id	sid	tid	token	lemma	pos
ap-9466	1	1	acta	acta	PROPN
ap-9466	1	2	polytechnica	polytechnica	PROPN
ap-9466	1	3	https://doi.org/10.14311/ap.2024.64.0571	https://doi.org/10.14311/ap.2024.64.0571	PROPN
ap-9466	1	4	acta	acta	PROPN
ap-9466	1	5	polytechnica	polytechnica	PROPN
ap-9466	1	6	64(6):571–581	64(6):571–581	PROPN
ap-9466	1	7	,	,	PUNCT
ap-9466	1	8	2024	2024	NUM
ap-9466	1	9	©	©	ADP
ap-9466	1	10	2024	2024	NUM
ap-9466	1	11	the	the	DET
ap-9466	1	12	author(s	author(s	NOUN
ap-9466	1	13	)	)	PUNCT
ap-9466	1	14	.	.	PUNCT
ap-9466	2	1	licensed	license	VERB
ap-9466	2	2	under	under	ADP
ap-9466	2	3	a	a	DET
ap-9466	2	4	cc	cc	NOUN
ap-9466	2	5	-	-	PUNCT
ap-9466	2	6	by	by	ADP
ap-9466	2	7	4.0	4.0	NUM
ap-9466	2	8	licence	licence	NOUN
ap-9466	2	9	published	publish	VERB
ap-9466	2	10	by	by	ADP
ap-9466	2	11	the	the	DET
ap-9466	2	12	czech	czech	PROPN
ap-9466	2	13	technical	technical	PROPN
ap-9466	2	14	university	university	PROPN
ap-9466	2	15	in	in	ADP
ap-9466	2	16	prague	prague	NOUN
ap-9466	2	17	developing	develop	VERB
ap-9466	2	18	an	an	DET
ap-9466	2	19	effective	effective	ADJ
ap-9466	2	20	approach	approach	NOUN
ap-9466	2	21	to	to	PART
ap-9466	2	22	assess	assess	VERB
ap-9466	2	23	pavement	pavement	NOUN
ap-9466	2	24	condition	condition	NOUN
ap-9466	2	25	for	for	ADP
ap-9466	2	26	high	high	ADJ
ap-9466	2	27	friction	friction	NOUN
ap-9466	2	28	surface	surface	NOUN
ap-9466	2	29	treatment	treatment	NOUN
ap-9466	2	30	(	(	PUNCT
ap-9466	2	31	hfst	hfst	NOUN
ap-9466	2	32	)	)	PUNCT
ap-9466	2	33	installation	installation	NOUN
ap-9466	2	34	alireza	alireza	PROPN
ap-9466	2	35	roshana,∗	roshana,∗	PROPN
ap-9466	2	36	,	,	PUNCT
ap-9466	2	37	magdy	magdy	PROPN
ap-9466	2	38	abdelrahmanb	abdelrahmanb	VERB
ap-9466	2	39	a	a	DET
ap-9466	2	40	missouri	missouri	PROPN
ap-9466	2	41	university	university	PROPN
ap-9466	2	42	of	of	ADP
ap-9466	2	43	science	science	NOUN
ap-9466	2	44	and	and	CCONJ
ap-9466	2	45	technology	technology	NOUN
ap-9466	2	46	,	,	PUNCT
ap-9466	2	47	department	department	NOUN
ap-9466	2	48	of	of	ADP
ap-9466	2	49	civil	civil	ADJ
ap-9466	2	50	,	,	PUNCT
ap-9466	2	51	architectural	architectural	ADJ
ap-9466	2	52	and	and	CCONJ
ap-9466	2	53	environmental	environmental	ADJ
ap-9466	2	54	engineering	engineering	NOUN
ap-9466	2	55	,	,	PUNCT
ap-9466	2	56	mo	mo	PROPN
ap-9466	2	57	65409	65409	NUM
ap-9466	2	58	,	,	PUNCT
ap-9466	2	59	rolla	rolla	PROPN
ap-9466	2	60	,	,	PUNCT
ap-9466	2	61	usa	usa	PROPN
ap-9466	2	62	b	b	PROPN
ap-9466	2	63	missouri	missouri	PROPN
ap-9466	2	64	university	university	PROPN
ap-9466	2	65	of	of	ADP
ap-9466	2	66	science	science	NOUN
ap-9466	2	67	and	and	CCONJ
ap-9466	2	68	technology	technology	NOUN
ap-9466	2	69	,	,	PUNCT
ap-9466	2	70	department	department	NOUN
ap-9466	2	71	of	of	ADP
ap-9466	2	72	civil	civil	ADJ
ap-9466	2	73	,	,	PUNCT
ap-9466	2	74	architectural	architectural	ADJ
ap-9466	2	75	and	and	CCONJ
ap-9466	2	76	environmental	environmental	ADJ
ap-9466	2	77	engineering	engineering	NOUN
ap-9466	2	78	,	,	PUNCT
ap-9466	2	79	missouri	missouri	PROPN
ap-9466	2	80	asphalt	asphalt	NOUN
ap-9466	2	81	pavement	pavement	NOUN
ap-9466	2	82	association	association	NOUN
ap-9466	2	83	(	(	PUNCT
ap-9466	2	84	mapa	mapa	PROPN
ap-9466	2	85	)	)	PUNCT
ap-9466	2	86	endowed	endowed	ADJ
ap-9466	2	87	professor	professor	NOUN
ap-9466	2	88	,	,	PUNCT
ap-9466	2	89	mo	mo	PROPN
ap-9466	2	90	65409	65409	NUM
ap-9466	2	91	,	,	PUNCT
ap-9466	2	92	rolla	rolla	PROPN
ap-9466	2	93	,	,	PUNCT
ap-9466	2	94	usa	usa	PROPN
ap-9466	2	95	∗	∗	PROPN
ap-9466	2	96	corresponding	correspond	VERB
ap-9466	2	97	author	author	NOUN
ap-9466	2	98	:	:	PUNCT
ap-9466	2	99	alireza.roshan@mst.edu	alireza.roshan@mst.edu	PROPN
ap-9466	2	100	abstract	abstract	ADJ
ap-9466	2	101	.	.	PUNCT
ap-9466	3	1	for	for	ADP
ap-9466	3	2	more	more	ADJ
ap-9466	3	3	than	than	ADP
ap-9466	3	4	two	two	NUM
ap-9466	3	5	decades	decade	NOUN
ap-9466	3	6	,	,	PUNCT
ap-9466	3	7	high	high	ADJ
ap-9466	3	8	friction	friction	NOUN
ap-9466	3	9	surfacing	surface	VERB
ap-9466	3	10	treatments	treatment	NOUN
ap-9466	3	11	(	(	PUNCT
ap-9466	3	12	hfst	hfst	PROPN
ap-9466	3	13	)	)	PUNCT
ap-9466	3	14	have	have	AUX
ap-9466	3	15	been	be	AUX
ap-9466	3	16	used	use	VERB
ap-9466	3	17	worldwide	worldwide	ADV
ap-9466	3	18	to	to	PART
ap-9466	3	19	improve	improve	VERB
ap-9466	3	20	road	road	NOUN
ap-9466	3	21	safety	safety	NOUN
ap-9466	3	22	at	at	ADP
ap-9466	3	23	critical	critical	ADJ
ap-9466	3	24	locations	location	NOUN
ap-9466	3	25	,	,	PUNCT
ap-9466	3	26	such	such	ADJ
ap-9466	3	27	as	as	ADP
ap-9466	3	28	sharp	sharp	ADJ
ap-9466	3	29	curves	curve	NOUN
ap-9466	3	30	and	and	CCONJ
ap-9466	3	31	intersections	intersection	NOUN
ap-9466	3	32	.	.	PUNCT
ap-9466	4	1	however	however	ADV
ap-9466	4	2	,	,	PUNCT
ap-9466	4	3	the	the	DET
ap-9466	4	4	costs	cost	NOUN
ap-9466	4	5	associated	associate	VERB
ap-9466	4	6	with	with	ADP
ap-9466	4	7	hfst	hfst	NOUN
ap-9466	4	8	installation	installation	NOUN
ap-9466	4	9	and	and	CCONJ
ap-9466	4	10	the	the	DET
ap-9466	4	11	rapid	rapid	ADJ
ap-9466	4	12	deterioration	deterioration	NOUN
ap-9466	4	13	observed	observe	VERB
ap-9466	4	14	on	on	ADP
ap-9466	4	15	pavements	pavement	NOUN
ap-9466	4	16	with	with	ADP
ap-9466	4	17	poor	poor	ADJ
ap-9466	4	18	structural	structural	ADJ
ap-9466	4	19	conditions	condition	NOUN
ap-9466	4	20	can	can	AUX
ap-9466	4	21	not	not	PART
ap-9466	4	22	be	be	AUX
ap-9466	4	23	overlooked	overlook	VERB
ap-9466	4	24	.	.	PUNCT
ap-9466	5	1	to	to	PART
ap-9466	5	2	address	address	VERB
ap-9466	5	3	these	these	DET
ap-9466	5	4	concerns	concern	NOUN
ap-9466	5	5	,	,	PUNCT
ap-9466	5	6	this	this	DET
ap-9466	5	7	research	research	NOUN
ap-9466	5	8	study	study	NOUN
ap-9466	5	9	sought	seek	VERB
ap-9466	5	10	a	a	DET
ap-9466	5	11	reliable	reliable	ADJ
ap-9466	5	12	and	and	CCONJ
ap-9466	5	13	accurate	accurate	ADJ
ap-9466	5	14	method	method	NOUN
ap-9466	5	15	for	for	ADP
ap-9466	5	16	assessing	assess	VERB
ap-9466	5	17	the	the	DET
ap-9466	5	18	suitability	suitability	NOUN
ap-9466	5	19	of	of	ADP
ap-9466	5	20	applying	apply	VERB
ap-9466	5	21	hfst	hfst	NOUN
ap-9466	5	22	to	to	ADP
ap-9466	5	23	pavements	pavement	NOUN
ap-9466	5	24	.	.	PUNCT
ap-9466	6	1	the	the	DET
ap-9466	6	2	main	main	ADJ
ap-9466	6	3	focus	focus	NOUN
ap-9466	6	4	was	be	AUX
ap-9466	6	5	on	on	ADP
ap-9466	6	6	using	use	VERB
ap-9466	6	7	machine	machine	NOUN
ap-9466	6	8	learning	learn	VERB
ap-9466	6	9	techniques	technique	NOUN
ap-9466	6	10	and	and	CCONJ
ap-9466	6	11	incorporating	incorporate	VERB
ap-9466	6	12	international	international	ADJ
ap-9466	6	13	roughness	roughness	NOUN
ap-9466	6	14	index	index	NOUN
ap-9466	6	15	(	(	PUNCT
ap-9466	6	16	iri	iri	NOUN
ap-9466	6	17	)	)	PUNCT
ap-9466	6	18	and	and	CCONJ
ap-9466	6	19	pavement	pavement	NOUN
ap-9466	6	20	condition	condition	NOUN
ap-9466	6	21	index	index	NOUN
ap-9466	6	22	(	(	PUNCT
ap-9466	6	23	pci	pci	ADJ
ap-9466	6	24	)	)	PUNCT
ap-9466	6	25	data	datum	NOUN
ap-9466	6	26	to	to	PART
ap-9466	6	27	predict	predict	VERB
ap-9466	6	28	and	and	CCONJ
ap-9466	6	29	provide	provide	VERB
ap-9466	6	30	informed	informed	ADJ
ap-9466	6	31	recommendations	recommendation	NOUN
ap-9466	6	32	for	for	ADP
ap-9466	6	33	hfst	hfst	NOUN
ap-9466	6	34	application	application	NOUN
ap-9466	6	35	.	.	PUNCT
ap-9466	7	1	to	to	PART
ap-9466	7	2	achieve	achieve	VERB
ap-9466	7	3	this	this	PRON
ap-9466	7	4	,	,	PUNCT
ap-9466	7	5	ensemble	ensemble	ADJ
ap-9466	7	6	models	model	NOUN
ap-9466	7	7	were	be	AUX
ap-9466	7	8	employed	employ	VERB
ap-9466	7	9	,	,	PUNCT
ap-9466	7	10	of	of	ADP
ap-9466	7	11	which	which	PRON
ap-9466	7	12	the	the	DET
ap-9466	7	13	decision	decision	NOUN
ap-9466	7	14	tree	tree	NOUN
ap-9466	7	15	and	and	CCONJ
ap-9466	7	16	extreme	extreme	ADJ
ap-9466	7	17	gradient	gradient	NOUN
ap-9466	7	18	boosting	boosting	NOUN
ap-9466	7	19	showed	show	VERB
ap-9466	7	20	robust	robust	ADJ
ap-9466	7	21	performance	performance	NOUN
ap-9466	7	22	,	,	PUNCT
ap-9466	7	23	achieving	achieve	VERB
ap-9466	7	24	an	an	DET
ap-9466	7	25	impressive	impressive	ADJ
ap-9466	7	26	r	r	NOUN
ap-9466	7	27	-	-	PUNCT
ap-9466	7	28	squared	square	VERB
ap-9466	7	29	value	value	NOUN
ap-9466	7	30	of	of	ADP
ap-9466	7	31	0.90	0.90	NUM
ap-9466	7	32	,	,	PUNCT
ap-9466	7	33	indicating	indicate	VERB
ap-9466	7	34	a	a	DET
ap-9466	7	35	high	high	ADJ
ap-9466	7	36	level	level	NOUN
ap-9466	7	37	of	of	ADP
ap-9466	7	38	accuracy	accuracy	NOUN
ap-9466	7	39	in	in	ADP
ap-9466	7	40	predicting	predict	VERB
ap-9466	7	41	pci	pci	PROPN
ap-9466	7	42	.	.	PUNCT
ap-9466	8	1	these	these	DET
ap-9466	8	2	models	model	NOUN
ap-9466	8	3	were	be	AUX
ap-9466	8	4	further	far	ADV
ap-9466	8	5	assessed	assess	VERB
ap-9466	8	6	for	for	ADP
ap-9466	8	7	hfst	hfst	NOUN
ap-9466	8	8	application	application	NOUN
ap-9466	8	9	using	use	VERB
ap-9466	8	10	the	the	DET
ap-9466	8	11	ltpp	ltpp	NOUN
ap-9466	8	12	dataset	dataset	NOUN
ap-9466	8	13	,	,	PUNCT
ap-9466	8	14	with	with	ADP
ap-9466	8	15	sections	section	NOUN
ap-9466	8	16	classified	classify	VERB
ap-9466	8	17	as	as	ADP
ap-9466	8	18	suitable	suitable	ADJ
ap-9466	8	19	and	and	CCONJ
ap-9466	8	20	categorised	categorise	VERB
ap-9466	8	21	them	they	PRON
ap-9466	8	22	as	as	ADP
ap-9466	8	23	good	good	ADJ
ap-9466	8	24	,	,	PUNCT
ap-9466	8	25	fair	fair	ADJ
ap-9466	8	26	,	,	PUNCT
ap-9466	8	27	or	or	CCONJ
ap-9466	8	28	poor	poor	ADJ
ap-9466	8	29	.	.	PUNCT
ap-9466	9	1	the	the	DET
ap-9466	9	2	suggestions	suggestion	NOUN
ap-9466	9	3	from	from	ADP
ap-9466	9	4	these	these	DET
ap-9466	9	5	models	model	NOUN
ap-9466	9	6	were	be	AUX
ap-9466	9	7	particularly	particularly	ADV
ap-9466	9	8	reliable	reliable	ADJ
ap-9466	9	9	in	in	ADP
ap-9466	9	10	determining	determine	VERB
ap-9466	9	11	the	the	DET
ap-9466	9	12	appropriate	appropriate	ADJ
ap-9466	9	13	area	area	NOUN
ap-9466	9	14	for	for	ADP
ap-9466	9	15	hfst	hfst	NOUN
ap-9466	9	16	application	application	NOUN
ap-9466	9	17	.	.	PUNCT
ap-9466	10	1	the	the	DET
ap-9466	10	2	research	research	NOUN
ap-9466	10	3	results	result	NOUN
ap-9466	10	4	clearly	clearly	ADV
ap-9466	10	5	demonstrated	demonstrate	VERB
ap-9466	10	6	the	the	DET
ap-9466	10	7	efficacy	efficacy	NOUN
ap-9466	10	8	of	of	ADP
ap-9466	10	9	the	the	DET
ap-9466	10	10	ensemble	ensemble	ADJ
ap-9466	10	11	models	model	NOUN
ap-9466	10	12	in	in	ADP
ap-9466	10	13	accurately	accurately	ADV
ap-9466	10	14	predicting	predict	VERB
ap-9466	10	15	pci	pci	PROPN
ap-9466	10	16	and	and	CCONJ
ap-9466	10	17	providing	provide	VERB
ap-9466	10	18	informed	informed	ADJ
ap-9466	10	19	recommendations	recommendation	NOUN
ap-9466	10	20	for	for	ADP
ap-9466	10	21	hfst	hfst	NOUN
ap-9466	10	22	application	application	NOUN
ap-9466	10	23	.	.	PUNCT
ap-9466	11	1	keywords	keyword	NOUN
ap-9466	11	2	:	:	PUNCT
ap-9466	11	3	high	high	ADJ
ap-9466	11	4	friction	friction	NOUN
ap-9466	11	5	surface	surface	NOUN
ap-9466	11	6	treatment	treatment	NOUN
ap-9466	11	7	(	(	PUNCT
ap-9466	11	8	hfst	hfst	NOUN
ap-9466	11	9	)	)	PUNCT
ap-9466	11	10	,	,	PUNCT
ap-9466	11	11	ensemble	ensemble	ADJ
ap-9466	11	12	machine	machine	NOUN
ap-9466	11	13	learning	learning	NOUN
ap-9466	11	14	models	model	NOUN
ap-9466	11	15	,	,	PUNCT
ap-9466	11	16	pavement	pavement	NOUN
ap-9466	11	17	condition	condition	NOUN
ap-9466	11	18	index	index	NOUN
ap-9466	11	19	(	(	PUNCT
ap-9466	11	20	pci	pci	PROPN
ap-9466	11	21	)	)	PUNCT
ap-9466	11	22	,	,	PUNCT
ap-9466	11	23	international	international	ADJ
ap-9466	11	24	roughness	roughness	NOUN
ap-9466	11	25	index	index	NOUN
ap-9466	11	26	(	(	PUNCT
ap-9466	11	27	iri	iri	PROPN
ap-9466	11	28	)	)	PUNCT
ap-9466	11	29	.	.	PUNCT
ap-9466	12	1	1	1	X
ap-9466	12	2	.	.	X
ap-9466	12	3	introduction	introduction	NOUN
ap-9466	12	4	high	high	ADJ
ap-9466	12	5	friction	friction	NOUN
ap-9466	12	6	surface	surface	NOUN
ap-9466	12	7	treatment	treatment	NOUN
ap-9466	12	8	(	(	PUNCT
ap-9466	12	9	hfst	hfst	NOUN
ap-9466	12	10	)	)	PUNCT
ap-9466	12	11	consists	consist	VERB
ap-9466	12	12	of	of	ADP
ap-9466	12	13	a	a	DET
ap-9466	12	14	thin	thin	ADJ
ap-9466	12	15	layer	layer	NOUN
ap-9466	12	16	of	of	ADP
ap-9466	12	17	high	high	ADJ
ap-9466	12	18	-	-	PUNCT
ap-9466	12	19	quality	quality	NOUN
ap-9466	12	20	,	,	PUNCT
ap-9466	12	21	polish	polish	ADJ
ap-9466	12	22	-	-	PUNCT
ap-9466	12	23	resistant	resistant	ADJ
ap-9466	12	24	aggregate	aggregate	NOUN
ap-9466	12	25	bonded	bond	VERB
ap-9466	12	26	to	to	ADP
ap-9466	12	27	the	the	DET
ap-9466	12	28	pavement	pavement	NOUN
ap-9466	12	29	surface	surface	NOUN
ap-9466	12	30	with	with	ADP
ap-9466	12	31	a	a	DET
ap-9466	12	32	polymer	polymer	NOUN
ap-9466	12	33	resin	resin	NOUN
ap-9466	12	34	binder	binder	NOUN
ap-9466	12	35	.	.	PUNCT
ap-9466	13	1	over	over	ADP
ap-9466	13	2	the	the	DET
ap-9466	13	3	past	past	ADJ
ap-9466	13	4	twenty	twenty	NUM
ap-9466	13	5	years	year	NOUN
ap-9466	13	6	,	,	PUNCT
ap-9466	13	7	hfst	hfst	NOUN
ap-9466	13	8	has	have	AUX
ap-9466	13	9	been	be	AUX
ap-9466	13	10	used	use	VERB
ap-9466	13	11	worldwide	worldwide	ADV
ap-9466	13	12	,	,	PUNCT
ap-9466	13	13	significantly	significantly	ADV
ap-9466	13	14	reducing	reduce	VERB
ap-9466	13	15	accidents	accident	NOUN
ap-9466	13	16	on	on	ADP
ap-9466	13	17	locations	location	NOUN
ap-9466	13	18	with	with	ADP
ap-9466	13	19	high	high	ADJ
ap-9466	13	20	friction	friction	NOUN
ap-9466	13	21	demand	demand	NOUN
ap-9466	13	22	.	.	PUNCT
ap-9466	14	1	hfst	hfst	PROPN
ap-9466	14	2	offers	offer	VERB
ap-9466	14	3	a	a	DET
ap-9466	14	4	level	level	NOUN
ap-9466	14	5	of	of	ADP
ap-9466	14	6	friction	friction	NOUN
ap-9466	14	7	that	that	SCONJ
ap-9466	14	8	conventional	conventional	ADJ
ap-9466	14	9	paving	paving	NOUN
ap-9466	14	10	materials	material	NOUN
ap-9466	14	11	can	can	AUX
ap-9466	14	12	not	not	PART
ap-9466	14	13	achieve	achieve	VERB
ap-9466	14	14	and	and	CCONJ
ap-9466	14	15	maintains	maintain	VERB
ap-9466	14	16	this	this	DET
ap-9466	14	17	high	high	ADJ
ap-9466	14	18	level	level	NOUN
ap-9466	14	19	of	of	ADP
ap-9466	14	20	friction	friction	NOUN
ap-9466	14	21	over	over	ADP
ap-9466	14	22	time	time	NOUN
ap-9466	14	23	.	.	PUNCT
ap-9466	15	1	it	it	PRON
ap-9466	15	2	is	be	AUX
ap-9466	15	3	primarily	primarily	ADV
ap-9466	15	4	used	use	VERB
ap-9466	15	5	as	as	ADP
ap-9466	15	6	a	a	DET
ap-9466	15	7	spot	spot	NOUN
ap-9466	15	8	treatment	treatment	NOUN
ap-9466	15	9	to	to	PART
ap-9466	15	10	address	address	VERB
ap-9466	15	11	specific	specific	ADJ
ap-9466	15	12	locations	location	NOUN
ap-9466	15	13	with	with	ADP
ap-9466	15	14	high	high	ADJ
ap-9466	15	15	friction	friction	NOUN
ap-9466	15	16	requirements	requirement	NOUN
ap-9466	15	17	,	,	PUNCT
ap-9466	15	18	such	such	ADJ
ap-9466	15	19	as	as	ADP
ap-9466	15	20	horizontal	horizontal	ADJ
ap-9466	15	21	curves	curve	NOUN
ap-9466	15	22	,	,	PUNCT
ap-9466	15	23	steep	steep	ADJ
ap-9466	15	24	grades	grade	NOUN
ap-9466	15	25	,	,	PUNCT
ap-9466	15	26	intersection	intersection	NOUN
ap-9466	15	27	approaches	approach	NOUN
ap-9466	15	28	,	,	PUNCT
ap-9466	15	29	and	and	CCONJ
ap-9466	15	30	other	other	ADJ
ap-9466	15	31	critical	critical	ADJ
ap-9466	15	32	areas	area	NOUN
ap-9466	15	33	,	,	PUNCT
ap-9466	15	34	rather	rather	ADV
ap-9466	15	35	than	than	ADP
ap-9466	15	36	being	be	AUX
ap-9466	15	37	applied	apply	VERB
ap-9466	15	38	to	to	ADP
ap-9466	15	39	longer	long	ADJ
ap-9466	15	40	sections	section	NOUN
ap-9466	15	41	of	of	ADP
ap-9466	15	42	pavement	pavement	NOUN
ap-9466	15	43	.	.	PUNCT
ap-9466	16	1	this	this	DET
ap-9466	16	2	system	system	NOUN
ap-9466	16	3	is	be	AUX
ap-9466	16	4	designed	design	VERB
ap-9466	16	5	to	to	PART
ap-9466	16	6	markedly	markedly	ADV
ap-9466	16	7	improve	improve	VERB
ap-9466	16	8	the	the	DET
ap-9466	16	9	friction	friction	NOUN
ap-9466	16	10	properties	property	NOUN
ap-9466	16	11	of	of	ADP
ap-9466	16	12	both	both	DET
ap-9466	16	13	asphalt	asphalt	NOUN
ap-9466	16	14	and	and	CCONJ
ap-9466	16	15	concrete	concrete	ADJ
ap-9466	16	16	pavements	pavement	NOUN
ap-9466	16	17	.	.	PUNCT
ap-9466	17	1	however	however	ADV
ap-9466	17	2	,	,	PUNCT
ap-9466	17	3	it	it	PRON
ap-9466	17	4	is	be	AUX
ap-9466	17	5	important	important	ADJ
ap-9466	17	6	to	to	PART
ap-9466	17	7	note	note	VERB
ap-9466	17	8	that	that	SCONJ
ap-9466	17	9	hfst	hfst	NOUN
ap-9466	17	10	installation	installation	NOUN
ap-9466	17	11	can	can	AUX
ap-9466	17	12	be	be	AUX
ap-9466	17	13	costly	costly	ADJ
ap-9466	17	14	,	,	PUNCT
ap-9466	17	15	and	and	CCONJ
ap-9466	17	16	there	there	PRON
ap-9466	17	17	have	have	AUX
ap-9466	17	18	been	be	AUX
ap-9466	17	19	instances	instance	NOUN
ap-9466	17	20	where	where	SCONJ
ap-9466	17	21	the	the	DET
ap-9466	17	22	treatment	treatment	NOUN
ap-9466	17	23	experienced	experience	VERB
ap-9466	17	24	a	a	DET
ap-9466	17	25	rapid	rapid	ADJ
ap-9466	17	26	deterioration	deterioration	NOUN
ap-9466	17	27	[	[	X
ap-9466	17	28	1	1	NUM
ap-9466	17	29	]	]	PUNCT
ap-9466	17	30	.	.	PUNCT
ap-9466	18	1	hfst	hfst	PROPN
ap-9466	18	2	is	be	AUX
ap-9466	18	3	a	a	DET
ap-9466	18	4	safety	safety	NOUN
ap-9466	18	5	treatment	treatment	NOUN
ap-9466	18	6	that	that	PRON
ap-9466	18	7	aims	aim	VERB
ap-9466	18	8	to	to	PART
ap-9466	18	9	enhance	enhance	VERB
ap-9466	18	10	the	the	DET
ap-9466	18	11	skid	skid	NOUN
ap-9466	18	12	resistance	resistance	NOUN
ap-9466	18	13	of	of	ADP
ap-9466	18	14	pavement	pavement	NOUN
ap-9466	18	15	surfaces	surface	NOUN
ap-9466	18	16	.	.	PUNCT
ap-9466	19	1	it	it	PRON
ap-9466	19	2	is	be	AUX
ap-9466	19	3	important	important	ADJ
ap-9466	19	4	to	to	PART
ap-9466	19	5	note	note	VERB
ap-9466	19	6	that	that	SCONJ
ap-9466	19	7	hfst	hfst	NOUN
ap-9466	19	8	should	should	AUX
ap-9466	19	9	only	only	ADV
ap-9466	19	10	be	be	AUX
ap-9466	19	11	installed	instal	VERB
ap-9466	19	12	on	on	ADP
ap-9466	19	13	pavements	pavement	NOUN
ap-9466	19	14	that	that	PRON
ap-9466	19	15	are	be	AUX
ap-9466	19	16	structurally	structurally	ADV
ap-9466	19	17	sound	sound	ADJ
ap-9466	19	18	,	,	PUNCT
ap-9466	19	19	in	in	ADP
ap-9466	19	20	good	good	ADJ
ap-9466	19	21	condition	condition	NOUN
ap-9466	19	22	,	,	PUNCT
ap-9466	19	23	and	and	CCONJ
ap-9466	19	24	functionally	functionally	ADV
ap-9466	19	25	adequate	adequate	ADJ
ap-9466	19	26	.	.	PUNCT
ap-9466	20	1	pavements	pavement	NOUN
ap-9466	20	2	that	that	PRON
ap-9466	20	3	are	be	AUX
ap-9466	20	4	scheduled	schedule	VERB
ap-9466	20	5	for	for	ADP
ap-9466	20	6	preventive	preventive	ADJ
ap-9466	20	7	maintenance	maintenance	NOUN
ap-9466	20	8	,	,	PUNCT
ap-9466	20	9	resurfacing	resurfacing	NOUN
ap-9466	20	10	,	,	PUNCT
ap-9466	20	11	rehabilitation	rehabilitation	NOUN
ap-9466	20	12	,	,	PUNCT
ap-9466	20	13	or	or	CCONJ
ap-9466	20	14	reconstruction	reconstruction	NOUN
ap-9466	20	15	should	should	AUX
ap-9466	20	16	not	not	PART
ap-9466	20	17	be	be	AUX
ap-9466	20	18	selected	select	VERB
ap-9466	20	19	for	for	ADP
ap-9466	20	20	hfst	hfst	NOUN
ap-9466	20	21	installation	installation	NOUN
ap-9466	20	22	without	without	ADP
ap-9466	20	23	proper	proper	ADJ
ap-9466	20	24	coordination	coordination	NOUN
ap-9466	20	25	to	to	PART
ap-9466	20	26	optimise	optimise	VERB
ap-9466	20	27	funding	funding	NOUN
ap-9466	20	28	allocation	allocation	NOUN
ap-9466	20	29	.	.	PUNCT
ap-9466	21	1	it	it	PRON
ap-9466	21	2	is	be	AUX
ap-9466	21	3	crucial	crucial	ADJ
ap-9466	21	4	to	to	PART
ap-9466	21	5	understand	understand	VERB
ap-9466	21	6	that	that	SCONJ
ap-9466	21	7	hfst	hfst	NOUN
ap-9466	21	8	does	do	AUX
ap-9466	21	9	not	not	PART
ap-9466	21	10	address	address	VERB
ap-9466	21	11	underlying	underlie	VERB
ap-9466	21	12	structural	structural	ADJ
ap-9466	21	13	deficiencies	deficiency	NOUN
ap-9466	21	14	or	or	CCONJ
ap-9466	21	15	pavement	pavement	NOUN
ap-9466	21	16	maintenance	maintenance	NOUN
ap-9466	21	17	issues	issue	NOUN
ap-9466	21	18	.	.	PUNCT
ap-9466	22	1	to	to	PART
ap-9466	22	2	ensure	ensure	VERB
ap-9466	22	3	the	the	DET
ap-9466	22	4	effectiveness	effectiveness	NOUN
ap-9466	22	5	of	of	ADP
ap-9466	22	6	hfst	hfst	NOUN
ap-9466	22	7	,	,	PUNCT
ap-9466	22	8	the	the	DET
ap-9466	22	9	pavement	pavement	NOUN
ap-9466	22	10	should	should	AUX
ap-9466	22	11	be	be	AUX
ap-9466	22	12	in	in	ADP
ap-9466	22	13	a	a	DET
ap-9466	22	14	good	good	ADJ
ap-9466	22	15	structural	structural	ADJ
ap-9466	22	16	condition	condition	NOUN
ap-9466	22	17	before	before	ADP
ap-9466	22	18	applying	apply	VERB
ap-9466	22	19	the	the	DET
ap-9466	22	20	treatment	treatment	NOUN
ap-9466	22	21	.	.	PUNCT
ap-9466	23	1	the	the	DET
ap-9466	23	2	structural	structural	ADJ
ap-9466	23	3	integrity	integrity	NOUN
ap-9466	23	4	of	of	ADP
ap-9466	23	5	hfst	hfst	NOUN
ap-9466	23	6	is	be	AUX
ap-9466	23	7	considered	consider	VERB
ap-9466	23	8	acceptable	acceptable	ADJ
ap-9466	23	9	when	when	SCONJ
ap-9466	23	10	the	the	DET
ap-9466	23	11	hfst	hfst	NOUN
ap-9466	23	12	-	-	PUNCT
ap-9466	23	13	pavement	pavement	NOUN
ap-9466	23	14	system	system	NOUN
ap-9466	23	15	can	can	AUX
ap-9466	23	16	perform	perform	VERB
ap-9466	23	17	its	its	PRON
ap-9466	23	18	intended	intend	VERB
ap-9466	23	19	function	function	NOUN
ap-9466	23	20	for	for	ADP
ap-9466	23	21	a	a	DET
ap-9466	23	22	specified	specified	ADJ
ap-9466	23	23	duration	duration	NOUN
ap-9466	23	24	of	of	ADP
ap-9466	23	25	use	use	NOUN
ap-9466	23	26	.	.	PUNCT
ap-9466	24	1	an	an	DET
ap-9466	24	2	appropriately	appropriately	ADV
ap-9466	24	3	installed	instal	VERB
ap-9466	24	4	hfst	hfst	NOUN
ap-9466	24	5	on	on	ADP
ap-9466	24	6	a	a	DET
ap-9466	24	7	stable	stable	ADJ
ap-9466	24	8	pavement	pavement	NOUN
ap-9466	24	9	surface	surface	NOUN
ap-9466	24	10	is	be	AUX
ap-9466	24	11	expected	expect	VERB
ap-9466	24	12	to	to	PART
ap-9466	24	13	remain	remain	VERB
ap-9466	24	14	functional	functional	ADJ
ap-9466	24	15	for	for	ADP
ap-9466	24	16	a	a	DET
ap-9466	24	17	minimum	minimum	NOUN
ap-9466	24	18	of	of	ADP
ap-9466	24	19	7	7	NUM
ap-9466	24	20	to	to	PART
ap-9466	24	21	10	10	NUM
ap-9466	24	22	years	year	NOUN
ap-9466	24	23	,	,	PUNCT
ap-9466	24	24	or	or	CCONJ
ap-9466	24	25	possibly	possibly	ADV
ap-9466	24	26	longer	long	ADV
ap-9466	24	27	,	,	PUNCT
ap-9466	24	28	depending	depend	VERB
ap-9466	24	29	on	on	ADP
ap-9466	24	30	the	the	DET
ap-9466	24	31	amount	amount	NOUN
ap-9466	24	32	of	of	ADP
ap-9466	24	33	traffic	traffic	NOUN
ap-9466	24	34	level	level	NOUN
ap-9466	25	1	[	[	X
ap-9466	25	2	2	2	NUM
ap-9466	25	3	]	]	PUNCT
ap-9466	25	4	.	.	PUNCT
ap-9466	26	1	however	however	ADV
ap-9466	26	2	,	,	PUNCT
ap-9466	26	3	premature	premature	ADJ
ap-9466	26	4	distresses	distress	NOUN
ap-9466	26	5	,	,	PUNCT
ap-9466	26	6	such	such	ADJ
ap-9466	26	7	as	as	ADP
ap-9466	26	8	aggregate	aggregate	ADJ
ap-9466	26	9	loss	loss	NOUN
ap-9466	26	10	,	,	PUNCT
ap-9466	26	11	cracking	cracking	NOUN
ap-9466	26	12	,	,	PUNCT
ap-9466	26	13	debonding	debonding	NOUN
ap-9466	26	14	,	,	PUNCT
ap-9466	26	15	and	and	CCONJ
ap-9466	26	16	delamination	delamination	NOUN
ap-9466	26	17	can	can	AUX
ap-9466	26	18	cause	cause	VERB
ap-9466	26	19	the	the	DET
ap-9466	26	20	hfst	hfst	NOUN
ap-9466	26	21	to	to	PART
ap-9466	26	22	lose	lose	VERB
ap-9466	26	23	its	its	PRON
ap-9466	26	24	efficiency	efficiency	NOUN
ap-9466	26	25	earlier	early	ADV
ap-9466	26	26	than	than	SCONJ
ap-9466	26	27	expected	expect	VERB
ap-9466	26	28	.	.	PUNCT
ap-9466	27	1	several	several	ADJ
ap-9466	27	2	factors	factor	NOUN
ap-9466	27	3	contribute	contribute	VERB
ap-9466	27	4	to	to	ADP
ap-9466	27	5	early	early	ADJ
ap-9466	27	6	distresses	distress	NOUN
ap-9466	27	7	in	in	ADP
ap-9466	27	8	hfst	hfst	NOUN
ap-9466	27	9	,	,	PUNCT
ap-9466	27	10	with	with	ADP
ap-9466	27	11	the	the	DET
ap-9466	27	12	epoxy	epoxy	NOUN
ap-9466	27	13	resin	resin	NOUN
ap-9466	27	14	binder	binder	NOUN
ap-9466	27	15	and	and	CCONJ
ap-9466	27	16	existing	exist	VERB
ap-9466	27	17	pavement	pavement	NOUN
ap-9466	27	18	condition	condition	NOUN
ap-9466	27	19	being	be	AUX
ap-9466	27	20	significant	significant	ADJ
ap-9466	27	21	factors	factor	NOUN
ap-9466	27	22	.	.	PUNCT
ap-9466	28	1	only	only	ADV
ap-9466	28	2	pavements	pavement	NOUN
ap-9466	28	3	that	that	PRON
ap-9466	28	4	meet	meet	VERB
ap-9466	28	5	specific	specific	ADJ
ap-9466	28	6	criteria	criterion	NOUN
ap-9466	28	7	should	should	AUX
ap-9466	28	8	be	be	AUX
ap-9466	28	9	considered	consider	VERB
ap-9466	28	10	for	for	ADP
ap-9466	28	11	hfst	hfst	NOUN
ap-9466	28	12	.	.	PUNCT
ap-9466	29	1	these	these	DET
ap-9466	29	2	criteria	criterion	NOUN
ap-9466	29	3	include	include	VERB
ap-9466	29	4	being	be	AUX
ap-9466	29	5	structurally	structurally	ADV
ap-9466	29	6	sound	sound	ADJ
ap-9466	29	7	,	,	PUNCT
ap-9466	29	8	having	have	VERB
ap-9466	29	9	a	a	DET
ap-9466	29	10	smooth	smooth	ADJ
ap-9466	29	11	surface	surface	NOUN
ap-9466	29	12	,	,	PUNCT
ap-9466	29	13	having	have	VERB
ap-9466	29	14	good	good	ADJ
ap-9466	29	15	surface	surface	NOUN
ap-9466	29	16	condition	condition	NOUN
ap-9466	29	17	(	(	PUNCT
ap-9466	29	18	or	or	CCONJ
ap-9466	29	19	functional	functional	ADJ
ap-9466	29	20	sufficiency	sufficiency	NOUN
ap-9466	29	21	)	)	PUNCT
ap-9466	29	22	,	,	PUNCT
ap-9466	29	23	and	and	CCONJ
ap-9466	29	24	having	have	VERB
ap-9466	29	25	minimal	minimal	ADJ
ap-9466	29	26	to	to	ADP
ap-9466	29	27	no	no	DET
ap-9466	29	28	surface	surface	NOUN
ap-9466	29	29	distress	distress	NOUN
ap-9466	29	30	.	.	PUNCT
ap-9466	30	1	in	in	ADP
ap-9466	30	2	addition	addition	NOUN
ap-9466	30	3	,	,	PUNCT
ap-9466	30	4	if	if	SCONJ
ap-9466	30	5	the	the	DET
ap-9466	30	6	site	site	NOUN
ap-9466	30	7	is	be	AUX
ap-9466	30	8	to	to	PART
ap-9466	30	9	be	be	AUX
ap-9466	30	10	repaved	repave	VERB
ap-9466	30	11	within	within	ADP
ap-9466	30	12	1	1	NUM
ap-9466	30	13	to	to	PART
ap-9466	30	14	2	2	NUM
ap-9466	30	15	years	year	NOUN
ap-9466	30	16	of	of	ADP
ap-9466	30	17	hfst	hfst	NOUN
ap-9466	30	18	installation	installation	NOUN
ap-9466	30	19	,	,	PUNCT
ap-9466	30	20	it	it	PRON
ap-9466	30	21	is	be	AUX
ap-9466	30	22	571	571	NUM
ap-9466	30	23	https://doi.org/10.14311/ap.2024.64.0571	https://doi.org/10.14311/ap.2024.64.0571	PROPN
ap-9466	30	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
ap-9466	30	25	https://www.cvut.cz/en	https://www.cvut.cz/en	PROPN
ap-9466	30	26	alireza	alireza	PROPN
ap-9466	30	27	roshan	roshan	PROPN
ap-9466	30	28	,	,	PUNCT
ap-9466	30	29	magdy	magdy	PROPN
ap-9466	30	30	abdelrahman	abdelrahman	PROPN
ap-9466	30	31	acta	acta	PROPN
ap-9466	30	32	polytechnica	polytechnica	PROPN
ap-9466	30	33	advised	advise	VERB
ap-9466	30	34	that	that	SCONJ
ap-9466	30	35	the	the	DET
ap-9466	30	36	treatment	treatment	NOUN
ap-9466	30	37	be	be	AUX
ap-9466	30	38	delayed	delay	VERB
ap-9466	30	39	until	until	ADP
ap-9466	30	40	after	after	ADP
ap-9466	30	41	the	the	DET
ap-9466	30	42	repaving	repaving	NOUN
ap-9466	30	43	.	.	PUNCT
ap-9466	31	1	applying	apply	VERB
ap-9466	31	2	hfst	hfst	NOUN
ap-9466	31	3	to	to	ADP
ap-9466	31	4	pavements	pavement	NOUN
ap-9466	31	5	that	that	PRON
ap-9466	31	6	are	be	AUX
ap-9466	31	7	in	in	ADP
ap-9466	31	8	poor	poor	ADJ
ap-9466	31	9	structural	structural	ADJ
ap-9466	31	10	condition	condition	NOUN
ap-9466	31	11	can	can	AUX
ap-9466	31	12	result	result	VERB
ap-9466	31	13	in	in	ADP
ap-9466	31	14	early	early	ADJ
ap-9466	31	15	failure	failure	NOUN
ap-9466	31	16	of	of	ADP
ap-9466	31	17	the	the	DET
ap-9466	31	18	treatment	treatment	NOUN
ap-9466	31	19	and	and	CCONJ
ap-9466	31	20	may	may	AUX
ap-9466	31	21	pose	pose	VERB
ap-9466	31	22	safety	safety	NOUN
ap-9466	31	23	risks	risk	NOUN
ap-9466	31	24	.	.	PUNCT
ap-9466	32	1	hfst	hfst	NOUN
ap-9466	32	2	is	be	AUX
ap-9466	32	3	not	not	PART
ap-9466	32	4	intended	intend	VERB
ap-9466	32	5	as	as	ADP
ap-9466	32	6	a	a	DET
ap-9466	32	7	maintenance	maintenance	NOUN
ap-9466	32	8	or	or	CCONJ
ap-9466	32	9	rehabilitation	rehabilitation	NOUN
ap-9466	32	10	solution	solution	NOUN
ap-9466	32	11	,	,	PUNCT
ap-9466	32	12	it	it	PRON
ap-9466	32	13	is	be	AUX
ap-9466	32	14	essential	essential	ADJ
ap-9466	32	15	to	to	PART
ap-9466	32	16	carry	carry	VERB
ap-9466	32	17	out	out	ADP
ap-9466	32	18	a	a	DET
ap-9466	32	19	comprehensive	comprehensive	ADJ
ap-9466	32	20	evaluation	evaluation	NOUN
ap-9466	32	21	of	of	ADP
ap-9466	32	22	the	the	DET
ap-9466	32	23	pavement	pavement	NOUN
ap-9466	32	24	condition	condition	NOUN
ap-9466	32	25	to	to	PART
ap-9466	32	26	detect	detect	VERB
ap-9466	32	27	any	any	DET
ap-9466	32	28	underlying	underlie	VERB
ap-9466	32	29	problems	problem	NOUN
ap-9466	32	30	like	like	ADP
ap-9466	32	31	cracks	crack	NOUN
ap-9466	32	32	,	,	PUNCT
ap-9466	32	33	potholes	pothole	NOUN
ap-9466	32	34	,	,	PUNCT
ap-9466	32	35	or	or	CCONJ
ap-9466	32	36	drainage	drainage	NOUN
ap-9466	32	37	issues	issue	NOUN
ap-9466	32	38	that	that	PRON
ap-9466	32	39	could	could	AUX
ap-9466	32	40	impact	impact	VERB
ap-9466	32	41	the	the	DET
ap-9466	32	42	effectiveness	effectiveness	NOUN
ap-9466	32	43	of	of	ADP
ap-9466	32	44	the	the	DET
ap-9466	32	45	hfst	hfst	NOUN
ap-9466	32	46	treatment	treatment	NOUN
ap-9466	32	47	.	.	PUNCT
ap-9466	33	1	the	the	DET
ap-9466	33	2	current	current	ADJ
ap-9466	33	3	condition	condition	NOUN
ap-9466	33	4	of	of	ADP
ap-9466	33	5	the	the	DET
ap-9466	33	6	pavement	pavement	NOUN
ap-9466	33	7	may	may	AUX
ap-9466	33	8	require	require	VERB
ap-9466	33	9	addressing	address	VERB
ap-9466	33	10	minor	minor	ADJ
ap-9466	33	11	distresses	distress	NOUN
ap-9466	33	12	,	,	PUNCT
ap-9466	33	13	performing	perform	VERB
ap-9466	33	14	minor	minor	ADJ
ap-9466	33	15	rehabilitation	rehabilitation	NOUN
ap-9466	33	16	,	,	PUNCT
ap-9466	33	17	or	or	CCONJ
ap-9466	33	18	complete	complete	ADJ
ap-9466	33	19	repaving	repaving	NOUN
ap-9466	33	20	before	before	ADP
ap-9466	33	21	hfst	hfst	NOUN
ap-9466	33	22	installation	installation	NOUN
ap-9466	33	23	.	.	PUNCT
ap-9466	34	1	thus	thus	ADV
ap-9466	34	2	,	,	PUNCT
ap-9466	34	3	the	the	DET
ap-9466	34	4	condition	condition	NOUN
ap-9466	34	5	of	of	ADP
ap-9466	34	6	the	the	DET
ap-9466	34	7	pavement	pavement	NOUN
ap-9466	34	8	before	before	SCONJ
ap-9466	34	9	the	the	DET
ap-9466	34	10	hfst	hfst	NOUN
ap-9466	34	11	installation	installation	NOUN
ap-9466	34	12	plays	play	VERB
ap-9466	34	13	a	a	DET
ap-9466	34	14	vital	vital	ADJ
ap-9466	34	15	role	role	NOUN
ap-9466	34	16	in	in	ADP
ap-9466	34	17	ensuring	ensure	VERB
ap-9466	34	18	the	the	DET
ap-9466	34	19	long	long	ADJ
ap-9466	34	20	-	-	PUNCT
ap-9466	34	21	term	term	NOUN
