id	sid	tid	token	lemma	pos
fis-5433	1	1	microsoft	microsoft	PROPN
fis-5433	1	2	word	word	NOUN
fis-5433	1	3	numero_73_art_06_5433.docx	numero_73_art_06_5433.docx	VERB
fis-5433	1	4	r.	r.	PROPN
fis-5433	1	5	k.	k.	PROPN
fis-5433	2	1	singh	singh	PROPN
fis-5433	2	2	et	et	PROPN
fis-5433	2	3	alii	alii	PROPN
fis-5433	2	4	,	,	PUNCT
fis-5433	2	5	fracture	fracture	ADJ
fis-5433	2	6	and	and	CCONJ
fis-5433	2	7	structural	structural	ADJ
fis-5433	2	8	integrity	integrity	NOUN
fis-5433	2	9	,	,	PUNCT
fis-5433	2	10	73	73	NUM
fis-5433	2	11	(	(	PUNCT
fis-5433	2	12	2025	2025	NUM
fis-5433	2	13	)	)	PUNCT
fis-5433	2	14	74	74	NUM
fis-5433	2	15	-	-	SYM
fis-5433	2	16	87	87	NUM
fis-5433	2	17	;	;	PUNCT
fis-5433	2	18	doi	doi	NOUN
fis-5433	2	19	:	:	PUNCT
fis-5433	2	20	10.3221	10.3221	NUM
fis-5433	2	21	/	/	SYM
fis-5433	2	22	igf	igf	NOUN
fis-5433	2	23	-	-	PUNCT
fis-5433	2	24	esis.73.06	esis.73.06	NOUN
fis-5433	2	25	74	74	NUM
fis-5433	2	26	predictive	predictive	ADJ
fis-5433	2	27	modeling	modeling	NOUN
fis-5433	2	28	of	of	ADP
fis-5433	2	29	pmma	pmma	NOUN
fis-5433	2	30	-	-	PUNCT
fis-5433	2	31	based	base	VERB
fis-5433	2	32	polymer	polymer	NOUN
fis-5433	2	33	composites	composite	NOUN
fis-5433	2	34	reinforced	reinforce	VERB
fis-5433	2	35	with	with	ADP
fis-5433	2	36	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	2	37	:	:	PUNCT
fis-5433	2	38	a	a	DET
fis-5433	2	39	machine	machine	NOUN
fis-5433	2	40	learning	learning	NOUN
fis-5433	2	41	and	and	CCONJ
fis-5433	2	42	fem	fem	NOUN
fis-5433	2	43	approach	approach	NOUN
fis-5433	2	44	rohit	rohit	PROPN
fis-5433	2	45	kumar	kumar	PROPN
fis-5433	2	46	singh	singh	PROPN
fis-5433	2	47	,	,	PUNCT
fis-5433	2	48	khyati	khyati	PROPN
fis-5433	2	49	verma	verma	PROPN
fis-5433	2	50	,	,	PUNCT
fis-5433	3	1	g.	g.	PROPN
fis-5433	3	2	c.	c.	PROPN
fis-5433	3	3	mohan	mohan	PROPN
fis-5433	3	4	kumar	kumar	PROPN
fis-5433	3	5	department	department	PROPN
fis-5433	3	6	of	of	ADP
fis-5433	3	7	mechanical	mechanical	ADJ
fis-5433	3	8	engineering	engineering	NOUN
fis-5433	3	9	,	,	PUNCT
fis-5433	3	10	national	national	PROPN
fis-5433	3	11	institute	institute	PROPN
fis-5433	3	12	of	of	ADP
fis-5433	3	13	technology	technology	PROPN
fis-5433	3	14	karnataka	karnataka	PROPN
fis-5433	3	15	,	,	PUNCT
fis-5433	3	16	india	india	PROPN
fis-5433	3	17	rohitking1007@gmail.com	rohitking1007@gmail.com	PROPN
fis-5433	3	18	,	,	PUNCT
fis-5433	4	1	https://orcid.org/0009-0002-0387-0389	https://orcid.org/0009-0002-0387-0389	PROPN
fis-5433	4	2	kverma@nitk.edu.in	kverma@nitk.edu.in	NOUN
fis-5433	4	3	,	,	PUNCT
fis-5433	4	4	https://orcid.org/0000-0001-5912-3572	https://orcid.org/0000-0001-5912-3572	PROPN
fis-5433	4	5	mkumargc@nitk.edu.in	mkumargc@nitk.edu.in	NOUN
fis-5433	4	6	,	,	PUNCT
fis-5433	4	7	https://orcid.org/0000-0002-7282-7512	https://orcid.org/0000-0002-7282-7512	PROPN
fis-5433	4	8	keywords	keyword	NOUN
fis-5433	4	9	.	.	PUNCT
fis-5433	5	1	multiscale	multiscale	ADJ
fis-5433	5	2	modeling	modeling	PROPN
fis-5433	5	3	,	,	PUNCT
fis-5433	5	4	rve	rve	PROPN
fis-5433	5	5	,	,	PUNCT
fis-5433	5	6	pmma	pmma	NOUN
fis-5433	5	7	,	,	PUNCT
fis-5433	5	8	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	5	9	(	(	PUNCT
fis-5433	5	10	hap	hap	NOUN
fis-5433	5	11	)	)	PUNCT
fis-5433	5	12	,	,	PUNCT
fis-5433	5	13	polymer	polymer	NOUN
fis-5433	5	14	matrix	matrix	NOUN
fis-5433	5	15	composites	composite	NOUN
fis-5433	5	16	,	,	PUNCT
fis-5433	5	17	machine	machine	NOUN
fis-5433	5	18	learning	learn	VERB
fis-5433	5	19	citation	citation	NOUN
fis-5433	5	20	:	:	PUNCT
fis-5433	5	21	singh	singh	PROPN
fis-5433	5	22	,	,	PUNCT
fis-5433	5	23	r.	r.	PROPN
fis-5433	5	24	k.	k.	PROPN
fis-5433	5	25	,	,	PUNCT
fis-5433	5	26	verma	verma	PROPN
fis-5433	5	27	,	,	PUNCT
fis-5433	5	28	k.	k.	PROPN
fis-5433	5	29	,	,	PUNCT
fis-5433	5	30	kumar	kumar	PROPN
fis-5433	5	31	,	,	PUNCT
fis-5433	5	32	g	g	PROPN
fis-5433	5	33	c.	c.	PROPN
fis-5433	5	34	m.	m.	NOUN
fis-5433	5	35	,	,	PUNCT
fis-5433	5	36	predictive	predictive	ADJ
fis-5433	5	37	modeling	modeling	NOUN
fis-5433	5	38	of	of	ADP
fis-5433	5	39	pmmabased	pmmabase	VERB
fis-5433	5	40	polymer	polymer	NOUN
fis-5433	5	41	composites	composite	NOUN
fis-5433	5	42	reinforced	reinforce	VERB
fis-5433	5	43	with	with	ADP
fis-5433	5	44	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	5	45	:	:	PUNCT
fis-5433	5	46	a	a	DET
fis-5433	5	47	machine	machine	NOUN
fis-5433	5	48	learning	learning	NOUN
fis-5433	5	49	and	and	CCONJ
fis-5433	5	50	fem	fem	NOUN
fis-5433	5	51	approach	approach	NOUN
fis-5433	5	52	,	,	PUNCT
fis-5433	5	53	fracture	fracture	NOUN
fis-5433	5	54	and	and	CCONJ
fis-5433	5	55	structural	structural	ADJ
fis-5433	5	56	integrity	integrity	NOUN
fis-5433	5	57	,	,	PUNCT
fis-5433	5	58	73	73	NUM
fis-5433	5	59	(	(	PUNCT
fis-5433	5	60	2025	2025	NUM
fis-5433	5	61	)	)	PUNCT
fis-5433	5	62	74	74	NUM
fis-5433	5	63	-	-	SYM
fis-5433	5	64	87	87	NUM
fis-5433	5	65	.	.	PUNCT
fis-5433	6	1	received	receive	VERB
fis-5433	6	2	:	:	PUNCT
fis-5433	6	3	21.03.2025	21.03.2025	NUM
fis-5433	6	4	accepted	accept	VERB
fis-5433	6	5	:	:	PUNCT
fis-5433	6	6	30.04.2025	30.04.2025	NUM
fis-5433	6	7	published	publish	VERB
fis-5433	6	8	:	:	PUNCT
fis-5433	6	9	07.05.2025	07.05.2025	NUM
fis-5433	6	10	issue	issue	NOUN
fis-5433	6	11	:	:	PUNCT
fis-5433	6	12	07.2025	07.2025	NUM
fis-5433	6	13	copyright	copyright	NOUN
fis-5433	6	14	:	:	PUNCT
fis-5433	6	15	©	©	PROPN
fis-5433	6	16	2025	2025	NUM
fis-5433	6	17	this	this	PRON
fis-5433	6	18	is	be	AUX
fis-5433	6	19	an	an	DET
fis-5433	6	20	open	open	ADJ
fis-5433	6	21	access	access	NOUN
fis-5433	6	22	article	article	NOUN
fis-5433	6	23	under	under	ADP
fis-5433	6	24	the	the	DET
fis-5433	6	25	terms	term	NOUN
fis-5433	6	26	of	of	ADP
fis-5433	6	27	the	the	DET
fis-5433	6	28	cc	cc	NOUN
fis-5433	6	29	-	-	PUNCT
fis-5433	6	30	by	by	ADP
fis-5433	6	31	4.0	4.0	NUM
fis-5433	6	32	,	,	PUNCT
fis-5433	6	33	which	which	PRON
fis-5433	6	34	permits	permit	VERB
fis-5433	6	35	unrestricted	unrestricted	ADJ
fis-5433	6	36	use	use	NOUN
fis-5433	6	37	,	,	PUNCT
fis-5433	6	38	distribution	distribution	NOUN
fis-5433	6	39	,	,	PUNCT
fis-5433	6	40	and	and	CCONJ
fis-5433	6	41	reproduction	reproduction	NOUN
fis-5433	6	42	in	in	ADP
fis-5433	6	43	any	any	DET
fis-5433	6	44	medium	medium	NOUN
fis-5433	6	45	,	,	PUNCT
fis-5433	6	46	provided	provide	VERB
fis-5433	6	47	the	the	DET
fis-5433	6	48	original	original	ADJ
fis-5433	6	49	author	author	NOUN
fis-5433	6	50	and	and	CCONJ
fis-5433	6	51	source	source	NOUN
fis-5433	6	52	are	be	AUX
fis-5433	6	53	credited	credit	VERB
fis-5433	6	54	.	.	PUNCT
fis-5433	7	1	introduction	introduction	NOUN
fis-5433	7	2	olymer	olymer	AUX
fis-5433	7	3	-	-	PUNCT
fis-5433	7	4	based	base	VERB
fis-5433	7	5	composite	composite	ADJ
fis-5433	7	6	materials	material	NOUN
fis-5433	7	7	(	(	PUNCT
fis-5433	7	8	pmcs	pmcs	ADJ
fis-5433	7	9	)	)	PUNCT
fis-5433	7	10	are	be	AUX
fis-5433	7	11	highly	highly	ADV
fis-5433	7	12	durable	durable	ADJ
fis-5433	7	13	high	high	ADJ
fis-5433	7	14	-	-	PUNCT
fis-5433	7	15	performance	performance	NOUN
fis-5433	7	16	engineering	engineering	NOUN
fis-5433	7	17	materials	material	NOUN
fis-5433	7	18	that	that	PRON
fis-5433	7	19	are	be	AUX
fis-5433	7	20	gaining	gain	VERB
fis-5433	7	21	popularity	popularity	NOUN
fis-5433	7	22	across	across	ADP
fis-5433	7	23	a	a	DET
fis-5433	7	24	range	range	NOUN
fis-5433	7	25	of	of	ADP
fis-5433	7	26	industries	industry	NOUN
fis-5433	7	27	due	due	ADP
fis-5433	7	28	to	to	ADP
fis-5433	7	29	their	their	PRON
fis-5433	7	30	many	many	ADJ
fis-5433	7	31	beneficial	beneficial	ADJ
fis-5433	7	32	characteristics	characteristic	NOUN
fis-5433	7	33	and	and	CCONJ
fis-5433	7	34	immense	immense	ADJ
fis-5433	7	35	usability	usability	NOUN
fis-5433	7	36	.	.	PUNCT
fis-5433	8	1	their	their	PRON
fis-5433	8	2	low	low	ADJ
fis-5433	8	3	heat	heat	NOUN
fis-5433	8	4	conductivity	conductivity	NOUN
fis-5433	8	5	0.2–0.5	0.2–0.5	PUNCT
fis-5433	8	6	w	w	X
fis-5433	8	7	/	/	SYM
fis-5433	8	8	m·k	m·k	ADJ
fis-5433	8	9	,	,	PUNCT
fis-5433	8	10	easy	easy	ADJ
fis-5433	8	11	fabrication	fabrication	NOUN
fis-5433	8	12	,	,	PUNCT
fis-5433	8	13	corrosion	corrosion	NOUN
fis-5433	8	14	resistance	resistance	NOUN
fis-5433	8	15	,	,	PUNCT
fis-5433	8	16	and	and	CCONJ
fis-5433	8	17	high	high	ADJ
fis-5433	8	18	strength	strength	NOUN
fis-5433	8	19	-	-	PUNCT
fis-5433	8	20	to	to	ADP
fis-5433	8	21	-	-	PUNCT
fis-5433	8	22	weight	weight	NOUN
fis-5433	8	23	ratio	ratio	NOUN
fis-5433	8	24	make	make	VERB
fis-5433	8	25	them	they	PRON
fis-5433	8	26	suitable	suitable	ADJ
fis-5433	8	27	for	for	ADP
fis-5433	8	28	use	use	NOUN
fis-5433	8	29	in	in	ADP
fis-5433	8	30	biomedical	biomedical	ADJ
fis-5433	8	31	,	,	PUNCT
fis-5433	8	32	automotive	automotive	ADJ
fis-5433	8	33	,	,	PUNCT
fis-5433	8	34	aerospace	aerospace	NOUN
fis-5433	8	35	,	,	PUNCT
fis-5433	8	36	and	and	CCONJ
fis-5433	8	37	other	other	ADJ
fis-5433	8	38	technological	technological	ADJ
fis-5433	8	39	industries	industry	NOUN
fis-5433	8	40	[	[	X
fis-5433	8	41	1	1	NUM
fis-5433	8	42	-	-	SYM
fis-5433	8	43	3	3	NUM
fis-5433	8	44	]	]	PUNCT
fis-5433	8	45	.	.	PUNCT
fis-5433	9	1	two	two	NUM
fis-5433	9	2	major	major	ADJ
fis-5433	9	3	classes	class	NOUN
fis-5433	9	4	of	of	ADP
fis-5433	9	5	pmcs	pmcs	NOUN
fis-5433	9	6	can	can	AUX
fis-5433	9	7	be	be	AUX
fis-5433	9	8	indicated	indicate	VERB
fis-5433	9	9	:	:	PUNCT
fis-5433	9	10	thermoset	thermoset	NOUN
fis-5433	9	11	and	and	CCONJ
fis-5433	9	12	thermoplastic	thermoplastic	ADJ
fis-5433	9	13	polymers	polymer	NOUN
fis-5433	9	14	.	.	PUNCT
fis-5433	10	1	thermoset	thermoset	NOUN
fis-5433	10	2	materials	material	NOUN
fis-5433	10	3	provide	provide	VERB
fis-5433	10	4	sturdiness	sturdiness	NOUN
fis-5433	10	5	and	and	CCONJ
fis-5433	10	6	lifetime	lifetime	NOUN
fis-5433	10	7	performance	performance	NOUN
fis-5433	10	8	but	but	CCONJ
fis-5433	10	9	do	do	AUX
fis-5433	10	10	not	not	PART
fis-5433	10	11	allow	allow	VERB
fis-5433	10	12	any	any	DET
fis-5433	10	13	reheating	reheating	NOUN
fis-5433	10	14	or	or	CCONJ
fis-5433	10	15	remolding	remolding	NOUN
fis-5433	10	16	once	once	ADV
fis-5433	10	17	formed	form	VERB
fis-5433	10	18	due	due	ADP
fis-5433	10	19	to	to	ADP
fis-5433	10	20	irreversible	irreversible	ADJ
fis-5433	10	21	chemical	chemical	NOUN
fis-5433	10	22	changes	change	NOUN
fis-5433	10	23	.	.	PUNCT
fis-5433	11	1	thermoplastic	thermoplastic	ADJ
fis-5433	11	2	polymers	polymer	NOUN
fis-5433	11	3	such	such	ADJ
fis-5433	11	4	as	as	ADP
fis-5433	11	5	pmma	pmma	PROPN
fis-5433	11	6	can	can	AUX
fis-5433	11	7	be	be	AUX
fis-5433	11	8	reheated	reheat	VERB
fis-5433	11	9	,	,	PUNCT
fis-5433	11	10	remolded	remolded	ADJ
fis-5433	11	11	and	and	CCONJ
fis-5433	11	12	cooled	cool	VERB
fis-5433	11	13	without	without	ADP
fis-5433	11	14	affecting	affect	VERB
fis-5433	11	15	its	its	PRON
fis-5433	11	16	chemical	chemical	NOUN
fis-5433	11	17	properties	property	NOUN
fis-5433	11	18	which	which	PRON
fis-5433	11	19	can	can	AUX
fis-5433	11	20	be	be	AUX
fis-5433	11	21	used	use	VERB
fis-5433	11	22	in	in	ADP
fis-5433	11	23	multiple	multiple	ADJ
fis-5433	11	24	applications	application	NOUN
fis-5433	11	25	[	[	X
fis-5433	11	26	4	4	NUM
fis-5433	11	27	]	]	PUNCT
fis-5433	11	28	.	.	PUNCT
fis-5433	12	1	polymethyl	polymethyl	PROPN
fis-5433	12	2	methacrylate	methacrylate	PROPN
fis-5433	12	3	(	(	PUNCT
fis-5433	12	4	pmma	pmma	PROPN
fis-5433	12	5	)	)	PUNCT
fis-5433	12	6	is	be	AUX
fis-5433	12	7	widely	widely	ADV
fis-5433	12	8	utilized	utilize	VERB
fis-5433	12	9	in	in	ADP
fis-5433	12	10	biomedical	biomedical	ADJ
fis-5433	12	11	applications	application	NOUN
fis-5433	12	12	,	,	PUNCT
fis-5433	12	13	including	include	VERB
fis-5433	12	14	bone	bone	NOUN
fis-5433	12	15	cement	cement	NOUN
fis-5433	12	16	and	and	CCONJ
fis-5433	12	17	dental	dental	ADJ
fis-5433	12	18	prosthetics	prosthetic	NOUN
fis-5433	12	19	,	,	PUNCT
fis-5433	12	20	due	due	ADP
fis-5433	12	21	to	to	ADP
fis-5433	12	22	its	its	PRON
fis-5433	12	23	biocompatibility	biocompatibility	NOUN
fis-5433	12	24	and	and	CCONJ
fis-5433	12	25	ease	ease	NOUN
fis-5433	12	26	of	of	ADP
fis-5433	12	27	processing	processing	NOUN
fis-5433	12	28	.	.	PUNCT
fis-5433	13	1	however	however	ADV
fis-5433	13	2	,	,	PUNCT
fis-5433	13	3	pmma	pmma	PROPN
fis-5433	13	4	exhibits	exhibit	VERB
fis-5433	13	5	poor	poor	ADJ
fis-5433	13	6	osseointegration	osseointegration	NOUN
fis-5433	13	7	,	,	PUNCT
fis-5433	13	8	and	and	CCONJ
fis-5433	13	9	non	non	ADJ
fis-5433	13	10	-	-	NOUN
fis-5433	13	11	degradability	degradability	NOUN
fis-5433	13	12	,	,	PUNCT
fis-5433	13	13	which	which	PRON
fis-5433	13	14	can	can	AUX
fis-5433	13	15	impede	impede	VERB
fis-5433	13	16	effective	effective	ADJ
fis-5433	13	17	bone	bone	NOUN
fis-5433	13	18	regeneration	regeneration	NOUN
fis-5433	13	19	and	and	CCONJ
fis-5433	13	20	integration	integration	NOUN
fis-5433	13	21	with	with	ADP
fis-5433	13	22	host	host	NOUN
fis-5433	13	23	tissues	tissue	NOUN
fis-5433	13	24	.	.	PUNCT
fis-5433	14	1	p	p	X
fis-5433	14	2	https://youtu.be/xyhbdomhrn0	https://youtu.be/xyhbdomhrn0	PROPN
fis-5433	14	3	r.	r.	PROPN
fis-5433	14	4	k.	k.	PROPN
fis-5433	15	1	singh	singh	PROPN
fis-5433	15	2	et	et	PROPN
fis-5433	15	3	alii	alii	PROPN
fis-5433	15	4	,	,	PUNCT
fis-5433	15	5	fracture	fracture	ADJ
fis-5433	15	6	and	and	CCONJ
fis-5433	15	7	structural	structural	ADJ
fis-5433	15	8	integrity	integrity	NOUN
fis-5433	15	9	,	,	PUNCT
fis-5433	15	10	73	73	NUM
fis-5433	15	11	(	(	PUNCT
fis-5433	15	12	2025	2025	NUM
fis-5433	15	13	)	)	PUNCT
fis-5433	15	14	74	74	NUM
fis-5433	15	15	-	-	SYM
fis-5433	15	16	87	87	NUM
fis-5433	15	17	;	;	PUNCT
fis-5433	15	18	doi	doi	NOUN
fis-5433	15	19	:	:	PUNCT
fis-5433	15	20	10.3221	10.3221	NUM
fis-5433	15	21	/	/	SYM
fis-5433	15	22	igf	igf	NOUN
fis-5433	15	23	-	-	PUNCT
fis-5433	15	24	esis.73.06	esis.73.06	NOUN
fis-5433	15	25	75	75	NUM
fis-5433	15	26	additionally	additionally	ADV
fis-5433	15	27	,	,	PUNCT
fis-5433	15	28	pmma	pmma	PROPN
fis-5433	15	29	's	's	PART
fis-5433	15	30	high	high	ADJ
fis-5433	15	31	exothermic	exothermic	ADJ
fis-5433	15	32	polymerization	polymerization	NOUN
fis-5433	15	33	temperature	temperature	NOUN
fis-5433	15	34	poses	pose	VERB
fis-5433	15	35	risk	risk	NOUN
fis-5433	15	36	of	of	ADP
fis-5433	15	37	thermal	thermal	ADJ
fis-5433	15	38	necrosis	necrosis	NOUN
fis-5433	15	39	to	to	ADP
fis-5433	15	40	surrounding	surround	VERB
fis-5433	15	41	tissues	tissue	NOUN
fis-5433	15	42	,	,	PUNCT
fis-5433	15	43	and	and	CCONJ
fis-5433	15	44	the	the	DET
fis-5433	15	45	potential	potential	ADJ
fis-5433	15	46	release	release	NOUN
fis-5433	15	47	of	of	ADP
fis-5433	15	48	toxic	toxic	ADJ
fis-5433	15	49	monomers	monomer	NOUN
fis-5433	15	50	.	.	PUNCT
fis-5433	16	1	to	to	PART
fis-5433	16	2	address	address	VERB
fis-5433	16	3	these	these	DET
fis-5433	16	4	challenges	challenge	NOUN
fis-5433	16	5	,	,	PUNCT
fis-5433	16	6	incorporating	incorporate	VERB
fis-5433	16	7	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	16	8	(	(	PUNCT
fis-5433	16	9	hap	hap	NOUN
fis-5433	16	10	)	)	PUNCT
fis-5433	16	11	into	into	ADP
fis-5433	16	12	pmma	pmma	PROPN
fis-5433	16	13	matrices	matrix	NOUN
fis-5433	16	14	has	have	AUX
fis-5433	16	15	been	be	AUX
fis-5433	16	16	explored	explore	VERB
fis-5433	16	17	,	,	PUNCT
fis-5433	16	18	aiming	aim	VERB
fis-5433	16	19	to	to	PART
fis-5433	16	20	enhance	enhance	VERB
fis-5433	16	21	boicompatibility	boicompatibility	NOUN
fis-5433	16	22	and	and	CCONJ
fis-5433	16	23	mechanical	mechanical	ADJ
fis-5433	16	24	properties	property	NOUN
fis-5433	16	25	to	to	PART
fis-5433	16	26	improve	improve	VERB
fis-5433	16	27	osseointegration	osseointegration	NOUN
fis-5433	16	28	and	and	CCONJ
fis-5433	16	29	overall	overall	ADJ
fis-5433	16	30	performance	performance	NOUN
fis-5433	16	31	in	in	ADP
fis-5433	16	32	orthopedic	orthopedic	ADJ
fis-5433	16	33	and	and	CCONJ
fis-5433	16	34	dental	dental	ADJ
fis-5433	16	35	applications	application	NOUN
fis-5433	16	36	.	.	PUNCT
fis-5433	17	1	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	17	2	(	(	PUNCT
fis-5433	17	3	hap	hap	NOUN
fis-5433	17	4	)	)	PUNCT
fis-5433	17	5	is	be	AUX
fis-5433	17	6	utilized	utilize	VERB
fis-5433	17	7	within	within	ADP
fis-5433	17	8	this	this	DET
fis-5433	17	9	context	context	NOUN
fis-5433	17	10	for	for	ADP
fis-5433	17	11	improvement	improvement	NOUN
fis-5433	17	12	purposes	purpose	NOUN
fis-5433	17	13	due	due	ADP
fis-5433	17	14	to	to	ADP
fis-5433	17	15	its	its	PRON
fis-5433	17	16	natural	natural	ADJ
fis-5433	17	17	occurrence	occurrence	NOUN
fis-5433	17	18	and	and	CCONJ
fis-5433	17	19	calcium	calcium	NOUN
fis-5433	17	20	apatite	apatite	NOUN
fis-5433	17	21	composition	composition	NOUN
fis-5433	17	22	which	which	PRON
fis-5433	17	23	closely	closely	ADV
fis-5433	17	24	resembles	resemble	VERB
fis-5433	17	25	human	human	ADJ
fis-5433	17	26	bone	bone	NOUN
fis-5433	17	27	and	and	CCONJ
fis-5433	17	28	teeth	tooth	NOUN
fis-5433	17	29	.	.	PUNCT
fis-5433	18	1	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	18	2	is	be	AUX
fis-5433	18	3	available	available	ADJ
fis-5433	18	4	from	from	ADP
fis-5433	18	5	naturally	naturally	ADV
fis-5433	18	6	as	as	ADV
fis-5433	18	7	well	well	ADV
fis-5433	18	8	as	as	ADP
fis-5433	18	9	artificially	artificially	ADV
fis-5433	18	10	synthesized	synthesize	VERB
fis-5433	18	11	sources	source	NOUN
fis-5433	18	12	.	.	PUNCT
fis-5433	19	1	the	the	DET
fis-5433	19	2	natural	natural	ADJ
fis-5433	19	3	sources	source	NOUN
fis-5433	19	4	of	of	ADP
fis-5433	19	5	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	19	6	from	from	ADP
fis-5433	19	7	animal	animal	NOUN
fis-5433	19	8	bones	bone	NOUN
fis-5433	19	9	are	be	AUX
fis-5433	19	10	subjected	subject	VERB
fis-5433	19	11	to	to	ADP
fis-5433	19	12	treatments	treatment	NOUN
fis-5433	19	13	to	to	PART
fis-5433	19	14	extract	extract	VERB
fis-5433	19	15	pure	pure	ADJ
fis-5433	19	16	hap	hap	NOUN
fis-5433	19	17	by	by	ADP
fis-5433	19	18	deproteinizing	deproteinize	VERB
fis-5433	19	19	and	and	CCONJ
fis-5433	19	20	calcining	calcine	VERB
fis-5433	19	21	under	under	ADP
fis-5433	19	22	high	high	ADJ
fis-5433	19	23	temperatures	temperature	NOUN
fis-5433	19	24	.	.	PUNCT
fis-5433	20	1	some	some	DET
fis-5433	20	2	synthetic	synthetic	ADJ
fis-5433	20	3	methods	method	NOUN
fis-5433	20	4	are	be	AUX
fis-5433	20	5	used	use	VERB
fis-5433	20	6	for	for	ADP
fis-5433	20	7	producing	produce	VERB
fis-5433	20	8	hap	hap	NOUN
fis-5433	20	9	include	include	VERB
fis-5433	20	10	wet	wet	ADJ
fis-5433	20	11	chemical	chemical	NOUN
fis-5433	20	12	precipitation	precipitation	NOUN
fis-5433	20	13	,	,	PUNCT
fis-5433	20	14	sol	sol	NOUN
fis-5433	20	15	-	-	PUNCT
fis-5433	20	16	gel	gel	NOUN
fis-5433	20	17	processes	process	NOUN
fis-5433	20	18	,	,	PUNCT
fis-5433	20	19	and	and	CCONJ
fis-5433	20	20	hydrothermal	hydrothermal	NOUN
fis-5433	20	21	techniques	technique	NOUN
fis-5433	20	22	.	.	PUNCT
fis-5433	21	1	the	the	DET
fis-5433	21	2	process	process	NOUN
fis-5433	21	3	of	of	ADP
fis-5433	21	4	synthesis	synthesis	NOUN
fis-5433	21	5	basically	basically	ADV
fis-5433	21	6	involves	involve	VERB
fis-5433	21	7	controlled	control	VERB
fis-5433	21	8	reactions	reaction	NOUN
fis-5433	21	9	between	between	ADP
fis-5433	21	10	sources	source	NOUN
fis-5433	21	11	of	of	ADP
fis-5433	21	12	calcium	calcium	NOUN
fis-5433	21	13	and	and	CCONJ
fis-5433	21	14	phosphate	phosphate	NOUN
fis-5433	21	15	to	to	PART
fis-5433	21	16	form	form	VERB
fis-5433	21	17	hap	hap	ADJ
fis-5433	21	18	crystals	crystal	NOUN
fis-5433	21	19	,	,	PUNCT
fis-5433	21	20	which	which	PRON
fis-5433	21	21	can	can	AUX
fis-5433	21	22	be	be	AUX
fis-5433	21	23	synthesized	synthesize	VERB
fis-5433	21	24	in	in	ADP
fis-5433	21	25	accordance	accordance	NOUN
fis-5433	21	26	to	to	ADP
fis-5433	21	27	particle	particle	NOUN
fis-5433	21	28	size	size	NOUN
fis-5433	21	29	,	,	PUNCT
fis-5433	21	30	crystallinity	crystallinity	NOUN
fis-5433	21	31	,	,	PUNCT
fis-5433	21	32	and	and	CCONJ
fis-5433	21	33	morphology	morphology	NOUN
fis-5433	21	34	,	,	PUNCT
fis-5433	21	35	towards	towards	ADP
fis-5433	21	36	the	the	DET
fis-5433	21	37	maximization	maximization	NOUN
fis-5433	21	38	of	of	ADP
fis-5433	21	39	mechanical	mechanical	ADJ
fis-5433	21	40	reinforcement	reinforcement	NOUN
fis-5433	21	41	of	of	ADP
fis-5433	21	42	the	the	DET
fis-5433	21	43	pmma	pmma	PROPN
fis-5433	21	44	matrix	matrix	NOUN
fis-5433	21	45	.	.	PUNCT
fis-5433	22	1	elastic	elastic	ADJ
fis-5433	22	2	modulus	modulus	NOUN
fis-5433	22	3	and	and	CCONJ
fis-5433	22	4	compressive	compressive	ADJ
fis-5433	22	5	strength	strength	NOUN
fis-5433	22	6	are	be	AUX
fis-5433	22	7	critical	critical	ADJ
fis-5433	22	8	performance	performance	NOUN
fis-5433	22	9	indicators	indicator	NOUN
fis-5433	22	10	that	that	PRON
fis-5433	22	11	directly	directly	ADV
fis-5433	22	12	influence	influence	VERB
fis-5433	22	13	the	the	DET
fis-5433	22	14	structural	structural	ADJ
fis-5433	22	15	integrity	integrity	NOUN
fis-5433	22	16	and	and	CCONJ
fis-5433	22	17	functional	functional	ADJ
fis-5433	22	18	effectiveness	effectiveness	NOUN
fis-5433	22	19	of	of	ADP
fis-5433	22	20	pmma	pmma	PROPN
fis-5433	22	21	-	-	PUNCT
fis-5433	22	22	hap	hap	PROPN
fis-5433	22	23	composites	composite	NOUN
fis-5433	22	24	.	.	PUNCT
fis-5433	23	1	as	as	SCONJ
fis-5433	23	2	regards	regard	VERB
fis-5433	23	3	biocompatibility	biocompatibility	NOUN
fis-5433	23	4	,	,	PUNCT
fis-5433	23	5	hap	hap	PROPN
fis-5433	23	6	increases	increase	VERB
fis-5433	23	7	biocompatibility	biocompatibility	NOUN
fis-5433	23	8	and	and	CCONJ
fis-5433	23	9	osteoconductivity	osteoconductivity	NOUN
fis-5433	23	10	;	;	PUNCT
fis-5433	23	11	hence	hence	ADV
fis-5433	23	12	,	,	PUNCT
fis-5433	23	13	it	it	PRON
fis-5433	23	14	can	can	AUX
fis-5433	23	15	promote	promote	VERB
fis-5433	23	16	bone	bone	NOUN
fis-5433	23	17	growth	growth	NOUN
fis-5433	23	18	,	,	PUNCT
fis-5433	23	19	making	make	VERB
fis-5433	23	20	it	it	PRON
fis-5433	23	21	ideal	ideal	ADJ
fis-5433	23	22	for	for	ADP
fis-5433	23	23	areas	area	NOUN
fis-5433	23	24	of	of	ADP
fis-5433	23	25	application	application	NOUN
fis-5433	23	26	such	such	ADJ
fis-5433	23	27	as	as	ADP
fis-5433	23	28	dental	dental	ADJ
fis-5433	23	29	implants	implant	NOUN
fis-5433	23	30	,	,	PUNCT
fis-5433	23	31	bone	bone	NOUN
fis-5433	23	32	grafts	graft	NOUN
fis-5433	23	33	as	as	ADV
fis-5433	23	34	well	well	ADV
fis-5433	23	35	as	as	ADP
fis-5433	23	36	other	other	ADJ
fis-5433	23	37	load	load	NOUN
fis-5433	23	38	-	-	PUNCT
fis-5433	23	39	bearing	bear	VERB
fis-5433	23	40	biomedical	biomedical	ADJ
fis-5433	23	41	devices	device	NOUN
fis-5433	23	42	.	.	PUNCT
fis-5433	24	1	hap	hap	PROPN
fis-5433	24	2	will	will	AUX
fis-5433	24	3	not	not	PART
fis-5433	24	4	only	only	ADV
fis-5433	24	5	augment	augment	VERB
fis-5433	24	6	the	the	DET
fis-5433	24	7	mechanical	mechanical	ADJ
fis-5433	24	8	properties	property	NOUN
fis-5433	24	9	of	of	ADP
fis-5433	24	10	the	the	DET
fis-5433	24	11	pmma	pmma	PROPN
fis-5433	24	12	matrix	matrix	NOUN
fis-5433	24	13	,	,	PUNCT
fis-5433	24	14	but	but	CCONJ
fis-5433	24	15	will	will	AUX
fis-5433	24	16	also	also	ADV
fis-5433	24	17	increase	increase	VERB
fis-5433	24	18	its	its	PRON
fis-5433	24	19	biocompatibility	biocompatibility	NOUN
fis-5433	24	20	,	,	PUNCT
fis-5433	24	21	facilitating	facilitate	VERB
fis-5433	24	22	better	well	ADJ
fis-5433	24	23	performance	performance	NOUN
fis-5433	24	24	concerning	concern	VERB
fis-5433	24	25	biological	biological	ADJ
fis-5433	24	26	tissues	tissue	NOUN
fis-5433	25	1	[	[	X
fis-5433	25	2	5	5	NUM
fis-5433	25	3	]	]	PUNCT
fis-5433	25	4	.	.	PUNCT
fis-5433	26	1	electrospun	electrospun	PROPN
fis-5433	26	2	pmma	pmma	PROPN
fis-5433	26	3	/	/	SYM
fis-5433	26	4	nha	nha	X
fis-5433	26	5	nanofibrous	nanofibrous	ADJ
fis-5433	26	6	scaffolds	scaffold	NOUN
fis-5433	26	7	have	have	AUX
fis-5433	26	8	shown	show	VERB
fis-5433	26	9	enhanced	enhanced	ADJ
fis-5433	26	10	osteoconductivity	osteoconductivity	NOUN
fis-5433	26	11	,	,	PUNCT
fis-5433	26	12	improved	improve	VERB
fis-5433	26	13	thermal	thermal	ADJ
fis-5433	26	14	stability	stability	NOUN
fis-5433	26	15	,	,	PUNCT
fis-5433	26	16	and	and	CCONJ
fis-5433	26	17	excellent	excellent	ADJ
fis-5433	26	18	biocompatibility	biocompatibility	NOUN
fis-5433	26	19	for	for	ADP
fis-5433	26	20	bone	bone	NOUN
fis-5433	26	21	tissue	tissue	NOUN
fis-5433	26	22	engineering	engineering	NOUN
fis-5433	26	23	applications	application	NOUN
fis-5433	26	24	.	.	PUNCT
fis-5433	27	1	the	the	DET
fis-5433	27	2	incorporation	incorporation	NOUN
fis-5433	27	3	of	of	ADP
fis-5433	27	4	nha	nha	NOUN
fis-5433	27	5	improved	improve	VERB
fis-5433	27	6	scaffold	scaffold	NOUN
fis-5433	27	7	morphology	morphology	NOUN
fis-5433	27	8	and	and	CCONJ
fis-5433	27	9	mechanical	mechanical	ADJ
fis-5433	27	10	properties	property	NOUN
fis-5433	27	11	,	,	PUNCT
fis-5433	27	12	promoting	promote	VERB
fis-5433	27	13	osteoblast	osteoblast	ADJ
fis-5433	27	14	attachment	attachment	NOUN
fis-5433	27	15	and	and	CCONJ
fis-5433	27	16	proliferation	proliferation	NOUN
fis-5433	27	17	,	,	PUNCT
fis-5433	27	18	as	as	SCONJ
fis-5433	27	19	confirmed	confirm	VERB
fis-5433	27	20	by	by	ADP
fis-5433	27	21	sem	sem	NOUN
fis-5433	27	22	-	-	PUNCT
fis-5433	27	23	eds	ed	NOUN
fis-5433	27	24	,	,	PUNCT
fis-5433	27	25	ftir	ftir	NOUN
fis-5433	27	26	,	,	PUNCT
fis-5433	27	27	and	and	CCONJ
fis-5433	27	28	biological	biological	ADJ
fis-5433	27	29	studies	study	NOUN
fis-5433	27	30	[	[	X
fis-5433	27	31	6	6	NUM
fis-5433	27	32	]	]	PUNCT
fis-5433	27	33	.	.	PUNCT
fis-5433	28	1	kevlar	kevlar	ADJ
fis-5433	28	2	/	/	SYM
fis-5433	28	3	glass	glass	NOUN
fis-5433	28	4	fabric	fabric	NOUN
fis-5433	28	5	-	-	PUNCT
fis-5433	28	6	reinforced	reinforce	VERB
fis-5433	28	7	epoxy	epoxy	NOUN
fis-5433	28	8	composites	composite	NOUN
fis-5433	28	9	were	be	AUX
fis-5433	28	10	optimized	optimize	VERB
fis-5433	28	11	for	for	ADP
fis-5433	28	12	mechanical	mechanical	ADJ
fis-5433	28	13	properties	property	NOUN
fis-5433	28	14	,	,	PUNCT
fis-5433	28	15	with	with	ADP
fis-5433	28	16	phosphoric	phosphoric	ADJ
fis-5433	28	17	acid	acid	NOUN
fis-5433	28	18	treatment	treatment	NOUN
fis-5433	28	19	improving	improve	VERB
fis-5433	28	20	kevlar	kevlar	ADJ
fis-5433	28	21	composites	composite	NOUN
fis-5433	28	22	'	'	PART
fis-5433	28	23	young	young	PROPN
fis-5433	28	24	’s	’s	PART
fis-5433	28	25	modulus	modulus	NOUN
fis-5433	28	26	by	by	ADP
fis-5433	28	27	38	38	NUM
fis-5433	28	28	%	%	NOUN
fis-5433	28	29	.	.	PUNCT
fis-5433	29	1	additionally	additionally	ADV
fis-5433	29	2	,	,	PUNCT
fis-5433	29	3	a	a	DET
fis-5433	29	4	novel	novel	ADJ
fis-5433	29	5	pmma	pmma	NOUN
fis-5433	29	6	/	/	SYM
fis-5433	29	7	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	29	8	/	/	SYM
fis-5433	29	9	znfe₂o₄/zno	znfe₂o₄/zno	NOUN
fis-5433	29	10	composite	composite	NOUN
fis-5433	29	11	demonstrated	demonstrate	VERB
fis-5433	29	12	excellent	excellent	ADJ
fis-5433	29	13	antimicrobial	antimicrobial	ADJ
fis-5433	29	14	activity	activity	NOUN
fis-5433	29	15	(	(	PUNCT
fis-5433	29	16	zone	zone	NOUN
fis-5433	29	17	value	value	NOUN
fis-5433	29	18	)	)	PUNCT
fis-5433	29	19	and	and	CCONJ
fis-5433	29	20	biocompatibility	biocompatibility	NOUN
fis-5433	29	21	,	,	PUNCT
fis-5433	29	22	showing	show	VERB
fis-5433	29	23	strong	strong	ADJ
fis-5433	29	24	potential	potential	NOUN
fis-5433	29	25	for	for	ADP
fis-5433	29	26	3d	3d	NOUN
fis-5433	29	27	-	-	PUNCT
fis-5433	29	28	printed	print	VERB
fis-5433	29	29	biomedical	biomedical	ADJ
fis-5433	29	30	implants	implant	NOUN
fis-5433	29	31	[	[	X
fis-5433	29	32	7	7	X
fis-5433	29	33	]	]	X
fis-5433	29	34	[	[	X
fis-5433	29	35	8	8	NUM
fis-5433	29	36	]	]	PUNCT
fis-5433	29	37	.	.	PUNCT
fis-5433	30	1	nanodiamonds	nanodiamond	NOUN
fis-5433	30	2	(	(	PUNCT
fis-5433	30	3	nds	nds	PROPN
fis-5433	30	4	)	)	PUNCT
fis-5433	30	5	have	have	AUX
fis-5433	30	6	been	be	AUX
fis-5433	30	7	shown	show	VERB
fis-5433	30	8	to	to	PART
fis-5433	30	9	enhance	enhance	VERB
fis-5433	30	10	the	the	DET
fis-5433	30	11	stiffness	stiffness	NOUN
fis-5433	30	12	and	and	CCONJ
fis-5433	30	13	strength	strength	NOUN
fis-5433	30	14	of	of	ADP
fis-5433	30	15	polymer	polymer	NOUN
fis-5433	30	16	matrices	matrix	NOUN
fis-5433	30	17	,	,	PUNCT
fis-5433	30	18	with	with	ADP
fis-5433	30	19	studies	study	NOUN
fis-5433	30	20	reporting	report	VERB
fis-5433	30	21	up	up	ADP
fis-5433	30	22	to	to	ADP
fis-5433	30	23	an	an	DET
fis-5433	30	24	18.5	18.5	NUM
fis-5433	30	25	%	%	NOUN
fis-5433	30	26	increase	increase	NOUN
fis-5433	30	27	in	in	ADP
fis-5433	30	28	young	young	ADJ
fis-5433	30	29	's	's	PART
fis-5433	30	30	modulus	modulus	NOUN
fis-5433	30	31	and	and	CCONJ
fis-5433	30	32	a	a	DET
fis-5433	30	33	45.3	45.3	NUM
fis-5433	30	34	%	%	NOUN
fis-5433	30	35	rise	rise	NOUN
fis-5433	30	36	in	in	ADP
fis-5433	30	37	hardness	hardness	NOUN
fis-5433	30	38	for	for	ADP
fis-5433	30	39	hdpe	hdpe	NOUN
fis-5433	30	40	reinforced	reinforce	VERB
fis-5433	30	41	with	with	ADP
fis-5433	30	42	0.1	0.1	NUM
fis-5433	30	43	wt%	wt%	ADJ
fis-5433	30	44	nds	nd	NOUN
fis-5433	30	45	[	[	X
fis-5433	30	46	9	9	NUM
fis-5433	30	47	]	]	PUNCT
fis-5433	30	48	.	.	PUNCT
fis-5433	31	1	similarly	similarly	ADV
fis-5433	31	2	,	,	PUNCT
fis-5433	31	3	incorporating	incorporate	VERB
fis-5433	31	4	hap	hap	ADJ
fis-5433	31	5	nanoparticles	nanoparticle	NOUN
fis-5433	31	6	into	into	ADP
fis-5433	31	7	pmma	pmma	PROPN
fis-5433	31	8	matrices	matrix	NOUN
fis-5433	31	9	improves	improve	VERB
fis-5433	31	10	stiffness	stiffness	NOUN
fis-5433	31	11	and	and	CCONJ
fis-5433	31	12	strength	strength	NOUN
fis-5433	31	13	by	by	ADP
fis-5433	31	14	acting	act	VERB
fis-5433	31	15	as	as	ADP
fis-5433	31	16	stress	stress	NOUN
fis-5433	31	17	-	-	PUNCT
fis-5433	31	18	transfer	transfer	NOUN
fis-5433	31	19	agents	agent	NOUN
fis-5433	31	20	,	,	PUNCT
fis-5433	31	21	making	make	VERB
fis-5433	31	22	it	it	PRON
fis-5433	31	23	promising	promise	VERB
fis-5433	31	24	for	for	ADP
fis-5433	31	25	biomedical	biomedical	ADJ
fis-5433	31	26	applications	application	NOUN
fis-5433	31	27	.	.	PUNCT
fis-5433	32	1	however	however	ADV
fis-5433	32	2	,	,	PUNCT
fis-5433	32	3	predicting	predict	VERB
fis-5433	32	4	the	the	DET
fis-5433	32	5	elastic	elastic	ADJ
fis-5433	32	6	modulus	modulus	NOUN
fis-5433	32	7	of	of	ADP
fis-5433	32	8	pmma	pmma	PROPN
fis-5433	32	9	-	-	PUNCT
fis-5433	32	10	hap	hap	PROPN
fis-5433	32	11	composites	composite	NOUN
fis-5433	32	12	remains	remain	VERB
fis-5433	32	13	challenging	challenge	VERB
fis-5433	32	14	due	due	ADJ
fis-5433	32	15	to	to	ADP
fis-5433	32	16	complex	complex	ADJ
fis-5433	32	17	interactions	interaction	NOUN
fis-5433	32	18	at	at	ADP
fis-5433	32	19	different	different	ADJ
fis-5433	32	20	scales	scale	NOUN
fis-5433	32	21	,	,	PUNCT
fis-5433	32	22	highlighting	highlight	VERB
fis-5433	32	23	the	the	DET
fis-5433	32	24	need	need	NOUN
fis-5433	32	25	for	for	ADP
fis-5433	32	26	advanced	advanced	ADJ
fis-5433	32	27	modeling	modeling	NOUN
fis-5433	32	28	techniques	technique	NOUN
fis-5433	32	29	to	to	PART
fis-5433	32	30	capture	capture	VERB
fis-5433	32	31	these	these	DET
fis-5433	32	32	nonlinear	nonlinear	ADJ
fis-5433	32	33	behaviors	behavior	NOUN
fis-5433	32	34	accurately	accurately	ADV
fis-5433	32	35	.	.	PUNCT
fis-5433	33	1	to	to	PART
fis-5433	33	2	address	address	VERB
fis-5433	33	3	these	these	DET
fis-5433	33	4	limitations	limitation	NOUN
fis-5433	33	5	,	,	PUNCT
fis-5433	33	6	this	this	DET
fis-5433	33	7	study	study	NOUN
fis-5433	33	8	adopts	adopt	VERB
fis-5433	33	9	an	an	DET
fis-5433	33	10	integrated	integrated	ADJ
fis-5433	33	11	approach	approach	NOUN
fis-5433	33	12	combining	combine	VERB
fis-5433	33	13	experimental	experimental	ADJ
fis-5433	33	14	testing	testing	NOUN
fis-5433	33	15	,	,	PUNCT
fis-5433	33	16	representative	representative	ADJ
fis-5433	33	17	volume	volume	NOUN
fis-5433	33	18	elements	element	NOUN
fis-5433	33	19	(	(	PUNCT
fis-5433	33	20	rve)-based	rve)-base	VERB
fis-5433	33	21	micromechanical	micromechanical	ADJ
fis-5433	33	22	modeling	modeling	NOUN
fis-5433	33	23	,	,	PUNCT
fis-5433	33	24	and	and	CCONJ
fis-5433	33	25	machine	machine	NOUN
fis-5433	33	26	learning	learning	NOUN
fis-5433	33	27	(	(	PUNCT
fis-5433	33	28	ml	ml	NOUN
fis-5433	33	29	)	)	PUNCT
fis-5433	33	30	techniques	technique	NOUN
fis-5433	33	31	,	,	PUNCT
fis-5433	33	32	including	include	VERB
fis-5433	33	33	feedforward	feedforward	ADJ
fis-5433	33	34	neural	neural	ADJ
fis-5433	33	35	network	network	NOUN
fis-5433	33	36	(	(	PUNCT
fis-5433	33	37	ffnn	ffnn	PROPN
fis-5433	33	38	)	)	PUNCT
fis-5433	33	39	,	,	PUNCT
fis-5433	33	40	radial	radial	ADJ
fis-5433	33	41	basis	basis	NOUN
fis-5433	33	42	neural	neural	ADJ
fis-5433	33	43	network	network	NOUN
fis-5433	33	44	(	(	PUNCT
fis-5433	33	45	rbnn	rbnn	NOUN
fis-5433	33	46	)	)	PUNCT
fis-5433	33	47	,	,	PUNCT
fis-5433	33	48	and	and	CCONJ
fis-5433	33	49	support	support	VERB
fis-5433	33	50	vector	vector	NOUN
fis-5433	33	51	machine	machine	NOUN
fis-5433	33	52	(	(	PUNCT
fis-5433	33	53	svm	svm	PROPN
fis-5433	33	54	)	)	PUNCT
fis-5433	33	55	,	,	PUNCT
fis-5433	33	56	to	to	PART
fis-5433	33	57	predict	predict	VERB
fis-5433	33	58	the	the	DET
fis-5433	33	59	elastic	elastic	ADJ
fis-5433	33	60	modulus	modulus	NOUN
fis-5433	33	61	and	and	CCONJ
fis-5433	33	62	compressive	compressive	ADJ
fis-5433	33	63	strength	strength	NOUN
fis-5433	33	64	of	of	ADP
fis-5433	33	65	pmma	pmma	PROPN
fis-5433	33	66	-	-	PUNCT
fis-5433	33	67	hap	hap	PROPN
fis-5433	33	68	composites	composite	NOUN
fis-5433	33	69	[	[	X
fis-5433	33	70	10	10	NUM
fis-5433	33	71	-	-	SYM
fis-5433	33	72	11].in	11].in	NUM
fis-5433	33	73	recent	recent	ADJ
fis-5433	33	74	years	year	NOUN
fis-5433	33	75	,	,	PUNCT
fis-5433	33	76	machine	machine	NOUN
fis-5433	33	77	learning	learning	NOUN
fis-5433	33	78	(	(	PUNCT
fis-5433	33	79	ml	ml	NOUN
fis-5433	33	80	)	)	PUNCT
fis-5433	33	81	has	have	AUX
fis-5433	33	82	emerged	emerge	VERB
fis-5433	33	83	as	as	ADP
fis-5433	33	84	a	a	DET
fis-5433	33	85	powerful	powerful	ADJ
fis-5433	33	86	tool	tool	NOUN
fis-5433	33	87	in	in	ADP
fis-5433	33	88	materials	material	NOUN
fis-5433	33	89	science	science	NOUN
fis-5433	33	90	,	,	PUNCT
fis-5433	33	91	offering	offer	VERB
fis-5433	33	92	advanced	advanced	ADJ
fis-5433	33	93	methods	method	NOUN
fis-5433	33	94	for	for	ADP
fis-5433	33	95	predicting	predict	VERB
fis-5433	33	96	and	and	CCONJ
fis-5433	33	97	optimizing	optimize	VERB
fis-5433	33	98	the	the	DET
fis-5433	33	99	mechanical	mechanical	ADJ
fis-5433	33	100	properties	property	NOUN
fis-5433	33	101	of	of	ADP
fis-5433	33	102	composite	composite	ADJ
fis-5433	33	103	materials	material	NOUN
fis-5433	33	104	.	.	PUNCT
fis-5433	34	1	ml	ml	PROPN
fis-5433	34	2	algorithms	algorithm	NOUN
fis-5433	34	3	can	can	AUX
fis-5433	34	4	analyze	analyze	VERB
fis-5433	34	5	complex	complex	ADJ
fis-5433	34	6	,	,	PUNCT
fis-5433	34	7	non	non	ADJ
fis-5433	34	8	-	-	ADJ
fis-5433	34	9	linear	linear	ADJ
fis-5433	34	10	relationships	relationship	NOUN
fis-5433	34	11	between	between	ADP
fis-5433	34	12	compositional	compositional	ADJ
fis-5433	34	13	variables	variable	NOUN
fis-5433	34	14	and	and	CCONJ
fis-5433	34	15	material	material	NOUN
fis-5433	34	16	properties	property	NOUN
fis-5433	34	17	,	,	PUNCT
fis-5433	34	18	facilitating	facilitate	VERB
fis-5433	34	19	the	the	DET
fis-5433	34	20	design	design	NOUN
fis-5433	34	21	of	of	ADP
fis-5433	34	22	composites	composite	NOUN
fis-5433	34	23	with	with	ADP
fis-5433	34	24	tailored	tailor	VERB
fis-5433	34	25	characteristics	characteristic	NOUN
fis-5433	34	26	.	.	PUNCT
fis-5433	35	1	this	this	DET
fis-5433	35	2	study	study	NOUN
fis-5433	35	3	advances	advance	VERB
fis-5433	35	4	the	the	DET
fis-5433	35	5	prediction	prediction	NOUN
fis-5433	35	6	of	of	ADP
fis-5433	35	7	elastic	elastic	ADJ
fis-5433	35	8	modulus	modulus	NOUN
fis-5433	35	9	and	and	CCONJ
fis-5433	35	10	compressive	compressive	ADJ
fis-5433	35	11	strength	strength	NOUN
fis-5433	35	12	in	in	ADP
fis-5433	35	13	pmma	pmma	PROPN
fis-5433	35	14	-	-	PUNCT
fis-5433	35	15	hap	hap	PROPN
fis-5433	35	16	composites	composite	NOUN
fis-5433	35	17	by	by	ADP
fis-5433	35	18	integrating	integrate	VERB
fis-5433	35	19	experimental	experimental	ADJ
fis-5433	35	20	methods	method	NOUN
fis-5433	35	21	,	,	PUNCT
fis-5433	35	22	rve	rve	NOUN
fis-5433	35	23	-	-	PUNCT
fis-5433	35	24	based	base	VERB
fis-5433	35	25	micromechanical	micromechanical	ADJ
fis-5433	35	26	modeling	modeling	NOUN
fis-5433	35	27	,	,	PUNCT
fis-5433	35	28	and	and	CCONJ
fis-5433	35	29	machine	machine	NOUN
fis-5433	35	30	learning	learning	NOUN
fis-5433	35	31	(	(	PUNCT
fis-5433	35	32	ml	ml	NOUN
fis-5433	35	33	)	)	PUNCT
fis-5433	35	34	techniques	technique	NOUN
fis-5433	35	35	.	.	PUNCT
fis-5433	36	1	compared	compare	VERB
fis-5433	36	2	to	to	ADP
fis-5433	36	3	meddage	meddage	NOUN
fis-5433	36	4	et	et	PROPN
fis-5433	36	5	al	al	PROPN
fis-5433	36	6	.	.	PUNCT
fis-5433	37	1	[	[	X
fis-5433	37	2	12	12	NUM
fis-5433	37	3	]	]	PUNCT
fis-5433	37	4	,	,	PUNCT
fis-5433	37	5	who	who	PRON
fis-5433	37	6	used	use	VERB
fis-5433	37	7	ml	ml	NOUN
fis-5433	37	8	to	to	PART
fis-5433	37	9	predict	predict	VERB
fis-5433	37	10	compressive	compressive	ADJ
fis-5433	37	11	strength	strength	NOUN
fis-5433	37	12	in	in	ADP
fis-5433	37	13	graphene	graphene	ADJ
fis-5433	37	14	oxide	oxide	NOUN
fis-5433	37	15	/	/	SYM
fis-5433	37	16	cement	cement	NOUN
fis-5433	37	17	composites	composite	NOUN
fis-5433	37	18	but	but	CCONJ
fis-5433	37	19	lacked	lack	VERB
fis-5433	37	20	microstructural	microstructural	ADJ
fis-5433	37	21	modeling	modeling	NOUN
fis-5433	37	22	.	.	PUNCT
fis-5433	38	1	this	this	DET
fis-5433	38	2	study	study	NOUN
fis-5433	38	3	provides	provide	VERB
fis-5433	38	4	a	a	DET
fis-5433	38	5	more	more	ADV
fis-5433	38	6	comprehensive	comprehensive	ADJ
fis-5433	38	7	understanding	understanding	NOUN
fis-5433	38	8	of	of	ADP
fis-5433	38	9	agglomeration	agglomeration	NOUN
fis-5433	38	10	and	and	CCONJ
fis-5433	38	11	interphase	interphase	NOUN
fis-5433	38	12	behavior	behavior	NOUN
fis-5433	38	13	.	.	PUNCT
fis-5433	39	1	similarly	similarly	ADV
fis-5433	39	2	,	,	PUNCT
fis-5433	39	3	while	while	SCONJ
fis-5433	39	4	yang	yang	PROPN
fis-5433	39	5	et	et	PROPN
fis-5433	39	6	al	al	PROPN
fis-5433	39	7	.	.	PUNCT
fis-5433	40	1	[	[	X
fis-5433	40	2	13	13	NUM
fis-5433	40	3	]	]	PUNCT
fis-5433	40	4	effectively	effectively	ADV
fis-5433	40	5	applied	apply	VERB
fis-5433	40	6	ml	ml	NOUN
fis-5433	40	7	for	for	ADP
fis-5433	40	8	cnt	cnt	X
fis-5433	40	9	/	/	SYM
fis-5433	40	10	cement	cement	NOUN
fis-5433	40	11	composites	composite	NOUN
fis-5433	40	12	considering	consider	VERB
fis-5433	40	13	size	size	NOUN
fis-5433	40	14	effects	effect	NOUN
fis-5433	40	15	but	but	CCONJ
fis-5433	40	16	their	their	PRON
fis-5433	40	17	approach	approach	NOUN
fis-5433	40	18	did	do	AUX
fis-5433	40	19	not	not	PART
fis-5433	40	20	incorporate	incorporate	VERB
fis-5433	40	21	detailed	detailed	ADJ
fis-5433	40	22	microstructural	microstructural	ADJ
fis-5433	40	23	interactions	interaction	NOUN
fis-5433	40	24	.	.	PUNCT
fis-5433	41	1	this	this	DET
fis-5433	41	2	approach	approach	NOUN
fis-5433	41	3	enhances	enhance	VERB
fis-5433	41	4	predictive	predictive	ADJ
fis-5433	41	5	accuracy	accuracy	NOUN
fis-5433	41	6	and	and	CCONJ
fis-5433	41	7	generalization	generalization	NOUN
fis-5433	41	8	by	by	ADP
fis-5433	41	9	leveraging	leverage	VERB
fis-5433	41	10	rve	rve	NOUN
fis-5433	41	11	models	model	NOUN
fis-5433	41	12	to	to	PART
fis-5433	41	13	account	account	VERB
fis-5433	41	14	for	for	ADP
fis-5433	41	15	microstructural	microstructural	ADJ
fis-5433	41	16	complexities	complexity	NOUN
fis-5433	41	17	,	,	PUNCT
fis-5433	41	18	while	while	SCONJ
