aiti-13355	9	50	,	,	PUNCT
aiti-13355	9	51	preserving	preserve	VERB
aiti-13355	9	52	biodiversity	biodiversity	NOUN
aiti-13355	9	53	,	,	PUNCT
aiti-13355	9	54	and	and	CCONJ
aiti-13355	9	55	promoting	promote	VERB
aiti-13355	9	56	sustainable	sustainable	ADJ
aiti-13355	9	57	development	development	NOUN
aiti-13355	9	58	.	.	PUNCT
aiti-13355	10	1	medicinal	medicinal	ADJ
aiti-13355	10	2	plants	plant	NOUN
aiti-13355	10	3	,	,	PUNCT
aiti-13355	10	4	integral	integral	ADJ
aiti-13355	10	5	to	to	ADP
aiti-13355	10	6	the	the	DET
aiti-13355	10	7	healing	healing	NOUN
aiti-13355	10	8	traditions	tradition	NOUN
aiti-13355	10	9	of	of	ADP
aiti-13355	10	10	egyptians	egyptians	PROPN
aiti-13355	10	11	,	,	PUNCT
aiti-13355	10	12	chinese	chinese	ADJ
aiti-13355	10	13	,	,	PUNCT
aiti-13355	10	14	indians	indians	PROPN
aiti-13355	10	15	,	,	PUNCT
aiti-13355	10	16	and	and	CCONJ
aiti-13355	10	17	other	other	ADJ
aiti-13355	10	18	cultures	culture	NOUN
aiti-13355	10	19	,	,	PUNCT
aiti-13355	10	20	have	have	AUX
aiti-13355	10	21	been	be	AUX
aiti-13355	10	22	perpetually	perpetually	ADV
aiti-13355	10	23	used	use	VERB
aiti-13355	10	24	to	to	PART
aiti-13355	10	25	prevent	prevent	VERB
aiti-13355	10	26	,	,	PUNCT
aiti-13355	10	27	relieve	relieve	VERB
aiti-13355	10	28	,	,	PUNCT
aiti-13355	10	29	or	or	CCONJ
aiti-13355	10	30	treat	treat	VERB
aiti-13355	10	31	illnesses	illness	NOUN
aiti-13355	10	32	.	.	PUNCT
aiti-13355	11	1	this	this	DET
aiti-13355	11	2	practice	practice	NOUN
aiti-13355	11	3	,	,	PUNCT
aiti-13355	11	4	profoundly	profoundly	ADV
aiti-13355	11	5	embedded	embed	VERB
aiti-13355	11	6	in	in	ADP
aiti-13355	11	7	the	the	DET
aiti-13355	11	8	cultural	cultural	ADJ
aiti-13355	11	9	heritage	heritage	NOUN
aiti-13355	11	10	of	of	ADP
aiti-13355	11	11	numerous	numerous	ADJ
aiti-13355	11	12	communities	community	NOUN
aiti-13355	11	13	,	,	PUNCT
aiti-13355	11	14	has	have	AUX
aiti-13355	11	15	been	be	AUX
aiti-13355	11	16	meticulously	meticulously	ADV
aiti-13355	11	17	documented	document	VERB
aiti-13355	11	18	and	and	CCONJ
aiti-13355	11	19	passed	pass	VERB
aiti-13355	11	20	down	down	ADP
aiti-13355	11	21	through	through	ADP
aiti-13355	11	22	generations	generation	NOUN
aiti-13355	11	23	.	.	PUNCT
aiti-13355	12	1	in	in	ADP
aiti-13355	12	2	the	the	DET
aiti-13355	12	3	philippines	philippine	NOUN
aiti-13355	12	4	,	,	PUNCT
aiti-13355	12	5	the	the	DET
aiti-13355	12	6	melding	melding	NOUN
aiti-13355	12	7	of	of	ADP
aiti-13355	12	8	malay	malay	NOUN
aiti-13355	12	9	,	,	PUNCT
aiti-13355	12	10	spanish	spanish	ADJ
aiti-13355	12	11	,	,	PUNCT
aiti-13355	12	12	and	and	CCONJ
aiti-13355	12	13	american	american	ADJ
aiti-13355	12	14	influences	influence	NOUN
aiti-13355	12	15	enrich	enrich	VERB
aiti-13355	12	16	its	its	PRON
aiti-13355	12	17	traditional	traditional	ADJ
aiti-13355	12	18	understanding	understanding	NOUN
aiti-13355	12	19	of	of	ADP
aiti-13355	12	20	medicinal	medicinal	ADJ
aiti-13355	12	21	plants	plant	NOUN
aiti-13355	12	22	,	,	PUNCT
aiti-13355	12	23	with	with	ADP
aiti-13355	12	24	conventional	conventional	ADJ
aiti-13355	12	25	healers	healer	NOUN
aiti-13355	12	26	such	such	ADJ
aiti-13355	12	27	as	as	ADP
aiti-13355	12	28	“	"	PUNCT
aiti-13355	12	29	albularyos	albularyos	NOUN
aiti-13355	12	30	”	"	PUNCT
aiti-13355	12	31	or	or	CCONJ
aiti-13355	12	32	“	"	PUNCT
aiti-13355	12	33	pilot	pilot	NOUN
aiti-13355	12	34	”	"	PUNCT
aiti-13355	12	35	using	use	VERB
aiti-13355	12	36	these	these	DET
aiti-13355	12	37	plants	plant	NOUN
aiti-13355	12	38	to	to	PART
aiti-13355	12	39	treat	treat	VERB
aiti-13355	12	40	various	various	ADJ
aiti-13355	12	41	ailments	ailment	NOUN
aiti-13355	12	42	.	.	PUNCT
aiti-13355	13	1	ethnobotanical	ethnobotanical	ADJ
aiti-13355	13	2	research	research	NOUN
aiti-13355	13	3	in	in	ADP
aiti-13355	13	4	the	the	DET
aiti-13355	13	5	philippines	philippine	NOUN
aiti-13355	13	6	highlights	highlight	VERB
aiti-13355	13	7	the	the	DET
aiti-13355	13	8	deep	deep	ADJ
aiti-13355	13	9	traditional	traditional	ADJ
aiti-13355	13	10	knowledge	knowledge	NOUN
aiti-13355	13	11	of	of	ADP
aiti-13355	13	12	indigenous	indigenous	ADJ
aiti-13355	13	13	tribes	tribe	NOUN
aiti-13355	13	14	,	,	PUNCT
aiti-13355	13	15	identifying	identify	VERB
aiti-13355	13	16	the	the	DET
aiti-13355	13	17	country	country	NOUN
aiti-13355	13	18	as	as	ADP
aiti-13355	13	19	a	a	DET
aiti-13355	13	20	critical	critical	ADJ
aiti-13355	13	21	biodiversity	biodiversity	NOUN
aiti-13355	13	22	hotspot	hotspot	NOUN
aiti-13355	13	23	with	with	ADP
aiti-13355	13	24	around	around	ADV
aiti-13355	13	25	13,000	13,000	NUM
aiti-13355	13	26	plant	plant	NOUN
aiti-13355	13	27	species	specie	NOUN
aiti-13355	13	28	,	,	PUNCT
aiti-13355	13	29	39	39	NUM
aiti-13355	13	30	%	%	NOUN
aiti-13355	13	31	of	of	ADP
aiti-13355	13	32	which	which	PRON
aiti-13355	13	33	are	be	AUX
aiti-13355	13	34	endemic	endemic	ADJ
aiti-13355	13	35	[	[	X
aiti-13355	13	36	1	1	NUM
aiti-13355	13	37	-	-	SYM
aiti-13355	13	38	2	2	NUM
aiti-13355	13	39	]	]	PUNCT
aiti-13355	13	40	.	.	PUNCT
aiti-13355	14	1	this	this	DET
aiti-13355	14	2	biodiversity	biodiversity	NOUN
aiti-13355	14	3	underpins	underpin	VERB
aiti-13355	14	4	the	the	DET
aiti-13355	14	5	extensive	extensive	ADJ
aiti-13355	14	6	use	use	NOUN
aiti-13355	14	7	of	of	ADP
aiti-13355	14	8	1,500	1,500	NUM
aiti-13355	14	9	medicinal	medicinal	ADJ
aiti-13355	14	10	plants	plant	NOUN
aiti-13355	14	11	in	in	ADP
aiti-13355	14	12	traditional	traditional	ADJ
aiti-13355	14	13	medicine	medicine	NOUN
aiti-13355	14	14	,	,	PUNCT
aiti-13355	14	15	with	with	ADP
aiti-13355	14	16	significant	significant	ADJ
aiti-13355	14	17	potential	potential	NOUN
aiti-13355	14	18	recognized	recognize	VERB
aiti-13355	14	19	for	for	ADP
aiti-13355	14	20	contemporary	contemporary	ADJ
aiti-13355	14	21	pharmaceuticals	pharmaceutical	NOUN
aiti-13355	14	22	.	.	PUNCT
aiti-13355	15	1	among	among	ADP
aiti-13355	15	2	this	this	DET
aiti-13355	15	3	vast	vast	ADJ
aiti-13355	15	4	cluster	cluster	NOUN
aiti-13355	15	5	of	of	ADP
aiti-13355	15	6	medicinal	medicinal	ADJ
aiti-13355	15	7	plants	plant	NOUN
aiti-13355	15	8	,	,	PUNCT
aiti-13355	15	9	10	10	NUM
aiti-13355	15	10	plants	plant	NOUN
aiti-13355	15	11	are	be	AUX
aiti-13355	15	12	widely	widely	ADV
aiti-13355	15	13	recognized	recognize	VERB
aiti-13355	15	14	,	,	PUNCT
aiti-13355	15	15	177	177	NUM
aiti-13355	15	16	are	be	AUX
aiti-13355	15	17	earmarked	earmark	VERB
aiti-13355	15	18	for	for	ADP
aiti-13355	15	19	further	further	ADJ
aiti-13355	15	20	research	research	NOUN
aiti-13355	15	21	,	,	PUNCT
aiti-13355	15	22	and	and	CCONJ
aiti-13355	15	23	the	the	DET
aiti-13355	15	24	confirmation	confirmation	NOUN
aiti-13355	15	25	of	of	ADP
aiti-13355	15	26	safety	safety	NOUN
aiti-13355	15	27	and	and	CCONJ
aiti-13355	15	28	efficacy	efficacy	NOUN
aiti-13355	15	29	pertains	pertain	VERB
aiti-13355	15	30	to	to	ADP
aiti-13355	15	31	120	120	NUM
aiti-13355	15	32	plants	plant	NOUN
aiti-13355	15	33	[	[	X
aiti-13355	15	34	3	3	NUM
aiti-13355	15	35	]	]	PUNCT
aiti-13355	15	36	.	.	PUNCT
aiti-13355	16	1	these	these	DET
aiti-13355	16	2	insights	insight	NOUN
aiti-13355	16	3	emphasize	emphasize	VERB
aiti-13355	16	4	the	the	DET
aiti-13355	16	5	significance	significance	NOUN
aiti-13355	16	6	of	of	ADP
aiti-13355	16	7	medicinal	medicinal	ADJ
aiti-13355	16	8	plants	plant	NOUN
aiti-13355	16	9	in	in	ADP
aiti-13355	16	10	both	both	CCONJ
aiti-13355	16	11	traditional	traditional	ADJ
aiti-13355	16	12	and	and	CCONJ
aiti-13355	16	13	modern	modern	ADJ
aiti-13355	16	14	healthcare	healthcare	NOUN
aiti-13355	16	15	contexts	contexts	NOUN
aiti-13355	16	16	,	,	PUNCT
aiti-13355	16	17	showcasing	showcase	VERB
aiti-13355	16	18	their	their	PRON
aiti-13355	16	19	potential	potential	NOUN
aiti-13355	16	20	in	in	ADP
aiti-13355	16	21	pharmaceutical	pharmaceutical	ADJ
aiti-13355	16	22	development	development	NOUN
aiti-13355	16	23	.	.	PUNCT
aiti-13355	17	1	*	*	PUNCT
aiti-13355	17	2	corresponding	correspond	VERB
aiti-13355	17	3	author	author	NOUN
aiti-13355	17	4	.	.	PUNCT
aiti-13355	18	1	e	e	X
aiti-13355	18	2	-	-	NOUN
aiti-13355	18	3	mail	mail	NOUN
aiti-13355	18	4	address	address	NOUN
aiti-13355	18	5	:	:	PUNCT
aiti-13355	18	6	maconsuarez@gmail.com	maconsuarez@gmail.com	X
aiti-13355	18	7	86	86	NUM
aiti-13355	18	8	advances	advance	VERB
aiti-13355	18	9	in	in	ADP
aiti-13355	18	10	technology	technology	NOUN
aiti-13355	18	11	innovation	innovation	NOUN
aiti-13355	18	12	,	,	PUNCT
aiti-13355	18	13	vol	vol	NOUN
aiti-13355	18	14	.	.	PROPN
aiti-13355	19	1	9	9	NUM
aiti-13355	19	2	,	,	PUNCT
aiti-13355	19	3	no	no	INTJ
aiti-13355	19	4	.	.	NOUN
aiti-13355	19	5	2	2	NUM
aiti-13355	19	6	,	,	PUNCT
aiti-13355	19	7	2024	2024	NUM
aiti-13355	19	8	,	,	PUNCT
aiti-13355	19	9	pp	pp	ADJ
aiti-13355	19	10	.	.	PUNCT
aiti-13355	20	1	85	85	NUM
aiti-13355	20	2	-	-	SYM
aiti-13355	20	3	98	98	NUM
aiti-13355	20	4	the	the	DET
aiti-13355	20	5	traditional	traditional	ADJ
aiti-13355	20	6	geolocation	geolocation	NOUN
aiti-13355	20	7	methods	method	NOUN
aiti-13355	20	8	for	for	ADP
aiti-13355	20	9	medicinal	medicinal	ADJ
aiti-13355	20	10	plants	plant	NOUN
aiti-13355	20	11	,	,	PUNCT
aiti-13355	20	12	including	include	VERB
aiti-13355	20	13	field	field	NOUN
aiti-13355	20	14	surveys	survey	NOUN
aiti-13355	20	15	and	and	CCONJ
aiti-13355	20	16	basic	basic	ADJ
aiti-13355	20	17	gps	gps	PROPN
aiti-13355	20	18	mapping	mapping	NOUN
aiti-13355	20	19	,	,	PUNCT
aiti-13355	20	20	have	have	AUX
aiti-13355	20	21	been	be	AUX
aiti-13355	20	22	instrumental	instrumental	ADJ
aiti-13355	20	23	yet	yet	ADV
aiti-13355	20	24	exhibit	exhibit	VERB
aiti-13355	20	25	a	a	DET
aiti-13355	20	26	palpable	palpable	ADJ
aiti-13355	20	27	defect	defect	NOUN
aiti-13355	20	28	in	in	ADP
aiti-13355	20	29	accuracy	accuracy	NOUN
aiti-13355	20	30	,	,	PUNCT
aiti-13355	20	31	efficiency	efficiency	NOUN
aiti-13355	20	32	,	,	PUNCT
aiti-13355	20	33	and	and	CCONJ
aiti-13355	20	34	data	datum	NOUN
aiti-13355	20	35	integration	integration	NOUN
aiti-13355	20	36	,	,	PUNCT
aiti-13355	20	37	as	as	SCONJ
aiti-13355	20	38	substantiated	substantiate	VERB
aiti-13355	20	39	in	in	ADP
aiti-13355	20	40	faizy	faizy	PROPN
aiti-13355	20	41	et	et	PROPN
aiti-13355	20	42	al	al	PROPN
aiti-13355	20	43	.	.	PUNCT
aiti-13355	21	1	[	[	X
aiti-13355	21	2	4	4	NUM
aiti-13355	21	3	]	]	PUNCT
aiti-13355	21	4	.	.	PUNCT
aiti-13355	22	1	furthermore	furthermore	ADV
aiti-13355	22	2	,	,	PUNCT
aiti-13355	22	3	the	the	DET
aiti-13355	22	4	paucity	paucity	NOUN
aiti-13355	22	5	of	of	ADP
aiti-13355	22	6	integration	integration	NOUN
aiti-13355	22	7	of	of	ADP
aiti-13355	22	8	machine	machine	NOUN
aiti-13355	22	9	learning	learning	NOUN
aiti-13355	22	10	(	(	PUNCT
aiti-13355	22	11	ml	ml	NOUN
aiti-13355	22	12	)	)	PUNCT
aiti-13355	22	13	techniques	technique	NOUN
aiti-13355	22	14	further	far	ADV
aiti-13355	22	15	compounds	compound	VERB
aiti-13355	22	16	this	this	DET
aiti-13355	22	17	limitation	limitation	NOUN
aiti-13355	22	18	,	,	PUNCT
aiti-13355	22	19	significantly	significantly	ADV
aiti-13355	22	20	enhancing	enhance	VERB
aiti-13355	22	21	the	the	DET
aiti-13355	22	22	precision	precision	NOUN
aiti-13355	22	23	and	and	CCONJ
aiti-13355	22	24	efficiency	efficiency	NOUN
aiti-13355	22	25	of	of	ADP
aiti-13355	22	26	geolocation	geolocation	NOUN
aiti-13355	22	27	practices	practice	NOUN
aiti-13355	22	28	.	.	PUNCT
aiti-13355	23	1	the	the	DET
aiti-13355	23	2	critical	critical	ADJ
aiti-13355	23	3	role	role	NOUN
aiti-13355	23	4	of	of	ADP
aiti-13355	23	5	geolocation	geolocation	NOUN
aiti-13355	23	6	accuracy	accuracy	NOUN
aiti-13355	23	7	in	in	ADP
aiti-13355	23	8	scientific	scientific	ADJ
aiti-13355	23	9	endeavors	endeavor	NOUN
aiti-13355	23	10	is	be	AUX
aiti-13355	23	11	underscored	underscore	VERB
aiti-13355	23	12	by	by	ADP
aiti-13355	23	13	halpin	halpin	PROPN
aiti-13355	23	14	et	et	PROPN
aiti-13355	23	15	al	al	PROPN
aiti-13355	23	16	.	.	PUNCT
aiti-13355	24	1	[	[	X
aiti-13355	24	2	5	5	NUM
aiti-13355	24	3	]	]	PUNCT
aiti-13355	24	4	,	,	PUNCT
aiti-13355	24	5	who	who	PRON
aiti-13355	24	6	demonstrate	demonstrate	VERB
aiti-13355	24	7	its	its	PRON
aiti-13355	24	8	influence	influence	NOUN
aiti-13355	24	9	on	on	ADP
aiti-13355	24	10	the	the	DET
aiti-13355	24	11	retrieval	retrieval	NOUN
aiti-13355	24	12	of	of	ADP
aiti-13355	24	13	wind	wind	NOUN
aiti-13355	24	14	field	field	NOUN
aiti-13355	24	15	data	datum	NOUN
aiti-13355	24	16	,	,	PUNCT
aiti-13355	24	17	thus	thus	ADV
aiti-13355	24	18	affirming	affirm	VERB
aiti-13355	24	19	the	the	DET
aiti-13355	24	20	necessity	necessity	NOUN
aiti-13355	24	21	for	for	ADP
aiti-13355	24	22	refined	refined	ADJ
aiti-13355	24	23	geolocation	geolocation	NOUN
aiti-13355	24	24	methods	method	NOUN
aiti-13355	24	25	across	across	ADP
aiti-13355	24	26	various	various	ADJ
aiti-13355	24	27	scientific	scientific	ADJ
aiti-13355	24	28	applications	application	NOUN
aiti-13355	24	29	.	.	PUNCT
aiti-13355	25	1	additionally	additionally	ADV
aiti-13355	25	2	,	,	PUNCT
aiti-13355	25	3	the	the	DET
aiti-13355	25	4	exploration	exploration	NOUN
aiti-13355	25	5	of	of	ADP
aiti-13355	25	6	agroecological	agroecological	ADJ
aiti-13355	25	7	zoning	zoning	NOUN
aiti-13355	25	8	models	model	NOUN
aiti-13355	25	9	highlights	highlight	VERB
aiti-13355	25	10	the	the	DET
aiti-13355	25	11	integration	integration	NOUN
aiti-13355	25	12	of	of	ADP
aiti-13355	25	13	climatic	climatic	ADJ
aiti-13355	25	14	and	and	CCONJ
aiti-13355	25	15	edaphic	edaphic	ADJ
aiti-13355	25	16	parameters	parameter	NOUN
aiti-13355	25	17	to	to	PART
aiti-13355	25	18	optimize	optimize	VERB
aiti-13355	25	19	the	the	DET
aiti-13355	25	20	growth	growth	NOUN
aiti-13355	25	21	of	of	ADP
aiti-13355	25	22	medicinal	medicinal	ADJ
aiti-13355	25	23	plants	plant	NOUN
aiti-13355	25	24	,	,	PUNCT
aiti-13355	25	25	presenting	present	VERB
aiti-13355	25	26	a	a	DET
aiti-13355	25	27	methodological	methodological	ADJ
aiti-13355	25	28	advancement	advancement	NOUN
aiti-13355	25	29	in	in	ADP
aiti-13355	25	30	identifying	identify	VERB
aiti-13355	25	31	potential	potential	ADJ
aiti-13355	25	32	growth	growth	NOUN
aiti-13355	25	33	areas	area	NOUN
aiti-13355	25	34	[	[	X
aiti-13355	25	35	6	6	NUM
aiti-13355	25	36	]	]	PUNCT
aiti-13355	25	37	.	.	PUNCT
aiti-13355	26	1	despite	despite	SCONJ
aiti-13355	26	2	the	the	DET
aiti-13355	26	3	advent	advent	NOUN
aiti-13355	26	4	of	of	ADP
aiti-13355	26	5	applications	application	NOUN
aiti-13355	26	6	employing	employ	VERB
aiti-13355	26	7	advanced	advanced	ADJ
aiti-13355	26	8	technologies	technology	NOUN
aiti-13355	26	9	such	such	ADJ
aiti-13355	26	10	as	as	ADP
aiti-13355	26	11	crowdsourcing	crowdsourcing	NOUN
aiti-13355	26	12	,	,	PUNCT
aiti-13355	26	13	image	image	NOUN
aiti-13355	26	14	recognition	recognition	NOUN
aiti-13355	26	15	,	,	PUNCT
aiti-13355	26	16	and	and	CCONJ
aiti-13355	26	17	convolutional	convolutional	ADJ
aiti-13355	26	18	neural	neural	ADJ
aiti-13355	26	19	networks	network	NOUN
aiti-13355	26	20	for	for	ADP
aiti-13355	26	21	the	the	DET
aiti-13355	26	22	identification	identification	NOUN
aiti-13355	26	23	and	and	CCONJ
aiti-13355	26	24	recognition	recognition	NOUN
aiti-13355	26	25	of	of	ADP
aiti-13355	26	26	medicinal	medicinal	ADJ
aiti-13355	26	27	plants	plant	NOUN
aiti-13355	26	28	,	,	PUNCT
aiti-13355	26	29	as	as	SCONJ
aiti-13355	26	30	seen	see	VERB
aiti-13355	26	31	in	in	ADP
aiti-13355	26	32	isa	isa	PROPN
aiti-13355	26	33	et	et	PROPN
aiti-13355	26	34	al	al	PROPN
aiti-13355	26	35	.	.	PUNCT
aiti-13355	27	1	[	[	X
aiti-13355	27	2	7	7	X
aiti-13355	27	3	]	]	PUNCT
aiti-13355	27	4	and	and	CCONJ
aiti-13355	27	5	sugiarto	sugiarto	PROPN
aiti-13355	27	6	et	et	PROPN
aiti-13355	27	7	al	al	PROPN
aiti-13355	27	8	.	.	PUNCT
aiti-13355	28	1	[	[	X
aiti-13355	28	2	8	8	NUM
aiti-13355	28	3	]	]	PUNCT
aiti-13355	28	4	,	,	PUNCT
aiti-13355	28	5	the	the	DET
aiti-13355	28	6	field	field	NOUN
aiti-13355	28	7	remains	remains	AUX
aiti-13355	28	8	challenged	challenge	VERB
aiti-13355	28	9	by	by	ADP
aiti-13355	28	10	the	the	DET
aiti-13355	28	11	need	need	NOUN
aiti-13355	28	12	for	for	ADP
aiti-13355	28	13	more	more	ADV
aiti-13355	28	14	precise	precise	ADJ
aiti-13355	28	15	and	and	CCONJ
aiti-13355	28	16	efficient	efficient	ADJ
aiti-13355	28	17	geolocation	geolocation	NOUN
aiti-13355	28	18	methods	method	NOUN
aiti-13355	28	19	.	.	PUNCT
aiti-13355	29	1	the	the	DET
aiti-13355	29	2	utilization	utilization	NOUN
aiti-13355	29	3	of	of	ADP
aiti-13355	29	4	geospatial	geospatial	ADJ
aiti-13355	29	5	database	database	NOUN
aiti-13355	29	6	management	management	NOUN
aiti-13355	29	7	systems	system	NOUN
aiti-13355	29	8	and	and	CCONJ
aiti-13355	29	9	the	the	DET
aiti-13355	29	10	development	development	NOUN
aiti-13355	29	11	of	of	ADP
aiti-13355	29	12	augmented	augment	VERB
aiti-13355	29	13	reality	reality	NOUN
aiti-13355	29	14	portals	portal	NOUN
aiti-13355	29	15	,	,	PUNCT
aiti-13355	29	16	as	as	SCONJ
aiti-13355	29	17	presented	present	VERB
aiti-13355	29	18	in	in	ADP
aiti-13355	29	19	puttinaovarat	puttinaovarat	NOUN
aiti-13355	29	20	and	and	CCONJ
aiti-13355	29	21	horkaew	horkaew	VERB
aiti-13355	29	22	[	[	X
aiti-13355	29	23	9	9	NUM
aiti-13355	29	24	]	]	PUNCT
aiti-13355	29	25	and	and	CCONJ
aiti-13355	29	26	permana	permana	PROPN
aiti-13355	29	27	et	et	PROPN
aiti-13355	29	28	al	al	PROPN
aiti-13355	29	29	.	.	PUNCT
aiti-13355	30	1	[	[	X
aiti-13355	30	2	10	10	NUM
aiti-13355	30	3	]	]	PUNCT
aiti-13355	30	4	respectively	respectively	ADV
aiti-13355	30	5	,	,	PUNCT
aiti-13355	30	6	indicate	indicate	VERB
aiti-13355	30	7	a	a	DET
aiti-13355	30	8	technological	technological	ADJ
aiti-13355	30	9	evolution	evolution	NOUN
aiti-13355	30	10	to	to	PART
aiti-13355	30	11	enhance	enhance	VERB
aiti-13355	30	12	interaction	interaction	NOUN
aiti-13355	30	13	with	with	ADP
aiti-13355	30	14	medicinal	medicinal	ADJ
aiti-13355	30	15	plant	plant	NOUN
aiti-13355	30	16	information	information	NOUN
aiti-13355	30	17	.	.	PUNCT
aiti-13355	31	1	nonetheless	nonetheless	ADV
aiti-13355	31	2	,	,	PUNCT
aiti-13355	31	3	the	the	DET
aiti-13355	31	4	enduring	endure	VERB
aiti-13355	31	5	value	value	NOUN
aiti-13355	31	6	of	of	ADP
aiti-13355	31	7	traditional	traditional	ADJ
aiti-13355	31	8	knowledge	knowledge	NOUN
aiti-13355	31	9	,	,	PUNCT
aiti-13355	31	10	as	as	SCONJ
aiti-13355	31	11	documented	document	VERB
aiti-13355	31	12	in	in	ADP
aiti-13355	31	13	faruque	faruque	NOUN
aiti-13355	31	14	et	et	PROPN
aiti-13355	31	15	al	al	PROPN
aiti-13355	31	16	.	.	PUNCT
aiti-13355	32	1	[	[	X
aiti-13355	32	2	11	11	NUM
aiti-13355	32	3	]	]	PUNCT
aiti-13355	32	4	and	and	CCONJ
aiti-13355	32	5	the	the	DET
aiti-13355	32	6	ethnobotanical	ethnobotanical	ADJ
aiti-13355	32	7	analysis	analysis	NOUN
aiti-13355	32	8	in	in	ADP
aiti-13355	32	9	boycheva	boycheva	PROPN
aiti-13355	32	10	and	and	CCONJ
aiti-13355	32	11	ivanov	ivanov	PROPN
aiti-13355	33	1	[	[	X
aiti-13355	33	2	12	12	NUM
aiti-13355	33	3	]	]	PUNCT
aiti-13355	33	4	,	,	PUNCT
aiti-13355	33	5	emphasizes	emphasize	VERB
aiti-13355	33	6	the	the	DET
aiti-13355	33	7	integration	integration	NOUN
aiti-13355	33	8	of	of	ADP
aiti-13355	33	9	such	such	DET
aiti-13355	33	10	a	a	DET
aiti-13355	33	11	posteriori	posteriori	NOUN
aiti-13355	33	12	knowledge	knowledge	NOUN
aiti-13355	33	13	into	into	ADP
aiti-13355	33	14	contemporary	contemporary	ADJ
aiti-13355	33	15	technological	technological	ADJ
aiti-13355	33	16	advancements	advancement	NOUN
aiti-13355	33	17	.	.	PUNCT
aiti-13355	34	1	given	give	VERB
aiti-13355	34	2	these	these	DET
aiti-13355	34	3	aforementioned	aforementione	VERB
aiti-13355	34	4	considerations	consideration	NOUN
aiti-13355	34	5	,	,	PUNCT
aiti-13355	34	6	this	this	DET
aiti-13355	34	7	research	research	NOUN
aiti-13355	34	8	posits	posit	VERB
aiti-13355	34	9	a	a	DET
aiti-13355	34	10	compelling	compelling	ADJ
aiti-13355	34	11	argument	argument	NOUN
aiti-13355	34	12	for	for	ADP
aiti-13355	34	13	adopting	adopt	VERB
aiti-13355	34	14	innovative	innovative	ADJ
aiti-13355	34	15	approaches	approach	NOUN
aiti-13355	34	16	that	that	PRON
aiti-13355	34	17	leverage	leverage	VERB
aiti-13355	34	18	the	the	DET
aiti-13355	34	19	latest	late	ADJ
aiti-13355	34	20	technological	technological	ADJ
aiti-13355	34	21	advancements	advancement	NOUN
aiti-13355	34	22	to	to	PART
aiti-13355	34	23	conquer	conquer	VERB
aiti-13355	34	24	the	the	DET
aiti-13355	34	25	current	current	ADJ
aiti-13355	34	26	limitations	limitation	NOUN
aiti-13355	34	27	in	in	ADP
aiti-13355	34	28	medicinal	medicinal	ADJ
aiti-13355	34	29	plant	plant	NOUN
aiti-13355	34	30	geolocation	geolocation	NOUN
aiti-13355	34	31	.	.	PUNCT
aiti-13355	35	1	by	by	ADP
aiti-13355	35	2	accentuating	accentuate	VERB
aiti-13355	35	3	the	the	DET
aiti-13355	35	4	enhancement	enhancement	NOUN
aiti-13355	35	5	of	of	ADP
aiti-13355	35	6	precision	precision	NOUN
aiti-13355	35	7	and	and	CCONJ
aiti-13355	35	8	efficiency	efficiency	NOUN
aiti-13355	35	9	of	of	ADP
aiti-13355	35	10	geolocation	geolocation	NOUN
aiti-13355	35	11	techniques	technique	NOUN
aiti-13355	35	12	,	,	PUNCT
aiti-13355	35	13	the	the	DET
aiti-13355	35	14	study	study	NOUN
aiti-13355	35	15	endeavors	endeavor	VERB
aiti-13355	35	16	to	to	PART
aiti-13355	35	17	make	make	VERB
aiti-13355	35	18	significant	significant	ADJ
aiti-13355	35	19	contributions	contribution	NOUN
aiti-13355	35	20	to	to	ADP
aiti-13355	35	21	the	the	DET
aiti-13355	35	22	fields	field	NOUN
aiti-13355	35	23	of	of	ADP
aiti-13355	35	24	conservation	conservation	NOUN
aiti-13355	35	25	,	,	PUNCT
aiti-13355	35	26	sustainable	sustainable	ADJ
aiti-13355	35	27	harvesting	harvesting	NOUN
aiti-13355	35	28	,	,	PUNCT
aiti-13355	35	29	and	and	CCONJ
aiti-13355	35	30	pharmaceutical	pharmaceutical	NOUN
aiti-13355	35	31	development	development	NOUN
aiti-13355	35	32	,	,	PUNCT
aiti-13355	35	33	underscoring	underscore	VERB
aiti-13355	35	34	the	the	DET
aiti-13355	35	35	importance	importance	NOUN
aiti-13355	35	36	of	of	ADP
aiti-13355	35	37	accurately	accurately	ADV
aiti-13355	35	38	mapping	map	VERB
aiti-13355	35	39	plant	plant	NOUN
aiti-13355	35	40	species	specie	NOUN
aiti-13355	35	41	for	for	ADP
aiti-13355	35	42	the	the	DET
aiti-13355	35	43	protection	protection	NOUN
aiti-13355	35	44	of	of	ADP
aiti-13355	35	45	biodiversity	biodiversity	NOUN
aiti-13355	35	46	,	,	PUNCT
aiti-13355	35	47	the	the	DET
aiti-13355	35	48	maintenance	maintenance	NOUN
aiti-13355	35	49	of	of	ADP
aiti-13355	35	50	ecosystem	ecosystem	NOUN
aiti-13355	35	51	balance	balance	NOUN
aiti-13355	35	52	,	,	PUNCT
aiti-13355	35	53	and	and	CCONJ
aiti-13355	35	54	the	the	DET
aiti-13355	35	55	facilitation	facilitation	NOUN
aiti-13355	35	56	of	of	ADP
aiti-13355	35	57	drug	drug	NOUN
aiti-13355	35	58	discovery	discovery	NOUN
aiti-13355	35	59	processes	process	NOUN
aiti-13355	35	60	.	.	PUNCT
aiti-13355	36	1	ml	ml	PROPN
aiti-13355	36	2	algorithms	algorithm	NOUN
aiti-13355	36	3	have	have	AUX
aiti-13355	36	4	emerged	emerge	VERB
aiti-13355	36	5	as	as	ADP
aiti-13355	36	6	a	a	DET
aiti-13355	36	7	scientifically	scientifically	ADV
aiti-13355	36	8	pivotal	pivotal	ADJ
aiti-13355	36	9	innovation	innovation	NOUN
aiti-13355	36	10	,	,	PUNCT
aiti-13355	36	11	providing	provide	VERB
aiti-13355	36	12	the	the	DET
aiti-13355	36	13	tools	tool	NOUN
aiti-13355	36	14	for	for	ADP
aiti-13355	36	15	in	in	ADP
aiti-13355	36	16	-	-	PUNCT
aiti-13355	36	17	depth	depth	NOUN
aiti-13355	36	18	analysis	analysis	NOUN
aiti-13355	36	19	of	of	ADP
aiti-13355	36	20	intricate	intricate	ADJ
aiti-13355	36	21	environmental	environmental	ADJ
aiti-13355	36	22	and	and	CCONJ
aiti-13355	36	23	biological	biological	ADJ
aiti-13355	36	24	datasets	dataset	NOUN
aiti-13355	36	25	.	.	PUNCT
aiti-13355	37	1	this	this	DET
aiti-13355	37	2	advancement	advancement	NOUN
aiti-13355	37	3	surpasses	surpass	VERB
aiti-13355	37	4	conventional	conventional	ADJ
aiti-13355	37	5	methodologies	methodology	NOUN
aiti-13355	37	6	by	by	ADP
aiti-13355	37	7	facilitating	facilitate	VERB
aiti-13355	37	8	precise	precise	ADJ
aiti-13355	37	9	forecasts	forecast	NOUN
aiti-13355	37	10	of	of	ADP
aiti-13355	37	11	the	the	DET
aiti-13355	37	12	locations	location	NOUN
aiti-13355	37	13	of	of	ADP
aiti-13355	37	14	medicinal	medicinal	ADJ
aiti-13355	37	15	plants	plant	NOUN
aiti-13355	37	16	,	,	PUNCT
aiti-13355	37	17	thereby	thereby	ADV
aiti-13355	37	18	improving	improve	VERB
aiti-13355	37	19	geolocation	geolocation	NOUN
aiti-13355	37	20	accuracy	accuracy	NOUN
aiti-13355	37	21	and	and	CCONJ
aiti-13355	37	22	fostering	foster	VERB
aiti-13355	37	23	new	new	ADJ
aiti-13355	37	24	research	research	NOUN
aiti-13355	37	25	opportunities	opportunity	NOUN
aiti-13355	37	26	.	.	PUNCT
aiti-13355	38	1	this	this	DET
aiti-13355	38	2	research	research	NOUN
aiti-13355	38	3	aims	aim	VERB
aiti-13355	38	4	to	to	PART
aiti-13355	38	5	enhance	enhance	VERB
aiti-13355	38	6	the	the	DET
aiti-13355	38	7	accuracy	accuracy	NOUN
aiti-13355	38	8	of	of	ADP
aiti-13355	38	9	geolocating	geolocate	VERB
aiti-13355	38	10	medicinal	medicinal	ADJ
aiti-13355	38	11	plants	plant	NOUN
aiti-13355	38	12	through	through	ADP
aiti-13355	38	13	a	a	DET
aiti-13355	38	14	thorough	thorough	ADJ
aiti-13355	38	15	analysis	analysis	NOUN
aiti-13355	38	16	,	,	PUNCT
aiti-13355	38	17	evaluating	evaluate	VERB
aiti-13355	38	18	the	the	DET
aiti-13355	38	19	effectiveness	effectiveness	NOUN
aiti-13355	38	20	of	of	ADP
aiti-13355	38	21	gradient	gradient	ADJ
aiti-13355	38	22	boosting	boost	VERB
aiti-13355	38	23	machine	machine	NOUN
aiti-13355	38	24	(	(	PUNCT
aiti-13355	38	25	gbm	gbm	NOUN
aiti-13355	38	26	)	)	PUNCT
aiti-13355	38	27	,	,	PUNCT
aiti-13355	38	28	random	random	ADJ
aiti-13355	38	29	forest	forest	NOUN
aiti-13355	38	30	(	(	PUNCT
aiti-13355	38	31	rf	rf	NOUN
aiti-13355	38	32	)	)	PUNCT
aiti-13355	38	33	,	,	PUNCT
aiti-13355	38	34	and	and	CCONJ
aiti-13355	38	35	support	support	VERB
aiti-13355	38	36	vector	vector	NOUN
aiti-13355	38	37	machine	machine	NOUN
aiti-13355	38	38	(	(	PUNCT
aiti-13355	38	39	svm	svm	PROPN
aiti-13355	38	40	)	)	PUNCT
aiti-13355	38	41	comparatively	comparatively	ADV
aiti-13355	38	42	.	.	PUNCT
aiti-13355	39	1	these	these	DET
aiti-13355	39	2	algorithms	algorithm	NOUN
aiti-13355	39	3	,	,	PUNCT
aiti-13355	39	4	each	each	PRON
aiti-13355	39	5	celebrated	celebrate	VERB
aiti-13355	39	6	for	for	ADP
aiti-13355	39	7	their	their	PRON
aiti-13355	39	8	distinctive	distinctive	ADJ
aiti-13355	39	9	benefits	benefit	NOUN
aiti-13355	39	10	and	and	CCONJ
aiti-13355	39	11	empirical	empirical	ADJ
aiti-13355	39	12	effectiveness	effectiveness	NOUN
aiti-13355	39	13	in	in	ADP
aiti-13355	39	14	various	various	ADJ
aiti-13355	39	15	sectors	sector	NOUN
aiti-13355	39	16	,	,	PUNCT
aiti-13355	39	17	are	be	AUX
aiti-13355	39	18	systematically	systematically	ADV
aiti-13355	39	19	employed	employ	VERB
aiti-13355	39	20	to	to	PART
aiti-13355	39	21	address	address	VERB
aiti-13355	39	22	the	the	DET
aiti-13355	39	23	unique	unique	ADJ
aiti-13355	39	24	challenges	challenge	NOUN
aiti-13355	39	25	presented	present	VERB
aiti-13355	39	26	by	by	ADP
aiti-13355	39	27	the	the	DET
aiti-13355	39	28	geolocation	geolocation	NOUN
aiti-13355	39	29	of	of	ADP
aiti-13355	39	30	medicinal	medicinal	ADJ
aiti-13355	39	31	plants	plant	NOUN
aiti-13355	39	32	.	.	PUNCT
aiti-13355	40	1	gbm	gbm	PROPN
aiti-13355	40	2	learning	learn	VERB
aiti-13355	40	3	techniques	technique	NOUN
aiti-13355	40	4	have	have	AUX
aiti-13355	40	5	demonstrated	demonstrate	VERB
aiti-13355	40	6	considerable	considerable	ADJ
aiti-13355	40	7	success	success	NOUN
aiti-13355	40	8	across	across	ADP
aiti-13355	40	9	various	various	ADJ
aiti-13355	40	10	domains	domain	NOUN
aiti-13355	40	11	.	.	PUNCT
aiti-13355	41	1	researchers	researcher	NOUN
aiti-13355	41	2	have	have	AUX
aiti-13355	41	3	applied	apply	VERB
aiti-13355	41	4	gradient	gradient	ADJ
aiti-13355	41	5	boosting	boost	VERB
aiti-13355	41	6	in	in	ADP
aiti-13355	41	7	agriculture	agriculture	NOUN
aiti-13355	41	8	to	to	PART
aiti-13355	41	9	predict	predict	VERB
aiti-13355	41	10	crop	crop	NOUN
aiti-13355	41	11	yield	yield	NOUN
aiti-13355	41	12	,	,	PUNCT
aiti-13355	41	13	as	as	SCONJ
aiti-13355	41	14	mentioned	mention	VERB
aiti-13355	41	15	in	in	ADP
aiti-13355	41	16	anbananthen	anbananthen	ADV
aiti-13355	41	17	et	et	PROPN
aiti-13355	41	18	al	al	PROPN
aiti-13355	41	19	.	.	PUNCT
aiti-13355	42	1	[	[	X
aiti-13355	42	2	13	13	NUM
aiti-13355	42	3	]	]	PUNCT
aiti-13355	42	4	.	.	PUNCT
aiti-13355	43	1	besides	besides	SCONJ
aiti-13355	43	2	,	,	PUNCT
aiti-13355	43	3	researchers	researcher	NOUN
aiti-13355	43	4	have	have	AUX
aiti-13355	43	5	employed	employ	VERB
aiti-13355	43	6	gradient	gradient	NOUN
aiti-13355	43	7	boosting	boost	VERB
aiti-13355	43	8	in	in	ADP
aiti-13355	43	9	healthcare	healthcare	NOUN
aiti-13355	43	10	to	to	PART
aiti-13355	43	11	predict	predict	VERB
aiti-13355	43	12	adverse	adverse	ADJ
aiti-13355	43	13	outcomes	outcome	NOUN
aiti-13355	43	14	in	in	ADP
aiti-13355	43	15	pneumonia	pneumonia	NOUN
aiti-13355	43	16	patients	patient	NOUN
aiti-13355	43	17	[	[	X
aiti-13355	43	18	14	14	NUM
aiti-13355	43	19	]	]	PUNCT
aiti-13355	43	20	and	and	CCONJ
aiti-13355	43	21	to	to	PART
aiti-13355	43	22	forecast	forecast	VERB
aiti-13355	43	23	cardiovascular	cardiovascular	ADJ
aiti-13355	43	24	diseases	disease	NOUN
aiti-13355	43	25	[	[	X
aiti-13355	43	26	15	15	NUM
aiti-13355	43	27	]	]	PUNCT
aiti-13355	43	28	.	.	PUNCT
aiti-13355	44	1	these	these	DET
aiti-13355	44	2	applications	application	NOUN
aiti-13355	44	3	underscore	underscore	VERB
aiti-13355	44	4	gradient	gradient	ADJ
aiti-13355	44	5	boosting	boosting	NOUN
aiti-13355	44	6	’s	’s	PART
aiti-13355	44	7	effectiveness	effectiveness	NOUN
aiti-13355	44	8	in	in	ADP
aiti-13355	44	9	achieving	achieve	VERB
aiti-13355	44	10	high	high	ADJ
aiti-13355	44	11	prediction	prediction	NOUN
aiti-13355	44	12	accuracy	accuracy	NOUN
aiti-13355	44	13	.	.	PUNCT
aiti-13355	45	1	moreover	moreover	ADV
aiti-13355	45	2	,	,	PUNCT
aiti-13355	45	3	gradient	gradient	ADJ
aiti-13355	45	4	boosting	boosting	NOUN
aiti-13355	45	5	has	have	AUX
aiti-13355	45	6	shown	show	VERB
aiti-13355	45	7	superior	superior	ADJ
aiti-13355	45	8	accuracy	accuracy	NOUN
aiti-13355	45	9	and	and	CCONJ
aiti-13355	45	10	prediction	prediction	NOUN
aiti-13355	45	11	performance	performance	NOUN
aiti-13355	45	12	compared	compare	VERB
aiti-13355	45	13	with	with	ADP
aiti-13355	45	14	other	other	ADJ
aiti-13355	45	15	ml	ml	NOUN
aiti-13355	45	16	algorithms	algorithm	NOUN
aiti-13355	45	17	,	,	PUNCT
aiti-13355	45	18	like	like	ADP
aiti-13355	45	19	deep	deep	ADJ
aiti-13355	45	20	learning	learning	NOUN
aiti-13355	45	21	and	and	CCONJ
aiti-13355	45	22	rf	rf	NOUN
aiti-13355	46	1	[	[	X
aiti-13355	46	2	16	16	NUM
aiti-13355	46	3	]	]	PUNCT
aiti-13355	46	4	.	.	PUNCT
aiti-13355	47	1	rf	rf	PRON
aiti-13355	47	2	has	have	AUX
aiti-13355	47	3	undergone	undergo	VERB
aiti-13355	47	4	thorough	thorough	ADJ
aiti-13355	47	5	investigation	investigation	NOUN
aiti-13355	47	6	and	and	CCONJ
aiti-13355	47	7	found	find	VERB
aiti-13355	47	8	wide	wide	ADJ
aiti-13355	47	9	application	application	NOUN
aiti-13355	47	10	across	across	ADP
aiti-13355	47	11	multiple	multiple	ADJ
aiti-13355	47	12	fields	field	NOUN
aiti-13355	47	13	,	,	PUNCT
aiti-13355	47	14	such	such	ADJ
aiti-13355	47	15	as	as	ADP
aiti-13355	47	16	agriculture	agriculture	NOUN
aiti-13355	47	17	and	and	CCONJ
aiti-13355	47	18	healthcare	healthcare	PROPN
aiti-13355	47	19	,	,	PUNCT
aiti-13355	47	20	attributed	attribute	VERB
aiti-13355	47	21	to	to	ADP
aiti-13355	47	22	its	its	PRON
aiti-13355	47	23	reliability	reliability	NOUN
aiti-13355	47	24	and	and	CCONJ
aiti-13355	47	25	efficiency	efficiency	NOUN
aiti-13355	47	26	in	in	ADP
aiti-13355	47	27	predictive	predictive	ADJ
aiti-13355	47	28	modeling	modeling	NOUN
aiti-13355	47	29	.	.	PUNCT
aiti-13355	48	1	researchers	researcher	NOUN
aiti-13355	48	2	have	have	AUX
aiti-13355	48	3	deployed	deploy	VERB
aiti-13355	48	4	rf	rf	VERB
aiti-13355	48	5	to	to	PART
aiti-13355	48	6	predict	predict	VERB
aiti-13355	48	7	crop	crop	NOUN
aiti-13355	48	8	yields	yield	NOUN
aiti-13355	48	9	[	[	X
aiti-13355	48	10	17	17	NUM
aiti-13355	48	11	]	]	PUNCT
aiti-13355	48	12	and	and	CCONJ
aiti-13355	48	13	classify	classify	VERB
aiti-13355	48	14	agriculture	agriculture	NOUN
aiti-13355	48	15	farm	farm	NOUN
aiti-13355	48	16	machinery	machinery	NOUN
aiti-13355	48	17	[	[	X
aiti-13355	48	18	18	18	NUM
aiti-13355	48	19	]	]	PUNCT
aiti-13355	48	20	.	.	PUNCT
aiti-13355	49	1	these	these	DET
aiti-13355	49	2	studies	study	NOUN
aiti-13355	49	3	have	have	AUX
aiti-13355	49	4	demonstrated	demonstrate	VERB
aiti-13355	49	5	the	the	DET
aiti-13355	49	6	high	high	ADJ
aiti-13355	49	7	accuracy	accuracy	NOUN
aiti-13355	49	8	and	and	CCONJ
aiti-13355	49	9	precision	precision	NOUN
aiti-13355	49	10	of	of	ADP
aiti-13355	49	11	rf	rf	NOUN
aiti-13355	49	12	in	in	ADP
aiti-13355	49	13	agricultural	agricultural	ADJ
aiti-13355	49	14	applications	application	NOUN
aiti-13355	49	15	,	,	PUNCT
aiti-13355	49	16	being	be	AUX
aiti-13355	49	17	acknowledged	acknowledge	VERB
aiti-13355	49	18	as	as	ADP
aiti-13355	49	19	valuable	valuable	ADJ
aiti-13355	49	20	tools	tool	NOUN
aiti-13355	49	21	for	for	ADP
aiti-13355	49	22	decision	decision	NOUN
aiti-13355	49	23	support	support	NOUN
aiti-13355	49	24	in	in	ADP
aiti-13355	49	25	farming	farming	NOUN
aiti-13355	49	26	and	and	CCONJ
