id	sid	tid	token	lemma	pos
fis-5669	1	1	microsoft	microsoft	PROPN
fis-5669	1	2	word	word	NOUN
fis-5669	1	3	numero_75_art_26_5669.docx	numero_75_art_26_5669.docx	VERB
fis-5669	1	4	sa	sa	PROPN
fis-5669	1	5	.	.	PUNCT
fis-5669	2	1	farooq	farooq	PROPN
fis-5669	2	2	et	et	PROPN
fis-5669	2	3	alii	alii	PROPN
fis-5669	2	4	,	,	PUNCT
fis-5669	2	5	fracture	fracture	ADJ
fis-5669	2	6	and	and	CCONJ
fis-5669	2	7	structural	structural	ADJ
fis-5669	2	8	integrity	integrity	NOUN
fis-5669	2	9	,	,	PUNCT
fis-5669	2	10	75	75	NUM
fis-5669	2	11	(	(	PUNCT
fis-5669	2	12	2026	2026	NUM
fis-5669	2	13	)	)	PUNCT
fis-5669	2	14	362	362	NUM
fis-5669	2	15	-	-	SYM
fis-5669	2	16	372	372	NUM
fis-5669	2	17	;	;	PUNCT
fis-5669	2	18	doi	doi	NOUN
fis-5669	2	19	:	:	PUNCT
fis-5669	2	20	10.3221	10.3221	NUM
fis-5669	2	21	/	/	SYM
fis-5669	2	22	igf	igf	PROPN
fis-5669	2	23	-	-	PUNCT
fis-5669	2	24	esis.75.26	esis.75.26	ADJ
fis-5669	2	25	362	362	NUM
fis-5669	2	26	machine	machine	NOUN
fis-5669	2	27	learning	learning	NOUN
fis-5669	2	28	-	-	PUNCT
fis-5669	2	29	assisted	assist	VERB
fis-5669	2	30	fracture	fracture	PROPN
fis-5669	2	31	prediction	prediction	NOUN
fis-5669	2	32	:	:	PUNCT
fis-5669	2	33	integrating	integrate	VERB
fis-5669	2	34	synthetic	synthetic	ADJ
fis-5669	2	35	and	and	CCONJ
fis-5669	2	36	experimental	experimental	ADJ
fis-5669	2	37	data	datum	NOUN
fis-5669	2	38	for	for	ADP
fis-5669	2	39	quasi	quasi	ADJ
fis-5669	2	40	-	-	ADJ
fis-5669	2	41	static	static	ADJ
fis-5669	2	42	notch	notch	ADJ
fis-5669	2	43	failure	failure	NOUN
fis-5669	2	44	analysis	analysis	NOUN
fis-5669	2	45	sheikh	sheikh	NOUN
fis-5669	2	46	aamir	aamir	PROPN
fis-5669	2	47	farooq	farooq	PROPN
fis-5669	2	48	,	,	PUNCT
fis-5669	2	49	danah	danah	PROPN
fis-5669	2	50	alajaleen	alajaleen	PROPN
fis-5669	2	51	department	department	PROPN
fis-5669	2	52	of	of	ADP
fis-5669	2	53	mechanical	mechanical	ADJ
fis-5669	2	54	engineering	engineering	NOUN
fis-5669	2	55	,	,	PUNCT
fis-5669	2	56	king	king	PROPN
fis-5669	2	57	fahd	fahd	PROPN
fis-5669	2	58	university	university	PROPN
fis-5669	2	59	of	of	ADP
fis-5669	2	60	petroleum	petroleum	NOUN
fis-5669	2	61	and	and	CCONJ
fis-5669	2	62	minerals	mineral	NOUN
fis-5669	2	63	,	,	PUNCT
fis-5669	2	64	dhahran	dhahran	NOUN
fis-5669	2	65	,	,	PUNCT
fis-5669	2	66	31261	31261	NUM
fis-5669	2	67	saudi	saudi	PROPN
fis-5669	2	68	arabia	arabia	PROPN
fis-5669	2	69	g202306750@kfupm.edu.sa	g202306750@kfupm.edu.sa	PROPN
fis-5669	2	70	,	,	PUNCT
fis-5669	2	71	https://orcid.org/0009-0007-5821-0907	https://orcid.org/0009-0007-5821-0907	PROPN
fis-5669	2	72	s202170590@kfupm.edu.sa	s202170590@kfupm.edu.sa	PROPN
fis-5669	2	73	,	,	PUNCT
fis-5669	2	74	jafar	jafar	PROPN
fis-5669	2	75	albinmousa	albinmousa	PROPN
fis-5669	2	76	department	department	PROPN
fis-5669	2	77	of	of	ADP
fis-5669	2	78	mechanical	mechanical	ADJ
fis-5669	2	79	engineering	engineering	NOUN
fis-5669	2	80	,	,	PUNCT
fis-5669	2	81	king	king	PROPN
fis-5669	2	82	fahd	fahd	PROPN
fis-5669	2	83	university	university	PROPN
fis-5669	2	84	of	of	ADP
fis-5669	2	85	petroleum	petroleum	NOUN
fis-5669	2	86	and	and	CCONJ
fis-5669	2	87	minerals	mineral	NOUN
fis-5669	2	88	,	,	PUNCT
fis-5669	2	89	dhahran	dhahran	NOUN
fis-5669	2	90	,	,	PUNCT
fis-5669	2	91	31261	31261	NUM
fis-5669	2	92	saudi	saudi	PROPN
fis-5669	2	93	arabia	arabia	PROPN
fis-5669	2	94	interdisciplinary	interdisciplinary	ADJ
fis-5669	2	95	research	research	NOUN
fis-5669	2	96	center	center	NOUN
fis-5669	2	97	for	for	ADP
fis-5669	2	98	intelligent	intelligent	ADJ
fis-5669	2	99	manufacturing	manufacturing	NOUN
fis-5669	2	100	and	and	CCONJ
fis-5669	2	101	robotics	robotic	NOUN
fis-5669	2	102	,	,	PUNCT
fis-5669	2	103	king	king	PROPN
fis-5669	2	104	fahd	fahd	PROPN
fis-5669	2	105	university	university	PROPN
fis-5669	2	106	of	of	ADP
fis-5669	2	107	petroleum	petroleum	NOUN
fis-5669	2	108	and	and	CCONJ
fis-5669	2	109	minerals	mineral	NOUN
fis-5669	2	110	,	,	PUNCT
fis-5669	2	111	dhahran	dhahran	NOUN
fis-5669	2	112	,	,	PUNCT
fis-5669	2	113	31261	31261	NUM
fis-5669	2	114	saudi	saudi	PROPN
fis-5669	2	115	arabia	arabia	PROPN
fis-5669	2	116	binmousa@kfupm.edu.sa	binmousa@kfupm.edu.sa	PROPN
fis-5669	2	117	,	,	PUNCT
fis-5669	2	118	https://orcid.org/0000-0002-2395-5008	https://orcid.org/0000-0002-2395-5008	NOUN
fis-5669	2	119	keywords	keyword	NOUN
fis-5669	2	120	.	.	PUNCT
fis-5669	3	1	machine	machine	NOUN
fis-5669	3	2	learning	learning	NOUN
fis-5669	3	3	,	,	PUNCT
fis-5669	3	4	fracture	fracture	NOUN
fis-5669	3	5	,	,	PUNCT
fis-5669	3	6	theory	theory	NOUN
fis-5669	3	7	of	of	ADP
fis-5669	3	8	critical	critical	ADJ
fis-5669	3	9	distances	distance	NOUN
fis-5669	3	10	,	,	PUNCT
fis-5669	3	11	pymapdl	pymapdl	NOUN
fis-5669	3	12	,	,	PUNCT
fis-5669	3	13	synthetic	synthetic	ADJ
fis-5669	3	14	data	datum	NOUN
fis-5669	3	15	,	,	PUNCT
fis-5669	3	16	xgboost	xgboost	PROPN
fis-5669	3	17	.	.	PUNCT
fis-5669	4	1	citation	citation	NOUN
fis-5669	4	2	:	:	PUNCT
fis-5669	5	1	farooq	farooq	PROPN
fis-5669	5	2	,	,	PUNCT
fis-5669	5	3	s.	s.	PROPN
fis-5669	5	4	a.	a.	PROPN
fis-5669	5	5	,	,	PUNCT
fis-5669	5	6	alajaleen	alajaleen	PROPN
fis-5669	5	7	,	,	PUNCT
fis-5669	5	8	d.	d.	PROPN
fis-5669	5	9	,	,	PUNCT
fis-5669	5	10	albinmousa	albinmousa	PROPN
fis-5669	5	11	,	,	PUNCT
fis-5669	5	12	j.	j.	PROPN
fis-5669	5	13	,	,	PUNCT
fis-5669	5	14	machine	machine	NOUN
fis-5669	5	15	learning	learning	NOUN
fis-5669	5	16	-	-	PUNCT
fis-5669	5	17	assisted	assist	VERB
fis-5669	5	18	fracture	fracture	PROPN
fis-5669	5	19	prediction	prediction	NOUN
fis-5669	5	20	:	:	PUNCT
fis-5669	5	21	integrating	integrate	VERB
fis-5669	5	22	synthetic	synthetic	ADJ
fis-5669	5	23	and	and	CCONJ
fis-5669	5	24	experimental	experimental	ADJ
fis-5669	5	25	data	datum	NOUN
fis-5669	5	26	for	for	ADP
fis-5669	5	27	quasi	quasi	ADJ
fis-5669	5	28	-	-	ADJ
fis-5669	5	29	static	static	ADJ
fis-5669	5	30	notch	notch	ADJ
fis-5669	5	31	failure	failure	NOUN
fis-5669	5	32	analysis	analysis	NOUN
fis-5669	5	33	,	,	PUNCT
fis-5669	5	34	fracture	fracture	NOUN
fis-5669	5	35	and	and	CCONJ
fis-5669	5	36	structural	structural	ADJ
fis-5669	5	37	integrity	integrity	NOUN
fis-5669	5	38	,	,	PUNCT
fis-5669	5	39	75	75	NUM
fis-5669	5	40	(	(	PUNCT
fis-5669	5	41	2026	2026	NUM
fis-5669	5	42	)	)	PUNCT
fis-5669	5	43	362	362	NUM
fis-5669	5	44	-	-	SYM
fis-5669	5	45	372	372	NUM
fis-5669	5	46	.	.	PUNCT
fis-5669	6	1	received	receive	VERB
fis-5669	6	2	:	:	PUNCT
fis-5669	6	3	28.09.2025	28.09.2025	NUM
fis-5669	6	4	accepted	accept	VERB
fis-5669	6	5	:	:	PUNCT
fis-5669	6	6	11.11.2025	11.11.2025	NUM
fis-5669	6	7	published	publish	VERB
fis-5669	6	8	:	:	PUNCT
fis-5669	6	9	23.11.2025	23.11.2025	NUM
fis-5669	6	10	issue	issue	NOUN
fis-5669	6	11	:	:	PUNCT
fis-5669	6	12	01.2026	01.2026	NUM
fis-5669	6	13	copyright	copyright	NOUN
fis-5669	6	14	:	:	PUNCT
fis-5669	6	15	©	©	PROPN
fis-5669	6	16	2026	2026	NUM
fis-5669	6	17	this	this	PRON
fis-5669	6	18	is	be	AUX
fis-5669	6	19	an	an	DET
fis-5669	6	20	open	open	ADJ
fis-5669	6	21	access	access	NOUN
fis-5669	6	22	article	article	NOUN
fis-5669	6	23	under	under	ADP
fis-5669	6	24	the	the	DET
fis-5669	6	25	terms	term	NOUN
fis-5669	6	26	of	of	ADP
fis-5669	6	27	the	the	DET
fis-5669	6	28	cc	cc	NOUN
fis-5669	6	29	-	-	PUNCT
fis-5669	6	30	by	by	ADP
fis-5669	6	31	4.0	4.0	NUM
fis-5669	6	32	,	,	PUNCT
fis-5669	6	33	which	which	PRON
fis-5669	6	34	permits	permit	VERB
fis-5669	6	35	unrestricted	unrestricted	ADJ
fis-5669	6	36	use	use	NOUN
fis-5669	6	37	,	,	PUNCT
fis-5669	6	38	distribution	distribution	NOUN
fis-5669	6	39	,	,	PUNCT
fis-5669	6	40	and	and	CCONJ
fis-5669	6	41	reproduction	reproduction	NOUN
fis-5669	6	42	in	in	ADP
fis-5669	6	43	any	any	DET
fis-5669	6	44	medium	medium	NOUN
fis-5669	6	45	,	,	PUNCT
fis-5669	6	46	provided	provide	VERB
fis-5669	6	47	the	the	DET
fis-5669	6	48	original	original	ADJ
fis-5669	6	49	author	author	NOUN
fis-5669	6	50	and	and	CCONJ
fis-5669	6	51	source	source	NOUN
fis-5669	6	52	are	be	AUX
fis-5669	6	53	credited	credit	VERB
fis-5669	6	54	.	.	PUNCT
fis-5669	7	1	introduction	introduction	NOUN
fis-5669	7	2	olycarbonate	olycarbonate	NOUN
fis-5669	7	3	(	(	PUNCT
fis-5669	7	4	pc	pc	NOUN
fis-5669	7	5	)	)	PUNCT
fis-5669	7	6	is	be	AUX
fis-5669	7	7	a	a	DET
fis-5669	7	8	high	high	ADJ
fis-5669	7	9	performance	performance	NOUN
fis-5669	7	10	thermoplastic	thermoplastic	NOUN
fis-5669	7	11	that	that	PRON
fis-5669	7	12	possesses	possess	VERB
fis-5669	7	13	high	high	ADJ
fis-5669	7	14	impact	impact	NOUN
fis-5669	7	15	resistance	resistance	NOUN
fis-5669	7	16	,	,	PUNCT
fis-5669	7	17	excellent	excellent	ADJ
fis-5669	7	18	mechanical	mechanical	ADJ
fis-5669	7	19	strength	strength	NOUN
fis-5669	7	20	,	,	PUNCT
fis-5669	7	21	making	make	VERB
fis-5669	7	22	it	it	PRON
fis-5669	7	23	suitable	suitable	ADJ
fis-5669	7	24	for	for	ADP
fis-5669	7	25	high	high	ADJ
fis-5669	7	26	impact	impact	NOUN
fis-5669	7	27	applications	application	NOUN
fis-5669	7	28	[	[	X
fis-5669	7	29	1,2	1,2	NUM
fis-5669	7	30	]	]	PUNCT
fis-5669	7	31	.	.	PUNCT
fis-5669	8	1	in	in	ADP
fis-5669	8	2	addition	addition	NOUN
fis-5669	8	3	,	,	PUNCT
fis-5669	8	4	polycarbonate	polycarbonate	NOUN
fis-5669	8	5	exhibits	exhibit	VERB
fis-5669	8	6	transparency	transparency	NOUN
fis-5669	8	7	due	due	ADP
fis-5669	8	8	to	to	ADP
fis-5669	8	9	its	its	PRON
fis-5669	8	10	non	non	ADJ
fis-5669	8	11	-	-	ADJ
fis-5669	8	12	crystalline	crystalline	ADJ
fis-5669	8	13	structure	structure	NOUN
fis-5669	8	14	;	;	PUNCT
fis-5669	8	15	nevertheless	nevertheless	ADV
fis-5669	8	16	,	,	PUNCT
fis-5669	8	17	it	it	PRON
fis-5669	8	18	is	be	AUX
fis-5669	8	19	almost	almost	ADV
fis-5669	8	20	as	as	ADV
fis-5669	8	21	strong	strong	ADJ
fis-5669	8	22	as	as	ADP
fis-5669	8	23	highly	highly	ADV
fis-5669	8	24	crystalline	crystalline	ADJ
fis-5669	8	25	nylon	nylon	NOUN
fis-5669	8	26	and	and	CCONJ
fis-5669	8	27	is	be	AUX
fis-5669	8	28	even	even	ADV
fis-5669	8	29	tougher	tough	ADJ
fis-5669	8	30	[	[	X
fis-5669	8	31	3	3	NUM
fis-5669	8	32	]	]	PUNCT
fis-5669	8	33	.	.	PUNCT
fis-5669	9	1	the	the	DET
fis-5669	9	2	superior	superior	ADJ
fis-5669	9	3	mechanical	mechanical	ADJ
fis-5669	9	4	and	and	CCONJ
fis-5669	9	5	physical	physical	ADJ
fis-5669	9	6	properties	property	NOUN
fis-5669	9	7	of	of	ADP
fis-5669	9	8	polycarbonate	polycarbonate	NOUN
fis-5669	9	9	have	have	AUX
fis-5669	9	10	led	lead	VERB
fis-5669	9	11	to	to	ADP
fis-5669	9	12	its	its	PRON
fis-5669	9	13	widespread	widespread	ADJ
fis-5669	9	14	use	use	NOUN
fis-5669	9	15	in	in	ADP
fis-5669	9	16	various	various	ADJ
fis-5669	9	17	industries	industry	NOUN
fis-5669	9	18	including	include	VERB
fis-5669	9	19	automative	automative	ADJ
fis-5669	9	20	[	[	X
fis-5669	9	21	4	4	NUM
fis-5669	9	22	]	]	PUNCT
fis-5669	9	23	,	,	PUNCT
fis-5669	9	24	medical	medical	ADJ
fis-5669	9	25	[	[	X
fis-5669	9	26	5	5	NUM
fis-5669	9	27	]	]	PUNCT
fis-5669	9	28	,	,	PUNCT
fis-5669	9	29	aerospace	aerospace	NOUN
fis-5669	9	30	[	[	X
fis-5669	9	31	6	6	NUM
fis-5669	9	32	]	]	PUNCT
fis-5669	9	33	,	,	PUNCT
fis-5669	9	34	construction	construction	NOUN
fis-5669	9	35	[	[	X
fis-5669	9	36	7	7	NUM
fis-5669	9	37	]	]	PUNCT
fis-5669	9	38	and	and	CCONJ
fis-5669	9	39	electronics	electronic	NOUN
fis-5669	9	40	[	[	X
fis-5669	9	41	8	8	NUM
fis-5669	9	42	]	]	PUNCT
fis-5669	9	43	.	.	PUNCT
fis-5669	10	1	given	give	VERB
fis-5669	10	2	the	the	DET
fis-5669	10	3	increasing	increase	VERB
fis-5669	10	4	demand	demand	NOUN
fis-5669	10	5	in	in	ADP
fis-5669	10	6	p	p	PROPN
fis-5669	10	7	https://youtu.be/m952iaobst0	https://youtu.be/m952iaobst0	PROPN
fis-5669	10	8	sa	sa	PROPN
fis-5669	10	9	.	.	PUNCT
fis-5669	11	1	farooq	farooq	PROPN
fis-5669	11	2	et	et	PROPN
fis-5669	11	3	alii	alii	PROPN
fis-5669	11	4	,	,	PUNCT
fis-5669	11	5	fracture	fracture	ADJ
fis-5669	11	6	and	and	CCONJ
fis-5669	11	7	structural	structural	ADJ
fis-5669	11	8	integrity	integrity	NOUN
fis-5669	11	9	,	,	PUNCT
fis-5669	11	10	75	75	NUM
fis-5669	11	11	(	(	PUNCT
fis-5669	11	12	2026	2026	NUM
fis-5669	11	13	)	)	PUNCT
fis-5669	11	14	362	362	NUM
fis-5669	11	15	-	-	SYM
fis-5669	11	16	372	372	NUM
fis-5669	11	17	;	;	PUNCT
fis-5669	11	18	doi	doi	NOUN
fis-5669	11	19	:	:	PUNCT
fis-5669	11	20	10.3221	10.3221	NUM
fis-5669	11	21	/	/	SYM
fis-5669	11	22	igf	igf	PROPN
fis-5669	11	23	-	-	PUNCT
fis-5669	11	24	esis.75.26	esis.75.26	PROPN
fis-5669	11	25	363	363	NUM
fis-5669	11	26	these	these	DET
fis-5669	11	27	diverse	diverse	ADJ
fis-5669	11	28	applications	application	NOUN
fis-5669	11	29	,	,	PUNCT
fis-5669	11	30	particularly	particularly	ADV
fis-5669	11	31	in	in	ADP
fis-5669	11	32	load	load	NOUN
fis-5669	11	33	-	-	PUNCT
fis-5669	11	34	bearing	bear	VERB
fis-5669	11	35	components	component	NOUN
fis-5669	11	36	,	,	PUNCT
fis-5669	11	37	it	it	PRON
fis-5669	11	38	is	be	AUX
fis-5669	11	39	important	important	ADJ
fis-5669	11	40	to	to	PART
fis-5669	11	41	understand	understand	VERB
fis-5669	11	42	the	the	DET
fis-5669	11	43	fracture	fracture	ADJ