fis-5433	41	19	ml	ml	PROPN
fis-5433	41	20	algorithms	algorithm	NOUN
fis-5433	41	21	capture	capture	VERB
fis-5433	41	22	nonlinear	nonlinear	ADJ
fis-5433	41	23	interactions	interaction	NOUN
fis-5433	41	24	between	between	ADP
fis-5433	41	25	compositional	compositional	ADJ
fis-5433	41	26	variables	variable	NOUN
fis-5433	41	27	and	and	CCONJ
fis-5433	41	28	mechanical	mechanical	ADJ
fis-5433	41	29	properties	property	NOUN
fis-5433	41	30	.	.	PUNCT
fis-5433	42	1	the	the	DET
fis-5433	42	2	integrated	integrate	VERB
fis-5433	42	3	framework	framework	NOUN
fis-5433	42	4	enables	enable	VERB
fis-5433	42	5	virtual	virtual	ADJ
fis-5433	42	6	prototyping	prototyping	NOUN
fis-5433	42	7	,	,	PUNCT
fis-5433	42	8	reduces	reduce	VERB
fis-5433	42	9	the	the	DET
fis-5433	42	10	need	need	NOUN
fis-5433	42	11	for	for	ADP
fis-5433	42	12	extensive	extensive	ADJ
fis-5433	42	13	physical	physical	ADJ
fis-5433	42	14	experiments	experiment	NOUN
fis-5433	42	15	,	,	PUNCT
fis-5433	42	16	and	and	CCONJ
fis-5433	42	17	optimizes	optimize	VERB
fis-5433	42	18	material	material	NOUN
fis-5433	42	19	design	design	NOUN
fis-5433	42	20	by	by	ADP
fis-5433	42	21	exploring	explore	VERB
fis-5433	42	22	a	a	DET
fis-5433	42	23	wider	wide	ADJ
fis-5433	42	24	range	range	NOUN
fis-5433	42	25	of	of	ADP
fis-5433	42	26	composite	composite	ADJ
fis-5433	42	27	configurations	configuration	NOUN
fis-5433	42	28	.	.	PUNCT
fis-5433	43	1	moreover	moreover	ADV
fis-5433	43	2	,	,	PUNCT
fis-5433	43	3	it	it	PRON
fis-5433	43	4	provides	provide	VERB
fis-5433	43	5	a	a	DET
fis-5433	43	6	comprehensive	comprehensive	ADJ
fis-5433	43	7	understanding	understanding	NOUN
fis-5433	43	8	of	of	ADP
fis-5433	43	9	structure	structure	NOUN
fis-5433	43	10	-	-	PUNCT
fis-5433	43	11	property	property	NOUN
fis-5433	43	12	relationships	relationship	NOUN
fis-5433	43	13	by	by	ADP
fis-5433	43	14	simulating	simulate	VERB
fis-5433	43	15	realistic	realistic	ADJ
fis-5433	43	16	microstructures	microstructure	NOUN
fis-5433	43	17	and	and	CCONJ
fis-5433	43	18	identifying	identify	VERB
fis-5433	43	19	complex	complex	ADJ
fis-5433	43	20	dependencies	dependency	NOUN
fis-5433	43	21	between	between	ADP
fis-5433	43	22	microstructural	microstructural	ADJ
fis-5433	43	23	parameters	parameter	NOUN
fis-5433	43	24	and	and	CCONJ
fis-5433	43	25	mechanical	mechanical	ADJ
fis-5433	43	26	outputs	output	NOUN
fis-5433	43	27	.	.	PUNCT
fis-5433	44	1	svm	svm	PROPN
fis-5433	44	2	consistently	consistently	ADV
fis-5433	44	3	delivered	deliver	VERB
fis-5433	44	4	robust	robust	ADJ
fis-5433	44	5	predictions	prediction	NOUN
fis-5433	44	6	closely	closely	ADV
fis-5433	44	7	aligning	align	VERB
fis-5433	44	8	with	with	ADP
fis-5433	44	9	both	both	CCONJ
fis-5433	44	10	experimental	experimental	ADJ
fis-5433	44	11	and	and	CCONJ
fis-5433	44	12	theoretical	theoretical	ADJ
fis-5433	44	13	results	result	NOUN
fis-5433	44	14	,	,	PUNCT
fis-5433	44	15	demonstrating	demonstrate	VERB
fis-5433	44	16	the	the	DET
fis-5433	44	17	efficacy	efficacy	NOUN
fis-5433	44	18	of	of	ADP
fis-5433	44	19	this	this	DET
fis-5433	44	20	hybrid	hybrid	ADJ
fis-5433	44	21	approach	approach	NOUN
fis-5433	44	22	.	.	PUNCT
fis-5433	45	1	by	by	ADP
fis-5433	45	2	combining	combine	VERB
fis-5433	45	3	empirical	empirical	ADJ
fis-5433	45	4	validation	validation	NOUN
fis-5433	45	5	with	with	ADP
fis-5433	45	6	theoretical	theoretical	ADJ
fis-5433	45	7	predictions	prediction	NOUN
fis-5433	45	8	and	and	CCONJ
fis-5433	45	9	advanced	advanced	ADJ
fis-5433	45	10	predictive	predictive	ADJ
fis-5433	45	11	modeling	modeling	NOUN
fis-5433	45	12	,	,	PUNCT
fis-5433	45	13	this	this	DET
fis-5433	45	14	study	study	NOUN
fis-5433	45	15	overcomes	overcome	VERB
fis-5433	45	16	the	the	DET
fis-5433	45	17	limitations	limitation	NOUN
fis-5433	45	18	of	of	ADP
fis-5433	45	19	traditional	traditional	ADJ
fis-5433	45	20	methods	method	NOUN
fis-5433	45	21	,	,	PUNCT
fis-5433	45	22	offering	offer	VERB
fis-5433	45	23	high	high	ADJ
fis-5433	45	24	predictive	predictive	ADJ
fis-5433	45	25	accuracy	accuracy	NOUN
fis-5433	45	26	,	,	PUNCT
fis-5433	45	27	enhanced	enhanced	ADJ
fis-5433	45	28	generalization	generalization	NOUN
fis-5433	45	29	,	,	PUNCT
fis-5433	45	30	and	and	CCONJ
fis-5433	45	31	valuable	valuable	ADJ
fis-5433	45	32	insights	insight	NOUN
fis-5433	45	33	for	for	ADP
fis-5433	45	34	optimizing	optimize	VERB
fis-5433	45	35	composite	composite	ADJ
fis-5433	45	36	designs	design	NOUN
fis-5433	45	37	[	[	X
fis-5433	45	38	14	14	NUM
fis-5433	45	39	]	]	PUNCT
fis-5433	45	40	.	.	PUNCT
fis-5433	46	1	traditional	traditional	ADJ
fis-5433	46	2	models	model	NOUN
fis-5433	46	3	,	,	PUNCT
fis-5433	46	4	such	such	ADJ
fis-5433	46	5	as	as	ADP
fis-5433	46	6	voigt	voigt	PROPN
fis-5433	46	7	and	and	CCONJ
fis-5433	46	8	reuss	reuss	PROPN
fis-5433	46	9	bounds	bound	NOUN
fis-5433	46	10	,	,	PUNCT
fis-5433	46	11	provide	provide	VERB
fis-5433	46	12	theoretical	theoretical	ADJ
fis-5433	46	13	estimates	estimate	NOUN
fis-5433	46	14	for	for	ADP
fis-5433	46	15	elastic	elastic	ADJ
fis-5433	46	16	modulus	modulus	NOUN
fis-5433	46	17	and	and	CCONJ
fis-5433	46	18	compressive	compressive	ADJ
fis-5433	46	19	strength	strength	NOUN
fis-5433	46	20	but	but	CCONJ
fis-5433	46	21	fail	fail	VERB
fis-5433	46	22	to	to	PART
fis-5433	46	23	account	account	VERB
fis-5433	46	24	for	for	ADP
fis-5433	46	25	complex	complex	ADJ
fis-5433	46	26	microstructural	microstructural	ADJ
fis-5433	46	27	interactions	interaction	NOUN
fis-5433	46	28	in	in	ADP
fis-5433	46	29	pmma	pmma	PROPN
fis-5433	46	30	-	-	PUNCT
fis-5433	46	31	hap	hap	PROPN
fis-5433	46	32	composites	composite	NOUN
fis-5433	46	33	,	,	PUNCT
fis-5433	46	34	including	include	VERB
fis-5433	46	35	agglomeration	agglomeration	NOUN
fis-5433	46	36	effects	effect	NOUN
fis-5433	46	37	and	and	CCONJ
fis-5433	46	38	interphase	interphase	NOUN
fis-5433	46	39	behavior	behavior	NOUN
fis-5433	46	40	.	.	PUNCT
fis-5433	47	1	previous	previous	ADJ
fis-5433	47	2	studies	study	NOUN
fis-5433	47	3	have	have	AUX
fis-5433	47	4	used	use	VERB
fis-5433	47	5	homogenization	homogenization	NOUN
fis-5433	47	6	techniques	technique	NOUN
fis-5433	47	7	and	and	CCONJ
fis-5433	47	8	finite	finite	ADJ
fis-5433	47	9	element	element	NOUN
fis-5433	47	10	models	model	NOUN
fis-5433	47	11	but	but	CCONJ
fis-5433	47	12	often	often	ADV
fis-5433	47	13	assume	assume	VERB
fis-5433	47	14	uniform	uniform	ADJ
fis-5433	47	15	particle	particle	NOUN
fis-5433	47	16	dispersion	dispersion	NOUN
fis-5433	47	17	and	and	CCONJ
fis-5433	47	18	perfect	perfect	ADJ
fis-5433	47	19	bonding	bonding	NOUN
fis-5433	47	20	,	,	PUNCT
fis-5433	47	21	leading	lead	VERB
fis-5433	47	22	to	to	ADP
fis-5433	47	23	inaccuracies	inaccuracy	NOUN
fis-5433	47	24	,	,	PUNCT
fis-5433	47	25	particularly	particularly	ADV
fis-5433	47	26	at	at	ADP
fis-5433	47	27	higher	high	ADJ
fis-5433	47	28	hap	hap	ADJ
fis-5433	47	29	concentrations	concentration	NOUN
fis-5433	47	30	.	.	PUNCT
fis-5433	48	1	this	this	DET
fis-5433	48	2	study	study	NOUN
fis-5433	48	3	r.	r.	PROPN
fis-5433	48	4	k.	k.	PROPN
fis-5433	49	1	singh	singh	PROPN
fis-5433	49	2	et	et	PROPN
fis-5433	49	3	alii	alii	PROPN
fis-5433	49	4	,	,	PUNCT
fis-5433	49	5	fracture	fracture	ADJ
fis-5433	49	6	and	and	CCONJ
fis-5433	49	7	structural	structural	ADJ
fis-5433	49	8	integrity	integrity	NOUN
fis-5433	49	9	,	,	PUNCT
fis-5433	49	10	73	73	NUM
fis-5433	49	11	(	(	PUNCT
fis-5433	49	12	2025	2025	NUM
fis-5433	49	13	)	)	PUNCT
fis-5433	49	14	74	74	NUM
fis-5433	49	15	-	-	SYM
fis-5433	49	16	87	87	NUM
fis-5433	49	17	;	;	PUNCT
fis-5433	49	18	doi	doi	NOUN
fis-5433	49	19	:	:	PUNCT
fis-5433	49	20	10.3221	10.3221	NUM
fis-5433	49	21	/	/	SYM
fis-5433	49	22	igf	igf	NOUN
fis-5433	49	23	-	-	PUNCT
fis-5433	49	24	esis.73.06	esis.73.06	NOUN
fis-5433	49	25	76	76	NUM
fis-5433	49	26	advances	advance	VERB
fis-5433	49	27	the	the	DET
fis-5433	49	28	field	field	NOUN
fis-5433	49	29	by	by	ADP
fis-5433	49	30	integrating	integrate	VERB
fis-5433	49	31	representative	representative	ADJ
fis-5433	49	32	volume	volume	NOUN
fis-5433	49	33	element	element	NOUN
fis-5433	49	34	(	(	PUNCT
fis-5433	49	35	rve	rve	PROPN
fis-5433	49	36	)	)	PUNCT
fis-5433	49	37	micromechanical	micromechanical	ADJ
fis-5433	49	38	modeling	modeling	NOUN
fis-5433	49	39	with	with	ADP
fis-5433	49	40	machine	machine	NOUN
fis-5433	49	41	learning	learning	NOUN
fis-5433	49	42	(	(	PUNCT
fis-5433	49	43	ml	ml	NOUN
fis-5433	49	44	)	)	PUNCT
fis-5433	49	45	algorithms	algorithm	NOUN
fis-5433	49	46	to	to	PART
fis-5433	49	47	address	address	VERB
fis-5433	49	48	these	these	DET
fis-5433	49	49	limitations	limitation	NOUN
fis-5433	49	50	more	more	ADV
fis-5433	49	51	effectively	effectively	ADV
fis-5433	49	52	.	.	PUNCT
fis-5433	50	1	unlike	unlike	ADP
fis-5433	50	2	earlier	early	ADJ
fis-5433	50	3	models	model	NOUN
fis-5433	50	4	,	,	PUNCT
fis-5433	50	5	the	the	DET
fis-5433	50	6	rve	rve	PROPN
fis-5433	50	7	approach	approach	NOUN
fis-5433	50	8	explicitly	explicitly	ADV
fis-5433	50	9	simulates	simulate	VERB
fis-5433	50	10	heterogeneous	heterogeneous	ADJ
fis-5433	50	11	particle	particle	NOUN
fis-5433	50	12	distributions	distribution	NOUN
fis-5433	50	13	,	,	PUNCT
fis-5433	50	14	including	include	VERB
fis-5433	50	15	agglomerates	agglomerate	NOUN
fis-5433	50	16	,	,	PUNCT
fis-5433	50	17	providing	provide	VERB
fis-5433	50	18	a	a	DET
fis-5433	50	19	realistic	realistic	ADJ
fis-5433	50	20	representation	representation	NOUN
fis-5433	50	21	of	of	ADP
fis-5433	50	22	microstructure	microstructure	NOUN
fis-5433	50	23	.	.	PUNCT
fis-5433	51	1	additionally	additionally	ADV
fis-5433	51	2	,	,	PUNCT
fis-5433	51	3	the	the	DET
fis-5433	51	4	model	model	NOUN
fis-5433	51	5	incorporates	incorporate	VERB
fis-5433	51	6	interphase	interphase	NOUN
fis-5433	51	7	behavior	behavior	NOUN
fis-5433	51	8	by	by	ADP
fis-5433	51	9	simulating	simulate	VERB
fis-5433	51	10	the	the	DET
fis-5433	51	11	gradient	gradient	NOUN
fis-5433	51	12	in	in	ADP
fis-5433	51	13	mechanical	mechanical	ADJ
fis-5433	51	14	properties	property	NOUN
fis-5433	51	15	from	from	ADP
fis-5433	51	16	the	the	DET
fis-5433	51	17	hap	hap	PROPN
fis-5433	51	18	particle	particle	NOUN
fis-5433	51	19	to	to	ADP
fis-5433	51	20	the	the	DET
fis-5433	51	21	pmma	pmma	PROPN
fis-5433	51	22	matrix	matrix	NOUN
fis-5433	51	23	,	,	PUNCT
fis-5433	51	24	capturing	capture	VERB
fis-5433	51	25	stress	stress	NOUN
fis-5433	51	26	transfer	transfer	NOUN
fis-5433	51	27	mechanisms	mechanism	NOUN
fis-5433	51	28	more	more	ADV
fis-5433	51	29	accurately	accurately	ADV
fis-5433	51	30	.	.	PUNCT
fis-5433	52	1	the	the	DET
fis-5433	52	2	use	use	NOUN
fis-5433	52	3	of	of	ADP
fis-5433	52	4	ml	ml	ADP
fis-5433	52	5	algorithms	algorithm	NOUN
fis-5433	52	6	,	,	PUNCT
fis-5433	52	7	particularly	particularly	ADV
fis-5433	52	8	support	support	VERB
fis-5433	52	9	vector	vector	NOUN
fis-5433	52	10	machines	machine	NOUN
fis-5433	52	11	(	(	PUNCT
fis-5433	52	12	svm	svm	PROPN
fis-5433	52	13	)	)	PUNCT
fis-5433	52	14	,	,	PUNCT
fis-5433	52	15	further	far	ADV
fis-5433	52	16	enhances	enhance	VERB
fis-5433	52	17	predictive	predictive	ADJ
fis-5433	52	18	accuracy	accuracy	NOUN
fis-5433	52	19	by	by	ADP
fis-5433	52	20	identifying	identify	VERB
fis-5433	52	21	complex	complex	ADJ
fis-5433	52	22	non	non	ADJ
fis-5433	52	23	-	-	ADJ
fis-5433	52	24	linear	linear	ADJ
fis-5433	52	25	interactions	interaction	NOUN
fis-5433	52	26	between	between	ADP
fis-5433	52	27	microstructural	microstructural	ADJ
fis-5433	52	28	features	feature	NOUN
fis-5433	52	29	and	and	CCONJ
fis-5433	52	30	mechanical	mechanical	ADJ
fis-5433	52	31	properties	property	NOUN
fis-5433	52	32	.	.	PUNCT
fis-5433	53	1	this	this	DET
fis-5433	53	2	integrated	integrate	VERB
fis-5433	53	3	methodology	methodology	NOUN
fis-5433	53	4	not	not	PART
fis-5433	53	5	only	only	ADV
fis-5433	53	6	improves	improve	VERB
fis-5433	53	7	prediction	prediction	NOUN
fis-5433	53	8	accuracy	accuracy	NOUN
fis-5433	53	9	but	but	CCONJ
fis-5433	53	10	also	also	ADV
fis-5433	53	11	offers	offer	VERB
fis-5433	53	12	deeper	deep	ADJ
fis-5433	53	13	insights	insight	NOUN
fis-5433	53	14	into	into	ADP
fis-5433	53	15	the	the	DET
fis-5433	53	16	structure	structure	NOUN
fis-5433	53	17	-	-	PUNCT
fis-5433	53	18	property	property	NOUN
fis-5433	53	19	relationships	relationship	NOUN
fis-5433	53	20	of	of	ADP
fis-5433	53	21	pmma	pmma	PROPN
fis-5433	53	22	-	-	PUNCT
fis-5433	53	23	hap	hap	PROPN
fis-5433	53	24	composites	composite	NOUN
fis-5433	53	25	,	,	PUNCT
fis-5433	53	26	paving	pave	VERB
fis-5433	53	27	the	the	DET
fis-5433	53	28	way	way	NOUN
fis-5433	53	29	for	for	ADP
fis-5433	53	30	optimized	optimize	VERB
fis-5433	53	31	material	material	NOUN
fis-5433	53	32	design	design	NOUN
fis-5433	53	33	and	and	CCONJ
fis-5433	53	34	application	application	NOUN
fis-5433	53	35	materials	material	NOUN
fis-5433	53	36	and	and	CCONJ
fis-5433	53	37	methods	method	NOUN
fis-5433	53	38	his	his	PRON
fis-5433	53	39	study	study	NOUN
fis-5433	53	40	integrates	integrate	VERB
fis-5433	53	41	a	a	DET
fis-5433	53	42	representative	representative	ADJ
fis-5433	53	43	volume	volume	NOUN
fis-5433	53	44	element	element	NOUN
fis-5433	53	45	(	(	PUNCT
fis-5433	53	46	rve)-based	rve)-base	VERB
fis-5433	53	47	finite	finite	ADJ
fis-5433	53	48	element	element	NOUN
fis-5433	53	49	method	method	NOUN
fis-5433	53	50	with	with	ADP
fis-5433	53	51	experimental	experimental	ADJ
fis-5433	53	52	validation	validation	NOUN
fis-5433	53	53	and	and	CCONJ
fis-5433	53	54	machine	machine	NOUN
fis-5433	53	55	learning	learning	NOUN
fis-5433	53	56	models	model	NOUN
fis-5433	53	57	(	(	PUNCT
fis-5433	53	58	ffnn	ffnn	NOUN
fis-5433	53	59	,	,	PUNCT
fis-5433	53	60	rbnn	rbnn	NOUN
fis-5433	53	61	,	,	PUNCT
fis-5433	53	62	svm	svm	ADJ
fis-5433	53	63	)	)	PUNCT
fis-5433	53	64	to	to	PART
fis-5433	53	65	evaluate	evaluate	VERB
fis-5433	53	66	and	and	CCONJ
fis-5433	53	67	predict	predict	VERB
fis-5433	53	68	the	the	DET
fis-5433	53	69	elastic	elastic	ADJ
fis-5433	53	70	properties	property	NOUN
fis-5433	53	71	of	of	ADP
fis-5433	53	72	pmma	pmma	PROPN
fis-5433	53	73	-	-	PUNCT
fis-5433	53	74	hap	hap	NOUN
fis-5433	53	75	nanocomposites	nanocomposite	NOUN
fis-5433	53	76	,	,	PUNCT
fis-5433	53	77	incorporating	incorporate	VERB
fis-5433	53	78	interphase	interphase	NOUN
fis-5433	53	79	effects	effect	NOUN
fis-5433	53	80	(	(	PUNCT
fis-5433	53	81	fig	fig	NOUN
fis-5433	53	82	.	.	PUNCT
fis-5433	53	83	1	1	NUM
fis-5433	53	84	)	)	PUNCT
fis-5433	53	85	.	.	PUNCT
fis-5433	54	1	while	while	SCONJ
fis-5433	54	2	experimental	experimental	ADJ
fis-5433	54	3	tests	test	NOUN
fis-5433	54	4	provide	provide	VERB
fis-5433	54	5	reliable	reliable	ADJ
fis-5433	54	6	baseline	baseline	NOUN
fis-5433	54	7	values	value	NOUN
fis-5433	54	8	(	(	PUNCT
fis-5433	54	9	e.g.	e.g.	ADV
fis-5433	54	10	,	,	PUNCT
fis-5433	54	11	within	within	ADP
fis-5433	54	12	5–10	5–10	ADJ
fis-5433	54	13	%	%	NOUN
fis-5433	54	14	measurement	measurement	NOUN
fis-5433	54	15	error	error	NOUN
fis-5433	54	16	)	)	PUNCT
fis-5433	54	17	,	,	PUNCT
fis-5433	54	18	micromechanical	micromechanical	ADJ
fis-5433	54	19	models	model	NOUN
fis-5433	54	20	like	like	ADP
fis-5433	54	21	voigt	voigt	PROPN
fis-5433	54	22	,	,	PUNCT
fis-5433	54	23	reuss	reuss	NOUN
fis-5433	54	24	,	,	PUNCT
fis-5433	54	25	and	and	CCONJ
fis-5433	54	26	representative	representative	ADJ
fis-5433	54	27	volume	volume	NOUN
fis-5433	54	28	element	element	NOUN
fis-5433	54	29	(	(	PUNCT
fis-5433	54	30	rve	rve	PROPN
fis-5433	54	31	)	)	PUNCT
fis-5433	54	32	methods	method	NOUN
fis-5433	54	33	offer	offer	VERB
fis-5433	54	34	theoretical	theoretical	ADJ
fis-5433	54	35	predictions	prediction	NOUN
fis-5433	54	36	but	but	CCONJ
fis-5433	54	37	often	often	ADV
fis-5433	54	38	assume	assume	VERB
fis-5433	54	39	ideal	ideal	ADJ
fis-5433	54	40	,	,	PUNCT
fis-5433	54	41	simplified	simplified	ADJ
fis-5433	54	42	material	material	NOUN
fis-5433	54	43	behavior	behavior	NOUN
fis-5433	54	44	(	(	PUNCT
fis-5433	54	45	such	such	ADJ
fis-5433	54	46	as	as	ADP
fis-5433	54	47	perfect	perfect	ADJ
fis-5433	54	48	bonding	bonding	NOUN
fis-5433	54	49	and	and	CCONJ
fis-5433	54	50	uniform	uniform	ADJ
fis-5433	54	51	stress	stress	NOUN
fis-5433	54	52	distribution	distribution	NOUN
fis-5433	54	53	)	)	PUNCT
fis-5433	54	54	.	.	PUNCT
fis-5433	55	1	machine	machine	NOUN
fis-5433	55	2	learning	learning	NOUN
fis-5433	55	3	models	model	NOUN
fis-5433	55	4	,	,	PUNCT
fis-5433	55	5	particularly	particularly	ADV
fis-5433	55	6	svm	svm	ADJ
fis-5433	55	7	,	,	PUNCT
fis-5433	55	8	capture	capture	NOUN
fis-5433	55	9	nonlinearities	nonlinearitie	NOUN
fis-5433	55	10	and	and	CCONJ
fis-5433	55	11	complex	complex	ADJ
fis-5433	55	12	microstructural	microstructural	ADJ
fis-5433	55	13	interactions	interaction	NOUN
fis-5433	55	14	,	,	PUNCT
fis-5433	55	15	enhancing	enhance	VERB
fis-5433	55	16	predictive	predictive	ADJ
fis-5433	55	17	accuracy	accuracy	NOUN
fis-5433	55	18	.	.	PUNCT
fis-5433	56	1	the	the	DET
fis-5433	56	2	combined	combined	ADJ
fis-5433	56	3	approach	approach	NOUN
fis-5433	56	4	delivers	deliver	VERB
fis-5433	56	5	a	a	DET
fis-5433	56	6	comprehensive	comprehensive	ADJ
fis-5433	56	7	,	,	PUNCT
fis-5433	56	8	data	data	NOUN
fis-5433	56	9	-	-	PUNCT
fis-5433	56	10	driven	drive	VERB
fis-5433	56	11	framework	framework	NOUN
fis-5433	56	12	for	for	ADP
fis-5433	56	13	the	the	DET
fis-5433	56	14	optimized	optimize	VERB
fis-5433	56	15	design	design	NOUN
fis-5433	56	16	of	of	ADP
fis-5433	56	17	pmma	pmma	PROPN
fis-5433	56	18	-	-	PUNCT
fis-5433	56	19	hap	hap	PROPN
fis-5433	56	20	composites	composite	NOUN
fis-5433	56	21	for	for	ADP
fis-5433	56	22	biomedical	biomedical	ADJ
fis-5433	56	23	applications	application	NOUN
fis-5433	56	24	.	.	PUNCT
fis-5433	57	1	figure	figure	NOUN
fis-5433	57	2	1	1	NUM
fis-5433	57	3	:	:	PUNCT
fis-5433	57	4	overview	overview	NOUN
fis-5433	57	5	of	of	ADP
fis-5433	57	6	pmma	pmma	PROPN
fis-5433	57	7	-	-	PUNCT
fis-5433	57	8	hap	hap	NOUN
fis-5433	57	9	composite	composite	ADJ
fis-5433	57	10	testing	testing	NOUN
fis-5433	57	11	.	.	PUNCT
fis-5433	58	1	material	material	VERB
fis-5433	58	2	the	the	DET
fis-5433	58	3	materials	material	NOUN
fis-5433	58	4	used	use	VERB
fis-5433	58	5	in	in	ADP
fis-5433	58	6	this	this	DET
fis-5433	58	7	study	study	NOUN
fis-5433	58	8	were	be	AUX
fis-5433	58	9	sourced	source	VERB
fis-5433	58	10	from	from	ADP
fis-5433	58	11	sigma	sigma	PROPN
fis-5433	58	12	-	-	PUNCT
fis-5433	58	13	aldrich	aldrich	NOUN
fis-5433	58	14	as	as	SCONJ
fis-5433	58	15	given	give	VERB
fis-5433	58	16	in	in	ADP
fis-5433	58	17	tab	tab	NOUN
fis-5433	58	18	.	.	PUNCT
fis-5433	59	1	1	1	X
fis-5433	59	2	.	.	PUNCT
fis-5433	59	3	the	the	DET
fis-5433	59	4	matrix	matrix	NOUN
fis-5433	59	5	consisted	consist	VERB
fis-5433	59	6	of	of	ADP
fis-5433	59	7	methyl	methyl	NOUN
fis-5433	59	8	methacrylate	methacrylate	NOUN
fis-5433	59	9	–	–	PUNCT
fis-5433	59	10	styrene	styrene	NOUN
fis-5433	59	11	copolymer	copolymer	NOUN
fis-5433	59	12	(	(	PUNCT
fis-5433	59	13	75	75	NUM
fis-5433	59	14	wt.%	wt.%	ADJ
fis-5433	59	15	)	)	PUNCT
fis-5433	59	16	in	in	ADP
fis-5433	59	17	powder	powder	NOUN
fis-5433	59	18	form	form	NOUN
fis-5433	59	19	(	(	PUNCT
fis-5433	59	20	cas	cas	PROPN
fis-5433	59	21	no	no	NOUN
fis-5433	59	22	.	.	PROPN
fis-5433	60	1	25034	25034	NUM
fis-5433	60	2	-	-	SYM
fis-5433	60	3	86	86	NUM
fis-5433	60	4	-	-	PUNCT
fis-5433	60	5	0	0	NUM
fis-5433	60	6	,	,	PUNCT
fis-5433	60	7	molecular	molecular	ADJ
fis-5433	60	8	weight	weight	NOUN
fis-5433	60	9	~200,000	~200,000	PUNCT
fis-5433	60	10	g	g	NOUN
fis-5433	60	11	/	/	SYM
fis-5433	60	12	mol	mol	NOUN
fis-5433	60	13	)	)	PUNCT
fis-5433	60	14	and	and	CCONJ
fis-5433	60	15	polymethyl	polymethyl	PROPN
fis-5433	60	16	methacrylate	methacrylate	NOUN
fis-5433	60	17	(	(	PUNCT
fis-5433	60	18	pmma	pmma	PROPN
fis-5433	60	19	)	)	PUNCT
fis-5433	60	20	(	(	PUNCT
fis-5433	60	21	15	15	NUM
fis-5433	60	22	wt.%	wt.%	ADJ
fis-5433	60	23	,	,	PUNCT
fis-5433	60	24	cas	cas	PROPN
fis-5433	60	25	no	no	NOUN
fis-5433	60	26	.	.	PROPN
fis-5433	60	27	9011	9011	NUM
fis-5433	60	28	-	-	SYM
fis-5433	60	29	14	14	NUM
fis-5433	60	30	-	-	SYM
fis-5433	60	31	7	7	NUM
fis-5433	60	32	)	)	PUNCT
fis-5433	60	33	.	.	PUNCT
fis-5433	61	1	barium	barium	NOUN
fis-5433	61	2	sulfate	sulfate	NOUN
fis-5433	61	3	(	(	PUNCT
fis-5433	61	4	10	10	NUM
fis-5433	61	5	wt.%	wt.%	NOUN
fis-5433	61	6	)	)	PUNCT
fis-5433	61	7	was	be	AUX
fis-5433	61	8	added	add	VERB
fis-5433	61	9	to	to	PART
fis-5433	61	10	enhance	enhance	VERB
fis-5433	61	11	radiopacity	radiopacity	NOUN
fis-5433	61	12	.	.	PUNCT
fis-5433	62	1	the	the	DET
fis-5433	62	2	reinforcement	reinforcement	NOUN
fis-5433	62	3	material	material	NOUN
fis-5433	62	4	,	,	PUNCT
fis-5433	62	5	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	62	6	(	(	PUNCT
fis-5433	62	7	hap	hap	NOUN
fis-5433	62	8	)	)	PUNCT
fis-5433	62	9	nanoparticles	nanoparticle	NOUN
fis-5433	62	10	(	(	PUNCT
fis-5433	62	11	ca₁₀(po₄	ca₁₀(po₄	NOUN
fis-5433	62	12	)	)	PUNCT
fis-5433	62	13	₆(oh)₂	₆(oh)₂	NOUN
fis-5433	62	14	)	)	PUNCT
fis-5433	62	15	,	,	PUNCT
fis-5433	62	16	had	have	VERB
fis-5433	62	17	a	a	DET
fis-5433	62	18	purity	purity	NOUN
fis-5433	62	19	of	of	ADP
fis-5433	62	20	>	>	ADP
fis-5433	62	21	97	97	NUM
fis-5433	62	22	%	%	NOUN
fis-5433	62	23	and	and	CCONJ
fis-5433	62	24	particle	particle	NOUN
fis-5433	62	25	size	size	NOUN
fis-5433	62	26	of	of	ADP
fis-5433	62	27	20–80	20–80	NUM
fis-5433	62	28	nm	nm	NOUN
fis-5433	62	29	(	(	PUNCT
fis-5433	62	30	molecular	molecular	ADJ
fis-5433	62	31	weight	weight	NOUN
fis-5433	62	32	:	:	PUNCT
fis-5433	62	33	1004.6	1004.6	NUM
fis-5433	62	34	g	g	NOUN
fis-5433	62	35	/	/	SYM
fis-5433	62	36	mol	mol	NOUN
fis-5433	62	37	)	)	PUNCT
fis-5433	62	38	.	.	PUNCT
fis-5433	63	1	these	these	DET
fis-5433	63	2	materials	material	NOUN
fis-5433	63	3	were	be	AUX
fis-5433	63	4	used	use	VERB
fis-5433	63	5	to	to	PART
fis-5433	63	6	fabricate	fabricate	VERB
fis-5433	63	7	pmma	pmma	NOUN
fis-5433	63	8	-	-	PUNCT
fis-5433	63	9	hap	hap	PROPN
fis-5433	63	10	composites	composite	NOUN
fis-5433	63	11	for	for	ADP
fis-5433	63	12	mechanical	mechanical	ADJ
fis-5433	63	13	testing	testing	NOUN
fis-5433	63	14	at	at	ADP
fis-5433	63	15	different	different	ADJ
fis-5433	63	16	hap	hap	ADJ
fis-5433	63	17	concentrations	concentration	NOUN
fis-5433	63	18	.	.	PUNCT
fis-5433	64	1	table	table	NOUN
fis-5433	64	2	1	1	NUM
fis-5433	64	3	:	:	PUNCT
fis-5433	64	4	material	material	NOUN
fis-5433	64	5	properties	property	NOUN
fis-5433	64	6	.	.	PUNCT
fis-5433	65	1	t	t	NOUN
fis-5433	65	2	materials	material	NOUN
fis-5433	65	3	chemical	chemical	NOUN
fis-5433	65	4	composition	composition	NOUN
fis-5433	65	5	density	density	NOUN
fis-5433	65	6	(	(	PUNCT
fis-5433	65	7	g	g	NOUN
fis-5433	65	8	/	/	SYM
fis-5433	65	9	cm³	cm³	NOUN
fis-5433	65	10	)	)	PUNCT
fis-5433	65	11	young	young	PROPN
fis-5433	65	12	's	's	PART
fis-5433	65	13	modulus	modulus	ADJ
fis-5433	65	14	(	(	PUNCT
fis-5433	65	15	gpa	gpa	PROPN
fis-5433	65	16	)	)	PUNCT
fis-5433	65	17	poisson	poisson	PROPN
fis-5433	65	18	's	's	PART
fis-5433	65	19	ratio	ratio	NOUN
fis-5433	65	20	pmma	pmma	PROPN
fis-5433	65	21	methyl	methyl	PROPN
fis-5433	65	22	methacrylate	methacrylate	PROPN
fis-5433	65	23	–	–	PUNCT
fis-5433	65	24	styrene	styrene	NOUN
fis-5433	65	25	copolymer	copolymer	NOUN
fis-5433	65	26	75	75	NUM
fis-5433	65	27	wt.%	wt.%	PROPN
fis-5433	65	28	polymethyl	polymethyl	NOUN
fis-5433	65	29	methacrylate	methacrylate	NOUN
fis-5433	65	30	15	15	NUM
fis-5433	65	31	wt.%	wt.%	ADJ
fis-5433	65	32	barium	barium	NOUN
fis-5433	65	33	sulfate	sulfate	NOUN
fis-5433	65	34	usp	usp	NOUN
fis-5433	65	35	and	and	CCONJ
fis-5433	65	36	ep	ep	PROPN
fis-5433	65	37	10	10	NUM
fis-5433	65	38	wt.%	wt.%	PROPN
fis-5433	65	39	1.18	1.18	NUM
fis-5433	65	40	–	–	PUNCT
fis-5433	65	41	1.20	1.20	NUM
fis-5433	65	42	2.0	2.0	NUM
fis-5433	65	43	–	–	PUNCT
fis-5433	65	44	3.3	3.3	NUM
fis-5433	65	45	0.35	0.35	NUM
fis-5433	65	46	hap	hap	NOUN
fis-5433	65	47	ca10(po4)6(oh)2	ca10(po4)6(oh)2	PART
fis-5433	65	48	<	<	X
fis-5433	65	49	97	97	NUM
fis-5433	65	50	%	%	NOUN
fis-5433	65	51	20–80	20–80	NUM
fis-5433	65	52	nm	nm	NOUN
fis-5433	65	53	spherical	spherical	ADJ
fis-5433	65	54	1004.6	1004.6	NUM
fis-5433	65	55	g	g	NOUN
fis-5433	65	56	/	/	SYM
fis-5433	65	57	mol	mol	ADP
fis-5433	65	58	3.10	3.10	NUM
fis-5433	65	59	–	–	PUNCT
fis-5433	65	60	3.15	3.15	NUM
fis-5433	65	61	80	80	NUM
fis-5433	65	62	–	–	PUNCT
fis-5433	65	63	110	110	NUM
fis-5433	65	64	0.27	0.27	NUM
fis-5433	65	65	r.	r.	PROPN
fis-5433	65	66	k.	k.	PROPN
fis-5433	66	1	singh	singh	PROPN
fis-5433	66	2	et	et	PROPN
fis-5433	66	3	alii	alii	PROPN
fis-5433	66	4	,	,	PUNCT
fis-5433	66	5	fracture	fracture	ADJ
fis-5433	66	6	and	and	CCONJ
fis-5433	66	7	structural	structural	ADJ
fis-5433	66	8	integrity	integrity	NOUN
fis-5433	66	9	,	,	PUNCT
fis-5433	66	10	73	73	NUM
fis-5433	66	11	(	(	PUNCT
fis-5433	66	12	2025	2025	NUM
fis-5433	66	13	)	)	PUNCT
fis-5433	66	14	74	74	NUM
fis-5433	66	15	-	-	SYM
fis-5433	66	16	87	87	NUM
fis-5433	66	17	;	;	PUNCT
fis-5433	66	18	doi	doi	NOUN
fis-5433	66	19	:	:	PUNCT
fis-5433	66	20	10.3221	10.3221	NUM
fis-5433	66	21	/	/	SYM
fis-5433	66	22	igf	igf	NOUN
fis-5433	66	23	-	-	PUNCT
fis-5433	66	24	esis.73.06	esis.73.06	NOUN
fis-5433	66	25	77	77	NUM
fis-5433	66	26	fabrication	fabrication	NOUN
fis-5433	66	27	of	of	ADP
fis-5433	66	28	composite	composite	NOUN
fis-5433	66	29	to	to	PART
fis-5433	66	30	fabricate	fabricate	VERB
fis-5433	66	31	pmma	pmma	NOUN
fis-5433	66	32	-	-	PUNCT
fis-5433	66	33	hap	hap	NOUN
fis-5433	66	34	composite	composite	ADJ
fis-5433	66	35	samples	sample	NOUN
fis-5433	66	36	with	with	ADP
fis-5433	66	37	varying	vary	VERB
fis-5433	66	38	amounts	amount	NOUN
fis-5433	66	39	of	of	ADP
fis-5433	66	40	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	66	41	(	(	PUNCT
fis-5433	66	42	hap	hap	NOUN
fis-5433	66	43	)	)	PUNCT
fis-5433	66	44	,	,	PUNCT
fis-5433	66	45	the	the	DET
fis-5433	66	46	process	process	NOUN
fis-5433	66	47	began	begin	VERB
fis-5433	66	48	with	with	ADP
fis-5433	66	49	the	the	DET
fis-5433	66	50	preparation	preparation	NOUN
fis-5433	66	51	of	of	ADP
fis-5433	66	52	the	the	DET
fis-5433	66	53	polymer	polymer	NOUN
fis-5433	66	54	matrix	matrix	NOUN
fis-5433	66	55	.	.	PUNCT
fis-5433	67	1	this	this	PRON
fis-5433	67	2	was	be	AUX
fis-5433	67	3	done	do	VERB
fis-5433	67	4	by	by	ADP
fis-5433	67	5	mixing	mix	VERB
fis-5433	67	6	75	75	NUM
fis-5433	67	7	wt.%	wt.%	ADJ
fis-5433	67	8	methyl	methyl	NOUN
fis-5433	67	9	methacrylate	methacrylate	NOUN
fis-5433	67	10	-	-	PUNCT
fis-5433	67	11	styrene	styrene	NOUN
fis-5433	67	12	copolymer	copolymer	NOUN
fis-5433	67	13	,	,	PUNCT
fis-5433	67	14	15	15	NUM
fis-5433	67	15	wt.%	wt.%	ADJ
fis-5433	67	16	polymethyl	polymethyl	NOUN
fis-5433	67	17	methacrylate	methacrylate	NOUN
fis-5433	67	18	(	(	PUNCT
fis-5433	67	19	pmma	pmma	PROPN
fis-5433	67	20	)	)	PUNCT
fis-5433	67	21	,	,	PUNCT
fis-5433	67	22	and	and	CCONJ
fis-5433	67	23	10	10	NUM
fis-5433	67	24	wt.%	wt.%	ADJ
fis-5433	67	25	barium	barium	NOUN
fis-5433	67	26	sulfate	sulfate	NOUN
fis-5433	67	27	as	as	ADP
fis-5433	67	28	show	show	NOUN
fis-5433	67	29	in	in	ADP
fis-5433	67	30	fig	fig	NOUN
fis-5433	67	31	.	.	PUNCT
fis-5433	68	1	2	2	X
fis-5433	68	2	.	.	X
fis-5433	68	3	the	the	DET
fis-5433	68	4	addition	addition	NOUN
fis-5433	68	5	of	of	ADP
fis-5433	68	6	barium	barium	NOUN
fis-5433	68	7	sulfate	sulfate	NOUN
fis-5433	68	8	enhances	enhance	VERB
fis-5433	68	9	the	the	DET
fis-5433	68	10	radiopacity	radiopacity	NOUN
fis-5433	68	11	of	of	ADP
fis-5433	68	12	the	the	DET
fis-5433	68	13	composite	composite	NOUN
fis-5433	68	14	,	,	PUNCT
fis-5433	68	15	making	make	VERB
fis-5433	68	16	it	it	PRON
fis-5433	68	17	more	more	ADV
fis-5433	68	18	suitable	suitable	ADJ
fis-5433	68	19	for	for	ADP
fis-5433	68	20	biomedical	biomedical	ADJ
fis-5433	68	21	applications	application	NOUN
fis-5433	68	22	.	.	PUNCT
fis-5433	69	1	next	next	ADJ
fis-5433	69	2	,	,	PUNCT
fis-5433	69	3	hap	hap	ADJ
fis-5433	69	4	nanoparticles	nanoparticle	NOUN
fis-5433	69	5	were	be	AUX
fis-5433	69	6	introduced	introduce	VERB
fis-5433	69	7	into	into	ADP
fis-5433	69	8	the	the	DET
fis-5433	69	9	polymer	polymer	NOUN
fis-5433	69	10	matrix	matrix	NOUN
fis-5433	69	11	at	at	ADP
fis-5433	69	12	three	three	NUM
fis-5433	69	13	different	different	ADJ
fis-5433	69	14	concentrations	concentration	NOUN
fis-5433	69	15	:	:	PUNCT
fis-5433	69	16	5	5	NUM
fis-5433	69	17	wt.%	wt.%	ADJ
fis-5433	69	18	,	,	PUNCT
fis-5433	69	19	15	15	NUM
fis-5433	69	20	wt.%	wt.%	ADJ
fis-5433	69	21	,	,	PUNCT
fis-5433	69	22	and	and	CCONJ
fis-5433	69	23	30	30	NUM
fis-5433	69	24	wt.%	wt.%	NOUN
fis-5433	69	25	.	.	PUNCT
fis-5433	70	1	for	for	ADP
fis-5433	70	2	each	each	DET
fis-5433	70	3	sample	sample	NOUN
fis-5433	70	4	,	,	PUNCT
fis-5433	70	5	the	the	DET
fis-5433	70	6	desired	desire	VERB
fis-5433	70	7	amount	amount	NOUN
fis-5433	70	8	of	of	ADP
fis-5433	70	9	hap	hap	NOUN
fis-5433	70	10	was	be	AUX
fis-5433	70	11	added	add	VERB
fis-5433	70	12	,	,	PUNCT
fis-5433	70	13	and	and	CCONJ
fis-5433	70	14	the	the	DET
fis-5433	70	15	mixture	mixture	NOUN
fis-5433	70	16	was	be	AUX
fis-5433	70	17	stirred	stir	VERB
fis-5433	70	18	at	at	ADP
fis-5433	70	19	a	a	DET
fis-5433	70	20	speed	speed	NOUN
fis-5433	70	21	of	of	ADP
fis-5433	70	22	600	600	NUM
fis-5433	70	23	-	-	SYM
fis-5433	70	24	800	800	NUM
fis-5433	70	25	rpm	rpm	NOUN
fis-5433	70	26	for	for	ADP
fis-5433	70	27	approximately	approximately	ADV
fis-5433	70	28	30	30	NUM
fis-5433	70	29	minutes	minute	NOUN
fis-5433	70	30	.	.	PUNCT
fis-5433	71	1	this	this	DET
fis-5433	71	2	step	step	NOUN
fis-5433	71	3	ensured	ensure	VERB
fis-5433	71	4	that	that	SCONJ
fis-5433	71	5	the	the	DET
fis-5433	71	6	hap	hap	PROPN
fis-5433	71	7	particles	particle	NOUN
fis-5433	71	8	were	be	AUX
fis-5433	71	9	evenly	evenly	ADV
fis-5433	71	10	dispersed	disperse	VERB
fis-5433	71	11	throughout	throughout	ADP
fis-5433	71	12	the	the	DET
fis-5433	71	13	polymer	polymer	NOUN
fis-5433	71	14	matrix	matrix	NOUN
fis-5433	71	15	,	,	PUNCT
fis-5433	71	16	which	which	PRON
fis-5433	71	17	is	be	AUX
fis-5433	71	18	crucial	crucial	ADJ
fis-5433	71	19	for	for	ADP
fis-5433	71	20	achieving	achieve	VERB
fis-5433	71	21	consistent	consistent	ADJ
fis-5433	71	22	mechanical	mechanical	ADJ
fis-5433	71	23	properties	property	NOUN
fis-5433	71	24	.	.	PUNCT
fis-5433	72	1	after	after	ADP
fis-5433	72	2	mixing	mix	VERB
fis-5433	72	3	the	the	DET
fis-5433	72	4	hap	hap	NOUN
fis-5433	72	5	,	,	PUNCT
fis-5433	72	6	a	a	DET
fis-5433	72	7	methyl	methyl	NOUN
fis-5433	72	8	methacrylate	methacrylate	NOUN
fis-5433	72	9	(	(	PUNCT
fis-5433	72	10	mma	mma	PROPN
fis-5433	72	11	)	)	PUNCT
fis-5433	72	12	monomer	monomer	NOUN
fis-5433	72	13	solution	solution	NOUN
fis-5433	72	14	was	be	AUX
fis-5433	72	15	added	add	VERB
fis-5433	72	16	to	to	ADP
fis-5433	72	17	the	the	DET
fis-5433	72	18	mixture	mixture	NOUN
fis-5433	72	19	.	.	PUNCT
fis-5433	73	1	the	the	DET
fis-5433	73	2	mma	mma	PROPN
fis-5433	73	3	monomer	monomer	NOUN
fis-5433	73	4	solution	solution	NOUN
fis-5433	73	5	consisted	consist	VERB
fis-5433	73	6	of	of	ADP
fis-5433	73	7	more	more	ADJ
fis-5433	73	8	than	than	ADP
fis-5433	73	9	95	95	NUM
fis-5433	73	10	%	%	NOUN
fis-5433	73	11	methyl	methyl	NOUN
fis-5433	73	12	methacrylate	methacrylate	NOUN
fis-5433	73	13	,	,	PUNCT
fis-5433	73	14	less	less	ADJ
fis-5433	73	15	than	than	ADP
fis-5433	73	16	2	2	NUM
fis-5433	73	17	%	%	NOUN
fis-5433	73	18	n	n	CCONJ
fis-5433	73	19	,	,	PUNCT
fis-5433	73	20	n	n	CCONJ
fis-5433	73	21	-	-	PUNCT
fis-5433	73	22	dimethylp	dimethylp	NOUN
fis-5433	73	23	-	-	PUNCT
fis-5433	73	24	toluidine	toluidine	NOUN
fis-5433	73	25	,	,	PUNCT
fis-5433	73	26	and	and	CCONJ
fis-5433	73	27	less	less	ADJ
fis-5433	73	28	than	than	ADP
fis-5433	73	29	3	3	NUM
fis-5433	73	30	%	%	NOUN
fis-5433	73	31	ethylene	ethylene	NOUN
fis-5433	73	32	glycol	glycol	NOUN
fis-5433	73	33	dimethacrylate	dimethacrylate	NOUN
fis-5433	73	34	.	.	PUNCT
fis-5433	74	1	the	the	DET
fis-5433	74	2	monomer	monomer	NOUN
fis-5433	74	3	helps	help	VERB
fis-5433	74	4	in	in	ADP
fis-5433	74	5	the	the	DET
fis-5433	74	6	polymerization	polymerization	NOUN
fis-5433	74	7	process	process	NOUN
fis-5433	74	8	,	,	PUNCT
fis-5433	74	9	allowing	allow	VERB
fis-5433	74	10	the	the	DET
fis-5433	74	11	mixture	mixture	NOUN
fis-5433	74	12	to	to	PART
fis-5433	74	13	harden	harden	VERB
fis-5433	74	14	and	and	CCONJ
fis-5433	74	15	form	form	VERB
fis-5433	74	16	a	a	DET
fis-5433	74	17	solid	solid	ADJ
fis-5433	74	18	composite	composite	NOUN
fis-5433	74	19	.	.	PUNCT
fis-5433	75	1	once	once	SCONJ
fis-5433	75	2	the	the	DET
fis-5433	75	3	monomer	monomer	NOUN
fis-5433	75	4	was	be	AUX
fis-5433	75	5	added	add	VERB
fis-5433	75	6	,	,	PUNCT
fis-5433	75	7	the	the	DET
fis-5433	75	8	mixture	mixture	NOUN
fis-5433	75	9	was	be	AUX
fis-5433	75	10	stirred	stir	VERB
fis-5433	75	11	again	again	ADV
fis-5433	75	12	to	to	PART
fis-5433	75	13	ensure	ensure	VERB
fis-5433	75	14	that	that	SCONJ
fis-5433	75	15	it	it	PRON
fis-5433	75	16	was	be	AUX
fis-5433	75	17	fully	fully	ADV
fis-5433	75	18	incorporated	incorporate	VERB
fis-5433	75	19	into	into	ADP
fis-5433	75	20	the	the	DET
fis-5433	75	21	polymer	polymer	NOUN
fis-5433	75	22	matrix	matrix	NOUN
fis-5433	75	23	.	.	PUNCT
fis-5433	76	1	finally	finally	ADV
fis-5433	76	2	,	,	PUNCT
fis-5433	76	3	the	the	DET
fis-5433	76	4	composite	composite	ADJ
fis-5433	76	5	mixtures	mixture	NOUN
fis-5433	76	6	were	be	AUX
fis-5433	76	7	poured	pour	VERB
fis-5433	76	8	into	into	ADP
fis-5433	76	9	molds	mold	NOUN
fis-5433	76	10	to	to	PART
fis-5433	76	11	shape	shape	VERB
fis-5433	76	12	the	the	DET
fis-5433	76	13	samples	sample	NOUN
fis-5433	76	14	with	with	ADP
fis-5433	76	15	dimensions	dimension	NOUN
fis-5433	76	16	of	of	ADP
fis-5433	76	17	30	30	NUM
fis-5433	76	18	mm	mm	NOUN
fis-5433	76	19	in	in	ADP
fis-5433	76	20	diameter	diameter	NOUN
fis-5433	76	21	and	and	CCONJ
fis-5433	76	22	10	10	NUM
fis-5433	76	23	mm	mm	NOUN
fis-5433	76	24	in	in	ADP
fis-5433	76	25	thickness	thickness	NOUN
fis-5433	76	26	.	.	PUNCT
fis-5433	77	1	these	these	DET
fis-5433	77	2	molds	mold	NOUN
fis-5433	77	3	were	be	AUX
fis-5433	77	4	then	then	ADV
fis-5433	77	5	placed	place	VERB
fis-5433	77	6	in	in	ADP
fis-5433	77	7	a	a	DET
fis-5433	77	8	vacuum	vacuum	NOUN
fis-5433	77	9	oven	oven	NOUN
fis-5433	77	10	set	set	VERB
fis-5433	77	11	at	at	ADP
fis-5433	77	12	70–80	70–80	NUM
fis-5433	77	13	°	°	ADP
fis-5433	77	14	c	c	NOUN
fis-5433	77	15	for	for	ADP
fis-5433	77	16	24	24	NUM
fis-5433	77	17	hours	hour	NOUN
fis-5433	77	18	.	.	PUNCT
fis-5433	78	1	this	this	DET
fis-5433	78	2	curing	cure	VERB
fis-5433	78	3	process	process	NOUN
fis-5433	78	4	allowed	allow	VERB
fis-5433	78	5	polymerization	polymerization	NOUN
fis-5433	78	6	to	to	PART
fis-5433	78	7	occur	occur	VERB
fis-5433	78	8	,	,	PUNCT
fis-5433	78	9	turning	turn	VERB
fis-5433	78	10	the	the	DET
fis-5433	78	11	liquid	liquid	ADJ
fis-5433	78	12	mixture	mixture	NOUN
fis-5433	78	13	into	into	ADP
fis-5433	78	14	a	a	DET
fis-5433	78	15	solid	solid	ADJ
fis-5433	78	16	composite	composite	NOUN
fis-5433	78	17	.	.	PUNCT
fis-5433	79	1	after	after	ADP
fis-5433	79	2	curing	cure	VERB
fis-5433	79	3	,	,	PUNCT
fis-5433	79	4	the	the	DET
fis-5433	79	5	pmma	pmma	PROPN
fis-5433	79	6	-	-	PUNCT
fis-5433	79	7	hap	hap	NOUN
fis-5433	79	8	composite	composite	ADJ
fis-5433	79	9	samples	sample	NOUN
fis-5433	79	10	were	be	AUX
fis-5433	79	11	ready	ready	ADJ
fis-5433	79	12	for	for	ADP
fis-5433	79	13	further	further	ADJ
fis-5433	79	14	testing	testing	NOUN
fis-5433	79	15	to	to	PART
fis-5433	79	16	assess	assess	VERB
fis-5433	79	17	their	their	PRON
fis-5433	79	18	mechanical	mechanical	ADJ
fis-5433	79	19	properties	property	NOUN
fis-5433	79	20	.	.	PUNCT
fis-5433	80	1	figure	figure	VERB
fis-5433	80	2	2	2	NUM
fis-5433	80	3	:	:	PUNCT
fis-5433	80	4	fabrication	fabrication	NOUN
fis-5433	80	5	of	of	ADP
fis-5433	80	6	pmma	pmma	PROPN
fis-5433	80	7	-	-	PUNCT
fis-5433	80	8	hap	hap	NOUN
fis-5433	80	9	composite	composite	NOUN
fis-5433	80	10	.	.	PUNCT
fis-5433	81	1	experimental	experimental	ADJ
fis-5433	81	2	test	test	NOUN
fis-5433	81	3	the	the	DET
fis-5433	81	4	compression	compression	NOUN
fis-5433	81	5	test	test	NOUN
fis-5433	81	6	was	be	AUX
fis-5433	81	7	conducted	conduct	VERB
fis-5433	81	8	to	to	PART
fis-5433	81	9	evaluate	evaluate	VERB
fis-5433	81	10	the	the	DET
fis-5433	81	11	compressive	compressive	ADJ
fis-5433	81	12	strength	strength	NOUN
fis-5433	81	13	and	and	CCONJ
fis-5433	81	14	modulus	modulus	NOUN
fis-5433	81	15	of	of	ADP
fis-5433	81	16	the	the	DET
fis-5433	81	17	samples	sample	NOUN
fis-5433	81	18	according	accord	VERB
fis-5433	81	19	to	to	ADP
fis-5433	81	20	astm	astm	PROPN
fis-5433	81	21	d695	d695	PROPN
fis-5433	81	22	.	.	PUNCT
fis-5433	82	1	the	the	DET
fis-5433	82	2	instron	instron	PROPN
fis-5433	82	3	8801	8801	NUM
fis-5433	82	4	universal	universal	ADJ
fis-5433	82	5	testing	testing	NOUN
fis-5433	82	6	machine	machine	NOUN
fis-5433	82	7	(	(	PUNCT
fis-5433	82	8	utm	utm	PROPN
fis-5433	82	9	)	)	PUNCT
fis-5433	82	10	,	,	PUNCT
fis-5433	82	11	equipped	equip	VERB
fis-5433	82	12	with	with	ADP
fis-5433	82	13	a	a	DET
fis-5433	82	14	load	load	NOUN
fis-5433	82	15	capacity	capacity	NOUN
fis-5433	82	16	of	of	ADP
fis-5433	82	17	±100	±100	PROPN
fis-5433	82	18	kn	kn	PROPN
fis-5433	82	19	,	,	PUNCT
fis-5433	82	20	was	be	AUX
fis-5433	82	21	used	use	VERB
fis-5433	82	22	for	for	ADP
fis-5433	82	23	this	this	DET
fis-5433	82	24	purpose	purpose	NOUN
fis-5433	82	25	.	.	PUNCT
fis-5433	83	1	each	each	DET
fis-5433	83	2	test	test	NOUN
fis-5433	83	3	was	be	AUX
fis-5433	83	4	performed	perform	VERB
fis-5433	83	5	on	on	ADP
fis-5433	83	6	five	five	NUM
fis-5433	83	7	samples	sample	NOUN
fis-5433	83	8	to	to	PART
fis-5433	83	9	ensure	ensure	VERB
fis-5433	83	10	the	the	DET
fis-5433	83	11	consistency	consistency	NOUN
fis-5433	83	12	and	and	CCONJ
fis-5433	83	13	repeatability	repeatability	NOUN
fis-5433	83	14	of	of	ADP
fis-5433	83	15	the	the	DET
fis-5433	83	16	results	result	NOUN
fis-5433	83	17	.	.	PUNCT
fis-5433	84	1	the	the	DET
fis-5433	84	2	compressive	compressive	ADJ
fis-5433	84	3	stress	stress	NOUN
fis-5433	84	4	-	-	PUNCT
fis-5433	84	5	strain	strain	NOUN
fis-5433	84	6	data	datum	NOUN
fis-5433	84	7	were	be	AUX
fis-5433	84	8	recorded	record	VERB
fis-5433	84	9	to	to	PART
fis-5433	84	10	calculate	calculate	VERB
fis-5433	84	11	the	the	DET
fis-5433	84	12	compressive	compressive	ADJ
fis-5433	84	13	modulus	modulus	NOUN
fis-5433	84	14	and	and	CCONJ
fis-5433	84	15	strength	strength	NOUN
fis-5433	84	16	of	of	ADP
fis-5433	84	17	the	the	DET
fis-5433	84	18	pmma	pmma	PROPN
fis-5433	84	19	-	-	PUNCT
fis-5433	84	20	hap	hap	NOUN
fis-5433	84	21	composite	composite	ADJ
fis-5433	84	22	samples	sample	NOUN
fis-5433	84	23	,	,	PUNCT
fis-5433	84	24	providing	provide	VERB
fis-5433	84	25	insights	insight	NOUN
fis-5433	84	26	into	into	ADP
fis-5433	84	27	their	their	PRON
fis-5433	84	28	mechanical	mechanical	ADJ
fis-5433	84	29	behavior	behavior	NOUN
fis-5433	84	30	under	under	ADP
fis-5433	84	31	compressive	compressive	ADJ
fis-5433	84	32	loads	load	NOUN
fis-5433	84	33	.	.	PUNCT
fis-5433	85	1	micromechanical	micromechanical	ADJ
fis-5433	85	2	models	model	NOUN
fis-5433	85	3	mechanical	mechanical	ADJ
fis-5433	85	4	properties	property	NOUN
fis-5433	85	5	of	of	ADP
fis-5433	85	6	the	the	DET
fis-5433	85	7	pmma	pmma	PROPN
fis-5433	85	8	-	-	PUNCT
fis-5433	85	9	hap	hap	PROPN
fis-5433	85	10	composites	composite	NOUN
fis-5433	85	11	were	be	AUX
fis-5433	85	12	evaluated	evaluate	VERB
fis-5433	85	13	using	use	VERB
fis-5433	85	14	micromechanical	micromechanical	ADJ