aiti-13355	49	27	crop	crop	NOUN
aiti-13355	49	28	management	management	NOUN
aiti-13355	49	29	.	.	PUNCT
aiti-13355	50	1	in	in	ADP
aiti-13355	50	2	healthcare	healthcare	PROPN
aiti-13355	50	3	,	,	PUNCT
aiti-13355	50	4	the	the	DET
aiti-13355	50	5	rf	rf	NOUN
aiti-13355	50	6	has	have	AUX
aiti-13355	50	7	shown	show	VERB
aiti-13355	50	8	promising	promising	ADJ
aiti-13355	50	9	results	result	NOUN
aiti-13355	50	10	in	in	ADP
aiti-13355	50	11	various	various	ADJ
aiti-13355	50	12	applications	application	NOUN
aiti-13355	50	13	,	,	PUNCT
aiti-13355	50	14	such	such	ADJ
aiti-13355	50	15	as	as	ADP
aiti-13355	50	16	predicting	predict	VERB
aiti-13355	50	17	the	the	DET
aiti-13355	50	18	severity	severity	NOUN
aiti-13355	50	19	of	of	ADP
aiti-13355	50	20	patient	patient	NOUN
aiti-13355	50	21	falls	fall	VERB
aiti-13355	50	22	[	[	X
aiti-13355	50	23	19	19	NUM
aiti-13355	50	24	]	]	PUNCT
aiti-13355	50	25	and	and	CCONJ
aiti-13355	50	26	forecasting	forecast	VERB
aiti-13355	50	27	hospital	hospital	NOUN
aiti-13355	50	28	readmissions	readmission	NOUN
aiti-13355	51	1	[	[	X
aiti-13355	51	2	20	20	NUM
aiti-13355	51	3	]	]	PUNCT
aiti-13355	51	4	.	.	PUNCT
aiti-13355	52	1	advances	advance	NOUN
aiti-13355	52	2	in	in	ADP
aiti-13355	52	3	technology	technology	NOUN
aiti-13355	52	4	innovation	innovation	NOUN
aiti-13355	52	5	,	,	PUNCT
aiti-13355	52	6	vol	vol	NOUN
aiti-13355	52	7	.	.	PROPN
aiti-13355	53	1	9	9	NUM
aiti-13355	53	2	,	,	PUNCT
aiti-13355	53	3	no	no	INTJ
aiti-13355	53	4	.	.	NOUN
aiti-13355	53	5	2	2	NUM
aiti-13355	53	6	,	,	PUNCT
aiti-13355	53	7	2024	2024	NUM
aiti-13355	53	8	,	,	PUNCT
aiti-13355	53	9	pp	pp	ADJ
aiti-13355	53	10	.	.	PUNCT
aiti-13355	54	1	85	85	NUM
aiti-13355	54	2	-	-	SYM
aiti-13355	54	3	98	98	NUM
aiti-13355	54	4	87	87	NUM
aiti-13355	54	5	these	these	DET
aiti-13355	54	6	research	research	NOUN
aiti-13355	54	7	findings	finding	NOUN
aiti-13355	54	8	highlight	highlight	VERB
aiti-13355	54	9	the	the	DET
aiti-13355	54	10	efficacy	efficacy	NOUN
aiti-13355	54	11	of	of	ADP
aiti-13355	54	12	rf	rf	NOUN
aiti-13355	54	13	by	by	ADP
aiti-13355	54	14	showcasing	showcase	VERB
aiti-13355	54	15	metrics	metric	NOUN
aiti-13355	54	16	such	such	ADJ
aiti-13355	54	17	as	as	ADP
aiti-13355	54	18	accuracy	accuracy	NOUN
aiti-13355	54	19	,	,	PUNCT
aiti-13355	54	20	precision	precision	NOUN
aiti-13355	54	21	,	,	PUNCT
aiti-13355	54	22	recall	recall	NOUN
aiti-13355	54	23	,	,	PUNCT
aiti-13355	54	24	and	and	CCONJ
aiti-13355	54	25	f1	f1	NOUN
aiti-13355	54	26	score	score	NOUN
aiti-13355	54	27	in	in	ADP
aiti-13355	54	28	a	a	DET
aiti-13355	54	29	high	high	ADV
aiti-13355	54	30	-	-	PUNCT
aiti-13355	54	31	performing	perform	VERB
aiti-13355	54	32	context	context	NOUN
aiti-13355	54	33	,	,	PUNCT
aiti-13355	54	34	accentuating	accentuate	VERB
aiti-13355	54	35	its	its	PRON
aiti-13355	54	36	value	value	NOUN
aiti-13355	54	37	in	in	ADP
aiti-13355	54	38	predictive	predictive	ADJ
aiti-13355	54	39	modeling	modeling	NOUN
aiti-13355	54	40	and	and	CCONJ
aiti-13355	54	41	decision	decision	NOUN
aiti-13355	54	42	-	-	PUNCT
aiti-13355	54	43	making	making	NOUN
aiti-13355	54	44	within	within	ADP
aiti-13355	54	45	the	the	DET
aiti-13355	54	46	healthcare	healthcare	NOUN
aiti-13355	54	47	sector	sector	NOUN
aiti-13355	54	48	.	.	PUNCT
aiti-13355	55	1	svm	svm	PROPN
aiti-13355	55	2	,	,	PUNCT
aiti-13355	55	3	rooted	root	VERB
aiti-13355	55	4	in	in	ADP
aiti-13355	55	5	statistical	statistical	ADJ
aiti-13355	55	6	learning	learning	NOUN
aiti-13355	55	7	theory	theory	NOUN
aiti-13355	55	8	,	,	PUNCT
aiti-13355	55	9	is	be	AUX
aiti-13355	55	10	renowned	renowned	ADJ
aiti-13355	55	11	for	for	ADP
aiti-13355	55	12	its	its	PRON
aiti-13355	55	13	strong	strong	ADJ
aiti-13355	55	14	performance	performance	NOUN
aiti-13355	55	15	in	in	ADP
aiti-13355	55	16	diverse	diverse	ADJ
aiti-13355	55	17	fields	field	NOUN
aiti-13355	55	18	.	.	PUNCT
aiti-13355	56	1	its	its	PRON
aiti-13355	56	2	effectiveness	effectiveness	NOUN
aiti-13355	56	3	spans	span	VERB
aiti-13355	56	4	a	a	DET
aiti-13355	56	5	range	range	NOUN
aiti-13355	56	6	of	of	ADP
aiti-13355	56	7	applications	application	NOUN
aiti-13355	56	8	,	,	PUNCT
aiti-13355	56	9	from	from	ADP
aiti-13355	56	10	stench	stench	ADJ
aiti-13355	56	11	detection	detection	NOUN
aiti-13355	56	12	to	to	PART
aiti-13355	56	13	yield	yield	VERB
aiti-13355	56	14	prediction	prediction	NOUN
aiti-13355	56	15	and	and	CCONJ
aiti-13355	56	16	complex	complex	ADJ
aiti-13355	56	17	tasks	task	NOUN
aiti-13355	56	18	in	in	ADP
aiti-13355	56	19	computer	computer	NOUN
aiti-13355	56	20	science	science	NOUN
aiti-13355	56	21	,	,	PUNCT
aiti-13355	56	22	especially	especially	ADV
aiti-13355	56	23	spam	spam	VERB
aiti-13355	56	24	comment	comment	NOUN
aiti-13355	56	25	screening	screen	VERB
aiti-13355	56	26	on	on	ADP
aiti-13355	56	27	youtube	youtube	NOUN
aiti-13355	56	28	and	and	CCONJ
aiti-13355	56	29	real	real	ADJ
aiti-13355	56	30	-	-	PUNCT
aiti-13355	56	31	time	time	NOUN
aiti-13355	56	32	emotion	emotion	NOUN
aiti-13355	56	33	detection	detection	NOUN
aiti-13355	57	1	[	[	X
aiti-13355	57	2	21	21	NUM
aiti-13355	57	3	-	-	SYM
aiti-13355	57	4	23	23	NUM
aiti-13355	57	5	]	]	PUNCT
aiti-13355	57	6	.	.	PUNCT
aiti-13355	58	1	similarly	similarly	ADV
aiti-13355	58	2	,	,	PUNCT
aiti-13355	58	3	shi	shi	PROPN
aiti-13355	58	4	et	et	PROPN
aiti-13355	58	5	al	al	PROPN
aiti-13355	58	6	.	.	PUNCT
aiti-13355	59	1	[	[	X
aiti-13355	59	2	24	24	NUM
aiti-13355	59	3	]	]	PUNCT
aiti-13355	59	4	utilized	utilize	VERB
aiti-13355	59	5	svm	svm	NOUN
aiti-13355	59	6	for	for	ADP
aiti-13355	59	7	crop	crop	NOUN
aiti-13355	59	8	yield	yield	NOUN
aiti-13355	59	9	prediction	prediction	NOUN
aiti-13355	59	10	in	in	ADP
aiti-13355	59	11	agriculture	agriculture	NOUN
aiti-13355	59	12	,	,	PUNCT
aiti-13355	59	13	achieving	achieve	VERB
aiti-13355	59	14	high	high	ADJ
aiti-13355	59	15	accuracy	accuracy	NOUN
aiti-13355	59	16	.	.	PUNCT
aiti-13355	60	1	furthermore	furthermore	ADV
aiti-13355	60	2	,	,	PUNCT
aiti-13355	60	3	as	as	SCONJ
aiti-13355	60	4	substantiated	substantiate	VERB
aiti-13355	60	5	by	by	ADP
aiti-13355	60	6	suresh	suresh	PROPN
aiti-13355	60	7	et	et	PROPN
aiti-13355	60	8	al	al	PROPN
aiti-13355	60	9	.	.	PUNCT
aiti-13355	61	1	[	[	X
aiti-13355	61	2	25	25	NUM
aiti-13355	61	3	]	]	PUNCT
aiti-13355	61	4	,	,	PUNCT
aiti-13355	61	5	it	it	PRON
aiti-13355	61	6	is	be	AUX
aiti-13355	61	7	found	find	VERB
aiti-13355	61	8	that	that	SCONJ
aiti-13355	61	9	svm	svm	PROPN
aiti-13355	61	10	outperformed	outperform	VERB
aiti-13355	61	11	other	other	ADJ
aiti-13355	61	12	ml	ml	NOUN
aiti-13355	61	13	models	model	NOUN
aiti-13355	61	14	in	in	ADP
aiti-13355	61	15	diagnosing	diagnose	VERB
aiti-13355	61	16	heart	heart	NOUN
aiti-13355	61	17	disease	disease	NOUN
aiti-13355	61	18	,	,	PUNCT
aiti-13355	61	19	indicating	indicate	VERB
aiti-13355	61	20	its	its	PRON
aiti-13355	61	21	effectiveness	effectiveness	NOUN
aiti-13355	61	22	in	in	ADP
aiti-13355	61	23	healthcare	healthcare	NOUN
aiti-13355	61	24	prediction	prediction	NOUN
aiti-13355	61	25	tasks	task	NOUN
aiti-13355	61	26	.	.	PUNCT
aiti-13355	62	1	the	the	DET
aiti-13355	62	2	study	study	NOUN
aiti-13355	62	3	aims	aim	VERB
aiti-13355	62	4	to	to	PART
aiti-13355	62	5	achieve	achieve	VERB
aiti-13355	62	6	a	a	DET
aiti-13355	62	7	twofold	twofold	ADJ
aiti-13355	62	8	objective	objective	NOUN
aiti-13355	62	9	that	that	PRON
aiti-13355	62	10	seeks	seek	VERB
aiti-13355	62	11	to	to	PART
aiti-13355	62	12	advance	advance	VERB
aiti-13355	62	13	the	the	DET
aiti-13355	62	14	boundaries	boundary	NOUN
aiti-13355	62	15	of	of	ADP
aiti-13355	62	16	technology	technology	NOUN
aiti-13355	62	17	within	within	ADP
aiti-13355	62	18	environmental	environmental	ADJ
aiti-13355	62	19	science	science	NOUN
aiti-13355	62	20	,	,	PUNCT
aiti-13355	62	21	concurrently	concurrently	ADV
aiti-13355	62	22	yielding	yield	VERB
aiti-13355	62	23	a	a	DET
aiti-13355	62	24	profound	profound	ADJ
aiti-13355	62	25	impact	impact	NOUN
aiti-13355	62	26	on	on	ADP
aiti-13355	62	27	conservation	conservation	NOUN
aiti-13355	62	28	efforts	effort	NOUN
aiti-13355	62	29	and	and	CCONJ
aiti-13355	62	30	pharmaceutical	pharmaceutical	NOUN
aiti-13355	62	31	research	research	NOUN
aiti-13355	62	32	.	.	PUNCT
aiti-13355	63	1	initially	initially	ADV
aiti-13355	63	2	,	,	PUNCT
aiti-13355	63	3	it	it	PRON
aiti-13355	63	4	focuses	focus	VERB
aiti-13355	63	5	on	on	ADP
aiti-13355	63	6	the	the	DET
aiti-13355	63	7	rigorous	rigorous	ADJ
aiti-13355	63	8	evaluation	evaluation	NOUN
aiti-13355	63	9	and	and	CCONJ
aiti-13355	63	10	validation	validation	NOUN
aiti-13355	63	11	of	of	ADP
aiti-13355	63	12	ml	ml	NOUN
aiti-13355	63	13	models	model	NOUN
aiti-13355	63	14	,	,	PUNCT
aiti-13355	63	15	i.e.	i.e.	X
aiti-13355	63	16	,	,	PUNCT
aiti-13355	63	17	gbm	gbm	NOUN
aiti-13355	63	18	,	,	PUNCT
aiti-13355	63	19	rf	rf	ADJ
aiti-13355	63	20	,	,	PUNCT
aiti-13355	63	21	and	and	CCONJ
aiti-13355	63	22	svm	svm	ADJ
aiti-13355	63	23	,	,	PUNCT
aiti-13355	63	24	utilizing	utilize	VERB
aiti-13355	63	25	precise	precise	ADJ
aiti-13355	63	26	latitude	latitude	NOUN
aiti-13355	63	27	and	and	CCONJ
aiti-13355	63	28	longitude	longitude	ADJ
aiti-13355	63	29	data	datum	NOUN
aiti-13355	63	30	to	to	PART
aiti-13355	63	31	ensure	ensure	VERB
aiti-13355	63	32	unparalleled	unparalleled	ADJ
aiti-13355	63	33	locational	locational	ADJ
aiti-13355	63	34	accuracy	accuracy	NOUN
aiti-13355	63	35	.	.	PUNCT
aiti-13355	64	1	subsequently	subsequently	ADV
aiti-13355	64	2	,	,	PUNCT
aiti-13355	64	3	it	it	PRON
aiti-13355	64	4	assesses	assess	VERB
aiti-13355	64	5	the	the	DET
aiti-13355	64	6	computational	computational	ADJ
aiti-13355	64	7	efficiency	efficiency	NOUN
aiti-13355	64	8	of	of	ADP
aiti-13355	64	9	these	these	DET
aiti-13355	64	10	algorithms	algorithm	NOUN
aiti-13355	64	11	to	to	PART
aiti-13355	64	12	determine	determine	VERB
aiti-13355	64	13	the	the	DET
aiti-13355	64	14	most	most	ADV
aiti-13355	64	15	resource	resource	NOUN
aiti-13355	64	16	-	-	PUNCT
aiti-13355	64	17	efficient	efficient	ADJ
aiti-13355	64	18	approach	approach	NOUN
aiti-13355	64	19	.	.	PUNCT
aiti-13355	65	1	beyond	beyond	ADP
aiti-13355	65	2	the	the	DET
aiti-13355	65	3	technical	technical	ADJ
aiti-13355	65	4	accomplishments	accomplishment	NOUN
aiti-13355	65	5	,	,	PUNCT
aiti-13355	65	6	this	this	DET
aiti-13355	65	7	research	research	NOUN
aiti-13355	65	8	contributes	contribute	VERB
aiti-13355	65	9	to	to	ADP
aiti-13355	65	10	ecological	ecological	ADJ
aiti-13355	65	11	conservation	conservation	NOUN
aiti-13355	65	12	,	,	PUNCT
aiti-13355	65	13	biodiversity	biodiversity	NOUN
aiti-13355	65	14	protection	protection	NOUN
aiti-13355	65	15	,	,	PUNCT
aiti-13355	65	16	and	and	CCONJ
aiti-13355	65	17	pharmaceutical	pharmaceutical	NOUN
aiti-13355	65	18	exploration	exploration	NOUN
aiti-13355	65	19	by	by	ADP
aiti-13355	65	20	facilitating	facilitate	VERB
aiti-13355	65	21	accurate	accurate	ADJ
aiti-13355	65	22	plant	plant	NOUN
aiti-13355	65	23	geolocation	geolocation	NOUN
aiti-13355	65	24	.	.	PUNCT
aiti-13355	66	1	such	such	ADJ
aiti-13355	66	2	contributions	contribution	NOUN
aiti-13355	66	3	sequentially	sequentially	ADV
aiti-13355	66	4	support	support	VERB
aiti-13355	66	5	advanced	advanced	ADJ
aiti-13355	66	6	conservation	conservation	NOUN
aiti-13355	66	7	strategies	strategy	NOUN
aiti-13355	66	8	,	,	PUNCT
aiti-13355	66	9	sustainable	sustainable	ADJ
aiti-13355	66	10	harvesting	harvesting	NOUN
aiti-13355	66	11	practices	practice	NOUN
aiti-13355	66	12	,	,	PUNCT
aiti-13355	66	13	and	and	CCONJ
aiti-13355	66	14	the	the	DET
aiti-13355	66	15	investigation	investigation	NOUN
aiti-13355	66	16	of	of	ADP
aiti-13355	66	17	plants	plant	NOUN
aiti-13355	66	18	’	'	PUNCT
aiti-13355	66	19	medicinal	medicinal	ADJ
aiti-13355	66	20	properties	property	NOUN
aiti-13355	66	21	.	.	PUNCT
aiti-13355	67	1	this	this	PRON
aiti-13355	67	2	dualfocused	dualfocuse	VERB
aiti-13355	67	3	objective	objective	ADJ
aiti-13355	67	4	highlights	highlight	NOUN
aiti-13355	67	5	the	the	DET
aiti-13355	67	6	study	study	NOUN
aiti-13355	67	7	’s	’s	PART
aiti-13355	67	8	dedication	dedication	NOUN
aiti-13355	67	9	to	to	ADP
aiti-13355	67	10	technological	technological	ADJ
aiti-13355	67	11	innovation	innovation	NOUN
aiti-13355	67	12	while	while	SCONJ
aiti-13355	67	13	underscoring	underscore	VERB
aiti-13355	67	14	its	its	PRON
aiti-13355	67	15	significant	significant	ADJ
aiti-13355	67	16	implications	implication	NOUN
aiti-13355	67	17	for	for	ADP
aiti-13355	67	18	environmental	environmental	ADJ
aiti-13355	67	19	conservation	conservation	NOUN
aiti-13355	67	20	and	and	CCONJ
aiti-13355	67	21	health	health	NOUN
aiti-13355	67	22	sciences	science	NOUN
aiti-13355	67	23	.	.	PUNCT
aiti-13355	68	1	the	the	DET
aiti-13355	68	2	structure	structure	NOUN
aiti-13355	68	3	of	of	ADP
aiti-13355	68	4	this	this	DET
aiti-13355	68	5	study	study	NOUN
aiti-13355	68	6	unfolds	unfold	VERB
aiti-13355	68	7	as	as	SCONJ
aiti-13355	68	8	follows	follow	VERB
aiti-13355	68	9	:	:	PUNCT
aiti-13355	68	10	the	the	DET
aiti-13355	68	11	methodology	methodology	NOUN
aiti-13355	68	12	,	,	PUNCT
aiti-13355	68	13	including	include	VERB
aiti-13355	68	14	dataset	dataset	NOUN
aiti-13355	68	15	preparation	preparation	NOUN
aiti-13355	68	16	,	,	PUNCT
aiti-13355	68	17	data	data	VERB
aiti-13355	68	18	analysis	analysis	NOUN
aiti-13355	68	19	techniques	technique	NOUN
aiti-13355	68	20	,	,	PUNCT
aiti-13355	68	21	and	and	CCONJ
aiti-13355	68	22	the	the	DET
aiti-13355	68	23	particular	particular	ADJ
aiti-13355	68	24	ml	ml	NOUN
aiti-13355	68	25	models	model	NOUN
aiti-13355	68	26	employed	employ	VERB
aiti-13355	68	27	is	be	AUX
aiti-13355	68	28	detailed	detail	VERB
aiti-13355	68	29	in	in	ADP
aiti-13355	68	30	section	section	NOUN
aiti-13355	68	31	2	2	NUM
aiti-13355	68	32	;	;	PUNCT
aiti-13355	68	33	section	section	NOUN
aiti-13355	68	34	3	3	NUM
aiti-13355	68	35	presents	present	VERB
aiti-13355	68	36	the	the	DET
aiti-13355	68	37	empirical	empirical	ADJ
aiti-13355	68	38	results	result	NOUN
aiti-13355	68	39	and	and	CCONJ
aiti-13355	68	40	evaluates	evaluate	VERB
aiti-13355	68	41	the	the	DET
aiti-13355	68	42	performance	performance	NOUN
aiti-13355	68	43	of	of	ADP
aiti-13355	68	44	these	these	DET
aiti-13355	68	45	models	model	NOUN
aiti-13355	68	46	;	;	PUNCT
aiti-13355	68	47	section	section	NOUN
aiti-13355	68	48	4	4	NUM
aiti-13355	68	49	concludes	conclude	VERB
aiti-13355	68	50	with	with	ADP
aiti-13355	68	51	a	a	DET
aiti-13355	68	52	summary	summary	NOUN
aiti-13355	68	53	of	of	ADP
aiti-13355	68	54	key	key	ADJ
aiti-13355	68	55	findings	finding	NOUN
aiti-13355	68	56	,	,	PUNCT
aiti-13355	68	57	their	their	PRON
aiti-13355	68	58	implications	implication	NOUN
aiti-13355	68	59	,	,	PUNCT
aiti-13355	68	60	and	and	CCONJ
aiti-13355	68	61	suggestions	suggestion	NOUN
aiti-13355	68	62	for	for	ADP
aiti-13355	68	63	future	future	ADJ
aiti-13355	68	64	research	research	NOUN
aiti-13355	68	65	.	.	PUNCT
aiti-13355	69	1	2	2	X
aiti-13355	69	2	.	.	X
aiti-13355	69	3	methodology	methodology	NOUN
aiti-13355	69	4	this	this	DET
aiti-13355	69	5	study	study	NOUN
aiti-13355	69	6	follows	follow	VERB
aiti-13355	69	7	the	the	DET
aiti-13355	69	8	research	research	NOUN
aiti-13355	69	9	methodology	methodology	NOUN
aiti-13355	69	10	illustrated	illustrate	VERB
aiti-13355	69	11	in	in	ADP
aiti-13355	69	12	fig	fig	NOUN
aiti-13355	69	13	.	.	PUNCT
aiti-13355	70	1	1	1	NUM
aiti-13355	70	2	,	,	PUNCT
aiti-13355	70	3	starting	start	VERB
aiti-13355	70	4	from	from	ADP
aiti-13355	70	5	understanding	understand	VERB
aiti-13355	70	6	the	the	DET
aiti-13355	70	7	study	study	NOUN
aiti-13355	70	8	’s	’s	PART
aiti-13355	70	9	requirements	requirement	NOUN
aiti-13355	70	10	to	to	ADP
aiti-13355	70	11	deploying	deploy	VERB
aiti-13355	70	12	efficient	efficient	ADJ
aiti-13355	70	13	and	and	CCONJ
aiti-13355	70	14	accurate	accurate	ADJ
aiti-13355	70	15	ml	ml	NOUN
aiti-13355	70	16	models	model	NOUN
aiti-13355	70	17	for	for	ADP
aiti-13355	70	18	the	the	DET
aiti-13355	70	19	precision	precision	NOUN
aiti-13355	70	20	geolocation	geolocation	NOUN
aiti-13355	70	21	of	of	ADP
aiti-13355	70	22	medicinal	medicinal	ADJ
aiti-13355	70	23	plants	plant	NOUN
aiti-13355	70	24	and	and	CCONJ
aiti-13355	70	25	adopting	adopt	VERB
aiti-13355	70	26	the	the	DET
aiti-13355	70	27	cross	cross	ADJ
aiti-13355	70	28	-	-	ADJ
aiti-13355	70	29	industry	industry	ADJ
aiti-13355	70	30	standard	standard	ADJ
aiti-13355	70	31	process	process	NOUN
aiti-13355	70	32	for	for	ADP
aiti-13355	70	33	data	data	NOUN
aiti-13355	70	34	mining	mining	NOUN
aiti-13355	70	35	(	(	PUNCT
aiti-13355	70	36	crisp	crisp	ADJ
aiti-13355	70	37	-	-	PUNCT
aiti-13355	70	38	dm	dm	NOUN
aiti-13355	70	39	)	)	PUNCT
aiti-13355	70	40	framework	framework	NOUN
aiti-13355	70	41	.	.	PUNCT
aiti-13355	71	1	this	this	DET
aiti-13355	71	2	practical	practical	ADJ
aiti-13355	71	3	and	and	CCONJ
aiti-13355	71	4	adaptable	adaptable	ADJ
aiti-13355	71	5	framework	framework	NOUN
aiti-13355	71	6	[	[	X
aiti-13355	71	7	26	26	NUM
aiti-13355	71	8	]	]	PUNCT
aiti-13355	71	9	boosts	boost	VERB
aiti-13355	71	10	covid-19	covid-19	PROPN
aiti-13355	71	11	diagnosis	diagnosis	NOUN
aiti-13355	71	12	predictions	prediction	NOUN
aiti-13355	71	13	[	[	X
aiti-13355	71	14	27	27	NUM
aiti-13355	71	15	]	]	PUNCT
aiti-13355	71	16	,	,	PUNCT
aiti-13355	71	17	acts	act	VERB
aiti-13355	71	18	as	as	ADP
aiti-13355	71	19	a	a	DET
aiti-13355	71	20	foundational	foundational	ADJ
aiti-13355	71	21	element	element	NOUN
aiti-13355	71	22	in	in	ADP
aiti-13355	71	23	ml	ml	NOUN
aiti-13355	71	24	and	and	CCONJ
aiti-13355	71	25	data	datum	NOUN
aiti-13355	71	26	science	science	NOUN
aiti-13355	71	27	[	[	X
aiti-13355	71	28	28	28	NUM
aiti-13355	71	29	]	]	PUNCT
aiti-13355	71	30	,	,	PUNCT
aiti-13355	71	31	and	and	CCONJ
aiti-13355	71	32	provides	provide	VERB
aiti-13355	71	33	insights	insight	NOUN
aiti-13355	71	34	into	into	ADP
aiti-13355	71	35	geolocation	geolocation	NOUN
aiti-13355	71	36	and	and	CCONJ
aiti-13355	71	37	medicinal	medicinal	ADJ
aiti-13355	71	38	plant	plant	NOUN
aiti-13355	71	39	research	research	NOUN
aiti-13355	71	40	by	by	ADP
aiti-13355	71	41	evaluating	evaluate	VERB
aiti-13355	71	42	algorithms	algorithm	NOUN
aiti-13355	71	43	.	.	PUNCT
aiti-13355	72	1	phase	phase	NOUN
aiti-13355	72	2	1	1	NUM
aiti-13355	72	3	:	:	PUNCT
aiti-13355	72	4	business	business	NOUN
aiti-13355	72	5	understanding	understanding	NOUN
aiti-13355	72	6	:	:	PUNCT
aiti-13355	72	7	this	this	DET
aiti-13355	72	8	phase	phase	NOUN
aiti-13355	72	9	explores	explore	VERB
aiti-13355	72	10	the	the	DET
aiti-13355	72	11	importance	importance	NOUN
aiti-13355	72	12	of	of	ADP
aiti-13355	72	13	accurately	accurately	ADV
aiti-13355	72	14	locating	locate	VERB
aiti-13355	72	15	medicinal	medicinal	ADJ
aiti-13355	72	16	plants	plant	NOUN
aiti-13355	72	17	for	for	ADP
aiti-13355	72	18	conservation	conservation	NOUN
aiti-13355	72	19	,	,	PUNCT
aiti-13355	72	20	healthcare	healthcare	PROPN
aiti-13355	72	21	,	,	PUNCT
aiti-13355	72	22	and	and	CCONJ
aiti-13355	72	23	sustainable	sustainable	ADJ
aiti-13355	72	24	development	development	NOUN
aiti-13355	72	25	.	.	PUNCT
aiti-13355	73	1	it	it	PRON
aiti-13355	73	2	aims	aim	VERB
aiti-13355	73	3	to	to	PART
aiti-13355	73	4	improve	improve	VERB
aiti-13355	73	5	geolocation	geolocation	NOUN
aiti-13355	73	6	with	with	ADP
aiti-13355	73	7	gbm	gbm	PROPN
aiti-13355	73	8	,	,	PUNCT
aiti-13355	73	9	rf	rf	ADJ
aiti-13355	73	10	,	,	PUNCT
aiti-13355	73	11	and	and	CCONJ
aiti-13355	73	12	svm	svm	ADJ
aiti-13355	73	13	algorithms	algorithm	NOUN
aiti-13355	73	14	,	,	PUNCT
aiti-13355	73	15	addressing	address	VERB
aiti-13355	73	16	the	the	DET
aiti-13355	73	17	ecological	ecological	ADJ
aiti-13355	73	18	research	research	NOUN
aiti-13355	73	19	challenges	challenge	NOUN
aiti-13355	73	20	and	and	CCONJ
aiti-13355	73	21	the	the	DET
aiti-13355	73	22	limitations	limitation	NOUN
aiti-13355	73	23	of	of	ADP
aiti-13355	73	24	traditional	traditional	ADJ
aiti-13355	73	25	methods	method	NOUN
aiti-13355	73	26	.	.	PUNCT
aiti-13355	74	1	the	the	DET
aiti-13355	74	2	goal	goal	NOUN
aiti-13355	74	3	is	be	AUX
aiti-13355	74	4	to	to	PART
aiti-13355	74	5	enhance	enhance	VERB
aiti-13355	74	6	conservation	conservation	NOUN
aiti-13355	74	7	strategies	strategy	NOUN
aiti-13355	74	8	and	and	CCONJ
aiti-13355	74	9	pharmaceutical	pharmaceutical	NOUN
aiti-13355	74	10	research	research	NOUN
aiti-13355	74	11	,	,	PUNCT
aiti-13355	74	12	expecting	expect	VERB
aiti-13355	74	13	to	to	PART
aiti-13355	74	14	advance	advance	VERB
aiti-13355	74	15	biodiversity	biodiversity	NOUN
aiti-13355	74	16	protection	protection	NOUN
aiti-13355	74	17	and	and	CCONJ
aiti-13355	74	18	drug	drug	NOUN
aiti-13355	74	19	discovery	discovery	NOUN
aiti-13355	74	20	through	through	ADP
aiti-13355	74	21	precise	precise	ADJ
aiti-13355	74	22	geolocation	geolocation	NOUN
aiti-13355	74	23	,	,	PUNCT
aiti-13355	74	24	highlighting	highlight	VERB
aiti-13355	74	25	the	the	DET
aiti-13355	74	26	study	study	NOUN
aiti-13355	74	27	’s	’s	PART
aiti-13355	74	28	potential	potential	NOUN
aiti-13355	74	29	to	to	AUX
aiti-13355	74	30	effectively	effectively	ADV
aiti-13355	74	31	bridge	bridge	VERB
aiti-13355	74	32	data	datum	NOUN
aiti-13355	74	33	science	science	NOUN
aiti-13355	74	34	,	,	PUNCT
aiti-13355	74	35	ecology	ecology	NOUN
aiti-13355	74	36	,	,	PUNCT
aiti-13355	74	37	and	and	CCONJ
aiti-13355	74	38	pharmaceuticals	pharmaceutical	NOUN
aiti-13355	74	39	.	.	PUNCT
aiti-13355	75	1	phase	phase	NOUN
aiti-13355	75	2	2	2	NUM
aiti-13355	75	3	:	:	PUNCT
aiti-13355	75	4	data	datum	NOUN
aiti-13355	75	5	understanding	understanding	NOUN
aiti-13355	75	6	:	:	PUNCT
aiti-13355	75	7	the	the	DET
aiti-13355	75	8	work	work	NOUN
aiti-13355	75	9	begins	begin	VERB
aiti-13355	75	10	with	with	ADP
aiti-13355	75	11	the	the	DET
aiti-13355	75	12	collection	collection	NOUN
aiti-13355	75	13	and	and	CCONJ
aiti-13355	75	14	familiarization	familiarization	NOUN
aiti-13355	75	15	of	of	ADP
aiti-13355	75	16	the	the	DET
aiti-13355	75	17	geolocation	geolocation	NOUN
aiti-13355	75	18	data	datum	NOUN
aiti-13355	75	19	of	of	ADP
aiti-13355	75	20	medicinal	medicinal	ADJ
aiti-13355	75	21	plants	plant	NOUN
aiti-13355	75	22	.	.	PUNCT
aiti-13355	76	1	principal	principal	ADJ
aiti-13355	76	2	component	component	NOUN
aiti-13355	76	3	analysis	analysis	NOUN
aiti-13355	76	4	(	(	PUNCT
aiti-13355	76	5	pca	pca	NOUN
aiti-13355	76	6	)	)	PUNCT
aiti-13355	76	7	is	be	AUX
aiti-13355	76	8	employed	employ	VERB
aiti-13355	76	9	in	in	ADP
aiti-13355	76	10	exploratory	exploratory	ADJ
aiti-13355	76	11	data	datum	NOUN
aiti-13355	76	12	analysis	analysis	NOUN
aiti-13355	76	13	to	to	PART
aiti-13355	76	14	minimize	minimize	VERB
aiti-13355	76	15	dimensionality	dimensionality	NOUN
aiti-13355	76	16	,	,	PUNCT
aiti-13355	76	17	concurrently	concurrently	ADV
aiti-13355	76	18	optimizing	optimize	VERB
aiti-13355	76	19	the	the	DET
aiti-13355	76	20	dataset	dataset	NOUN
aiti-13355	76	21	for	for	ADP
aiti-13355	76	22	ml	ml	PROPN
aiti-13355	76	23	.	.	PUNCT
aiti-13355	77	1	this	this	DET
aiti-13355	77	2	step	step	NOUN
aiti-13355	77	3	is	be	AUX
aiti-13355	77	4	an	an	DET
aiti-13355	77	5	especially	especially	ADV
aiti-13355	77	6	crucial	crucial	ADJ
aiti-13355	77	7	factor	factor	NOUN
aiti-13355	77	8	in	in	ADP
aiti-13355	77	9	identifying	identify	VERB
aiti-13355	77	10	key	key	ADJ
aiti-13355	77	11	variables	variable	NOUN
aiti-13355	77	12	and	and	CCONJ
aiti-13355	77	13	assessing	assess	VERB
aiti-13355	77	14	data	datum	NOUN
aiti-13355	77	15	quality	quality	NOUN
aiti-13355	77	16	,	,	PUNCT
aiti-13355	77	17	ensuring	ensure	VERB
aiti-13355	77	18	builders	builder	NOUN
aiti-13355	77	19	of	of	ADP
aiti-13355	77	20	subsequent	subsequent	ADJ
aiti-13355	77	21	phases	phase	NOUN
aiti-13355	77	22	construct	construct	VERB
aiti-13355	77	23	them	they	PRON
aiti-13355	77	24	on	on	ADP
aiti-13355	77	25	a	a	DET
aiti-13355	77	26	solid	solid	ADJ
aiti-13355	77	27	understanding	understanding	NOUN
aiti-13355	77	28	of	of	ADP
aiti-13355	77	29	the	the	DET
aiti-13355	77	30	dataset	dataset	NOUN
aiti-13355	77	31	’s	’s	PART
aiti-13355	77	32	characteristics	characteristic	NOUN
aiti-13355	77	33	.	.	PUNCT
aiti-13355	78	1	88	88	NUM
aiti-13355	78	2	advances	advance	NOUN
aiti-13355	78	3	in	in	ADP
aiti-13355	78	4	technology	technology	NOUN
aiti-13355	78	5	innovation	innovation	NOUN
aiti-13355	78	6	,	,	PUNCT
aiti-13355	78	7	vol	vol	NOUN
aiti-13355	78	8	.	.	PROPN
aiti-13355	78	9	9	9	NUM
aiti-13355	78	10	,	,	PUNCT
aiti-13355	78	11	no	no	INTJ
aiti-13355	78	12	.	.	NOUN
aiti-13355	78	13	2	2	NUM
aiti-13355	78	14	,	,	PUNCT
aiti-13355	78	15	2024	2024	NUM
aiti-13355	78	16	,	,	PUNCT
aiti-13355	78	17	pp	pp	ADJ
aiti-13355	78	18	.	.	PUNCT
aiti-13355	78	19	85	85	NUM
aiti-13355	78	20	-	-	SYM
aiti-13355	78	21	98	98	NUM
aiti-13355	78	22	phase	phase	NOUN
aiti-13355	78	23	3	3	NUM
aiti-13355	78	24	:	:	PUNCT
aiti-13355	78	25	data	datum	NOUN
aiti-13355	78	26	preparation	preparation	NOUN
aiti-13355	78	27	:	:	PUNCT
aiti-13355	78	28	this	this	DET
aiti-13355	78	29	phase	phase	NOUN
aiti-13355	78	30	focused	focus	VERB
aiti-13355	78	31	on	on	ADP
aiti-13355	78	32	finalizing	finalize	VERB
aiti-13355	78	33	the	the	DET
aiti-13355	78	34	dataset	dataset	NOUN
aiti-13355	78	35	’s	’s	PART
aiti-13355	78	36	structure	structure	NOUN
aiti-13355	78	37	,	,	PUNCT
aiti-13355	78	38	engaging	engage	VERB
aiti-13355	78	39	in	in	ADP
aiti-13355	78	40	thorough	thorough	ADJ
aiti-13355	78	41	data	datum	NOUN
aiti-13355	78	42	pre	pre	ADJ
aiti-13355	78	43	-	-	NOUN
aiti-13355	78	44	processing	processing	ADJ
aiti-13355	78	45	,	,	PUNCT
aiti-13355	78	46	including	include	VERB
aiti-13355	78	47	data	data	NOUN
aiti-13355	78	48	visualization	visualization	NOUN
aiti-13355	78	49	,	,	PUNCT
aiti-13355	78	50	cleaning	cleaning	NOUN
aiti-13355	78	51	,	,	PUNCT
aiti-13355	78	52	handling	handle	VERB
aiti-13355	78	53	data	datum	NOUN
aiti-13355	78	54	gaps	gap	NOUN
aiti-13355	78	55	,	,	PUNCT
aiti-13355	78	56	and	and	CCONJ
aiti-13355	78	57	managing	manage	VERB
aiti-13355	78	58	outliers	outlier	NOUN
aiti-13355	78	59	.	.	PUNCT
aiti-13355	79	1	feature	feature	NOUN
aiti-13355	79	2	engineering	engineering	NOUN
aiti-13355	79	3	improves	improve	VERB
aiti-13355	79	4	the	the	DET
aiti-13355	79	5	prediction	prediction	NOUN
aiti-13355	79	6	ability	ability	NOUN
aiti-13355	79	7	of	of	ADP
aiti-13355	79	8	models	model	NOUN
aiti-13355	79	9	by	by	ADP
aiti-13355	79	10	generating	generate	VERB
aiti-13355	79	11	new	new	ADJ
aiti-13355	79	12	features	feature	NOUN
aiti-13355	79	13	or	or	CCONJ
aiti-13355	79	14	modifying	modify	VERB
aiti-13355	79	15	current	current	ADJ
aiti-13355	79	16	ones	one	NOUN
aiti-13355	79	17	.	.	PUNCT
aiti-13355	80	1	the	the	DET
aiti-13355	80	2	dataset	dataset	NOUN
aiti-13355	80	3	was	be	AUX
aiti-13355	80	4	divided	divide	VERB
aiti-13355	80	5	into	into	ADP
aiti-13355	80	6	sets	set	NOUN
aiti-13355	80	7	for	for	ADP
aiti-13355	80	8	training	training	NOUN
aiti-13355	80	9	and	and	CCONJ
aiti-13355	80	10	testing	testing	NOUN
aiti-13355	80	11	to	to	PART
aiti-13355	80	12	ensure	ensure	VERB
aiti-13355	80	13	a	a	DET
aiti-13355	80	14	thorough	thorough	ADJ
aiti-13355	80	15	training	training	NOUN
aiti-13355	80	16	of	of	ADP
aiti-13355	80	17	the	the	DET
aiti-13355	80	18	model	model	NOUN
aiti-13355	80	19	approach	approach	NOUN
aiti-13355	80	20	and	and	CCONJ
aiti-13355	80	21	enable	enable	VERB
aiti-13355	80	22	practical	practical	ADJ
aiti-13355	80	23	performance	performance	NOUN
aiti-13355	80	24	evaluation	evaluation	NOUN
aiti-13355	80	25	to	to	PART
aiti-13355	80	26	present	present	VERB
aiti-13355	80	27	new	new	ADJ
aiti-13355	80	28	data	datum	NOUN
aiti-13355	80	29	.	.	PUNCT
aiti-13355	81	1	this	this	DET
aiti-13355	81	2	preparation	preparation	NOUN
aiti-13355	81	3	phase	phase	NOUN
aiti-13355	81	4	seamlessly	seamlessly	ADV
aiti-13355	81	5	connected	connect	VERB
aiti-13355	81	6	data	datum	NOUN
aiti-13355	81	7	understanding	understanding	NOUN
aiti-13355	81	8	with	with	ADP
aiti-13355	81	9	the	the	DET
aiti-13355	81	10	modeling	modeling	NOUN
aiti-13355	81	11	phase	phase	NOUN
aiti-13355	81	12	,	,	PUNCT
aiti-13355	81	13	establishing	establish	VERB
aiti-13355	81	14	a	a	DET
aiti-13355	81	15	robust	robust	ADJ
aiti-13355	81	16	foundation	foundation	NOUN
aiti-13355	81	17	for	for	ADP
aiti-13355	81	18	the	the	DET
aiti-13355	81	19	precise	precise	ADJ
aiti-13355	81	20	geolocation	geolocation	NOUN
aiti-13355	81	21	of	of	ADP
aiti-13355	81	22	medicinal	medicinal	ADJ
aiti-13355	81	23	plants	plant	NOUN
aiti-13355	81	24	through	through	ADP
aiti-13355	81	25	advanced	advanced	ADJ
aiti-13355	81	26	ml	ml	NOUN
aiti-13355	81	27	techniques	technique	NOUN
aiti-13355	81	28	.	.	PUNCT
aiti-13355	82	1	phase	phase	NOUN
aiti-13355	82	2	4	4	NUM
aiti-13355	82	3	:	:	PUNCT
aiti-13355	82	4	modeling	modeling	NOUN
aiti-13355	82	5	:	:	PUNCT
aiti-13355	82	6	this	this	DET
aiti-13355	82	7	phase	phase	NOUN
aiti-13355	82	8	utilizes	utilize	VERB
aiti-13355	82	9	10	10	NUM
aiti-13355	82	10	-	-	ADJ
aiti-13355	82	11	fold	fold	ADJ
aiti-13355	82	12	cross	cross	NOUN
aiti-13355	82	13	-	-	NOUN
aiti-13355	82	14	validation	validation	NOUN
aiti-13355	82	15	to	to	PART
aiti-13355	82	16	assess	assess	VERB
aiti-13355	82	17	the	the	DET
aiti-13355	82	18	effectiveness	effectiveness	NOUN
aiti-13355	82	19	of	of	ADP
aiti-13355	82	20	chosen	choose	VERB
aiti-13355	82	21	ml	ml	NOUN
aiti-13355	82	22	algorithms	algorithm	NOUN
aiti-13355	82	23	.	.	PUNCT
aiti-13355	83	1	this	this	DET
aiti-13355	83	2	approach	approach	NOUN
aiti-13355	83	3	ensures	ensure	VERB
aiti-13355	83	4	the	the	DET
aiti-13355	83	5	robustness	robustness	NOUN
aiti-13355	83	6	of	of	ADP
aiti-13355	83	7	the	the	DET
aiti-13355	83	8	evaluation	evaluation	NOUN
aiti-13355	83	9	and	and	CCONJ
aiti-13355	83	10	no	no	DET
aiti-13355	83	11	overfitting	overfitte	VERB
aiti-13355	83	12	models	model	NOUN
aiti-13355	83	13	.	.	PUNCT
aiti-13355	84	1	furthermore	furthermore	ADV
aiti-13355	84	2	,	,	PUNCT
aiti-13355	84	3	hyperparameter	hyperparameter	NOUN
aiti-13355	84	4	tuning	tuning	NOUN
aiti-13355	84	5	was	be	AUX
aiti-13355	84	6	applied	apply	VERB
aiti-13355	84	7	,	,	PUNCT
aiti-13355	84	8	optimizing	optimize	VERB
aiti-13355	84	9	each	each	DET
aiti-13355	84	10	model	model	NOUN
aiti-13355	84	11	’s	’s	PART
aiti-13355	84	12	performance	performance	NOUN
aiti-13355	84	13	.	.	PUNCT
aiti-13355	85	1	phase	phase	NOUN
aiti-13355	85	2	5	5	NUM
aiti-13355	85	3	:	:	PUNCT
aiti-13355	85	4	evaluation	evaluation	NOUN
aiti-13355	85	5	:	:	PUNCT
aiti-13355	85	6	this	this	DET
aiti-13355	85	7	phase	phase	NOUN
aiti-13355	85	8	assesses	assess	VERB
aiti-13355	85	9	each	each	DET
aiti-13355	85	10	model	model	NOUN
aiti-13355	85	11	’s	’s	PART
aiti-13355	85	12	accuracy	accuracy	NOUN
aiti-13355	85	13	,	,	PUNCT
aiti-13355	85	14	precision	precision	NOUN
aiti-13355	85	15	,	,	PUNCT
aiti-13355	85	16	recall	recall	NOUN
aiti-13355	85	17	,	,	PUNCT
aiti-13355	85	18	and	and	CCONJ
aiti-13355	85	19	f1	f1	NOUN
aiti-13355	85	20	score	score	NOUN
aiti-13355	85	21	alongside	alongside	ADP
aiti-13355	85	22	computational	computational	ADJ
aiti-13355	85	23	time	time	NOUN
aiti-13355	85	24	efficiency	efficiency	NOUN
aiti-13355	85	25	metrics	metric	NOUN
aiti-13355	85	26	such	such	ADJ
aiti-13355	85	27	as	as	ADP
aiti-13355	85	28	training	training	NOUN
aiti-13355	85	29	and	and	CCONJ
aiti-13355	85	30	prediction	prediction	NOUN
aiti-13355	85	31	time	time	NOUN
aiti-13355	85	32	.	.	PUNCT
aiti-13355	86	1	this	this	DET
aiti-13355	86	2	comprehensive	comprehensive	ADJ
aiti-13355	86	3	evaluation	evaluation	NOUN
aiti-13355	86	4	yields	yield	VERB
aiti-13355	86	5	a	a	DET
aiti-13355	86	6	thorough	thorough	ADJ
aiti-13355	86	7	comparison	comparison	NOUN
aiti-13355	86	8	of	of	ADP
aiti-13355	86	9	the	the	DET
aiti-13355	86	10	models	model	NOUN
aiti-13355	86	11	,	,	PUNCT
aiti-13355	86	12	identifying	identify	VERB
aiti-13355	86	13	which	which	DET
aiti-13355	86	14	algorithm	algorithm	NOUN
aiti-13355	86	15	offers	offer	VERB
aiti-13355	86	16	the	the	DET
aiti-13355	86	17	best	good	ADJ
aiti-13355	86	18	balance	balance	NOUN
aiti-13355	86	19	of	of	ADP
aiti-13355	86	20	predictive	predictive	ADJ
aiti-13355	86	21	accuracy	accuracy	NOUN
aiti-13355	86	22	and	and	CCONJ
aiti-13355	86	23	efficiency	efficiency	NOUN
aiti-13355	86	24	.	.	PUNCT
aiti-13355	87	1	the	the	DET
aiti-13355	87	2	interpretation	interpretation	NOUN
aiti-13355	87	3	of	of	ADP
aiti-13355	87	4	results	result	NOUN
aiti-13355	87	5	is	be	AUX
aiti-13355	87	6	critical	critical	ADJ
aiti-13355	87	7	at	at	ADP
aiti-13355	87	8	this	this	DET
aiti-13355	87	9	stage	stage	NOUN
aiti-13355	87	10	,	,	PUNCT
aiti-13355	87	11	extending	extend	VERB
aiti-13355	87	12	insights	insight	NOUN
aiti-13355	87	13	into	into	ADP
aiti-13355	87	14	the	the	DET
aiti-13355	87	15	models	model	NOUN
aiti-13355	87	16	’	’	PART
aiti-13355	87	17	performance	performance	NOUN
aiti-13355	87	18	and	and	CCONJ
aiti-13355	87	19	practical	practical	ADJ
aiti-13355	87	20	implications	implication	NOUN
aiti-13355	87	21	herein	herein	NOUN
aiti-13355	87	22	.	.	PUNCT
aiti-13355	88	1	phase	phase	NOUN
aiti-13355	88	2	6	6	NUM
aiti-13355	88	3	:	:	PUNCT
aiti-13355	88	4	deployment	deployment	NOUN
aiti-13355	88	5	:	:	PUNCT
aiti-13355	88	6	emphasizing	emphasize	VERB
aiti-13355	88	7	the	the	DET