ap-9466	34	22	efficiency	efficiency	NOUN
ap-9466	34	23	and	and	CCONJ
ap-9466	34	24	safety	safety	NOUN
ap-9466	34	25	of	of	ADP
ap-9466	34	26	the	the	DET
ap-9466	34	27	treatment	treatment	NOUN
ap-9466	34	28	.	.	PUNCT
ap-9466	35	1	a	a	DET
ap-9466	35	2	thorough	thorough	ADJ
ap-9466	35	3	assessment	assessment	NOUN
ap-9466	35	4	of	of	ADP
ap-9466	35	5	the	the	DET
ap-9466	35	6	pavement	pavement	NOUN
ap-9466	35	7	condition	condition	NOUN
ap-9466	35	8	and	and	CCONJ
ap-9466	35	9	appropriate	appropriate	ADJ
ap-9466	35	10	preparation	preparation	NOUN
ap-9466	35	11	of	of	ADP
ap-9466	35	12	the	the	DET
ap-9466	35	13	pavement	pavement	NOUN
ap-9466	35	14	surface	surface	NOUN
ap-9466	35	15	are	be	AUX
ap-9466	35	16	essential	essential	ADJ
ap-9466	35	17	steps	step	NOUN
ap-9466	35	18	to	to	PART
ap-9466	35	19	ensure	ensure	VERB
ap-9466	35	20	the	the	DET
ap-9466	35	21	success	success	NOUN
ap-9466	35	22	of	of	ADP
ap-9466	35	23	the	the	DET
ap-9466	35	24	hfst	hfst	NOUN
ap-9466	35	25	treatment	treatment	NOUN
ap-9466	35	26	[	[	X
ap-9466	35	27	3	3	NUM
ap-9466	35	28	]	]	PUNCT
ap-9466	35	29	.	.	PUNCT
ap-9466	36	1	the	the	DET
ap-9466	36	2	federal	federal	PROPN
ap-9466	36	3	highway	highway	PROPN
ap-9466	36	4	administration	administration	PROPN
ap-9466	36	5	(	(	PUNCT
ap-9466	36	6	fhwa	fhwa	PROPN
ap-9466	36	7	)	)	PUNCT
ap-9466	36	8	recommends	recommend	VERB
ap-9466	36	9	that	that	SCONJ
ap-9466	36	10	agencies	agency	NOUN
ap-9466	36	11	establish	establish	VERB
ap-9466	36	12	specific	specific	ADJ
ap-9466	36	13	criteria	criterion	NOUN
ap-9466	36	14	for	for	ADP
ap-9466	36	15	pavement	pavement	NOUN
ap-9466	36	16	distress	distress	NOUN
ap-9466	36	17	that	that	PRON
ap-9466	36	18	need	need	VERB
ap-9466	36	19	to	to	PART
ap-9466	36	20	be	be	AUX
ap-9466	36	21	resolved	resolve	VERB
ap-9466	36	22	before	before	ADP
ap-9466	36	23	applying	apply	VERB
ap-9466	36	24	hfst	hfst	NOUN
ap-9466	36	25	,	,	PUNCT
ap-9466	36	26	based	base	VERB
ap-9466	36	27	on	on	ADP
ap-9466	36	28	their	their	PRON
ap-9466	36	29	experience	experience	NOUN
ap-9466	36	30	and	and	CCONJ
ap-9466	36	31	expertise	expertise	NOUN
ap-9466	36	32	.	.	PUNCT
ap-9466	37	1	while	while	SCONJ
ap-9466	37	2	agencies	agency	NOUN
ap-9466	37	3	often	often	ADV
ap-9466	37	4	carry	carry	VERB
ap-9466	37	5	out	out	ADP
ap-9466	37	6	annual	annual	ADJ
ap-9466	37	7	pavement	pavement	NOUN
ap-9466	37	8	condition	condition	NOUN
ap-9466	37	9	surveys	survey	NOUN
ap-9466	37	10	for	for	ADP
ap-9466	37	11	major	major	ADJ
ap-9466	37	12	roads	road	NOUN
ap-9466	37	13	,	,	PUNCT
ap-9466	37	14	which	which	PRON
ap-9466	37	15	can	can	AUX
ap-9466	37	16	assist	assist	VERB
ap-9466	37	17	with	with	ADP
ap-9466	37	18	the	the	DET
ap-9466	37	19	initial	initial	ADJ
ap-9466	37	20	assessment	assessment	NOUN
ap-9466	37	21	of	of	ADP
ap-9466	37	22	the	the	DET
ap-9466	37	23	pavement	pavement	NOUN
ap-9466	37	24	condition	condition	NOUN
ap-9466	37	25	,	,	PUNCT
ap-9466	37	26	access	access	NOUN
ap-9466	37	27	to	to	ADP
ap-9466	37	28	up	up	ADP
ap-9466	37	29	-	-	PUNCT
ap-9466	37	30	to	to	ADP
ap-9466	37	31	-	-	PUNCT
ap-9466	37	32	date	date	NOUN
ap-9466	37	33	pavement	pavement	NOUN
ap-9466	37	34	condition	condition	NOUN
ap-9466	37	35	data	datum	NOUN
ap-9466	37	36	is	be	AUX
ap-9466	37	37	not	not	PART
ap-9466	37	38	always	always	ADV
ap-9466	37	39	be	be	AUX
ap-9466	37	40	possible	possible	ADJ
ap-9466	37	41	,	,	PUNCT
ap-9466	37	42	particularly	particularly	ADV
ap-9466	37	43	for	for	ADP
ap-9466	37	44	minor	minor	ADJ
ap-9466	37	45	and	and	CCONJ
ap-9466	37	46	local	local	ADJ
ap-9466	37	47	roads	road	NOUN
ap-9466	37	48	[	[	X
ap-9466	37	49	4	4	NUM
ap-9466	37	50	]	]	PUNCT
ap-9466	37	51	.	.	PUNCT
ap-9466	38	1	some	some	DET
ap-9466	38	2	agencies	agency	NOUN
ap-9466	38	3	acknowledge	acknowledge	VERB
ap-9466	38	4	facing	face	VERB
ap-9466	38	5	the	the	DET
ap-9466	38	6	complexity	complexity	NOUN
ap-9466	38	7	of	of	ADP
ap-9466	38	8	evaluating	evaluate	VERB
ap-9466	38	9	pavement	pavement	NOUN
ap-9466	38	10	conditions	condition	NOUN
ap-9466	38	11	for	for	ADP
ap-9466	38	12	hfst	hfst	NOUN
ap-9466	38	13	application	application	NOUN
ap-9466	38	14	.	.	PUNCT
ap-9466	39	1	crucial	crucial	ADJ
ap-9466	39	2	factors	factor	NOUN
ap-9466	39	3	,	,	PUNCT
ap-9466	39	4	such	such	ADJ
ap-9466	39	5	as	as	ADP
ap-9466	39	6	distress	distress	NOUN
ap-9466	39	7	,	,	PUNCT
ap-9466	39	8	skid	skid	NOUN
ap-9466	39	9	resistance	resistance	NOUN
ap-9466	39	10	,	,	PUNCT
ap-9466	39	11	and	and	CCONJ
ap-9466	39	12	age	age	NOUN
ap-9466	39	13	,	,	PUNCT
ap-9466	39	14	guide	guide	VERB
ap-9466	39	15	informed	informed	ADJ
ap-9466	39	16	decisions	decision	NOUN
ap-9466	39	17	.	.	PUNCT
ap-9466	40	1	for	for	ADP
ap-9466	40	2	example	example	NOUN
ap-9466	40	3	,	,	PUNCT
ap-9466	40	4	the	the	DET
ap-9466	40	5	new	new	PROPN
ap-9466	40	6	jersey	jersey	PROPN
ap-9466	40	7	department	department	PROPN
ap-9466	40	8	of	of	ADP
ap-9466	40	9	transportation	transportation	NOUN
ap-9466	40	10	(	(	PUNCT
ap-9466	40	11	njdot	njdot	NOUN
ap-9466	40	12	)	)	PUNCT
ap-9466	40	13	emphasises	emphasise	VERB
ap-9466	40	14	the	the	DET
ap-9466	40	15	importance	importance	NOUN
ap-9466	40	16	of	of	ADP
ap-9466	40	17	a	a	DET
ap-9466	40	18	thorough	thorough	ADJ
ap-9466	40	19	assessment	assessment	NOUN
ap-9466	40	20	prior	prior	ADV
ap-9466	40	21	to	to	ADP
ap-9466	40	22	hfst	hfst	NOUN
ap-9466	40	23	application	application	NOUN
ap-9466	40	24	to	to	AUX
ap-9466	40	25	optimise	optimise	VERB
ap-9466	40	26	effectiveness	effectiveness	NOUN
ap-9466	40	27	and	and	CCONJ
ap-9466	40	28	cost	cost	NOUN
ap-9466	40	29	.	.	PUNCT
ap-9466	41	1	suitable	suitable	ADJ
ap-9466	41	2	candidates	candidate	NOUN
ap-9466	41	3	include	include	VERB
ap-9466	41	4	structurally	structurally	ADV
ap-9466	41	5	sound	sound	ADJ
ap-9466	41	6	,	,	PUNCT
ap-9466	41	7	smooth	smooth	ADJ
ap-9466	41	8	pavements	pavement	NOUN
ap-9466	41	9	with	with	ADP
ap-9466	41	10	minimal	minimal	ADJ
ap-9466	41	11	distress	distress	NOUN
ap-9466	41	12	,	,	PUNCT
ap-9466	41	13	paved	pave	VERB
ap-9466	41	14	within	within	ADP
ap-9466	41	15	two	two	NUM
ap-9466	41	16	years	year	NOUN
ap-9466	41	17	prior	prior	ADV
ap-9466	41	18	to	to	ADP
ap-9466	41	19	the	the	DET
ap-9466	41	20	hfst	hfst	NOUN
ap-9466	41	21	application	application	NOUN
ap-9466	41	22	[	[	X
ap-9466	41	23	5	5	NUM
ap-9466	41	24	]	]	PUNCT
ap-9466	41	25	.	.	PUNCT
ap-9466	42	1	various	various	ADJ
ap-9466	42	2	approaches	approach	NOUN
ap-9466	42	3	exist	exist	VERB
ap-9466	42	4	for	for	ADP
ap-9466	42	5	assessing	assess	VERB
ap-9466	42	6	pavement	pavement	NOUN
ap-9466	42	7	conditions	condition	NOUN
ap-9466	42	8	,	,	PUNCT
ap-9466	42	9	such	such	ADJ
ap-9466	42	10	as	as	ADP
ap-9466	42	11	visual	visual	ADJ
ap-9466	42	12	inspection	inspection	NOUN
ap-9466	42	13	,	,	PUNCT
ap-9466	42	14	manual	manual	ADJ
ap-9466	42	15	surveys	survey	NOUN
ap-9466	42	16	,	,	PUNCT
ap-9466	42	17	and	and	CCONJ
ap-9466	42	18	automated	automated	ADJ
ap-9466	42	19	data	data	NOUN
ap-9466	42	20	collection	collection	NOUN
ap-9466	42	21	methods	method	NOUN
ap-9466	42	22	,	,	PUNCT
ap-9466	42	23	for	for	ADP
ap-9466	42	24	example	example	NOUN
ap-9466	42	25	,	,	PUNCT
ap-9466	42	26	aran	aran	PROPN
ap-9466	42	27	video	video	NOUN
ap-9466	42	28	.	.	PUNCT
ap-9466	43	1	these	these	DET
ap-9466	43	2	methods	method	NOUN
ap-9466	43	3	can	can	AUX
ap-9466	43	4	be	be	AUX
ap-9466	43	5	used	use	VERB
ap-9466	43	6	individually	individually	ADV
ap-9466	43	7	or	or	CCONJ
ap-9466	43	8	in	in	ADP
ap-9466	43	9	combination	combination	NOUN
ap-9466	43	10	to	to	PART
ap-9466	43	11	offer	offer	VERB
ap-9466	43	12	a	a	DET
ap-9466	43	13	comprehensive	comprehensive	ADJ
ap-9466	43	14	evaluation	evaluation	NOUN
ap-9466	43	15	of	of	ADP
ap-9466	43	16	the	the	DET
ap-9466	43	17	pavement	pavement	NOUN
ap-9466	43	18	’s	’s	PART
ap-9466	43	19	condition	condition	NOUN
ap-9466	43	20	.	.	PUNCT
ap-9466	44	1	several	several	ADJ
ap-9466	44	2	pavement	pavement	NOUN
ap-9466	44	3	condition	condition	NOUN
ap-9466	44	4	indicators	indicator	NOUN
ap-9466	44	5	are	be	AUX
ap-9466	44	6	often	often	ADV
ap-9466	44	7	used	use	VERB
ap-9466	44	8	,	,	PUNCT
ap-9466	44	9	such	such	ADJ
ap-9466	44	10	as	as	ADP
ap-9466	44	11	the	the	DET
ap-9466	44	12	pci	pci	ADJ
ap-9466	44	13	,	,	PUNCT
ap-9466	44	14	present	present	ADJ
ap-9466	44	15	serviceability	serviceability	NOUN
ap-9466	44	16	rating	rating	NOUN
ap-9466	44	17	(	(	PUNCT
ap-9466	44	18	psr	psr	PROPN
ap-9466	44	19	)	)	PUNCT
ap-9466	44	20	,	,	PUNCT
ap-9466	44	21	pavement	pavement	NOUN
ap-9466	44	22	quality	quality	NOUN
ap-9466	44	23	index	index	NOUN
ap-9466	44	24	(	(	PUNCT
ap-9466	44	25	pqi	pqi	NOUN
ap-9466	44	26	)	)	PUNCT
ap-9466	44	27	,	,	PUNCT
ap-9466	44	28	and	and	CCONJ
ap-9466	44	29	iri	iri	NOUN
ap-9466	44	30	.	.	PUNCT
ap-9466	45	1	these	these	DET
ap-9466	45	2	indicators	indicator	NOUN
ap-9466	45	3	play	play	VERB
ap-9466	45	4	an	an	DET
ap-9466	45	5	essential	essential	ADJ
ap-9466	45	6	role	role	NOUN
ap-9466	45	7	in	in	ADP
ap-9466	45	8	pavement	pavement	NOUN
ap-9466	45	9	management	management	NOUN
ap-9466	45	10	systems	system	NOUN
ap-9466	45	11	.	.	PUNCT
ap-9466	46	1	it	it	PRON
ap-9466	46	2	is	be	AUX
ap-9466	46	3	essential	essential	ADJ
ap-9466	46	4	to	to	PART
ap-9466	46	5	choose	choose	VERB
ap-9466	46	6	an	an	DET
ap-9466	46	7	impartial	impartial	ADJ
ap-9466	46	8	and	and	CCONJ
ap-9466	46	9	consistent	consistent	ADJ
ap-9466	46	10	survey	survey	NOUN
ap-9466	46	11	method	method	NOUN
ap-9466	46	12	,	,	PUNCT
ap-9466	46	13	preferably	preferably	ADV
ap-9466	46	14	one	one	NUM
ap-9466	46	15	that	that	PRON
ap-9466	46	16	is	be	AUX
ap-9466	46	17	straightforward	straightforward	ADJ
ap-9466	46	18	to	to	PART
ap-9466	46	19	comprehend	comprehend	VERB
ap-9466	46	20	and	and	CCONJ
ap-9466	46	21	relatively	relatively	ADV
ap-9466	46	22	easy	easy	ADJ
ap-9466	46	23	to	to	PART
ap-9466	46	24	execute	execute	VERB
ap-9466	46	25	in	in	ADP
ap-9466	46	26	the	the	DET
ap-9466	46	27	field	field	NOUN
ap-9466	46	28	.	.	PUNCT
ap-9466	47	1	the	the	DET
ap-9466	47	2	widely	widely	ADV
ap-9466	47	3	used	use	VERB
ap-9466	47	4	pci	pci	ADJ
ap-9466	47	5	procedure	procedure	NOUN
ap-9466	47	6	,	,	PUNCT
ap-9466	47	7	created	create	VERB
ap-9466	47	8	by	by	ADP
ap-9466	47	9	the	the	DET
ap-9466	47	10	united	united	PROPN
ap-9466	47	11	states	states	PROPN
ap-9466	47	12	army	army	PROPN
ap-9466	47	13	corps	corps	PROPN
ap-9466	47	14	of	of	ADP
ap-9466	47	15	engineers	engineer	NOUN
ap-9466	47	16	in	in	ADP
ap-9466	47	17	the	the	DET
ap-9466	47	18	1970s	1970	NOUN
ap-9466	47	19	,	,	PUNCT
ap-9466	47	20	is	be	AUX
ap-9466	47	21	commonly	commonly	ADV
ap-9466	47	22	used	use	VERB
ap-9466	47	23	for	for	ADP
ap-9466	47	24	the	the	DET
ap-9466	47	25	evaluation	evaluation	NOUN
ap-9466	47	26	of	of	ADP
ap-9466	47	27	flexible	flexible	ADJ
ap-9466	47	28	pavements	pavement	NOUN
ap-9466	47	29	.	.	PUNCT
ap-9466	48	1	this	this	DET
ap-9466	48	2	procedure	procedure	NOUN
ap-9466	48	3	follows	follow	VERB
ap-9466	48	4	the	the	DET
ap-9466	48	5	micro	micro	ADJ
ap-9466	48	6	paver	paver	NOUN
ap-9466	48	7	distress	distress	NOUN
ap-9466	48	8	guide	guide	NOUN
ap-9466	48	9	methodology	methodology	NOUN
ap-9466	48	10	[	[	X
ap-9466	48	11	6	6	NUM
ap-9466	48	12	,	,	PUNCT
ap-9466	48	13	7	7	NUM
ap-9466	48	14	]	]	PUNCT
ap-9466	48	15	.	.	PUNCT
ap-9466	49	1	the	the	DET
ap-9466	49	2	calculation	calculation	NOUN
ap-9466	49	3	of	of	ADP
ap-9466	49	4	pci	pci	ADJ
ap-9466	49	5	incorporates	incorporate	VERB
ap-9466	49	6	different	different	ADJ
ap-9466	49	7	distinct	distinct	ADJ
ap-9466	49	8	distress	distress	NOUN
ap-9466	49	9	types	type	NOUN
ap-9466	49	10	,	,	PUNCT
ap-9466	49	11	taking	take	VERB
ap-9466	49	12	into	into	ADP
ap-9466	49	13	consideration	consideration	NOUN
ap-9466	49	14	their	their	PRON
ap-9466	49	15	extent	extent	NOUN
ap-9466	49	16	and	and	CCONJ
ap-9466	49	17	severity	severity	NOUN
ap-9466	49	18	.	.	PUNCT
ap-9466	50	1	this	this	DET
ap-9466	50	2	approach	approach	NOUN
ap-9466	50	3	is	be	AUX
ap-9466	50	4	widely	widely	ADV
ap-9466	50	5	acknowledged	acknowledge	VERB
ap-9466	50	6	as	as	ADP
ap-9466	50	7	a	a	DET
ap-9466	50	8	standard	standard	ADJ
ap-9466	50	9	astm	astm	PROPN
ap-9466	50	10	test	test	NOUN
ap-9466	50	11	method	method	NOUN
ap-9466	50	12	,	,	PUNCT
ap-9466	50	13	specifically	specifically	ADV
ap-9466	50	14	known	know	VERB
ap-9466	50	15	as	as	ADP
ap-9466	50	16	astm	astm	PROPN
ap-9466	50	17	d6433	d6433	PROPN
ap-9466	50	18	-	-	PUNCT
ap-9466	50	19	11	11	NUM
ap-9466	50	20	“	"	PUNCT
ap-9466	50	21	standard	standard	ADJ
ap-9466	50	22	practice	practice	NOUN
ap-9466	50	23	for	for	ADP
ap-9466	50	24	roads	road	NOUN
ap-9466	50	25	and	and	CCONJ
ap-9466	50	26	parking	parking	NOUN
ap-9466	50	27	lots	lot	NOUN
ap-9466	50	28	pavement	pavement	NOUN
ap-9466	50	29	condition	condition	NOUN
ap-9466	50	30	index	index	NOUN
ap-9466	50	31	surveys	survey	NOUN
ap-9466	50	32	”	"	PUNCT
ap-9466	50	33	.	.	PUNCT
ap-9466	51	1	pci	pci	ADJ
ap-9466	51	2	values	value	NOUN
ap-9466	51	3	range	range	VERB
ap-9466	51	4	from	from	ADP
ap-9466	51	5	0	0	NUM
ap-9466	51	6	to	to	ADP
ap-9466	51	7	100	100	NUM
ap-9466	51	8	,	,	PUNCT
ap-9466	51	9	with	with	ADP
ap-9466	51	10	a	a	DET
ap-9466	51	11	score	score	NOUN
ap-9466	51	12	of	of	ADP
ap-9466	51	13	zero	zero	NUM
ap-9466	51	14	indicating	indicate	VERB
ap-9466	51	15	inadequate	inadequate	ADJ
ap-9466	51	16	or	or	CCONJ
ap-9466	51	17	failed	fail	VERB
ap-9466	51	18	pavements	pavement	NOUN
ap-9466	51	19	,	,	PUNCT
ap-9466	51	20	and	and	CCONJ
ap-9466	51	21	a	a	DET
ap-9466	51	22	score	score	NOUN
ap-9466	51	23	of	of	ADP
ap-9466	51	24	100	100	NUM
ap-9466	51	25	representing	represent	VERB
ap-9466	51	26	outstanding	outstanding	ADJ
ap-9466	51	27	performance	performance	NOUN
ap-9466	51	28	with	with	ADP
ap-9466	51	29	no	no	DET
ap-9466	51	30	visible	visible	ADJ
ap-9466	51	31	distresses	distress	NOUN
ap-9466	51	32	.	.	PUNCT
ap-9466	52	1	the	the	DET
ap-9466	52	2	use	use	NOUN
ap-9466	52	3	of	of	ADP
ap-9466	52	4	a	a	DET
ap-9466	52	5	composite	composite	ADJ
ap-9466	52	6	index	index	NOUN
ap-9466	52	7	provides	provide	VERB
ap-9466	52	8	an	an	DET
ap-9466	52	9	assessment	assessment	NOUN
ap-9466	52	10	of	of	ADP
ap-9466	52	11	both	both	DET
ap-9466	52	12	surface	surface	NOUN
ap-9466	52	13	condition	condition	NOUN
ap-9466	52	14	and	and	CCONJ
ap-9466	52	15	ride	ride	VERB
ap-9466	52	16	quality	quality	NOUN
ap-9466	52	17	.	.	PUNCT
ap-9466	53	1	the	the	DET
ap-9466	53	2	iri	iri	NOUN
ap-9466	53	3	provides	provide	VERB
ap-9466	53	4	valuable	valuable	ADJ
ap-9466	53	5	information	information	NOUN
ap-9466	53	6	about	about	ADP
ap-9466	53	7	the	the	DET
ap-9466	53	8	surface	surface	NOUN
ap-9466	53	9	roughness	roughness	NOUN
ap-9466	53	10	experienced	experience	VERB
ap-9466	53	11	by	by	ADP
ap-9466	53	12	vehicles	vehicle	NOUN
ap-9466	53	13	travelling	travel	VERB
ap-9466	53	14	on	on	ADP
ap-9466	53	15	the	the	DET
ap-9466	53	16	road	road	NOUN
ap-9466	53	17	.	.	PUNCT
ap-9466	54	1	originally	originally	ADV
ap-9466	54	2	developed	develop	VERB
ap-9466	54	3	by	by	ADP
ap-9466	54	4	the	the	DET
ap-9466	54	5	world	world	PROPN
ap-9466	54	6	bank	bank	PROPN
ap-9466	54	7	in	in	ADP
ap-9466	54	8	1986	1986	NUM
ap-9466	54	9	,	,	PUNCT
ap-9466	54	10	the	the	DET
ap-9466	54	11	iri	iri	NOUN
ap-9466	54	12	is	be	AUX
ap-9466	54	13	determined	determine	VERB
ap-9466	54	14	by	by	ADP
ap-9466	54	15	dividing	divide	VERB
ap-9466	54	16	the	the	DET
ap-9466	54	17	cumulative	cumulative	ADJ
ap-9466	54	18	vibrations	vibration	NOUN
ap-9466	54	19	or	or	CCONJ
ap-9466	54	20	vertical	vertical	ADJ
ap-9466	54	21	movements	movement	NOUN
ap-9466	54	22	by	by	ADP
ap-9466	54	23	the	the	DET
ap-9466	54	24	profile	profile	NOUN
ap-9466	54	25	length	length	NOUN
ap-9466	54	26	.	.	PUNCT
ap-9466	55	1	it	it	PRON
ap-9466	55	2	is	be	AUX
ap-9466	55	3	measured	measure	VERB
ap-9466	55	4	using	use	VERB
ap-9466	55	5	a	a	DET
ap-9466	55	6	laser	laser	NOUN
ap-9466	55	7	profiler	profiler	NOUN
ap-9466	55	8	and	and	CCONJ
ap-9466	55	9	reported	report	VERB
ap-9466	55	10	as	as	ADP
ap-9466	55	11	a	a	DET
ap-9466	55	12	non	non	ADJ
ap-9466	55	13	-	-	ADJ
ap-9466	55	14	dimensional	dimensional	ADJ
ap-9466	55	15	index	index	NOUN
ap-9466	55	16	,	,	PUNCT
ap-9466	55	17	typically	typically	ADV
ap-9466	55	18	expressed	express	VERB
ap-9466	55	19	as	as	ADP
ap-9466	55	20	mkm−1	mkm−1	PROPN
ap-9466	55	21	or	or	CCONJ
ap-9466	55	22	inmi−1	inmi−1	X
ap-9466	56	1	[	[	X
ap-9466	56	2	8	8	NUM
ap-9466	56	3	]	]	PUNCT
ap-9466	56	4	.	.	PUNCT
ap-9466	57	1	previous	previous	ADJ
ap-9466	57	2	research	research	NOUN
ap-9466	57	3	has	have	AUX
ap-9466	57	4	showed	show	VERB
ap-9466	57	5	that	that	SCONJ
ap-9466	57	6	different	different	ADJ
ap-9466	57	7	approaches	approach	NOUN
ap-9466	57	8	were	be	AUX
ap-9466	57	9	taken	take	VERB
ap-9466	57	10	by	by	ADP
ap-9466	57	11	researchers	researcher	NOUN
ap-9466	57	12	when	when	SCONJ
ap-9466	57	13	selecting	select	VERB
ap-9466	57	14	the	the	DET
ap-9466	57	15	pavement	pavement	NOUN
ap-9466	57	16	condition	condition	NOUN
ap-9466	57	17	variable	variable	NOUN
ap-9466	57	18	or	or	CCONJ
ap-9466	57	19	pavement	pavement	NOUN
ap-9466	57	20	performance	performance	NOUN
ap-9466	57	21	measure	measure	NOUN
ap-9466	57	22	.	.	PUNCT
ap-9466	58	1	some	some	DET
ap-9466	58	2	researchers	researcher	NOUN
ap-9466	58	3	chose	choose	VERB
ap-9466	58	4	to	to	PART
ap-9466	58	5	adopt	adopt	VERB
ap-9466	58	6	the	the	DET
ap-9466	58	7	iri	iri	NOUN
ap-9466	58	8	for	for	ADP
ap-9466	58	9	this	this	DET
ap-9466	58	10	purpose	purpose	NOUN
ap-9466	58	11	.	.	PUNCT
ap-9466	59	1	conversely	conversely	ADV
ap-9466	59	2	,	,	PUNCT
ap-9466	59	3	other	other	ADJ
ap-9466	59	4	researchers	researcher	NOUN
ap-9466	59	5	used	use	VERB
ap-9466	59	6	the	the	DET
ap-9466	59	7	pci	pci	ADJ
ap-9466	59	8	technique	technique	NOUN
ap-9466	59	9	as	as	ADP
ap-9466	59	10	their	their	PRON
ap-9466	59	11	preferred	preferred	ADJ
ap-9466	59	12	pavement	pavement	NOUN
ap-9466	59	13	performance	performance	NOUN
ap-9466	59	14	measure	measure	NOUN
ap-9466	59	15	[	[	X
ap-9466	59	16	9	9	NUM
ap-9466	59	17	,	,	PUNCT
ap-9466	59	18	10	10	NUM
ap-9466	59	19	]	]	PUNCT
ap-9466	59	20	.	.	PUNCT
ap-9466	60	1	in	in	ADP
ap-9466	60	2	a	a	DET
ap-9466	60	3	separate	separate	ADJ
ap-9466	60	4	research	research	NOUN
ap-9466	60	5	endeavour	endeavour	NOUN
ap-9466	60	6	,	,	PUNCT
ap-9466	60	7	a	a	DET
ap-9466	60	8	study	study	NOUN
ap-9466	60	9	was	be	AUX
ap-9466	60	10	carried	carry	VERB
ap-9466	60	11	out	out	ADP
ap-9466	60	12	to	to	PART
ap-9466	60	13	investigate	investigate	VERB
ap-9466	60	14	the	the	DET
ap-9466	60	15	relationship	relationship	NOUN
ap-9466	60	16	between	between	ADP
ap-9466	60	17	the	the	DET
ap-9466	60	18	iri	iri	NOUN
ap-9466	60	19	and	and	CCONJ
ap-9466	60	20	pavement	pavement	VERB
ap-9466	60	21	damage	damage	NOUN
ap-9466	60	22	on	on	ADP
ap-9466	60	23	a	a	DET
ap-9466	60	24	selected	select	VERB
ap-9466	60	25	highway	highway	NOUN
ap-9466	60	26	section	section	NOUN
ap-9466	60	27	in	in	ADP
ap-9466	60	28	saudi	saudi	PROPN
ap-9466	60	29	arabia	arabia	PROPN
ap-9466	60	30	.	.	PUNCT
ap-9466	61	1	the	the	DET
ap-9466	61	2	results	result	NOUN
ap-9466	61	3	of	of	ADP
ap-9466	61	4	the	the	DET
ap-9466	61	5	research	research	NOUN
ap-9466	61	6	showed	show	VERB
ap-9466	61	7	a	a	DET
ap-9466	61	8	significant	significant	ADJ
ap-9466	61	9	correlation	correlation	NOUN
ap-9466	61	10	between	between	ADP
ap-9466	61	11	the	the	DET
ap-9466	61	12	iri	iri	NOUN
ap-9466	61	13	values	value	NOUN
ap-9466	61	14	and	and	CCONJ
ap-9466	61	15	cracking	cracking	NOUN
ap-9466	61	16	and	and	CCONJ
ap-9466	61	17	iri	iri	NOUN
ap-9466	61	18	values	value	NOUN
ap-9466	61	19	and	and	CCONJ
ap-9466	61	20	raveling	raveling	NOUN
ap-9466	61	21	,	,	PUNCT
ap-9466	61	22	at	at	ADP
ap-9466	61	23	the	the	DET
ap-9466	61	24	95	95	NUM
ap-9466	61	25	%	%	NOUN
ap-9466	61	26	confidence	confidence	NOUN
ap-9466	61	27	level	level	NOUN
ap-9466	61	28	.	.	PUNCT
ap-9466	62	1	however	however	ADV
ap-9466	62	2	,	,	PUNCT
ap-9466	62	3	the	the	DET
ap-9466	62	4	study	study	NOUN
ap-9466	62	5	did	do	AUX
ap-9466	62	6	not	not	PART
ap-9466	62	7	find	find	VERB
ap-9466	62	8	a	a	DET
ap-9466	62	9	significant	significant	ADJ
ap-9466	62	10	relationship	relationship	NOUN
ap-9466	62	11	between	between	ADP
ap-9466	62	12	the	the	DET
ap-9466	62	13	iri	iri	NOUN
ap-9466	62	14	values	value	NOUN
ap-9466	62	15	and	and	CCONJ
ap-9466	62	16	rutting	rut	VERB
ap-9466	62	17	[	[	X
ap-9466	62	18	11	11	NUM
ap-9466	62	19	]	]	PUNCT
ap-9466	62	20	.	.	PUNCT
ap-9466	63	1	multiple	multiple	ADJ
ap-9466	63	2	studies	study	NOUN
ap-9466	63	3	have	have	AUX
ap-9466	63	4	demonstrated	demonstrate	VERB
ap-9466	63	5	the	the	DET
ap-9466	63	6	influence	influence	NOUN
ap-9466	63	7	of	of	ADP
ap-9466	63	8	the	the	DET
ap-9466	63	9	iri	iri	NOUN
ap-9466	63	10	on	on	ADP
ap-9466	63	11	pci	pci	PROPN
ap-9466	63	12	.	.	PUNCT
ap-9466	64	1	while	while	SCONJ
ap-9466	64	2	the	the	DET
ap-9466	64	3	iri	iri	NOUN
ap-9466	64	4	is	be	AUX
ap-9466	64	5	measured	measure	VERB
ap-9466	64	6	using	use	VERB
ap-9466	64	7	profiling	profile	VERB
ap-9466	64	8	equipment	equipment	NOUN
ap-9466	64	9	to	to	ADP
ap-9466	64	10	record	record	NOUN
ap-9466	64	11	surface	surface	NOUN
ap-9466	64	12	roughness	roughness	NOUN
ap-9466	64	13	,	,	PUNCT
ap-9466	64	14	the	the	DET
ap-9466	64	15	pci	pci	ADJ
ap-9466	64	16	calculation	calculation	NOUN
ap-9466	64	17	relies	rely	VERB
ap-9466	64	18	on	on	ADP
ap-9466	64	19	a	a	DET
ap-9466	64	20	subjective	subjective	ADJ
ap-9466	64	21	assessment	assessment	NOUN
ap-9466	64	22	of	of	ADP
ap-9466	64	23	various	various	ADJ
ap-9466	64	24	pavement	pavement	NOUN
ap-9466	64	25	distresses	distress	NOUN
ap-9466	64	26	.	.	PUNCT
ap-9466	65	1	the	the	DET
ap-9466	65	2	existing	exist	VERB
ap-9466	65	3	literature	literature	NOUN
ap-9466	65	4	suggests	suggest	VERB
ap-9466	65	5	a	a	DET
ap-9466	65	6	correlation	correlation	NOUN
ap-9466	65	7	between	between	ADP
ap-9466	65	8	these	these	DET
ap-9466	65	9	two	two	NUM
ap-9466	65	10	pavement	pavement	NOUN
ap-9466	65	11	indices	index	NOUN
ap-9466	65	12	,	,	PUNCT
ap-9466	65	13	which	which	PRON
ap-9466	65	14	has	have	AUX
ap-9466	65	15	led	lead	VERB
ap-9466	65	16	to	to	ADP
ap-9466	65	17	the	the	DET
ap-9466	65	18	development	development	NOUN
ap-9466	65	19	of	of	ADP
ap-9466	65	20	predictive	predictive	ADJ
ap-9466	65	21	models	model	NOUN
ap-9466	65	22	aimed	aim	VERB
ap-9466	65	23	at	at	ADP
ap-9466	65	24	estimating	estimate	VERB
ap-9466	65	25	one	one	NUM
ap-9466	65	26	index	index	NOUN
ap-9466	65	27	based	base	VERB
ap-9466	65	28	on	on	ADP
ap-9466	65	29	the	the	DET
ap-9466	65	30	other	other	ADJ
ap-9466	65	31	.	.	PUNCT
ap-9466	66	1	for	for	ADP
ap-9466	66	2	example	example	NOUN
ap-9466	66	3	,	,	PUNCT
ap-9466	66	4	a	a	DET
ap-9466	66	5	research	research	NOUN
ap-9466	66	6	study	study	NOUN
ap-9466	66	7	aimed	aim	VERB
ap-9466	66	8	to	to	PART
ap-9466	66	9	establish	establish	VERB
ap-9466	66	10	parametric	parametric	ADJ
ap-9466	66	11	models	model	NOUN
ap-9466	66	12	between	between	ADP
ap-9466	66	13	the	the	DET
ap-9466	66	14	pci	pci	ADJ
ap-9466	66	15	and	and	CCONJ
ap-9466	66	16	the	the	DET
ap-9466	66	17	iri	iri	NOUN
ap-9466	66	18	using	use	VERB
ap-9466	66	19	a	a	DET
ap-9466	66	20	database	database	NOUN
ap-9466	66	21	encompassing	encompass	VERB
ap-9466	66	22	nine	nine	NUM
ap-9466	66	23	states	state	NOUN
ap-9466	66	24	in	in	ADP
ap-9466	66	25	the	the	DET
ap-9466	66	26	north	north	NOUN
ap-9466	66	27	atlantic	atlantic	PROPN
ap-9466	66	28	region	region	NOUN
ap-9466	66	29	.	.	PUNCT
ap-9466	67	1	they	they	PRON
ap-9466	67	2	proposed	propose	VERB
ap-9466	67	3	an	an	DET
ap-9466	67	4	empirical	empirical	ADJ
ap-9466	67	5	model	model	NOUN
ap-9466	67	6	,	,	PUNCT
ap-9466	67	7	which	which	PRON
ap-9466	67	8	is	be	AUX
ap-9466	67	9	presented	present	VERB
ap-9466	67	10	as	as	ADP
ap-9466	67	11	equation	equation	NOUN
ap-9466	67	12	(	(	PUNCT
ap-9466	67	13	1	1	NUM
ap-9466	67	14	)	)	PUNCT
ap-9466	67	15	,	,	PUNCT
ap-9466	67	16	to	to	PART
ap-9466	67	17	describe	describe	VERB
ap-9466	67	18	the	the	DET
ap-9466	67	19	relationship	relationship	NOUN
ap-9466	67	20	between	between	ADP
ap-9466	67	21	pci	pci	PROPN
ap-9466	67	22	and	and	CCONJ
ap-9466	67	23	iri	iri	NOUN
ap-9466	67	24	.	.	PUNCT
ap-9466	68	1	the	the	DET
ap-9466	68	2	model	model	NOUN
ap-9466	68	3	achieved	achieve	VERB
ap-9466	68	4	an	an	DET
ap-9466	68	5	accuracy	accuracy	NOUN
ap-9466	68	6	with	with	ADP
ap-9466	68	7	an	an	DET
ap-9466	68	8	r	r	NOUN
ap-9466	68	9	-	-	PUNCT
ap-9466	68	10	squared	square	VERB
ap-9466	68	11	value	value	NOUN
ap-9466	68	12	of	of	ADP
ap-9466	68	13	0.55	0.55	NUM
ap-9466	68	14	,	,	PUNCT
ap-9466	68	15	indicating	indicate	VERB
ap-9466	68	16	a	a	DET
ap-9466	68	17	moderate	moderate	ADJ
ap-9466	68	18	level	level	NOUN
ap-9466	68	19	of	of	ADP
ap-9466	68	20	predictive	predictive	ADJ
ap-9466	68	21	capability	capability	NOUN
ap-9466	68	22	[	[	X
ap-9466	68	23	12	12	NUM
ap-9466	68	24	]	]	PUNCT
ap-9466	68	25	.	.	PUNCT
ap-9466	69	1	log	log	VERB
ap-9466	69	2	pci	pci	ADJ
ap-9466	69	3	=	=	PROPN
ap-9466	69	4	2	2	NUM
ap-9466	69	5	−	−	NOUN
ap-9466	69	6	0.436(log	0.436(log	NUM
ap-9466	69	7	iri	iri	NOUN
ap-9466	69	8	)	)	PUNCT
ap-9466	69	9	.	.	PUNCT
ap-9466	70	1	(	(	PUNCT
ap-9466	70	2	1	1	X
ap-9466	70	3	)	)	PUNCT
ap-9466	70	4	in	in	ADP
ap-9466	70	5	another	another	DET
ap-9466	70	6	study	study	NOUN
ap-9466	70	7	,	,	PUNCT
ap-9466	70	8	the	the	DET
ap-9466	70	9	objective	objective	NOUN
ap-9466	70	10	was	be	AUX
ap-9466	70	11	to	to	PART
ap-9466	70	12	develop	develop	VERB
ap-9466	70	13	regression	regression	NOUN
ap-9466	70	14	models	model	NOUN
ap-9466	70	15	that	that	PRON
ap-9466	70	16	could	could	AUX
ap-9466	70	17	predict	predict	VERB
ap-9466	70	18	pci	pci	ADJ
ap-9466	70	19	from	from	ADP
ap-9466	70	20	iri	iri	NOUN
ap-9466	70	21	using	use	VERB
ap-9466	70	22	data	datum	NOUN
ap-9466	70	23	obtained	obtain	VERB
ap-9466	70	24	from	from	ADP
ap-9466	70	25	the	the	DET
ap-9466	70	26	district	district	NOUN
ap-9466	70	27	of	of	ADP
ap-9466	70	28	columbia	columbia	PROPN
ap-9466	70	29	(	(	PUNCT
ap-9466	70	30	dc	dc	PROPN
ap-9466	70	31	)	)	PUNCT
ap-9466	70	32	department	department	PROPN
ap-9466	70	33	of	of	ADP
ap-9466	70	34	transportation	transportation	NOUN
ap-9466	70	35	(	(	PUNCT
ap-9466	70	36	dot	dot	NOUN
ap-9466	70	37	)	)	PUNCT
ap-9466	70	38	over	over	ADP
ap-9466	70	39	three	three	NUM
ap-9466	70	40	years	year	NOUN
ap-9466	70	41	.	.	PUNCT
ap-9466	71	1	the	the	DET
ap-9466	71	2	model	model	NOUN
ap-9466	71	3	developed	develop	VERB
ap-9466	71	4	specifically	specifically	ADV
ap-9466	71	5	for	for	ADP
ap-9466	71	6	asphalt	asphalt	NOUN
ap-9466	71	7	concrete	concrete	NOUN
ap-9466	71	8	(	(	PUNCT
ap-9466	71	9	ac	ac	ADJ
ap-9466	71	10	)	)	PUNCT
ap-9466	71	11	pavements	pavement	NOUN
ap-9466	71	12	,	,	PUNCT
ap-9466	71	13	using	use	VERB
ap-9466	71	14	the	the	DET
ap-9466	71	15	ordinary	ordinary	ADJ
ap-9466	71	16	least	least	ADJ
ap-9466	71	17	squares	square	NOUN
ap-9466	71	18	method	method	NOUN
ap-9466	71	19	,	,	PUNCT
ap-9466	71	20	is	be	AUX
ap-9466	71	21	described	describe	VERB
ap-9466	71	22	in	in	ADP
ap-9466	71	23	equation	equation	NOUN
ap-9466	71	24	(	(	PUNCT
ap-9466	71	25	2	2	NUM
ap-9466	71	26	)	)	PUNCT
ap-9466	71	27	.	.	PUNCT
ap-9466	72	1	due	due	ADP
ap-9466	72	2	to	to	ADP
ap-9466	72	3	the	the	DET
ap-9466	72	4	low	low	ADJ
ap-9466	72	5	accuracy	accuracy	NOUN
ap-9466	72	6	of	of	ADP
ap-9466	72	7	the	the	DET
ap-9466	72	8	model	model	NOUN
ap-9466	72	9	,	,	PUNCT
ap-9466	72	10	the	the	DET
ap-9466	72	11	authors	author	NOUN
ap-9466	72	12	extended	extend	VERB
ap-9466	72	13	the	the	DET
ap-9466	72	14	572	572	NUM
ap-9466	72	15	vol	vol	NOUN
ap-9466	72	16	.	.	PUNCT
ap-9466	73	1	64	64	NUM
ap-9466	73	2	no	no	NOUN
ap-9466	73	3	.	.	PUNCT
ap-9466	74	1	6/2024	6/2024	AUX
ap-9466	74	2	developing	develop	VERB
ap-9466	74	3	an	an	DET
ap-9466	74	4	effective	effective	ADJ
ap-9466	74	5	approach	approach	NOUN
ap-9466	74	6	to	to	PART
ap-9466	74	7	assess	assess	VERB
ap-9466	74	8	pavement	pavement	NOUN
ap-9466	74	9	condition	condition	NOUN
ap-9466	74	10	.	.	PUNCT
ap-9466	74	11	.	.	PUNCT
ap-9466	75	1	.	.	PUNCT
ap-9466	76	1	relationship	relationship	NOUN
ap-9466	76	2	between	between	ADP
ap-9466	76	3	pci	pci	PROPN
ap-9466	76	4	and	and	CCONJ
ap-9466	76	5	iri	iri	NOUN
ap-9466	76	6	based	base	VERB
ap-9466	76	7	on	on	ADP
ap-9466	76	8	highway	highway	NOUN
ap-9466	76	9	classifications	classification	NOUN
ap-9466	76	10	or	or	CCONJ
ap-9466	76	11	pavement	pavement	NOUN
ap-9466	76	12	types	type	NOUN
ap-9466	76	13	,	,	PUNCT
ap-9466	76	14	and	and	CCONJ
ap-9466	76	15	they	they	PRON
ap-9466	76	16	developed	develop	VERB
ap-9466	76	17	a	a	DET
ap-9466	76	18	new	new	ADJ
ap-9466	76	19	model	model	NOUN
ap-9466	76	20	for	for	ADP
ap-9466	76	21	ac	ac	PROPN
ap-9466	76	22	pavements	pavement	NOUN
ap-9466	76	23	,	,	PUNCT
ap-9466	76	24	which	which	PRON
ap-9466	76	25	is	be	AUX
ap-9466	76	26	shown	show	VERB
ap-9466	76	27	in	in	ADP
ap-9466	76	28	equation	equation	NOUN
ap-9466	76	29	(	(	PUNCT
ap-9466	76	30	3	3	NUM
ap-9466	76	31	)	)	PUNCT
ap-9466	76	32	.	.	PUNCT
ap-9466	77	1	the	the	DET
ap-9466	77	2	first	first	ADJ
ap-9466	77	3	analysis	analysis	NOUN
ap-9466	77	4	yielded	yield	VERB
ap-9466	77	5	a	a	DET
ap-9466	77	6	poor	poor	ADJ
ap-9466	77	7	level	level	NOUN
ap-9466	77	8	of	of	ADP
ap-9466	77	9	accuracy	accuracy	NOUN
ap-9466	77	10	,	,	PUNCT
ap-9466	77	11	with	with	ADP
ap-9466	77	12	an	an	DET
ap-9466	77	13	r	r	NOUN
ap-9466	77	14	-	-	PUNCT
ap-9466	77	15	squared	square	VERB
ap-9466	77	16	value	value	NOUN
ap-9466	77	17	of	of	ADP
ap-9466	77	18	0.013	0.013	NUM
ap-9466	77	19	.	.	PUNCT
ap-9466	78	1	however	however	ADV
ap-9466	78	2	,	,	PUNCT
ap-9466	78	3	the	the	DET
ap-9466	78	4	developed	develop	VERB
ap-9466	78	5	model	model	NOUN
ap-9466	78	6	outperformed	outperform	VERB
ap-9466	78	7	the	the	DET
ap-9466	78	8	regression	regression	NOUN
ap-9466	78	9	model	model	NOUN
ap-9466	78	10	,	,	PUNCT
ap-9466	78	11	demonstrating	demonstrate	VERB
ap-9466	78	12	improved	improved	ADJ
ap-9466	78	13	accuracy	accuracy	NOUN
ap-9466	78	14	with	with	ADP