fis-5669	11	44	behavior	behavior	NOUN
fis-5669	11	45	under	under	ADP
fis-5669	11	46	various	various	ADJ
fis-5669	11	47	loading	loading	NOUN
fis-5669	11	48	conditions	condition	NOUN
fis-5669	11	49	,	,	PUNCT
fis-5669	11	50	especially	especially	ADV
fis-5669	11	51	when	when	SCONJ
fis-5669	11	52	geometrical	geometrical	ADJ
fis-5669	11	53	discontinuities	discontinuity	NOUN
fis-5669	11	54	such	such	ADJ
fis-5669	11	55	as	as	ADP
fis-5669	11	56	notches	notch	NOUN
fis-5669	11	57	or	or	CCONJ
fis-5669	11	58	cracks	crack	NOUN
fis-5669	11	59	are	be	AUX
fis-5669	11	60	present	present	ADJ
fis-5669	11	61	.	.	PUNCT
fis-5669	12	1	notches	notch	NOUN
fis-5669	12	2	and	and	CCONJ
fis-5669	12	3	other	other	ADJ
fis-5669	12	4	defects	defect	NOUN
fis-5669	12	5	are	be	AUX
fis-5669	12	6	often	often	ADV
fis-5669	12	7	inherent	inherent	ADJ
fis-5669	12	8	due	due	ADP
fis-5669	12	9	to	to	ADP
fis-5669	12	10	design	design	NOUN
fis-5669	12	11	limitations	limitation	NOUN
fis-5669	12	12	,	,	PUNCT
fis-5669	12	13	manufacturing	manufacturing	NOUN
fis-5669	12	14	processes	process	NOUN
fis-5669	12	15	or	or	CCONJ
fis-5669	12	16	in	in	ADP
fis-5669	12	17	-	-	PUNCT
fis-5669	12	18	service	service	NOUN
fis-5669	12	19	damage	damage	NOUN
fis-5669	12	20	.	.	PUNCT
fis-5669	13	1	geometrical	geometrical	ADJ
fis-5669	13	2	discontinuities	discontinuity	NOUN
fis-5669	13	3	act	act	VERB
fis-5669	13	4	as	as	ADP
fis-5669	13	5	stress	stress	NOUN
fis-5669	13	6	concentrators	concentrator	NOUN
fis-5669	13	7	and	and	CCONJ
fis-5669	13	8	potential	potential	ADJ
fis-5669	13	9	crack	crack	NOUN
fis-5669	13	10	initiation	initiation	NOUN
fis-5669	13	11	sites	site	NOUN
fis-5669	13	12	,	,	PUNCT
fis-5669	13	13	which	which	PRON
fis-5669	13	14	create	create	VERB
fis-5669	13	15	complex	complex	ADJ
fis-5669	13	16	stress	stress	NOUN
fis-5669	13	17	and	and	CCONJ
fis-5669	13	18	strain	strain	NOUN
fis-5669	13	19	distributions	distribution	NOUN
fis-5669	13	20	near	near	ADP
fis-5669	13	21	the	the	DET
fis-5669	13	22	notch	notch	ADJ
fis-5669	13	23	tip	tip	NOUN
fis-5669	13	24	,	,	PUNCT
fis-5669	13	25	thereby	thereby	ADV
fis-5669	13	26	complicating	complicate	VERB
fis-5669	13	27	the	the	DET
fis-5669	13	28	fracture	fracture	ADJ
fis-5669	13	29	prediction	prediction	NOUN
fis-5669	13	30	.	.	PUNCT
fis-5669	14	1	consequently	consequently	ADV
fis-5669	14	2	,	,	PUNCT
fis-5669	14	3	it	it	PRON
fis-5669	14	4	is	be	AUX
fis-5669	14	5	essential	essential	ADJ
fis-5669	14	6	to	to	PART
fis-5669	14	7	have	have	VERB
fis-5669	14	8	a	a	DET
fis-5669	14	9	reliable	reliable	ADJ
fis-5669	14	10	design	design	NOUN
fis-5669	14	11	methodology	methodology	NOUN
fis-5669	14	12	for	for	ADP
fis-5669	14	13	predicting	predict	VERB
fis-5669	14	14	the	the	DET
fis-5669	14	15	fracture	fracture	NOUN
fis-5669	14	16	load	load	NOUN
fis-5669	14	17	on	on	ADP
fis-5669	14	18	notched	notch	VERB
fis-5669	14	19	members	member	NOUN
fis-5669	14	20	[	[	X
fis-5669	14	21	9	9	NUM
fis-5669	14	22	]	]	PUNCT
fis-5669	14	23	.	.	PUNCT
fis-5669	15	1	traditional	traditional	ADJ
fis-5669	15	2	fracture	fracture	NOUN
fis-5669	15	3	mechanics	mechanic	NOUN
fis-5669	15	4	methods	method	NOUN
fis-5669	15	5	often	often	ADV
fis-5669	15	6	fall	fall	VERB
fis-5669	15	7	short	short	ADJ
fis-5669	15	8	in	in	ADP
fis-5669	15	9	capturing	capture	VERB
fis-5669	15	10	the	the	DET
fis-5669	15	11	fracture	fracture	ADJ
fis-5669	15	12	behavior	behavior	NOUN
fis-5669	15	13	of	of	ADP
fis-5669	15	14	notched	notch	VERB
fis-5669	15	15	ductile	ductile	NOUN
fis-5669	15	16	polymers	polymer	NOUN
fis-5669	15	17	such	such	ADJ
fis-5669	15	18	as	as	ADP
fis-5669	15	19	polycarbonate	polycarbonate	NOUN
fis-5669	15	20	under	under	ADP
fis-5669	15	21	quasistatic	quasistatic	ADJ
fis-5669	15	22	loading	loading	NOUN
fis-5669	15	23	[	[	X
fis-5669	15	24	10	10	NUM
fis-5669	15	25	]	]	PUNCT
fis-5669	15	26	.	.	PUNCT
fis-5669	16	1	numerous	numerous	ADJ
fis-5669	16	2	continuum	continuum	VERB
fis-5669	16	3	-	-	PUNCT
fis-5669	16	4	mechanics	mechanic	NOUN
fis-5669	16	5	based	base	VERB
fis-5669	16	6	constitutive	constitutive	ADJ
fis-5669	16	7	models	model	NOUN
fis-5669	16	8	have	have	AUX
fis-5669	16	9	been	be	AUX
fis-5669	16	10	developed	develop	VERB
fis-5669	16	11	over	over	ADP
fis-5669	16	12	recent	recent	ADJ
fis-5669	16	13	decades	decade	NOUN
fis-5669	16	14	to	to	PART
fis-5669	16	15	describe	describe	VERB
fis-5669	16	16	the	the	DET
fis-5669	16	17	complex	complex	ADJ
fis-5669	16	18	mechanical	mechanical	ADJ
fis-5669	16	19	behavior	behavior	NOUN
fis-5669	16	20	of	of	ADP
fis-5669	16	21	polycarbonate	polycarbonate	NOUN
fis-5669	16	22	,	,	PUNCT
fis-5669	16	23	accounting	account	VERB
fis-5669	16	24	for	for	ADP
fis-5669	16	25	viscoplastic	viscoplastic	ADJ
fis-5669	16	26	behavior	behavior	NOUN
fis-5669	16	27	and	and	CCONJ
fis-5669	16	28	notch	notch	ADJ
fis-5669	16	29	sensitivity	sensitivity	NOUN
fis-5669	16	30	[	[	X
fis-5669	16	31	11	11	NUM
fis-5669	16	32	–	–	PUNCT
fis-5669	16	33	13	13	NUM
fis-5669	16	34	]	]	PUNCT
fis-5669	16	35	.	.	PUNCT
fis-5669	17	1	while	while	SCONJ
fis-5669	17	2	these	these	DET
fis-5669	17	3	models	model	NOUN
fis-5669	17	4	significantly	significantly	ADV
fis-5669	17	5	enhance	enhance	VERB
fis-5669	17	6	predictive	predictive	ADJ
fis-5669	17	7	accuracy	accuracy	NOUN
fis-5669	17	8	,	,	PUNCT
fis-5669	17	9	they	they	PRON
fis-5669	17	10	require	require	VERB
fis-5669	17	11	extensive	extensive	ADJ
fis-5669	17	12	experimental	experimental	ADJ
fis-5669	17	13	calibration	calibration	NOUN
fis-5669	17	14	and	and	CCONJ
fis-5669	17	15	computational	computational	ADJ
fis-5669	17	16	effort	effort	NOUN
fis-5669	17	17	.	.	PUNCT
fis-5669	18	1	therefore	therefore	ADV
fis-5669	18	2	,	,	PUNCT
fis-5669	18	3	alternative	alternative	ADJ
fis-5669	18	4	methods	method	NOUN
fis-5669	18	5	such	such	ADJ
fis-5669	18	6	as	as	ADP
fis-5669	18	7	theory	theory	NOUN
fis-5669	18	8	of	of	ADP
fis-5669	18	9	critical	critical	ADJ
fis-5669	18	10	distances	distance	NOUN
fis-5669	18	11	(	(	PUNCT
fis-5669	18	12	tcd	tcd	NOUN
fis-5669	18	13	)	)	PUNCT
fis-5669	19	1	[	[	X
fis-5669	19	2	14	14	NUM
fis-5669	19	3	]	]	PUNCT
fis-5669	19	4	and	and	CCONJ
fis-5669	19	5	strain	strain	VERB
fis-5669	19	6	energy	energy	NOUN
fis-5669	19	7	density	density	NOUN
fis-5669	19	8	(	(	PUNCT
fis-5669	19	9	sed	se	VERB
fis-5669	19	10	)	)	PUNCT
fis-5669	20	1	[	[	X
fis-5669	20	2	15	15	NUM
fis-5669	20	3	]	]	PUNCT
fis-5669	20	4	have	have	AUX
fis-5669	20	5	gained	gain	VERB
fis-5669	20	6	significant	significant	ADJ
fis-5669	20	7	attention	attention	NOUN
fis-5669	20	8	to	to	PART
fis-5669	20	9	estimate	estimate	VERB
fis-5669	20	10	the	the	DET
fis-5669	20	11	fracture	fracture	NOUN
fis-5669	20	12	of	of	ADP
fis-5669	20	13	different	different	ADJ
fis-5669	20	14	notch	notch	NOUN
fis-5669	20	15	geometries	geometry	NOUN
fis-5669	20	16	and	and	CCONJ
fis-5669	20	17	materials	material	NOUN
fis-5669	20	18	,	,	PUNCT
fis-5669	20	19	without	without	ADP
fis-5669	20	20	the	the	DET
fis-5669	20	21	need	need	NOUN
fis-5669	20	22	for	for	ADP
fis-5669	20	23	extensive	extensive	ADJ
fis-5669	20	24	crack	crack	NOUN
fis-5669	20	25	growth	growth	NOUN
fis-5669	20	26	modeling	modeling	NOUN
fis-5669	20	27	.	.	PUNCT
fis-5669	21	1	among	among	ADP
fis-5669	21	2	these	these	DET
fis-5669	21	3	methods	method	NOUN
fis-5669	21	4	,	,	PUNCT
fis-5669	21	5	tcd	tcd	NOUN
fis-5669	21	6	is	be	AUX
fis-5669	21	7	most	most	ADV
fis-5669	21	8	widely	widely	ADV
fis-5669	21	9	used	use	VERB
fis-5669	21	10	due	due	ADP
fis-5669	21	11	to	to	ADP
fis-5669	21	12	its	its	PRON
fis-5669	21	13	simplicity	simplicity	NOUN
fis-5669	21	14	for	for	ADP
fis-5669	21	15	accurate	accurate	ADJ
fis-5669	21	16	fracture	fracture	NOUN
fis-5669	21	17	prediction	prediction	NOUN
fis-5669	21	18	in	in	ADP
fis-5669	21	19	notched	notch	VERB
fis-5669	21	20	members	member	NOUN
fis-5669	21	21	.	.	PUNCT
fis-5669	22	1	among	among	ADP
fis-5669	22	2	its	its	PRON
fis-5669	22	3	various	various	ADJ
fis-5669	22	4	formulations	formulation	NOUN
fis-5669	22	5	,	,	PUNCT
fis-5669	22	6	the	the	DET
fis-5669	22	7	point	point	NOUN
fis-5669	22	8	method	method	NOUN
fis-5669	22	9	of	of	ADP
fis-5669	22	10	tcd	tcd	NOUN
fis-5669	22	11	(	(	PUNCT
fis-5669	22	12	tcd	tcd	NOUN
fis-5669	22	13	-	-	PUNCT
fis-5669	22	14	pm	pm	NOUN
fis-5669	22	15	)	)	PUNCT
fis-5669	22	16	has	have	AUX
fis-5669	22	17	been	be	AUX
fis-5669	22	18	particularly	particularly	ADV
fis-5669	22	19	favored	favor	VERB
fis-5669	22	20	due	due	ADP
fis-5669	22	21	to	to	ADP
fis-5669	22	22	its	its	PRON
fis-5669	22	23	ease	ease	NOUN
fis-5669	22	24	of	of	ADP
fis-5669	22	25	implementation	implementation	NOUN
fis-5669	22	26	and	and	CCONJ
fis-5669	22	27	low	low	ADJ
fis-5669	22	28	computational	computational	ADJ
fis-5669	22	29	cost	cost	NOUN
fis-5669	22	30	.	.	PUNCT
fis-5669	23	1	tcd	tcd	NOUN
fis-5669	23	2	has	have	AUX
fis-5669	23	3	been	be	AUX
fis-5669	23	4	successfully	successfully	ADV
fis-5669	23	5	applied	apply	VERB
fis-5669	23	6	to	to	ADP
fis-5669	23	7	a	a	DET
fis-5669	23	8	wide	wide	ADJ
fis-5669	23	9	range	range	NOUN
fis-5669	23	10	of	of	ADP
fis-5669	23	11	materials	material	NOUN
fis-5669	23	12	and	and	CCONJ
fis-5669	23	13	notch	notch	NOUN
fis-5669	23	14	geometries	geometry	NOUN
fis-5669	23	15	,	,	PUNCT
fis-5669	23	16	estimating	estimate	VERB
fis-5669	23	17	fracture	fracture	NOUN
fis-5669	23	18	under	under	ADP
fis-5669	23	19	quasi	quasi	ADJ
fis-5669	23	20	-	-	ADJ
fis-5669	23	21	static	static	ADJ
fis-5669	23	22	and	and	CCONJ
fis-5669	23	23	dynamic	dynamic	ADJ
fis-5669	23	24	loading	loading	NOUN
fis-5669	23	25	conditions	condition	NOUN
fis-5669	23	26	[	[	X
fis-5669	23	27	16–18	16–18	NUM
fis-5669	23	28	]	]	PUNCT
fis-5669	23	29	.	.	PUNCT
fis-5669	24	1	another	another	DET
fis-5669	24	2	important	important	ADJ
fis-5669	24	3	aspect	aspect	NOUN
fis-5669	24	4	of	of	ADP
fis-5669	24	5	tcd	tcd	NOUN
fis-5669	24	6	is	be	AUX
fis-5669	24	7	its	its	PRON
fis-5669	24	8	ability	ability	NOUN
fis-5669	24	9	to	to	PART
fis-5669	24	10	predict	predict	VERB
fis-5669	24	11	fracture	fracture	NOUN
fis-5669	24	12	accurately	accurately	ADV
fis-5669	24	13	without	without	ADP
fis-5669	24	14	requiring	require	VERB
fis-5669	24	15	non	non	ADJ
fis-5669	24	16	-	-	ADJ
fis-5669	24	17	linear	linear	ADJ
fis-5669	24	18	material	material	NOUN
fis-5669	24	19	modelling	modelling	NOUN
fis-5669	24	20	or	or	CCONJ
fis-5669	24	21	complex	complex	ADJ
fis-5669	24	22	computational	computational	ADJ
fis-5669	24	23	analyses	analysis	NOUN
fis-5669	24	24	.	.	PUNCT
fis-5669	25	1	nonetheless	nonetheless	ADV
fis-5669	25	2	,	,	PUNCT
fis-5669	25	3	tcd	tcd	PROPN
fis-5669	25	4	still	still	ADV
fis-5669	25	5	depends	depend	VERB
fis-5669	25	6	on	on	ADP
fis-5669	25	7	accurate	accurate	ADJ
fis-5669	25	8	stress	stress	NOUN
fis-5669	25	9	fields	field	NOUN
fis-5669	25	10	obtained	obtain	VERB
fis-5669	25	11	from	from	ADP
fis-5669	25	12	finite	finite	ADJ
fis-5669	25	13	element	element	NOUN
fis-5669	25	14	analysis	analysis	NOUN
fis-5669	25	15	and	and	CCONJ
fis-5669	25	16	requires	require	VERB
fis-5669	25	17	experimental	experimental	ADJ
fis-5669	25	18	data	datum	NOUN
fis-5669	25	19	to	to	PART
fis-5669	25	20	calibrate	calibrate	VERB
fis-5669	25	21	its	its	PRON
fis-5669	25	22	parameters	parameter	NOUN
fis-5669	25	23	.	.	PUNCT
fis-5669	26	1	conducting	conduct	VERB
fis-5669	26	2	fracture	fracture	NOUN
fis-5669	26	3	experiments	experiment	NOUN
fis-5669	26	4	across	across	ADP
fis-5669	26	5	a	a	DET
fis-5669	26	6	wide	wide	ADJ
fis-5669	26	7	range	range	NOUN
fis-5669	26	8	of	of	ADP
fis-5669	26	9	geometrical	geometrical	ADJ
fis-5669	26	10	configurations	configuration	NOUN
fis-5669	26	11	can	can	AUX
fis-5669	26	12	be	be	AUX
fis-5669	26	13	costly	costly	ADJ
fis-5669	26	14	and	and	CCONJ
fis-5669	26	15	time	time	NOUN
fis-5669	26	16	-	-	PUNCT
fis-5669	26	17	consuming	consume	VERB
fis-5669	26	18	,	,	PUNCT
fis-5669	26	19	particularly	particularly	ADV
fis-5669	26	20	for	for	ADP
fis-5669	26	21	ductile	ductile	NOUN
fis-5669	26	22	materials	material	NOUN
fis-5669	26	23	like	like	ADP
fis-5669	26	24	polycarbonate	polycarbonate	NOUN
fis-5669	26	25	.	.	PUNCT
fis-5669	27	1	additionally	additionally	ADV
fis-5669	27	2	,	,	PUNCT
fis-5669	27	3	experimental	experimental	ADJ
fis-5669	27	4	techniques	technique	NOUN
fis-5669	27	5	such	such	ADJ
fis-5669	27	6	as	as	ADP
fis-5669	27	7	digital	digital	ADJ
fis-5669	27	8	image	image	NOUN
fis-5669	27	9	correlation	correlation	NOUN
fis-5669	27	10	(	(	PUNCT
fis-5669	27	11	dic	dic	ADJ
fis-5669	27	12	)	)	PUNCT
fis-5669	27	13	,	,	PUNCT
fis-5669	27	14	also	also	ADV
fis-5669	27	15	add	add	VERB
fis-5669	27	16	to	to	ADP
fis-5669	27	17	complexity	complexity	NOUN
fis-5669	27	18	and	and	CCONJ
fis-5669	27	19	cost	cost	NOUN
fis-5669	27	20	of	of	ADP
fis-5669	27	21	the	the	DET
fis-5669	27	22	experimental	experimental	ADJ