aiti-13355	88	8	interpretation	interpretation	NOUN
aiti-13355	88	9	of	of	ADP
aiti-13355	88	10	results	result	NOUN
aiti-13355	88	11	and	and	CCONJ
aiti-13355	88	12	communication	communication	NOUN
aiti-13355	88	13	to	to	ADP
aiti-13355	88	14	stakeholders	stakeholder	NOUN
aiti-13355	88	15	to	to	PART
aiti-13355	88	16	ensure	ensure	VERB
aiti-13355	88	17	the	the	DET
aiti-13355	88	18	accessibility	accessibility	NOUN
aiti-13355	88	19	and	and	CCONJ
aiti-13355	88	20	feasibility	feasibility	NOUN
aiti-13355	88	21	of	of	ADP
aiti-13355	88	22	research	research	NOUN
aiti-13355	88	23	outcomes	outcome	NOUN
aiti-13355	88	24	.	.	PUNCT
aiti-13355	89	1	fig	fig	NOUN
aiti-13355	89	2	.	.	PUNCT
aiti-13355	90	1	1	1	NUM
aiti-13355	90	2	research	research	NOUN
aiti-13355	90	3	methodology	methodology	NOUN
aiti-13355	90	4	advances	advance	NOUN
aiti-13355	90	5	in	in	ADP
aiti-13355	90	6	technology	technology	NOUN
aiti-13355	90	7	innovation	innovation	NOUN
aiti-13355	90	8	,	,	PUNCT
aiti-13355	90	9	vol	vol	NOUN
aiti-13355	90	10	.	.	PROPN
aiti-13355	91	1	9	9	NUM
aiti-13355	91	2	,	,	PUNCT
aiti-13355	91	3	no	no	INTJ
aiti-13355	91	4	.	.	NOUN
aiti-13355	91	5	2	2	NUM
aiti-13355	91	6	,	,	PUNCT
aiti-13355	91	7	2024	2024	NUM
aiti-13355	91	8	,	,	PUNCT
aiti-13355	91	9	pp	pp	ADJ
aiti-13355	91	10	.	.	PUNCT
aiti-13355	92	1	85	85	NUM
aiti-13355	92	2	-	-	SYM
aiti-13355	92	3	98	98	NUM
aiti-13355	92	4	89	89	NUM
aiti-13355	92	5	2.1	2.1	NUM
aiti-13355	92	6	.	.	PUNCT
aiti-13355	93	1	dataset	dataset	NOUN
aiti-13355	93	2	and	and	CCONJ
aiti-13355	93	3	study	study	NOUN
aiti-13355	93	4	area	area	NOUN
aiti-13355	93	5	the	the	DET
aiti-13355	93	6	dataset	dataset	NOUN
aiti-13355	93	7	,	,	PUNCT
aiti-13355	93	8	comprising	comprise	VERB
aiti-13355	93	9	13	13	NUM
aiti-13355	93	10	features	feature	NOUN
aiti-13355	93	11	detailed	detail	VERB
aiti-13355	93	12	in	in	ADP
aiti-13355	93	13	table	table	NOUN
aiti-13355	93	14	1	1	NUM
aiti-13355	93	15	,	,	PUNCT
aiti-13355	93	16	was	be	AUX
aiti-13355	93	17	curated	curate	VERB
aiti-13355	93	18	through	through	ADP
aiti-13355	93	19	interviews	interview	NOUN
aiti-13355	93	20	,	,	PUNCT
aiti-13355	93	21	focus	focus	NOUN
aiti-13355	93	22	groups	group	NOUN
aiti-13355	93	23	,	,	PUNCT
aiti-13355	93	24	online	online	ADJ
aiti-13355	93	25	research	research	NOUN
aiti-13355	93	26	,	,	PUNCT
aiti-13355	93	27	and	and	CCONJ
aiti-13355	93	28	fieldwork	fieldwork	NOUN
aiti-13355	93	29	,	,	PUNCT
aiti-13355	93	30	employing	employ	VERB
aiti-13355	93	31	diverse	diverse	ADJ
aiti-13355	93	32	sampling	sampling	NOUN
aiti-13355	93	33	methods	method	NOUN
aiti-13355	93	34	for	for	ADP
aiti-13355	93	35	comprehensive	comprehensive	ADJ
aiti-13355	93	36	representation	representation	NOUN
aiti-13355	93	37	.	.	PUNCT
aiti-13355	94	1	table	table	NOUN
aiti-13355	94	2	2	2	NUM
aiti-13355	94	3	showcases	showcase	NOUN
aiti-13355	94	4	descriptive	descriptive	ADJ
aiti-13355	94	5	statistics	statistic	NOUN
aiti-13355	94	6	from	from	ADP
aiti-13355	94	7	2,212	2,212	NUM
aiti-13355	94	8	observations	observation	NOUN
aiti-13355	94	9	on	on	ADP
aiti-13355	94	10	critical	critical	ADJ
aiti-13355	94	11	environmental	environmental	ADJ
aiti-13355	94	12	factors	factor	NOUN
aiti-13355	94	13	crucial	crucial	ADJ
aiti-13355	94	14	for	for	ADP
aiti-13355	94	15	evaluating	evaluate	VERB
aiti-13355	94	16	ml	ml	ADP
aiti-13355	94	17	algorithms	algorithm	NOUN
aiti-13355	94	18	in	in	ADP
aiti-13355	94	19	medicinal	medicinal	ADJ
aiti-13355	94	20	plant	plant	NOUN
aiti-13355	94	21	geolocation	geolocation	NOUN
aiti-13355	94	22	.	.	PUNCT
aiti-13355	95	1	additionally	additionally	ADV
aiti-13355	95	2	,	,	PUNCT
aiti-13355	95	3	fig	fig	NOUN
aiti-13355	95	4	.	.	NOUN
aiti-13355	95	5	2	2	NUM
aiti-13355	95	6	visually	visually	ADV
aiti-13355	95	7	represents	represent	VERB
aiti-13355	95	8	the	the	DET
aiti-13355	95	9	sample	sample	NOUN
aiti-13355	95	10	data	datum	NOUN
aiti-13355	95	11	from	from	ADP
aiti-13355	95	12	the	the	DET
aiti-13355	95	13	dataset	dataset	NOUN
aiti-13355	95	14	,	,	PUNCT
aiti-13355	95	15	proffering	proffer	VERB
aiti-13355	95	16	complementary	complementary	ADJ
aiti-13355	95	17	insights	insight	NOUN
aiti-13355	95	18	.	.	PUNCT
aiti-13355	96	1	table	table	NOUN
aiti-13355	96	2	1	1	NUM
aiti-13355	96	3	dataset	dataset	NOUN
aiti-13355	96	4	’s	’s	PART
aiti-13355	96	5	feature	feature	NOUN
aiti-13355	96	6	descriptions	description	NOUN
aiti-13355	96	7	feature	feature	VERB
aiti-13355	96	8	description	description	NOUN
aiti-13355	96	9	source	source	NOUN
aiti-13355	96	10	longitude	longitude	PROPN
aiti-13355	96	11	east	east	PROPN
aiti-13355	96	12	-	-	PUNCT
aiti-13355	96	13	west	west	PROPN
aiti-13355	96	14	position	position	NOUN
aiti-13355	96	15	of	of	ADP
aiti-13355	96	16	a	a	DET
aiti-13355	96	17	plant	plant	NOUN
aiti-13355	96	18	fieldwork	fieldwork	NOUN
aiti-13355	96	19	latitude	latitude	NOUN
aiti-13355	96	20	north	north	NOUN
aiti-13355	96	21	-	-	PUNCT
aiti-13355	96	22	south	south	NOUN
aiti-13355	96	23	position	position	NOUN
aiti-13355	96	24	of	of	ADP
aiti-13355	96	25	a	a	DET
aiti-13355	96	26	plant	plant	NOUN
aiti-13355	96	27	fieldwork	fieldwork	NOUN
aiti-13355	96	28	temperature	temperature	NOUN
aiti-13355	96	29	average	average	ADJ
aiti-13355	96	30	temperature	temperature	NOUN
aiti-13355	96	31	relevant	relevant	ADJ
aiti-13355	96	32	to	to	PART
aiti-13355	96	33	plant	plant	VERB
aiti-13355	96	34	growth	growth	NOUN
aiti-13355	96	35	online	online	ADJ
aiti-13355	96	36	precipitation	precipitation	NOUN
aiti-13355	96	37	levels	level	NOUN
aiti-13355	96	38	influencing	influence	VERB
aiti-13355	96	39	plant	plant	NOUN
aiti-13355	96	40	distribution	distribution	NOUN
aiti-13355	96	41	and	and	CCONJ
aiti-13355	96	42	health	health	NOUN
aiti-13355	96	43	online	online	ADJ
aiti-13355	96	44	soil	soil	NOUN
aiti-13355	96	45	ph	ph	NOUN
aiti-13355	96	46	soil	soil	NOUN
aiti-13355	96	47	acidity	acidity	NOUN
aiti-13355	96	48	or	or	CCONJ
aiti-13355	96	49	alkalinity	alkalinity	NOUN
aiti-13355	96	50	essential	essential	ADJ
aiti-13355	96	51	for	for	ADP
aiti-13355	96	52	plant	plant	NOUN
aiti-13355	96	53	growth	growth	NOUN
aiti-13355	96	54	online	online	ADJ
aiti-13355	96	55	elevation	elevation	NOUN
aiti-13355	96	56	the	the	DET
aiti-13355	96	57	plant	plant	NOUN
aiti-13355	96	58	’s	’s	PART
aiti-13355	96	59	growth	growth	NOUN
aiti-13355	96	60	environment	environment	NOUN
aiti-13355	96	61	is	be	AUX
aiti-13355	96	62	indicated	indicate	VERB
aiti-13355	96	63	by	by	ADP
aiti-13355	96	64	height	height	NOUN
aiti-13355	96	65	above	above	ADP
aiti-13355	96	66	sea	sea	NOUN
aiti-13355	96	67	level	level	NOUN
aiti-13355	96	68	online	online	ADJ
aiti-13355	96	69	medplantname	medplantname	NOUN
aiti-13355	96	70	names	name	NOUN
aiti-13355	96	71	for	for	ADP
aiti-13355	96	72	categorizing	categorize	VERB
aiti-13355	96	73	medicinal	medicinal	ADJ
aiti-13355	96	74	plant	plant	NOUN
aiti-13355	96	75	species	specie	NOUN
aiti-13355	96	76	fieldwork	fieldwork	NOUN
aiti-13355	96	77	street	street	NOUN
aiti-13355	96	78	the	the	DET
aiti-13355	96	79	specific	specific	ADJ
aiti-13355	96	80	street	street	NOUN
aiti-13355	96	81	number	number	NOUN
aiti-13355	96	82	of	of	ADP
aiti-13355	96	83	the	the	DET
aiti-13355	96	84	medicinal	medicinal	ADJ
aiti-13355	96	85	plant	plant	NOUN
aiti-13355	96	86	’s	’s	PART
aiti-13355	96	87	location	location	NOUN
aiti-13355	96	88	.	.	PUNCT
aiti-13355	97	1	fieldwork	fieldwork	PROPN
aiti-13355	97	2	barangay	barangay	PROPN
aiti-13355	97	3	local	local	ADJ
aiti-13355	97	4	district	district	NOUN
aiti-13355	97	5	or	or	CCONJ
aiti-13355	97	6	division	division	NOUN
aiti-13355	97	7	of	of	ADP
aiti-13355	97	8	the	the	DET
aiti-13355	97	9	plant	plant	NOUN
aiti-13355	97	10	’s	’s	PART
aiti-13355	97	11	location	location	NOUN
aiti-13355	97	12	.	.	PUNCT
aiti-13355	98	1	fieldwork	fieldwork	NOUN
aiti-13355	98	2	municipality	municipality	PROPN
aiti-13355	98	3	the	the	DET
aiti-13355	98	4	town	town	NOUN
aiti-13355	98	5	or	or	CCONJ
aiti-13355	98	6	city	city	NOUN
aiti-13355	98	7	jurisdiction	jurisdiction	NOUN
aiti-13355	98	8	of	of	ADP
aiti-13355	98	9	the	the	DET
aiti-13355	98	10	plant	plant	NOUN
aiti-13355	98	11	’s	’s	PART
aiti-13355	98	12	location	location	NOUN
aiti-13355	98	13	.	.	PUNCT
aiti-13355	99	1	fieldwork	fieldwork	NOUN
aiti-13355	99	2	province	province	PROPN
aiti-13355	99	3	larger	large	ADJ
aiti-13355	99	4	administrative	administrative	ADJ
aiti-13355	99	5	division	division	NOUN
aiti-13355	99	6	of	of	ADP
aiti-13355	99	7	the	the	DET
aiti-13355	99	8	plant	plant	NOUN
aiti-13355	99	9	’s	’s	PART
aiti-13355	99	10	location	location	NOUN
aiti-13355	99	11	fieldwork	fieldwork	NOUN
aiti-13355	99	12	datecollected	datecollecte	VERB
aiti-13355	99	13	recording	recording	NOUN
aiti-13355	99	14	date	date	NOUN
aiti-13355	99	15	of	of	ADP
aiti-13355	99	16	geolocation	geolocation	NOUN
aiti-13355	99	17	and	and	CCONJ
aiti-13355	99	18	environmental	environmental	ADJ
aiti-13355	99	19	data	datum	NOUN
aiti-13355	99	20	fieldwork	fieldwork	PROPN
aiti-13355	99	21	present	present	ADJ
aiti-13355	99	22	binary	binary	ADJ
aiti-13355	99	23	indicator	indicator	NOUN
aiti-13355	99	24	of	of	ADP
aiti-13355	99	25	the	the	DET
aiti-13355	99	26	plant	plant	NOUN
aiti-13355	99	27	’s	’s	PART
aiti-13355	99	28	presence	presence	NOUN
aiti-13355	99	29	or	or	CCONJ
aiti-13355	99	30	absence	absence	NOUN
aiti-13355	99	31	fieldwork	fieldwork	NOUN
aiti-13355	99	32	table	table	NOUN
aiti-13355	99	33	2	2	NUM
aiti-13355	99	34	medicinal	medicinal	ADJ
aiti-13355	99	35	plants	plant	NOUN
aiti-13355	99	36	’	'	PUNCT
aiti-13355	99	37	dataset	dataset	VERB
aiti-13355	99	38	descriptive	descriptive	ADJ
aiti-13355	99	39	statistics	statistic	NOUN
aiti-13355	99	40	descriptive	descriptive	ADJ
aiti-13355	99	41	statistics	statistics	PROPN
aiti-13355	99	42	latitude	latitude	NOUN
aiti-13355	99	43	longitude	longitude	PROPN
aiti-13355	99	44	elevation	elevation	NOUN
aiti-13355	99	45	precipitation	precipitation	NOUN
aiti-13355	99	46	soil	soil	NOUN
aiti-13355	99	47	ph	ph	NOUN
aiti-13355	99	48	temperature	temperature	NOUN
aiti-13355	99	49	ispresent	ispresent	VERB
aiti-13355	99	50	valid	valid	ADJ
aiti-13355	99	51	2212	2212	NUM
aiti-13355	99	52	2212	2212	NUM
aiti-13355	99	53	2212	2212	NUM
aiti-13355	99	54	2212	2212	NUM
aiti-13355	99	55	2212	2212	NUM
aiti-13355	99	56	2212	2212	NUM
aiti-13355	99	57	2212	2212	NUM
aiti-13355	99	58	missing	miss	VERB
aiti-13355	99	59	0	0	NUM
aiti-13355	99	60	0	0	NUM
aiti-13355	99	61	0	0	NUM
aiti-13355	99	62	0	0	NUM
aiti-13355	99	63	0	0	NUM
aiti-13355	99	64	0	0	NUM
aiti-13355	99	65	0	0	NUM
aiti-13355	99	66	mode	mode	NOUN
aiti-13355	99	67	13.594	13.594	NUM
aiti-13355	99	68	*	*	SYM
aiti-13355	99	69	124.205	124.205	NUM
aiti-13355	99	70	*	*	PUNCT
aiti-13355	99	71	38.000	38.000	NUM
aiti-13355	99	72	*	*	NOUN
aiti-13355	99	73	1.311	1.311	NUM
aiti-13355	99	74	*	*	NOUN
aiti-13355	99	75	55.000	55.000	NUM
aiti-13355	99	76	*	*	SYM
aiti-13355	99	77	28.996	28.996	NUM
aiti-13355	99	78	*	*	SYM
aiti-13355	99	79	1.000	1.000	NUM
aiti-13355	99	80	*	*	PUNCT
aiti-13355	99	81	median	median	NOUN
aiti-13355	99	82	13.589	13.589	NUM
aiti-13355	99	83	124.207	124.207	NUM
aiti-13355	99	84	38.000	38.000	NUM
aiti-13355	99	85	1.311	1.311	NUM
aiti-13355	99	86	55.000	55.000	NUM
aiti-13355	99	87	28.996	28.996	NUM
aiti-13355	99	88	1.000	1.000	NUM
aiti-13355	99	89	mean	mean	NOUN
aiti-13355	99	90	13.589	13.589	NUM
aiti-13355	99	91	124.208	124.208	NUM
aiti-13355	99	92	37.684	37.684	NUM
aiti-13355	99	93	1.311	1.311	NUM
aiti-13355	99	94	54.921	54.921	NUM
aiti-13355	99	95	28.668	28.668	NUM
aiti-13355	99	96	0.965	0.965	NUM
aiti-13355	99	97	std	std	NOUN
aiti-13355	99	98	.	.	PUNCT
aiti-13355	99	99	deviation	deviation	NOUN
aiti-13355	99	100	0.009	0.009	NUM
aiti-13355	99	101	0.006	0.006	NUM
aiti-13355	99	102	13.852	13.852	NUM
aiti-13355	99	103	0.002	0.002	NUM
aiti-13355	99	104	0.273	0.273	NUM
aiti-13355	99	105	0.570	0.570	NUM
aiti-13355	99	106	0.183	0.183	NUM
aiti-13355	99	107	minimum	minimum	NOUN
aiti-13355	99	108	13.584	13.584	NUM
aiti-13355	99	109	124.203	124.203	NUM
aiti-13355	99	110	10.000	10.000	NUM
aiti-13355	99	111	1.311	1.311	NUM
aiti-13355	99	112	53.000	53.000	NUM
aiti-13355	99	113	24.436	24.436	NUM
aiti-13355	99	114	0.000	0.000	NUM
aiti-13355	99	115	maximum	maximum	NOUN
aiti-13355	99	116	13.871	13.871	NUM
aiti-13355	99	117	124.230	124.230	NUM
aiti-13355	99	118	484.000	484.000	NUM
aiti-13355	99	119	1.380	1.380	NUM
aiti-13355	99	120	55.000	55.000	NUM
aiti-13355	99	121	28.996	28.996	NUM
aiti-13355	99	122	1.000	1.000	NUM
aiti-13355	99	123	*	*	NOUN
aiti-13355	99	124	the	the	DET
aiti-13355	99	125	mode	mode	NOUN
aiti-13355	99	126	is	be	AUX
aiti-13355	99	127	computed	compute	VERB
aiti-13355	99	128	assuming	assume	VERB
aiti-13355	99	129	that	that	SCONJ
aiti-13355	99	130	variables	variable	NOUN
aiti-13355	99	131	are	be	AUX
aiti-13355	99	132	discreet	discreet	ADJ
aiti-13355	99	133	.	.	PUNCT
aiti-13355	100	1	fig	fig	NOUN
aiti-13355	100	2	.	.	PUNCT
aiti-13355	101	1	2	2	NUM
aiti-13355	101	2	dataset	dataset	NOUN
aiti-13355	101	3	’s	’s	PART
aiti-13355	101	4	sample	sample	NOUN
aiti-13355	101	5	data	datum	NOUN
aiti-13355	101	6	the	the	DET
aiti-13355	101	7	study	study	NOUN
aiti-13355	101	8	,	,	PUNCT
aiti-13355	101	9	underscoring	underscore	VERB
aiti-13355	101	10	the	the	DET
aiti-13355	101	11	cruciality	cruciality	NOUN
aiti-13355	101	12	of	of	ADP
aiti-13355	101	13	the	the	DET
aiti-13355	101	14	dataset	dataset	NOUN
aiti-13355	101	15	in	in	ADP
aiti-13355	101	16	examining	examine	VERB
aiti-13355	101	17	environmental	environmental	ADJ
aiti-13355	101	18	impacts	impact	NOUN
aiti-13355	101	19	and	and	CCONJ
aiti-13355	101	20	refining	refine	VERB
aiti-13355	101	21	the	the	DET
aiti-13355	101	22	accuracy	accuracy	NOUN
aiti-13355	101	23	of	of	ADP
aiti-13355	101	24	ml	ml	ADP
aiti-13355	101	25	algorithms	algorithm	NOUN
aiti-13355	101	26	,	,	PUNCT
aiti-13355	101	27	is	be	AUX
aiti-13355	101	28	centered	center	VERB
aiti-13355	101	29	on	on	ADP
aiti-13355	101	30	the	the	DET
aiti-13355	101	31	locations	location	NOUN
aiti-13355	101	32	of	of	ADP
aiti-13355	101	33	medicinal	medicinal	ADJ
aiti-13355	101	34	plants	plant	NOUN
aiti-13355	101	35	in	in	ADP
aiti-13355	101	36	three	three	NUM
aiti-13355	101	37	barangays	barangay	NOUN
aiti-13355	101	38	within	within	ADP
aiti-13355	101	39	virac	virac	PROPN
aiti-13355	101	40	,	,	PUNCT
aiti-13355	101	41	catanduanes	catanduane	NOUN
aiti-13355	101	42	,	,	PUNCT
aiti-13355	101	43	philippines	philippine	NOUN
aiti-13355	101	44	—	—	PUNCT
aiti-13355	101	45	i.e.	i.e.	X
aiti-13355	101	46	,	,	PUNCT
aiti-13355	101	47	calatagan	calatagan	VERB
aiti-13355	101	48	proper	proper	ADJ
aiti-13355	101	49	,	,	PUNCT
aiti-13355	101	50	calatagan	calatagan	ADJ
aiti-13355	101	51	tibang	tibang	NOUN
aiti-13355	101	52	,	,	PUNCT
aiti-13355	101	53	and	and	CCONJ
aiti-13355	101	54	sogod	sogod	NOUN
aiti-13355	101	55	-	-	PUNCT
aiti-13355	101	56	tibgao	tibgao	NOUN
aiti-13355	101	57	bliss	bliss	ADJ
aiti-13355	101	58	,	,	PUNCT
aiti-13355	101	59	as	as	SCONJ
aiti-13355	101	60	depicted	depict	VERB
aiti-13355	101	61	in	in	ADP
aiti-13355	101	62	fig	fig	NOUN
aiti-13355	101	63	.	.	PUNCT
aiti-13355	102	1	3	3	X
aiti-13355	102	2	.	.	X
aiti-13355	102	3	integrating	integrate	VERB
aiti-13355	102	4	geospatial	geospatial	NOUN
aiti-13355	102	5	,	,	PUNCT
aiti-13355	102	6	environmental	environmental	ADJ
aiti-13355	102	7	,	,	PUNCT
aiti-13355	102	8	and	and	CCONJ
aiti-13355	102	9	local	local	ADJ
aiti-13355	102	10	knowledge	knowledge	NOUN
aiti-13355	102	11	domains	domain	NOUN
aiti-13355	102	12	amplifies	amplify	VERB
aiti-13355	102	13	the	the	DET
aiti-13355	102	14	dataset	dataset	NOUN
aiti-13355	102	15	’s	’s	PART
aiti-13355	102	16	utility	utility	NOUN
aiti-13355	102	17	,	,	PUNCT
aiti-13355	102	18	laying	lay	VERB
aiti-13355	102	19	a	a	DET
aiti-13355	102	20	sturdy	sturdy	ADJ
aiti-13355	102	21	groundwork	groundwork	NOUN
aiti-13355	102	22	for	for	ADP
aiti-13355	102	23	leveraging	leverage	VERB
aiti-13355	102	24	ml	ml	NOUN
aiti-13355	102	25	techniques	technique	NOUN
aiti-13355	102	26	to	to	PART
aiti-13355	102	27	accomplish	accomplish	VERB
aiti-13355	102	28	the	the	DET
aiti-13355	102	29	research	research	NOUN
aiti-13355	102	30	objectives	objective	NOUN
aiti-13355	102	31	effectively	effectively	ADV
aiti-13355	102	32	.	.	PUNCT
aiti-13355	103	1	90	90	NUM
aiti-13355	103	2	advances	advance	NOUN
aiti-13355	103	3	in	in	ADP
aiti-13355	103	4	technology	technology	NOUN
aiti-13355	103	5	innovation	innovation	NOUN
aiti-13355	103	6	,	,	PUNCT
aiti-13355	103	7	vol	vol	NOUN
aiti-13355	103	8	.	.	PROPN
aiti-13355	103	9	9	9	NUM
aiti-13355	103	10	,	,	PUNCT
aiti-13355	103	11	no	no	INTJ
aiti-13355	103	12	.	.	NOUN
aiti-13355	103	13	2	2	NUM
aiti-13355	103	14	,	,	PUNCT
aiti-13355	103	15	2024	2024	NUM
aiti-13355	103	16	,	,	PUNCT
aiti-13355	103	17	pp	pp	ADJ
aiti-13355	103	18	.	.	PUNCT
aiti-13355	103	19	85	85	NUM
aiti-13355	103	20	-	-	SYM
aiti-13355	103	21	98	98	NUM
aiti-13355	103	22	fig	fig	NOUN
aiti-13355	103	23	.	.	PUNCT
aiti-13355	104	1	3	3	NUM
aiti-13355	104	2	geolocations	geolocation	NOUN
aiti-13355	104	3	of	of	ADP
aiti-13355	104	4	medicinal	medicinal	ADJ
aiti-13355	104	5	plants	plant	NOUN
aiti-13355	104	6	in	in	ADP
aiti-13355	104	7	three	three	NUM
aiti-13355	104	8	barangays	barangay	NOUN
aiti-13355	104	9	of	of	ADP
aiti-13355	104	10	virac	virac	PROPN
aiti-13355	104	11	,	,	PUNCT
aiti-13355	104	12	catanduanes	catanduane	VERB
aiti-13355	104	13	2.2	2.2	NUM
aiti-13355	104	14	.	.	PUNCT
aiti-13355	105	1	data	datum	NOUN
aiti-13355	105	2	analysis	analysis	NOUN
aiti-13355	105	3	before	before	ADP
aiti-13355	105	4	model	model	NOUN
aiti-13355	105	5	development	development	NOUN
aiti-13355	105	6	,	,	PUNCT
aiti-13355	105	7	conducting	conduct	VERB
aiti-13355	105	8	a	a	DET
aiti-13355	105	9	comprehensive	comprehensive	ADJ
aiti-13355	105	10	dataset	dataset	NOUN
aiti-13355	105	11	analysis	analysis	NOUN
aiti-13355	105	12	is	be	AUX
aiti-13355	105	13	crucial	crucial	ADJ
aiti-13355	105	14	.	.	PUNCT
aiti-13355	106	1	pca	pca	PROPN
aiti-13355	106	2	was	be	AUX
aiti-13355	106	3	an	an	DET
aiti-13355	106	4	essential	essential	ADJ
aiti-13355	106	5	technique	technique	NOUN
aiti-13355	106	6	for	for	ADP
aiti-13355	106	7	reducing	reduce	VERB
aiti-13355	106	8	the	the	DET
aiti-13355	106	9	dataset	dataset	NOUN
aiti-13355	106	10	’s	’s	PART
aiti-13355	106	11	complexity	complexity	NOUN
aiti-13355	106	12	.	.	PUNCT
aiti-13355	107	1	as	as	SCONJ
aiti-13355	107	2	depicted	depict	VERB
aiti-13355	107	3	in	in	ADP
aiti-13355	107	4	fig	fig	NOUN
aiti-13355	107	5	.	.	PUNCT
aiti-13355	108	1	4	4	NUM
aiti-13355	108	2	,	,	PUNCT
aiti-13355	108	3	pca	pca	NOUN
aiti-13355	108	4	condensed	condense	VERB
aiti-13355	108	5	the	the	DET
aiti-13355	108	6	vast	vast	ADJ
aiti-13355	108	7	variations	variation	NOUN
aiti-13355	108	8	within	within	ADP
aiti-13355	108	9	the	the	DET
aiti-13355	108	10	data	datum	NOUN
aiti-13355	108	11	into	into	ADP
aiti-13355	108	12	new	new	ADJ
aiti-13355	108	13	,	,	PUNCT
aiti-13355	108	14	orthogonal	orthogonal	ADJ
aiti-13355	108	15	variables	variable	NOUN
aiti-13355	108	16	,	,	PUNCT
aiti-13355	108	17	thereby	thereby	ADV
aiti-13355	108	18	revealing	reveal	VERB
aiti-13355	108	19	significant	significant	ADJ
aiti-13355	108	20	patterns	pattern	NOUN
aiti-13355	108	21	.	.	PUNCT
aiti-13355	109	1	specifically	specifically	ADV
aiti-13355	109	2	,	,	PUNCT
aiti-13355	109	3	the	the	DET
aiti-13355	109	4	first	first	ADJ
aiti-13355	109	5	principal	principal	ADJ
aiti-13355	109	6	component	component	NOUN
aiti-13355	109	7	(	(	PUNCT
aiti-13355	109	8	pc1	pc1	PROPN
aiti-13355	109	9	)	)	PUNCT
aiti-13355	109	10	accounted	account	VERB
aiti-13355	109	11	for	for	ADP
aiti-13355	109	12	50.12	50.12	NUM
aiti-13355	109	13	%	%	NOUN
aiti-13355	109	14	of	of	ADP
aiti-13355	109	15	the	the	DET
aiti-13355	109	16	variance	variance	NOUN
aiti-13355	109	17	,	,	PUNCT
aiti-13355	109	18	highlighting	highlight	VERB
aiti-13355	109	19	the	the	DET
aiti-13355	109	20	importance	importance	NOUN
aiti-13355	109	21	of	of	ADP
aiti-13355	109	22	latitude	latitude	NOUN
aiti-13355	109	23	,	,	PUNCT
aiti-13355	109	24	elevation	elevation	NOUN
aiti-13355	109	25	,	,	PUNCT
aiti-13355	109	26	and	and	CCONJ
aiti-13355	109	27	precipitation	precipitation	NOUN
aiti-13355	109	28	.	.	PUNCT
aiti-13355	110	1	these	these	DET
aiti-13355	110	2	variables	variable	NOUN
aiti-13355	110	3	indicate	indicate	VERB
aiti-13355	110	4	an	an	DET
aiti-13355	110	5	environmental	environmental	ADJ
aiti-13355	110	6	gradient	gradient	NOUN
aiti-13355	110	7	crucial	crucial	ADJ
aiti-13355	110	8	for	for	ADP
aiti-13355	110	9	the	the	DET
aiti-13355	110	10	distribution	distribution	NOUN
aiti-13355	110	11	and	and	CCONJ
aiti-13355	110	12	diversity	diversity	NOUN
aiti-13355	110	13	of	of	ADP
aiti-13355	110	14	medicinal	medicinal	ADJ
aiti-13355	110	15	plants	plant	NOUN
aiti-13355	110	16	,	,	PUNCT
aiti-13355	110	17	influencing	influence	VERB
aiti-13355	110	18	their	their	PRON
aiti-13355	110	19	growth	growth	NOUN
aiti-13355	110	20	and	and	CCONJ
aiti-13355	110	21	characteristics	characteristic	NOUN
aiti-13355	110	22	.	.	PUNCT
aiti-13355	111	1	the	the	DET
aiti-13355	111	2	second	second	ADJ
aiti-13355	111	3	principal	principal	ADJ
aiti-13355	111	4	component	component	NOUN
aiti-13355	111	5	(	(	PUNCT
aiti-13355	111	6	pc2	pc2	PROPN
aiti-13355	111	7	)	)	PUNCT
aiti-13355	111	8	,	,	PUNCT
aiti-13355	111	9	contributing	contribute	VERB
aiti-13355	111	10	an	an	DET
aiti-13355	111	11	additional	additional	ADJ
aiti-13355	111	12	41.17	41.17	NUM
aiti-13355	111	13	%	%	NOUN
aiti-13355	111	14	to	to	ADP
aiti-13355	111	15	the	the	DET
aiti-13355	111	16	variance	variance	NOUN
aiti-13355	111	17	,	,	PUNCT
aiti-13355	111	18	emphasized	emphasize	VERB
aiti-13355	111	19	the	the	DET
aiti-13355	111	20	roles	role	NOUN
aiti-13355	111	21	of	of	ADP
aiti-13355	111	22	longitude	longitude	NOUN
aiti-13355	111	23	,	,	PUNCT
aiti-13355	111	24	soil	soil	NOUN
aiti-13355	111	25	ph	ph	VERB
aiti-13355	111	26	,	,	PUNCT
aiti-13355	111	27	and	and	CCONJ
aiti-13355	111	28	elevation	elevation	NOUN
aiti-13355	111	29	,	,	PUNCT
aiti-13355	111	30	further	far	ADV
aiti-13355	111	31	illustrating	illustrate	VERB
aiti-13355	111	32	the	the	DET
aiti-13355	111	33	complex	complex	ADJ
aiti-13355	111	34	relationship	relationship	NOUN
aiti-13355	111	35	between	between	ADP
aiti-13355	111	36	geographical	geographical	ADJ
aiti-13355	111	37	and	and	CCONJ
aiti-13355	111	38	environmental	environmental	ADJ
aiti-13355	111	39	factors	factor	NOUN
aiti-13355	111	40	in	in	ADP
aiti-13355	111	41	determining	determine	VERB
aiti-13355	111	42	plant	plant	NOUN
aiti-13355	111	43	characteristics	characteristic	NOUN
aiti-13355	111	44	.	.	PUNCT
aiti-13355	112	1	together	together	ADV
aiti-13355	112	2	,	,	PUNCT
aiti-13355	112	3	pc1	pc1	PROPN
aiti-13355	112	4	and	and	CCONJ
aiti-13355	112	5	pc2	pc2	NOUN
aiti-13355	112	6	encapsulated	encapsulate	VERB
aiti-13355	112	7	91.29	91.29	NUM
aiti-13355	112	8	%	%	NOUN
aiti-13355	112	9	of	of	ADP
aiti-13355	112	10	the	the	DET
aiti-13355	112	11	total	total	ADJ
aiti-13355	112	12	variance	variance	NOUN
aiti-13355	112	13	,	,	PUNCT
aiti-13355	112	14	effectively	effectively	ADV
aiti-13355	112	15	reducing	reduce	VERB
aiti-13355	112	16	the	the	DET
aiti-13355	112	17	dimensionality	dimensionality	NOUN
aiti-13355	112	18	of	of	ADP
aiti-13355	112	19	the	the	DET
aiti-13355	112	20	dataset	dataset	NOUN
aiti-13355	112	21	while	while	SCONJ
aiti-13355	112	22	retaining	retain	VERB
aiti-13355	112	23	the	the	DET
aiti-13355	112	24	essence	essence	NOUN
aiti-13355	112	25	of	of	ADP
aiti-13355	112	26	the	the	DET
aiti-13355	112	27	information	information	NOUN
aiti-13355	112	28	.	.	PUNCT
aiti-13355	113	1	this	this	DET
aiti-13355	113	2	reduction	reduction	NOUN
aiti-13355	113	3	facilitates	facilitate	VERB
aiti-13355	113	4	easier	easy	ADJ
aiti-13355	113	5	visualization	visualization	NOUN
aiti-13355	113	6	,	,	PUNCT
aiti-13355	113	7	comprehension	comprehension	NOUN
aiti-13355	113	8	,	,	PUNCT
aiti-13355	113	9	and	and	CCONJ
aiti-13355	113	10	application	application	NOUN
aiti-13355	113	11	in	in	ADP
aiti-13355	113	12	subsequent	subsequent	ADJ
aiti-13355	113	13	analyses	analysis	NOUN
aiti-13355	113	14	or	or	CCONJ
aiti-13355	113	15	decision	decision	NOUN
aiti-13355	113	16	-	-	PUNCT
aiti-13355	113	17	making	make	VERB
aiti-13355	113	18	processes	process	NOUN
aiti-13355	113	19	related	relate	VERB
aiti-13355	113	20	to	to	ADP
aiti-13355	113	21	medicinal	medicinal	ADJ
aiti-13355	113	22	plants	plant	NOUN
aiti-13355	113	23	.	.	PUNCT
aiti-13355	114	1	fig	fig	NOUN
aiti-13355	114	2	.	.	PUNCT
aiti-13355	115	1	4	4	NUM
aiti-13355	115	2	principal	principal	ADJ
aiti-13355	115	3	component	component	NOUN
aiti-13355	115	4	analysis	analysis	NOUN
aiti-13355	115	5	(	(	PUNCT
aiti-13355	115	6	pca	pca	NOUN
aiti-13355	115	7	)	)	PUNCT
aiti-13355	115	8	results	result	VERB
aiti-13355	115	9	advances	advance	NOUN
aiti-13355	115	10	in	in	ADP
aiti-13355	115	11	technology	technology	NOUN
aiti-13355	115	12	innovation	innovation	NOUN
aiti-13355	115	13	,	,	PUNCT
aiti-13355	115	14	vol	vol	NOUN
aiti-13355	115	15	.	.	PROPN
aiti-13355	116	1	9	9	NUM
aiti-13355	116	2	,	,	PUNCT
aiti-13355	116	3	no	no	INTJ
aiti-13355	116	4	.	.	NOUN
aiti-13355	116	5	2	2	NUM
aiti-13355	116	6	,	,	PUNCT
aiti-13355	116	7	2024	2024	NUM
aiti-13355	116	8	,	,	PUNCT
aiti-13355	116	9	pp	pp	ADJ
aiti-13355	116	10	.	.	PUNCT
aiti-13355	117	1	85	85	NUM
aiti-13355	117	2	-	-	SYM
aiti-13355	117	3	98	98	NUM
aiti-13355	117	4	91	91	NUM
aiti-13355	117	5	the	the	DET
aiti-13355	117	6	pca	pca	NOUN
aiti-13355	117	7	loading	loading	NOUN
aiti-13355	117	8	plot	plot	NOUN
aiti-13355	117	9	,	,	PUNCT
aiti-13355	117	10	as	as	SCONJ
aiti-13355	117	11	detailed	detail	VERB
aiti-13355	117	12	,	,	PUNCT
aiti-13355	117	13	underscores	underscore	VERB
aiti-13355	117	14	the	the	DET
aiti-13355	117	15	significance	significance	NOUN
aiti-13355	117	16	of	of	ADP
aiti-13355	117	17	variables	variable	NOUN
aiti-13355	117	18	like	like	ADP
aiti-13355	117	19	longitude	longitude	NOUN
aiti-13355	117	20	,	,	PUNCT
aiti-13355	117	21	latitude	latitude	NOUN
aiti-13355	117	22	,	,	PUNCT
aiti-13355	117	23	temperature	temperature	NOUN
aiti-13355	117	24	,	,	PUNCT
aiti-13355	117	25	elevation	elevation	NOUN
aiti-13355	117	26	,	,	PUNCT
aiti-13355	117	27	precipitation	precipitation	NOUN
aiti-13355	117	28	,	,	PUNCT
aiti-13355	117	29	and	and	CCONJ
aiti-13355	117	30	soil	soil	NOUN
aiti-13355	117	31	ph	ph	VERB
aiti-13355	117	32	in	in	ADP
aiti-13355	117	33	defining	define	VERB
aiti-13355	117	34	the	the	DET
aiti-13355	117	35	traits	trait	NOUN
aiti-13355	117	36	of	of	ADP
aiti-13355	117	37	medicinal	medicinal	ADJ
aiti-13355	117	38	plants	plant	NOUN
aiti-13355	117	39	.	.	PUNCT
aiti-13355	118	1	by	by	ADP
aiti-13355	118	2	streamlining	streamline	VERB
aiti-13355	118	3	the	the	DET
aiti-13355	118	4	dataset	dataset	NOUN
aiti-13355	118	5	through	through	ADP
aiti-13355	118	6	this	this	DET
aiti-13355	118	7	efficient	efficient	ADJ
aiti-13355	118	8	dimensionality	dimensionality	NOUN
aiti-13355	118	9	reduction	reduction	NOUN
aiti-13355	118	10	,	,	PUNCT
aiti-13355	118	11	the	the	DET
aiti-13355	118	12	computational	computational	ADJ
aiti-13355	118	13	efficiency	efficiency	NOUN
aiti-13355	118	14	of	of	ADP
aiti-13355	118	15	the	the	DET
aiti-13355	118	16	machine	machine	NOUN
aiti-13355	118	17	learning	learning	NOUN
aiti-13355	118	18	models	model	NOUN
aiti-13355	118	19	targeting	target	VERB
aiti-13355	118	20	medicinal	medicinal	ADJ
aiti-13355	118	21	plant	plant	NOUN
aiti-13355	118	22	geolocation	geolocation	NOUN
aiti-13355	118	23	was	be	AUX
aiti-13355	118	24	significantly	significantly	ADV
aiti-13355	118	25	enhanced	enhance	VERB
aiti-13355	118	26	.	.	PUNCT
aiti-13355	119	1	this	this	DET
aiti-13355	119	2	strategic	strategic	ADJ
aiti-13355	119	3	leverage	leverage	NOUN
aiti-13355	119	4	of	of	ADP
aiti-13355	119	5	pca	pca	NOUN
aiti-13355	119	6	insights	insight	NOUN
aiti-13355	119	7	during	during	ADP
aiti-13355	119	8	the	the	DET
aiti-13355	119	9	model	model	NOUN
aiti-13355	119	10	development	development	NOUN
aiti-13355	119	11	phase	phase	NOUN
aiti-13355	119	12	enabled	enable	VERB
aiti-13355	119	13	thorough	thorough	ADJ
aiti-13355	119	14	empirical	empirical	ADJ
aiti-13355	119	15	testing	testing	NOUN
aiti-13355	119	16	,	,	PUNCT
aiti-13355	119	17	assessing	assess	VERB
aiti-13355	119	18	the	the	DET
aiti-13355	119	19	influence	influence	NOUN
aiti-13355	119	20	of	of	ADP
aiti-13355	119	21	the	the	DET
aiti-13355	119	22	identified	identify	VERB
aiti-13355	119	23	principal	principal	ADJ
aiti-13355	119	24	components	component	NOUN
aiti-13355	119	25	on	on	ADP
aiti-13355	119	26	the	the	DET
aiti-13355	119	27	algorithms	algorithm	NOUN
aiti-13355	119	28	’	'	PUNCT
aiti-13355	119	29	predictive	predictive	ADJ
aiti-13355	119	30	accuracy	accuracy	NOUN
aiti-13355	119	31	and	and	CCONJ
aiti-13355	119	32	computational	computational	ADJ
aiti-13355	119	33	performance	performance	NOUN
aiti-13355	119	34	.	.	PUNCT
aiti-13355	120	1	this	this	DET
aiti-13355	120	2	methodology	methodology	NOUN
aiti-13355	120	3	not	not	PART
aiti-13355	120	4	only	only	ADV
aiti-13355	120	5	affirmed	affirm	VERB
aiti-13355	120	6	pca	pca	PROPN
aiti-13355	120	7	’s	’s	PART
aiti-13355	120	8	critical	critical	ADJ
aiti-13355	120	9	role	role	NOUN
aiti-13355	120	10	in	in	ADP
aiti-13355	120	11	optimizing	optimize	VERB
aiti-13355	120	12	machine	machine	NOUN
aiti-13355	120	13	learning	learn	VERB
aiti-13355	120	14	workflows	workflow	NOUN
aiti-13355	120	15	but	but	CCONJ
aiti-13355	120	16	also	also	ADV
aiti-13355	120	17	highlighted	highlight	VERB
aiti-13355	120	18	its	its	PRON
aiti-13355	120	19	importance	importance	NOUN
aiti-13355	120	20	in	in	ADP
aiti-13355	120	21	studies	study	NOUN
aiti-13355	120	22	that	that	PRON
aiti-13355	120	23	demand	demand	VERB
aiti-13355	120	24	a	a	DET
aiti-13355	120	25	nuanced	nuanced	ADJ
aiti-13355	120	26	comprehension	comprehension	NOUN
aiti-13355	120	27	of	of	ADP
aiti-13355	120	28	complex	complex	ADJ
aiti-13355	120	29	,	,	PUNCT
aiti-13355	120	30	multidimensional	multidimensional	ADJ
aiti-13355	120	31	data	datum	NOUN
aiti-13355	120	32	for	for	ADP
aiti-13355	120	33	the	the	DET
aiti-13355	120	34	effective	effective	ADJ
aiti-13355	120	35	conservation	conservation	NOUN
aiti-13355	120	36	,	,	PUNCT
aiti-13355	120	37	analysis	analysis	NOUN
aiti-13355	120	38	,	,	PUNCT
aiti-13355	120	39	and	and	CCONJ
aiti-13355	120	40	sustainable	sustainable	ADJ
aiti-13355	120	41	utilization	utilization	NOUN
aiti-13355	120	42	of	of	ADP
aiti-13355	120	43	medicinal	medicinal	ADJ
aiti-13355	120	44	plant	plant	NOUN
aiti-13355	120	45	resources	resource	NOUN
aiti-13355	120	46	.	.	PUNCT
aiti-13355	121	1	2.3	2.3	NUM
aiti-13355	121	2	.	.	PUNCT
aiti-13355	122	1	data	datum	NOUN
aiti-13355	122	2	pre	pre	ADJ
aiti-13355	122	3	-	-	NOUN
aiti-13355	122	4	processing	process	VERB
aiti-13355	122	5	for	for	ADP
aiti-13355	122	6	ml	ml	NOUN
aiti-13355	122	7	research	research	NOUN
aiti-13355	122	8	,	,	PUNCT
aiti-13355	122	9	it	it	PRON
aiti-13355	122	10	’s	’	VERB
aiti-13355	122	11	indispensable	indispensable	ADJ
aiti-13355	122	12	to	to	PART
aiti-13355	122	13	conduct	conduct	VERB
aiti-13355	122	14	data	datum	NOUN
aiti-13355	122	15	preprocessing	preprocessing	NOUN
aiti-13355	122	16	,	,	PUNCT
aiti-13355	122	17	addressing	address	VERB
aiti-13355	122	18	discrepancies	discrepancy	NOUN
aiti-13355	122	19	in	in	ADP
aiti-13355	122	20	coordinate	coordinate	NOUN
aiti-13355	122	21	formats	format	NOUN
aiti-13355	122	22	and	and	CCONJ
aiti-13355	122	23	plant	plant	NOUN
aiti-13355	122	24	species	specie	NOUN
aiti-13355	122	25	identification	identification	NOUN
aiti-13355	122	26	for	for	ADP
aiti-13355	122	27	geographical	geographical	ADJ
aiti-13355	122	28	and	and	CCONJ
aiti-13355	122	29	botanical	botanical	ADJ
aiti-13355	122	30	precision	precision	NOUN
aiti-13355	122	31	.	.	PUNCT
aiti-13355	123	1	the	the	DET
aiti-13355	123	2	study	study	NOUN
aiti-13355	123	3	employs	employ	VERB
aiti-13355	123	4	data	datum	NOUN
aiti-13355	123	5	cleansing	cleansing	NOUN
aiti-13355	123	6	outlier	outlier	NOUN
aiti-13355	123	7	management	management	NOUN
aiti-13355	123	8	alongside	alongside	ADP
aiti-13355	123	9	a	a	DET
aiti-13355	123	10	70	70	NUM
aiti-13355	123	11	%	%	NOUN
aiti-13355	123	12	training	training	NOUN
aiti-13355	123	13	and	and	CCONJ
aiti-13355	123	14	30	30	NUM
aiti-13355	123	15	%	%	NOUN
aiti-13355	123	16	testing	testing	NOUN
aiti-13355	123	17	split	split	NOUN
aiti-13355	123	18	[	[	X
aiti-13355	123	19	29	29	NUM
aiti-13355	123	20	]	]	PUNCT
aiti-13355	123	21	for	for	ADP
aiti-13355	123	22	practical	practical	ADJ
aiti-13355	123	23	model	model	NOUN
aiti-13355	123	24	fitting	fitting	ADJ
aiti-13355	123	25	or	or	CCONJ
aiti-13355	123	26	training	training	NOUN
aiti-13355	123	27	and	and	CCONJ
aiti-13355	123	28	evaluation	evaluation	NOUN
aiti-13355	123	29	.	.	PUNCT
aiti-13355	124	1	through	through	ADP
aiti-13355	124	2	feature	feature	NOUN
aiti-13355	124	3	engineering	engineering	NOUN
aiti-13355	124	4	,	,	PUNCT
aiti-13355	124	5	environmental	environmental	ADJ
aiti-13355	124	6	variables	variable	NOUN