ap-9466	78	15	an	an	DET
ap-9466	78	16	r	r	NOUN
ap-9466	78	17	-	-	PUNCT
ap-9466	78	18	squared	square	VERB
ap-9466	78	19	value	value	NOUN
ap-9466	78	20	of	of	ADP
ap-9466	78	21	0.82	0.82	NUM
ap-9466	78	22	[	[	X
ap-9466	78	23	13	13	NUM
ap-9466	78	24	,	,	PUNCT
ap-9466	78	25	14	14	NUM
ap-9466	78	26	]	]	PUNCT
ap-9466	78	27	.	.	PUNCT
ap-9466	79	1	log	log	VERB
ap-9466	79	2	pci	pci	PROPN
ap-9466	79	3	=	=	PROPN
ap-9466	79	4	−0.115(log	−0.115(log	PROPN
ap-9466	79	5	iri	iri	NOUN
ap-9466	79	6	)	)	PUNCT
ap-9466	80	1	+	+	NUM
ap-9466	80	2	2.131	2.131	NUM
ap-9466	80	3	,	,	PUNCT
ap-9466	80	4	(	(	PUNCT
ap-9466	80	5	2	2	X
ap-9466	80	6	)	)	PUNCT
ap-9466	80	7	pci	pci	ADJ
ap-9466	80	8	=	=	SYM
ap-9466	80	9	−0.224iri	−0.224iri	PROPN
ap-9466	80	10	+	+	NOUN
ap-9466	80	11	120.02	120.02	NUM
ap-9466	80	12	.	.	PUNCT
ap-9466	81	1	(	(	PUNCT
ap-9466	81	2	3	3	X
ap-9466	81	3	)	)	PUNCT
ap-9466	81	4	in	in	ADP
ap-9466	81	5	another	another	DET
ap-9466	81	6	research	research	NOUN
ap-9466	81	7	,	,	PUNCT
ap-9466	81	8	regression	regression	NOUN
ap-9466	81	9	and	and	CCONJ
ap-9466	81	10	artificial	artificial	ADJ
ap-9466	81	11	neural	neural	ADJ
ap-9466	81	12	networks	network	NOUN
ap-9466	81	13	(	(	PUNCT
ap-9466	81	14	anns	anns	NOUN
ap-9466	81	15	)	)	PUNCT
ap-9466	81	16	models	model	NOUN
ap-9466	81	17	were	be	AUX
ap-9466	81	18	proposed	propose	VERB
ap-9466	81	19	to	to	PART
ap-9466	81	20	predict	predict	VERB
ap-9466	81	21	iri	iri	NOUN
ap-9466	81	22	using	use	VERB
ap-9466	81	23	a	a	DET
ap-9466	81	24	comprehensive	comprehensive	ADJ
ap-9466	81	25	long	long	ADJ
ap-9466	81	26	-	-	PUNCT
ap-9466	81	27	term	term	NOUN
ap-9466	81	28	pavement	pavement	NOUN
ap-9466	81	29	performance	performance	NOUN
ap-9466	81	30	(	(	PUNCT
ap-9466	81	31	ltpp	ltpp	ADJ
ap-9466	81	32	)	)	PUNCT
ap-9466	81	33	database	database	NOUN
ap-9466	82	1	[	[	X
ap-9466	82	2	15	15	NUM
ap-9466	82	3	]	]	PUNCT
ap-9466	82	4	.	.	PUNCT
ap-9466	83	1	the	the	DET
ap-9466	83	2	regression	regression	NOUN
ap-9466	83	3	analysis	analysis	NOUN
ap-9466	83	4	yielded	yield	VERB
ap-9466	83	5	a	a	DET
ap-9466	83	6	moderate	moderate	ADJ
ap-9466	83	7	level	level	NOUN
ap-9466	83	8	of	of	ADP
ap-9466	83	9	accuracy	accuracy	NOUN
ap-9466	83	10	,	,	PUNCT
ap-9466	83	11	with	with	ADP
ap-9466	83	12	an	an	DET
ap-9466	83	13	r	r	NOUN
ap-9466	83	14	-	-	PUNCT
ap-9466	83	15	squared	square	VERB
ap-9466	83	16	value	value	NOUN
ap-9466	83	17	of	of	ADP
ap-9466	83	18	0.57	0.57	NUM
ap-9466	83	19	.	.	PUNCT
ap-9466	84	1	however	however	ADV
ap-9466	84	2	,	,	PUNCT
ap-9466	84	3	the	the	DET
ap-9466	84	4	anns	anns	PROPN
ap-9466	84	5	model	model	NOUN
ap-9466	84	6	outperformed	outperform	VERB
ap-9466	84	7	the	the	DET
ap-9466	84	8	regression	regression	NOUN
ap-9466	84	9	model	model	NOUN
ap-9466	84	10	,	,	PUNCT
ap-9466	84	11	demonstrating	demonstrate	VERB
ap-9466	84	12	improved	improved	ADJ
ap-9466	84	13	accuracy	accuracy	NOUN
ap-9466	84	14	with	with	ADP
ap-9466	84	15	an	an	DET
ap-9466	84	16	r	r	NOUN
ap-9466	84	17	-	-	PUNCT
ap-9466	84	18	squared	square	VERB
ap-9466	84	19	value	value	NOUN
ap-9466	84	20	of	of	ADP
ap-9466	84	21	0.75	0.75	NUM
ap-9466	84	22	.	.	PUNCT
ap-9466	85	1	these	these	DET
ap-9466	85	2	findings	finding	NOUN
ap-9466	85	3	indicate	indicate	VERB
ap-9466	85	4	that	that	SCONJ
ap-9466	85	5	the	the	DET
ap-9466	85	6	anns	anns	PROPN
ap-9466	85	7	model	model	NOUN
ap-9466	85	8	provided	provide	VERB
ap-9466	85	9	more	more	ADJ
ap-9466	85	10	reliable	reliable	ADJ
ap-9466	85	11	predictions	prediction	NOUN
ap-9466	85	12	of	of	ADP
ap-9466	85	13	iri	iri	NOUN
ap-9466	85	14	based	base	VERB
ap-9466	85	15	on	on	ADP
ap-9466	85	16	the	the	DET
ap-9466	85	17	specified	specified	ADJ
ap-9466	85	18	distress	distress	NOUN
ap-9466	85	19	parameters	parameter	NOUN
ap-9466	85	20	,	,	PUNCT
ap-9466	85	21	offering	offer	VERB
ap-9466	85	22	potential	potential	ADJ
ap-9466	85	23	improvements	improvement	NOUN
ap-9466	85	24	in	in	ADP
ap-9466	85	25	assessing	assess	VERB
ap-9466	85	26	pavement	pavement	NOUN
ap-9466	85	27	conditions	condition	NOUN
ap-9466	85	28	.	.	PUNCT
ap-9466	86	1	in	in	ADP
ap-9466	86	2	another	another	DET
ap-9466	86	3	research	research	NOUN
ap-9466	86	4	paper	paper	NOUN
ap-9466	86	5	,	,	PUNCT
ap-9466	86	6	a	a	DET
ap-9466	86	7	gene	gene	NOUN
ap-9466	86	8	expression	expression	NOUN
ap-9466	86	9	programming	programming	NOUN
ap-9466	86	10	(	(	PUNCT
ap-9466	86	11	gep	gep	NOUN
ap-9466	86	12	)	)	PUNCT
ap-9466	86	13	model	model	NOUN
ap-9466	86	14	was	be	AUX
ap-9466	86	15	developed	develop	VERB
ap-9466	86	16	to	to	PART
ap-9466	86	17	predict	predict	VERB
ap-9466	86	18	pci	pci	ADJ
ap-9466	86	19	values	value	NOUN
ap-9466	86	20	based	base	VERB
ap-9466	86	21	on	on	ADP
ap-9466	86	22	iri	iri	NOUN
ap-9466	86	23	values	value	NOUN
ap-9466	86	24	specifically	specifically	ADV
ap-9466	86	25	for	for	ADP
ap-9466	86	26	asphalt	asphalt	NOUN
ap-9466	86	27	concrete	concrete	NOUN
ap-9466	86	28	(	(	PUNCT
ap-9466	86	29	ac	ac	ADJ
ap-9466	86	30	)	)	PUNCT
ap-9466	86	31	pavements	pavement	NOUN
ap-9466	86	32	.	.	PUNCT
ap-9466	87	1	the	the	DET
ap-9466	87	2	results	result	NOUN
ap-9466	87	3	revealed	reveal	VERB
ap-9466	87	4	that	that	SCONJ
ap-9466	87	5	the	the	DET
ap-9466	87	6	gep	gep	PROPN
ap-9466	87	7	model	model	NOUN
ap-9466	87	8	achieved	achieve	VERB
ap-9466	87	9	a	a	DET
ap-9466	87	10	maximum	maximum	ADJ
ap-9466	87	11	r	r	NOUN
ap-9466	87	12	-	-	PUNCT
ap-9466	87	13	squared	square	VERB
ap-9466	87	14	value	value	NOUN
ap-9466	87	15	of	of	ADP
ap-9466	87	16	0.82	0.82	NUM
ap-9466	87	17	for	for	ADP
ap-9466	87	18	the	the	DET
ap-9466	87	19	complete	complete	ADJ
ap-9466	87	20	dataset	dataset	NOUN
ap-9466	88	1	[	[	X
ap-9466	88	2	16	16	NUM
ap-9466	88	3	]	]	PUNCT
ap-9466	88	4	.	.	PUNCT
ap-9466	89	1	as	as	SCONJ
ap-9466	89	2	stated	state	VERB
ap-9466	89	3	,	,	PUNCT
ap-9466	89	4	the	the	DET
ap-9466	89	5	assessment	assessment	NOUN
ap-9466	89	6	of	of	ADP
ap-9466	89	7	pavement	pavement	NOUN
ap-9466	89	8	condition	condition	NOUN
ap-9466	89	9	presents	present	VERB
ap-9466	89	10	a	a	DET
ap-9466	89	11	complex	complex	ADJ
ap-9466	89	12	task	task	NOUN
ap-9466	89	13	,	,	PUNCT
ap-9466	89	14	which	which	PRON
ap-9466	89	15	often	often	ADV
ap-9466	89	16	relies	rely	VERB
ap-9466	89	17	on	on	ADP
ap-9466	89	18	varying	vary	VERB
ap-9466	89	19	levels	level	NOUN
ap-9466	89	20	of	of	ADP
ap-9466	89	21	expertise	expertise	NOUN
ap-9466	89	22	to	to	PART
ap-9466	89	23	determine	determine	VERB
ap-9466	89	24	the	the	DET
ap-9466	89	25	suitability	suitability	NOUN
ap-9466	89	26	of	of	ADP
ap-9466	89	27	a	a	DET
ap-9466	89	28	pavement	pavement	NOUN
ap-9466	89	29	for	for	ADP
ap-9466	89	30	hfst	hfst	NOUN
ap-9466	89	31	application	application	NOUN
ap-9466	89	32	.	.	PUNCT
ap-9466	90	1	it	it	PRON
ap-9466	90	2	is	be	AUX
ap-9466	90	3	crucial	crucial	ADJ
ap-9466	90	4	to	to	PART
ap-9466	90	5	consider	consider	VERB
ap-9466	90	6	several	several	ADJ
ap-9466	90	7	factors	factor	NOUN
ap-9466	90	8	,	,	PUNCT
ap-9466	90	9	such	such	ADJ
ap-9466	90	10	as	as	ADP
ap-9466	90	11	pavement	pavement	NOUN
ap-9466	90	12	distress	distress	NOUN
ap-9466	90	13	,	,	PUNCT
ap-9466	90	14	skid	skid	NOUN
ap-9466	90	15	resistance	resistance	NOUN
ap-9466	90	16	,	,	PUNCT
ap-9466	90	17	and	and	CCONJ
ap-9466	90	18	roughness	roughness	NOUN
ap-9466	90	19	,	,	PUNCT
ap-9466	90	20	in	in	ADP
ap-9466	90	21	order	order	NOUN
ap-9466	90	22	to	to	PART
ap-9466	90	23	make	make	VERB
ap-9466	90	24	informed	informed	ADJ
ap-9466	90	25	decisions	decision	NOUN
ap-9466	90	26	about	about	ADP
ap-9466	90	27	hfst	hfst	NOUN
ap-9466	90	28	application	application	NOUN
ap-9466	90	29	.	.	PUNCT
ap-9466	91	1	to	to	PART
ap-9466	91	2	address	address	VERB
ap-9466	91	3	this	this	DET
ap-9466	91	4	challenge	challenge	NOUN
ap-9466	91	5	,	,	PUNCT
ap-9466	91	6	machine	machine	NOUN
ap-9466	91	7	learning	learning	NOUN
ap-9466	91	8	techniques	technique	NOUN
ap-9466	91	9	were	be	AUX
ap-9466	91	10	employed	employ	VERB
ap-9466	91	11	to	to	PART
ap-9466	91	12	predict	predict	VERB
ap-9466	91	13	the	the	DET
ap-9466	91	14	pci	pci	NOUN
ap-9466	91	15	for	for	ADP
ap-9466	91	16	evaluating	evaluate	VERB
ap-9466	91	17	the	the	DET
ap-9466	91	18	suitability	suitability	NOUN
ap-9466	91	19	of	of	ADP
ap-9466	91	20	pavements	pavement	NOUN
ap-9466	91	21	for	for	ADP
ap-9466	91	22	hfst	hfst	NOUN
ap-9466	91	23	application	application	NOUN
ap-9466	91	24	in	in	ADP
ap-9466	91	25	this	this	DET
ap-9466	91	26	research	research	NOUN
ap-9466	91	27	.	.	PUNCT
ap-9466	92	1	by	by	ADP
ap-9466	92	2	using	use	VERB
ap-9466	92	3	previous	previous	ADJ
ap-9466	92	4	iri	iri	NOUN
ap-9466	92	5	and	and	CCONJ
ap-9466	92	6	pci	pci	PROPN
ap-9466	92	7	data	data	PROPN
ap-9466	92	8	,	,	PUNCT
ap-9466	92	9	the	the	DET
ap-9466	92	10	evaluation	evaluation	NOUN
ap-9466	92	11	process	process	NOUN
ap-9466	92	12	was	be	AUX
ap-9466	92	13	streamlined	streamline	VERB
ap-9466	92	14	,	,	PUNCT
ap-9466	92	15	eliminating	eliminate	VERB
ap-9466	92	16	the	the	DET
ap-9466	92	17	need	need	NOUN
ap-9466	92	18	for	for	ADP
ap-9466	92	19	extensive	extensive	ADJ
ap-9466	92	20	assessment	assessment	NOUN
ap-9466	92	21	of	of	ADP
ap-9466	92	22	distress	distress	NOUN
ap-9466	92	23	extent	extent	NOUN
ap-9466	92	24	and	and	CCONJ
ap-9466	92	25	severity	severity	NOUN
ap-9466	92	26	.	.	PUNCT
ap-9466	93	1	this	this	DET
ap-9466	93	2	approach	approach	NOUN
ap-9466	93	3	not	not	PART
ap-9466	93	4	only	only	ADV
ap-9466	93	5	saves	save	VERB
ap-9466	93	6	costs	cost	NOUN
ap-9466	93	7	and	and	CCONJ
ap-9466	93	8	man	man	NOUN
ap-9466	93	9	-	-	PUNCT
ap-9466	93	10	hours	hour	NOUN
ap-9466	93	11	but	but	CCONJ
ap-9466	93	12	also	also	ADV
ap-9466	93	13	allows	allow	VERB
ap-9466	93	14	a	a	DET
ap-9466	93	15	number	number	NOUN
ap-9466	93	16	of	of	ADP
ap-9466	93	17	factors	factor	NOUN
ap-9466	93	18	to	to	PART
ap-9466	93	19	be	be	AUX
ap-9466	93	20	taken	take	VERB
ap-9466	93	21	into	into	ADP
ap-9466	93	22	account	account	NOUN
ap-9466	93	23	when	when	SCONJ
ap-9466	93	24	determining	determine	VERB
ap-9466	93	25	whether	whether	SCONJ
ap-9466	93	26	a	a	DET
ap-9466	93	27	pavement	pavement	NOUN
ap-9466	93	28	is	be	AUX
ap-9466	93	29	suitable	suitable	ADJ
ap-9466	93	30	for	for	ADP
ap-9466	93	31	hfst	hfst	NOUN
ap-9466	93	32	application	application	NOUN
ap-9466	93	33	.	.	PUNCT
ap-9466	94	1	previous	previous	ADJ
ap-9466	94	2	research	research	NOUN
ap-9466	94	3	attempted	attempt	VERB
ap-9466	94	4	to	to	PART
ap-9466	94	5	predict	predict	VERB
ap-9466	94	6	the	the	DET
ap-9466	94	7	pci	pci	ADJ
ap-9466	94	8	using	use	VERB
ap-9466	94	9	simple	simple	ADJ
ap-9466	94	10	models	model	NOUN
ap-9466	94	11	that	that	PRON
ap-9466	94	12	rely	rely	VERB
ap-9466	94	13	on	on	ADP
ap-9466	94	14	iri	iri	PROPN
ap-9466	94	15	.	.	PUNCT
ap-9466	95	1	however	however	ADV
ap-9466	95	2	,	,	PUNCT
ap-9466	95	3	these	these	DET
ap-9466	95	4	models	model	NOUN
ap-9466	95	5	yielded	yield	VERB
ap-9466	95	6	low	low	ADJ
ap-9466	95	7	accuracy	accuracy	NOUN
ap-9466	95	8	.	.	PUNCT
ap-9466	96	1	additionally	additionally	ADV
ap-9466	96	2	,	,	PUNCT
ap-9466	96	3	there	there	PRON
ap-9466	96	4	is	be	VERB
ap-9466	96	5	a	a	DET
ap-9466	96	6	lack	lack	NOUN
ap-9466	96	7	of	of	ADP
ap-9466	96	8	research	research	NOUN
ap-9466	96	9	on	on	ADP
ap-9466	96	10	evaluating	evaluate	VERB
ap-9466	96	11	the	the	DET
ap-9466	96	12	suitability	suitability	NOUN
ap-9466	96	13	of	of	ADP
ap-9466	96	14	hfst	hfst	NOUN
ap-9466	96	15	application	application	NOUN
ap-9466	96	16	based	base	VERB
ap-9466	96	17	on	on	ADP
ap-9466	96	18	available	available	ADJ
ap-9466	96	19	data	datum	NOUN
ap-9466	96	20	and	and	CCONJ
ap-9466	96	21	predicting	predict	VERB
ap-9466	96	22	pavement	pavement	NOUN
ap-9466	96	23	condition	condition	NOUN
ap-9466	96	24	using	use	VERB
ap-9466	96	25	iri	iri	NOUN
ap-9466	96	26	and	and	CCONJ
ap-9466	96	27	previous	previous	ADJ
ap-9466	96	28	pci	pci	ADJ
ap-9466	96	29	[	[	X
ap-9466	96	30	17	17	NUM
ap-9466	96	31	]	]	PUNCT
ap-9466	96	32	.	.	PUNCT
ap-9466	97	1	these	these	DET
ap-9466	97	2	limitations	limitation	NOUN
ap-9466	97	3	were	be	AUX
ap-9466	97	4	addressed	address	VERB
ap-9466	97	5	in	in	ADP
ap-9466	97	6	this	this	DET
ap-9466	97	7	study	study	NOUN
ap-9466	97	8	by	by	ADP
ap-9466	97	9	using	use	VERB
ap-9466	97	10	powerful	powerful	ADJ
ap-9466	97	11	machine	machine	NOUN
ap-9466	97	12	learning	learn	VERB
ap-9466	97	13	ensemble	ensemble	ADJ
ap-9466	97	14	models	model	NOUN
ap-9466	97	15	to	to	PART
ap-9466	97	16	predict	predict	VERB
ap-9466	97	17	pci	pci	ADJ
ap-9466	97	18	with	with	ADP
ap-9466	97	19	a	a	DET
ap-9466	97	20	high	high	ADJ
ap-9466	97	21	level	level	NOUN
ap-9466	97	22	of	of	ADP
ap-9466	97	23	accuracy	accuracy	NOUN
ap-9466	97	24	.	.	PUNCT
ap-9466	98	1	by	by	ADP
ap-9466	98	2	incorporating	incorporate	VERB
ap-9466	98	3	iri	iri	NOUN
ap-9466	98	4	into	into	ADP
ap-9466	98	5	the	the	DET
ap-9466	98	6	prediction	prediction	NOUN
ap-9466	98	7	process	process	NOUN
ap-9466	98	8	and	and	CCONJ
ap-9466	98	9	considering	consider	VERB
ap-9466	98	10	various	various	ADJ
ap-9466	98	11	recommendations	recommendation	NOUN
ap-9466	98	12	,	,	PUNCT
ap-9466	98	13	the	the	DET
ap-9466	98	14	suitability	suitability	NOUN
ap-9466	98	15	of	of	ADP
ap-9466	98	16	a	a	DET
ap-9466	98	17	pavement	pavement	NOUN
ap-9466	98	18	for	for	ADP
ap-9466	98	19	hfst	hfst	NOUN
ap-9466	98	20	application	application	NOUN
ap-9466	98	21	could	could	AUX
ap-9466	98	22	be	be	AUX
ap-9466	98	23	suggested	suggest	VERB
ap-9466	98	24	.	.	PUNCT
ap-9466	99	1	in	in	ADP
ap-9466	99	2	line	line	NOUN
ap-9466	99	3	with	with	ADP
ap-9466	99	4	this	this	DET
ap-9466	99	5	prevailing	prevail	VERB
ap-9466	99	6	approach	approach	NOUN
ap-9466	99	7	,	,	PUNCT
ap-9466	99	8	the	the	DET
ap-9466	99	9	research	research	NOUN
ap-9466	99	10	capitalised	capitalise	VERB
ap-9466	99	11	on	on	ADP
ap-9466	99	12	the	the	DET
ap-9466	99	13	potential	potential	NOUN
ap-9466	99	14	of	of	ADP
ap-9466	99	15	ensemble	ensemble	ADJ
ap-9466	99	16	models	model	NOUN
ap-9466	99	17	to	to	PART
ap-9466	99	18	achieve	achieve	VERB
ap-9466	99	19	accurate	accurate	ADJ
ap-9466	99	20	pci	pci	ADJ
ap-9466	99	21	predictions	prediction	NOUN
ap-9466	99	22	,	,	PUNCT
ap-9466	99	23	with	with	ADP
ap-9466	99	24	a	a	DET
ap-9466	99	25	particular	particular	ADJ
ap-9466	99	26	focus	focus	NOUN
ap-9466	99	27	on	on	ADP
ap-9466	99	28	incorporating	incorporate	VERB
ap-9466	99	29	iri	iri	NOUN
ap-9466	99	30	as	as	ADP
ap-9466	99	31	a	a	DET
ap-9466	99	32	critical	critical	ADJ
ap-9466	99	33	parameter	parameter	NOUN
ap-9466	99	34	.	.	PUNCT
ap-9466	100	1	pci	pci	ADJ
ap-9466	100	2	evaluation	evaluation	NOUN
ap-9466	100	3	relies	rely	VERB
ap-9466	100	4	on	on	ADP
ap-9466	100	5	several	several	ADJ
ap-9466	100	6	factors	factor	NOUN
ap-9466	100	7	,	,	PUNCT
ap-9466	100	8	such	such	ADJ
ap-9466	100	9	as	as	ADP
ap-9466	100	10	crack	crack	NOUN
ap-9466	100	11	type	type	NOUN
ap-9466	100	12	and	and	CCONJ
ap-9466	100	13	severity	severity	NOUN
ap-9466	100	14	.	.	PUNCT
ap-9466	101	1	by	by	ADP
ap-9466	101	2	integrating	integrate	VERB
ap-9466	101	3	iri	iri	NOUN
ap-9466	101	4	and	and	CCONJ
ap-9466	101	5	historical	historical	ADJ
ap-9466	101	6	pci	pci	ADJ
ap-9466	101	7	data	data	PROPN
ap-9466	101	8	,	,	PUNCT
ap-9466	101	9	a	a	DET
ap-9466	101	10	machine	machine	NOUN
ap-9466	101	11	learning	learning	NOUN
ap-9466	101	12	model	model	NOUN
ap-9466	101	13	was	be	AUX
ap-9466	101	14	built	build	VERB
ap-9466	101	15	to	to	PART
ap-9466	101	16	assess	assess	VERB
ap-9466	101	17	the	the	DET
ap-9466	101	18	updated	update	VERB
ap-9466	101	19	pci	pci	NOUN
ap-9466	101	20	using	use	VERB
ap-9466	101	21	the	the	DET
ap-9466	101	22	latest	late	ADJ
ap-9466	101	23	iri	iri	NOUN
ap-9466	101	24	value	value	NOUN
ap-9466	101	25	for	for	ADP
ap-9466	101	26	a	a	DET
ap-9466	101	27	specific	specific	ADJ
ap-9466	101	28	pavement	pavement	NOUN
ap-9466	101	29	section	section	NOUN
ap-9466	101	30	.	.	PUNCT
ap-9466	102	1	subsequently	subsequently	ADV
ap-9466	102	2	,	,	PUNCT
ap-9466	102	3	the	the	DET
ap-9466	102	4	model	model	NOUN
ap-9466	102	5	was	be	AUX
ap-9466	102	6	used	use	VERB
ap-9466	102	7	to	to	PART
ap-9466	102	8	evaluate	evaluate	VERB
ap-9466	102	9	both	both	PRON
ap-9466	102	10	the	the	DET
ap-9466	102	11	pci	pci	ADJ
ap-9466	102	12	and	and	CCONJ
ap-9466	102	13	the	the	DET
ap-9466	102	14	suitability	suitability	NOUN
ap-9466	102	15	of	of	ADP
ap-9466	102	16	installing	instal	VERB
ap-9466	102	17	hfst	hfst	NOUN
ap-9466	102	18	on	on	ADP
ap-9466	102	19	selected	select	VERB
ap-9466	102	20	case	case	NOUN
ap-9466	102	21	study	study	NOUN
ap-9466	102	22	sections	section	NOUN
ap-9466	102	23	.	.	PUNCT
ap-9466	103	1	comparing	compare	VERB
ap-9466	103	2	the	the	DET
ap-9466	103	3	conditions	condition	NOUN
ap-9466	103	4	of	of	ADP
ap-9466	103	5	these	these	DET
ap-9466	103	6	sections	section	NOUN
ap-9466	103	7	with	with	ADP
ap-9466	103	8	the	the	DET
ap-9466	103	9	predicted	predict	VERB
ap-9466	103	10	pci	pci	ADJ
ap-9466	103	11	values	value	NOUN
ap-9466	103	12	provided	provide	VERB
ap-9466	103	13	insight	insight	NOUN
ap-9466	103	14	into	into	ADP
ap-9466	103	15	the	the	DET
ap-9466	103	16	accuracy	accuracy	NOUN
ap-9466	103	17	of	of	ADP
ap-9466	103	18	the	the	DET
ap-9466	103	19	ml	ml	NOUN
ap-9466	103	20	models	model	NOUN
ap-9466	103	21	and	and	CCONJ
ap-9466	103	22	the	the	DET
ap-9466	103	23	recommendations	recommendation	NOUN
ap-9466	103	24	for	for	ADP
ap-9466	103	25	hfst	hfst	NOUN
ap-9466	103	26	installation	installation	NOUN
ap-9466	103	27	.	.	PUNCT
ap-9466	104	1	2	2	X
ap-9466	104	2	.	.	X
ap-9466	104	3	materials	material	NOUN
ap-9466	104	4	and	and	CCONJ
ap-9466	104	5	methods	method	NOUN
ap-9466	104	6	pavement	pavement	VERB
ap-9466	104	7	condition	condition	NOUN
ap-9466	104	8	data	datum	NOUN
ap-9466	104	9	typically	typically	ADV
ap-9466	104	10	include	include	VERB
ap-9466	104	11	metrics	metric	NOUN
ap-9466	104	12	such	such	ADJ
ap-9466	104	13	as	as	ADP
ap-9466	104	14	the	the	DET
ap-9466	104	15	pci	pci	PROPN
ap-9466	104	16	,	,	PUNCT
ap-9466	104	17	iri	iri	PROPN
ap-9466	104	18	,	,	PUNCT
ap-9466	104	19	and	and	CCONJ
ap-9466	104	20	skid	skid	VERB
ap-9466	104	21	resistance	resistance	NOUN
ap-9466	104	22	.	.	PUNCT
ap-9466	105	1	the	the	DET
ap-9466	105	2	pci	pci	PROPN
ap-9466	105	3	assesses	assess	VERB
ap-9466	105	4	different	different	ADJ
ap-9466	105	5	types	type	NOUN
ap-9466	105	6	of	of	ADP
ap-9466	105	7	distress	distress	NOUN
ap-9466	105	8	or	or	CCONJ
ap-9466	105	9	combines	combine	VERB
ap-9466	105	10	them	they	PRON
ap-9466	105	11	to	to	PART
ap-9466	105	12	provide	provide	VERB
ap-9466	105	13	an	an	DET
ap-9466	105	14	overall	overall	ADJ
ap-9466	105	15	assessment	assessment	NOUN
ap-9466	105	16	of	of	ADP
ap-9466	105	17	pavement	pavement	NOUN
ap-9466	105	18	condition	condition	NOUN
ap-9466	105	19	.	.	PUNCT
ap-9466	106	1	it	it	PRON
ap-9466	106	2	begins	begin	VERB
ap-9466	106	3	with	with	ADP
ap-9466	106	4	a	a	DET
ap-9466	106	5	score	score	NOUN
ap-9466	106	6	of	of	ADP
ap-9466	106	7	100	100	NUM
ap-9466	106	8	,	,	PUNCT
ap-9466	106	9	indicating	indicate	VERB
ap-9466	106	10	a	a	DET
ap-9466	106	11	pavement	pavement	NOUN
ap-9466	106	12	in	in	ADP
ap-9466	106	13	perfect	perfect	ADJ
ap-9466	106	14	condition	condition	NOUN
ap-9466	106	15	,	,	PUNCT
ap-9466	106	16	with	with	ADP
ap-9466	106	17	deductions	deduction	NOUN
ap-9466	106	18	made	make	VERB
ap-9466	106	19	from	from	ADP
ap-9466	106	20	this	this	DET
ap-9466	106	21	initial	initial	ADJ
ap-9466	106	22	value	value	NOUN
ap-9466	106	23	based	base	VERB
ap-9466	106	24	on	on	ADP
ap-9466	106	25	the	the	DET
ap-9466	106	26	observed	observe	VERB
ap-9466	106	27	quantities	quantity	NOUN
ap-9466	106	28	of	of	ADP
ap-9466	106	29	distress	distress	NOUN
ap-9466	106	30	.	.	PUNCT
ap-9466	107	1	the	the	DET
ap-9466	107	2	iri	iri	NOUN
ap-9466	107	3	is	be	AUX
ap-9466	107	4	a	a	DET
ap-9466	107	5	key	key	ADJ
ap-9466	107	6	indicator	indicator	NOUN
ap-9466	107	7	of	of	ADP
ap-9466	107	8	ride	ride	NOUN
ap-9466	107	9	quality	quality	NOUN
ap-9466	107	10	,	,	PUNCT
ap-9466	107	11	with	with	ADP
ap-9466	107	12	values	value	NOUN
ap-9466	107	13	ranging	range	VERB
ap-9466	107	14	from	from	ADP
ap-9466	107	15	0	0	NUM
ap-9466	107	16	to	to	ADP
ap-9466	107	17	95	95	NUM
ap-9466	107	18	inmi−1	inmi−1	PROPN
ap-9466	107	19	(	(	PUNCT
ap-9466	107	20	1.50mkm−1	1.50mkm−1	NUM
ap-9466	107	21	)	)	PUNCT
ap-9466	107	22	for	for	ADP
ap-9466	107	23	good	good	ADJ
ap-9466	107	24	condition	condition	NOUN
ap-9466	107	25	,	,	PUNCT
ap-9466	107	26	95	95	NUM
ap-9466	107	27	to	to	PART
ap-9466	107	28	170	170	NUM
ap-9466	107	29	inmi−1	inmi−1	PROPN
ap-9466	107	30	(	(	PUNCT
ap-9466	107	31	1.51	1.51	NUM
ap-9466	107	32	to	to	ADP
ap-9466	107	33	2.68mkm−1	2.68mkm−1	NUM
ap-9466	107	34	)	)	PUNCT
ap-9466	107	35	for	for	ADP
ap-9466	107	36	fair	fair	ADJ
ap-9466	107	37	condition	condition	NOUN
ap-9466	107	38	,	,	PUNCT
ap-9466	107	39	and	and	CCONJ
ap-9466	107	40	above	above	ADP
ap-9466	107	41	170	170	NUM
ap-9466	107	42	inmi−1	inmi−1	PROPN
ap-9466	107	43	(	(	PUNCT
ap-9466	107	44	2.68mkm−1	2.68mkm−1	NUM
ap-9466	107	45	)	)	PUNCT
ap-9466	107	46	for	for	ADP
ap-9466	107	47	poor	poor	ADJ
ap-9466	107	48	pavement	pavement	NOUN
ap-9466	107	49	condition	condition	NOUN
ap-9466	107	50	.	.	PUNCT
ap-9466	108	1	the	the	DET
ap-9466	108	2	use	use	NOUN
ap-9466	108	3	of	of	ADP
ap-9466	108	4	machine	machine	NOUN
ap-9466	108	5	learning	learning	NOUN
ap-9466	108	6	(	(	PUNCT
ap-9466	108	7	ml	ml	NOUN
ap-9466	108	8	)	)	PUNCT
ap-9466	108	9	techniques	technique	NOUN
ap-9466	108	10	in	in	ADP
ap-9466	108	11	civil	civil	ADJ
ap-9466	108	12	engineering	engineering	NOUN
ap-9466	108	13	proved	prove	VERB
ap-9466	108	14	advantageous	advantageous	ADJ
ap-9466	108	15	by	by	ADP
ap-9466	108	16	delivering	deliver	VERB
ap-9466	108	17	rapid	rapid	ADJ
ap-9466	108	18	and	and	CCONJ
ap-9466	108	19	precise	precise	ADJ
ap-9466	108	20	outcomes	outcome	NOUN
ap-9466	108	21	,	,	PUNCT
ap-9466	108	22	thereby	thereby	ADV
ap-9466	108	23	minimising	minimise	VERB
ap-9466	108	24	error	error	NOUN
ap-9466	108	25	rates	rate	NOUN
ap-9466	108	26	to	to	ADP
ap-9466	108	27	negligible	negligible	ADJ
ap-9466	108	28	levels	level	NOUN
ap-9466	108	29	.	.	PUNCT
ap-9466	109	1	the	the	DET
ap-9466	109	2	diverse	diverse	ADJ
ap-9466	109	3	range	range	NOUN
ap-9466	109	4	of	of	ADP
ap-9466	109	5	ml	ml	ADP
ap-9466	109	6	methods	method	NOUN
ap-9466	109	7	empowers	empower	VERB
ap-9466	109	8	civil	civil	ADJ
ap-9466	109	9	engineering	engineering	NOUN
ap-9466	109	10	researchers	researcher	NOUN
ap-9466	109	11	to	to	PART
ap-9466	109	12	improve	improve	VERB
ap-9466	109	13	efficiency	efficiency	NOUN
ap-9466	109	14	and	and	CCONJ
ap-9466	109	15	accuracy	accuracy	NOUN
ap-9466	109	16	in	in	ADP
ap-9466	109	17	their	their	PRON
ap-9466	109	18	analyses	analysis	NOUN
ap-9466	109	19	and	and	CCONJ
ap-9466	109	20	decision	decision	NOUN
ap-9466	109	21	-	-	PUNCT
ap-9466	109	22	making	make	VERB
ap-9466	109	23	processes	process	NOUN
ap-9466	109	24	.	.	PUNCT
ap-9466	110	1	following	follow	VERB
ap-9466	110	2	this	this	DET
ap-9466	110	3	trend	trend	NOUN
ap-9466	110	4	,	,	PUNCT
ap-9466	110	5	this	this	DET
ap-9466	110	6	research	research	NOUN
ap-9466	110	7	used	use	VERB
ap-9466	110	8	ensemble	ensemble	ADJ
ap-9466	110	9	models	model	NOUN
ap-9466	110	10	to	to	PART
ap-9466	110	11	achieve	achieve	VERB
ap-9466	110	12	precise	precise	ADJ
ap-9466	110	13	predictions	prediction	NOUN
ap-9466	110	14	of	of	ADP
ap-9466	110	15	the	the	DET
ap-9466	110	16	pci	pci	NOUN
ap-9466	110	17	,	,	PUNCT
ap-9466	110	18	incorporating	incorporate	VERB
ap-9466	110	19	iri	iri	NOUN
ap-9466	110	20	as	as	ADP
ap-9466	110	21	a	a	DET
ap-9466	110	22	crucial	crucial	ADJ
ap-9466	110	23	factor	factor	NOUN
ap-9466	110	24	.	.	PUNCT
ap-9466	111	1	embracing	embrace	VERB
ap-9466	111	2	these	these	DET
ap-9466	111	3	advanced	advanced	ADJ
ap-9466	111	4	ml	ml	NOUN
ap-9466	111	5	techniques	technique	NOUN
ap-9466	111	6	significantly	significantly	ADV
ap-9466	111	7	improved	improve	VERB
ap-9466	111	8	the	the	DET
ap-9466	111	9	evaluation	evaluation	NOUN
ap-9466	111	10	process	process	NOUN
ap-9466	111	11	and	and	CCONJ
ap-9466	111	12	enabled	enable	VERB
ap-9466	111	13	more	more	ADJ
ap-9466	111	14	reliable	reliable	ADJ
ap-9466	111	15	recommendations	recommendation	NOUN
ap-9466	111	16	regarding	regard	VERB
ap-9466	111	17	the	the	DET
ap-9466	111	18	suitability	suitability	NOUN
ap-9466	111	19	of	of	ADP
ap-9466	111	20	hfst	hfst	NOUN
ap-9466	111	21	application	application	NOUN
ap-9466	111	22	on	on	ADP
ap-9466	111	23	pavements	pavement	NOUN
ap-9466	111	24	.	.	PUNCT
ap-9466	112	1	using	use	VERB
ap-9466	112	2	the	the	DET
ap-9466	112	3	ensemble	ensemble	ADJ
ap-9466	112	4	models	model	NOUN
ap-9466	112	5	played	play	VERB
ap-9466	112	6	a	a	DET
ap-9466	112	7	pivotal	pivotal	ADJ
ap-9466	112	8	role	role	NOUN
ap-9466	112	9	in	in	ADP
ap-9466	112	10	improving	improve	VERB
ap-9466	112	11	the	the	DET
ap-9466	112	12	accuracy	accuracy	NOUN
ap-9466	112	13	and	and	CCONJ
ap-9466	112	14	effectiveness	effectiveness	NOUN
ap-9466	112	15	of	of	ADP
ap-9466	112	16	the	the	DET
ap-9466	112	17	analysis	analysis	NOUN
ap-9466	112	18	,	,	PUNCT
ap-9466	112	19	leading	lead	VERB
ap-9466	112	20	to	to	ADP
ap-9466	112	21	valuable	valuable	ADJ
ap-9466	112	22	contributions	contribution	NOUN
ap-9466	112	23	to	to	ADP
ap-9466	112	24	informed	informed	ADJ
ap-9466	112	25	decision	decision	NOUN
ap-9466	112	26	-	-	PUNCT
ap-9466	112	27	making	making	NOUN
ap-9466	112	28	in	in	ADP
ap-9466	112	29	the	the	DET
ap-9466	112	30	field	field	NOUN
ap-9466	112	31	of	of	ADP
ap-9466	112	32	pavement	pavement	NOUN
ap-9466	112	33	engineering	engineering	NOUN
ap-9466	112	34	[	[	X
ap-9466	112	35	18	18	NUM
ap-9466	112	36	]	]	PUNCT
ap-9466	112	37	.	.	PUNCT
ap-9466	113	1	2.1	2.1	NUM
ap-9466	113	2	.	.	PUNCT
ap-9466	114	1	ensemble	ensemble	ADJ
ap-9466	114	2	learning	learning	NOUN
ap-9466	114	3	methods	method	NOUN
ap-9466	114	4	there	there	PRON
ap-9466	114	5	are	be	VERB
ap-9466	114	6	three	three	NUM
ap-9466	114	7	distinct	distinct	ADJ
ap-9466	114	8	categories	category	NOUN
ap-9466	114	9	of	of	ADP
ap-9466	114	10	ensemble	ensemble	ADJ
ap-9466	114	11	learning	learning	NOUN
ap-9466	114	12	methods	method	NOUN
ap-9466	114	13	,	,	PUNCT
ap-9466	114	14	:	:	PUNCT
ap-9466	114	15	bagging	bagging	NOUN
ap-9466	114	16	,	,	PUNCT
ap-9466	114	17	boosting	boost	VERB
ap-9466	114	18	,	,	PUNCT
ap-9466	114	19	and	and	CCONJ
ap-9466	114	20	stacking	stacking	NOUN
ap-9466	114	21	.	.	PUNCT
ap-9466	115	1	in	in	ADP
ap-9466	115	2	this	this	DET
ap-9466	115	3	study	study	NOUN
ap-9466	115	4	,	,	PUNCT
ap-9466	115	5	as	as	SCONJ
ap-9466	115	6	shown	show	VERB
ap-9466	115	7	in	in	ADP
ap-9466	115	8	figure	figure	NOUN
ap-9466	115	9	1	1	NUM
ap-9466	115	10	,	,	PUNCT
ap-9466	115	11	bagging	bagging	NOUN
ap-9466	115	12	and	and	CCONJ
ap-9466	115	13	boosting	boost	VERB
ap-9466	115	14	techniques	technique	NOUN
ap-9466	115	15	were	be	AUX
ap-9466	115	16	used	use	VERB
ap-9466	115	17	based	base	VERB
ap-9466	115	18	on	on	ADP
ap-9466	115	19	data	datum	NOUN
ap-9466	115	20	visualisation	visualisation	NOUN
ap-9466	115	21	and	and	CCONJ
ap-9466	115	22	observed	observed	ADJ
ap-9466	115	23	relationships	relationship	NOUN
ap-9466	115	24	between	between	ADP
ap-9466	115	25	iri	iri	PROPN
ap-9466	115	26	and	and	CCONJ
ap-9466	115	27	pci	pci	ADJ
ap-9466	115	28	.	.	PUNCT
ap-9466	116	1	these	these	DET
ap-9466	116	2	ensemble	ensemble	ADJ
ap-9466	116	3	learning	learning	NOUN
ap-9466	116	4	methods	method	NOUN
ap-9466	116	5	were	be	AUX
ap-9466	116	6	chosen	choose	VERB
ap-9466	116	7	to	to	PART
ap-9466	116	8	improve	improve	VERB
ap-9466	116	9	the	the	DET
ap-9466	116	10	accuracy	accuracy	NOUN
ap-9466	116	11	and	and	CCONJ
ap-9466	116	12	robustness	robustness	NOUN
ap-9466	116	13	of	of	ADP
ap-9466	116	14	the	the	DET
ap-9466	116	15	predictive	predictive	ADJ
ap-9466	116	16	models	model	NOUN
ap-9466	116	17	.	.	PUNCT
ap-9466	117	1	by	by	ADP
ap-9466	117	2	integrating	integrate	VERB
ap-9466	117	3	these	these	DET
ap-9466	117	4	powerful	powerful	ADJ
ap-9466	117	5	ensemble	ensemble	ADJ
ap-9466	117	6	methods	method	NOUN
ap-9466	117	7	,	,	PUNCT
ap-9466	117	8	the	the	DET
ap-9466	117	9	goal	goal	NOUN
ap-9466	117	10	was	be	AUX
ap-9466	117	11	to	to	PART
ap-9466	117	12	improve	improve	VERB
ap-9466	117	13	the	the	DET
ap-9466	117	14	prediction	prediction	NOUN
ap-9466	117	15	of	of	ADP
ap-9466	117	16	pci	pci	PROPN
ap-9466	117	17	and	and	CCONJ
ap-9466	117	18	allow	allow	VERB
ap-9466	117	19	for	for	ADP
ap-9466	117	20	more	more	ADV
ap-9466	117	21	dependable	dependable	ADJ
ap-9466	117	22	evaluations	evaluation	NOUN
ap-9466	117	23	of	of	ADP
ap-9466	117	24	hfst	hfst	NOUN
ap-9466	117	25	suitability	suitability	NOUN
ap-9466	117	26	on	on	ADP
ap-9466	117	27	pavements	pavement	NOUN
ap-9466	117	28	.	.	PUNCT
ap-9466	118	1	573	573	NUM
ap-9466	118	2	alireza	alireza	PROPN
ap-9466	118	3	roshan	roshan	PROPN
ap-9466	118	4	,	,	PUNCT
ap-9466	118	5	magdy	magdy	PROPN
ap-9466	118	6	abdelrahman	abdelrahman	PROPN
ap-9466	118	7	acta	acta	PROPN
ap-9466	118	8	polytechnica	polytechnica	PROPN
ap-9466	118	9	figure	figure	NOUN
ap-9466	118	10	1	1	NUM
ap-9466	118	11	.	.	PUNCT
ap-9466	118	12	flowchart	flowchart	NOUN
ap-9466	118	13	of	of	ADP
ap-9466	118	14	ensemble	ensemble	ADJ
ap-9466	118	15	methods	method	NOUN
ap-9466	118	16	.	.	PUNCT
ap-9466	119	1	2.1.1	2.1.1	X
ap-9466	119	2	.	.	PUNCT
ap-9466	119	3	decision	decision	NOUN
ap-9466	119	4	tree	tree	NOUN
ap-9466	119	5	decision	decision	NOUN
ap-9466	119	6	trees	tree	NOUN
ap-9466	119	7	build	build	VERB
ap-9466	119	8	regression	regression	NOUN
ap-9466	119	9	or	or	CCONJ
ap-9466	119	10	classification	classification	NOUN
ap-9466	119	11	models	model	NOUN
ap-9466	119	12	in	in	ADP
ap-9466	119	13	the	the	DET
ap-9466	119	14	form	form	NOUN
ap-9466	119	15	of	of	ADP
ap-9466	119	16	tree	tree	NOUN
ap-9466	119	17	structures	structure	NOUN
ap-9466	119	18	.	.	PUNCT
ap-9466	120	1	the	the	DET
ap-9466	120	2	data	datum	NOUN
ap-9466	120	3	set	set	VERB
ap-9466	120	4	is	be	AUX
ap-9466	120	5	broken	break	VERB