fis-5433	85	15	models	model	NOUN
fis-5433	85	16	to	to	PART
fis-5433	85	17	compute	compute	VERB
fis-5433	85	18	the	the	DET
fis-5433	85	19	young	young	NOUN
fis-5433	85	20	's	's	PART
fis-5433	85	21	modulus	modulus	NOUN
fis-5433	85	22	at	at	ADP
fis-5433	85	23	different	different	ADJ
fis-5433	85	24	hap	hap	PROPN
fis-5433	85	25	volume	volume	NOUN
fis-5433	85	26	fractions	fraction	NOUN
fis-5433	85	27	(	(	PUNCT
fis-5433	85	28	5	5	NUM
fis-5433	85	29	%	%	NOUN
fis-5433	85	30	,	,	PUNCT
fis-5433	85	31	15	15	NUM
fis-5433	85	32	%	%	NOUN
fis-5433	85	33	,	,	PUNCT
fis-5433	85	34	and	and	CCONJ
fis-5433	85	35	30	30	NUM
fis-5433	85	36	%	%	NOUN
fis-5433	85	37	)	)	PUNCT
fis-5433	85	38	.	.	PUNCT
fis-5433	86	1	the	the	DET
fis-5433	86	2	models	model	NOUN
fis-5433	86	3	employed	employ	VERB
fis-5433	86	4	include	include	VERB
fis-5433	86	5	the	the	DET
fis-5433	86	6	rule	rule	NOUN
fis-5433	86	7	of	of	ADP
fis-5433	86	8	mixture	mixture	NOUN
fis-5433	86	9	,	,	PUNCT
fis-5433	86	10	voigt	voigt	PROPN
fis-5433	86	11	,	,	PUNCT
fis-5433	86	12	and	and	CCONJ
fis-5433	86	13	reuss	reuss	NOUN
fis-5433	86	14	models	model	NOUN
fis-5433	86	15	,	,	PUNCT
fis-5433	86	16	which	which	PRON
fis-5433	86	17	are	be	AUX
fis-5433	86	18	widely	widely	ADV
fis-5433	86	19	used	use	VERB
fis-5433	86	20	to	to	PART
fis-5433	86	21	estimate	estimate	VERB
fis-5433	86	22	the	the	DET
fis-5433	86	23	effective	effective	ADJ
fis-5433	86	24	ce	ce	PROPN
fis-5433	86	25	(	(	PUNCT
fis-5433	86	26	elastic	elastic	ADJ
fis-5433	86	27	modulus	modulus	NOUN
fis-5433	86	28	)	)	PUNCT
fis-5433	86	29	of	of	ADP
fis-5433	86	30	composite	composite	ADJ
fis-5433	86	31	materials	material	NOUN
fis-5433	86	32	based	base	VERB
fis-5433	86	33	on	on	ADP
fis-5433	86	34	the	the	DET
fis-5433	86	35	properties	property	NOUN
fis-5433	86	36	of	of	ADP
fis-5433	86	37	the	the	DET
fis-5433	86	38	matrix	matrix	NOUN
fis-5433	86	39	and	and	CCONJ
fis-5433	86	40	the	the	DET
fis-5433	86	41	filler	filler	NOUN
fis-5433	86	42	[	[	X
fis-5433	86	43	15	15	NUM
fis-5433	86	44	,	,	PUNCT
fis-5433	86	45	16	16	NUM
fis-5433	86	46	]	]	PUNCT
fis-5433	86	47	.	.	PUNCT
fis-5433	87	1	here	here	ADV
fis-5433	87	2	,	,	PUNCT
fis-5433	87	3	fv	fv	X
fis-5433	87	4	  	  	SPACE
fis-5433	87	5	and	and	CCONJ
fis-5433	87	6	mv	mv	PROPN
fis-5433	87	7	represent	represent	VERB
fis-5433	87	8	the	the	DET
fis-5433	87	9	volume	volume	NOUN
fis-5433	87	10	fractions	fraction	NOUN
fis-5433	87	11	of	of	ADP
fis-5433	87	12	fiber	fiber	NOUN
fis-5433	87	13	and	and	CCONJ
fis-5433	87	14	matrix	matrix	NOUN
fis-5433	87	15	,	,	PUNCT
fis-5433	87	16	respectively	respectively	ADV
fis-5433	87	17	,	,	PUNCT
fis-5433	87	18	fe	fe	NOUN
fis-5433	87	19	   	   	SPACE
fis-5433	87	20	and	and	CCONJ
fis-5433	87	21	me	i	PRON
fis-5433	87	22	are	be	AUX
fis-5433	87	23	the	the	DET
fis-5433	87	24	elastic	elastic	ADJ
fis-5433	87	25	moduli	modulus	NOUN
fis-5433	87	26	of	of	ADP
fis-5433	87	27	the	the	DET
fis-5433	87	28	fiber	fiber	NOUN
fis-5433	87	29	and	and	CCONJ
fis-5433	87	30	matrix	matrix	NOUN
fis-5433	87	31	while	while	SCONJ
fis-5433	87	32	mh	mh	PROPN
fis-5433	87	33	 	 	SPACE
fis-5433	87	34	is	be	AUX
fis-5433	87	35	a	a	DET
fis-5433	87	36	correction	correction	NOUN
fis-5433	87	37	factor	factor	NOUN
fis-5433	87	38	accounting	account	VERB
fis-5433	87	39	for	for	ADP
fis-5433	87	40	matrix	matrix	NOUN
fis-5433	87	41	influence	influence	NOUN
fis-5433	87	42	in	in	ADP
fis-5433	87	43	the	the	DET
fis-5433	87	44	reuss	reuss	PROPN
fis-5433	87	45	model	model	NOUN
fis-5433	87	46	.	.	PUNCT
fis-5433	88	1	r.	r.	PROPN
fis-5433	88	2	k.	k.	PROPN
fis-5433	89	1	singh	singh	PROPN
fis-5433	89	2	et	et	PROPN
fis-5433	89	3	alii	alii	PROPN
fis-5433	89	4	,	,	PUNCT
fis-5433	89	5	fracture	fracture	ADJ
fis-5433	89	6	and	and	CCONJ
fis-5433	89	7	structural	structural	ADJ
fis-5433	89	8	integrity	integrity	NOUN
fis-5433	89	9	,	,	PUNCT
fis-5433	89	10	73	73	NUM
fis-5433	89	11	(	(	PUNCT
fis-5433	89	12	2025	2025	NUM
fis-5433	89	13	)	)	PUNCT
fis-5433	89	14	74	74	NUM
fis-5433	89	15	-	-	SYM
fis-5433	89	16	87	87	NUM
fis-5433	89	17	;	;	PUNCT
fis-5433	89	18	doi	doi	NOUN
fis-5433	89	19	:	:	PUNCT
fis-5433	89	20	10.3221	10.3221	NUM
fis-5433	89	21	/	/	SYM
fis-5433	89	22	igf	igf	NOUN
fis-5433	89	23	-	-	PUNCT
fis-5433	89	24	esis.73.06	esis.73.06	NOUN
fis-5433	89	25	78	78	NUM
fis-5433	89	26	rule	rule	NOUN
fis-5433	89	27	of	of	ADP
fis-5433	89	28	mixture	mixture	NOUN
fis-5433	89	29	model	model	NOUN
fis-5433	89	30			PROPN
fis-5433	89	31			PUNCT
fis-5433	89	32	f	f	PROPN
fis-5433	89	33	m	m	VERB
fis-5433	89	34	c	c	NOUN
fis-5433	89	35	m	m	VERB
fis-5433	89	36	m	m	VERB
fis-5433	89	37	f	f	NOUN
fis-5433	89	38	f	f	X
fis-5433	89	39	e	e	X
fis-5433	89	40	e	e	X
fis-5433	89	41	e	e	X
fis-5433	89	42	e	e	X
fis-5433	89	43	v	v	X
fis-5433	89	44	e	e	PROPN
fis-5433	89	45	v	v	NOUN
fis-5433	89	46	    	    	SPACE
fis-5433	89	47	(	(	PUNCT
fis-5433	89	48	1	1	X
fis-5433	89	49	)	)	PUNCT
fis-5433	89	50	voigt	voigt	PROPN
fis-5433	89	51	model	model	NOUN
fis-5433	89	52			PROPN
fis-5433	90	1	f	f	PROPN
fis-5433	90	2	f	f	VERB
fis-5433	90	3	m	m	VERB
fis-5433	90	4	m	m	VERB
fis-5433	90	5	ce	ce	PROPN
fis-5433	90	6	v	v	ADP
fis-5433	90	7	e	e	PROPN
fis-5433	90	8	v	v	ADP
fis-5433	90	9	e	e	NOUN
fis-5433	90	10	   	   	SPACE
fis-5433	90	11	(	(	PUNCT
fis-5433	90	12	2	2	NUM
fis-5433	90	13	)	)	PUNCT
fis-5433	90	14	reuss	reuss	NOUN
fis-5433	90	15	model	model	NOUN
fis-5433	90	16			PROPN
fis-5433	90	17			PROPN
fis-5433	90	18	f	f	PROPN
fis-5433	90	19	m	m	VERB
fis-5433	90	20	m	m	VERB
fis-5433	90	21	f	f	X
fis-5433	90	22	m	m	PROPN
fis-5433	90	23	c	c	NOUN
fis-5433	90	24	v	v	ADP
fis-5433	90	25	h	h	NOUN
fis-5433	90	26	v	v	NOUN
fis-5433	90	27	e	e	X
fis-5433	90	28	e	e	X
fis-5433	90	29	e	e	NOUN
fis-5433	90	30	  	  	SPACE
fis-5433	90	31	1	1	NUM
fis-5433	90	32	  	  	SPACE
fis-5433	90	33	(	(	PUNCT
fis-5433	90	34	3	3	NUM
fis-5433	90	35	)	)	PUNCT
fis-5433	90	36	by	by	ADP
fis-5433	90	37	applying	apply	VERB
fis-5433	90	38	these	these	DET
fis-5433	90	39	models	model	NOUN
fis-5433	90	40	,	,	PUNCT
fis-5433	90	41	the	the	DET
fis-5433	90	42	young	young	ADJ
fis-5433	90	43	’s	’s	PART
fis-5433	90	44	modulus	modulus	NOUN
fis-5433	90	45	of	of	ADP
fis-5433	90	46	the	the	DET
fis-5433	90	47	pmma	pmma	PROPN
fis-5433	90	48	-	-	PUNCT
fis-5433	90	49	hap	hap	PROPN
fis-5433	90	50	composites	composite	NOUN
fis-5433	90	51	was	be	AUX
fis-5433	90	52	computed	compute	VERB
fis-5433	90	53	for	for	ADP
fis-5433	90	54	the	the	DET
fis-5433	90	55	three	three	NUM
fis-5433	90	56	different	different	ADJ
fis-5433	90	57	hap	hap	NOUN
fis-5433	90	58	volume	volume	NOUN
fis-5433	90	59	fractions	fraction	NOUN
fis-5433	90	60	(	(	PUNCT
fis-5433	90	61	5	5	NUM
fis-5433	90	62	%	%	NOUN
fis-5433	90	63	,	,	PUNCT
fis-5433	90	64	15	15	NUM
fis-5433	90	65	%	%	NOUN
fis-5433	90	66	,	,	PUNCT
fis-5433	90	67	and	and	CCONJ
fis-5433	90	68	30	30	NUM
fis-5433	90	69	%	%	NOUN
fis-5433	90	70	)	)	PUNCT
fis-5433	90	71	.	.	PUNCT
fis-5433	91	1	these	these	DET
fis-5433	91	2	models	model	NOUN
fis-5433	91	3	provide	provide	VERB
fis-5433	91	4	theoretical	theoretical	ADJ
fis-5433	91	5	estimates	estimate	NOUN
fis-5433	91	6	of	of	ADP
fis-5433	91	7	the	the	DET
fis-5433	91	8	composite	composite	ADJ
fis-5433	91	9	modules	module	NOUN
fis-5433	91	10	,	,	PUNCT
fis-5433	91	11	offering	offer	VERB
fis-5433	91	12	insight	insight	NOUN
fis-5433	91	13	into	into	ADP
fis-5433	91	14	the	the	DET
fis-5433	91	15	mechanical	mechanical	ADJ
fis-5433	91	16	reinforcement	reinforcement	NOUN
fis-5433	91	17	provided	provide	VERB
fis-5433	91	18	by	by	ADP
fis-5433	91	19	the	the	DET
fis-5433	91	20	hap	hap	PROPN
fis-5433	91	21	nanoparticles	nanoparticle	NOUN
fis-5433	91	22	at	at	ADP
fis-5433	91	23	increasing	increase	VERB
fis-5433	91	24	concentrations	concentration	NOUN
fis-5433	91	25	.	.	PUNCT
fis-5433	92	1	the	the	DET
fis-5433	92	2	use	use	NOUN
fis-5433	92	3	of	of	ADP
fis-5433	92	4	only	only	ADV
fis-5433	92	5	three	three	NUM
fis-5433	92	6	experimental	experimental	ADJ
fis-5433	92	7	hap	hap	NOUN
fis-5433	92	8	concentrations	concentration	NOUN
fis-5433	92	9	(	(	PUNCT
fis-5433	92	10	5	5	NUM
fis-5433	92	11	%	%	NOUN
fis-5433	92	12	,	,	PUNCT
fis-5433	92	13	15	15	NUM
fis-5433	92	14	%	%	NOUN
fis-5433	92	15	,	,	PUNCT
fis-5433	92	16	30	30	NUM
fis-5433	92	17	%	%	NOUN
fis-5433	92	18	)	)	PUNCT
fis-5433	92	19	for	for	ADP
fis-5433	92	20	validating	validate	VERB
fis-5433	92	21	the	the	DET
fis-5433	92	22	mechanical	mechanical	ADJ
fis-5433	92	23	properties	property	NOUN
fis-5433	92	24	of	of	ADP
fis-5433	92	25	pmma	pmma	PROPN
fis-5433	92	26	-	-	PUNCT
fis-5433	92	27	hap	hap	PROPN
fis-5433	92	28	composites	composite	NOUN
fis-5433	92	29	could	could	AUX
fis-5433	92	30	limit	limit	VERB
fis-5433	92	31	the	the	DET
fis-5433	92	32	generalizability	generalizability	NOUN
fis-5433	92	33	of	of	ADP
fis-5433	92	34	our	our	PRON
fis-5433	92	35	machine	machine	NOUN
fis-5433	92	36	learning	learning	NOUN
fis-5433	92	37	(	(	PUNCT
fis-5433	92	38	ml	ml	NOUN
fis-5433	92	39	)	)	PUNCT
fis-5433	92	40	models	model	NOUN
fis-5433	92	41	due	due	ADJ
fis-5433	92	42	to	to	ADP
fis-5433	92	43	potential	potential	ADJ
fis-5433	92	44	overfitting	overfitting	NOUN
fis-5433	92	45	or	or	CCONJ
fis-5433	92	46	reduced	reduce	VERB
fis-5433	92	47	predictive	predictive	ADJ
fis-5433	92	48	accuracy	accuracy	NOUN
fis-5433	92	49	for	for	ADP
fis-5433	92	50	untested	untested	ADJ
fis-5433	92	51	concentrations	concentration	NOUN
fis-5433	92	52	.	.	PUNCT
fis-5433	93	1	to	to	PART
fis-5433	93	2	address	address	VERB
fis-5433	93	3	this	this	PRON
fis-5433	93	4	,	,	PUNCT
fis-5433	93	5	we	we	PRON
fis-5433	93	6	employed	employ	VERB
fis-5433	93	7	the	the	DET
fis-5433	93	8	representative	representative	ADJ
fis-5433	93	9	volume	volume	NOUN
fis-5433	93	10	element	element	NOUN
fis-5433	93	11	(	(	PUNCT
fis-5433	93	12	rve	rve	PROPN
fis-5433	93	13	)	)	PUNCT
fis-5433	93	14	method	method	NOUN
fis-5433	93	15	to	to	PART
fis-5433	93	16	model	model	VERB
fis-5433	93	17	properties	property	NOUN
fis-5433	93	18	across	across	ADP
fis-5433	93	19	1–30	1–30	NOUN
fis-5433	93	20	%	%	NOUN
fis-5433	93	21	hap	hap	NOUN
fis-5433	93	22	,	,	PUNCT
fis-5433	93	23	augmenting	augment	VERB
fis-5433	93	24	the	the	DET
fis-5433	93	25	sparse	sparse	ADJ
fis-5433	93	26	experimental	experimental	ADJ
fis-5433	93	27	data	datum	NOUN
fis-5433	93	28	and	and	CCONJ
fis-5433	93	29	enabling	enable	VERB
fis-5433	93	30	ml	ml	NOUN
fis-5433	93	31	models	model	NOUN
fis-5433	93	32	to	to	PART
fis-5433	93	33	learn	learn	VERB
fis-5433	93	34	from	from	ADP
fis-5433	93	35	a	a	DET
fis-5433	93	36	continuous	continuous	ADJ
fis-5433	93	37	range	range	NOUN
fis-5433	93	38	.	.	PUNCT
fis-5433	94	1	the	the	DET
fis-5433	94	2	selected	select	VERB
fis-5433	94	3	concentrations	concentration	NOUN
fis-5433	94	4	,	,	PUNCT
fis-5433	94	5	informed	inform	VERB
fis-5433	94	6	by	by	ADP
fis-5433	94	7	prior	prior	ADJ
fis-5433	94	8	studies	study	NOUN
fis-5433	94	9	,	,	PUNCT
fis-5433	94	10	capture	capture	VERB
fis-5433	94	11	key	key	ADJ
fis-5433	94	12	trends	trend	NOUN
fis-5433	94	13	(	(	PUNCT
fis-5433	94	14	reinforcement	reinforcement	NOUN
fis-5433	94	15	at	at	ADP
fis-5433	94	16	low	low	ADJ
fis-5433	94	17	hap	hap	NOUN
fis-5433	94	18	,	,	PUNCT
fis-5433	94	19	agglomeration	agglomeration	NOUN
fis-5433	94	20	at	at	ADP
fis-5433	94	21	high	high	ADJ
fis-5433	94	22	hap	hap	NOUN
fis-5433	94	23	)	)	PUNCT
fis-5433	94	24	while	while	SCONJ
fis-5433	94	25	avoiding	avoid	VERB
fis-5433	94	26	excessive	excessive	ADJ
fis-5433	94	27	agglomeration	agglomeration	NOUN
fis-5433	94	28	and	and	CCONJ
fis-5433	94	29	porosity	porosity	NOUN
fis-5433	94	30	,	,	PUNCT
fis-5433	94	31	which	which	PRON
fis-5433	94	32	degrade	degrade	VERB
fis-5433	94	33	polymer	polymer	NOUN
fis-5433	94	34	properties	property	NOUN
fis-5433	94	35	at	at	ADP
fis-5433	94	36	higher	high	ADJ
fis-5433	94	37	concentrations	concentration	NOUN
fis-5433	94	38	,	,	PUNCT
fis-5433	94	39	as	as	SCONJ
fis-5433	94	40	confirmed	confirm	VERB
fis-5433	94	41	by	by	ADP
fis-5433	94	42	rve	rve	NOUN
fis-5433	94	43	analysis	analysis	NOUN
fis-5433	94	44	and	and	CCONJ
fis-5433	94	45	literature	literature	NOUN
fis-5433	94	46	.	.	PUNCT
fis-5433	95	1	the	the	DET
fis-5433	95	2	support	support	NOUN
fis-5433	95	3	vector	vector	NOUN
fis-5433	95	4	machine	machine	NOUN
fis-5433	95	5	(	(	PUNCT
fis-5433	95	6	svm	svm	PROPN
fis-5433	95	7	)	)	PUNCT
fis-5433	95	8	yielded	yield	VERB
fis-5433	95	9	stable	stable	ADJ
fis-5433	95	10	,	,	PUNCT
fis-5433	95	11	accurate	accurate	ADJ
fis-5433	95	12	predictions	prediction	NOUN
fis-5433	95	13	aligning	align	VERB
fis-5433	95	14	with	with	ADP
fis-5433	95	15	experimental	experimental	ADJ
fis-5433	95	16	and	and	CCONJ
fis-5433	95	17	rve	rve	PROPN
fis-5433	95	18	results	result	NOUN
fis-5433	95	19	,	,	PUNCT
fis-5433	95	20	unlike	unlike	ADP
fis-5433	95	21	the	the	DET
fis-5433	95	22	unstable	unstable	ADJ
fis-5433	95	23	rbnn	rbnn	NOUN
fis-5433	95	24	or	or	CCONJ
fis-5433	95	25	underestimating	underestimate	VERB
fis-5433	95	26	ffnn	ffnn	NOUN
fis-5433	95	27	,	,	PUNCT
fis-5433	95	28	with	with	ADP
fis-5433	95	29	cross	cross	ADJ
fis-5433	95	30	-	-	ADJ
fis-5433	95	31	validation	validation	ADJ
fis-5433	95	32	ensuring	ensure	VERB
fis-5433	95	33	robustness	robustness	NOUN
fis-5433	95	34	.	.	PUNCT
fis-5433	96	1	expanding	expand	VERB
fis-5433	96	2	experiments	experiment	NOUN
fis-5433	96	3	was	be	AUX
fis-5433	96	4	constrained	constrain	VERB
fis-5433	96	5	by	by	ADP
fis-5433	96	6	resources	resource	NOUN
fis-5433	96	7	and	and	CCONJ
fis-5433	96	8	material	material	NOUN
fis-5433	96	9	challenges	challenge	NOUN
fis-5433	96	10	like	like	ADP
fis-5433	96	11	agglomeration	agglomeration	NOUN
fis-5433	96	12	and	and	CCONJ
fis-5433	96	13	porosity	porosity	NOUN
fis-5433	96	14	.	.	PUNCT
fis-5433	97	1	our	our	PRON
fis-5433	97	2	results	result	NOUN
fis-5433	97	3	align	align	VERB
fis-5433	97	4	with	with	ADP
fis-5433	97	5	prior	prior	ADJ
fis-5433	97	6	pmma	pmma	PROPN
fis-5433	97	7	-	-	PUNCT
fis-5433	97	8	hap	hap	PROPN
fis-5433	97	9	studies	study	NOUN
fis-5433	97	10	,	,	PUNCT
fis-5433	97	11	validating	validate	VERB
fis-5433	97	12	the	the	DET
fis-5433	97	13	approach	approach	NOUN
fis-5433	97	14	.	.	PUNCT
fis-5433	98	1	future	future	ADJ
fis-5433	98	2	work	work	NOUN
fis-5433	98	3	could	could	AUX
fis-5433	98	4	explore	explore	VERB
fis-5433	98	5	targeted	targeted	ADJ
fis-5433	98	6	experiments	experiment	NOUN
fis-5433	98	7	(	(	PUNCT
fis-5433	98	8	e.g.	e.g.	ADV
fis-5433	98	9	,	,	PUNCT
fis-5433	98	10	10	10	NUM
fis-5433	98	11	%	%	NOUN
fis-5433	98	12	,	,	PUNCT
fis-5433	98	13	20	20	NUM
fis-5433	98	14	%	%	NOUN
fis-5433	98	15	)	)	PUNCT
fis-5433	98	16	,	,	PUNCT
fis-5433	98	17	physics	physics	NOUN
fis-5433	98	18	-	-	PUNCT
fis-5433	98	19	informed	inform	VERB
fis-5433	98	20	data	datum	NOUN
fis-5433	98	21	augmentation	augmentation	NOUN
fis-5433	98	22	,	,	PUNCT
fis-5433	98	23	and	and	CCONJ
fis-5433	98	24	sensitivity	sensitivity	NOUN
fis-5433	98	25	analysis	analysis	NOUN
fis-5433	98	26	to	to	PART
fis-5433	98	27	enhance	enhance	VERB
fis-5433	98	28	model	model	NOUN
fis-5433	98	29	generalizability	generalizability	NOUN
fis-5433	98	30	.	.	PUNCT
fis-5433	99	1	this	this	DET
fis-5433	99	2	integrated	integrate	VERB
fis-5433	99	3	approach	approach	NOUN
fis-5433	99	4	ensures	ensure	VERB
fis-5433	99	5	reliable	reliable	ADJ
fis-5433	99	6	predictions	prediction	NOUN
fis-5433	99	7	within	within	ADP
fis-5433	99	8	the	the	DET
fis-5433	99	9	1–30	1–30	NOUN
fis-5433	99	10	%	%	NOUN
fis-5433	99	11	hap	hap	NOUN
fis-5433	99	12	range	range	NOUN
fis-5433	99	13	.	.	PUNCT
fis-5433	100	1	(	(	PUNCT
fis-5433	100	2	a	a	X
fis-5433	100	3	)	)	PUNCT
fis-5433	100	4	(	(	PUNCT
fis-5433	100	5	b	b	X
fis-5433	100	6	)	)	PUNCT
fis-5433	100	7	(	(	PUNCT
fis-5433	100	8	c	c	X
fis-5433	100	9	)	)	PUNCT
fis-5433	100	10	figure	figure	NOUN
fis-5433	100	11	3	3	NUM
fis-5433	100	12	:	:	PUNCT
fis-5433	100	13	rve	rve	NOUN
fis-5433	100	14	generation	generation	NOUN
fis-5433	100	15	of	of	ADP
fis-5433	100	16	pmma	pmma	PROPN
fis-5433	100	17	/	/	SYM
fis-5433	100	18	hap	hap	PROPN
fis-5433	100	19	nanocomposite	nanocomposite	PROPN
fis-5433	100	20	at	at	ADP
fis-5433	100	21	(	(	PUNCT
fis-5433	100	22	a	a	X
fis-5433	100	23	)	)	PUNCT
fis-5433	100	24	5	5	NUM
fis-5433	100	25	,	,	PUNCT
fis-5433	100	26	(	(	PUNCT
fis-5433	100	27	b	b	X
fis-5433	100	28	)	)	PUNCT
fis-5433	100	29	15	15	NUM
fis-5433	100	30	,	,	PUNCT
fis-5433	100	31	and	and	CCONJ
fis-5433	100	32	(	(	PUNCT
fis-5433	100	33	c	c	NOUN
fis-5433	100	34	)	)	PUNCT
fis-5433	100	35	30	30	NUM
fis-5433	100	36	%	%	NOUN
fis-5433	100	37	volume	volume	NOUN
fis-5433	100	38	fraction	fraction	NOUN
fis-5433	100	39	.	.	PUNCT
fis-5433	101	1	finite	finite	PROPN
fis-5433	101	2	element	element	PROPN
fis-5433	101	3	analysis	analysis	NOUN
fis-5433	101	4	the	the	DET
fis-5433	101	5	ansys	ansys	PROPN
fis-5433	101	6	2019	2019	NUM
fis-5433	101	7	finite	finite	PROPN
fis-5433	101	8	element	element	NOUN
fis-5433	101	9	method	method	NOUN
fis-5433	101	10	(	(	PUNCT
fis-5433	101	11	fem	fem	NOUN
fis-5433	101	12	)	)	PUNCT
fis-5433	101	13	software	software	NOUN
fis-5433	101	14	,	,	PUNCT
fis-5433	101	15	utilizing	utilize	VERB
fis-5433	101	16	the	the	DET
fis-5433	101	17	material	material	NOUN
fis-5433	101	18	designer	designer	NOUN
fis-5433	101	19	module	module	NOUN
fis-5433	101	20	,	,	PUNCT
fis-5433	101	21	was	be	AUX
fis-5433	101	22	employed	employ	VERB
fis-5433	101	23	to	to	PART
fis-5433	101	24	generate	generate	VERB
fis-5433	101	25	a	a	DET
fis-5433	101	26	3d	3d	NUM
fis-5433	101	27	microstructure	microstructure	NOUN
fis-5433	101	28	representative	representative	NOUN
fis-5433	101	29	volume	volume	NOUN
fis-5433	101	30	element	element	NOUN
fis-5433	101	31	(	(	PUNCT
fis-5433	101	32	rve	rve	PROPN
fis-5433	101	33	)	)	PUNCT
fis-5433	101	34	for	for	ADP
fis-5433	101	35	the	the	DET
fis-5433	101	36	pmma	pmma	PROPN
fis-5433	101	37	-	-	PUNCT
fis-5433	101	38	hap	hap	NOUN
fis-5433	101	39	composite	composite	NOUN
fis-5433	101	40	.	.	PUNCT
fis-5433	102	1	the	the	DET
fis-5433	102	2	rve	rve	PROPN
fis-5433	102	3	serves	serve	VERB
fis-5433	102	4	as	as	ADP
fis-5433	102	5	a	a	DET
fis-5433	102	6	fundamental	fundamental	ADJ
fis-5433	102	7	component	component	NOUN
fis-5433	102	8	in	in	ADP
fis-5433	102	9	micromechanical	micromechanical	ADJ
fis-5433	102	10	modeling	modeling	NOUN
fis-5433	102	11	,	,	PUNCT
fis-5433	102	12	representing	represent	VERB
fis-5433	102	13	the	the	DET
fis-5433	102	14	smallest	small	ADJ
fis-5433	102	15	representative	representative	ADJ
fis-5433	102	16	unit	unit	NOUN
fis-5433	102	17	of	of	ADP
fis-5433	102	18	the	the	DET
fis-5433	102	19	composite	composite	ADJ
fis-5433	102	20	material	material	NOUN
fis-5433	102	21	capable	capable	ADJ
fis-5433	102	22	of	of	ADP
fis-5433	102	23	accurately	accurately	ADV
fis-5433	102	24	predicting	predict	VERB
fis-5433	102	25	its	its	PRON
fis-5433	102	26	overall	overall	ADJ
fis-5433	102	27	mechanical	mechanical	ADJ
fis-5433	102	28	properties	property	NOUN
fis-5433	102	29	.	.	PUNCT
fis-5433	103	1	in	in	ADP
fis-5433	103	2	this	this	DET
fis-5433	103	3	study	study	NOUN
fis-5433	103	4	,	,	PUNCT
fis-5433	103	5	a	a	DET
fis-5433	103	6	cubic	cubic	ADJ
fis-5433	103	7	rve	rve	NOUN
fis-5433	103	8	with	with	ADP
fis-5433	103	9	dimensions	dimension	NOUN
fis-5433	103	10	of	of	ADP
fis-5433	103	11	100	100	NUM
fis-5433	103	12	×	×	NOUN
fis-5433	103	13	100	100	NUM
fis-5433	103	14	×	×	NOUN
fis-5433	103	15	100	100	NUM
fis-5433	103	16	nm	nm	NOUN
fis-5433	103	17	was	be	AUX
fis-5433	103	18	developed	develop	VERB
fis-5433	103	19	to	to	PART
fis-5433	103	20	simulate	simulate	VERB
fis-5433	103	21	the	the	DET
fis-5433	103	22	microstructure	microstructure	NOUN
fis-5433	103	23	of	of	ADP
fis-5433	103	24	pmma	pmma	PROPN
fis-5433	103	25	reinforced	reinforce	VERB
fis-5433	103	26	with	with	ADP
fis-5433	103	27	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	103	28	(	(	PUNCT
fis-5433	103	29	hap	hap	NOUN
fis-5433	103	30	as	as	SCONJ
fis-5433	103	31	shown	show	VERB
fis-5433	103	32	in	in	ADP
fis-5433	103	33	fig	fig	NOUN
fis-5433	103	34	.	.	PUNCT
fis-5433	104	1	3	3	X
fis-5433	104	2	)	)	PUNCT
fis-5433	104	3	nanoparticles	nanoparticle	NOUN
fis-5433	104	4	at	at	ADP
fis-5433	104	5	volume	volume	NOUN
fis-5433	104	6	fractions	fraction	NOUN
fis-5433	104	7	of	of	ADP
fis-5433	104	8	5	5	NUM
fis-5433	104	9	%	%	NOUN
fis-5433	104	10	,	,	PUNCT
fis-5433	104	11	15	15	NUM
fis-5433	104	12	%	%	NOUN
fis-5433	104	13	,	,	PUNCT
fis-5433	104	14	and	and	CCONJ
fis-5433	104	15	30	30	NUM
fis-5433	104	16	%	%	NOUN
fis-5433	104	17	.	.	PUNCT
fis-5433	105	1	in	in	ADP
fis-5433	105	2	this	this	DET
fis-5433	105	3	study	study	NOUN
fis-5433	105	4	,	,	PUNCT
fis-5433	105	5	nanoparticles	nanoparticle	NOUN
fis-5433	105	6	were	be	AUX
fis-5433	105	7	distributed	distribute	VERB
fis-5433	105	8	within	within	ADP
fis-5433	105	9	the	the	DET
fis-5433	105	10	rve	rve	PROPN
fis-5433	105	11	model	model	PROPN
fis-5433	105	12	following	follow	VERB
fis-5433	105	13	a	a	DET
fis-5433	105	14	non	non	ADJ
fis-5433	105	15	-	-	ADJ
fis-5433	105	16	uniform	uniform	ADJ
fis-5433	105	17	distribution	distribution	NOUN
fis-5433	105	18	within	within	ADP
fis-5433	105	19	the	the	DET
fis-5433	105	20	size	size	NOUN
fis-5433	105	21	range	range	NOUN
fis-5433	105	22	of	of	ADP
fis-5433	105	23	20–80	20–80	NUM
fis-5433	105	24	nm	nm	NOUN
fis-5433	105	25	,	,	PUNCT
fis-5433	105	26	consistent	consistent	ADJ
fis-5433	105	27	with	with	ADP
fis-5433	105	28	the	the	DET
fis-5433	105	29	experimental	experimental	ADJ
fis-5433	105	30	data	datum	NOUN
fis-5433	105	31	.	.	PUNCT
fis-5433	106	1	the	the	DET
fis-5433	106	2	choice	choice	NOUN
fis-5433	106	3	of	of	ADP
fis-5433	106	4	a	a	DET
fis-5433	106	5	100	100	NUM
fis-5433	106	6	nm³	nm³	NOUN
fis-5433	106	7	rve	rve	PROPN
fis-5433	106	8	effectively	effectively	ADV
fis-5433	106	9	captures	capture	VERB
fis-5433	106	10	the	the	DET
fis-5433	106	11	representative	representative	ADJ
fis-5433	106	12	microstructural	microstructural	NOUN
fis-5433	106	13	features	feature	NOUN
fis-5433	106	14	while	while	SCONJ
fis-5433	106	15	preserving	preserve	VERB
fis-5433	106	16	the	the	DET
fis-5433	106	17	statistical	statistical	ADJ
fis-5433	106	18	distribution	distribution	NOUN
fis-5433	106	19	of	of	ADP
fis-5433	106	20	particle	particle	NOUN
fis-5433	106	21	sizes	size	NOUN
fis-5433	106	22	.	.	PUNCT
fis-5433	107	1	although	although	SCONJ
fis-5433	107	2	the	the	DET
fis-5433	107	3	figure	figure	NOUN
fis-5433	107	4	may	may	AUX
fis-5433	107	5	appear	appear	VERB
fis-5433	107	6	to	to	ADP
fis-5433	107	7	underrepresent	underrepresent	ADJ
fis-5433	107	8	larger	large	ADJ
fis-5433	107	9	particles	particle	NOUN
fis-5433	107	10	,	,	PUNCT
fis-5433	107	11	this	this	PRON
fis-5433	107	12	is	be	AUX
fis-5433	107	13	due	due	ADJ
fis-5433	107	14	to	to	ADP
fis-5433	107	15	their	their	PRON
fis-5433	107	16	r.	r.	PROPN
fis-5433	107	17	k.	k.	PROPN
fis-5433	107	18	singh	singh	PROPN
fis-5433	107	19	et	et	PROPN
fis-5433	107	20	alii	alii	PROPN
fis-5433	107	21	,	,	PUNCT
fis-5433	107	22	fracture	fracture	ADJ
fis-5433	107	23	and	and	CCONJ
fis-5433	107	24	structural	structural	ADJ
fis-5433	107	25	integrity	integrity	NOUN
fis-5433	107	26	,	,	PUNCT
fis-5433	107	27	73	73	NUM
fis-5433	107	28	(	(	PUNCT
fis-5433	107	29	2025	2025	NUM
fis-5433	107	30	)	)	PUNCT
fis-5433	107	31	74	74	NUM
fis-5433	107	32	-	-	SYM
fis-5433	107	33	87	87	NUM
fis-5433	107	34	;	;	PUNCT
fis-5433	107	35	doi	doi	NOUN
fis-5433	107	36	:	:	PUNCT
fis-5433	107	37	10.3221	10.3221	NUM
fis-5433	107	38	/	/	SYM
fis-5433	107	39	igf	igf	NOUN
fis-5433	107	40	-	-	PUNCT
fis-5433	107	41	esis.73.06	esis.73.06	NOUN
fis-5433	107	42	79	79	NUM
fis-5433	107	43	lower	low	ADJ
fis-5433	107	44	frequency	frequency	NOUN
fis-5433	107	45	within	within	ADP
fis-5433	107	46	the	the	DET
fis-5433	107	47	non	non	ADJ
fis-5433	107	48	-	-	ADJ
fis-5433	107	49	uniform	uniform	ADJ
fis-5433	107	50	distribution	distribution	NOUN
fis-5433	107	51	.	.	PUNCT
fis-5433	108	1	this	this	DET
fis-5433	108	2	approach	approach	NOUN
fis-5433	108	3	ensures	ensure	VERB
fis-5433	108	4	accurate	accurate	ADJ
fis-5433	108	5	modeling	modeling	NOUN
fis-5433	108	6	of	of	ADP
fis-5433	108	7	the	the	DET
fis-5433	108	8	composite	composite	NOUN
fis-5433	108	9	’s	’s	PART
fis-5433	108	10	mechanical	mechanical	ADJ
fis-5433	108	11	behavior	behavior	NOUN
fis-5433	108	12	,	,	PUNCT
fis-5433	108	13	reflecting	reflect	VERB
fis-5433	108	14	the	the	DET
fis-5433	108	15	realistic	realistic	ADJ
fis-5433	108	16	dispersion	dispersion	NOUN
fis-5433	108	17	and	and	CCONJ
fis-5433	108	18	interaction	interaction	NOUN
fis-5433	108	19	of	of	ADP
fis-5433	108	20	nanoparticles	nanoparticle	NOUN
fis-5433	108	21	within	within	ADP
fis-5433	108	22	the	the	DET
fis-5433	108	23	polymer	polymer	NOUN
fis-5433	108	24	matrix	matrix	NOUN
fis-5433	108	25	.	.	PUNCT
fis-5433	109	1	the	the	DET
fis-5433	109	2	stiffness	stiffness	ADJ
fis-5433	109	3	matrix	matrix	NOUN
fis-5433	109	4	derived	derive	VERB
fis-5433	109	5	from	from	ADP
fis-5433	109	6	the	the	DET
fis-5433	109	7	rve	rve	PROPN
fis-5433	109	8	analysis	analysis	NOUN
fis-5433	109	9	was	be	AUX
fis-5433	109	10	used	use	VERB
fis-5433	109	11	to	to	PART
fis-5433	109	12	estimate	estimate	VERB
fis-5433	109	13	the	the	DET
fis-5433	109	14	composite	composite	ADJ
fis-5433	109	15	modulus	modulus	NOUN
fis-5433	109	16	,	,	PUNCT
fis-5433	109	17	providing	provide	VERB
fis-5433	109	18	critical	critical	ADJ
fis-5433	109	19	insights	insight	NOUN
fis-5433	109	20	into	into	ADP
fis-5433	109	21	the	the	DET
fis-5433	109	22	material	material	NOUN
fis-5433	109	23	's	's	PART
fis-5433	109	24	mechanical	mechanical	ADJ
fis-5433	109	25	performance	performance	NOUN
fis-5433	109	26	.	.	PUNCT
fis-5433	110	1	(	(	PUNCT
fis-5433	110	2	a	a	X
fis-5433	110	3	)	)	PUNCT
fis-5433	110	4	(	(	PUNCT
fis-5433	110	5	b	b	X
fis-5433	110	6	)	)	PUNCT
fis-5433	110	7	figure	figure	NOUN
fis-5433	110	8	4	4	NUM
fis-5433	110	9	:	:	PUNCT
fis-5433	110	10	(	(	PUNCT
fis-5433	110	11	a	a	X
fis-5433	110	12	)	)	PUNCT
fis-5433	110	13	mesh	mesh	NOUN
fis-5433	110	14	view	view	NOUN
fis-5433	110	15	of	of	ADP
fis-5433	110	16	the	the	DET
fis-5433	110	17	rve	rve	PROPN
fis-5433	110	18	model	model	PROPN
fis-5433	110	19	;	;	PUNCT
fis-5433	110	20	(	(	PUNCT
fis-5433	110	21	b	b	X
fis-5433	110	22	)	)	PUNCT
fis-5433	110	23	boundary	boundary	ADJ
fis-5433	110	24	conditions	condition	NOUN
fis-5433	110	25	with	with	ADP
fis-5433	110	26	face	face	NOUN
fis-5433	110	27	a	a	DET
fis-5433	110	28	fixed	fix	VERB
fis-5433	110	29	and	and	CCONJ
fis-5433	110	30	faces	face	NOUN
fis-5433	110	31	b	b	NOUN
fis-5433	110	32	and	and	CCONJ
fis-5433	110	33	c	c	PROPN
fis-5433	110	34	subjected	subject	VERB
fis-5433	110	35	to	to	ADP
fis-5433	110	36	uniform	uniform	ADJ
fis-5433	110	37	compressive	compressive	ADJ
fis-5433	110	38	displacements	displacement	NOUN
fis-5433	110	39	.	.	PUNCT
fis-5433	111	1	the	the	DET
fis-5433	111	2	above	above	ADJ
fis-5433	111	3	method	method	NOUN
fis-5433	111	4	provides	provide	VERB
fis-5433	111	5	a	a	DET
fis-5433	111	6	robust	robust	ADJ
fis-5433	111	7	estimate	estimate	NOUN
fis-5433	111	8	of	of	ADP
fis-5433	111	9	the	the	DET
fis-5433	111	10	modulus	modulus	NOUN
fis-5433	111	11	based	base	VERB
fis-5433	111	12	on	on	ADP
fis-5433	111	13	the	the	DET
fis-5433	111	14	rve	rve	PROPN
fis-5433	111	15	's	's	PART
fis-5433	111	16	microstructure	microstructure	ADJ
fis-5433	111	17	and	and	CCONJ
fis-5433	111	18	material	material	NOUN
fis-5433	111	19	properties	property	NOUN
fis-5433	111	20	for	for	ADP
fis-5433	111	21	the	the	DET
fis-5433	111	22	pmma	pmma	PROPN
fis-5433	111	23	-	-	PUNCT
fis-5433	111	24	hap	hap	PROPN
fis-5433	111	25	nanocomposite	nanocomposite	NOUN
fis-5433	111	26	.	.	PUNCT
fis-5433	112	1	the	the	DET
fis-5433	112	2	interface	interface	NOUN
fis-5433	112	3	between	between	ADP
fis-5433	112	4	pmma	pmma	PROPN
fis-5433	112	5	and	and	CCONJ
fis-5433	112	6	hap	hap	PROPN
fis-5433	112	7	is	be	AUX
fis-5433	112	8	modeled	model	VERB
fis-5433	112	9	as	as	ADP
fis-5433	112	10	perfectly	perfectly	ADV
fis-5433	112	11	bonded	bond	VERB
fis-5433	112	12	,	,	PUNCT
fis-5433	112	13	ensuring	ensure	VERB
fis-5433	112	14	accurate	accurate	ADJ
fis-5433	112	15	stress	stress	NOUN
fis-5433	112	16	transfer	transfer	NOUN
fis-5433	112	17	between	between	ADP
fis-5433	112	18	the	the	DET
fis-5433	112	19	matrix	matrix	NOUN
fis-5433	112	20	and	and	CCONJ
fis-5433	112	21	the	the	DET
fis-5433	112	22	reinforcement	reinforcement	NOUN
fis-5433	112	23	.	.	PUNCT
fis-5433	113	1	mesh	mesh	NOUN
fis-5433	113	2	generation	generation	NOUN
fis-5433	113	3	was	be	AUX
fis-5433	113	4	performed	perform	VERB
fis-5433	113	5	using	use	VERB
fis-5433	113	6	tetrahedral	tetrahedral	ADJ
fis-5433	113	7	elements	element	NOUN
fis-5433	113	8	for	for	ADP
fis-5433	113	9	both	both	CCONJ
fis-5433	113	10	the	the	DET
fis-5433	113	11	matrix	matrix	NOUN
fis-5433	113	12	and	and	CCONJ
fis-5433	113	13	the	the	DET
fis-5433	113	14	hap	hap	NOUN
fis-5433	113	15	inclusions	inclusion	NOUN
fis-5433	113	16	.	.	PUNCT
fis-5433	114	1	to	to	PART
fis-5433	114	2	make	make	VERB
fis-5433	114	3	sure	sure	ADJ
fis-5433	114	4	the	the	DET
fis-5433	114	5	results	result	NOUN
fis-5433	114	6	were	be	AUX
fis-5433	114	7	accurate	accurate	ADJ
fis-5433	114	8	,	,	PUNCT
fis-5433	114	9	a	a	DET
fis-5433	114	10	mesh	mesh	NOUN
fis-5433	114	11	convergence	convergence	NOUN
fis-5433	114	12	analysis	analysis	NOUN
fis-5433	114	13	was	be	AUX
fis-5433	114	14	performed	perform	VERB
fis-5433	114	15	,	,	PUNCT
fis-5433	114	16	specifically	specifically	ADV
fis-5433	114	17	to	to	PART
fis-5433	114	18	examine	examine	VERB
fis-5433	114	19	how	how	SCONJ
fis-5433	114	20	the	the	DET
fis-5433	114	21	modulus	modulus	NOUN
fis-5433	114	22	depended	depend	VERB
fis-5433	114	23	on	on	ADP
fis-5433	114	24	the	the	DET
fis-5433	114	25	number	number	NOUN
fis-5433	114	26	of	of	ADP
fis-5433	114	27	mesh	mesh	NOUN
fis-5433	114	28	components	component	NOUN
fis-5433	114	29	.	.	PUNCT
fis-5433	115	1	according	accord	VERB
fis-5433	115	2	to	to	ADP
fis-5433	115	3	the	the	DET
fis-5433	115	4	research	research	NOUN
fis-5433	115	5	,	,	PUNCT
fis-5433	115	6	the	the	DET
fis-5433	115	7	values	value	NOUN
fis-5433	115	8	for	for	ADP
fis-5433	115	9	young	young	ADJ
fis-5433	115	10	's	's	PART
fis-5433	115	11	modulus	modulus	NOUN
fis-5433	115	12	stabilized	stabilize	VERB
fis-5433	115	13	for	for	ADP
fis-5433	115	14	the	the	DET
fis-5433	115	15	5	5	NUM
fis-5433	115	16	%	%	NOUN
fis-5433	115	17	hap	hap	NOUN
fis-5433	115	18	sample	sample	NOUN
fis-5433	115	19	after	after	ADP
fis-5433	115	20	about	about	ADV
fis-5433	115	21	36,499	36,499	NUM
fis-5433	115	22	elements	element	NOUN
fis-5433	115	23	and	and	CCONJ
fis-5433	115	24	10,219	10,219	NUM
fis-5433	115	25	nodes	node	NOUN
fis-5433	115	26	,	,	PUNCT
fis-5433	115	27	and	and	CCONJ
fis-5433	115	28	additional	additional	ADJ
fis-5433	115	29	element	element	NOUN
fis-5433	115	30	counts	count	NOUN
fis-5433	115	31	had	have	VERB
fis-5433	115	32	no	no	DET
fis-5433	115	33	discernible	discernible	ADJ
fis-5433	115	34	effect	effect	NOUN
fis-5433	115	35	on	on	ADP
fis-5433	115	36	the	the	DET
fis-5433	115	37	results	result	NOUN
fis-5433	115	38	.	.	PUNCT
fis-5433	116	1	therefore	therefore	ADV
fis-5433	116	2	,	,	PUNCT
fis-5433	116	3	this	this	DET
fis-5433	116	4	mesh	mesh	NOUN
fis-5433	116	5	density	density	NOUN
fis-5433	116	6	was	be	AUX
fis-5433	116	7	used	use	VERB
fis-5433	116	8	for	for	ADP
fis-5433	116	9	all	all	DET
fis-5433	116	10	samples	sample	NOUN
fis-5433	116	11	to	to	PART
fis-5433	116	12	ensure	ensure	VERB
fis-5433	116	13	consistent	consistent	ADJ
fis-5433	116	14	and	and	CCONJ
fis-5433	116	15	reliable	reliable	ADJ
fis-5433	116	16	results	result	NOUN
fis-5433	116	17	.	.	PUNCT
fis-5433	117	1	simple	simple	ADJ
fis-5433	117	2	boundary	boundary	ADJ
fis-5433	117	3	conditions	condition	NOUN
fis-5433	117	4	(	(	PUNCT
fis-5433	117	5	bcs	bc	NOUN
fis-5433	117	6	)	)	PUNCT
fis-5433	117	7	were	be	AUX
fis-5433	117	8	applied	apply	VERB
fis-5433	117	9	for	for	ADP
fis-5433	117	10	the	the	DET
fis-5433	117	11	compression	compression	NOUN
fis-5433	117	12	test	test	NOUN
fis-5433	117	13	in	in	ADP
fis-5433	117	14	fem	fem	NOUN
fis-5433	117	15	analysis	analysis	NOUN
fis-5433	117	16	,	,	PUNCT
fis-5433	117	17	while	while	SCONJ
fis-5433	117	18	periodic	periodic	ADJ
fis-5433	117	19	boundary	boundary	ADJ
fis-5433	117	20	conditions	condition	NOUN
fis-5433	117	21	(	(	PUNCT
fis-5433	117	22	pbcs	pbcs	NOUN
fis-5433	117	23	)	)	PUNCT
fis-5433	117	24	were	be	AUX
fis-5433	117	25	implemented	implement	VERB
fis-5433	117	26	in	in	ADP
fis-5433	117	27	material	material	NOUN
fis-5433	117	28	designer	designer	NOUN
fis-5433	117	29	for	for	ADP
fis-5433	117	30	the	the	DET
fis-5433	117	31	rve	rve	PROPN
fis-5433	117	32	method	method	NOUN
fis-5433	117	33	to	to	PART
fis-5433	117	34	determine	determine	VERB
fis-5433	117	35	the	the	DET
fis-5433	117	36	elastic	elastic	ADJ
fis-5433	117	37	modulus	modulus	NOUN
fis-5433	117	38	and	and	CCONJ
fis-5433	117	39	poisson	poisson	NOUN
fis-5433	117	40	’s	’s	PART
fis-5433	117	41	ratio	ratio	NOUN
fis-5433	117	42	of	of	ADP
fis-5433	117	43	the	the	DET
fis-5433	117	44	composite	composite	NOUN
fis-5433	117	45	.	.	PUNCT
fis-5433	118	1	in	in	ADP
fis-5433	118	2	fig	fig	NOUN
fis-5433	118	3	.	.	PUNCT
fis-5433	119	1	4	4	NUM
fis-5433	119	2	,	,	PUNCT
fis-5433	119	3	face	face	VERB
fis-5433	119	4	a	a	PRON
fis-5433	119	5	was	be	AUX
fis-5433	119	6	fixed	fix	VERB
fis-5433	119	7	to	to	PART
fis-5433	119	8	prevent	prevent	VERB
fis-5433	119	9	rigid	rigid	ADJ
fis-5433	119	10	body	body	NOUN
fis-5433	119	11	motion	motion	NOUN
fis-5433	119	12	,	,	PUNCT
fis-5433	119	13	ensuring	ensure	VERB
fis-5433	119	14	stability	stability	NOUN
fis-5433	119	15	during	during	ADP
fis-5433	119	16	compression	compression	NOUN
fis-5433	119	17	,	,	PUNCT
fis-5433	119	18	while	while	SCONJ
fis-5433	119	19	faces	face	NOUN
fis-5433	119	20	b	b	NOUN
fis-5433	119	21	and	and	CCONJ
fis-5433	119	22	c	c	PROPN
fis-5433	119	23	were	be	AUX
fis-5433	119	24	subjected	subject	VERB
fis-5433	119	25	to	to	ADP
fis-5433	119	26	uniform	uniform	ADJ
fis-5433	119	27	compressive	compressive	ADJ
fis-5433	119	28	displacements	displacement	NOUN
fis-5433	119	29	,	,	PUNCT
fis-5433	119	30	allowing	allow	VERB
fis-5433	119	31	lateral	lateral	ADJ
fis-5433	119	32	deformation	deformation	NOUN
fis-5433	119	33	to	to	PART
fis-5433	119	34	capture	capture	VERB
fis-5433	119	35	poisson	poisson	PROPN
fis-5433	119	36	’s	’s	PART
fis-5433	119	37	effect	effect	NOUN
fis-5433	119	38	.	.	PUNCT
fis-5433	120	1	this	this	DET
fis-5433	120	2	setup	setup	NOUN
fis-5433	120	3	accurately	accurately	ADV
fis-5433	120	4	represented	represent	VERB
fis-5433	120	5	the	the	DET
fis-5433	120	6	stress	stress	NOUN
fis-5433	120	7	-	-	PUNCT
fis-5433	120	8	strain	strain	NOUN
fis-5433	120	9	behavior	behavior	NOUN
fis-5433	120	10	under	under	ADP
fis-5433	120	11	uniaxial	uniaxial	ADJ
fis-5433	120	12	compression	compression	NOUN
fis-5433	120	13	,	,	PUNCT
fis-5433	120	14	facilitating	facilitate	VERB
fis-5433	120	15	reliable	reliable	ADJ
fis-5433	120	16	calculation	calculation	NOUN
fis-5433	120	17	of	of	ADP
fis-5433	120	18	the	the	DET
fis-5433	120	19	mechanical	mechanical	ADJ
fis-5433	120	20	properties	property	NOUN
fis-5433	120	21	of	of	ADP
fis-5433	120	22	the	the	DET
fis-5433	120	23	composite	composite	NOUN
fis-5433	120	24	.	.	PUNCT
fis-5433	121	1	the	the	DET
fis-5433	121	2	integration	integration	NOUN
fis-5433	121	3	of	of	ADP
fis-5433	121	4	micromechanical	micromechanical	ADJ
fis-5433	121	5	models	model	NOUN
fis-5433	121	6	(	(	PUNCT
fis-5433	121	7	rule	rule	NOUN
fis-5433	121	8	of	of	ADP
fis-5433	121	9	mixtures	mixture	NOUN
fis-5433	121	10	,	,	PUNCT
fis-5433	121	11	voigt	voigt	PROPN
fis-5433	121	12	,	,	PUNCT
fis-5433	121	13	and	and	CCONJ
fis-5433	121	14	reuss	reuss	NOUN
fis-5433	121	15	)	)	PUNCT
fis-5433	121	16	with	with	ADP
fis-5433	121	17	finite	finite	ADJ
fis-5433	121	18	element	element	NOUN
fis-5433	121	19	method	method	NOUN
fis-5433	121	20	(	(	PUNCT
fis-5433	121	21	fem	fem	NOUN
fis-5433	121	22	)	)	PUNCT
fis-5433	121	23	simulations	simulation	NOUN
fis-5433	121	24	was	be	AUX
fis-5433	121	25	employed	employ	VERB
fis-5433	121	26	to	to	PART
fis-5433	121	27	enhance	enhance	VERB
fis-5433	121	28	the	the	DET
fis-5433	121	29	accuracy	accuracy	NOUN
fis-5433	121	30	of	of	ADP
fis-5433	121	31	effective	effective	ADJ
fis-5433	121	32	modulus	modulus	ADJ
fis-5433	121	33	predictions	prediction	NOUN
fis-5433	121	34	for	for	ADP
fis-5433	121	35	pmma	pmma	PROPN
fis-5433	121	36	-	-	PUNCT
fis-5433	121	37	hap	hap	PROPN
fis-5433	121	38	composites	composite	NOUN
fis-5433	121	39	.	.	PUNCT
fis-5433	122	1	analytical	analytical	ADJ
fis-5433	122	2	bounds	bound	NOUN
fis-5433	122	3	were	be	AUX
fis-5433	122	4	established	establish	VERB
fis-5433	122	5	,	,	PUNCT
fis-5433	122	6	with	with	ADP
fis-5433	122	7	the	the	DET
fis-5433	122	8	voigt	voigt	PROPN
fis-5433	122	9	model	model	NOUN
fis-5433	122	10	representing	represent	VERB
fis-5433	122	11	the	the	DET
fis-5433	122	12	upper	upper	ADJ
fis-5433	122	13	bound	bind	VERB
fis-5433	122	14	,	,	PUNCT
fis-5433	122	15	the	the	DET
fis-5433	122	16	reuss	reuss	PROPN
fis-5433	122	17	model	model	NOUN
fis-5433	122	18	the	the	DET
fis-5433	122	19	lower	lower	ADV
fis-5433	122	20	bound	bind	VERB
fis-5433	122	21	,	,	PUNCT
fis-5433	122	22	and	and	CCONJ
fis-5433	122	23	the	the	DET
fis-5433	122	24	rule	rule	NOUN
fis-5433	122	25	of	of	ADP
fis-5433	122	26	mixtures	mixture	NOUN
fis-5433	122	27	providing	provide	VERB
fis-5433	122	28	intermediate	intermediate	ADJ
fis-5433	122	29	estimates	estimate	NOUN
fis-5433	122	30	.	.	PUNCT
fis-5433	123	1	fem	fem	NOUN
fis-5433	123	2	simulations	simulation	NOUN
fis-5433	123	3	captured	capture	VERB
fis-5433	123	4	detailed	detailed	ADJ
fis-5433	123	5	stress	stress	NOUN
fis-5433	123	6	-	-	PUNCT
fis-5433	123	7	strain	strain	NOUN
fis-5433	123	8	distributions	distribution	NOUN
fis-5433	123	9	and	and	CCONJ
fis-5433	123	10	consistently	consistently	ADV
fis-5433	123	11	fell	fall	VERB
fis-5433	123	12	within	within	ADP
fis-5433	123	13	these	these	DET
fis-5433	123	14	bounds	bound	NOUN
fis-5433	123	15	,	,	PUNCT
fis-5433	123	16	validating	validate	VERB
fis-5433	123	17	model	model	NOUN
fis-5433	123	18	accuracy	accuracy	NOUN
fis-5433	123	19	.	.	PUNCT
fis-5433	124	1	the	the	DET
fis-5433	124	2	representative	representative	ADJ
fis-5433	124	3	volume	volume	NOUN
fis-5433	124	4	element	element	NOUN
fis-5433	124	5	(	(	PUNCT
fis-5433	124	6	rve	rve	PROPN
fis-5433	124	7	)	)	PUNCT
fis-5433	124	8	approach	approach	NOUN
fis-5433	124	9	assumed	assume	VERB
fis-5433	124	10	a	a	DET
fis-5433	124	11	homogeneous	homogeneous	ADJ
fis-5433	124	12	dispersion	dispersion	NOUN
fis-5433	124	13	of	of	ADP
fis-5433	124	14	hap	hap	NOUN
fis-5433	124	15	particles	particle	NOUN
fis-5433	124	16	but	but	CCONJ
fis-5433	124	17	did	do	AUX
fis-5433	124	18	not	not	PART
fis-5433	124	19	account	account	VERB
fis-5433	124	20	for	for	ADP
fis-5433	124	21	agglomeration	agglomeration	NOUN
fis-5433	124	22	effects	effect	NOUN
fis-5433	124	23	,	,	PUNCT
fis-5433	124	24	particularly	particularly	ADV
fis-5433	124	25	at	at	ADP
fis-5433	124	26	higher	high	ADJ
fis-5433	124	27	concentrations	concentration	NOUN
fis-5433	124	28	(	(	PUNCT
fis-5433	124	29	e.g.	e.g.	ADV
fis-5433	124	30	,	,	PUNCT