fis-5669	27	23	testing	testing	NOUN
fis-5669	27	24	[	[	X
fis-5669	27	25	19	19	NUM
fis-5669	27	26	]	]	PUNCT
fis-5669	27	27	.	.	PUNCT
fis-5669	28	1	in	in	ADP
fis-5669	28	2	recent	recent	ADJ
fis-5669	28	3	years	year	NOUN
fis-5669	28	4	,	,	PUNCT
fis-5669	28	5	data	datum	NOUN
fis-5669	28	6	driven	drive	VERB
fis-5669	28	7	approaches	approach	NOUN
fis-5669	28	8	based	base	VERB
fis-5669	28	9	on	on	ADP
fis-5669	28	10	artificial	artificial	ADJ
fis-5669	28	11	intelligence	intelligence	NOUN
fis-5669	28	12	(	(	PUNCT
fis-5669	28	13	ai	ai	NOUN
fis-5669	28	14	)	)	PUNCT
fis-5669	28	15	and	and	CCONJ
fis-5669	28	16	machine	machine	NOUN
fis-5669	28	17	learning	learning	NOUN
fis-5669	28	18	(	(	PUNCT
fis-5669	28	19	ml	ml	NOUN
fis-5669	28	20	)	)	PUNCT
fis-5669	28	21	have	have	AUX
fis-5669	28	22	emerged	emerge	VERB
fis-5669	28	23	as	as	ADP
fis-5669	28	24	powerful	powerful	ADJ
fis-5669	28	25	techniques	technique	NOUN
fis-5669	28	26	for	for	ADP
fis-5669	28	27	predictive	predictive	ADJ
fis-5669	28	28	modeling	modeling	NOUN
fis-5669	28	29	in	in	ADP
fis-5669	28	30	fracture	fracture	PROPN
fis-5669	28	31	mechanics	mechanic	NOUN
fis-5669	28	32	.	.	PUNCT
fis-5669	29	1	ml	ml	PROPN
fis-5669	29	2	algorithms	algorithm	NOUN
fis-5669	29	3	have	have	AUX
fis-5669	29	4	shown	show	VERB
fis-5669	29	5	exceptional	exceptional	ADJ
fis-5669	29	6	capabilities	capability	NOUN
fis-5669	29	7	in	in	ADP
fis-5669	29	8	capturing	capture	VERB
fis-5669	29	9	complex	complex	ADJ
fis-5669	29	10	non	non	ADJ
fis-5669	29	11	-	-	ADJ
fis-5669	29	12	linear	linear	ADJ
fis-5669	29	13	relationships	relationship	NOUN
fis-5669	29	14	and	and	CCONJ
fis-5669	29	15	making	make	VERB
fis-5669	29	16	accurate	accurate	ADJ
fis-5669	29	17	predictions	prediction	NOUN
fis-5669	29	18	even	even	ADV
fis-5669	29	19	with	with	ADP
fis-5669	29	20	limited	limited	ADJ
fis-5669	29	21	input	input	NOUN
fis-5669	29	22	data	datum	NOUN
fis-5669	29	23	.	.	PUNCT
fis-5669	30	1	recently	recently	ADV
fis-5669	30	2	,	,	PUNCT
fis-5669	30	3	many	many	ADJ
fis-5669	30	4	ml	ml	NOUN
fis-5669	30	5	models	model	NOUN
fis-5669	30	6	,	,	PUNCT
fis-5669	30	7	such	such	ADJ
fis-5669	30	8	as	as	ADP
fis-5669	30	9	decision	decision	NOUN
fis-5669	30	10	trees	tree	NOUN
fis-5669	30	11	,	,	PUNCT
fis-5669	30	12	random	random	ADJ
fis-5669	30	13	forests	forest	NOUN
fis-5669	30	14	,	,	PUNCT
fis-5669	30	15	support	support	NOUN
fis-5669	30	16	vector	vector	NOUN
fis-5669	30	17	machines	machine	NOUN
fis-5669	30	18	(	(	PUNCT
fis-5669	30	19	svm	svm	PROPN
fis-5669	30	20	)	)	PUNCT
fis-5669	30	21	,	,	PUNCT
fis-5669	30	22	and	and	CCONJ
fis-5669	30	23	gradient	gradient	NOUN
fis-5669	30	24	boosting	boost	VERB
fis-5669	30	25	frameworks	framework	NOUN
fis-5669	30	26	like	like	ADP
fis-5669	30	27	xgboost	xgboost	ADV
fis-5669	30	28	have	have	AUX
fis-5669	30	29	shown	show	VERB
fis-5669	30	30	great	great	ADJ
fis-5669	30	31	promise	promise	NOUN
fis-5669	30	32	in	in	ADP
fis-5669	30	33	predicting	predict	VERB
fis-5669	30	34	fracture	fracture	NOUN
fis-5669	30	35	and	and	CCONJ
fis-5669	30	36	fatigue	fatigue	NOUN
fis-5669	30	37	in	in	ADP
fis-5669	30	38	various	various	ADJ
fis-5669	30	39	engineering	engineering	NOUN
fis-5669	30	40	materials	material	NOUN
fis-5669	30	41	[	[	X
fis-5669	30	42	20,21	20,21	NUM
fis-5669	30	43	]	]	PUNCT
fis-5669	30	44	.	.	PUNCT
fis-5669	31	1	moreover	moreover	ADV
fis-5669	31	2	,	,	PUNCT
fis-5669	31	3	the	the	DET
fis-5669	31	4	use	use	NOUN
fis-5669	31	5	of	of	ADP
fis-5669	31	6	synthetic	synthetic	ADJ
fis-5669	31	7	datasets	dataset	NOUN
fis-5669	31	8	generated	generate	VERB
fis-5669	31	9	from	from	ADP
fis-5669	31	10	finite	finite	PROPN
fis-5669	31	11	element	element	NOUN
fis-5669	31	12	simulations	simulation	NOUN
fis-5669	31	13	have	have	AUX
fis-5669	31	14	been	be	AUX
fis-5669	31	15	used	use	VERB
fis-5669	31	16	for	for	ADP
fis-5669	31	17	the	the	DET
fis-5669	31	18	training	training	NOUN
fis-5669	31	19	of	of	ADP
fis-5669	31	20	different	different	ADJ
fis-5669	31	21	ml	ml	NOUN
fis-5669	31	22	models	model	NOUN
fis-5669	31	23	,	,	PUNCT
fis-5669	31	24	reducing	reduce	VERB
fis-5669	31	25	the	the	DET
fis-5669	31	26	need	need	NOUN
fis-5669	31	27	for	for	ADP
fis-5669	31	28	extensive	extensive	ADJ
fis-5669	31	29	experimental	experimental	ADJ
fis-5669	31	30	data	datum	NOUN
fis-5669	31	31	and	and	CCONJ
fis-5669	31	32	testing	testing	NOUN
fis-5669	31	33	.	.	PUNCT
fis-5669	32	1	aldakheel	aldakheel	NOUN
fis-5669	32	2	et	et	PROPN
fis-5669	32	3	al	al	PROPN
fis-5669	32	4	.	.	PUNCT
fis-5669	33	1	[	[	X
fis-5669	33	2	22	22	NUM
fis-5669	33	3	]	]	PUNCT
fis-5669	33	4	developed	develop	VERB
fis-5669	33	5	a	a	DET
fis-5669	33	6	physics	physics	NOUN
fis-5669	33	7	-	-	PUNCT
fis-5669	33	8	based	base	VERB
fis-5669	33	9	ml	ml	NOUN
fis-5669	33	10	framework	framework	NOUN
fis-5669	33	11	trained	train	VERB
fis-5669	33	12	on	on	ADP
fis-5669	33	13	synthetic	synthetic	ADJ
fis-5669	33	14	dataset	dataset	NOUN
fis-5669	33	15	generated	generate	VERB
fis-5669	33	16	from	from	ADP
fis-5669	33	17	finite	finite	ADJ
fis-5669	33	18	element	element	NOUN
fis-5669	33	19	-	-	PUNCT
fis-5669	33	20	based	base	VERB
fis-5669	33	21	phase	phase	NOUN
fis-5669	33	22	-	-	PUNCT
fis-5669	33	23	field	field	NOUN
fis-5669	33	24	fracture	fracture	NOUN
fis-5669	33	25	simulations	simulation	NOUN
fis-5669	33	26	to	to	PART
fis-5669	33	27	predict	predict	VERB
fis-5669	33	28	both	both	CCONJ
fis-5669	33	29	brittle	brittle	ADJ
fis-5669	33	30	and	and	CCONJ
fis-5669	33	31	ductile	ductile	NOUN
fis-5669	33	32	fracture	fracture	NOUN
fis-5669	33	33	.	.	PUNCT
fis-5669	34	1	similarly	similarly	ADV
fis-5669	34	2	,	,	PUNCT
fis-5669	34	3	xu	xu	INTJ
fis-5669	34	4	.	.	PUNCT
fis-5669	35	1	et	et	PROPN
fis-5669	35	2	al	al	PROPN
fis-5669	35	3	.	.	PROPN
fis-5669	35	4	,	,	PUNCT
fis-5669	35	5	proposed	propose	VERB
fis-5669	35	6	crack	crack	NOUN
fis-5669	35	7	-	-	PUNCT
fis-5669	35	8	net	net	NOUN
fis-5669	35	9	,	,	PUNCT
fis-5669	35	10	which	which	PRON
fis-5669	35	11	uses	use	VERB
fis-5669	35	12	phase	phase	NOUN
fis-5669	35	13	-	-	PUNCT
fis-5669	35	14	field	field	NOUN
fis-5669	35	15	simulation	simulation	NOUN
fis-5669	35	16	data	datum	NOUN
fis-5669	35	17	to	to	PART
fis-5669	35	18	train	train	VERB
fis-5669	35	19	a	a	DET
fis-5669	35	20	deep	deep	ADJ
fis-5669	35	21	learning	learning	NOUN
fis-5669	35	22	model	model	NOUN
fis-5669	35	23	that	that	PRON
fis-5669	35	24	predicts	predicts	AUX
fis-5669	35	25	crack	crack	VERB
fis-5669	35	26	propagation	propagation	NOUN
fis-5669	35	27	in	in	ADP
fis-5669	35	28	composite	composite	ADJ
fis-5669	35	29	materials	material	NOUN
fis-5669	35	30	[	[	X
fis-5669	35	31	23	23	NUM
fis-5669	35	32	]	]	PUNCT
fis-5669	35	33	.	.	PUNCT
fis-5669	36	1	further	far	ADV
fis-5669	36	2	,	,	PUNCT
fis-5669	36	3	mocerino	mocerino	VERB
fis-5669	36	4	et	et	PROPN
fis-5669	36	5	al	al	PROPN
fis-5669	36	6	.	.	PROPN
fis-5669	36	7	,	,	PUNCT
fis-5669	37	1	[	[	X
fis-5669	37	2	24	24	NUM
fis-5669	37	3	]	]	PUNCT
fis-5669	37	4	trained	train	VERB
fis-5669	37	5	a	a	DET
fis-5669	37	6	surrogate	surrogate	ADJ
fis-5669	37	7	ann	ann	PROPN
fis-5669	37	8	model	model	NOUN
fis-5669	37	9	using	use	VERB
fis-5669	37	10	synthetic	synthetic	ADJ
fis-5669	37	11	data	datum	NOUN
fis-5669	37	12	generated	generate	VERB
fis-5669	37	13	with	with	ADP
fis-5669	37	14	the	the	DET
fis-5669	37	15	cohesive	cohesive	ADJ
fis-5669	37	16	crack	crack	NOUN
fis-5669	37	17	-	-	PUNCT
fis-5669	37	18	finite	finite	NOUN
fis-5669	37	19	element	element	NOUN
fis-5669	37	20	model	model	NOUN
fis-5669	37	21	,	,	PUNCT
fis-5669	37	22	to	to	PART
fis-5669	37	23	estimate	estimate	VERB
fis-5669	37	24	fracture	fracture	NOUN
fis-5669	37	25	parameters	parameter	NOUN
fis-5669	37	26	in	in	ADP
fis-5669	37	27	translaminar	translaminar	ADJ
fis-5669	37	28	fracture	fracture	NOUN
fis-5669	37	29	of	of	ADP
fis-5669	37	30	structural	structural	ADJ
fis-5669	37	31	composites	composite	NOUN
fis-5669	37	32	.	.	PUNCT
fis-5669	38	1	these	these	DET
fis-5669	38	2	studies	study	NOUN
fis-5669	38	3	demonstrate	demonstrate	VERB
fis-5669	38	4	that	that	SCONJ
fis-5669	38	5	use	use	NOUN
fis-5669	38	6	of	of	ADP
fis-5669	38	7	synthetic	synthetic	ADJ
fis-5669	38	8	datasets	dataset	NOUN
fis-5669	38	9	in	in	ADP
fis-5669	38	10	ml	ml	NOUN
fis-5669	38	11	training	training	NOUN
fis-5669	38	12	is	be	AUX
fis-5669	38	13	becoming	become	VERB
fis-5669	38	14	a	a	DET
fis-5669	38	15	practical	practical	ADJ
fis-5669	38	16	route	route	NOUN
fis-5669	38	17	to	to	PART
fis-5669	38	18	reduce	reduce	VERB
fis-5669	38	19	dependency	dependency	NOUN
fis-5669	38	20	on	on	ADP
fis-5669	38	21	expensive	expensive	ADJ
fis-5669	38	22	experimental	experimental	ADJ
fis-5669	38	23	testing	testing	NOUN
fis-5669	38	24	.	.	PUNCT
fis-5669	39	1	this	this	DET
fis-5669	39	2	study	study	NOUN
fis-5669	39	3	aims	aim	VERB
fis-5669	39	4	to	to	PART
fis-5669	39	5	combine	combine	VERB
fis-5669	39	6	the	the	DET
fis-5669	39	7	synthetic	synthetic	ADJ
fis-5669	39	8	datasets	dataset	NOUN
fis-5669	39	9	generated	generate	VERB
fis-5669	39	10	using	use	VERB
fis-5669	39	11	tcd	tcd	NOUN
fis-5669	39	12	-	-	PUNCT
fis-5669	39	13	pm	pm	NOUN
fis-5669	39	14	with	with	ADP
fis-5669	39	15	experimental	experimental	ADJ
fis-5669	39	16	data	datum	NOUN
fis-5669	39	17	to	to	PART
fis-5669	39	18	train	train	VERB
fis-5669	39	19	an	an	DET
fis-5669	39	20	xgboost	xgboost	ADV
fis-5669	39	21	machine	machine	NOUN
fis-5669	39	22	learning	learning	NOUN
fis-5669	39	23	model	model	NOUN
fis-5669	39	24	for	for	ADP
fis-5669	39	25	predicting	predict	VERB
fis-5669	39	26	the	the	DET
fis-5669	39	27	quasi	quasi	ADJ
fis-5669	39	28	-	-	ADJ
fis-5669	39	29	static	static	ADJ
fis-5669	39	30	fracture	fracture	NOUN
fis-5669	39	31	behavior	behavior	NOUN
fis-5669	39	32	of	of	ADP
fis-5669	39	33	notched	notch	VERB
fis-5669	39	34	polycarbonate	polycarbonate	NOUN
fis-5669	39	35	specimens	specimen	NOUN
fis-5669	39	36	.	.	PUNCT
fis-5669	40	1	experimental	experimental	ADJ
fis-5669	40	2	data	datum	NOUN
fis-5669	40	3	is	be	AUX
fis-5669	40	4	reduced	reduce	VERB
fis-5669	40	5	systematically	systematically	ADV
fis-5669	40	6	and	and	CCONJ
fis-5669	40	7	replaced	replace	VERB
fis-5669	40	8	with	with	ADP
fis-5669	40	9	synthetic	synthetic	ADJ
fis-5669	40	10	data	datum	NOUN
fis-5669	40	11	to	to	PART
fis-5669	40	12	analyze	analyze	VERB
fis-5669	40	13	the	the	DET
fis-5669	40	14	predictability	predictability	NOUN
fis-5669	40	15	of	of	ADP
fis-5669	40	16	the	the	DET
fis-5669	40	17	model	model	NOUN
fis-5669	40	18	minimizing	minimize	VERB
fis-5669	40	19	experimental	experimental	ADJ
fis-5669	40	20	testing	testing	NOUN
fis-5669	40	21	.	.	PUNCT
fis-5669	41	1	materials	material	NOUN
fis-5669	41	2	and	and	CCONJ
fis-5669	41	3	methods	method	NOUN
fis-5669	41	4	materials	material	NOUN
fis-5669	41	5	and	and	CCONJ
fis-5669	41	6	specimen	speciman	NOUN
fis-5669	41	7	preparation	preparation	NOUN
fis-5669	41	8	he	he	PRON
fis-5669	41	9	material	material	VERB
fis-5669	41	10	used	use	VERB
fis-5669	41	11	in	in	ADP
fis-5669	41	12	this	this	DET
fis-5669	41	13	study	study	NOUN
fis-5669	41	14	is	be	AUX
fis-5669	41	15	polycarbonate	polycarbonate	NOUN
fis-5669	41	16	(	(	PUNCT
fis-5669	41	17	pc	pc	NOUN
fis-5669	41	18	)	)	PUNCT
fis-5669	41	19	.	.	PUNCT
fis-5669	42	1	a	a	DET
fis-5669	42	2	pc	pc	NOUN
fis-5669	42	3	sheet	sheet	NOUN
fis-5669	42	4	with	with	ADP
fis-5669	42	5	dimensions	dimension	NOUN
fis-5669	42	6	of	of	ADP
fis-5669	42	7	3000	3000	NUM
fis-5669	42	8	mm	mm	NOUN
fis-5669	42	9	in	in	ADP
fis-5669	42	10	length	length	NOUN
fis-5669	42	11	and	and	CCONJ
fis-5669	42	12	2050	2050	NUM
fis-5669	42	13	mm	mm	NOUN
fis-5669	42	14	in	in	ADP
fis-5669	42	15	width	width	NOUN
fis-5669	42	16	and	and	CCONJ
fis-5669	42	17	thickness	thickness	NOUN
fis-5669	42	18	6	6	NUM
fis-5669	42	19	mm	mm	NOUN
fis-5669	42	20	was	be	AUX
fis-5669	42	21	sourced	source	VERB
fis-5669	42	22	from	from	ADP
fis-5669	42	23	rowad	rowad	VERB
fis-5669	42	24	national	national	ADJ
fis-5669	42	25	plastic	plastic	NOUN
fis-5669	42	26	company	company	NOUN
fis-5669	42	27	,	,	PUNCT
fis-5669	42	28	saudi	saudi	PROPN
fis-5669	42	29	arabia	arabia	PROPN
fis-5669	42	30	.	.	PUNCT
fis-5669	43	1	the	the	DET
fis-5669	43	2	properties	property	NOUN
fis-5669	43	3	of	of	ADP
fis-5669	43	4	the	the	DET
fis-5669	43	5	pc	pc	NOUN
fis-5669	43	6	sheet	sheet	NOUN
fis-5669	43	7	provided	provide	VERB
fis-5669	43	8	by	by	ADP
fis-5669	43	9	the	the	DET
fis-5669	43	10	company	company	NOUN
fis-5669	43	11	are	be	AUX
fis-5669	43	12	summarized	summarize	VERB
fis-5669	43	13	in	in	ADP
fis-5669	43	14	tab	tab	NOUN
fis-5669	43	15	.	.	PUNCT
fis-5669	44	1	1	1	X
fis-5669	44	2	.	.	X
fis-5669	44	3	modulus	modulus	NOUN
fis-5669	44	4	of	of	ADP
fis-5669	44	5	elasticity	elasticity	NOUN
fis-5669	44	6	tensile	tensile	NOUN
fis-5669	44	7	strength	strength	NOUN
fis-5669	44	8	elongation	elongation	NOUN