ap-9466	120	6	down	down	ADP
ap-9466	120	7	into	into	ADP
ap-9466	120	8	smaller	small	ADJ
ap-9466	120	9	and	and	CCONJ
ap-9466	120	10	smaller	small	ADJ
ap-9466	120	11	subsets	subset	NOUN
ap-9466	120	12	as	as	SCONJ
ap-9466	120	13	the	the	DET
ap-9466	120	14	associated	associated	ADJ
ap-9466	120	15	decision	decision	NOUN
ap-9466	120	16	tree	tree	NOUN
ap-9466	120	17	grows	grow	VERB
ap-9466	120	18	.	.	PUNCT
ap-9466	121	1	the	the	DET
ap-9466	121	2	result	result	NOUN
ap-9466	121	3	is	be	AUX
ap-9466	121	4	a	a	DET
ap-9466	121	5	tree	tree	NOUN
ap-9466	121	6	with	with	ADP
ap-9466	121	7	decision	decision	NOUN
ap-9466	121	8	nodes	node	NOUN
ap-9466	121	9	and	and	CCONJ
ap-9466	121	10	leaf	leaf	NOUN
ap-9466	121	11	nodes	node	NOUN
ap-9466	121	12	.	.	PUNCT
ap-9466	122	1	one	one	NUM
ap-9466	122	2	of	of	ADP
ap-9466	122	3	the	the	DET
ap-9466	122	4	machine	machine	NOUN
ap-9466	122	5	learning	learn	VERB
ap-9466	122	6	methods	method	NOUN
ap-9466	122	7	that	that	PRON
ap-9466	122	8	simulates	simulate	VERB
ap-9466	122	9	the	the	DET
ap-9466	122	10	brain	brain	NOUN
ap-9466	122	11	’s	’s	PART
ap-9466	122	12	inductive	inductive	ADJ
ap-9466	122	13	learning	learning	NOUN
ap-9466	122	14	process	process	NOUN
ap-9466	122	15	is	be	AUX
ap-9466	122	16	the	the	DET
ap-9466	122	17	decision	decision	NOUN
ap-9466	122	18	tree	tree	NOUN
ap-9466	122	19	method	method	NOUN
ap-9466	122	20	.	.	PUNCT
ap-9466	123	1	this	this	DET
ap-9466	123	2	method	method	NOUN
ap-9466	123	3	compares	compare	VERB
ap-9466	123	4	well	well	ADV
ap-9466	123	5	to	to	ADP
ap-9466	123	6	other	other	ADJ
ap-9466	123	7	methods	method	NOUN
ap-9466	123	8	.	.	PUNCT
ap-9466	124	1	soft	soft	ADJ
ap-9466	124	2	computing	computing	NOUN
ap-9466	124	3	is	be	AUX
ap-9466	124	4	considered	consider	VERB
ap-9466	124	5	to	to	PART
ap-9466	124	6	be	be	AUX
ap-9466	124	7	a	a	DET
ap-9466	124	8	newer	new	ADJ
ap-9466	124	9	approach	approach	NOUN
ap-9466	124	10	[	[	X
ap-9466	124	11	19	19	NUM
ap-9466	124	12	]	]	PUNCT
ap-9466	124	13	.	.	PUNCT
ap-9466	125	1	2.1.2	2.1.2	X
ap-9466	125	2	.	.	PUNCT
ap-9466	125	3	random	random	ADJ
ap-9466	125	4	forest	forest	NOUN
ap-9466	125	5	random	random	ADJ
ap-9466	125	6	forest	forest	NOUN
ap-9466	125	7	regression	regression	NOUN
ap-9466	125	8	is	be	AUX
ap-9466	125	9	a	a	DET
ap-9466	125	10	supervised	supervised	ADJ
ap-9466	125	11	learning	learn	VERB
ap-9466	125	12	algorithm	algorithm	NOUN
ap-9466	125	13	that	that	PRON
ap-9466	125	14	uses	use	VERB
ap-9466	125	15	set	set	VERB
ap-9466	125	16	learning	learn	VERB
ap-9466	125	17	for	for	ADP
ap-9466	125	18	regression	regression	NOUN
ap-9466	125	19	.	.	PUNCT
ap-9466	126	1	compound	compound	NOUN
ap-9466	126	2	learning	learning	NOUN
ap-9466	126	3	is	be	AUX
ap-9466	126	4	a	a	DET
ap-9466	126	5	technique	technique	NOUN
ap-9466	126	6	that	that	PRON
ap-9466	126	7	combines	combine	VERB
ap-9466	126	8	predictions	prediction	NOUN
ap-9466	126	9	from	from	ADP
ap-9466	126	10	multiple	multiple	ADJ
ap-9466	126	11	machine	machine	NOUN
ap-9466	126	12	learning	learn	VERB
ap-9466	126	13	algorithms	algorithm	NOUN
ap-9466	126	14	to	to	PART
ap-9466	126	15	make	make	VERB
ap-9466	126	16	predictions	prediction	NOUN
ap-9466	126	17	that	that	PRON
ap-9466	126	18	are	be	AUX
ap-9466	126	19	more	more	ADV
ap-9466	126	20	accurate	accurate	ADJ
ap-9466	126	21	than	than	ADP
ap-9466	126	22	a	a	DET
ap-9466	126	23	single	single	ADJ
ap-9466	126	24	model	model	NOUN
ap-9466	126	25	.	.	PUNCT
ap-9466	127	1	random	random	ADJ
ap-9466	127	2	forest	forest	NOUN
ap-9466	127	3	regression	regression	NOUN
ap-9466	127	4	(	(	PUNCT
ap-9466	127	5	rfr	rfr	PROPN
ap-9466	127	6	)	)	PUNCT
ap-9466	127	7	is	be	AUX
ap-9466	127	8	a	a	DET
ap-9466	127	9	bagging	bagging	NOUN
ap-9466	127	10	-	-	PUNCT
ap-9466	127	11	based	base	VERB
ap-9466	127	12	ensemble	ensemble	ADJ
ap-9466	127	13	learning	learning	NOUN
ap-9466	127	14	method	method	NOUN
ap-9466	127	15	used	use	VERB
ap-9466	127	16	for	for	ADP
ap-9466	127	17	both	both	PRON
ap-9466	127	18	regression	regression	NOUN
ap-9466	127	19	and	and	CCONJ
ap-9466	127	20	classification	classification	NOUN
ap-9466	127	21	tasks	task	NOUN
ap-9466	127	22	.	.	PUNCT
ap-9466	128	1	in	in	ADP
ap-9466	128	2	rfr	rfr	PROPN
ap-9466	128	3	,	,	PUNCT
ap-9466	128	4	multiple	multiple	ADJ
ap-9466	128	5	individual	individual	ADJ
ap-9466	128	6	binary	binary	ADJ
ap-9466	128	7	decision	decision	NOUN
ap-9466	128	8	trees	tree	NOUN
ap-9466	128	9	are	be	AUX
ap-9466	128	10	constructed	construct	VERB
ap-9466	128	11	,	,	PUNCT
ap-9466	128	12	each	each	PRON
ap-9466	128	13	incorporating	incorporate	VERB
ap-9466	128	14	an	an	DET
ap-9466	128	15	element	element	NOUN
ap-9466	128	16	of	of	ADP
ap-9466	128	17	randomness	randomness	NOUN
ap-9466	128	18	.	.	PUNCT
ap-9466	129	1	this	this	DET
ap-9466	129	2	randomness	randomness	NOUN
ap-9466	129	3	encourages	encourage	VERB
ap-9466	129	4	the	the	DET
ap-9466	129	5	trees	tree	NOUN
ap-9466	129	6	to	to	PART
ap-9466	129	7	provide	provide	VERB
ap-9466	129	8	independent	independent	ADJ
ap-9466	129	9	estimates	estimate	NOUN
ap-9466	129	10	,	,	PUNCT
ap-9466	129	11	even	even	ADV
ap-9466	129	12	though	though	SCONJ
ap-9466	129	13	they	they	PRON
ap-9466	129	14	are	be	AUX
ap-9466	129	15	built	build	VERB
ap-9466	129	16	using	use	VERB
ap-9466	129	17	a	a	DET
ap-9466	129	18	deterministic	deterministic	ADJ
ap-9466	129	19	algorithm	algorithm	NOUN
ap-9466	129	20	and	and	CCONJ
ap-9466	129	21	a	a	DET
ap-9466	129	22	calibration	calibration	NOUN
ap-9466	129	23	dataset	dataset	VERB
ap-9466	130	1	[	[	X
ap-9466	130	2	20	20	NUM
ap-9466	130	3	]	]	PUNCT
ap-9466	130	4	.	.	PUNCT
ap-9466	131	1	2.1.3	2.1.3	NUM
ap-9466	131	2	.	.	PUNCT
ap-9466	131	3	gradient	gradient	ADJ
ap-9466	131	4	boosting	boost	VERB
ap-9466	131	5	machine	machine	NOUN
ap-9466	131	6	(	(	PUNCT
ap-9466	131	7	gbm	gbm	PROPN
ap-9466	131	8	)	)	PUNCT
ap-9466	131	9	the	the	DET
ap-9466	131	10	gradient	gradient	NOUN
ap-9466	131	11	boosting	boost	VERB
ap-9466	131	12	machine	machine	NOUN
ap-9466	131	13	(	(	PUNCT
ap-9466	131	14	gbm	gbm	NOUN
ap-9466	131	15	)	)	PUNCT
ap-9466	131	16	was	be	AUX
ap-9466	131	17	introduced	introduce	VERB
ap-9466	131	18	by	by	ADP
ap-9466	131	19	friedman	friedman	PROPN
ap-9466	131	20	.	.	PUNCT
ap-9466	132	1	it	it	PRON
ap-9466	132	2	adopts	adopt	VERB
ap-9466	132	3	a	a	DET
ap-9466	132	4	stage	stage	NOUN
ap-9466	132	5	-	-	PUNCT
ap-9466	132	6	wise	wise	ADJ
ap-9466	132	7	approach	approach	NOUN
ap-9466	132	8	to	to	ADP
ap-9466	132	9	building	build	VERB
ap-9466	132	10	and	and	CCONJ
ap-9466	132	11	updating	update	VERB
ap-9466	132	12	models	model	NOUN
ap-9466	132	13	to	to	PART
ap-9466	132	14	minimise	minimise	VERB
ap-9466	132	15	loss	loss	NOUN
ap-9466	132	16	functions	function	NOUN
ap-9466	132	17	.	.	PUNCT
ap-9466	133	1	by	by	ADP
ap-9466	133	2	using	use	VERB
ap-9466	133	3	the	the	DET
ap-9466	133	4	gradient	gradient	ADJ
ap-9466	133	5	descent	descent	NOUN
ap-9466	133	6	approach	approach	NOUN
ap-9466	133	7	,	,	PUNCT
ap-9466	133	8	gbm	gbm	PROPN
ap-9466	133	9	constructs	construct	NOUN
ap-9466	133	10	models	model	NOUN
ap-9466	133	11	based	base	VERB
ap-9466	133	12	on	on	ADP
ap-9466	133	13	the	the	DET
ap-9466	133	14	negative	negative	ADJ
ap-9466	133	15	partial	partial	ADJ
ap-9466	133	16	derivatives	derivative	NOUN
ap-9466	133	17	of	of	ADP
ap-9466	133	18	the	the	DET
ap-9466	133	19	loss	loss	NOUN
ap-9466	133	20	function	function	NOUN
ap-9466	133	21	.	.	PUNCT
ap-9466	134	1	the	the	DET
ap-9466	134	2	initial	initial	ADJ
ap-9466	134	3	model	model	NOUN
ap-9466	134	4	is	be	AUX
ap-9466	134	5	modified	modify	VERB
ap-9466	134	6	to	to	PART
ap-9466	134	7	fit	fit	VERB
ap-9466	134	8	the	the	DET
ap-9466	134	9	original	original	ADJ
ap-9466	134	10	data	datum	NOUN
ap-9466	134	11	and	and	CCONJ
ap-9466	134	12	then	then	ADV
ap-9466	134	13	adjusted	adjust	VERB
ap-9466	134	14	to	to	PART
ap-9466	134	15	account	account	VERB
ap-9466	134	16	for	for	ADP
ap-9466	134	17	the	the	DET
ap-9466	134	18	residuals	residual	NOUN
ap-9466	134	19	to	to	PART
ap-9466	134	20	address	address	VERB
ap-9466	134	21	the	the	DET
ap-9466	134	22	limitations	limitation	NOUN
ap-9466	134	23	of	of	ADP
ap-9466	134	24	the	the	DET
ap-9466	134	25	previous	previous	ADJ
ap-9466	134	26	model	model	NOUN
ap-9466	134	27	.	.	PUNCT
ap-9466	135	1	this	this	DET
ap-9466	135	2	iterative	iterative	NOUN
ap-9466	135	3	process	process	NOUN
ap-9466	135	4	continues	continue	VERB
ap-9466	135	5	until	until	SCONJ
ap-9466	135	6	a	a	DET
ap-9466	135	7	convergence	convergence	NOUN
ap-9466	135	8	criterion	criterion	NOUN
ap-9466	135	9	is	be	AUX
ap-9466	135	10	satisfied	satisfied	ADJ
ap-9466	135	11	[	[	X
ap-9466	135	12	21	21	NUM
ap-9466	135	13	]	]	PUNCT
ap-9466	135	14	.	.	PUNCT
ap-9466	136	1	2.1.4	2.1.4	NUM
ap-9466	136	2	.	.	PUNCT
ap-9466	136	3	extreme	extreme	ADJ
ap-9466	136	4	gradient	gradient	NOUN
ap-9466	136	5	boosting	boost	VERB
ap-9466	136	6	(	(	PUNCT
ap-9466	136	7	xgboost	xgboost	NUM
ap-9466	136	8	)	)	PUNCT
ap-9466	136	9	xgboost	xgboost	X
ap-9466	136	10	is	be	AUX
ap-9466	136	11	a	a	DET
ap-9466	136	12	prominent	prominent	ADJ
ap-9466	136	13	boosting	boosting	NOUN
ap-9466	136	14	method	method	NOUN
ap-9466	136	15	that	that	PRON
ap-9466	136	16	serves	serve	VERB
ap-9466	136	17	as	as	ADP
ap-9466	136	18	an	an	DET
ap-9466	136	19	extension	extension	NOUN
ap-9466	136	20	to	to	ADP
ap-9466	136	21	gbm	gbm	PROPN
ap-9466	136	22	.	.	PUNCT
ap-9466	137	1	its	its	PRON
ap-9466	137	2	key	key	ADJ
ap-9466	137	3	concept	concept	NOUN
ap-9466	137	4	involves	involve	VERB
ap-9466	137	5	sequentially	sequentially	ADV
ap-9466	137	6	building	build	VERB
ap-9466	137	7	regression	regression	NOUN
ap-9466	137	8	trees	tree	NOUN
ap-9466	137	9	,	,	PUNCT
ap-9466	137	10	where	where	SCONJ
ap-9466	137	11	each	each	DET
ap-9466	137	12	subsequent	subsequent	ADJ
ap-9466	137	13	tree	tree	NOUN
ap-9466	137	14	is	be	AUX
ap-9466	137	15	trained	train	VERB
ap-9466	137	16	using	use	VERB
ap-9466	137	17	the	the	DET
ap-9466	137	18	residuals	residual	NOUN
ap-9466	137	19	of	of	ADP
ap-9466	137	20	the	the	DET
ap-9466	137	21	previous	previous	ADJ
ap-9466	137	22	tree	tree	NOUN
ap-9466	137	23	.	.	PUNCT
ap-9466	138	1	this	this	DET
ap-9466	138	2	approach	approach	NOUN
ap-9466	138	3	prevents	prevent	VERB
ap-9466	138	4	overfitting	overfitte	VERB
ap-9466	138	5	and	and	CCONJ
ap-9466	138	6	optimises	optimise	VERB
ap-9466	138	7	the	the	DET
ap-9466	138	8	use	use	NOUN
ap-9466	138	9	of	of	ADP
ap-9466	138	10	computational	computational	ADJ
ap-9466	138	11	resources	resource	NOUN
ap-9466	138	12	.	.	PUNCT
ap-9466	139	1	xgboost	xgboost	PROPN
ap-9466	139	2	adopts	adopt	VERB
ap-9466	139	3	a	a	DET
ap-9466	139	4	level	level	NOUN
ap-9466	139	5	-	-	PUNCT
ap-9466	139	6	wise	wise	ADJ
ap-9466	139	7	learning	learning	NOUN
ap-9466	139	8	strategy	strategy	NOUN
ap-9466	139	9	,	,	PUNCT
ap-9466	139	10	selecting	selecting	NOUN
ap-9466	139	11	splits	split	VERB
ap-9466	139	12	that	that	DET
ap-9466	139	13	result	result	VERB
ap-9466	139	14	in	in	ADP
ap-9466	139	15	the	the	DET
ap-9466	139	16	greatest	great	ADJ
ap-9466	139	17	reduction	reduction	NOUN
ap-9466	139	18	in	in	ADP
ap-9466	139	19	loss	loss	NOUN
ap-9466	139	20	at	at	ADP
ap-9466	139	21	each	each	DET
ap-9466	139	22	leaf	leaf	NOUN
ap-9466	140	1	[	[	X
ap-9466	140	2	22	22	NUM
ap-9466	140	3	]	]	PUNCT
ap-9466	140	4	.	.	PUNCT
ap-9466	141	1	2.1.5	2.1.5	NUM
ap-9466	141	2	.	.	PUNCT
ap-9466	141	3	adaptive	adaptive	ADJ
ap-9466	141	4	boosting	boost	VERB
ap-9466	141	5	(	(	PUNCT
ap-9466	141	6	adaboost	adaboost	ADV
ap-9466	141	7	)	)	PUNCT
ap-9466	141	8	adaboost	adaboost	ADV
ap-9466	141	9	,	,	PUNCT
ap-9466	141	10	introduced	introduce	VERB
ap-9466	141	11	by	by	ADP
ap-9466	141	12	freund	freund	NOUN
ap-9466	141	13	and	and	CCONJ
ap-9466	141	14	schapire	schapire	NOUN
ap-9466	141	15	,	,	PUNCT
ap-9466	141	16	is	be	AUX
ap-9466	141	17	one	one	NUM
ap-9466	141	18	of	of	ADP
ap-9466	141	19	the	the	DET
ap-9466	141	20	pioneering	pioneering	ADJ
ap-9466	141	21	boosting	boost	VERB
ap-9466	141	22	methods	method	NOUN
ap-9466	141	23	.	.	PUNCT
ap-9466	142	1	it	it	PRON
ap-9466	142	2	uses	use	VERB
ap-9466	142	3	multiple	multiple	ADJ
ap-9466	142	4	decision	decision	NOUN
ap-9466	142	5	tree	tree	NOUN
ap-9466	142	6	regressors	regressor	NOUN
ap-9466	142	7	as	as	ADP
ap-9466	142	8	weak	weak	ADJ
ap-9466	142	9	learners	learner	NOUN
ap-9466	142	10	,	,	PUNCT
ap-9466	142	11	which	which	PRON
ap-9466	142	12	learn	learn	VERB
ap-9466	142	13	from	from	ADP
ap-9466	142	14	various	various	ADJ
ap-9466	142	15	attributes	attribute	NOUN
ap-9466	142	16	of	of	ADP
ap-9466	142	17	the	the	DET
ap-9466	142	18	dataset	dataset	NOUN
ap-9466	142	19	.	.	PUNCT
ap-9466	143	1	the	the	DET
ap-9466	143	2	essence	essence	NOUN
ap-9466	143	3	of	of	ADP
ap-9466	143	4	adaboost	adaboost	ADJ
ap-9466	143	5	lies	lie	NOUN
ap-9466	143	6	in	in	ADP
ap-9466	143	7	the	the	DET
ap-9466	143	8	sequential	sequential	ADJ
ap-9466	143	9	update	update	NOUN
ap-9466	143	10	of	of	ADP
ap-9466	143	11	parameters	parameter	NOUN
ap-9466	143	12	associated	associate	VERB
ap-9466	143	13	with	with	ADP
ap-9466	143	14	a	a	DET
ap-9466	143	15	specific	specific	ADJ
ap-9466	143	16	family	family	NOUN
ap-9466	143	17	of	of	ADP
ap-9466	143	18	functions	function	NOUN
ap-9466	143	19	.	.	PUNCT
ap-9466	144	1	by	by	ADP
ap-9466	144	2	iteratively	iteratively	ADV
ap-9466	144	3	incorporating	incorporate	VERB
ap-9466	144	4	new	new	ADJ
ap-9466	144	5	trees	tree	NOUN
ap-9466	144	6	,	,	PUNCT
ap-9466	144	7	the	the	DET
ap-9466	144	8	learning	learning	NOUN
ap-9466	144	9	process	process	NOUN
ap-9466	144	10	gradually	gradually	ADV
ap-9466	144	11	constructs	construct	VERB
ap-9466	144	12	a	a	DET
ap-9466	144	13	strong	strong	ADJ
ap-9466	144	14	learner	learner	NOUN
ap-9466	144	15	with	with	ADP
ap-9466	144	16	enhanced	enhanced	ADJ
ap-9466	144	17	predictive	predictive	ADJ
ap-9466	144	18	capabilities	capability	NOUN
ap-9466	144	19	[	[	X
ap-9466	144	20	23	23	NUM
ap-9466	144	21	]	]	PUNCT
ap-9466	144	22	.	.	PUNCT
ap-9466	145	1	2.1.6	2.1.6	X
ap-9466	145	2	.	.	PROPN
ap-9466	145	3	categorical	categorical	ADJ
ap-9466	145	4	gradient	gradient	NOUN
ap-9466	145	5	boosting	boost	VERB
ap-9466	145	6	(	(	PUNCT
ap-9466	145	7	catboost	catboost	NOUN
ap-9466	145	8	)	)	PUNCT
ap-9466	145	9	catboost	catboost	PROPN
ap-9466	145	10	,	,	PUNCT
ap-9466	145	11	introduced	introduce	VERB
ap-9466	145	12	by	by	ADP
ap-9466	145	13	dorogush	dorogush	PROPN
ap-9466	145	14	et	et	PROPN
ap-9466	145	15	al	al	PROPN
ap-9466	145	16	.	.	PROPN
ap-9466	145	17	,	,	PUNCT
ap-9466	145	18	is	be	AUX
ap-9466	145	19	a	a	DET
ap-9466	145	20	novel	novel	ADJ
ap-9466	145	21	gradient	gradient	NOUN
ap-9466	145	22	boosting	boost	VERB
ap-9466	145	23	method	method	NOUN
ap-9466	145	24	designed	design	VERB
ap-9466	145	25	to	to	PART
ap-9466	145	26	address	address	VERB
ap-9466	145	27	overfitting	overfitting	NOUN
ap-9466	145	28	and	and	CCONJ
ap-9466	145	29	optimise	optimise	ADJ
ap-9466	145	30	model	model	NOUN
ap-9466	145	31	efficiency	efficiency	NOUN
ap-9466	145	32	.	.	PUNCT
ap-9466	146	1	it	it	PRON
ap-9466	146	2	employs	employ	VERB
ap-9466	146	3	a	a	DET
ap-9466	146	4	balanced	balanced	ADJ
ap-9466	146	5	level	level	NOUN
ap-9466	146	6	-	-	PUNCT
ap-9466	146	7	wise	wise	ADJ
ap-9466	146	8	tree	tree	NOUN
ap-9466	146	9	growth	growth	NOUN
ap-9466	146	10	approach	approach	NOUN
ap-9466	146	11	,	,	PUNCT
ap-9466	146	12	which	which	PRON
ap-9466	146	13	leads	lead	VERB
ap-9466	146	14	to	to	ADP
ap-9466	146	15	faster	fast	ADJ
ap-9466	146	16	training	training	NOUN
ap-9466	146	17	times	time	NOUN
ap-9466	146	18	and	and	CCONJ
ap-9466	146	19	improved	improved	ADJ
ap-9466	146	20	performance	performance	NOUN
ap-9466	146	21	.	.	PUNCT
ap-9466	147	1	catboost	catboost	PROPN
ap-9466	147	2	uses	use	VERB
ap-9466	147	3	the	the	DET
ap-9466	147	4	entire	entire	ADJ
ap-9466	147	5	dataset	dataset	NOUN
ap-9466	147	6	for	for	ADP
ap-9466	147	7	training	training	NOUN
ap-9466	147	8	and	and	CCONJ
ap-9466	147	9	employs	employ	VERB
ap-9466	147	10	random	random	ADJ
ap-9466	147	11	permutations	permutation	NOUN
ap-9466	147	12	for	for	ADP
ap-9466	147	13	each	each	DET
ap-9466	147	14	example	example	NOUN
ap-9466	147	15	.	.	PUNCT
ap-9466	148	1	it	it	PRON
ap-9466	148	2	introduces	introduce	VERB
ap-9466	148	3	a	a	DET
ap-9466	148	4	new	new	ADJ
ap-9466	148	5	schema	schema	NOUN
ap-9466	148	6	for	for	ADP
ap-9466	148	7	calculating	calculate	VERB
ap-9466	148	8	leaf	leaf	NOUN
ap-9466	148	9	values	value	NOUN
ap-9466	148	10	during	during	ADP
ap-9466	148	11	the	the	DET
ap-9466	148	12	tree	tree	NOUN
ap-9466	148	13	structure	structure	NOUN
ap-9466	148	14	selection	selection	NOUN
ap-9466	148	15	,	,	PUNCT
ap-9466	148	16	effectively	effectively	ADV
ap-9466	148	17	overcoming	overcome	VERB
ap-9466	148	18	biased	biased	ADJ
ap-9466	148	19	gradient	gradient	ADJ
ap-9466	148	20	issues	issue	NOUN
ap-9466	148	21	typically	typically	ADV
ap-9466	148	22	encountered	encounter	VERB
ap-9466	148	23	in	in	ADP
ap-9466	148	24	traditional	traditional	ADJ
ap-9466	148	25	boosting	boost	VERB
ap-9466	148	26	algorithms	algorithm	NOUN
ap-9466	148	27	[	[	X
ap-9466	148	28	24	24	NUM
ap-9466	148	29	]	]	PUNCT
ap-9466	148	30	.	.	PUNCT
ap-9466	149	1	574	574	NUM
ap-9466	149	2	vol	vol	NOUN
ap-9466	149	3	.	.	PUNCT
ap-9466	150	1	64	64	NUM
ap-9466	150	2	no	no	NOUN
ap-9466	150	3	.	.	PUNCT
ap-9466	151	1	6/2024	6/2024	AUX
ap-9466	151	2	developing	develop	VERB
ap-9466	151	3	an	an	DET
ap-9466	151	4	effective	effective	ADJ
ap-9466	151	5	approach	approach	NOUN
ap-9466	151	6	to	to	PART
ap-9466	151	7	assess	assess	VERB
ap-9466	151	8	pavement	pavement	NOUN
ap-9466	151	9	condition	condition	NOUN
ap-9466	151	10	.	.	PUNCT
ap-9466	151	11	.	.	PUNCT
ap-9466	152	1	.	.	PUNCT
ap-9466	153	1	3	3	X
ap-9466	153	2	.	.	X
ap-9466	153	3	data	datum	NOUN
ap-9466	153	4	collection	collection	NOUN
ap-9466	153	5	and	and	CCONJ
ap-9466	153	6	processing	process	VERB
ap-9466	153	7	the	the	DET
ap-9466	153	8	specific	specific	ADJ
ap-9466	153	9	focus	focus	NOUN
ap-9466	153	10	of	of	ADP
ap-9466	153	11	this	this	DET
ap-9466	153	12	research	research	NOUN
ap-9466	153	13	was	be	AUX
ap-9466	153	14	on	on	ADP
ap-9466	153	15	the	the	DET
ap-9466	153	16	application	application	NOUN
ap-9466	153	17	of	of	ADP
ap-9466	153	18	ensemble	ensemble	ADJ
ap-9466	153	19	methods	method	NOUN
ap-9466	153	20	to	to	PART
ap-9466	153	21	predict	predict	VERB
ap-9466	153	22	the	the	DET
ap-9466	153	23	pci	pci	PROPN
ap-9466	153	24	based	base	VERB
ap-9466	153	25	on	on	ADP
ap-9466	153	26	iri	iri	PROPN
ap-9466	153	27	and	and	CCONJ
ap-9466	153	28	to	to	PART
ap-9466	153	29	evaluate	evaluate	VERB
ap-9466	153	30	the	the	DET
ap-9466	153	31	suitability	suitability	NOUN
ap-9466	153	32	of	of	ADP
ap-9466	153	33	the	the	DET
ap-9466	153	34	pavement	pavement	NOUN
ap-9466	153	35	for	for	ADP
ap-9466	153	36	hfst	hfst	NOUN
ap-9466	153	37	.	.	PUNCT
ap-9466	154	1	a	a	DET
ap-9466	154	2	total	total	NOUN
ap-9466	154	3	of	of	ADP
ap-9466	154	4	202	202	NUM
ap-9466	154	5	data	datum	NOUN
ap-9466	154	6	samples	sample	NOUN
ap-9466	154	7	were	be	AUX
ap-9466	154	8	used	use	VERB
ap-9466	154	9	to	to	PART
ap-9466	154	10	construct	construct	VERB
ap-9466	154	11	the	the	DET
ap-9466	154	12	initial	initial	ADJ
ap-9466	154	13	database	database	NOUN
ap-9466	154	14	and	and	CCONJ
ap-9466	154	15	the	the	DET
ap-9466	154	16	statistical	statistical	ADJ
ap-9466	154	17	analysis	analysis	NOUN
ap-9466	154	18	of	of	ADP
ap-9466	154	19	the	the	DET
ap-9466	154	20	dataset	dataset	NOUN
ap-9466	154	21	is	be	AUX
ap-9466	154	22	shown	show	VERB
ap-9466	154	23	in	in	ADP
ap-9466	154	24	tables	table	NOUN
ap-9466	154	25	1	1	NUM
ap-9466	154	26	and	and	CCONJ
ap-9466	154	27	2	2	NUM
ap-9466	154	28	.	.	X
ap-9466	155	1	these	these	DET
ap-9466	155	2	data	datum	NOUN
ap-9466	155	3	samples	sample	NOUN
ap-9466	155	4	were	be	AUX
ap-9466	155	5	obtained	obtain	VERB
ap-9466	155	6	from	from	ADP
ap-9466	155	7	various	various	ADJ
ap-9466	155	8	literature	literature	NOUN
ap-9466	155	9	sources	source	NOUN
ap-9466	155	10	,	,	PUNCT
ap-9466	155	11	specifically	specifically	ADV
ap-9466	155	12	chosen	choose	VERB
ap-9466	155	13	for	for	ADP
ap-9466	155	14	training	training	NOUN
ap-9466	155	15	and	and	CCONJ
ap-9466	155	16	evaluating	evaluate	VERB
ap-9466	155	17	machine	machine	NOUN
ap-9466	155	18	learning	learning	NOUN
ap-9466	155	19	models	model	NOUN
ap-9466	155	20	.	.	PUNCT
ap-9466	156	1	the	the	DET
ap-9466	156	2	violin	violin	NOUN
ap-9466	156	3	and	and	CCONJ
ap-9466	156	4	joint	joint	ADJ
ap-9466	156	5	grid	grid	NOUN
ap-9466	156	6	graphs	graph	NOUN
ap-9466	156	7	of	of	ADP
ap-9466	156	8	the	the	DET
ap-9466	156	9	data	data	NOUN
ap-9466	156	10	points	point	NOUN
ap-9466	156	11	are	be	AUX
ap-9466	156	12	shown	show	VERB
ap-9466	156	13	in	in	ADP
ap-9466	156	14	figure	figure	NOUN
ap-9466	156	15	2	2	NUM
ap-9466	156	16	and	and	CCONJ
ap-9466	156	17	3	3	NUM
ap-9466	156	18	.	.	PUNCT
ap-9466	156	19	data	datum	NOUN
ap-9466	156	20	visualisation	visualisation	NOUN
ap-9466	156	21	can	can	AUX
ap-9466	156	22	be	be	AUX
ap-9466	156	23	a	a	DET
ap-9466	156	24	valuable	valuable	ADJ
ap-9466	156	25	tool	tool	NOUN
ap-9466	156	26	for	for	ADP
ap-9466	156	27	understanding	understand	VERB
ap-9466	156	28	qualitative	qualitative	ADJ
ap-9466	156	29	data	datum	NOUN
ap-9466	156	30	.	.	PUNCT
ap-9466	157	1	this	this	DET
ap-9466	157	2	tool	tool	NOUN
ap-9466	157	3	can	can	AUX
ap-9466	157	4	be	be	AUX
ap-9466	157	5	used	use	VERB
ap-9466	157	6	to	to	PART
ap-9466	157	7	extract	extract	VERB
ap-9466	157	8	information	information	NOUN
ap-9466	157	9	from	from	ADP
ap-9466	157	10	datasets	dataset	NOUN
ap-9466	157	11	and	and	CCONJ
ap-9466	157	12	to	to	PART
ap-9466	157	13	identify	identify	VERB
ap-9466	157	14	patterns	pattern	NOUN
ap-9466	157	15	,	,	PUNCT
ap-9466	157	16	corrupted	corrupted	ADJ
ap-9466	157	17	data	datum	NOUN
ap-9466	157	18	,	,	PUNCT
ap-9466	157	19	and	and	CCONJ
ap-9466	157	20	other	other	ADJ
ap-9466	157	21	anomalies	anomaly	NOUN
ap-9466	157	22	.	.	PUNCT
ap-9466	158	1	the	the	DET
ap-9466	158	2	violin	violin	NOUN
ap-9466	158	3	plots	plot	NOUN
ap-9466	158	4	revealed	reveal	VERB
ap-9466	158	5	interesting	interesting	ADJ
ap-9466	158	6	patterns	pattern	NOUN
ap-9466	158	7	in	in	ADP
ap-9466	158	8	the	the	DET
ap-9466	158	9	data	data	NOUN
ap-9466	158	10	distribution	distribution	NOUN
ap-9466	158	11	of	of	ADP
ap-9466	158	12	the	the	DET
ap-9466	158	13	iri	iri	NOUN
ap-9466	158	14	and	and	CCONJ
ap-9466	158	15	pci	pci	ADJ
ap-9466	158	16	variables	variable	NOUN
ap-9466	158	17	.	.	PUNCT
ap-9466	159	1	for	for	ADP
ap-9466	159	2	the	the	DET
ap-9466	159	3	iri	iri	NOUN
ap-9466	159	4	,	,	PUNCT
ap-9466	159	5	the	the	DET
ap-9466	159	6	plot	plot	NOUN
ap-9466	159	7	showcased	showcase	VERB
ap-9466	159	8	a	a	DET
ap-9466	159	9	multimodal	multimodal	ADJ
ap-9466	159	10	distribution	distribution	NOUN
ap-9466	159	11	,	,	PUNCT
ap-9466	159	12	suggesting	suggest	VERB
ap-9466	159	13	the	the	DET
ap-9466	159	14	presence	presence	NOUN
ap-9466	159	15	of	of	ADP
ap-9466	159	16	different	different	ADJ
ap-9466	159	17	road	road	NOUN
ap-9466	159	18	conditions	condition	NOUN
ap-9466	159	19	within	within	ADP
ap-9466	159	20	the	the	DET
ap-9466	159	21	dataset	dataset	NOUN
ap-9466	159	22	.	.	PUNCT
ap-9466	160	1	additionally	additionally	ADV
ap-9466	160	2	,	,	PUNCT
ap-9466	160	3	the	the	DET
ap-9466	160	4	violin	violin	NOUN
ap-9466	160	5	plot	plot	NOUN
ap-9466	160	6	for	for	ADP
ap-9466	160	7	the	the	DET
ap-9466	160	8	pci	pci	PROPN
ap-9466	160	9	demonstrated	demonstrate	VERB
ap-9466	160	10	a	a	DET
ap-9466	160	11	relatively	relatively	ADV
ap-9466	160	12	normal	normal	ADJ
ap-9466	160	13	distribution	distribution	NOUN
ap-9466	160	14	,	,	PUNCT
ap-9466	160	15	indicating	indicate	VERB
ap-9466	160	16	a	a	DET
ap-9466	160	17	more	more	ADV
ap-9466	160	18	consistent	consistent	ADJ
ap-9466	160	19	range	range	NOUN
ap-9466	160	20	of	of	ADP
ap-9466	160	21	pavement	pavement	NOUN
ap-9466	160	22	conditions	condition	NOUN
ap-9466	160	23	.	.	PUNCT
ap-9466	161	1	these	these	DET
ap-9466	161	2	findings	finding	NOUN
ap-9466	161	3	highlighted	highlight	VERB
ap-9466	161	4	the	the	DET
ap-9466	161	5	inherent	inherent	ADJ
ap-9466	161	6	variability	variability	NOUN
ap-9466	161	7	in	in	ADP
ap-9466	161	8	road	road	NOUN
ap-9466	161	9	roughness	roughness	NOUN
ap-9466	161	10	and	and	CCONJ
ap-9466	161	11	pavement	pavement	NOUN
ap-9466	161	12	condition	condition	NOUN
ap-9466	161	13	across	across	ADP
ap-9466	161	14	the	the	DET
ap-9466	161	15	studied	studied	ADJ
ap-9466	161	16	locations	location	NOUN
ap-9466	161	17	.	.	PUNCT
ap-9466	162	1	the	the	DET
ap-9466	162	2	joint	joint	ADJ
ap-9466	162	3	grid	grid	NOUN
ap-9466	162	4	plot	plot	NOUN
ap-9466	162	5	provided	provide	VERB
ap-9466	162	6	valuable	valuable	ADJ
ap-9466	162	7	insights	insight	NOUN
ap-9466	162	8	into	into	ADP
ap-9466	162	9	the	the	DET
ap-9466	162	10	relationship	relationship	NOUN
ap-9466	162	11	between	between	ADP
ap-9466	162	12	iri	iri	PROPN
ap-9466	162	13	and	and	CCONJ
ap-9466	162	14	pci	pci	PROPN
ap-9466	162	15	.	.	PUNCT
ap-9466	163	1	the	the	DET
ap-9466	163	2	scatterplot	scatterplot	NOUN
ap-9466	163	3	in	in	ADP
ap-9466	163	4	the	the	DET
ap-9466	163	5	joint	joint	ADJ
ap-9466	163	6	grid	grid	NOUN
ap-9466	163	7	plot	plot	NOUN
ap-9466	163	8	displayed	display	VERB
ap-9466	163	9	the	the	DET
ap-9466	163	10	individual	individual	ADJ
ap-9466	163	11	data	data	NOUN
ap-9466	163	12	points	point	NOUN
ap-9466	163	13	,	,	PUNCT
ap-9466	163	14	illustrating	illustrate	VERB
ap-9466	163	15	the	the	DET
ap-9466	163	16	varying	vary	VERB
ap-9466	163	17	combinations	combination	NOUN
ap-9466	163	18	of	of	ADP
ap-9466	163	19	road	road	NOUN
ap-9466	163	20	roughness	roughness	NOUN
ap-9466	163	21	and	and	CCONJ
ap-9466	163	22	pavement	pavement	NOUN
ap-9466	163	23	condition	condition	NOUN
ap-9466	163	24	.	.	PUNCT
ap-9466	164	1	interestingly	interestingly	ADV
ap-9466	164	2	,	,	PUNCT
ap-9466	164	3	a	a	DET
ap-9466	164	4	visible	visible	ADJ
ap-9466	164	5	trend	trend	NOUN
ap-9466	164	6	emerged	emerge	VERB
ap-9466	164	7	,	,	PUNCT
ap-9466	164	8	indicating	indicate	VERB
ap-9466	164	9	a	a	DET
ap-9466	164	10	moderate	moderate	ADJ
ap-9466	164	11	positive	positive	ADJ
ap-9466	164	12	correlation	correlation	NOUN
ap-9466	164	13	between	between	ADP
ap-9466	164	14	the	the	DET
ap-9466	164	15	iri	iri	NOUN
ap-9466	164	16	and	and	CCONJ
ap-9466	164	17	pci	pci	ADJ
ap-9466	164	18	variables	variable	NOUN
ap-9466	164	19	.	.	PUNCT
ap-9466	165	1	there	there	PRON
ap-9466	165	2	is	be	VERB
ap-9466	165	3	a	a	DET
ap-9466	165	4	dense	dense	ADJ
ap-9466	165	5	cluster	cluster	NOUN
ap-9466	165	6	of	of	ADP
ap-9466	165	7	points	point	NOUN
ap-9466	165	8	towards	towards	ADP
ap-9466	165	9	the	the	DET
ap-9466	165	10	lower	low	ADJ
ap-9466	165	11	end	end	NOUN
ap-9466	165	12	of	of	ADP
ap-9466	165	13	the	the	DET
ap-9466	165	14	iri	iri	NOUN
ap-9466	165	15	values	value	NOUN
ap-9466	165	16	(	(	PUNCT
ap-9466	165	17	around	around	ADV
ap-9466	165	18	1	1	NUM
ap-9466	165	19	to	to	PART
ap-9466	165	20	3	3	NUM
ap-9466	165	21	)	)	PUNCT
ap-9466	165	22	and	and	CCONJ
ap-9466	165	23	higher	high	ADJ
ap-9466	165	24	pci	pci	ADJ
ap-9466	165	25	values	value	NOUN
ap-9466	165	26	(	(	PUNCT
ap-9466	165	27	around	around	ADV
ap-9466	165	28	80	80	NUM
ap-9466	165	29	to	to	PART
ap-9466	165	30	100	100	NUM
ap-9466	165	31	)	)	PUNCT
ap-9466	165	32	.	.	PUNCT
ap-9466	166	1	as	as	SCONJ
ap-9466	166	2	the	the	DET
ap-9466	166	3	iri	iri	NOUN
ap-9466	166	4	values	value	NOUN
ap-9466	166	5	increase	increase	VERB
ap-9466	166	6	beyond	beyond	ADP
ap-9466	166	7	3	3	NUM
ap-9466	166	8	,	,	PUNCT
ap-9466	166	9	the	the	DET
ap-9466	166	10	pci	pci	ADJ
ap-9466	166	11	values	value	NOUN
ap-9466	166	12	decrease	decrease	NOUN
ap-9466	166	13	and	and	CCONJ
ap-9466	166	14	the	the	DET
ap-9466	166	15	data	data	NOUN
ap-9466	166	16	points	point	NOUN
ap-9466	166	17	become	become	VERB
ap-9466	166	18	sparser	sparse	ADJ
ap-9466	166	19	.	.	PUNCT
ap-9466	167	1	this	this	DET
ap-9466	167	2	finding	finding	NOUN
ap-9466	167	3	suggested	suggest	VERB
ap-9466	167	4	that	that	SCONJ
ap-9466	167	5	higher	high	ADJ
ap-9466	167	6	road	road	NOUN
ap-9466	167	7	roughness	roughness	NOUN
ap-9466	167	8	tends	tend	VERB
ap-9466	167	9	to	to	PART
ap-9466	167	10	be	be	AUX
ap-9466	167	11	associated	associate	VERB
ap-9466	167	12	with	with	ADP
ap-9466	167	13	lower	low	ADJ
ap-9466	167	14	pavement	pavement	NOUN
ap-9466	167	15	condition	condition	NOUN
ap-9466	167	16	scores	score	NOUN
ap-9466	167	17	.	.	PUNCT
ap-9466	168	1	such	such	ADJ
ap-9466	168	2	information	information	NOUN
ap-9466	168	3	can	can	AUX
ap-9466	168	4	aid	aid	VERB
ap-9466	168	5	decision	decision	NOUN
ap-9466	168	6	-	-	PUNCT
ap-9466	168	7	makers	maker	NOUN
ap-9466	168	8	in	in	ADP
ap-9466	168	9	prioritising	prioritise	VERB
ap-9466	168	10	maintenance	maintenance	NOUN
ap-9466	168	11	and	and	CCONJ
ap-9466	168	12	rehabilitation	rehabilitation	NOUN
ap-9466	168	13	efforts	effort	NOUN
ap-9466	168	14	for	for	ADP
ap-9466	168	15	road	road	NOUN
ap-9466	168	16	networks	network	NOUN
ap-9466	168	17	.	.	PUNCT
ap-9466	169	1	data	datum	NOUN
ap-9466	169	2	splitting	splitting	NOUN
ap-9466	169	3	strategies	strategy	NOUN
ap-9466	169	4	were	be	AUX
ap-9466	169	5	adopted	adopt	VERB
ap-9466	169	6	to	to	PART
ap-9466	169	7	build	build	VERB
ap-9466	169	8	and	and	CCONJ
ap-9466	169	9	evaluate	evaluate	VERB
ap-9466	169	10	ml	ml	NOUN
ap-9466	169	11	models	model	NOUN
ap-9466	169	12	.	.	PUNCT
ap-9466	170	1	the	the	DET
ap-9466	170	2	dataset	dataset	NOUN
ap-9466	170	3	was	be	AUX
ap-9466	170	4	divided	divide	VERB
ap-9466	170	5	into	into	ADP
ap-9466	170	6	two	two	NUM
ap-9466	170	7	parts	part	NOUN
ap-9466	170	8	:	:	PUNCT
ap-9466	170	9	the	the	DET
ap-9466	170	10	training	training	NOUN
ap-9466	170	11	sample	sample	NOUN
ap-9466	170	12	,	,	PUNCT
ap-9466	170	13	which	which	PRON
ap-9466	170	14	comprised	comprise	VERB
ap-9466	170	15	80	80	NUM
ap-9466	170	16	%	%	NOUN
ap-9466	170	17	of	of	ADP
ap-9466	170	18	the	the	DET