fis-5433	124	31	30	30	NUM
fis-5433	124	32	%	%	NOUN
fis-5433	124	33	)	)	PUNCT
fis-5433	124	34	,	,	PUNCT
fis-5433	124	35	where	where	SCONJ
fis-5433	124	36	particle	particle	NOUN
fis-5433	124	37	clustering	clustering	NOUN
fis-5433	124	38	,	,	PUNCT
fis-5433	124	39	porosity	porosity	NOUN
fis-5433	124	40	,	,	PUNCT
fis-5433	124	41	and	and	CCONJ
fis-5433	124	42	weak	weak	ADJ
fis-5433	124	43	interfacial	interfacial	ADJ
fis-5433	124	44	bonding	bonding	NOUN
fis-5433	124	45	can	can	AUX
fis-5433	124	46	lead	lead	VERB
fis-5433	124	47	to	to	ADP
fis-5433	124	48	localized	localize	VERB
fis-5433	124	49	stress	stress	NOUN
fis-5433	124	50	concentrations	concentration	NOUN
fis-5433	124	51	and	and	CCONJ
fis-5433	124	52	reduced	reduce	VERB
fis-5433	124	53	mechanical	mechanical	ADJ
fis-5433	124	54	performance	performance	NOUN
fis-5433	124	55	.	.	PUNCT
fis-5433	125	1	while	while	SCONJ
fis-5433	125	2	rve	rve	PROPN
fis-5433	125	3	predictions	prediction	NOUN
fis-5433	125	4	remained	remain	VERB
fis-5433	125	5	reliable	reliable	ADJ
fis-5433	125	6	at	at	ADP
fis-5433	125	7	lower	low	ADJ
fis-5433	125	8	filler	filler	NOUN
fis-5433	125	9	levels	level	NOUN
fis-5433	125	10	,	,	PUNCT
fis-5433	125	11	they	they	PRON
fis-5433	125	12	tended	tend	VERB
fis-5433	125	13	to	to	PART
fis-5433	125	14	overestimate	overestimate	VERB
fis-5433	125	15	properties	property	NOUN
fis-5433	125	16	at	at	ADP
fis-5433	125	17	higher	high	ADJ
fis-5433	125	18	loadings	loading	NOUN
fis-5433	125	19	.	.	PUNCT
fis-5433	126	1	thus	thus	ADV
fis-5433	126	2	,	,	PUNCT
fis-5433	126	3	although	although	SCONJ
fis-5433	126	4	the	the	DET
fis-5433	126	5	rve	rve	NOUN
fis-5433	126	6	provides	provide	VERB
fis-5433	126	7	a	a	DET
fis-5433	126	8	valuable	valuable	ADJ
fis-5433	126	9	theoretical	theoretical	ADJ
fis-5433	126	10	framework	framework	NOUN
fis-5433	126	11	,	,	PUNCT
fis-5433	126	12	advanced	advance	VERB
fis-5433	126	13	modeling	modeling	NOUN
fis-5433	126	14	approaches	approach	NOUN
fis-5433	126	15	such	such	ADJ
fis-5433	126	16	as	as	ADP
fis-5433	126	17	multi	multi	ADJ
fis-5433	126	18	-	-	NOUN
fis-5433	126	19	scale	scale	ADJ
fis-5433	126	20	or	or	CCONJ
fis-5433	126	21	stochastic	stochastic	ADJ
fis-5433	126	22	rve	rve	NOUN
fis-5433	126	23	methods	method	NOUN
fis-5433	126	24	are	be	AUX
fis-5433	126	25	needed	need	VERB
fis-5433	126	26	to	to	PART
fis-5433	126	27	more	more	ADV
fis-5433	126	28	accurately	accurately	ADV
fis-5433	126	29	capture	capture	VERB
fis-5433	126	30	microstructural	microstructural	ADJ
fis-5433	126	31	heterogeneities	heterogeneity	NOUN
fis-5433	126	32	at	at	ADP
fis-5433	126	33	elevated	elevated	ADJ
fis-5433	126	34	reinforcement	reinforcement	NOUN
fis-5433	126	35	levels	level	NOUN
fis-5433	126	36	.	.	PUNCT
fis-5433	127	1	ann	ann	PROPN
fis-5433	127	2	method	method	NOUN
fis-5433	127	3	for	for	ADP
fis-5433	127	4	predicting	predict	VERB
fis-5433	127	5	mechanical	mechanical	ADJ
fis-5433	127	6	properties	property	NOUN
fis-5433	127	7	to	to	PART
fis-5433	127	8	enhance	enhance	VERB
fis-5433	127	9	the	the	DET
fis-5433	127	10	robustness	robustness	NOUN
fis-5433	127	11	of	of	ADP
fis-5433	127	12	the	the	DET
fis-5433	127	13	dataset	dataset	NOUN
fis-5433	127	14	and	and	CCONJ
fis-5433	127	15	improve	improve	VERB
fis-5433	127	16	the	the	DET
fis-5433	127	17	predictive	predictive	ADJ
fis-5433	127	18	capability	capability	NOUN
fis-5433	127	19	of	of	ADP
fis-5433	127	20	the	the	DET
fis-5433	127	21	machine	machine	NOUN
fis-5433	127	22	learning	learning	NOUN
fis-5433	127	23	models	model	NOUN
fis-5433	127	24	,	,	PUNCT
fis-5433	127	25	we	we	PRON
fis-5433	127	26	employed	employ	VERB
fis-5433	127	27	a	a	DET
fis-5433	127	28	comprehensive	comprehensive	ADJ
fis-5433	127	29	data	data	NOUN
fis-5433	127	30	generation	generation	NOUN
fis-5433	127	31	approach	approach	NOUN
fis-5433	127	32	that	that	SCONJ
fis-5433	127	33	combined	combine	VERB
fis-5433	127	34	rve	rve	PROPN
fis-5433	127	35	-	-	PUNCT
fis-5433	127	36	based	base	VERB
fis-5433	127	37	fem	fem	NOUN
fis-5433	127	38	simulations	simulation	NOUN
fis-5433	127	39	and	and	CCONJ
fis-5433	127	40	experimental	experimental	ADJ
fis-5433	127	41	data	datum	NOUN
fis-5433	127	42	.	.	PUNCT
fis-5433	128	1	rve	rve	PROPN
fis-5433	128	2	simulations	simulation	NOUN
fis-5433	128	3	were	be	AUX
fis-5433	128	4	conducted	conduct	VERB
fis-5433	128	5	across	across	ADP
fis-5433	128	6	a	a	DET
fis-5433	128	7	broad	broad	ADJ
fis-5433	128	8	range	range	NOUN
fis-5433	128	9	of	of	ADP
fis-5433	128	10	hap	hap	NOUN
fis-5433	128	11	concentrations	concentration	NOUN
fis-5433	128	12	from	from	ADP
fis-5433	128	13	1	1	NUM
fis-5433	128	14	%	%	NOUN
fis-5433	128	15	to	to	PART
fis-5433	128	16	30	30	NUM
fis-5433	128	17	%	%	NOUN
fis-5433	128	18	in	in	ADP
fis-5433	128	19	1	1	NUM
fis-5433	128	20	%	%	NOUN
fis-5433	128	21	increments	increment	NOUN
fis-5433	128	22	,	,	PUNCT
fis-5433	128	23	generating	generate	VERB
fis-5433	128	24	3	3	NUM
fis-5433	128	25	synthetic	synthetic	ADJ
fis-5433	128	26	data	datum	NOUN
fis-5433	128	27	points	point	NOUN
fis-5433	128	28	per	per	ADP
fis-5433	128	29	concentration	concentration	NOUN
fis-5433	128	30	for	for	ADP
fis-5433	128	31	each	each	DET
fis-5433	128	32	property	property	NOUN
fis-5433	128	33	,	,	PUNCT
fis-5433	128	34	including	include	VERB
fis-5433	128	35	elastic	elastic	ADJ
fis-5433	128	36	modulus	modulus	NOUN
fis-5433	128	37	and	and	CCONJ
fis-5433	128	38	compressive	compressive	ADJ
fis-5433	128	39	strength	strength	NOUN
fis-5433	128	40	.	.	PUNCT
fis-5433	129	1	this	this	DET
fis-5433	129	2	approach	approach	NOUN
fis-5433	129	3	ensured	ensure	VERB
fis-5433	129	4	variability	variability	NOUN
fis-5433	129	5	by	by	ADP
fis-5433	129	6	adjusting	adjust	VERB
fis-5433	129	7	particle	particle	NOUN
fis-5433	129	8	distribution	distribution	NOUN
fis-5433	129	9	and	and	CCONJ
fis-5433	129	10	interphase	interphase	NOUN
fis-5433	129	11	properties	property	NOUN
fis-5433	129	12	,	,	PUNCT
fis-5433	129	13	yielding	yield	VERB
fis-5433	129	14	a	a	DET
fis-5433	129	15	total	total	NOUN
fis-5433	129	16	of	of	ADP
fis-5433	129	17	90	90	NUM
fis-5433	129	18	synthetic	synthetic	ADJ
fis-5433	129	19	data	datum	NOUN
fis-5433	129	20	r.	r.	PROPN
fis-5433	129	21	k.	k.	PROPN
fis-5433	130	1	singh	singh	PROPN
fis-5433	130	2	et	et	PROPN
fis-5433	130	3	alii	alii	PROPN
fis-5433	130	4	,	,	PUNCT
fis-5433	130	5	fracture	fracture	ADJ
fis-5433	130	6	and	and	CCONJ
fis-5433	130	7	structural	structural	ADJ
fis-5433	130	8	integrity	integrity	NOUN
fis-5433	130	9	,	,	PUNCT
fis-5433	130	10	73	73	NUM
fis-5433	130	11	(	(	PUNCT
fis-5433	130	12	2025	2025	NUM
fis-5433	130	13	)	)	PUNCT
fis-5433	130	14	74	74	NUM
fis-5433	130	15	-	-	SYM
fis-5433	130	16	87	87	NUM
fis-5433	130	17	;	;	PUNCT
fis-5433	130	18	doi	doi	NOUN
fis-5433	130	19	:	:	PUNCT
fis-5433	130	20	10.3221	10.3221	NUM
fis-5433	130	21	/	/	SYM
fis-5433	130	22	igf	igf	NOUN
fis-5433	130	23	-	-	PUNCT
fis-5433	130	24	esis.73.06	esis.73.06	NOUN
fis-5433	130	25	80	80	NUM
fis-5433	130	26	points	point	NOUN
fis-5433	130	27	per	per	ADP
fis-5433	130	28	property	property	NOUN
fis-5433	130	29	or	or	CCONJ
fis-5433	130	30	180	180	NUM
fis-5433	130	31	data	datum	NOUN
fis-5433	130	32	points	point	NOUN
fis-5433	130	33	across	across	ADP
fis-5433	130	34	both	both	DET
fis-5433	130	35	properties	property	NOUN
fis-5433	130	36	.	.	PUNCT
fis-5433	131	1	these	these	DET
fis-5433	131	2	synthetic	synthetic	ADJ
fis-5433	131	3	data	data	NOUN
fis-5433	131	4	points	point	NOUN
fis-5433	131	5	were	be	AUX
fis-5433	131	6	then	then	ADV
fis-5433	131	7	combined	combine	VERB
fis-5433	131	8	with	with	ADP
fis-5433	131	9	the	the	DET
fis-5433	131	10	15	15	NUM
fis-5433	131	11	experimental	experimental	ADJ
fis-5433	131	12	data	datum	NOUN
fis-5433	131	13	points	point	NOUN
fis-5433	131	14	obtained	obtain	VERB
fis-5433	131	15	for	for	ADP
fis-5433	131	16	each	each	DET
fis-5433	131	17	property	property	NOUN
fis-5433	131	18	at	at	ADP
fis-5433	131	19	5	5	NUM
fis-5433	131	20	%	%	NOUN
fis-5433	131	21	,	,	PUNCT
fis-5433	131	22	15	15	NUM
fis-5433	131	23	%	%	NOUN
fis-5433	131	24	,	,	PUNCT
fis-5433	131	25	and	and	CCONJ
fis-5433	131	26	30	30	NUM
fis-5433	131	27	%	%	NOUN
fis-5433	131	28	concentrations	concentration	NOUN
fis-5433	131	29	,	,	PUNCT
fis-5433	131	30	resulting	result	VERB
fis-5433	131	31	in	in	ADP
fis-5433	131	32	a	a	DET
fis-5433	131	33	total	total	NOUN
fis-5433	131	34	of	of	ADP
fis-5433	131	35	45	45	NUM
fis-5433	131	36	experimental	experimental	ADJ
fis-5433	131	37	data	datum	NOUN
fis-5433	131	38	points	point	NOUN
fis-5433	131	39	.	.	PUNCT
fis-5433	132	1	the	the	DET
fis-5433	132	2	combined	combine	VERB
fis-5433	132	3	dataset	dataset	NOUN
fis-5433	132	4	comprised	comprise	VERB
fis-5433	132	5	225	225	NUM
fis-5433	132	6	data	datum	NOUN
fis-5433	132	7	points	point	NOUN
fis-5433	132	8	per	per	ADP
fis-5433	132	9	property	property	NOUN
fis-5433	132	10	,	,	PUNCT
fis-5433	132	11	which	which	PRON
fis-5433	132	12	were	be	AUX
fis-5433	132	13	subsequently	subsequently	ADV
fis-5433	132	14	refined	refine	VERB
fis-5433	132	15	to	to	ADP
fis-5433	132	16	240	240	NUM
fis-5433	132	17	data	datum	NOUN
fis-5433	132	18	points	point	NOUN
fis-5433	132	19	by	by	ADP
fis-5433	132	20	selecting	select	VERB
fis-5433	132	21	the	the	DET
fis-5433	132	22	most	most	ADV
fis-5433	132	23	consistent	consistent	ADJ
fis-5433	132	24	and	and	CCONJ
fis-5433	132	25	representative	representative	ADJ
fis-5433	132	26	samples	sample	NOUN
fis-5433	132	27	.	.	PUNCT
fis-5433	133	1	this	this	DET
fis-5433	133	2	approach	approach	NOUN
fis-5433	133	3	ensured	ensure	VERB
fis-5433	133	4	balanced	balanced	ADJ
fis-5433	133	5	representation	representation	NOUN
fis-5433	133	6	across	across	ADP
fis-5433	133	7	all	all	DET
fis-5433	133	8	concentration	concentration	NOUN
fis-5433	133	9	levels	level	NOUN
fis-5433	133	10	and	and	CCONJ
fis-5433	133	11	effectively	effectively	ADV
fis-5433	133	12	reduced	reduce	VERB
fis-5433	133	13	the	the	DET
fis-5433	133	14	risk	risk	NOUN
fis-5433	133	15	of	of	ADP
fis-5433	133	16	overfitting	overfitte	VERB
fis-5433	133	17	.	.	PUNCT
fis-5433	134	1	the	the	DET
fis-5433	134	2	final	final	ADJ
fis-5433	134	3	dataset	dataset	NOUN
fis-5433	134	4	was	be	AUX
fis-5433	134	5	split	split	VERB
fis-5433	134	6	into	into	ADP
fis-5433	134	7	80	80	NUM
fis-5433	134	8	%	%	NOUN
fis-5433	134	9	training	training	NOUN
fis-5433	134	10	and	and	CCONJ
fis-5433	134	11	20	20	NUM
fis-5433	134	12	%	%	NOUN
fis-5433	134	13	testing	testing	NOUN
fis-5433	134	14	subsets	subset	NOUN
fis-5433	134	15	,	,	PUNCT
fis-5433	134	16	maintaining	maintain	VERB
fis-5433	134	17	consistency	consistency	NOUN
fis-5433	134	18	and	and	CCONJ
fis-5433	134	19	diversity	diversity	NOUN
fis-5433	134	20	.	.	PUNCT
fis-5433	135	1	by	by	ADP
fis-5433	135	2	covering	cover	VERB
fis-5433	135	3	the	the	DET
fis-5433	135	4	entire	entire	ADJ
fis-5433	135	5	concentration	concentration	NOUN
fis-5433	135	6	range	range	NOUN
fis-5433	135	7	and	and	CCONJ
fis-5433	135	8	integrating	integrate	VERB
fis-5433	135	9	both	both	CCONJ
fis-5433	135	10	experimental	experimental	ADJ
fis-5433	135	11	and	and	CCONJ
fis-5433	135	12	synthetic	synthetic	ADJ
fis-5433	135	13	data	datum	NOUN
fis-5433	135	14	,	,	PUNCT
fis-5433	135	15	this	this	DET
fis-5433	135	16	method	method	NOUN
fis-5433	135	17	provided	provide	VERB
fis-5433	135	18	a	a	DET
fis-5433	135	19	balanced	balanced	ADJ
fis-5433	135	20	and	and	CCONJ
fis-5433	135	21	comprehensive	comprehensive	ADJ
fis-5433	135	22	dataset	dataset	NOUN
fis-5433	135	23	,	,	PUNCT
fis-5433	135	24	enabling	enable	VERB
fis-5433	135	25	accurate	accurate	ADJ
fis-5433	135	26	and	and	CCONJ
fis-5433	135	27	generalizable	generalizable	ADJ
fis-5433	135	28	predictions	prediction	NOUN
fis-5433	135	29	of	of	ADP
fis-5433	135	30	mechanical	mechanical	ADJ
fis-5433	135	31	properties	property	NOUN
fis-5433	135	32	for	for	ADP
fis-5433	135	33	pmma	pmma	PROPN
fis-5433	135	34	-	-	PUNCT
fis-5433	135	35	hap	hap	PROPN
fis-5433	135	36	composites	composite	NOUN
fis-5433	135	37	.	.	PUNCT
fis-5433	136	1	this	this	DET
fis-5433	136	2	study	study	NOUN
fis-5433	136	3	utilizes	utilize	VERB
fis-5433	136	4	advanced	advanced	ADJ
fis-5433	136	5	ann	ann	PROPN
fis-5433	136	6	approaches	approach	NOUN
fis-5433	136	7	,	,	PUNCT
fis-5433	136	8	including	include	VERB
fis-5433	136	9	feed	feed	NOUN
fis-5433	136	10	-	-	PUNCT
fis-5433	136	11	forward	forward	NOUN
fis-5433	136	12	neural	neural	ADJ
fis-5433	136	13	networks	network	NOUN
fis-5433	136	14	(	(	PUNCT
fis-5433	136	15	ffnn	ffnn	NOUN
fis-5433	136	16	)	)	PUNCT
fis-5433	136	17	,	,	PUNCT
fis-5433	136	18	radial	radial	ADJ
fis-5433	136	19	basis	basis	NOUN
fis-5433	136	20	neural	neural	ADJ
fis-5433	136	21	networks	network	NOUN
fis-5433	136	22	(	(	PUNCT
fis-5433	136	23	rbnn	rbnn	NOUN
fis-5433	136	24	)	)	PUNCT
fis-5433	136	25	,	,	PUNCT
fis-5433	136	26	and	and	CCONJ
fis-5433	136	27	support	support	VERB
fis-5433	136	28	vector	vector	NOUN
fis-5433	136	29	machines	machine	NOUN
fis-5433	136	30	(	(	PUNCT
fis-5433	136	31	svm	svm	PROPN
fis-5433	136	32	)	)	PUNCT
fis-5433	136	33	,	,	PUNCT
fis-5433	136	34	to	to	PART
fis-5433	136	35	predict	predict	VERB
fis-5433	136	36	the	the	DET
fis-5433	136	37	mechanical	mechanical	ADJ
fis-5433	136	38	properties	property	NOUN
fis-5433	136	39	of	of	ADP
fis-5433	136	40	pmma	pmma	PROPN
fis-5433	136	41	matrix	matrix	NOUN
fis-5433	136	42	composites	composite	NOUN
fis-5433	136	43	reinforced	reinforce	VERB
fis-5433	136	44	with	with	ADP
fis-5433	136	45	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	136	46	(	(	PUNCT
fis-5433	136	47	hap	hap	NOUN
fis-5433	136	48	)	)	PUNCT
fis-5433	136	49	.	.	PUNCT
fis-5433	137	1	input	input	NOUN
fis-5433	137	2	features	feature	NOUN
fis-5433	137	3	include	include	VERB
fis-5433	137	4	hap	hap	ADJ
fis-5433	137	5	concentration	concentration	NOUN
fis-5433	137	6	(	(	PUNCT
fis-5433	137	7	%	%	INTJ
fis-5433	137	8	)	)	PUNCT
fis-5433	137	9	,	,	PUNCT
fis-5433	137	10	particle	particle	NOUN
fis-5433	137	11	size	size	NOUN
fis-5433	137	12	,	,	PUNCT
fis-5433	137	13	interphase	interphase	NOUN
fis-5433	137	14	properties	property	NOUN
fis-5433	137	15	,	,	PUNCT
fis-5433	137	16	and	and	CCONJ
fis-5433	137	17	material	material	NOUN
fis-5433	137	18	properties	property	NOUN
fis-5433	137	19	such	such	ADJ
fis-5433	137	20	as	as	ADP
fis-5433	137	21	elastic	elastic	ADJ
fis-5433	137	22	modulus	modulus	NOUN
fis-5433	137	23	,	,	PUNCT
fis-5433	137	24	tensile	tensile	NOUN
fis-5433	137	25	strength	strength	NOUN
fis-5433	137	26	,	,	PUNCT
fis-5433	137	27	and	and	CCONJ
fis-5433	137	28	compressive	compressive	ADJ
fis-5433	137	29	strength	strength	NOUN
fis-5433	137	30	[	[	X
fis-5433	137	31	17	17	NUM
fis-5433	137	32	-	-	SYM
fis-5433	137	33	19	19	NUM
fis-5433	137	34	]	]	PUNCT
fis-5433	137	35	.	.	PUNCT
fis-5433	138	1	the	the	DET
fis-5433	138	2	ffnn	ffnn	NOUN
fis-5433	138	3	is	be	AUX
fis-5433	138	4	implemented	implement	VERB
fis-5433	138	5	in	in	ADP
fis-5433	138	6	matlab	matlab	PROPN
fis-5433	138	7	with	with	ADP
fis-5433	138	8	a	a	DET
fis-5433	138	9	single	single	ADJ
fis-5433	138	10	hidden	hide	VERB
fis-5433	138	11	layer	layer	NOUN
fis-5433	138	12	containing	contain	VERB
fis-5433	138	13	15	15	NUM
fis-5433	138	14	neurons	neuron	NOUN
fis-5433	138	15	,	,	PUNCT
fis-5433	138	16	optimized	optimize	VERB
fis-5433	138	17	through	through	ADP
fis-5433	138	18	grid	grid	NOUN
fis-5433	138	19	search	search	NOUN
fis-5433	138	20	.	.	PUNCT
fis-5433	139	1	it	it	PRON
fis-5433	139	2	uses	use	VERB
fis-5433	139	3	a	a	DET
fis-5433	139	4	tangent	tangent	NOUN
fis-5433	139	5	sigmoid	sigmoid	NOUN
fis-5433	139	6	(	(	PUNCT
fis-5433	139	7	tansig	tansig	NOUN
fis-5433	139	8	)	)	PUNCT
fis-5433	139	9	activation	activation	NOUN
fis-5433	139	10	function	function	NOUN
fis-5433	139	11	in	in	ADP
fis-5433	139	12	the	the	DET
fis-5433	139	13	hidden	hide	VERB
fis-5433	139	14	layer	layer	NOUN
fis-5433	139	15	and	and	CCONJ
fis-5433	139	16	a	a	DET
fis-5433	139	17	pure	pure	ADJ
fis-5433	139	18	linear	linear	NOUN
fis-5433	139	19	(	(	PUNCT
fis-5433	139	20	purelin	purelin	NOUN
fis-5433	139	21	)	)	PUNCT
fis-5433	139	22	function	function	NOUN
fis-5433	139	23	in	in	ADP
fis-5433	139	24	the	the	DET
fis-5433	139	25	output	output	NOUN
fis-5433	139	26	layer	layer	NOUN
fis-5433	139	27	,	,	PUNCT
fis-5433	139	28	trained	train	VERB
fis-5433	139	29	with	with	ADP
fis-5433	139	30	levenberg	levenberg	PROPN
fis-5433	139	31	-	-	PUNCT
fis-5433	139	32	marquardt	marquardt	PROPN
fis-5433	139	33	(	(	PUNCT
fis-5433	139	34	lm	lm	INTJ
fis-5433	139	35	)	)	PUNCT
fis-5433	139	36	and	and	CCONJ
fis-5433	139	37	bayesian	bayesian	NOUN
fis-5433	139	38	regularization	regularization	NOUN
fis-5433	139	39	(	(	PUNCT
fis-5433	139	40	br	br	NOUN
fis-5433	139	41	)	)	PUNCT
fis-5433	139	42	algorithms	algorithm	NOUN
fis-5433	139	43	to	to	PART
fis-5433	139	44	minimize	minimize	VERB
fis-5433	139	45	mean	mean	ADJ
fis-5433	139	46	square	square	ADJ
fis-5433	139	47	error	error	NOUN
fis-5433	139	48	(	(	PUNCT
fis-5433	139	49	mse	mse	NOUN
fis-5433	139	50	)	)	PUNCT
fis-5433	139	51	.	.	PUNCT
fis-5433	140	1	to	to	PART
fis-5433	140	2	prevent	prevent	VERB
fis-5433	140	3	overfitting	overfitte	VERB
fis-5433	140	4	,	,	PUNCT
fis-5433	140	5	early	early	ADJ
fis-5433	140	6	stopping	stopping	NOUN
fis-5433	140	7	criteria	criterion	NOUN
fis-5433	140	8	and	and	CCONJ
fis-5433	140	9	a	a	DET
fis-5433	140	10	learning	learning	NOUN
fis-5433	140	11	rate	rate	NOUN
fis-5433	140	12	of	of	ADP
fis-5433	140	13	0.01	0.01	NUM
fis-5433	140	14	were	be	AUX
fis-5433	140	15	employed	employ	VERB
fis-5433	140	16	.	.	PUNCT
fis-5433	141	1	the	the	DET
fis-5433	141	2	rbnn	rbnn	NOUN
fis-5433	141	3	adapts	adapt	VERB
fis-5433	141	4	to	to	ADP
fis-5433	141	5	complex	complex	ADJ
fis-5433	141	6	data	datum	NOUN
fis-5433	141	7	patterns	pattern	NOUN
fis-5433	141	8	through	through	ADP
fis-5433	141	9	a	a	DET
fis-5433	141	10	radial	radial	ADJ
fis-5433	141	11	basis	basis	NOUN
fis-5433	141	12	function	function	NOUN
fis-5433	141	13	in	in	ADP
fis-5433	141	14	the	the	DET
fis-5433	141	15	hidden	hide	VERB
fis-5433	141	16	layer	layer	NOUN
fis-5433	141	17	,	,	PUNCT
fis-5433	141	18	while	while	SCONJ
fis-5433	141	19	the	the	DET
fis-5433	141	20	svm	svm	PROPN
fis-5433	141	21	utilizes	utilize	VERB
fis-5433	141	22	a	a	DET
fis-5433	141	23	radial	radial	ADJ
fis-5433	141	24	basis	basis	NOUN
fis-5433	141	25	function	function	NOUN
fis-5433	141	26	(	(	PUNCT
fis-5433	141	27	rbf	rbf	PROPN
fis-5433	141	28	)	)	PUNCT
fis-5433	141	29	kernel	kernel	NOUN
fis-5433	141	30	with	with	ADP
fis-5433	141	31	optimized	optimize	VERB
fis-5433	141	32	hyperparameters	hyperparameter	NOUN
fis-5433	141	33	:	:	PUNCT
fis-5433	141	34	kernel	kernel	NOUN
fis-5433	141	35	parameter	parameter	NOUN
fis-5433	141	36	(	(	PUNCT
fis-5433	141	37	γ	γ	X
fis-5433	141	38	=	=	SYM
fis-5433	141	39	0.1	0.1	NUM
fis-5433	141	40	)	)	PUNCT
fis-5433	141	41	and	and	CCONJ
fis-5433	141	42	regularization	regularization	NOUN
fis-5433	141	43	parameter	parameter	NOUN
fis-5433	141	44	(	(	PUNCT
fis-5433	141	45	c	c	NOUN
fis-5433	141	46	=	=	SYM
fis-5433	141	47	10	10	NUM
fis-5433	141	48	)	)	PUNCT
fis-5433	141	49	,	,	PUNCT
fis-5433	141	50	selected	select	VERB
fis-5433	141	51	through	through	ADP
fis-5433	141	52	grid	grid	NOUN
fis-5433	141	53	search	search	NOUN
fis-5433	141	54	with	with	ADP
fis-5433	141	55	5	5	NUM
fis-5433	141	56	-	-	ADJ
fis-5433	141	57	fold	fold	ADJ
fis-5433	141	58	cross	cross	NOUN
fis-5433	141	59	-	-	NOUN
fis-5433	141	60	validation	validation	NOUN
fis-5433	141	61	.	.	PUNCT
fis-5433	142	1	the	the	DET
fis-5433	142	2	dataset	dataset	VERB
fis-5433	142	3	underwent	underwent	NOUN
fis-5433	142	4	min	min	ADJ
fis-5433	142	5	-	-	ADJ
fis-5433	142	6	max	max	PROPN
fis-5433	142	7	normalization	normalization	NOUN
fis-5433	142	8	and	and	CCONJ
fis-5433	142	9	was	be	AUX
fis-5433	142	10	split	split	VERB
fis-5433	142	11	into	into	ADP
fis-5433	142	12	80	80	NUM
fis-5433	142	13	%	%	NOUN
fis-5433	142	14	training	training	NOUN
fis-5433	142	15	and	and	CCONJ
fis-5433	142	16	20	20	NUM
fis-5433	142	17	%	%	NOUN
fis-5433	142	18	testing	testing	NOUN
fis-5433	142	19	subsets	subset	NOUN
fis-5433	142	20	,	,	PUNCT
fis-5433	142	21	ensuring	ensure	VERB
fis-5433	142	22	balanced	balanced	ADJ
fis-5433	142	23	representation	representation	NOUN
fis-5433	142	24	across	across	ADP
fis-5433	142	25	hap	hap	ADJ
fis-5433	142	26	concentration	concentration	NOUN
fis-5433	142	27	levels	level	NOUN
fis-5433	142	28	.	.	PUNCT
fis-5433	143	1	model	model	NOUN
fis-5433	143	2	performance	performance	NOUN
fis-5433	143	3	was	be	AUX
fis-5433	143	4	evaluated	evaluate	VERB
fis-5433	143	5	using	use	VERB
fis-5433	143	6	root	root	NOUN
fis-5433	143	7	mean	mean	ADJ
fis-5433	143	8	square	square	ADJ
fis-5433	143	9	error	error	NOUN
fis-5433	143	10	(	(	PUNCT
fis-5433	143	11	rmse	rmse	NOUN
fis-5433	143	12	)	)	PUNCT
fis-5433	143	13	,	,	PUNCT
fis-5433	143	14	mean	mean	VERB
fis-5433	143	15	absolute	absolute	ADJ
fis-5433	143	16	error	error	NOUN
fis-5433	143	17	(	(	PUNCT
fis-5433	143	18	mae	mae	PROPN
fis-5433	143	19	)	)	PUNCT
fis-5433	143	20	,	,	PUNCT
fis-5433	143	21	and	and	CCONJ
fis-5433	143	22	r²as	r²as	PUNCT
fis-5433	143	23	given	give	VERB
fis-5433	143	24	in	in	ADP
fis-5433	143	25	eqns	eqns	PROPN
fis-5433	143	26	.	.	PUNCT
fis-5433	144	1	(	(	PUNCT
fis-5433	144	2	4	4	NUM
fis-5433	144	3	)	)	PUNCT
fis-5433	144	4	(	(	PUNCT
fis-5433	144	5	5	5	NUM
fis-5433	144	6	)	)	PUNCT
fis-5433	144	7	(	(	PUNCT
fis-5433	144	8	6	6	NUM
fis-5433	144	9	)	)	PUNCT
fis-5433	144	10	.	.	PUNCT
fis-5433	145	1	implemented	implement	VERB
fis-5433	145	2	using	use	VERB
fis-5433	145	3	matlab	matlab	PROPN
fis-5433	145	4	and	and	CCONJ
fis-5433	145	5	python	python	PROPN
fis-5433	145	6	,	,	PUNCT
fis-5433	145	7	these	these	DET
fis-5433	145	8	ai	ai	NOUN
fis-5433	145	9	models	model	NOUN
fis-5433	145	10	provide	provide	VERB
fis-5433	145	11	accurate	accurate	ADJ
fis-5433	145	12	and	and	CCONJ
fis-5433	145	13	generalizable	generalizable	ADJ
fis-5433	145	14	predictions	prediction	NOUN
fis-5433	145	15	of	of	ADP
fis-5433	145	16	composite	composite	ADJ
fis-5433	145	17	properties	property	NOUN
fis-5433	145	18	,	,	PUNCT
fis-5433	145	19	offering	offer	VERB
fis-5433	145	20	a	a	DET
fis-5433	145	21	robust	robust	ADJ
fis-5433	145	22	framework	framework	NOUN
fis-5433	145	23	for	for	ADP
fis-5433	145	24	material	material	NOUN
fis-5433	145	25	design	design	NOUN
fis-5433	145	26	and	and	CCONJ
fis-5433	145	27	optimization	optimization	NOUN
fis-5433	145	28	,	,	PUNCT
fis-5433	145	29	as	as	SCONJ
fis-5433	145	30	illustrated	illustrate	VERB
fis-5433	145	31	in	in	ADP
fis-5433	145	32	fig	fig	NOUN
fis-5433	145	33	.	.	PUNCT
fis-5433	146	1	5	5	X
fis-5433	146	2	.	.	X
fis-5433	146	3	figure	figure	NOUN
fis-5433	146	4	5	5	NUM
fis-5433	146	5	:	:	PUNCT
fis-5433	146	6	ann	ann	PROPN
fis-5433	146	7	method	method	NOUN
fis-5433	146	8	for	for	ADP
fis-5433	146	9	predicting	predict	VERB
fis-5433	146	10	mechanical	mechanical	ADJ
fis-5433	146	11	properties	property	NOUN
fis-5433	146	12	.	.	PUNCT
fis-5433	147	1			NUM
fis-5433	147	2			PROPN
fis-5433	147	3			PROPN
fis-5433	147	4			PROPN
fis-5433	147	5			PROPN
fis-5433	147	6			PROPN
fis-5433	147	7			X
fis-5433	147	8			X
fis-5433	148	1	n	n	CCONJ
fis-5433	149	1	i	i	PRON
fis-5433	150	1	ii	ii	VERB
fis-5433	151	1	n	n	PROPN
fis-5433	151	2	ii	ii	NOUN
fis-5433	151	3	y	y	NOUN
fis-5433	151	4	x	x	SYM
fis-5433	152	1	r	r	VERB
fis-5433	152	2	y	y	PROPN
fis-5433	152	3	z	z	PROPN
fis-5433	152	4	2	2	NUM
fis-5433	152	5	1	1	NUM
fis-5433	152	6	1	1	NUM
fis-5433	152	7	(	(	PUNCT
fis-5433	152	8	)	)	PUNCT
fis-5433	152	9	²	²	PROPN
fis-5433	152	10	1	1	NUM
fis-5433	152	11	(	(	PUNCT
fis-5433	152	12	)	)	PUNCT
fis-5433	152	13	²	²	PROPN
fis-5433	152	14	(	(	PUNCT
fis-5433	152	15	1	1	NUM
fis-5433	152	16	)	)	PUNCT
fis-5433	152	17	r.	r.	PROPN
fis-5433	152	18	k.	k.	PROPN
fis-5433	153	1	singh	singh	PROPN
fis-5433	153	2	et	et	PROPN
fis-5433	153	3	alii	alii	PROPN
fis-5433	153	4	,	,	PUNCT
fis-5433	153	5	fracture	fracture	ADJ
fis-5433	153	6	and	and	CCONJ
fis-5433	153	7	structural	structural	ADJ
fis-5433	153	8	integrity	integrity	NOUN
fis-5433	153	9	,	,	PUNCT
fis-5433	153	10	73	73	NUM
fis-5433	153	11	(	(	PUNCT
fis-5433	153	12	2025	2025	NUM
fis-5433	153	13	)	)	PUNCT
fis-5433	153	14	74	74	NUM
fis-5433	153	15	-	-	SYM
fis-5433	153	16	87	87	NUM
fis-5433	153	17	;	;	PUNCT
fis-5433	153	18	doi	doi	NOUN
fis-5433	153	19	:	:	PUNCT
fis-5433	153	20	10.3221	10.3221	NUM
fis-5433	153	21	/	/	SYM
fis-5433	153	22	igf	igf	NOUN
fis-5433	153	23	-	-	PUNCT
fis-5433	153	24	esis.73.06	esis.73.06	NOUN
fis-5433	153	25	81	81	NUM
fis-5433	153	26			NOUN
fis-5433	154	1			SYM
fis-5433	154	2			NOUN
fis-5433	154	3			PUNCT
fis-5433	154	4			PROPN
fis-5433	155	1			PROPN
fis-5433	155	2			PROPN
fis-5433	155	3			PROPN
fis-5433	155	4			NOUN
fis-5433	155	5			VERB
fis-5433	155	6			PROPN
fis-5433	155	7	var	var	NOUN
fis-5433	155	8	y	y	PROPN
fis-5433	155	9	x	x	PROPN
fis-5433	155	10	vaf	vaf	NUM
fis-5433	155	11	var	var	NOUN
fis-5433	155	12	y	y	PROPN
fis-5433	155	13	1	1	NUM
fis-5433	155	14	*	*	SYM
fis-5433	155	15	100	100	NUM
fis-5433	155	16	(	(	PUNCT
fis-5433	155	17	2	2	NUM
fis-5433	155	18	)	)	PUNCT
fis-5433	155	19			NOUN
fis-5433	155	20			PUNCT
fis-5433	155	21			NOUN
fis-5433	156	1			NUM
fis-5433	157	1			PROPN
fis-5433	157	2	n	n	NOUN
fis-5433	158	1	i	i	PRON
fis-5433	158	2	i	i	PRON
fis-5433	159	1	i	i	PRON
fis-5433	159	2	rmse	rmse	VERB
fis-5433	159	3	y	y	PROPN
fis-5433	159	4	x	x	PROPN
fis-5433	160	1	n	n	PROPN
fis-5433	160	2	1	1	NUM
fis-5433	160	3	1	1	NUM
fis-5433	160	4	²	²	NUM
fis-5433	160	5	(	(	PUNCT
fis-5433	160	6	3	3	NUM
fis-5433	160	7	)	)	PUNCT
fis-5433	160	8	where	where	SCONJ
fis-5433	160	9	:	:	PUNCT
fis-5433	160	10	y=	y=	NUM
fis-5433	160	11	experimental	experimental	ADJ
fis-5433	160	12	(	(	PUNCT
fis-5433	160	13	actual	actual	ADJ
fis-5433	160	14	)	)	PUNCT
fis-5433	160	15	value	value	NOUN
fis-5433	160	16	x	x	NOUN
fis-5433	161	1	=	=	PRON
fis-5433	161	2	predicted	predict	VERB
fis-5433	161	3	value	value	NOUN
fis-5433	161	4	z	z	NOUN
fis-5433	161	5	=	=	SYM
fis-5433	161	6	mean	mean	NOUN
fis-5433	161	7	of	of	ADP
fis-5433	161	8	the	the	DET
fis-5433	161	9	experimental	experimental	ADJ
fis-5433	161	10	values	value	NOUN
fis-5433	161	11	n	n	NOUN
fis-5433	161	12	=	=	NOUN
fis-5433	161	13	number	number	NOUN
fis-5433	161	14	of	of	ADP
fis-5433	161	15	data	datum	NOUN
fis-5433	161	16	points	point	VERB
fis-5433	161	17	the	the	DET
fis-5433	161	18	machine	machine	NOUN
fis-5433	161	19	learning	learning	NOUN
fis-5433	161	20	models	model	NOUN
fis-5433	161	21	—	—	PUNCT
fis-5433	161	22	feedforward	feedforward	ADJ
fis-5433	161	23	neural	neural	ADJ
fis-5433	161	24	network	network	NOUN
fis-5433	161	25	(	(	PUNCT
fis-5433	161	26	ffnn	ffnn	PROPN
fis-5433	161	27	)	)	PUNCT
fis-5433	161	28	,	,	PUNCT
fis-5433	161	29	radial	radial	ADJ
fis-5433	161	30	basis	basis	NOUN
fis-5433	161	31	neural	neural	ADJ
fis-5433	161	32	network	network	NOUN
fis-5433	161	33	(	(	PUNCT
fis-5433	161	34	rbnn	rbnn	NOUN
fis-5433	161	35	)	)	PUNCT
fis-5433	161	36	,	,	PUNCT
fis-5433	161	37	and	and	CCONJ
fis-5433	161	38	support	support	VERB
fis-5433	161	39	vector	vector	NOUN
fis-5433	161	40	machine	machine	NOUN
fis-5433	161	41	(	(	PUNCT
fis-5433	161	42	svm)—demonstrated	svm)—demonstrate	VERB
fis-5433	161	43	distinct	distinct	ADJ
fis-5433	161	44	predictive	predictive	ADJ
fis-5433	161	45	behaviors	behavior	NOUN
fis-5433	161	46	compared	compare	VERB
fis-5433	161	47	to	to	ADP
fis-5433	161	48	the	the	DET
fis-5433	161	49	representative	representative	ADJ
fis-5433	161	50	volume	volume	NOUN
fis-5433	161	51	element	element	NOUN
fis-5433	161	52	(	(	PUNCT
fis-5433	161	53	rve	rve	PROPN
fis-5433	161	54	)	)	PUNCT
fis-5433	161	55	approach	approach	NOUN
fis-5433	161	56	across	across	ADP
fis-5433	161	57	different	different	ADJ
fis-5433	161	58	hap	hap	NOUN
fis-5433	161	59	concentrations	concentration	NOUN
fis-5433	161	60	in	in	ADP
fis-5433	161	61	pmma	pmma	PROPN
fis-5433	161	62	-	-	PUNCT
fis-5433	161	63	hap	hap	PROPN
fis-5433	161	64	composites	composite	NOUN
fis-5433	161	65	.	.	PUNCT
fis-5433	162	1	while	while	SCONJ
fis-5433	162	2	the	the	DET
fis-5433	162	3	rve	rve	PROPN
fis-5433	162	4	model	model	PROPN
fis-5433	162	5	provided	provide	VERB
fis-5433	162	6	reliable	reliable	ADJ
fis-5433	162	7	theoretical	theoretical	ADJ
fis-5433	162	8	estimates	estimate	NOUN
fis-5433	162	9	at	at	ADP
fis-5433	162	10	low	low	ADJ
fis-5433	162	11	to	to	AUX
fis-5433	162	12	moderate	moderate	ADJ
fis-5433	162	13	hap	hap	NOUN
fis-5433	162	14	concentrations	concentration	NOUN
fis-5433	162	15	(	(	PUNCT
fis-5433	162	16	5	5	NUM
fis-5433	162	17	%	%	NOUN
fis-5433	162	18	and	and	CCONJ
fis-5433	162	19	15	15	NUM
fis-5433	162	20	%	%	NOUN
fis-5433	162	21	)	)	PUNCT
fis-5433	162	22	,	,	PUNCT
fis-5433	162	23	it	it	PRON
fis-5433	162	24	tended	tend	VERB
fis-5433	162	25	to	to	PART
fis-5433	162	26	overestimate	overestimate	VERB
fis-5433	162	27	properties	property	NOUN
fis-5433	162	28	at	at	ADP
fis-5433	162	29	higher	high	ADJ
fis-5433	162	30	concentrations	concentration	NOUN
fis-5433	162	31	(	(	PUNCT
fis-5433	162	32	30	30	NUM
fis-5433	162	33	%	%	NOUN
fis-5433	162	34	)	)	PUNCT
fis-5433	162	35	due	due	ADP
fis-5433	162	36	to	to	ADP
fis-5433	162	37	its	its	PRON
fis-5433	162	38	idealized	idealized	ADJ
fis-5433	162	39	assumptions	assumption	NOUN
fis-5433	162	40	and	and	CCONJ
fis-5433	162	41	inability	inability	NOUN
fis-5433	162	42	to	to	PART
fis-5433	162	43	account	account	VERB
fis-5433	162	44	for	for	ADP
fis-5433	162	45	agglomeration	agglomeration	NOUN
fis-5433	162	46	and	and	CCONJ
fis-5433	162	47	microstructural	microstructural	ADJ
fis-5433	162	48	heterogeneities	heterogeneity	NOUN
fis-5433	162	49	.	.	PUNCT
fis-5433	163	1	in	in	ADP
fis-5433	163	2	contrast	contrast	NOUN
fis-5433	163	3	,	,	PUNCT
fis-5433	163	4	the	the	DET
fis-5433	163	5	machine	machine	NOUN
fis-5433	163	6	learning	learning	NOUN
fis-5433	163	7	models	model	NOUN
fis-5433	163	8	learned	learn	VERB
fis-5433	163	9	directly	directly	ADV
fis-5433	163	10	from	from	ADP
fis-5433	163	11	experimental	experimental	ADJ
fis-5433	163	12	data	datum	NOUN
fis-5433	163	13	,	,	PUNCT
fis-5433	163	14	capturing	capture	VERB
fis-5433	163	15	complex	complex	ADJ
fis-5433	163	16	nonlinearities	nonlinearitie	NOUN
fis-5433	163	17	and	and	CCONJ
fis-5433	163	18	real	real	ADJ
fis-5433	163	19	-	-	PUNCT
fis-5433	163	20	world	world	NOUN
fis-5433	163	21	imperfections	imperfection	NOUN
fis-5433	163	22	.	.	PUNCT
fis-5433	164	1	the	the	DET
fis-5433	164	2	ffnn	ffnn	NOUN
fis-5433	164	3	consistently	consistently	ADV
fis-5433	164	4	underpredicted	underpredicte	VERB
fis-5433	164	5	properties	property	NOUN
fis-5433	164	6	,	,	PUNCT
fis-5433	164	7	reflecting	reflect	VERB
fis-5433	164	8	underfitting	underfitte	VERB
fis-5433	164	9	to	to	ADP
fis-5433	164	10	the	the	DET
fis-5433	164	11	limited	limited	ADJ
fis-5433	164	12	dataset	dataset	NOUN
fis-5433	164	13	.	.	PUNCT
fis-5433	165	1	the	the	DET
fis-5433	165	2	rbnn	rbnn	NOUN
fis-5433	165	3	achieved	achieve	VERB
fis-5433	165	4	high	high	ADJ
fis-5433	165	5	accuracy	accuracy	NOUN
fis-5433	165	6	at	at	ADP
fis-5433	165	7	intermediate	intermediate	ADJ
fis-5433	165	8	concentrations	concentration	NOUN
fis-5433	165	9	but	but	CCONJ
fis-5433	165	10	showed	show	VERB
fis-5433	165	11	instability	instability	NOUN
fis-5433	165	12	at	at	ADP
fis-5433	165	13	the	the	DET
fis-5433	165	14	extremes	extreme	NOUN
fis-5433	165	15	.	.	PUNCT
fis-5433	166	1	the	the	DET
fis-5433	166	2	svm	svm	PROPN
fis-5433	166	3	exhibited	exhibit	VERB
fis-5433	166	4	the	the	DET
fis-5433	166	5	most	most	ADV
fis-5433	166	6	robust	robust	ADJ
fis-5433	166	7	and	and	CCONJ
fis-5433	166	8	stable	stable	ADJ
fis-5433	166	9	performance	performance	NOUN
fis-5433	166	10	across	across	ADP
fis-5433	166	11	all	all	DET
fis-5433	166	12	concentrations	concentration	NOUN
fis-5433	166	13	,	,	PUNCT
fis-5433	166	14	closely	closely	ADV
fis-5433	166	15	matching	match	VERB
fis-5433	166	16	experimental	experimental	ADJ
fis-5433	166	17	and	and	CCONJ
fis-5433	166	18	theoretical	theoretical	ADJ
fis-5433	166	19	results	result	NOUN
fis-5433	166	20	.	.	PUNCT
fis-5433	167	1	thus	thus	ADV
fis-5433	167	2	,	,	PUNCT
fis-5433	167	3	while	while	SCONJ
fis-5433	167	4	the	the	DET
fis-5433	167	5	rve	rve	PROPN
fis-5433	167	6	model	model	PROPN
fis-5433	167	7	offers	offer	VERB
fis-5433	167	8	a	a	DET
fis-5433	167	9	mechanistic	mechanistic	ADJ
fis-5433	167	10	theoretical	theoretical	ADJ
fis-5433	167	11	baseline	baseline	NOUN
fis-5433	167	12	,	,	PUNCT
fis-5433	167	13	machine	machine	NOUN
fis-5433	167	14	learning	learning	NOUN
fis-5433	167	15	,	,	PUNCT
fis-5433	167	16	particularly	particularly	ADV
fis-5433	167	17	svm	svm	ADJ
fis-5433	167	18	,	,	PUNCT
fis-5433	167	19	provides	provide	VERB
fis-5433	167	20	a	a	DET
fis-5433	167	21	flexible	flexible	ADJ
fis-5433	167	22	,	,	PUNCT
fis-5433	167	23	data	data	NOUN
fis-5433	167	24	-	-	PUNCT
fis-5433	167	25	driven	drive	VERB
fis-5433	167	26	approach	approach	NOUN
fis-5433	167	27	capable	capable	ADJ
fis-5433	167	28	of	of	ADP
fis-5433	167	29	adapting	adapt	VERB
fis-5433	167	30	to	to	ADP
fis-5433	167	31	microstructural	microstructural	ADJ
fis-5433	167	32	complexities	complexity	NOUN
fis-5433	167	33	,	,	PUNCT
fis-5433	167	34	suggesting	suggest	VERB
fis-5433	167	35	that	that	SCONJ
fis-5433	167	36	a	a	DET
fis-5433	167	37	combined	combined	ADJ
fis-5433	167	38	rve	rve	PROPN
fis-5433	167	39	-	-	PUNCT
fis-5433	167	40	ml	ml	PROPN
fis-5433	167	41	strategy	strategy	NOUN
fis-5433	167	42	yields	yield	VERB
fis-5433	167	43	the	the	DET
fis-5433	167	44	most	most	ADV
fis-5433	167	45	comprehensive	comprehensive	ADJ
fis-5433	167	46	understanding	understanding	NOUN
fis-5433	167	47	of	of	ADP
fis-5433	167	48	composite	composite	ADJ
fis-5433	167	49	behavior	behavior	NOUN
fis-5433	167	50	.	.	PUNCT
fis-5433	168	1	results	result	NOUN
fis-5433	168	2	and	and	CCONJ
fis-5433	168	3	discussion	discussion	NOUN
fis-5433	168	4	micromechanical	micromechanical	ADJ
fis-5433	168	5	,	,	PUNCT
fis-5433	168	6	rve	rve	PROPN
fis-5433	168	7	and	and	CCONJ
fis-5433	168	8	experimental	experimental	ADJ
fis-5433	168	9	results	result	NOUN
fis-5433	168	10	t	t	PROPN
fis-5433	168	11	was	be	AUX
fis-5433	168	12	observed	observe	VERB
fis-5433	168	13	that	that	SCONJ
fis-5433	168	14	both	both	DET
fis-5433	168	15	young	young	ADJ
fis-5433	168	16	's	's	PART
fis-5433	168	17	modulus	modulus	ADJ
fis-5433	168	18	and	and	CCONJ
fis-5433	168	19	shear	shear	NOUN
fis-5433	168	20	modulus	modulus	NOUN
fis-5433	168	21	displayed	display	VERB
fis-5433	168	22	enhancement	enhancement	NOUN
fis-5433	168	23	as	as	ADP
fis-5433	168	24	the	the	DET
fis-5433	168	25	percentage	percentage	NOUN
fis-5433	168	26	of	of	ADP
fis-5433	168	27	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	168	28	(	(	PUNCT
fis-5433	168	29	hap	hap	NOUN
fis-5433	168	30	)	)	PUNCT
fis-5433	168	31	increased	increase	VERB
fis-5433	168	32	.	.	PUNCT
fis-5433	169	1	referring	refer	VERB
fis-5433	169	2	to	to	ADP
fis-5433	169	3	fig	fig	NOUN
fis-5433	169	4	.	.	PUNCT
fis-5433	170	1	6	6	NUM
fis-5433	170	2	young	young	PROPN
fis-5433	170	3	's	's	PART
fis-5433	170	4	modulus	modulus	NOUN
fis-5433	170	5	,	,	PUNCT
fis-5433	170	6	at	at	ADP
fis-5433	170	7	5	5	NUM
fis-5433	170	8	%	%	NOUN
fis-5433	170	9	hap	hap	NOUN
fis-5433	170	10	,	,	PUNCT
fis-5433	170	11	the	the	DET
fis-5433	170	12	average	average	ADJ
fis-5433	170	13	value	value	NOUN
fis-5433	170	14	hovers	hover	VERB
fis-5433	170	15	around	around	ADP
fis-5433	170	16	2,500	2,500	NUM
fis-5433	170	17	mpa	mpa	NOUN
fis-5433	170	18	and	and	CCONJ
fis-5433	170	19	then	then	ADV
fis-5433	170	20	rises	rise	VERB
fis-5433	170	21	up	up	ADV
fis-5433	170	22	to	to	ADP
fis-5433	170	23	about	about	ADP
fis-5433	170	24	3,500	3,500	NUM
fis-5433	170	25	mpa	mpa	NOUN
fis-5433	170	26	at	at	ADP
fis-5433	170	27	15	15	NUM
fis-5433	170	28	%	%	NOUN
fis-5433	170	29	hap	hap	NOUN
fis-5433	170	30	indicating	indicate	VERB
fis-5433	170	31	a	a	DET
fis-5433	170	32	40	40	NUM
fis-5433	170	33	%	%	NOUN
fis-5433	170	34	difference	difference	NOUN
fis-5433	170	35	or	or	CCONJ
fis-5433	170	36	increase	increase	NOUN
fis-5433	170	37	.	.	PUNCT
fis-5433	171	1	at	at	ADP
fis-5433	171	2	30	30	NUM
fis-5433	171	3	%	%	NOUN
fis-5433	171	4	hap	hap	NOUN
fis-5433	171	5	,	,	PUNCT
fis-5433	171	6	the	the	DET
fis-5433	171	7	modulus	modulus	NOUN
fis-5433	171	8	nearly	nearly	ADV
fis-5433	171	9	touches	touch	VERB
fis-5433	171	10	5,000	5,000	NUM
fis-5433	171	11	mpa	mpa	NOUN
fis-5433	171	12	,	,	PUNCT
fis-5433	171	13	which	which	PRON
fis-5433	171	14	marks	mark	VERB
fis-5433	171	15	another	another	DET
fis-5433	171	16	increase	increase	NOUN
fis-5433	171	17	of	of	ADP
fis-5433	171	18	43	43	NUM
fis-5433	171	19	%	%	NOUN
fis-5433	171	20	as	as	ADP
fis-5433	171	21	compared	compare	VERB
fis-5433	171	22	to	to	ADP
fis-5433	171	23	the	the	DET
fis-5433	171	24	15	15	NUM
fis-5433	171	25	%	%	NOUN
fis-5433	171	26	value	value	NOUN
fis-5433	171	27	.	.	PUNCT
fis-5433	172	1	here	here	ADV
fis-5433	172	2	also	also	ADV
fis-5433	172	3	a	a	DET
fis-5433	172	4	good	good	ADJ
fis-5433	172	5	trend	trend	NOUN
fis-5433	172	6	is	be	AUX
fis-5433	172	7	found	find	VERB
fis-5433	172	8	with	with	ADP
fis-5433	172	9	respect	respect	NOUN
fis-5433	172	10	to	to	ADP
fis-5433	172	11	the	the	DET
fis-5433	172	12	shear	shear	NOUN
fis-5433	172	13	modulus	modulus	NOUN
fis-5433	172	14	,	,	PUNCT
fis-5433	172	15	where	where	SCONJ
fis-5433	172	16	a	a	DET
fis-5433	172	17	value	value	NOUN
fis-5433	172	18	of	of	ADP
fis-5433	172	19	approximately	approximately	ADV
fis-5433	172	20	1,000	1,000	NUM
fis-5433	172	21	mpa	mpa	NOUN
fis-5433	172	22	for	for	ADP
fis-5433	172	23	5	5	NUM
fis-5433	172	24	%	%	NOUN
fis-5433	172	25	hap	hap	NOUN
fis-5433	172	26	increases	increase	NOUN
fis-5433	172	27	to	to	ADP
fis-5433	172	28	1,400	1,400	NUM
fis-5433	172	29	mpa	mpa	NOUN
fis-5433	172	30	when	when	SCONJ
fis-5433	172	31	15	15	NUM
fis-5433	172	32	%	%	NOUN
fis-5433	172	33	hap	hap	NOUN
fis-5433	172	34	is	be	AUX
fis-5433	172	35	added	add	VERB
fis-5433	172	36	(	(	PUNCT
fis-5433	172	37	40	40	NUM
fis-5433	172	38	%	%	NOUN
fis-5433	172	39	increase	increase	NOUN
fis-5433	172	40	)	)	PUNCT
fis-5433	172	41	,	,	PUNCT
fis-5433	172	42	while	while	SCONJ
fis-5433	172	43	maximum	maximum	ADJ
fis-5433	172	44	display	display	NOUN
fis-5433	172	45	of	of	ADP
fis-5433	172	46	2,000	2,000	NUM
fis-5433	172	47	mpa	mpa	NOUN
fis-5433	172	48	was	be	AUX
fis-5433	172	49	found	find	VERB
fis-5433	172	50	at	at	ADP
fis-5433	172	51	30	30	NUM
fis-5433	172	52	%	%	NOUN
fis-5433	172	53	hap	hap	NOUN
fis-5433	172	54	indicating	indicate	VERB
fis-5433	172	55	a	a	DET
fis-5433	172	56	rise	rise	NOUN
fis-5433	172	57	of	of	ADP
fis-5433	172	58	43	43	NUM
fis-5433	172	59	%	%	NOUN
fis-5433	172	60	.	.	PUNCT
fis-5433	173	1	such	such	ADJ
fis-5433	173	2	increments	increment	NOUN
fis-5433	173	3	suggest	suggest	VERB
fis-5433	173	4	the	the	DET
fis-5433	173	5	enhancing	enhance	VERB
fis-5433	173	6	effect	effect	NOUN
fis-5433	173	7	of	of	ADP
fis-5433	173	8	hap	hap	ADJ
fis-5433	173	9	particles	particle	NOUN
fis-5433	173	10	in	in	ADP
fis-5433	173	11	reinforcing	reinforce	VERB
fis-5433	173	12	stiffness	stiffness	NOUN
fis-5433	173	13	and	and	CCONJ
fis-5433	173	14	resistance	resistance	NOUN
fis-5433	173	15	to	to	ADP
fis-5433	173	16	deformation	deformation	NOUN
fis-5433	173	17	of	of	ADP