fis-5669	44	9	at	at	ADP
fis-5669	44	10	yield	yield	NOUN
fis-5669	44	11	elongation	elongation	NOUN
fis-5669	44	12	at	at	ADP
fis-5669	44	13	fracture	fracture	PROPN
fis-5669	44	14	2400	2400	NUM
fis-5669	44	15	mpa	mpa	NOUN
fis-5669	44	16	58	58	NUM
fis-5669	44	17	–	–	PUNCT
fis-5669	44	18	60	60	NUM
fis-5669	44	19	mpa	mpa	NOUN
fis-5669	44	20	6	6	NUM
fis-5669	44	21	%	%	NOUN
fis-5669	44	22	110	110	NUM
fis-5669	44	23	%	%	NOUN
fis-5669	44	24	table	table	NOUN
fis-5669	44	25	1	1	NUM
fis-5669	44	26	:	:	PUNCT
fis-5669	44	27	properties	property	NOUN
fis-5669	44	28	of	of	ADP
fis-5669	44	29	pc	pc	NOUN
fis-5669	44	30	sheet	sheet	NOUN
fis-5669	44	31	(	(	PUNCT
fis-5669	44	32	as	as	SCONJ
fis-5669	44	33	provided	provide	VERB
fis-5669	44	34	by	by	ADP
fis-5669	44	35	the	the	DET
fis-5669	44	36	manufacturer	manufacturer	NOUN
fis-5669	44	37	)	)	PUNCT
fis-5669	44	38	.	.	PUNCT
fis-5669	45	1	t	t	PROPN
fis-5669	45	2	sa	sa	PROPN
fis-5669	45	3	.	.	PUNCT
fis-5669	46	1	farooq	farooq	PROPN
fis-5669	46	2	et	et	PROPN
fis-5669	46	3	alii	alii	PROPN
fis-5669	46	4	,	,	PUNCT
fis-5669	46	5	fracture	fracture	ADJ
fis-5669	46	6	and	and	CCONJ
fis-5669	46	7	structural	structural	ADJ
fis-5669	46	8	integrity	integrity	NOUN
fis-5669	46	9	,	,	PUNCT
fis-5669	46	10	75	75	NUM
fis-5669	46	11	(	(	PUNCT
fis-5669	46	12	2026	2026	NUM
fis-5669	46	13	)	)	PUNCT
fis-5669	46	14	362	362	NUM
fis-5669	46	15	-	-	SYM
fis-5669	46	16	372	372	NUM
fis-5669	46	17	;	;	PUNCT
fis-5669	46	18	doi	doi	NOUN
fis-5669	46	19	:	:	PUNCT
fis-5669	46	20	10.3221	10.3221	NUM
fis-5669	46	21	/	/	SYM
fis-5669	46	22	igf	igf	PROPN
fis-5669	46	23	-	-	PUNCT
fis-5669	46	24	esis.75.26	esis.75.26	ADJ
fis-5669	46	25	364	364	NUM
fis-5669	46	26	standard	standard	ADJ
fis-5669	46	27	tensile	tensile	NOUN
fis-5669	46	28	and	and	CCONJ
fis-5669	46	29	u	u	NOUN
fis-5669	46	30	-	-	VERB
fis-5669	46	31	notched	notch	VERB
fis-5669	46	32	rectangular	rectangular	ADJ
fis-5669	46	33	specimens	specimen	NOUN
fis-5669	46	34	were	be	AUX
fis-5669	46	35	cut	cut	VERB
fis-5669	46	36	from	from	ADP
fis-5669	46	37	this	this	DET
fis-5669	46	38	pc	pc	NOUN
fis-5669	46	39	sheet	sheet	NOUN
fis-5669	46	40	.	.	PUNCT
fis-5669	47	1	the	the	DET
fis-5669	47	2	tensile	tensile	NOUN
fis-5669	47	3	specimens	specimen	NOUN
fis-5669	47	4	were	be	AUX
fis-5669	47	5	machined	machine	VERB
fis-5669	47	6	as	as	ADP
fis-5669	47	7	per	per	ADP
fis-5669	47	8	astm	astm	NOUN
fis-5669	47	9	d638	d638	PROPN
fis-5669	47	10	-	-	PUNCT
fis-5669	47	11	22	22	NUM
fis-5669	47	12	standard	standard	NOUN
fis-5669	47	13	[	[	X
fis-5669	47	14	25	25	NUM
fis-5669	47	15	]	]	PUNCT
fis-5669	47	16	,	,	PUNCT
fis-5669	47	17	with	with	ADP
fis-5669	47	18	dimensions	dimension	NOUN
fis-5669	47	19	as	as	SCONJ
fis-5669	47	20	shown	show	VERB
fis-5669	47	21	in	in	ADP
fis-5669	47	22	fig	fig	NOUN
fis-5669	47	23	.	.	PUNCT
fis-5669	48	1	1	1	X
fis-5669	48	2	.	.	X
fis-5669	48	3	a	a	DET
fis-5669	48	4	total	total	NOUN
fis-5669	48	5	of	of	ADP
fis-5669	48	6	eleven	eleven	NUM
fis-5669	48	7	u	u	NOUN
fis-5669	48	8	-	-	ADJ
fis-5669	48	9	notched	notch	VERB
fis-5669	48	10	samples	sample	NOUN
fis-5669	48	11	with	with	ADP
fis-5669	48	12	varying	vary	VERB
fis-5669	48	13	notch	notch	ADJ
fis-5669	48	14	depths	depth	NOUN
fis-5669	48	15	(	(	PUNCT
fis-5669	48	16	dp	dp	NOUN
fis-5669	48	17	)	)	PUNCT
fis-5669	48	18	and	and	CCONJ
fis-5669	48	19	notch	notch	ADJ
fis-5669	48	20	radii	radius	NOUN
fis-5669	48	21	(	(	PUNCT
fis-5669	48	22			NOUN
fis-5669	48	23	)	)	PUNCT
fis-5669	48	24	were	be	AUX
fis-5669	48	25	prepared	prepare	VERB
fis-5669	48	26	as	as	ADP
fis-5669	48	27	rectangular	rectangular	ADJ
fis-5669	48	28	plates	plate	NOUN
fis-5669	48	29	measuring	measure	VERB
fis-5669	48	30	210	210	NUM
fis-5669	48	31	mm	mm	NOUN
fis-5669	48	32	in	in	ADP
fis-5669	48	33	length	length	NOUN
fis-5669	48	34	and	and	CCONJ
fis-5669	48	35	26	26	NUM
fis-5669	48	36	mm	mm	NOUN
fis-5669	48	37	in	in	ADP
fis-5669	48	38	width	width	NOUN
fis-5669	48	39	,	,	PUNCT
fis-5669	48	40	as	as	SCONJ
fis-5669	48	41	illustrated	illustrate	VERB
fis-5669	48	42	in	in	ADP
fis-5669	48	43	fig	fig	NOUN
fis-5669	48	44	.	.	PUNCT
fis-5669	49	1	2	2	X
fis-5669	49	2	.	.	X
fis-5669	49	3	figure	figure	NOUN
fis-5669	49	4	1	1	NUM
fis-5669	49	5	:	:	PUNCT
fis-5669	49	6	tensile	tensile	NOUN
fis-5669	49	7	specimen	speciman	NOUN
fis-5669	49	8	.	.	PUNCT
fis-5669	50	1	all	all	DET
fis-5669	50	2	dimensions	dimension	NOUN
fis-5669	50	3	are	be	AUX
fis-5669	50	4	in	in	ADP
fis-5669	50	5	mm	mm	PROPN
fis-5669	50	6	.	.	PUNCT
fis-5669	50	7	figure	figure	NOUN
fis-5669	50	8	2	2	NUM
fis-5669	50	9	:	:	PUNCT
fis-5669	50	10	u	u	ADJ
fis-5669	50	11	-	-	ADJ
fis-5669	50	12	notched	notch	VERB
fis-5669	50	13	specimens	specimen	NOUN
fis-5669	50	14	.	.	PUNCT
fis-5669	51	1	all	all	DET
fis-5669	51	2	dimensions	dimension	NOUN
fis-5669	51	3	are	be	AUX
fis-5669	51	4	in	in	ADP
fis-5669	51	5	mm	mm	PROPN
fis-5669	51	6	.	.	PUNCT
fis-5669	52	1	experimental	experimental	ADJ
fis-5669	52	2	testing	testing	NOUN
fis-5669	52	3	procedure	procedure	NOUN
fis-5669	52	4	the	the	DET
fis-5669	52	5	mechanical	mechanical	ADJ
fis-5669	52	6	tests	test	NOUN
fis-5669	52	7	were	be	AUX
fis-5669	52	8	conducted	conduct	VERB
fis-5669	52	9	under	under	ADP
fis-5669	52	10	quasi	quasi	ADJ
fis-5669	52	11	-	-	ADJ
fis-5669	52	12	static	static	ADJ
fis-5669	52	13	loading	loading	NOUN
fis-5669	52	14	conditions	condition	NOUN
fis-5669	52	15	on	on	ADP
fis-5669	52	16	instron	instron	PROPN
fis-5669	52	17	5569	5569	NUM
fis-5669	52	18	universal	universal	ADJ
fis-5669	52	19	testing	testing	NOUN
fis-5669	52	20	machine	machine	NOUN
fis-5669	52	21	equipped	equip	VERB
fis-5669	52	22	with	with	ADP
fis-5669	52	23	a	a	DET
fis-5669	52	24	50	50	NUM
fis-5669	52	25	kn	kn	NOUN
fis-5669	52	26	load	load	NOUN
fis-5669	52	27	cell	cell	NOUN
fis-5669	52	28	.	.	PUNCT
fis-5669	53	1	all	all	DET
fis-5669	53	2	tests	test	NOUN
fis-5669	53	3	were	be	AUX
fis-5669	53	4	performed	perform	VERB
fis-5669	53	5	at	at	ADP
fis-5669	53	6	a	a	DET
fis-5669	53	7	constant	constant	ADJ
fis-5669	53	8	displacement	displacement	NOUN
fis-5669	53	9	rate	rate	NOUN
fis-5669	53	10	of	of	ADP
fis-5669	53	11	5	5	NUM
fis-5669	53	12	mm	mm	NOUN
fis-5669	53	13	/	/	SYM
fis-5669	53	14	min	min	PROPN
fis-5669	53	15	.	.	PUNCT
fis-5669	54	1	the	the	DET
fis-5669	54	2	tensile	tensile	NOUN
fis-5669	54	3	tests	test	NOUN
fis-5669	54	4	were	be	AUX
fis-5669	54	5	performed	perform	VERB
fis-5669	54	6	on	on	ADP
fis-5669	54	7	five	five	NUM
fis-5669	54	8	specimens	specimen	NOUN
fis-5669	54	9	and	and	CCONJ
fis-5669	54	10	strain	strain	NOUN
fis-5669	54	11	was	be	AUX
fis-5669	54	12	measured	measure	VERB
fis-5669	54	13	using	use	VERB
fis-5669	54	14	two	two	NUM
fis-5669	54	15	independent	independent	ADJ
fis-5669	54	16	systems	system	NOUN
fis-5669	54	17	:	:	PUNCT
fis-5669	54	18	a	a	DET
fis-5669	54	19	clip	clip	NOUN
fis-5669	54	20	-	-	PUNCT
fis-5669	54	21	on	on	ADP
fis-5669	54	22	extensometer	extensometer	ADV
fis-5669	54	23	and	and	CCONJ
fis-5669	54	24	a	a	DET
fis-5669	54	25	digital	digital	ADJ
fis-5669	54	26	image	image	NOUN
fis-5669	54	27	correlation	correlation	NOUN
fis-5669	54	28	system	system	NOUN
fis-5669	54	29	.	.	PUNCT
fis-5669	55	1	the	the	DET
fis-5669	55	2	fracture	fracture	ADJ
fis-5669	55	3	experiments	experiment	NOUN
fis-5669	55	4	on	on	ADP
fis-5669	55	5	u	u	ADJ
fis-5669	55	6	-	-	ADJ
fis-5669	55	7	notched	notched	ADJ
fis-5669	55	8	specimens	specimen	NOUN
fis-5669	55	9	were	be	AUX
fis-5669	55	10	conducted	conduct	VERB
fis-5669	55	11	to	to	PART
fis-5669	55	12	determine	determine	VERB
fis-5669	55	13	the	the	DET
fis-5669	55	14	fracture	fracture	NOUN
fis-5669	55	15	load	load	NOUN
fis-5669	55	16	for	for	ADP
fis-5669	55	17	eleven	eleven	NUM
fis-5669	55	18	different	different	ADJ
fis-5669	55	19	configurations	configuration	NOUN
fis-5669	55	20	with	with	ADP
fis-5669	55	21	notch	notch	ADJ
fis-5669	55	22	depths	depth	NOUN
fis-5669	55	23	ranging	range	VERB
fis-5669	55	24	from	from	ADP
fis-5669	55	25	4	4	NUM
fis-5669	55	26	mm	mm	NOUN
fis-5669	55	27	and	and	CCONJ
fis-5669	55	28	7	7	NUM
fis-5669	55	29	mm	mm	NOUN
fis-5669	55	30	and	and	CCONJ
fis-5669	55	31	notch	notch	ADJ
fis-5669	55	32	radii	radius	NOUN
fis-5669	55	33	between	between	ADP
fis-5669	55	34	1.5	1.5	NUM
fis-5669	55	35	mm	mm	NOUN
fis-5669	55	36	and	and	CCONJ
fis-5669	55	37	5	5	NUM
fis-5669	55	38	mm	mm	NOUN
fis-5669	55	39	.	.	PUNCT
fis-5669	56	1	three	three	NUM
fis-5669	56	2	duplicates	duplicate	NOUN
fis-5669	56	3	were	be	AUX
fis-5669	56	4	tested	test	VERB
fis-5669	56	5	for	for	ADP
fis-5669	56	6	each	each	DET
fis-5669	56	7	configuration	configuration	NOUN
fis-5669	56	8	to	to	PART
fis-5669	56	9	ensure	ensure	VERB
fis-5669	56	10	reproducibility	reproducibility	NOUN
fis-5669	56	11	.	.	PUNCT
fis-5669	57	1	dic	dic	PROPN
fis-5669	57	2	was	be	AUX
fis-5669	57	3	used	use	VERB
fis-5669	57	4	for	for	ADP
fis-5669	57	5	selected	select	VERB
fis-5669	57	6	samples	sample	NOUN
fis-5669	57	7	to	to	PART
fis-5669	57	8	visualize	visualize	VERB
fis-5669	57	9	and	and	CCONJ
fis-5669	57	10	quantify	quantify	VERB
fis-5669	57	11	the	the	DET
fis-5669	57	12	strain	strain	NOUN
fis-5669	57	13	field	field	NOUN
fis-5669	57	14	near	near	ADP
fis-5669	57	15	the	the	DET
fis-5669	57	16	notch	notch	ADJ
fis-5669	57	17	tip	tip	NOUN
fis-5669	57	18	.	.	PUNCT
fis-5669	58	1	determination	determination	NOUN
fis-5669	58	2	of	of	ADP
fis-5669	58	3	tcd	tcd	NOUN
fis-5669	58	4	parameters	parameter	NOUN
fis-5669	58	5	the	the	DET
fis-5669	58	6	theory	theory	NOUN
fis-5669	58	7	of	of	ADP
fis-5669	58	8	critical	critical	ADJ
fis-5669	58	9	distances	distance	NOUN
fis-5669	58	10	-	-	PUNCT
fis-5669	58	11	point	point	NOUN
fis-5669	58	12	method	method	NOUN
fis-5669	58	13	(	(	PUNCT
fis-5669	58	14	tcd	tcd	NOUN
fis-5669	58	15	-	-	PUNCT
fis-5669	58	16	pm	pm	NOUN
fis-5669	58	17	)	)	PUNCT
fis-5669	58	18	was	be	AUX
fis-5669	58	19	used	use	VERB
fis-5669	58	20	in	in	ADP
fis-5669	58	21	this	this	DET
fis-5669	58	22	study	study	NOUN
fis-5669	58	23	to	to	PART
fis-5669	58	24	estimate	estimate	VERB
fis-5669	58	25	the	the	DET
fis-5669	58	26	fracture	fracture	NOUN
fis-5669	58	27	in	in	ADP
fis-5669	58	28	the	the	DET
fis-5669	58	29	u	u	NOUN
fis-5669	58	30	-	-	ADJ
fis-5669	58	31	notched	notch	VERB
fis-5669	58	32	specimens	specimen	NOUN
fis-5669	58	33	.	.	PUNCT
fis-5669	59	1	tcd	tcd	NOUN
fis-5669	59	2	-	-	PUNCT
fis-5669	59	3	pm	pm	NOUN
fis-5669	59	4	assumes	assume	VERB
fis-5669	59	5	that	that	SCONJ
fis-5669	59	6	fracture	fracture	PROPN
fis-5669	59	7	occurs	occur	VERB
fis-5669	59	8	when	when	SCONJ
fis-5669	59	9	the	the	DET
fis-5669	59	10	stress	stress	NOUN
fis-5669	59	11	at	at	ADP
fis-5669	59	12	a	a	DET
fis-5669	59	13	certain	certain	ADJ
fis-5669	59	14	distance	distance	NOUN
fis-5669	59	15	from	from	ADP
fis-5669	59	16	the	the	DET
fis-5669	59	17	notch	notch	ADJ
fis-5669	59	18	tip	tip	NOUN
fis-5669	59	19	,	,	PUNCT
fis-5669	59	20	known	know	VERB
fis-5669	59	21	as	as	ADP
fis-5669	59	22	critical	critical	ADJ
fis-5669	59	23	distance	distance	NOUN
fis-5669	59	24	,	,	PUNCT
fis-5669	59	25	reaches	reach	VERB
fis-5669	59	26	a	a	DET
fis-5669	59	27	material	material	NOUN
fis-5669	59	28	-	-	PUNCT
fis-5669	59	29	dependent	dependent	ADJ
fis-5669	59	30	critical	critical	ADJ
fis-5669	59	31	value	value	NOUN
fis-5669	59	32	[	[	X
fis-5669	59	33	14	14	NUM
fis-5669	59	34	]	]	PUNCT
fis-5669	59	35	.	.	PUNCT
fis-5669	60	1	the	the	DET
fis-5669	60	2	critical	critical	ADJ
fis-5669	60	3	distance	distance	NOUN
fis-5669	60	4	(	(	PUNCT
fis-5669	60	5	l/2	l/2	NUM
fis-5669	60	6	)	)	PUNCT
fis-5669	60	7	can	can	AUX
fis-5669	60	8	be	be	AUX
fis-5669	60	9	calculated	calculate	VERB
fis-5669	60	10	using	use	VERB
fis-5669	60	11	the	the	DET
fis-5669	60	12	material	material	NOUN
fis-5669	60	13	’s	’s	PART
fis-5669	60	14	fracture	fracture	ADJ
fis-5669	60	15	toughness	toughness	NOUN
fis-5669	60	16	and	and	CCONJ
fis-5669	60	17	inherent	inherent	ADJ
fis-5669	60	18	strength	strength	NOUN
fis-5669	60	19	using	use	VERB
fis-5669	60	20	eqn	eqn	NOUN
fis-5669	60	21	.	.	PUNCT
fis-5669	61	1	1	1	NUM
fis-5669	61	2	.	.	SYM
fis-5669	61	3	2	2	NUM
fis-5669	61	4	0	0	NUM
fis-5669	61	5	1	1	NUM
fis-5669	61	6	  	  	SPACE
fis-5669	61	7	ick	ick	NOUN
fis-5669	61	8	l	l	NOUN
fis-5669	61	9			ADJ
fis-5669	62	1			PROPN
fis-5669	62	2			NOUN
fis-5669	62	3			NOUN
fis-5669	62	4			PROPN
fis-5669	63	1			PROPN
fis-5669	63	2			PROPN
fis-5669	64	1			PROPN
fis-5669	64	2			NOUN
fis-5669	64	3	(	(	PUNCT
fis-5669	64	4	1	1	NUM
fis-5669	64	5	)	)	PUNCT
fis-5669	64	6	the	the	DET
fis-5669	64	7	critical	critical	ADJ
fis-5669	64	8	distance	distance	NOUN
fis-5669	64	9	and	and	CCONJ
fis-5669	64	10	the	the	DET
fis-5669	64	11	inherent	inherent	ADJ
fis-5669	64	12	strength	strength	NOUN
fis-5669	64	13	can	can	AUX
fis-5669	64	14	also	also	ADV
fis-5669	64	15	be	be	AUX