ap-9466	170	19	data	datum	NOUN
ap-9466	170	20	,	,	PUNCT
ap-9466	170	21	and	and	CCONJ
ap-9466	170	22	the	the	DET
ap-9466	170	23	test	test	NOUN
ap-9466	170	24	sample	sample	NOUN
ap-9466	170	25	,	,	PUNCT
ap-9466	170	26	which	which	PRON
ap-9466	170	27	comprised	comprise	VERB
ap-9466	170	28	the	the	DET
ap-9466	170	29	remaining	remain	VERB
ap-9466	170	30	20	20	NUM
ap-9466	170	31	%	%	NOUN
ap-9466	170	32	.	.	PUNCT
ap-9466	171	1	various	various	ADJ
ap-9466	171	2	ensemble	ensemble	ADJ
ap-9466	171	3	methods	method	NOUN
ap-9466	171	4	were	be	AUX
ap-9466	171	5	used	use	VERB
ap-9466	171	6	during	during	ADP
ap-9466	171	7	this	this	DET
ap-9466	171	8	phase	phase	NOUN
ap-9466	171	9	,	,	PUNCT
ap-9466	171	10	leveraging	leverage	VERB
ap-9466	171	11	the	the	DET
ap-9466	171	12	training	training	NOUN
ap-9466	171	13	data	datum	NOUN
ap-9466	171	14	to	to	PART
ap-9466	171	15	learn	learn	VERB
ap-9466	171	16	the	the	DET
ap-9466	171	17	underlying	underlie	VERB
ap-9466	171	18	patterns	pattern	NOUN
ap-9466	171	19	and	and	CCONJ
ap-9466	171	20	relationships	relationship	NOUN
ap-9466	171	21	between	between	ADP
ap-9466	171	22	the	the	DET
ap-9466	171	23	input	input	NOUN
ap-9466	171	24	feature	feature	NOUN
ap-9466	171	25	iri	iri	NOUN
ap-9466	171	26	and	and	CCONJ
ap-9466	171	27	the	the	DET
ap-9466	171	28	pci	pci	PROPN
ap-9466	171	29	.	.	PUNCT
ap-9466	172	1	once	once	SCONJ
ap-9466	172	2	the	the	DET
ap-9466	172	3	model	model	NOUN
ap-9466	172	4	was	be	AUX
ap-9466	172	5	built	build	VERB
ap-9466	172	6	,	,	PUNCT
ap-9466	172	7	the	the	DET
ap-9466	172	8	performance	performance	NOUN
ap-9466	172	9	was	be	AUX
ap-9466	172	10	evaluated	evaluate	VERB
ap-9466	172	11	using	use	VERB
ap-9466	172	12	the	the	DET
ap-9466	172	13	test	test	NOUN
ap-9466	172	14	sample	sample	NOUN
ap-9466	172	15	,	,	PUNCT
ap-9466	172	16	which	which	PRON
ap-9466	172	17	was	be	AUX
ap-9466	172	18	kept	keep	VERB
ap-9466	172	19	separate	separate	ADJ
ap-9466	172	20	during	during	ADP
ap-9466	172	21	the	the	DET
ap-9466	172	22	training	training	NOUN
ap-9466	172	23	phase	phase	NOUN
ap-9466	172	24	.	.	PUNCT
ap-9466	173	1	the	the	DET
ap-9466	173	2	test	test	NOUN
ap-9466	173	3	sample	sample	NOUN
ap-9466	173	4	was	be	AUX
ap-9466	173	5	subjected	subject	VERB
ap-9466	173	6	to	to	ADP
ap-9466	173	7	the	the	DET
ap-9466	173	8	application	application	NOUN
ap-9466	173	9	of	of	ADP
ap-9466	173	10	the	the	DET
ap-9466	173	11	trained	train	VERB
ap-9466	173	12	model	model	NOUN
ap-9466	173	13	to	to	PART
ap-9466	173	14	assess	assess	VERB
ap-9466	173	15	its	its	PRON
ap-9466	173	16	ability	ability	NOUN
ap-9466	173	17	to	to	PART
ap-9466	173	18	accurately	accurately	ADV
ap-9466	173	19	predict	predict	VERB
ap-9466	173	20	pci	pci	PROPN
ap-9466	173	21	based	base	VERB
ap-9466	173	22	on	on	ADP
ap-9466	173	23	the	the	DET
ap-9466	173	24	input	input	NOUN
ap-9466	173	25	data	datum	NOUN
ap-9466	173	26	provided	provide	VERB
ap-9466	173	27	.	.	PUNCT
ap-9466	174	1	to	to	PART
ap-9466	174	2	further	far	ADV
ap-9466	174	3	validate	validate	VERB
ap-9466	174	4	the	the	DET
ap-9466	174	5	practical	practical	ADJ
ap-9466	174	6	application	application	NOUN
ap-9466	174	7	of	of	ADP
ap-9466	174	8	the	the	DET
ap-9466	174	9	developed	develop	VERB
ap-9466	174	10	models	model	NOUN
ap-9466	174	11	,	,	PUNCT
ap-9466	174	12	a	a	DET
ap-9466	174	13	case	case	NOUN
ap-9466	174	14	study	study	NOUN
ap-9466	174	15	was	be	AUX
ap-9466	174	16	conducted	conduct	VERB
ap-9466	174	17	.	.	PUNCT
ap-9466	175	1	the	the	DET
ap-9466	175	2	models	model	NOUN
ap-9466	175	3	were	be	AUX
ap-9466	175	4	employed	employ	VERB
ap-9466	175	5	to	to	PART
ap-9466	175	6	predict	predict	VERB
ap-9466	175	7	the	the	DET
ap-9466	175	8	pci	pci	NOUN
ap-9466	175	9	of	of	ADP
ap-9466	175	10	a	a	DET
ap-9466	175	11	specific	specific	ADJ
ap-9466	175	12	section	section	NOUN
ap-9466	175	13	,	,	PUNCT
ap-9466	175	14	using	use	VERB
ap-9466	175	15	the	the	DET
ap-9466	175	16	corresponding	corresponding	ADJ
ap-9466	175	17	input	input	NOUN
ap-9466	175	18	data	datum	NOUN
ap-9466	175	19	.	.	PUNCT
ap-9466	176	1	predeid	predeid	PROPN
ap-9466	176	2	iri	iri	PROPN
ap-9466	176	3	pci	pci	PROPN
ap-9466	176	4	ref	ref	NOUN
ap-9466	176	5	1	1	NUM
ap-9466	176	6	2.17	2.17	NUM
ap-9466	176	7	61	61	NUM
ap-9466	176	8	park	park	NOUN
ap-9466	176	9	et	et	PROPN
ap-9466	176	10	al	al	PROPN
ap-9466	176	11	.	.	PUNCT
ap-9466	177	1	[	[	X
ap-9466	177	2	12	12	NUM
ap-9466	177	3	]	]	SYM
ap-9466	177	4	2	2	NUM
ap-9466	177	5	1.2	1.2	NUM
ap-9466	177	6	89	89	NUM
ap-9466	177	7	park	park	NOUN
ap-9466	177	8	et	et	PROPN
ap-9466	177	9	al	al	PROPN
ap-9466	177	10	.	.	PUNCT
ap-9466	178	1	[	[	X
ap-9466	178	2	12	12	NUM
ap-9466	178	3	]	]	SYM
ap-9466	178	4	3	3	NUM
ap-9466	178	5	1.43	1.43	NUM
ap-9466	178	6	61	61	NUM
ap-9466	178	7	park	park	NOUN
ap-9466	178	8	et	et	PROPN
ap-9466	178	9	al	al	PROPN
ap-9466	178	10	.	.	PUNCT
ap-9466	179	1	[	[	X
ap-9466	179	2	12	12	NUM
ap-9466	179	3	]	]	SYM
ap-9466	179	4	4	4	NUM
ap-9466	179	5	2.38	2.38	NUM
ap-9466	179	6	71.87	71.87	NUM
ap-9466	179	7	hasibuan	hasibuan	NOUN
ap-9466	179	8	[	[	X
ap-9466	179	9	25	25	NUM
ap-9466	179	10	]	]	SYM
ap-9466	179	11	5	5	NUM
ap-9466	179	12	5.45	5.45	NUM
ap-9466	179	13	75.29	75.29	NUM
ap-9466	179	14	hasibuan	hasibuan	X
ap-9466	179	15	[	[	X
ap-9466	179	16	25	25	NUM
ap-9466	179	17	]	]	SYM
ap-9466	179	18	6	6	NUM
ap-9466	179	19	1.07	1.07	NUM
ap-9466	179	20	92	92	NUM
ap-9466	179	21	l.	l.	NOUN
ap-9466	179	22	girardi	girardi	PROPN
ap-9466	179	23	omar	omar	PROPN
ap-9466	179	24	[	[	X
ap-9466	179	25	26	26	NUM
ap-9466	179	26	]	]	SYM
ap-9466	179	27	7	7	NUM
ap-9466	179	28	1.05	1.05	NUM
ap-9466	179	29	93	93	NUM
ap-9466	179	30	l.	l.	PROPN
ap-9466	179	31	girardi	girardi	PROPN
ap-9466	179	32	omar	omar	PROPN
ap-9466	180	1	[	[	X
ap-9466	180	2	26	26	NUM
ap-9466	180	3	]	]	SYM
ap-9466	180	4	8	8	NUM
ap-9466	180	5	5.45	5.45	NUM
ap-9466	180	6	75.29	75.29	NUM
ap-9466	180	7	arhin	arhin	NOUN
ap-9466	180	8	and	and	CCONJ
ap-9466	180	9	noel	noel	NOUN
ap-9466	181	1	[	[	X
ap-9466	181	2	13	13	NUM
ap-9466	181	3	]	]	SYM
ap-9466	181	4	9	9	NUM
ap-9466	181	5	3.6	3.6	NUM
ap-9466	181	6	60.86	60.86	NUM
ap-9466	181	7	arhin	arhin	NOUN
ap-9466	181	8	and	and	CCONJ
ap-9466	181	9	noel	noel	NOUN
ap-9466	182	1	[	[	X
ap-9466	182	2	13	13	NUM
ap-9466	182	3	]	]	SYM
ap-9466	182	4	10	10	NUM
ap-9466	182	5	3.36	3.36	NUM
ap-9466	182	6	32	32	NUM
ap-9466	182	7	ali	ali	PROPN
ap-9466	182	8	et	et	PROPN
ap-9466	182	9	al	al	PROPN
ap-9466	182	10	.	.	PUNCT
ap-9466	183	1	[	[	X
ap-9466	183	2	27	27	NUM
ap-9466	183	3	]	]	SYM
ap-9466	183	4	11	11	NUM
ap-9466	183	5	4.35	4.35	NUM
ap-9466	183	6	34.5	34.5	NUM
ap-9466	183	7	ali	ali	X
ap-9466	183	8	et	et	PROPN
ap-9466	183	9	al	al	PROPN
ap-9466	183	10	.	.	PUNCT
ap-9466	184	1	[	[	X
ap-9466	184	2	27	27	NUM
ap-9466	184	3	]	]	SYM
ap-9466	184	4	12	12	NUM
ap-9466	184	5	0.89	0.89	NUM
ap-9466	184	6	76.82	76.82	NUM
ap-9466	184	7	dewan	dewan	PROPN
ap-9466	184	8	and	and	CCONJ
ap-9466	184	9	smith	smith	NOUN
ap-9466	184	10	[	[	X
ap-9466	184	11	28	28	NUM
ap-9466	184	12	]	]	PUNCT
ap-9466	184	13	table	table	NOUN
ap-9466	184	14	1	1	NUM
ap-9466	184	15	.	.	NUM
ap-9466	184	16	selected	select	VERB
ap-9466	184	17	dataset	dataset	NOUN
ap-9466	184	18	.	.	PUNCT
ap-9466	185	1	iri	iri	PROPN
ap-9466	185	2	pci	pci	PROPN
ap-9466	185	3	count	count	NOUN
ap-9466	185	4	202	202	NUM
ap-9466	185	5	202	202	NUM
ap-9466	185	6	mean	mean	NOUN
ap-9466	185	7	1.77	1.77	NUM
ap-9466	185	8	77.56	77.56	NUM
ap-9466	185	9	std	std	NOUN
ap-9466	185	10	1.20	1.20	NUM
ap-9466	185	11	14.24	14.24	NUM
ap-9466	185	12	min	min	NOUN
ap-9466	185	13	0.72	0.72	NUM
ap-9466	185	14	31	31	NUM
ap-9466	185	15	25	25	NUM
ap-9466	185	16	%	%	NOUN
ap-9466	185	17	1	1	NUM
ap-9466	185	18	69	69	NUM
ap-9466	185	19	50	50	NUM
ap-9466	185	20	%	%	NOUN
ap-9466	185	21	1.29	1.29	NUM
ap-9466	185	22	76.01	76.01	NUM
ap-9466	185	23	75	75	NUM
ap-9466	185	24	%	%	NOUN
ap-9466	185	25	2.03	2.03	NUM
ap-9466	185	26	88.53	88.53	NUM
ap-9466	185	27	max	max	PROPN
ap-9466	185	28	5.86	5.86	NUM
ap-9466	185	29	100	100	NUM
ap-9466	185	30	table	table	NOUN
ap-9466	185	31	2	2	NUM
ap-9466	185	32	.	.	PUNCT
ap-9466	185	33	statistical	statistical	ADJ
ap-9466	185	34	properties	property	NOUN
ap-9466	185	35	of	of	ADP
ap-9466	185	36	dataset	dataset	NOUN
ap-9466	185	37	.	.	PUNCT
ap-9466	186	1	fined	fine	VERB
ap-9466	186	2	thresholds	threshold	NOUN
ap-9466	186	3	for	for	ADP
ap-9466	186	4	iri	iri	NOUN
ap-9466	186	5	and	and	CCONJ
ap-9466	186	6	pci	pci	ADJ
ap-9466	186	7	,	,	PUNCT
ap-9466	186	8	as	as	SCONJ
ap-9466	186	9	mentioned	mention	VERB
ap-9466	186	10	in	in	ADP
ap-9466	186	11	the	the	DET
ap-9466	186	12	literature	literature	NOUN
ap-9466	186	13	,	,	PUNCT
ap-9466	186	14	were	be	AUX
ap-9466	186	15	used	use	VERB
ap-9466	186	16	for	for	ADP
ap-9466	186	17	comparing	compare	VERB
ap-9466	186	18	the	the	DET
ap-9466	186	19	predicted	predict	VERB
ap-9466	186	20	pci	pci	ADJ
ap-9466	186	21	values	value	NOUN
ap-9466	186	22	.	.	PUNCT
ap-9466	187	1	this	this	DET
ap-9466	187	2	comparison	comparison	NOUN
ap-9466	187	3	allowed	allow	VERB
ap-9466	187	4	to	to	PART
ap-9466	187	5	ascertain	ascertain	VERB
ap-9466	187	6	the	the	DET
ap-9466	187	7	suitability	suitability	NOUN
ap-9466	187	8	of	of	ADP
ap-9466	187	9	the	the	DET
ap-9466	187	10	section	section	NOUN
ap-9466	187	11	for	for	ADP
ap-9466	187	12	the	the	DET
ap-9466	187	13	application	application	NOUN
ap-9466	187	14	of	of	ADP
ap-9466	187	15	hfst	hfst	NOUN
ap-9466	187	16	.	.	PUNCT
ap-9466	188	1	4	4	X
ap-9466	188	2	.	.	NOUN
ap-9466	188	3	results	result	NOUN
ap-9466	188	4	and	and	CCONJ
ap-9466	188	5	discussion	discussion	NOUN
ap-9466	188	6	accurate	accurate	ADJ
ap-9466	188	7	prediction	prediction	NOUN
ap-9466	188	8	models	model	NOUN
ap-9466	188	9	were	be	AUX
ap-9466	188	10	trained	train	VERB
ap-9466	188	11	using	use	VERB
ap-9466	188	12	a	a	DET
ap-9466	188	13	dataset	dataset	NOUN
ap-9466	188	14	of	of	ADP
ap-9466	188	15	continuous	continuous	ADJ
ap-9466	188	16	input	input	NOUN
ap-9466	188	17	and	and	CCONJ
ap-9466	188	18	labelled	label	VERB
ap-9466	188	19	output	output	NOUN
ap-9466	188	20	data	datum	NOUN
ap-9466	188	21	.	.	PUNCT
ap-9466	189	1	the	the	DET
ap-9466	189	2	focus	focus	NOUN
ap-9466	189	3	was	be	AUX
ap-9466	189	4	on	on	ADP
ap-9466	189	5	supervised	supervised	ADJ
ap-9466	189	6	machine	machine	NOUN
ap-9466	189	7	learning	learning	NOUN
ap-9466	189	8	algorithms	algorithm	NOUN
ap-9466	189	9	,	,	PUNCT
ap-9466	189	10	with	with	ADP
ap-9466	189	11	specific	specific	ADJ
ap-9466	189	12	attention	attention	NOUN
ap-9466	189	13	given	give	VERB
ap-9466	189	14	to	to	ADP
ap-9466	189	15	ensemble	ensemble	ADJ
ap-9466	189	16	models	model	NOUN
ap-9466	189	17	.	.	PUNCT
ap-9466	190	1	six	six	NUM
ap-9466	190	2	ensemble	ensemble	ADJ
ap-9466	190	3	models	model	NOUN
ap-9466	190	4	,	,	PUNCT
ap-9466	190	5	namely	namely	ADV
ap-9466	190	6	the	the	DET
ap-9466	190	7	decision	decision	NOUN
ap-9466	190	8	tree	tree	NOUN
ap-9466	190	9	,	,	PUNCT
ap-9466	190	10	random	random	ADJ
ap-9466	190	11	forest	forest	NOUN
ap-9466	190	12	,	,	PUNCT
ap-9466	190	13	gbm	gbm	PROPN
ap-9466	190	14	,	,	PUNCT
ap-9466	190	15	xgboost	xgboost	ADV
ap-9466	190	16	,	,	PUNCT
ap-9466	190	17	adaboost	adaboost	ADV
ap-9466	190	18	and	and	CCONJ
ap-9466	190	19	catboost	catboost	ADJ
ap-9466	190	20	,	,	PUNCT
ap-9466	190	21	were	be	AUX
ap-9466	190	22	used	use	VERB
ap-9466	190	23	.	.	PUNCT
ap-9466	191	1	the	the	DET
ap-9466	191	2	implementation	implementation	NOUN
ap-9466	191	3	of	of	ADP
ap-9466	191	4	these	these	DET
ap-9466	191	5	models	model	NOUN
ap-9466	191	6	was	be	AUX
ap-9466	191	7	achieved	achieve	VERB
ap-9466	191	8	using	use	VERB
ap-9466	191	9	the	the	DET
ap-9466	191	10	scikit	scikit	NOUN
ap-9466	191	11	-	-	PUNCT
ap-9466	191	12	learn	learn	VERB
ap-9466	191	13	library	library	NOUN
ap-9466	191	14	in	in	ADP
ap-9466	191	15	python	python	NOUN
ap-9466	192	1	[	[	X
ap-9466	192	2	29	29	NUM
ap-9466	192	3	]	]	PUNCT
ap-9466	192	4	.	.	PUNCT
ap-9466	193	1	the	the	DET
ap-9466	193	2	pci	pci	PROPN
ap-9466	193	3	was	be	AUX
ap-9466	193	4	predicted	predict	VERB
ap-9466	193	5	based	base	VERB
ap-9466	193	6	on	on	ADP
ap-9466	193	7	the	the	DET
ap-9466	193	8	iri	iri	NOUN
ap-9466	193	9	.	.	PUNCT
ap-9466	194	1	the	the	DET
ap-9466	194	2	labelled	label	VERB
ap-9466	194	3	dataset	dataset	NOUN
ap-9466	194	4	served	serve	VERB
ap-9466	194	5	as	as	ADP
ap-9466	194	6	the	the	DET
ap-9466	194	7	basis	basis	NOUN
ap-9466	194	8	for	for	ADP
ap-9466	194	9	training	train	VERB
ap-9466	194	10	each	each	DET
ap-9466	194	11	model	model	NOUN
ap-9466	194	12	,	,	PUNCT
ap-9466	194	13	allowing	allow	VERB
ap-9466	194	14	them	they	PRON
ap-9466	194	15	to	to	PART
ap-9466	194	16	understand	understand	VERB
ap-9466	194	17	the	the	DET
ap-9466	194	18	intricate	intricate	ADJ
ap-9466	194	19	relationships	relationship	NOUN
ap-9466	194	20	between	between	ADP
ap-9466	194	21	input	input	NOUN
ap-9466	194	22	features	feature	NOUN
ap-9466	194	23	and	and	CCONJ
ap-9466	194	24	their	their	PRON
ap-9466	194	25	corresponding	corresponding	ADJ
ap-9466	194	26	pci	pci	ADJ
ap-9466	194	27	values	value	NOUN
ap-9466	194	28	.	.	PUNCT
ap-9466	195	1	the	the	DET
ap-9466	195	2	accuracy	accuracy	NOUN
ap-9466	195	3	and	and	CCONJ
ap-9466	195	4	effectiveness	effectiveness	NOUN
ap-9466	195	5	of	of	ADP
ap-9466	195	6	these	these	DET
ap-9466	195	7	ml	ml	NOUN
ap-9466	195	8	models	model	NOUN
ap-9466	195	9	were	be	AUX
ap-9466	195	10	assessed	assess	VERB
ap-9466	195	11	using	use	VERB
ap-9466	195	12	three	three	NUM
ap-9466	195	13	commonly	commonly	ADV
ap-9466	195	14	employed	employ	VERB
ap-9466	195	15	metrics	metric	NOUN
ap-9466	195	16	:	:	PUNCT
ap-9466	195	17	the	the	DET
ap-9466	195	18	mean	mean	ADJ
ap-9466	195	19	absolute	absolute	ADJ
ap-9466	195	20	error	error	NOUN
ap-9466	195	21	(	(	PUNCT
ap-9466	195	22	mae	mae	PROPN
ap-9466	195	23	)	)	PUNCT
ap-9466	195	24	,	,	PUNCT
ap-9466	195	25	the	the	DET
ap-9466	195	26	root	root	NOUN
ap-9466	195	27	mean	mean	VERB
ap-9466	195	28	square	square	ADJ
ap-9466	195	29	error	error	NOUN
ap-9466	195	30	(	(	PUNCT
ap-9466	195	31	rmse	rmse	NOUN
ap-9466	195	32	)	)	PUNCT
ap-9466	195	33	,	,	PUNCT
ap-9466	195	34	and	and	CCONJ
ap-9466	195	35	the	the	DET
ap-9466	195	36	r	r	NOUN
ap-9466	195	37	-	-	PUNCT
ap-9466	195	38	squared	square	VERB
ap-9466	195	39	.	.	PUNCT
ap-9466	196	1	these	these	DET
ap-9466	196	2	metrics	metric	NOUN
ap-9466	196	3	provided	provide	VERB
ap-9466	196	4	insights	insight	NOUN
ap-9466	196	5	into	into	ADP
ap-9466	196	6	the	the	DET
ap-9466	196	7	models	model	NOUN
ap-9466	196	8	’	'	PUNCT
ap-9466	196	9	performance	performance	NOUN
ap-9466	196	10	in	in	ADP
ap-9466	196	11	accurately	accurately	ADV
ap-9466	196	12	predicting	predict	VERB
ap-9466	196	13	the	the	DET
ap-9466	196	14	pci	pci	ADJ
ap-9466	196	15	values	value	NOUN
ap-9466	196	16	and	and	CCONJ
ap-9466	196	17	capturing	capture	VERB
ap-9466	196	18	the	the	DET
ap-9466	196	19	underlying	underlie	VERB
ap-9466	196	20	patterns	pattern	NOUN
ap-9466	196	21	within	within	ADP
ap-9466	196	22	the	the	DET
ap-9466	196	23	data	datum	NOUN
ap-9466	196	24	.	.	PUNCT
ap-9466	197	1	mae	mae	PROPN
ap-9466	197	2	is	be	AUX
ap-9466	197	3	the	the	DET
ap-9466	197	4	mean	mean	ADJ
ap-9466	197	5	error	error	NOUN
ap-9466	197	6	in	in	ADP
ap-9466	197	7	predictions	prediction	NOUN
ap-9466	197	8	,	,	PUNCT
ap-9466	197	9	derived	derive	VERB
ap-9466	197	10	from	from	ADP
ap-9466	197	11	the	the	DET
ap-9466	197	12	absolute	absolute	ADJ
ap-9466	197	13	difference	difference	NOUN
ap-9466	197	14	between	between	ADP
ap-9466	197	15	the	the	DET
ap-9466	197	16	actual	actual	ADJ
ap-9466	197	17	and	and	CCONJ
ap-9466	197	18	predicted	predict	VERB
ap-9466	197	19	values	value	NOUN
ap-9466	197	20	.	.	PUNCT
ap-9466	198	1	rmse	rmse	PROPN
ap-9466	198	2	gauges	gauge	VERB
ap-9466	198	3	the	the	DET
ap-9466	198	4	prediction	prediction	NOUN
ap-9466	198	5	devia575	devia575	PROPN
ap-9466	198	6	alireza	alireza	PROPN
ap-9466	198	7	roshan	roshan	PROPN
ap-9466	198	8	,	,	PUNCT
ap-9466	198	9	magdy	magdy	PROPN
ap-9466	198	10	abdelrahman	abdelrahman	PROPN
ap-9466	198	11	acta	acta	PROPN
ap-9466	198	12	polytechnica	polytechnica	PROPN
ap-9466	198	13	figure	figure	NOUN
ap-9466	198	14	2	2	NUM
ap-9466	198	15	.	.	PUNCT
ap-9466	198	16	violin	violin	NOUN
ap-9466	198	17	plot	plot	NOUN
ap-9466	198	18	of	of	ADP
ap-9466	198	19	dataset	dataset	NOUN
ap-9466	198	20	.	.	PUNCT
ap-9466	199	1	figure	figure	NOUN
ap-9466	199	2	3	3	NUM
ap-9466	199	3	.	.	PUNCT
ap-9466	200	1	joingrid	joingrid	VERB
ap-9466	200	2	graph	graph	NOUN
ap-9466	200	3	of	of	ADP
ap-9466	200	4	dataset	dataset	NOUN
ap-9466	200	5	.	.	PUNCT
ap-9466	201	1	tion	tion	NOUN
ap-9466	201	2	from	from	ADP
ap-9466	201	3	actual	actual	ADJ
ap-9466	201	4	values	value	NOUN
ap-9466	201	5	,	,	PUNCT
ap-9466	201	6	while	while	SCONJ
ap-9466	201	7	r	r	NOUN
ap-9466	201	8	-	-	PUNCT
ap-9466	201	9	squared	square	VERB
ap-9466	201	10	quantifies	quantifie	NOUN
ap-9466	201	11	an	an	DET
ap-9466	201	12	independent	independent	ADJ
ap-9466	201	13	variable	variable	NOUN
ap-9466	201	14	’s	’s	PART
ap-9466	201	15	explanatory	explanatory	ADJ
ap-9466	201	16	power	power	NOUN
ap-9466	201	17	on	on	ADP
ap-9466	201	18	data	datum	NOUN
ap-9466	201	19	variability	variability	NOUN
ap-9466	201	20	in	in	ADP
ap-9466	201	21	a	a	DET
ap-9466	201	22	dependent	dependent	ADJ
ap-9466	201	23	variable	variable	NOUN
ap-9466	201	24	[	[	X
ap-9466	201	25	30	30	NUM
ap-9466	201	26	]	]	PUNCT
ap-9466	201	27	.	.	PUNCT
ap-9466	202	1	in	in	ADP
ap-9466	202	2	table	table	NOUN
ap-9466	202	3	3	3	NUM
ap-9466	202	4	and	and	CCONJ
ap-9466	202	5	figure	figure	VERB
ap-9466	202	6	4	4	NUM
ap-9466	202	7	,	,	PUNCT
ap-9466	202	8	the	the	DET
ap-9466	202	9	performance	performance	NOUN
ap-9466	202	10	of	of	ADP
ap-9466	202	11	various	various	ADJ
ap-9466	202	12	ensemble	ensemble	ADJ
ap-9466	202	13	models	model	NOUN
ap-9466	202	14	is	be	AUX
ap-9466	202	15	evaluated	evaluate	VERB
ap-9466	202	16	based	base	VERB
ap-9466	202	17	on	on	ADP
ap-9466	202	18	the	the	DET
ap-9466	202	19	metrics	metric	NOUN
ap-9466	202	20	of	of	ADP
ap-9466	202	21	mae	mae	PROPN
ap-9466	202	22	,	,	PUNCT
ap-9466	202	23	rmse	rmse	NOUN
ap-9466	202	24	,	,	PUNCT
ap-9466	202	25	and	and	CCONJ
ap-9466	202	26	r	r	X
ap-9466	202	27	-	-	PUNCT
ap-9466	202	28	squared	square	VERB
ap-9466	202	29	value	value	NOUN
ap-9466	202	30	.	.	PUNCT
ap-9466	203	1	among	among	ADP
ap-9466	203	2	these	these	DET
ap-9466	203	3	models	model	NOUN
ap-9466	203	4	,	,	PUNCT
ap-9466	203	5	the	the	DET
ap-9466	203	6	decision	decision	NOUN
ap-9466	203	7	tree	tree	NOUN
ap-9466	203	8	and	and	CCONJ
ap-9466	203	9	xgboost	xgboost	PRON
ap-9466	203	10	showed	show	VERB
ap-9466	203	11	better	well	ADJ
ap-9466	203	12	performance	performance	NOUN
ap-9466	203	13	in	in	ADP
ap-9466	203	14	predicting	predict	VERB
ap-9466	203	15	the	the	DET
ap-9466	203	16	pci	pci	PROPN
ap-9466	203	17	based	base	VERB
ap-9466	203	18	on	on	ADP
ap-9466	203	19	iri	iri	PROPN
ap-9466	203	20	.	.	PUNCT
ap-9466	204	1	the	the	DET
ap-9466	204	2	high	high	ADJ
ap-9466	204	3	r	r	NOUN
ap-9466	204	4	-	-	PUNCT
ap-9466	204	5	squared	square	VERB
ap-9466	204	6	value	value	NOUN
ap-9466	204	7	,	,	PUNCT
ap-9466	204	8	close	close	ADJ
ap-9466	204	9	to	to	ADP
ap-9466	204	10	0.90	0.90	NUM
ap-9466	204	11	,	,	PUNCT
ap-9466	204	12	indicates	indicate	VERB
ap-9466	204	13	the	the	DET
ap-9466	204	14	strong	strong	ADJ
ap-9466	204	15	performance	performance	NOUN
ap-9466	204	16	of	of	ADP
ap-9466	204	17	these	these	DET
ap-9466	204	18	models	model	NOUN
ap-9466	204	19	in	in	ADP
ap-9466	204	20	capturing	capture	VERB
ap-9466	204	21	the	the	DET
ap-9466	204	22	underlying	underlie	VERB
ap-9466	204	23	patterns	pattern	NOUN
ap-9466	204	24	in	in	ADP
ap-9466	204	25	the	the	DET
ap-9466	204	26	data	datum	NOUN
ap-9466	204	27	.	.	PUNCT
ap-9466	205	1	additionally	additionally	ADV
ap-9466	205	2	,	,	PUNCT
ap-9466	205	3	the	the	DET
ap-9466	205	4	lower	low	ADJ
ap-9466	205	5	mae	mae	PROPN
ap-9466	205	6	and	and	CCONJ
ap-9466	205	7	rmse	rmse	ADJ
ap-9466	205	8	values	value	NOUN
ap-9466	205	9	further	far	ADV
ap-9466	205	10	support	support	VERB
ap-9466	205	11	the	the	DET
ap-9466	205	12	superior	superior	ADJ
ap-9466	205	13	performance	performance	NOUN
ap-9466	205	14	of	of	ADP
ap-9466	205	15	the	the	DET
ap-9466	205	16	decision	decision	NOUN
ap-9466	205	17	tree	tree	NOUN
ap-9466	205	18	and	and	CCONJ
ap-9466	205	19	xgboost	xgboost	NOUN
ap-9466	205	20	models	model	NOUN
ap-9466	205	21	compared	compare	VERB
ap-9466	205	22	to	to	ADP
ap-9466	205	23	other	other	ADJ
ap-9466	205	24	models	model	NOUN
ap-9466	205	25	,	,	PUNCT
ap-9466	205	26	such	such	ADJ
ap-9466	205	27	as	as	ADP
ap-9466	205	28	adaboost	adaboost	ADV
ap-9466	205	29	,	,	PUNCT
ap-9466	205	30	which	which	PRON
ap-9466	205	31	exhibited	exhibit	VERB
ap-9466	205	32	a	a	DET
ap-9466	205	33	lower	low	ADJ
ap-9466	205	34	r	r	NOUN
ap-9466	205	35	-	-	PUNCT
ap-9466	205	36	squared	square	VERB
ap-9466	205	37	value	value	NOUN
ap-9466	205	38	.	.	PUNCT
ap-9466	206	1	the	the	DET
ap-9466	206	2	accuracy	accuracy	NOUN
ap-9466	206	3	results	result	NOUN
ap-9466	206	4	of	of	ADP
ap-9466	206	5	all	all	DET
ap-9466	206	6	the	the	DET
ap-9466	206	7	models	model	NOUN
ap-9466	206	8	reinforce	reinforce	VERB
ap-9466	206	9	the	the	DET
ap-9466	206	10	notion	notion	NOUN
ap-9466	206	11	that	that	SCONJ
ap-9466	206	12	transitioning	transition	VERB
ap-9466	206	13	from	from	ADP
ap-9466	206	14	linear	linear	ADJ
ap-9466	206	15	regression	regression	NOUN
ap-9466	206	16	to	to	ADP
ap-9466	206	17	ensemble	ensemble	ADJ
ap-9466	206	18	models	model	NOUN
ap-9466	206	19	,	,	PUNCT
ap-9466	206	20	specifically	specifically	ADV
ap-9466	206	21	boosting	boost	VERB
ap-9466	206	22	methods	method	NOUN
ap-9466	206	23	,	,	PUNCT
ap-9466	206	24	allows	allow	VERB
ap-9466	206	25	to	to	PART
ap-9466	206	26	capture	capture	VERB
ap-9466	206	27	the	the	DET
ap-9466	206	28	non	non	ADJ
ap-9466	206	29	-	-	ADJ
ap-9466	206	30	linear	linear	ADJ
ap-9466	206	31	relationships	relationship	NOUN
ap-9466	206	32	present	present	ADJ
ap-9466	206	33	in	in	ADP
ap-9466	206	34	the	the	DET
ap-9466	206	35	data	datum	NOUN
ap-9466	206	36	.	.	PUNCT
ap-9466	207	1	this	this	PRON
ap-9466	207	2	,	,	PUNCT
ap-9466	207	3	model	model	NOUN
ap-9466	207	4	mae	mae	PROPN
ap-9466	207	5	rmse	rmse	PROPN
ap-9466	207	6	r	r	NOUN
ap-9466	207	7	-	-	PUNCT
ap-9466	207	8	squared	square	VERB
ap-9466	207	9	decision	decision	NOUN
ap-9466	207	10	tree	tree	NOUN
ap-9466	208	1	2.53	2.53	NUM
ap-9466	208	2	4.54	4.54	NUM
ap-9466	208	3	0.898	0.898	NUM
ap-9466	208	4	random	random	ADJ
ap-9466	208	5	forest	forest	NOUN
ap-9466	208	6	4.24	4.24	NUM
ap-9466	208	7	5.68	5.68	NUM
ap-9466	208	8	0.844	0.844	NUM
ap-9466	208	9	xgboost	xgboost	ADV
ap-9466	208	10	2.65	2.65	NUM
ap-9466	208	11	4.55	4.55	NUM
ap-9466	208	12	0.898	0.898	NUM
ap-9466	208	13	catboost	catboost	VERB
ap-9466	208	14	4.25	4.25	NUM
ap-9466	208	15	5.63	5.63	NUM
ap-9466	208	16	0.844	0.844	NUM
ap-9466	208	17	gradient	gradient	NOUN
ap-9466	208	18	boosting	boost	VERB
ap-9466	208	19	4.32	4.32	NUM
ap-9466	208	20	5.76	5.76	NUM
ap-9466	208	21	0.836	0.836	NUM
ap-9466	208	22	adaboost	adaboost	ADV
ap-9466	208	23	7.46	7.46	NUM
ap-9466	208	24	8.02	8.02	NUM
ap-9466	208	25	0.672	0.672	NUM
ap-9466	208	26	table	table	NOUN
ap-9466	208	27	3	3	NUM
ap-9466	208	28	.	.	PUNCT
ap-9466	208	29	ensemble	ensemble	ADJ
ap-9466	208	30	models	model	NOUN
ap-9466	208	31	metrics	metric	NOUN
ap-9466	208	32	.	.	PUNCT
ap-9466	209	1	in	in	ADP
ap-9466	209	2	turn	turn	NOUN
ap-9466	209	3	,	,	PUNCT
ap-9466	209	4	leads	lead	VERB
ap-9466	209	5	to	to	ADP
ap-9466	209	6	improved	improve	VERB
ap-9466	209	7	prediction	prediction	NOUN
ap-9466	209	8	accuracy	accuracy	NOUN
ap-9466	209	9	for	for	ADP
ap-9466	209	10	the	the	DET
ap-9466	209	11	targeted	target	VERB
ap-9466	209	12	problem	problem	NOUN
ap-9466	209	13	.	.	PUNCT
ap-9466	210	1	figure	figure	NOUN
ap-9466	210	2	4	4	NUM
ap-9466	210	3	shows	show	VERB
ap-9466	210	4	that	that	SCONJ
ap-9466	210	5	the	the	DET
ap-9466	210	6	decision	decision	NOUN
ap-9466	210	7	tree	tree	NOUN
ap-9466	210	8	and	and	CCONJ
ap-9466	210	9	xgboost	xgboost	NOUN
ap-9466	210	10	models	model	NOUN
ap-9466	210	11	exhibit	exhibit	VERB
ap-9466	210	12	the	the	DET
ap-9466	210	13	highest	high	ADJ
ap-9466	210	14	accuracy	accuracy	NOUN
ap-9466	210	15	in	in	ADP
ap-9466	210	16	predicting	predict	VERB
ap-9466	210	17	the	the	DET
ap-9466	210	18	pci	pci	NOUN
ap-9466	210	19	,	,	PUNCT
ap-9466	210	20	with	with	ADP
ap-9466	210	21	an	an	DET
ap-9466	210	22	r	r	NOUN
ap-9466	210	23	-	-	PUNCT
ap-9466	210	24	squared	square	VERB
ap-9466	210	25	approaching	approach	VERB
ap-9466	210	26	0.90	0.90	NUM
ap-9466	210	27	.	.	PUNCT
ap-9466	211	1	this	this	DET
ap-9466	211	2	finding	finding	NOUN
ap-9466	211	3	suggests	suggest	VERB
ap-9466	211	4	that	that	SCONJ
ap-9466	211	5	there	there	PRON
ap-9466	211	6	is	be	VERB
ap-9466	211	7	a	a	DET
ap-9466	211	8	minimal	minimal	ADJ
ap-9466	211	9	linear	linear	NOUN
ap-9466	211	10	relationship	relationship	NOUN
ap-9466	211	11	between	between	ADP
ap-9466	211	12	the	the	DET
ap-9466	211	13	iri	iri	NOUN
ap-9466	211	14	and	and	CCONJ
ap-9466	211	15	pci	pci	ADJ
ap-9466	211	16	due	due	ADP
ap-9466	211	17	to	to	ADP
ap-9466	211	18	the	the	DET
ap-9466	211	19	characteristics	characteristic	NOUN
ap-9466	211	20	of	of	ADP
ap-9466	211	21	the	the	DET
ap-9466	211	22	dataset	dataset	NOUN
ap-9466	211	23	and	and	CCONJ
ap-9466	211	24	the	the	DET
ap-9466	211	25	complex	complex	ADJ
ap-9466	211	26	nature	nature	NOUN
ap-9466	211	27	of	of	ADP
ap-9466	211	28	their	their	PRON
ap-9466	211	29	relationship	relationship	NOUN
ap-9466	211	30	.	.	PUNCT
ap-9466	212	1	the	the	DET
ap-9466	212	2	dataset	dataset	NOUN
ap-9466	212	3	contains	contain	VERB
ap-9466	212	4	abrupt	abrupt	ADJ
ap-9466	212	5	changes	change	NOUN
ap-9466	212	6	in	in	ADP
ap-9466	212	7	some	some	DET
ap-9466	212	8	values	value	NOUN
ap-9466	212	9	,	,	PUNCT
ap-9466	212	10	which	which	PRON
ap-9466	212	11	can	can	AUX
ap-9466	212	12	affect	affect	VERB
ap-9466	212	13	the	the	DET
ap-9466	212	14	accuracy	accuracy	NOUN
ap-9466	212	15	of	of	ADP
ap-9466	212	16	calculations	calculation	NOUN
ap-9466	212	17	for	for	ADP
ap-9466	212	18	sensitive	sensitive	ADJ
ap-9466	212	19	algorithms	algorithm	NOUN
ap-9466	212	20	such	such	ADJ
ap-9466	212	21	as	as	ADP
ap-9466	212	22	adaboost	adaboost	ADV
ap-9466	212	23	.	.	PUNCT
ap-9466	213	1	as	as	ADP
ap-9466	213	2	a	a	DET
ap-9466	213	3	result	result	NOUN
ap-9466	213	4	,	,	PUNCT
ap-9466	213	5	this	this	DET
ap-9466	213	6	model	model	NOUN
ap-9466	213	7	produced	produce	VERB
ap-9466	213	8	a	a	DET
ap-9466	213	9	low	low	ADJ
ap-9466	213	10	r	r	NOUN
ap-9466	213	11	-	-	PUNCT
ap-9466	213	12	squared	square	VERB
ap-9466	213	13	and	and	CCONJ
ap-9466	213	14	high	high	ADJ
ap-9466	213	15	mse	mse	NOUN
ap-9466	213	16	and	and	CCONJ
ap-9466	213	17	rmse	rmse	NOUN
ap-9466	213	18	.	.	PUNCT
ap-9466	214	1	conversely	conversely	ADV
ap-9466	214	2	,	,	PUNCT
ap-9466	214	3	other	other	ADJ
ap-9466	214	4	algorithms	algorithm	NOUN
ap-9466	214	5	showed	show	VERB
ap-9466	214	6	significantly	significantly	ADV
ap-9466	214	7	more	more	ADV
ap-9466	214	8	accurate	accurate	ADJ
ap-9466	214	9	predictions	prediction	NOUN
ap-9466	214	10	on	on	ADP
ap-9466	214	11	the	the	DET
ap-9466	214	12	test	test	NOUN
ap-9466	214	13	data	datum	NOUN
ap-9466	214	14	,	,	PUNCT
ap-9466	214	15	mainly	mainly	ADV
ap-9466	214	16	due	due	ADP
ap-9466	214	17	to	to	ADP
ap-9466	214	18	their	their	PRON
ap-9466	214	19	ability	ability	NOUN
ap-9466	214	20	to	to	PART
ap-9466	214	21	capture	capture	VERB
ap-9466	214	22	the	the	DET
ap-9466	214	23	non	non	ADJ
ap-9466	214	24	-	-	ADJ
ap-9466	214	25	linear	linear	ADJ
ap-9466	214	26	nature	nature	NOUN
ap-9466	214	27	of	of	ADP
ap-9466	214	28	the	the	DET
ap-9466	214	29	dataset	dataset	NOUN
ap-9466	214	30	.	.	PUNCT
ap-9466	215	1	the	the	DET
ap-9466	215	2	superior	superior	ADJ
ap-9466	215	3	performance	performance	NOUN
ap-9466	215	4	of	of	ADP
ap-9466	215	5	the	the	DET
ap-9466	215	6	decision	decision	NOUN
ap-9466	215	7	tree	tree	NOUN
ap-9466	215	8	and	and	CCONJ
ap-9466	215	9	xgboost	xgboost	NOUN
ap-9466	215	10	models	model	NOUN
ap-9466	215	11	can	can	AUX
ap-9466	215	12	be	be	AUX
ap-9466	215	13	attributed	attribute	VERB
ap-9466	215	14	to	to	ADP
ap-9466	215	15	their	their	PRON
ap-9466	215	16	ability	ability	NOUN
ap-9466	215	17	to	to	PART
ap-9466	215	18	capture	capture	VERB
ap-9466	215	19	complex	complex	ADJ
ap-9466	215	20	and	and	CCONJ
ap-9466	215	21	non	non	ADJ
ap-9466	215	22	-	-	ADJ
ap-9466	215	23	linear	linear	ADJ
ap-9466	215	24	relationships	relationship	NOUN
ap-9466	215	25	between	between	ADP
ap-9466	215	26	iri	iri	PROPN
ap-9466	215	27	and	and	CCONJ
ap-9466	215	28	pci	pci	PROPN
ap-9466	215	29	.	.	PUNCT
ap-9466	216	1	the	the	DET
ap-9466	216	2	lower	low	ADJ
ap-9466	216	3	mse	mse	NOUN
ap-9466	216	4	and	and	CCONJ
ap-9466	216	5	rmse	rmse	ADJ
ap-9466	216	6	values	value	NOUN
ap-9466	216	7	achieved	achieve	VERB
ap-9466	216	8	by	by	ADP
ap-9466	216	9	the	the	DET
ap-9466	216	10	decision	decision	NOUN
ap-9466	216	11	tree	tree	NOUN
ap-9466	216	12	and	and	CCONJ
ap-9466	216	13	xgboost	xgboost	NOUN
ap-9466	216	14	models	model	NOUN
ap-9466	216	15	further	far	ADV
ap-9466	216	16	validate	validate	VERB
ap-9466	216	17	their	their	PRON
ap-9466	216	18	superior	superior	ADJ
ap-9466	216	19	performance	performance	NOUN
ap-9466	216	20	in	in	ADP
ap-9466	216	21	capturing	capture	VERB
ap-9466	216	22	the	the	DET
ap-9466	216	23	complex	complex	ADJ
ap-9466	216	24	relationships	relationship	NOUN
ap-9466	216	25	between	between	ADP
ap-9466	216	26	the	the	DET
ap-9466	216	27	iri	iri	NOUN
ap-9466	216	28	and	and	CCONJ
ap-9466	216	29	the	the	DET
ap-9466	216	30	pci	pci	ADJ
ap-9466	216	31	.	.	PUNCT
ap-9466	217	1	in	in	ADP
ap-9466	217	2	figure	figure	NOUN
ap-9466	217	3	5	5	NUM
ap-9466	217	4	,	,	PUNCT
ap-9466	217	5	the	the	DET
ap-9466	217	6	relationship	relationship	NOUN
ap-9466	217	7	between	between	ADP
ap-9466	217	8	the	the	DET