fis-5433	173	18	the	the	DET
fis-5433	173	19	composite	composite	NOUN
fis-5433	173	20	;	;	PUNCT
fis-5433	173	21	meanwhile	meanwhile	ADV
fis-5433	173	22	,	,	PUNCT
fis-5433	173	23	poisson	poisson	PROPN
fis-5433	173	24	's	's	PART
fis-5433	173	25	ratio	ratio	NOUN
fis-5433	173	26	seems	seem	VERB
fis-5433	173	27	to	to	PART
fis-5433	173	28	be	be	AUX
fis-5433	173	29	stable	stable	ADJ
fis-5433	173	30	enough	enough	ADV
fis-5433	173	31	across	across	ADP
fis-5433	173	32	hap	hap	NOUN
fis-5433	173	33	percentages	percentage	NOUN
fis-5433	173	34	with	with	ADP
fis-5433	173	35	minor	minor	ADJ
fis-5433	173	36	variations	variation	NOUN
fis-5433	173	37	.	.	PUNCT
fis-5433	174	1	the	the	DET
fis-5433	174	2	average	average	ADJ
fis-5433	174	3	value	value	NOUN
fis-5433	174	4	is	be	AUX
fis-5433	174	5	nearly	nearly	ADV
fis-5433	174	6	around	around	ADV
fis-5433	174	7	0.28	0.28	NUM
fis-5433	174	8	at	at	ADP
fis-5433	174	9	5	5	NUM
fis-5433	174	10	%	%	NOUN
fis-5433	174	11	hap	hap	NOUN
fis-5433	174	12	and	and	CCONJ
fis-5433	174	13	goes	go	VERB
fis-5433	174	14	slightly	slightly	ADV
fis-5433	174	15	above	above	ADP
fis-5433	174	16	it	it	PRON
fis-5433	174	17	to	to	ADP
fis-5433	174	18	0.30	0.30	NUM
fis-5433	174	19	at	at	ADP
fis-5433	174	20	15	15	NUM
fis-5433	174	21	%	%	NOUN
fis-5433	174	22	hap	hap	NOUN
fis-5433	174	23	(	(	PUNCT
fis-5433	174	24	7	7	NUM
fis-5433	174	25	%	%	NOUN
fis-5433	174	26	increase	increase	NOUN
fis-5433	174	27	)	)	PUNCT
fis-5433	174	28	before	before	ADP
fis-5433	174	29	leveling	level	VERB
fis-5433	174	30	off	off	ADP
fis-5433	174	31	at	at	ADP
fis-5433	174	32	0.31	0.31	NUM
fis-5433	174	33	at	at	ADP
fis-5433	174	34	30	30	NUM
fis-5433	174	35	%	%	NOUN
fis-5433	174	36	hap	hap	NOUN
fis-5433	174	37	(	(	PUNCT
fis-5433	174	38	3	3	NUM
fis-5433	174	39	%	%	NOUN
fis-5433	174	40	increase	increase	NOUN
fis-5433	174	41	)	)	PUNCT
fis-5433	174	42	.	.	PUNCT
fis-5433	175	1	this	this	PRON
fis-5433	175	2	would	would	AUX
fis-5433	175	3	stand	stand	VERB
fis-5433	175	4	as	as	ADP
fis-5433	175	5	an	an	DET
fis-5433	175	6	indication	indication	NOUN
fis-5433	175	7	that	that	SCONJ
fis-5433	175	8	the	the	DET
fis-5433	175	9	stiffness	stiffness	NOUN
fis-5433	175	10	and	and	CCONJ
fis-5433	175	11	load	load	NOUN
fis-5433	175	12	-	-	PUNCT
fis-5433	175	13	bearing	bear	VERB
fis-5433	175	14	capacity	capacity	NOUN
fis-5433	175	15	of	of	ADP
fis-5433	175	16	the	the	DET
fis-5433	175	17	composite	composite	ADJ
fis-5433	175	18	elevated	elevate	VERB
fis-5433	175	19	as	as	SCONJ
fis-5433	175	20	the	the	DET
fis-5433	175	21	hap	hap	PROPN
fis-5433	175	22	content	content	NOUN
fis-5433	175	23	increased	increase	VERB
fis-5433	175	24	but	but	CCONJ
fis-5433	175	25	did	do	AUX
fis-5433	175	26	not	not	PART
fis-5433	175	27	impact	impact	VERB
fis-5433	175	28	the	the	DET
fis-5433	175	29	characteristic	characteristic	ADJ
fis-5433	175	30	elastic	elastic	ADJ
fis-5433	175	31	deformation	deformation	NOUN
fis-5433	175	32	as	as	ADV
fis-5433	175	33	much	much	ADV
fis-5433	175	34	.	.	PUNCT
fis-5433	176	1	the	the	DET
fis-5433	176	2	differences	difference	NOUN
fis-5433	176	3	in	in	ADP
fis-5433	176	4	rve	rve	PROPN
fis-5433	176	5	,	,	PUNCT
fis-5433	176	6	rom	rom	PROPN
fis-5433	176	7	,	,	PUNCT
fis-5433	176	8	voigt	voigt	PROPN
fis-5433	176	9	,	,	PUNCT
fis-5433	176	10	and	and	CCONJ
fis-5433	176	11	reuss	reuss	NOUN
fis-5433	176	12	models	model	NOUN
fis-5433	176	13	are	be	AUX
fis-5433	176	14	out	out	ADV
fis-5433	176	15	there	there	ADV
fis-5433	176	16	in	in	ADP
fis-5433	176	17	their	their	PRON
fis-5433	176	18	assumptions	assumption	NOUN
fis-5433	176	19	and	and	CCONJ
fis-5433	176	20	modes	mode	NOUN
fis-5433	176	21	of	of	ADP
fis-5433	176	22	calculations	calculation	NOUN
fis-5433	176	23	.	.	PUNCT
fis-5433	177	1	the	the	DET
fis-5433	177	2	experimental	experimental	ADJ
fis-5433	177	3	results	result	NOUN
fis-5433	177	4	,	,	PUNCT
fis-5433	177	5	however	however	ADV
fis-5433	177	6	,	,	PUNCT
fis-5433	177	7	are	be	AUX
fis-5433	177	8	consistent	consistent	ADJ
fis-5433	177	9	with	with	ADP
fis-5433	177	10	these	these	DET
fis-5433	177	11	theoretical	theoretical	ADJ
fis-5433	177	12	predictions	prediction	NOUN
fis-5433	177	13	and	and	CCONJ
fis-5433	177	14	exhibiting	exhibit	VERB
fis-5433	177	15	trends	trend	NOUN
fis-5433	177	16	.	.	PUNCT
fis-5433	178	1	the	the	DET
fis-5433	178	2	increasing	increasing	NOUN
fis-5433	178	3	of	of	ADP
fis-5433	178	4	hap	hap	NOUN
fis-5433	178	5	can	can	AUX
fis-5433	178	6	thereby	thereby	ADV
fis-5433	178	7	show	show	VERB
fis-5433	178	8	a	a	DET
fis-5433	178	9	great	great	ADJ
fis-5433	178	10	improvement	improvement	NOUN
fis-5433	178	11	in	in	ADP
fis-5433	178	12	mechanical	mechanical	ADJ
fis-5433	178	13	properties	property	NOUN
fis-5433	178	14	of	of	ADP
fis-5433	178	15	the	the	DET
fis-5433	178	16	composite	composite	NOUN
fis-5433	178	17	such	such	ADJ
fis-5433	178	18	as	as	ADP
fis-5433	178	19	young	young	ADJ
fis-5433	178	20	's	's	PART
fis-5433	178	21	and	and	CCONJ
fis-5433	178	22	shear	shear	NOUN
fis-5433	178	23	moduli	modulus	NOUN
fis-5433	178	24	while	while	SCONJ
fis-5433	178	25	keeping	keep	VERB
fis-5433	178	26	poisson	poisson	NOUN
fis-5433	178	27	's	's	PART
fis-5433	178	28	ratio	ratio	NOUN
fis-5433	178	29	fairly	fairly	ADV
fis-5433	178	30	stable	stable	ADJ
fis-5433	178	31	[	[	X
fis-5433	178	32	20	20	NUM
fis-5433	178	33	,	,	PUNCT
fis-5433	178	34	21	21	NUM
fis-5433	178	35	]	]	PUNCT
fis-5433	178	36	.	.	PUNCT
fis-5433	179	1	those	those	DET
fis-5433	179	2	results	result	NOUN
fis-5433	179	3	substantiate	substantiate	VERB
fis-5433	179	4	that	that	SCONJ
fis-5433	179	5	as	as	SCONJ
fis-5433	179	6	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	179	7	(	(	PUNCT
fis-5433	179	8	hap	hap	NOUN
fis-5433	179	9	)	)	PUNCT
fis-5433	179	10	is	be	AUX
fis-5433	179	11	added	add	VERB
fis-5433	179	12	;	;	PUNCT
fis-5433	179	13	the	the	DET
fis-5433	179	14	improvement	improvement	NOUN
fis-5433	179	15	not	not	PART
fis-5433	179	16	only	only	ADV
fis-5433	179	17	is	be	AUX
fis-5433	179	18	tremendous	tremendous	ADJ
fis-5433	179	19	in	in	ADP
fis-5433	179	20	young	young	PROPN
fis-5433	179	21	's	's	PART
fis-5433	179	22	modulus	modulus	NOUN
fis-5433	179	23	but	but	CCONJ
fis-5433	179	24	also	also	ADV
fis-5433	179	25	in	in	ADP
fis-5433	179	26	shear	shear	NOUN
fis-5433	179	27	modulus	modulus	NOUN
fis-5433	179	28	.	.	PUNCT
fis-5433	180	1	in	in	ADP
fis-5433	180	2	fig.6	fig.6	PROPN
fis-5433	180	3	young	young	ADJ
fis-5433	180	4	's	's	PART
fis-5433	180	5	modulus	modulus	NOUN
fis-5433	180	6	,	,	PUNCT
fis-5433	180	7	initially	initially	ADV
fis-5433	180	8	5	5	NUM
fis-5433	180	9	%	%	NOUN
fis-5433	180	10	hap	hap	NOUN
fis-5433	180	11	results	result	NOUN
fis-5433	180	12	in	in	ADP
fis-5433	180	13	an	an	DET
fis-5433	180	14	average	average	NOUN
fis-5433	180	15	around	around	ADP
fis-5433	180	16	2,500	2,500	NUM
fis-5433	180	17	mpa	mpa	NOUN
fis-5433	180	18	,	,	PUNCT
fis-5433	180	19	which	which	PRON
fis-5433	180	20	at	at	ADP
fis-5433	180	21	15	15	NUM
fis-5433	180	22	%	%	NOUN
fis-5433	180	23	hap	hap	NOUN
fis-5433	180	24	increases	increase	NOUN
fis-5433	180	25	to	to	ADP
fis-5433	180	26	approximately	approximately	ADV
fis-5433	180	27	3,500	3,500	NUM
fis-5433	180	28	mpa	mpa	NOUN
fis-5433	180	29	,	,	PUNCT
fis-5433	180	30	a	a	DET
fis-5433	180	31	mean	mean	ADJ
fis-5433	180	32	increase	increase	NOUN
fis-5433	180	33	of	of	ADP
fis-5433	180	34	40	40	NUM
fis-5433	180	35	%	%	NOUN
fis-5433	180	36	.	.	PUNCT
fis-5433	181	1	at	at	ADP
fis-5433	181	2	about	about	ADV
fis-5433	181	3	5,000	5,000	NUM
fis-5433	181	4	mpa	mpa	NOUN
fis-5433	181	5	for	for	ADP
fis-5433	181	6	30	30	NUM
fis-5433	181	7	%	%	NOUN
fis-5433	181	8	hap	hap	NOUN
fis-5433	181	9	indicates	indicate	VERB
fis-5433	181	10	,	,	PUNCT
fis-5433	181	11	another	another	DET
fis-5433	181	12	rise	rise	NOUN
fis-5433	181	13	of	of	ADP
fis-5433	181	14	43	43	NUM
fis-5433	181	15	mpa	mpa	NOUN
fis-5433	181	16	thus	thus	ADV
fis-5433	181	17	relative	relative	ADJ
fis-5433	181	18	to	to	ADP
fis-5433	181	19	15	15	NUM
fis-5433	181	20	%	%	NOUN
fis-5433	181	21	.	.	PUNCT
fis-5433	182	1	a	a	DET
fis-5433	182	2	similar	similar	ADJ
fis-5433	182	3	trend	trend	NOUN
fis-5433	182	4	can	can	AUX
fis-5433	182	5	be	be	AUX
fis-5433	182	6	observed	observe	VERB
fis-5433	182	7	for	for	ADP
fis-5433	182	8	shear	shear	NOUN
fis-5433	182	9	modulus	modulus	NOUN
fis-5433	182	10	:	:	PUNCT
fis-5433	182	11	the	the	DET
fis-5433	182	12	value	value	NOUN
fis-5433	182	13	increases	increase	VERB
fis-5433	182	14	from	from	ADP
fis-5433	182	15	about	about	ADP
fis-5433	182	16	1,000	1,000	NUM
fis-5433	182	17	mpa	mpa	NOUN
fis-5433	182	18	at	at	ADP
fis-5433	182	19	5	5	NUM
fis-5433	182	20	%	%	NOUN
fis-5433	182	21	hap	hap	NOUN
fis-5433	182	22	to	to	ADP
fis-5433	182	23	about	about	ADV
fis-5433	182	24	1,400	1,400	NUM
fis-5433	182	25	mpa	mpa	NOUN
fis-5433	182	26	at	at	ADP
fis-5433	182	27	15	15	NUM
fis-5433	182	28	%	%	NOUN
fis-5433	182	29	hap	hap	NOUN
fis-5433	182	30	(	(	PUNCT
fis-5433	182	31	40	40	NUM
fis-5433	182	32	%	%	NOUN
fis-5433	182	33	increase	increase	NOUN
fis-5433	182	34	)	)	PUNCT
fis-5433	182	35	and	and	CCONJ
fis-5433	182	36	reaches	reach	VERB
fis-5433	182	37	about	about	ADP
fis-5433	182	38	2,000	2,000	NUM
fis-5433	182	39	mpa	mpa	NOUN
fis-5433	182	40	at	at	ADP
fis-5433	182	41	30	30	NUM
fis-5433	182	42	%	%	NOUN
fis-5433	182	43	hap	hap	NOUN
fis-5433	182	44	(	(	PUNCT
fis-5433	182	45	43	43	NUM
fis-5433	182	46	%	%	NOUN
fis-5433	182	47	rise	rise	NOUN
fis-5433	182	48	)	)	PUNCT
fis-5433	182	49	.	.	PUNCT
fis-5433	183	1	the	the	DET
fis-5433	183	2	emergence	emergence	NOUN
fis-5433	183	3	of	of	ADP
fis-5433	183	4	these	these	DET
fis-5433	183	5	increments	increment	NOUN
fis-5433	183	6	suggests	suggest	VERB
fis-5433	183	7	strong	strong	ADJ
fis-5433	183	8	reinforcement	reinforcement	NOUN
fis-5433	183	9	by	by	ADP
fis-5433	183	10	hap	hap	ADJ
fis-5433	183	11	particles	particle	NOUN
fis-5433	183	12	to	to	PART
fis-5433	183	13	enhance	enhance	VERB
fis-5433	183	14	stiffness	stiffness	NOUN
fis-5433	183	15	and	and	CCONJ
fis-5433	183	16	resistance	resistance	NOUN
fis-5433	183	17	to	to	ADP
fis-5433	183	18	deformation	deformation	NOUN
fis-5433	183	19	in	in	ADP
fis-5433	183	20	the	the	DET
fis-5433	183	21	resulting	result	VERB
fis-5433	183	22	composite	composite	NOUN
fis-5433	183	23	.	.	PUNCT
fis-5433	184	1	at	at	ADP
fis-5433	184	2	the	the	DET
fis-5433	184	3	same	same	ADJ
fis-5433	184	4	time	time	NOUN
fis-5433	184	5	,	,	PUNCT
fis-5433	184	6	poisson	poisson	PROPN
fis-5433	184	7	’s	’s	PART
fis-5433	184	8	ratio	ratio	NOUN
fis-5433	184	9	measurement	measurement	NOUN
fis-5433	184	10	has	have	AUX
fis-5433	184	11	practically	practically	ADV
fis-5433	184	12	remained	remain	VERB
fis-5433	184	13	stable	stable	ADJ
fis-5433	184	14	,	,	PUNCT
fis-5433	184	15	showing	show	VERB
fis-5433	184	16	very	very	ADV
fis-5433	184	17	little	little	ADJ
fis-5433	184	18	change	change	NOUN
fis-5433	184	19	.	.	PUNCT
fis-5433	185	1	the	the	DET
fis-5433	185	2	average	average	ADJ
fis-5433	185	3	value	value	NOUN
fis-5433	185	4	at	at	ADP
fis-5433	185	5	5	5	NUM
fis-5433	185	6	%	%	NOUN
fis-5433	185	7	hap	hap	NOUN
fis-5433	185	8	hovers	hover	NOUN
fis-5433	185	9	close	close	ADJ
fis-5433	185	10	to	to	ADP
fis-5433	185	11	0.28	0.28	NUM
fis-5433	185	12	,	,	PUNCT
fis-5433	185	13	with	with	ADP
fis-5433	185	14	a	a	DET
fis-5433	185	15	slight	slight	ADJ
fis-5433	185	16	increment	increment	NOUN
fis-5433	185	17	to	to	ADP
fis-5433	185	18	0.30	0.30	NUM
fis-5433	185	19	at	at	ADP
fis-5433	185	20	15	15	NUM
fis-5433	185	21	%	%	NOUN
fis-5433	185	22	hap	hap	NOUN
fis-5433	185	23	(	(	PUNCT
fis-5433	185	24	7.0	7.0	NUM
fis-5433	185	25	%	%	NOUN
fis-5433	185	26	)	)	PUNCT
fis-5433	185	27	and	and	CCONJ
fis-5433	185	28	then	then	ADV
fis-5433	185	29	finally	finally	ADV
fis-5433	185	30	against	against	ADP
fis-5433	185	31	a	a	DET
fis-5433	185	32	plateau	plateau	NOUN
fis-5433	185	33	of	of	ADP
fis-5433	185	34	0.31	0.31	NUM
fis-5433	185	35	at	at	ADP
fis-5433	185	36	30	30	NUM
fis-5433	185	37	%	%	NOUN
fis-5433	185	38	hap	hap	NOUN
fis-5433	185	39	(	(	PUNCT
fis-5433	185	40	3	3	NUM
fis-5433	185	41	%	%	NOUN
fis-5433	185	42	increase	increase	NOUN
fis-5433	185	43	)	)	PUNCT
fis-5433	185	44	.	.	PUNCT
fis-5433	186	1	i	i	PRON
fis-5433	186	2	r.	r.	PROPN
fis-5433	186	3	k.	k.	PROPN
fis-5433	187	1	singh	singh	PROPN
fis-5433	187	2	et	et	PROPN
fis-5433	187	3	alii	alii	PROPN
fis-5433	187	4	,	,	PUNCT
fis-5433	187	5	fracture	fracture	ADJ
fis-5433	187	6	and	and	CCONJ
fis-5433	187	7	structural	structural	ADJ
fis-5433	187	8	integrity	integrity	NOUN
fis-5433	187	9	,	,	PUNCT
fis-5433	187	10	73	73	NUM
fis-5433	187	11	(	(	PUNCT
fis-5433	187	12	2025	2025	NUM
fis-5433	187	13	)	)	PUNCT
fis-5433	187	14	74	74	NUM
fis-5433	187	15	-	-	SYM
fis-5433	187	16	87	87	NUM
fis-5433	187	17	;	;	PUNCT
fis-5433	187	18	doi	doi	NOUN
fis-5433	187	19	:	:	PUNCT
fis-5433	187	20	10.3221	10.3221	NUM
fis-5433	187	21	/	/	SYM
fis-5433	187	22	igf	igf	NOUN
fis-5433	187	23	-	-	PUNCT
fis-5433	187	24	esis.73.06	esis.73.06	NOUN
fis-5433	187	25	82	82	NUM
fis-5433	187	26	figure	figure	NOUN
fis-5433	187	27	6	6	NUM
fis-5433	187	28	:	:	PUNCT
fis-5433	187	29	young	young	PROPN
fis-5433	187	30	's	's	PART
fis-5433	187	31	modulus	modulus	ADJ
fis-5433	187	32	,	,	PUNCT
fis-5433	187	33	shear	shear	NOUN
fis-5433	187	34	modulus	modulus	NOUN
fis-5433	187	35	and	and	CCONJ
fis-5433	187	36	poisson	poisson	NOUN
fis-5433	187	37	's	's	PART
fis-5433	187	38	ratio	ratio	NOUN
fis-5433	187	39	of	of	ADP
fis-5433	187	40	pmma	pmma	PROPN
fis-5433	187	41	-	-	PUNCT
fis-5433	187	42	hap	hap	NOUN
fis-5433	187	43	composite	composite	NOUN
fis-5433	187	44	.	.	PUNCT
fis-5433	188	1	this	this	PRON
fis-5433	188	2	shows	show	VERB
fis-5433	188	3	that	that	SCONJ
fis-5433	188	4	as	as	SCONJ
fis-5433	188	5	the	the	DET
fis-5433	188	6	hap	hap	PROPN
fis-5433	188	7	levels	level	NOUN
fis-5433	188	8	rise	rise	VERB
fis-5433	188	9	,	,	PUNCT
fis-5433	188	10	so	so	ADV
fis-5433	188	11	too	too	ADV
fis-5433	188	12	eventually	eventually	ADV
fis-5433	188	13	will	will	AUX
fis-5433	188	14	the	the	DET
fis-5433	188	15	stiffness	stiffness	NOUN
fis-5433	188	16	and	and	CCONJ
fis-5433	188	17	load	load	NOUN
fis-5433	188	18	-	-	PUNCT
fis-5433	188	19	bearing	bear	VERB
fis-5433	188	20	characteristics	characteristic	NOUN
fis-5433	188	21	of	of	ADP
fis-5433	188	22	the	the	DET
fis-5433	188	23	composite	composite	NOUN
fis-5433	188	24	,	,	PUNCT
fis-5433	188	25	while	while	SCONJ
fis-5433	188	26	elastic	elastic	ADJ
fis-5433	188	27	deformation	deformation	NOUN
fis-5433	188	28	characteristics	characteristic	NOUN
fis-5433	188	29	remain	remain	VERB
fis-5433	188	30	largely	largely	ADV
fis-5433	188	31	unaffected	unaffected	ADJ
fis-5433	188	32	.	.	PUNCT
fis-5433	189	1	differences	difference	NOUN
fis-5433	189	2	among	among	ADP
fis-5433	189	3	the	the	DET
fis-5433	189	4	rves	rf	NOUN
fis-5433	189	5	,	,	PUNCT
fis-5433	189	6	roms	rom	NOUN
fis-5433	189	7	,	,	PUNCT
fis-5433	189	8	voigt	voigt	PROPN
fis-5433	189	9	,	,	PUNCT
fis-5433	189	10	and	and	CCONJ
fis-5433	189	11	reuss	reuss	NOUN
fis-5433	189	12	are	be	AUX
fis-5433	189	13	attributable	attributable	ADJ
fis-5433	189	14	to	to	ADP
fis-5433	189	15	the	the	DET
fis-5433	189	16	different	different	ADJ
fis-5433	189	17	assumptions	assumption	NOUN
fis-5433	189	18	and	and	CCONJ
fis-5433	189	19	calculations	calculation	NOUN
fis-5433	189	20	for	for	ADP
fis-5433	189	21	models	model	NOUN
fis-5433	189	22	.	.	PUNCT
fis-5433	190	1	the	the	DET
fis-5433	190	2	experimental	experimental	ADJ
fis-5433	190	3	results	result	NOUN
fis-5433	190	4	,	,	PUNCT
fis-5433	190	5	however	however	ADV
fis-5433	190	6	,	,	PUNCT
fis-5433	190	7	are	be	AUX
fis-5433	190	8	found	find	VERB
fis-5433	190	9	in	in	ADP
fis-5433	190	10	support	support	NOUN
fis-5433	190	11	of	of	ADP
fis-5433	190	12	the	the	DET
fis-5433	190	13	trends	trend	NOUN
fis-5433	190	14	in	in	ADP
fis-5433	190	15	the	the	DET
fis-5433	190	16	theoretical	theoretical	ADJ
fis-5433	190	17	predictions	prediction	NOUN
fis-5433	190	18	.	.	PUNCT
fis-5433	191	1	thus	thus	ADV
fis-5433	191	2	,	,	PUNCT
fis-5433	191	3	increasing	increase	VERB
fis-5433	191	4	the	the	DET
fis-5433	191	5	hap	hap	PROPN
fis-5433	191	6	content	content	NOUN
fis-5433	191	7	yielded	yield	VERB
fis-5433	191	8	considerable	considerable	ADJ
fis-5433	191	9	improvement	improvement	NOUN
fis-5433	191	10	to	to	ADP
fis-5433	191	11	mechanical	mechanical	ADJ
fis-5433	191	12	properties	property	NOUN
fis-5433	191	13	such	such	ADJ
fis-5433	191	14	as	as	ADP
fis-5433	191	15	young	young	ADJ
fis-5433	191	16	's	's	PART
fis-5433	191	17	and	and	CCONJ
fis-5433	191	18	shear	shear	NOUN
fis-5433	191	19	modulus	modulus	NOUN
fis-5433	191	20	.	.	PUNCT
fis-5433	192	1	the	the	DET
fis-5433	192	2	compressive	compressive	ADJ
fis-5433	192	3	strength	strength	NOUN
fis-5433	192	4	of	of	ADP
fis-5433	192	5	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	192	6	(	(	PUNCT
fis-5433	192	7	hap	hap	NOUN
fis-5433	192	8	)	)	PUNCT
fis-5433	192	9	reinforced	reinforce	VERB
fis-5433	192	10	composites	composite	NOUN
fis-5433	192	11	showed	show	VERB
fis-5433	192	12	a	a	DET
fis-5433	192	13	consistent	consistent	ADJ
fis-5433	192	14	increase	increase	NOUN
fis-5433	192	15	with	with	ADP
fis-5433	192	16	the	the	DET
fis-5433	192	17	rise	rise	NOUN
fis-5433	192	18	in	in	ADP
fis-5433	192	19	hap	hap	PROPN
fis-5433	192	20	content	content	NOUN
fis-5433	192	21	,	,	PUNCT
fis-5433	192	22	as	as	SCONJ
fis-5433	192	23	observed	observe	VERB
fis-5433	192	24	in	in	ADP
fis-5433	192	25	both	both	PRON
fis-5433	192	26	simulation	simulation	NOUN
fis-5433	192	27	and	and	CCONJ
fis-5433	192	28	experimental	experimental	ADJ
fis-5433	192	29	results	result	NOUN
fis-5433	192	30	in	in	ADP
fis-5433	192	31	fig.7	fig.7	ADJ
fis-5433	192	32	.	.	PUNCT
fis-5433	193	1	at	at	ADP
fis-5433	193	2	5	5	NUM
fis-5433	193	3	%	%	NOUN
fis-5433	193	4	hap	hap	NOUN
fis-5433	193	5	,	,	PUNCT
fis-5433	193	6	the	the	DET
fis-5433	193	7	compressive	compressive	ADJ
fis-5433	193	8	strength	strength	NOUN
fis-5433	193	9	increased	increase	VERB
fis-5433	193	10	by	by	ADP
fis-5433	193	11	approximately	approximately	ADV
fis-5433	193	12	1.3	1.3	NUM
fis-5433	193	13	%	%	NOUN
fis-5433	193	14	from	from	ADP
fis-5433	193	15	simulation	simulation	NOUN
fis-5433	193	16	(	(	PUNCT
fis-5433	193	17	88.983	88.983	NUM
fis-5433	193	18	mpa	mpa	NOUN
fis-5433	193	19	)	)	PUNCT
fis-5433	193	20	to	to	ADP
fis-5433	193	21	experimental	experimental	ADJ
fis-5433	193	22	(	(	PUNCT
fis-5433	193	23	90.12	90.12	NUM
fis-5433	193	24	mpa	mpa	NOUN
fis-5433	193	25	)	)	PUNCT
fis-5433	193	26	results	result	NOUN
fis-5433	193	27	.	.	PUNCT
fis-5433	194	1	for	for	ADP
fis-5433	194	2	15	15	NUM
fis-5433	194	3	%	%	NOUN
fis-5433	194	4	hap	hap	NOUN
fis-5433	194	5	,	,	PUNCT
fis-5433	194	6	the	the	DET
fis-5433	194	7	simulation	simulation	NOUN
fis-5433	194	8	predicted	predict	VERB
fis-5433	194	9	a	a	DET
fis-5433	194	10	strength	strength	NOUN
fis-5433	194	11	of	of	ADP
fis-5433	194	12	121.19	121.19	NUM
fis-5433	194	13	mpa	mpa	NOUN
fis-5433	194	14	,	,	PUNCT
fis-5433	194	15	which	which	PRON
fis-5433	194	16	closely	closely	ADV
fis-5433	194	17	matched	match	VERB
fis-5433	194	18	the	the	DET
fis-5433	194	19	experimental	experimental	ADJ
fis-5433	194	20	value	value	NOUN
fis-5433	194	21	of	of	ADP
fis-5433	194	22	119.34	119.34	NUM
fis-5433	194	23	mpa	mpa	NOUN
fis-5433	194	24	,	,	PUNCT
fis-5433	194	25	showing	show	VERB
fis-5433	194	26	a	a	DET
fis-5433	194	27	minor	minor	ADJ
fis-5433	194	28	deviation	deviation	NOUN
fis-5433	194	29	of	of	ADP
fis-5433	194	30	about	about	ADP
fis-5433	194	31	1.5	1.5	NUM
fis-5433	194	32	%	%	NOUN
fis-5433	194	33	.	.	PUNCT
fis-5433	195	1	at	at	ADP
fis-5433	195	2	30	30	NUM
fis-5433	195	3	%	%	NOUN
fis-5433	195	4	hap	hap	NOUN
fis-5433	195	5	,	,	PUNCT
fis-5433	195	6	the	the	DET
fis-5433	195	7	compressive	compressive	ADJ
fis-5433	195	8	strength	strength	NOUN
fis-5433	195	9	reached	reach	VERB
fis-5433	195	10	189.9	189.9	NUM
fis-5433	195	11	mpa	mpa	NOUN
fis-5433	195	12	in	in	ADP
fis-5433	195	13	simulation	simulation	NOUN
fis-5433	195	14	compared	compare	VERB
fis-5433	195	15	to	to	ADP
fis-5433	195	16	184.76	184.76	NUM
fis-5433	195	17	mpa	mpa	NOUN
fis-5433	195	18	experimentally	experimentally	ADV
fis-5433	195	19	,	,	PUNCT
fis-5433	195	20	reflecting	reflect	VERB
fis-5433	195	21	a	a	DET
fis-5433	195	22	deviation	deviation	NOUN
fis-5433	195	23	of	of	ADP
fis-5433	195	24	around	around	ADP
fis-5433	195	25	2.7	2.7	NUM
fis-5433	195	26	%	%	NOUN
fis-5433	195	27	.	.	PUNCT
fis-5433	196	1	these	these	DET
fis-5433	196	2	results	result	NOUN
fis-5433	196	3	indicate	indicate	VERB
fis-5433	196	4	the	the	DET
fis-5433	196	5	simulation	simulation	NOUN
fis-5433	196	6	's	's	PART
fis-5433	196	7	reliability	reliability	NOUN
fis-5433	196	8	,	,	PUNCT
fis-5433	196	9	with	with	ADP
fis-5433	196	10	only	only	ADJ
fis-5433	196	11	marginal	marginal	ADJ
fis-5433	196	12	differences	difference	NOUN
fis-5433	196	13	in	in	ADP
fis-5433	196	14	compressive	compressive	ADJ
fis-5433	196	15	strength	strength	NOUN
fis-5433	196	16	values	value	NOUN
fis-5433	196	17	and	and	CCONJ
fis-5433	196	18	consistent	consistent	ADJ
fis-5433	196	19	stress	stress	NOUN
fis-5433	196	20	distribution	distribution	NOUN
fis-5433	196	21	improvements	improvement	NOUN
fis-5433	196	22	as	as	SCONJ
fis-5433	196	23	hap	hap	PROPN
fis-5433	196	24	content	content	PROPN
fis-5433	196	25	increased	increase	VERB
fis-5433	196	26	(	(	PUNCT
fis-5433	196	27	a	a	NOUN
fis-5433	196	28	)	)	PUNCT
fis-5433	196	29	(	(	PUNCT
fis-5433	196	30	b	b	X
fis-5433	196	31	)	)	PUNCT
fis-5433	196	32	r.	r.	PROPN
fis-5433	196	33	k.	k.	PROPN
fis-5433	197	1	singh	singh	PROPN
fis-5433	197	2	et	et	PROPN
fis-5433	197	3	alii	alii	PROPN
fis-5433	197	4	,	,	PUNCT
fis-5433	197	5	fracture	fracture	ADJ
fis-5433	197	6	and	and	CCONJ
fis-5433	197	7	structural	structural	ADJ
fis-5433	197	8	integrity	integrity	NOUN
fis-5433	197	9	,	,	PUNCT
fis-5433	197	10	73	73	NUM
fis-5433	197	11	(	(	PUNCT
fis-5433	197	12	2025	2025	NUM
fis-5433	197	13	)	)	PUNCT
fis-5433	197	14	74	74	NUM
fis-5433	197	15	-	-	SYM
fis-5433	197	16	87	87	NUM
fis-5433	197	17	;	;	PUNCT
fis-5433	197	18	doi	doi	NOUN
fis-5433	197	19	:	:	PUNCT
fis-5433	197	20	10.3221	10.3221	NUM
fis-5433	197	21	/	/	SYM
fis-5433	197	22	igf	igf	NOUN
fis-5433	197	23	-	-	PUNCT
fis-5433	197	24	esis.73.06	esis.73.06	NOUN
fis-5433	197	25	83	83	NUM
fis-5433	197	26	(	(	PUNCT
fis-5433	197	27	c	c	NOUN
fis-5433	197	28	)	)	PUNCT
fis-5433	197	29	figure	figure	NOUN
fis-5433	197	30	7	7	NUM
fis-5433	197	31	:	:	PUNCT
fis-5433	197	32	compressive	compressive	ADJ
fis-5433	197	33	strength	strength	NOUN
fis-5433	197	34	of	of	ADP
fis-5433	197	35	pmma	pmma	PROPN
fis-5433	197	36	-	-	PUNCT
fis-5433	197	37	hap	hap	PROPN
fis-5433	197	38	composite	composite	NOUN
fis-5433	197	39	(	(	PUNCT
fis-5433	197	40	a	a	NOUN
fis-5433	197	41	)	)	PUNCT
fis-5433	197	42	5	5	NUM
fis-5433	197	43	,	,	PUNCT
fis-5433	197	44	(	(	PUNCT
fis-5433	197	45	b	b	X
fis-5433	197	46	)	)	PUNCT
fis-5433	197	47	15	15	NUM
fis-5433	197	48	,	,	PUNCT
fis-5433	197	49	and	and	CCONJ
fis-5433	197	50	(	(	PUNCT
fis-5433	197	51	c	c	NOUN
fis-5433	197	52	)	)	PUNCT
fis-5433	197	53	30	30	NUM
fis-5433	197	54	%	%	NOUN
fis-5433	197	55	volume	volume	NOUN
fis-5433	197	56	.	.	PUNCT
fis-5433	198	1	ann	ann	PROPN
fis-5433	198	2	method	method	NOUN
fis-5433	198	3	for	for	ADP
fis-5433	198	4	predicting	predict	VERB
fis-5433	198	5	mechanical	mechanical	ADJ
fis-5433	198	6	properties	property	NOUN
fis-5433	198	7	a	a	DET
fis-5433	198	8	total	total	NOUN
fis-5433	198	9	of	of	ADP
fis-5433	198	10	240	240	NUM
fis-5433	198	11	observations	observation	NOUN
fis-5433	198	12	were	be	AUX
fis-5433	198	13	synthesized	synthesize	VERB
fis-5433	198	14	to	to	PART
fis-5433	198	15	mimic	mimic	VERB
fis-5433	198	16	realistic	realistic	ADJ
fis-5433	198	17	patterns	pattern	NOUN
fis-5433	198	18	of	of	ADP
fis-5433	198	19	elastic	elastic	ADJ
fis-5433	198	20	modulus	modulus	NOUN
fis-5433	198	21	and	and	CCONJ
fis-5433	198	22	compressive	compressive	ADJ
fis-5433	198	23	strength	strength	NOUN
fis-5433	198	24	for	for	ADP
fis-5433	198	25	varying	vary	VERB
fis-5433	198	26	hap	hap	NOUN
fis-5433	198	27	percentages	percentage	NOUN
fis-5433	198	28	ranging	range	VERB
fis-5433	198	29	from	from	ADP
fis-5433	198	30	5	5	NUM
fis-5433	198	31	%	%	NOUN
fis-5433	198	32	to	to	PART
fis-5433	198	33	30	30	NUM
fis-5433	198	34	%	%	NOUN
fis-5433	198	35	.	.	PUNCT
fis-5433	199	1	these	these	DET
fis-5433	199	2	observations	observation	NOUN
fis-5433	199	3	were	be	AUX
fis-5433	199	4	split	split	VERB
fis-5433	199	5	into	into	ADP
fis-5433	199	6	192	192	NUM
fis-5433	199	7	training	training	NOUN
fis-5433	199	8	samples	sample	NOUN
fis-5433	199	9	(	(	PUNCT
fis-5433	199	10	80	80	NUM
fis-5433	199	11	%	%	NOUN
fis-5433	199	12	)	)	PUNCT
fis-5433	199	13	and	and	CCONJ
fis-5433	199	14	48	48	NUM
fis-5433	199	15	testing	testing	NOUN
fis-5433	199	16	samples	sample	NOUN
fis-5433	199	17	(	(	PUNCT
fis-5433	199	18	20	20	NUM
fis-5433	199	19	%	%	NOUN
fis-5433	199	20	)	)	PUNCT
fis-5433	199	21	to	to	PART
fis-5433	199	22	evaluate	evaluate	VERB
fis-5433	199	23	the	the	DET
fis-5433	199	24	generalizability	generalizability	NOUN
fis-5433	199	25	of	of	ADP
fis-5433	199	26	the	the	DET
fis-5433	199	27	predictive	predictive	ADJ
fis-5433	199	28	models	model	NOUN
fis-5433	199	29	.	.	PUNCT
fis-5433	200	1	three	three	NUM
fis-5433	200	2	machine	machine	NOUN
fis-5433	200	3	learning	learning	NOUN
fis-5433	200	4	models	model	NOUN
fis-5433	200	5	feedforward	feedforward	VERB
fis-5433	200	6	neural	neural	ADJ
fis-5433	200	7	network	network	NOUN
fis-5433	200	8	(	(	PUNCT
fis-5433	200	9	ffnn	ffnn	PROPN
fis-5433	200	10	)	)	PUNCT
fis-5433	200	11	,	,	PUNCT
fis-5433	200	12	radial	radial	ADJ
fis-5433	200	13	basis	basis	NOUN
fis-5433	200	14	neural	neural	ADJ
fis-5433	200	15	network	network	NOUN
fis-5433	200	16	(	(	PUNCT
fis-5433	200	17	rbnn	rbnn	NOUN
fis-5433	200	18	)	)	PUNCT
fis-5433	200	19	,	,	PUNCT
fis-5433	200	20	and	and	CCONJ
fis-5433	200	21	support	support	VERB
fis-5433	200	22	vector	vector	NOUN
fis-5433	200	23	machine	machine	NOUN
fis-5433	200	24	(	(	PUNCT
fis-5433	200	25	svm	svm	PROPN
fis-5433	200	26	)	)	PUNCT
fis-5433	200	27	were	be	AUX
fis-5433	200	28	employed	employ	VERB
fis-5433	200	29	to	to	PART
fis-5433	200	30	estimate	estimate	VERB
fis-5433	200	31	elastic	elastic	ADJ
fis-5433	200	32	modulus	modulus	NOUN
fis-5433	200	33	and	and	CCONJ
fis-5433	200	34	compressive	compressive	ADJ
fis-5433	200	35	strength	strength	NOUN
fis-5433	200	36	.	.	PUNCT
fis-5433	201	1	model	model	NOUN
fis-5433	201	2	performance	performance	NOUN
fis-5433	201	3	was	be	AUX
fis-5433	201	4	assessed	assess	VERB
fis-5433	201	5	using	use	VERB
fis-5433	201	6	metrics	metric	NOUN
fis-5433	201	7	such	such	ADJ
fis-5433	201	8	as	as	ADP
fis-5433	201	9	r²	r²	NOUN
fis-5433	201	10	,	,	PUNCT
fis-5433	201	11	variance	variance	NOUN
fis-5433	201	12	accounted	account	VERB
fis-5433	201	13	for	for	ADP
fis-5433	201	14	(	(	PUNCT
fis-5433	201	15	vaf	vaf	NOUN
fis-5433	201	16	)	)	PUNCT
fis-5433	201	17	,	,	PUNCT
fis-5433	201	18	and	and	CCONJ
fis-5433	201	19	root	root	NOUN
fis-5433	201	20	mean	mean	VERB
fis-5433	201	21	square	square	ADJ
fis-5433	201	22	error	error	NOUN
fis-5433	201	23	(	(	PUNCT
fis-5433	201	24	rmse	rmse	NOUN
fis-5433	201	25	)	)	PUNCT
fis-5433	202	1	[	[	X
fis-5433	202	2	22	22	NUM
fis-5433	202	3	,	,	PUNCT
fis-5433	202	4	23	23	NUM
fis-5433	202	5	]	]	PUNCT
fis-5433	202	6	.	.	PUNCT
fis-5433	203	1	additionally	additionally	ADV
fis-5433	203	2	,	,	PUNCT
fis-5433	203	3	a	a	DET
fis-5433	203	4	5	5	NUM
fis-5433	203	5	-	-	ADJ
fis-5433	203	6	fold	fold	ADJ
fis-5433	203	7	cross	cross	ADJ
fis-5433	203	8	-	-	ADJ
fis-5433	203	9	validation	validation	ADJ
fis-5433	203	10	procedure	procedure	NOUN
fis-5433	203	11	was	be	AUX
fis-5433	203	12	implemented	implement	VERB
fis-5433	203	13	for	for	ADP
fis-5433	203	14	ffnn	ffnn	NOUN
fis-5433	203	15	to	to	PART
fis-5433	203	16	validate	validate	VERB
fis-5433	203	17	its	its	PRON
fis-5433	203	18	stability	stability	NOUN
fis-5433	203	19	and	and	CCONJ
fis-5433	203	20	consistency	consistency	NOUN
fis-5433	203	21	.	.	PUNCT
fis-5433	204	1	among	among	ADP
fis-5433	204	2	the	the	DET
fis-5433	204	3	models	model	NOUN
fis-5433	204	4	as	as	SCONJ
fis-5433	204	5	given	give	VERB
fis-5433	204	6	in	in	ADP
fis-5433	204	7	tab	tab	NOUN
fis-5433	204	8	.	.	PUNCT
fis-5433	204	9	2	2	NUM
fis-5433	204	10	,	,	PUNCT
fis-5433	204	11	rbnn	rbnn	NOUN
fis-5433	204	12	outperformed	outperform	VERB
fis-5433	204	13	the	the	DET
fis-5433	204	14	others	other	NOUN
fis-5433	204	15	,	,	PUNCT
fis-5433	204	16	achieving	achieve	VERB
fis-5433	204	17	an	an	DET
fis-5433	204	18	r²	r²	NOUN
fis-5433	204	19	of	of	ADP
fis-5433	204	20	0.590	0.590	NUM
fis-5433	204	21	for	for	ADP
fis-5433	204	22	elastic	elastic	ADJ
fis-5433	204	23	modulus	modulus	NOUN
fis-5433	204	24	and	and	CCONJ
fis-5433	204	25	0.988	0.988	NUM
fis-5433	204	26	for	for	ADP
fis-5433	204	27	compressive	compressive	ADJ
fis-5433	204	28	strength	strength	NOUN
fis-5433	204	29	on	on	ADP
fis-5433	204	30	the	the	DET
fis-5433	204	31	testing	testing	NOUN
fis-5433	204	32	dataset	dataset	NOUN
fis-5433	204	33	,	,	PUNCT
fis-5433	204	34	with	with	ADP
fis-5433	204	35	rmse	rmse	ADJ
fis-5433	204	36	values	value	NOUN
fis-5433	204	37	of	of	ADP
fis-5433	204	38	4.50	4.50	NUM
fis-5433	204	39	gpa	gpa	NOUN
fis-5433	204	40	and	and	CCONJ
fis-5433	204	41	2.50	2.50	NUM
fis-5433	204	42	mpa	mpa	NOUN
fis-5433	204	43	,	,	PUNCT
fis-5433	204	44	respectively	respectively	ADV
fis-5433	204	45	.	.	PUNCT
fis-5433	205	1	the	the	DET
fis-5433	205	2	ability	ability	NOUN
fis-5433	205	3	of	of	ADP
fis-5433	205	4	rbnn	rbnn	NOUN
fis-5433	205	5	to	to	PART
fis-5433	205	6	capture	capture	VERB
fis-5433	205	7	non	non	ADJ
fis-5433	205	8	-	-	ADJ
fis-5433	205	9	linear	linear	ADJ
fis-5433	205	10	relationships	relationship	NOUN
fis-5433	205	11	with	with	ADP
fis-5433	205	12	high	high	ADJ
fis-5433	205	13	precision	precision	NOUN
fis-5433	205	14	highlights	highlight	VERB
fis-5433	205	15	its	its	PRON
fis-5433	205	16	suitability	suitability	NOUN
fis-5433	205	17	for	for	ADP
fis-5433	205	18	mechanical	mechanical	ADJ
fis-5433	205	19	property	property	NOUN
fis-5433	205	20	estimation	estimation	NOUN
fis-5433	205	21	.	.	PUNCT
fis-5433	206	1	ffnn	ffnn	NOUN
fis-5433	206	2	,	,	PUNCT
fis-5433	206	3	though	though	SCONJ
fis-5433	206	4	slightly	slightly	ADV
fis-5433	206	5	less	less	ADV
fis-5433	206	6	accurate	accurate	ADJ
fis-5433	206	7	,	,	PUNCT
fis-5433	206	8	demonstrated	demonstrate	VERB
fis-5433	206	9	stable	stable	ADJ
fis-5433	206	10	and	and	CCONJ
fis-5433	206	11	reliable	reliable	ADJ
fis-5433	206	12	predictions	prediction	NOUN
fis-5433	206	13	,	,	PUNCT
fis-5433	206	14	achieving	achieve	VERB
fis-5433	206	15	r²	r²	NOUN
fis-5433	206	16	values	value	NOUN
fis-5433	206	17	of	of	ADP
fis-5433	206	18	0.820	0.820	NUM
fis-5433	206	19	for	for	ADP
fis-5433	206	20	elastic	elastic	ADJ
fis-5433	206	21	modulus	modulus	NOUN
fis-5433	206	22	and	and	CCONJ
fis-5433	206	23	0.975	0.975	NUM
fis-5433	206	24	for	for	ADP
fis-5433	206	25	compressive	compressive	ADJ
fis-5433	206	26	strength	strength	NOUN
fis-5433	206	27	on	on	ADP
fis-5433	206	28	the	the	DET
fis-5433	206	29	testing	testing	NOUN
fis-5433	206	30	dataset	dataset	NOUN
fis-5433	206	31	.	.	PUNCT
fis-5433	207	1	the	the	DET
fis-5433	207	2	corresponding	corresponding	ADJ
fis-5433	207	3	rmse	rmse	NOUN
fis-5433	207	4	values	value	NOUN
fis-5433	207	5	for	for	ADP
fis-5433	207	6	ffnn	ffnn	NOUN
fis-5433	207	7	were	be	AUX
fis-5433	207	8	56.39	56.39	NUM
fis-5433	207	9	gpa	gpa	NOUN
fis-5433	207	10	and	and	CCONJ
fis-5433	207	11	3.00	3.00	NUM
fis-5433	207	12	mpa	mpa	NOUN
fis-5433	207	13	,	,	PUNCT
fis-5433	207	14	indicating	indicate	VERB
fis-5433	207	15	slightly	slightly	ADV
fis-5433	207	16	higher	high	ADJ
fis-5433	207	17	prediction	prediction	NOUN
fis-5433	207	18	errors	error	NOUN
fis-5433	207	19	compared	compare	VERB
fis-5433	207	20	to	to	ADP
fis-5433	207	21	rbnn	rbnn	NOUN
fis-5433	207	22	.	.	PUNCT
fis-5433	208	1	svm	svm	PROPN
fis-5433	208	2	,	,	PUNCT
fis-5433	208	3	while	while	SCONJ
fis-5433	208	4	computationally	computationally	ADV
fis-5433	208	5	efficient	efficient	ADJ
fis-5433	208	6	,	,	PUNCT
fis-5433	208	7	showed	show	VERB
fis-5433	208	8	relatively	relatively	ADV
fis-5433	208	9	lower	low	ADJ
fis-5433	208	10	performance	performance	NOUN
fis-5433	208	11	,	,	PUNCT
fis-5433	208	12	with	with	ADP
fis-5433	208	13	testing	testing	NOUN
fis-5433	208	14	r²	r²	NOUN
fis-5433	208	15	values	value	NOUN
fis-5433	208	16	of	of	ADP
fis-5433	208	17	0.875	0.875	NUM
fis-5433	208	18	for	for	ADP
fis-5433	208	19	elastic	elastic	ADJ
fis-5433	208	20	modulus	modulus	NOUN
fis-5433	208	21	and	and	CCONJ
fis-5433	208	22	0.985	0.985	NUM
fis-5433	208	23	for	for	ADP
fis-5433	208	24	compressive	compressive	ADJ
fis-5433	208	25	strength	strength	NOUN
fis-5433	208	26	.	.	PUNCT
fis-5433	209	1	its	its	PRON
fis-5433	209	2	rmse	rmse	ADJ
fis-5433	209	3	values	value	NOUN
fis-5433	209	4	of	of	ADP
fis-5433	209	5	45.71	45.71	NUM
fis-5433	209	6	gpa	gpa	NOUN
fis-5433	209	7	and	and	CCONJ
fis-5433	209	8	2.20	2.20	NUM
fis-5433	209	9	mpa	mpa	PROPN
fis-5433	209	10	suggest	suggest	VERB
fis-5433	209	11	that	that	SCONJ
fis-5433	209	12	the	the	DET
fis-5433	209	13	model	model	NOUN
fis-5433	209	14	effectively	effectively	ADV
fis-5433	209	15	balances	balance	VERB
fis-5433	209	16	complexity	complexity	NOUN
fis-5433	209	17	and	and	CCONJ
fis-5433	209	18	prediction	prediction	NOUN
fis-5433	209	19	accuracy	accuracy	NOUN
fis-5433	209	20	.	.	PUNCT
fis-5433	210	1	the	the	DET
fis-5433	210	2	crossvalidation	crossvalidation	NOUN
fis-5433	210	3	results	result	NOUN
fis-5433	210	4	for	for	ADP
fis-5433	210	5	ffnn	ffnn	NOUN
fis-5433	210	6	revealed	reveal	VERB
fis-5433	210	7	consistent	consistent	ADJ
fis-5433	210	8	r²	r²	NOUN
fis-5433	210	9	values	value	NOUN
fis-5433	210	10	across	across	ADP
fis-5433	210	11	folds	fold	NOUN
fis-5433	210	12	,	,	PUNCT
fis-5433	210	13	averaging	average	VERB
fis-5433	210	14	0.879	0.879	NUM
fis-5433	210	15	for	for	ADP
fis-5433	210	16	elastic	elastic	ADJ
fis-5433	210	17	modulus	modulus	NOUN
fis-5433	210	18	and	and	CCONJ
fis-5433	210	19	0.880	0.880	NUM
fis-5433	210	20	for	for	ADP
fis-5433	210	21	compressive	compressive	ADJ
fis-5433	210	22	strength	strength	NOUN
fis-5433	210	23	,	,	PUNCT
fis-5433	210	24	further	far	ADV
fis-5433	210	25	validating	validate	VERB
fis-5433	210	26	its	its	PRON
fis-5433	210	27	robustness	robustness	NOUN
fis-5433	210	28	and	and	CCONJ
fis-5433	210	29	reliability	reliability	NOUN
fis-5433	210	30	for	for	ADP
fis-5433	210	31	this	this	DET
fis-5433	210	32	dataset	dataset	NOUN
fis-5433	210	33	.	.	PUNCT
fis-5433	211	1	overall	overall	ADV
fis-5433	211	2	,	,	PUNCT
fis-5433	211	3	the	the	DET
fis-5433	211	4	results	result	NOUN
fis-5433	211	5	indicate	indicate	VERB
fis-5433	211	6	that	that	DET
fis-5433	211	7	rbnn	rbnn	NOUN
fis-5433	211	8	is	be	AUX
fis-5433	211	9	the	the	DET
fis-5433	211	10	most	most	ADV
fis-5433	211	11	accurate	accurate	ADJ
fis-5433	211	12	model	model	NOUN
fis-5433	211	13	for	for	ADP
fis-5433	211	14	predicting	predict	VERB
fis-5433	211	15	mechanical	mechanical	ADJ
fis-5433	211	16	properties	property	NOUN
fis-5433	211	17	,	,	PUNCT
fis-5433	211	18	making	make	VERB
fis-5433	211	19	it	it	PRON
fis-5433	211	20	ideal	ideal	ADJ
fis-5433	211	21	for	for	ADP
fis-5433	211	22	high	high	ADJ
fis-5433	211	23	-	-	PUNCT
fis-5433	211	24	precision	precision	NOUN
fis-5433	211	25	applications	application	NOUN
fis-5433	211	26	.	.	PUNCT
fis-5433	212	1	ffnn	ffnn	NOUN
fis-5433	212	2	provides	provide	VERB
fis-5433	212	3	a	a	DET
fis-5433	212	4	balanced	balanced	ADJ
fis-5433	212	5	approach	approach	NOUN
fis-5433	212	6	,	,	PUNCT
fis-5433	212	7	offering	offer	VERB
fis-5433	212	8	reliable	reliable	ADJ
fis-5433	212	9	predictions	prediction	NOUN
fis-5433	212	10	with	with	ADP
fis-5433	212	11	lower	low	ADJ
fis-5433	212	12	computational	computational	ADJ
fis-5433	212	13	complexity	complexity	NOUN
fis-5433	212	14	.	.	PUNCT
fis-5433	213	1	svm	svm	PROPN
fis-5433	213	2	,	,	PUNCT
fis-5433	213	3	while	while	SCONJ
fis-5433	213	4	slightly	slightly	ADV
fis-5433	213	5	less	less	ADV
fis-5433	213	6	accurate	accurate	ADJ
fis-5433	213	7	,	,	PUNCT
fis-5433	213	8	remains	remain	VERB
fis-5433	213	9	a	a	DET
fis-5433	213	10	viable	viable	ADJ
fis-5433	213	11	option	option	NOUN
fis-5433	213	12	for	for	ADP
fis-5433	213	13	datasets	dataset	NOUN
fis-5433	213	14	with	with	ADP
fis-5433	213	15	fewer	few	ADJ
fis-5433	213	16	features	feature	NOUN
fis-5433	213	17	or	or	CCONJ
fis-5433	213	18	limited	limited	ADJ
fis-5433	213	19	non	non	ADJ
fis-5433	213	20	-	-	NOUN
fis-5433	213	21	linearities	linearity	NOUN
fis-5433	213	22	.	.	PUNCT
fis-5433	214	1	these	these	DET
fis-5433	214	2	findings	finding	NOUN
fis-5433	214	3	emphasize	emphasize	VERB
fis-5433	214	4	the	the	DET
fis-5433	214	5	trade	trade	NOUN
fis-5433	214	6	-	-	PUNCT
fis-5433	214	7	offs	off	NOUN
fis-5433	214	8	between	between	ADP
fis-5433	214	9	model	model	NOUN
fis-5433	214	10	accuracy	accuracy	NOUN
fis-5433	214	11	,	,	PUNCT
fis-5433	214	12	computational	computational	ADJ
fis-5433	214	13	requirements	requirement	NOUN
fis-5433	214	14	,	,	PUNCT
fis-5433	214	15	and	and	CCONJ
fis-5433	214	16	data	datum	NOUN
fis-5433	214	17	complexity	complexity	NOUN
fis-5433	214	18	in	in	ADP
fis-5433	214	19	the	the	DET
fis-5433	214	20	context	context	NOUN
fis-5433	214	21	of	of	ADP
fis-5433	214	22	mechanical	mechanical	ADJ
fis-5433	214	23	property	property	NOUN
fis-5433	214	24	estimation	estimation	NOUN
fis-5433	214	25	.	.	PUNCT
fis-5433	215	1	property	property	NOUN
fis-5433	215	2	training	training	NOUN
fis-5433	215	3	r²	r²	NOUN
fis-5433	215	4	testing	testing	NOUN
fis-5433	215	5	r²	r²	NOUN
fis-5433	215	6	training	training	NOUN
fis-5433	215	7	vaf	vaf	NOUN
fis-5433	215	8	(	(	PUNCT
fis-5433	215	9	%	%	INTJ
fis-5433	215	10	)	)	PUNCT
fis-5433	215	11	testing	testing	NOUN
fis-5433	215	12	vaf	vaf	PROPN
fis-5433	215	13	(	(	PUNCT
fis-5433	215	14	%	%	INTJ
fis-5433	215	15	)	)	PUNCT
fis-5433	215	16	training	training	NOUN
fis-5433	215	17	rmse	rmse	NOUN
fis-5433	215	18	testing	testing	NOUN
fis-5433	215	19	rmse	rmse	NOUN
fis-5433	215	20	elastic	elastic	ADJ
fis-5433	215	21	modulus	modulus	NOUN
fis-5433	215	22	(	(	PUNCT
fis-5433	215	23	rve	rve	PROPN
fis-5433	215	24	)	)	PUNCT
fis-5433	215	25	0.957	0.957	NUM
fis-5433	215	26	0.940	0.940	NUM
fis-5433	216	1	95.9	95.9	NUM
fis-5433	216	2	94.0	94.0	NUM
fis-5433	216	3	33.96	33.96	NUM
fis-5433	216	4	46.33	46.33	NUM
fis-5433	216	5	elastic	elastic	ADJ
fis-5433	216	6	modulus	modulus	NOUN
fis-5433	216	7	(	(	PUNCT
fis-5433	216	8	ffnn	ffnn	NOUN
fis-5433	216	9	)	)	PUNCT
fis-5433	216	10	0.836	0.836	NUM
fis-5433	216	11	0.820	0.820	NUM
fis-5433	216	12	93.6	93.6	NUM
fis-5433	216	13	92.0	92.0	NUM
fis-5433	216	14	36.88	36.88	NUM
fis-5433	216	15	56.39	56.39	NUM
fis-5433	216	16	elastic	elastic	ADJ
fis-5433	216	17	modulus	modulus	NOUN
fis-5433	216	18	(	(	PUNCT
fis-5433	216	19	rbnn	rbnn	NOUN
fis-5433	216	20	)	)	PUNCT
fis-5433	216	21	0.604	0.604	NUM
fis-5433	216	22	0.590	0.590	NUM
fis-5433	216	23	83.6	83.6	NUM
fis-5433	216	24	82.0	82.0	NUM
fis-5433	216	25	37.52	37.52	NUM
fis-5433	216	26	46.15	46.15	NUM
fis-5433	216	27	elastic	elastic	ADJ
fis-5433	216	28	modulus	modulus	NOUN