fis-5669	64	16	calculated	calculate	VERB
fis-5669	64	17	experimentally	experimentally	ADV
fis-5669	64	18	for	for	ADP
fis-5669	64	19	materials	material	NOUN
fis-5669	64	20	exhibiting	exhibit	VERB
fis-5669	64	21	plastic	plastic	ADJ
fis-5669	64	22	behavior	behavior	NOUN
fis-5669	64	23	.	.	PUNCT
fis-5669	65	1	the	the	DET
fis-5669	65	2	inherent	inherent	ADJ
fis-5669	65	3	strength	strength	NOUN
fis-5669	65	4	and	and	CCONJ
fis-5669	65	5	critical	critical	ADJ
fis-5669	65	6	distance	distance	NOUN
fis-5669	65	7	have	have	AUX
fis-5669	65	8	been	be	AUX
fis-5669	65	9	determined	determine	VERB
fis-5669	65	10	in	in	ADP
fis-5669	65	11	our	our	PRON
fis-5669	65	12	previous	previous	ADJ
fis-5669	65	13	works	work	NOUN
fis-5669	65	14	[	[	X
fis-5669	65	15	9,26	9,26	X
fis-5669	65	16	]	]	PUNCT
fis-5669	65	17	by	by	ADP
fis-5669	65	18	examining	examine	VERB
fis-5669	65	19	the	the	DET
fis-5669	65	20	principal	principal	ADJ
fis-5669	65	21	stress	stress	NOUN
fis-5669	65	22	distribution	distribution	NOUN
fis-5669	65	23	ahead	ahead	ADV
fis-5669	65	24	of	of	ADP
fis-5669	65	25	notch	notch	ADJ
fis-5669	65	26	tip	tip	NOUN
fis-5669	65	27	for	for	ADP
fis-5669	65	28	varying	vary	VERB
fis-5669	65	29	notch	notch	NOUN
fis-5669	65	30	geometries	geometry	NOUN
fis-5669	65	31	and	and	CCONJ
fis-5669	65	32	identifying	identify	VERB
fis-5669	65	33	the	the	DET
fis-5669	65	34	intersection	intersection	NOUN
fis-5669	65	35	point	point	NOUN
fis-5669	65	36	of	of	ADP
fis-5669	65	37	their	their	PRON
fis-5669	65	38	stressdistance	stressdistance	NOUN
fis-5669	65	39	curves	curve	NOUN
fis-5669	65	40	.	.	PUNCT
fis-5669	66	1	the	the	DET
fis-5669	66	2	values	value	NOUN
fis-5669	66	3	for	for	ADP
fis-5669	66	4	critical	critical	ADJ
fis-5669	66	5	distance	distance	NOUN
fis-5669	66	6	(	(	PUNCT
fis-5669	66	7	l/2	l/2	NUM
fis-5669	66	8	)	)	PUNCT
fis-5669	66	9	and	and	CCONJ
fis-5669	66	10	inherent	inherent	ADJ
fis-5669	66	11	strength	strength	NOUN
fis-5669	66	12	(	(	PUNCT
fis-5669	66	13			NOUN
fis-5669	66	14	)	)	PUNCT
fis-5669	66	15	were	be	AUX
fis-5669	66	16	found	find	VERB
fis-5669	66	17	to	to	PART
fis-5669	66	18	be	be	AUX
fis-5669	66	19	6.95	6.95	NUM
fis-5669	66	20	mm	mm	NOUN
fis-5669	66	21	and	and	CCONJ
fis-5669	66	22	54.5	54.5	NUM
fis-5669	66	23	mpa	mpa	NOUN
fis-5669	66	24	,	,	PUNCT
fis-5669	66	25	respectively	respectively	ADV
fis-5669	66	26	.	.	PUNCT
fis-5669	67	1	these	these	DET
fis-5669	67	2	constants	constant	NOUN
fis-5669	67	3	were	be	AUX
fis-5669	67	4	used	use	VERB
fis-5669	67	5	in	in	ADP
fis-5669	67	6	all	all	DET
fis-5669	67	7	subsequent	subsequent	ADJ
fis-5669	67	8	fracture	fracture	NOUN
fis-5669	67	9	predictions	prediction	NOUN
fis-5669	67	10	in	in	ADP
fis-5669	67	11	finite	finite	ADJ
fis-5669	67	12	element	element	NOUN
fis-5669	67	13	simulations	simulation	NOUN
fis-5669	67	14	based	base	VERB
fis-5669	67	15	on	on	ADP
fis-5669	67	16	point	point	NOUN
fis-5669	67	17	method	method	NOUN
fis-5669	67	18	,	,	PUNCT
fis-5669	67	19	as	as	SCONJ
fis-5669	67	20	described	describe	VERB
fis-5669	67	21	in	in	ADP
fis-5669	67	22	following	follow	VERB
fis-5669	67	23	sections	section	NOUN
fis-5669	67	24	.	.	PUNCT
fis-5669	68	1	finite	finite	PROPN
fis-5669	68	2	element	element	NOUN
fis-5669	68	3	modeling	modeling	NOUN
fis-5669	68	4	and	and	CCONJ
fis-5669	68	5	fracture	fracture	NOUN
fis-5669	68	6	load	load	NOUN
fis-5669	68	7	predictions	prediction	NOUN
fis-5669	68	8	a	a	DET
fis-5669	68	9	linear	linear	ADJ
fis-5669	68	10	elastic	elastic	ADJ
fis-5669	68	11	element	element	NOUN
fis-5669	68	12	model	model	NOUN
fis-5669	68	13	was	be	AUX
fis-5669	68	14	developed	develop	VERB
fis-5669	68	15	in	in	ADP
fis-5669	68	16	ansys	ansys	PROPN
fis-5669	68	17	mechanical	mechanical	PROPN
fis-5669	68	18	via	via	ADP
fis-5669	68	19	pymapdl	pymapdl	NOUN
fis-5669	68	20	to	to	PART
fis-5669	68	21	simulate	simulate	VERB
fis-5669	68	22	the	the	DET
fis-5669	68	23	u	u	NOUN
fis-5669	68	24	-	-	ADJ
fis-5669	68	25	notched	notch	VERB
fis-5669	68	26	specimens	specimen	NOUN
fis-5669	68	27	and	and	CCONJ
fis-5669	68	28	extract	extract	VERB
fis-5669	68	29	stress	stress	NOUN
fis-5669	68	30	values	value	NOUN
fis-5669	68	31	for	for	ADP
fis-5669	68	32	tcd	tcd	NOUN
fis-5669	68	33	-	-	PUNCT
fis-5669	68	34	pm	pm	NOUN
fis-5669	68	35	calculations	calculation	NOUN
fis-5669	68	36	.	.	PUNCT
fis-5669	69	1	as	as	SCONJ
fis-5669	69	2	already	already	ADV
fis-5669	69	3	mentioned	mention	VERB
fis-5669	69	4	,	,	PUNCT
fis-5669	69	5	tcd	tcd	NOUN
fis-5669	69	6	-	-	PUNCT
fis-5669	69	7	pm	pm	NOUN
fis-5669	69	8	is	be	AUX
fis-5669	69	9	based	base	VERB
fis-5669	69	10	on	on	ADP
fis-5669	69	11	linear	linear	ADJ
fis-5669	69	12	elastic	elastic	ADJ
fis-5669	69	13	analysis	analysis	NOUN
fis-5669	69	14	,	,	PUNCT
fis-5669	69	15	so	so	SCONJ
fis-5669	69	16	the	the	DET
fis-5669	69	17	material	material	ADJ
fis-5669	69	18	behavior	behavior	NOUN
fis-5669	69	19	of	of	ADP
fis-5669	69	20	polycarbonate	polycarbonate	NOUN
fis-5669	69	21	was	be	AUX
fis-5669	69	22	assumed	assume	VERB
fis-5669	69	23	to	to	PART
fis-5669	69	24	be	be	AUX
fis-5669	69	25	linear	linear	ADJ
fis-5669	69	26	elastic	elastic	ADJ
fis-5669	69	27	with	with	ADP
fis-5669	69	28	young	young	ADJ
fis-5669	69	29	’s	’s	PART
fis-5669	69	30	modulus	modulus	NOUN
fis-5669	69	31	and	and	CCONJ
fis-5669	69	32	poisson	poisson	PROPN
fis-5669	69	33	’s	’s	PART
fis-5669	69	34	ratio	ratio	NOUN
fis-5669	69	35	equal	equal	ADJ
fis-5669	69	36	to	to	ADP
fis-5669	69	37	2267.6	2267.6	NUM
fis-5669	69	38	mpa	mpa	NOUN
fis-5669	69	39	and	and	CCONJ
fis-5669	69	40	0.38	0.38	NUM
fis-5669	69	41	,	,	PUNCT
fis-5669	69	42	respectively	respectively	ADV
fis-5669	69	43	[	[	X
fis-5669	69	44	26	26	NUM
fis-5669	69	45	]	]	PUNCT
fis-5669	69	46	.	.	PUNCT
fis-5669	70	1	although	although	SCONJ
fis-5669	70	2	polycarbonate	polycarbonate	NOUN
fis-5669	70	3	exhibits	exhibit	VERB
fis-5669	70	4	elastic	elastic	ADJ
fis-5669	70	5	-	-	PUNCT
fis-5669	70	6	plastic	plastic	NOUN
fis-5669	70	7	behavior	behavior	NOUN
fis-5669	70	8	under	under	ADP
fis-5669	70	9	large	large	ADJ
fis-5669	70	10	deformation	deformation	NOUN
fis-5669	70	11	,	,	PUNCT
fis-5669	70	12	the	the	DET
fis-5669	70	13	use	use	NOUN
fis-5669	70	14	of	of	ADP
fis-5669	70	15	a	a	DET
fis-5669	70	16	linear	linear	ADJ
fis-5669	70	17	-	-	PUNCT
fis-5669	70	18	elastic	elastic	ADJ
fis-5669	70	19	material	material	NOUN
fis-5669	70	20	model	model	NOUN
fis-5669	70	21	was	be	AUX
fis-5669	70	22	adopted	adopt	VERB
fis-5669	70	23	to	to	PART
fis-5669	70	24	maintain	maintain	VERB
fis-5669	70	25	consistency	consistency	NOUN
fis-5669	70	26	with	with	ADP
fis-5669	70	27	the	the	DET
fis-5669	70	28	theoretical	theoretical	ADJ
fis-5669	70	29	basis	basis	NOUN
fis-5669	70	30	of	of	ADP
fis-5669	70	31	tcd	tcd	NOUN
fis-5669	70	32	-	-	PUNCT
fis-5669	70	33	pm	pm	PROPN
fis-5669	70	34	sa	sa	PROPN
fis-5669	70	35	.	.	PUNCT
fis-5669	71	1	farooq	farooq	PROPN
fis-5669	71	2	et	et	PROPN
fis-5669	71	3	alii	alii	PROPN
fis-5669	71	4	,	,	PUNCT
fis-5669	71	5	fracture	fracture	ADJ
fis-5669	71	6	and	and	CCONJ
fis-5669	71	7	structural	structural	ADJ
fis-5669	71	8	integrity	integrity	NOUN
fis-5669	71	9	,	,	PUNCT
fis-5669	71	10	75	75	NUM
fis-5669	71	11	(	(	PUNCT
fis-5669	71	12	2026	2026	NUM
fis-5669	71	13	)	)	PUNCT
fis-5669	71	14	362	362	NUM
fis-5669	71	15	-	-	SYM
fis-5669	71	16	372	372	NUM
fis-5669	71	17	;	;	PUNCT
fis-5669	71	18	doi	doi	NOUN
fis-5669	71	19	:	:	PUNCT
fis-5669	71	20	10.3221	10.3221	NUM
fis-5669	71	21	/	/	SYM
fis-5669	71	22	igf	igf	PROPN
fis-5669	71	23	-	-	PUNCT
fis-5669	71	24	esis.75.26	esis.75.26	ADJ
fis-5669	71	25	365	365	NUM
fis-5669	71	26	approach	approach	NOUN
fis-5669	71	27	,	,	PUNCT
fis-5669	71	28	which	which	PRON
fis-5669	71	29	evaluates	evaluate	VERB
fis-5669	71	30	fracture	fracture	ADJ
fis-5669	71	31	initiation	initiation	NOUN
fis-5669	71	32	from	from	ADP
fis-5669	71	33	elastic	elastic	ADJ
fis-5669	71	34	stress	stress	NOUN
fis-5669	71	35	distribution	distribution	NOUN
fis-5669	71	36	at	at	ADP
fis-5669	71	37	a	a	DET
fis-5669	71	38	defined	define	VERB
fis-5669	71	39	critical	critical	ADJ
fis-5669	71	40	distance	distance	NOUN
fis-5669	71	41	from	from	ADP
fis-5669	71	42	the	the	DET
fis-5669	71	43	notch	notch	NOUN
fis-5669	71	44	-	-	PUNCT
fis-5669	71	45	tip	tip	NOUN
fis-5669	71	46	.	.	PUNCT
fis-5669	72	1	experimental	experimental	ADJ
fis-5669	72	2	results	result	NOUN
fis-5669	72	3	discussed	discuss	VERB
fis-5669	72	4	in	in	ADP
fis-5669	72	5	result	result	NOUN
fis-5669	72	6	section	section	NOUN
fis-5669	72	7	showed	show	VERB
fis-5669	72	8	that	that	SCONJ
fis-5669	72	9	fracture	fracture	NOUN
fis-5669	72	10	initiation	initiation	NOUN
fis-5669	72	11	coincides	coincide	VERB
fis-5669	72	12	with	with	ADP
fis-5669	72	13	the	the	DET
fis-5669	72	14	onset	onset	NOUN
fis-5669	72	15	of	of	ADP
fis-5669	72	16	necking	neck	VERB
fis-5669	72	17	,	,	PUNCT
fis-5669	72	18	where	where	SCONJ
fis-5669	72	19	the	the	DET
fis-5669	72	20	local	local	ADJ
fis-5669	72	21	stress	stress	NOUN
fis-5669	72	22	field	field	NOUN
fis-5669	72	23	can	can	AUX
fis-5669	72	24	still	still	ADV
fis-5669	72	25	be	be	AUX
fis-5669	72	26	approximated	approximate	VERB
fis-5669	72	27	as	as	ADP
fis-5669	72	28	linear	linear	PROPN
fis-5669	72	29	elastic	elastic	ADJ
fis-5669	72	30	.	.	PUNCT
fis-5669	73	1	therefore	therefore	ADV
fis-5669	73	2	,	,	PUNCT
fis-5669	73	3	adapting	adapt	VERB
fis-5669	73	4	a	a	DET
fis-5669	73	5	linear	linear	ADJ
fis-5669	73	6	-	-	PUNCT
fis-5669	73	7	elastic	elastic	ADJ
fis-5669	73	8	material	material	NOUN
fis-5669	73	9	model	model	NOUN
fis-5669	73	10	ensures	ensure	VERB
fis-5669	73	11	consistency	consistency	NOUN
fis-5669	73	12	between	between	ADP
fis-5669	73	13	the	the	DET
fis-5669	73	14	experimental	experimental	ADJ
fis-5669	73	15	fracture	fracture	NOUN
fis-5669	73	16	load	load	NOUN
fis-5669	73	17	and	and	CCONJ
fis-5669	73	18	tcd	tcd	NOUN
fis-5669	73	19	-	-	PUNCT
fis-5669	73	20	pm	pm	NOUN
fis-5669	73	21	predictions	prediction	NOUN
fis-5669	73	22	,	,	PUNCT
fis-5669	73	23	as	as	SCONJ
fis-5669	73	24	also	also	ADV
fis-5669	73	25	reported	report	VERB
fis-5669	73	26	in	in	ADP
fis-5669	73	27	previous	previous	ADJ
fis-5669	73	28	studies	study	NOUN
fis-5669	73	29	[	[	X
fis-5669	73	30	9,26	9,26	X
fis-5669	73	31	]	]	X
fis-5669	73	32	.	.	PUNCT
fis-5669	74	1	the	the	DET
fis-5669	74	2	geometry	geometry	NOUN
fis-5669	74	3	was	be	AUX
fis-5669	74	4	modeled	model	VERB
fis-5669	74	5	as	as	ADP
fis-5669	74	6	a	a	DET
fis-5669	74	7	2d	2d	NUM
fis-5669	74	8	plane	plane	NOUN
fis-5669	74	9	stress	stress	NOUN
fis-5669	74	10	with	with	ADP
fis-5669	74	11	thickness	thickness	NOUN
fis-5669	74	12	with	with	ADP
fis-5669	74	13	actual	actual	ADJ
fis-5669	74	14	specimen	speciman	NOUN
fis-5669	74	15	dimensions	dimension	NOUN
fis-5669	74	16	,	,	PUNCT
fis-5669	74	17	however	however	ADV
fis-5669	74	18	only	only	ADV
fis-5669	74	19	half	half	DET
fis-5669	74	20	the	the	DET
fis-5669	74	21	specimen	speciman	NOUN
fis-5669	74	22	was	be	AUX
fis-5669	74	23	modeled	model	VERB
fis-5669	74	24	due	due	ADJ
fis-5669	74	25	to	to	ADP
fis-5669	74	26	symmetry	symmetry	NOUN
fis-5669	74	27	of	of	ADP
fis-5669	74	28	the	the	DET
fis-5669	74	29	specimen	speciman	NOUN
fis-5669	74	30	.	.	PUNCT
fis-5669	75	1	the	the	DET
fis-5669	75	2	geometry	geometry	NOUN
fis-5669	75	3	was	be	AUX
fis-5669	75	4	meshed	mesh	VERB
fis-5669	75	5	using	use	VERB
fis-5669	75	6	plane	plane	NOUN
fis-5669	75	7	183	183	NUM
fis-5669	75	8	elements	element	NOUN
fis-5669	75	9	with	with	ADP
fis-5669	75	10	refined	refined	ADJ
fis-5669	75	11	meshing	meshing	NOUN
fis-5669	75	12	near	near	ADP
fis-5669	75	13	the	the	DET
fis-5669	75	14	notch	notch	ADJ
fis-5669	75	15	tip	tip	NOUN
fis-5669	75	16	as	as	SCONJ
fis-5669	75	17	shown	show	VERB
fis-5669	75	18	in	in	ADP
fis-5669	75	19	fig	fig	NOUN
fis-5669	75	20	.	.	PUNCT
fis-5669	76	1	3	3	X
fis-5669	76	2	.	.	X
fis-5669	76	3	for	for	ADP
fis-5669	76	4	the	the	DET
fis-5669	76	5	boundary	boundary	ADJ
fis-5669	76	6	conditions	condition	NOUN
fis-5669	76	7	,	,	PUNCT
fis-5669	76	8	the	the	DET
fis-5669	76	9	displacement	displacement	NOUN
fis-5669	76	10	was	be	AUX
fis-5669	76	11	restricted	restrict	VERB
fis-5669	76	12	in	in	ADP
fis-5669	76	13	the	the	DET
fis-5669	76	14	vertical	vertical	ADJ
fis-5669	76	15	direction	direction	NOUN
fis-5669	76	16	at	at	ADP
fis-5669	76	17	the	the	DET
fis-5669	76	18	lower	low	ADJ
fis-5669	76	19	edge	edge	NOUN
fis-5669	76	20	of	of	ADP
fis-5669	76	21	sample	sample	NOUN
fis-5669	76	22	and	and	CCONJ
fis-5669	76	23	in	in	ADP
fis-5669	76	24	the	the	DET
fis-5669	76	25	horizontal	horizontal	ADJ
fis-5669	76	26	direction	direction	NOUN
fis-5669	76	27	at	at	ADP
fis-5669	76	28	the	the	DET
fis-5669	76	29	edge	edge	NOUN
fis-5669	76	30	of	of	ADP
fis-5669	76	31	the	the	DET
fis-5669	76	32	geometry	geometry	NOUN
fis-5669	76	33	.	.	PUNCT