ap-9466	217	9	predicted	predict	VERB
ap-9466	217	10	pci	pci	ADJ
ap-9466	217	11	values	value	NOUN
ap-9466	217	12	and	and	CCONJ
ap-9466	217	13	the	the	DET
ap-9466	217	14	corresponding	correspond	VERB
ap-9466	217	15	field	field	NOUN
ap-9466	217	16	-	-	PUNCT
ap-9466	217	17	measured	measure	VERB
ap-9466	217	18	values	value	NOUN
ap-9466	217	19	for	for	ADP
ap-9466	217	20	the	the	DET
ap-9466	217	21	entire	entire	ADJ
ap-9466	217	22	dataset	dataset	NOUN
ap-9466	217	23	is	be	AUX
ap-9466	217	24	showed	show	VERB
ap-9466	217	25	.	.	PUNCT
ap-9466	218	1	by	by	ADP
ap-9466	218	2	examining	examine	VERB
ap-9466	218	3	the	the	DET
ap-9466	218	4	distance	distance	NOUN
ap-9466	218	5	between	between	ADP
ap-9466	218	6	the	the	DET
ap-9466	218	7	points	point	NOUN
ap-9466	218	8	and	and	CCONJ
ap-9466	218	9	the	the	DET
ap-9466	218	10	fitted	fit	VERB
ap-9466	218	11	line	line	NOUN
ap-9466	218	12	,	,	PUNCT
ap-9466	218	13	comparisons	comparison	NOUN
ap-9466	218	14	across	across	ADP
ap-9466	218	15	different	different	ADJ
ap-9466	218	16	algorithms	algorithm	NOUN
ap-9466	218	17	can	can	AUX
ap-9466	218	18	be	be	AUX
ap-9466	218	19	made	make	VERB
ap-9466	218	20	.	.	PUNCT
ap-9466	219	1	it	it	PRON
ap-9466	219	2	is	be	AUX
ap-9466	219	3	notable	notable	ADJ
ap-9466	219	4	that	that	SCONJ
ap-9466	219	5	the	the	DET
ap-9466	219	6	decision	decision	NOUN
ap-9466	219	7	tree	tree	NOUN
ap-9466	219	8	and	and	CCONJ
ap-9466	219	9	xgboost	xgboost	NOUN
ap-9466	219	10	models	model	NOUN
ap-9466	219	11	show	show	VERB
ap-9466	219	12	a	a	DET
ap-9466	219	13	smaller	small	ADJ
ap-9466	219	14	number	number	NOUN
ap-9466	219	15	of	of	ADP
ap-9466	219	16	points	point	NOUN
ap-9466	219	17	deviating	deviate	VERB
ap-9466	219	18	sig576	sig576	PROPN
ap-9466	219	19	vol	vol	NOUN
ap-9466	219	20	.	.	PROPN
ap-9466	220	1	64	64	NUM
ap-9466	220	2	no	no	NOUN
ap-9466	220	3	.	.	PUNCT
ap-9466	221	1	6/2024	6/2024	AUX
ap-9466	221	2	developing	develop	VERB
ap-9466	221	3	an	an	DET
ap-9466	221	4	effective	effective	ADJ
ap-9466	221	5	approach	approach	NOUN
ap-9466	221	6	to	to	PART
ap-9466	221	7	assess	assess	VERB
ap-9466	221	8	pavement	pavement	NOUN
ap-9466	221	9	condition	condition	NOUN
ap-9466	221	10	.	.	PUNCT
ap-9466	221	11	.	.	PUNCT
ap-9466	222	1	.	.	PUNCT
ap-9466	223	1	figure	figure	VERB
ap-9466	223	2	4	4	NUM
ap-9466	223	3	.	.	PUNCT
ap-9466	224	1	ensemble	ensemble	ADJ
ap-9466	224	2	models	model	NOUN
ap-9466	224	3	evaluation	evaluation	NOUN
ap-9466	224	4	metrics	metric	NOUN
ap-9466	224	5	.	.	PUNCT
ap-9466	225	1	figure	figure	NOUN
ap-9466	225	2	5	5	NUM
ap-9466	225	3	.	.	PUNCT
ap-9466	225	4	predicted	predict	VERB
ap-9466	225	5	vs	vs	ADP
ap-9466	225	6	actual	actual	ADJ
ap-9466	225	7	values	value	NOUN
ap-9466	225	8	of	of	ADP
ap-9466	225	9	the	the	DET
ap-9466	225	10	pci	pci	NOUN
ap-9466	225	11	for	for	ADP
ap-9466	225	12	the	the	DET
ap-9466	225	13	different	different	ADJ
ap-9466	225	14	models	model	NOUN
ap-9466	225	15	.	.	PUNCT
ap-9466	226	1	577	577	NUM
ap-9466	226	2	alireza	alireza	PROPN
ap-9466	226	3	roshan	roshan	PROPN
ap-9466	226	4	,	,	PUNCT
ap-9466	226	5	magdy	magdy	PROPN
ap-9466	226	6	abdelrahman	abdelrahman	PROPN
ap-9466	226	7	acta	acta	PROPN
ap-9466	226	8	polytechnica	polytechnica	PROPN
ap-9466	226	9	original	original	ADJ
ap-9466	226	10	value	value	NOUN
ap-9466	226	11	ensemble	ensemble	ADJ
ap-9466	226	12	models	model	NOUN
ap-9466	226	13	prediction	prediction	VERB
ap-9466	226	14	i	i	NOUN
ap-9466	226	15	d	d	PROPN
ap-9466	226	16	pci	pci	ADJ
ap-9466	226	17	decision	decision	NOUN
ap-9466	226	18	tree	tree	NOUN
ap-9466	226	19	random	random	ADJ
ap-9466	226	20	forest	forest	NOUN
ap-9466	227	1	xgboost	xgboost	PUNCT
ap-9466	228	1	catboost	catboost	PROPN
ap-9466	228	2	gbm	gbm	PROPN
ap-9466	228	3	adaboost	adaboost	ADV
ap-9466	228	4	100	100	NUM
ap-9466	228	5	92	92	NUM
ap-9466	228	6	85.64	85.64	NUM
ap-9466	228	7	86.25	86.25	NUM
ap-9466	228	8	85.68	85.68	NUM
ap-9466	228	9	86.70	86.70	NUM
ap-9466	228	10	86.63	86.63	NUM
ap-9466	228	11	85.01	85.01	NUM
ap-9466	228	12	162	162	NUM
ap-9466	228	13	93	93	NUM
ap-9466	228	14	93	93	NUM
ap-9466	228	15	84.71	84.71	NUM
ap-9466	228	16	92.93	92.93	NUM
ap-9466	228	17	90.20	90.20	NUM
ap-9466	228	18	90.36	90.36	NUM
ap-9466	228	19	82.58	82.58	NUM
ap-9466	228	20	187	187	NUM
ap-9466	228	21	76	76	NUM
ap-9466	228	22	76	76	NUM
ap-9466	228	23	73.49	73.49	NUM
ap-9466	228	24	76.05	76.05	NUM
ap-9466	228	25	72.06	72.06	NUM
ap-9466	228	26	73.14	73.14	NUM
ap-9466	228	27	70.27	70.27	NUM
ap-9466	228	28	14	14	NUM
ap-9466	228	29	80.25	80.25	NUM
ap-9466	228	30	83.81	83.81	NUM
ap-9466	228	31	83.86	83.86	NUM
ap-9466	228	32	83.81	83.81	NUM
ap-9466	228	33	84.12	84.12	NUM
ap-9466	228	34	84.38	84.38	NUM
ap-9466	228	35	82.58	82.58	NUM
ap-9466	228	36	45	45	NUM
ap-9466	228	37	78.34	78.34	NUM
ap-9466	228	38	78.17	78.17	NUM
ap-9466	228	39	79.74	79.74	NUM
ap-9466	228	40	78.45	78.45	NUM
ap-9466	228	41	82.49	82.49	NUM
ap-9466	228	42	82.77	82.77	NUM
ap-9466	228	43	82.11	82.11	NUM
ap-9466	228	44	35	35	NUM
ap-9466	228	45	89.23	89.23	NUM
ap-9466	228	46	87.87	87.87	NUM
ap-9466	228	47	87.14	87.14	NUM
ap-9466	228	48	87.79	87.79	NUM
ap-9466	228	49	85.85	85.85	NUM
ap-9466	228	50	85.61	85.61	NUM
ap-9466	228	51	82	82	NUM
ap-9466	228	52	table	table	NOUN
ap-9466	228	53	4	4	NUM
ap-9466	228	54	.	.	X
ap-9466	228	55	random	random	ADJ
ap-9466	228	56	selected	select	VERB
ap-9466	228	57	prediction	prediction	NOUN
ap-9466	228	58	values	value	NOUN
ap-9466	228	59	.	.	PUNCT
ap-9466	229	1	pavement	pavement	VERB
ap-9466	229	2	fhwa	fhwa	NOUN
ap-9466	230	1	[	[	X
ap-9466	230	2	31	31	NUM
ap-9466	230	3	]	]	X
ap-9466	230	4	sayer	sayer	NOUN
ap-9466	230	5	et	et	PROPN
ap-9466	230	6	al	al	PROPN
ap-9466	230	7	.	.	PUNCT
ap-9466	231	1	[	[	X
ap-9466	231	2	32	32	NUM
ap-9466	231	3	]	]	X
ap-9466	231	4	goenaga	goenaga	PROPN
ap-9466	231	5	et	et	PROPN
ap-9466	231	6	al	al	PROPN
ap-9466	231	7	.	.	PUNCT
ap-9466	232	1	[	[	X
ap-9466	232	2	33]condition	33]condition	NUM
ap-9466	232	3	good	good	ADJ
ap-9466	232	4	iri	iri	NOUN
ap-9466	232	5	<	<	X
ap-9466	232	6	1.5	1.5	NUM
ap-9466	232	7	2	2	NUM
ap-9466	232	8	<	<	X
ap-9466	232	9	iri	iri	NOUN
ap-9466	232	10	<	<	X
ap-9466	232	11	3.5	3.5	NUM
ap-9466	232	12	2.8	2.8	NUM
ap-9466	232	13	<	<	X
ap-9466	232	14	iri	iri	NOUN
ap-9466	232	15	<	<	X
ap-9466	232	16	3.5	3.5	NUM
ap-9466	232	17	fair	fair	ADJ
ap-9466	232	18	1.5	1.5	NUM
ap-9466	232	19	<	<	X
ap-9466	232	20	iri	iri	NOUN
ap-9466	232	21	<	<	X
ap-9466	232	22	2.68	2.68	NUM
ap-9466	232	23	3.5	3.5	NUM
ap-9466	232	24	<	<	X
ap-9466	232	25	iri	iri	NOUN
ap-9466	232	26	<	<	X
ap-9466	232	27	6	6	NUM
ap-9466	232	28	3.5	3.5	NUM
ap-9466	232	29	<	<	X
ap-9466	232	30	iri	iri	NOUN
ap-9466	232	31	<	<	X
ap-9466	232	32	4.3	4.3	NUM
ap-9466	232	33	poor	poor	ADJ
ap-9466	232	34	iri	iri	NOUN
ap-9466	232	35	>	>	X
ap-9466	232	36	2.68	2.68	NUM
ap-9466	232	37	iri	iri	NOUN
ap-9466	232	38	>	>	X
ap-9466	232	39	8	8	NUM
ap-9466	232	40	iri	iri	NOUN
ap-9466	232	41	>	>	X
ap-9466	232	42	4.3	4.3	NUM
ap-9466	232	43	table	table	NOUN
ap-9466	232	44	5	5	NUM
ap-9466	232	45	.	.	PUNCT
ap-9466	233	1	literature	literature	NOUN
ap-9466	233	2	recommendation	recommendation	NOUN
ap-9466	233	3	for	for	ADP
ap-9466	233	4	pavement	pavement	NOUN
ap-9466	233	5	conditions	condition	NOUN
ap-9466	233	6	based	base	VERB
ap-9466	233	7	on	on	ADP
ap-9466	233	8	the	the	DET
ap-9466	233	9	iri	iri	NOUN
ap-9466	233	10	values	value	NOUN
ap-9466	233	11	.	.	PUNCT
ap-9466	234	1	state	state	NOUN
ap-9466	234	2	iri	iri	PROPN
ap-9466	234	3	ls∗	ls∗	PROPN
ap-9466	234	4	alligator	alligator	NOUN
ap-9466	234	5	ms∗∗	ms∗∗	VERB
ap-9466	234	6	alligator	alligator	PROPN
ap-9466	234	7	hs∗∗∗	hs∗∗∗	PROPN
ap-9466	234	8	alligator	alligator	PROPN
ap-9466	234	9	hs∗∗∗	hs∗∗∗	PROPN
ap-9466	234	10	block	block	PROPN
ap-9466	234	11	hs∗∗∗	hs∗∗∗	PROPN
ap-9466	234	12	edge	edge	PROPN
ap-9466	234	13	predicted	predict	VERB
ap-9466	234	14	crack(area	crack(area	PROPN
ap-9466	234	15	)	)	PUNCT
ap-9466	234	16	crack(area	crack(area	PROPN
ap-9466	234	17	)	)	PUNCT
ap-9466	234	18	crack(area	crack(area	PROPN
ap-9466	234	19	)	)	PUNCT
ap-9466	234	20	crack(area	crack(area	PROPN
ap-9466	234	21	)	)	PUNCT
ap-9466	234	22	crack	crack	VERB
ap-9466	234	23	pci	pci	ADJ
ap-9466	234	24	missouri	missouri	PROPN
ap-9466	234	25	0.98	0.98	NUM
ap-9466	234	26	0	0	NUM
ap-9466	234	27	1	1	NUM
ap-9466	234	28	3	3	NUM
ap-9466	234	29	0	0	NUM
ap-9466	234	30	0	0	NUM
ap-9466	234	31	95.3	95.3	NUM
ap-9466	234	32	kansas	kansas	PROPN
ap-9466	234	33	3.39	3.39	NUM
ap-9466	234	34	9.199	9.199	NUM
ap-9466	234	35	88.69	88.69	NUM
ap-9466	234	36	63.79	63.79	NUM
ap-9466	234	37	394.29	394.29	NUM
ap-9466	234	38	106.80	106.80	NUM
ap-9466	234	39	75	75	NUM
ap-9466	234	40	missouri	missouri	PROPN
ap-9466	234	41	1.26	1.26	NUM
ap-9466	234	42	20.60	20.60	NUM
ap-9466	234	43	0.40	0.40	NUM
ap-9466	234	44	11.89	11.89	NUM
ap-9466	234	45	0	0	NUM
ap-9466	234	46	0	0	NUM
ap-9466	234	47	88.43	88.43	NUM
ap-9466	234	48	nebraska	nebraska	NOUN
ap-9466	234	49	0.82	0.82	NUM
ap-9466	234	50	0	0	NUM
ap-9466	234	51	1	1	NUM
ap-9466	234	52	1	1	NUM
ap-9466	234	53	0	0	NUM
ap-9466	234	54	0	0	NUM
ap-9466	234	55	95.52	95.52	NUM
ap-9466	234	56	∗	∗	NOUN
ap-9466	234	57	low	low	ADJ
ap-9466	234	58	severity	severity	NOUN
ap-9466	234	59	.	.	PUNCT
ap-9466	235	1	∗∗	∗∗	NOUN
ap-9466	235	2	medium	medium	ADJ
ap-9466	235	3	severity	severity	NOUN
ap-9466	235	4	.	.	PUNCT
ap-9466	236	1	∗∗∗	∗∗∗	NUM
ap-9466	236	2	high	high	ADJ
ap-9466	236	3	severity	severity	NOUN
ap-9466	236	4	.	.	PUNCT
ap-9466	237	1	table	table	NOUN
ap-9466	237	2	6	6	NUM
ap-9466	237	3	.	.	PUNCT
ap-9466	237	4	specific	specific	ADJ
ap-9466	237	5	sections	section	NOUN
ap-9466	237	6	with	with	ADP
ap-9466	237	7	their	their	PRON
ap-9466	237	8	crack	crack	NOUN
ap-9466	237	9	’s	’s	PART
ap-9466	237	10	information	information	NOUN
ap-9466	237	11	.	.	PUNCT
ap-9466	238	1	nificantly	nificantly	ADV
ap-9466	238	2	from	from	ADP
ap-9466	238	3	the	the	DET
ap-9466	238	4	fitted	fit	VERB
ap-9466	238	5	line	line	NOUN
ap-9466	238	6	compared	compare	VERB
ap-9466	238	7	to	to	ADP
ap-9466	238	8	the	the	DET
ap-9466	238	9	other	other	ADJ
ap-9466	238	10	methods	method	NOUN
ap-9466	238	11	.	.	PUNCT
ap-9466	239	1	this	this	DET
ap-9466	239	2	observation	observation	NOUN
ap-9466	239	3	suggested	suggest	VERB
ap-9466	239	4	that	that	SCONJ
ap-9466	239	5	these	these	DET
ap-9466	239	6	models	model	NOUN
ap-9466	239	7	possessed	possess	VERB
ap-9466	239	8	a	a	DET
ap-9466	239	9	higher	high	ADJ
ap-9466	239	10	predictive	predictive	ADJ
ap-9466	239	11	power	power	NOUN
ap-9466	239	12	for	for	ADP
ap-9466	239	13	the	the	DET
ap-9466	239	14	specific	specific	ADJ
ap-9466	239	15	dataset	dataset	NOUN
ap-9466	239	16	used	use	VERB
ap-9466	239	17	in	in	ADP
ap-9466	239	18	this	this	DET
ap-9466	239	19	research	research	NOUN
ap-9466	239	20	.	.	PUNCT
ap-9466	240	1	in	in	ADP
ap-9466	240	2	table	table	NOUN
ap-9466	240	3	4	4	NUM
ap-9466	240	4	,	,	PUNCT
ap-9466	240	5	the	the	DET
ap-9466	240	6	comparison	comparison	NOUN
ap-9466	240	7	between	between	ADP
ap-9466	240	8	the	the	DET
ap-9466	240	9	predicted	predict	VERB
ap-9466	240	10	values	value	NOUN
ap-9466	240	11	of	of	ADP
ap-9466	240	12	the	the	DET
ap-9466	240	13	pci	pci	ADJ
ap-9466	240	14	and	and	CCONJ
ap-9466	240	15	their	their	PRON
ap-9466	240	16	corresponding	corresponding	ADJ
ap-9466	240	17	original	original	ADJ
ap-9466	240	18	values	value	NOUN
ap-9466	240	19	is	be	AUX
ap-9466	240	20	presented	present	VERB
ap-9466	240	21	for	for	ADP
ap-9466	240	22	different	different	ADJ
ap-9466	240	23	methods	method	NOUN
ap-9466	240	24	used	use	VERB
ap-9466	240	25	in	in	ADP
ap-9466	240	26	this	this	DET
ap-9466	240	27	research	research	NOUN
ap-9466	240	28	.	.	PUNCT
ap-9466	241	1	upon	upon	SCONJ
ap-9466	241	2	examination	examination	NOUN
ap-9466	241	3	,	,	PUNCT
ap-9466	241	4	it	it	PRON
ap-9466	241	5	is	be	AUX
ap-9466	241	6	evident	evident	ADJ
ap-9466	241	7	that	that	SCONJ
ap-9466	241	8	the	the	DET
ap-9466	241	9	prediction	prediction	NOUN
ap-9466	241	10	results	result	NOUN
ap-9466	241	11	were	be	AUX
ap-9466	241	12	generally	generally	ADV
ap-9466	241	13	acceptable	acceptable	ADJ
ap-9466	241	14	and	and	CCONJ
ap-9466	241	15	closely	closely	ADV
ap-9466	241	16	aligned	aligned	ADJ
ap-9466	241	17	with	with	ADP
ap-9466	241	18	the	the	DET
ap-9466	241	19	actual	actual	ADJ
ap-9466	241	20	values	value	NOUN
ap-9466	241	21	,	,	PUNCT
ap-9466	241	22	particularly	particularly	ADV
ap-9466	241	23	for	for	ADP
ap-9466	241	24	the	the	DET
ap-9466	241	25	decision	decision	NOUN
ap-9466	241	26	tree	tree	NOUN
ap-9466	241	27	and	and	CCONJ
ap-9466	241	28	xgboost	xgboost	NOUN
ap-9466	241	29	models	model	NOUN
ap-9466	241	30	.	.	PUNCT
ap-9466	242	1	for	for	ADP
ap-9466	242	2	instance	instance	NOUN
ap-9466	242	3	,	,	PUNCT
ap-9466	242	4	in	in	ADP
ap-9466	242	5	i	i	PROPN
ap-9466	242	6	d	d	PROPN
ap-9466	242	7	number	number	NOUN
ap-9466	242	8	162	162	NUM
ap-9466	242	9	and	and	CCONJ
ap-9466	242	10	187	187	NUM
ap-9466	242	11	,	,	PUNCT
ap-9466	242	12	the	the	DET
ap-9466	242	13	predicted	predict	VERB
ap-9466	242	14	values	value	NOUN
ap-9466	242	15	from	from	ADP
ap-9466	242	16	the	the	DET
ap-9466	242	17	decision	decision	NOUN
ap-9466	242	18	tree	tree	NOUN
ap-9466	242	19	and	and	CCONJ
ap-9466	242	20	xgboost	xgboost	NOUN
ap-9466	242	21	models	model	NOUN
ap-9466	242	22	closely	closely	ADV
ap-9466	242	23	match	match	VERB
ap-9466	242	24	the	the	DET
ap-9466	242	25	original	original	ADJ
ap-9466	242	26	values	value	NOUN
ap-9466	242	27	.	.	PUNCT
ap-9466	243	1	this	this	DET
ap-9466	243	2	close	close	ADJ
ap-9466	243	3	alignment	alignment	NOUN
ap-9466	243	4	can	can	AUX
ap-9466	243	5	be	be	AUX
ap-9466	243	6	attributed	attribute	VERB
ap-9466	243	7	to	to	ADP
ap-9466	243	8	the	the	DET
ap-9466	243	9	accuracy	accuracy	NOUN
ap-9466	243	10	and	and	CCONJ
ap-9466	243	11	robustness	robustness	NOUN
ap-9466	243	12	of	of	ADP
ap-9466	243	13	these	these	DET
ap-9466	243	14	algorithms	algorithm	NOUN
ap-9466	243	15	in	in	ADP
ap-9466	243	16	capturing	capture	VERB
ap-9466	243	17	the	the	DET
ap-9466	243	18	underlying	underlie	VERB
ap-9466	243	19	patterns	pattern	NOUN
ap-9466	243	20	and	and	CCONJ
ap-9466	243	21	relationships	relationship	NOUN
ap-9466	243	22	within	within	ADP
ap-9466	243	23	the	the	DET
ap-9466	243	24	dataset	dataset	NOUN
ap-9466	243	25	.	.	PUNCT
ap-9466	244	1	4.1	4.1	NUM
ap-9466	244	2	.	.	PUNCT
ap-9466	244	3	case	case	NOUN
ap-9466	244	4	study	study	NOUN
ap-9466	244	5	for	for	ADP
ap-9466	244	6	evaluating	evaluate	VERB
ap-9466	244	7	the	the	DET
ap-9466	244	8	application	application	NOUN
ap-9466	244	9	of	of	ADP
ap-9466	244	10	hfst	hfst	NOUN
ap-9466	244	11	in	in	ADP
ap-9466	244	12	this	this	DET
ap-9466	244	13	section	section	NOUN
ap-9466	244	14	,	,	PUNCT
ap-9466	244	15	the	the	DET
ap-9466	244	16	performance	performance	NOUN
ap-9466	244	17	of	of	ADP
ap-9466	244	18	the	the	DET
ap-9466	244	19	predicted	predict	VERB
ap-9466	244	20	models	model	NOUN
ap-9466	244	21	was	be	AUX
ap-9466	244	22	assessed	assess	VERB
ap-9466	244	23	,	,	PUNCT
ap-9466	244	24	and	and	CCONJ
ap-9466	244	25	the	the	DET
ap-9466	244	26	feasibility	feasibility	NOUN
ap-9466	244	27	of	of	ADP
ap-9466	244	28	hfst	hfst	NOUN
ap-9466	244	29	installation	installation	NOUN
ap-9466	244	30	was	be	AUX
ap-9466	244	31	proposed	propose	VERB
ap-9466	244	32	.	.	PUNCT
ap-9466	245	1	this	this	DET
ap-9466	245	2	evaluation	evaluation	NOUN
ap-9466	245	3	involved	involve	VERB
ap-9466	245	4	incorporating	incorporate	VERB
ap-9466	245	5	the	the	DET
ap-9466	245	6	iri	iri	NOUN
ap-9466	245	7	data	datum	NOUN
ap-9466	245	8	,	,	PUNCT
ap-9466	245	9	crack	crack	VERB
ap-9466	245	10	types	type	NOUN
ap-9466	245	11	and	and	CCONJ
ap-9466	245	12	severity	severity	NOUN
ap-9466	245	13	from	from	ADP
ap-9466	245	14	specific	specific	ADJ
ap-9466	245	15	sections	section	NOUN
ap-9466	245	16	retrieved	retrieve	VERB
ap-9466	245	17	from	from	ADP
ap-9466	245	18	the	the	DET
ap-9466	245	19	long	long	ADJ
ap-9466	245	20	-	-	PUNCT
ap-9466	245	21	term	term	NOUN
ap-9466	245	22	pavement	pavement	NOUN
ap-9466	245	23	performance	performance	NOUN
ap-9466	245	24	(	(	PUNCT
ap-9466	245	25	ltpp	ltpp	ADJ
ap-9466	245	26	)	)	PUNCT
ap-9466	245	27	database	database	NOUN
ap-9466	245	28	.	.	PUNCT
ap-9466	246	1	four	four	NUM
ap-9466	246	2	sections	section	NOUN
ap-9466	246	3	from	from	ADP
ap-9466	246	4	different	different	ADJ
ap-9466	246	5	states	state	NOUN
ap-9466	246	6	in	in	ADP
ap-9466	246	7	the	the	DET
ap-9466	246	8	united	united	PROPN
ap-9466	246	9	states	states	PROPN
ap-9466	246	10	were	be	AUX
ap-9466	246	11	selected	select	VERB
ap-9466	246	12	based	base	VERB
ap-9466	246	13	on	on	ADP
ap-9466	246	14	their	their	PRON
ap-9466	246	15	iri	iri	NOUN
ap-9466	246	16	data	datum	NOUN
ap-9466	246	17	.	.	PUNCT
ap-9466	247	1	the	the	DET
ap-9466	247	2	ensemble	ensemble	ADJ
ap-9466	247	3	models	model	NOUN
ap-9466	247	4	developed	develop	VERB
ap-9466	247	5	in	in	ADP
ap-9466	247	6	this	this	DET
ap-9466	247	7	research	research	NOUN
ap-9466	247	8	were	be	AUX
ap-9466	247	9	then	then	ADV
ap-9466	247	10	applied	apply	VERB
ap-9466	247	11	to	to	PART
ap-9466	247	12	predict	predict	VERB
ap-9466	247	13	the	the	DET
ap-9466	247	14	corresponding	corresponding	ADJ
ap-9466	247	15	pci	pci	NOUN
ap-9466	247	16	for	for	ADP
ap-9466	247	17	these	these	DET
ap-9466	247	18	sections	section	NOUN
ap-9466	247	19	based	base	VERB
ap-9466	247	20	on	on	ADP
ap-9466	247	21	their	their	PRON
ap-9466	247	22	current	current	ADJ
ap-9466	247	23	conditions	condition	NOUN
ap-9466	247	24	and	and	CCONJ
ap-9466	247	25	iri	iri	NOUN
ap-9466	247	26	values	value	NOUN
ap-9466	247	27	.	.	PUNCT
ap-9466	248	1	these	these	DET
ap-9466	248	2	sections	section	NOUN
ap-9466	248	3	were	be	AUX
ap-9466	248	4	then	then	ADV
ap-9466	248	5	categorised	categorise	VERB
ap-9466	248	6	into	into	ADP
ap-9466	248	7	levels	level	NOUN
ap-9466	248	8	of	of	ADP
ap-9466	248	9	suitability	suitability	NOUN
ap-9466	248	10	for	for	ADP
ap-9466	248	11	hfst	hfst	NOUN
ap-9466	248	12	installation	installation	NOUN
ap-9466	248	13	,	,	PUNCT
ap-9466	248	14	including	include	VERB
ap-9466	248	15	classifications	classification	NOUN
ap-9466	248	16	such	such	ADJ
ap-9466	248	17	as	as	ADP
ap-9466	248	18	good	good	ADJ
ap-9466	248	19	,	,	PUNCT
ap-9466	248	20	fair	fair	ADJ
ap-9466	248	21	,	,	PUNCT
ap-9466	248	22	or	or	CCONJ
ap-9466	248	23	poor	poor	ADJ
ap-9466	248	24	,	,	PUNCT
ap-9466	248	25	based	base	VERB
ap-9466	248	26	on	on	ADP
ap-9466	248	27	the	the	DET
ap-9466	248	28	criteria	criterion	NOUN
ap-9466	248	29	given	give	VERB
ap-9466	248	30	in	in	ADP
ap-9466	248	31	various	various	ADJ
ap-9466	248	32	literature	literature	NOUN
ap-9466	248	33	sources	source	NOUN
ap-9466	248	34	,	,	PUNCT
ap-9466	248	35	as	as	SCONJ
ap-9466	248	36	shown	show	VERB
ap-9466	248	37	in	in	ADP
ap-9466	248	38	table	table	NOUN
ap-9466	248	39	5	5	NUM
ap-9466	248	40	.	.	PUNCT
ap-9466	249	1	according	accord	VERB
ap-9466	249	2	to	to	ADP
ap-9466	249	3	the	the	DET
ap-9466	249	4	fhwa	fhwa	NOUN
ap-9466	249	5	and	and	CCONJ
ap-9466	249	6	other	other	ADJ
ap-9466	249	7	literature	literature	NOUN
ap-9466	249	8	recommendations	recommendation	NOUN
ap-9466	249	9	,	,	PUNCT
ap-9466	249	10	an	an	DET
ap-9466	249	11	iri	iri	NOUN
ap-9466	249	12	value	value	NOUN
ap-9466	249	13	of	of	ADP
ap-9466	249	14	less	less	ADJ
ap-9466	249	15	than	than	ADP
ap-9466	249	16	1.5	1.5	NUM
ap-9466	249	17	is	be	AUX
ap-9466	249	18	considered	consider	VERB
ap-9466	249	19	to	to	PART
ap-9466	249	20	indicate	indicate	VERB
ap-9466	249	21	good	good	ADJ
ap-9466	249	22	asphalt	asphalt	NOUN
ap-9466	249	23	pavement	pavement	NOUN
ap-9466	249	24	condition	condition	NOUN
ap-9466	249	25	,	,	PUNCT
ap-9466	249	26	while	while	SCONJ
ap-9466	249	27	an	an	DET
ap-9466	249	28	iri	iri	NOUN
ap-9466	249	29	value	value	NOUN
ap-9466	249	30	between	between	ADP
ap-9466	249	31	1.5	1.5	NUM
ap-9466	249	32	and	and	CCONJ
ap-9466	249	33	2.68	2.68	NUM
ap-9466	249	34	suggests	suggest	VERB
ap-9466	249	35	a	a	DET
ap-9466	249	36	fair	fair	ADJ
ap-9466	249	37	condition	condition	NOUN
ap-9466	249	38	.	.	PUNCT
ap-9466	250	1	these	these	DET
ap-9466	250	2	iri	iri	NOUN
ap-9466	250	3	thresholds	threshold	NOUN
ap-9466	250	4	can	can	AUX
ap-9466	250	5	serve	serve	VERB
ap-9466	250	6	as	as	ADP
ap-9466	250	7	criteria	criterion	NOUN
ap-9466	250	8	to	to	PART
ap-9466	250	9	assess	assess	VERB
ap-9466	250	10	the	the	DET
ap-9466	250	11	suitability	suitability	NOUN
ap-9466	250	12	of	of	ADP
ap-9466	250	13	hfst	hfst	NOUN
ap-9466	250	14	application	application	NOUN
ap-9466	250	15	,	,	PUNCT
ap-9466	250	16	according	accord	VERB
ap-9466	250	17	to	to	ADP
ap-9466	250	18	recommendations	recommendation	NOUN
ap-9466	250	19	from	from	ADP
ap-9466	250	20	various	various	ADJ
ap-9466	250	21	authorities	authority	NOUN
ap-9466	250	22	,	,	PUNCT
ap-9466	250	23	considering	consider	VERB
ap-9466	250	24	the	the	DET
ap-9466	250	25	significant	significant	ADJ
ap-9466	250	26	impact	impact	NOUN
ap-9466	250	27	of	of	ADP
ap-9466	250	28	iri	iri	NOUN
ap-9466	250	29	on	on	ADP
ap-9466	250	30	pci	pci	PROPN
ap-9466	250	31	and	and	CCONJ
ap-9466	250	32	its	its	PRON
ap-9466	250	33	consideration	consideration	NOUN
ap-9466	250	34	of	of	ADP
ap-9466	250	35	pavement	pavement	NOUN
ap-9466	250	36	condition	condition	NOUN
ap-9466	250	37	aspects	aspect	NOUN
ap-9466	250	38	,	,	PUNCT
ap-9466	250	39	such	such	ADJ
ap-9466	250	40	as	as	ADP
ap-9466	250	41	crack	crack	NOUN
ap-9466	250	42	type	type	NOUN
ap-9466	250	43	and	and	CCONJ
ap-9466	250	44	severity	severity	NOUN
ap-9466	250	45	[	[	X
ap-9466	250	46	3–5	3–5	NOUN
ap-9466	250	47	]	]	PUNCT
ap-9466	250	48	.	.	PUNCT
ap-9466	251	1	the	the	DET
ap-9466	251	2	predicted	predict	VERB
ap-9466	251	3	pci	pci	ADJ
ap-9466	251	4	values	value	NOUN
ap-9466	251	5	for	for	ADP
ap-9466	251	6	the	the	DET
ap-9466	251	7	respective	respective	ADJ
ap-9466	251	8	sections	section	NOUN
ap-9466	251	9	were	be	AUX
ap-9466	251	10	examined	examine	VERB
ap-9466	251	11	and	and	CCONJ
ap-9466	251	12	a	a	DET
ap-9466	251	13	comparison	comparison	NOUN
ap-9466	251	14	was	be	AUX
ap-9466	251	15	made	make	VERB
ap-9466	251	16	to	to	ADP
ap-9466	251	17	the	the	DET
ap-9466	251	18	corresponding	correspond	VERB
ap-9466	251	19	iri	iri	NOUN
ap-9466	251	20	thresholds	threshold	NOUN
ap-9466	251	21	to	to	PART
ap-9466	251	22	determine	determine	VERB
ap-9466	251	23	the	the	DET
ap-9466	251	24	recommended	recommend	VERB
ap-9466	251	25	pci	pci	ADJ
ap-9466	251	26	status	status	NOUN
ap-9466	251	27	.	.	PUNCT
ap-9466	252	1	for	for	ADP
ap-9466	252	2	instance	instance	NOUN
ap-9466	252	3	,	,	PUNCT
ap-9466	252	4	in	in	ADP
ap-9466	252	5	the	the	DET
ap-9466	252	6	case	case	NOUN
ap-9466	252	7	where	where	SCONJ
ap-9466	252	8	the	the	DET
ap-9466	252	9	predicted	predict	VERB
ap-9466	252	10	pci	pci	PROPN
ap-9466	252	11	falls	fall	VERB
ap-9466	252	12	within	within	ADP
ap-9466	252	13	the	the	DET
ap-9466	252	14	range	range	NOUN
ap-9466	252	15	associated	associate	VERB
ap-9466	252	16	with	with	ADP
ap-9466	252	17	a	a	DET
ap-9466	252	18	good	good	ADJ
ap-9466	252	19	or	or	CCONJ
ap-9466	252	20	fair	fair	ADJ
ap-9466	252	21	condition	condition	NOUN
ap-9466	252	22	based	base	VERB
ap-9466	252	23	on	on	ADP
ap-9466	252	24	the	the	DET
ap-9466	252	25	iri	iri	NOUN
ap-9466	252	26	thresholds	threshold	NOUN
ap-9466	252	27	,	,	PUNCT
ap-9466	252	28	it	it	PRON
ap-9466	252	29	indicates	indicate	VERB
ap-9466	252	30	the	the	DET
ap-9466	252	31	suitability	suitability	NOUN
ap-9466	252	32	of	of	ADP
ap-9466	252	33	hfst	hfst	NOUN
ap-9466	252	34	application	application	NOUN
ap-9466	252	35	for	for	ADP
ap-9466	252	36	these	these	DET
ap-9466	252	37	sections	section	NOUN
ap-9466	252	38	.	.	PUNCT
ap-9466	253	1	table	table	NOUN
ap-9466	253	2	6	6	NUM
ap-9466	253	3	summarised	summarise	VERB
ap-9466	253	4	these	these	DET
ap-9466	253	5	sections	section	NOUN
ap-9466	253	6	,	,	PUNCT
ap-9466	253	7	providing	provide	VERB
ap-9466	253	8	valuable	valuable	ADJ
ap-9466	253	9	insights	insight	NOUN
ap-9466	253	10	into	into	ADP
ap-9466	253	11	their	their	PRON
ap-9466	253	12	predicted	predict	VERB
ap-9466	253	13	pci	pci	ADJ
ap-9466	253	14	values	value	NOUN
ap-9466	253	15	,	,	PUNCT
ap-9466	253	16	along	along	ADP
ap-9466	253	17	with	with	ADP
ap-9466	253	18	comprehensive	comprehensive	ADJ
ap-9466	253	19	information	information	NOUN
ap-9466	253	20	about	about	ADP
ap-9466	253	21	crack	crack	NOUN
ap-9466	253	22	length	length	NOUN
ap-9466	253	23	,	,	PUNCT
ap-9466	253	24	type	type	NOUN
ap-9466	253	25	,	,	PUNCT
ap-9466	253	26	and	and	CCONJ
ap-9466	253	27	severity	severity	NOUN
ap-9466	253	28	.	.	PUNCT
ap-9466	254	1	the	the	DET
ap-9466	254	2	in	in	ADP
ap-9466	254	3	-	-	PUNCT
ap-9466	254	4	depth	depth	NOUN
ap-9466	254	5	analysis	analysis	NOUN
ap-9466	254	6	of	of	ADP
ap-9466	254	7	the	the	DET
ap-9466	254	8	pre578	pre578	PROPN
ap-9466	254	9	vol	vol	NOUN
ap-9466	254	10	.	.	PROPN
ap-9466	255	1	64	64	NUM
ap-9466	255	2	no	no	NOUN
ap-9466	255	3	.	.	PUNCT
ap-9466	256	1	6/2024	6/2024	AUX
ap-9466	256	2	developing	develop	VERB
ap-9466	256	3	an	an	DET
ap-9466	256	4	effective	effective	ADJ
ap-9466	256	5	approach	approach	NOUN
ap-9466	256	6	to	to	PART
ap-9466	256	7	assess	assess	VERB
ap-9466	256	8	pavement	pavement	NOUN
ap-9466	256	9	condition	condition	NOUN
ap-9466	256	10	.	.	PUNCT
ap-9466	256	11	.	.	PUNCT
ap-9466	257	1	.	.	PUNCT
ap-9466	258	1	figure	figure	VERB
ap-9466	258	2	6	6	NUM
ap-9466	258	3	.	.	PUNCT
ap-9466	259	1	pavement	pavement	NOUN
ap-9466	259	2	quality	quality	NOUN
ap-9466	259	3	for	for	ADP
ap-9466	259	4	the	the	DET
ap-9466	259	5	hfst	hfst	NOUN
ap-9466	259	6	application	application	NOUN
ap-9466	259	7	based	base	VERB
ap-9466	259	8	on	on	ADP
ap-9466	259	9	iri	iri	PROPN
ap-9466	259	10	and	and	CCONJ
ap-9466	259	11	predicted	predict	VERB
ap-9466	259	12	pci	pci	ADJ
ap-9466	259	13	values	value	NOUN
ap-9466	259	14	.	.	PUNCT
ap-9466	260	1	dicted	dicte	VERB
ap-9466	260	2	pci	pci	PROPN
ap-9466	260	3	based	base	VERB
ap-9466	260	4	on	on	ADP
ap-9466	260	5	iri	iri	PROPN
ap-9466	260	6	and	and	CCONJ
ap-9466	260	7	subsequent	subsequent	ADJ
ap-9466	260	8	hfst	hfst	NOUN
ap-9466	260	9	application	application	NOUN
ap-9466	260	10	recommendations	recommendation	NOUN
ap-9466	260	11	revealed	reveal	VERB
ap-9466	260	12	a	a	DET
ap-9466	260	13	strong	strong	ADJ
ap-9466	260	14	correlation	correlation	NOUN
ap-9466	260	15	between	between	ADP
ap-9466	260	16	the	the	DET
ap-9466	260	17	crack	crack	NOUN
ap-9466	260	18	severity	severity	NOUN
ap-9466	260	19	and	and	CCONJ
ap-9466	260	20	the	the	DET
ap-9466	260	21	overall	overall	ADJ
ap-9466	260	22	pavement	pavement	NOUN
ap-9466	260	23	condition	condition	NOUN
ap-9466	260	24	,	,	PUNCT
ap-9466	260	25	validating	validate	VERB
ap-9466	260	26	the	the	DET
ap-9466	260	27	effectiveness	effectiveness	NOUN
ap-9466	260	28	of	of	ADP
ap-9466	260	29	the	the	DET
ap-9466	260	30	evaluation	evaluation	NOUN
ap-9466	260	31	method	method	NOUN
ap-9466	260	32	.	.	PUNCT
ap-9466	261	1	for	for	ADP
ap-9466	261	2	instance	instance	NOUN
ap-9466	261	3	,	,	PUNCT
ap-9466	261	4	when	when	SCONJ
ap-9466	261	5	examining	examine	VERB
ap-9466	261	6	the	the	DET
ap-9466	261	7	kansas	kansas	PROPN
ap-9466	261	8	section	section	NOUN
ap-9466	261	9	with	with	ADP
ap-9466	261	10	its	its	PRON
ap-9466	261	11	high	high	ADJ
ap-9466	261	12	iri	iri	NOUN
ap-9466	261	13	and	and	CCONJ
ap-9466	261	14	varying	vary	VERB
ap-9466	261	15	crack	crack	NOUN
ap-9466	261	16	characteristics	characteristic	NOUN
ap-9466	261	17	,	,	PUNCT
ap-9466	261	18	the	the	DET
ap-9466	261	19	predicted	predict	VERB
ap-9466	261	20	and	and	CCONJ
ap-9466	261	21	suggested	suggest	VERB
ap-9466	261	22	model	model	NOUN
ap-9466	261	23	indicated	indicate	VERB
ap-9466	261	24	that	that	SCONJ
ap-9466	261	25	it	it	PRON
ap-9466	261	26	is	be	AUX
ap-9466	261	27	not	not	PART
ap-9466	261	28	a	a	DET
ap-9466	261	29	suitable	suitable	ADJ
ap-9466	261	30	candidate	candidate	NOUN
ap-9466	261	31	for	for	ADP
ap-9466	261	32	hfst	hfst	NOUN
ap-9466	261	33	.	.	PUNCT
ap-9466	262	1	conversely	conversely	ADV
ap-9466	262	2	,	,	PUNCT
ap-9466	262	3	sections	section	NOUN
ap-9466	262	4	like	like	ADP
ap-9466	262	5	missouri	missouri	PROPN
ap-9466	262	6	,	,	PUNCT
ap-9466	262	7	with	with	ADP
ap-9466	262	8	lower	low	ADJ
ap-9466	262	9	iri	iri	NOUN
ap-9466	262	10	,	,	PUNCT
ap-9466	262	11	lower	low	ADJ
ap-9466	262	12	crack	crack	VERB
ap-9466	262	13	severity	severity	NOUN
ap-9466	262	14	,	,	PUNCT
ap-9466	262	15	and	and	CCONJ
ap-9466	262	16	higher	high	ADJ
ap-9466	262	17	predicted	predict	VERB
ap-9466	262	18	pci	pci	ADJ
ap-9466	262	19	values	value	NOUN
ap-9466	262	20	,	,	PUNCT
ap-9466	262	21	exhibit	exhibit	VERB
ap-9466	262	22	promising	promising	ADJ
ap-9466	262	23	attributes	attribute	NOUN
ap-9466	262	24	,	,	PUNCT
ap-9466	262	25	making	make	VERB
ap-9466	262	26	them	they	PRON
ap-9466	262	27	excellent	excellent	ADJ
ap-9466	262	28	candidates	candidate	NOUN
ap-9466	262	29	for	for	ADP
ap-9466	262	30	the	the	DET
ap-9466	262	31	hfst	hfst	NOUN
ap-9466	262	32	application	application	NOUN
ap-9466	262	33	.	.	PUNCT
ap-9466	263	1	the	the	DET
ap-9466	263	2	installation	installation	NOUN
ap-9466	263	3	of	of	ADP
ap-9466	263	4	hfst	hfst	NOUN
ap-9466	263	5	in	in	ADP
ap-9466	263	6	the	the	DET
ap-9466	263	7	selected	select	VERB
ap-9466	263	8	sections	section	NOUN
ap-9466	263	9	was	be	AUX
ap-9466	263	10	suggested	suggest	VERB
ap-9466	263	11	based	base	VERB
ap-9466	263	12	on	on	ADP
ap-9466	263	13	the	the	DET
ap-9466	263	14	predicted	predict	VERB
ap-9466	263	15	pci	pci	ADJ
ap-9466	263	16	and	and	CCONJ
ap-9466	263	17	hfst	hfst	NOUN
ap-9466	263	18	installation	installation	NOUN
ap-9466	263	19	recommendations	recommendation	NOUN
ap-9466	263	20	,	,	PUNCT
ap-9466	263	21	as	as	SCONJ
ap-9466	263	22	depicted	depict	VERB
ap-9466	263	23	in	in	ADP
ap-9466	263	24	figure	figure	NOUN
ap-9466	263	25	6	6	NUM
ap-9466	263	26	.	.	PUNCT
ap-9466	264	1	both	both	CCONJ
ap-9466	264	2	the	the	DET
ap-9466	264	3	missouri	missouri	PROPN