fis-5433	216	29	(	(	PUNCT
fis-5433	216	30	svm	svm	PROPN
fis-5433	216	31	)	)	PUNCT
fis-5433	216	32	0.887	0.887	NUM
fis-5433	216	33	0.875	0.875	NUM
fis-5433	216	34	95.3	95.3	NUM
fis-5433	216	35	93.5	93.5	NUM
fis-5433	216	36	34.26	34.26	NUM
fis-5433	216	37	45.71	45.71	NUM
fis-5433	216	38	compressive	compressive	ADJ
fis-5433	216	39	strength	strength	NOUN
fis-5433	216	40	(	(	PUNCT
fis-5433	216	41	rve	rve	PROPN
fis-5433	216	42	)	)	PUNCT
fis-5433	216	43	0.989	0.989	NUM
fis-5433	216	44	0.985	0.985	NUM
fis-5433	216	45	98.9	98.9	NUM
fis-5433	216	46	98.5	98.5	NUM
fis-5433	216	47	4.50	4.50	NUM
fis-5433	216	48	2.80	2.80	NUM
fis-5433	216	49	compressive	compressive	ADJ
fis-5433	216	50	strength	strength	NOUN
fis-5433	216	51	(	(	PUNCT
fis-5433	216	52	ffnn	ffnn	NOUN
fis-5433	216	53	)	)	PUNCT
fis-5433	217	1	0.981	0.981	NUM
fis-5433	217	2	0.975	0.975	NUM
fis-5433	217	3	98.1	98.1	NUM
fis-5433	217	4	97.5	97.5	NUM
fis-5433	217	5	4.80	4.80	NUM
fis-5433	217	6	3.00	3.00	NUM
fis-5433	217	7	compressive	compressive	ADJ
fis-5433	217	8	strength	strength	NOUN
fis-5433	217	9	(	(	PUNCT
fis-5433	217	10	rbnn	rbnn	PROPN
fis-5433	217	11	)	)	PUNCT
fis-5433	217	12	0.990	0.990	NUM
fis-5433	217	13	0.988	0.988	NUM
fis-5433	217	14	99.1	99.1	NUM
fis-5433	217	15	98.8	98.8	NUM
fis-5433	217	16	3.80	3.80	NUM
fis-5433	217	17	2.50	2.50	NUM
fis-5433	217	18	compressive	compressive	ADJ
fis-5433	217	19	strength	strength	NOUN
fis-5433	217	20	(	(	PUNCT
fis-5433	217	21	svm	svm	PROPN
fis-5433	217	22	)	)	PUNCT
fis-5433	217	23	0.988	0.988	NUM
fis-5433	217	24	0.985	0.985	NUM
fis-5433	217	25	99.2	99.2	NUM
fis-5433	217	26	98.9	98.9	NUM
fis-5433	217	27	2.70	2.70	NUM
fis-5433	217	28	2.20	2.20	NUM
fis-5433	217	29	table	table	NOUN
fis-5433	217	30	2	2	NUM
fis-5433	217	31	:	:	PUNCT
fis-5433	217	32	ann	ann	PROPN
fis-5433	217	33	method	method	NOUN
fis-5433	217	34	outcomes	outcome	NOUN
fis-5433	217	35	for	for	ADP
fis-5433	217	36	ffnn	ffnn	NOUN
fis-5433	217	37	,	,	PUNCT
fis-5433	217	38	rbnn	rbnn	NOUN
fis-5433	217	39	and	and	CCONJ
fis-5433	217	40	sve	sve	NOUN
fis-5433	217	41	.	.	PUNCT
fis-5433	218	1	r.	r.	PROPN
fis-5433	218	2	k.	k.	PROPN
fis-5433	219	1	singh	singh	PROPN
fis-5433	219	2	et	et	PROPN
fis-5433	219	3	alii	alii	PROPN
fis-5433	219	4	,	,	PUNCT
fis-5433	219	5	fracture	fracture	ADJ
fis-5433	219	6	and	and	CCONJ
fis-5433	219	7	structural	structural	ADJ
fis-5433	219	8	integrity	integrity	NOUN
fis-5433	219	9	,	,	PUNCT
fis-5433	219	10	73	73	NUM
fis-5433	219	11	(	(	PUNCT
fis-5433	219	12	2025	2025	NUM
fis-5433	219	13	)	)	PUNCT
fis-5433	219	14	74	74	NUM
fis-5433	219	15	-	-	SYM
fis-5433	219	16	87	87	NUM
fis-5433	219	17	;	;	PUNCT
fis-5433	219	18	doi	doi	NOUN
fis-5433	219	19	:	:	PUNCT
fis-5433	219	20	10.3221	10.3221	NUM
fis-5433	219	21	/	/	SYM
fis-5433	219	22	igf	igf	NOUN
fis-5433	219	23	-	-	PUNCT
fis-5433	219	24	esis.73.06	esis.73.06	NOUN
fis-5433	219	25	84	84	NUM
fis-5433	219	26	the	the	DET
fis-5433	219	27	analysis	analysis	NOUN
fis-5433	219	28	of	of	ADP
fis-5433	219	29	elastic	elastic	ADJ
fis-5433	219	30	modulus	modulus	NOUN
fis-5433	219	31	predictions	prediction	NOUN
fis-5433	219	32	at	at	ADP
fis-5433	219	33	5	5	NUM
fis-5433	219	34	%	%	NOUN
fis-5433	219	35	,	,	PUNCT
fis-5433	219	36	15	15	NUM
fis-5433	219	37	%	%	NOUN
fis-5433	219	38	,	,	PUNCT
fis-5433	219	39	and	and	CCONJ
fis-5433	219	40	30	30	NUM
fis-5433	219	41	%	%	NOUN
fis-5433	219	42	hap	hap	NOUN
fis-5433	219	43	volume	volume	NOUN
fis-5433	219	44	fractions	fraction	NOUN
fis-5433	219	45	highlights	highlight	NOUN
fis-5433	219	46	notable	notable	ADJ
fis-5433	219	47	performance	performance	NOUN
fis-5433	219	48	across	across	ADP
fis-5433	219	49	models	model	NOUN
fis-5433	219	50	given	give	VERB
fis-5433	219	51	in	in	ADP
fis-5433	219	52	tab	tab	NOUN
fis-5433	219	53	.	.	PUNCT
fis-5433	220	1	3	3	X
fis-5433	220	2	.	.	X
fis-5433	221	1	at	at	ADP
fis-5433	221	2	5	5	NUM
fis-5433	221	3	%	%	NOUN
fis-5433	221	4	hap	hap	NOUN
fis-5433	221	5	,	,	PUNCT
fis-5433	221	6	the	the	DET
fis-5433	221	7	experimental	experimental	ADJ
fis-5433	221	8	value	value	NOUN
fis-5433	221	9	of	of	ADP
fis-5433	221	10	2824.84	2824.84	NUM
fis-5433	221	11	gpa	gpa	PROPN
fis-5433	221	12	was	be	AUX
fis-5433	221	13	closely	closely	ADV
fis-5433	221	14	matched	match	VERB
fis-5433	221	15	by	by	ADP
fis-5433	221	16	the	the	DET
fis-5433	221	17	rve	rve	PROPN
fis-5433	221	18	prediction	prediction	NOUN
fis-5433	221	19	(	(	PUNCT
fis-5433	221	20	2906.4	2906.4	NUM
fis-5433	221	21	gpa	gpa	NOUN
fis-5433	221	22	)	)	PUNCT
fis-5433	221	23	,	,	PUNCT
fis-5433	221	24	with	with	ADP
fis-5433	221	25	svm	svm	PROPN
fis-5433	221	26	providing	provide	VERB
fis-5433	221	27	the	the	DET
fis-5433	221	28	most	most	ADV
fis-5433	221	29	accurate	accurate	ADJ
fis-5433	221	30	machine	machine	NOUN
fis-5433	221	31	learning	learning	NOUN
fis-5433	221	32	prediction	prediction	NOUN
fis-5433	221	33	at	at	ADP
fis-5433	221	34	2665.20	2665.20	NUM
fis-5433	221	35	gpa	gpa	NOUN
fis-5433	221	36	,	,	PUNCT
fis-5433	221	37	followed	follow	VERB
fis-5433	221	38	by	by	ADP
fis-5433	221	39	rbnn	rbnn	NOUN
fis-5433	221	40	at	at	ADP
fis-5433	221	41	2525.35	2525.35	NUM
fis-5433	221	42	gpa	gpa	NOUN
fis-5433	221	43	.	.	PUNCT
fis-5433	222	1	ffnn	ffnn	NOUN
fis-5433	222	2	significantly	significantly	ADV
fis-5433	222	3	underestimated	underestimate	VERB
fis-5433	222	4	the	the	DET
fis-5433	222	5	value	value	NOUN
fis-5433	222	6	at	at	ADP
fis-5433	222	7	11.68	11.68	NUM
fis-5433	222	8	gpa	gpa	NOUN
fis-5433	222	9	,	,	PUNCT
fis-5433	222	10	indicating	indicate	VERB
fis-5433	222	11	underfitting	underfitting	NOUN
fis-5433	222	12	.	.	PUNCT
fis-5433	223	1	at	at	ADP
fis-5433	223	2	15	15	NUM
fis-5433	223	3	%	%	NOUN
fis-5433	223	4	hap	hap	NOUN
fis-5433	223	5	,	,	PUNCT
fis-5433	223	6	the	the	DET
fis-5433	223	7	experimental	experimental	ADJ
fis-5433	223	8	elastic	elastic	ADJ
fis-5433	223	9	modulus	modulus	NOUN
fis-5433	223	10	of	of	ADP
fis-5433	223	11	3500.00	3500.00	NUM
fis-5433	223	12	gpa	gpa	NOUN
fis-5433	223	13	was	be	AUX
fis-5433	223	14	well	well	ADV
fis-5433	223	15	-	-	PUNCT
fis-5433	223	16	predicted	predict	VERB
fis-5433	223	17	by	by	ADP
fis-5433	223	18	the	the	DET
fis-5433	223	19	rve	rve	PROPN
fis-5433	223	20	model	model	NOUN
fis-5433	223	21	(	(	PUNCT
fis-5433	223	22	3444.2	3444.2	NUM
fis-5433	223	23	gpa	gpa	NOUN
fis-5433	223	24	)	)	PUNCT
fis-5433	223	25	,	,	PUNCT
fis-5433	223	26	with	with	ADP
fis-5433	223	27	svm	svm	PROPN
fis-5433	223	28	offering	offer	VERB
fis-5433	223	29	the	the	DET
fis-5433	223	30	closest	close	ADJ
fis-5433	223	31	match	match	NOUN
fis-5433	223	32	(	(	PUNCT
fis-5433	223	33	3486.89	3486.89	NUM
fis-5433	223	34	gpa	gpa	NOUN
fis-5433	223	35	)	)	PUNCT
fis-5433	223	36	and	and	CCONJ
fis-5433	223	37	rbnn	rbnn	NOUN
fis-5433	223	38	also	also	ADV
fis-5433	223	39	performing	perform	VERB
fis-5433	223	40	well	well	ADV
fis-5433	223	41	at	at	ADP
fis-5433	223	42	3474.27	3474.27	NUM
fis-5433	223	43	gpa	gpa	NOUN
fis-5433	223	44	.	.	PUNCT
fis-5433	224	1	at	at	ADP
fis-5433	224	2	30	30	NUM
fis-5433	224	3	%	%	NOUN
fis-5433	224	4	hap	hap	NOUN
fis-5433	224	5	,	,	PUNCT
fis-5433	224	6	the	the	DET
fis-5433	224	7	experimental	experimental	ADJ
fis-5433	224	8	value	value	NOUN
fis-5433	224	9	of	of	ADP
fis-5433	224	10	5042.62	5042.62	NUM
fis-5433	224	11	gpa	gpa	NOUN
fis-5433	224	12	was	be	AUX
fis-5433	224	13	accurately	accurately	ADV
fis-5433	224	14	estimated	estimate	VERB
fis-5433	224	15	by	by	ADP
fis-5433	224	16	the	the	DET
fis-5433	224	17	rve	rve	PROPN
fis-5433	224	18	model	model	PROPN
fis-5433	224	19	(	(	PUNCT
fis-5433	224	20	5011.3	5011.3	NUM
fis-5433	224	21	gpa	gpa	PROPN
fis-5433	224	22	)	)	PUNCT
fis-5433	224	23	,	,	PUNCT
fis-5433	224	24	while	while	SCONJ
fis-5433	224	25	svm	svm	PROPN
fis-5433	224	26	(	(	PUNCT
fis-5433	224	27	5088.33	5088.33	NUM
fis-5433	224	28	gpa	gpa	PROPN
fis-5433	224	29	)	)	PUNCT
fis-5433	224	30	closely	closely	ADV
fis-5433	224	31	matched	match	VERB
fis-5433	224	32	the	the	DET
fis-5433	224	33	experimental	experimental	ADJ
fis-5433	224	34	result	result	NOUN
fis-5433	224	35	,	,	PUNCT
fis-5433	224	36	and	and	CCONJ
fis-5433	224	37	rbnn	rbnn	NOUN
fis-5433	224	38	slightly	slightly	ADV
fis-5433	224	39	overestimated	overestimate	VERB
fis-5433	224	40	at	at	ADP
fis-5433	224	41	5048.77	5048.77	NUM
fis-5433	224	42	gpa	gpa	NOUN
fis-5433	224	43	as	as	SCONJ
fis-5433	224	44	shown	show	VERB
fis-5433	224	45	in	in	ADP
fis-5433	224	46	fig.8	fig.8	PROPN
fis-5433	224	47	.	.	PUNCT
fis-5433	225	1	for	for	ADP
fis-5433	225	2	compressive	compressive	ADJ
fis-5433	225	3	strength	strength	NOUN
fis-5433	225	4	as	as	SCONJ
fis-5433	225	5	given	give	VERB
fis-5433	225	6	in	in	ADP
fis-5433	225	7	tab	tab	NOUN
fis-5433	225	8	.	.	PUNCT
fis-5433	225	9	4	4	NUM
fis-5433	225	10	,	,	PUNCT
fis-5433	225	11	at	at	ADP
fis-5433	225	12	5	5	NUM
fis-5433	225	13	%	%	NOUN
fis-5433	225	14	hap	hap	NOUN
fis-5433	225	15	,	,	PUNCT
fis-5433	225	16	the	the	DET
fis-5433	225	17	experimental	experimental	ADJ
fis-5433	225	18	value	value	NOUN
fis-5433	225	19	of	of	ADP
fis-5433	225	20	90.12	90.12	NUM
fis-5433	225	21	mpa	mpa	NOUN
fis-5433	225	22	was	be	AUX
fis-5433	225	23	closely	closely	ADV
fis-5433	225	24	matched	match	VERB
fis-5433	225	25	by	by	ADP
fis-5433	225	26	the	the	DET
fis-5433	225	27	rve	rve	PROPN
fis-5433	225	28	model	model	PROPN
fis-5433	225	29	(	(	PUNCT
fis-5433	225	30	88.93	88.93	NUM
fis-5433	225	31	mpa	mpa	NOUN
fis-5433	225	32	)	)	PUNCT
fis-5433	225	33	,	,	PUNCT
fis-5433	225	34	with	with	ADP
fis-5433	225	35	svm	svm	PROPN
fis-5433	225	36	providing	provide	VERB
fis-5433	225	37	the	the	DET
fis-5433	225	38	best	good	ADJ
fis-5433	225	39	prediction	prediction	NOUN
fis-5433	225	40	(	(	PUNCT
fis-5433	225	41	89.77	89.77	NUM
fis-5433	225	42	mpa	mpa	NOUN
fis-5433	225	43	)	)	PUNCT
fis-5433	225	44	and	and	CCONJ
fis-5433	225	45	rbnn	rbnn	NOUN
fis-5433	225	46	following	follow	VERB
fis-5433	225	47	closely	closely	ADV
fis-5433	225	48	at	at	ADP
fis-5433	225	49	88.55	88.55	NUM
fis-5433	225	50	mpa	mpa	NOUN
fis-5433	225	51	.	.	PUNCT
fis-5433	226	1	at	at	ADP
fis-5433	226	2	15	15	NUM
fis-5433	226	3	%	%	NOUN
fis-5433	226	4	hap	hap	NOUN
fis-5433	226	5	,	,	PUNCT
fis-5433	226	6	the	the	DET
fis-5433	226	7	experimental	experimental	ADJ
fis-5433	226	8	value	value	NOUN
fis-5433	226	9	of	of	ADP
fis-5433	226	10	119.34	119.34	NUM
fis-5433	226	11	mpa	mpa	NOUN
fis-5433	226	12	was	be	AUX
fis-5433	226	13	accurately	accurately	ADV
fis-5433	226	14	predicted	predict	VERB
fis-5433	226	15	by	by	ADP
fis-5433	226	16	the	the	DET
fis-5433	226	17	rve	rve	PROPN
fis-5433	226	18	model	model	NOUN
fis-5433	226	19	(	(	PUNCT
fis-5433	226	20	121.19	121.19	NUM
fis-5433	226	21	mpa	mpa	NOUN
fis-5433	226	22	)	)	PUNCT
fis-5433	226	23	and	and	CCONJ
fis-5433	226	24	matched	match	VERB
fis-5433	226	25	closely	closely	ADV
fis-5433	226	26	by	by	ADP
fis-5433	226	27	svm	svm	PROPN
fis-5433	226	28	(	(	PUNCT
fis-5433	226	29	121.56	121.56	NUM
fis-5433	226	30	mpa	mpa	NOUN
fis-5433	226	31	)	)	PUNCT
fis-5433	226	32	and	and	CCONJ
fis-5433	226	33	rbnn	rbnn	NOUN
fis-5433	226	34	(	(	PUNCT
fis-5433	226	35	120.61	120.61	NUM
fis-5433	226	36	mpa	mpa	NOUN
fis-5433	226	37	)	)	PUNCT
fis-5433	226	38	.	.	PUNCT
fis-5433	227	1	ffnn	ffnn	NOUN
fis-5433	227	2	also	also	ADV
fis-5433	227	3	performed	perform	VERB
fis-5433	227	4	well	well	ADV
fis-5433	227	5	,	,	PUNCT
fis-5433	227	6	aligning	align	VERB
fis-5433	227	7	with	with	ADP
fis-5433	227	8	the	the	DET
fis-5433	227	9	rve	rve	PROPN
fis-5433	227	10	prediction	prediction	NOUN
fis-5433	227	11	(	(	PUNCT
fis-5433	227	12	121.19	121.19	NUM
fis-5433	227	13	mpa	mpa	NOUN
fis-5433	227	14	)	)	PUNCT
fis-5433	227	15	.	.	PUNCT
fis-5433	228	1	at	at	ADP
fis-5433	228	2	30	30	NUM
fis-5433	228	3	%	%	NOUN
fis-5433	228	4	hap	hap	NOUN
fis-5433	228	5	,	,	PUNCT
fis-5433	228	6	the	the	DET
fis-5433	228	7	experimental	experimental	ADJ
fis-5433	228	8	value	value	NOUN
fis-5433	228	9	of	of	ADP
fis-5433	228	10	184.76	184.76	NUM
fis-5433	228	11	mpa	mpa	NOUN
fis-5433	228	12	was	be	AUX
fis-5433	228	13	slightly	slightly	ADV
fis-5433	228	14	overestimated	overestimate	VERB
fis-5433	228	15	by	by	ADP
fis-5433	228	16	the	the	DET
fis-5433	228	17	rve	rve	PROPN
fis-5433	228	18	model	model	NOUN
fis-5433	228	19	(	(	PUNCT
fis-5433	228	20	189.9	189.9	NUM
fis-5433	228	21	mpa	mpa	NOUN
fis-5433	228	22	)	)	PUNCT
fis-5433	228	23	,	,	PUNCT
fis-5433	228	24	with	with	ADP
fis-5433	228	25	svm	svm	PROPN
fis-5433	228	26	(	(	PUNCT
fis-5433	228	27	188.47	188.47	NUM
fis-5433	228	28	mpa	mpa	NOUN
fis-5433	228	29	)	)	PUNCT
fis-5433	228	30	and	and	CCONJ
fis-5433	228	31	rbnn	rbnn	NOUN
fis-5433	228	32	(	(	PUNCT
fis-5433	228	33	188.5	188.5	NUM
fis-5433	228	34	mpa	mpa	NOUN
fis-5433	228	35	)	)	PUNCT
fis-5433	228	36	providing	provide	VERB
fis-5433	228	37	stable	stable	ADJ
fis-5433	228	38	and	and	CCONJ
fis-5433	228	39	accurate	accurate	ADJ
fis-5433	228	40	predictions	prediction	NOUN
fis-5433	228	41	,	,	PUNCT
fis-5433	228	42	while	while	SCONJ
fis-5433	228	43	ffnn	ffnn	NOUN
fis-5433	228	44	matched	match	VERB
fis-5433	228	45	the	the	DET
fis-5433	228	46	rve	rve	PROPN
fis-5433	228	47	value	value	NOUN
fis-5433	228	48	(	(	PUNCT
fis-5433	228	49	189.9	189.9	NUM
fis-5433	228	50	mpa	mpa	NOUN
fis-5433	228	51	)	)	PUNCT
fis-5433	228	52	as	as	SCONJ
fis-5433	228	53	shown	show	VERB
fis-5433	228	54	in	in	ADP
fis-5433	228	55	fig.9	fig.9	PROPN
fis-5433	228	56	.	.	PUNCT
fis-5433	228	57	hap	hap	PROPN
fis-5433	228	58	(	(	PUNCT
fis-5433	228	59	%	%	INTJ
fis-5433	228	60	)	)	PUNCT
fis-5433	228	61	experimental	experimental	ADJ
fis-5433	228	62	elastic	elastic	ADJ
fis-5433	228	63	modulus	modulus	NOUN
fis-5433	228	64	(	(	PUNCT
fis-5433	228	65	mpa	mpa	PROPN
fis-5433	228	66	)	)	PUNCT
fis-5433	228	67	rve	rve	PROPN
fis-5433	228	68	ffnn	ffnn	PROPN
fis-5433	228	69	predicted	predict	VERB
fis-5433	228	70	rbnn	rbnn	PROPN
fis-5433	228	71	predicted	predict	VERB
fis-5433	228	72	svm	svm	PROPN
fis-5433	228	73	predicted	predict	VERB
fis-5433	228	74	error	error	NOUN
fis-5433	228	75	%	%	NOUN
fis-5433	228	76	5.0	5.0	NUM
fis-5433	228	77	2824.84	2824.84	NUM
fis-5433	228	78	2906.4	2906.4	NUM
fis-5433	228	79	2632.4	2632.4	NUM
fis-5433	228	80	2525.35	2525.35	NUM
fis-5433	228	81	2665.20	2665.20	NUM
fis-5433	228	82	2	2	NUM
fis-5433	228	83	-	-	SYM
fis-5433	228	84	10	10	NUM
fis-5433	228	85	%	%	NOUN
fis-5433	228	86	15.0	15.0	NUM
fis-5433	228	87	3500.00	3500.00	NUM
fis-5433	228	88	3444.2	3444.2	NUM
fis-5433	228	89	3479.01	3479.01	NUM
fis-5433	228	90	3474.27	3474.27	NUM
fis-5433	228	91	3486.89	3486.89	NUM
fis-5433	228	92	0	0	NUM
fis-5433	228	93	-	-	SYM
fis-5433	228	94	2	2	NUM
fis-5433	228	95	%	%	NOUN
fis-5433	228	96	30.0	30.0	NUM
fis-5433	228	97	5042.62	5042.62	NUM
fis-5433	228	98	5011.3	5011.3	NUM
fis-5433	228	99	5099.01	5099.01	NUM
fis-5433	228	100	5048	5048	NUM
fis-5433	228	101	..	..	PUNCT
fis-5433	228	102	77	77	NUM
fis-5433	228	103	5088.33	5088.33	NUM
fis-5433	228	104	0	0	NUM
fis-5433	228	105	-	-	SYM
fis-5433	228	106	2	2	NUM
fis-5433	228	107	%	%	NOUN
fis-5433	228	108	table	table	NOUN
fis-5433	228	109	3	3	NUM
fis-5433	228	110	:	:	PUNCT
fis-5433	228	111	elastic	elastic	ADJ
fis-5433	228	112	modulus	modulus	ADJ
fis-5433	228	113	predictions	prediction	NOUN
fis-5433	228	114	.	.	PUNCT
fis-5433	229	1	figure	figure	VERB
fis-5433	229	2	8	8	NUM
fis-5433	229	3	:	:	PUNCT
fis-5433	229	4	elastic	elastic	ADJ
fis-5433	229	5	modulus	modulus	NOUN
fis-5433	229	6	predictions	prediction	NOUN
fis-5433	229	7	for	for	ADP
fis-5433	229	8	rbnn	rbnn	NOUN
fis-5433	229	9	ffnn	ffnn	NOUN
fis-5433	229	10	and	and	CCONJ
fis-5433	229	11	svm	svm	ADJ
fis-5433	229	12	model	model	NOUN
fis-5433	229	13	.	.	PUNCT
fis-5433	230	1	the	the	DET
fis-5433	230	2	results	result	NOUN
fis-5433	230	3	of	of	ADP
fis-5433	230	4	this	this	DET
fis-5433	230	5	study	study	NOUN
fis-5433	230	6	on	on	ADP
fis-5433	230	7	the	the	DET
fis-5433	230	8	predictive	predictive	ADJ
fis-5433	230	9	modelling	modelling	NOUN
fis-5433	230	10	of	of	ADP
fis-5433	230	11	pmma	pmma	PROPN
fis-5433	230	12	-	-	PUNCT
fis-5433	230	13	hap	hap	PROPN
fis-5433	230	14	composites	composite	NOUN
fis-5433	230	15	provide	provide	VERB
fis-5433	230	16	valuable	valuable	ADJ
fis-5433	230	17	insights	insight	NOUN
fis-5433	230	18	into	into	ADP
fis-5433	230	19	their	their	PRON
fis-5433	230	20	mechanical	mechanical	ADJ
fis-5433	230	21	behaviour	behaviour	NOUN
fis-5433	230	22	while	while	SCONJ
fis-5433	230	23	drawing	draw	VERB
fis-5433	230	24	comparisons	comparison	NOUN
fis-5433	230	25	with	with	ADP
fis-5433	230	26	other	other	ADJ
fis-5433	230	27	studies	study	NOUN
fis-5433	230	28	on	on	ADP
fis-5433	230	29	polymer	polymer	NOUN
fis-5433	230	30	-	-	PUNCT
fis-5433	230	31	based	base	VERB
fis-5433	230	32	materials	material	NOUN
fis-5433	230	33	.	.	PUNCT
fis-5433	231	1	the	the	DET
fis-5433	231	2	rbnn	rbnn	PROPN
fis-5433	231	3	model	model	PROPN
fis-5433	231	4	,	,	PUNCT
fis-5433	231	5	achieving	achieve	VERB
fis-5433	231	6	r²	r²	NOUN
fis-5433	231	7	values	value	NOUN
fis-5433	231	8	of	of	ADP
fis-5433	231	9	0.590	0.590	NUM
fis-5433	231	10	for	for	ADP
fis-5433	231	11	elastic	elastic	ADJ
fis-5433	231	12	modulus	modulus	NOUN
fis-5433	231	13	and	and	CCONJ
fis-5433	231	14	0.988	0.988	NUM
fis-5433	231	15	for	for	ADP
fis-5433	231	16	compressive	compressive	ADJ
fis-5433	231	17	strength	strength	NOUN
fis-5433	231	18	on	on	ADP
fis-5433	231	19	the	the	DET
fis-5433	231	20	testing	testing	NOUN
fis-5433	231	21	dataset	dataset	NOUN
fis-5433	231	22	,	,	PUNCT
fis-5433	231	23	demonstrated	demonstrate	VERB
fis-5433	231	24	superior	superior	ADJ
fis-5433	231	25	accuracy	accuracy	NOUN
fis-5433	231	26	in	in	ADP
fis-5433	231	27	capturing	capture	VERB
fis-5433	231	28	complex	complex	ADJ
fis-5433	231	29	non	non	ADJ
fis-5433	231	30	-	-	ADJ
fis-5433	231	31	linear	linear	ADJ
fis-5433	231	32	interactions	interaction	NOUN
fis-5433	231	33	.	.	PUNCT
fis-5433	232	1	however	however	ADV
fis-5433	232	2	,	,	PUNCT
fis-5433	232	3	its	its	PRON
fis-5433	232	4	tendency	tendency	NOUN
fis-5433	232	5	to	to	PART
fis-5433	232	6	overestimate	overestimate	VERB
fis-5433	232	7	properties	property	NOUN
fis-5433	232	8	at	at	ADP
fis-5433	232	9	higher	high	ADJ
fis-5433	232	10	hap	hap	NOUN
fis-5433	232	11	percentages	percentage	NOUN
fis-5433	232	12	highlights	highlight	VERB
fis-5433	232	13	its	its	PRON
fis-5433	232	14	dependency	dependency	NOUN
fis-5433	232	15	on	on	ADP
fis-5433	232	16	training	training	NOUN
fis-5433	232	17	data	datum	NOUN
fis-5433	232	18	density	density	NOUN
fis-5433	232	19	and	and	CCONJ
fis-5433	232	20	sensitivity	sensitivity	NOUN
fis-5433	232	21	to	to	ADP
fis-5433	232	22	sparsity	sparsity	NOUN
fis-5433	232	23	or	or	CCONJ
fis-5433	232	24	outliers	outlier	NOUN
fis-5433	232	25	.	.	PUNCT
fis-5433	233	1	similar	similar	ADJ
fis-5433	233	2	challenges	challenge	NOUN
fis-5433	233	3	r.	r.	PROPN
fis-5433	233	4	k.	k.	PROPN
fis-5433	234	1	singh	singh	PROPN
fis-5433	234	2	et	et	PROPN
fis-5433	234	3	alii	alii	PROPN
fis-5433	234	4	,	,	PUNCT
fis-5433	234	5	fracture	fracture	ADJ
fis-5433	234	6	and	and	CCONJ
fis-5433	234	7	structural	structural	ADJ
fis-5433	234	8	integrity	integrity	NOUN
fis-5433	234	9	,	,	PUNCT
fis-5433	234	10	73	73	NUM
fis-5433	234	11	(	(	PUNCT
fis-5433	234	12	2025	2025	NUM
fis-5433	234	13	)	)	PUNCT
fis-5433	234	14	74	74	NUM
fis-5433	234	15	-	-	SYM
fis-5433	234	16	87	87	NUM
fis-5433	234	17	;	;	PUNCT
fis-5433	234	18	doi	doi	NOUN
fis-5433	234	19	:	:	PUNCT
fis-5433	234	20	10.3221	10.3221	NUM
fis-5433	234	21	/	/	SYM
fis-5433	234	22	igf	igf	NOUN
fis-5433	234	23	-	-	PUNCT
fis-5433	234	24	esis.73.06	esis.73.06	NOUN
fis-5433	234	25	85	85	NUM
fis-5433	234	26	have	have	AUX
fis-5433	234	27	been	be	AUX
fis-5433	234	28	noted	note	VERB
fis-5433	234	29	in	in	ADP
fis-5433	234	30	studies	study	NOUN
fis-5433	234	31	on	on	ADP
fis-5433	234	32	polymer	polymer	NOUN
fis-5433	234	33	composites	composite	NOUN
fis-5433	234	34	such	such	ADJ
fis-5433	234	35	as	as	ADP
fis-5433	234	36	epoxy	epoxy	NOUN
fis-5433	234	37	resins	resin	NOUN
fis-5433	234	38	reinforced	reinforce	VERB
fis-5433	234	39	with	with	ADP
fis-5433	234	40	graphene	graphene	ADJ
fis-5433	234	41	oxide	oxide	NOUN
fis-5433	234	42	and	and	CCONJ
fis-5433	234	43	pmma	pmma	NOUN
fis-5433	234	44	with	with	ADP
fis-5433	234	45	carbon	carbon	NOUN
fis-5433	234	46	nanotubes	nanotube	NOUN
fis-5433	234	47	,	,	PUNCT
fis-5433	234	48	where	where	SCONJ
fis-5433	234	49	rbnn	rbnn	NOUN
fis-5433	234	50	exhibited	exhibit	VERB
fis-5433	234	51	limitations	limitation	NOUN
fis-5433	234	52	in	in	ADP
fis-5433	234	53	extrapolating	extrapolate	VERB
fis-5433	234	54	beyond	beyond	ADP
fis-5433	234	55	the	the	DET
fis-5433	234	56	range	range	NOUN
fis-5433	234	57	of	of	ADP
fis-5433	234	58	training	training	NOUN
fis-5433	234	59	data	datum	NOUN
fis-5433	234	60	.	.	PUNCT
fis-5433	235	1	these	these	DET
fis-5433	235	2	findings	finding	NOUN
fis-5433	235	3	emphasize	emphasize	VERB
fis-5433	235	4	the	the	DET
fis-5433	235	5	need	need	NOUN
fis-5433	235	6	for	for	ADP
fis-5433	235	7	incorporating	incorporate	VERB
fis-5433	235	8	robust	robust	ADJ
fis-5433	235	9	regularization	regularization	NOUN
fis-5433	235	10	techniques	technique	NOUN
fis-5433	235	11	and	and	CCONJ
fis-5433	235	12	optimizing	optimize	VERB
fis-5433	235	13	neuron	neuron	NOUN
fis-5433	235	14	configurations	configuration	NOUN
fis-5433	235	15	to	to	PART
fis-5433	235	16	enhance	enhance	VERB
fis-5433	235	17	stability	stability	NOUN
fis-5433	235	18	and	and	CCONJ
fis-5433	235	19	mitigate	mitigate	VERB
fis-5433	235	20	overfitting	overfitting	NOUN
fis-5433	235	21	.	.	PUNCT
fis-5433	236	1	hap	hap	NOUN
fis-5433	236	2	(	(	PUNCT
fis-5433	236	3	%	%	INTJ
fis-5433	236	4	)	)	PUNCT
fis-5433	236	5	experimental	experimental	ADJ
fis-5433	236	6	compressive	compressive	PROPN
fis-5433	236	7	strength	strength	PROPN
fis-5433	236	8	rve	rve	PROPN
fis-5433	236	9	ffnn	ffnn	PROPN
fis-5433	236	10	predicted	predict	VERB
fis-5433	236	11	rbnn	rbnn	PROPN
fis-5433	236	12	predicted	predict	VERB
fis-5433	236	13	svm	svm	PROPN
fis-5433	236	14	predicted	predict	VERB
fis-5433	236	15	error	error	NOUN
fis-5433	236	16	%	%	NOUN
fis-5433	236	17	5.0	5.0	NUM
fis-5433	236	18	90.12	90.12	NUM
fis-5433	236	19	88.93	88.93	NUM
fis-5433	236	20	87.93	87.93	NUM
fis-5433	236	21	88.55	88.55	NUM
fis-5433	236	22	89.77	89.77	NUM
fis-5433	236	23	0	0	NUM
fis-5433	236	24	-	-	SYM
fis-5433	236	25	3	3	NUM
fis-5433	236	26	%	%	NOUN
fis-5433	236	27	15.0	15.0	NUM
fis-5433	236	28	119.34	119.34	NUM
fis-5433	237	1	121.19	121.19	NUM
fis-5433	237	2	121.19	121.19	NUM
fis-5433	237	3	120.61	120.61	NUM
fis-5433	237	4	121.56	121.56	NUM
fis-5433	237	5	1	1	NUM
fis-5433	237	6	-	-	SYM
fis-5433	237	7	2	2	NUM
fis-5433	237	8	%	%	NOUN
fis-5433	237	9	30.0	30.0	NUM
fis-5433	237	10	184.76	184.76	NUM
fis-5433	237	11	189.9	189.9	NUM
fis-5433	237	12	189.9	189.9	NUM
fis-5433	237	13	188.5	188.5	NUM
fis-5433	237	14	188.47	188.47	NUM
fis-5433	237	15	2	2	NUM
fis-5433	237	16	-	-	SYM
fis-5433	237	17	3	3	NUM
fis-5433	237	18	%	%	NOUN
fis-5433	237	19	table	table	NOUN
fis-5433	237	20	4	4	NUM
fis-5433	237	21	:	:	PUNCT
fis-5433	237	22	compressive	compressive	ADJ
fis-5433	237	23	strength	strength	NOUN
fis-5433	237	24	predictions	prediction	NOUN
fis-5433	237	25	.	.	PUNCT
fis-5433	238	1	figure	figure	NOUN
fis-5433	238	2	9	9	NUM
fis-5433	238	3	:	:	PUNCT
fis-5433	238	4	compressive	compressive	ADJ
fis-5433	238	5	strength	strength	NOUN
fis-5433	238	6	predictions	prediction	NOUN
fis-5433	238	7	for	for	ADP
fis-5433	238	8	rbnn	rbnn	NOUN
fis-5433	238	9	ffnn	ffnn	NOUN
fis-5433	238	10	and	and	CCONJ
fis-5433	238	11	svm	svm	ADJ
fis-5433	238	12	model	model	NOUN
fis-5433	238	13	.	.	PUNCT
fis-5433	239	1	the	the	DET
fis-5433	239	2	r²	r²	NOUN
fis-5433	239	3	of	of	ADP
fis-5433	239	4	ffnn	ffnn	NOUN
fis-5433	239	5	model	model	NOUN
fis-5433	239	6	consistently	consistently	ADV
fis-5433	239	7	estimates	estimate	VERB
fis-5433	239	8	under	under	ADP
fis-5433	239	9	the	the	DET
fis-5433	239	10	set	set	ADJ
fis-5433	239	11	parameters	parameter	NOUN
fis-5433	239	12	of	of	ADP
fis-5433	239	13	both	both	CCONJ
fis-5433	239	14	elastic	elastic	ADJ
fis-5433	239	15	modulus	modulus	NOUN
fis-5433	239	16	and	and	CCONJ
fis-5433	239	17	compressive	compressive	ADJ
fis-5433	239	18	strength	strength	NOUN
fis-5433	239	19	suggesting	suggest	VERB
fis-5433	239	20	the	the	DET
fis-5433	239	21	presence	presence	NOUN
fis-5433	239	22	of	of	ADP
fis-5433	239	23	under	under	ADP
fis-5433	239	24	fitting	fitting	NOUN
fis-5433	239	25	because	because	SCONJ
fis-5433	239	26	there	there	PRON
fis-5433	239	27	was	be	VERB
fis-5433	239	28	a	a	DET
fis-5433	239	29	lack	lack	NOUN
fis-5433	239	30	of	of	ADP
fis-5433	239	31	optimal	optimal	ADJ
fis-5433	239	32	training	training	NOUN
fis-5433	239	33	as	as	ADV
fis-5433	239	34	well	well	ADV
fis-5433	239	35	as	as	ADP
fis-5433	239	36	architecture	architecture	NOUN
fis-5433	239	37	complexity	complexity	NOUN
fis-5433	239	38	,	,	PUNCT
fis-5433	239	39	the	the	DET
fis-5433	239	40	r²	r²	NOUN
fis-5433	239	41	values	value	NOUN
fis-5433	239	42	were	be	AUX
fis-5433	239	43	recorded	record	VERB
fis-5433	239	44	at	at	ADP
fis-5433	239	45	0.820	0.820	NUM
fis-5433	239	46	and	and	CCONJ
fis-5433	239	47	0.975	0.975	NUM
fis-5433	239	48	respectively	respectively	ADV
fis-5433	239	49	.	.	PUNCT
fis-5433	240	1	however	however	ADV
fis-5433	240	2	,	,	PUNCT
fis-5433	240	3	contrast	contrast	NOUN
fis-5433	240	4	can	can	AUX
fis-5433	240	5	be	be	AUX
fis-5433	240	6	observed	observe	VERB
fis-5433	240	7	while	while	SCONJ
fis-5433	240	8	comparing	compare	VERB
fis-5433	240	9	ffnn	ffnn	NOUN
fis-5433	240	10	to	to	ADP
fis-5433	240	11	polymers	polymer	NOUN
fis-5433	240	12	that	that	PRON
fis-5433	240	13	include	include	VERB
fis-5433	240	14	peek	peek	NOUN
fis-5433	240	15	and	and	CCONJ
fis-5433	240	16	pla	pla	NOUN
fis-5433	240	17	,	,	PUNCT
fis-5433	240	18	as	as	SCONJ
fis-5433	240	19	an	an	DET
fis-5433	240	20	increase	increase	NOUN
fis-5433	240	21	of	of	ADP
fis-5433	240	22	hidden	hidden	ADJ
fis-5433	240	23	layers	layer	NOUN
fis-5433	240	24	amalgamated	amalgamate	VERB
fis-5433	240	25	with	with	ADP
fis-5433	240	26	neurons	neuron	NOUN
fis-5433	240	27	and	and	CCONJ
fis-5433	240	28	utilization	utilization	NOUN
fis-5433	240	29	of	of	ADP
fis-5433	240	30	optimization	optimization	NOUN
fis-5433	240	31	approaches	approach	VERB
fis-5433	240	32	such	such	ADJ
fis-5433	240	33	as	as	ADP
fis-5433	240	34	adaptive	adaptive	ADJ
fis-5433	240	35	learning	learning	NOUN
fis-5433	240	36	enables	enable	VERB
fis-5433	240	37	ffnn	ffnn	NOUN
fis-5433	240	38	to	to	PART
fis-5433	240	39	capture	capture	VERB
fis-5433	240	40	the	the	DET
fis-5433	240	41	non	non	ADJ
fis-5433	240	42	-	-	ADJ
fis-5433	240	43	linear	linear	ADJ
fis-5433	240	44	range	range	NOUN
fis-5433	240	45	with	with	ADP
fis-5433	240	46	immense	immense	ADJ
fis-5433	240	47	success	success	NOUN
fis-5433	240	48	,	,	PUNCT
fis-5433	240	49	and	and	CCONJ
fis-5433	240	50	given	give	VERB
fis-5433	240	51	that	that	SCONJ
fis-5433	240	52	these	these	DET
fis-5433	240	53	modifications	modification	NOUN
fis-5433	240	54	are	be	AUX
fis-5433	240	55	put	put	VERB
fis-5433	240	56	forward	forward	ADV
fis-5433	240	57	,	,	PUNCT
fis-5433	240	58	it	it	PRON
fis-5433	240	59	aids	aid	VERB
fis-5433	240	60	in	in	ADP
fis-5433	240	61	enhancing	enhance	VERB
fis-5433	240	62	the	the	DET
fis-5433	240	63	pmma	pmma	PROPN
fis-5433	240	64	-	-	PUNCT
fis-5433	240	65	hap	hap	NOUN
fis-5433	240	66	composite	composite	NOUN
fis-5433	240	67	.	.	PUNCT
fis-5433	241	1	the	the	DET
fis-5433	241	2	predictions	prediction	NOUN
fis-5433	241	3	remained	remain	VERB
fis-5433	241	4	stable	stable	ADJ
fis-5433	241	5	as	as	SCONJ
fis-5433	241	6	the	the	DET
fis-5433	241	7	sequential	sequential	ADJ
fis-5433	241	8	volume	volume	NOUN
fis-5433	241	9	of	of	ADP
fis-5433	241	10	pmma	pmma	PROPN
fis-5433	241	11	and	and	CCONJ
fis-5433	241	12	peek	peek	NOUN
fis-5433	241	13	was	be	AUX
fis-5433	241	14	injected	inject	VERB
fis-5433	241	15	into	into	ADP
fis-5433	241	16	the	the	DET
fis-5433	241	17	composite	composite	NOUN
fis-5433	241	18	,	,	PUNCT
fis-5433	241	19	with	with	ADP
fis-5433	241	20	the	the	DET
fis-5433	241	21	model	model	NOUN
fis-5433	241	22	yielding	yield	VERB
fis-5433	241	23	r²	r²	NOUN
fis-5433	241	24	values	value	NOUN
fis-5433	241	25	of	of	ADP
fis-5433	241	26	0.875	0.875	NUM
fis-5433	241	27	for	for	ADP
fis-5433	241	28	elastic	elastic	ADJ
fis-5433	241	29	modulus	modulus	NOUN
fis-5433	241	30	and	and	CCONJ
fis-5433	241	31	0.985	0.985	NUM
fis-5433	241	32	for	for	ADP
fis-5433	241	33	compressive	compressive	ADJ
fis-5433	241	34	strength	strength	NOUN
fis-5433	241	35	,	,	PUNCT
fis-5433	241	36	indicating	indicate	VERB
fis-5433	241	37	strong	strong	ADJ
fis-5433	241	38	predictive	predictive	ADJ
fis-5433	241	39	accuracy	accuracy	NOUN
fis-5433	241	40	.	.	PUNCT
fis-5433	242	1	among	among	ADP
fis-5433	242	2	the	the	DET
fis-5433	242	3	models	model	NOUN
fis-5433	242	4	,	,	PUNCT
fis-5433	242	5	svm	svm	PROPN
fis-5433	242	6	exhibited	exhibit	VERB
fis-5433	242	7	the	the	DET
fis-5433	242	8	lowest	low	ADJ
fis-5433	242	9	estimation	estimation	NOUN
fis-5433	242	10	variance	variance	NOUN
fis-5433	242	11	,	,	PUNCT
fis-5433	242	12	showcasing	showcase	VERB
fis-5433	242	13	stability	stability	NOUN
fis-5433	242	14	and	and	CCONJ
fis-5433	242	15	reliable	reliable	ADJ
fis-5433	242	16	performance	performance	NOUN
fis-5433	242	17	.	.	PUNCT
fis-5433	243	1	however	however	ADV
fis-5433	243	2	,	,	PUNCT
fis-5433	243	3	the	the	DET
fis-5433	243	4	rmse	rmse	ADJ
fis-5433	243	5	values	value	NOUN
fis-5433	243	6	(	(	PUNCT
fis-5433	243	7	45.71	45.71	NUM
fis-5433	243	8	gpa	gpa	NOUN
fis-5433	243	9	and	and	CCONJ
fis-5433	243	10	2.20	2.20	NUM
fis-5433	243	11	mpa	mpa	NOUN
fis-5433	243	12	)	)	PUNCT
fis-5433	243	13	suggest	suggest	VERB
fis-5433	243	14	discrepancies	discrepancy	NOUN
fis-5433	243	15	in	in	ADP
fis-5433	243	16	prediction	prediction	NOUN
fis-5433	243	17	accuracy	accuracy	NOUN
fis-5433	243	18	,	,	PUNCT
fis-5433	243	19	highlighting	highlight	VERB
fis-5433	243	20	challenges	challenge	NOUN
fis-5433	243	21	in	in	ADP
fis-5433	243	22	capturing	capture	VERB
fis-5433	243	23	complex	complex	ADJ
fis-5433	243	24	interdependencies	interdependency	NOUN
fis-5433	243	25	within	within	ADP
fis-5433	243	26	the	the	DET
fis-5433	243	27	composite	composite	ADJ
fis-5433	243	28	dataset	dataset	NOUN
fis-5433	243	29	.	.	PUNCT
fis-5433	244	1	similar	similar	ADJ
fis-5433	244	2	trends	trend	NOUN
fis-5433	244	3	have	have	AUX
fis-5433	244	4	been	be	AUX
fis-5433	244	5	observed	observe	VERB
fis-5433	244	6	in	in	ADP
fis-5433	244	7	polycarbonate	polycarbonate	NOUN
fis-5433	244	8	and	and	CCONJ
fis-5433	244	9	polypropylene	polypropylene	NOUN
fis-5433	244	10	composites	composite	NOUN
fis-5433	244	11	,	,	PUNCT
fis-5433	244	12	where	where	SCONJ
fis-5433	244	13	their	their	PRON
fis-5433	244	14	high	high	ADJ
fis-5433	244	15	non	non	ADJ
fis-5433	244	16	-	-	ADJ
fis-5433	244	17	linearity	linearity	ADJ
fis-5433	244	18	and	and	CCONJ
fis-5433	244	19	intricate	intricate	ADJ
fis-5433	244	20	structural	structural	ADJ
fis-5433	244	21	interactions	interaction	NOUN
fis-5433	244	22	pose	pose	VERB
fis-5433	244	23	challenges	challenge	NOUN
fis-5433	244	24	for	for	ADP
fis-5433	244	25	svm	svm	ADJ
fis-5433	244	26	-	-	PUNCT
fis-5433	244	27	based	base	VERB
fis-5433	244	28	modeling	modeling	NOUN
fis-5433	244	29	.	.	PUNCT
fis-5433	245	1	in	in	ADP
fis-5433	245	2	this	this	DET
fis-5433	245	3	study	study	NOUN
fis-5433	245	4	it	it	PRON
fis-5433	245	5	appears	appear	VERB
fis-5433	245	6	that	that	SCONJ
fis-5433	245	7	pmma	pmma	PROPN
fis-5433	245	8	-	-	PUNCT
fis-5433	245	9	hap	hap	PROPN
fis-5433	245	10	composites	composite	NOUN
fis-5433	245	11	are	be	AUX
fis-5433	245	12	superior	superior	ADJ
fis-5433	245	13	to	to	AUX
fis-5433	245	14	hap	hap	VERB
fis-5433	245	15	composites	composite	NOUN
fis-5433	245	16	with	with	ADP
fis-5433	245	17	an	an	DET
fis-5433	245	18	inorganic	inorganic	ADJ
fis-5433	245	19	organic	organic	ADJ
fis-5433	245	20	matrix	matrix	NOUN
fis-5433	245	21	owing	owe	VERB
fis-5433	245	22	to	to	ADP
fis-5433	245	23	the	the	DET
fis-5433	245	24	interaction	interaction	NOUN
fis-5433	245	25	of	of	ADP
fis-5433	245	26	the	the	DET
fis-5433	245	27	reinforcement	reinforcement	NOUN
fis-5433	245	28	with	with	ADP
fis-5433	245	29	the	the	DET
fis-5433	245	30	investigated	investigate	VERB
fis-5433	245	31	hybrid	hybrid	ADJ
fis-5433	245	32	composites	composite	NOUN
fis-5433	245	33	.	.	PUNCT
fis-5433	246	1	it	it	PRON
fis-5433	246	2	underscores	underscore	VERB
fis-5433	246	3	the	the	DET
fis-5433	246	4	role	role	NOUN
fis-5433	246	5	of	of	ADP
fis-5433	246	6	parameters	parameter	NOUN
fis-5433	246	7	such	such	ADJ
fis-5433	246	8	as	as	ADP
fis-5433	246	9	interface	interface	NOUN
fis-5433	246	10	bonding	bonding	NOUN
fis-5433	246	11	,	,	PUNCT
fis-5433	246	12	particle	particle	NOUN
fis-5433	246	13	size	size	NOUN
fis-5433	246	14	and	and	CCONJ
fis-5433	246	15	filler	filler	NOUN
fis-5433	246	16	distribution	distribution	NOUN
fis-5433	246	17	in	in	ADP
fis-5433	246	18	the	the	DET
fis-5433	246	19	mechanical	mechanical	ADJ
fis-5433	246	20	performance	performance	NOUN
fis-5433	246	21	of	of	ADP
fis-5433	246	22	composites	composite	NOUN
fis-5433	246	23	.	.	PUNCT
fis-5433	247	1	incorporating	incorporate	VERB
fis-5433	247	2	domain	domain	NOUN
fis-5433	247	3	knowledge	knowledge	NOUN
fis-5433	247	4	regarding	regard	VERB
fis-5433	247	5	what	what	PRON
fis-5433	247	6	these	these	DET
fis-5433	247	7	characteristics	characteristic	NOUN
fis-5433	247	8	influenced	influence	VERB
fis-5433	247	9	by	by	ADP
fis-5433	247	10	the	the	DET
fis-5433	247	11	hap	hap	NOUN
fis-5433	247	12	distribution	distribution	NOUN
fis-5433	247	13	and	and	CCONJ
fis-5433	247	14	behavior	behavior	NOUN
fis-5433	247	15	into	into	ADP
fis-5433	247	16	a	a	DET
fis-5433	247	17	machine	machine	NOUN
fis-5433	247	18	learning	learn	VERB
fis-5433	247	19	framework	framework	NOUN
fis-5433	247	20	can	can	AUX
fis-5433	247	21	significantly	significantly	ADV
fis-5433	247	22	improve	improve	VERB
fis-5433	247	23	prediction	prediction	NOUN
fis-5433	247	24	accuracy	accuracy	NOUN
fis-5433	247	25	and	and	CCONJ
fis-5433	247	26	generalizability	generalizability	NOUN
fis-5433	247	27	of	of	ADP
fis-5433	247	28	the	the	DET
fis-5433	247	29	models	model	NOUN
fis-5433	247	30	.	.	PUNCT
fis-5433	248	1	the	the	DET
fis-5433	248	2	limitations	limitation	NOUN
fis-5433	248	3	of	of	ADP
fis-5433	248	4	this	this	DET
fis-5433	248	5	study	study	NOUN
fis-5433	248	6	include	include	VERB
fis-5433	248	7	the	the	DET
fis-5433	248	8	limited	limited	ADJ
fis-5433	248	9	experimental	experimental	ADJ
fis-5433	248	10	data	datum	NOUN
fis-5433	248	11	points	point	NOUN
fis-5433	248	12	from	from	ADP
fis-5433	248	13	only	only	ADV
fis-5433	248	14	three	three	NUM
fis-5433	248	15	hap	hap	ADJ
fis-5433	248	16	concentrations	concentration	NOUN
fis-5433	248	17	,	,	PUNCT
fis-5433	248	18	which	which	PRON
fis-5433	248	19	may	may	AUX
fis-5433	248	20	impact	impact	VERB
fis-5433	248	21	the	the	DET
fis-5433	248	22	model	model	NOUN
fis-5433	248	23	’s	’s	PART
fis-5433	248	24	r.	r.	PROPN
fis-5433	248	25	k.	k.	PROPN
fis-5433	248	26	singh	singh	PROPN
fis-5433	248	27	et	et	PROPN
fis-5433	248	28	alii	alii	PROPN
fis-5433	248	29	,	,	PUNCT
fis-5433	248	30	fracture	fracture	ADJ
fis-5433	248	31	and	and	CCONJ
fis-5433	248	32	structural	structural	ADJ
fis-5433	248	33	integrity	integrity	NOUN
fis-5433	248	34	,	,	PUNCT
fis-5433	248	35	73	73	NUM
fis-5433	248	36	(	(	PUNCT
fis-5433	248	37	2025	2025	NUM
fis-5433	248	38	)	)	PUNCT
fis-5433	248	39	74	74	NUM
fis-5433	248	40	-	-	SYM
fis-5433	248	41	87	87	NUM
fis-5433	248	42	;	;	PUNCT
fis-5433	248	43	doi	doi	NOUN
fis-5433	248	44	:	:	PUNCT
fis-5433	248	45	10.3221	10.3221	NUM
fis-5433	248	46	/	/	SYM
fis-5433	248	47	igf	igf	NOUN
fis-5433	248	48	-	-	PUNCT
fis-5433	248	49	esis.73.06	esis.73.06	NOUN
fis-5433	248	50	86	86	NUM
fis-5433	248	51	generalizability	generalizability	NOUN
fis-5433	248	52	.	.	PUNCT
fis-5433	249	1	the	the	DET
fis-5433	249	2	synthetic	synthetic	ADJ
fis-5433	249	3	data	datum	NOUN
fis-5433	249	4	generated	generate	VERB
fis-5433	249	5	using	use	VERB
fis-5433	249	6	fem	fem	NOUN
fis-5433	249	7	simulations	simulation	NOUN
fis-5433	249	8	relied	rely	VERB
fis-5433	249	9	on	on	ADP
fis-5433	249	10	assumptions	assumption	NOUN
fis-5433	249	11	about	about	ADP
fis-5433	249	12	particle	particle	NOUN
fis-5433	249	13	distribution	distribution	NOUN
fis-5433	249	14	and	and	CCONJ
fis-5433	249	15	interphase	interphase	NOUN
fis-5433	249	16	properties	property	NOUN
fis-5433	249	17	,	,	PUNCT
fis-5433	249	18	potentially	potentially	ADV
fis-5433	249	19	affecting	affect	VERB
fis-5433	249	20	accuracy	accuracy	NOUN
fis-5433	249	21	.	.	PUNCT
fis-5433	250	1	additionally	additionally	ADV
fis-5433	250	2	,	,	PUNCT
fis-5433	250	3	the	the	DET
fis-5433	250	4	study	study	NOUN
fis-5433	250	5	lacks	lack	VERB
fis-5433	250	6	extensive	extensive	ADJ
fis-5433	250	7	experimental	experimental	ADJ
fis-5433	250	8	validation	validation	NOUN
fis-5433	250	9	across	across	ADP
fis-5433	250	10	a	a	DET
fis-5433	250	11	wider	wide	ADJ
fis-5433	250	12	range	range	NOUN
fis-5433	250	13	of	of	ADP
fis-5433	250	14	concentrations	concentration	NOUN
fis-5433	250	15	,	,	PUNCT
fis-5433	250	16	limiting	limit	VERB
fis-5433	250	17	its	its	PRON
fis-5433	250	18	practical	practical	ADJ
fis-5433	250	19	reliability	reliability	NOUN
fis-5433	250	20	.	.	PUNCT
fis-5433	251	1	the	the	DET
fis-5433	251	2	focus	focus	NOUN
fis-5433	251	3	was	be	AUX
fis-5433	251	4	solely	solely	ADV
fis-5433	251	5	on	on	ADP
fis-5433	251	6	elastic	elastic	ADJ
fis-5433	251	7	modulus	modulus	NOUN
fis-5433	251	8	and	and	CCONJ
fis-5433	251	9	compressive	compressive	ADJ
fis-5433	251	10	strength	strength	NOUN
fis-5433	251	11	,	,	PUNCT
fis-5433	251	12	excluding	exclude	VERB
fis-5433	251	13	other	other	ADJ
fis-5433	251	14	critical	critical	ADJ
fis-5433	251	15	properties	property	NOUN
fis-5433	251	16	like	like	ADP
fis-5433	251	17	fracture	fracture	NOUN
fis-5433	251	18	toughness	toughness	NOUN
fis-5433	251	19	and	and	CCONJ
fis-5433	251	20	thermal	thermal	ADJ
fis-5433	251	21	behavior	behavior	NOUN
fis-5433	251	22	.	.	PUNCT
fis-5433	252	1	the	the	DET
fis-5433	252	2	model	model	NOUN
fis-5433	252	3	was	be	AUX
fis-5433	252	4	specifically	specifically	ADV
fis-5433	252	5	developed	develop	VERB
fis-5433	252	6	for	for	ADP
fis-5433	252	7	pmma	pmma	PROPN
fis-5433	252	8	-	-	PUNCT
fis-5433	252	9	hap	hap	PROPN
fis-5433	252	10	composites	composite	NOUN
fis-5433	252	11	,	,	PUNCT
fis-5433	252	12	so	so	ADV
fis-5433	252	13	its	its	PRON
fis-5433	252	14	applicability	applicability	NOUN
fis-5433	252	15	to	to	ADP
fis-5433	252	16	other	other	ADJ
fis-5433	252	17	polymer	polymer	NOUN
fis-5433	252	18	matrices	matrix	NOUN
fis-5433	252	19	remains	remain	VERB
fis-5433	252	20	untested	untested	ADJ
fis-5433	252	21	.	.	PUNCT
fis-5433	253	1	lastly	lastly	ADV
fis-5433	253	2	,	,	PUNCT
fis-5433	253	3	the	the	DET
fis-5433	253	4	computational	computational	ADJ
fis-5433	253	5	complexity	complexity	NOUN
fis-5433	253	6	of	of	ADP
fis-5433	253	7	fem	fem	NOUN
fis-5433	253	8	simulations	simulation	NOUN
fis-5433	253	9	and	and	CCONJ
fis-5433	253	10	advanced	advanced	ADJ
fis-5433	253	11	ml	ml	PROPN
fis-5433	253	12	algorithms	algorithm	NOUN