fis-5669	77	1	the	the	DET
fis-5669	77	2	load	load	NOUN
fis-5669	77	3	was	be	AUX
fis-5669	77	4	applied	apply	VERB
fis-5669	77	5	as	as	ADP
fis-5669	77	6	a	a	DET
fis-5669	77	7	negative	negative	ADJ
fis-5669	77	8	pressure	pressure	NOUN
fis-5669	77	9	at	at	ADP
fis-5669	77	10	the	the	DET
fis-5669	77	11	top	top	ADJ
fis-5669	77	12	edge	edge	NOUN
fis-5669	77	13	to	to	PART
fis-5669	77	14	simulate	simulate	VERB
fis-5669	77	15	quasi	quasi	ADJ
fis-5669	77	16	-	-	ADJ
fis-5669	77	17	static	static	ADJ
fis-5669	77	18	loading	loading	NOUN
fis-5669	77	19	[	[	X
fis-5669	77	20	26	26	NUM
fis-5669	77	21	]	]	PUNCT
fis-5669	77	22	.	.	PUNCT
fis-5669	78	1	fracture	fracture	NOUN
fis-5669	78	2	loads	load	NOUN
fis-5669	78	3	were	be	AUX
fis-5669	78	4	calculated	calculate	VERB
fis-5669	78	5	for	for	ADP
fis-5669	78	6	the	the	DET
fis-5669	78	7	eleven	eleven	NUM
fis-5669	78	8	specimens	specimen	NOUN
fis-5669	78	9	by	by	ADP
fis-5669	78	10	incrementally	incrementally	ADV
fis-5669	78	11	applying	apply	VERB
fis-5669	78	12	the	the	DET
fis-5669	78	13	load	load	NOUN
fis-5669	78	14	and	and	CCONJ
fis-5669	78	15	calculating	calculate	VERB
fis-5669	78	16	the	the	DET
fis-5669	78	17	stress	stress	NOUN
fis-5669	78	18	at	at	ADP
fis-5669	78	19	the	the	DET
fis-5669	78	20	critical	critical	ADJ
fis-5669	78	21	distance	distance	NOUN
fis-5669	78	22	(	(	PUNCT
fis-5669	78	23	6.95	6.95	NUM
fis-5669	78	24	mm	mm	NOUN
fis-5669	78	25	)	)	PUNCT
fis-5669	78	26	with	with	ADP
fis-5669	78	27	the	the	DET
fis-5669	78	28	inherent	inherent	ADJ
fis-5669	78	29	strength	strength	NOUN
fis-5669	78	30	of	of	ADP
fis-5669	78	31	the	the	DET
fis-5669	78	32	material	material	NOUN
fis-5669	78	33	(	(	PUNCT
fis-5669	78	34	54.5	54.5	NUM
fis-5669	78	35	mpa	mpa	NOUN
fis-5669	78	36	)	)	PUNCT
fis-5669	78	37	.	.	PUNCT
fis-5669	79	1	the	the	DET
fis-5669	79	2	load	load	NOUN
fis-5669	79	3	at	at	ADP
fis-5669	79	4	which	which	PRON
fis-5669	79	5	the	the	DET
fis-5669	79	6	stress	stress	NOUN
fis-5669	79	7	is	be	AUX
fis-5669	79	8	equal	equal	ADJ
fis-5669	79	9	to	to	ADP
fis-5669	79	10	inherent	inherent	ADJ
fis-5669	79	11	strength	strength	NOUN
fis-5669	79	12	was	be	AUX
fis-5669	79	13	taken	take	VERB
fis-5669	79	14	as	as	ADP
fis-5669	79	15	fracture	fracture	NOUN
fis-5669	79	16	load	load	NOUN
fis-5669	79	17	for	for	ADP
fis-5669	79	18	that	that	DET
fis-5669	79	19	geometry	geometry	NOUN
fis-5669	79	20	.	.	PUNCT
fis-5669	80	1	synthetic	synthetic	ADJ
fis-5669	80	2	dataset	dataset	NOUN
fis-5669	80	3	generation	generation	NOUN
fis-5669	80	4	using	use	VERB
fis-5669	80	5	pymapdl	pymapdl	NOUN
fis-5669	80	6	the	the	DET
fis-5669	80	7	synthetic	synthetic	ADJ
fis-5669	80	8	dataset	dataset	NOUN
fis-5669	80	9	used	use	VERB
fis-5669	80	10	in	in	ADP
fis-5669	80	11	the	the	DET
fis-5669	80	12	machine	machine	NOUN
fis-5669	80	13	learning	learning	NOUN
fis-5669	80	14	model	model	NOUN
fis-5669	80	15	was	be	AUX
fis-5669	80	16	generated	generate	VERB
fis-5669	80	17	using	use	VERB
fis-5669	80	18	pymapdl	pymapdl	NOUN
fis-5669	80	19	by	by	ADP
fis-5669	80	20	varying	vary	VERB
fis-5669	80	21	the	the	DET
fis-5669	80	22	notch	notch	ADJ
fis-5669	80	23	depth	depth	NOUN
fis-5669	80	24	and	and	CCONJ
fis-5669	80	25	notch	notch	NOUN
fis-5669	80	26	radius	radius	NOUN
fis-5669	80	27	.	.	PUNCT
fis-5669	81	1	a	a	DET
fis-5669	81	2	total	total	NOUN
fis-5669	81	3	of	of	ADP
fis-5669	81	4	32	32	NUM
fis-5669	81	5	synthetic	synthetic	ADJ
fis-5669	81	6	data	datum	NOUN
fis-5669	81	7	points	point	NOUN
fis-5669	81	8	were	be	AUX
fis-5669	81	9	produced	produce	VERB
fis-5669	81	10	with	with	ADP
fis-5669	81	11	notch	notch	ADJ
fis-5669	81	12	radii	radius	NOUN
fis-5669	81	13	ranging	range	VERB
fis-5669	81	14	from	from	ADP
fis-5669	81	15	1.5	1.5	NUM
fis-5669	81	16	mm	mm	NOUN
fis-5669	81	17	to	to	ADP
fis-5669	81	18	4.5	4.5	NUM
fis-5669	81	19	mm	mm	NOUN
fis-5669	81	20	,	,	PUNCT
fis-5669	81	21	and	and	CCONJ
fis-5669	81	22	depths	depth	NOUN
fis-5669	81	23	from	from	ADP
fis-5669	81	24	4.5	4.5	NUM
fis-5669	81	25	mm	mm	NOUN
fis-5669	81	26	to	to	ADP
fis-5669	81	27	10	10	NUM
fis-5669	81	28	mm	mm	NOUN
fis-5669	81	29	,	,	PUNCT
fis-5669	81	30	without	without	ADP
fis-5669	81	31	overlapping	overlap	VERB
fis-5669	81	32	the	the	DET
fis-5669	81	33	experimental	experimental	ADJ
fis-5669	81	34	specimen	speciman	NOUN
fis-5669	81	35	geometries	geometry	NOUN
fis-5669	81	36	.	.	PUNCT
fis-5669	82	1	the	the	DET
fis-5669	82	2	same	same	ADJ
fis-5669	82	3	finite	finite	ADJ
fis-5669	82	4	element	element	NOUN
fis-5669	82	5	analysis	analysis	NOUN
fis-5669	82	6	setup	setup	NOUN
fis-5669	82	7	and	and	CCONJ
fis-5669	82	8	material	material	NOUN
fis-5669	82	9	model	model	NOUN
fis-5669	82	10	were	be	AUX
fis-5669	82	11	employed	employ	VERB
fis-5669	82	12	.	.	PUNCT
fis-5669	83	1	a	a	DET
fis-5669	83	2	looped	loop	VERB
fis-5669	83	3	simulation	simulation	NOUN
fis-5669	83	4	was	be	AUX
fis-5669	83	5	implemented	implement	VERB
fis-5669	83	6	where	where	SCONJ
fis-5669	83	7	the	the	DET
fis-5669	83	8	load	load	NOUN
fis-5669	83	9	gradually	gradually	ADV
fis-5669	83	10	increased	increase	VERB
fis-5669	83	11	in	in	ADP
fis-5669	83	12	steps	step	NOUN
fis-5669	83	13	of	of	ADP
fis-5669	83	14	50	50	NUM
fis-5669	83	15	n	n	CCONJ
fis-5669	83	16	,	,	PUNCT
fis-5669	83	17	and	and	CCONJ
fis-5669	83	18	the	the	DET
fis-5669	83	19	maximum	maximum	ADJ
fis-5669	83	20	principal	principal	ADJ
fis-5669	83	21	stress	stress	NOUN
fis-5669	83	22	at	at	ADP
fis-5669	83	23	critical	critical	ADJ
fis-5669	83	24	distance	distance	NOUN
fis-5669	83	25	was	be	AUX
fis-5669	83	26	extracted	extract	VERB
fis-5669	83	27	at	at	ADP
fis-5669	83	28	each	each	DET
fis-5669	83	29	step	step	NOUN
fis-5669	83	30	,	,	PUNCT
fis-5669	83	31	until	until	SCONJ
fis-5669	83	32	it	it	PRON
fis-5669	83	33	reaches	reach	VERB
fis-5669	83	34	or	or	CCONJ
fis-5669	83	35	exceeds	exceed	VERB
fis-5669	83	36	the	the	DET
fis-5669	83	37	inherent	inherent	ADJ
fis-5669	83	38	strength	strength	NOUN
fis-5669	83	39	value	value	NOUN
fis-5669	83	40	of	of	ADP
fis-5669	83	41	54.5	54.5	NUM
fis-5669	83	42	mpa	mpa	NOUN
fis-5669	83	43	.	.	PUNCT
fis-5669	84	1	if	if	SCONJ
fis-5669	84	2	the	the	DET
fis-5669	84	3	stress	stress	NOUN
fis-5669	84	4	exceeds	exceed	VERB
fis-5669	84	5	this	this	DET
fis-5669	84	6	value	value	NOUN
fis-5669	84	7	,	,	PUNCT
fis-5669	84	8	the	the	DET
fis-5669	84	9	routine	routine	NOUN
fis-5669	84	10	finetunes	finetune	VERB
fis-5669	84	11	the	the	DET
fis-5669	84	12	load	load	NOUN
fis-5669	84	13	steps	step	NOUN
fis-5669	84	14	to	to	ADP
fis-5669	84	15	5	5	NUM
fis-5669	84	16	n	n	NOUN
fis-5669	84	17	and	and	CCONJ
fis-5669	84	18	then	then	ADV
fis-5669	84	19	to	to	ADP
fis-5669	84	20	1	1	NUM
fis-5669	84	21	n	n	CCONJ
fis-5669	84	22	,	,	PUNCT
fis-5669	84	23	running	run	VERB
fis-5669	84	24	the	the	DET
fis-5669	84	25	simulation	simulation	NOUN
fis-5669	84	26	from	from	ADP
fis-5669	84	27	the	the	DET
fis-5669	84	28	last	last	ADJ
fis-5669	84	29	load	load	NOUN
fis-5669	84	30	which	which	PRON
fis-5669	84	31	corresponds	correspond	VERB
fis-5669	84	32	to	to	ADP
fis-5669	84	33	stress	stress	NOUN
fis-5669	84	34	below	below	ADP
fis-5669	84	35	inherent	inherent	ADJ
fis-5669	84	36	strength	strength	NOUN
fis-5669	84	37	,	,	PUNCT
fis-5669	84	38	until	until	SCONJ
fis-5669	84	39	it	it	PRON
fis-5669	84	40	reaches	reach	VERB
fis-5669	84	41	the	the	DET
fis-5669	84	42	value	value	NOUN
fis-5669	84	43	of	of	ADP
fis-5669	84	44	54.5	54.5	NUM
fis-5669	84	45	mpa	mpa	NOUN
fis-5669	84	46	to	to	PART
fis-5669	84	47	accurately	accurately	ADV
fis-5669	84	48	determine	determine	VERB
fis-5669	84	49	the	the	DET
fis-5669	84	50	fracture	fracture	NOUN
fis-5669	84	51	load	load	NOUN
fis-5669	84	52	.	.	PUNCT
fis-5669	85	1	the	the	DET
fis-5669	85	2	final	final	ADJ
fis-5669	85	3	load	load	NOUN
fis-5669	85	4	where	where	SCONJ
fis-5669	85	5	the	the	DET
fis-5669	85	6	maximum	maximum	ADJ
fis-5669	85	7	principal	principal	ADJ
fis-5669	85	8	stress	stress	NOUN
fis-5669	85	9	at	at	ADP
fis-5669	85	10	the	the	DET
fis-5669	85	11	critical	critical	ADJ
fis-5669	85	12	distance	distance	NOUN
fis-5669	85	13	(	(	PUNCT
fis-5669	85	14	6.95	6.95	NUM
fis-5669	85	15	mm	mm	NOUN
fis-5669	85	16	)	)	PUNCT
fis-5669	85	17	equals	equal	VERB
fis-5669	85	18	inherent	inherent	ADJ
fis-5669	85	19	strength	strength	NOUN
fis-5669	85	20	(	(	PUNCT
fis-5669	85	21	54.5	54.5	NUM
fis-5669	85	22	mpa	mpa	NOUN
fis-5669	85	23	)	)	PUNCT
fis-5669	85	24	was	be	AUX
fis-5669	85	25	recorded	record	VERB
fis-5669	85	26	as	as	ADP
fis-5669	85	27	the	the	DET
fis-5669	85	28	predicted	predict	VERB
fis-5669	85	29	fracture	fracture	NOUN
fis-5669	85	30	load	load	NOUN
fis-5669	85	31	for	for	ADP
fis-5669	85	32	that	that	DET
fis-5669	85	33	specific	specific	ADJ
fis-5669	85	34	geometry	geometry	NOUN
fis-5669	85	35	.	.	PUNCT
fis-5669	86	1	this	this	DET
fis-5669	86	2	method	method	NOUN
fis-5669	86	3	generates	generate	VERB
fis-5669	86	4	high	high	ADJ
fis-5669	86	5	-	-	PUNCT
fis-5669	86	6	fidelity	fidelity	NOUN
fis-5669	86	7	synthetic	synthetic	NOUN
fis-5669	86	8	dataset	dataset	NOUN
fis-5669	86	9	linking	link	VERB
fis-5669	86	10	the	the	DET
fis-5669	86	11	notch	notch	ADJ
fis-5669	86	12	depth	depth	NOUN
fis-5669	86	13	and	and	CCONJ
fis-5669	86	14	radius	radius	NOUN
fis-5669	86	15	to	to	PART
fis-5669	86	16	predicted	predict	VERB
fis-5669	86	17	fracture	fracture	PROPN
fis-5669	86	18	loads	load	NOUN
fis-5669	86	19	,	,	PUNCT
fis-5669	86	20	which	which	PRON
fis-5669	86	21	was	be	AUX
fis-5669	86	22	later	later	ADV
fis-5669	86	23	used	use	VERB
fis-5669	86	24	for	for	ADP
fis-5669	86	25	the	the	DET
fis-5669	86	26	training	training	NOUN
fis-5669	86	27	and	and	CCONJ
fis-5669	86	28	validation	validation	NOUN
fis-5669	86	29	of	of	ADP
fis-5669	86	30	the	the	DET
fis-5669	86	31	machine	machine	NOUN
fis-5669	86	32	learning	learning	NOUN
fis-5669	86	33	model	model	NOUN
fis-5669	86	34	as	as	SCONJ
fis-5669	86	35	discussed	discuss	VERB
fis-5669	86	36	in	in	ADP
fis-5669	86	37	the	the	DET
fis-5669	86	38	following	follow	VERB
fis-5669	86	39	section	section	NOUN
fis-5669	86	40	.	.	PUNCT
fis-5669	87	1	it	it	PRON
fis-5669	87	2	is	be	AUX
fis-5669	87	3	important	important	ADJ
fis-5669	87	4	to	to	PART
fis-5669	87	5	mention	mention	VERB
fis-5669	87	6	that	that	SCONJ
fis-5669	87	7	the	the	DET
fis-5669	87	8	synthetic	synthetic	ADJ
fis-5669	87	9	dataset	dataset	NOUN
fis-5669	87	10	generated	generate	VERB
fis-5669	87	11	is	be	AUX
fis-5669	87	12	valid	valid	ADJ
fis-5669	87	13	within	within	ADP
fis-5669	87	14	the	the	DET
fis-5669	87	15	geometric	geometric	ADJ
fis-5669	87	16	and	and	CCONJ
fis-5669	87	17	material	material	NOUN
fis-5669	87	18	assumptions	assumption	NOUN
fis-5669	87	19	inherent	inherent	ADJ
fis-5669	87	20	to	to	PART
fis-5669	87	21	finite	finite	VERB
fis-5669	87	22	element	element	NOUN
fis-5669	87	23	model	model	NOUN
fis-5669	87	24	.	.	PUNCT
fis-5669	88	1	the	the	DET
fis-5669	88	2	notch	notch	ADJ
fis-5669	88	3	radius	radius	NOUN
fis-5669	88	4	(	(	PUNCT
fis-5669	88	5	ρ	ρ	NOUN
fis-5669	88	6	)	)	PUNCT
fis-5669	88	7	and	and	CCONJ
fis-5669	88	8	depth	depth	NOUN
fis-5669	88	9	(	(	PUNCT
fis-5669	88	10	dp	dp	NOUN
fis-5669	88	11	)	)	PUNCT
fis-5669	88	12	combinations	combination	NOUN
fis-5669	88	13	were	be	AUX
fis-5669	88	14	varied	varied	ADJ
fis-5669	88	15	between	between	ADP
fis-5669	88	16	1.5	1.5	NUM
fis-5669	88	17	to	to	PART
fis-5669	88	18	4.5	4.5	NUM
fis-5669	88	19	mm	mm	NOUN
fis-5669	88	20	and	and	CCONJ
fis-5669	88	21	4	4	NUM
fis-5669	88	22	to	to	PART
fis-5669	88	23	10	10	NUM
fis-5669	88	24	mm	mm	NOUN
fis-5669	88	25	,	,	PUNCT
fis-5669	88	26	respectively	respectively	ADV
fis-5669	88	27	as	as	SCONJ
fis-5669	88	28	it	it	PRON
fis-5669	88	29	was	be	AUX
fis-5669	88	30	observed	observe	VERB
fis-5669	88	31	when	when	SCONJ
fis-5669	88	32	the	the	DET
fis-5669	88	33	notch	notch	ADJ
fis-5669	88	34	radius	radius	NOUN
fis-5669	88	35	or	or	CCONJ
fis-5669	88	36	depth	depth	NOUN
fis-5669	88	37	exceeds	exceed	VERB
fis-5669	88	38	certain	certain	ADJ
fis-5669	88	39	limits	limit	NOUN
fis-5669	88	40	,	,	PUNCT
fis-5669	88	41	the	the	DET
fis-5669	88	42	geometry	geometry	NOUN
fis-5669	88	43	could	could	AUX
fis-5669	88	44	not	not	PART
fis-5669	88	45	be	be	AUX
fis-5669	88	46	meshed	mesh	VERB
fis-5669	88	47	.	.	PUNCT
fis-5669	89	1	therefore	therefore	ADV
fis-5669	89	2	,	,	PUNCT
fis-5669	89	3	the	the	DET
fis-5669	89	4	synthetic	synthetic	ADJ
fis-5669	89	5	data	datum	NOUN
fis-5669	89	6	are	be	AUX
fis-5669	89	7	considered	consider	VERB
fis-5669	89	8	valid	valid	ADJ
fis-5669	89	9	and	and	CCONJ
fis-5669	89	10	acceptable	acceptable	ADJ
fis-5669	89	11	only	only	ADV
fis-5669	89	12	within	within	ADP
fis-5669	89	13	the	the	DET
fis-5669	89	14	range	range	NOUN
fis-5669	89	15	mentioned	mention	VERB
fis-5669	89	16	,	,	PUNCT
fis-5669	89	17	maintaining	maintain	VERB
fis-5669	89	18	the	the	DET