ap-9466	264	4	and	and	CCONJ
ap-9466	264	5	nebraska	nebraska	PROPN
ap-9466	264	6	sections	section	NOUN
ap-9466	264	7	emerged	emerge	VERB
ap-9466	264	8	as	as	ADP
ap-9466	264	9	good	good	ADJ
ap-9466	264	10	candidates	candidate	NOUN
ap-9466	264	11	for	for	ADP
ap-9466	264	12	the	the	DET
ap-9466	264	13	hfst	hfst	NOUN
ap-9466	264	14	installation	installation	NOUN
ap-9466	264	15	.	.	PUNCT
ap-9466	265	1	however	however	ADV
ap-9466	265	2	,	,	PUNCT
ap-9466	265	3	the	the	DET
ap-9466	265	4	kansas	kansas	PROPN
ap-9466	265	5	section	section	NOUN
ap-9466	265	6	was	be	AUX
ap-9466	265	7	indicated	indicate	VERB
ap-9466	265	8	as	as	ADP
ap-9466	265	9	a	a	DET
ap-9466	265	10	poor	poor	ADJ
ap-9466	265	11	candidate	candidate	NOUN
ap-9466	265	12	for	for	ADP
ap-9466	265	13	the	the	DET
ap-9466	265	14	hfst	hfst	NOUN
ap-9466	265	15	application	application	NOUN
ap-9466	265	16	.	.	PUNCT
ap-9466	266	1	5	5	X
ap-9466	266	2	.	.	X
ap-9466	266	3	conclusion	conclusion	NOUN
ap-9466	266	4	hfst	hfst	NOUN
ap-9466	266	5	provides	provide	VERB
ap-9466	266	6	superior	superior	ADJ
ap-9466	266	7	friction	friction	NOUN
ap-9466	266	8	levels	level	NOUN
ap-9466	266	9	that	that	PRON
ap-9466	266	10	does	do	AUX
ap-9466	266	11	not	not	PART
ap-9466	266	12	degrade	degrade	VERB
ap-9466	266	13	over	over	ADP
ap-9466	266	14	time	time	NOUN
ap-9466	266	15	.	.	PUNCT
ap-9466	267	1	it	it	PRON
ap-9466	267	2	is	be	AUX
ap-9466	267	3	mainly	mainly	ADV
ap-9466	267	4	used	use	VERB
ap-9466	267	5	as	as	ADP
ap-9466	267	6	a	a	DET
ap-9466	267	7	spot	spot	NOUN
ap-9466	267	8	treatment	treatment	NOUN
ap-9466	267	9	for	for	ADP
ap-9466	267	10	specific	specific	ADJ
ap-9466	267	11	high	high	ADJ
ap-9466	267	12	-	-	PUNCT
ap-9466	267	13	risk	risk	NOUN
ap-9466	267	14	locations	location	NOUN
ap-9466	267	15	such	such	ADJ
ap-9466	267	16	as	as	ADP
ap-9466	267	17	sharp	sharp	ADJ
ap-9466	267	18	curves	curve	NOUN
ap-9466	267	19	and	and	CCONJ
ap-9466	267	20	other	other	ADJ
ap-9466	267	21	critical	critical	ADJ
ap-9466	267	22	areas	area	NOUN
ap-9466	267	23	,	,	PUNCT
ap-9466	267	24	rather	rather	ADV
ap-9466	267	25	than	than	ADP
ap-9466	267	26	for	for	ADP
ap-9466	267	27	long	long	ADJ
ap-9466	267	28	stretches	stretch	NOUN
ap-9466	267	29	of	of	ADP
ap-9466	267	30	pavement	pavement	NOUN
ap-9466	267	31	[	[	X
ap-9466	267	32	1	1	NUM
ap-9466	267	33	]	]	PUNCT
ap-9466	267	34	.	.	PUNCT
ap-9466	268	1	the	the	DET
ap-9466	268	2	selection	selection	NOUN
ap-9466	268	3	of	of	ADP
ap-9466	268	4	hfst	hfst	NOUN
ap-9466	268	5	locations	location	NOUN
ap-9466	268	6	is	be	AUX
ap-9466	268	7	usually	usually	ADV
ap-9466	268	8	driven	drive	VERB
ap-9466	268	9	by	by	ADP
ap-9466	268	10	high	high	ADJ
ap-9466	268	11	accident	accident	NOUN
ap-9466	268	12	rates	rate	NOUN
ap-9466	268	13	,	,	PUNCT
ap-9466	268	14	although	although	SCONJ
ap-9466	268	15	it	it	PRON
ap-9466	268	16	can	can	AUX
ap-9466	268	17	also	also	ADV
ap-9466	268	18	be	be	AUX
ap-9466	268	19	used	use	VERB
ap-9466	268	20	as	as	ADP
ap-9466	268	21	a	a	DET
ap-9466	268	22	systemic	systemic	ADJ
ap-9466	268	23	countermeasure	countermeasure	NOUN
ap-9466	268	24	.	.	PUNCT
ap-9466	269	1	in	in	ADP
ap-9466	269	2	addition	addition	NOUN
ap-9466	269	3	,	,	PUNCT
ap-9466	269	4	a	a	DET
ap-9466	269	5	thorough	thorough	ADJ
ap-9466	269	6	pavement	pavement	NOUN
ap-9466	269	7	condition	condition	NOUN
ap-9466	269	8	assessment	assessment	NOUN
ap-9466	269	9	is	be	AUX
ap-9466	269	10	essential	essential	ADJ
ap-9466	269	11	to	to	PART
ap-9466	269	12	ensure	ensure	VERB
ap-9466	269	13	that	that	SCONJ
ap-9466	269	14	a	a	DET
ap-9466	269	15	location	location	NOUN
ap-9466	269	16	is	be	AUX
ap-9466	269	17	suitable	suitable	ADJ
ap-9466	269	18	for	for	ADP
ap-9466	269	19	hfst	hfst	NOUN
ap-9466	269	20	application	application	NOUN
ap-9466	269	21	.	.	PUNCT
ap-9466	270	1	the	the	DET
ap-9466	270	2	assessment	assessment	NOUN
ap-9466	270	3	of	of	ADP
ap-9466	270	4	pavement	pavement	NOUN
ap-9466	270	5	condition	condition	NOUN
ap-9466	270	6	for	for	ADP
ap-9466	270	7	the	the	DET
ap-9466	270	8	hfst	hfst	NOUN
ap-9466	270	9	application	application	NOUN
ap-9466	270	10	is	be	AUX
ap-9466	270	11	a	a	DET
ap-9466	270	12	complex	complex	ADJ
ap-9466	270	13	task	task	NOUN
ap-9466	270	14	that	that	PRON
ap-9466	270	15	requires	require	VERB
ap-9466	270	16	considering	consider	VERB
ap-9466	270	17	multiple	multiple	ADJ
ap-9466	270	18	factors	factor	NOUN
ap-9466	270	19	,	,	PUNCT
ap-9466	270	20	such	such	ADJ
ap-9466	270	21	as	as	ADP
ap-9466	270	22	distress	distress	NOUN
ap-9466	270	23	,	,	PUNCT
ap-9466	270	24	skid	skid	NOUN
ap-9466	270	25	resistance	resistance	NOUN
ap-9466	270	26	,	,	PUNCT
ap-9466	270	27	and	and	CCONJ
ap-9466	270	28	roughness	roughness	NOUN
ap-9466	270	29	.	.	PUNCT
ap-9466	271	1	this	this	DET
ap-9466	271	2	research	research	NOUN
ap-9466	271	3	aimed	aim	VERB
ap-9466	271	4	to	to	PART
ap-9466	271	5	address	address	VERB
ap-9466	271	6	this	this	DET
ap-9466	271	7	challenge	challenge	NOUN
ap-9466	271	8	by	by	ADP
ap-9466	271	9	using	use	VERB
ap-9466	271	10	machine	machine	NOUN
ap-9466	271	11	learning	learn	VERB
ap-9466	271	12	techniques	technique	NOUN
ap-9466	271	13	to	to	PART
ap-9466	271	14	predict	predict	VERB
ap-9466	271	15	the	the	DET
ap-9466	271	16	pci	pci	ADJ
ap-9466	271	17	and	and	CCONJ
ap-9466	271	18	evaluate	evaluate	VERB
ap-9466	271	19	the	the	DET
ap-9466	271	20	suitability	suitability	NOUN
ap-9466	271	21	of	of	ADP
ap-9466	271	22	pavements	pavement	NOUN
ap-9466	271	23	for	for	ADP
ap-9466	271	24	hfst	hfst	NOUN
ap-9466	271	25	applications	application	NOUN
ap-9466	271	26	.	.	PUNCT
ap-9466	272	1	incorporating	incorporate	VERB
ap-9466	272	2	iri	iri	NOUN
ap-9466	272	3	data	datum	NOUN
ap-9466	272	4	and	and	CCONJ
ap-9466	272	5	previous	previous	ADJ
ap-9466	272	6	pci	pci	ADJ
ap-9466	272	7	information	information	NOUN
ap-9466	272	8	streamlined	streamline	VERB
ap-9466	272	9	the	the	DET
ap-9466	272	10	evaluation	evaluation	NOUN
ap-9466	272	11	process	process	NOUN
ap-9466	272	12	,	,	PUNCT
ap-9466	272	13	eliminating	eliminate	VERB
ap-9466	272	14	the	the	DET
ap-9466	272	15	need	need	NOUN
ap-9466	272	16	for	for	ADP
ap-9466	272	17	extensive	extensive	ADJ
ap-9466	272	18	distress	distress	NOUN
ap-9466	272	19	evaluation	evaluation	NOUN
ap-9466	272	20	.	.	PUNCT
ap-9466	273	1	this	this	DET
ap-9466	273	2	approach	approach	NOUN
ap-9466	273	3	not	not	PART
ap-9466	273	4	only	only	ADV
ap-9466	273	5	saved	save	VERB
ap-9466	273	6	cost	cost	NOUN
ap-9466	273	7	and	and	CCONJ
ap-9466	273	8	time	time	NOUN
ap-9466	273	9	,	,	PUNCT
ap-9466	273	10	but	but	CCONJ
ap-9466	273	11	also	also	ADV
ap-9466	273	12	allowed	allow	VERB
ap-9466	273	13	for	for	ADP
ap-9466	273	14	a	a	DET
ap-9466	273	15	comprehensive	comprehensive	ADJ
ap-9466	273	16	consideration	consideration	NOUN
ap-9466	273	17	of	of	ADP
ap-9466	273	18	factors	factor	NOUN
ap-9466	273	19	in	in	ADP
ap-9466	273	20	determining	determine	VERB
ap-9466	273	21	the	the	DET
ap-9466	273	22	suitability	suitability	NOUN
ap-9466	273	23	of	of	ADP
ap-9466	273	24	the	the	DET
ap-9466	273	25	hfst	hfst	NOUN
ap-9466	273	26	application	application	NOUN
ap-9466	273	27	.	.	PUNCT
ap-9466	274	1	previous	previous	ADJ
ap-9466	274	2	research	research	NOUN
ap-9466	274	3	efforts	effort	NOUN
ap-9466	274	4	have	have	AUX
ap-9466	274	5	focused	focus	VERB
ap-9466	274	6	on	on	ADP
ap-9466	274	7	predicting	predict	VERB
ap-9466	274	8	pci	pci	PROPN
ap-9466	274	9	using	use	VERB
ap-9466	274	10	simple	simple	ADJ
ap-9466	274	11	models	model	NOUN
ap-9466	274	12	based	base	VERB
ap-9466	274	13	on	on	ADP
ap-9466	274	14	iri	iri	NOUN
ap-9466	274	15	,	,	PUNCT
ap-9466	274	16	but	but	CCONJ
ap-9466	274	17	these	these	DET
ap-9466	274	18	models	model	NOUN
ap-9466	274	19	have	have	AUX
ap-9466	274	20	lacked	lack	VERB
ap-9466	274	21	the	the	DET
ap-9466	274	22	necessary	necessary	ADJ
ap-9466	274	23	accuracy	accuracy	NOUN
ap-9466	274	24	.	.	PUNCT
ap-9466	275	1	in	in	ADP
ap-9466	275	2	addition	addition	NOUN
ap-9466	275	3	,	,	PUNCT
ap-9466	275	4	there	there	PRON
ap-9466	275	5	is	be	VERB
ap-9466	275	6	a	a	DET
ap-9466	275	7	lack	lack	NOUN
ap-9466	275	8	of	of	ADP
ap-9466	275	9	research	research	NOUN
ap-9466	275	10	on	on	ADP
ap-9466	275	11	evaluating	evaluate	VERB
ap-9466	275	12	the	the	DET
ap-9466	275	13	suitability	suitability	NOUN
ap-9466	275	14	of	of	ADP
ap-9466	275	15	hfst	hfst	NOUN
ap-9466	275	16	and	and	CCONJ
ap-9466	275	17	predicting	predict	VERB
ap-9466	275	18	pavement	pavement	NOUN
ap-9466	275	19	conditions	condition	NOUN
ap-9466	275	20	using	use	VERB
ap-9466	275	21	iri	iri	NOUN
ap-9466	275	22	and	and	CCONJ
ap-9466	275	23	previous	previous	ADJ
ap-9466	275	24	pci	pci	NOUN
ap-9466	275	25	.	.	PUNCT
ap-9466	276	1	the	the	DET
ap-9466	276	2	suitability	suitability	NOUN
ap-9466	276	3	of	of	ADP
ap-9466	276	4	hfst	hfst	NOUN
ap-9466	276	5	application	application	NOUN
ap-9466	276	6	based	base	VERB
ap-9466	276	7	on	on	ADP
ap-9466	276	8	the	the	DET
ap-9466	276	9	predicted	predict	VERB
ap-9466	276	10	pci	pci	PROPN
ap-9466	276	11	has	have	AUX
ap-9466	276	12	been	be	AUX
ap-9466	276	13	suggested	suggest	VERB
ap-9466	276	14	through	through	ADP
ap-9466	276	15	the	the	DET
ap-9466	276	16	use	use	NOUN
ap-9466	276	17	of	of	ADP
ap-9466	276	18	ensemble	ensemble	ADJ
ap-9466	276	19	models	model	NOUN
ap-9466	276	20	and	and	CCONJ
ap-9466	276	21	consideration	consideration	NOUN
ap-9466	276	22	of	of	ADP
ap-9466	276	23	various	various	ADJ
ap-9466	276	24	recommendations	recommendation	NOUN
ap-9466	276	25	.	.	PUNCT
ap-9466	277	1	this	this	DET
ap-9466	277	2	advanced	advanced	ADJ
ap-9466	277	3	approach	approach	NOUN
ap-9466	277	4	improved	improve	VERB
ap-9466	277	5	the	the	DET
ap-9466	277	6	evaluation	evaluation	NOUN
ap-9466	277	7	process	process	NOUN
ap-9466	277	8	and	and	CCONJ
ap-9466	277	9	resulted	result	VERB
ap-9466	277	10	in	in	ADP
ap-9466	277	11	more	more	ADV
ap-9466	277	12	reliable	reliable	ADJ
ap-9466	277	13	recommendations	recommendation	NOUN
ap-9466	277	14	for	for	ADP
ap-9466	277	15	the	the	DET
ap-9466	277	16	hfst	hfst	NOUN
ap-9466	277	17	application	application	NOUN
ap-9466	277	18	to	to	ADP
ap-9466	277	19	pavements	pavement	NOUN
ap-9466	277	20	.	.	PUNCT
ap-9466	278	1	it	it	PRON
ap-9466	278	2	was	be	AUX
ap-9466	278	3	observed	observe	VERB
ap-9466	278	4	that	that	SCONJ
ap-9466	278	5	the	the	DET
ap-9466	278	6	decision	decision	NOUN
ap-9466	278	7	tree	tree	NOUN
ap-9466	278	8	and	and	CCONJ
ap-9466	278	9	xgboost	xgboost	NOUN
ap-9466	278	10	models	model	NOUN
ap-9466	278	11	exhibited	exhibit	VERB
ap-9466	278	12	the	the	DET
ap-9466	278	13	highest	high	ADJ
ap-9466	278	14	accuracy	accuracy	NOUN
ap-9466	278	15	in	in	ADP
ap-9466	278	16	predicting	predict	VERB
ap-9466	278	17	the	the	DET
ap-9466	278	18	pci	pci	NOUN
ap-9466	278	19	,	,	PUNCT
ap-9466	278	20	with	with	ADP
ap-9466	278	21	an	an	DET
ap-9466	278	22	r	r	NOUN
ap-9466	278	23	-	-	PUNCT
ap-9466	278	24	squared	square	VERB
ap-9466	278	25	value	value	NOUN
ap-9466	278	26	approaching	approach	VERB
ap-9466	278	27	0.90	0.90	NUM
ap-9466	278	28	.	.	PUNCT
ap-9466	279	1	this	this	DET
ap-9466	279	2	finding	finding	NOUN
ap-9466	279	3	suggests	suggest	VERB
ap-9466	279	4	that	that	SCONJ
ap-9466	279	5	there	there	PRON
ap-9466	279	6	is	be	VERB
ap-9466	279	7	a	a	DET
ap-9466	279	8	minimal	minimal	ADJ
ap-9466	279	9	linear	linear	NOUN
ap-9466	279	10	relationship	relationship	NOUN
ap-9466	279	11	between	between	ADP
ap-9466	279	12	the	the	DET
ap-9466	279	13	iri	iri	NOUN
ap-9466	279	14	and	and	CCONJ
ap-9466	279	15	pci	pci	ADJ
ap-9466	279	16	due	due	ADP
ap-9466	279	17	to	to	ADP
ap-9466	279	18	the	the	DET
ap-9466	279	19	dataset	dataset	NOUN
ap-9466	279	20	’s	’s	PART
ap-9466	279	21	characteristics	characteristic	NOUN
ap-9466	279	22	and	and	CCONJ
ap-9466	279	23	the	the	DET
ap-9466	279	24	complex	complex	ADJ
ap-9466	279	25	nature	nature	NOUN
ap-9466	279	26	of	of	ADP
ap-9466	279	27	their	their	PRON
ap-9466	279	28	relationship	relationship	NOUN
ap-9466	279	29	.	.	PUNCT
ap-9466	280	1	in	in	ADP
ap-9466	280	2	the	the	DET
ap-9466	280	3	evaluation	evaluation	NOUN
ap-9466	280	4	of	of	ADP
ap-9466	280	5	the	the	DET
ap-9466	280	6	predicted	predict	VERB
ap-9466	280	7	models	model	NOUN
ap-9466	280	8	’	'	PUNCT
ap-9466	280	9	performance	performance	NOUN
ap-9466	280	10	,	,	PUNCT
ap-9466	280	11	the	the	DET
ap-9466	280	12	iri	iri	NOUN
ap-9466	280	13	data	datum	NOUN
ap-9466	280	14	from	from	ADP
ap-9466	280	15	the	the	DET
ap-9466	280	16	ltpp	ltpp	NOUN
ap-9466	280	17	database	database	NOUN
ap-9466	280	18	were	be	AUX
ap-9466	280	19	incorporated	incorporate	VERB
ap-9466	280	20	.	.	PUNCT
ap-9466	281	1	by	by	ADP
ap-9466	281	2	comparing	compare	VERB
ap-9466	281	3	the	the	DET
ap-9466	281	4	predicted	predict	VERB
ap-9466	281	5	pci	pci	ADJ
ap-9466	281	6	values	value	NOUN
ap-9466	281	7	to	to	ADP
ap-9466	281	8	the	the	DET
ap-9466	281	9	corresponding	corresponding	ADJ
ap-9466	281	10	iri	iri	NOUN
ap-9466	281	11	thresholds	threshold	NOUN
ap-9466	281	12	,	,	PUNCT
ap-9466	281	13	the	the	DET
ap-9466	281	14	recommended	recommend	VERB
ap-9466	281	15	pci	pci	ADJ
ap-9466	281	16	status	status	NOUN
ap-9466	281	17	could	could	AUX
ap-9466	281	18	be	be	AUX
ap-9466	281	19	determined	determine	VERB
ap-9466	281	20	.	.	PUNCT
ap-9466	282	1	if	if	SCONJ
ap-9466	282	2	the	the	DET
ap-9466	282	3	predicted	predict	VERB
ap-9466	282	4	pci	pci	PROPN
ap-9466	282	5	fell	fall	VERB
ap-9466	282	6	within	within	ADP
ap-9466	282	7	the	the	DET
ap-9466	282	8	range	range	NOUN
ap-9466	282	9	associated	associate	VERB
ap-9466	282	10	with	with	ADP
ap-9466	282	11	good	good	ADJ
ap-9466	282	12	conditions	condition	NOUN
ap-9466	282	13	based	base	VERB
ap-9466	282	14	on	on	ADP
ap-9466	282	15	the	the	DET
ap-9466	282	16	iri	iri	NOUN
ap-9466	282	17	thresholds	threshold	NOUN
ap-9466	282	18	,	,	PUNCT
ap-9466	282	19	this	this	PRON
ap-9466	282	20	indicated	indicate	VERB
ap-9466	282	21	the	the	DET
ap-9466	282	22	suitability	suitability	NOUN
ap-9466	282	23	of	of	ADP
ap-9466	282	24	the	the	DET
ap-9466	282	25	hfst	hfst	NOUN
ap-9466	282	26	application	application	NOUN
ap-9466	282	27	.	.	PUNCT
ap-9466	283	1	references	reference	NOUN
ap-9466	283	2	[	[	X
ap-9466	283	3	1	1	NUM
ap-9466	283	4	]	]	PUNCT
ap-9466	283	5	a.	a.	NOUN
ap-9466	283	6	roshan	roshan	PROPN
ap-9466	283	7	,	,	PUNCT
ap-9466	283	8	m.	m.	NOUN
ap-9466	283	9	abdelrahman	abdelrahman	NOUN
ap-9466	283	10	.	.	PUNCT
ap-9466	284	1	influence	influence	NOUN
ap-9466	284	2	of	of	ADP
ap-9466	284	3	aggregate	aggregate	ADJ
ap-9466	284	4	properties	property	NOUN
ap-9466	284	5	on	on	ADP
ap-9466	284	6	skid	skid	NOUN
ap-9466	284	7	resistance	resistance	NOUN
ap-9466	284	8	of	of	ADP
ap-9466	284	9	pavement	pavement	NOUN
ap-9466	284	10	surface	surface	NOUN
ap-9466	284	11	treatments	treatment	NOUN
ap-9466	284	12	.	.	PUNCT
ap-9466	285	1	coatings	coating	NOUN
ap-9466	285	2	14(8):1037	14(8):1037	NUM
ap-9466	285	3	,	,	PUNCT
ap-9466	285	4	2024	2024	NUM
ap-9466	285	5	.	.	PUNCT
ap-9466	286	1	https://doi.org/10.3390/coatings14081037	https://doi.org/10.3390/coatings14081037	NOUN
ap-9466	286	2	[	[	X
ap-9466	286	3	2	2	NUM
ap-9466	286	4	]	]	PUNCT
ap-9466	286	5	federal	federal	ADJ
ap-9466	286	6	highway	highway	PROPN
ap-9466	286	7	administration	administration	PROPN
ap-9466	286	8	.	.	PUNCT
ap-9466	287	1	fhwa	fhwa	PROPN
ap-9466	287	2	high	high	ADJ
ap-9466	287	3	friction	friction	NOUN
ap-9466	287	4	surface	surface	NOUN
ap-9466	287	5	treatments	treatment	NOUN
ap-9466	287	6	:	:	PUNCT
ap-9466	287	7	frequently	frequently	ADV
ap-9466	287	8	asked	ask	VERB
ap-9466	287	9	questions	question	NOUN
ap-9466	287	10	–	–	PUNCT
ap-9466	287	11	2022	2022	NUM
ap-9466	287	12	update	update	NOUN
ap-9466	287	13	(	(	PUNCT
ap-9466	287	14	fhwa	fhwa	PROPN
ap-9466	287	15	-	-	PUNCT
ap-9466	287	16	sa-22	sa-22	X
ap-9466	287	17	-	-	PUNCT
ap-9466	287	18	016	016	NUM
ap-9466	287	19	)	)	PUNCT
ap-9466	287	20	,	,	PUNCT
ap-9466	287	21	2022	2022	NUM
ap-9466	287	22	.	.	PUNCT
ap-9466	288	1	579	579	NUM
ap-9466	288	2	https://doi.org/10.3390/coatings14081037	https://doi.org/10.3390/coatings14081037	NOUN
ap-9466	288	3	alireza	alireza	PROPN
ap-9466	288	4	roshan	roshan	PROPN
ap-9466	288	5	,	,	PUNCT
ap-9466	288	6	magdy	magdy	PROPN
ap-9466	288	7	abdelrahman	abdelrahman	PROPN
ap-9466	288	8	acta	acta	PROPN
ap-9466	288	9	polytechnica	polytechnica	PROPN
ap-9466	289	1	[	[	X
ap-9466	289	2	3	3	X
ap-9466	289	3	]	]	PUNCT
ap-9466	289	4	j.	j.	PROPN
ap-9466	289	5	f.	f.	PROPN
ap-9466	289	6	bledsoe	bledsoe	PROPN
ap-9466	289	7	,	,	PUNCT
ap-9466	289	8	h.	h.	PROPN
ap-9466	289	9	s.	s.	PROPN
ap-9466	289	10	lee	lee	PROPN
ap-9466	289	11	,	,	PUNCT
ap-9466	289	12	applied	apply	VERB
ap-9466	289	13	research	research	NOUN
ap-9466	289	14	associates	associates	PROPN
ap-9466	289	15	,	,	PUNCT
ap-9466	289	16	inc	inc	PROPN
ap-9466	289	17	.	.	PROPN
ap-9466	289	18	hfst	hfst	PROPN
ap-9466	289	19	before	before	ADV
ap-9466	289	20	and	and	CCONJ
ap-9466	289	21	after	after	ADP
ap-9466	289	22	safety	safety	NOUN
ap-9466	289	23	analysis	analysis	NOUN
ap-9466	289	24	,	,	PUNCT
ap-9466	289	25	2021	2021	NUM
ap-9466	289	26	.	.	PUNCT
ap-9466	290	1	[	[	X
ap-9466	290	2	4	4	NUM
ap-9466	290	3	]	]	SYM
ap-9466	290	4	penndot	penndot	NOUN
ap-9466	290	5	.	.	PUNCT
ap-9466	290	6	high	high	ADJ
ap-9466	290	7	friction	friction	NOUN
ap-9466	290	8	surface	surface	NOUN
ap-9466	290	9	treatment	treatment	NOUN
ap-9466	290	10	usage	usage	NOUN
ap-9466	290	11	guide	guide	NOUN
ap-9466	290	12	.	.	PUNCT
ap-9466	291	1	pavement	pavement	NOUN
ap-9466	291	2	policy	policy	NOUN
ap-9466	291	3	manual	manual	NOUN
ap-9466	291	4	,	,	PUNCT
ap-9466	291	5	may	may	PROPN
ap-9466	291	6	2015	2015	NUM
ap-9466	291	7	edition	edition	NOUN
ap-9466	291	8	,	,	PUNCT
ap-9466	291	9	change	change	VERB
ap-9466	291	10	no	no	NOUN
ap-9466	291	11	.	.	NOUN
ap-9466	291	12	5	5	NUM
ap-9466	291	13	(	(	PUNCT
ap-9466	291	14	publication	publication	NOUN
ap-9466	291	15	242	242	NUM
ap-9466	291	16	,	,	PUNCT
ap-9466	291	17	appendix	appendix	VERB
ap-9466	291	18	i	i	PRON
ap-9466	291	19	)	)	PUNCT
ap-9466	291	20	,	,	PUNCT
ap-9466	291	21	2019	2019	NUM
ap-9466	291	22	.	.	PUNCT
ap-9466	292	1	[	[	X
ap-9466	292	2	5	5	X
ap-9466	292	3	]	]	PUNCT
ap-9466	292	4	t.	t.	NOUN
ap-9466	292	5	bennert	bennert	PROPN
ap-9466	292	6	,	,	PUNCT
ap-9466	292	7	r.	r.	NOUN
ap-9466	292	8	blight	blight	PROPN
ap-9466	292	9	,	,	PUNCT
ap-9466	292	10	v.	v.	CCONJ
ap-9466	292	11	ganji	ganji	X
ap-9466	292	12	,	,	PUNCT
ap-9466	292	13	et	et	PROPN
ap-9466	292	14	al	al	PROPN
ap-9466	292	15	.	.	PROPN
ap-9466	292	16	development	development	NOUN
ap-9466	292	17	of	of	ADP
ap-9466	292	18	high	high	ADJ
ap-9466	292	19	friction	friction	NOUN
ap-9466	292	20	surface	surface	NOUN
ap-9466	292	21	treatment	treatment	NOUN
ap-9466	292	22	prescreening	prescreene	VERB
ap-9466	292	23	protocols	protocol	NOUN
ap-9466	292	24	and	and	CCONJ
ap-9466	292	25	an	an	DET
ap-9466	292	26	alternative	alternative	ADJ
ap-9466	292	27	friction	friction	NOUN
ap-9466	292	28	application	application	NOUN
ap-9466	292	29	.	.	PUNCT
ap-9466	293	1	transportation	transportation	NOUN
ap-9466	293	2	research	research	NOUN
ap-9466	293	3	record	record	NOUN
ap-9466	293	4	2675(5):345–355	2675(5):345–355	NUM
ap-9466	293	5	,	,	PUNCT
ap-9466	293	6	2021	2021	NUM
ap-9466	293	7	.	.	PUNCT
ap-9466	294	1	https://doi.org/10.1177/0361198121990027	https://doi.org/10.1177/0361198121990027	X
ap-9466	295	1	[	[	X
ap-9466	295	2	6	6	NUM
ap-9466	295	3	]	]	PUNCT
ap-9466	295	4	m.	m.	NOUN
ap-9466	295	5	y.	y.	PROPN
ap-9466	295	6	shahin	shahin	PROPN
ap-9466	295	7	,	,	PUNCT
ap-9466	295	8	j.	j.	PROPN
ap-9466	295	9	a.	a.	PROPN
ap-9466	295	10	walther	walther	PROPN
ap-9466	295	11	.	.	PUNCT
ap-9466	296	1	pavement	pavement	NOUN
ap-9466	296	2	maintenance	maintenance	NOUN
ap-9466	296	3	management	management	NOUN
ap-9466	296	4	for	for	ADP
ap-9466	296	5	roads	road	NOUN
ap-9466	296	6	and	and	CCONJ
ap-9466	296	7	streets	street	NOUN
ap-9466	296	8	using	use	VERB
ap-9466	296	9	the	the	DET
ap-9466	296	10	paver	paver	NOUN
ap-9466	296	11	system	system	NOUN
ap-9466	296	12	.	.	PUNCT
ap-9466	297	1	tech	tech	NOUN
ap-9466	297	2	.	.	PUNCT
ap-9466	298	1	rep	rep	PROPN
ap-9466	298	2	.	.	PROPN
ap-9466	298	3	,	,	PUNCT
ap-9466	298	4	us	us	PROPN
ap-9466	298	5	army	army	NOUN
ap-9466	298	6	corps	corp	NOUN
ap-9466	298	7	of	of	ADP
ap-9466	298	8	engineers	engineer	NOUN
ap-9466	298	9	,	,	PUNCT
ap-9466	298	10	construction	construction	NOUN
ap-9466	298	11	engineering	engineering	NOUN
ap-9466	298	12	research	research	NOUN
ap-9466	298	13	laboratory	laboratory	NOUN
ap-9466	298	14	,	,	PUNCT
ap-9466	298	15	1990	1990	NUM
ap-9466	298	16	.	.	PUNCT
ap-9466	299	1	[	[	X
ap-9466	299	2	7	7	X
ap-9466	299	3	]	]	PUNCT
ap-9466	299	4	m.	m.	NOUN
ap-9466	299	5	y.	y.	PROPN
ap-9466	299	6	shahin	shahin	PROPN
ap-9466	299	7	.	.	PUNCT
ap-9466	300	1	pavement	pavement	NOUN
ap-9466	300	2	management	management	NOUN
ap-9466	300	3	–	–	PUNCT
ap-9466	300	4	micropaver	micropaver	ADJ
ap-9466	300	5	update	update	NOUN
ap-9466	300	6	.	.	PUNCT
ap-9466	301	1	in	in	ADP
ap-9466	301	2	5th	5th	ADJ
ap-9466	301	3	international	international	ADJ
ap-9466	301	4	conference	conference	NOUN
ap-9466	301	5	on	on	ADP
ap-9466	301	6	managing	manage	VERB
ap-9466	301	7	pavements	pavement	NOUN
ap-9466	301	8	.	.	PUNCT
ap-9466	302	1	2001	2001	NUM
ap-9466	302	2	.	.	PUNCT
ap-9466	303	1	[	[	X
ap-9466	303	2	8	8	X
ap-9466	303	3	]	]	PUNCT
ap-9466	303	4	j.	j.	PROPN
ap-9466	303	5	li	li	PROPN
ap-9466	303	6	,	,	PUNCT
ap-9466	303	7	z.	z.	PROPN
ap-9466	303	8	zhang	zhang	PROPN
ap-9466	303	9	,	,	PUNCT
ap-9466	303	10	w.	w.	PROPN
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ap-9466	304	1	international	international	ADJ
ap-9466	304	2	roughness	roughness	NOUN
ap-9466	304	3	index	index	NOUN
ap-9466	304	4	and	and	CCONJ
ap-9466	304	5	a	a	DET
ap-9466	304	6	new	new	ADJ
ap-9466	304	7	solution	solution	NOUN
ap-9466	304	8	for	for	ADP
ap-9466	304	9	its	its	PRON
ap-9466	304	10	calculation	calculation	NOUN
ap-9466	304	11	.	.	PUNCT
ap-9466	305	1	journal	journal	NOUN
ap-9466	305	2	of	of	ADP
ap-9466	305	3	transportation	transportation	NOUN
ap-9466	305	4	engineering	engineering	NOUN
ap-9466	305	5	,	,	PUNCT
ap-9466	305	6	part	part	NOUN
ap-9466	305	7	b	b	NOUN
ap-9466	305	8	:	:	PUNCT
ap-9466	305	9	pavements	pavement	NOUN
ap-9466	305	10	144(2):06018002	144(2):06018002	NUM
ap-9466	305	11	,	,	PUNCT
ap-9466	305	12	2018	2018	NUM
ap-9466	305	13	.	.	PUNCT
ap-9466	306	1	https://doi.org/10.1061/jpeodx.0000052	https://doi.org/10.1061/jpeodx.0000052	X
ap-9466	307	1	[	[	X
ap-9466	307	2	9	9	NUM
ap-9466	307	3	]	]	PUNCT
ap-9466	307	4	p.	p.	NOUN
ap-9466	307	5	herabat	herabat	PROPN
ap-9466	307	6	,	,	PUNCT
ap-9466	307	7	a.	a.	NOUN
ap-9466	307	8	tangphaisankun	tangphaisankun	PROPN
ap-9466	307	9	.	.	PUNCT
ap-9466	308	1	multi	multi	ADJ
ap-9466	308	2	-	-	ADJ
ap-9466	308	3	objective	objective	ADJ
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ap-9466	308	5	model	model	NOUN
ap-9466	308	6	using	use	VERB
ap-9466	308	7	constraint	constraint	NOUN
ap-9466	308	8	-	-	PUNCT
ap-9466	308	9	based	base	VERB
ap-9466	308	10	genetic	genetic	ADJ
ap-9466	308	11	algorithms	algorithms	NOUN
ap-9466	308	12	for	for	ADP
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ap-9466	308	14	pavement	pavement	PROPN
ap-9466	308	15	management	management	NOUN
ap-9466	308	16	.	.	PUNCT
ap-9466	309	1	journal	journal	NOUN
ap-9466	309	2	of	of	ADP
ap-9466	309	3	the	the	DET
ap-9466	309	4	eastern	eastern	PROPN
ap-9466	309	5	asia	asia	PROPN
ap-9466	309	6	society	society	PROPN
ap-9466	309	7	for	for	ADP
ap-9466	309	8	transportation	transportation	NOUN
ap-9466	309	9	studies	study	NOUN
ap-9466	309	10	6:1137–1152	6:1137–1152	NUM
ap-9466	309	11	,	,	PUNCT
ap-9466	309	12	2005	2005	NUM
ap-9466	309	13	.	.	PUNCT
ap-9466	310	1	https://doi.org/10.11175/easts.6.1137	https://doi.org/10.11175/easts.6.1137	PROPN
ap-9466	310	2	[	[	X
ap-9466	310	3	10	10	NUM
ap-9466	310	4	]	]	X
ap-9466	310	5	y.	y.	PROPN
ap-9466	310	6	wang	wang	PROPN
ap-9466	310	7	,	,	PUNCT
ap-9466	310	8	d.	d.	PROPN
ap-9466	310	9	allen	allen	PROPN
ap-9466	310	10	.	.	PROPN
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ap-9466	310	13	models	model	NOUN
ap-9466	310	14	for	for	ADP
ap-9466	310	15	overlay	overlay	NOUN
ap-9466	310	16	performance	performance	NOUN
ap-9466	310	17	prediction	prediction	NOUN
ap-9466	310	18	.	.	PUNCT
ap-9466	311	1	international	international	ADJ
ap-9466	311	2	journal	journal	PROPN
ap-9466	311	3	of	of	ADP
ap-9466	311	4	pavement	pavement	NOUN
ap-9466	311	5	engineering	engineering	NOUN
ap-9466	311	6	9(1):33–44	9(1):33–44	NUM
ap-9466	311	7	,	,	PUNCT
ap-9466	311	8	2008	2008	NUM
ap-9466	311	9	.	.	PUNCT
ap-9466	312	1	https://doi.org/10.1080/10298430601135469	https://doi.org/10.1080/10298430601135469	X
ap-9466	313	1	[	[	X
ap-9466	313	2	11	11	NUM
ap-9466	313	3	]	]	PUNCT
ap-9466	313	4	m.	m.	NOUN
ap-9466	313	5	mubaraki	mubaraki	PROPN
ap-9466	313	6	.	.	PUNCT
ap-9466	314	1	highway	highway	NOUN
ap-9466	314	2	subsurface	subsurface	NOUN
ap-9466	314	3	assessment	assessment	NOUN
ap-9466	314	4	using	use	VERB
ap-9466	314	5	pavement	pavement	NOUN
ap-9466	314	6	surface	surface	NOUN
ap-9466	314	7	distress	distress	NOUN
ap-9466	314	8	and	and	CCONJ
ap-9466	314	9	roughness	roughness	NOUN
ap-9466	314	10	data	datum	NOUN
ap-9466	314	11	.	.	PUNCT
ap-9466	315	1	international	international	ADJ
ap-9466	315	2	journal	journal	PROPN
ap-9466	315	3	of	of	ADP
ap-9466	315	4	pavement	pavement	NOUN
ap-9466	315	5	research	research	NOUN
ap-9466	315	6	and	and	CCONJ
ap-9466	315	7	technology	technology	NOUN
ap-9466	315	8	9(5):393–402	9(5):393–402	NOUN
ap-9466	315	9	,	,	PUNCT
ap-9466	315	10	2016	2016	NUM
ap-9466	315	11	.	.	PUNCT
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ap-9466	316	2	[	[	X
ap-9466	317	1	12	12	NUM
ap-9466	317	2	]	]	PUNCT
ap-9466	317	3	k.	k.	PROPN
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ap-9466	317	5	,	,	PUNCT
ap-9466	317	6	n.	n.	PROPN
ap-9466	317	7	e.	e.	PROPN
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ap-9466	317	9	,	,	PUNCT
ap-9466	317	10	k.	k.	PROPN
ap-9466	317	11	w.	w.	PROPN
ap-9466	317	12	lee	lee	PROPN
ap-9466	317	13	.	.	PROPN
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ap-9466	317	15	of	of	ADP
ap-9466	317	16	the	the	DET
ap-9466	317	17	international	international	ADJ
ap-9466	317	18	roughness	roughness	NOUN
ap-9466	317	19	index	index	NOUN
ap-9466	317	20	as	as	ADP
ap-9466	317	21	a	a	DET
ap-9466	317	22	predictor	predictor	NOUN
ap-9466	317	23	of	of	ADP
ap-9466	317	24	asphalt	asphalt	NOUN
ap-9466	317	25	pavement	pavement	NOUN
ap-9466	317	26	condition	condition	NOUN
ap-9466	317	27	.	.	PUNCT
ap-9466	318	1	journal	journal	NOUN
ap-9466	318	2	of	of	ADP
ap-9466	318	3	transportation	transportation	NOUN
ap-9466	318	4	engineering	engineering	NOUN
ap-9466	318	5	133(12):706–709	133(12):706–709	PROPN
ap-9466	318	6	,	,	PUNCT
ap-9466	318	7	2007	2007	NUM
ap-9466	318	8	.	.	PUNCT
ap-9466	319	1	https://doi.org/10.1061/(asce)0733947x(2007)133:12(706	https://doi.org/10.1061/(asce)0733947x(2007)133:12(706	X
ap-9466	319	2	)	)	PUNCT
ap-9466	320	1	[	[	X
ap-9466	320	2	13	13	NUM
ap-9466	320	3	]	]	PUNCT
ap-9466	320	4	s.	s.	PROPN
ap-9466	320	5	a.	a.	PROPN
ap-9466	320	6	arhin	arhin	PROPN
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ap-9466	320	8	e.	e.	PROPN
ap-9466	320	9	c.	c.	PROPN
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ap-9466	321	2	pavement	pavement	NOUN
ap-9466	321	3	condition	condition	NOUN
ap-9466	321	4	index	index	NOUN
ap-9466	321	5	using	use	VERB
ap-9466	321	6	international	international	ADJ
ap-9466	321	7	roughness	roughness	NOUN
ap-9466	321	8	index	index	NOUN
ap-9466	321	9	in	in	ADP
ap-9466	321	10	washington	washington	PROPN
ap-9466	321	11	dc	dc	PROPN
ap-9466	321	12	(	(	PUNCT
ap-9466	321	13	no	no	INTJ
ap-9466	321	14	.	.	PUNCT
ap-9466	322	1	ddot	ddot	PROPN
ap-9466	322	2	-	-	PUNCT
ap-9466	322	3	rdt-14	rdt-14	NUM
ap-9466	322	4	-	-	PUNCT
ap-9466	322	5	03	03	NUM
ap-9466	322	6	)	)	PUNCT
ap-9466	322	7	.	.	PUNCT
ap-9466	323	1	tech	tech	NOUN
ap-9466	323	2	.	.	PUNCT
ap-9466	324	1	rep	rep	PROPN
ap-9466	324	2	.	.	PROPN
ap-9466	324	3	,	,	PUNCT
ap-9466	324	4	howard	howard	PROPN
ap-9466	324	5	university	university	PROPN
ap-9466	324	6	transportation	transportation	PROPN
ap-9466	324	7	research	research	NOUN
ap-9466	324	8	center	center	NOUN
ap-9466	324	9	,	,	PUNCT
ap-9466	324	10	2014	2014	NUM
ap-9466	324	11	.	.	PUNCT
ap-9466	325	1	[	[	X
ap-9466	325	2	14	14	NUM
ap-9466	325	3	]	]	PUNCT
ap-9466	325	4	s.	s.	PROPN
ap-9466	325	5	a.	a.	PROPN
ap-9466	325	6	arhin	arhin	PROPN
ap-9466	325	7	,	,	PUNCT
ap-9466	325	8	l.	l.	PROPN
ap-9466	325	9	n.	n.	PROPN
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ap-9466	325	13	ribbiso	ribbiso	PROPN
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ap-9466	325	16	f.	f.	PROPN
ap-9466	325	17	anderson	anderson	PROPN
ap-9466	325	18	.	.	PUNCT
ap-9466	326	1	predicting	predict	VERB
ap-9466	326	2	pavement	pavement	NOUN
ap-9466	326	3	condition	condition	NOUN
ap-9466	326	4	index	index	NOUN
ap-9466	326	5	using	use	VERB
ap-9466	326	6	international	international	ADJ
ap-9466	326	7	roughness	roughness	NOUN
ap-9466	326	8	index	index	NOUN
ap-9466	326	9	in	in	ADP
ap-9466	326	10	a	a	DET
ap-9466	326	11	dense	dense	ADJ
ap-9466	326	12	urban	urban	ADJ
ap-9466	326	13	area	area	NOUN
ap-9466	326	14	.	.	PUNCT
ap-9466	327	1	journal	journal	NOUN
ap-9466	327	2	of	of	ADP
ap-9466	327	3	civil	civil	ADJ
ap-9466	327	4	engineering	engineering	NOUN
ap-9466	327	5	research	research	NOUN
ap-9466	327	6	5(1):10–17	5(1):10–17	NUM
ap-9466	327	7	,	,	PUNCT
ap-9466	327	8	2015	2015	NUM
ap-9466	327	9	.	.	PUNCT
ap-9466	328	1	https://doi.org/10.5923/j.jce.20150501.02	https://doi.org/10.5923/j.jce.20150501.02	PROPN
ap-9466	329	1	[	[	X
ap-9466	329	2	15	15	NUM
ap-9466	329	3	]	]	X
ap-9466	329	4	s.	s.	PROPN
ap-9466	329	5	m.	m.	PROPN
ap-9466	329	6	e.-b	e.-b	PROPN
ap-9466	329	7	.	.	PUNCT
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ap-9466	330	3	,	,	PUNCT