aiti-13355	124	7	are	be	AUX
aiti-13355	124	8	transformed	transform	VERB
aiti-13355	124	9	into	into	ADP
aiti-13355	124	10	crucial	crucial	ADJ
aiti-13355	124	11	predictors	predictor	NOUN
aiti-13355	124	12	,	,	PUNCT
aiti-13355	124	13	emphasizing	emphasize	VERB
aiti-13355	124	14	thorough	thorough	ADJ
aiti-13355	124	15	preparation	preparation	NOUN
aiti-13355	124	16	to	to	PART
aiti-13355	124	17	improve	improve	VERB
aiti-13355	124	18	the	the	DET
aiti-13355	124	19	precision	precision	NOUN
aiti-13355	124	20	of	of	ADP
aiti-13355	124	21	ml	ml	NOUN
aiti-13355	124	22	and	and	CCONJ
aiti-13355	124	23	its	its	PRON
aiti-13355	124	24	impact	impact	NOUN
aiti-13355	124	25	on	on	ADP
aiti-13355	124	26	predictive	predictive	ADJ
aiti-13355	124	27	analysis	analysis	NOUN
aiti-13355	124	28	.	.	PUNCT
aiti-13355	125	1	2.4	2.4	NUM
aiti-13355	125	2	.	.	PUNCT
aiti-13355	125	3	machine	machine	NOUN
aiti-13355	125	4	learning	learn	VERB
aiti-13355	125	5	techniques	technique	NOUN
aiti-13355	125	6	model	model	NOUN
aiti-13355	125	7	it	it	PRON
aiti-13355	125	8	is	be	AUX
aiti-13355	125	9	necessary	necessary	ADJ
aiti-13355	125	10	to	to	PART
aiti-13355	125	11	select	select	VERB
aiti-13355	125	12	ml	ml	ADP
aiti-13355	125	13	algorithms	algorithm	NOUN
aiti-13355	125	14	like	like	ADP
aiti-13355	125	15	gbm	gbm	NOUN
aiti-13355	125	16	,	,	PUNCT
aiti-13355	125	17	rf	rf	ADJ
aiti-13355	125	18	,	,	PUNCT
aiti-13355	125	19	and	and	CCONJ
aiti-13355	125	20	svm	svm	VERB
aiti-13355	125	21	for	for	ADP
aiti-13355	125	22	precisely	precisely	ADV
aiti-13355	125	23	geolocating	geolocate	VERB
aiti-13355	125	24	medicinal	medicinal	ADJ
aiti-13355	125	25	plants	plant	NOUN
aiti-13355	125	26	,	,	PUNCT
aiti-13355	125	27	driven	drive	VERB
aiti-13355	125	28	by	by	ADP
aiti-13355	125	29	their	their	PRON
aiti-13355	125	30	substantiated	substantiate	VERB
aiti-13355	125	31	effectiveness	effectiveness	NOUN
aiti-13355	125	32	and	and	CCONJ
aiti-13355	125	33	suitability	suitability	NOUN
aiti-13355	125	34	for	for	ADP
aiti-13355	125	35	the	the	DET
aiti-13355	125	36	dataset	dataset	NOUN
aiti-13355	125	37	’s	’s	PART
aiti-13355	125	38	specific	specific	ADJ
aiti-13355	125	39	characteristics	characteristic	NOUN
aiti-13355	125	40	.	.	PUNCT
aiti-13355	126	1	researchers	researcher	NOUN
aiti-13355	126	2	opt	opt	VERB
aiti-13355	126	3	for	for	ADP
aiti-13355	126	4	these	these	DET
aiti-13355	126	5	algorithms	algorithm	NOUN
aiti-13355	126	6	considering	consider	VERB
aiti-13355	126	7	their	their	PRON
aiti-13355	126	8	capacity	capacity	NOUN
aiti-13355	126	9	to	to	PART
aiti-13355	126	10	accurately	accurately	ADV
aiti-13355	126	11	predict	predict	VERB
aiti-13355	126	12	plant	plant	NOUN
aiti-13355	126	13	locations	location	NOUN
aiti-13355	126	14	based	base	VERB
aiti-13355	126	15	on	on	ADP
aiti-13355	126	16	curated	curate	VERB
aiti-13355	126	17	attributes	attribute	NOUN
aiti-13355	126	18	,	,	PUNCT
aiti-13355	126	19	highlighting	highlight	VERB
aiti-13355	126	20	the	the	DET
aiti-13355	126	21	importance	importance	NOUN
aiti-13355	126	22	of	of	ADP
aiti-13355	126	23	algorithm	algorithm	NOUN
aiti-13355	126	24	selection	selection	NOUN
aiti-13355	126	25	in	in	ADP
aiti-13355	126	26	enhancing	enhance	VERB
aiti-13355	126	27	research	research	NOUN
aiti-13355	126	28	efficiency	efficiency	NOUN
aiti-13355	126	29	.	.	PUNCT
aiti-13355	127	1	2.4.1	2.4.1	X
aiti-13355	127	2	.	.	PUNCT
aiti-13355	127	3	gradient	gradient	ADJ
aiti-13355	127	4	boosting	boost	VERB
aiti-13355	127	5	machine	machine	NOUN
aiti-13355	127	6	deploying	deploy	VERB
aiti-13355	127	7	gbm	gbm	NOUN
aiti-13355	127	8	enables	enable	VERB
aiti-13355	127	9	researchers	researcher	NOUN
aiti-13355	127	10	to	to	PART
aiti-13355	127	11	iteratively	iteratively	ADV
aiti-13355	127	12	enhance	enhance	VERB
aiti-13355	127	13	predictions	prediction	NOUN
aiti-13355	127	14	by	by	ADP
aiti-13355	127	15	assembling	assemble	VERB
aiti-13355	127	16	weak	weak	ADJ
aiti-13355	127	17	models	model	NOUN
aiti-13355	127	18	into	into	ADP
aiti-13355	127	19	more	more	ADV
aiti-13355	127	20	accurate	accurate	ADJ
aiti-13355	127	21	composite	composite	ADJ
aiti-13355	127	22	models	model	NOUN
aiti-13355	127	23	drives	drive	VERB
aiti-13355	127	24	its	its	PRON
aiti-13355	127	25	selection	selection	NOUN
aiti-13355	127	26	.	.	PUNCT
aiti-13355	128	1	it	it	PRON
aiti-13355	128	2	excels	excel	VERB
aiti-13355	128	3	in	in	ADP
aiti-13355	128	4	refining	refining	NOUN
aiti-13355	128	5	predictions	prediction	NOUN
aiti-13355	128	6	for	for	ADP
aiti-13355	128	7	complex	complex	ADJ
aiti-13355	128	8	patterns	pattern	NOUN
aiti-13355	128	9	in	in	ADP
aiti-13355	128	10	geospatial	geospatial	ADJ
aiti-13355	128	11	and	and	CCONJ
aiti-13355	128	12	environmental	environmental	ADJ
aiti-13355	128	13	data	datum	NOUN
aiti-13355	128	14	related	relate	VERB
aiti-13355	128	15	to	to	ADP
aiti-13355	128	16	medicinal	medicinal	ADJ
aiti-13355	128	17	plant	plant	NOUN
aiti-13355	128	18	habitats	habitat	NOUN
aiti-13355	128	19	.	.	PUNCT
aiti-13355	129	1	therefore	therefore	ADV
aiti-13355	129	2	,	,	PUNCT
aiti-13355	129	3	the	the	DET
aiti-13355	129	4	strength	strength	NOUN
aiti-13355	129	5	is	be	AUX
aiti-13355	129	6	evident	evident	ADJ
aiti-13355	129	7	in	in	ADP
aiti-13355	129	8	intricate	intricate	ADJ
aiti-13355	129	9	and	and	CCONJ
aiti-13355	129	10	nonlinear	nonlinear	ADJ
aiti-13355	129	11	relationships	relationship	NOUN
aiti-13355	129	12	between	between	ADP
aiti-13355	129	13	factors	factor	NOUN
aiti-13355	129	14	.	.	PUNCT
aiti-13355	130	1	nonetheless	nonetheless	ADV
aiti-13355	130	2	,	,	PUNCT
aiti-13355	130	3	the	the	DET
aiti-13355	130	4	sequential	sequential	ADJ
aiti-13355	130	5	and	and	CCONJ
aiti-13355	130	6	iterative	iterative	ADJ
aiti-13355	130	7	nature	nature	NOUN
aiti-13355	130	8	affixed	affix	VERB
aiti-13355	130	9	to	to	ADP
aiti-13355	130	10	this	this	DET
aiti-13355	130	11	method	method	NOUN
aiti-13355	130	12	requires	require	VERB
aiti-13355	130	13	significant	significant	ADJ
aiti-13355	130	14	computational	computational	ADJ
aiti-13355	130	15	resources	resource	NOUN
aiti-13355	130	16	,	,	PUNCT
aiti-13355	130	17	which	which	PRON
aiti-13355	130	18	is	be	AUX
aiti-13355	130	19	decisive	decisive	ADJ
aiti-13355	130	20	in	in	ADP
aiti-13355	130	21	the	the	DET
aiti-13355	130	22	efficiency	efficiency	NOUN
aiti-13355	130	23	objectives	objective	NOUN
aiti-13355	130	24	.	.	PUNCT
aiti-13355	131	1	still	still	ADV
aiti-13355	131	2	,	,	PUNCT
aiti-13355	131	3	the	the	DET
aiti-13355	131	4	potential	potential	ADJ
aiti-13355	131	5	trade	trade	NOUN
aiti-13355	131	6	-	-	PUNCT
aiti-13355	131	7	off	off	NOUN
aiti-13355	131	8	in	in	ADP
aiti-13355	131	9	computation	computation	NOUN
aiti-13355	131	10	time	time	NOUN
aiti-13355	131	11	might	might	AUX
aiti-13355	131	12	be	be	AUX
aiti-13355	131	13	warranted	warrant	VERB
aiti-13355	131	14	if	if	SCONJ
aiti-13355	131	15	gbm	gbm	PROPN
aiti-13355	131	16	outpaces	outpace	VERB
aiti-13355	131	17	the	the	DET
aiti-13355	131	18	accuracy	accuracy	NOUN
aiti-13355	131	19	of	of	ADP
aiti-13355	131	20	other	other	ADJ
aiti-13355	131	21	models	model	NOUN
aiti-13355	131	22	.	.	PUNCT
aiti-13355	132	1	consequently	consequently	ADV
aiti-13355	132	2	,	,	PUNCT
aiti-13355	132	3	gbm	gbm	PROPN
aiti-13355	132	4	emerges	emerge	VERB
aiti-13355	132	5	as	as	ADP
aiti-13355	132	6	a	a	DET
aiti-13355	132	7	formidable	formidable	ADJ
aiti-13355	132	8	option	option	NOUN
aiti-13355	132	9	for	for	ADP
aiti-13355	132	10	accurately	accurately	ADV
aiti-13355	132	11	determining	determine	VERB
aiti-13355	132	12	the	the	DET
aiti-13355	132	13	geolocation	geolocation	NOUN
aiti-13355	132	14	of	of	ADP
aiti-13355	132	15	medicinal	medicinal	ADJ
aiti-13355	132	16	plants	plant	NOUN
aiti-13355	132	17	,	,	PUNCT
aiti-13355	132	18	promising	promise	VERB
aiti-13355	132	19	to	to	PART
aiti-13355	132	20	enhance	enhance	VERB
aiti-13355	132	21	the	the	DET
aiti-13355	132	22	precision	precision	NOUN
aiti-13355	132	23	of	of	ADP
aiti-13355	132	24	plant	plant	NOUN
aiti-13355	132	25	location	location	NOUN
aiti-13355	132	26	efforts	effort	NOUN
aiti-13355	132	27	and	and	CCONJ
aiti-13355	132	28	contribute	contribute	VERB
aiti-13355	132	29	positively	positively	ADV
aiti-13355	132	30	to	to	ADP
aiti-13355	132	31	ecological	ecological	ADJ
aiti-13355	132	32	conservation	conservation	NOUN
aiti-13355	132	33	and	and	CCONJ
aiti-13355	132	34	pharmaceutical	pharmaceutical	NOUN
aiti-13355	132	35	research	research	NOUN
aiti-13355	132	36	.	.	PUNCT
aiti-13355	133	1	2.4.2	2.4.2	X
aiti-13355	133	2	.	.	PUNCT
aiti-13355	133	3	random	random	ADJ
aiti-13355	133	4	forest	forest	NOUN
aiti-13355	133	5	due	due	ADP
aiti-13355	133	6	to	to	ADP
aiti-13355	133	7	its	its	PRON
aiti-13355	133	8	durability	durability	NOUN
aiti-13355	133	9	and	and	CCONJ
aiti-13355	133	10	forecast	forecast	NOUN
aiti-13355	133	11	accuracy	accuracy	NOUN
aiti-13355	133	12	,	,	PUNCT
aiti-13355	133	13	the	the	DET
aiti-13355	133	14	rf	rf	ADJ
aiti-13355	133	15	algorithm	algorithm	NOUN
aiti-13355	133	16	is	be	AUX
aiti-13355	133	17	appropriate	appropriate	ADJ
aiti-13355	133	18	for	for	ADP
aiti-13355	133	19	medicinal	medicinal	ADJ
aiti-13355	133	20	plant	plant	NOUN
aiti-13355	133	21	location	location	NOUN
aiti-13355	133	22	research	research	NOUN
aiti-13355	133	23	.	.	PUNCT
aiti-13355	134	1	it	it	PRON
aiti-13355	134	2	outperforms	outperform	VERB
aiti-13355	134	3	binary	binary	ADJ
aiti-13355	134	4	target	target	NOUN
aiti-13355	134	5	variables	variable	NOUN
aiti-13355	134	6	such	such	ADJ
aiti-13355	134	7	as	as	ADP
aiti-13355	134	8	medicinal	medicinal	ADJ
aiti-13355	134	9	plant	plant	NOUN
aiti-13355	134	10	detection	detection	NOUN
aiti-13355	134	11	and	and	CCONJ
aiti-13355	134	12	delivers	deliver	VERB
aiti-13355	134	13	accurate	accurate	ADJ
aiti-13355	134	14	,	,	PUNCT
aiti-13355	134	15	precise	precise	ADJ
aiti-13355	134	16	recall	recall	NOUN
aiti-13355	134	17	and	and	CCONJ
aiti-13355	134	18	f1	f1	NOUN
aiti-13355	134	19	score	score	NOUN
aiti-13355	134	20	outcomes	outcome	NOUN
aiti-13355	134	21	.	.	PUNCT
aiti-13355	135	1	overfitting	overfitte	VERB
aiti-13355	135	2	is	be	AUX
aiti-13355	135	3	prevented	prevent	VERB
aiti-13355	135	4	by	by	ADP
aiti-13355	135	5	rf	rf	NOUN
aiti-13355	135	6	’s	’s	PART
aiti-13355	135	7	design	design	NOUN
aiti-13355	135	8	,	,	PUNCT
aiti-13355	135	9	which	which	PRON
aiti-13355	135	10	integrates	integrate	VERB
aiti-13355	135	11	predictions	prediction	NOUN
aiti-13355	135	12	from	from	ADP
aiti-13355	135	13	many	many	ADJ
aiti-13355	135	14	decision	decision	NOUN
aiti-13355	135	15	trees	tree	NOUN
aiti-13355	135	16	trained	train	VERB
aiti-13355	135	17	on	on	ADP
aiti-13355	135	18	various	various	ADJ
aiti-13355	135	19	data	datum	NOUN
aiti-13355	135	20	subsets	subset	NOUN
aiti-13355	135	21	.	.	PUNCT
aiti-13355	136	1	this	this	DET
aiti-13355	136	2	feature	feature	NOUN
aiti-13355	136	3	enables	enable	VERB
aiti-13355	136	4	the	the	DET
aiti-13355	136	5	model	model	NOUN
aiti-13355	136	6	to	to	PART
aiti-13355	136	7	function	function	VERB
aiti-13355	136	8	with	with	ADP
aiti-13355	136	9	versatility	versatility	NOUN
aiti-13355	136	10	and	and	CCONJ
aiti-13355	136	11	reliability	reliability	NOUN
aiti-13355	136	12	.	.	PUNCT
aiti-13355	137	1	the	the	DET
aiti-13355	137	2	parallel	parallel	ADJ
aiti-13355	137	3	processing	processing	NOUN
aiti-13355	137	4	capabilities	capability	NOUN
aiti-13355	137	5	of	of	ADP
aiti-13355	137	6	rf	rf	PRON
aiti-13355	137	7	enhance	enhance	NOUN
aiti-13355	137	8	computing	computing	NOUN
aiti-13355	137	9	performance	performance	NOUN
aiti-13355	137	10	,	,	PUNCT
aiti-13355	137	11	maximizing	maximize	VERB
aiti-13355	137	12	efficiency	efficiency	NOUN
aiti-13355	137	13	and	and	CCONJ
aiti-13355	137	14	model	model	NOUN
aiti-13355	137	15	correctness	correctness	NOUN
aiti-13355	137	16	.	.	PUNCT
aiti-13355	138	1	it	it	PRON
aiti-13355	138	2	manages	manage	VERB
aiti-13355	138	3	high	high	ADJ
aiti-13355	138	4	-	-	PUNCT
aiti-13355	138	5	dimensional	dimensional	ADJ
aiti-13355	138	6	data	datum	NOUN
aiti-13355	138	7	,	,	PUNCT
aiti-13355	138	8	analyzing	analyze	VERB
aiti-13355	138	9	complex	complex	ADJ
aiti-13355	138	10	environmental	environmental	ADJ
aiti-13355	138	11	variables	variable	NOUN
aiti-13355	138	12	.	.	PUNCT
aiti-13355	139	1	it	it	PRON
aiti-13355	139	2	reduces	reduce	VERB
aiti-13355	139	3	model	model	NOUN
aiti-13355	139	4	bias	bias	NOUN
aiti-13355	139	5	,	,	PUNCT
aiti-13355	139	6	ensuring	ensure	VERB
aiti-13355	139	7	reliable	reliable	ADJ
aiti-13355	139	8	predictions	prediction	NOUN
aiti-13355	139	9	for	for	ADP
aiti-13355	139	10	medicinal	medicinal	ADJ
aiti-13355	139	11	plant	plant	NOUN
aiti-13355	139	12	geolocation	geolocation	NOUN
aiti-13355	139	13	.	.	PUNCT
aiti-13355	140	1	rf	rf	PRON
aiti-13355	140	2	can	can	AUX
aiti-13355	140	3	handle	handle	VERB
aiti-13355	140	4	missing	miss	VERB
aiti-13355	140	5	data	datum	NOUN
aiti-13355	140	6	and	and	CCONJ
aiti-13355	140	7	feature	feature	NOUN
aiti-13355	140	8	importance	importance	NOUN
aiti-13355	140	9	analysis	analysis	NOUN
aiti-13355	140	10	,	,	PUNCT
aiti-13355	140	11	guiding	guide	VERB
aiti-13355	140	12	conservation	conservation	NOUN
aiti-13355	140	13	efforts	effort	NOUN
aiti-13355	140	14	and	and	CCONJ
aiti-13355	140	15	research	research	NOUN
aiti-13355	140	16	by	by	ADP
aiti-13355	140	17	identifying	identify	VERB
aiti-13355	140	18	essential	essential	ADJ
aiti-13355	140	19	plant	plant	NOUN
aiti-13355	140	20	localization	localization	NOUN
aiti-13355	140	21	characteristics	characteristic	NOUN
aiti-13355	140	22	.	.	PUNCT
aiti-13355	141	1	92	92	NUM
aiti-13355	141	2	advances	advance	NOUN
aiti-13355	141	3	in	in	ADP
aiti-13355	141	4	technology	technology	NOUN
aiti-13355	141	5	innovation	innovation	NOUN
aiti-13355	141	6	,	,	PUNCT
aiti-13355	141	7	vol	vol	NOUN
aiti-13355	141	8	.	.	PROPN
aiti-13355	141	9	9	9	NUM
aiti-13355	141	10	,	,	PUNCT
aiti-13355	141	11	no	no	INTJ
aiti-13355	141	12	.	.	NOUN
aiti-13355	141	13	2	2	NUM
aiti-13355	141	14	,	,	PUNCT
aiti-13355	141	15	2024	2024	NUM
aiti-13355	141	16	,	,	PUNCT
aiti-13355	141	17	pp	pp	ADJ
aiti-13355	141	18	.	.	PUNCT
aiti-13355	141	19	85	85	NUM
aiti-13355	141	20	-	-	SYM
aiti-13355	141	21	98	98	NUM
aiti-13355	141	22	integrating	integrating	NOUN
aiti-13355	141	23	rf	rf	NOUN
aiti-13355	141	24	into	into	ADP
aiti-13355	141	25	this	this	DET
aiti-13355	141	26	study	study	NOUN
aiti-13355	141	27	achieves	achieve	VERB
aiti-13355	141	28	accurate	accurate	ADJ
aiti-13355	141	29	plant	plant	NOUN
aiti-13355	141	30	geolocation	geolocation	NOUN
aiti-13355	141	31	prediction	prediction	NOUN
aiti-13355	141	32	aims	aim	VERB
aiti-13355	141	33	and	and	CCONJ
aiti-13355	141	34	utilizes	utilize	VERB
aiti-13355	141	35	an	an	DET
aiti-13355	141	36	approach	approach	NOUN
aiti-13355	141	37	that	that	PRON
aiti-13355	141	38	effectively	effectively	ADV
aiti-13355	141	39	manages	manage	VERB
aiti-13355	141	40	computational	computational	ADJ
aiti-13355	141	41	requirements	requirement	NOUN
aiti-13355	141	42	.	.	PUNCT
aiti-13355	142	1	rf	rf	PRON
aiti-13355	142	2	is	be	AUX
aiti-13355	142	3	a	a	DET
aiti-13355	142	4	highly	highly	ADV
aiti-13355	142	5	reliable	reliable	ADJ
aiti-13355	142	6	and	and	CCONJ
aiti-13355	142	7	beneficial	beneficial	ADJ
aiti-13355	142	8	method	method	NOUN
aiti-13355	142	9	for	for	ADP
aiti-13355	142	10	advancing	advance	VERB
aiti-13355	142	11	ecological	ecological	ADJ
aiti-13355	142	12	conservation	conservation	NOUN
aiti-13355	142	13	and	and	CCONJ
aiti-13355	142	14	pharmaceutical	pharmaceutical	NOUN
aiti-13355	142	15	studies	study	NOUN
aiti-13355	142	16	research	research	NOUN
aiti-13355	142	17	,	,	PUNCT
aiti-13355	142	18	which	which	PRON
aiti-13355	142	19	is	be	AUX
aiti-13355	142	20	instrumental	instrumental	ADJ
aiti-13355	142	21	in	in	ADP
aiti-13355	142	22	accurately	accurately	ADV
aiti-13355	142	23	identifying	identify	VERB
aiti-13355	142	24	the	the	DET
aiti-13355	142	25	habitats	habitat	NOUN
aiti-13355	142	26	of	of	ADP
aiti-13355	142	27	medicinal	medicinal	ADJ
aiti-13355	142	28	plants	plant	NOUN
aiti-13355	142	29	.	.	PUNCT
aiti-13355	143	1	2.4.3	2.4.3	X
aiti-13355	143	2	.	.	PUNCT
aiti-13355	144	1	support	support	NOUN
aiti-13355	144	2	vector	vector	NOUN
aiti-13355	144	3	machine	machine	NOUN
aiti-13355	144	4	svm	svm	NOUN
aiti-13355	144	5	is	be	AUX
aiti-13355	144	6	crucial	crucial	ADJ
aiti-13355	144	7	for	for	ADP
aiti-13355	144	8	medicinal	medicinal	ADJ
aiti-13355	144	9	plant	plant	NOUN
aiti-13355	144	10	geolocation	geolocation	NOUN
aiti-13355	144	11	due	due	ADP
aiti-13355	144	12	to	to	ADP
aiti-13355	144	13	its	its	PRON
aiti-13355	144	14	exceptional	exceptional	ADJ
aiti-13355	144	15	classification	classification	NOUN
aiti-13355	144	16	and	and	CCONJ
aiti-13355	144	17	versatility	versatility	NOUN
aiti-13355	144	18	in	in	ADP
aiti-13355	144	19	processing	process	VERB
aiti-13355	144	20	both	both	CCONJ
aiti-13355	144	21	linear	linear	ADJ
aiti-13355	144	22	and	and	CCONJ
aiti-13355	144	23	non	non	ADJ
aiti-13355	144	24	-	-	ADJ
aiti-13355	144	25	linear	linear	ADJ
aiti-13355	144	26	data	datum	NOUN
aiti-13355	144	27	.	.	PUNCT
aiti-13355	145	1	svm	svm	PROPN
aiti-13355	145	2	effectively	effectively	ADV
aiti-13355	145	3	finds	find	VERB
aiti-13355	145	4	the	the	DET
aiti-13355	145	5	best	good	ADJ
aiti-13355	145	6	hyperplane	hyperplane	NOUN
aiti-13355	145	7	that	that	PRON
aiti-13355	145	8	maximizes	maximize	VERB
aiti-13355	145	9	the	the	DET
aiti-13355	145	10	margin	margin	NOUN
aiti-13355	145	11	between	between	ADP
aiti-13355	145	12	classes	class	NOUN
aiti-13355	145	13	,	,	PUNCT
aiti-13355	145	14	which	which	PRON
aiti-13355	145	15	helps	helps	AUX
aiti-13355	145	16	identify	identify	VERB
aiti-13355	145	17	medicinal	medicinal	ADJ
aiti-13355	145	18	plants	plant	NOUN
aiti-13355	145	19	in	in	ADP
aiti-13355	145	20	sundry	sundry	ADJ
aiti-13355	145	21	geographical	geographical	ADJ
aiti-13355	145	22	and	and	CCONJ
aiti-13355	145	23	environmental	environmental	ADJ
aiti-13355	145	24	circumstances	circumstance	NOUN
aiti-13355	145	25	.	.	PUNCT
aiti-13355	146	1	svm	svm	PROPN
aiti-13355	146	2	gains	gain	NOUN
aiti-13355	146	3	robustness	robustness	NOUN
aiti-13355	146	4	and	and	CCONJ
aiti-13355	146	5	can	can	AUX
aiti-13355	146	6	classify	classify	VERB
aiti-13355	146	7	in	in	ADP
aiti-13355	146	8	high	high	ADJ
aiti-13355	146	9	-	-	PUNCT
aiti-13355	146	10	dimensional	dimensional	ADJ
aiti-13355	146	11	spaces	space	NOUN
aiti-13355	146	12	through	through	ADP
aiti-13355	146	13	kernel	kernel	NOUN
aiti-13355	146	14	functions	function	NOUN
aiti-13355	146	15	,	,	PUNCT
aiti-13355	146	16	like	like	ADP
aiti-13355	146	17	the	the	DET
aiti-13355	146	18	radial	radial	ADJ
aiti-13355	146	19	basis	basis	NOUN
aiti-13355	146	20	function	function	NOUN
aiti-13355	146	21	(	(	PUNCT
aiti-13355	146	22	rbf	rbf	PROPN
aiti-13355	146	23	)	)	PUNCT
aiti-13355	146	24	,	,	PUNCT
aiti-13355	146	25	polynomial	polynomial	ADJ
aiti-13355	146	26	,	,	PUNCT
aiti-13355	146	27	and	and	CCONJ
aiti-13355	146	28	sigmoid	sigmoid	NOUN
aiti-13355	146	29	kernels	kernel	NOUN
aiti-13355	146	30	.	.	PUNCT
aiti-13355	147	1	adaptability	adaptability	NOUN
aiti-13355	147	2	is	be	AUX
aiti-13355	147	3	needed	need	VERB
aiti-13355	147	4	to	to	PART
aiti-13355	147	5	interpret	interpret	VERB
aiti-13355	147	6	complicated	complicated	ADJ
aiti-13355	147	7	geographical	geographical	ADJ
aiti-13355	147	8	and	and	CCONJ
aiti-13355	147	9	environmental	environmental	ADJ
aiti-13355	147	10	data	datum	NOUN
aiti-13355	147	11	patterns	pattern	NOUN
aiti-13355	147	12	and	and	CCONJ
aiti-13355	147	13	ensure	ensure	VERB
aiti-13355	147	14	medicinal	medicinal	ADJ
aiti-13355	147	15	plant	plant	NOUN
aiti-13355	147	16	geolocation	geolocation	NOUN
aiti-13355	147	17	accuracy	accuracy	NOUN
aiti-13355	147	18	and	and	CCONJ
aiti-13355	147	19	precision	precision	NOUN
aiti-13355	147	20	.	.	PUNCT
aiti-13355	148	1	accurate	accurate	ADJ
aiti-13355	148	2	geolocation	geolocation	NOUN
aiti-13355	148	3	significantly	significantly	ADV
aiti-13355	148	4	underpins	underpin	VERB
aiti-13355	148	5	the	the	DET
aiti-13355	148	6	success	success	NOUN
aiti-13355	148	7	of	of	ADP
aiti-13355	148	8	ecological	ecological	ADJ
aiti-13355	148	9	conservation	conservation	NOUN
aiti-13355	148	10	efforts	effort	NOUN
aiti-13355	148	11	and	and	CCONJ
aiti-13355	148	12	pharmaceutical	pharmaceutical	NOUN
aiti-13355	148	13	research	research	NOUN
aiti-13355	148	14	in	in	ADP
aiti-13355	148	15	this	this	DET
aiti-13355	148	16	study	study	NOUN
aiti-13355	148	17	,	,	PUNCT
aiti-13355	148	18	which	which	PRON
aiti-13355	148	19	is	be	AUX
aiti-13355	148	20	a	a	DET
aiti-13355	148	21	fact	fact	NOUN
aiti-13355	148	22	that	that	SCONJ
aiti-13355	148	23	can	can	AUX
aiti-13355	148	24	not	not	PART
aiti-13355	148	25	be	be	AUX
aiti-13355	148	26	overstated	overstate	VERB
aiti-13355	148	27	.	.	PUNCT
aiti-13355	149	1	by	by	ADP
aiti-13355	149	2	leveraging	leverage	VERB
aiti-13355	149	3	svm	svm	PROPN
aiti-13355	149	4	’s	’s	PART
aiti-13355	149	5	capabilities	capability	NOUN
aiti-13355	149	6	,	,	PUNCT
aiti-13355	149	7	the	the	DET
aiti-13355	149	8	study	study	NOUN
aiti-13355	149	9	overcomes	overcome	VERB
aiti-13355	149	10	the	the	DET
aiti-13355	149	11	challenges	challenge	NOUN
aiti-13355	149	12	posed	pose	VERB
aiti-13355	149	13	by	by	ADP
aiti-13355	149	14	the	the	DET
aiti-13355	149	15	curse	curse	NOUN
aiti-13355	149	16	of	of	ADP
aiti-13355	149	17	dimensionality	dimensionality	NOUN
aiti-13355	149	18	and	and	CCONJ
aiti-13355	149	19	the	the	DET
aiti-13355	149	20	need	need	NOUN
aiti-13355	149	21	for	for	ADP
aiti-13355	149	22	precise	precise	ADJ
aiti-13355	149	23	categorization	categorization	NOUN
aiti-13355	149	24	amidst	amidst	ADP
aiti-13355	149	25	diverse	diverse	ADJ
aiti-13355	149	26	environmental	environmental	ADJ
aiti-13355	149	27	factors	factor	NOUN
aiti-13355	149	28	.	.	PUNCT
aiti-13355	150	1	essentially	essentially	ADV
aiti-13355	150	2	,	,	PUNCT
aiti-13355	150	3	svm	svm	PROPN
aiti-13355	150	4	’s	’s	PART
aiti-13355	150	5	ability	ability	NOUN
aiti-13355	150	6	to	to	PART
aiti-13355	150	7	analyze	analyze	VERB
aiti-13355	150	8	intricate	intricate	ADJ
aiti-13355	150	9	environmental	environmental	ADJ
aiti-13355	150	10	patterns	pattern	NOUN
aiti-13355	150	11	and	and	CCONJ
aiti-13355	150	12	precisely	precisely	ADV
aiti-13355	150	13	identify	identify	VERB
aiti-13355	150	14	medicinal	medicinal	ADJ
aiti-13355	150	15	plants	plant	NOUN
aiti-13355	150	16	using	use	VERB
aiti-13355	150	17	geographical	geographical	ADJ
aiti-13355	150	18	coordinates	coordinate	NOUN
aiti-13355	150	19	aligns	align	VERB
aiti-13355	150	20	with	with	ADP
aiti-13355	150	21	the	the	DET
aiti-13355	150	22	study	study	NOUN
aiti-13355	150	23	objectives	objective	NOUN
aiti-13355	150	24	,	,	PUNCT
aiti-13355	150	25	providing	provide	VERB
aiti-13355	150	26	an	an	DET
aiti-13355	150	27	advanced	advanced	ADJ
aiti-13355	150	28	method	method	NOUN
aiti-13355	150	29	to	to	PART
aiti-13355	150	30	enhance	enhance	VERB
aiti-13355	150	31	ecological	ecological	ADJ
aiti-13355	150	32	conservation	conservation	NOUN
aiti-13355	150	33	and	and	CCONJ
aiti-13355	150	34	pharmaceutical	pharmaceutical	NOUN
aiti-13355	150	35	research	research	NOUN
aiti-13355	150	36	by	by	ADP
aiti-13355	150	37	utilizing	utilize	VERB
aiti-13355	150	38	enhanced	enhanced	ADJ
aiti-13355	150	39	geolocation	geolocation	NOUN
aiti-13355	150	40	techniques	technique	NOUN
aiti-13355	150	41	.	.	PUNCT
aiti-13355	151	1	2.5	2.5	NUM
aiti-13355	151	2	.	.	PUNCT
aiti-13355	152	1	performance	performance	NOUN
aiti-13355	152	2	and	and	CCONJ
aiti-13355	152	3	efficiency	efficiency	NOUN
aiti-13355	152	4	measures	measure	NOUN
aiti-13355	152	5	the	the	DET
aiti-13355	152	6	evaluation	evaluation	NOUN
aiti-13355	152	7	criteria	criterion	NOUN
aiti-13355	152	8	for	for	ADP
aiti-13355	152	9	the	the	DET
aiti-13355	152	10	ml	ml	PROPN
aiti-13355	152	11	algorithms	algorithms	PROPN
aiti-13355	152	12	gbm	gbm	PROPN
aiti-13355	152	13	,	,	PUNCT
aiti-13355	152	14	rf	rf	ADJ
aiti-13355	152	15	,	,	PUNCT
aiti-13355	152	16	and	and	CCONJ
aiti-13355	152	17	svm	svm	VERB
aiti-13355	152	18	consist	consist	NOUN
aiti-13355	152	19	of	of	ADP
aiti-13355	152	20	two	two	NUM
aiti-13355	152	21	primary	primary	ADJ
aiti-13355	152	22	assessments	assessment	NOUN
aiti-13355	152	23	:	:	PUNCT
aiti-13355	152	24	accuracy	accuracy	NOUN
aiti-13355	152	25	,	,	PUNCT
aiti-13355	152	26	which	which	PRON
aiti-13355	152	27	is	be	AUX
aiti-13355	152	28	crucial	crucial	ADJ
aiti-13355	152	29	for	for	ADP
aiti-13355	152	30	making	make	VERB
aiti-13355	152	31	solid	solid	ADJ
aiti-13355	152	32	predictions	prediction	NOUN
aiti-13355	152	33	about	about	ADP
aiti-13355	152	34	the	the	DET
aiti-13355	152	35	locations	location	NOUN
aiti-13355	152	36	of	of	ADP
aiti-13355	152	37	medicinal	medicinal	ADJ
aiti-13355	152	38	plants	plant	NOUN
aiti-13355	152	39	,	,	PUNCT
aiti-13355	152	40	and	and	CCONJ
aiti-13355	152	41	computational	computational	ADJ
aiti-13355	152	42	efficiency	efficiency	NOUN
aiti-13355	152	43	,	,	PUNCT
aiti-13355	152	44	which	which	PRON
aiti-13355	152	45	focuses	focus	VERB
aiti-13355	152	46	on	on	ADP
aiti-13355	152	47	the	the	DET
aiti-13355	152	48	training	training	NOUN
aiti-13355	152	49	and	and	CCONJ
aiti-13355	152	50	prediction	prediction	NOUN
aiti-13355	152	51	times	time	NOUN
aiti-13355	152	52	of	of	ADP
aiti-13355	152	53	the	the	DET
aiti-13355	152	54	algorithms	algorithm	NOUN
aiti-13355	152	55	.	.	PUNCT
aiti-13355	153	1	the	the	DET
aiti-13355	153	2	focus	focus	NOUN
aiti-13355	153	3	lies	lie	VERB
aiti-13355	153	4	on	on	ADP
aiti-13355	153	5	the	the	DET
aiti-13355	153	6	imperative	imperative	ADJ
aiti-13355	153	7	need	need	NOUN
aiti-13355	153	8	for	for	ADP
aiti-13355	153	9	precise	precise	ADJ
aiti-13355	153	10	identification	identification	NOUN
aiti-13355	153	11	of	of	ADP
aiti-13355	153	12	potential	potential	ADJ
aiti-13355	153	13	habitats	habitat	NOUN
aiti-13355	153	14	of	of	ADP
aiti-13355	153	15	medicinal	medicinal	ADJ
aiti-13355	153	16	plants	plant	NOUN
aiti-13355	153	17	and	and	CCONJ
aiti-13355	153	18	the	the	DET
aiti-13355	153	19	significance	significance	NOUN
aiti-13355	153	20	of	of	ADP
aiti-13355	153	21	maximizing	maximize	VERB
aiti-13355	153	22	computing	compute	VERB
aiti-13355	153	23	resources	resource	NOUN
aiti-13355	153	24	to	to	PART
aiti-13355	153	25	guarantee	guarantee	VERB
aiti-13355	153	26	the	the	DET
aiti-13355	153	27	practical	practical	ADJ
aiti-13355	153	28	implementation	implementation	NOUN
aiti-13355	153	29	of	of	ADP
aiti-13355	153	30	these	these	DET
aiti-13355	153	31	models	model	NOUN
aiti-13355	153	32	.	.	PUNCT
aiti-13355	154	1	these	these	DET
aiti-13355	154	2	evaluation	evaluation	NOUN
aiti-13355	154	3	criteria	criterion	NOUN
aiti-13355	154	4	form	form	VERB
aiti-13355	154	5	a	a	DET
aiti-13355	154	6	critical	critical	ADJ
aiti-13355	154	7	assessment	assessment	NOUN
aiti-13355	154	8	that	that	PRON
aiti-13355	154	9	balances	balance	VERB
aiti-13355	154	10	geolocation	geolocation	NOUN
aiti-13355	154	11	accuracy	accuracy	NOUN
aiti-13355	154	12	with	with	ADP
aiti-13355	154	13	operational	operational	ADJ
aiti-13355	154	14	efficiency	efficiency	NOUN
aiti-13355	154	15	,	,	PUNCT
aiti-13355	154	16	thereby	thereby	ADV
aiti-13355	154	17	highlighting	highlight	VERB
aiti-13355	154	18	the	the	DET
aiti-13355	154	19	approaches	approach	NOUN
aiti-13355	154	20	'	'	PART
aiti-13355	154	21	usefulness	usefulness	NOUN
aiti-13355	154	22	and	and	CCONJ
aiti-13355	154	23	applicability	applicability	NOUN
aiti-13355	154	24	for	for	ADP
aiti-13355	154	25	real	real	ADJ
aiti-13355	154	26	-	-	PUNCT
aiti-13355	154	27	world	world	NOUN
aiti-13355	154	28	scenarios	scenario	NOUN
aiti-13355	154	29	.	.	PUNCT
aiti-13355	155	1	2.5.1	2.5.1	X
aiti-13355	155	2	.	.	PUNCT
aiti-13355	155	3	performance	performance	NOUN
aiti-13355	155	4	measure	measure	NOUN
aiti-13355	155	5	accuracy	accuracy	NOUN
aiti-13355	155	6	is	be	AUX
aiti-13355	155	7	crucial	crucial	ADJ
aiti-13355	155	8	for	for	ADP
aiti-13355	155	9	evaluating	evaluate	VERB
aiti-13355	155	10	the	the	DET
aiti-13355	155	11	performance	performance	NOUN
aiti-13355	155	12	of	of	ADP
aiti-13355	155	13	gbm	gbm	NOUN
aiti-13355	155	14	,	,	PUNCT
aiti-13355	155	15	rf	rf	ADJ
aiti-13355	155	16	,	,	PUNCT
aiti-13355	155	17	and	and	CCONJ
aiti-13355	155	18	svm	svm	VERB
aiti-13355	155	19	to	to	PART
aiti-13355	155	20	predict	predict	VERB
aiti-13355	155	21	the	the	DET
aiti-13355	155	22	dataset	dataset	NOUN
aiti-13355	155	23	’s	’s	PART
aiti-13355	155	24	medicinal	medicinal	ADJ
aiti-13355	155	25	geographical	geographical	ADJ
aiti-13355	155	26	locations	location	NOUN
aiti-13355	155	27	.	.	PUNCT
aiti-13355	156	1	a	a	DET
aiti-13355	156	2	high	high	ADJ
aiti-13355	156	3	degree	degree	NOUN
aiti-13355	156	4	of	of	ADP
aiti-13355	156	5	accuracy	accuracy	NOUN
aiti-13355	156	6	indicates	indicate	VERB
aiti-13355	156	7	that	that	SCONJ
aiti-13355	156	8	the	the	DET
aiti-13355	156	9	model	model	NOUN
aiti-13355	156	10	is	be	AUX
aiti-13355	156	11	dependable	dependable	ADJ
aiti-13355	156	12	in	in	ADP
aiti-13355	156	13	its	its	PRON
aiti-13355	156	14	predictions	prediction	NOUN
aiti-13355	156	15	,	,	PUNCT
aiti-13355	156	16	perceived	perceive	VERB
aiti-13355	156	17	to	to	PART
aiti-13355	156	18	be	be	AUX
aiti-13355	156	19	valuable	valuable	ADJ
aiti-13355	156	20	for	for	SCONJ
aiti-13355	156	21	researchers	researcher	NOUN
aiti-13355	156	22	and	and	CCONJ
aiti-13355	156	23	conservationists	conservationist	NOUN
aiti-13355	156	24	to	to	PART
aiti-13355	156	25	pinpoint	pinpoint	VERB
aiti-13355	156	26	locations	location	NOUN
aiti-13355	156	27	where	where	SCONJ
aiti-13355	156	28	medicinal	medicinal	ADJ
aiti-13355	156	29	plants	plant	NOUN
aiti-13355	156	30	are	be	AUX
aiti-13355	156	31	probable	probable	ADJ
aiti-13355	156	32	.	.	PUNCT
aiti-13355	157	1	in	in	ADP
aiti-13355	157	2	this	this	DET
aiti-13355	157	3	study	study	NOUN
aiti-13355	157	4	,	,	PUNCT
aiti-13355	157	5	a	a	DET
aiti-13355	157	6	model	model	NOUN
aiti-13355	157	7	with	with	ADP
aiti-13355	157	8	high	high	ADJ
aiti-13355	157	9	accuracy	accuracy	NOUN
aiti-13355	157	10	would	would	AUX
aiti-13355	157	11	effectively	effectively	ADV
aiti-13355	157	12	differentiate	differentiate	VERB
aiti-13355	157	13	between	between	ADP
aiti-13355	157	14	locations	location	NOUN
aiti-13355	157	15	where	where	SCONJ
aiti-13355	157	16	medicinal	medicinal	ADJ
aiti-13355	157	17	plants	plant	NOUN
aiti-13355	157	18	exist	exist	VERB
aiti-13355	157	19	and	and	CCONJ
aiti-13355	157	20	locations	location	NOUN
aiti-13355	157	21	where	where	SCONJ
aiti-13355	157	22	they	they	PRON
aiti-13355	157	23	do	do	VERB
aiti-13355	157	24	not	not	PART
aiti-13355	157	25	.	.	PUNCT
aiti-13355	158	1	(	(	PUNCT
aiti-13355	158	2	%	%	INTJ
aiti-13355	158	3	)	)	PUNCT
aiti-13355	158	4	100	100	NUM
aiti-13355	158	5	%	%	NOUN
aiti-13355	159	1	+	+	CCONJ
aiti-13355	160	1	=	=	SYM
aiti-13355	160	2	×	×	NOUN
aiti-13355	160	3	+	+	CCONJ
aiti-13355	161	1	+	+	CCONJ
aiti-13355	161	2	+	+	CCONJ
aiti-13355	161	3	tp	tp	NOUN
aiti-13355	161	4	tn	tn	NOUN
aiti-13355	161	5	accuracy	accuracy	NOUN
aiti-13355	161	6	tp	tp	ADP
aiti-13355	161	7	fp	fp	PROPN
aiti-13355	161	8	fn	fn	PROPN
aiti-13355	161	9	tn	tn	PROPN
aiti-13355	161	10	(	(	PUNCT
aiti-13355	161	11	1	1	NUM
aiti-13355	161	12	)	)	PUNCT
aiti-13355	161	13	where	where	SCONJ
aiti-13355	161	14	tp	tp	NOUN
aiti-13355	161	15	is	be	AUX
aiti-13355	161	16	the	the	DET
aiti-13355	161	17	true	true	ADJ
aiti-13355	161	18	positive	positive	ADJ
aiti-13355	161	19	,	,	PUNCT
aiti-13355	161	20	tn	tn	PROPN
aiti-13355	161	21	is	be	AUX
aiti-13355	161	22	the	the	DET
aiti-13355	161	23	true	true	ADJ
aiti-13355	161	24	negative	negative	NOUN
aiti-13355	161	25	,	,	PUNCT
aiti-13355	161	26	fp	fp	X
aiti-13355	161	27	is	be	AUX
aiti-13355	161	28	the	the	DET
aiti-13355	161	29	false	false	ADJ
aiti-13355	161	30	positive	positive	ADJ
aiti-13355	161	31	,	,	PUNCT
aiti-13355	161	32	and	and	CCONJ
aiti-13355	161	33	fn	fn	NOUN
aiti-13355	161	34	is	be	AUX
aiti-13355	161	35	the	the	DET
aiti-13355	161	36	false	false	ADJ
aiti-13355	161	37	negative	negative	NOUN
aiti-13355	161	38	.	.	PUNCT
aiti-13355	162	1	precision	precision	NOUN
aiti-13355	162	2	is	be	AUX
aiti-13355	162	3	essential	essential	ADJ
aiti-13355	162	4	for	for	ADP
aiti-13355	162	5	ensuring	ensure	VERB
aiti-13355	162	6	the	the	DET
aiti-13355	162	7	accuracy	accuracy	NOUN
aiti-13355	162	8	of	of	ADP
aiti-13355	162	9	prediction	prediction	NOUN
aiti-13355	162	10	concerning	concern	VERB
aiti-13355	162	11	the	the	DET
aiti-13355	162	12	existence	existence	NOUN
aiti-13355	162	13	of	of	ADP
aiti-13355	162	14	medicinal	medicinal	ADJ
aiti-13355	162	15	plants	plant	NOUN
aiti-13355	162	16	in	in	ADP
aiti-13355	162	17	a	a	DET
aiti-13355	162	18	particular	particular	ADJ
aiti-13355	162	19	location	location	NOUN
aiti-13355	162	20	.	.	PUNCT
aiti-13355	163	1	precision	precision	NOUN
aiti-13355	163	2	is	be	AUX
aiti-13355	163	3	vital	vital	ADJ
aiti-13355	163	4	in	in	ADP
aiti-13355	163	5	conservation	conservation	NOUN
aiti-13355	163	6	efforts	effort	NOUN
aiti-13355	163	7	with	with	ADP
aiti-13355	163	8	limited	limited	ADJ
aiti-13355	163	9	resources	resource	NOUN