fis-5433	253	13	requires	require	VERB
fis-5433	253	14	substantial	substantial	ADJ
fis-5433	253	15	resources	resource	NOUN
fis-5433	253	16	,	,	PUNCT
fis-5433	253	17	potentially	potentially	ADV
fis-5433	253	18	limiting	limit	VERB
fis-5433	253	19	scalability	scalability	NOUN
fis-5433	253	20	.	.	PUNCT
fis-5433	254	1	while	while	SCONJ
fis-5433	254	2	the	the	DET
fis-5433	254	3	representative	representative	ADJ
fis-5433	254	4	volume	volume	NOUN
fis-5433	254	5	element	element	NOUN
fis-5433	254	6	(	(	PUNCT
fis-5433	254	7	rve)-based	rve)-base	VERB
fis-5433	254	8	approach	approach	NOUN
fis-5433	254	9	serves	serve	VERB
fis-5433	254	10	as	as	ADP
fis-5433	254	11	a	a	DET
fis-5433	254	12	powerful	powerful	ADJ
fis-5433	254	13	theoretical	theoretical	ADJ
fis-5433	254	14	framework	framework	NOUN
fis-5433	254	15	for	for	ADP
fis-5433	254	16	predicting	predict	VERB
fis-5433	254	17	the	the	DET
fis-5433	254	18	mechanical	mechanical	ADJ
fis-5433	254	19	properties	property	NOUN
fis-5433	254	20	of	of	ADP
fis-5433	254	21	pmma	pmma	PROPN
fis-5433	254	22	-	-	PUNCT
fis-5433	254	23	hap	hap	PROPN
fis-5433	254	24	composites	composite	NOUN
fis-5433	254	25	,	,	PUNCT
fis-5433	254	26	it	it	PRON
fis-5433	254	27	exhibits	exhibit	VERB
fis-5433	254	28	several	several	ADJ
fis-5433	254	29	limitations	limitation	NOUN
fis-5433	254	30	,	,	PUNCT
fis-5433	254	31	particularly	particularly	ADV
fis-5433	254	32	at	at	ADP
fis-5433	254	33	higher	high	ADJ
fis-5433	254	34	reinforcement	reinforcement	NOUN
fis-5433	254	35	levels	level	NOUN
fis-5433	254	36	.	.	PUNCT
fis-5433	255	1	the	the	DET
fis-5433	255	2	rve	rve	PROPN
fis-5433	255	3	model	model	PROPN
fis-5433	255	4	assumes	assume	VERB
fis-5433	255	5	homogeneous	homogeneous	ADJ
fis-5433	255	6	particle	particle	NOUN
fis-5433	255	7	dispersion	dispersion	NOUN
fis-5433	255	8	and	and	CCONJ
fis-5433	255	9	ideal	ideal	ADJ
fis-5433	255	10	interfacial	interfacial	ADJ
fis-5433	255	11	bonding	bonding	NOUN
fis-5433	255	12	,	,	PUNCT
fis-5433	255	13	overlooking	overlook	VERB
fis-5433	255	14	the	the	DET
fis-5433	255	15	real	real	ADJ
fis-5433	255	16	-	-	PUNCT
fis-5433	255	17	world	world	NOUN
fis-5433	255	18	phenomena	phenomenon	NOUN
fis-5433	255	19	of	of	ADP
fis-5433	255	20	particle	particle	NOUN
fis-5433	255	21	agglomeration	agglomeration	NOUN
fis-5433	255	22	,	,	PUNCT
fis-5433	255	23	interfacial	interfacial	ADJ
fis-5433	255	24	debonding	debonding	NOUN
fis-5433	255	25	,	,	PUNCT
fis-5433	255	26	and	and	CCONJ
fis-5433	255	27	morphological	morphological	ADJ
fis-5433	255	28	irregularities	irregularity	NOUN
fis-5433	255	29	that	that	PRON
fis-5433	255	30	influence	influence	VERB
fis-5433	255	31	mechanical	mechanical	ADJ
fis-5433	255	32	behavior	behavior	NOUN
fis-5433	255	33	.	.	PUNCT
fis-5433	256	1	furthermore	furthermore	ADV
fis-5433	256	2	,	,	PUNCT
fis-5433	256	3	it	it	PRON
fis-5433	256	4	does	do	AUX
fis-5433	256	5	not	not	PART
fis-5433	256	6	account	account	VERB
fis-5433	256	7	for	for	ADP
fis-5433	256	8	size	size	NOUN
fis-5433	256	9	effects	effect	NOUN
fis-5433	256	10	,	,	PUNCT
fis-5433	256	11	damage	damage	NOUN
fis-5433	256	12	evolution	evolution	NOUN
fis-5433	256	13	,	,	PUNCT
fis-5433	256	14	or	or	CCONJ
fis-5433	256	15	nonlinear	nonlinear	ADJ
fis-5433	256	16	failure	failure	NOUN
fis-5433	256	17	mechanisms	mechanism	NOUN
fis-5433	256	18	,	,	PUNCT
fis-5433	256	19	limiting	limit	VERB
fis-5433	256	20	its	its	PRON
fis-5433	256	21	applicability	applicability	NOUN
fis-5433	256	22	at	at	ADP
fis-5433	256	23	high	high	ADJ
fis-5433	256	24	hap	hap	NOUN
fis-5433	256	25	concentrations	concentration	NOUN
fis-5433	256	26	where	where	SCONJ
fis-5433	256	27	porosity	porosity	NOUN
fis-5433	256	28	and	and	CCONJ
fis-5433	256	29	particle	particle	NOUN
fis-5433	256	30	-	-	PUNCT
fis-5433	256	31	particle	particle	NOUN
fis-5433	256	32	interactions	interaction	NOUN
fis-5433	256	33	become	become	VERB
fis-5433	256	34	significant	significant	ADJ
fis-5433	256	35	.	.	PUNCT
fis-5433	257	1	similarly	similarly	ADV
fis-5433	257	2	,	,	PUNCT
fis-5433	257	3	the	the	DET
fis-5433	257	4	machine	machine	NOUN
fis-5433	257	5	learning	learning	NOUN
fis-5433	257	6	models	model	NOUN
fis-5433	257	7	(	(	PUNCT
fis-5433	257	8	ffnn	ffnn	NOUN
fis-5433	257	9	,	,	PUNCT
fis-5433	257	10	rbnn	rbnn	NOUN
fis-5433	257	11	,	,	PUNCT
fis-5433	257	12	svm	svm	PROPN
fis-5433	257	13	)	)	PUNCT
fis-5433	257	14	demonstrated	demonstrate	VERB
fis-5433	257	15	distinct	distinct	ADJ
fis-5433	257	16	predictive	predictive	ADJ
fis-5433	257	17	behaviors	behavior	NOUN
fis-5433	257	18	;	;	PUNCT
fis-5433	257	19	while	while	SCONJ
fis-5433	257	20	rbnn	rbnn	NOUN
fis-5433	257	21	achieved	achieve	VERB
fis-5433	257	22	the	the	DET
fis-5433	257	23	highest	high	ADJ
fis-5433	257	24	accuracy	accuracy	NOUN
fis-5433	257	25	within	within	ADP
fis-5433	257	26	the	the	DET
fis-5433	257	27	current	current	ADJ
fis-5433	257	28	dataset	dataset	NOUN
fis-5433	257	29	,	,	PUNCT
fis-5433	257	30	its	its	PRON
fis-5433	257	31	performance	performance	NOUN
fis-5433	257	32	,	,	PUNCT
fis-5433	257	33	like	like	ADP
fis-5433	257	34	ffnn	ffnn	NOUN
fis-5433	257	35	and	and	CCONJ
fis-5433	257	36	svm	svm	ADJ
fis-5433	257	37	,	,	PUNCT
fis-5433	257	38	highlighted	highlight	VERB
fis-5433	257	39	the	the	DET
fis-5433	257	40	need	need	NOUN
fis-5433	257	41	for	for	ADP
fis-5433	257	42	data	data	NOUN
fis-5433	257	43	enhancement	enhancement	NOUN
fis-5433	257	44	and	and	CCONJ
fis-5433	257	45	model	model	NOUN
fis-5433	257	46	regularization	regularization	NOUN
fis-5433	257	47	.	.	PUNCT
fis-5433	258	1	ffnn	ffnn	NOUN
fis-5433	258	2	showed	show	VERB
fis-5433	258	3	moderate	moderate	ADJ
fis-5433	258	4	performance	performance	NOUN
fis-5433	258	5	but	but	CCONJ
fis-5433	258	6	could	could	AUX
fis-5433	258	7	benefit	benefit	VERB
fis-5433	258	8	from	from	ADP
fis-5433	258	9	architectural	architectural	ADJ
fis-5433	258	10	optimization	optimization	NOUN
fis-5433	258	11	,	,	PUNCT
fis-5433	258	12	while	while	SCONJ
fis-5433	258	13	svm	svm	PROPN
fis-5433	258	14	proved	prove	VERB
fis-5433	258	15	robust	robust	ADJ
fis-5433	258	16	for	for	ADP
fis-5433	258	17	smaller	small	ADJ
fis-5433	258	18	,	,	PUNCT
fis-5433	258	19	less	less	ADV
fis-5433	258	20	complex	complex	ADJ
fis-5433	258	21	datasets	dataset	NOUN
fis-5433	258	22	.	.	PUNCT
fis-5433	259	1	future	future	ADJ
fis-5433	259	2	research	research	NOUN
fis-5433	259	3	should	should	AUX
fis-5433	259	4	focus	focus	VERB
fis-5433	259	5	on	on	ADP
fis-5433	259	6	expanding	expand	VERB
fis-5433	259	7	the	the	DET
fis-5433	259	8	dataset	dataset	NOUN
fis-5433	259	9	,	,	PUNCT
fis-5433	259	10	fine	fine	ADV
fis-5433	259	11	-	-	PUNCT
fis-5433	259	12	tuning	tune	VERB
fis-5433	259	13	model	model	NOUN
fis-5433	259	14	architectures	architecture	NOUN
fis-5433	259	15	,	,	PUNCT
fis-5433	259	16	and	and	CCONJ
fis-5433	259	17	exploring	explore	VERB
fis-5433	259	18	hybrid	hybrid	ADJ
fis-5433	259	19	clustering	clustering	ADJ
fis-5433	259	20	methods	method	NOUN
fis-5433	259	21	to	to	PART
fis-5433	259	22	combine	combine	VERB
fis-5433	259	23	the	the	DET
fis-5433	259	24	strengths	strength	NOUN
fis-5433	259	25	of	of	ADP
fis-5433	259	26	different	different	ADJ
fis-5433	259	27	machine	machine	NOUN
fis-5433	259	28	learning	learning	NOUN
fis-5433	259	29	models	model	NOUN
fis-5433	259	30	,	,	PUNCT
fis-5433	259	31	ultimately	ultimately	ADV
fis-5433	259	32	improving	improve	VERB
fis-5433	259	33	the	the	DET
fis-5433	259	34	predictive	predictive	ADJ
fis-5433	259	35	robustness	robustness	NOUN
fis-5433	259	36	and	and	CCONJ
fis-5433	259	37	practical	practical	ADJ
fis-5433	259	38	applicability	applicability	NOUN
fis-5433	259	39	of	of	ADP
fis-5433	259	40	composite	composite	ADJ
fis-5433	259	41	material	material	NOUN
fis-5433	259	42	modeling	modeling	NOUN
fis-5433	259	43	.	.	PUNCT
fis-5433	260	1	conclusion	conclusion	NOUN
fis-5433	260	2	his	his	PRON
fis-5433	260	3	study	study	NOUN
fis-5433	260	4	employed	employ	VERB
fis-5433	260	5	machine	machine	NOUN
fis-5433	260	6	learning	learning	NOUN
fis-5433	260	7	models	model	NOUN
fis-5433	260	8	—	—	PUNCT
fis-5433	260	9	feedforward	feedforward	ADJ
fis-5433	260	10	neural	neural	ADJ
fis-5433	260	11	network	network	NOUN
fis-5433	260	12	(	(	PUNCT
fis-5433	260	13	ffnn	ffnn	PROPN
fis-5433	260	14	)	)	PUNCT
fis-5433	260	15	,	,	PUNCT
fis-5433	260	16	radial	radial	ADJ
fis-5433	260	17	basis	basis	NOUN
fis-5433	260	18	neural	neural	ADJ
fis-5433	260	19	network	network	NOUN
fis-5433	260	20	(	(	PUNCT
fis-5433	260	21	rbnn	rbnn	NOUN
fis-5433	260	22	)	)	PUNCT
fis-5433	260	23	,	,	PUNCT
fis-5433	260	24	and	and	CCONJ
fis-5433	260	25	support	support	VERB
fis-5433	260	26	vector	vector	NOUN
fis-5433	260	27	machine	machine	NOUN
fis-5433	260	28	(	(	PUNCT
fis-5433	260	29	svm)—to	svm)—to	NOUN
fis-5433	260	30	predict	predict	VERB
fis-5433	260	31	the	the	DET
fis-5433	260	32	elastic	elastic	ADJ
fis-5433	260	33	modulus	modulus	NOUN
fis-5433	260	34	and	and	CCONJ
fis-5433	260	35	compressive	compressive	ADJ
fis-5433	260	36	strength	strength	NOUN
fis-5433	260	37	of	of	ADP
fis-5433	260	38	pmma	pmma	PROPN
fis-5433	260	39	-	-	PUNCT
fis-5433	260	40	hap	hap	NOUN
fis-5433	260	41	polymer	polymer	NOUN
fis-5433	260	42	composites	composite	NOUN
fis-5433	260	43	with	with	ADP
fis-5433	260	44	varying	vary	VERB
fis-5433	260	45	hap	hap	NOUN
fis-5433	260	46	percentages	percentage	NOUN
fis-5433	260	47	(	(	PUNCT
fis-5433	260	48	5	5	NUM
fis-5433	260	49	%	%	NOUN
fis-5433	260	50	,	,	PUNCT
fis-5433	260	51	15	15	NUM
fis-5433	260	52	%	%	NOUN
fis-5433	260	53	,	,	PUNCT
fis-5433	260	54	and	and	CCONJ
fis-5433	260	55	30	30	NUM
fis-5433	260	56	%	%	NOUN
fis-5433	260	57	)	)	PUNCT
fis-5433	260	58	.	.	PUNCT
fis-5433	261	1	the	the	DET
fis-5433	261	2	close	close	ADJ
fis-5433	261	3	alignment	alignment	NOUN
fis-5433	261	4	between	between	ADP
fis-5433	261	5	experimental	experimental	ADJ
fis-5433	261	6	values	value	NOUN
fis-5433	261	7	(	(	PUNCT
fis-5433	261	8	2524.84	2524.84	NUM
fis-5433	261	9	mpa	mpa	NOUN
fis-5433	261	10	,	,	PUNCT
fis-5433	261	11	3500.00	3500.00	NUM
fis-5433	261	12	mpa	mpa	NOUN
fis-5433	261	13	,	,	PUNCT
fis-5433	261	14	and	and	CCONJ
fis-5433	261	15	5042.62	5042.62	NUM
fis-5433	261	16	mpa	mpa	NOUN
fis-5433	261	17	)	)	PUNCT
fis-5433	261	18	and	and	CCONJ
fis-5433	261	19	theoretical	theoretical	ADJ
fis-5433	261	20	micromechanical	micromechanical	ADJ
fis-5433	261	21	estimates	estimate	NOUN
fis-5433	261	22	(	(	PUNCT
fis-5433	261	23	2500.0	2500.0	NUM
fis-5433	261	24	mpa	mpa	NOUN
fis-5433	261	25	,	,	PUNCT
fis-5433	261	26	3500.0	3500.0	NUM
fis-5433	261	27	mpa	mpa	NOUN
fis-5433	261	28	,	,	PUNCT
fis-5433	261	29	and	and	CCONJ
fis-5433	261	30	5000.0	5000.0	NUM
fis-5433	261	31	mpa	mpa	NOUN
fis-5433	261	32	)	)	PUNCT
fis-5433	261	33	validated	validate	VERB
fis-5433	261	34	the	the	DET
fis-5433	261	35	structural	structural	ADJ
fis-5433	261	36	behavior	behavior	NOUN
fis-5433	261	37	of	of	ADP
fis-5433	261	38	the	the	DET
fis-5433	261	39	composites	composite	NOUN
fis-5433	261	40	and	and	CCONJ
fis-5433	261	41	underscored	underscore	VERB
fis-5433	261	42	the	the	DET
fis-5433	261	43	reliability	reliability	NOUN
fis-5433	261	44	of	of	ADP
fis-5433	261	45	the	the	DET
fis-5433	261	46	adopted	adopted	ADJ
fis-5433	261	47	modelling	modelling	NOUN
fis-5433	261	48	framework	framework	NOUN
fis-5433	261	49	.	.	PUNCT
fis-5433	262	1	among	among	ADP
fis-5433	262	2	all	all	DET
fis-5433	262	3	models	model	NOUN
fis-5433	262	4	,	,	PUNCT
fis-5433	262	5	the	the	DET
fis-5433	262	6	support	support	NOUN
fis-5433	262	7	vector	vector	NOUN
fis-5433	262	8	machine	machine	NOUN
fis-5433	262	9	(	(	PUNCT
fis-5433	262	10	svm	svm	PROPN
fis-5433	262	11	)	)	PUNCT
fis-5433	262	12	performed	perform	VERB
fis-5433	262	13	the	the	DET
fis-5433	262	14	best	good	ADJ
fis-5433	262	15	,	,	PUNCT
fis-5433	262	16	with	with	ADP
fis-5433	262	17	high	high	ADJ
fis-5433	262	18	accuracy	accuracy	NOUN
fis-5433	262	19	(	(	PUNCT
fis-5433	262	20	r²	r²	NOUN
fis-5433	262	21	=	=	NOUN
fis-5433	262	22	0.94	0.94	NUM
fis-5433	262	23	)	)	PUNCT
fis-5433	262	24	and	and	CCONJ
fis-5433	262	25	low	low	ADJ
fis-5433	262	26	error	error	NOUN
fis-5433	262	27	(	(	PUNCT
fis-5433	262	28	below	below	ADP
fis-5433	262	29	5	5	NUM
fis-5433	262	30	%	%	NOUN
fis-5433	262	31	)	)	PUNCT
fis-5433	262	32	,	,	PUNCT
fis-5433	262	33	making	make	VERB
fis-5433	262	34	it	it	PRON
fis-5433	262	35	reliable	reliable	ADJ
fis-5433	262	36	for	for	ADP
fis-5433	262	37	general	general	ADJ
fis-5433	262	38	predictions	prediction	NOUN
fis-5433	262	39	.	.	PUNCT
fis-5433	263	1	the	the	DET
fis-5433	263	2	radial	radial	ADJ
fis-5433	263	3	basis	basis	NOUN
fis-5433	263	4	function	function	NOUN
fis-5433	263	5	neural	neural	ADJ
fis-5433	263	6	network	network	NOUN
fis-5433	263	7	(	(	PUNCT
fis-5433	263	8	rbnn	rbnn	PROPN
fis-5433	263	9	)	)	PUNCT
fis-5433	263	10	showed	show	VERB
fis-5433	263	11	good	good	ADJ
fis-5433	263	12	accuracy	accuracy	NOUN
fis-5433	263	13	(	(	PUNCT
fis-5433	263	14	r²	r²	NOUN
fis-5433	263	15	=	=	NOUN
fis-5433	263	16	0.91	0.91	NUM
fis-5433	263	17	)	)	PUNCT
fis-5433	263	18	at	at	ADP
fis-5433	263	19	medium	medium	ADJ
fis-5433	263	20	hap	hap	NOUN
fis-5433	263	21	levels	level	NOUN
fis-5433	263	22	(	(	PUNCT
fis-5433	263	23	20–30	20–30	NUM
fis-5433	263	24	wt%	wt%	ADJ
fis-5433	263	25	)	)	PUNCT
fis-5433	263	26	,	,	PUNCT
fis-5433	263	27	but	but	CCONJ
fis-5433	263	28	became	become	VERB
fis-5433	263	29	unstable	unstable	ADJ
fis-5433	263	30	at	at	ADP
fis-5433	263	31	very	very	ADV
fis-5433	263	32	low	low	ADJ
fis-5433	263	33	(	(	PUNCT
fis-5433	263	34	<	<	X
fis-5433	263	35	5	5	NUM
fis-5433	263	36	wt%	wt%	ADJ
fis-5433	263	37	)	)	PUNCT
fis-5433	263	38	and	and	CCONJ
fis-5433	263	39	high	high	ADJ
fis-5433	263	40	(	(	PUNCT
fis-5433	263	41	>	>	SYM
fis-5433	263	42	40	40	NUM
fis-5433	263	43	wt%	wt%	ADJ
fis-5433	263	44	)	)	PUNCT
fis-5433	263	45	levels	level	NOUN
fis-5433	263	46	due	due	ADJ
fis-5433	263	47	to	to	ADP
fis-5433	263	48	less	less	ADJ
fis-5433	263	49	data	datum	NOUN
fis-5433	263	50	.	.	PUNCT
fis-5433	264	1	the	the	DET
fis-5433	264	2	feedforward	feedforward	ADJ
fis-5433	264	3	neural	neural	ADJ
fis-5433	264	4	network	network	NOUN
fis-5433	264	5	(	(	PUNCT
fis-5433	264	6	ffnn	ffnn	NOUN
fis-5433	264	7	)	)	PUNCT
fis-5433	264	8	had	have	VERB
fis-5433	264	9	moderate	moderate	ADJ
fis-5433	264	10	accuracy	accuracy	NOUN
fis-5433	264	11	(	(	PUNCT
fis-5433	264	12	mae	mae	PROPN
fis-5433	264	13	≈	≈	PROPN
fis-5433	264	14	0.08	0.08	NUM
fis-5433	264	15	)	)	PUNCT
fis-5433	264	16	but	but	CCONJ
fis-5433	264	17	was	be	AUX
fis-5433	264	18	sensitive	sensitive	ADJ
fis-5433	264	19	to	to	ADP
fis-5433	264	20	changes	change	NOUN
fis-5433	264	21	and	and	CCONJ
fis-5433	264	22	often	often	ADV
fis-5433	264	23	underestimated	underestimate	VERB
fis-5433	264	24	results	result	NOUN
fis-5433	264	25	.	.	PUNCT
fis-5433	265	1	combining	combine	VERB
fis-5433	265	2	machine	machine	NOUN
fis-5433	265	3	learning	learning	NOUN
fis-5433	265	4	models	model	NOUN
fis-5433	265	5	with	with	ADP
fis-5433	265	6	micromechanical	micromechanical	ADJ
fis-5433	265	7	methods	method	NOUN
fis-5433	265	8	gave	give	VERB
fis-5433	265	9	a	a	DET
fis-5433	265	10	complete	complete	ADJ
fis-5433	265	11	view	view	NOUN
fis-5433	265	12	of	of	ADP
fis-5433	265	13	composite	composite	ADJ
fis-5433	265	14	behavior	behavior	NOUN
fis-5433	265	15	.	.	PUNCT
fis-5433	266	1	svm	svm	PROPN
fis-5433	266	2	offered	offer	VERB
fis-5433	266	3	strong	strong	ADJ
fis-5433	266	4	and	and	CCONJ
fis-5433	266	5	stable	stable	ADJ
fis-5433	266	6	predictions	prediction	NOUN
fis-5433	266	7	,	,	PUNCT
fis-5433	266	8	rbnn	rbnn	NOUN
fis-5433	266	9	worked	work	VERB
fis-5433	266	10	well	well	ADV
fis-5433	266	11	at	at	ADP
fis-5433	266	12	mid	mid	NOUN
fis-5433	266	13	-	-	NOUN
fis-5433	266	14	levels	level	NOUN
fis-5433	266	15	,	,	PUNCT
fis-5433	266	16	and	and	CCONJ
fis-5433	266	17	ffnn	ffnn	NOUN
fis-5433	266	18	showed	show	VERB
fis-5433	266	19	flexibility	flexibility	NOUN
fis-5433	266	20	but	but	CCONJ
fis-5433	266	21	needed	need	VERB
fis-5433	266	22	better	well	ADJ
fis-5433	266	23	tuning	tuning	NOUN
fis-5433	266	24	.	.	PUNCT
fis-5433	267	1	future	future	ADJ
fis-5433	267	2	research	research	NOUN
fis-5433	267	3	should	should	AUX
fis-5433	267	4	focus	focus	VERB
fis-5433	267	5	on	on	ADP
fis-5433	267	6	developing	develop	VERB
fis-5433	267	7	hybrid	hybrid	ADJ
fis-5433	267	8	approaches	approach	NOUN
fis-5433	267	9	that	that	PRON
fis-5433	267	10	combine	combine	VERB
fis-5433	267	11	traditional	traditional	ADJ
fis-5433	267	12	micromechanical	micromechanical	ADJ
fis-5433	267	13	models	model	NOUN
fis-5433	267	14	with	with	ADP
fis-5433	267	15	the	the	DET
fis-5433	267	16	predictive	predictive	ADJ
fis-5433	267	17	abilities	ability	NOUN
fis-5433	267	18	of	of	ADP
fis-5433	267	19	machine	machine	NOUN
fis-5433	267	20	learning	learning	NOUN
fis-5433	267	21	.	.	PUNCT
fis-5433	268	1	this	this	PRON
fis-5433	268	2	involves	involve	VERB
fis-5433	268	3	using	use	VERB
fis-5433	268	4	integrated	integrate	VERB
fis-5433	268	5	techniques	technique	NOUN
fis-5433	268	6	and	and	CCONJ
fis-5433	268	7	hybrid	hybrid	NOUN
fis-5433	268	8	designs	design	NOUN
fis-5433	268	9	to	to	PART
fis-5433	268	10	make	make	VERB
fis-5433	268	11	use	use	NOUN
fis-5433	268	12	of	of	ADP
fis-5433	268	13	individual	individual	ADJ
fis-5433	268	14	models	model	NOUN
fis-5433	268	15	while	while	SCONJ
fis-5433	268	16	also	also	ADV
fis-5433	268	17	addressing	address	VERB
fis-5433	268	18	their	their	PRON
fis-5433	268	19	limitations	limitation	NOUN
fis-5433	268	20	.	.	PUNCT
fis-5433	269	1	additionally	additionally	ADV
fis-5433	269	2	,	,	PUNCT
fis-5433	269	3	it	it	PRON
fis-5433	269	4	will	will	AUX
fis-5433	269	5	be	be	AUX
fis-5433	269	6	important	important	ADJ
fis-5433	269	7	to	to	PART
fis-5433	269	8	include	include	VERB
fis-5433	269	9	domain	domain	NOUN
fis-5433	269	10	-	-	PUNCT
fis-5433	269	11	specific	specific	ADJ
fis-5433	269	12	knowledge	knowledge	NOUN
fis-5433	269	13	to	to	PART
fis-5433	269	14	create	create	VERB
fis-5433	269	15	well	well	ADV
fis-5433	269	16	-	-	PUNCT
fis-5433	269	17	balanced	balance	VERB
fis-5433	269	18	training	training	NOUN
fis-5433	269	19	datasets	dataset	NOUN
fis-5433	269	20	,	,	PUNCT
fis-5433	269	21	such	such	ADJ
fis-5433	269	22	as	as	ADP
fis-5433	269	23	data	datum	NOUN
fis-5433	269	24	on	on	ADP
fis-5433	269	25	interface	interface	NOUN
fis-5433	269	26	properties	property	NOUN
fis-5433	269	27	and	and	CCONJ
fis-5433	269	28	particle	particle	NOUN
fis-5433	269	29	diffusion	diffusion	NOUN
fis-5433	269	30	.	.	PUNCT
fis-5433	270	1	this	this	PRON
fis-5433	270	2	will	will	AUX
fis-5433	270	3	help	help	VERB
fis-5433	270	4	improve	improve	VERB
fis-5433	270	5	the	the	DET
fis-5433	270	6	accuracy	accuracy	NOUN
fis-5433	270	7	of	of	ADP
fis-5433	270	8	prediction	prediction	NOUN
fis-5433	270	9	models	model	NOUN
fis-5433	270	10	used	use	VERB
fis-5433	270	11	to	to	PART
fis-5433	270	12	optimize	optimize	VERB
fis-5433	270	13	composite	composite	ADJ
fis-5433	270	14	material	material	NOUN
fis-5433	270	15	content	content	NOUN
fis-5433	270	16	.	.	PUNCT
fis-5433	271	1	references	reference	NOUN
fis-5433	271	2	[	[	X
fis-5433	271	3	1	1	NUM
fis-5433	271	4	]	]	X
fis-5433	271	5	ibrahim	ibrahim	PROPN
fis-5433	271	6	,	,	PUNCT
fis-5433	271	7	i.	i.	PROPN
fis-5433	271	8	d.	d.	PROPN
fis-5433	271	9	,	,	PUNCT
fis-5433	271	10	jamiru	jamiru	PROPN
fis-5433	271	11	,	,	PUNCT
fis-5433	271	12	t.	t.	PROPN
fis-5433	271	13	,	,	PUNCT
fis-5433	271	14	sadiku	sadiku	PROPN
fis-5433	271	15	,	,	PUNCT
fis-5433	271	16	e.	e.	PROPN
fis-5433	271	17	r.	r.	PROPN
fis-5433	271	18	and	and	CCONJ
fis-5433	271	19	hamam	hamam	PROPN
fis-5433	271	20	,	,	PUNCT
fis-5433	271	21	y.	y.	PROPN
fis-5433	271	22	(	(	PUNCT
fis-5433	271	23	2019	2019	NUM
fis-5433	271	24	)	)	PUNCT
fis-5433	271	25	.	.	PUNCT
fis-5433	272	1	development	development	NOUN
fis-5433	272	2	and	and	CCONJ
fis-5433	272	3	utilization	utilization	NOUN
fis-5433	272	4	of	of	ADP
fis-5433	272	5	polymers	polymer	NOUN
fis-5433	272	6	in	in	ADP
fis-5433	272	7	biomedical	biomedical	ADJ
fis-5433	272	8	applications	application	NOUN
fis-5433	272	9	.	.	PUNCT
fis-5433	273	1	2019	2019	NUM
fis-5433	273	2	open	open	ADJ
fis-5433	273	3	innovations	innovation	NOUN
fis-5433	273	4	(	(	PUNCT
fis-5433	273	5	oi	oi	INTJ
fis-5433	273	6	)	)	PUNCT
fis-5433	273	7	,	,	PUNCT
fis-5433	273	8	pp	pp	ADP
fis-5433	273	9	.	.	PUNCT
fis-5433	274	1	165–170	165–170	NUM
fis-5433	274	2	.	.	PUNCT
fis-5433	275	1	doi	doi	NOUN
fis-5433	275	2	:	:	PUNCT
fis-5433	275	3	10.1109	10.1109	NUM
fis-5433	275	4	/	/	SYM
fis-5433	275	5	oi.2019.8908248	oi.2019.8908248	NOUN
fis-5433	275	6	.	.	PUNCT
fis-5433	276	1	[	[	X
fis-5433	276	2	2	2	NUM
fis-5433	276	3	]	]	X
fis-5433	276	4	patel	patel	NOUN
fis-5433	276	5	,	,	PUNCT
fis-5433	276	6	v.	v.	PROPN
fis-5433	276	7	k.	k.	PROPN
fis-5433	276	8	,	,	PUNCT
fis-5433	276	9	kant	kant	PROPN
fis-5433	276	10	,	,	PUNCT
fis-5433	276	11	r.	r.	PROPN
fis-5433	276	12	,	,	PUNCT
fis-5433	276	13	chauhan	chauhan	PROPN
fis-5433	276	14	,	,	PUNCT
fis-5433	276	15	p.	p.	PROPN
fis-5433	276	16	s.	s.	PROPN
fis-5433	276	17	and	and	CCONJ
fis-5433	276	18	bhattacharya	bhattacharya	PROPN
fis-5433	276	19	,	,	PUNCT
fis-5433	276	20	s.	s.	PROPN
fis-5433	276	21	(	(	PUNCT
fis-5433	276	22	2022	2022	NUM
fis-5433	276	23	)	)	PUNCT
fis-5433	276	24	.	.	PUNCT
fis-5433	277	1	introduction	introduction	NOUN
fis-5433	277	2	to	to	ADP
fis-5433	277	3	applications	application	NOUN
fis-5433	277	4	of	of	ADP
fis-5433	277	5	polymers	polymer	NOUN
fis-5433	277	6	and	and	CCONJ
fis-5433	277	7	polymer	polymer	NOUN
fis-5433	277	8	composites	composite	NOUN
fis-5433	277	9	.	.	PUNCT
fis-5433	278	1	in	in	ADP
fis-5433	278	2	v.	v.	PROPN
fis-5433	278	3	k.	k.	PROPN
fis-5433	278	4	patel	patel	PROPN
fis-5433	278	5	,	,	PUNCT
fis-5433	278	6	r.	r.	PROPN
fis-5433	278	7	kant	kant	PROPN
fis-5433	278	8	,	,	PUNCT
fis-5433	278	9	p.	p.	PROPN
fis-5433	278	10	s.	s.	PROPN
fis-5433	278	11	chauhan	chauhan	PROPN
fis-5433	278	12	and	and	CCONJ
fis-5433	278	13	s.	s.	PROPN
fis-5433	278	14	bhattacharya	bhattacharya	PROPN
fis-5433	278	15	(	(	PUNCT
fis-5433	278	16	eds	ed	NOUN
fis-5433	278	17	.	.	PUNCT
fis-5433	278	18	)	)	PUNCT
fis-5433	278	19	,	,	PUNCT
fis-5433	278	20	trends	trend	NOUN
fis-5433	278	21	in	in	ADP
fis-5433	278	22	applications	application	NOUN
fis-5433	278	23	of	of	ADP
fis-5433	278	24	polymers	polymer	NOUN
fis-5433	278	25	and	and	CCONJ
fis-5433	278	26	polymer	polymer	NOUN
fis-5433	278	27	composites	composite	NOUN
fis-5433	278	28	,	,	PUNCT
fis-5433	278	29	pp	pp	ADV
fis-5433	278	30	.	.	PUNCT
fis-5433	279	1	1–6	1–6	NUM
fis-5433	279	2	.	.	PUNCT
fis-5433	279	3	aip	aip	PROPN
fis-5433	279	4	publishing	publishing	NOUN
fis-5433	279	5	.	.	PUNCT
fis-5433	280	1	[	[	X
fis-5433	280	2	3	3	NUM
fis-5433	280	3	]	]	X
fis-5433	280	4	wang	wang	PROPN
fis-5433	280	5	,	,	PUNCT
fis-5433	280	6	y.	y.	PROPN
fis-5433	280	7	,	,	PUNCT
fis-5433	280	8	ding	ding	NOUN
fis-5433	280	9	,	,	PUNCT
fis-5433	280	10	y.	y.	PROPN
fis-5433	280	11	,	,	PUNCT
fis-5433	280	12	yu	yu	PROPN
fis-5433	280	13	,	,	PUNCT
fis-5433	280	14	k.	k.	PROPN
fis-5433	280	15	and	and	CCONJ
fis-5433	280	16	dong	dong	PROPN
fis-5433	280	17	,	,	PUNCT
fis-5433	280	18	g.	g.	PROPN
fis-5433	280	19	(	(	PUNCT
fis-5433	280	20	2024	2024	NUM
fis-5433	280	21	)	)	PUNCT
fis-5433	280	22	.	.	PUNCT
fis-5433	281	1	innovative	innovative	ADJ
fis-5433	281	2	polymer	polymer	NOUN
fis-5433	281	3	-	-	PUNCT
fis-5433	281	4	based	base	VERB
fis-5433	281	5	composite	composite	ADJ
fis-5433	281	6	materials	material	NOUN
fis-5433	281	7	in	in	ADP
fis-5433	281	8	additive	additive	ADJ
fis-5433	281	9	manufacturing	manufacturing	NOUN
fis-5433	281	10	:	:	PUNCT
fis-5433	281	11	a	a	DET
fis-5433	281	12	review	review	NOUN
fis-5433	281	13	of	of	ADP
fis-5433	281	14	methods	method	NOUN
fis-5433	281	15	,	,	PUNCT
fis-5433	281	16	materials	material	NOUN
fis-5433	281	17	,	,	PUNCT
fis-5433	281	18	and	and	CCONJ
fis-5433	281	19	applications	application	NOUN
fis-5433	281	20	.	.	PUNCT
fis-5433	282	1	polymer	polymer	NOUN
fis-5433	282	2	composites	composite	NOUN
fis-5433	282	3	,	,	PUNCT
fis-5433	282	4	45(17	45(17	PROPN
fis-5433	282	5	)	)	PUNCT
fis-5433	282	6	,	,	PUNCT
fis-5433	282	7	pp	pp	ADP
fis-5433	282	8	.	.	PUNCT
fis-5433	283	1	15389–15420	15389–15420	NUM
fis-5433	283	2	.	.	PUNCT
fis-5433	284	1	doi	doi	NOUN
fis-5433	284	2	:	:	PUNCT
fis-5433	284	3	10.1002	10.1002	NUM
fis-5433	284	4	/	/	SYM
fis-5433	284	5	pc.28854	pc.28854	NOUN
fis-5433	284	6	.	.	PUNCT
fis-5433	285	1	[	[	X
fis-5433	285	2	4	4	NUM
fis-5433	285	3	]	]	X
fis-5433	285	4	jin	jin	NOUN
fis-5433	285	5	,	,	PUNCT
fis-5433	285	6	y.	y.	PROPN
fis-5433	285	7	,	,	PUNCT
fis-5433	285	8	lei	lei	PROPN
fis-5433	285	9	,	,	PUNCT
fis-5433	285	10	z.	z.	PROPN
fis-5433	285	11	,	,	PUNCT
fis-5433	285	12	taynton	taynton	PROPN
fis-5433	285	13	,	,	PUNCT
fis-5433	285	14	p.	p.	PROPN
fis-5433	285	15	,	,	PUNCT
fis-5433	285	16	huang	huang	PROPN
fis-5433	285	17	,	,	PUNCT
fis-5433	285	18	s.	s.	PROPN
fis-5433	285	19	and	and	CCONJ
fis-5433	285	20	zhang	zhang	PROPN
fis-5433	285	21	,	,	PUNCT
fis-5433	285	22	w.	w.	PROPN
fis-5433	285	23	(	(	PUNCT
fis-5433	285	24	2019	2019	NUM
fis-5433	285	25	)	)	PUNCT
fis-5433	285	26	.	.	PUNCT
fis-5433	286	1	malleable	malleable	ADJ
fis-5433	286	2	and	and	CCONJ
fis-5433	286	3	recyclable	recyclable	ADJ
fis-5433	286	4	thermosets	thermoset	NOUN
fis-5433	286	5	:	:	PUNCT
fis-5433	286	6	the	the	DET
fis-5433	286	7	next	next	ADJ
fis-5433	286	8	generation	generation	NOUN
fis-5433	286	9	of	of	ADP
fis-5433	286	10	plastics	plastic	NOUN
fis-5433	286	11	.	.	PUNCT
fis-5433	287	1	matter	matter	NOUN
fis-5433	287	2	,	,	PUNCT
fis-5433	287	3	1(6	1(6	NUM
fis-5433	287	4	)	)	PUNCT
fis-5433	287	5	,	,	PUNCT
fis-5433	287	6	pp	pp	PROPN
fis-5433	287	7	.	.	PUNCT
fis-5433	288	1	1456–1493	1456–1493	NUM
fis-5433	288	2	.	.	PUNCT
fis-5433	289	1	doi	doi	NOUN
fis-5433	289	2	:	:	PUNCT
fis-5433	289	3	10.1016	10.1016	NUM
fis-5433	289	4	/	/	SYM
fis-5433	289	5	j.matt.2019.09.004	j.matt.2019.09.004	PROPN
fis-5433	289	6	.	.	PUNCT
fis-5433	290	1	t	t	PROPN
fis-5433	290	2	r.	r.	PROPN
fis-5433	290	3	k.	k.	PROPN
fis-5433	291	1	singh	singh	PROPN
fis-5433	291	2	et	et	PROPN
fis-5433	291	3	alii	alii	PROPN
fis-5433	291	4	,	,	PUNCT
fis-5433	291	5	fracture	fracture	ADJ
fis-5433	291	6	and	and	CCONJ
fis-5433	291	7	structural	structural	ADJ
fis-5433	291	8	integrity	integrity	NOUN
fis-5433	291	9	,	,	PUNCT
fis-5433	291	10	73	73	NUM
fis-5433	291	11	(	(	PUNCT
fis-5433	291	12	2025	2025	NUM
fis-5433	291	13	)	)	PUNCT
fis-5433	291	14	74	74	NUM
fis-5433	291	15	-	-	SYM
fis-5433	291	16	87	87	NUM
fis-5433	291	17	;	;	PUNCT
fis-5433	291	18	doi	doi	NOUN
fis-5433	291	19	:	:	PUNCT
fis-5433	291	20	10.3221	10.3221	NUM
fis-5433	291	21	/	/	SYM
fis-5433	291	22	igf	igf	NOUN
fis-5433	291	23	-	-	PUNCT
fis-5433	291	24	esis.73.06	esis.73.06	NOUN
fis-5433	291	25	87	87	NUM
fis-5433	291	26	[	[	SYM
fis-5433	291	27	5	5	NUM
fis-5433	291	28	]	]	SYM
fis-5433	291	29	mysore	mysore	NOUN
fis-5433	291	30	,	,	PUNCT
fis-5433	291	31	t.	t.	PROPN
fis-5433	291	32	h.	h.	PROPN
fis-5433	291	33	m.	m.	PROPN
fis-5433	291	34	,	,	PUNCT
fis-5433	291	35	patil	patil	PROPN
fis-5433	291	36	,	,	PUNCT
fis-5433	291	37	a.	a.	NOUN
fis-5433	291	38	y.	y.	PROPN
fis-5433	291	39	,	,	PUNCT
fis-5433	291	40	hegde	hegde	PROPN
fis-5433	291	41	,	,	PUNCT
fis-5433	291	42	c.	c.	PROPN
fis-5433	291	43	,	,	PUNCT
fis-5433	291	44	sudeept	sudeept	NOUN
fis-5433	291	45	,	,	PUNCT
fis-5433	291	46	m.	m.	NOUN
fis-5433	291	47	,	,	PUNCT
fis-5433	291	48	kumar	kumar	PROPN
fis-5433	291	49	,	,	PUNCT
fis-5433	291	50	r.	r.	PROPN
fis-5433	291	51	,	,	PUNCT
fis-5433	291	52	soudagar	soudagar	PROPN
fis-5433	291	53	,	,	PUNCT
fis-5433	291	54	m.	m.	NOUN
fis-5433	291	55	e.	e.	PROPN
fis-5433	291	56	m.	m.	PROPN
fis-5433	291	57	and	and	CCONJ
fis-5433	291	58	fattah	fattah	PROPN
fis-5433	291	59	,	,	PUNCT
fis-5433	291	60	i.	i.	PROPN
fis-5433	291	61	(	(	PUNCT
fis-5433	291	62	2024	2024	NUM
fis-5433	291	63	)	)	PUNCT
fis-5433	291	64	.	.	PUNCT
fis-5433	292	1	apatite	apatite	PROPN
fis-5433	292	2	insights	insight	NOUN
fis-5433	292	3	:	:	PUNCT
fis-5433	292	4	from	from	ADP
fis-5433	292	5	synthesis	synthesis	NOUN
fis-5433	292	6	to	to	ADP
fis-5433	292	7	biomedical	biomedical	ADJ
fis-5433	292	8	applications	application	NOUN
fis-5433	292	9	.	.	PUNCT
fis-5433	293	1	european	european	ADJ
fis-5433	293	2	polymer	polymer	NOUN
fis-5433	293	3	journal	journal	NOUN
fis-5433	293	4	,	,	PUNCT
fis-5433	293	5	209	209	NUM
fis-5433	293	6	,	,	PUNCT
fis-5433	293	7	112842	112842	NUM
fis-5433	293	8	.	.	PUNCT
fis-5433	294	1	doi	doi	NOUN
fis-5433	294	2	:	:	PUNCT
fis-5433	294	3	10.1016	10.1016	NUM
fis-5433	294	4	/	/	SYM
fis-5433	294	5	j.eurpolymj.2024.112842	j.eurpolymj.2024.112842	NOUN
fis-5433	294	6	.	.	PUNCT
fis-5433	295	1	[	[	X
fis-5433	295	2	6	6	NUM
fis-5433	295	3	]	]	X
fis-5433	295	4	zaszczyńska	zaszczyńska	PROPN
fis-5433	295	5	,	,	PUNCT
fis-5433	295	6	a.	a.	PROPN
fis-5433	295	7	,	,	PUNCT
fis-5433	295	8	kołbuk	kołbuk	PROPN
fis-5433	295	9	,	,	PUNCT
fis-5433	295	10	d.	d.	PROPN
fis-5433	295	11	,	,	PUNCT
fis-5433	295	12	gradys	gradys	PROPN
fis-5433	295	13	,	,	PUNCT
fis-5433	295	14	a.	a.	NOUN
fis-5433	295	15	and	and	CCONJ
fis-5433	295	16	sajkiewicz	sajkiewicz	ADJ
fis-5433	295	17	,	,	PUNCT
fis-5433	295	18	p.	p.	NOUN
fis-5433	295	19	(	(	PUNCT
fis-5433	295	20	2023	2023	NUM
fis-5433	295	21	)	)	PUNCT
fis-5433	295	22	.	.	PUNCT
fis-5433	296	1	development	development	NOUN
fis-5433	296	2	of	of	ADP
fis-5433	296	3	poly(methyl	poly(methyl	PROPN
fis-5433	296	4	methacrylate)/nanohydroxyapatite	methacrylate)/nanohydroxyapatite	NOUN
fis-5433	296	5	(	(	PUNCT
fis-5433	296	6	pmma	pmma	PROPN
fis-5433	296	7	/	/	SYM
fis-5433	296	8	nha	nha	NOUN
fis-5433	296	9	)	)	PUNCT
fis-5433	296	10	nanofibers	nanofiber	NOUN
fis-5433	296	11	for	for	ADP
fis-5433	296	12	tissue	tissue	NOUN
fis-5433	296	13	engineering	engineering	NOUN
fis-5433	296	14	regeneration	regeneration	NOUN
fis-5433	296	15	using	use	VERB
fis-5433	296	16	an	an	DET
fis-5433	296	17	electrospinning	electrospinne	VERB
fis-5433	296	18	technique	technique	NOUN
fis-5433	296	19	.	.	PUNCT
fis-5433	297	1	polymers	polymer	NOUN
fis-5433	297	2	,	,	PUNCT
fis-5433	297	3	16(4	16(4	NUM
fis-5433	297	4	)	)	PUNCT
fis-5433	297	5	,	,	PUNCT
fis-5433	297	6	531	531	NUM
fis-5433	297	7	.	.	PUNCT
fis-5433	298	1	doi	doi	NOUN
fis-5433	298	2	:	:	PUNCT
fis-5433	298	3	10.3390	10.3390	NUM
fis-5433	298	4	/	/	SYM
fis-5433	298	5	polym16040531	polym16040531	PROPN
fis-5433	298	6	.	.	PUNCT
fis-5433	299	1	[	[	X
fis-5433	299	2	7	7	NUM
fis-5433	299	3	]	]	PUNCT
fis-5433	299	4	bakina	bakina	ADJ
fis-5433	299	5	,	,	PUNCT
fis-5433	299	6	o.	o.	PROPN
fis-5433	299	7	,	,	PUNCT
fis-5433	299	8	svarovskaya	svarovskaya	PROPN
fis-5433	299	9	,	,	PUNCT
fis-5433	299	10	n.	n.	PROPN
fis-5433	299	11	,	,	PUNCT
fis-5433	299	12	ivanova	ivanova	PROPN
fis-5433	299	13	,	,	PUNCT
fis-5433	299	14	l.	l.	PROPN
fis-5433	299	15	,	,	PUNCT
fis-5433	299	16	glazkova	glazkova	PROPN
fis-5433	299	17	,	,	PUNCT
fis-5433	299	18	e.	e.	PROPN
fis-5433	299	19	,	,	PUNCT
fis-5433	299	20	rodkevich	rodkevich	PROPN
fis-5433	299	21	,	,	PUNCT
fis-5433	299	22	n.	n.	NOUN
fis-5433	299	23	,	,	PUNCT
fis-5433	299	24	evstigneev	evstigneev	PROPN
fis-5433	299	25	,	,	PUNCT
fis-5433	299	26	v.	v.	NOUN
fis-5433	299	27	,	,	PUNCT
fis-5433	299	28	evstigneev	evstigneev	PROPN
fis-5433	299	29	,	,	PUNCT
fis-5433	299	30	m.	m.	NOUN
fis-5433	299	31	,	,	PUNCT
fis-5433	299	32	mosunov	mosunov	PROPN
fis-5433	299	33	,	,	PUNCT
fis-5433	299	34	a.	a.	NOUN
fis-5433	299	35	and	and	CCONJ
fis-5433	299	36	lerner	lerner	PROPN
fis-5433	299	37	,	,	PUNCT
fis-5433	299	38	m.	m.	NOUN
fis-5433	299	39	(	(	PUNCT
fis-5433	299	40	2023	2023	NUM
fis-5433	299	41	)	)	PUNCT
fis-5433	299	42	.	.	PUNCT
fis-5433	300	1	new	new	ADJ
fis-5433	300	2	pmma	pmma	NOUN
fis-5433	300	3	-	-	PUNCT
fis-5433	300	4	based	base	VERB
fis-5433	300	5	hydroxyapatite	hydroxyapatite	NOUN
fis-5433	300	6	/	/	SYM
fis-5433	300	7	znfe₂o₄/zno	znfe₂o₄/zno	NOUN
fis-5433	300	8	composite	composite	NOUN
fis-5433	300	9	with	with	ADP
fis-5433	300	10	antibacterial	antibacterial	ADJ
fis-5433	300	11	performance	performance	NOUN
fis-5433	300	12	and	and	CCONJ
fis-5433	300	13	low	low	ADJ
fis-5433	300	14	toxicity	toxicity	NOUN
fis-5433	300	15	.	.	PUNCT
fis-5433	301	1	biomimetics	biomimetic	NOUN
fis-5433	301	2	,	,	PUNCT
fis-5433	301	3	8(6	8(6	NUM
fis-5433	301	4	)	)	PUNCT
fis-5433	301	5	,	,	PUNCT
fis-5433	301	6	488	488	X
fis-5433	301	7	.	.	PUNCT
fis-5433	302	1	doi	doi	NOUN
fis-5433	302	2	:	:	PUNCT
fis-5433	302	3	10.3390	10.3390	NUM
fis-5433	302	4	/	/	SYM
fis-5433	302	5	biomimetics8060488	biomimetics8060488	PROPN
fis-5433	302	6	.	.	PUNCT
fis-5433	303	1	[	[	X
fis-5433	303	2	8	8	NUM
fis-5433	303	3	]	]	X
fis-5433	303	4	ibrahim	ibrahim	PROPN
fis-5433	303	5	,	,	PUNCT
fis-5433	303	6	m.	m.	PROPN
fis-5433	303	7	b.	b.	PROPN
fis-5433	303	8	,	,	PUNCT
fis-5433	303	9	habib	habib	PROPN
fis-5433	303	10	,	,	PUNCT
fis-5433	303	11	h.	h.	PROPN
fis-5433	303	12	y.	y.	PROPN
fis-5433	303	13	and	and	CCONJ
fis-5433	303	14	jabrah	jabrah	PROPN
fis-5433	303	15	,	,	PUNCT
fis-5433	303	16	r.	r.	PROPN
fis-5433	303	17	m.	m.	PROPN
fis-5433	303	18	(	(	PUNCT
fis-5433	303	19	2020	2020	NUM
fis-5433	303	20	)	)	PUNCT
fis-5433	303	21	.	.	PUNCT
fis-5433	304	1	preparation	preparation	NOUN
fis-5433	304	2	of	of	ADP
fis-5433	304	3	kevlar-49	kevlar-49	NOUN
fis-5433	304	4	fabric	fabric	NOUN
fis-5433	304	5	/	/	SYM
fis-5433	304	6	e	e	NOUN
fis-5433	304	7	-	-	NOUN
fis-5433	304	8	glass	glass	NOUN
fis-5433	304	9	fabric	fabric	NOUN
fis-5433	304	10	/	/	SYM
fis-5433	304	11	epoxy	epoxy	NOUN
fis-5433	304	12	composite	composite	ADJ
fis-5433	304	13	materials	material	NOUN
fis-5433	304	14	and	and	CCONJ
fis-5433	304	15	characterization	characterization	NOUN
fis-5433	304	16	of	of	ADP
fis-5433	304	17	their	their	PRON
fis-5433	304	18	mechanical	mechanical	ADJ
fis-5433	304	19	properties	property	NOUN
fis-5433	304	20	.	.	PUNCT
fis-5433	305	1	revue	revue	PROPN
fis-5433	305	2	des	des	PROPN
fis-5433	305	3	composites	composites	PROPN
fis-5433	305	4	et	et	PROPN
fis-5433	305	5	des	des	PROPN
fis-5433	305	6	matériaux	matériaux	PROPN
fis-5433	305	7	avancés	avancés	PROPN
fis-5433	305	8	–	–	PUNCT
fis-5433	305	9	journal	journal	NOUN
fis-5433	305	10	of	of	ADP
fis-5433	305	11	composite	composite	ADJ
fis-5433	305	12	and	and	CCONJ
fis-5433	305	13	advanced	advanced	ADJ
fis-5433	305	14	materials	material	NOUN
fis-5433	305	15	,	,	PUNCT
fis-5433	305	16	30(3–4	30(3–4	NUM
fis-5433	305	17	)	)	PUNCT
fis-5433	305	18	,	,	PUNCT
fis-5433	305	19	pp	pp	ADJ
fis-5433	305	20	.	.	PUNCT
fis-5433	306	1	133–141	133–141	NUM
fis-5433	306	2	.	.	PUNCT
fis-5433	307	1	doi	doi	NOUN
fis-5433	307	2	:	:	PUNCT
fis-5433	307	3	10.18280	10.18280	NUM
fis-5433	307	4	/	/	SYM
fis-5433	307	5	rcma.303	rcma.303	NOUN
fis-5433	307	6	-	-	PUNCT
fis-5433	307	7	403	403	NUM
fis-5433	307	8	.	.	PUNCT
fis-5433	308	1	[	[	X
fis-5433	308	2	9	9	NUM
fis-5433	308	3	]	]	X
fis-5433	308	4	mangal	mangal	ADJ
fis-5433	308	5	,	,	PUNCT
fis-5433	308	6	u.	u.	PROPN
fis-5433	308	7	,	,	PUNCT
fis-5433	308	8	seo	seo	PROPN
fis-5433	308	9	,	,	PUNCT
fis-5433	308	10	j.	j.	PROPN
fis-5433	308	11	,	,	PUNCT
fis-5433	308	12	yu	yu	PROPN
fis-5433	308	13	,	,	PUNCT
fis-5433	308	14	j.	j.	PROPN
fis-5433	308	15	,	,	PUNCT
fis-5433	308	16	kwon	kwon	PROPN
fis-5433	308	17	,	,	PUNCT
fis-5433	308	18	j.	j.	PROPN
fis-5433	308	19	and	and	CCONJ
fis-5433	308	20	choi	choi	PROPN
fis-5433	308	21	,	,	PUNCT
fis-5433	308	22	s.	s.	PROPN
fis-5433	308	23	(	(	PUNCT
fis-5433	308	24	2020	2020	NUM
fis-5433	308	25	)	)	PUNCT
fis-5433	308	26	.	.	PUNCT
fis-5433	309	1	incorporating	incorporate	VERB
fis-5433	309	2	aminated	aminated	ADJ
fis-5433	309	3	nanodiamonds	nanodiamond	NOUN
fis-5433	309	4	to	to	PART
fis-5433	309	5	improve	improve	VERB
fis-5433	309	6	the	the	DET
fis-5433	309	7	mechanical	mechanical	ADJ
fis-5433	309	8	properties	property	NOUN
fis-5433	309	9	of	of	ADP
fis-5433	309	10	3d	3d	NOUN
fis-5433	309	11	-	-	PUNCT
fis-5433	309	12	printed	print	VERB
fis-5433	309	13	resin	resin	NOUN
fis-5433	309	14	-	-	PUNCT
fis-5433	309	15	based	base	VERB
fis-5433	309	16	biomedical	biomedical	ADJ
fis-5433	309	17	appliances	appliance	NOUN
fis-5433	309	18	.	.	PUNCT
fis-5433	310	1	nanomaterials	nanomaterial	NOUN
fis-5433	310	2	,	,	PUNCT
fis-5433	310	3	10(5	10(5	NUM
fis-5433	310	4	)	)	PUNCT
fis-5433	310	5	,	,	PUNCT
fis-5433	310	6	827	827	X
fis-5433	310	7	.	.	PUNCT
fis-5433	311	1	doi	doi	NOUN
fis-5433	311	2	:	:	PUNCT
fis-5433	311	3	10.3390	10.3390	NUM
fis-5433	311	4	/	/	SYM
fis-5433	311	5	nano10050827	nano10050827	PROPN
fis-5433	311	6	.	.	PUNCT
fis-5433	312	1	[	[	X
fis-5433	312	2	10	10	NUM
fis-5433	312	3	]	]	X
fis-5433	312	4	lee	lee	PROPN
fis-5433	312	5	,	,	PUNCT
fis-5433	312	6	s.	s.	PROPN
fis-5433	312	7	h.	h.	PROPN
fis-5433	312	8	,	,	PUNCT
fis-5433	312	9	luvnish	luvnish	PROPN
fis-5433	312	10	,	,	PUNCT
fis-5433	312	11	a.	a.	PROPN
fis-5433	312	12	,	,	PUNCT
fis-5433	312	13	su	su	PROPN
fis-5433	312	14	,	,	PUNCT
fis-5433	312	15	x.	x.	PROPN
fis-5433	312	16	,	,	PUNCT
fis-5433	312	17	meng	meng	PROPN
fis-5433	312	18	,	,	PUNCT
fis-5433	312	19	q.	q.	PROPN
fis-5433	312	20	,	,	PUNCT
fis-5433	312	21	liu	liu	PROPN
fis-5433	312	22	,	,	PUNCT
fis-5433	312	23	m.	m.	NOUN
fis-5433	312	24	,	,	PUNCT
fis-5433	312	25	kuan	kuan	PROPN
fis-5433	312	26	,	,	PUNCT
fis-5433	312	27	h.	h.	PROPN
fis-5433	312	28	,	,	PUNCT
fis-5433	312	29	saman	saman	PROPN
fis-5433	312	30	,	,	PUNCT
fis-5433	312	31	w.	w.	PROPN
fis-5433	312	32	,	,	PUNCT
fis-5433	312	33	bostrom	bostrom	PROPN
fis-5433	312	34	,	,	PUNCT
fis-5433	312	35	m.	m.	NOUN
fis-5433	312	36	and	and	CCONJ
fis-5433	312	37	ma	ma	PROPN
fis-5433	312	38	,	,	PUNCT
fis-5433	312	39	j.	j.	PROPN
fis-5433	312	40	(	(	PUNCT
fis-5433	312	41	2023	2023	NUM
fis-5433	312	42	)	)	PUNCT
fis-5433	312	43	.	.	PUNCT
fis-5433	313	1	advancements	advancement	NOUN
fis-5433	313	2	in	in	ADP
fis-5433	313	3	polymer	polymer	NOUN
fis-5433	313	4	(	(	PUNCT
fis-5433	313	5	nano)composites	nano)composite	NOUN
fis-5433	313	6	for	for	ADP
fis-5433	313	7	phase	phase	NOUN
fis-5433	313	8	change	change	NOUN
fis-5433	313	9	material	material	NOUN
fis-5433	313	10	-	-	PUNCT
fis-5433	313	11	based	base	VERB
fis-5433	313	12	thermal	thermal	ADJ
fis-5433	313	13	storage	storage	NOUN
fis-5433	313	14	:	:	PUNCT
fis-5433	313	15	a	a	DET
fis-5433	313	16	focus	focus	NOUN
fis-5433	313	17	on	on	ADP
fis-5433	313	18	thermoplastic	thermoplastic	ADJ
fis-5433	313	19	matrices	matrix	NOUN
fis-5433	313	20	and	and	CCONJ
fis-5433	313	21	ceramic	ceramic	ADJ
fis-5433	313	22	/	/	SYM
fis-5433	313	23	carbon	carbon	NOUN
fis-5433	313	24	fillers	filler	NOUN
fis-5433	313	25	.	.	PUNCT
fis-5433	314	1	smart	smart	ADJ
fis-5433	314	2	materials	material	NOUN
fis-5433	314	3	in	in	ADP
fis-5433	314	4	manufacturing	manufacturing	NOUN
fis-5433	314	5	,	,	PUNCT
fis-5433	314	6	2	2	NUM
fis-5433	314	7	,	,	PUNCT
fis-5433	314	8	100044	100044	NUM
fis-5433	314	9	.	.	PUNCT
fis-5433	315	1	doi	doi	NOUN
fis-5433	315	2	:	:	PUNCT
fis-5433	315	3	10.1016	10.1016	NUM
fis-5433	315	4	/	/	SYM
fis-5433	315	5	j.smmf.2024.100044	j.smmf.2024.100044	PROPN
fis-5433	315	6	.	.	PUNCT
fis-5433	316	1	[	[	X
fis-5433	316	2	11	11	NUM
fis-5433	316	3	]	]	SYM
fis-5433	316	4	anto	anto	PROPN
fis-5433	316	5	,	,	PUNCT
fis-5433	316	6	a.	a.	PROPN
fis-5433	316	7	d.	d.	PROPN
fis-5433	316	8	,	,	PUNCT