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ap-9466	330	5	t.	t.	PROPN
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ap-9466	330	7	el	el	PROPN
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ap-9466	330	10	,	,	PUNCT
ap-9466	330	11	h.	h.	PROPN
ap-9466	330	12	a.	a.	NOUN
ap-9466	330	13	afify	afify	NOUN
ap-9466	330	14	.	.	PUNCT
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ap-9466	331	2	roughness	roughness	NOUN
ap-9466	331	3	index	index	NOUN
ap-9466	331	4	prediction	prediction	NOUN
ap-9466	331	5	model	model	NOUN
ap-9466	331	6	for	for	ADP
ap-9466	331	7	flexible	flexible	ADJ
ap-9466	331	8	pavements	pavement	NOUN
ap-9466	331	9	.	.	PUNCT
ap-9466	332	1	international	international	ADJ
ap-9466	332	2	journal	journal	NOUN
ap-9466	332	3	of	of	ADP
ap-9466	332	4	pavement	pavement	NOUN
ap-9466	332	5	engineering	engineering	NOUN
ap-9466	332	6	21(1):88–99	21(1):88–99	NUM
ap-9466	332	7	,	,	PUNCT
ap-9466	332	8	2020	2020	NUM
ap-9466	332	9	.	.	PUNCT
ap-9466	333	1	https://doi.org/10.1080/10298436.2018.1441414	https://doi.org/10.1080/10298436.2018.1441414	X
ap-9466	334	1	[	[	X
ap-9466	334	2	16	16	NUM
ap-9466	334	3	]	]	X
ap-9466	334	4	r.	r.	PROPN
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ap-9466	334	6	,	,	PUNCT
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ap-9466	334	10	i.	i.	PROPN
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ap-9466	335	3	condition	condition	NOUN
ap-9466	335	4	index	index	NOUN
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ap-9466	335	6	international	international	ADJ
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ap-9466	335	8	index	index	NOUN
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ap-9466	335	11	expression	expression	NOUN
ap-9466	335	12	programming	programming	NOUN
ap-9466	335	13	.	.	PUNCT
ap-9466	336	1	innovative	innovative	ADJ
ap-9466	336	2	infrastructure	infrastructure	NOUN
ap-9466	336	3	solutions	solution	NOUN
ap-9466	336	4	6(3):139	6(3):139	NUM
ap-9466	336	5	,	,	PUNCT
ap-9466	336	6	2021	2021	NUM
ap-9466	336	7	.	.	PUNCT
ap-9466	337	1	https://doi.org/10.1007/s41062-021-00504-1	https://doi.org/10.1007/s41062-021-00504-1	NUM
ap-9466	338	1	[	[	X
ap-9466	338	2	17	17	NUM
ap-9466	338	3	]	]	PUNCT
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ap-9466	338	5	roshan	roshan	PROPN
ap-9466	338	6	,	,	PUNCT
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ap-9466	338	8	abdelrahman	abdelrahman	NOUN
ap-9466	338	9	.	.	PUNCT
ap-9466	339	1	evaluating	evaluate	VERB
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ap-9466	339	3	characteristics	characteristic	NOUN
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ap-9466	340	1	transportation	transportation	NOUN
ap-9466	340	2	research	research	NOUN
ap-9466	340	3	record	record	NOUN
ap-9466	340	4	p.	p.	NOUN
ap-9466	340	5	03611981241257505	03611981241257505	NUM
ap-9466	340	6	,	,	PUNCT
ap-9466	340	7	2024	2024	NUM
ap-9466	340	8	.	.	PUNCT
ap-9466	341	1	first	first	ADV
ap-9466	341	2	online	online	ADV
ap-9466	341	3	.	.	PUNCT
ap-9466	342	1	https://doi.org/10.1177/03611981241257505	https://doi.org/10.1177/03611981241257505	PROPN
ap-9466	343	1	[	[	X
ap-9466	343	2	18	18	NUM
ap-9466	343	3	]	]	X
ap-9466	343	4	k.	k.	PROPN
ap-9466	343	5	aghaee	aghaee	PROPN
ap-9466	343	6	,	,	PUNCT
ap-9466	343	7	a.	a.	PROPN
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ap-9466	343	12	to	to	ADP
ap-9466	343	13	cracking	cracking	NOUN
ap-9466	343	14	of	of	ADP
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ap-9466	343	16	composites	composite	NOUN
ap-9466	343	17	under	under	ADP
ap-9466	343	18	restrained	restrained	ADJ
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ap-9466	343	20	:	:	PUNCT
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ap-9466	343	25	from	from	ADP
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ap-9466	343	30	machine	machine	NOUN
ap-9466	343	31	learning	learning	NOUN
ap-9466	343	32	approaches	approach	NOUN
ap-9466	343	33	.	.	PUNCT
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ap-9466	344	3	building	build	VERB
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ap-9466	344	5	97:110856	97:110856	NUM
ap-9466	344	6	,	,	PUNCT
ap-9466	344	7	2024	2024	NUM
ap-9466	344	8	.	.	PUNCT
ap-9466	345	1	https://doi.org/10.1016/j.jobe.2024.110856	https://doi.org/10.1016/j.jobe.2024.110856	NOUN
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ap-9466	345	3	19	19	NUM
ap-9466	345	4	]	]	PUNCT
ap-9466	345	5	e.	e.	PROPN
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ap-9466	345	7	.	.	PUNCT
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ap-9466	346	2	of	of	ADP
ap-9466	346	3	soil	soil	NOUN
ap-9466	346	4	moisture	moisture	NOUN
ap-9466	346	5	using	use	VERB
ap-9466	346	6	decision	decision	NOUN
ap-9466	346	7	tree	tree	NOUN
ap-9466	346	8	regression	regression	NOUN
ap-9466	346	9	.	.	PUNCT
ap-9466	347	1	theoretical	theoretical	ADJ
ap-9466	347	2	and	and	CCONJ
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ap-9466	347	4	climatology	climatology	NOUN
ap-9466	347	5	139(3):1111–1119	139(3):1111–1119	PROPN
ap-9466	347	6	,	,	PUNCT
ap-9466	347	7	2020	2020	NUM
ap-9466	347	8	.	.	PUNCT
ap-9466	348	1	https://doi.org/10.1007/s00704-019-03048-8	https://doi.org/10.1007/s00704-019-03048-8	NUM
ap-9466	349	1	[	[	X
ap-9466	349	2	20	20	NUM
ap-9466	349	3	]	]	PUNCT
ap-9466	349	4	a.	a.	NOUN
ap-9466	349	5	roshan	roshan	PROPN
ap-9466	349	6	,	,	PUNCT
ap-9466	349	7	m.	m.	NOUN
ap-9466	349	8	abdelrahman	abdelrahman	NOUN
ap-9466	349	9	.	.	PUNCT
ap-9466	349	10	predicting	predict	VERB
ap-9466	349	11	flexural	flexural	ADJ
ap-9466	349	12	-	-	PUNCT
ap-9466	349	13	creep	creep	NOUN
ap-9466	349	14	stiffness	stiffness	NOUN
ap-9466	349	15	in	in	ADP
ap-9466	349	16	bending	bend	VERB
ap-9466	349	17	beam	beam	NOUN
ap-9466	349	18	rheometer	rheometer	NOUN
ap-9466	349	19	(	(	PUNCT
ap-9466	349	20	bbr	bbr	PROPN
ap-9466	349	21	)	)	PUNCT
ap-9466	349	22	experiments	experiment	NOUN
ap-9466	349	23	using	use	VERB
ap-9466	349	24	advanced	advanced	ADJ
ap-9466	349	25	super	super	ADJ
ap-9466	349	26	learner	learner	NOUN
ap-9466	349	27	machine	machine	NOUN
ap-9466	349	28	learning	learn	VERB
ap-9466	349	29	techniques	technique	NOUN
ap-9466	349	30	.	.	PUNCT
ap-9466	350	1	research	research	NOUN
ap-9466	350	2	on	on	ADP
ap-9466	350	3	engineering	engineering	NOUN
ap-9466	350	4	structures	structure	NOUN
ap-9466	350	5	and	and	CCONJ
ap-9466	350	6	materials	material	NOUN
ap-9466	350	7	10(3):1195–1208	10(3):1195–1208	NUM
ap-9466	350	8	,	,	PUNCT
ap-9466	350	9	2024	2024	NUM
ap-9466	350	10	.	.	PUNCT
ap-9466	351	1	https://doi.org/10.17515/resm2024.58me1027rs	https://doi.org/10.17515/resm2024.58me1027r	NOUN
ap-9466	352	1	[	[	X
ap-9466	352	2	21	21	NUM
ap-9466	352	3	]	]	PUNCT
ap-9466	352	4	j.	j.	PROPN
ap-9466	352	5	h.	h.	PROPN
ap-9466	352	6	friedman	friedman	PROPN
ap-9466	352	7	.	.	PUNCT
ap-9466	353	1	greedy	greedy	ADJ
ap-9466	353	2	function	function	NOUN
ap-9466	353	3	approximation	approximation	NOUN
ap-9466	353	4	:	:	PUNCT
ap-9466	353	5	a	a	DET
ap-9466	353	6	gradient	gradient	ADJ
ap-9466	353	7	boosting	boost	VERB
ap-9466	353	8	machine	machine	NOUN
ap-9466	353	9	.	.	PUNCT
ap-9466	354	1	the	the	DET
ap-9466	354	2	annals	annal	NOUN
ap-9466	354	3	of	of	ADP
ap-9466	354	4	statistics	statistic	NOUN
ap-9466	354	5	29(5):1189–1232	29(5):1189–1232	NUM
ap-9466	354	6	,	,	PUNCT
ap-9466	354	7	2001	2001	NUM
ap-9466	354	8	.	.	PUNCT
ap-9466	355	1	https://doi.org/10.1214/aos/1013203451	https://doi.org/10.1214/aos/1013203451	PROPN
ap-9466	356	1	[	[	X
ap-9466	356	2	22	22	NUM
ap-9466	356	3	]	]	PUNCT
ap-9466	356	4	t.	t.	PROPN
ap-9466	356	5	chen	chen	PROPN
ap-9466	356	6	,	,	PUNCT
ap-9466	356	7	c.	c.	PROPN
ap-9466	356	8	guestrin	guestrin	PROPN
ap-9466	356	9	.	.	PUNCT
ap-9466	357	1	xgboost	xgboost	X
ap-9466	357	2	:	:	PUNCT
ap-9466	358	1	a	a	DET
ap-9466	358	2	scalable	scalable	ADJ
ap-9466	358	3	tree	tree	NOUN
ap-9466	358	4	boosting	boost	VERB
ap-9466	358	5	system	system	NOUN
ap-9466	358	6	.	.	PUNCT
ap-9466	359	1	in	in	ADP
ap-9466	359	2	proceedings	proceeding	NOUN
ap-9466	359	3	of	of	ADP
ap-9466	359	4	the	the	DET
ap-9466	359	5	22nd	22nd	PROPN
ap-9466	359	6	acm	acm	PROPN
ap-9466	359	7	sigkdd	sigkdd	PROPN
ap-9466	359	8	international	international	ADJ
ap-9466	359	9	conference	conference	NOUN
ap-9466	359	10	on	on	ADP
ap-9466	359	11	knowledge	knowledge	NOUN
ap-9466	359	12	discovery	discovery	PROPN
ap-9466	359	13	and	and	CCONJ
ap-9466	359	14	data	datum	NOUN
ap-9466	359	15	mining	mining	NOUN
ap-9466	359	16	,	,	PUNCT
ap-9466	359	17	kdd	kdd	PROPN
ap-9466	359	18	’	’	PROPN
ap-9466	359	19	16	16	NUM
ap-9466	359	20	,	,	PUNCT
ap-9466	359	21	pp	pp	ADJ
ap-9466	359	22	.	.	PUNCT
ap-9466	360	1	785–794	785–794	NUM
ap-9466	360	2	.	.	PUNCT
ap-9466	360	3	association	association	NOUN
ap-9466	360	4	for	for	ADP
ap-9466	360	5	computing	compute	VERB
ap-9466	360	6	machinery	machinery	NOUN
ap-9466	360	7	,	,	PUNCT
ap-9466	360	8	new	new	PROPN
ap-9466	360	9	york	york	PROPN
ap-9466	360	10	,	,	PUNCT
ap-9466	360	11	usa	usa	PROPN
ap-9466	360	12	,	,	PUNCT
ap-9466	360	13	2016	2016	NUM
ap-9466	360	14	.	.	PUNCT
ap-9466	361	1	https://doi.org/10.1145/2939672.2939785	https://doi.org/10.1145/2939672.2939785	X
ap-9466	362	1	[	[	X
ap-9466	362	2	23	23	NUM
ap-9466	362	3	]	]	X
ap-9466	362	4	y.	y.	PROPN
ap-9466	362	5	freund	freund	PROPN
ap-9466	362	6	,	,	PUNCT
ap-9466	362	7	r.	r.	PROPN
ap-9466	362	8	e.	e.	PROPN
ap-9466	362	9	schapire	schapire	PROPN
ap-9466	362	10	.	.	PUNCT
ap-9466	363	1	experiments	experiment	NOUN
ap-9466	363	2	with	with	ADP
ap-9466	363	3	a	a	DET
ap-9466	363	4	new	new	ADJ
ap-9466	363	5	boosting	boost	VERB
ap-9466	363	6	algorithm	algorithm	NOUN
ap-9466	363	7	.	.	PUNCT
ap-9466	364	1	in	in	ADP
ap-9466	364	2	machine	machine	NOUN
ap-9466	364	3	learning	learning	NOUN
ap-9466	364	4	:	:	PUNCT
ap-9466	364	5	proceedings	proceeding	NOUN
ap-9466	364	6	of	of	ADP
ap-9466	364	7	the	the	DET
ap-9466	364	8	13th	13th	ADJ
ap-9466	364	9	international	international	ADJ
ap-9466	364	10	conference	conference	NOUN
ap-9466	364	11	.	.	PUNCT
ap-9466	365	1	1996	1996	NUM
ap-9466	365	2	.	.	PUNCT
ap-9466	366	1	[	[	X
ap-9466	366	2	24	24	NUM
ap-9466	366	3	]	]	X
ap-9466	366	4	f.	f.	PROPN
ap-9466	366	5	zhang	zhang	PROPN
ap-9466	366	6	,	,	PUNCT
ap-9466	366	7	h.	h.	PROPN
ap-9466	366	8	fleyeh	fleyeh	PROPN
ap-9466	366	9	.	.	PUNCT
ap-9466	367	1	short	short	ADJ
ap-9466	367	2	term	term	NOUN
ap-9466	367	3	electricity	electricity	NOUN
ap-9466	367	4	spot	spot	NOUN
ap-9466	367	5	price	price	NOUN
ap-9466	367	6	forecasting	forecasting	NOUN
ap-9466	367	7	using	use	VERB
ap-9466	367	8	catboost	catboost	NOUN
ap-9466	367	9	and	and	CCONJ
ap-9466	367	10	bidirectional	bidirectional	ADJ
ap-9466	367	11	long	long	ADJ
ap-9466	367	12	short	short	ADJ
ap-9466	367	13	term	term	NOUN
ap-9466	367	14	memory	memory	NOUN
ap-9466	367	15	neural	neural	ADJ
ap-9466	367	16	network	network	NOUN
ap-9466	367	17	.	.	PUNCT
ap-9466	368	1	in	in	ADP
ap-9466	368	2	2019	2019	NUM
ap-9466	368	3	16th	16th	ADJ
ap-9466	368	4	international	international	ADJ
ap-9466	368	5	conference	conference	NOUN
ap-9466	368	6	on	on	ADP
ap-9466	368	7	the	the	DET
ap-9466	368	8	european	european	ADJ
ap-9466	368	9	energy	energy	NOUN
ap-9466	368	10	market	market	NOUN
ap-9466	368	11	(	(	PUNCT
ap-9466	368	12	eem	eem	PROPN
ap-9466	368	13	)	)	PUNCT
ap-9466	368	14	,	,	PUNCT
ap-9466	368	15	pp	pp	ADJ
ap-9466	368	16	.	.	PUNCT
ap-9466	368	17	1	1	NUM
ap-9466	368	18	–	–	PUNCT
ap-9466	368	19	6	6	NUM
ap-9466	368	20	.	.	NOUN
ap-9466	368	21	2019	2019	NUM
ap-9466	368	22	.	.	PUNCT
ap-9466	369	1	https://doi.org/10.1109/eem.2019.8916412	https://doi.org/10.1109/eem.2019.8916412	PROPN
ap-9466	369	2	[	[	X
ap-9466	369	3	25	25	NUM
ap-9466	369	4	]	]	PUNCT
ap-9466	369	5	r.	r.	PROPN
ap-9466	369	6	psalmen	psalmen	PROPN
ap-9466	369	7	hasibuan	hasibuan	PROPN
ap-9466	369	8	,	,	PUNCT
ap-9466	369	9	m.	m.	NOUN
ap-9466	369	10	sejahtera	sejahtera	NOUN
ap-9466	369	11	surbakti	surbakti	NOUN
ap-9466	369	12	.	.	PUNCT
ap-9466	370	1	study	study	NOUN
ap-9466	370	2	of	of	ADP
ap-9466	370	3	pavement	pavement	NOUN
ap-9466	370	4	condition	condition	NOUN
ap-9466	370	5	index	index	NOUN
ap-9466	370	6	(	(	PUNCT
ap-9466	370	7	pci	pci	ADJ
ap-9466	370	8	)	)	PUNCT
ap-9466	370	9	relationship	relationship	NOUN
ap-9466	370	10	with	with	ADP
ap-9466	370	11	international	international	ADJ
ap-9466	370	12	roughness	roughness	NOUN
ap-9466	370	13	index	index	NOUN
ap-9466	370	14	(	(	PUNCT
ap-9466	370	15	iri	iri	NOUN
ap-9466	370	16	)	)	PUNCT
ap-9466	370	17	on	on	ADP
ap-9466	370	18	flexible	flexible	ADJ
ap-9466	370	19	pavement	pavement	NOUN
ap-9466	370	20	.	.	PUNCT
ap-9466	371	1	matec	matec	ADJ
ap-9466	371	2	web	web	NOUN
ap-9466	371	3	of	of	ADP
ap-9466	371	4	conferences	conference	NOUN
ap-9466	371	5	258:03019	258:03019	NUM
ap-9466	371	6	,	,	PUNCT
ap-9466	371	7	2019	2019	NUM
ap-9466	371	8	.	.	PUNCT
ap-9466	372	1	https://doi.org/10.1051/matecconf/201925803019	https://doi.org/10.1051/matecconf/201925803019	PROPN
ap-9466	372	2	[	[	X
ap-9466	372	3	26	26	NUM
ap-9466	372	4	]	]	PUNCT
ap-9466	372	5	l.	l.	PROPN
ap-9466	372	6	girardi	girardi	PROPN
ap-9466	372	7	omar	omar	PROPN
ap-9466	372	8	.	.	PUNCT
ap-9466	373	1	investigation	investigation	NOUN
ap-9466	373	2	of	of	ADP
ap-9466	373	3	the	the	DET
ap-9466	373	4	influence	influence	NOUN
ap-9466	373	5	of	of	ADP
ap-9466	373	6	the	the	DET
ap-9466	373	7	condition	condition	NOUN
ap-9466	373	8	of	of	ADP
ap-9466	373	9	asphalt	asphalt	NOUN
ap-9466	373	10	pavement	pavement	NOUN
ap-9466	373	11	surface	surface	NOUN
ap-9466	373	12	on	on	ADP
ap-9466	373	13	road	road	NOUN
ap-9466	373	14	safety	safety	NOUN
ap-9466	373	15	of	of	ADP
ap-9466	373	16	rural	rural	ADJ
ap-9466	373	17	ontario	ontario	NOUN
ap-9466	373	18	highways	highway	NOUN
ap-9466	373	19	.	.	PUNCT
ap-9466	374	1	ph.d	ph.d	PROPN
ap-9466	374	2	.	.	PUNCT
ap-9466	375	1	thesis	thesis	PROPN
ap-9466	375	2	,	,	PUNCT
ap-9466	375	3	carleton	carleton	PROPN
ap-9466	375	4	university	university	NOUN
ap-9466	375	5	,	,	PUNCT
ap-9466	375	6	2019	2019	NUM
ap-9466	375	7	.	.	PUNCT
ap-9466	376	1	https://doi.org/10.22215/etd/2019-13559	https://doi.org/10.22215/etd/2019-13559	VERB
ap-9466	377	1	[	[	X
ap-9466	377	2	27	27	NUM
ap-9466	377	3	]	]	PUNCT
ap-9466	377	4	a.	a.	PROPN
ap-9466	377	5	ali	ali	PROPN
ap-9466	377	6	,	,	PUNCT
ap-9466	377	7	k.	k.	PROPN
ap-9466	377	8	hossain	hossain	PROPN
ap-9466	377	9	,	,	PUNCT
ap-9466	377	10	a.	a.	PROPN
ap-9466	377	11	hussein	hussein	PROPN
ap-9466	377	12	,	,	PUNCT
ap-9466	377	13	et	et	PROPN
ap-9466	377	14	al	al	PROPN
ap-9466	377	15	.	.	PROPN
ap-9466	377	16	towards	towards	ADP
ap-9466	377	17	development	development	NOUN
ap-9466	377	18	of	of	ADP
ap-9466	377	19	pci	pci	ADJ
ap-9466	377	20	and	and	CCONJ
ap-9466	377	21	iri	iri	NOUN
ap-9466	377	22	models	model	NOUN
ap-9466	377	23	for	for	ADP
ap-9466	377	24	road	road	NOUN
ap-9466	377	25	networks	network	NOUN
ap-9466	377	26	in	in	ADP
ap-9466	377	27	the	the	DET
ap-9466	377	28	city	city	NOUN
ap-9466	377	29	of	of	ADP
ap-9466	377	30	st	st	PROPN
ap-9466	377	31	.	.	PROPN
ap-9466	377	32	john	john	PROPN
ap-9466	377	33	’s	’s	PROPN
ap-9466	377	34	.	.	PUNCT
ap-9466	378	1	in	in	ADP
ap-9466	378	2	international	international	ADJ
ap-9466	378	3	airfield	airfield	PROPN
ap-9466	378	4	and	and	CCONJ
ap-9466	378	5	highway	highway	NOUN
ap-9466	378	6	pavements	pavement	NOUN
ap-9466	378	7	conference	conference	VERB
ap-9466	378	8	2019	2019	NUM
ap-9466	378	9	,	,	PUNCT
ap-9466	378	10	pp	pp	ADJ
ap-9466	378	11	.	.	PUNCT
ap-9466	379	1	335–342	335–342	NUM
ap-9466	379	2	.	.	PUNCT
ap-9466	380	1	american	american	ADJ
ap-9466	380	2	society	society	NOUN
ap-9466	380	3	of	of	ADP
ap-9466	380	4	civil	civil	ADJ
ap-9466	380	5	engineers	engineer	NOUN
ap-9466	380	6	,	,	PUNCT
ap-9466	380	7	2019	2019	NUM
ap-9466	380	8	.	.	PUNCT
ap-9466	381	1	https://doi.org/10.1061/9780784482452.033	https://doi.org/10.1061/9780784482452.033	PROPN
ap-9466	381	2	580	580	NUM
ap-9466	381	3	https://doi.org/10.1177/0361198121990027	https://doi.org/10.1177/0361198121990027	NOUN
ap-9466	381	4	https://doi.org/10.1061/jpeodx.0000052	https://doi.org/10.1061/jpeodx.0000052	PUNCT
ap-9466	381	5	https://doi.org/10.11175/easts.6.1137	https://doi.org/10.11175/easts.6.1137	PROPN
ap-9466	381	6	https://doi.org/10.1080/10298430601135469	https://doi.org/10.1080/10298430601135469	NUM
ap-9466	381	7	https://doi.org/10.1016/j.ijprt.2016.10.001	https://doi.org/10.1016/j.ijprt.2016.10.001	PROPN
ap-9466	381	8	https://doi.org/10.1061/(asce)0733-947x(2007)133:12(706	https://doi.org/10.1061/(asce)0733-947x(2007)133:12(706	PROPN
ap-9466	381	9	)	)	PUNCT
ap-9466	381	10	https://doi.org/10.1061/(asce)0733-947x(2007)133:12(706	https://doi.org/10.1061/(asce)0733-947x(2007)133:12(706	PROPN
ap-9466	381	11	)	)	PUNCT
ap-9466	381	12	https://doi.org/10.5923/j.jce.20150501.02	https://doi.org/10.5923/j.jce.20150501.02	PROPN
ap-9466	381	13	https://doi.org/10.1080/10298436.2018.1441414	https://doi.org/10.1080/10298436.2018.1441414	PROPN
ap-9466	381	14	https://doi.org/10.1007/s41062-021-00504-1	https://doi.org/10.1007/s41062-021-00504-1	NUM
ap-9466	381	15	https://doi.org/10.1177/03611981241257505	https://doi.org/10.1177/03611981241257505	PROPN
ap-9466	381	16	https://doi.org/10.1016/j.jobe.2024.110856	https://doi.org/10.1016/j.jobe.2024.110856	NOUN
ap-9466	381	17	https://doi.org/10.1007/s00704-019-03048-8	https://doi.org/10.1007/s00704-019-03048-8	NUM
ap-9466	381	18	https://doi.org/10.17515/resm2024.58me1027rs	https://doi.org/10.17515/resm2024.58me1027r	NOUN
ap-9466	381	19	https://doi.org/10.1214/aos/1013203451	https://doi.org/10.1214/aos/1013203451	PROPN
ap-9466	381	20	https://doi.org/10.1145/2939672.2939785	https://doi.org/10.1145/2939672.2939785	NOUN
ap-9466	381	21	https://doi.org/10.1109/eem.2019.8916412	https://doi.org/10.1109/eem.2019.8916412	PROPN
ap-9466	381	22	https://doi.org/10.1051/matecconf/201925803019	https://doi.org/10.1051/matecconf/201925803019	PROPN
ap-9466	381	23	https://doi.org/10.22215/etd/2019-13559	https://doi.org/10.22215/etd/2019-13559	VERB
ap-9466	381	24	https://doi.org/10.1061/9780784482452.033	https://doi.org/10.1061/9780784482452.033	PROPN
ap-9466	381	25	vol	vol	NOUN
ap-9466	381	26	.	.	PROPN
ap-9466	382	1	64	64	NUM
ap-9466	382	2	no	no	NOUN
ap-9466	382	3	.	.	PUNCT
ap-9466	383	1	6/2024	6/2024	AUX
ap-9466	383	2	developing	develop	VERB
ap-9466	383	3	an	an	DET
ap-9466	383	4	effective	effective	ADJ
ap-9466	383	5	approach	approach	NOUN
ap-9466	383	6	to	to	PART
ap-9466	383	7	assess	assess	VERB
ap-9466	383	8	pavement	pavement	NOUN
ap-9466	383	9	condition	condition	NOUN
ap-9466	383	10	.	.	PUNCT
ap-9466	383	11	.	.	PUNCT
ap-9466	383	12	.	.	PUNCT
ap-9466	384	1	[	[	X
ap-9466	384	2	28	28	NUM
ap-9466	384	3	]	]	X
ap-9466	384	4	s.	s.	PROPN
ap-9466	384	5	a.	a.	PROPN
ap-9466	384	6	dewan	dewan	PROPN
ap-9466	384	7	,	,	PUNCT
ap-9466	384	8	r.	r.	PROPN
ap-9466	384	9	e.	e.	PROPN
ap-9466	384	10	smith	smith	PROPN
ap-9466	384	11	.	.	PUNCT
ap-9466	385	1	estimating	estimate	VERB
ap-9466	385	2	international	international	ADJ
ap-9466	385	3	roughness	roughness	NOUN
ap-9466	385	4	index	index	NOUN
ap-9466	385	5	from	from	ADP
ap-9466	385	6	pavement	pavement	NOUN
ap-9466	385	7	distresses	distress	NOUN
ap-9466	385	8	to	to	PART
ap-9466	385	9	calculate	calculate	VERB
ap-9466	385	10	vehicle	vehicle	NOUN
ap-9466	385	11	operating	operating	NOUN
ap-9466	385	12	costs	cost	NOUN
ap-9466	385	13	for	for	ADP
ap-9466	385	14	the	the	DET
ap-9466	385	15	san	san	PROPN
ap-9466	385	16	francisco	francisco	PROPN
ap-9466	385	17	bay	bay	PROPN
ap-9466	385	18	area	area	NOUN
ap-9466	385	19	.	.	PUNCT
ap-9466	386	1	transportation	transportation	NOUN
ap-9466	386	2	research	research	NOUN
ap-9466	386	3	record	record	NOUN
ap-9466	386	4	1816(1):65–72	1816(1):65–72	NUM
ap-9466	386	5	,	,	PUNCT
ap-9466	386	6	2002	2002	NUM
ap-9466	386	7	.	.	PUNCT
ap-9466	387	1	https://doi.org/10.3141/1816-08	https://doi.org/10.3141/1816-08	NOUN
ap-9466	387	2	[	[	X
ap-9466	387	3	29	29	NUM
ap-9466	387	4	]	]	PUNCT
ap-9466	387	5	s.	s.	PROPN
ap-9466	387	6	k.	k.	PROPN
ap-9466	387	7	rajamani	rajamani	PROPN
ap-9466	387	8	,	,	PUNCT
ap-9466	387	9	r.	r.	PROPN
ap-9466	387	10	s.	s.	PROPN
ap-9466	387	11	iyer	iyer	PROPN
ap-9466	387	12	.	.	PUNCT
ap-9466	388	1	designing	design	VERB
ap-9466	388	2	and	and	CCONJ
ap-9466	388	3	developing	develop	VERB
ap-9466	388	4	innovative	innovative	ADJ
ap-9466	388	5	mobile	mobile	ADJ
ap-9466	388	6	applications	application	NOUN
ap-9466	388	7	,	,	PUNCT
ap-9466	388	8	chap	chap	NOUN
ap-9466	388	9	.	.	PUNCT
ap-9466	389	1	machine	machine	NOUN
ap-9466	389	2	learning	learning	NOUN
ap-9466	389	3	-	-	PUNCT
ap-9466	389	4	based	base	VERB
ap-9466	389	5	mobile	mobile	ADJ
ap-9466	389	6	applications	application	NOUN
ap-9466	389	7	using	use	VERB
ap-9466	389	8	python	python	NOUN
ap-9466	389	9	and	and	CCONJ
ap-9466	389	10	scikit	scikit	NOUN
ap-9466	389	11	-	-	PUNCT
ap-9466	389	12	learn	learn	VERB
ap-9466	389	13	,	,	PUNCT
ap-9466	389	14	pp	pp	ADJ
ap-9466	389	15	.	.	PUNCT
ap-9466	390	1	282–306	282–306	NUM
ap-9466	390	2	.	.	PUNCT
ap-9466	391	1	igi	igi	PROPN
ap-9466	391	2	global	global	PROPN
ap-9466	391	3	,	,	PUNCT
ap-9466	391	4	2023	2023	NUM
ap-9466	391	5	.	.	PUNCT
ap-9466	392	1	https	https	NOUN
ap-9466	392	2	:	:	PUNCT
ap-9466	392	3	//doi.org/10.4018/978	//doi.org/10.4018/978	NUM
ap-9466	392	4	-	-	SYM
ap-9466	392	5	1	1	NUM
ap-9466	392	6	-	-	PUNCT
ap-9466	392	7	6684	6684	NUM
ap-9466	392	8	-	-	PUNCT
ap-9466	392	9	8582	8582	NUM
ap-9466	392	10	-	-	SYM
ap-9466	392	11	8.ch016	8.ch016	NOUN
ap-9466	393	1	[	[	X
ap-9466	393	2	30	30	NUM
ap-9466	393	3	]	]	X
ap-9466	393	4	a.	a.	NOUN
ap-9466	393	5	roshan	roshan	PROPN
ap-9466	393	6	,	,	PUNCT
ap-9466	393	7	m.	m.	NOUN
ap-9466	393	8	abdelrahman	abdelrahman	NOUN
ap-9466	393	9	.	.	PUNCT
ap-9466	394	1	improving	improve	VERB
ap-9466	394	2	aggregate	aggregate	ADJ
ap-9466	394	3	abrasion	abrasion	NOUN
ap-9466	394	4	resistance	resistance	NOUN
ap-9466	394	5	prediction	prediction	NOUN
ap-9466	394	6	via	via	ADP
ap-9466	394	7	micro	micro	PROPN
ap-9466	394	8	-	-	PROPN
ap-9466	394	9	deval	deval	ADJ
ap-9466	394	10	test	test	NOUN
ap-9466	394	11	using	use	VERB
ap-9466	394	12	ensemble	ensemble	ADJ
ap-9466	394	13	machine	machine	NOUN
ap-9466	394	14	learning	learn	VERB
ap-9466	394	15	techniques	technique	NOUN
ap-9466	394	16	.	.	PUNCT
ap-9466	395	1	engineering	engineering	NOUN
ap-9466	395	2	journal	journal	PROPN
ap-9466	395	3	28(3):15–24	28(3):15–24	NUM
ap-9466	395	4	,	,	PUNCT
ap-9466	395	5	2024	2024	NUM
ap-9466	395	6	.	.	PUNCT
ap-9466	396	1	https://doi.org/10.4186/ej.2024.28.3.15	https://doi.org/10.4186/ej.2024.28.3.15	PROPN
ap-9466	397	1	[	[	X
ap-9466	397	2	31	31	NUM
ap-9466	397	3	]	]	PUNCT
ap-9466	397	4	m.	m.	NOUN
ap-9466	397	5	grogg	grogg	NOUN
ap-9466	397	6	.	.	PUNCT
ap-9466	398	1	overview	overview	NOUN
ap-9466	398	2	of	of	ADP
ap-9466	398	3	performance	performance	NOUN
ap-9466	398	4	measures	measure	NOUN
ap-9466	398	5	:	:	PUNCT
ap-9466	398	6	pavement	pavement	NOUN
ap-9466	398	7	condition	condition	NOUN
ap-9466	398	8	to	to	PART
ap-9466	398	9	assess	assess	VERB
ap-9466	398	10	the	the	DET
ap-9466	398	11	national	national	ADJ
ap-9466	398	12	highway	highway	NOUN
ap-9466	398	13	performance	performance	NOUN
ap-9466	398	14	program	program	NOUN
ap-9466	398	15	.	.	PUNCT
ap-9466	399	1	highway	highway	NOUN
ap-9466	399	2	information	information	NOUN
ap-9466	399	3	seminar	seminar	NOUN
ap-9466	399	4	.	.	PUNCT
ap-9466	400	1	federal	federal	PROPN
ap-9466	400	2	highway	highway	PROPN
ap-9466	400	3	administration	administration	PROPN
ap-9466	400	4	,	,	PUNCT
ap-9466	400	5	fhwa	fhwa	PROPN
ap-9466	400	6	office	office	PROPN
ap-9466	400	7	of	of	ADP
ap-9466	400	8	infrastructure	infrastructure	NOUN
ap-9466	400	9	,	,	PUNCT
ap-9466	400	10	2017	2017	NUM
ap-9466	400	11	.	.	PUNCT
ap-9466	401	1	[	[	X
ap-9466	401	2	32	32	NUM
ap-9466	401	3	]	]	PUNCT
ap-9466	401	4	m.	m.	NOUN
ap-9466	401	5	w.	w.	PROPN
ap-9466	401	6	sayers	sayers	PROPN
ap-9466	401	7	,	,	PUNCT
ap-9466	401	8	t.	t.	PROPN
ap-9466	401	9	d.	d.	PROPN
ap-9466	401	10	gillespie	gillespie	PROPN
ap-9466	401	11	,	,	PUNCT
ap-9466	401	12	w.	w.	PROPN
ap-9466	401	13	d.	d.	PROPN
ap-9466	401	14	o.	o.	PROPN
ap-9466	401	15	paterson	paterson	PROPN
ap-9466	401	16	.	.	PUNCT
ap-9466	402	1	guidelines	guideline	NOUN
ap-9466	402	2	for	for	ADP
ap-9466	402	3	conducting	conduct	VERB
ap-9466	402	4	and	and	CCONJ
ap-9466	402	5	calibrating	calibrate	VERB
ap-9466	402	6	road	road	NOUN
ap-9466	402	7	roughness	roughness	NOUN
ap-9466	402	8	measurements	measurement	NOUN
ap-9466	402	9	.	.	PUNCT
ap-9466	403	1	the	the	DET
ap-9466	403	2	international	international	ADJ
ap-9466	403	3	bank	bank	PROPN
ap-9466	403	4	for	for	ADP
ap-9466	403	5	reconstruction	reconstruction	NOUN
ap-9466	403	6	and	and	CCONJ
ap-9466	403	7	development	development	NOUN
ap-9466	403	8	,	,	PUNCT
ap-9466	403	9	washington	washington	PROPN
ap-9466	403	10	d.	d.	PROPN
ap-9466	403	11	c.	c.	PROPN
ap-9466	403	12	,	,	PUNCT
ap-9466	403	13	usa	usa	PROPN
ap-9466	403	14	,	,	PUNCT
ap-9466	403	15	1986	1986	NUM
ap-9466	403	16	.	.	PUNCT
ap-9466	404	1	[	[	X
ap-9466	404	2	33	33	NUM
ap-9466	404	3	]	]	PUNCT
ap-9466	404	4	b.	b.	PROPN
ap-9466	404	5	j.	j.	PROPN
ap-9466	404	6	goenaga	goenaga	PROPN
ap-9466	404	7	,	,	PUNCT
ap-9466	404	8	l.	l.	PROPN
ap-9466	404	9	g.	g.	PROPN
ap-9466	404	10	fuentes	fuentes	PROPN
ap-9466	404	11	pumarejo	pumarejo	PROPN
ap-9466	404	12	,	,	PUNCT
ap-9466	404	13	o.	o.	PROPN
ap-9466	404	14	a.	a.	PROPN
ap-9466	404	15	mora	mora	PROPN
ap-9466	404	16	lerma	lerma	PROPN
ap-9466	404	17	.	.	PUNCT
ap-9466	405	1	evaluation	evaluation	NOUN
ap-9466	405	2	of	of	ADP
ap-9466	405	3	the	the	DET
ap-9466	405	4	methodologies	methodology	NOUN
ap-9466	405	5	used	use	VERB
ap-9466	405	6	to	to	PART
ap-9466	405	7	generate	generate	VERB
ap-9466	405	8	random	random	ADJ
ap-9466	405	9	pavement	pavement	NOUN
ap-9466	405	10	profiles	profile	NOUN
ap-9466	405	11	based	base	VERB
ap-9466	405	12	on	on	ADP
ap-9466	405	13	the	the	DET
ap-9466	405	14	power	power	NOUN
ap-9466	405	15	spectral	spectral	ADJ
ap-9466	405	16	density	density	NOUN
ap-9466	405	17	:	:	PUNCT
ap-9466	405	18	an	an	DET
ap-9466	405	19	approach	approach	NOUN
ap-9466	405	20	based	base	VERB
ap-9466	405	21	on	on	ADP
ap-9466	405	22	the	the	DET
ap-9466	405	23	international	international	ADJ
ap-9466	405	24	roughness	roughness	NOUN
ap-9466	405	25	index	index	NOUN
ap-9466	405	26	.	.	PUNCT
ap-9466	406	1	ingeniería	ingeniería	PROPN
ap-9466	406	2	e	e	PROPN
ap-9466	406	3	investigación	investigación	PROPN
ap-9466	406	4	37(1):49–57	37(1):49–57	NUM
ap-9466	406	5	,	,	PUNCT
ap-9466	406	6	2017	2017	NUM
ap-9466	406	7	.	.	PUNCT
ap-9466	407	1	https	https	NOUN
ap-9466	407	2	:	:	PUNCT
ap-9466	407	3	//doi.org/10.15446	//doi.org/10.15446	ADJ
ap-9466	407	4	/	/	SYM
ap-9466	407	5	ing.investig.v37n1.57277	ing.investig.v37n1.57277	NOUN
ap-9466	407	6	581	581	NUM
ap-9466	407	7	https://doi.org/10.3141/1816-08	https://doi.org/10.3141/1816-08	NOUN
ap-9466	407	8	https://doi.org/10.4018/978-1-6684-8582-8.ch016	https://doi.org/10.4018/978-1-6684-8582-8.ch016	PROPN
ap-9466	407	9	https://doi.org/10.4018/978-1-6684-8582-8.ch016	https://doi.org/10.4018/978-1-6684-8582-8.ch016	PROPN
ap-9466	407	10	https://doi.org/10.4186/ej.2024.28.3.15	https://doi.org/10.4186/ej.2024.28.3.15	PROPN
ap-9466	407	11	https://doi.org/10.15446/ing.investig.v37n1.57277	https://doi.org/10.15446/ing.investig.v37n1.57277	PROPN
ap-9466	407	12	https://doi.org/10.15446/ing.investig.v37n1.57277	https://doi.org/10.15446/ing.investig.v37n1.57277	PROPN
ap-9466	407	13	acta	acta	PROPN
ap-9466	407	14	polytechnica	polytechnica	PROPN
ap-9466	407	15	64(6):571–581	64(6):571–581	PROPN
ap-9466	407	16	,	,	PUNCT
ap-9466	407	17	2024	2024	NUM
ap-9466	407	18	1	1	NUM
ap-9466	407	19	introduction	introduction	NOUN
ap-9466	407	20	2	2	NUM
ap-9466	407	21	materials	material	NOUN
ap-9466	407	22	and	and	CCONJ
ap-9466	407	23	methods	method	NOUN
ap-9466	407	24	2.1	2.1	NUM
ap-9466	407	25	ensemble	ensemble	ADJ
ap-9466	407	26	learning	learning	NOUN
ap-9466	407	27	methods	method	NOUN
ap-9466	407	28	2.1.1	2.1.1	NUM
ap-9466	407	29	decision	decision	NOUN
ap-9466	407	30	tree	tree	NOUN
ap-9466	407	31	2.1.2	2.1.2	NUM
ap-9466	407	32	random	random	ADJ
ap-9466	407	33	forest	forest	NOUN
ap-9466	407	34	2.1.3	2.1.3	NUM
ap-9466	407	35	gradient	gradient	NOUN
ap-9466	407	36	boosting	boost	VERB
ap-9466	407	37	machine	machine	NOUN
ap-9466	407	38	(	(	PUNCT
ap-9466	407	39	gbm	gbm	PROPN
ap-9466	407	40	)	)	PUNCT
ap-9466	407	41	2.1.4	2.1.4	NUM
ap-9466	407	42	extreme	extreme	ADJ
ap-9466	407	43	gradient	gradient	NOUN
ap-9466	407	44	boosting	boost	VERB
ap-9466	407	45	(	(	PUNCT
ap-9466	407	46	xgboost	xgboost	SYM
ap-9466	407	47	)	)	PUNCT
ap-9466	407	48	2.1.5	2.1.5	NUM
ap-9466	407	49	adaptive	adaptive	ADJ
ap-9466	407	50	boosting	boost	VERB
ap-9466	407	51	(	(	PUNCT
ap-9466	407	52	adaboost	adaboost	ADV
ap-9466	407	53	)	)	PUNCT
ap-9466	407	54	2.1.6	2.1.6	NUM
ap-9466	407	55	categorical	categorical	ADJ
ap-9466	407	56	gradient	gradient	NOUN
ap-9466	407	57	boosting	boost	VERB
ap-9466	407	58	(	(	PUNCT
ap-9466	407	59	catboost	catboost	NOUN
ap-9466	407	60	)	)	PUNCT
ap-9466	407	61	3	3	NUM
ap-9466	407	62	data	datum	NOUN
ap-9466	407	63	collection	collection	NOUN
ap-9466	407	64	and	and	CCONJ
ap-9466	407	65	processing	processing	NOUN
ap-9466	407	66	4	4	NUM
ap-9466	407	67	results	result	NOUN
ap-9466	407	68	and	and	CCONJ
ap-9466	407	69	discussion	discussion	NOUN
ap-9466	407	70	4.1	4.1	NUM
ap-9466	407	71	case	case	NOUN
ap-9466	407	72	study	study	NOUN
ap-9466	407	73	for	for	ADP
ap-9466	407	74	evaluating	evaluate	VERB
ap-9466	407	75	the	the	DET
ap-9466	407	76	application	application	NOUN
ap-9466	407	77	of	of	ADP
ap-9466	407	78	hfst	hfst	NOUN
ap-9466	407	79	5	5	NUM
ap-9466	407	80	conclusion	conclusion	NOUN
ap-9466	407	81	references	reference	NOUN