aiti-13355	163	10	to	to	PART
aiti-13355	163	11	focus	focus	VERB
aiti-13355	163	12	efforts	effort	NOUN
aiti-13355	163	13	and	and	CCONJ
aiti-13355	163	14	resources	resource	NOUN
aiti-13355	163	15	on	on	ADP
aiti-13355	163	16	locations	location	NOUN
aiti-13355	163	17	with	with	ADP
aiti-13355	163	18	medicinal	medicinal	ADJ
aiti-13355	163	19	plants	plant	NOUN
aiti-13355	163	20	,	,	PUNCT
aiti-13355	163	21	optimizing	optimize	VERB
aiti-13355	163	22	conservation	conservation	NOUN
aiti-13355	163	23	actions	action	NOUN
aiti-13355	163	24	and	and	CCONJ
aiti-13355	163	25	research	research	NOUN
aiti-13355	163	26	treatments	treatment	NOUN
aiti-13355	163	27	.	.	PUNCT
aiti-13355	164	1	=	=	PUNCT
aiti-13355	165	1	+	+	CCONJ
aiti-13355	165	2	tp	tp	PART
aiti-13355	165	3	precision	precision	NOUN
aiti-13355	165	4	tp	tp	ADP
aiti-13355	165	5	fp	fp	PROPN
aiti-13355	165	6	(	(	PUNCT
aiti-13355	165	7	2	2	NUM
aiti-13355	165	8	)	)	PUNCT
aiti-13355	165	9	recall	recall	VERB
aiti-13355	165	10	high	high	ADJ
aiti-13355	165	11	recall	recall	NOUN
aiti-13355	165	12	is	be	AUX
aiti-13355	165	13	crucial	crucial	ADJ
aiti-13355	165	14	for	for	SCONJ
aiti-13355	165	15	models	model	NOUN
aiti-13355	165	16	to	to	PART
aiti-13355	165	17	identify	identify	VERB
aiti-13355	165	18	the	the	DET
aiti-13355	165	19	maximum	maximum	ADJ
aiti-13355	165	20	number	number	NOUN
aiti-13355	165	21	of	of	ADP
aiti-13355	165	22	real	real	ADJ
aiti-13355	165	23	medicinal	medicinal	ADJ
aiti-13355	165	24	plant	plant	NOUN
aiti-13355	165	25	sites	site	NOUN
aiti-13355	165	26	accurately	accurately	ADV
aiti-13355	165	27	.	.	PUNCT
aiti-13355	166	1	a	a	DET
aiti-13355	166	2	model	model	NOUN
aiti-13355	166	3	’s	’s	PART
aiti-13355	166	4	high	high	ADJ
aiti-13355	166	5	recall	recall	NOUN
aiti-13355	166	6	indicates	indicate	VERB
aiti-13355	166	7	its	its	PRON
aiti-13355	166	8	effectiveness	effectiveness	NOUN
aiti-13355	166	9	in	in	ADP
aiti-13355	166	10	reducing	reduce	VERB
aiti-13355	166	11	false	false	ADJ
aiti-13355	166	12	negatives	negative	NOUN
aiti-13355	166	13	,	,	PUNCT
aiti-13355	166	14	meaning	mean	VERB
aiti-13355	166	15	it	it	PRON
aiti-13355	166	16	scarcely	scarcely	ADV
aiti-13355	166	17	fails	fail	VERB
aiti-13355	166	18	to	to	PART
aiti-13355	166	19	identify	identify	VERB
aiti-13355	166	20	regions	region	NOUN
aiti-13355	166	21	where	where	SCONJ
aiti-13355	166	22	medicinal	medicinal	ADJ
aiti-13355	166	23	plants	plant	NOUN
aiti-13355	166	24	are	be	AUX
aiti-13355	166	25	found	find	VERB
aiti-13355	166	26	.	.	PUNCT
aiti-13355	167	1	this	this	DET
aiti-13355	167	2	effectiveness	effectiveness	NOUN
aiti-13355	167	3	is	be	AUX
aiti-13355	167	4	essential	essential	ADJ
aiti-13355	167	5	for	for	ADP
aiti-13355	167	6	thorough	thorough	ADJ
aiti-13355	167	7	conservation	conservation	NOUN
aiti-13355	167	8	planning	planning	NOUN
aiti-13355	167	9	and	and	CCONJ
aiti-13355	167	10	study	study	NOUN
aiti-13355	167	11	to	to	PART
aiti-13355	167	12	prevent	prevent	VERB
aiti-13355	167	13	any	any	DET
aiti-13355	167	14	possible	possible	ADJ
aiti-13355	167	15	areas	area	NOUN
aiti-13355	167	16	of	of	ADP
aiti-13355	167	17	interest	interest	NOUN
aiti-13355	167	18	from	from	ADP
aiti-13355	167	19	being	be	AUX
aiti-13355	167	20	missed	miss	VERB
aiti-13355	167	21	.	.	PUNCT
aiti-13355	168	1	advances	advance	NOUN
aiti-13355	168	2	in	in	ADP
aiti-13355	168	3	technology	technology	NOUN
aiti-13355	168	4	innovation	innovation	NOUN
aiti-13355	168	5	,	,	PUNCT
aiti-13355	168	6	vol	vol	NOUN
aiti-13355	168	7	.	.	PROPN
aiti-13355	169	1	9	9	NUM
aiti-13355	169	2	,	,	PUNCT
aiti-13355	169	3	no	no	INTJ
aiti-13355	169	4	.	.	NOUN
aiti-13355	169	5	2	2	NUM
aiti-13355	169	6	,	,	PUNCT
aiti-13355	169	7	2024	2024	NUM
aiti-13355	169	8	,	,	PUNCT
aiti-13355	169	9	pp	pp	ADJ
aiti-13355	169	10	.	.	PUNCT
aiti-13355	170	1	85	85	NUM
aiti-13355	170	2	-	-	SYM
aiti-13355	170	3	98	98	NUM
aiti-13355	170	4	93	93	NUM
aiti-13355	170	5	=	=	PUNCT
aiti-13355	171	1	+	+	CCONJ
aiti-13355	171	2	tp	tp	PART
aiti-13355	171	3	recall	recall	VERB
aiti-13355	171	4	tp	tp	ADP
aiti-13355	171	5	fn	fn	PROPN
aiti-13355	171	6	(	(	PUNCT
aiti-13355	171	7	3	3	NUM
aiti-13355	171	8	)	)	PUNCT
aiti-13355	171	9	the	the	DET
aiti-13355	171	10	f1	f1	PROPN
aiti-13355	171	11	score	score	NOUN
aiti-13355	171	12	is	be	AUX
aiti-13355	171	13	a	a	DET
aiti-13355	171	14	numerical	numerical	ADJ
aiti-13355	171	15	representation	representation	NOUN
aiti-13355	171	16	that	that	PRON
aiti-13355	171	17	harmonizes	harmonize	VERB
aiti-13355	171	18	precision	precision	NOUN
aiti-13355	171	19	and	and	CCONJ
aiti-13355	171	20	recall	recall	NOUN
aiti-13355	171	21	,	,	PUNCT
aiti-13355	171	22	serving	serve	VERB
aiti-13355	171	23	as	as	ADP
aiti-13355	171	24	a	a	DET
aiti-13355	171	25	critical	critical	ADJ
aiti-13355	171	26	gauge	gauge	NOUN
aiti-13355	171	27	in	in	ADP
aiti-13355	171	28	situations	situation	NOUN
aiti-13355	171	29	where	where	SCONJ
aiti-13355	171	30	the	the	DET
aiti-13355	171	31	consequences	consequence	NOUN
aiti-13355	171	32	of	of	ADP
aiti-13355	171	33	both	both	DET
aiti-13355	171	34	false	false	ADJ
aiti-13355	171	35	positives	positive	NOUN
aiti-13355	171	36	and	and	CCONJ
aiti-13355	171	37	false	false	ADJ
aiti-13355	171	38	negatives	negative	NOUN
aiti-13355	171	39	are	be	AUX
aiti-13355	171	40	significant	significant	ADJ
aiti-13355	171	41	.	.	PUNCT
aiti-13355	172	1	when	when	SCONJ
aiti-13355	172	2	dealing	deal	VERB
aiti-13355	172	3	with	with	ADP
aiti-13355	172	4	the	the	DET
aiti-13355	172	5	geolocation	geolocation	NOUN
aiti-13355	172	6	of	of	ADP
aiti-13355	172	7	medicinal	medicinal	ADJ
aiti-13355	172	8	plants	plant	NOUN
aiti-13355	172	9	,	,	PUNCT
aiti-13355	172	10	the	the	DET
aiti-13355	172	11	f1	f1	ADJ
aiti-13355	172	12	score	score	NOUN
aiti-13355	172	13	proffers	proffer	VERB
aiti-13355	172	14	assistance	assistance	NOUN
aiti-13355	172	15	in	in	ADP
aiti-13355	172	16	the	the	DET
aiti-13355	172	17	selection	selection	NOUN
aiti-13355	172	18	of	of	ADP
aiti-13355	172	19	a	a	DET
aiti-13355	172	20	model	model	NOUN
aiti-13355	172	21	equalizing	equalize	VERB
aiti-13355	172	22	between	between	ADP
aiti-13355	172	23	high	high	ADJ
aiti-13355	172	24	recall	recall	NOUN
aiti-13355	172	25	(	(	PUNCT
aiti-13355	172	26	not	not	PART
aiti-13355	172	27	missing	miss	VERB
aiti-13355	172	28	probable	probable	ADJ
aiti-13355	172	29	plant	plant	NOUN
aiti-13355	172	30	locations	location	NOUN
aiti-13355	172	31	)	)	PUNCT
aiti-13355	172	32	and	and	CCONJ
aiti-13355	172	33	high	high	ADJ
aiti-13355	172	34	precision	precision	NOUN
aiti-13355	172	35	(	(	PUNCT
aiti-13355	172	36	not	not	PART
aiti-13355	172	37	erroneously	erroneously	ADV
aiti-13355	172	38	recognizing	recognize	VERB
aiti-13355	172	39	irrelevant	irrelevant	ADJ
aiti-13355	172	40	places	place	NOUN
aiti-13355	172	41	as	as	ADP
aiti-13355	172	42	holding	hold	VERB
aiti-13355	172	43	medicinal	medicinal	ADJ
aiti-13355	172	44	plants	plant	NOUN
aiti-13355	172	45	)	)	PUNCT
aiti-13355	172	46	.	.	PUNCT
aiti-13355	173	1	1	1	NUM
aiti-13355	173	2	2	2	NUM
aiti-13355	173	3	×	×	NOUN
aiti-13355	173	4	=	=	SYM
aiti-13355	173	5	×	×	NOUN
aiti-13355	173	6	+	+	NUM
aiti-13355	173	7	precision	precision	NOUN
aiti-13355	173	8	recall	recall	NOUN
aiti-13355	173	9	f	f	PROPN
aiti-13355	173	10	score	score	NOUN
aiti-13355	173	11	precision	precision	NOUN
aiti-13355	173	12	recall	recall	NOUN
aiti-13355	173	13	(	(	PUNCT
aiti-13355	173	14	4	4	X
aiti-13355	173	15	)	)	PUNCT
aiti-13355	173	16	these	these	DET
aiti-13355	173	17	metrics	metric	NOUN
aiti-13355	173	18	are	be	AUX
aiti-13355	173	19	particularly	particularly	ADV
aiti-13355	173	20	relevant	relevant	ADJ
aiti-13355	173	21	herein	herein	NOUN
aiti-13355	173	22	in	in	ADP
aiti-13355	173	23	assessing	assess	VERB
aiti-13355	173	24	the	the	DET
aiti-13355	173	25	models	model	NOUN
aiti-13355	173	26	’	'	PUNCT
aiti-13355	173	27	precision	precision	NOUN
aiti-13355	173	28	in	in	ADP
aiti-13355	173	29	geolocating	geolocate	VERB
aiti-13355	173	30	medicinal	medicinal	ADJ
aiti-13355	173	31	plants	plant	NOUN
aiti-13355	173	32	.	.	PUNCT
aiti-13355	174	1	in	in	ADP
aiti-13355	174	2	this	this	DET
aiti-13355	174	3	task	task	NOUN
aiti-13355	174	4	,	,	PUNCT
aiti-13355	174	5	identifying	identify	VERB
aiti-13355	174	6	true	true	ADJ
aiti-13355	174	7	locations	location	NOUN
aiti-13355	174	8	(	(	PUNCT
aiti-13355	174	9	recall	recall	NOUN
aiti-13355	174	10	)	)	PUNCT
aiti-13355	174	11	and	and	CCONJ
aiti-13355	174	12	evading	evade	VERB
aiti-13355	174	13	false	false	ADJ
aiti-13355	174	14	identifications	identification	NOUN
aiti-13355	174	15	(	(	PUNCT
aiti-13355	174	16	precision	precision	NOUN
aiti-13355	174	17	)	)	PUNCT
aiti-13355	174	18	are	be	AUX
aiti-13355	174	19	equally	equally	ADV
aiti-13355	174	20	crucial	crucial	ADJ
aiti-13355	174	21	for	for	ADP
aiti-13355	174	22	conservation	conservation	NOUN
aiti-13355	174	23	and	and	CCONJ
aiti-13355	174	24	pharmaceutical	pharmaceutical	NOUN
aiti-13355	174	25	research	research	NOUN
aiti-13355	174	26	.	.	PUNCT
aiti-13355	175	1	2.5.2	2.5.2	NUM
aiti-13355	175	2	.	.	PUNCT
aiti-13355	175	3	efficiency	efficiency	NOUN
aiti-13355	175	4	measure	measure	NOUN
aiti-13355	175	5	computational	computational	ADJ
aiti-13355	175	6	efficiency	efficiency	NOUN
aiti-13355	175	7	in	in	ADP
aiti-13355	175	8	ml	ml	PROPN
aiti-13355	175	9	is	be	AUX
aiti-13355	175	10	adopted	adopt	VERB
aiti-13355	175	11	to	to	PART
aiti-13355	175	12	evaluate	evaluate	VERB
aiti-13355	175	13	time	time	NOUN
aiti-13355	175	14	and	and	CCONJ
aiti-13355	175	15	resource	resource	NOUN
aiti-13355	175	16	demands	demand	NOUN
aiti-13355	175	17	for	for	ADP
aiti-13355	175	18	training	training	NOUN
aiti-13355	175	19	and	and	CCONJ
aiti-13355	175	20	making	make	VERB
aiti-13355	175	21	predictions	prediction	NOUN
aiti-13355	175	22	.	.	PUNCT
aiti-13355	176	1	it	it	PRON
aiti-13355	176	2	is	be	AUX
aiti-13355	176	3	assessed	assess	VERB
aiti-13355	176	4	through	through	ADP
aiti-13355	176	5	time	time	NOUN
aiti-13355	176	6	complexity	complexity	NOUN
aiti-13355	176	7	,	,	PUNCT
aiti-13355	176	8	dataset	dataset	NOUN
aiti-13355	176	9	size	size	NOUN
aiti-13355	176	10	,	,	PUNCT
aiti-13355	176	11	and	and	CCONJ
aiti-13355	176	12	resource	resource	NOUN
aiti-13355	176	13	utilization	utilization	NOUN
aiti-13355	176	14	,	,	PUNCT
aiti-13355	176	15	which	which	PRON
aiti-13355	176	16	measures	measure	VERB
aiti-13355	176	17	the	the	DET
aiti-13355	176	18	amount	amount	NOUN
aiti-13355	176	19	of	of	ADP
aiti-13355	176	20	computational	computational	ADJ
aiti-13355	176	21	resources	resource	NOUN
aiti-13355	176	22	consumed	consume	VERB
aiti-13355	176	23	during	during	ADP
aiti-13355	176	24	operation	operation	NOUN
aiti-13355	176	25	.	.	PUNCT
aiti-13355	177	1	these	these	DET
aiti-13355	177	2	metrics	metric	NOUN
aiti-13355	177	3	provide	provide	VERB
aiti-13355	177	4	a	a	DET
aiti-13355	177	5	comprehensive	comprehensive	ADJ
aiti-13355	177	6	view	view	NOUN
aiti-13355	177	7	of	of	ADP
aiti-13355	177	8	an	an	DET
aiti-13355	177	9	algorithm	algorithm	NOUN
aiti-13355	177	10	’s	’s	PART
aiti-13355	177	11	efficiency	efficiency	NOUN
aiti-13355	177	12	.	.	PUNCT
aiti-13355	178	1	training	training	NOUN
aiti-13355	178	2	and	and	CCONJ
aiti-13355	178	3	prediction	prediction	NOUN
aiti-13355	178	4	times	time	NOUN
aiti-13355	178	5	are	be	AUX
aiti-13355	178	6	crucial	crucial	ADJ
aiti-13355	178	7	metrics	metric	NOUN
aiti-13355	178	8	for	for	ADP
aiti-13355	178	9	evaluating	evaluate	VERB
aiti-13355	178	10	the	the	DET
aiti-13355	178	11	computational	computational	ADJ
aiti-13355	178	12	efficiency	efficiency	NOUN
aiti-13355	178	13	of	of	ADP
aiti-13355	178	14	ml	ml	ADP
aiti-13355	178	15	algorithms	algorithm	NOUN
aiti-13355	178	16	like	like	ADP
aiti-13355	178	17	gbm	gbm	NOUN
aiti-13355	178	18	,	,	PUNCT
aiti-13355	178	19	rf	rf	ADJ
aiti-13355	178	20	,	,	PUNCT
aiti-13355	178	21	and	and	CCONJ
aiti-13355	178	22	svm	svm	ADJ
aiti-13355	178	23	.	.	PROPN
aiti-13355	178	24	training	training	NOUN
aiti-13355	178	25	time	time	NOUN
aiti-13355	178	26	is	be	AUX
aiti-13355	178	27	when	when	SCONJ
aiti-13355	178	28	a	a	DET
aiti-13355	178	29	model	model	NOUN
aiti-13355	178	30	learns	learn	VERB
aiti-13355	178	31	from	from	ADP
aiti-13355	178	32	a	a	DET
aiti-13355	178	33	training	training	NOUN
aiti-13355	178	34	dataset	dataset	NOUN
aiti-13355	178	35	,	,	PUNCT
aiti-13355	178	36	enabling	enable	VERB
aiti-13355	178	37	it	it	PRON
aiti-13355	178	38	to	to	PART
aiti-13355	178	39	adjust	adjust	VERB
aiti-13355	178	40	parameters	parameter	NOUN
aiti-13355	178	41	and	and	CCONJ
aiti-13355	178	42	improve	improve	VERB
aiti-13355	178	43	accuracy	accuracy	NOUN
aiti-13355	178	44	.	.	PUNCT
aiti-13355	179	1	shorter	short	ADJ
aiti-13355	179	2	training	training	NOUN
aiti-13355	179	3	times	time	NOUN
aiti-13355	179	4	indicate	indicate	VERB
aiti-13355	179	5	faster	fast	ADJ
aiti-13355	179	6	development	development	NOUN
aiti-13355	179	7	and	and	CCONJ
aiti-13355	179	8	deployment	deployment	NOUN
aiti-13355	179	9	.	.	PUNCT
aiti-13355	180	1	prediction	prediction	NOUN
aiti-13355	180	2	time	time	NOUN
aiti-13355	180	3	measures	measure	VERB
aiti-13355	180	4	the	the	DET
aiti-13355	180	5	model	model	NOUN
aiti-13355	180	6	’s	’s	PART
aiti-13355	180	7	responsiveness	responsiveness	NOUN
aiti-13355	180	8	to	to	ADP
aiti-13355	180	9	new	new	ADJ
aiti-13355	180	10	data	datum	NOUN
aiti-13355	180	11	,	,	PUNCT
aiti-13355	180	12	especially	especially	ADV
aiti-13355	180	13	in	in	ADP
aiti-13355	180	14	real	real	ADJ
aiti-13355	180	15	-	-	PUNCT
aiti-13355	180	16	time	time	NOUN
aiti-13355	180	17	decision	decision	NOUN
aiti-13355	180	18	-	-	PUNCT
aiti-13355	180	19	making	make	VERB
aiti-13355	180	20	applications	application	NOUN
aiti-13355	180	21	.	.	PUNCT
aiti-13355	181	1	training	training	NOUN
aiti-13355	181	2	time	time	NOUN
aiti-13355	181	3	is	be	AUX
aiti-13355	181	4	a	a	DET
aiti-13355	181	5	one	one	NUM
aiti-13355	181	6	-	-	PUNCT
aiti-13355	181	7	time	time	NOUN
aiti-13355	181	8	cost	cost	NOUN
aiti-13355	181	9	during	during	ADP
aiti-13355	181	10	the	the	DET
aiti-13355	181	11	learning	learning	NOUN
aiti-13355	181	12	phase	phase	NOUN
aiti-13355	181	13	,	,	PUNCT
aiti-13355	181	14	while	while	SCONJ
aiti-13355	181	15	prediction	prediction	NOUN
aiti-13355	181	16	time	time	NOUN
aiti-13355	181	17	is	be	AUX
aiti-13355	181	18	ongoing	ongoing	ADJ
aiti-13355	181	19	,	,	PUNCT
aiti-13355	181	20	affecting	affect	VERB
aiti-13355	181	21	the	the	DET
aiti-13355	181	22	model	model	NOUN
aiti-13355	181	23	’s	’s	PART
aiti-13355	181	24	operational	operational	ADJ
aiti-13355	181	25	efficiency	efficiency	NOUN
aiti-13355	181	26	.	.	PUNCT
aiti-13355	182	1	optimizing	optimize	VERB
aiti-13355	182	2	these	these	DET
aiti-13355	182	3	metrics	metric	NOUN
aiti-13355	182	4	without	without	ADP
aiti-13355	182	5	compromising	compromise	VERB
aiti-13355	182	6	accuracy	accuracy	NOUN
aiti-13355	182	7	is	be	AUX
aiti-13355	182	8	essential	essential	ADJ
aiti-13355	182	9	for	for	ADP
aiti-13355	182	10	developing	develop	VERB
aiti-13355	182	11	accurate	accurate	ADJ
aiti-13355	182	12	tools	tool	NOUN
aiti-13355	182	13	for	for	ADP
aiti-13355	182	14	medicinal	medicinal	ADJ
aiti-13355	182	15	plant	plant	NOUN
aiti-13355	182	16	geolocation	geolocation	NOUN
aiti-13355	182	17	.	.	PUNCT
aiti-13355	183	1	2.6	2.6	NUM
aiti-13355	183	2	.	.	NOUN
aiti-13355	184	1	10	10	NUM
aiti-13355	184	2	-	-	ADJ
aiti-13355	184	3	fold	fold	ADJ
aiti-13355	184	4	cross	cross	NOUN
aiti-13355	184	5	-	-	ADJ
aiti-13355	184	6	validation	validation	ADJ
aiti-13355	184	7	implementing	implement	VERB
aiti-13355	184	8	10	10	NUM
aiti-13355	184	9	-	-	ADJ
aiti-13355	184	10	fold	fold	ADJ
aiti-13355	184	11	cross	cross	NOUN
aiti-13355	184	12	-	-	NOUN
aiti-13355	184	13	validation	validation	NOUN
aiti-13355	184	14	is	be	AUX
aiti-13355	184	15	to	to	PART
aiti-13355	184	16	elevate	elevate	VERB
aiti-13355	184	17	ml	ml	ADP
aiti-13355	184	18	models	model	NOUN
aiti-13355	184	19	like	like	ADP
aiti-13355	184	20	gbm	gbm	NOUN
aiti-13355	184	21	,	,	PUNCT
aiti-13355	184	22	rf	rf	ADJ
aiti-13355	184	23	,	,	PUNCT
aiti-13355	184	24	and	and	CCONJ
aiti-13355	184	25	svm	svm	VERB
aiti-13355	184	26	validation	validation	NOUN
aiti-13355	184	27	processes	process	NOUN
aiti-13355	184	28	.	.	PUNCT
aiti-13355	185	1	partitioning	partition	VERB
aiti-13355	185	2	the	the	DET
aiti-13355	185	3	dataset	dataset	NOUN
aiti-13355	185	4	into	into	ADP
aiti-13355	185	5	ten	ten	NUM
aiti-13355	185	6	equally	equally	ADV
aiti-13355	185	7	sized	sized	ADJ
aiti-13355	185	8	segments	segment	NOUN
aiti-13355	185	9	and	and	CCONJ
aiti-13355	185	10	cyclically	cyclically	ADV
aiti-13355	185	11	using	use	VERB
aiti-13355	185	12	these	these	DET
aiti-13355	185	13	partitions	partition	NOUN
aiti-13355	185	14	for	for	ADP
aiti-13355	185	15	training	training	NOUN
aiti-13355	185	16	and	and	CCONJ
aiti-13355	185	17	testing	testing	NOUN
aiti-13355	185	18	ensures	ensure	VERB
aiti-13355	185	19	an	an	DET
aiti-13355	185	20	exhaustive	exhaustive	ADJ
aiti-13355	185	21	evaluation	evaluation	NOUN
aiti-13355	185	22	of	of	ADP
aiti-13355	185	23	model	model	NOUN
aiti-13355	185	24	performance	performance	NOUN
aiti-13355	185	25	across	across	ADP
aiti-13355	185	26	varied	varied	ADJ
aiti-13355	185	27	geographical	geographical	ADJ
aiti-13355	185	28	and	and	CCONJ
aiti-13355	185	29	climatic	climatic	ADJ
aiti-13355	185	30	conditions	condition	NOUN
aiti-13355	185	31	.	.	PUNCT
aiti-13355	186	1	such	such	DET
aiti-13355	186	2	a	a	DET
aiti-13355	186	3	method	method	NOUN
aiti-13355	186	4	mitigates	mitigate	NOUN
aiti-13355	186	5	bias	bias	NOUN
aiti-13355	186	6	and	and	CCONJ
aiti-13355	186	7	variance	variance	NOUN
aiti-13355	186	8	to	to	PART
aiti-13355	186	9	ensure	ensure	VERB
aiti-13355	186	10	model	model	NOUN
aiti-13355	186	11	reliability	reliability	NOUN
aiti-13355	186	12	and	and	CCONJ
aiti-13355	186	13	stability	stability	NOUN
aiti-13355	186	14	.	.	PUNCT
aiti-13355	187	1	consequently	consequently	ADV
aiti-13355	187	2	,	,	PUNCT
aiti-13355	187	3	this	this	DET
aiti-13355	187	4	meticulous	meticulous	ADJ
aiti-13355	187	5	validation	validation	NOUN
aiti-13355	187	6	approach	approach	NOUN
aiti-13355	187	7	enhances	enhance	VERB
aiti-13355	187	8	the	the	DET
aiti-13355	187	9	study	study	NOUN
aiti-13355	187	10	’s	’s	PART
aiti-13355	187	11	methodological	methodological	ADJ
aiti-13355	187	12	rigor	rigor	NOUN
aiti-13355	187	13	.	.	PUNCT
aiti-13355	188	1	it	it	PRON
aiti-13355	188	2	contributes	contribute	VERB
aiti-13355	188	3	valuable	valuable	ADJ
aiti-13355	188	4	insights	insight	NOUN
aiti-13355	188	5	into	into	ADP
aiti-13355	188	6	ecological	ecological	ADJ
aiti-13355	188	7	conservation	conservation	NOUN
aiti-13355	188	8	and	and	CCONJ
aiti-13355	188	9	pharmaceutical	pharmaceutical	NOUN
aiti-13355	188	10	research	research	NOUN
aiti-13355	188	11	,	,	PUNCT
aiti-13355	188	12	substantiating	substantiate	VERB
aiti-13355	188	13	the	the	DET
aiti-13355	188	14	scientific	scientific	ADJ
aiti-13355	188	15	robustness	robustness	NOUN
aiti-13355	188	16	and	and	CCONJ
aiti-13355	188	17	practicability	practicability	NOUN
aiti-13355	188	18	of	of	ADP
aiti-13355	188	19	the	the	DET
aiti-13355	188	20	findings	finding	NOUN
aiti-13355	188	21	in	in	ADP
aiti-13355	188	22	medicinal	medicinal	ADJ
aiti-13355	188	23	plant	plant	NOUN
aiti-13355	188	24	conservation	conservation	NOUN
aiti-13355	188	25	.	.	PUNCT
aiti-13355	189	1	2.7	2.7	NUM
aiti-13355	189	2	.	.	PUNCT
aiti-13355	189	3	hyperparameter	hyperparameter	NOUN
aiti-13355	189	4	tuning	tune	VERB
aiti-13355	189	5	after	after	ADP
aiti-13355	189	6	employing	employ	VERB
aiti-13355	189	7	10	10	NUM
aiti-13355	189	8	-	-	ADJ
aiti-13355	189	9	fold	fold	ADJ
aiti-13355	189	10	cross	cross	NOUN
aiti-13355	189	11	-	-	NOUN
aiti-13355	189	12	validation	validation	ADJ
aiti-13355	189	13	,	,	PUNCT
aiti-13355	189	14	adjustments	adjustment	NOUN
aiti-13355	189	15	were	be	AUX
aiti-13355	189	16	made	make	VERB
aiti-13355	189	17	to	to	ADP
aiti-13355	189	18	parameters	parameter	NOUN
aiti-13355	189	19	including	include	VERB
aiti-13355	189	20	the	the	DET
aiti-13355	189	21	number	number	NOUN
aiti-13355	189	22	of	of	ADP
aiti-13355	189	23	trees	tree	NOUN
aiti-13355	189	24	for	for	ADP
aiti-13355	189	25	gbm	gbm	NOUN
aiti-13355	189	26	and	and	CCONJ
aiti-13355	189	27	rf	rf	NOUN
aiti-13355	189	28	,	,	PUNCT
aiti-13355	189	29	gbm	gbm	PROPN
aiti-13355	189	30	’s	’s	PART
aiti-13355	189	31	tree	tree	NOUN
aiti-13355	189	32	depth	depth	NOUN
aiti-13355	189	33	,	,	PUNCT
aiti-13355	189	34	rf	rf	NOUN
aiti-13355	189	35	’s	’s	NOUN
aiti-13355	189	36	feature	feature	NOUN
aiti-13355	189	37	considerations	consideration	NOUN
aiti-13355	189	38	for	for	ADP
aiti-13355	189	39	splits	split	NOUN
aiti-13355	189	40	,	,	PUNCT
aiti-13355	189	41	and	and	CCONJ
aiti-13355	189	42	svm	svm	PROPN
aiti-13355	189	43	’s	’s	PART
aiti-13355	189	44	kernel	kernel	PROPN
aiti-13355	189	45	type	type	NOUN
aiti-13355	189	46	and	and	CCONJ
aiti-13355	189	47	regularization	regularization	NOUN
aiti-13355	189	48	parameter	parameter	NOUN
aiti-13355	189	49	,	,	PUNCT
aiti-13355	189	50	all	all	PRON
aiti-13355	189	51	aimed	aim	VERB
aiti-13355	189	52	to	to	PART
aiti-13355	189	53	optimize	optimize	VERB
aiti-13355	189	54	enhanced	enhance	VERB
aiti-13355	189	55	predictive	predictive	ADJ
aiti-13355	189	56	accuracy	accuracy	NOUN
aiti-13355	189	57	and	and	CCONJ
aiti-13355	189	58	overfitting	overfitte	VERB
aiti-13355	189	59	prevention	prevention	NOUN
aiti-13355	189	60	.	.	PUNCT
aiti-13355	190	1	this	this	DET
aiti-13355	190	2	approach	approach	NOUN
aiti-13355	190	3	guaranteed	guarantee	VERB
aiti-13355	190	4	model	model	NOUN
aiti-13355	190	5	robustness	robustness	NOUN
aiti-13355	190	6	and	and	CCONJ
aiti-13355	190	7	accurate	accurate	ADJ
aiti-13355	190	8	prediction	prediction	NOUN
aiti-13355	190	9	of	of	ADP
aiti-13355	190	10	medicinal	medicinal	ADJ
aiti-13355	190	11	plant	plant	NOUN
aiti-13355	190	12	locations	location	NOUN
aiti-13355	190	13	across	across	ADP
aiti-13355	190	14	varied	varied	ADJ
aiti-13355	190	15	geospatial	geospatial	ADJ
aiti-13355	190	16	contexts	contexts	NOUN
aiti-13355	190	17	.	.	PUNCT
aiti-13355	191	1	the	the	DET
aiti-13355	191	2	results	result	NOUN
aiti-13355	191	3	of	of	ADP
aiti-13355	191	4	these	these	DET
aiti-13355	191	5	hyperparameter	hyperparameter	NOUN
aiti-13355	191	6	tuning	tune	VERB
aiti-13355	191	7	efforts	effort	NOUN
aiti-13355	191	8	and	and	CCONJ
aiti-13355	191	9	the	the	DET
aiti-13355	191	10	corresponding	corresponding	ADJ
aiti-13355	191	11	mean	mean	ADJ
aiti-13355	191	12	scores	score	NOUN
aiti-13355	191	13	from	from	ADP
aiti-13355	191	14	the	the	DET
aiti-13355	191	15	10	10	NUM
aiti-13355	191	16	-	-	ADJ
aiti-13355	191	17	fold	fold	ADJ
aiti-13355	191	18	cross	cross	NOUN
aiti-13355	191	19	-	-	ADJ
aiti-13355	191	20	validation	validation	NOUN
aiti-13355	191	21	are	be	AUX
aiti-13355	191	22	concisely	concisely	ADV
aiti-13355	191	23	presented	present	VERB
aiti-13355	191	24	in	in	ADP
aiti-13355	191	25	table	table	NOUN
aiti-13355	191	26	3	3	NUM
aiti-13355	191	27	,	,	PUNCT
aiti-13355	191	28	illustrating	illustrate	VERB
aiti-13355	191	29	the	the	DET
aiti-13355	191	30	systematic	systematic	ADJ
aiti-13355	191	31	refinement	refinement	NOUN
aiti-13355	191	32	and	and	CCONJ
aiti-13355	191	33	its	its	PRON
aiti-13355	191	34	impact	impact	NOUN
aiti-13355	191	35	on	on	ADP
aiti-13355	191	36	the	the	DET
aiti-13355	191	37	models	model	NOUN
aiti-13355	191	38	’	'	PUNCT
aiti-13355	191	39	performance	performance	NOUN
aiti-13355	191	40	.	.	PUNCT
aiti-13355	192	1	this	this	DET
aiti-13355	192	2	study	study	NOUN
aiti-13355	192	3	utilized	utilize	VERB
aiti-13355	192	4	python	python	NOUN
aiti-13355	192	5	libraries	library	NOUN
aiti-13355	192	6	to	to	PART
aiti-13355	192	7	enhance	enhance	VERB
aiti-13355	192	8	workflow	workflow	NOUN
aiti-13355	192	9	efficiency	efficiency	NOUN
aiti-13355	192	10	,	,	PUNCT
aiti-13355	192	11	from	from	ADP
aiti-13355	192	12	data	datum	NOUN
aiti-13355	192	13	preprocessing	preprocesse	VERB
aiti-13355	192	14	to	to	ADP
aiti-13355	192	15	performance	performance	NOUN
aiti-13355	192	16	metrics	metric	NOUN
aiti-13355	192	17	analysis	analysis	NOUN
aiti-13355	192	18	.	.	PUNCT
aiti-13355	193	1	the	the	DET
aiti-13355	193	2	library	library	NOUN
aiti-13355	193	3	called	call	VERB
aiti-13355	193	4	“	"	PUNCT
aiti-13355	193	5	scikit	scikit	NOUN
aiti-13355	193	6	-	-	PUNCT
aiti-13355	193	7	learn	learn	NOUN
aiti-13355	193	8	”	"	PUNCT
aiti-13355	193	9	facilitated	facilitate	VERB
aiti-13355	193	10	ml	ml	NOUN
aiti-13355	193	11	tasks	task	NOUN
aiti-13355	193	12	,	,	PUNCT
aiti-13355	193	13	“	"	PUNCT
aiti-13355	193	14	pandas	panda	NOUN
aiti-13355	193	15	”	"	PUNCT
aiti-13355	193	16	and	and	CCONJ
aiti-13355	193	17	“	"	PUNCT
aiti-13355	193	18	numpy	numpy	NOUN
aiti-13355	193	19	”	"	PUNCT
aiti-13355	193	20	managed	manage	VERB
aiti-13355	193	21	data	datum	NOUN
aiti-13355	193	22	manipulation	manipulation	NOUN
aiti-13355	193	23	,	,	PUNCT
aiti-13355	193	24	and	and	CCONJ
aiti-13355	193	25	“	"	PUNCT
aiti-13355	193	26	matplotlib	matplotlib	PROPN
aiti-13355	193	27	”	"	PUNCT
aiti-13355	193	28	and	and	CCONJ
aiti-13355	193	29	“	"	PUNCT
aiti-13355	193	30	seaborn	seaborn	PROPN
aiti-13355	193	31	”	"	PUNCT
aiti-13355	193	32	supported	support	VERB
aiti-13355	193	33	visualization	visualization	NOUN
aiti-13355	193	34	.	.	PUNCT
aiti-13355	194	1	these	these	DET
aiti-13355	194	2	tools	tool	NOUN
aiti-13355	194	3	enabled	enable	VERB
aiti-13355	194	4	practical	practical	ADJ
aiti-13355	194	5	hyperparameter	hyperparameter	NOUN
aiti-13355	194	6	tuning	tuning	NOUN
aiti-13355	194	7	and	and	CCONJ
aiti-13355	194	8	10	10	NUM
aiti-13355	194	9	-	-	ADJ
aiti-13355	194	10	fold	fold	ADJ
aiti-13355	194	11	cross	cross	NOUN
aiti-13355	194	12	-	-	NOUN
aiti-13355	194	13	validation	validation	ADJ
aiti-13355	194	14	to	to	PART
aiti-13355	194	15	improve	improve	VERB
aiti-13355	194	16	result	result	VERB
aiti-13355	194	17	analysis	analysis	NOUN
aiti-13355	194	18	and	and	CCONJ
aiti-13355	194	19	interpretation	interpretation	NOUN
aiti-13355	194	20	.	.	PUNCT
aiti-13355	195	1	94	94	NUM
aiti-13355	195	2	advances	advance	NOUN
aiti-13355	195	3	in	in	ADP
aiti-13355	195	4	technology	technology	NOUN
aiti-13355	195	5	innovation	innovation	NOUN
aiti-13355	195	6	,	,	PUNCT
aiti-13355	195	7	vol	vol	NOUN
aiti-13355	195	8	.	.	PROPN
aiti-13355	195	9	9	9	NUM
aiti-13355	195	10	,	,	PUNCT
aiti-13355	195	11	no	no	INTJ
aiti-13355	195	12	.	.	NOUN
aiti-13355	195	13	2	2	NUM
aiti-13355	195	14	,	,	PUNCT
aiti-13355	195	15	2024	2024	NUM
aiti-13355	195	16	,	,	PUNCT
aiti-13355	195	17	pp	pp	ADJ
aiti-13355	195	18	.	.	PUNCT
aiti-13355	195	19	85	85	NUM
aiti-13355	195	20	-	-	SYM
aiti-13355	195	21	98	98	NUM
aiti-13355	195	22	table	table	NOUN
aiti-13355	195	23	3	3	NUM
aiti-13355	195	24	results	result	NOUN
aiti-13355	195	25	of	of	ADP
aiti-13355	195	26	hyperparameter	hyperparameter	NOUN
aiti-13355	195	27	tuning	tuning	NOUN
aiti-13355	195	28	and	and	CCONJ
aiti-13355	195	29	the	the	DET
aiti-13355	195	30	mean	mean	ADJ
aiti-13355	195	31	scores	score	NOUN
aiti-13355	195	32	for	for	ADP
aiti-13355	195	33	10	10	NUM
aiti-13355	195	34	-	-	ADJ
aiti-13355	195	35	fold	fold	ADJ
aiti-13355	195	36	cross	cross	ADJ
aiti-13355	195	37	-	-	ADJ
aiti-13355	195	38	validation	validation	ADJ
aiti-13355	195	39	model	model	NOUN
aiti-13355	195	40	best	good	ADJ
aiti-13355	195	41	parameters	parameter	NOUN
aiti-13355	195	42	10	10	NUM
aiti-13355	195	43	-	-	ADJ
aiti-13355	195	44	fold	fold	ADJ
aiti-13355	195	45	cross	cross	NOUN
aiti-13355	195	46	-	-	NOUN
aiti-13355	195	47	validation	validation	ADJ
aiti-13355	195	48	(	(	PUNCT
aiti-13355	195	49	mean	mean	ADJ
aiti-13355	195	50	)	)	PUNCT
aiti-13355	195	51	hyperparameter	hyperparameter	NOUN
aiti-13355	195	52	values	value	NOUN
aiti-13355	195	53	accuracy	accuracy	PROPN
aiti-13355	195	54	precision	precision	NOUN
aiti-13355	195	55	recall	recall	NOUN
aiti-13355	195	56	f1	f1	PROPN
aiti-13355	195	57	score	score	NOUN
aiti-13355	195	58	svm	svm	NOUN
aiti-13355	195	59	c	c	PROPN
aiti-13355	195	60	0.1	0.1	NUM
aiti-13355	195	61	0.9652	0.9652	NUM
aiti-13355	195	62	0.9652	0.9652	NUM
aiti-13355	195	63	1.0000	1.0000	NUM
aiti-13355	195	64	0.9823	0.9823	NUM
aiti-13355	195	65	gamma	gamma	NOUN
aiti-13355	195	66	scale	scale	NOUN
aiti-13355	195	67	kernel	kernel	PROPN
aiti-13355	195	68	rbf	rbf	PROPN
aiti-13355	195	69	gbm	gbm	PROPN
aiti-13355	195	70	learning_rate	learning_rate	PROPN
aiti-13355	195	71	0.01	0.01	NUM
aiti-13355	195	72	0.9557	0.9557	NUM
aiti-13355	195	73	0.9662	0.9662	NUM
aiti-13355	195	74	0.9887	0.9887	NUM
aiti-13355	195	75	0.9771	0.9771	NUM
aiti-13355	195	76	max_depth	max_depth	NOUN
aiti-13355	195	77	3	3	NUM
aiti-13355	195	78	n_estimators	n_estimator	NOUN
aiti-13355	195	79	100	100	NUM
aiti-13355	195	80	rf	rf	NOUN
aiti-13355	195	81	max_depth	max_depth	NOUN
aiti-13355	195	82	10	10	NUM
aiti-13355	195	83	0.9566	0.9566	NUM
aiti-13355	195	84	0.9662	0.9662	NUM
aiti-13355	195	85	0.9897	0.9897	NUM
aiti-13355	195	86	0.9776	0.9776	NUM
aiti-13355	195	87	n_estimators	n_estimator	NOUN
aiti-13355	195	88	500	500	NUM
aiti-13355	195	89	3	3	NUM
aiti-13355	195	90	.	.	PUNCT
aiti-13355	196	1	results	result	NOUN
aiti-13355	196	2	and	and	CCONJ
aiti-13355	196	3	discussion	discussion	NOUN
aiti-13355	196	4	this	this	DET
aiti-13355	196	5	section	section	NOUN
aiti-13355	196	6	analyzes	analyze	VERB
aiti-13355	196	7	ml	ml	NOUN
aiti-13355	196	8	models	model	NOUN
aiti-13355	196	9	,	,	PUNCT
aiti-13355	196	10	examining	examine	VERB
aiti-13355	196	11	the	the	DET
aiti-13355	196	12	accuracy	accuracy	NOUN
aiti-13355	196	13	and	and	CCONJ
aiti-13355	196	14	computational	computational	ADJ
aiti-13355	196	15	efficiency	efficiency	NOUN
aiti-13355	196	16	in	in	ADP
aiti-13355	196	17	determining	determine	VERB
aiti-13355	196	18	medicinal	medicinal	ADJ
aiti-13355	196	19	plant	plant	NOUN
aiti-13355	196	20	locations	location	NOUN
aiti-13355	196	21	.	.	PUNCT
aiti-13355	197	1	four	four	NUM
aiti-13355	197	2	performance	performance	NOUN
aiti-13355	197	3	metrics	metric	NOUN
aiti-13355	197	4	and	and	CCONJ
aiti-13355	197	5	two	two	NUM
aiti-13355	197	6	efficiency	efficiency	NOUN
aiti-13355	197	7	measures	measure	NOUN
aiti-13355	197	8	,	,	PUNCT
aiti-13355	197	9	as	as	SCONJ
aiti-13355	197	10	shown	show	VERB
aiti-13355	197	11	in	in	ADP
aiti-13355	197	12	table	table	NOUN
aiti-13355	197	13	4	4	NUM
aiti-13355	197	14	,	,	PUNCT
aiti-13355	197	15	were	be	AUX
aiti-13355	197	16	used	use	VERB
aiti-13355	197	17	to	to	PART
aiti-13355	197	18	assess	assess	VERB
aiti-13355	197	19	each	each	DET
aiti-13355	197	20	model	model	NOUN
aiti-13355	197	21	’s	’s	PART
aiti-13355	197	22	capabilities	capability	NOUN
aiti-13355	197	23	.	.	PUNCT
aiti-13355	198	1	the	the	DET
aiti-13355	198	2	primary	primary	ADJ
aiti-13355	198	3	goal	goal	NOUN
aiti-13355	198	4	of	of	ADP
aiti-13355	198	5	this	this	DET
aiti-13355	198	6	research	research	NOUN
aiti-13355	198	7	is	be	AUX
aiti-13355	198	8	to	to	PART
aiti-13355	198	9	investigate	investigate	VERB
aiti-13355	198	10	the	the	DET
aiti-13355	198	11	efficacy	efficacy	NOUN
aiti-13355	198	12	of	of	ADP
aiti-13355	198	13	gbm	gbm	PROPN
aiti-13355	198	14	,	,	PUNCT
aiti-13355	198	15	rf	rf	ADJ
aiti-13355	198	16	,	,	PUNCT
aiti-13355	198	17	and	and	CCONJ
aiti-13355	198	18	svm	svm	ADJ
aiti-13355	198	19	algorithms	algorithm	NOUN
aiti-13355	198	20	concerning	concern	VERB
aiti-13355	198	21	the	the	DET
aiti-13355	198	22	capability	capability	NOUN
aiti-13355	198	23	to	to	PART
aiti-13355	198	24	geolocate	geolocate	VERB
aiti-13355	198	25	medicinal	medicinal	ADJ
aiti-13355	198	26	plants	plant	NOUN
aiti-13355	198	27	using	use	VERB
aiti-13355	198	28	geospatial	geospatial	ADJ
aiti-13355	198	29	data	datum	NOUN
aiti-13355	198	30	,	,	PUNCT
aiti-13355	198	31	focusing	focus	VERB
aiti-13355	198	32	on	on	ADP
aiti-13355	198	33	their	their	PRON
aiti-13355	198	34	precision	precision	NOUN
aiti-13355	198	35	and	and	CCONJ
aiti-13355	198	36	processing	processing	NOUN
aiti-13355	198	37	speed	speed	NOUN
aiti-13355	198	38	.	.	PUNCT
aiti-13355	199	1	table	table	NOUN
aiti-13355	199	2	4	4	NUM
aiti-13355	199	3	summary	summary	NOUN
aiti-13355	199	4	of	of	ADP
aiti-13355	199	5	results	result	NOUN
aiti-13355	199	6	in	in	ADP
aiti-13355	199	7	final	final	ADJ
aiti-13355	199	8	model	model	NOUN
aiti-13355	199	9	training	training	NOUN
aiti-13355	199	10	and	and	CCONJ
aiti-13355	199	11	evaluation	evaluation	NOUN
aiti-13355	199	12	model	model	NOUN
aiti-13355	199	13	performance	performance	NOUN
aiti-13355	199	14	measure	measure	NOUN
aiti-13355	199	15	computational	computational	ADJ
aiti-13355	199	16	efficiency	efficiency	NOUN
aiti-13355	199	17	(	(	PUNCT
aiti-13355	199	18	in	in	ADP
aiti-13355	199	19	seconds	second	NOUN
aiti-13355	199	20	)	)	PUNCT
aiti-13355	199	21	accuracy	accuracy	NOUN
aiti-13355	199	22	precision	precision	NOUN
aiti-13355	199	23	recall	recall	NOUN
aiti-13355	199	24	f1	f1	PROPN
aiti-13355	199	25	score	score	NOUN
aiti-13355	199	26	training	training	NOUN
aiti-13355	199	27	time	time	NOUN
aiti-13355	199	28	prediction	prediction	NOUN
aiti-13355	199	29	time	time	NOUN
aiti-13355	199	30	svm	svm	VERB
aiti-13355	199	31	97.29	97.29	NUM