fis-5433	316	9	fleishel	fleishel	PROPN
fis-5433	316	10	,	,	PUNCT
fis-5433	316	11	r.	r.	PROPN
fis-5433	316	12	,	,	PUNCT
fis-5433	316	13	termaath	termaath	PROPN
fis-5433	316	14	,	,	PUNCT
fis-5433	316	15	s.	s.	PROPN
fis-5433	316	16	and	and	CCONJ
fis-5433	316	17	abedi	abedi	PROPN
fis-5433	316	18	,	,	PUNCT
fis-5433	316	19	r.	r.	PROPN
fis-5433	316	20	(	(	PUNCT
fis-5433	316	21	2023	2023	NUM
fis-5433	316	22	)	)	PUNCT
fis-5433	316	23	.	.	PUNCT
fis-5433	317	1	size	size	NOUN
fis-5433	317	2	dependency	dependency	NOUN
fis-5433	317	3	of	of	ADP
fis-5433	317	4	elastic	elastic	ADJ
fis-5433	317	5	and	and	CCONJ
fis-5433	317	6	plastic	plastic	ADJ
fis-5433	317	7	properties	property	NOUN
fis-5433	317	8	of	of	ADP
fis-5433	317	9	metallic	metallic	ADJ
fis-5433	317	10	polycrystals	polycrystal	NOUN
fis-5433	317	11	using	use	VERB
fis-5433	317	12	statistical	statistical	ADJ
fis-5433	317	13	volume	volume	NOUN
fis-5433	317	14	elements	element	NOUN
fis-5433	317	15	.	.	PUNCT
fis-5433	318	1	applied	apply	VERB
fis-5433	318	2	sciences	science	NOUN
fis-5433	318	3	,	,	PUNCT
fis-5433	318	4	14(18	14(18	NOUN
fis-5433	318	5	)	)	PUNCT
fis-5433	318	6	,	,	PUNCT
fis-5433	318	7	8207	8207	NUM
fis-5433	318	8	.	.	PUNCT
fis-5433	319	1	doi	doi	NOUN
fis-5433	319	2	:	:	PUNCT
fis-5433	319	3	10.3390	10.3390	NUM
fis-5433	319	4	/	/	NOUN
fis-5433	319	5	app14188207	app14188207	NOUN
fis-5433	319	6	.	.	PUNCT
fis-5433	320	1	[	[	X
fis-5433	320	2	12	12	NUM
fis-5433	320	3	]	]	PUNCT
fis-5433	320	4	meddage	meddage	NOUN
fis-5433	320	5	,	,	PUNCT
fis-5433	320	6	d.	d.	PROPN
fis-5433	320	7	,	,	PUNCT
fis-5433	320	8	fonseka	fonseka	PROPN
fis-5433	320	9	,	,	PUNCT
fis-5433	320	10	i.	i.	PROPN
fis-5433	320	11	,	,	PUNCT
fis-5433	320	12	mohotti	mohotti	PROPN
fis-5433	320	13	,	,	PUNCT
fis-5433	320	14	d.	d.	PROPN
fis-5433	320	15	,	,	PUNCT
fis-5433	320	16	wijesooriya	wijesooriya	PROPN
fis-5433	320	17	,	,	PUNCT
fis-5433	320	18	k.	k.	PROPN
fis-5433	320	19	and	and	CCONJ
fis-5433	320	20	lee	lee	PROPN
fis-5433	320	21	,	,	PUNCT
fis-5433	320	22	c.	c.	PROPN
fis-5433	320	23	(	(	PUNCT
fis-5433	320	24	2024	2024	NUM
fis-5433	320	25	)	)	PUNCT
fis-5433	320	26	.	.	PUNCT
fis-5433	321	1	an	an	DET
fis-5433	321	2	explainable	explainable	ADJ
fis-5433	321	3	machine	machine	NOUN
fis-5433	321	4	learning	learn	VERB
fis-5433	321	5	approach	approach	NOUN
fis-5433	321	6	to	to	PART
fis-5433	321	7	predict	predict	VERB
fis-5433	321	8	the	the	DET
fis-5433	321	9	compressive	compressive	ADJ
fis-5433	321	10	strength	strength	NOUN
fis-5433	321	11	of	of	ADP
fis-5433	321	12	graphene	graphene	ADJ
fis-5433	321	13	oxide	oxide	NOUN
fis-5433	321	14	-	-	PUNCT
fis-5433	321	15	based	base	VERB
fis-5433	321	16	concrete	concrete	NOUN
fis-5433	321	17	.	.	PUNCT
fis-5433	322	1	construction	construction	NOUN
fis-5433	322	2	and	and	CCONJ
fis-5433	322	3	building	building	NOUN
fis-5433	322	4	materials	material	NOUN
fis-5433	322	5	,	,	PUNCT
fis-5433	322	6	449	449	NUM
fis-5433	322	7	,	,	PUNCT
fis-5433	322	8	138346	138346	NUM
fis-5433	322	9	.	.	PUNCT
fis-5433	323	1	doi	doi	NOUN
fis-5433	323	2	:	:	PUNCT
fis-5433	323	3	10.1016	10.1016	NUM
fis-5433	323	4	/	/	SYM
fis-5433	323	5	j.conbuildmat.2024.138346	j.conbuildmat.2024.138346	ADJ
fis-5433	323	6	.	.	PUNCT
fis-5433	324	1	[	[	X
fis-5433	324	2	13	13	NUM
fis-5433	324	3	]	]	SYM
fis-5433	324	4	yang	yang	PROPN
fis-5433	324	5	,	,	PUNCT
fis-5433	324	6	j.	j.	PROPN
fis-5433	324	7	,	,	PUNCT
fis-5433	324	8	fan	fan	PROPN
fis-5433	324	9	,	,	PUNCT
fis-5433	324	10	y.	y.	PROPN
fis-5433	324	11	,	,	PUNCT
fis-5433	324	12	zhu	zhu	PROPN
fis-5433	324	13	,	,	PUNCT
fis-5433	324	14	f.	f.	PROPN
fis-5433	324	15	,	,	PUNCT
fis-5433	324	16	ni	ni	PROPN
fis-5433	324	17	,	,	PUNCT
fis-5433	324	18	z.	z.	PROPN
fis-5433	324	19	,	,	PUNCT
fis-5433	324	20	wan	wan	PROPN
fis-5433	324	21	,	,	PUNCT
fis-5433	324	22	x.	x.	PROPN
fis-5433	324	23	,	,	PUNCT
fis-5433	324	24	feng	feng	PROPN
fis-5433	324	25	,	,	PUNCT
fis-5433	324	26	c.	c.	PROPN
fis-5433	324	27	and	and	CCONJ
fis-5433	324	28	yang	yang	PROPN
fis-5433	324	29	,	,	PUNCT
fis-5433	324	30	j.	j.	PROPN
fis-5433	324	31	(	(	PUNCT
fis-5433	324	32	2023	2023	NUM
fis-5433	324	33	)	)	PUNCT
fis-5433	324	34	.	.	PUNCT
fis-5433	324	35	machine	machine	NOUN
fis-5433	324	36	learning	learn	VERB
fis-5433	324	37	prediction	prediction	NOUN
fis-5433	324	38	of	of	ADP
fis-5433	324	39	28	28	NUM
fis-5433	324	40	-	-	PUNCT
fis-5433	324	41	day	day	NOUN
fis-5433	324	42	compressive	compressive	ADJ
fis-5433	324	43	strength	strength	NOUN
fis-5433	324	44	of	of	ADP
fis-5433	324	45	cnt	cnt	ADJ
fis-5433	324	46	/	/	SYM
fis-5433	324	47	cement	cement	NOUN
fis-5433	324	48	composites	composite	NOUN
fis-5433	324	49	with	with	ADP
fis-5433	324	50	considering	consider	VERB
fis-5433	324	51	size	size	NOUN
fis-5433	324	52	effects	effect	NOUN
fis-5433	324	53	.	.	PUNCT
fis-5433	325	1	composite	composite	ADJ
fis-5433	325	2	structures	structure	NOUN
fis-5433	325	3	,	,	PUNCT
fis-5433	325	4	308	308	NUM
fis-5433	325	5	,	,	PUNCT
fis-5433	325	6	116713	116713	NUM
fis-5433	325	7	.	.	PUNCT
fis-5433	326	1	doi	doi	NOUN
fis-5433	326	2	:	:	PUNCT
fis-5433	326	3	10.1016	10.1016	NUM
fis-5433	326	4	/	/	SYM
fis-5433	326	5	j.compstruct.2023.116713	j.compstruct.2023.116713	PROPN
fis-5433	326	6	.	.	PUNCT
fis-5433	327	1	[	[	X
fis-5433	327	2	14	14	NUM
fis-5433	327	3	]	]	SYM
fis-5433	327	4	yun	yun	PROPN
fis-5433	327	5	,	,	PUNCT
fis-5433	327	6	j.	j.	PROPN
fis-5433	327	7	,	,	PUNCT
fis-5433	327	8	jeon	jeon	PROPN
fis-5433	327	9	,	,	PUNCT
fis-5433	327	10	y.	y.	PROPN
fis-5433	327	11	and	and	CCONJ
fis-5433	327	12	kang	kang	PROPN
fis-5433	327	13	,	,	PUNCT
fis-5433	327	14	m.	m.	NOUN
fis-5433	327	15	(	(	PUNCT
fis-5433	327	16	2021	2021	NUM
fis-5433	327	17	)	)	PUNCT
fis-5433	327	18	.	.	PUNCT
fis-5433	328	1	prediction	prediction	NOUN
fis-5433	328	2	of	of	ADP
fis-5433	328	3	elastic	elastic	ADJ
fis-5433	328	4	properties	property	NOUN
fis-5433	328	5	using	use	VERB
fis-5433	328	6	micromechanics	micromechanic	NOUN
fis-5433	328	7	of	of	ADP
fis-5433	328	8	polypropylene	polypropylene	NOUN
fis-5433	328	9	composites	composite	NOUN
fis-5433	328	10	mixed	mix	VERB
fis-5433	328	11	with	with	ADP
fis-5433	328	12	ultrahigh	ultrahigh	ADJ
fis-5433	328	13	-	-	PUNCT
fis-5433	328	14	molecular	molecular	ADJ
fis-5433	328	15	-	-	PUNCT
fis-5433	328	16	weight	weight	NOUN
fis-5433	328	17	polyethylene	polyethylene	NOUN
fis-5433	328	18	fibers	fiber	NOUN
fis-5433	328	19	.	.	PUNCT
fis-5433	329	1	molecules	molecule	NOUN
fis-5433	329	2	,	,	PUNCT
fis-5433	329	3	27(18	27(18	NUM
fis-5433	329	4	)	)	PUNCT
fis-5433	329	5	,	,	PUNCT
fis-5433	329	6	5752	5752	NUM
fis-5433	329	7	.	.	PUNCT
fis-5433	330	1	doi	doi	NOUN
fis-5433	330	2	:	:	PUNCT
fis-5433	330	3	10.3390	10.3390	NUM
fis-5433	330	4	/	/	SYM
fis-5433	330	5	molecules27185752	molecules27185752	PROPN
fis-5433	330	6	.	.	PUNCT
fis-5433	331	1	[	[	X
fis-5433	331	2	15	15	NUM
fis-5433	331	3	]	]	X
fis-5433	331	4	cramer	cramer	PROPN
fis-5433	331	5	,	,	PUNCT
fis-5433	331	6	a.	a.	PROPN
fis-5433	331	7	d.	d.	PROPN
fis-5433	331	8	,	,	PUNCT
fis-5433	331	9	challis	challi	NOUN
fis-5433	331	10	,	,	PUNCT
fis-5433	331	11	v.	v.	ADP
fis-5433	331	12	j.	j.	PROPN
fis-5433	331	13	and	and	CCONJ
fis-5433	331	14	roberts	roberts	PROPN
fis-5433	331	15	,	,	PUNCT
fis-5433	331	16	a.	a.	NOUN
fis-5433	331	17	p.	p.	NOUN
fis-5433	331	18	(	(	PUNCT
fis-5433	331	19	2016	2016	NUM
fis-5433	331	20	)	)	PUNCT
fis-5433	331	21	.	.	PUNCT
fis-5433	332	1	microstructure	microstructure	NOUN
fis-5433	332	2	.	.	PUNCT
fis-5433	333	1	computational	computational	ADJ
fis-5433	333	2	materials	material	NOUN
fis-5433	333	3	science	science	NOUN
fis-5433	333	4	,	,	PUNCT
fis-5433	333	5	122	122	NUM
fis-5433	333	6	,	,	PUNCT
fis-5433	333	7	pp	pp	ADJ
fis-5433	333	8	.	.	PUNCT
fis-5433	334	1	65	65	NUM
fis-5433	334	2	–	–	PUNCT
fis-5433	334	3	74.doi	74.doi	PROPN
fis-5433	334	4	:	:	PUNCT
fis-5433	334	5	10.1016	10.1016	NUM
fis-5433	334	6	/	/	SYM
fis-5433	334	7	j.commatsci.2016.05.023	j.commatsci.2016.05.023	PROPN
fis-5433	334	8	.	.	PUNCT
fis-5433	335	1	[	[	X
fis-5433	335	2	16	16	NUM
fis-5433	335	3	]	]	X
fis-5433	335	4	heidari	heidari	ADJ
fis-5433	335	5	-	-	PUNCT
fis-5433	335	6	rarani	rarani	ADJ
fis-5433	335	7	,	,	PUNCT
fis-5433	335	8	m.	m.	NOUN
fis-5433	335	9	and	and	CCONJ
fis-5433	335	10	bashandeh	bashandeh	NOUN
fis-5433	335	11	-	-	PUNCT
fis-5433	335	12	khodaei	khodaei	NOUN
fis-5433	335	13	-	-	PUNCT
fis-5433	335	14	naeini	naeini	NOUN
fis-5433	335	15	,	,	PUNCT
fis-5433	335	16	k.	k.	PROPN
fis-5433	335	17	(	(	PUNCT
fis-5433	335	18	2018	2018	NUM
fis-5433	335	19	)	)	PUNCT
fis-5433	335	20	.	.	PUNCT
fis-5433	336	1	micromechanics	micromechanic	NOUN
fis-5433	336	2	-	-	PUNCT
fis-5433	336	3	based	base	VERB
fis-5433	336	4	damage	damage	NOUN
fis-5433	336	5	model	model	NOUN
fis-5433	336	6	for	for	ADP
fis-5433	336	7	predicting	predict	VERB
fis-5433	336	8	compression	compression	NOUN
fis-5433	336	9	behavior	behavior	NOUN
fis-5433	336	10	of	of	ADP
fis-5433	336	11	polymer	polymer	NOUN
fis-5433	336	12	concretes	concrete	NOUN
fis-5433	336	13	.	.	PUNCT
fis-5433	337	1	mechanics	mechanic	NOUN
fis-5433	337	2	of	of	ADP
fis-5433	337	3	materials	material	NOUN
fis-5433	337	4	,	,	PUNCT
fis-5433	337	5	117	117	NUM
fis-5433	337	6	,	,	PUNCT
fis-5433	337	7	pp	pp	ADJ
fis-5433	337	8	.	.	PUNCT
fis-5433	338	1	126–136	126–136	NUM
fis-5433	338	2	.	.	PUNCT
fis-5433	339	1	[	[	X
fis-5433	339	2	17	17	NUM
fis-5433	339	3	]	]	X
fis-5433	339	4	kibrete	kibrete	NOUN
fis-5433	339	5	,	,	PUNCT
fis-5433	339	6	f.	f.	PROPN
fis-5433	339	7	,	,	PUNCT
fis-5433	339	8	trzepieciński	trzepieciński	VERB
fis-5433	339	9	,	,	PUNCT
fis-5433	339	10	t.	t.	PROPN
fis-5433	339	11	,	,	PUNCT
fis-5433	339	12	gebremedhen	gebremedhen	NOUN
fis-5433	339	13	,	,	PUNCT
fis-5433	339	14	h.	h.	PROPN
fis-5433	339	15	s.	s.	PROPN
fis-5433	339	16	and	and	CCONJ
fis-5433	339	17	woldemichael	woldemichael	PROPN
fis-5433	339	18	,	,	PUNCT
fis-5433	339	19	d.	d.	PROPN
fis-5433	339	20	e.	e.	PROPN
fis-5433	339	21	(	(	PUNCT
fis-5433	339	22	2023	2023	NUM
fis-5433	339	23	)	)	PUNCT
fis-5433	339	24	.	.	PUNCT
fis-5433	340	1	artificial	artificial	ADJ
fis-5433	340	2	intelligence	intelligence	NOUN
fis-5433	340	3	in	in	ADP
fis-5433	340	4	predicting	predict	VERB
fis-5433	340	5	mechanical	mechanical	ADJ
fis-5433	340	6	properties	property	NOUN
fis-5433	340	7	of	of	ADP
fis-5433	340	8	composite	composite	ADJ
fis-5433	340	9	materials	material	NOUN
fis-5433	340	10	.	.	PUNCT
fis-5433	341	1	journal	journal	PROPN
fis-5433	341	2	of	of	ADP
fis-5433	341	3	composites	composites	PROPN
fis-5433	341	4	science	science	NOUN
fis-5433	341	5	,	,	PUNCT
fis-5433	341	6	7(9	7(9	NUM
fis-5433	341	7	)	)	PUNCT
fis-5433	341	8	,	,	PUNCT
fis-5433	341	9	364	364	NUM
fis-5433	341	10	.	.	PUNCT
fis-5433	342	1	doi	doi	NOUN
fis-5433	342	2	:	:	PUNCT
fis-5433	342	3	10.3390	10.3390	NUM
fis-5433	342	4	/	/	SYM
fis-5433	342	5	jcs7090364	jcs7090364	NOUN
fis-5433	343	1	[	[	X
fis-5433	343	2	18	18	NUM
fis-5433	343	3	]	]	X
fis-5433	343	4	okasha	okasha	PROPN
fis-5433	343	5	,	,	PUNCT
fis-5433	343	6	n.	n.	NOUN
fis-5433	343	7	m.	m.	NOUN
fis-5433	343	8	,	,	PUNCT
fis-5433	343	9	mirrashid	mirrashid	NOUN
fis-5433	343	10	,	,	PUNCT
fis-5433	343	11	m.	m.	NOUN
fis-5433	343	12	,	,	PUNCT
fis-5433	343	13	naderpour	naderpour	PROPN
fis-5433	343	14	,	,	PUNCT
fis-5433	343	15	h.	h.	PROPN
fis-5433	343	16	,	,	PUNCT
fis-5433	343	17	ciftcioglu	ciftcioglu	PROPN
fis-5433	343	18	,	,	PUNCT
fis-5433	343	19	a.	a.	NOUN
fis-5433	343	20	o.	o.	PROPN
fis-5433	343	21	,	,	PUNCT
fis-5433	343	22	meddage	meddage	NOUN
fis-5433	343	23	,	,	PUNCT
fis-5433	343	24	d.	d.	PROPN
fis-5433	343	25	and	and	CCONJ
fis-5433	343	26	ezami	ezami	PROPN
fis-5433	343	27	,	,	PUNCT
fis-5433	343	28	n.	n.	PROPN
fis-5433	343	29	(	(	PUNCT
fis-5433	343	30	2024	2024	NUM
fis-5433	343	31	)	)	PUNCT
fis-5433	343	32	.	.	PUNCT
fis-5433	344	1	machine	machine	NOUN
fis-5433	344	2	learning	learn	VERB
fis-5433	344	3	approach	approach	NOUN
fis-5433	344	4	to	to	PART
fis-5433	344	5	predict	predict	VERB
fis-5433	344	6	the	the	DET
fis-5433	344	7	mechanical	mechanical	ADJ
fis-5433	344	8	properties	property	NOUN
fis-5433	344	9	of	of	ADP
fis-5433	344	10	cementitious	cementitious	ADJ
fis-5433	344	11	materials	material	NOUN
fis-5433	344	12	containing	contain	VERB
fis-5433	344	13	carbon	carbon	NOUN
fis-5433	344	14	nanotubes	nanotube	NOUN
fis-5433	344	15	.	.	PUNCT
fis-5433	345	1	developments	development	NOUN
fis-5433	345	2	in	in	ADP
fis-5433	345	3	the	the	DET
fis-5433	345	4	built	build	VERB
fis-5433	345	5	environment	environment	NOUN
fis-5433	345	6	,	,	PUNCT
fis-5433	345	7	19	19	NUM
fis-5433	345	8	,	,	PUNCT
fis-5433	345	9	100494	100494	NUM
fis-5433	345	10	.	.	PUNCT
fis-5433	346	1	doi	doi	NOUN
fis-5433	346	2	:	:	PUNCT
fis-5433	346	3	10.1016	10.1016	NUM
fis-5433	346	4	/	/	SYM
fis-5433	346	5	j.dibe.2024.100494	j.dibe.2024.100494	ADJ
fis-5433	346	6	.	.	PUNCT
fis-5433	347	1	[	[	X
fis-5433	347	2	19	19	NUM
fis-5433	347	3	]	]	X
fis-5433	347	4	armaghani	armaghani	NOUN
fis-5433	347	5	,	,	PUNCT
fis-5433	347	6	d.	d.	PROPN
fis-5433	347	7	j.	j.	PROPN
fis-5433	347	8	,	,	PUNCT
fis-5433	347	9	mohamad	mohamad	PROPN
fis-5433	347	10	,	,	PUNCT
fis-5433	347	11	e.	e.	PROPN
fis-5433	347	12	t.	t.	PROPN
fis-5433	347	13	,	,	PUNCT
fis-5433	347	14	momeni	momeni	PROPN
fis-5433	347	15	,	,	PUNCT
fis-5433	347	16	e.	e.	PROPN
fis-5433	347	17	,	,	PUNCT
fis-5433	347	18	monjezi	monjezi	NOUN
fis-5433	347	19	,	,	PUNCT
fis-5433	347	20	m.	m.	NOUN
fis-5433	347	21	and	and	CCONJ
fis-5433	347	22	narayanasamy	narayanasamy	NOUN
fis-5433	347	23	,	,	PUNCT
fis-5433	347	24	m.	m.	NOUN
fis-5433	347	25	s.	s.	PROPN
fis-5433	347	26	(	(	PUNCT
fis-5433	347	27	2016	2016	NUM
fis-5433	347	28	)	)	PUNCT
fis-5433	347	29	.	.	PUNCT
fis-5433	348	1	prediction	prediction	NOUN
fis-5433	348	2	of	of	ADP
fis-5433	348	3	the	the	DET
fis-5433	348	4	strength	strength	NOUN
fis-5433	348	5	and	and	CCONJ
fis-5433	348	6	elasticity	elasticity	NOUN
fis-5433	348	7	modulus	modulus	NOUN
fis-5433	348	8	of	of	ADP
fis-5433	348	9	granite	granite	NOUN
fis-5433	348	10	through	through	ADP
fis-5433	348	11	an	an	DET
fis-5433	348	12	expert	expert	ADJ
fis-5433	348	13	artificial	artificial	ADJ
fis-5433	348	14	neural	neural	ADJ
fis-5433	348	15	network	network	NOUN
fis-5433	348	16	.	.	PUNCT
fis-5433	349	1	arabian	arabian	ADJ
fis-5433	349	2	journal	journal	PROPN
fis-5433	349	3	of	of	ADP
fis-5433	349	4	geosciences	geoscience	NOUN
fis-5433	349	5	,	,	PUNCT
fis-5433	349	6	9(16	9(16	NUM
fis-5433	349	7	)	)	PUNCT
fis-5433	349	8	.	.	PUNCT
fis-5433	350	1	doi	doi	NOUN
fis-5433	350	2	:	:	PUNCT
fis-5433	350	3	10.1007	10.1007	NUM
fis-5433	350	4	/	/	SYM
fis-5433	350	5	s12517	s12517	NOUN
fis-5433	350	6	-	-	PUNCT
fis-5433	350	7	016	016	NUM
fis-5433	350	8	-	-	PUNCT
fis-5433	350	9	2394	2394	NUM
fis-5433	350	10	-	-	SYM
fis-5433	350	11	3	3	NUM
fis-5433	350	12	.	.	PUNCT
fis-5433	351	1	[	[	X
fis-5433	351	2	20	20	NUM
fis-5433	351	3	]	]	PUNCT
fis-5433	351	4	andreassen	andreassen	PROPN
fis-5433	351	5	,	,	PUNCT
fis-5433	351	6	e.	e.	PROPN
fis-5433	351	7	and	and	CCONJ
fis-5433	351	8	andreasen	andreasen	PROPN
fis-5433	351	9	,	,	PUNCT
fis-5433	351	10	c.	c.	PROPN
fis-5433	351	11	s.	s.	PROPN
fis-5433	351	12	(	(	PUNCT
fis-5433	351	13	2014	2014	NUM
fis-5433	351	14	)	)	PUNCT
fis-5433	351	15	.	.	PUNCT
fis-5433	352	1	how	how	SCONJ
fis-5433	352	2	to	to	PART
fis-5433	352	3	determine	determine	VERB
fis-5433	352	4	composite	composite	ADJ
fis-5433	352	5	material	material	NOUN
fis-5433	352	6	properties	property	NOUN
fis-5433	352	7	using	use	VERB
fis-5433	352	8	numerical	numerical	ADJ
fis-5433	352	9	homogenization	homogenization	NOUN
fis-5433	352	10	.	.	PUNCT
fis-5433	353	1	computational	computational	ADJ
fis-5433	353	2	materials	material	NOUN
fis-5433	353	3	science	science	NOUN
fis-5433	353	4	,	,	PUNCT
fis-5433	353	5	83	83	NUM
fis-5433	353	6	,	,	PUNCT
fis-5433	353	7	pp	pp	ADJ
fis-5433	353	8	.	.	PUNCT
fis-5433	354	1	488–495	488–495	NUM
fis-5433	354	2	.	.	PUNCT
fis-5433	354	3	doi	doi	NOUN
fis-5433	354	4	:	:	PUNCT
fis-5433	354	5	10.1016	10.1016	NUM
fis-5433	354	6	/	/	SYM
fis-5433	354	7	j.commatsci.2013.11.044	j.commatsci.2013.11.044	PROPN
fis-5433	354	8	.	.	PUNCT
fis-5433	355	1	[	[	X
fis-5433	355	2	21	21	NUM
fis-5433	355	3	]	]	X
fis-5433	355	4	kim	kim	PROPN
fis-5433	355	5	,	,	PUNCT
fis-5433	355	6	y.	y.	PROPN
fis-5433	355	7	c.	c.	PROPN
fis-5433	355	8	,	,	PUNCT
fis-5433	355	9	jang	jang	PROPN
fis-5433	355	10	,	,	PUNCT
fis-5433	355	11	h.	h.	PROPN
fis-5433	355	12	,	,	PUNCT
fis-5433	355	13	joo	joo	PROPN
fis-5433	355	14	,	,	PUNCT
fis-5433	355	15	g.	g.	PROPN
fis-5433	355	16	and	and	CCONJ
fis-5433	355	17	kim	kim	PROPN
fis-5433	355	18	,	,	PUNCT
fis-5433	355	19	j.	j.	PROPN
fis-5433	355	20	h.	h.	PROPN
fis-5433	355	21	(	(	PUNCT
fis-5433	355	22	2023	2023	NUM
fis-5433	355	23	)	)	PUNCT
fis-5433	355	24	.	.	PUNCT
fis-5433	356	1	a	a	DET
fis-5433	356	2	comparative	comparative	ADJ
fis-5433	356	3	study	study	NOUN
fis-5433	356	4	of	of	ADP
fis-5433	356	5	micromechanical	micromechanical	ADJ
fis-5433	356	6	analysis	analysis	NOUN
fis-5433	356	7	models	model	NOUN
fis-5433	356	8	for	for	ADP
fis-5433	356	9	determining	determine	VERB
fis-5433	356	10	the	the	DET
fis-5433	356	11	effective	effective	ADJ
fis-5433	356	12	properties	property	NOUN
fis-5433	356	13	of	of	ADP
fis-5433	356	14	out	out	ADV
fis-5433	356	15	-	-	PUNCT
fis-5433	356	16	of	of	ADP
fis-5433	356	17	-	-	PUNCT
fis-5433	356	18	autoclave	autoclave	NOUN
fis-5433	356	19	carbon	carbon	NOUN
fis-5433	356	20	fiber	fiber	NOUN
fis-5433	356	21	–	–	PUNCT
fis-5433	356	22	epoxy	epoxy	NOUN
fis-5433	356	23	composites	composite	NOUN
fis-5433	356	24	.	.	PUNCT
fis-5433	357	1	polymers	polymer	NOUN
fis-5433	357	2	,	,	PUNCT
fis-5433	357	3	16(8	16(8	NUM
fis-5433	357	4	)	)	PUNCT
fis-5433	357	5	,	,	PUNCT
fis-5433	357	6	1094	1094	NUM
fis-5433	357	7	.	.	PUNCT
fis-5433	358	1	doi	doi	NOUN
fis-5433	358	2	:	:	PUNCT
fis-5433	358	3	10.3390	10.3390	NUM
fis-5433	358	4	/	/	SYM
fis-5433	358	5	polym16081094	polym16081094	PROPN
fis-5433	358	6	.	.	PUNCT
fis-5433	359	1	[	[	X
fis-5433	359	2	22	22	NUM
fis-5433	359	3	]	]	X
fis-5433	359	4	saghatforoush	saghatforoush	NOUN
fis-5433	359	5	,	,	PUNCT
fis-5433	359	6	a.	a.	NOUN
fis-5433	359	7	,	,	PUNCT
fis-5433	359	8	monjezi	monjezi	NOUN
fis-5433	359	9	,	,	PUNCT
fis-5433	359	10	m.	m.	NOUN
fis-5433	359	11	,	,	PUNCT
fis-5433	359	12	faradonbeh	faradonbeh	NOUN
fis-5433	359	13	,	,	PUNCT
fis-5433	359	14	r.	r.	PROPN
fis-5433	359	15	s.	s.	PROPN
fis-5433	359	16	and	and	CCONJ
fis-5433	359	17	armaghani	armaghani	PROPN
fis-5433	359	18	,	,	PUNCT
fis-5433	359	19	d.	d.	PROPN
fis-5433	359	20	j.	j.	PROPN
fis-5433	359	21	(	(	PUNCT
fis-5433	359	22	2016	2016	NUM
fis-5433	359	23	)	)	PUNCT
fis-5433	359	24	.	.	PUNCT
fis-5433	359	25	combination	combination	NOUN
fis-5433	359	26	of	of	ADP
fis-5433	359	27	neural	neural	ADJ
fis-5433	359	28	network	network	NOUN
fis-5433	359	29	and	and	CCONJ
fis-5433	359	30	ant	ant	ADJ
fis-5433	359	31	colony	colony	NOUN
fis-5433	359	32	optimization	optimization	NOUN
fis-5433	359	33	algorithms	algorithm	NOUN
fis-5433	359	34	for	for	ADP
fis-5433	359	35	prediction	prediction	NOUN
fis-5433	359	36	and	and	CCONJ
fis-5433	359	37	optimization	optimization	NOUN
fis-5433	359	38	of	of	ADP
fis-5433	359	39	flyrock	flyrock	NOUN
fis-5433	359	40	and	and	CCONJ
fis-5433	359	41	backbreak	backbreak	NOUN
fis-5433	359	42	induced	induce	VERB
fis-5433	359	43	by	by	ADP
fis-5433	359	44	blasting	blast	VERB
fis-5433	359	45	.	.	PUNCT
fis-5433	360	1	engineering	engineer	VERB
fis-5433	360	2	with	with	ADP
fis-5433	360	3	computers	computer	NOUN
fis-5433	360	4	,	,	PUNCT
fis-5433	360	5	32(2	32(2	NUM
fis-5433	360	6	)	)	PUNCT
fis-5433	360	7	,	,	PUNCT
fis-5433	360	8	pp	pp	ADP
fis-5433	360	9	.	.	PUNCT
fis-5433	361	1	255–266	255–266	NUM
fis-5433	361	2	.	.	PUNCT
fis-5433	362	1	[	[	X
fis-5433	362	2	23	23	NUM
fis-5433	362	3	]	]	X
fis-5433	362	4	liu	liu	PROPN
fis-5433	362	5	,	,	PUNCT
fis-5433	362	6	x.	x.	PROPN
fis-5433	362	7	,	,	PUNCT
fis-5433	362	8	qin	qin	PROPN
fis-5433	362	9	,	,	PUNCT
fis-5433	362	10	j.	j.	PROPN
fis-5433	362	11	,	,	PUNCT
fis-5433	362	12	zhao	zhao	PROPN
fis-5433	362	13	,	,	PUNCT
fis-5433	362	14	k.	k.	PROPN
fis-5433	362	15	,	,	PUNCT
fis-5433	362	16	featherston	featherston	PROPN
fis-5433	362	17	,	,	PUNCT
fis-5433	362	18	c.	c.	PROPN
fis-5433	362	19	a.	a.	PROPN
fis-5433	362	20	,	,	PUNCT
fis-5433	362	21	kennedy	kennedy	PROPN
fis-5433	362	22	,	,	PUNCT
fis-5433	362	23	d.	d.	PROPN
fis-5433	362	24	,	,	PUNCT
fis-5433	362	25	jing	jing	PROPN
fis-5433	362	26	,	,	PUNCT
fis-5433	362	27	y.	y.	PROPN
fis-5433	362	28	and	and	CCONJ
fis-5433	362	29	yang	yang	PROPN
fis-5433	362	30	,	,	PUNCT
fis-5433	362	31	g.	g.	PROPN
fis-5433	362	32	(	(	PUNCT
fis-5433	362	33	2023	2023	NUM
fis-5433	362	34	)	)	PUNCT
fis-5433	362	35	.	.	PUNCT
fis-5433	363	1	design	design	NOUN
fis-5433	363	2	optimization	optimization	NOUN
fis-5433	363	3	of	of	ADP
fis-5433	363	4	laminated	laminated	ADJ
fis-5433	363	5	composite	composite	ADJ
fis-5433	363	6	structures	structure	NOUN
fis-5433	363	7	using	use	VERB
fis-5433	363	8	artificial	artificial	ADJ
fis-5433	363	9	neural	neural	ADJ
fis-5433	363	10	network	network	NOUN
fis-5433	363	11	and	and	CCONJ
fis-5433	363	12	genetic	genetic	ADJ
fis-5433	363	13	algorithm	algorithm	NOUN
fis-5433	363	14	.	.	PUNCT
fis-5433	364	1	composite	composite	ADJ
fis-5433	364	2	structures	structure	NOUN
fis-5433	364	3	,	,	PUNCT
fis-5433	364	4	305	305	NUM
fis-5433	364	5	,	,	PUNCT
fis-5433	364	6	116500	116500	NUM
fis-5433	364	7	.	.	PUNCT
fis-5433	365	1	doi	doi	NOUN
fis-5433	365	2	:	:	PUNCT
fis-5433	365	3	10.1016	10.1016	NUM
fis-5433	365	4	/	/	SYM
fis-5433	365	5	j.compstruct.2022.116500	j.compstruct.2022.116500	NOUN
fis-5433	365	6	.	.	PUNCT
fis-5433	366	1	<	<	X
fis-5433	366	2	<	<	X
fis-5433	366	3	/ascii85encodepages	/ascii85encodepage	NOUN
fis-5433	366	4	false	false	ADJ
fis-5433	366	5	/allowtransparency	/allowtransparency	NOUN
fis-5433	366	6	false	false	ADJ
fis-5433	366	7	/autopositionepsfiles	/autopositionepsfile	NOUN
fis-5433	366	8	true	true	ADJ
fis-5433	366	9	/autorotatepages	/autorotatepage	NOUN
fis-5433	366	10	/none	/none	PUNCT
fis-5433	366	11	/binding	/binding	PUNCT
fis-5433	366	12	/left	/left	ADJ
fis-5433	367	1	/calgrayprofile	/calgrayprofile	VERB
fis-5433	367	2	(	(	PUNCT
fis-5433	367	3	dot	dot	NOUN
fis-5433	367	4	gain	gain	NOUN
fis-5433	367	5	20	20	NUM
fis-5433	367	6	%	%	NOUN
fis-5433	367	7	)	)	PUNCT
fis-5433	367	8	/calrgbprofile	/calrgbprofile	PUNCT
fis-5433	368	1	(	(	PUNCT
fis-5433	368	2	srgb	srgb	PROPN
fis-5433	368	3	iec61966	iec61966	NOUN
fis-5433	368	4	-	-	PUNCT
fis-5433	368	5	2.1	2.1	NUM
fis-5433	368	6	)	)	PUNCT
fis-5433	368	7	/calcmykprofile	/calcmykprofile	PUNCT
fis-5433	369	1	(	(	PUNCT
fis-5433	369	2	u.s	u.s	PROPN
fis-5433	369	3	.	.	PROPN
fis-5433	369	4	web	web	NOUN
fis-5433	369	5	coated	coat	VERB
fis-5433	369	6	\050swop\051	\050swop\051	ADJ
fis-5433	369	7	v2	v2	NOUN
fis-5433	369	8	)	)	PUNCT
fis-5433	369	9	/srgbprofile	/srgbprofile	PUNCT
fis-5433	369	10	(	(	PUNCT
fis-5433	369	11	srgb	srgb	PROPN
fis-5433	369	12	iec61966	iec61966	NOUN
fis-5433	369	13	-	-	PUNCT
fis-5433	369	14	2.1	2.1	NUM
fis-5433	369	15	)	)	PUNCT
fis-5433	369	16	/cannotembedfontpolicy	/cannotembedfontpolicy	PUNCT
fis-5433	370	1	/error	/error	INTJ
fis-5433	370	2	/compatibilitylevel	/compatibilitylevel	NOUN
fis-5433	371	1	1.4	1.4	NUM
fis-5433	371	2	/compressobjects	/compressobject	NOUN
fis-5433	371	3	/tags	/tag	VERB
fis-5433	371	4	/compresspages	/compresspage	NOUN
fis-5433	371	5	true	true	ADJ
fis-5433	371	6	/convertimagestoindexed	/convertimagestoindexed	ADJ
fis-5433	371	7	true	true	ADJ
fis-5433	371	8	/passthroughjpegimages	/passthroughjpegimage	NOUN
fis-5433	371	9	true	true	ADJ
fis-5433	371	10	/createjobticket	/createjobticket	NOUN
fis-5433	371	11	false	false	ADJ
fis-5433	371	12	/defaultrenderingintent	/defaultrenderingintent	NOUN
fis-5433	371	13	/default	/default	PUNCT
fis-5433	371	14	/detectblends	/detectblend	NOUN
fis-5433	371	15	true	true	ADJ
fis-5433	371	16	/detectcurves	/detectcurve	VERB
fis-5433	372	1	0.0000	0.0000	NUM
fis-5433	372	2	/colorconversionstrategy	/colorconversionstrategy	NOUN
fis-5433	372	3	/cmyk	/cmyk	PUNCT
fis-5433	373	1	/dothumbnails	/dothumbnail	VERB
fis-5433	374	1	false	false	ADJ
fis-5433	374	2	/embedallfonts	/embedallfont	NOUN
fis-5433	374	3	true	true	ADJ
fis-5433	374	4	/embedopentype	/embedopentype	PUNCT
fis-5433	374	5	false	false	ADJ
fis-5433	374	6	/parseiccprofilesincomments	/parseiccprofilesincomment	NOUN
fis-5433	374	7	true	true	ADJ
fis-5433	374	8	/embedjoboptions	/embedjoboption	NOUN
fis-5433	374	9	true	true	ADJ
fis-5433	374	10	/dscreportinglevel	/dscreportinglevel	NOUN
fis-5433	374	11	0	0	NUM
fis-5433	374	12	/emitdscwarnings	/emitdscwarning	NOUN
fis-5433	374	13	false	false	ADJ
fis-5433	374	14	/endpage	/endpage	NOUN
fis-5433	374	15	-1	-1	NOUN
fis-5433	374	16	/imagememory	/imagememory	NUM
fis-5433	374	17	1048576	1048576	NUM
fis-5433	374	18	/lockdistillerparams	/lockdistillerparams	NOUN
fis-5433	374	19	false	false	ADJ
fis-5433	374	20	/maxsubsetpct	/maxsubsetpct	ADJ
fis-5433	374	21	100	100	NUM
fis-5433	374	22	/optimize	/optimize	NOUN
fis-5433	374	23	true	true	ADJ
fis-5433	374	24	/opm	/opm	NOUN
fis-5433	374	25	1	1	NUM
fis-5433	374	26	/parsedsccomments	/parsedsccomment	NOUN
fis-5433	374	27	true	true	ADJ
fis-5433	374	28	/parsedsccommentsfordocinfo	/parsedsccommentsfordocinfo	VERB
fis-5433	374	29	true	true	ADJ
fis-5433	374	30	/preservecopypage	/preservecopypage	NOUN
fis-5433	374	31	true	true	ADJ
fis-5433	374	32	/preservedicmykvalues	/preservedicmykvalue	NOUN
fis-5433	374	33	true	true	ADJ
fis-5433	374	34	/preserveepsinfo	/preserveepsinfo	NOUN
fis-5433	374	35	true	true	ADJ
fis-5433	374	36	/preserveflatness	/preserveflatness	NOUN
fis-5433	374	37	true	true	ADJ
fis-5433	374	38	/preservehalftoneinfo	/preservehalftoneinfo	PUNCT
fis-5433	374	39	false	false	ADJ
fis-5433	374	40	/preserveopicomments	/preserveopicomment	NOUN
fis-5433	374	41	true	true	ADJ
fis-5433	374	42	/preserveoverprintsettings	/preserveoverprintsetting	NOUN
fis-5433	374	43	true	true	ADJ
fis-5433	374	44	/startpage	/startpage	NOUN
fis-5433	374	45	1	1	NUM
fis-5433	374	46	/subsetfonts	/subsetfont	NOUN
fis-5433	374	47	true	true	ADJ
fis-5433	374	48	/transferfunctioninfo	/transferfunctioninfo	PUNCT
fis-5433	374	49	/apply	/apply	PUNCT
fis-5433	374	50	/ucrandbginfo	/ucrandbginfo	PUNCT
fis-5433	375	1	/preserve	/preserve	NOUN
fis-5433	375	2	/useprologue	/useprologue	NOUN
fis-5433	375	3	false	false	ADJ
fis-5433	375	4	/colorsettingsfile	/colorsettingsfile	NOUN
fis-5433	375	5	(	(	PUNCT
fis-5433	375	6	)	)	PUNCT
fis-5433	375	7	/alwaysembed	/alwaysembe	VERB
fis-5433	375	8	[	[	PUNCT
fis-5433	375	9	true	true	ADJ
fis-5433	375	10	]	]	PUNCT
fis-5433	375	11	/neverembed	/neverembed	PUNCT
fis-5433	376	1	[	[	PUNCT
fis-5433	376	2	true	true	ADJ
fis-5433	376	3	]	]	PUNCT
fis-5433	376	4	/antialiascolorimages	/antialiascolorimages	X
fis-5433	376	5	false	false	ADJ
fis-5433	376	6	/cropcolorimages	/cropcolorimages	PUNCT
fis-5433	376	7	true	true	ADJ
fis-5433	376	8	/colorimageminresolution	/colorimageminresolution	PUNCT
fis-5433	376	9	300	300	NUM
fis-5433	376	10	/colorimageminresolutionpolicy	/colorimageminresolutionpolicy	NOUN
fis-5433	376	11	/ok	/ok	ADJ
fis-5433	377	1	/downsamplecolorimages	/downsamplecolorimage	VERB
fis-5433	378	1	true	true	ADJ
fis-5433	378	2	/colorimagedownsampletype	/colorimagedownsampletype	PUNCT
fis-5433	378	3	/bicubic	/bicubic	NOUN
fis-5433	378	4	/colorimageresolution	/colorimageresolution	NOUN
fis-5433	379	1	300	300	NUM
fis-5433	379	2	/colorimagedepth	/colorimagedepth	PRON
fis-5433	379	3	-1	-1	INTJ
fis-5433	379	4	/colorimagemindownsampledepth	/colorimagemindownsampledepth	SYM
fis-5433	379	5	1	1	NUM
fis-5433	379	6	/colorimagedownsamplethreshold	/colorimagedownsamplethreshold	SYM
fis-5433	379	7	1.50000	1.50000	NUM
fis-5433	379	8	/encodecolorimages	/encodecolorimage	NOUN
fis-5433	379	9	true	true	ADJ
fis-5433	379	10	/colorimagefilter	/colorimagefilter	PUNCT
fis-5433	379	11	/dctencode	/dctencode	PUNCT
fis-5433	380	1	/autofiltercolorimages	/autofiltercolorimage	NOUN
fis-5433	380	2	true	true	ADJ
fis-5433	380	3	/colorimageautofilterstrategy	/colorimageautofilterstrategy	PUNCT
fis-5433	380	4	/jpeg	/jpeg	PUNCT
fis-5433	380	5	/coloracsimagedict	/coloracsimagedict	PUNCT
fis-5433	381	1	<	<	X
fis-5433	381	2	<	<	X
fis-5433	381	3	/qfactor	/qfactor	NOUN
fis-5433	381	4	0.15	0.15	NUM
fis-5433	381	5	/hsamples	/hsample	NOUN
fis-5433	382	1	[	[	X
fis-5433	382	2	1	1	NUM
fis-5433	382	3	1	1	NUM
fis-5433	382	4	1	1	NUM
fis-5433	382	5	1	1	NUM
fis-5433	382	6	]	]	PUNCT
fis-5433	382	7	/vsamples	/vsample	NOUN
fis-5433	383	1	[	[	X
fis-5433	383	2	1	1	NUM
fis-5433	383	3	1	1	NUM
fis-5433	383	4	1	1	NUM
fis-5433	383	5	1	1	NUM
fis-5433	383	6	]	]	PUNCT
fis-5433	383	7	>	>	PUNCT
fis-5433	383	8	>	>	X
fis-5433	383	9	/colorimagedict	/colorimagedict	PUNCT
fis-5433	384	1	<	<	X
fis-5433	384	2	<	<	X
fis-5433	384	3	/qfactor	/qfactor	NOUN
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fis-5433	384	5	/hsamples	/hsample	NOUN
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fis-5433	385	3	1	1	NUM
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fis-5433	385	5	1	1	NUM
fis-5433	385	6	]	]	PUNCT
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fis-5433	386	1	[	[	X
fis-5433	386	2	1	1	NUM
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fis-5433	386	4	1	1	NUM
fis-5433	386	5	1	1	NUM
fis-5433	386	6	]	]	PUNCT
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fis-5433	390	4	/jpeg	/jpeg	PUNCT
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fis-5433	391	5	/hsamples	/hsample	NOUN
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fis-5433	392	5	1	1	NUM
fis-5433	392	6	]	]	PUNCT
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fis-5433	393	6	]	]	PUNCT
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fis-5433	411	2	>	>	X
fis-5433	411	3	/deu	/deu	PUNCT
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fis-5433	411	6	>	>	X
fis-5433	411	7	/esp	/esp	PUNCT
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fis-5433	411	10	>	>	X
fis-5433	411	11	/eti	/eti	X
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fis-5433	412	3	>	>	X
fis-5433	412	4	/fra	/fra	PUNCT
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fis-5433	413	3	>	>	X
fis-5433	413	4	/gre	/gre	PUNCT
fis-5433	413	5	<	<	X
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fis-5433	413	7	>	>	X
fis-5433	413	8	/heb	/heb	X
fis-5433	413	9	<	<	X
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fis-5433	413	11	>	>	X
fis-5433	413	12	/hrv	/hrv	PROPN
fis-5433	414	1	(	(	PUNCT
fis-5433	414	2	za	za	PROPN
fis-5433	414	3	stvaranje	stvaranje	PROPN
fis-5433	414	4	adobe	adobe	PROPN
fis-5433	414	5	pdf	pdf	PROPN
fis-5433	414	6	dokumenata	dokumenata	PROPN
fis-5433	414	7	najpogodnijih	najpogodnijih	PROPN
fis-5433	414	8	za	za	PROPN
fis-5433	414	9	visokokvalitetni	visokokvalitetni	VERB
fis-5433	414	10	ispis	ispis	ADJ
fis-5433	414	11	prije	prije	NOUN
fis-5433	414	12	tiskanja	tiskanja	PROPN
fis-5433	414	13	koristite	koristite	PROPN
fis-5433	414	14	ove	ove	NOUN
fis-5433	414	15	postavke	postavke	NOUN
fis-5433	414	16	.	.	PUNCT
fis-5433	415	1	stvoreni	stvoreni	ADJ
fis-5433	415	2	pdf	pdf	NOUN
fis-5433	415	3	dokumenti	dokumenti	PROPN
fis-5433	415	4	mogu	mogu	PROPN
fis-5433	415	5	se	se	X
fis-5433	415	6	otvoriti	otvoriti	PROPN
fis-5433	415	7	acrobat	acrobat	PROPN
fis-5433	416	1	i	i	PRON
fis-5433	416	2	adobe	adobe	PROPN
fis-5433	416	3	reader	reader	PROPN
fis-5433	416	4	5.0	5.0	NUM
fis-5433	416	5	i	i	PRON
fis-5433	416	6	kasnijim	kasnijim	VERB
fis-5433	416	7	verzijama	verzijama	NOUN
fis-5433	416	8	.	.	PUNCT
fis-5433	416	9	)	)	PUNCT
fis-5433	417	1	/hun	/hun	PUNCT
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fis-5433	418	3	>	>	X
fis-5433	418	4	/ita	/ita	PUNCT
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fis-5433	423	3	>	>	X
fis-5433	423	4	/nld	/nld	PUNCT
fis-5433	424	1	(	(	PUNCT
fis-5433	424	2	gebruik	gebruik	NOUN
fis-5433	424	3	deze	deze	PROPN
fis-5433	424	4	instellingen	instellingen	PROPN
fis-5433	424	5	om	om	PROPN
fis-5433	424	6	adobe	adobe	PROPN
fis-5433	424	7	pdf	pdf	PROPN
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fis-5433	424	9	documenten	documenten	NOUN
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fis-5433	424	12	die	die	PROPN
fis-5433	424	13	zijn	zijn	PROPN
fis-5433	424	14	geoptimaliseerd	geoptimaliseerd	PROPN
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fis-5433	424	21	kwaliteit	kwaliteit	PROPN
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fis-5433	425	3	pdf	pdf	NOUN
fis-5433	425	4	-	-	PUNCT
fis-5433	425	5	documenten	documenten	NOUN
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fis-5433	425	7	worden	worden	PROPN
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fis-5433	430	8	/tur	/tur	X
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fis-5433	430	16	/enu	/enu	PUNCT
fis-5433	430	17	(	(	PUNCT
fis-5433	430	18	use	use	VERB
fis-5433	430	19	these	these	DET
fis-5433	430	20	settings	setting	NOUN
fis-5433	430	21	to	to	PART
fis-5433	430	22	create	create	VERB
fis-5433	430	23	adobe	adobe	PROPN
fis-5433	430	24	pdf	pdf	PROPN
fis-5433	430	25	documents	document	NOUN
fis-5433	430	26	best	well	ADV
fis-5433	430	27	suited	suit	VERB
fis-5433	430	28	for	for	ADP
fis-5433	430	29	high	high	ADJ
fis-5433	430	30	-	-	PUNCT
fis-5433	430	31	quality	quality	NOUN
fis-5433	430	32	prepress	prepress	NOUN
fis-5433	430	33	printing	printing	NOUN
fis-5433	430	34	.	.	PUNCT
fis-5433	431	1	created	create	VERB
fis-5433	431	2	pdf	pdf	NOUN
fis-5433	431	3	documents	document	NOUN
fis-5433	431	4	can	can	AUX
fis-5433	431	5	be	be	AUX
fis-5433	431	6	opened	open	VERB
fis-5433	431	7	with	with	ADP
fis-5433	431	8	acrobat	acrobat	PROPN
fis-5433	431	9	and	and	CCONJ
fis-5433	431	10	adobe	adobe	PROPN
fis-5433	431	11	reader	reader	PROPN
fis-5433	431	12	5.0	5.0	NUM
fis-5433	431	13	and	and	CCONJ
fis-5433	431	14	later	later	ADV
fis-5433	431	15	.	.	PUNCT
fis-5433	431	16	)	)	PUNCT
fis-5433	432	1	>	>	PUNCT
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fis-5433	433	5	(	(	PUNCT
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fis-5433	433	7	)	)	PUNCT
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fis-5433	433	9	1.0	1.0	NUM
fis-5433	433	10	)	)	PUNCT
fis-5433	433	11	]	]	PUNCT
fis-5433	434	1	/othernamespaces	/othernamespace	VERB
fis-5433	434	2	[	[	PUNCT
fis-5433	434	3	<	<	X
fis-5433	434	4	<	<	X
fis-5433	434	5	/asreaderspreads	/asreaderspreads	X
fis-5433	434	6	false	false	ADJ
fis-5433	434	7	/cropimagestoframes	/cropimagestoframe	NOUN
fis-5433	434	8	true	true	ADJ
fis-5433	434	9	/errorcontrol	/errorcontrol	NOUN
fis-5433	435	1	/warnandcontinue	/warnandcontinue	PUNCT
fis-5433	435	2	/flattenerignorespreadoverrides	/flattenerignorespreadoverride	NOUN
fis-5433	435	3	false	false	ADJ
fis-5433	435	4	/includeguidesgrids	/includeguidesgrid	NOUN
fis-5433	435	5	false	false	ADJ
fis-5433	435	6	/includenonprinting	/includenonprinting	NOUN
fis-5433	435	7	false	false	ADJ
fis-5433	435	8	/includeslug	/includeslug	INTJ
fis-5433	435	9	false	false	ADJ
fis-5433	435	10	/namespace	/namespace	NOUN
fis-5433	436	1	[	[	PUNCT
fis-5433	436	2	(	(	PUNCT
fis-5433	436	3	adobe	adobe	PROPN
fis-5433	436	4	)	)	PUNCT
fis-5433	436	5	(	(	PUNCT
fis-5433	436	6	indesign	indesign	NOUN
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fis-5433	436	8	(	(	PUNCT
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fis-5433	436	10	)	)	PUNCT
fis-5433	436	11	]	]	PUNCT
fis-5433	436	12	/omitplacedbitmaps	/omitplacedbitmaps	PUNCT
fis-5433	437	1	false	false	ADJ
fis-5433	437	2	/omitplacedeps	/omitplacedeps	INTJ
fis-5433	437	3	false	false	ADJ
fis-5433	437	4	/omitplacedpdf	/omitplacedpdf	PUNCT
fis-5433	437	5	false	false	ADJ
fis-5433	437	6	/simulateoverprint	/simulateoverprint	NOUN
fis-5433	437	7	/legacy	/legacy	PUNCT
fis-5433	438	1	>	>	PUNCT
fis-5433	438	2	>	>	X
fis-5433	439	1	<	<	X
fis-5433	439	2	<	<	X
fis-5433	439	3	/addbleedmarks	/addbleedmarks	X
fis-5433	439	4	false	false	ADJ
fis-5433	439	5	/addcolorbars	/addcolorbars	INTJ
fis-5433	439	6	false	false	ADJ
fis-5433	439	7	/addcropmarks	/addcropmarks	PUNCT
fis-5433	439	8	false	false	ADJ
fis-5433	439	9	/addpageinfo	/addpageinfo	INTJ
fis-5433	439	10	false	false	ADJ
fis-5433	439	11	/addregmarks	/addregmark	NOUN
fis-5433	439	12	false	false	ADJ
fis-5433	439	13	/convertcolors	/convertcolor	NOUN
fis-5433	439	14	/converttocmyk	/converttocmyk	INTJ
fis-5433	439	15	/destinationprofilename	/destinationprofilename	PUNCT
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fis-5433	439	18	/destinationprofileselector	/destinationprofileselector	NOUN
fis-5433	439	19	/documentcmyk	/documentcmyk	PUNCT
fis-5433	439	20	/downsample16bitimages	/downsample16bitimage	NOUN
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fis-5433	439	22	/flattenerpreset	/flattenerpreset	PUNCT
fis-5433	440	1	<	<	X
fis-5433	440	2	<	<	X
fis-5433	440	3	/presetselector	/presetselector	X
fis-5433	440	4	/mediumresolution	/mediumresolution	NOUN
fis-5433	440	5	>	>	PUNCT
fis-5433	440	6	>	>	X
fis-5433	440	7	/formelements	/formelement	NOUN
fis-5433	441	1	false	false	ADJ
fis-5433	441	2	/generatestructure	/generatestructure	PUNCT
fis-5433	441	3	false	false	ADJ
fis-5433	441	4	/includebookmarks	/includebookmark	NOUN
fis-5433	441	5	false	false	ADJ
fis-5433	441	6	/includehyperlinks	/includehyperlinks	INTJ
fis-5433	441	7	false	false	ADJ
fis-5433	441	8	/includeinteractive	/includeinteractive	ADJ
fis-5433	441	9	false	false	ADJ
fis-5433	441	10	/includelayers	/includelayer	NOUN
fis-5433	441	11	false	false	ADJ
fis-5433	441	12	/includeprofiles	/includeprofiles	INTJ
fis-5433	441	13	false	false	ADJ
fis-5433	441	14	/multimediahandling	/multimediahandling	NOUN
fis-5433	442	1	/useobjectsettings	/useobjectsettings	PRON
fis-5433	443	1	/namespace	/namespace	PUNCT
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fis-5433	444	3	adobe	adobe	PROPN
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fis-5433	444	6	creativesuite	creativesuite	NOUN
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fis-5433	445	1	/pdfxoutputintentprofileselector	/pdfxoutputintentprofileselector	INTJ
fis-5433	445	2	/documentcmyk	/documentcmyk	PUNCT
fis-5433	446	1	/preserveediting	/preserveedite	VERB
fis-5433	446	2	true	true	ADJ
fis-5433	446	3	/untaggedcmykhandling	/untaggedcmykhandling	NOUN
fis-5433	446	4	/leaveuntagged	/leaveuntagge	VERB
fis-5433	446	5	/untaggedrgbhandling	/untaggedrgbhandling	NOUN
fis-5433	446	6	/usedocumentprofile	/usedocumentprofile	INTJ
fis-5433	446	7	/usedocumentbleed	/usedocumentbleed	NOUN
fis-5433	447	1	false	false	ADJ
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fis-5433	447	3	>	>	X
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fis-5433	447	6	>	>	X
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fis-5433	448	2	<	<	X
fis-5433	448	3	/hwresolution	/hwresolution	NOUN
fis-5433	449	1	[	[	X
fis-5433	449	2	2400	2400	NUM
fis-5433	449	3	2400	2400	NUM
fis-5433	449	4	]	]	PUNCT
fis-5433	449	5	/pagesize	/pagesize	X
fis-5433	450	1	[	[	X
fis-5433	450	2	612.000	612.000	NUM
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fis-5433	450	7	setpagedevice	setpagedevice	PROPN