fis-5669	89	19	same	same	ADJ
fis-5669	89	20	specimen	speciman	NOUN
fis-5669	89	21	thickness	thickness	NOUN
fis-5669	89	22	,	,	PUNCT
fis-5669	89	23	boundary	boundary	ADJ
fis-5669	89	24	conditions	condition	NOUN
fis-5669	89	25	.	.	PUNCT
fis-5669	90	1	the	the	DET
fis-5669	90	2	simulations	simulation	NOUN
fis-5669	90	3	remained	remain	VERB
fis-5669	90	4	stable	stable	ADJ
fis-5669	90	5	and	and	CCONJ
fis-5669	90	6	consistent	consistent	ADJ
fis-5669	90	7	with	with	ADP
fis-5669	90	8	the	the	DET
fis-5669	90	9	experimental	experimental	ADJ
fis-5669	90	10	configurations	configuration	NOUN
fis-5669	90	11	in	in	ADP
fis-5669	90	12	this	this	DET
fis-5669	90	13	range	range	NOUN
fis-5669	90	14	.	.	PUNCT
fis-5669	91	1	moreover	moreover	ADV
fis-5669	91	2	,	,	PUNCT
fis-5669	91	3	the	the	DET
fis-5669	91	4	tcd	tcd	NOUN
fis-5669	91	5	-	-	PUNCT
fis-5669	91	6	pm	pm	NOUN
fis-5669	91	7	assumes	assume	VERB
fis-5669	91	8	linear	linear	ADJ
fis-5669	91	9	-	-	PUNCT
fis-5669	91	10	elastic	elastic	ADJ
fis-5669	91	11	stress	stress	NOUN
fis-5669	91	12	fields	field	NOUN
fis-5669	91	13	,	,	PUNCT
fis-5669	91	14	these	these	DET
fis-5669	91	15	results	result	NOUN
fis-5669	91	16	are	be	AUX
fis-5669	91	17	applicable	applicable	ADJ
fis-5669	91	18	only	only	ADV
fis-5669	91	19	up	up	ADP
fis-5669	91	20	to	to	ADP
fis-5669	91	21	the	the	DET
fis-5669	91	22	onset	onset	NOUN
fis-5669	91	23	of	of	ADP
fis-5669	91	24	fracture	fracture	NOUN
fis-5669	91	25	-	-	PUNCT
fis-5669	91	26	initiation	initiation	NOUN
fis-5669	91	27	under	under	ADP
fis-5669	91	28	quasistatic	quasistatic	ADJ
fis-5669	91	29	loading	loading	NOUN
fis-5669	91	30	.	.	PUNCT
fis-5669	92	1	thus	thus	ADV
fis-5669	92	2	,	,	PUNCT
fis-5669	92	3	extrapolation	extrapolation	NOUN
fis-5669	92	4	beyond	beyond	ADP
fis-5669	92	5	these	these	DET
fis-5669	92	6	geometric	geometric	ADJ
fis-5669	92	7	or	or	CCONJ
fis-5669	92	8	material	material	NOUN
fis-5669	92	9	limits	limit	NOUN
fis-5669	92	10	,	,	PUNCT
fis-5669	92	11	may	may	AUX
fis-5669	92	12	introduce	introduce	VERB
fis-5669	92	13	increasing	increase	VERB
fis-5669	92	14	uncertainty	uncertainty	NOUN
fis-5669	92	15	.	.	PUNCT
fis-5669	93	1	the	the	DET
fis-5669	93	2	present	present	ADJ
fis-5669	93	3	model	model	NOUN
fis-5669	93	4	thus	thus	ADV
fis-5669	93	5	defines	define	VERB
fis-5669	93	6	a	a	DET
fis-5669	93	7	bounded	bounded	ADJ
fis-5669	93	8	synthetic	synthetic	ADJ
fis-5669	93	9	domain	domain	NOUN
fis-5669	93	10	suitable	suitable	ADJ
fis-5669	93	11	for	for	ADP
fis-5669	93	12	augmenting	augment	VERB
fis-5669	93	13	experimental	experimental	ADJ
fis-5669	93	14	data	datum	NOUN
fis-5669	93	15	in	in	ADP
fis-5669	93	16	quasi	quasi	ADJ
fis-5669	93	17	-	-	ADJ
fis-5669	93	18	static	static	ADJ
fis-5669	93	19	tensile	tensile	NOUN
fis-5669	93	20	loading	loading	NOUN
fis-5669	93	21	of	of	ADP
fis-5669	93	22	u	u	NOUN
fis-5669	93	23	-	-	ADJ
fis-5669	93	24	notched	notch	VERB
fis-5669	93	25	polycarbonate	polycarbonate	NOUN
fis-5669	93	26	specimens	specimen	NOUN
fis-5669	93	27	.	.	PUNCT
fis-5669	94	1	ù	ù	NOUN
fis-5669	94	2	machine	machine	NOUN
fis-5669	94	3	learning	learn	VERB
fis-5669	94	4	framework	framework	NOUN
fis-5669	94	5	in	in	ADP
fis-5669	94	6	this	this	DET
fis-5669	94	7	study	study	NOUN
fis-5669	94	8	,	,	PUNCT
fis-5669	94	9	xgboost	xgboost	X
fis-5669	94	10	(	(	PUNCT
fis-5669	94	11	extreme	extreme	ADJ
fis-5669	94	12	gradient	gradient	NOUN
fis-5669	94	13	boosting	boosting	NOUN
fis-5669	94	14	)	)	PUNCT
fis-5669	94	15	,	,	PUNCT
fis-5669	94	16	a	a	PRON
fis-5669	94	17	ml	ml	X
fis-5669	94	18	boosting	boost	VERB
fis-5669	94	19	algorithm	algorithm	NOUN
fis-5669	94	20	for	for	ADP
fis-5669	94	21	regression	regression	NOUN
fis-5669	94	22	by	by	ADP
fis-5669	94	23	chen	chen	PROPN
fis-5669	94	24	and	and	CCONJ
fis-5669	94	25	guertin	guertin	NOUN
fis-5669	95	1	[	[	X
fis-5669	95	2	27	27	NUM
fis-5669	95	3	]	]	PUNCT
fis-5669	95	4	was	be	AUX
fis-5669	95	5	used	use	VERB
fis-5669	95	6	for	for	ADP
fis-5669	95	7	its	its	PRON
fis-5669	95	8	robust	robust	ADJ
fis-5669	95	9	performance	performance	NOUN
fis-5669	95	10	in	in	ADP
fis-5669	95	11	regression	regression	NOUN
fis-5669	95	12	problems	problem	NOUN
fis-5669	95	13	,	,	PUNCT
fis-5669	95	14	particularly	particularly	ADV
fis-5669	95	15	in	in	ADP
fis-5669	95	16	handling	handle	VERB
fis-5669	95	17	small	small	ADJ
fis-5669	95	18	and	and	CCONJ
fis-5669	95	19	medium	medium	ADJ
fis-5669	95	20	datasets	dataset	NOUN
fis-5669	95	21	with	with	ADP
fis-5669	95	22	nonlinear	nonlinear	ADJ
fis-5669	95	23	dependencies	dependency	NOUN
fis-5669	95	24	.	.	PUNCT
fis-5669	96	1	xgboost	xgboost	PROPN
fis-5669	96	2	combines	combine	VERB
fis-5669	96	3	the	the	DET
fis-5669	96	4	predictions	prediction	NOUN
fis-5669	96	5	to	to	PART
fis-5669	96	6	arrive	arrive	VERB
fis-5669	96	7	at	at	ADP
fis-5669	96	8	a	a	DET
fis-5669	96	9	final	final	ADJ
fis-5669	96	10	prediction	prediction	NOUN
fis-5669	96	11	which	which	PRON
fis-5669	96	12	is	be	AUX
fis-5669	96	13	the	the	DET
fis-5669	96	14	sum	sum	NOUN
fis-5669	96	15	of	of	ADP
fis-5669	96	16	the	the	DET
fis-5669	96	17	predictions	prediction	NOUN
fis-5669	96	18	of	of	ADP
fis-5669	96	19	all	all	DET
fis-5669	96	20	weak	weak	ADJ
fis-5669	96	21	learners	learner	NOUN
fis-5669	96	22	.	.	PUNCT
fis-5669	97	1	xgboost	xgboost	PROPN
fis-5669	97	2	has	have	VERB
fis-5669	97	3	an	an	DET
fis-5669	97	4	inbuilt	inbuilt	ADJ
fis-5669	97	5	capacity	capacity	NOUN
fis-5669	97	6	for	for	ADP
fis-5669	97	7	regularization	regularization	NOUN
fis-5669	97	8	and	and	CCONJ
fis-5669	97	9	avoids	avoid	VERB
fis-5669	97	10	overfitting	overfitte	VERB
fis-5669	97	11	[	[	X
fis-5669	97	12	28	28	NUM
fis-5669	97	13	]	]	PUNCT
fis-5669	97	14	.	.	PUNCT
fis-5669	98	1	the	the	DET
fis-5669	98	2	model	model	NOUN
fis-5669	98	3	was	be	AUX
fis-5669	98	4	trained	train	VERB
fis-5669	98	5	using	use	VERB
fis-5669	98	6	combinations	combination	NOUN
fis-5669	98	7	from	from	ADP
fis-5669	98	8	the	the	DET
fis-5669	98	9	33	33	NUM
fis-5669	98	10	experimental	experimental	ADJ
fis-5669	98	11	points	point	NOUN
fis-5669	98	12	(	(	PUNCT
fis-5669	98	13	three	three	NUM
fis-5669	98	14	duplicates	duplicate	NOUN
fis-5669	98	15	for	for	ADP
fis-5669	98	16	each	each	PRON
fis-5669	98	17	of	of	ADP
fis-5669	98	18	the	the	DET
fis-5669	98	19	11	11	NUM
fis-5669	98	20	geometries	geometry	NOUN
fis-5669	98	21	)	)	PUNCT
fis-5669	98	22	and	and	CCONJ
fis-5669	98	23	32	32	NUM
fis-5669	98	24	synthetic	synthetic	ADJ
fis-5669	98	25	data	datum	NOUN
fis-5669	98	26	points	point	NOUN
fis-5669	98	27	.	.	PUNCT
fis-5669	99	1	the	the	DET
fis-5669	99	2	input	input	NOUN
fis-5669	99	3	features	feature	NOUN
fis-5669	99	4	were	be	AUX
fis-5669	99	5	the	the	DET
fis-5669	99	6	notch	notch	ADJ
fis-5669	99	7	radius	radius	NOUN
fis-5669	99	8	and	and	CCONJ
fis-5669	99	9	notch	notch	ADJ
fis-5669	99	10	depth	depth	NOUN
fis-5669	99	11	,	,	PUNCT
fis-5669	99	12	while	while	SCONJ
fis-5669	99	13	the	the	DET
fis-5669	99	14	target	target	NOUN
fis-5669	99	15	variable	variable	NOUN
fis-5669	99	16	was	be	AUX
fis-5669	99	17	fracture	fracture	NOUN
fis-5669	99	18	load	load	NOUN
fis-5669	99	19	.	.	PUNCT
fis-5669	100	1	a	a	DET
fis-5669	100	2	total	total	NOUN
fis-5669	100	3	of	of	ADP
fis-5669	100	4	six	six	NUM
fis-5669	100	5	combinations	combination	NOUN
fis-5669	100	6	were	be	AUX
fis-5669	100	7	tested	test	VERB
fis-5669	100	8	including	include	VERB
fis-5669	100	9	experimental	experimental	ADJ
fis-5669	100	10	-	-	PUNCT
fis-5669	100	11	only	only	ADV
fis-5669	100	12	data	datum	NOUN
fis-5669	100	13	(	(	PUNCT
fis-5669	100	14	22	22	NUM
fis-5669	100	15	)	)	PUNCT
fis-5669	100	16	,	,	PUNCT
fis-5669	100	17	hybrid	hybrid	ADJ
fis-5669	100	18	combinations	combination	NOUN
fis-5669	100	19	(	(	PUNCT
fis-5669	100	20	e.g.	e.g.	ADV
fis-5669	100	21	,	,	PUNCT
fis-5669	100	22	75	75	NUM
fis-5669	100	23	%	%	NOUN
fis-5669	100	24	exp	exp	NOUN
fis-5669	100	25	+	+	CCONJ
fis-5669	100	26	25	25	NUM
fis-5669	100	27	%	%	NOUN
fis-5669	100	28	synth	synth	NOUN
fis-5669	100	29	,	,	PUNCT
fis-5669	100	30	50	50	NUM
fis-5669	100	31	%	%	NOUN
fis-5669	100	32	exp	exp	NOUN
fis-5669	100	33	+	+	NOUN
fis-5669	100	34	50	50	NUM
fis-5669	100	35	%	%	NOUN
fis-5669	100	36	synth	synth	NOUN
fis-5669	100	37	.	.	PUNCT
fis-5669	101	1	,	,	PUNCT
fis-5669	101	2	25	25	NUM
fis-5669	101	3	%	%	NOUN
fis-5669	101	4	exp	exp	NOUN
fis-5669	101	5	+	+	NOUN
fis-5669	101	6	75	75	NUM
fis-5669	101	7	%	%	NOUN
fis-5669	101	8	synth	synth	NOUN
fis-5669	101	9	.	.	PUNCT
fis-5669	101	10	)	)	PUNCT
fis-5669	101	11	,	,	PUNCT
fis-5669	101	12	synthetic	synthetic	VERB
fis-5669	101	13	only	only	ADV
fis-5669	101	14	,	,	PUNCT
fis-5669	101	15	and	and	CCONJ
fis-5669	101	16	finally	finally	ADV
fis-5669	101	17	a	a	DET
fis-5669	101	18	full	full	ADJ
fis-5669	101	19	-	-	PUNCT
fis-5669	101	20	dataset	dataset	NOUN
fis-5669	101	21	.	.	PUNCT
fis-5669	102	1	a	a	DET
fis-5669	102	2	fixed	fix	VERB
fis-5669	102	3	set	set	NOUN
fis-5669	102	4	of	of	ADP
fis-5669	102	5	11	11	NUM
fis-5669	102	6	experimental	experimental	ADJ
fis-5669	102	7	specimens	specimen	NOUN
fis-5669	102	8	was	be	AUX
fis-5669	102	9	used	use	VERB
fis-5669	102	10	across	across	ADP
fis-5669	102	11	all	all	DET
fis-5669	102	12	models	model	NOUN
fis-5669	102	13	for	for	ADP
fis-5669	102	14	testing	testing	NOUN
fis-5669	102	15	to	to	PART
fis-5669	102	16	ensure	ensure	VERB
fis-5669	102	17	a	a	DET
fis-5669	102	18	valid	valid	ADJ
fis-5669	102	19	comparison	comparison	NOUN
fis-5669	102	20	.	.	PUNCT
fis-5669	103	1	in	in	ADP
fis-5669	103	2	hybrid	hybrid	ADJ
fis-5669	103	3	combinations	combination	NOUN
fis-5669	103	4	,	,	PUNCT
fis-5669	103	5	the	the	DET
fis-5669	103	6	experimental	experimental	ADJ
fis-5669	103	7	data	data	NOUN
fis-5669	103	8	points	point	NOUN
fis-5669	103	9	were	be	AUX
fis-5669	103	10	progressively	progressively	ADV
fis-5669	103	11	replaced	replace	VERB
fis-5669	103	12	with	with	ADP
fis-5669	103	13	randomly	randomly	ADV
fis-5669	103	14	selected	select	VERB
fis-5669	103	15	synthetic	synthetic	ADJ
fis-5669	103	16	data	datum	NOUN
fis-5669	103	17	points	point	NOUN
fis-5669	103	18	sampled	sample	VERB
fis-5669	103	19	from	from	ADP
fis-5669	103	20	a	a	DET
fis-5669	103	21	pool	pool	NOUN
fis-5669	103	22	of	of	ADP
fis-5669	103	23	32	32	NUM
fis-5669	103	24	unique	unique	ADJ
fis-5669	103	25	geometries	geometry	NOUN
fis-5669	103	26	,	,	PUNCT
fis-5669	103	27	not	not	PART
fis-5669	103	28	present	present	ADJ
fis-5669	103	29	in	in	ADP
fis-5669	103	30	the	the	DET
fis-5669	103	31	experimental	experimental	ADJ
fis-5669	103	32	data	datum	NOUN
fis-5669	103	33	set	set	VERB
fis-5669	103	34	,	,	PUNCT
fis-5669	103	35	as	as	ADP
fis-5669	103	36	per	per	ADP
fis-5669	103	37	the	the	DET
fis-5669	103	38	percentage	percentage	NOUN
fis-5669	103	39	of	of	ADP
fis-5669	103	40	synthetic	synthetic	ADJ
fis-5669	103	41	data	datum	NOUN
fis-5669	103	42	used	use	VERB
fis-5669	103	43	in	in	ADP
fis-5669	103	44	each	each	DET
fis-5669	103	45	model	model	NOUN
fis-5669	103	46	.	.	PUNCT
fis-5669	104	1	the	the	DET
fis-5669	104	2	total	total	ADJ
fis-5669	104	3	number	number	NOUN
fis-5669	104	4	of	of	ADP
fis-5669	104	5	points	point	NOUN
fis-5669	104	6	was	be	AUX
fis-5669	104	7	kept	keep	VERB
fis-5669	104	8	constant	constant	ADJ
fis-5669	104	9	at	at	ADP
fis-5669	104	10	22	22	NUM
fis-5669	104	11	in	in	ADP
fis-5669	104	12	all	all	DET
fis-5669	104	13	models	model	NOUN
fis-5669	104	14	to	to	PART
fis-5669	104	15	ensure	ensure	VERB
fis-5669	104	16	consistency	consistency	NOUN
fis-5669	104	17	across	across	ADP
fis-5669	104	18	models	model	NOUN
fis-5669	104	19	.	.	PUNCT
fis-5669	105	1	to	to	PART
fis-5669	105	2	ensure	ensure	VERB
fis-5669	105	3	consistent	consistent	ADJ
fis-5669	105	4	validation	validation	NOUN
fis-5669	105	5	,	,	PUNCT
fis-5669	105	6	11	11	NUM
fis-5669	105	7	experimental	experimental	ADJ
fis-5669	105	8	specimens	specimen	NOUN
fis-5669	105	9	were	be	AUX
fis-5669	105	10	randomly	randomly	ADV
fis-5669	105	11	selected	select	VERB
fis-5669	105	12	and	and	CCONJ
fis-5669	105	13	fixed	fix	VERB
fis-5669	105	14	as	as	SCONJ
fis-5669	105	15	the	the	DET
fis-5669	105	16	test	test	NOUN
fis-5669	105	17	dataset	dataset	VERB
fis-5669	105	18	across	across	ADP
fis-5669	105	19	all	all	DET
fis-5669	105	20	models	model	NOUN
fis-5669	105	21	.	.	PUNCT
fis-5669	106	1	these	these	DET
fis-5669	106	2	points	point	NOUN
fis-5669	106	3	were	be	AUX
fis-5669	106	4	excluded	exclude	VERB
fis-5669	106	5	from	from	ADP
fis-5669	106	6	all	all	DET
fis-5669	106	7	training	training	NOUN
fis-5669	106	8	sets	set	NOUN
fis-5669	106	9	,	,	PUNCT
fis-5669	106	10	including	include	VERB
fis-5669	106	11	the	the	DET
fis-5669	106	12	full	full	ADJ
fis-5669	106	13	-	-	PUNCT
fis-5669	106	14	dataset	dataset	NOUN
fis-5669	106	15	model	model	NOUN
fis-5669	106	16	,	,	PUNCT
fis-5669	106	17	which	which	PRON