aiti-13355	199	32	%	%	NOUN
aiti-13355	199	33	97.29	97.29	NUM
aiti-13355	199	34	%	%	NOUN
aiti-13355	199	35	100.00	100.00	NUM
aiti-13355	199	36	%	%	NOUN
aiti-13355	199	37	98.63	98.63	NUM
aiti-13355	199	38	%	%	NOUN
aiti-13355	199	39	0.008	0.008	NUM
aiti-13355	199	40	0.0040	0.0040	NUM
aiti-13355	199	41	gbm	gbm	NOUN
aiti-13355	199	42	97.29	97.29	NUM
aiti-13355	199	43	%	%	NOUN
aiti-13355	199	44	97.29	97.29	NUM
aiti-13355	199	45	%	%	NOUN
aiti-13355	199	46	100.00	100.00	NUM
aiti-13355	199	47	%	%	NOUN
aiti-13355	199	48	98.63	98.63	NUM
aiti-13355	199	49	%	%	NOUN
aiti-13355	199	50	0.203	0.203	NUM
aiti-13355	199	51	0.0012	0.0012	NUM
aiti-13355	199	52	rf	rf	NUM
aiti-13355	199	53	96.54	96.54	NUM
aiti-13355	199	54	%	%	NOUN
aiti-13355	199	55	97.27	97.27	NUM
aiti-13355	199	56	%	%	NOUN
aiti-13355	199	57	99.23	99.23	NUM
aiti-13355	199	58	%	%	NOUN
aiti-13355	199	59	98.24	98.24	NUM
aiti-13355	199	60	%	%	NOUN
aiti-13355	199	61	1.597	1.597	NUM
aiti-13355	199	62	0.0601	0.0601	NUM
aiti-13355	199	63	fig	fig	NOUN
aiti-13355	199	64	.	.	PUNCT
aiti-13355	199	65	5	5	NUM
aiti-13355	199	66	and	and	CCONJ
aiti-13355	199	67	fig	fig	NOUN
aiti-13355	199	68	.	.	PUNCT
aiti-13355	200	1	6	6	NUM
aiti-13355	200	2	present	present	VERB
aiti-13355	200	3	a	a	DET
aiti-13355	200	4	graphical	graphical	ADJ
aiti-13355	200	5	comparison	comparison	NOUN
aiti-13355	200	6	of	of	ADP
aiti-13355	200	7	the	the	DET
aiti-13355	200	8	performance	performance	NOUN
aiti-13355	200	9	and	and	CCONJ
aiti-13355	200	10	computational	computational	ADJ
aiti-13355	200	11	efficiency	efficiency	NOUN
aiti-13355	200	12	metrics	metric	NOUN
aiti-13355	200	13	across	across	ADP
aiti-13355	200	14	the	the	DET
aiti-13355	200	15	models	model	NOUN
aiti-13355	200	16	.	.	PUNCT
aiti-13355	201	1	this	this	DET
aiti-13355	201	2	visualization	visualization	NOUN
aiti-13355	201	3	highlights	highlight	VERB
aiti-13355	201	4	the	the	DET
aiti-13355	201	5	impressive	impressive	ADJ
aiti-13355	201	6	performance	performance	NOUN
aiti-13355	201	7	and	and	CCONJ
aiti-13355	201	8	computational	computational	ADJ
aiti-13355	201	9	efficiency	efficiency	NOUN
aiti-13355	201	10	of	of	ADP
aiti-13355	201	11	the	the	DET
aiti-13355	201	12	algorithm	algorithm	NOUN
aiti-13355	201	13	,	,	PUNCT
aiti-13355	201	14	exhibiting	exhibit	VERB
aiti-13355	201	15	proficiency	proficiency	NOUN
aiti-13355	201	16	in	in	ADP
aiti-13355	201	17	accurately	accurately	ADV
aiti-13355	201	18	determining	determine	VERB
aiti-13355	201	19	the	the	DET
aiti-13355	201	20	locations	location	NOUN
aiti-13355	201	21	of	of	ADP
aiti-13355	201	22	medicinal	medicinal	ADJ
aiti-13355	201	23	plants	plant	NOUN
aiti-13355	201	24	.	.	PUNCT
aiti-13355	202	1	(	(	PUNCT
aiti-13355	202	2	a	a	X
aiti-13355	202	3	)	)	PUNCT
aiti-13355	202	4	comparison	comparison	NOUN
aiti-13355	202	5	of	of	ADP
aiti-13355	202	6	accuracy	accuracy	NOUN
aiti-13355	202	7	among	among	ADP
aiti-13355	202	8	models	model	NOUN
aiti-13355	202	9	(	(	PUNCT
aiti-13355	202	10	b	b	X
aiti-13355	202	11	)	)	PUNCT
aiti-13355	202	12	comparison	comparison	NOUN
aiti-13355	202	13	of	of	ADP
aiti-13355	202	14	precision	precision	NOUN
aiti-13355	202	15	among	among	ADP
aiti-13355	202	16	models	model	NOUN
aiti-13355	202	17	(	(	PUNCT
aiti-13355	202	18	c	c	X
aiti-13355	202	19	)	)	PUNCT
aiti-13355	202	20	comparison	comparison	NOUN
aiti-13355	202	21	of	of	ADP
aiti-13355	202	22	recall	recall	NOUN
aiti-13355	202	23	among	among	ADP
aiti-13355	202	24	models	model	NOUN
aiti-13355	202	25	(	(	PUNCT
aiti-13355	202	26	d	d	X
aiti-13355	202	27	)	)	PUNCT
aiti-13355	202	28	comparison	comparison	NOUN
aiti-13355	202	29	of	of	ADP
aiti-13355	202	30	f1	f1	ADJ
aiti-13355	202	31	score	score	NOUN
aiti-13355	202	32	among	among	ADP
aiti-13355	202	33	models	model	NOUN
aiti-13355	202	34	fig	fig	NOUN
aiti-13355	202	35	.	.	PUNCT
aiti-13355	203	1	5	5	NUM
aiti-13355	203	2	comparison	comparison	NOUN
aiti-13355	203	3	of	of	ADP
aiti-13355	203	4	performance	performance	NOUN
aiti-13355	203	5	measures	measure	NOUN
aiti-13355	203	6	among	among	ADP
aiti-13355	203	7	models	model	NOUN
aiti-13355	203	8	advances	advance	NOUN
aiti-13355	203	9	in	in	ADP
aiti-13355	203	10	technology	technology	NOUN
aiti-13355	203	11	innovation	innovation	NOUN
aiti-13355	203	12	,	,	PUNCT
aiti-13355	203	13	vol	vol	NOUN
aiti-13355	203	14	.	.	PROPN
aiti-13355	204	1	9	9	NUM
aiti-13355	204	2	,	,	PUNCT
aiti-13355	204	3	no	no	INTJ
aiti-13355	204	4	.	.	NOUN
aiti-13355	204	5	2	2	NUM
aiti-13355	204	6	,	,	PUNCT
aiti-13355	204	7	2024	2024	NUM
aiti-13355	204	8	,	,	PUNCT
aiti-13355	204	9	pp	pp	ADJ
aiti-13355	204	10	.	.	PUNCT
aiti-13355	205	1	85	85	NUM
aiti-13355	205	2	-	-	SYM
aiti-13355	205	3	98	98	NUM
aiti-13355	205	4	95	95	NUM
aiti-13355	205	5	(	(	PUNCT
aiti-13355	205	6	a	a	DET
aiti-13355	205	7	)	)	PUNCT
aiti-13355	205	8	comparison	comparison	NOUN
aiti-13355	205	9	of	of	ADP
aiti-13355	205	10	training	training	NOUN
aiti-13355	205	11	time	time	NOUN
aiti-13355	205	12	among	among	ADP
aiti-13355	205	13	models	model	NOUN
aiti-13355	205	14	(	(	PUNCT
aiti-13355	205	15	b	b	X
aiti-13355	205	16	)	)	PUNCT
aiti-13355	205	17	comparison	comparison	NOUN
aiti-13355	205	18	of	of	ADP
aiti-13355	205	19	prediction	prediction	NOUN
aiti-13355	205	20	time	time	NOUN
aiti-13355	205	21	among	among	ADP
aiti-13355	205	22	models	model	NOUN
aiti-13355	205	23	fig	fig	NOUN
aiti-13355	205	24	.	.	PUNCT
aiti-13355	206	1	6	6	NUM
aiti-13355	206	2	model	model	NOUN
aiti-13355	206	3	comparison	comparison	NOUN
aiti-13355	206	4	of	of	ADP
aiti-13355	206	5	computational	computational	ADJ
aiti-13355	206	6	efficiency	efficiency	NOUN
aiti-13355	206	7	3.1	3.1	NUM
aiti-13355	206	8	.	.	PUNCT
aiti-13355	207	1	comparative	comparative	ADJ
aiti-13355	207	2	evaluation	evaluation	NOUN
aiti-13355	207	3	of	of	ADP
aiti-13355	207	4	the	the	DET
aiti-13355	207	5	performance	performance	NOUN
aiti-13355	207	6	of	of	ADP
aiti-13355	207	7	models	model	NOUN
aiti-13355	207	8	fig	fig	NOUN
aiti-13355	207	9	.	.	PUNCT
aiti-13355	208	1	5	5	NUM
aiti-13355	208	2	demonstrates	demonstrate	VERB
aiti-13355	208	3	the	the	DET
aiti-13355	208	4	similarity	similarity	NOUN
aiti-13355	208	5	reflecting	reflect	VERB
aiti-13355	208	6	on	on	ADP
aiti-13355	208	7	the	the	DET
aiti-13355	208	8	performance	performance	NOUN
aiti-13355	208	9	levels	level	NOUN
aiti-13355	208	10	between	between	ADP
aiti-13355	208	11	svm	svm	PROPN
aiti-13355	208	12	and	and	CCONJ
aiti-13355	208	13	gbm	gbm	PROPN
aiti-13355	208	14	models	model	NOUN
aiti-13355	208	15	,	,	PUNCT
aiti-13355	208	16	achieving	achieve	VERB
aiti-13355	208	17	97.29	97.29	NUM
aiti-13355	208	18	%	%	NOUN
aiti-13355	208	19	accuracy	accuracy	NOUN
aiti-13355	208	20	and	and	CCONJ
aiti-13355	208	21	precision	precision	NOUN
aiti-13355	208	22	,	,	PUNCT
aiti-13355	208	23	a	a	DET
aiti-13355	208	24	100.00	100.00	NUM
aiti-13355	208	25	%	%	NOUN
aiti-13355	208	26	recall	recall	NOUN
aiti-13355	208	27	rate	rate	NOUN
aiti-13355	208	28	,	,	PUNCT
aiti-13355	208	29	and	and	CCONJ
aiti-13355	208	30	a	a	DET
aiti-13355	208	31	98.63	98.63	NUM
aiti-13355	208	32	%	%	NOUN
aiti-13355	208	33	f1	f1	NOUN
aiti-13355	208	34	score	score	NOUN
aiti-13355	208	35	.	.	PUNCT
aiti-13355	209	1	these	these	DET
aiti-13355	209	2	metrics	metric	NOUN
aiti-13355	209	3	underscore	underscore	VERB
aiti-13355	209	4	the	the	DET
aiti-13355	209	5	exceptional	exceptional	ADJ
aiti-13355	209	6	proficiency	proficiency	NOUN
aiti-13355	209	7	of	of	ADP
aiti-13355	209	8	both	both	CCONJ
aiti-13355	209	9	the	the	DET
aiti-13355	209	10	svm	svm	PROPN
aiti-13355	209	11	and	and	CCONJ
aiti-13355	209	12	gbm	gbm	PROPN
aiti-13355	209	13	algorithms	algorithm	NOUN
aiti-13355	209	14	in	in	ADP
aiti-13355	209	15	accurately	accurately	ADV
aiti-13355	209	16	detecting	detect	VERB
aiti-13355	209	17	the	the	DET
aiti-13355	209	18	presence	presence	NOUN
aiti-13355	209	19	of	of	ADP
aiti-13355	209	20	medicinal	medicinal	ADJ
aiti-13355	209	21	plants	plant	NOUN
aiti-13355	209	22	,	,	PUNCT
aiti-13355	209	23	ensuring	ensure	VERB
aiti-13355	209	24	a	a	DET
aiti-13355	209	25	high	high	ADJ
aiti-13355	209	26	success	success	NOUN
aiti-13355	209	27	rate	rate	NOUN
aiti-13355	209	28	in	in	ADP
aiti-13355	209	29	correct	correct	ADJ
aiti-13355	209	30	identifications	identification	NOUN
aiti-13355	209	31	while	while	SCONJ
aiti-13355	209	32	minimizing	minimize	VERB
aiti-13355	209	33	false	false	ADJ
aiti-13355	209	34	positives	positive	NOUN
aiti-13355	209	35	.	.	PUNCT
aiti-13355	210	1	on	on	ADP
aiti-13355	210	2	the	the	DET
aiti-13355	210	3	other	other	ADJ
aiti-13355	210	4	hand	hand	NOUN
aiti-13355	210	5	,	,	PUNCT
aiti-13355	210	6	while	while	SCONJ
aiti-13355	210	7	slightly	slightly	ADV
aiti-13355	210	8	trailing	trailing	ADJ
aiti-13355	210	9	,	,	PUNCT
aiti-13355	210	10	the	the	DET
aiti-13355	210	11	rf	rf	NOUN
aiti-13355	210	12	model	model	NOUN
aiti-13355	210	13	manifests	manifest	VERB
aiti-13355	210	14	robust	robust	ADJ
aiti-13355	210	15	performance	performance	NOUN
aiti-13355	210	16	,	,	PUNCT
aiti-13355	210	17	achieving	achieve	VERB
aiti-13355	210	18	96.54	96.54	NUM
aiti-13355	210	19	%	%	NOUN
aiti-13355	210	20	in	in	ADP
aiti-13355	210	21	accuracy	accuracy	NOUN
aiti-13355	210	22	,	,	PUNCT
aiti-13355	210	23	97.27	97.27	NUM
aiti-13355	210	24	%	%	NOUN
aiti-13355	210	25	in	in	ADP
aiti-13355	210	26	precision	precision	NOUN
aiti-13355	210	27	,	,	PUNCT
aiti-13355	210	28	99.23	99.23	NUM
aiti-13355	210	29	%	%	NOUN
aiti-13355	210	30	in	in	ADP
aiti-13355	210	31	recall	recall	NOUN
aiti-13355	210	32	,	,	PUNCT
aiti-13355	210	33	and	and	CCONJ
aiti-13355	210	34	98.24	98.24	NUM
aiti-13355	210	35	%	%	NOUN
aiti-13355	210	36	in	in	ADP
aiti-13355	210	37	the	the	DET
aiti-13355	210	38	f1	f1	NOUN
aiti-13355	210	39	score	score	NOUN
aiti-13355	210	40	.	.	PUNCT
aiti-13355	211	1	despite	despite	SCONJ
aiti-13355	211	2	a	a	DET
aiti-13355	211	3	subtle	subtle	ADJ
aiti-13355	211	4	decrease	decrease	NOUN
aiti-13355	211	5	in	in	ADP
aiti-13355	211	6	performance	performance	NOUN
aiti-13355	211	7	metrics	metric	NOUN
aiti-13355	211	8	compared	compare	VERB
aiti-13355	211	9	to	to	ADP
aiti-13355	211	10	svm	svm	VERB
aiti-13355	211	11	and	and	CCONJ
aiti-13355	211	12	gbm	gbm	PROPN
aiti-13355	211	13	,	,	PUNCT
aiti-13355	211	14	the	the	DET
aiti-13355	211	15	rf	rf	NOUN
aiti-13355	211	16	model	model	NOUN
aiti-13355	211	17	maintains	maintain	VERB
aiti-13355	211	18	its	its	PRON
aiti-13355	211	19	status	status	NOUN
aiti-13355	211	20	with	with	ADP
aiti-13355	211	21	convincing	convincing	ADJ
aiti-13355	211	22	competitiveness	competitiveness	NOUN
aiti-13355	211	23	,	,	PUNCT
aiti-13355	211	24	exhibiting	exhibit	VERB
aiti-13355	211	25	considerable	considerable	ADJ
aiti-13355	211	26	efficiency	efficiency	NOUN
aiti-13355	211	27	and	and	CCONJ
aiti-13355	211	28	reliability	reliability	NOUN
aiti-13355	211	29	in	in	ADP
aiti-13355	211	30	medicinal	medicinal	ADJ
aiti-13355	211	31	plant	plant	NOUN
aiti-13355	211	32	geolocation	geolocation	NOUN
aiti-13355	211	33	.	.	PUNCT
aiti-13355	212	1	svm	svm	PROPN
aiti-13355	212	2	and	and	CCONJ
aiti-13355	212	3	gbm	gbm	PROPN
aiti-13355	212	4	algorithms	algorithm	NOUN
aiti-13355	212	5	evinced	evince	VERB
aiti-13355	212	6	superior	superior	ADJ
aiti-13355	212	7	,	,	PUNCT
aiti-13355	212	8	closely	closely	ADV
aiti-13355	212	9	matched	match	VERB
aiti-13355	212	10	performance	performance	NOUN
aiti-13355	212	11	suitable	suitable	ADJ
aiti-13355	212	12	for	for	ADP
aiti-13355	212	13	ecological	ecological	ADJ
aiti-13355	212	14	conservation	conservation	NOUN
aiti-13355	212	15	and	and	CCONJ
aiti-13355	212	16	pharmaceutical	pharmaceutical	NOUN
aiti-13355	212	17	research	research	NOUN
aiti-13355	212	18	,	,	PUNCT
aiti-13355	212	19	highlighted	highlight	VERB
aiti-13355	212	20	by	by	ADP
aiti-13355	212	21	perfect	perfect	ADJ
aiti-13355	212	22	recall	recall	NOUN
aiti-13355	212	23	rates	rate	NOUN
aiti-13355	212	24	critical	critical	ADJ
aiti-13355	212	25	for	for	ADP
aiti-13355	212	26	comprehensive	comprehensive	ADJ
aiti-13355	212	27	geographical	geographical	ADJ
aiti-13355	212	28	mapping	mapping	NOUN
aiti-13355	212	29	.	.	PUNCT
aiti-13355	213	1	the	the	DET
aiti-13355	213	2	dataset	dataset	NOUN
aiti-13355	213	3	’s	’s	PART
aiti-13355	213	4	traits	trait	NOUN
aiti-13355	213	5	,	,	PUNCT
aiti-13355	213	6	dimensionality	dimensionality	NOUN
aiti-13355	213	7	reduction	reduction	NOUN
aiti-13355	213	8	,	,	PUNCT
aiti-13355	213	9	hyperparameter	hyperparameter	NOUN
aiti-13355	213	10	choices	choice	NOUN
aiti-13355	213	11	,	,	PUNCT
aiti-13355	213	12	or	or	CCONJ
aiti-13355	213	13	the	the	DET
aiti-13355	213	14	binary	binary	ADJ
aiti-13355	213	15	classification	classification	NOUN
aiti-13355	213	16	nature	nature	NOUN
aiti-13355	213	17	could	could	AUX
aiti-13355	213	18	result	result	VERB
aiti-13355	213	19	in	in	ADP
aiti-13355	213	20	fluctuation	fluctuation	NOUN
aiti-13355	213	21	in	in	ADP
aiti-13355	213	22	the	the	DET
aiti-13355	213	23	performance	performance	NOUN
aiti-13355	213	24	.	.	PUNCT
aiti-13355	214	1	these	these	DET
aiti-13355	214	2	findings	finding	NOUN
aiti-13355	214	3	indicate	indicate	VERB
aiti-13355	214	4	that	that	SCONJ
aiti-13355	214	5	exploring	explore	VERB
aiti-13355	214	6	different	different	ADJ
aiti-13355	214	7	configurations	configuration	NOUN
aiti-13355	214	8	might	might	AUX
aiti-13355	214	9	reveal	reveal	VERB
aiti-13355	214	10	nuanced	nuanced	ADJ
aiti-13355	214	11	performance	performance	NOUN
aiti-13355	214	12	differences	difference	NOUN
aiti-13355	214	13	,	,	PUNCT
aiti-13355	214	14	guiding	guide	VERB
aiti-13355	214	15	future	future	ADJ
aiti-13355	214	16	research	research	NOUN
aiti-13355	214	17	to	to	PART
aiti-13355	214	18	enhance	enhance	VERB
aiti-13355	214	19	medicinal	medicinal	ADJ
aiti-13355	214	20	plant	plant	NOUN
aiti-13355	214	21	geolocation	geolocation	NOUN
aiti-13355	214	22	precision	precision	NOUN
aiti-13355	214	23	.	.	PUNCT
aiti-13355	215	1	despite	despite	SCONJ
aiti-13355	215	2	displaying	display	VERB
aiti-13355	215	3	slightly	slightly	ADV
aiti-13355	215	4	lower	low	ADJ
aiti-13355	215	5	performance	performance	NOUN
aiti-13355	215	6	metrics	metric	NOUN
aiti-13355	215	7	,	,	PUNCT
aiti-13355	215	8	the	the	DET
aiti-13355	215	9	rf	rf	NOUN
aiti-13355	215	10	model	model	NOUN
aiti-13355	215	11	is	be	AUX
aiti-13355	215	12	a	a	DET
aiti-13355	215	13	robust	robust	ADJ
aiti-13355	215	14	contender	contender	NOUN
aiti-13355	215	15	,	,	PUNCT
aiti-13355	215	16	attesting	attest	VERB
aiti-13355	215	17	to	to	ADP
aiti-13355	215	18	considerable	considerable	ADJ
aiti-13355	215	19	accuracy	accuracy	NOUN
aiti-13355	215	20	and	and	CCONJ
aiti-13355	215	21	precision	precision	NOUN
aiti-13355	215	22	in	in	ADP
aiti-13355	215	23	identifying	identify	VERB
aiti-13355	215	24	medicinal	medicinal	ADJ
aiti-13355	215	25	plant	plant	NOUN
aiti-13355	215	26	locations	location	NOUN
aiti-13355	215	27	.	.	PUNCT
aiti-13355	216	1	compared	compare	VERB
aiti-13355	216	2	to	to	ADP
aiti-13355	216	3	svm	svm	VERB
aiti-13355	216	4	and	and	CCONJ
aiti-13355	216	5	gbm	gbm	PROPN
aiti-13355	216	6	,	,	PUNCT
aiti-13355	216	7	its	its	PRON
aiti-13355	216	8	marginally	marginally	ADV
aiti-13355	216	9	lower	low	ADJ
aiti-13355	216	10	recall	recall	NOUN
aiti-13355	216	11	rate	rate	NOUN
aiti-13355	216	12	insignificantly	insignificantly	ADV
aiti-13355	216	13	detracts	detract	VERB
aiti-13355	216	14	from	from	ADP
aiti-13355	216	15	its	its	PRON
aiti-13355	216	16	utility	utility	NOUN
aiti-13355	216	17	,	,	PUNCT
aiti-13355	216	18	especially	especially	ADV
aiti-13355	216	19	in	in	ADP
aiti-13355	216	20	scenarios	scenario	NOUN
aiti-13355	216	21	where	where	SCONJ
aiti-13355	216	22	model	model	NOUN
aiti-13355	216	23	interpretability	interpretability	NOUN
aiti-13355	216	24	and	and	CCONJ
aiti-13355	216	25	the	the	DET
aiti-13355	216	26	capability	capability	NOUN
aiti-13355	216	27	to	to	PART
aiti-13355	216	28	navigate	navigate	VERB
aiti-13355	216	29	complex	complex	ADJ
aiti-13355	216	30	data	datum	NOUN
aiti-13355	216	31	structures	structure	NOUN
aiti-13355	216	32	are	be	AUX
aiti-13355	216	33	paramount	paramount	ADJ
aiti-13355	216	34	.	.	PUNCT
aiti-13355	217	1	highlighting	highlight	VERB
aiti-13355	217	2	rf	rf	NOUN
aiti-13355	217	3	’s	’s	PART
aiti-13355	217	4	utility	utility	NOUN
aiti-13355	217	5	underscores	underscore	VERB
aiti-13355	217	6	the	the	DET
aiti-13355	217	7	necessity	necessity	NOUN
aiti-13355	217	8	of	of	ADP
aiti-13355	217	9	selecting	select	VERB
aiti-13355	217	10	the	the	DET
aiti-13355	217	11	most	most	ADV
aiti-13355	217	12	fitting	fitting	ADJ
aiti-13355	217	13	ml	ml	ADP
aiti-13355	217	14	algorithm	algorithm	NOUN
aiti-13355	217	15	to	to	PART
aiti-13355	217	16	satisfy	satisfy	VERB
aiti-13355	217	17	the	the	DET
aiti-13355	217	18	unique	unique	ADJ
aiti-13355	217	19	demands	demand	NOUN
aiti-13355	217	20	of	of	ADP
aiti-13355	217	21	a	a	DET
aiti-13355	217	22	project	project	NOUN
aiti-13355	217	23	,	,	PUNCT
aiti-13355	217	24	thus	thus	ADV
aiti-13355	217	25	ensuring	ensure	VERB
aiti-13355	217	26	the	the	DET
aiti-13355	217	27	advancement	advancement	NOUN
aiti-13355	217	28	of	of	ADP
aiti-13355	217	29	medicinal	medicinal	ADJ
aiti-13355	217	30	plant	plant	NOUN
aiti-13355	217	31	geolocation	geolocation	NOUN
aiti-13355	217	32	in	in	ADP
aiti-13355	217	33	both	both	DET
aiti-13355	217	34	efficiency	efficiency	NOUN
aiti-13355	217	35	and	and	CCONJ
aiti-13355	217	36	accuracy	accuracy	NOUN
aiti-13355	217	37	.	.	PUNCT
aiti-13355	218	1	3.2	3.2	NUM
aiti-13355	218	2	.	.	PUNCT
aiti-13355	219	1	comparative	comparative	ADJ
aiti-13355	219	2	evaluation	evaluation	NOUN
aiti-13355	219	3	of	of	ADP
aiti-13355	219	4	computational	computational	ADJ
aiti-13355	219	5	efficiency	efficiency	NOUN
aiti-13355	219	6	of	of	ADP
aiti-13355	219	7	models	model	NOUN
aiti-13355	219	8	this	this	DET
aiti-13355	219	9	study	study	NOUN
aiti-13355	219	10	assessed	assess	VERB
aiti-13355	219	11	the	the	DET
aiti-13355	219	12	computational	computational	ADJ
aiti-13355	219	13	efficiency	efficiency	NOUN
aiti-13355	219	14	by	by	ADP
aiti-13355	219	15	analyzing	analyze	VERB
aiti-13355	219	16	the	the	DET
aiti-13355	219	17	training	training	NOUN
aiti-13355	219	18	and	and	CCONJ
aiti-13355	219	19	prediction	prediction	NOUN
aiti-13355	219	20	times	time	NOUN
aiti-13355	219	21	.	.	PUNCT
aiti-13355	220	1	as	as	SCONJ
aiti-13355	220	2	detailed	detailed	ADJ
aiti-13355	220	3	in	in	ADP
aiti-13355	220	4	fig	fig	NOUN
aiti-13355	220	5	.	.	PUNCT
aiti-13355	221	1	6	6	NUM
aiti-13355	221	2	,	,	PUNCT
aiti-13355	221	3	the	the	DET
aiti-13355	221	4	svm	svm	NOUN
aiti-13355	221	5	showed	show	VERB
aiti-13355	221	6	exceptional	exceptional	ADJ
aiti-13355	221	7	efficiency	efficiency	NOUN
aiti-13355	221	8	,	,	PUNCT
aiti-13355	221	9	with	with	ADP
aiti-13355	221	10	a	a	DET
aiti-13355	221	11	training	training	NOUN
aiti-13355	221	12	time	time	NOUN
aiti-13355	221	13	of	of	ADP
aiti-13355	221	14	0.008	0.008	NUM
aiti-13355	221	15	seconds	second	NOUN
aiti-13355	221	16	and	and	CCONJ
aiti-13355	221	17	a	a	DET
aiti-13355	221	18	prediction	prediction	NOUN
aiti-13355	221	19	time	time	NOUN
aiti-13355	221	20	of	of	ADP
aiti-13355	221	21	0.004	0.004	NUM
aiti-13355	221	22	seconds	second	NOUN
aiti-13355	221	23	,	,	PUNCT
aiti-13355	221	24	which	which	PRON
aiti-13355	221	25	is	be	AUX
aiti-13355	221	26	perceived	perceive	VERB
aiti-13355	221	27	as	as	ADP
aiti-13355	221	28	the	the	DET
aiti-13355	221	29	quickest	quick	ADJ
aiti-13355	221	30	model	model	NOUN
aiti-13355	221	31	among	among	ADP
aiti-13355	221	32	those	those	PRON
aiti-13355	221	33	evaluated	evaluate	VERB
aiti-13355	221	34	.	.	PUNCT
aiti-13355	222	1	the	the	DET
aiti-13355	222	2	gbm	gbm	PROPN
aiti-13355	222	3	demonstrated	demonstrate	VERB
aiti-13355	222	4	exceptional	exceptional	ADJ
aiti-13355	222	5	efficiency	efficiency	NOUN
aiti-13355	222	6	during	during	ADP
aiti-13355	222	7	training	training	NOUN
aiti-13355	222	8	,	,	PUNCT
aiti-13355	222	9	completing	complete	VERB
aiti-13355	222	10	in	in	ADP
aiti-13355	222	11	0.203	0.203	NUM
aiti-13355	222	12	seconds	second	NOUN
aiti-13355	222	13	and	and	CCONJ
aiti-13355	222	14	having	have	VERB
aiti-13355	222	15	an	an	DET
aiti-13355	222	16	even	even	ADV
aiti-13355	222	17	more	more	ADV
aiti-13355	222	18	remarkable	remarkable	ADJ
aiti-13355	222	19	prediction	prediction	NOUN
aiti-13355	222	20	time	time	NOUN
aiti-13355	222	21	of	of	ADP
aiti-13355	222	22	0.0012	0.0012	NUM
aiti-13355	222	23	seconds	second	NOUN
aiti-13355	222	24	,	,	PUNCT
aiti-13355	222	25	the	the	DET
aiti-13355	222	26	fastest	fast	ADJ
aiti-13355	222	27	of	of	ADP
aiti-13355	222	28	the	the	DET
aiti-13355	222	29	three	three	NUM
aiti-13355	222	30	methods	method	NOUN
aiti-13355	222	31	.	.	PUNCT
aiti-13355	223	1	the	the	DET
aiti-13355	223	2	rf	rf	NOUN
aiti-13355	223	3	model	model	NOUN
aiti-13355	223	4	had	have	VERB
aiti-13355	223	5	the	the	DET
aiti-13355	223	6	most	most	ADV
aiti-13355	223	7	significant	significant	ADJ
aiti-13355	223	8	training	training	NOUN
aiti-13355	223	9	time	time	NOUN
aiti-13355	223	10	of	of	ADP
aiti-13355	223	11	1.597	1.597	NUM
aiti-13355	223	12	seconds	second	NOUN
aiti-13355	223	13	and	and	CCONJ
aiti-13355	223	14	a	a	DET
aiti-13355	223	15	prediction	prediction	NOUN
aiti-13355	223	16	time	time	NOUN
aiti-13355	223	17	of	of	ADP
aiti-13355	223	18	0.060	0.060	NUM
aiti-13355	223	19	seconds	second	NOUN
aiti-13355	223	20	,	,	PUNCT
aiti-13355	223	21	signifying	signify	VERB
aiti-13355	223	22	lesser	less	ADJ
aiti-13355	223	23	performance	performance	NOUN
aiti-13355	223	24	than	than	ADP
aiti-13355	223	25	other	other	ADJ
aiti-13355	223	26	models	model	NOUN
aiti-13355	223	27	but	but	CCONJ
aiti-13355	223	28	still	still	ADV
aiti-13355	223	29	viable	viable	ADJ
aiti-13355	223	30	for	for	ADP
aiti-13355	223	31	many	many	ADJ
aiti-13355	223	32	applications	application	NOUN
aiti-13355	223	33	.	.	PUNCT
aiti-13355	224	1	96	96	NUM
aiti-13355	224	2	advances	advance	NOUN
aiti-13355	224	3	in	in	ADP
aiti-13355	224	4	technology	technology	NOUN
aiti-13355	224	5	innovation	innovation	NOUN
aiti-13355	224	6	,	,	PUNCT
aiti-13355	224	7	vol	vol	NOUN
aiti-13355	224	8	.	.	PROPN
aiti-13355	224	9	9	9	NUM
aiti-13355	224	10	,	,	PUNCT
aiti-13355	224	11	no	no	INTJ
aiti-13355	224	12	.	.	NOUN
aiti-13355	224	13	2	2	NUM
aiti-13355	224	14	,	,	PUNCT
aiti-13355	224	15	2024	2024	NUM
aiti-13355	224	16	,	,	PUNCT
aiti-13355	224	17	pp	pp	ADJ
aiti-13355	224	18	.	.	PUNCT
aiti-13355	224	19	85	85	NUM
aiti-13355	224	20	-	-	SYM
aiti-13355	224	21	98	98	NUM
aiti-13355	224	22	this	this	DET
aiti-13355	224	23	study	study	NOUN
aiti-13355	224	24	’s	’s	PART
aiti-13355	224	25	evaluation	evaluation	NOUN
aiti-13355	224	26	of	of	ADP
aiti-13355	224	27	svm	svm	PROPN
aiti-13355	224	28	,	,	PUNCT
aiti-13355	224	29	gbm	gbm	NOUN
aiti-13355	224	30	,	,	PUNCT
aiti-13355	224	31	and	and	CCONJ
aiti-13355	224	32	rf	rf	NOUN
aiti-13355	224	33	algorithms	algorithm	NOUN
aiti-13355	224	34	for	for	ADP
aiti-13355	224	35	medicinal	medicinal	ADJ
aiti-13355	224	36	plant	plant	NOUN
aiti-13355	224	37	geolocation	geolocation	NOUN
aiti-13355	224	38	uncovers	uncover	NOUN
aiti-13355	224	39	unique	unique	ADJ
aiti-13355	224	40	performance	performance	NOUN
aiti-13355	224	41	traits	trait	NOUN
aiti-13355	224	42	essential	essential	ADJ
aiti-13355	224	43	for	for	ADP
aiti-13355	224	44	tailored	tailored	ADJ
aiti-13355	224	45	application	application	NOUN
aiti-13355	224	46	needs	need	NOUN
aiti-13355	224	47	.	.	PUNCT
aiti-13355	225	1	with	with	ADP
aiti-13355	225	2	its	its	PRON
aiti-13355	225	3	rapid	rapid	ADJ
aiti-13355	225	4	training	training	NOUN
aiti-13355	225	5	and	and	CCONJ
aiti-13355	225	6	prediction	prediction	NOUN
aiti-13355	225	7	capabilities	capability	NOUN
aiti-13355	225	8	,	,	PUNCT
aiti-13355	225	9	the	the	DET
aiti-13355	225	10	svm	svm	ADJ
aiti-13355	225	11	algorithm	algorithm	NOUN
aiti-13355	225	12	is	be	AUX
aiti-13355	225	13	particularly	particularly	ADV
aiti-13355	225	14	beneficial	beneficial	ADJ
aiti-13355	225	15	for	for	ADP
aiti-13355	225	16	applications	application	NOUN
aiti-13355	225	17	demanding	demand	VERB
aiti-13355	225	18	immediate	immediate	ADJ
aiti-13355	225	19	responsiveness	responsiveness	NOUN
aiti-13355	225	20	,	,	PUNCT
aiti-13355	225	21	such	such	ADJ
aiti-13355	225	22	as	as	ADP
aiti-13355	225	23	mobile	mobile	ADJ
aiti-13355	225	24	or	or	CCONJ
aiti-13355	225	25	real	real	ADJ
aiti-13355	225	26	-	-	PUNCT
aiti-13355	225	27	time	time	NOUN
aiti-13355	225	28	geolocation	geolocation	NOUN
aiti-13355	225	29	tasks	task	NOUN
aiti-13355	225	30	.	.	PUNCT
aiti-13355	226	1	this	this	DET
aiti-13355	226	2	promptness	promptness	NOUN
aiti-13355	226	3	in	in	ADP
aiti-13355	226	4	processing	processing	NOUN
aiti-13355	226	5	makes	make	VERB
aiti-13355	226	6	svm	svm	VERB
aiti-13355	226	7	an	an	DET
aiti-13355	226	8	invaluable	invaluable	ADJ
aiti-13355	226	9	asset	asset	NOUN
aiti-13355	226	10	in	in	ADP
aiti-13355	226	11	environments	environment	NOUN
aiti-13355	226	12	where	where	SCONJ
aiti-13355	226	13	speed	speed	NOUN
aiti-13355	226	14	is	be	AUX
aiti-13355	226	15	paramount	paramount	ADJ
aiti-13355	226	16	,	,	PUNCT
aiti-13355	226	17	directly	directly	ADV
aiti-13355	226	18	contributing	contribute	VERB
aiti-13355	226	19	to	to	ADP
aiti-13355	226	20	the	the	DET
aiti-13355	226	21	timely	timely	ADJ
aiti-13355	226	22	and	and	CCONJ
aiti-13355	226	23	efficient	efficient	ADJ
aiti-13355	226	24	geolocation	geolocation	NOUN
aiti-13355	226	25	of	of	ADP
aiti-13355	226	26	medicinal	medicinal	ADJ
aiti-13355	226	27	plants	plant	NOUN
aiti-13355	226	28	.	.	PUNCT
aiti-13355	227	1	on	on	ADP
aiti-13355	227	2	the	the	DET
aiti-13355	227	3	other	other	ADJ
aiti-13355	227	4	hand	hand	NOUN
aiti-13355	227	5	,	,	PUNCT
aiti-13355	227	6	gbm	gbm	PROPN
aiti-13355	227	7	demonstrates	demonstrate	VERB
aiti-13355	227	8	a	a	DET
aiti-13355	227	9	subtly	subtly	ADV
aiti-13355	227	10	slower	slow	ADJ
aiti-13355	227	11	training	training	NOUN
aiti-13355	227	12	pace	pace	NOUN
aiti-13355	227	13	but	but	CCONJ
aiti-13355	227	14	excels	excel	NOUN
aiti-13355	227	15	in	in	ADP
aiti-13355	227	16	prediction	prediction	NOUN
aiti-13355	227	17	speed	speed	NOUN
aiti-13355	227	18	,	,	PUNCT
aiti-13355	227	19	positioning	position	VERB
aiti-13355	227	20	it	it	PRON
aiti-13355	227	21	as	as	ADP
aiti-13355	227	22	the	the	DET
aiti-13355	227	23	preferred	preferred	ADJ
aiti-13355	227	24	choice	choice	NOUN
aiti-13355	227	25	for	for	ADP
aiti-13355	227	26	scenarios	scenario	NOUN
aiti-13355	227	27	requiring	require	VERB
aiti-13355	227	28	continuous	continuous	ADJ
aiti-13355	227	29	model	model	NOUN
aiti-13355	227	30	updates	update	NOUN
aiti-13355	227	31	and	and	CCONJ
aiti-13355	227	32	instantaneous	instantaneous	ADJ
aiti-13355	227	33	decision	decision	NOUN
aiti-13355	227	34	-	-	PUNCT
aiti-13355	227	35	making	making	NOUN
aiti-13355	227	36	.	.	PUNCT
aiti-13355	228	1	this	this	DET
aiti-13355	228	2	unique	unique	ADJ
aiti-13355	228	3	balance	balance	NOUN
aiti-13355	228	4	between	between	ADP
aiti-13355	228	5	training	training	NOUN
aiti-13355	228	6	duration	duration	NOUN
aiti-13355	228	7	and	and	CCONJ
aiti-13355	228	8	predictive	predictive	ADJ
aiti-13355	228	9	velocity	velocity	NOUN
aiti-13355	228	10	underscores	underscore	VERB
aiti-13355	228	11	gbm	gbm	PROPN
aiti-13355	228	12	’s	’s	PART
aiti-13355	228	13	suitability	suitability	NOUN
aiti-13355	228	14	for	for	ADP
aiti-13355	228	15	dynamic	dynamic	ADJ
aiti-13355	228	16	applications	application	NOUN
aiti-13355	228	17	,	,	PUNCT
aiti-13355	228	18	where	where	SCONJ
aiti-13355	228	19	quick	quick	ADJ
aiti-13355	228	20	adjustments	adjustment	NOUN
aiti-13355	228	21	based	base	VERB
aiti-13355	228	22	on	on	ADP
aiti-13355	228	23	new	new	ADJ
aiti-13355	228	24	data	datum	NOUN
aiti-13355	228	25	are	be	AUX
aiti-13355	228	26	essential	essential	ADJ
aiti-13355	228	27	.	.	PUNCT
aiti-13355	229	1	conversely	conversely	ADV
aiti-13355	229	2	,	,	PUNCT
aiti-13355	229	3	the	the	DET
aiti-13355	229	4	rf	rf	NOUN
aiti-13355	229	5	model	model	NOUN
aiti-13355	229	6	’s	’s	PART
aiti-13355	229	7	extended	extended	ADJ
aiti-13355	229	8	training	training	NOUN
aiti-13355	229	9	period	period	NOUN
aiti-13355	229	10	indicates	indicate	VERB
aiti-13355	229	11	its	its	PRON
aiti-13355	229	12	applicability	applicability	NOUN
aiti-13355	229	13	when	when	SCONJ
aiti-13355	229	14	models	model	NOUN
aiti-13355	229	15	can	can	AUX
aiti-13355	229	16	be	be	AUX
aiti-13355	229	17	pre	pre	ADJ
aiti-13355	229	18	-	-	ADJ
aiti-13355	229	19	trained	train	VERB
aiti-13355	229	20	offline	offline	NOUN
aiti-13355	229	21	.	.	PUNCT
aiti-13355	230	1	the	the	DET
aiti-13355	230	2	benefits	benefit	NOUN
aiti-13355	230	3	of	of	ADP
aiti-13355	230	4	model	model	NOUN
aiti-13355	230	5	interpretability	interpretability	NOUN
aiti-13355	230	6	and	and	CCONJ
aiti-13355	230	7	nuanced	nuanced	ADJ
aiti-13355	230	8	feature	feature	NOUN
aiti-13355	230	9	interaction	interaction	NOUN
aiti-13355	230	10	comprehension	comprehension	NOUN
aiti-13355	230	11	outweigh	outweigh	VERB
aiti-13355	230	12	the	the	DET
aiti-13355	230	13	necessity	necessity	NOUN
aiti-13355	230	14	for	for	ADP
aiti-13355	230	15	swift	swift	ADJ
aiti-13355	230	16	computation	computation	NOUN
aiti-13355	230	17	.	.	PUNCT
aiti-13355	231	1	such	such	ADJ
aiti-13355	231	2	characteristics	characteristic	NOUN
aiti-13355	231	3	suggest	suggest	VERB
aiti-13355	231	4	rf	rf	NOUN
aiti-13355	231	5	’s	’s	PART
aiti-13355	231	6	potential	potential	NOUN
aiti-13355	231	7	in	in	ADP
aiti-13355	231	8	comprehensive	comprehensive	ADJ
aiti-13355	231	9	studies	study	NOUN
aiti-13355	231	10	or	or	CCONJ
aiti-13355	231	11	applications	application	NOUN
aiti-13355	231	12	where	where	SCONJ
aiti-13355	231	13	the	the	DET
aiti-13355	231	14	depth	depth	NOUN
aiti-13355	231	15	of	of	ADP
aiti-13355	231	16	analysis	analysis	NOUN
aiti-13355	231	17	and	and	CCONJ
aiti-13355	231	18	accuracy	accuracy	NOUN
aiti-13355	231	19	precedes	precede	VERB
aiti-13355	231	20	immediate	immediate	ADJ
aiti-13355	231	21	results	result	NOUN
aiti-13355	231	22	.	.	PUNCT
aiti-13355	232	1	the	the	DET
aiti-13355	232	2	comparative	comparative	ADJ
aiti-13355	232	3	evaluation	evaluation	NOUN
aiti-13355	232	4	underscores	underscore	VERB
aiti-13355	232	5	the	the	DET
aiti-13355	232	6	critical	critical	ADJ
aiti-13355	232	7	role	role	NOUN
aiti-13355	232	8	of	of	ADP
aiti-13355	232	9	aligning	align	VERB
aiti-13355	232	10	algorithm	algorithm	NOUN
aiti-13355	232	11	selection	selection	NOUN
aiti-13355	232	12	with	with	ADP
aiti-13355	232	13	operational	operational	ADJ
aiti-13355	232	14	demands	demand	NOUN
aiti-13355	232	15	,	,	PUNCT
aiti-13355	232	16	including	include	VERB
aiti-13355	232	17	speed	speed	NOUN
aiti-13355	232	18	,	,	PUNCT
aiti-13355	232	19	accuracy	accuracy	NOUN
aiti-13355	232	20	,	,	PUNCT
aiti-13355	232	21	and	and	CCONJ
aiti-13355	232	22	computational	computational	ADJ
aiti-13355	232	23	resource	resource	NOUN
aiti-13355	232	24	availability	availability	NOUN
aiti-13355	232	25	considerations	consideration	NOUN
aiti-13355	232	26	.	.	PUNCT
aiti-13355	233	1	highlighting	highlight	VERB
aiti-13355	233	2	the	the	DET
aiti-13355	233	3	specific	specific	ADJ
aiti-13355	233	4	advantages	advantage	NOUN
aiti-13355	233	5	of	of	ADP
aiti-13355	233	6	each	each	DET
aiti-13355	233	7	algorithm	algorithm	NOUN
aiti-13355	233	8	in	in	ADP
aiti-13355	233	9	the	the	DET
aiti-13355	233	10	context	context	NOUN
aiti-13355	233	11	of	of	ADP
aiti-13355	233	12	medicinal	medicinal	ADJ
aiti-13355	233	13	plant	plant	NOUN
aiti-13355	233	14	geolocation	geolocation	NOUN
aiti-13355	233	15	attests	attest	VERB
aiti-13355	233	16	to	to	ADP
aiti-13355	233	17	the	the	DET
aiti-13355	233	18	importance	importance	NOUN
aiti-13355	233	19	of	of	ADP
aiti-13355	233	20	selecting	select	VERB
aiti-13355	233	21	the	the	DET
aiti-13355	233	22	appropriate	appropriate	ADJ
aiti-13355	233	23	ml	ml	NOUN
aiti-13355	233	24	approach	approach	NOUN
aiti-13355	233	25	to	to	PART
aiti-13355	233	26	tackle	tackle	VERB
aiti-13355	233	27	the	the	DET
aiti-13355	233	28	unique	unique	ADJ
aiti-13355	233	29	challenges	challenge	NOUN
aiti-13355	233	30	of	of	ADP
aiti-13355	233	31	precision	precision	NOUN
aiti-13355	233	32	geolocation	geolocation	NOUN
aiti-13355	233	33	.	.	PUNCT
aiti-13355	234	1	it	it	PRON
aiti-13355	234	2	ensures	ensure	VERB
aiti-13355	234	3	that	that	SCONJ
aiti-13355	234	4	the	the	DET
aiti-13355	234	5	selection	selection	NOUN
aiti-13355	234	6	process	process	NOUN
aiti-13355	234	7	accounts	account	VERB
aiti-13355	234	8	for	for	ADP
aiti-13355	234	9	both	both	PRON
aiti-13355	234	10	computational	computational	ADJ
aiti-13355	234	11	efficiency	efficiency	NOUN
aiti-13355	234	12	and	and	CCONJ
aiti-13355	234	13	practical	practical	ADJ
aiti-13355	234	14	implications	implication	NOUN
aiti-13355	234	15	for	for	ADP
aiti-13355	234	16	real	real	ADJ
aiti-13355	234	17	-	-	PUNCT
aiti-13355	234	18	world	world	NOUN
aiti-13355	234	19	applications	application	NOUN
aiti-13355	234	20	.	.	PUNCT
aiti-13355	235	1	4	4	X
aiti-13355	235	2	.	.	X
aiti-13355	235	3	conclusions	conclusion	NOUN
aiti-13355	235	4	the	the	DET
aiti-13355	235	5	study	study	NOUN
aiti-13355	235	6	aimed	aim	VERB
aiti-13355	235	7	to	to	PART
aiti-13355	235	8	assess	assess	VERB
aiti-13355	235	9	the	the	DET
aiti-13355	235	10	accuracy	accuracy	NOUN
aiti-13355	235	11	and	and	CCONJ
aiti-13355	235	12	computational	computational	ADJ
aiti-13355	235	13	performance	performance	NOUN
aiti-13355	235	14	of	of	ADP
aiti-13355	235	15	three	three	NUM
aiti-13355	235	16	ml	ml	NOUN
aiti-13355	235	17	techniques	technique	NOUN
aiti-13355	235	18	—	—	PUNCT
aiti-13355	235	19	gbm	gbm	NOUN
aiti-13355	235	20	,	,	PUNCT
aiti-13355	235	21	rf	rf	ADJ
aiti-13355	235	22	,	,	PUNCT
aiti-13355	235	23	and	and	CCONJ
aiti-13355	235	24	svm	svm	ADJ
aiti-13355	235	25	—	—	PUNCT
aiti-13355	235	26	for	for	ADP
aiti-13355	235	27	the	the	DET
aiti-13355	235	28	geolocation	geolocation	NOUN
aiti-13355	235	29	of	of	ADP
aiti-13355	235	30	medicinal	medicinal	ADJ
aiti-13355	235	31	plants	plant	NOUN
aiti-13355	235	32	using	use	VERB
aiti-13355	235	33	spatial	spatial	ADJ
aiti-13355	235	34	data	datum	NOUN
aiti-13355	235	35	.	.	PUNCT
aiti-13355	236	1	it	it	PRON
aiti-13355	236	2	adhered	adhere	VERB
aiti-13355	236	3	to	to	ADP
aiti-13355	236	4	the	the	DET
aiti-13355	236	5	crisp	crisp	ADJ
aiti-13355	236	6	-	-	PUNCT
aiti-13355	236	7	dm	dm	NOUN
aiti-13355	236	8	framework	framework	NOUN
aiti-13355	236	9	,	,	PUNCT
aiti-13355	236	10	ensuring	ensure	VERB
aiti-13355	236	11	a	a	DET
aiti-13355	236	12	structured	structured	ADJ
aiti-13355	236	13	evaluation	evaluation	NOUN
aiti-13355	236	14	from	from	ADP
aiti-13355	236	15	project	project	NOUN
aiti-13355	236	16	understanding	understanding	NOUN
aiti-13355	236	17	to	to	ADP
aiti-13355	236	18	model	model	NOUN
aiti-13355	236	19	deployment	deployment	NOUN
aiti-13355	236	20	.	.	PUNCT
aiti-13355	237	1	the	the	DET
aiti-13355	237	2	svm	svm	PROPN
aiti-13355	237	3	and	and	CCONJ
aiti-13355	237	4	gbm	gbm	PROPN
aiti-13355	237	5	models	model	NOUN
aiti-13355	237	6	showcased	showcase	VERB
aiti-13355	237	7	superior	superior	ADJ
aiti-13355	237	8	performance	performance	NOUN
aiti-13355	237	9	in	in	ADP
aiti-13355	237	10	identifying	identify	VERB
aiti-13355	237	11	medicinal	medicinal	ADJ
aiti-13355	237	12	plant	plant	NOUN
aiti-13355	237	13	locations	location	NOUN
aiti-13355	237	14	,	,	PUNCT
aiti-13355	237	15	with	with	ADP
aiti-13355	237	16	the	the	DET
aiti-13355	237	17	svm	svm	ADJ
aiti-13355	237	18	model	model	NOUN
aiti-13355	237	19	achieving	achieve	VERB
aiti-13355	237	20	notable	notable	ADJ
aiti-13355	237	21	efficiency	efficiency	NOUN
aiti-13355	237	22	in	in	ADP
aiti-13355	237	23	training	training	NOUN
aiti-13355	237	24	and	and	CCONJ
aiti-13355	237	25	prediction	prediction	NOUN
aiti-13355	237	26	times	time	NOUN
aiti-13355	237	27	,	,	PUNCT
aiti-13355	237	28	which	which	PRON
aiti-13355	237	29	is	be	AUX
aiti-13355	237	30	suitable	suitable	ADJ
aiti-13355	237	31	for	for	ADP
aiti-13355	237	32	real	real	ADJ
aiti-13355	237	33	-	-	PUNCT
aiti-13355	237	34	time	time	NOUN
aiti-13355	237	35	applications	application	NOUN
aiti-13355	237	36	.	.	PUNCT
aiti-13355	238	1	the	the	DET
aiti-13355	238	2	gbm	gbm	PROPN
aiti-13355	238	3	model	model	NOUN
aiti-13355	238	4	was	be	AUX
aiti-13355	238	5	highlighted	highlight	VERB
aiti-13355	238	6	for	for	ADP
aiti-13355	238	7	its	its	PRON
aiti-13355	238	8	quick	quick	ADJ
aiti-13355	238	9	prediction	prediction	NOUN
aiti-13355	238	10	capabilities	capability	NOUN
aiti-13355	238	11	,	,	PUNCT
aiti-13355	238	12	while	while	SCONJ
aiti-13355	238	13	the	the	DET
aiti-13355	238	14	rf	rf	NOUN
aiti-13355	238	15	model	model	NOUN
aiti-13355	238	16	was	be	AUX
aiti-13355	238	17	recommended	recommend	VERB
aiti-13355	238	18	for	for	ADP
aiti-13355	238	19	scenarios	scenario	NOUN
aiti-13355	238	20	demanding	demand	VERB
aiti-13355	238	21	high	high	ADJ
aiti-13355	238	22	interpretability	interpretability	NOUN
aiti-13355	238	23	and	and	CCONJ
aiti-13355	238	24	complex	complex	ADJ
aiti-13355	238	25	feature	feature	NOUN
aiti-13355	238	26	interaction	interaction	NOUN
aiti-13355	238	27	management	management	NOUN
aiti-13355	238	28	.	.	PUNCT
aiti-13355	239	1	performance	performance	NOUN
aiti-13355	239	2	metrics	metric	NOUN
aiti-13355	239	3	for	for	ADP
aiti-13355	239	4	svm	svm	PROPN
aiti-13355	239	5	and	and	CCONJ
aiti-13355	239	6	gbm	gbm	PROPN
aiti-13355	239	7	included	include	VERB
aiti-13355	239	8	a	a	DET
aiti-13355	239	9	97.29	97.29	NUM
aiti-13355	239	10	%	%	NOUN
aiti-13355	239	11	accuracy	accuracy	NOUN
aiti-13355	239	12	rate	rate	NOUN
aiti-13355	239	13	,	,	PUNCT
aiti-13355	239	14	100	100	NUM
aiti-13355	239	15	%	%	NOUN
aiti-13355	239	16	recall	recall	NOUN
aiti-13355	239	17	,	,	PUNCT
aiti-13355	239	18	and	and	CCONJ
aiti-13355	239	19	a	a	DET
aiti-13355	239	20	98.63	98.63	NUM
aiti-13355	239	21	%	%	NOUN
aiti-13355	239	22	f1	f1	NOUN
aiti-13355	239	23	score	score	NOUN
aiti-13355	239	24	,	,	PUNCT
aiti-13355	239	25	indicating	indicate	VERB
aiti-13355	239	26	their	their	PRON
aiti-13355	239	27	exceptional	exceptional	ADJ
aiti-13355	239	28	capability	capability	NOUN
aiti-13355	239	29	in	in	ADP
aiti-13355	239	30	precise	precise	ADJ
aiti-13355	239	31	geolocation	geolocation	NOUN
aiti-13355	239	32	tasks	task	NOUN
aiti-13355	239	33	.	.	PUNCT
aiti-13355	240	1	the	the	DET
aiti-13355	240	2	study	study	NOUN
aiti-13355	240	3	underscored	underscore	VERB
aiti-13355	240	4	the	the	DET
aiti-13355	240	5	svm	svm	PROPN
aiti-13355	240	6	model	model	NOUN
aiti-13355	240	7	's	's	PART
aiti-13355	240	8	computational	computational	ADJ
aiti-13355	240	9	efficiency	efficiency	NOUN
aiti-13355	240	10	,	,	PUNCT
aiti-13355	240	11	making	make	VERB
aiti-13355	240	12	it	it	PRON
aiti-13355	240	13	an	an	DET
aiti-13355	240	14	optimal	optimal	ADJ
aiti-13355	240	15	choice	choice	NOUN
aiti-13355	240	16	for	for	ADP
aiti-13355	240	17	applications	application	NOUN
aiti-13355	240	18	that	that	PRON
aiti-13355	240	19	necessitate	necessitate	ADJ
aiti-13355	240	20	quick	quick	ADJ
aiti-13355	240	21	and	and	CCONJ
aiti-13355	240	22	reliable	reliable	ADJ
aiti-13355	240	23	predictions	prediction	NOUN
aiti-13355	240	24	.	.	PUNCT
aiti-13355	241	1	the	the	DET
aiti-13355	241	2	findings	finding	NOUN
aiti-13355	241	3	have	have	VERB
aiti-13355	241	4	significant	significant	ADJ
aiti-13355	241	5	implications	implication	NOUN
aiti-13355	241	6	for	for	ADP
aiti-13355	241	7	environmental	environmental	ADJ
aiti-13355	241	8	conservation	conservation	NOUN
aiti-13355	241	9	and	and	CCONJ
aiti-13355	241	10	healthcare	healthcare	NOUN
aiti-13355	241	11	,	,	PUNCT
aiti-13355	241	12	aiding	aid	VERB
aiti-13355	241	13	in	in	ADP
aiti-13355	241	14	the	the	DET
aiti-13355	241	15	accurate	accurate	ADJ
aiti-13355	241	16	geolocation	geolocation	NOUN
aiti-13355	241	17	of	of	ADP
aiti-13355	241	18	medicinal	medicinal	ADJ
aiti-13355	241	19	plants	plant	NOUN
aiti-13355	241	20	.	.	PUNCT
aiti-13355	242	1	this	this	PRON
aiti-13355	242	2	supports	support	VERB
aiti-13355	242	3	targeted	target	VERB
aiti-13355	242	4	conservation	conservation	NOUN
aiti-13355	242	5	efforts	effort	NOUN
aiti-13355	242	6	and	and	CCONJ
aiti-13355	242	7	sustainable	sustainable	ADJ
aiti-13355	242	8	harvesting	harvesting	NOUN
aiti-13355	242	9	,	,	PUNCT
aiti-13355	242	10	which	which	PRON
aiti-13355	242	11	is	be	AUX
aiti-13355	242	12	crucial	crucial	ADJ
aiti-13355	242	13	for	for	ADP
aiti-13355	242	14	preserving	preserve	VERB
aiti-13355	242	15	biodiversity	biodiversity	NOUN
aiti-13355	242	16	and	and	CCONJ
aiti-13355	242	17	continuing	continue	VERB
aiti-13355	242	18	traditional	traditional	ADJ
aiti-13355	242	19	medicinal	medicinal	ADJ
aiti-13355	242	20	knowledge	knowledge	NOUN
aiti-13355	242	21	.	.	PUNCT
aiti-13355	243	1	the	the	DET
aiti-13355	243	2	study	study	NOUN
aiti-13355	243	3	advocates	advocate	VERB
aiti-13355	243	4	for	for	ADP
aiti-13355	243	5	further	far	ADV
aiti-13355	243	6	integrating	integrate	VERB
aiti-13355	243	7	more	more	ADV
aiti-13355	243	8	advanced	advanced	ADJ
aiti-13355	243	9	ml	ml	NOUN
aiti-13355	243	10	models	model	NOUN
aiti-13355	243	11	or	or	CCONJ
aiti-13355	243	12	exploring	explore	VERB
aiti-13355	243	13	deep	deep	ADJ
aiti-13355	243	14	learning	learning	NOUN
aiti-13355	243	15	techniques	technique	NOUN
aiti-13355	243	16	to	to	PART
aiti-13355	243	17	enhance	enhance	VERB
aiti-13355	243	18	geolocation	geolocation	NOUN
aiti-13355	243	19	accuracy	accuracy	NOUN
aiti-13355	243	20	and	and	CCONJ
aiti-13355	243	21	efficiency	efficiency	NOUN
aiti-13355	243	22	.	.	PUNCT
aiti-13355	244	1	it	it	PRON
aiti-13355	244	2	posits	posit	VERB
aiti-13355	244	3	that	that	SCONJ
aiti-13355	244	4	such	such	ADJ
aiti-13355	244	5	advancements	advancement	NOUN
aiti-13355	244	6	could	could	AUX
aiti-13355	244	7	revolutionize	revolutionize	VERB
aiti-13355	244	8	precision	precision	NOUN
aiti-13355	244	9	geolocation	geolocation	PROPN
aiti-13355	244	10	,	,	PUNCT
aiti-13355	244	11	contributing	contribute	VERB
aiti-13355	244	12	notably	notably	ADV
aiti-13355	244	13	to	to	ADP
aiti-13355	244	14	ecological	ecological	ADJ
aiti-13355	244	15	conservation	conservation	NOUN
aiti-13355	244	16	and	and	CCONJ
aiti-13355	244	17	the	the	DET
aiti-13355	244	18	pharmaceutical	pharmaceutical	NOUN
aiti-13355	244	19	industry	industry	NOUN
aiti-13355	244	20	by	by	ADP
aiti-13355	244	21	marrying	marry	VERB
aiti-13355	244	22	technological	technological	ADJ
aiti-13355	244	23	innovation	innovation	NOUN
aiti-13355	244	24	with	with	ADP
aiti-13355	244	25	practical	practical	ADJ
aiti-13355	244	26	applications	application	NOUN
aiti-13355	244	27	.	.	PUNCT
aiti-13355	245	1	conflicts	conflict	NOUN
aiti-13355	245	2	of	of	ADP
aiti-13355	245	3	interest	interest	NOUN
aiti-13355	245	4	the	the	DET
aiti-13355	245	5	authors	author	NOUN
aiti-13355	245	6	declare	declare	VERB
aiti-13355	245	7	no	no	DET
aiti-13355	245	8	conflict	conflict	NOUN
aiti-13355	245	9	of	of	ADP
aiti-13355	245	10	interest	interest	NOUN
aiti-13355	245	11	.	.	PUNCT
aiti-13355	246	1	references	reference	NOUN
aiti-13355	246	2	[	[	X
aiti-13355	246	3	1	1	NUM
aiti-13355	246	4	]	]	PUNCT
aiti-13355	246	5	c.	c.	PROPN
aiti-13355	246	6	s.	s.	PROPN
aiti-13355	246	7	cordero	cordero	PROPN
aiti-13355	246	8	,	,	PUNCT
aiti-13355	246	9	u.	u.	PROPN
aiti-13355	246	10	meve	meve	PROPN
aiti-13355	246	11	,	,	PUNCT
aiti-13355	246	12	and	and	CCONJ
aiti-13355	246	13	g.	g.	PROPN
aiti-13355	246	14	j.	j.	PROPN
aiti-13355	246	15	d.	d.	PROPN
aiti-13355	246	16	alejandro	alejandro	PROPN
aiti-13355	246	17	,	,	PUNCT
aiti-13355	246	18	“	"	PUNCT
aiti-13355	246	19	ethnobotanical	ethnobotanical	ADJ
aiti-13355	246	20	documentation	documentation	NOUN
aiti-13355	246	21	of	of	ADP
aiti-13355	246	22	medicinal	medicinal	ADJ
aiti-13355	246	23	plants	plant	NOUN
aiti-13355	246	24	used	use	VERB
aiti-13355	246	25	by	by	ADP
aiti-13355	246	26	the	the	DET
aiti-13355	246	27	indigenous	indigenous	ADJ
aiti-13355	246	28	panay	panay	PROPN
aiti-13355	246	29	bukidnon	bukidnon	NOUN
aiti-13355	246	30	in	in	ADP
aiti-13355	246	31	lambunao	lambunao	NOUN
aiti-13355	246	32	,	,	PUNCT
aiti-13355	246	33	iloilo	iloilo	PROPN
aiti-13355	246	34	,	,	PUNCT
aiti-13355	246	35	philippines	philippine	NOUN
aiti-13355	246	36	,	,	PUNCT
aiti-13355	246	37	”	"	PUNCT
aiti-13355	246	38	frontiers	frontier	NOUN
aiti-13355	246	39	in	in	ADP
aiti-13355	246	40	pharmacology	pharmacology	NOUN
aiti-13355	246	41	,	,	PUNCT
aiti-13355	246	42	vol	vol	NOUN
aiti-13355	246	43	.	.	PROPN
aiti-13355	246	44	12	12	NUM
aiti-13355	246	45	,	,	PUNCT
aiti-13355	246	46	article	article	NOUN
aiti-13355	246	47	no	no	NOUN
aiti-13355	246	48	.	.	PUNCT
aiti-13355	246	49	790567	790567	NUM
aiti-13355	246	50	,	,	PUNCT
aiti-13355	246	51	january	january	PROPN
aiti-13355	246	52	2022	2022	NUM
aiti-13355	246	53	.	.	PUNCT
aiti-13355	247	1	advances	advance	NOUN
aiti-13355	247	2	in	in	ADP
aiti-13355	247	3	technology	technology	NOUN
aiti-13355	247	4	innovation	innovation	NOUN
aiti-13355	247	5	,	,	PUNCT
aiti-13355	247	6	vol	vol	NOUN
aiti-13355	247	7	.	.	PROPN
aiti-13355	248	1	9	9	NUM
aiti-13355	248	2	,	,	PUNCT
aiti-13355	248	3	no	no	INTJ
aiti-13355	248	4	.	.	NOUN
aiti-13355	248	5	2	2	NUM
aiti-13355	248	6	,	,	PUNCT
aiti-13355	248	7	2024	2024	NUM
aiti-13355	248	8	,	,	PUNCT
aiti-13355	248	9	pp	pp	ADJ
aiti-13355	248	10	.	.	PUNCT
aiti-13355	249	1	85	85	NUM
aiti-13355	249	2	-	-	SYM
aiti-13355	249	3	98	98	NUM
aiti-13355	249	4	97	97	NUM
aiti-13355	250	1	[	[	X
aiti-13355	250	2	2	2	NUM
aiti-13355	250	3	]	]	PUNCT
aiti-13355	250	4	o.	o.	PROPN
aiti-13355	250	5	nuneza	nuneza	PROPN
aiti-13355	250	6	,	,	PUNCT
aiti-13355	250	7	b.	b.	PROPN
aiti-13355	250	8	rodriguez	rodriguez	PROPN
aiti-13355	250	9	,	,	PUNCT
aiti-13355	250	10	and	and	CCONJ
aiti-13355	250	11	j.	j.	PROPN
aiti-13355	250	12	g.	g.	PROPN
aiti-13355	250	13	nasiad	nasiad	ADV
aiti-13355	250	14	,	,	PUNCT
aiti-13355	250	15	“	"	PUNCT
aiti-13355	250	16	ethnobotanical	ethnobotanical	ADJ
aiti-13355	250	17	survey	survey	NOUN
aiti-13355	250	18	of	of	ADP
aiti-13355	250	19	medicinal	medicinal	ADJ
aiti-13355	250	20	plants	plant	NOUN
aiti-13355	250	21	used	use	VERB
aiti-13355	250	22	by	by	ADP
aiti-13355	250	23	the	the	DET
aiti-13355	250	24	mamanwa	mamanwa	ADJ
aiti-13355	250	25	tribe	tribe	NOUN
aiti-13355	250	26	of	of	ADP
aiti-13355	250	27	surigao	surigao	PROPN
aiti-13355	250	28	del	del	PROPN
aiti-13355	250	29	norte	norte	NOUN
aiti-13355	250	30	and	and	CCONJ
aiti-13355	250	31	agusan	agusan	ADJ
aiti-13355	250	32	del	del	PROPN
aiti-13355	250	33	norte	norte	NOUN
aiti-13355	250	34	,	,	PUNCT
aiti-13355	250	35	mindanao	mindanao	NOUN
aiti-13355	250	36	,	,	PUNCT
aiti-13355	250	37	philippines	philippine	NOUN
aiti-13355	250	38	,	,	PUNCT
aiti-13355	250	39	”	"	PUNCT
aiti-13355	250	40	biodiversitas	biodiversita	NOUN
aiti-13355	250	41	journal	journal	NOUN
aiti-13355	250	42	of	of	ADP
aiti-13355	250	43	biological	biological	ADJ
aiti-13355	250	44	diversity	diversity	NOUN
aiti-13355	250	45	,	,	PUNCT
aiti-13355	250	46	vol	vol	NOUN
aiti-13355	250	47	.	.	PROPN
aiti-13355	251	1	22	22	NUM
aiti-13355	251	2	,	,	PUNCT
aiti-13355	251	3	no	no	INTJ
aiti-13355	251	4	.	.	NOUN
aiti-13355	251	5	6	6	NUM
aiti-13355	251	6	,	,	PUNCT
aiti-13355	251	7	pp	pp	ADJ
aiti-13355	251	8	.	.	PUNCT
aiti-13355	252	1	3284	3284	NUM
aiti-13355	252	2	-	-	SYM
aiti-13355	252	3	3296	3296	NUM
aiti-13355	252	4	,	,	PUNCT
aiti-13355	252	5	june	june	PROPN
aiti-13355	252	6	2021	2021	NUM
aiti-13355	252	7	.	.	PUNCT
aiti-13355	253	1	[	[	X
aiti-13355	253	2	3	3	X
aiti-13355	253	3	]	]	X
aiti-13355	253	4	j.	j.	PROPN
aiti-13355	253	5	m.	m.	PROPN
aiti-13355	253	6	lopez	lopez	PROPN
aiti-13355	253	7	and	and	CCONJ
aiti-13355	253	8	j.	j.	PROPN
aiti-13355	253	9	m.	m.	PROPN
aiti-13355	253	10	tram	tram	PROPN
aiti-13355	253	11	,	,	PUNCT
aiti-13355	253	12	“	"	PUNCT
aiti-13355	253	13	falling	fall	VERB
aiti-13355	253	14	behind	behind	ADV
aiti-13355	253	15	and	and	CCONJ
aiti-13355	253	16	forgotten	forget	VERB
aiti-13355	253	17	:	:	PUNCT
aiti-13355	253	18	the	the	DET
aiti-13355	253	19	impact	impact	NOUN
aiti-13355	253	20	of	of	ADP
aiti-13355	253	21	acculturation	acculturation	NOUN
aiti-13355	253	22	and	and	CCONJ
aiti-13355	253	23	spirituality	spirituality	NOUN
aiti-13355	253	24	on	on	ADP
aiti-13355	253	25	the	the	DET
aiti-13355	253	26	mental	mental	ADJ
aiti-13355	253	27	health	health	NOUN
aiti-13355	253	28	help	help	NOUN
aiti-13355	253	29	-	-	PUNCT
aiti-13355	253	30	seeking	seek	VERB
aiti-13355	253	31	behavior	behavior	NOUN
aiti-13355	253	32	of	of	ADP
aiti-13355	253	33	filipinos	filipinos	PROPN
aiti-13355	253	34	in	in	ADP
aiti-13355	253	35	the	the	DET
aiti-13355	253	36	usa	usa	PROPN
aiti-13355	253	37	,	,	PUNCT
aiti-13355	253	38	”	"	PUNCT
aiti-13355	253	39	asian	asian	PROPN
aiti-13355	253	40	american	american	PROPN
aiti-13355	253	41	journal	journal	PROPN
aiti-13355	253	42	of	of	ADP
aiti-13355	253	43	psychology	psychology	NOUN
aiti-13355	253	44	,	,	PUNCT
aiti-13355	253	45	vol	vol	NOUN
aiti-13355	253	46	.	.	PROPN
aiti-13355	253	47	14	14	NUM
aiti-13355	253	48	,	,	PUNCT
aiti-13355	253	49	no	no	INTJ
aiti-13355	253	50	.	.	NOUN
aiti-13355	253	51	2	2	NUM
aiti-13355	253	52	,	,	PUNCT
aiti-13355	253	53	pp	pp	ADJ
aiti-13355	253	54	.	.	PUNCT
aiti-13355	253	55	218230	218230	NUM
aiti-13355	253	56	,	,	PUNCT
aiti-13355	253	57	2023	2023	NUM
aiti-13355	253	58	.	.	PUNCT
aiti-13355	254	1	[	[	X
aiti-13355	254	2	4	4	X
aiti-13355	254	3	]	]	PUNCT
aiti-13355	254	4	h.	h.	PROPN
aiti-13355	254	5	s.	s.	PROPN
aiti-13355	254	6	faizy	faizy	PROPN
aiti-13355	254	7	,	,	PUNCT
aiti-13355	254	8	g.	g.	PROPN
aiti-13355	254	9	y.	y.	PROPN
aiti-13355	254	10	haji	haji	PROPN
aiti-13355	254	11	,	,	PUNCT
aiti-13355	254	12	s.	s.	PROPN
aiti-13355	254	13	m.	m.	PROPN
aiti-13355	254	14	saeed	saeed	PROPN
aiti-13355	254	15	,	,	PUNCT
aiti-13355	254	16	t.	t.	PROPN
aiti-13355	254	17	s.	s.	PROPN
aiti-13355	254	18	mala	mala	PROPN
aiti-13355	254	19	,	,	PUNCT
aiti-13355	254	20	m.	m.	NOUN
aiti-13355	254	21	s.	s.	PROPN
aiti-13355	254	22	ibrahim	ibrahim	PROPN
aiti-13355	254	23	,	,	PUNCT
aiti-13355	254	24	m.	m.	NOUN
aiti-13355	254	25	a.	a.	NOUN
aiti-13355	254	26	khider	khider	PROPN
aiti-13355	254	27	,	,	PUNCT
aiti-13355	254	28	et	et	PROPN
aiti-13355	254	29	al	al	PROPN
aiti-13355	254	30	.	.	PROPN
aiti-13355	254	31	,	,	PUNCT
aiti-13355	254	32	“	"	PUNCT
aiti-13355	254	33	geographical	geographical	ADJ
aiti-13355	254	34	study	study	NOUN
aiti-13355	254	35	of	of	ADP
aiti-13355	254	36	medicinal	medicinal	ADJ
aiti-13355	254	37	plants	plant	NOUN
aiti-13355	254	38	using	use	VERB
aiti-13355	254	39	gis	gis	PROPN
aiti-13355	254	40	and	and	CCONJ
aiti-13355	254	41	gps	gps	NOUN
aiti-13355	254	42	tools	tool	NOUN
aiti-13355	254	43	in	in	ADP
aiti-13355	254	44	some	some	DET
aiti-13355	254	45	villages	village	NOUN
aiti-13355	254	46	,	,	PUNCT
aiti-13355	254	47	barzan	barzan	ADJ
aiti-13355	254	48	sub	sub	NOUN
aiti-13355	254	49	-	-	NOUN
aiti-13355	254	50	district	district	ADJ
aiti-13355	254	51	,	,	PUNCT
aiti-13355	254	52	mergasor	mergasor	NOUN
aiti-13355	254	53	districts	district	NOUN
aiti-13355	254	54	iraqi	iraqi	ADJ
aiti-13355	254	55	kurdistan	kurdistan	PROPN
aiti-13355	254	56	region	region	NOUN
aiti-13355	254	57	,	,	PUNCT
aiti-13355	254	58	”	"	PUNCT
aiti-13355	254	59	iop	iop	PROPN
aiti-13355	254	60	conference	conference	NOUN
aiti-13355	254	61	series	series	PROPN
aiti-13355	254	62	:	:	PUNCT
aiti-13355	254	63	earth	earth	NOUN
aiti-13355	254	64	and	and	CCONJ
aiti-13355	254	65	environmental	environmental	ADJ
aiti-13355	254	66	science	science	NOUN
aiti-13355	254	67	,	,	PUNCT
aiti-13355	254	68	vol	vol	NOUN
aiti-13355	254	69	.	.	NOUN
aiti-13355	254	70	1252	1252	NUM
aiti-13355	254	71	,	,	PUNCT
aiti-13355	254	72	article	article	NOUN
aiti-13355	254	73	no	no	NOUN
aiti-13355	254	74	.	.	PROPN
aiti-13355	254	75	012174	012174	NUM
aiti-13355	254	76	,	,	PUNCT
aiti-13355	254	77	december	december	PROPN
aiti-13355	254	78	2023	2023	NUM
aiti-13355	254	79	.	.	PUNCT
aiti-13355	255	1	[	[	X
aiti-13355	255	2	5	5	X
aiti-13355	255	3	]	]	PUNCT
aiti-13355	255	4	l.	l.	PROPN
aiti-13355	255	5	r.	r.	PROPN
aiti-13355	255	6	halpin	halpin	PROPN
aiti-13355	255	7	,	,	PUNCT
aiti-13355	255	8	j.	j.	PROPN
aiti-13355	255	9	d.	d.	PROPN
aiti-13355	255	10	ross	ross	PROPN
aiti-13355	255	11	,	,	PUNCT
aiti-13355	255	12	r.	r.	PROPN
aiti-13355	255	13	ramos	ramos	PROPN
aiti-13355	255	14	,	,	PUNCT
aiti-13355	255	15	r.	r.	PROPN
aiti-13355	255	16	mott	mott	PROPN
aiti-13355	255	17	,	,	PUNCT
aiti-13355	255	18	n.	n.	PROPN
aiti-13355	255	19	carlile	carlile	PROPN
aiti-13355	255	20	,	,	PUNCT
aiti-13355	255	21	n.	n.	PROPN
aiti-13355	255	22	golding	golding	PROPN
aiti-13355	255	23	,	,	PUNCT
aiti-13355	255	24	et	et	PROPN
aiti-13355	255	25	al	al	PROPN
aiti-13355	255	26	.	.	PROPN
aiti-13355	255	27	,	,	PUNCT
aiti-13355	255	28	“	"	PUNCT
aiti-13355	255	29	double‐tagging	double‐tagge	VERB
aiti-13355	255	30	scores	score	NOUN
aiti-13355	255	31	of	of	ADP
aiti-13355	255	32	seabirds	seabird	NOUN
aiti-13355	255	33	reveals	reveal	VERB
aiti-13355	255	34	that	that	SCONJ
aiti-13355	255	35	light‐level	light‐level	NOUN
aiti-13355	255	36	geolocator	geolocator	NOUN
aiti-13355	255	37	accuracy	accuracy	NOUN
aiti-13355	255	38	is	be	AUX
aiti-13355	255	39	limited	limit	VERB
aiti-13355	255	40	by	by	ADP
aiti-13355	255	41	species	specie	NOUN
aiti-13355	255	42	idiosyncrasies	idiosyncrasy	NOUN
aiti-13355	255	43	and	and	CCONJ
aiti-13355	255	44	equatorial	equatorial	ADJ
aiti-13355	255	45	solar	solar	ADJ
aiti-13355	255	46	profiles	profile	NOUN
aiti-13355	255	47	,	,	PUNCT
aiti-13355	255	48	”	"	PUNCT
aiti-13355	255	49	methods	method	NOUN
aiti-13355	255	50	in	in	ADP
aiti-13355	255	51	ecology	ecology	NOUN
aiti-13355	255	52	and	and	CCONJ
aiti-13355	255	53	evolution	evolution	NOUN
aiti-13355	255	54	,	,	PUNCT
aiti-13355	255	55	vol	vol	NOUN
aiti-13355	255	56	.	.	PROPN
aiti-13355	255	57	12	12	NUM
aiti-13355	255	58	,	,	PUNCT
aiti-13355	255	59	no	no	INTJ
aiti-13355	255	60	.	.	NOUN
aiti-13355	255	61	11	11	NUM
aiti-13355	255	62	,	,	PUNCT
aiti-13355	255	63	pp	pp	ADJ
aiti-13355	255	64	.	.	PUNCT
aiti-13355	256	1	2243	2243	NUM
aiti-13355	256	2	-	-	SYM
aiti-13355	256	3	2255	2255	NUM
aiti-13355	256	4	,	,	PUNCT
aiti-13355	256	5	november	november	PROPN
aiti-13355	256	6	2021	2021	NUM
aiti-13355	256	7	.	.	PUNCT
aiti-13355	257	1	[	[	X
aiti-13355	257	2	6	6	NUM
aiti-13355	257	3	]	]	PUNCT
aiti-13355	257	4	p.	p.	NOUN
aiti-13355	257	5	a.	a.	NOUN
aiti-13355	257	6	singh	singh	PROPN
aiti-13355	257	7	,	,	PUNCT
aiti-13355	257	8	a.	a.	NOUN
aiti-13355	257	9	sood	sood	PROPN
aiti-13355	257	10	,	,	PUNCT
aiti-13355	257	11	and	and	CCONJ
aiti-13355	257	12	a.	a.	NOUN
aiti-13355	257	13	baldi	baldi	PROPN
aiti-13355	257	14	,	,	PUNCT
aiti-13355	257	15	“	"	PUNCT
aiti-13355	257	16	an	an	DET
aiti-13355	257	17	agro	agro	ADJ
aiti-13355	257	18	-	-	PUNCT
aiti-13355	257	19	ecological	ecological	ADJ
aiti-13355	257	20	zoning	zoning	NOUN
aiti-13355	257	21	model	model	NOUN
aiti-13355	257	22	highlighting	highlight	VERB
aiti-13355	257	23	potential	potential	ADJ
aiti-13355	257	24	growing	grow	VERB
aiti-13355	257	25	areas	area	NOUN
aiti-13355	257	26	for	for	ADP
aiti-13355	257	27	medicinal	medicinal	ADJ
aiti-13355	257	28	plants	plant	NOUN
aiti-13355	257	29	in	in	ADP
aiti-13355	257	30	punjab	punjab	ADJ
aiti-13355	257	31	,	,	PUNCT
aiti-13355	257	32	”	"	PUNCT
aiti-13355	257	33	indian	indian	ADJ
aiti-13355	257	34	journal	journal	NOUN
aiti-13355	257	35	of	of	ADP
aiti-13355	257	36	pharmaceutical	pharmaceutical	ADJ
aiti-13355	257	37	education	education	NOUN
aiti-13355	257	38	and	and	CCONJ
aiti-13355	257	39	research	research	NOUN
aiti-13355	257	40	,	,	PUNCT
aiti-13355	257	41	vol	vol	NOUN
aiti-13355	257	42	.	.	PROPN
aiti-13355	258	1	55	55	NUM
aiti-13355	258	2	,	,	PUNCT
aiti-13355	258	3	no	no	INTJ
aiti-13355	258	4	.	.	PUNCT
aiti-13355	259	1	2s	2s	NUM
aiti-13355	259	2	,	,	PUNCT
aiti-13355	259	3	pp	pp	ADJ
aiti-13355	259	4	.	.	PUNCT
aiti-13355	260	1	s492	s492	PROPN
aiti-13355	260	2	-	-	PUNCT
aiti-13355	260	3	s500	s500	PROPN
aiti-13355	260	4	,	,	PUNCT
aiti-13355	260	5	april	april	PROPN
aiti-13355	260	6	-	-	PUNCT
aiti-13355	260	7	june	june	PROPN
aiti-13355	260	8	2021	2021	NUM
aiti-13355	260	9	.	.	PUNCT
aiti-13355	261	1	[	[	X
aiti-13355	261	2	7	7	X
aiti-13355	261	3	]	]	PUNCT
aiti-13355	261	4	w.	w.	PROPN
aiti-13355	261	5	a.	a.	PROPN
aiti-13355	261	6	r.	r.	PROPN
aiti-13355	261	7	w.	w.	PROPN
aiti-13355	261	8	m.	m.	PROPN
aiti-13355	261	9	isa	isa	PROPN
aiti-13355	261	10	,	,	PUNCT
aiti-13355	261	11	i.	i.	PROPN
aiti-13355	261	12	m.	m.	PROPN
aiti-13355	261	13	amin	amin	PROPN
aiti-13355	261	14	,	,	PUNCT
aiti-13355	261	15	and	and	CCONJ
aiti-13355	261	16	n.	n.	PROPN
aiti-13355	261	17	saubiran	saubiran	NOUN
aiti-13355	261	18	,	,	PUNCT
aiti-13355	261	19	“	"	PUNCT
aiti-13355	261	20	mobile	mobile	ADJ
aiti-13355	261	21	application	application	NOUN
aiti-13355	261	22	on	on	ADP
aiti-13355	261	23	malay	malay	ADJ
aiti-13355	261	24	medicinal	medicinal	ADJ
aiti-13355	261	25	plants	plant	NOUN
aiti-13355	261	26	based	base	VERB
aiti-13355	261	27	on	on	ADP
aiti-13355	261	28	information	information	NOUN
aiti-13355	261	29	crowdsourcing	crowdsourcing	NOUN
aiti-13355	261	30	,	,	PUNCT
aiti-13355	261	31	”	"	PUNCT
aiti-13355	261	32	alinteri	alinteri	ADJ
aiti-13355	261	33	journal	journal	NOUN
aiti-13355	261	34	of	of	ADP
aiti-13355	261	35	agriculture	agriculture	PROPN
aiti-13355	261	36	sciences	sciences	PROPN
aiti-13355	261	37	,	,	PUNCT
aiti-13355	261	38	vol	vol	NOUN
aiti-13355	261	39	.	.	PROPN
aiti-13355	261	40	36	36	NUM
aiti-13355	261	41	,	,	PUNCT
aiti-13355	261	42	no	no	INTJ
aiti-13355	261	43	.	.	NOUN
aiti-13355	261	44	2	2	NUM
aiti-13355	261	45	,	,	PUNCT
aiti-13355	261	46	pp	pp	ADJ
aiti-13355	261	47	.	.	PUNCT
aiti-13355	262	1	208	208	NUM
aiti-13355	262	2	-	-	SYM
aiti-13355	262	3	229	229	NUM
aiti-13355	262	4	,	,	PUNCT
aiti-13355	262	5	2021	2021	NUM
aiti-13355	262	6	.	.	PUNCT
aiti-13355	263	1	[	[	X
aiti-13355	263	2	8	8	NUM
aiti-13355	263	3	]	]	X
aiti-13355	263	4	d.	d.	PROPN
aiti-13355	263	5	sugiarto	sugiarto	PROPN
aiti-13355	263	6	,	,	PUNCT
aiti-13355	263	7	j.	j.	PROPN
aiti-13355	263	8	siswantoro	siswantoro	PROPN
aiti-13355	263	9	,	,	PUNCT
aiti-13355	263	10	m.	m.	PROPN
aiti-13355	263	11	f.	f.	PROPN
aiti-13355	263	12	naufal	naufal	PROPN
aiti-13355	263	13	,	,	PUNCT
aiti-13355	263	14	and	and	CCONJ
aiti-13355	263	15	b.	b.	PROPN
aiti-13355	263	16	idrus	idrus	NOUN
aiti-13355	263	17	,	,	PUNCT
aiti-13355	263	18	“	"	PUNCT
aiti-13355	263	19	mobile	mobile	ADJ
aiti-13355	263	20	application	application	NOUN
aiti-13355	263	21	for	for	ADP
aiti-13355	263	22	medicinal	medicinal	ADJ
aiti-13355	263	23	plants	plant	NOUN
aiti-13355	263	24	recognition	recognition	NOUN
aiti-13355	263	25	from	from	ADP
aiti-13355	263	26	leaf	leaf	NOUN
aiti-13355	263	27	image	image	NOUN
aiti-13355	263	28	using	use	VERB
aiti-13355	263	29	convolutional	convolutional	ADJ
aiti-13355	263	30	neural	neural	ADJ
aiti-13355	263	31	network	network	NOUN
aiti-13355	263	32	,	,	PUNCT
aiti-13355	263	33	”	"	PUNCT
aiti-13355	263	34	indonesian	indonesian	ADJ
aiti-13355	263	35	journal	journal	NOUN
aiti-13355	263	36	of	of	ADP
aiti-13355	263	37	information	information	NOUN
aiti-13355	263	38	systems	system	NOUN
aiti-13355	263	39	,	,	PUNCT
aiti-13355	263	40	vol	vol	NOUN
aiti-13355	263	41	.	.	PROPN
aiti-13355	263	42	5	5	NUM
aiti-13355	263	43	,	,	PUNCT
aiti-13355	263	44	no	no	INTJ
aiti-13355	263	45	.	.	NOUN
aiti-13355	263	46	2	2	NUM
aiti-13355	263	47	,	,	PUNCT
aiti-13355	263	48	pp	pp	ADJ
aiti-13355	263	49	.	.	PUNCT
aiti-13355	264	1	43	43	NUM
aiti-13355	264	2	-	-	SYM
aiti-13355	264	3	56	56	NUM
aiti-13355	264	4	,	,	PUNCT
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aiti-13355	264	7	.	.	PUNCT
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aiti-13355	265	2	9	9	NUM
aiti-13355	265	3	]	]	PUNCT
aiti-13355	265	4	s.	s.	PROPN
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aiti-13355	265	7	p.	p.	PROPN
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aiti-13355	265	9	,	,	PUNCT
aiti-13355	265	10	“	"	PUNCT
aiti-13355	265	11	a	a	DET
aiti-13355	265	12	geospatial	geospatial	ADJ
aiti-13355	265	13	database	database	NOUN
aiti-13355	265	14	management	management	NOUN
aiti-13355	265	15	system	system	NOUN
aiti-13355	265	16	for	for	ADP
aiti-13355	265	17	the	the	DET
aiti-13355	265	18	collection	collection	NOUN
aiti-13355	265	19	of	of	ADP
aiti-13355	265	20	medicinal	medicinal	ADJ
aiti-13355	265	21	plants	plant	NOUN
aiti-13355	265	22	,	,	PUNCT
aiti-13355	265	23	”	"	PUNCT
aiti-13355	265	24	geospatial	geospatial	ADJ
aiti-13355	265	25	health	health	NOUN
aiti-13355	265	26	,	,	PUNCT
aiti-13355	265	27	vol	vol	NOUN
aiti-13355	265	28	.	.	PROPN
aiti-13355	266	1	16	16	NUM
aiti-13355	266	2	,	,	PUNCT
aiti-13355	266	3	no	no	INTJ
aiti-13355	266	4	.	.	NOUN
aiti-13355	266	5	2	2	NUM
aiti-13355	266	6	,	,	PUNCT
aiti-13355	266	7	article	article	NOUN
aiti-13355	266	8	no	no	NOUN
aiti-13355	266	9	.	.	PROPN
aiti-13355	267	1	998	998	NUM
aiti-13355	267	2	,	,	PUNCT
aiti-13355	267	3	october	october	PROPN
aiti-13355	267	4	2021	2021	NUM
aiti-13355	267	5	.	.	PUNCT
aiti-13355	268	1	[	[	X
aiti-13355	268	2	10	10	NUM
aiti-13355	268	3	]	]	X
aiti-13355	268	4	r.	r.	PROPN
aiti-13355	268	5	permana	permana	PROPN
aiti-13355	268	6	,	,	PUNCT
aiti-13355	268	7	e.	e.	PROPN
aiti-13355	268	8	t.	t.	PROPN
aiti-13355	268	9	tosida	tosida	PROPN
aiti-13355	268	10	,	,	PUNCT
aiti-13355	268	11	and	and	CCONJ
aiti-13355	268	12	m.	m.	PROPN
aiti-13355	268	13	i.	i.	PROPN
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aiti-13355	268	15	,	,	PUNCT
aiti-13355	268	16	“	"	PUNCT
aiti-13355	268	17	development	development	NOUN
aiti-13355	268	18	of	of	ADP
aiti-13355	268	19	augmented	augment	VERB
aiti-13355	268	20	reality	reality	NOUN
aiti-13355	268	21	portal	portal	NOUN
aiti-13355	268	22	for	for	ADP
aiti-13355	268	23	medicininal	medicininal	ADJ
aiti-13355	268	24	plants	plant	NOUN
aiti-13355	268	25	introduction	introduction	NOUN
aiti-13355	268	26	,	,	PUNCT
aiti-13355	268	27	”	"	PUNCT
aiti-13355	268	28	international	international	ADJ
aiti-13355	268	29	journal	journal	NOUN
aiti-13355	268	30	of	of	ADP
aiti-13355	268	31	global	global	ADJ
aiti-13355	268	32	operations	operation	NOUN
aiti-13355	268	33	research	research	NOUN
aiti-13355	268	34	,	,	PUNCT
aiti-13355	268	35	vol	vol	NOUN
aiti-13355	268	36	.	.	PROPN
aiti-13355	268	37	3	3	NUM
aiti-13355	268	38	,	,	PUNCT
aiti-13355	268	39	no	no	INTJ
aiti-13355	268	40	.	.	NOUN
aiti-13355	268	41	2	2	NUM
aiti-13355	268	42	,	,	PUNCT
aiti-13355	268	43	pp	pp	ADJ
aiti-13355	268	44	.	.	PUNCT
aiti-13355	269	1	52	52	NUM
aiti-13355	269	2	-	-	SYM
aiti-13355	269	3	63	63	NUM
aiti-13355	269	4	,	,	PUNCT
aiti-13355	269	5	2022	2022	NUM
aiti-13355	269	6	.	.	PUNCT
aiti-13355	270	1	[	[	X
aiti-13355	270	2	11	11	NUM
aiti-13355	270	3	]	]	PUNCT
aiti-13355	270	4	m.	m.	NOUN
aiti-13355	270	5	o.	o.	PROPN
aiti-13355	270	6	faruque	faruque	PROPN
aiti-13355	270	7	,	,	PUNCT
aiti-13355	270	8	g.	g.	PROPN
aiti-13355	270	9	feng	feng	PROPN
aiti-13355	270	10	,	,	PUNCT
aiti-13355	270	11	m.	m.	PROPN
aiti-13355	270	12	n.	n.	PROPN
aiti-13355	270	13	a.	a.	PROPN
aiti-13355	270	14	khan	khan	PROPN
aiti-13355	270	15	,	,	PUNCT
aiti-13355	270	16	j.	j.	PROPN
aiti-13355	270	17	w.	w.	PROPN
aiti-13355	270	18	barlow	barlow	PROPN
aiti-13355	270	19	,	,	PUNCT
aiti-13355	270	20	u.	u.	PROPN
aiti-13355	270	21	r.	r.	PROPN
aiti-13355	270	22	ankhi	ankhi	PROPN
aiti-13355	270	23	,	,	PUNCT
aiti-13355	270	24	s.	s.	PROPN
aiti-13355	270	25	hu	hu	PROPN
aiti-13355	270	26	,	,	PUNCT
aiti-13355	270	27	et	et	PROPN
aiti-13355	270	28	al	al	PROPN
aiti-13355	270	29	.	.	PROPN
aiti-13355	270	30	,	,	PUNCT
aiti-13355	270	31	“	"	PUNCT
aiti-13355	270	32	qualitative	qualitative	ADJ
aiti-13355	270	33	and	and	CCONJ
aiti-13355	270	34	quantitative	quantitative	ADJ
aiti-13355	270	35	ethnobotanical	ethnobotanical	ADJ
aiti-13355	270	36	study	study	NOUN
aiti-13355	270	37	of	of	ADP
aiti-13355	270	38	the	the	DET
aiti-13355	270	39	pangkhua	pangkhua	NOUN
aiti-13355	270	40	community	community	NOUN
aiti-13355	270	41	in	in	ADP
aiti-13355	270	42	bilaichari	bilaichari	NOUN
aiti-13355	270	43	upazilla	upazilla	NOUN
aiti-13355	270	44	,	,	PUNCT
aiti-13355	270	45	rangamati	rangamati	NOUN
aiti-13355	270	46	district	district	PROPN
aiti-13355	270	47	,	,	PUNCT
aiti-13355	270	48	bangladesh	bangladesh	NOUN
aiti-13355	270	49	,	,	PUNCT
aiti-13355	270	50	”	"	PUNCT
aiti-13355	270	51	journal	journal	NOUN
aiti-13355	270	52	of	of	ADP
aiti-13355	270	53	ethnobiology	ethnobiology	NOUN
aiti-13355	270	54	and	and	CCONJ
aiti-13355	270	55	ethnomedicine	ethnomedicine	NOUN
aiti-13355	270	56	,	,	PUNCT
aiti-13355	270	57	vol	vol	NOUN
aiti-13355	270	58	.	.	PROPN
aiti-13355	270	59	15	15	NUM
aiti-13355	270	60	,	,	PUNCT
aiti-13355	270	61	article	article	NOUN
aiti-13355	270	62	no	no	NOUN
aiti-13355	270	63	.	.	PROPN
aiti-13355	270	64	8	8	NUM
aiti-13355	270	65	,	,	PUNCT
aiti-13355	270	66	2019	2019	NUM
aiti-13355	270	67	.	.	PUNCT
aiti-13355	271	1	[	[	X
aiti-13355	271	2	12	12	NUM
aiti-13355	271	3	]	]	PUNCT
aiti-13355	271	4	p.	p.	PROPN
aiti-13355	271	5	boycheva	boycheva	PROPN
aiti-13355	271	6	and	and	CCONJ
aiti-13355	271	7	d.	d.	PROPN
aiti-13355	271	8	ivanov	ivanov	PROPN
aiti-13355	271	9	,	,	PUNCT
aiti-13355	271	10	“	"	PUNCT
aiti-13355	271	11	comparative	comparative	ADJ
aiti-13355	271	12	ethnobotanical	ethnobotanical	ADJ
aiti-13355	271	13	analysis	analysis	NOUN
aiti-13355	271	14	of	of	ADP
aiti-13355	271	15	the	the	DET
aiti-13355	271	16	used	use	VERB
aiti-13355	271	17	medicinal	medicinal	ADJ
aiti-13355	271	18	plants	plant	NOUN
aiti-13355	271	19	in	in	ADP
aiti-13355	271	20	the	the	DET
aiti-13355	271	21	region	region	NOUN
aiti-13355	271	22	of	of	ADP
aiti-13355	271	23	the	the	DET
aiti-13355	271	24	northern	northern	ADJ
aiti-13355	271	25	black	black	PROPN
aiti-13355	271	26	sea	sea	PROPN
aiti-13355	271	27	coast	coast	NOUN
aiti-13355	271	28	(	(	PUNCT
aiti-13355	271	29	bulgaria	bulgaria	PROPN
aiti-13355	271	30	)	)	PUNCT
aiti-13355	271	31	,	,	PUNCT
aiti-13355	271	32	”	"	PUNCT
aiti-13355	271	33	acta	acta	PROPN
aiti-13355	271	34	scientifica	scientifica	PROPN
aiti-13355	271	35	naturalis	naturalis	PROPN
aiti-13355	271	36	,	,	PUNCT
aiti-13355	271	37	vol	vol	NOUN
aiti-13355	271	38	.	.	PROPN
aiti-13355	271	39	8	8	NUM
aiti-13355	271	40	,	,	PUNCT
aiti-13355	271	41	no	no	INTJ
aiti-13355	271	42	.	.	NOUN
aiti-13355	271	43	2	2	NUM
aiti-13355	271	44	,	,	PUNCT
aiti-13355	271	45	pp	pp	ADJ
aiti-13355	271	46	.	.	PUNCT
aiti-13355	272	1	44	44	NUM
aiti-13355	272	2	-	-	SYM
aiti-13355	272	3	54	54	NUM
aiti-13355	272	4	,	,	PUNCT
aiti-13355	272	5	july	july	PROPN
aiti-13355	272	6	2021	2021	NUM
aiti-13355	272	7	.	.	PUNCT
aiti-13355	273	1	[	[	X
aiti-13355	273	2	13	13	NUM
aiti-13355	273	3	]	]	PUNCT
aiti-13355	273	4	k.	k.	PROPN
aiti-13355	273	5	s.	s.	PROPN
aiti-13355	273	6	m.	m.	PROPN
aiti-13355	273	7	anbananthen	anbananthen	PROPN
aiti-13355	273	8	,	,	PUNCT
aiti-13355	273	9	s.	s.	PROPN
aiti-13355	273	10	subbiah	subbiah	PROPN
aiti-13355	273	11	,	,	PUNCT
aiti-13355	273	12	d.	d.	PROPN
aiti-13355	273	13	chelliah	chelliah	PROPN
aiti-13355	273	14	,	,	PUNCT
aiti-13355	273	15	p.	p.	PROPN
aiti-13355	273	16	sivakumar	sivakumar	PROPN
aiti-13355	273	17	,	,	PUNCT
aiti-13355	273	18	v.	v.	PROPN
aiti-13355	273	19	somasundaram	somasundaram	PROPN
aiti-13355	273	20	,	,	PUNCT
aiti-13355	273	21	k.	k.	PROPN
aiti-13355	273	22	h.	h.	PROPN
aiti-13355	273	23	velshankar	velshankar	PROPN
aiti-13355	273	24	,	,	PUNCT
aiti-13355	273	25	et	et	PROPN
aiti-13355	273	26	al	al	PROPN
aiti-13355	273	27	.	.	PROPN
aiti-13355	273	28	,	,	PUNCT
aiti-13355	273	29	“	"	PUNCT
aiti-13355	273	30	an	an	DET
aiti-13355	273	31	intelligent	intelligent	ADJ
aiti-13355	273	32	decision	decision	NOUN
aiti-13355	273	33	support	support	NOUN
aiti-13355	273	34	system	system	NOUN
aiti-13355	273	35	for	for	ADP
aiti-13355	273	36	crop	crop	NOUN
aiti-13355	273	37	yield	yield	NOUN
aiti-13355	273	38	prediction	prediction	NOUN
aiti-13355	273	39	using	use	VERB
aiti-13355	273	40	hybrid	hybrid	ADJ
aiti-13355	273	41	machine	machine	NOUN
aiti-13355	273	42	learning	learning	NOUN
aiti-13355	273	43	algorithms	algorithm	NOUN
aiti-13355	273	44	,	,	PUNCT
aiti-13355	273	45	”	"	PUNCT
aiti-13355	273	46	f1000research	f1000research	NOUN
aiti-13355	273	47	,	,	PUNCT
aiti-13355	273	48	vol	vol	NOUN
aiti-13355	273	49	.	.	PROPN
aiti-13355	273	50	10	10	NUM
aiti-13355	273	51	,	,	PUNCT
aiti-13355	273	52	article	article	NOUN
aiti-13355	273	53	no	no	NOUN
aiti-13355	273	54	.	.	PROPN
aiti-13355	273	55	1143	1143	NUM
aiti-13355	273	56	,	,	PUNCT
aiti-13355	273	57	november	november	PROPN
aiti-13355	273	58	2021	2021	NUM
aiti-13355	273	59	.	.	PUNCT
aiti-13355	274	1	[	[	X
aiti-13355	274	2	14	14	NUM
aiti-13355	274	3	]	]	X
aiti-13355	274	4	y.	y.	PROPN
aiti-13355	274	5	m.	m.	PROPN
aiti-13355	274	6	chen	chen	PROPN
aiti-13355	274	7	,	,	PUNCT
aiti-13355	274	8	y.	y.	PROPN
aiti-13355	274	9	kao	kao	PROPN
aiti-13355	274	10	,	,	PUNCT
aiti-13355	274	11	c.	c.	PROPN
aiti-13355	274	12	c.	c.	PROPN
aiti-13355	274	13	hsu	hsu	PROPN
aiti-13355	274	14	,	,	PUNCT
aiti-13355	274	15	c.	c.	PROPN
aiti-13355	274	16	j.	j.	PROPN
aiti-13355	274	17	chen	chen	PROPN
aiti-13355	274	18	,	,	PUNCT
aiti-13355	274	19	y.	y.	PROPN
aiti-13355	274	20	ma	ma	PROPN
aiti-13355	274	21	,	,	PUNCT
aiti-13355	274	22	y.	y.	PROPN
aiti-13355	274	23	s.	s.	PROPN
aiti-13355	274	24	shen	shen	PROPN
aiti-13355	274	25	,	,	PUNCT
aiti-13355	274	26	et	et	PROPN
aiti-13355	274	27	al	al	PROPN
aiti-13355	274	28	.	.	PROPN
aiti-13355	274	29	,	,	PUNCT
aiti-13355	274	30	“	"	PUNCT
aiti-13355	274	31	real‐time	real‐time	NOUN
aiti-13355	274	32	interactive	interactive	ADJ
aiti-13355	274	33	artificial	artificial	ADJ
aiti-13355	274	34	intelligence	intelligence	NOUN
aiti-13355	274	35	of	of	ADP
aiti-13355	274	36	things	thing	NOUN
aiti-13355	274	37	-	-	PUNCT
aiti-13355	274	38	based	base	VERB
aiti-13355	274	39	prediction	prediction	NOUN
aiti-13355	274	40	for	for	ADP
aiti-13355	274	41	adverse	adverse	ADJ
aiti-13355	274	42	outcomes	outcome	NOUN
aiti-13355	274	43	in	in	ADP
aiti-13355	274	44	adult	adult	NOUN
aiti-13355	274	45	patients	patient	NOUN
aiti-13355	274	46	with	with	ADP
aiti-13355	274	47	pneumonia	pneumonia	NOUN
aiti-13355	274	48	in	in	ADP
aiti-13355	274	49	the	the	DET
aiti-13355	274	50	emergency	emergency	NOUN
aiti-13355	274	51	department	department	NOUN
aiti-13355	274	52	,	,	PUNCT
aiti-13355	274	53	”	"	PUNCT
aiti-13355	274	54	academic	academic	ADJ
aiti-13355	274	55	emergency	emergency	NOUN
aiti-13355	274	56	medicine	medicine	NOUN
aiti-13355	274	57	,	,	PUNCT
aiti-13355	274	58	vol	vol	NOUN
aiti-13355	274	59	.	.	PROPN
aiti-13355	274	60	28	28	NUM
aiti-13355	274	61	,	,	PUNCT
aiti-13355	274	62	no	no	INTJ
aiti-13355	274	63	.	.	NOUN
aiti-13355	274	64	11	11	NUM
aiti-13355	274	65	,	,	PUNCT
aiti-13355	274	66	pp	pp	ADJ
aiti-13355	274	67	.	.	PUNCT
aiti-13355	275	1	1277	1277	NUM
aiti-13355	275	2	-	-	SYM
aiti-13355	275	3	1285	1285	NUM
aiti-13355	275	4	,	,	PUNCT
aiti-13355	275	5	november	november	PROPN
aiti-13355	275	6	2021	2021	NUM
aiti-13355	275	7	.	.	PUNCT
aiti-13355	276	1	[	[	X
aiti-13355	276	2	15	15	NUM
aiti-13355	276	3	]	]	X
aiti-13355	276	4	p.	p.	NOUN
aiti-13355	276	5	theerthagiri	theerthagiri	PROPN
aiti-13355	276	6	and	and	CCONJ
aiti-13355	276	7	j.	j.	PROPN
aiti-13355	276	8	vidya	vidya	PROPN
aiti-13355	276	9	,	,	PUNCT
aiti-13355	276	10	“	"	PUNCT
aiti-13355	276	11	cardiovascular	cardiovascular	ADJ
aiti-13355	276	12	disease	disease	NOUN
aiti-13355	276	13	prediction	prediction	NOUN
aiti-13355	276	14	using	use	VERB
aiti-13355	276	15	recursive	recursive	ADJ
aiti-13355	276	16	feature	feature	NOUN
aiti-13355	276	17	elimination	elimination	NOUN
aiti-13355	276	18	and	and	CCONJ
aiti-13355	276	19	gradient	gradient	NOUN
aiti-13355	276	20	boosting	boost	VERB
aiti-13355	276	21	classification	classification	NOUN
aiti-13355	276	22	techniques	technique	NOUN
aiti-13355	276	23	,	,	PUNCT
aiti-13355	276	24	”	"	PUNCT
aiti-13355	276	25	expert	expert	NOUN
aiti-13355	276	26	systems	system	NOUN
aiti-13355	276	27	,	,	PUNCT
aiti-13355	276	28	vol	vol	NOUN
aiti-13355	276	29	.	.	PROPN
aiti-13355	276	30	39	39	NUM
aiti-13355	276	31	,	,	PUNCT
aiti-13355	276	32	no	no	INTJ
aiti-13355	276	33	.	.	NOUN
aiti-13355	276	34	9	9	NUM
aiti-13355	276	35	,	,	PUNCT
aiti-13355	276	36	article	article	NOUN
aiti-13355	276	37	no	no	NOUN
aiti-13355	276	38	.	.	PUNCT
aiti-13355	277	1	e13064	e13064	NOUN
aiti-13355	277	2	,	,	PUNCT
aiti-13355	277	3	november	november	PROPN
aiti-13355	277	4	2022	2022	NUM
aiti-13355	277	5	.	.	PUNCT
aiti-13355	278	1	[	[	X
aiti-13355	278	2	16	16	NUM
aiti-13355	278	3	]	]	X
aiti-13355	278	4	c.	c.	PROPN
aiti-13355	278	5	a.	a.	PROPN
aiti-13355	278	6	ul	ul	PROPN
aiti-13355	278	7	hassan	hassan	PROPN
aiti-13355	278	8	,	,	PUNCT
aiti-13355	278	9	j.	j.	PROPN
aiti-13355	278	10	iqbal	iqbal	PROPN
aiti-13355	278	11	,	,	PUNCT
aiti-13355	278	12	s.	s.	PROPN
aiti-13355	278	13	hussain	hussain	PROPN
aiti-13355	278	14	,	,	PUNCT
aiti-13355	278	15	h.	h.	PROPN
aiti-13355	278	16	alsalman	alsalman	PROPN
aiti-13355	278	17	,	,	PUNCT
aiti-13355	278	18	m.	m.	NOUN
aiti-13355	278	19	a.	a.	PROPN
aiti-13355	278	20	a.	a.	PROPN
aiti-13355	278	21	mosleh	mosleh	PROPN
aiti-13355	278	22	,	,	PUNCT
aiti-13355	278	23	and	and	CCONJ
aiti-13355	278	24	s.	s.	PROPN
aiti-13355	278	25	sajid	sajid	PROPN
aiti-13355	278	26	ullah	ullah	PROPN
aiti-13355	278	27	,	,	PUNCT
aiti-13355	278	28	“	"	PUNCT
aiti-13355	278	29	a	a	DET
aiti-13355	278	30	computational	computational	ADJ
aiti-13355	278	31	intelligence	intelligence	NOUN
aiti-13355	278	32	approach	approach	NOUN
aiti-13355	278	33	for	for	ADP
aiti-13355	278	34	predicting	predict	VERB
aiti-13355	278	35	medical	medical	ADJ
aiti-13355	278	36	insurance	insurance	NOUN
aiti-13355	278	37	cost	cost	NOUN
aiti-13355	278	38	,	,	PUNCT
aiti-13355	278	39	”	"	PUNCT
aiti-13355	278	40	mathematical	mathematical	ADJ
aiti-13355	278	41	problems	problem	NOUN
aiti-13355	278	42	in	in	ADP
aiti-13355	278	43	engineering	engineering	NOUN
aiti-13355	278	44	,	,	PUNCT
aiti-13355	278	45	vol	vol	NOUN
aiti-13355	278	46	.	.	PROPN
aiti-13355	278	47	2021	2021	NUM
aiti-13355	278	48	,	,	PUNCT
aiti-13355	278	49	article	article	NOUN
aiti-13355	278	50	no	no	NOUN
aiti-13355	278	51	.	.	PROPN
aiti-13355	278	52	1162553	1162553	NUM
aiti-13355	278	53	,	,	PUNCT
aiti-13355	278	54	2021	2021	NUM
aiti-13355	278	55	.	.	PUNCT
aiti-13355	279	1	[	[	X
aiti-13355	279	2	17	17	NUM
aiti-13355	279	3	]	]	PUNCT
aiti-13355	279	4	s.	s.	PROPN
aiti-13355	279	5	mohapatra	mohapatra	PROPN
aiti-13355	279	6	and	and	CCONJ
aiti-13355	279	7	n.	n.	PROPN
aiti-13355	279	8	chaudhary	chaudhary	PROPN
aiti-13355	279	9	,	,	PUNCT
aiti-13355	279	10	“	"	PUNCT
aiti-13355	279	11	statistical	statistical	ADJ
aiti-13355	279	12	analysis	analysis	NOUN
aiti-13355	279	13	and	and	CCONJ
aiti-13355	279	14	evaluation	evaluation	NOUN
aiti-13355	279	15	of	of	ADP
aiti-13355	279	16	feature	feature	NOUN
aiti-13355	279	17	selection	selection	NOUN
aiti-13355	279	18	techniques	technique	NOUN
aiti-13355	279	19	and	and	CCONJ
aiti-13355	279	20	implementing	implement	VERB
aiti-13355	279	21	machine	machine	NOUN
aiti-13355	279	22	learning	learn	VERB
aiti-13355	279	23	algorithms	algorithm	NOUN
aiti-13355	279	24	to	to	PART
aiti-13355	279	25	predict	predict	VERB
aiti-13355	279	26	the	the	DET
aiti-13355	279	27	crop	crop	NOUN
aiti-13355	279	28	yield	yield	NOUN
aiti-13355	279	29	using	use	VERB
aiti-13355	279	30	accuracy	accuracy	NOUN
aiti-13355	279	31	metrics	metric	NOUN
aiti-13355	279	32	,	,	PUNCT
aiti-13355	279	33	”	"	PUNCT
aiti-13355	279	34	engineered	engineer	VERB
aiti-13355	279	35	science	science	NOUN
aiti-13355	279	36	,	,	PUNCT
aiti-13355	279	37	vol	vol	NOUN
aiti-13355	279	38	.	.	PROPN
aiti-13355	279	39	21	21	NUM
aiti-13355	279	40	,	,	PUNCT
aiti-13355	279	41	article	article	NOUN
aiti-13355	279	42	no	no	NOUN
aiti-13355	279	43	.	.	PROPN
aiti-13355	279	44	787	787	NUM
aiti-13355	279	45	,	,	PUNCT
aiti-13355	279	46	february	february	NOUN
aiti-13355	279	47	2023	2023	NUM
aiti-13355	279	48	.	.	PUNCT
aiti-13355	280	1	[	[	X
aiti-13355	280	2	18	18	NUM
aiti-13355	280	3	]	]	PUNCT
aiti-13355	280	4	m.	m.	NOUN
aiti-13355	280	5	waleed	waleed	PROPN
aiti-13355	280	6	,	,	PUNCT
aiti-13355	280	7	t.	t.	PROPN
aiti-13355	280	8	w.	w.	PROPN
aiti-13355	280	9	um	um	PROPN
aiti-13355	280	10	,	,	PUNCT
aiti-13355	280	11	t.	t.	PROPN
aiti-13355	280	12	kamal	kamal	PROPN
aiti-13355	280	13	,	,	PUNCT
aiti-13355	280	14	and	and	CCONJ
aiti-13355	280	15	s.	s.	PROPN
aiti-13355	280	16	m.	m.	PROPN
aiti-13355	280	17	usman	usman	PROPN
aiti-13355	280	18	,	,	PUNCT
aiti-13355	280	19	“	"	PUNCT
aiti-13355	280	20	classification	classification	NOUN
aiti-13355	280	21	of	of	ADP
aiti-13355	280	22	agriculture	agriculture	NOUN
aiti-13355	280	23	farm	farm	NOUN
aiti-13355	280	24	machinery	machinery	NOUN
aiti-13355	280	25	using	use	VERB
aiti-13355	280	26	machine	machine	NOUN
aiti-13355	280	27	learning	learning	NOUN
aiti-13355	280	28	and	and	CCONJ
aiti-13355	280	29	internet	internet	NOUN
aiti-13355	280	30	of	of	ADP
aiti-13355	280	31	things	thing	NOUN
aiti-13355	280	32	,	,	PUNCT
aiti-13355	280	33	”	"	PUNCT
aiti-13355	280	34	symmetry	symmetry	NOUN
aiti-13355	280	35	,	,	PUNCT
aiti-13355	280	36	vol	vol	NOUN
aiti-13355	280	37	.	.	PROPN
aiti-13355	280	38	13	13	NUM
aiti-13355	280	39	,	,	PUNCT
aiti-13355	280	40	no	no	INTJ
aiti-13355	280	41	.	.	NOUN
aiti-13355	280	42	3	3	NUM
aiti-13355	280	43	,	,	PUNCT
aiti-13355	280	44	article	article	NOUN
aiti-13355	280	45	no	no	NOUN
aiti-13355	280	46	.	.	PUNCT
aiti-13355	281	1	403	403	NUM
aiti-13355	281	2	,	,	PUNCT
aiti-13355	281	3	march	march	PROPN
aiti-13355	281	4	2021	2021	NUM
aiti-13355	281	5	.	.	PUNCT
aiti-13355	282	1	[	[	X
aiti-13355	282	2	19	19	NUM
aiti-13355	282	3	]	]	X
aiti-13355	282	4	h.	h.	PROPN
aiti-13355	282	5	h.	h.	PROPN
aiti-13355	282	6	wang	wang	PROPN
aiti-13355	282	7	,	,	PUNCT
aiti-13355	282	8	c.	c.	PROPN
aiti-13355	282	9	c.	c.	PROPN
aiti-13355	282	10	huang	huang	PROPN
aiti-13355	282	11	,	,	PUNCT
aiti-13355	282	12	p.	p.	PROPN
aiti-13355	282	13	c.	c.	PROPN
aiti-13355	282	14	talley	talley	PROPN
aiti-13355	282	15	,	,	PUNCT
aiti-13355	282	16	and	and	CCONJ
aiti-13355	282	17	k.	k.	PROPN
aiti-13355	282	18	m.	m.	PROPN
aiti-13355	282	19	kuo	kuo	PROPN
aiti-13355	282	20	,	,	PUNCT
aiti-13355	282	21	“	"	PUNCT
aiti-13355	282	22	using	use	VERB
aiti-13355	282	23	healthcare	healthcare	NOUN
aiti-13355	282	24	resources	resource	NOUN
aiti-13355	282	25	wisely	wisely	ADV
aiti-13355	282	26	:	:	PUNCT
aiti-13355	282	27	a	a	DET
aiti-13355	282	28	predictive	predictive	ADJ
aiti-13355	282	29	support	support	NOUN
aiti-13355	282	30	system	system	NOUN
aiti-13355	282	31	regarding	regard	VERB
aiti-13355	282	32	the	the	DET
aiti-13355	282	33	severity	severity	NOUN
aiti-13355	282	34	of	of	ADP
aiti-13355	282	35	patient	patient	NOUN
aiti-13355	282	36	falls	fall	NOUN
aiti-13355	282	37	,	,	PUNCT
aiti-13355	282	38	”	"	PUNCT
aiti-13355	282	39	journal	journal	NOUN
aiti-13355	282	40	of	of	ADP
aiti-13355	282	41	healthcare	healthcare	PROPN
aiti-13355	282	42	engineering	engineering	PROPN
aiti-13355	282	43	,	,	PUNCT
aiti-13355	282	44	vol	vol	NOUN
aiti-13355	282	45	.	.	NOUN
aiti-13355	282	46	2022	2022	NUM
aiti-13355	282	47	,	,	PUNCT
aiti-13355	282	48	article	article	NOUN
aiti-13355	282	49	no	no	NOUN
aiti-13355	282	50	.	.	PROPN
aiti-13355	282	51	3100618	3100618	NUM
aiti-13355	282	52	,	,	PUNCT
aiti-13355	282	53	2022	2022	NUM
aiti-13355	282	54	.	.	PUNCT
aiti-13355	283	1	[	[	X
aiti-13355	283	2	20	20	NUM
aiti-13355	283	3	]	]	PUNCT
aiti-13355	283	4	p.	p.	NOUN
aiti-13355	283	5	michailidis	michailidis	PROPN
aiti-13355	283	6	,	,	PUNCT
aiti-13355	283	7	a.	a.	NOUN
aiti-13355	283	8	dimitriadou	dimitriadou	PROPN
aiti-13355	283	9	,	,	PUNCT
aiti-13355	283	10	t.	t.	NOUN
aiti-13355	283	11	papadimitriou	papadimitriou	NOUN
aiti-13355	283	12	,	,	PUNCT
aiti-13355	283	13	and	and	CCONJ
aiti-13355	283	14	p.	p.	NOUN
aiti-13355	283	15	gogas	gogas	NOUN
aiti-13355	283	16	,	,	PUNCT
aiti-13355	283	17	“	"	PUNCT
aiti-13355	283	18	forecasting	forecast	VERB
aiti-13355	283	19	hospital	hospital	NOUN
aiti-13355	283	20	readmissions	readmission	NOUN
aiti-13355	283	21	with	with	ADP
aiti-13355	283	22	machine	machine	NOUN
aiti-13355	283	23	learning	learning	NOUN
aiti-13355	283	24	,	,	PUNCT
aiti-13355	283	25	”	"	PUNCT
aiti-13355	283	26	healthcare	healthcare	NOUN
aiti-13355	283	27	,	,	PUNCT
aiti-13355	283	28	vol	vol	NOUN
aiti-13355	283	29	.	.	PROPN
aiti-13355	283	30	10	10	NUM
aiti-13355	283	31	,	,	PUNCT
aiti-13355	283	32	no	no	INTJ
aiti-13355	283	33	.	.	NOUN
aiti-13355	283	34	6	6	NUM
aiti-13355	283	35	,	,	PUNCT
aiti-13355	283	36	article	article	NOUN
aiti-13355	283	37	no	no	NOUN
aiti-13355	283	38	.	.	PROPN
aiti-13355	283	39	981	981	NUM
aiti-13355	283	40	,	,	PUNCT
aiti-13355	283	41	june	june	PROPN
aiti-13355	283	42	2022	2022	NUM
aiti-13355	283	43	.	.	PUNCT
aiti-13355	284	1	[	[	X
aiti-13355	284	2	21	21	NUM
aiti-13355	284	3	]	]	X
aiti-13355	284	4	h.	h.	PROPN
aiti-13355	285	1	oh	oh	INTJ
aiti-13355	285	2	,	,	PUNCT
aiti-13355	285	3	“	"	PUNCT
aiti-13355	285	4	a	a	DET
aiti-13355	285	5	youtube	youtube	NOUN
aiti-13355	285	6	spam	spam	NOUN
aiti-13355	285	7	comments	comment	NOUN
aiti-13355	285	8	detection	detection	NOUN
aiti-13355	285	9	scheme	scheme	NOUN
aiti-13355	285	10	using	use	VERB
aiti-13355	285	11	cascaded	cascade	VERB
aiti-13355	285	12	ensemble	ensemble	ADJ
aiti-13355	285	13	machine	machine	NOUN
aiti-13355	285	14	learning	learning	NOUN
aiti-13355	285	15	model	model	NOUN
aiti-13355	285	16	,	,	PUNCT
aiti-13355	285	17	”	"	PUNCT
aiti-13355	285	18	ieee	ieee	NOUN
aiti-13355	285	19	access	access	NOUN
aiti-13355	285	20	,	,	PUNCT
aiti-13355	285	21	vol	vol	NOUN
aiti-13355	285	22	.	.	NOUN
aiti-13355	286	1	9	9	NUM
aiti-13355	286	2	,	,	PUNCT
aiti-13355	286	3	pp	pp	ADJ
aiti-13355	286	4	.	.	PUNCT
aiti-13355	287	1	144121	144121	NUM
aiti-13355	287	2	-	-	SYM
aiti-13355	287	3	144128	144128	NUM
aiti-13355	287	4	,	,	PUNCT
aiti-13355	287	5	2021	2021	NUM
aiti-13355	287	6	.	.	PUNCT
aiti-13355	288	1	98	98	NUM
aiti-13355	288	2	advances	advance	NOUN
aiti-13355	288	3	in	in	ADP
aiti-13355	288	4	technology	technology	NOUN
aiti-13355	288	5	innovation	innovation	NOUN
aiti-13355	288	6	,	,	PUNCT
aiti-13355	288	7	vol	vol	NOUN
aiti-13355	288	8	.	.	PROPN
aiti-13355	288	9	9	9	NUM
aiti-13355	288	10	,	,	PUNCT
aiti-13355	288	11	no	no	INTJ
aiti-13355	288	12	.	.	NOUN
aiti-13355	288	13	2	2	NUM
aiti-13355	288	14	,	,	PUNCT
aiti-13355	288	15	2024	2024	NUM
aiti-13355	288	16	,	,	PUNCT
aiti-13355	288	17	pp	pp	ADJ
aiti-13355	288	18	.	.	PUNCT
aiti-13355	288	19	85	85	NUM
aiti-13355	288	20	-	-	SYM
aiti-13355	288	21	98	98	NUM
aiti-13355	289	1	[	[	SYM
aiti-13355	289	2	22	22	NUM
aiti-13355	289	3	]	]	X
aiti-13355	289	4	d.	d.	PROPN
aiti-13355	289	5	j.	j.	PROPN
aiti-13355	289	6	pangarkar	pangarkar	PROPN
aiti-13355	289	7	,	,	PUNCT
aiti-13355	289	8	r.	r.	PROPN
aiti-13355	289	9	sharma	sharma	PROPN
aiti-13355	289	10	,	,	PUNCT
aiti-13355	289	11	a.	a.	NOUN
aiti-13355	289	12	sharma	sharma	PROPN
aiti-13355	289	13	,	,	PUNCT
aiti-13355	289	14	and	and	CCONJ
aiti-13355	289	15	m.	m.	NOUN
aiti-13355	289	16	sharma	sharma	PROPN
aiti-13355	289	17	,	,	PUNCT
aiti-13355	289	18	“	"	PUNCT
aiti-13355	289	19	assessment	assessment	NOUN
aiti-13355	289	20	of	of	ADP
aiti-13355	289	21	the	the	DET
aiti-13355	289	22	different	different	ADJ
aiti-13355	289	23	machine	machine	NOUN
aiti-13355	289	24	learning	learning	NOUN
aiti-13355	289	25	models	model	NOUN
aiti-13355	289	26	for	for	ADP
aiti-13355	289	27	prediction	prediction	NOUN
aiti-13355	289	28	of	of	ADP
aiti-13355	289	29	cluster	cluster	NOUN
aiti-13355	289	30	bean	bean	NOUN
aiti-13355	289	31	(	(	PUNCT
aiti-13355	289	32	cyamopsis	cyamopsis	NOUN
aiti-13355	289	33	tetragonoloba	tetragonoloba	PROPN
aiti-13355	289	34	l.	l.	PROPN
aiti-13355	289	35	taub	taub	PROPN
aiti-13355	289	36	.	.	PUNCT
aiti-13355	289	37	)	)	PUNCT
aiti-13355	289	38	yield	yield	NOUN
aiti-13355	289	39	,	,	PUNCT
aiti-13355	289	40	”	"	PUNCT
aiti-13355	289	41	advances	advance	NOUN
aiti-13355	289	42	in	in	ADP
aiti-13355	289	43	research	research	NOUN
aiti-13355	289	44	,	,	PUNCT
aiti-13355	289	45	vol	vol	NOUN
aiti-13355	289	46	.	.	PROPN
aiti-13355	289	47	21	21	NUM
aiti-13355	289	48	,	,	PUNCT
aiti-13355	289	49	no	no	INTJ
aiti-13355	289	50	.	.	NOUN
aiti-13355	289	51	9	9	NUM
aiti-13355	289	52	,	,	PUNCT
aiti-13355	289	53	pp	pp	ADJ
aiti-13355	289	54	.	.	PUNCT
aiti-13355	289	55	98105	98105	NUM
aiti-13355	289	56	,	,	PUNCT
aiti-13355	289	57	2020	2020	NUM
aiti-13355	289	58	.	.	PUNCT
aiti-13355	290	1	[	[	X
aiti-13355	290	2	23	23	NUM
aiti-13355	290	3	]	]	X
aiti-13355	290	4	c.	c.	PROPN
aiti-13355	290	5	sawangwong	sawangwong	PROPN
aiti-13355	290	6	,	,	PUNCT
aiti-13355	290	7	k.	k.	PROPN
aiti-13355	290	8	puangsuwan	puangsuwan	PROPN
aiti-13355	290	9	,	,	PUNCT
aiti-13355	290	10	n.	n.	PROPN
aiti-13355	290	11	boonnam	boonnam	PROPN
aiti-13355	290	12	,	,	PUNCT
aiti-13355	290	13	s.	s.	PROPN
aiti-13355	290	14	kajornkasirat	kajornkasirat	PROPN
aiti-13355	290	15	,	,	PUNCT
aiti-13355	290	16	and	and	CCONJ
aiti-13355	290	17	w.	w.	PROPN
aiti-13355	290	18	srisang	srisang	PROPN
aiti-13355	290	19	,	,	PUNCT
aiti-13355	290	20	“	"	PUNCT
aiti-13355	290	21	classification	classification	NOUN
aiti-13355	290	22	technique	technique	NOUN
aiti-13355	290	23	for	for	ADP
aiti-13355	290	24	realtime	realtime	ADJ
aiti-13355	290	25	emotion	emotion	NOUN
aiti-13355	290	26	detection	detection	NOUN
aiti-13355	290	27	using	use	VERB
aiti-13355	290	28	machine	machine	NOUN
aiti-13355	290	29	learning	learning	NOUN
aiti-13355	290	30	models	model	NOUN
aiti-13355	290	31	,	,	PUNCT
aiti-13355	290	32	”	"	PUNCT
aiti-13355	290	33	iaes	iaes	NOUN
aiti-13355	290	34	international	international	PROPN
aiti-13355	290	35	journal	journal	PROPN
aiti-13355	290	36	of	of	ADP
aiti-13355	290	37	artificial	artificial	ADJ
aiti-13355	290	38	intelligence	intelligence	NOUN
aiti-13355	290	39	(	(	PUNCT
aiti-13355	290	40	ijai	ijai	PROPN
aiti-13355	290	41	)	)	PUNCT
aiti-13355	290	42	,	,	PUNCT
aiti-13355	290	43	vol	vol	NOUN
aiti-13355	290	44	.	.	PROPN
aiti-13355	290	45	11	11	NUM
aiti-13355	290	46	,	,	PUNCT
aiti-13355	290	47	no	no	INTJ
aiti-13355	290	48	.	.	NOUN
aiti-13355	290	49	4	4	NUM
aiti-13355	290	50	,	,	PUNCT
aiti-13355	290	51	pp	pp	ADJ
aiti-13355	290	52	.	.	PUNCT
aiti-13355	290	53	1478	1478	NUM
aiti-13355	290	54	-	-	SYM
aiti-13355	290	55	1486	1486	NUM
aiti-13355	290	56	,	,	PUNCT
aiti-13355	290	57	december	december	PROPN
aiti-13355	290	58	2022	2022	NUM
aiti-13355	290	59	.	.	PUNCT
aiti-13355	291	1	[	[	X
aiti-13355	291	2	24	24	NUM
aiti-13355	291	3	]	]	PUNCT
aiti-13355	291	4	l.	l.	PROPN
aiti-13355	291	5	shi	shi	PROPN
aiti-13355	291	6	,	,	PUNCT
aiti-13355	291	7	y.	y.	PROPN
aiti-13355	291	8	qin	qin	PROPN
aiti-13355	291	9	,	,	PUNCT
aiti-13355	291	10	j.	j.	PROPN
aiti-13355	291	11	zhang	zhang	PROPN
aiti-13355	291	12	,	,	PUNCT
aiti-13355	291	13	y.	y.	PROPN
aiti-13355	291	14	wang	wang	PROPN
aiti-13355	291	15	,	,	PUNCT
aiti-13355	291	16	h.	h.	PROPN
aiti-13355	291	17	qiao	qiao	PROPN
aiti-13355	291	18	,	,	PUNCT
aiti-13355	291	19	and	and	CCONJ
aiti-13355	291	20	h.	h.	PROPN
aiti-13355	291	21	si	si	PROPN
aiti-13355	291	22	,	,	PUNCT
aiti-13355	291	23	“	"	PUNCT
aiti-13355	291	24	multi	multi	ADJ
aiti-13355	291	25	-	-	ADJ
aiti-13355	291	26	class	class	ADJ
aiti-13355	291	27	classification	classification	NOUN
aiti-13355	291	28	of	of	ADP
aiti-13355	291	29	agricultural	agricultural	ADJ
aiti-13355	291	30	data	datum	NOUN
aiti-13355	291	31	based	base	VERB
aiti-13355	291	32	on	on	ADP
aiti-13355	291	33	random	random	ADJ
aiti-13355	291	34	forest	forest	NOUN
aiti-13355	291	35	and	and	CCONJ
aiti-13355	291	36	feature	feature	NOUN
aiti-13355	291	37	selection	selection	NOUN
aiti-13355	291	38	,	,	PUNCT
aiti-13355	291	39	”	"	PUNCT
aiti-13355	291	40	journal	journal	NOUN
aiti-13355	291	41	of	of	ADP
aiti-13355	291	42	information	information	NOUN
aiti-13355	291	43	technology	technology	NOUN
aiti-13355	291	44	research	research	NOUN
aiti-13355	291	45	,	,	PUNCT
aiti-13355	291	46	vol	vol	NOUN
aiti-13355	291	47	.	.	PROPN
aiti-13355	291	48	15	15	NUM
aiti-13355	291	49	,	,	PUNCT
aiti-13355	291	50	no	no	INTJ
aiti-13355	291	51	.	.	NOUN
aiti-13355	291	52	1	1	NUM
aiti-13355	291	53	,	,	PUNCT
aiti-13355	291	54	pp	pp	ADJ
aiti-13355	291	55	.	.	PUNCT
aiti-13355	292	1	1	1	NUM
aiti-13355	292	2	-	-	SYM
aiti-13355	292	3	17	17	NUM
aiti-13355	292	4	,	,	PUNCT
aiti-13355	292	5	2022	2022	NUM
aiti-13355	292	6	.	.	PUNCT
aiti-13355	293	1	[	[	X
aiti-13355	293	2	25	25	NUM
aiti-13355	293	3	]	]	PUNCT
aiti-13355	293	4	t.	t.	PROPN
aiti-13355	293	5	suresh	suresh	PROPN
aiti-13355	293	6	,	,	PUNCT
aiti-13355	293	7	t.	t.	PROPN
aiti-13355	293	8	a.	a.	NOUN
aiti-13355	293	9	assegie	assegie	PROPN
aiti-13355	293	10	,	,	PUNCT
aiti-13355	293	11	s.	s.	PROPN
aiti-13355	293	12	rajkumar	rajkumar	PROPN
aiti-13355	293	13	,	,	PUNCT
aiti-13355	293	14	and	and	CCONJ
aiti-13355	293	15	n.	n.	PROPN
aiti-13355	293	16	k.	k.	PROPN
aiti-13355	293	17	kumar	kumar	PROPN
aiti-13355	293	18	,	,	PUNCT
aiti-13355	293	19	“	"	PUNCT
aiti-13355	293	20	a	a	DET
aiti-13355	293	21	hybrid	hybrid	ADJ
aiti-13355	293	22	approach	approach	NOUN
aiti-13355	293	23	to	to	ADP
aiti-13355	293	24	medical	medical	ADJ
aiti-13355	293	25	decision	decision	NOUN
aiti-13355	293	26	-	-	PUNCT
aiti-13355	293	27	making	making	NOUN
aiti-13355	293	28	:	:	PUNCT
aiti-13355	293	29	diagnosis	diagnosis	NOUN
aiti-13355	293	30	of	of	ADP
aiti-13355	293	31	heart	heart	NOUN
aiti-13355	293	32	disease	disease	NOUN
aiti-13355	293	33	with	with	ADP
aiti-13355	293	34	machine	machine	NOUN
aiti-13355	293	35	-	-	PUNCT
aiti-13355	293	36	learning	learn	VERB
aiti-13355	293	37	model	model	NOUN
aiti-13355	293	38	,	,	PUNCT
aiti-13355	293	39	”	"	PUNCT
aiti-13355	293	40	international	international	ADJ
aiti-13355	293	41	journal	journal	NOUN
aiti-13355	293	42	of	of	ADP
aiti-13355	293	43	electrical	electrical	ADJ
aiti-13355	293	44	and	and	CCONJ
aiti-13355	293	45	computer	computer	NOUN
aiti-13355	293	46	engineering	engineering	NOUN
aiti-13355	293	47	,	,	PUNCT
aiti-13355	293	48	vol	vol	NOUN
aiti-13355	293	49	.	.	PROPN
aiti-13355	293	50	12	12	NUM
aiti-13355	293	51	,	,	PUNCT
aiti-13355	293	52	no	no	INTJ
aiti-13355	293	53	.	.	NOUN
aiti-13355	293	54	2	2	NUM
aiti-13355	293	55	,	,	PUNCT
aiti-13355	293	56	pp	pp	ADJ
aiti-13355	293	57	.	.	PUNCT
aiti-13355	294	1	1831	1831	NUM
aiti-13355	294	2	-	-	SYM
aiti-13355	294	3	1838	1838	NUM
aiti-13355	294	4	,	,	PUNCT
aiti-13355	294	5	april	april	PROPN
aiti-13355	294	6	2022	2022	NUM
aiti-13355	294	7	.	.	PUNCT
aiti-13355	295	1	[	[	X
aiti-13355	295	2	26	26	NUM
aiti-13355	295	3	]	]	X
aiti-13355	295	4	f.	f.	PROPN
aiti-13355	295	5	martinez	martinez	PROPN
aiti-13355	295	6	-	-	PUNCT
aiti-13355	295	7	plumed	plume	VERB
aiti-13355	295	8	,	,	PUNCT
aiti-13355	295	9	l.	l.	PROPN
aiti-13355	295	10	contreras	contreras	PROPN
aiti-13355	295	11	-	-	PUNCT
aiti-13355	295	12	ochando	ochando	PROPN
aiti-13355	295	13	,	,	PUNCT
aiti-13355	295	14	c.	c.	PROPN
aiti-13355	295	15	ferri	ferri	PROPN
aiti-13355	295	16	,	,	PUNCT
aiti-13355	295	17	j.	j.	PROPN
aiti-13355	295	18	hernandez	hernandez	PROPN
aiti-13355	295	19	-	-	PUNCT
aiti-13355	295	20	orallo	orallo	PROPN
aiti-13355	295	21	,	,	PUNCT
aiti-13355	295	22	m.	m.	NOUN
aiti-13355	295	23	kull	kull	PROPN
aiti-13355	295	24	,	,	PUNCT
aiti-13355	295	25	n.	n.	PROPN
aiti-13355	295	26	lachiche	lachiche	PROPN
aiti-13355	295	27	,	,	PUNCT
aiti-13355	295	28	et	et	PROPN
aiti-13355	295	29	al	al	PROPN
aiti-13355	295	30	.	.	PROPN
aiti-13355	295	31	,	,	PUNCT
aiti-13355	295	32	“	"	PUNCT
aiti-13355	295	33	crisp	crisp	ADJ
aiti-13355	295	34	-	-	PUNCT
aiti-13355	295	35	dm	dm	NUM
aiti-13355	295	36	twenty	twenty	NUM
aiti-13355	295	37	years	year	NOUN
aiti-13355	295	38	later	later	ADV
aiti-13355	295	39	:	:	PUNCT
aiti-13355	295	40	from	from	ADP
aiti-13355	295	41	data	data	NOUN
aiti-13355	295	42	mining	mining	NOUN
aiti-13355	295	43	processes	process	NOUN
aiti-13355	295	44	to	to	ADP
aiti-13355	295	45	data	data	NOUN
aiti-13355	295	46	science	science	NOUN
aiti-13355	295	47	trajectories	trajectory	NOUN
aiti-13355	295	48	,	,	PUNCT
aiti-13355	295	49	”	"	PUNCT
aiti-13355	295	50	ieee	ieee	NOUN
aiti-13355	295	51	transactions	transaction	NOUN
aiti-13355	295	52	on	on	ADP
aiti-13355	295	53	knowledge	knowledge	NOUN
aiti-13355	295	54	and	and	CCONJ
aiti-13355	295	55	data	datum	NOUN
aiti-13355	295	56	engineering	engineering	NOUN
aiti-13355	295	57	,	,	PUNCT
aiti-13355	295	58	vol	vol	NOUN
aiti-13355	295	59	.	.	PROPN
aiti-13355	296	1	33	33	NUM
aiti-13355	296	2	,	,	PUNCT
aiti-13355	296	3	no	no	INTJ
aiti-13355	296	4	.	.	NOUN
aiti-13355	296	5	8	8	NUM
aiti-13355	296	6	,	,	PUNCT
aiti-13355	296	7	pp	pp	ADJ
aiti-13355	296	8	.	.	PUNCT
aiti-13355	296	9	3048	3048	NUM
aiti-13355	296	10	-	-	SYM
aiti-13355	296	11	3061	3061	NUM
aiti-13355	296	12	,	,	PUNCT
aiti-13355	296	13	august	august	PROPN
aiti-13355	296	14	2021	2021	NUM
aiti-13355	296	15	.	.	PUNCT
aiti-13355	297	1	[	[	X
aiti-13355	297	2	27	27	NUM
aiti-13355	297	3	]	]	PUNCT
aiti-13355	297	4	j.	j.	PROPN
aiti-13355	297	5	s.	s.	PROPN
aiti-13355	297	6	saltz	saltz	PROPN
aiti-13355	297	7	and	and	CCONJ
aiti-13355	297	8	i.	i.	PROPN
aiti-13355	297	9	krasteva	krasteva	PROPN
aiti-13355	297	10	,	,	PUNCT
aiti-13355	297	11	“	"	PUNCT
aiti-13355	297	12	current	current	ADJ
aiti-13355	297	13	approaches	approach	NOUN
aiti-13355	297	14	for	for	ADP
aiti-13355	297	15	executing	execute	VERB
aiti-13355	297	16	big	big	ADJ
aiti-13355	297	17	data	datum	NOUN
aiti-13355	297	18	science	science	NOUN
aiti-13355	297	19	projects	project	NOUN
aiti-13355	297	20	-	-	PUNCT
aiti-13355	297	21	a	a	DET
aiti-13355	297	22	systematic	systematic	ADJ
aiti-13355	297	23	literature	literature	NOUN
aiti-13355	297	24	review	review	NOUN
aiti-13355	297	25	,	,	PUNCT
aiti-13355	297	26	”	"	PUNCT
aiti-13355	297	27	peerj	peerj	PROPN
aiti-13355	297	28	computer	computer	NOUN
aiti-13355	297	29	science	science	NOUN
aiti-13355	297	30	,	,	PUNCT
aiti-13355	297	31	vol	vol	NOUN
aiti-13355	297	32	.	.	PROPN
aiti-13355	297	33	8	8	NUM
aiti-13355	297	34	,	,	PUNCT
aiti-13355	297	35	article	article	NOUN
aiti-13355	297	36	no	no	NOUN
aiti-13355	297	37	.	.	PUNCT
aiti-13355	298	1	e862	e862	NOUN
aiti-13355	298	2	,	,	PUNCT
aiti-13355	298	3	2022	2022	NUM
aiti-13355	298	4	.	.	PUNCT
aiti-13355	299	1	[	[	X
aiti-13355	299	2	28	28	NUM
aiti-13355	299	3	]	]	X
aiti-13355	299	4	d.	d.	PROPN
aiti-13355	299	5	oliveira	oliveira	PROPN
aiti-13355	299	6	,	,	PUNCT
aiti-13355	299	7	d.	d.	PROPN
aiti-13355	299	8	ferreira	ferreira	PROPN
aiti-13355	299	9	,	,	PUNCT
aiti-13355	299	10	n.	n.	PROPN
aiti-13355	299	11	abreu	abreu	PROPN
aiti-13355	299	12	,	,	PUNCT
aiti-13355	299	13	p.	p.	NOUN
aiti-13355	299	14	leuschner	leuschner	NOUN
aiti-13355	299	15	,	,	PUNCT
aiti-13355	299	16	a.	a.	NOUN
aiti-13355	299	17	abelha	abelha	NOUN
aiti-13355	299	18	,	,	PUNCT
aiti-13355	299	19	and	and	CCONJ
aiti-13355	299	20	j.	j.	PROPN
aiti-13355	299	21	machado	machado	PROPN
aiti-13355	299	22	,	,	PUNCT
aiti-13355	299	23	“	"	PUNCT
aiti-13355	299	24	prediction	prediction	NOUN
aiti-13355	299	25	of	of	ADP
aiti-13355	299	26	covid-19	covid-19	PROPN
aiti-13355	299	27	diagnosis	diagnosis	NOUN
aiti-13355	299	28	based	base	VERB
aiti-13355	299	29	on	on	ADP
aiti-13355	299	30	openehr	openehr	NOUN
aiti-13355	299	31	artefacts	artefact	NOUN
aiti-13355	299	32	,	,	PUNCT
aiti-13355	299	33	”	"	PUNCT
aiti-13355	299	34	scientific	scientific	ADJ
aiti-13355	299	35	reports	report	NOUN
aiti-13355	299	36	,	,	PUNCT
aiti-13355	299	37	vol	vol	NOUN
aiti-13355	299	38	.	.	PROPN
aiti-13355	299	39	12	12	NUM
aiti-13355	299	40	,	,	PUNCT
aiti-13355	299	41	article	article	NOUN
aiti-13355	299	42	no	no	NOUN
aiti-13355	299	43	.	.	PROPN
aiti-13355	299	44	12549	12549	NUM
aiti-13355	299	45	,	,	PUNCT
aiti-13355	299	46	2022	2022	NUM
aiti-13355	299	47	.	.	PUNCT
aiti-13355	300	1	[	[	X
aiti-13355	300	2	29	29	NUM
aiti-13355	300	3	]	]	X
aiti-13355	300	4	s.	s.	PROPN
aiti-13355	300	5	montaha	montaha	PROPN
aiti-13355	300	6	,	,	PUNCT
aiti-13355	300	7	s.	s.	PROPN
aiti-13355	300	8	azam	azam	PROPN
aiti-13355	300	9	,	,	PUNCT
aiti-13355	300	10	a.	a.	PROPN
aiti-13355	300	11	k.	k.	PROPN
aiti-13355	300	12	m.	m.	PROPN
aiti-13355	300	13	r.	r.	PROPN
aiti-13355	300	14	h.	h.	PROPN
aiti-13355	300	15	rafid	rafid	PROPN
aiti-13355	300	16	,	,	PUNCT
aiti-13355	300	17	s.	s.	PROPN
aiti-13355	300	18	islam	islam	PROPN
aiti-13355	300	19	,	,	PUNCT
aiti-13355	300	20	p.	p.	PROPN
aiti-13355	300	21	ghosh	ghosh	PROPN
aiti-13355	300	22	,	,	PUNCT
aiti-13355	300	23	and	and	CCONJ
aiti-13355	300	24	m.	m.	NOUN
aiti-13355	300	25	jonkman	jonkman	NOUN
aiti-13355	300	26	,	,	PUNCT
aiti-13355	300	27	“	"	PUNCT
aiti-13355	300	28	a	a	DET
aiti-13355	300	29	shallow	shallow	ADJ
aiti-13355	300	30	deep	deep	ADJ
aiti-13355	300	31	learning	learning	NOUN
aiti-13355	300	32	approach	approach	NOUN
aiti-13355	300	33	to	to	PART
aiti-13355	300	34	classify	classify	VERB
aiti-13355	300	35	skin	skin	NOUN
aiti-13355	300	36	cancer	cancer	NOUN
aiti-13355	300	37	using	use	VERB
aiti-13355	300	38	down	down	ADV
aiti-13355	300	39	-	-	PUNCT
aiti-13355	300	40	scaling	scale	VERB
aiti-13355	300	41	method	method	NOUN
aiti-13355	300	42	to	to	PART
aiti-13355	300	43	minimize	minimize	VERB
aiti-13355	300	44	time	time	NOUN
aiti-13355	300	45	and	and	CCONJ
aiti-13355	300	46	space	space	NOUN
aiti-13355	300	47	complexity	complexity	NOUN
aiti-13355	300	48	,	,	PUNCT
aiti-13355	300	49	”	"	PUNCT
aiti-13355	300	50	plos	plos	PROPN
aiti-13355	300	51	one	one	NUM
aiti-13355	300	52	,	,	PUNCT
aiti-13355	300	53	vol	vol	NOUN
aiti-13355	300	54	.	.	PROPN
aiti-13355	300	55	17	17	NUM
aiti-13355	300	56	,	,	PUNCT
aiti-13355	300	57	no	no	INTJ
aiti-13355	300	58	.	.	NOUN
aiti-13355	300	59	8	8	NUM
aiti-13355	300	60	,	,	PUNCT
aiti-13355	300	61	article	article	NOUN
aiti-13355	300	62	no	no	NOUN
aiti-13355	300	63	.	.	PUNCT
aiti-13355	301	1	e0269826	e0269826	ADJ
aiti-13355	301	2	,	,	PUNCT
aiti-13355	301	3	2022	2022	NUM
aiti-13355	301	4	.	.	PUNCT
aiti-13355	302	1	copyright	copyright	NOUN
aiti-13355	302	2	©	©	PROPN
aiti-13355	302	3	by	by	ADP
aiti-13355	302	4	the	the	DET
aiti-13355	302	5	authors	author	NOUN
aiti-13355	302	6	.	.	PUNCT
aiti-13355	303	1	licensee	licensee	PROPN
aiti-13355	303	2	taeti	taeti	PROPN
aiti-13355	303	3	,	,	PUNCT
aiti-13355	303	4	taiwan	taiwan	PROPN
aiti-13355	303	5	.	.	PUNCT
aiti-13355	304	1	this	this	DET
aiti-13355	304	2	article	article	NOUN
aiti-13355	304	3	is	be	AUX
aiti-13355	304	4	an	an	DET
aiti-13355	304	5	open	open	ADJ
aiti-13355	304	6	-	-	PUNCT
aiti-13355	304	7	access	access	NOUN
aiti-13355	304	8	article	article	NOUN
aiti-13355	304	9	distributed	distribute	VERB
aiti-13355	304	10	under	under	ADP
aiti-13355	304	11	the	the	DET
aiti-13355	304	12	terms	term	NOUN
aiti-13355	304	13	and	and	CCONJ
aiti-13355	304	14	conditions	condition	NOUN
aiti-13355	304	15	of	of	ADP
aiti-13355	304	16	the	the	DET
aiti-13355	304	17	creative	creative	ADJ
aiti-13355	304	18	commons	common	NOUN
aiti-13355	304	19	attribution	attribution	NOUN
aiti-13355	304	20	(	(	PUNCT
aiti-13355	304	21	cc	cc	NOUN
aiti-13355	304	22	by	by	ADP
aiti-13355	304	23	-	-	PUNCT
aiti-13355	304	24	nc	nc	NOUN
aiti-13355	304	25	)	)	PUNCT
aiti-13355	304	26	license	license	NOUN
aiti-13355	304	27	(	(	PUNCT
aiti-13355	304	28	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	NOUN
aiti-13355	304	29	)	)	PUNCT
aiti-13355	304	30	.	.	PUNCT