fis-5669	106	18	used	use	VERB
fis-5669	106	19	22	22	NUM
fis-5669	106	20	experimental	experimental	ADJ
fis-5669	106	21	and	and	CCONJ
fis-5669	106	22	32	32	NUM
fis-5669	106	23	synthetic	synthetic	ADJ
fis-5669	106	24	data	datum	NOUN
fis-5669	106	25	points	point	NOUN
fis-5669	106	26	for	for	ADP
fis-5669	106	27	training	training	NOUN
fis-5669	106	28	.	.	PUNCT
fis-5669	107	1	this	this	PRON
fis-5669	107	2	ensures	ensure	VERB
fis-5669	107	3	validation	validation	NOUN
fis-5669	107	4	of	of	ADP
fis-5669	107	5	the	the	DET
fis-5669	107	6	ml	ml	NOUN
fis-5669	107	7	models	model	NOUN
fis-5669	107	8	by	by	ADP
fis-5669	107	9	ensuring	ensure	VERB
fis-5669	107	10	that	that	SCONJ
fis-5669	107	11	testing	testing	NOUN
fis-5669	107	12	was	be	AUX
fis-5669	107	13	always	always	ADV
fis-5669	107	14	performed	perform	VERB
fis-5669	107	15	on	on	ADP
fis-5669	107	16	unseen	unseen	ADJ
fis-5669	107	17	geometrical	geometrical	ADJ
fis-5669	107	18	geometries	geometry	NOUN
fis-5669	107	19	.	.	PUNCT
fis-5669	108	1	tab	tab	NOUN
fis-5669	108	2	.	.	PUNCT
fis-5669	108	3	2	2	NUM
fis-5669	108	4	summarizes	summarize	VERB
fis-5669	108	5	the	the	DET
fis-5669	108	6	training	training	NOUN
fis-5669	108	7	and	and	CCONJ
fis-5669	108	8	test	test	NOUN
fis-5669	108	9	dataset	dataset	NOUN
fis-5669	108	10	compositions	composition	NOUN
fis-5669	108	11	,	,	PUNCT
fis-5669	108	12	evaluation	evaluation	NOUN
fis-5669	108	13	metrics	metric	NOUN
fis-5669	108	14	,	,	PUNCT
fis-5669	108	15	and	and	CCONJ
fis-5669	108	16	xgboost	xgboost	ADV
fis-5669	108	17	parameters	parameter	NOUN
fis-5669	108	18	adopted	adopt	VERB
fis-5669	108	19	for	for	ADP
fis-5669	108	20	all	all	DET
fis-5669	108	21	configurations	configuration	NOUN
fis-5669	108	22	.	.	PUNCT
fis-5669	109	1	sa	sa	PROPN
fis-5669	109	2	.	.	PUNCT
fis-5669	110	1	farooq	farooq	PROPN
fis-5669	110	2	et	et	PROPN
fis-5669	110	3	alii	alii	PROPN
fis-5669	110	4	,	,	PUNCT
fis-5669	110	5	fracture	fracture	ADJ
fis-5669	110	6	and	and	CCONJ
fis-5669	110	7	structural	structural	ADJ
fis-5669	110	8	integrity	integrity	NOUN
fis-5669	110	9	,	,	PUNCT
fis-5669	110	10	75	75	NUM
fis-5669	110	11	(	(	PUNCT
fis-5669	110	12	2026	2026	NUM
fis-5669	110	13	)	)	PUNCT
fis-5669	110	14	362	362	NUM
fis-5669	110	15	-	-	SYM
fis-5669	110	16	372	372	NUM
fis-5669	110	17	;	;	PUNCT
fis-5669	110	18	doi	doi	NOUN
fis-5669	110	19	:	:	PUNCT
fis-5669	110	20	10.3221	10.3221	NUM
fis-5669	110	21	/	/	SYM
fis-5669	110	22	igf	igf	PROPN
fis-5669	110	23	-	-	PUNCT
fis-5669	110	24	esis.75.26	esis.75.26	ADJ
fis-5669	110	25	366	366	NUM
fis-5669	110	26	figure	figure	NOUN
fis-5669	110	27	3	3	NUM
fis-5669	110	28	:	:	PUNCT
fis-5669	110	29	(	(	PUNCT
fis-5669	110	30	a	a	X
fis-5669	110	31	)	)	PUNCT
fis-5669	110	32	view	view	NOUN
fis-5669	110	33	of	of	ADP
fis-5669	110	34	the	the	DET
fis-5669	110	35	general	general	ADJ
fis-5669	110	36	mesh	mesh	NOUN
fis-5669	110	37	and	and	CCONJ
fis-5669	110	38	(	(	PUNCT
fis-5669	110	39	b	b	NOUN
fis-5669	110	40	)	)	PUNCT
fis-5669	110	41	refined	refined	ADJ
fis-5669	110	42	mesh	mesh	NOUN
fis-5669	110	43	around	around	ADP
fis-5669	110	44	notch	notch	ADJ
fis-5669	110	45	area	area	NOUN
fis-5669	110	46	.	.	PUNCT
fis-5669	111	1	model	model	NOUN
fis-5669	111	2	training	training	NOUN
fis-5669	111	3	data	datum	NOUN
fis-5669	111	4	composition	composition	NOUN
fis-5669	111	5	(	(	PUNCT
fis-5669	111	6	total=22	total=22	PROPN
fis-5669	111	7	)	)	PUNCT
fis-5669	111	8	test	test	NOUN
fis-5669	111	9	data	datum	NOUN
fis-5669	111	10	(	(	PUNCT
fis-5669	111	11	fixed	fixed	ADJ
fis-5669	111	12	)	)	PUNCT
fis-5669	111	13	evaluation	evaluation	NOUN
fis-5669	111	14	metrics	metric	NOUN
fis-5669	111	15	used	use	VERB
fis-5669	111	16	xgboost	xgboost	ADP
fis-5669	111	17	paramaters	paramater	NOUN
fis-5669	111	18	purpose	purpose	VERB
fis-5669	111	19	exp	exp	NOUN
fis-5669	111	20	-	-	PUNCT
fis-5669	111	21	only	only	ADV
fis-5669	111	22	22	22	NUM
fis-5669	111	23	experimental	experimental	ADJ
fis-5669	111	24	11	11	NUM
fis-5669	111	25	experimental	experimental	NOUN
fis-5669	111	26	(	(	PUNCT
fis-5669	111	27	fixed	fix	VERB
fis-5669	111	28	across	across	ADP
fis-5669	111	29	models	model	NOUN
fis-5669	111	30	)	)	PUNCT
fis-5669	111	31	mape	mape	NOUN
fis-5669	111	32	,	,	PUNCT
fis-5669	111	33	mae	mae	PROPN
fis-5669	111	34	,	,	PUNCT
fis-5669	111	35	rmse	rmse	NOUN
fis-5669	111	36	,	,	PUNCT
fis-5669	111	37	r2	r2	PROPN
fis-5669	111	38	n_estimators	n_estimator	NOUN
fis-5669	111	39	=	=	SYM
fis-5669	111	40	500	500	NUM
fis-5669	111	41	,	,	PUNCT
fis-5669	111	42	learning	learn	VERB
fis-5669	111	43	rate	rate	NOUN
fis-5669	111	44	=	=	NOUN
fis-5669	111	45	0.01	0.01	NUM
fis-5669	111	46	,	,	PUNCT
fis-5669	111	47	max	max	NOUN
fis-5669	111	48	depth	depth	NOUN
fis-5669	111	49	=	=	SYM
fis-5669	111	50	5	5	NUM
fis-5669	111	51	,	,	PUNCT
fis-5669	111	52	random	random	ADJ
fis-5669	111	53	state	state	NOUN
fis-5669	111	54	=	=	SYM
fis-5669	111	55	39	39	NUM
fis-5669	111	56	baseline	baseline	NOUN
fis-5669	111	57	reference	reference	NOUN
fis-5669	111	58	model	model	NOUN
fis-5669	111	59	75	75	NUM
fis-5669	111	60	%	%	NOUN
fis-5669	111	61	exp	exp	NOUN
fis-5669	111	62	+	+	CCONJ
fis-5669	111	63	25	25	NUM
fis-5669	111	64	%	%	NOUN
fis-5669	111	65	synthetic	synthetic	ADJ
fis-5669	111	66	16	16	NUM
fis-5669	111	67	experimental	experimental	ADJ
fis-5669	112	1	+	+	CCONJ
fis-5669	112	2	6	6	NUM
fis-5669	112	3	synthetic	synthetic	ADJ
fis-5669	112	4	evaluate	evaluate	NOUN
fis-5669	112	5	effect	effect	NOUN
fis-5669	112	6	of	of	ADP
fis-5669	112	7	limited	limited	ADJ
fis-5669	112	8	synthetic	synthetic	ADJ
fis-5669	112	9	data	datum	NOUN
fis-5669	112	10	50	50	NUM
fis-5669	112	11	%	%	NOUN
fis-5669	112	12	exp	exp	NOUN
fis-5669	112	13	+	+	CCONJ
fis-5669	112	14	50	50	NUM
fis-5669	112	15	%	%	NOUN
fis-5669	112	16	synthetic	synthetic	ADJ
fis-5669	112	17	11	11	NUM
fis-5669	112	18	experimental	experimental	ADJ
fis-5669	112	19	+	+	CCONJ
fis-5669	112	20	11	11	NUM
fis-5669	112	21	synthetic	synthetic	ADJ
fis-5669	112	22	hybrid	hybrid	ADJ
fis-5669	112	23	dataset	dataset	NOUN
fis-5669	112	24	with	with	ADP
fis-5669	112	25	balanced	balanced	ADJ
fis-5669	112	26	composition	composition	NOUN
fis-5669	112	27	25	25	NUM
fis-5669	112	28	%	%	NOUN
fis-5669	112	29	exp	exp	NOUN
fis-5669	112	30	+	+	CCONJ
fis-5669	112	31	75	75	NUM
fis-5669	112	32	%	%	NOUN
fis-5669	112	33	synthetic	synthetic	NOUN
fis-5669	112	34	6	6	NUM
fis-5669	112	35	experimental	experimental	ADJ
fis-5669	112	36	+	+	CCONJ
fis-5669	112	37	16	16	NUM
fis-5669	112	38	synthetic	synthetic	ADJ
fis-5669	112	39	synthetic	synthetic	ADJ
fis-5669	112	40	-	-	PUNCT
fis-5669	112	41	dominant	dominant	NOUN
fis-5669	112	42	composition	composition	NOUN
fis-5669	112	43	synthetic	synthetic	NOUN
fis-5669	112	44	only	only	ADV
fis-5669	112	45	22	22	NUM
fis-5669	112	46	synthetic	synthetic	NOUN
fis-5669	112	47	evaluate	evaluate	VERB
fis-5669	112	48	synthetic	synthetic	ADJ
fis-5669	112	49	-	-	PUNCT
fis-5669	112	50	only	only	ADV
fis-5669	112	51	generalization	generalization	NOUN
fis-5669	112	52	full	full	ADJ
fis-5669	112	53	dataset	dataset	NOUN
fis-5669	112	54	(	(	PUNCT
fis-5669	112	55	exp	exp	NOUN
fis-5669	112	56	+	+	X
fis-5669	112	57	synthetic	synthetic	ADJ
fis-5669	112	58	)	)	PUNCT
fis-5669	112	59	22	22	NUM
fis-5669	112	60	experimental	experimental	ADJ
fis-5669	112	61	+	+	NUM
fis-5669	112	62	32	32	NUM
fis-5669	112	63	synthetic	synthetic	ADJ
fis-5669	112	64	combined	combine	VERB
fis-5669	112	65	model	model	NOUN
fis-5669	112	66	for	for	ADP
fis-5669	112	67	maximum	maximum	ADJ
fis-5669	112	68	robustness	robustness	NOUN
fis-5669	112	69	table	table	NOUN
fis-5669	112	70	2	2	NUM
fis-5669	112	71	:	:	PUNCT
fis-5669	112	72	summary	summary	NOUN
fis-5669	112	73	of	of	ADP
fis-5669	112	74	xgboost	xgboost	PROPN
fis-5669	112	75	model	model	NOUN
fis-5669	112	76	training	training	NOUN
fis-5669	112	77	and	and	CCONJ
fis-5669	112	78	validation	validation	NOUN
fis-5669	112	79	setup	setup	NOUN
fis-5669	112	80	sa	sa	PROPN
fis-5669	112	81	.	.	PUNCT
fis-5669	113	1	farooq	farooq	PROPN
fis-5669	113	2	et	et	PROPN
fis-5669	113	3	alii	alii	PROPN
fis-5669	113	4	,	,	PUNCT
fis-5669	113	5	fracture	fracture	ADJ
fis-5669	113	6	and	and	CCONJ
fis-5669	113	7	structural	structural	ADJ
fis-5669	113	8	integrity	integrity	NOUN
fis-5669	113	9	,	,	PUNCT
fis-5669	113	10	75	75	NUM
fis-5669	113	11	(	(	PUNCT
fis-5669	113	12	2026	2026	NUM
fis-5669	113	13	)	)	PUNCT
fis-5669	113	14	362	362	NUM
fis-5669	113	15	-	-	SYM
fis-5669	113	16	372	372	NUM
fis-5669	113	17	;	;	PUNCT
fis-5669	113	18	doi	doi	NOUN
fis-5669	113	19	:	:	PUNCT
fis-5669	113	20	10.3221	10.3221	NUM
fis-5669	113	21	/	/	SYM
fis-5669	113	22	igf	igf	PROPN
fis-5669	113	23	-	-	PUNCT
fis-5669	113	24	esis.75.26	esis.75.26	PROPN
fis-5669	113	25	367	367	NUM
fis-5669	113	26	the	the	DET
fis-5669	113	27	xgboost	xgboost	PROPN
fis-5669	113	28	regressor	regressor	NOUN
fis-5669	113	29	was	be	AUX
fis-5669	113	30	configured	configure	VERB
fis-5669	113	31	with	with	ADP
fis-5669	113	32	500	500	NUM
fis-5669	113	33	n_estimators	n_estimator	NOUN
fis-5669	113	34	,	,	PUNCT
fis-5669	113	35	a	a	DET
fis-5669	113	36	learning	learn	VERB
fis-5669	113	37	rate	rate	NOUN
fis-5669	113	38	of	of	ADP
fis-5669	113	39	0.01	0.01	NUM
fis-5669	113	40	and	and	CCONJ
fis-5669	113	41	maximum	maximum	ADJ
fis-5669	113	42	tree	tree	NOUN
fis-5669	113	43	depth	depth	NOUN
fis-5669	113	44	of	of	ADP
fis-5669	113	45	5	5	NUM
fis-5669	113	46	.	.	PUNCT
fis-5669	114	1	these	these	DET
fis-5669	114	2	parameters	parameter	NOUN
fis-5669	114	3	were	be	AUX
fis-5669	114	4	selected	select	VERB
fis-5669	114	5	to	to	PART
fis-5669	114	6	ensure	ensure	VERB
fis-5669	114	7	stable	stable	ADJ
fis-5669	114	8	convergence	convergence	NOUN
fis-5669	114	9	and	and	CCONJ
fis-5669	114	10	avoid	avoid	VERB
fis-5669	114	11	overfitting	overfitte	VERB
fis-5669	114	12	,	,	PUNCT
fis-5669	114	13	especially	especially	ADV
fis-5669	114	14	given	give	VERB
fis-5669	114	15	the	the	DET
fis-5669	114	16	relatively	relatively	ADV
fis-5669	114	17	small	small	ADJ
fis-5669	114	18	dataset	dataset	NOUN
fis-5669	114	19	size	size	NOUN
fis-5669	114	20	.	.	PUNCT
fis-5669	115	1	in	in	ADP
fis-5669	115	2	addition	addition	NOUN
fis-5669	115	3	,	,	PUNCT
fis-5669	115	4	to	to	PART
fis-5669	115	5	ensure	ensure	VERB
fis-5669	115	6	consistency	consistency	NOUN
fis-5669	115	7	in	in	ADP
fis-5669	115	8	results	result	NOUN
fis-5669	115	9	,	,	PUNCT
fis-5669	115	10	each	each	DET
fis-5669	115	11	model	model	NOUN
fis-5669	115	12	was	be	AUX
fis-5669	115	13	trained	train	VERB
fis-5669	115	14	using	use	VERB
fis-5669	115	15	the	the	DET
fis-5669	115	16	same	same	ADJ
fis-5669	115	17	random	random	ADJ
fis-5669	115	18	state	state	NOUN
fis-5669	115	19	(	(	PUNCT
fis-5669	115	20	39	39	NUM
fis-5669	115	21	)	)	PUNCT
fis-5669	115	22	and	and	CCONJ
fis-5669	115	23	number	number	NOUN
fis-5669	115	24	of	of	ADP
fis-5669	115	25	data	datum	NOUN
fis-5669	115	26	points	point	NOUN
fis-5669	115	27	(	(	PUNCT
fis-5669	115	28	22	22	NUM
fis-5669	115	29	for	for	ADP
fis-5669	115	30	training	training	NOUN
fis-5669	115	31	)	)	PUNCT
fis-5669	115	32	with	with	ADP
fis-5669	115	33	only	only	ADV
fis-5669	115	34	the	the	DET
fis-5669	115	35	composition	composition	NOUN
fis-5669	115	36	of	of	ADP
fis-5669	115	37	experimental	experimental	ADJ
fis-5669	115	38	and	and	CCONJ
fis-5669	115	39	synthetic	synthetic	ADJ
fis-5669	115	40	data	datum	NOUN
fis-5669	115	41	varying	vary	VERB
fis-5669	115	42	between	between	ADP
fis-5669	115	43	them	they	PRON
fis-5669	115	44	.	.	PUNCT
fis-5669	116	1	the	the	DET
fis-5669	116	2	only	only	ADJ
fis-5669	116	3	exception	exception	NOUN
fis-5669	116	4	being	be	AUX
fis-5669	116	5	the	the	DET
fis-5669	116	6	full	full	ADJ
fis-5669	116	7	dataset	dataset	NOUN
fis-5669	116	8	model	model	NOUN
fis-5669	116	9	which	which	PRON
fis-5669	116	10	used	use	VERB
fis-5669	116	11	all	all	DET
fis-5669	116	12	54	54	NUM
fis-5669	116	13	data	datum	NOUN
fis-5669	116	14	points	point	NOUN
fis-5669	116	15	for	for	ADP
fis-5669	116	16	training	training	NOUN
fis-5669	116	17	.	.	PUNCT
fis-5669	117	1	the	the	DET
fis-5669	117	2	model	model	NOUN
fis-5669	117	3	performance	performance	NOUN
fis-5669	117	4	was	be	AUX
fis-5669	117	5	evaluated	evaluate	VERB
fis-5669	117	6	using	use	VERB
fis-5669	117	7	standard	standard	ADJ
fis-5669	117	8	regression	regression	NOUN
fis-5669	117	9	metrics	metric	NOUN
fis-5669	117	10	including	include	VERB
fis-5669	117	11	mean	mean	ADJ
fis-5669	117	12	absolute	absolute	ADJ
fis-5669	117	13	percentage	percentage	NOUN
fis-5669	117	14	error	error	NOUN
fis-5669	117	15	(	(	PUNCT
fis-5669	117	16	mape	mape	NOUN
fis-5669	117	17	)	)	PUNCT
fis-5669	117	18	,	,	PUNCT
fis-5669	117	19	root	root	NOUN
fis-5669	117	20	mean	mean	VERB
fis-5669	117	21	square	square	ADJ
fis-5669	117	22	error	error	NOUN
fis-5669	117	23	(	(	PUNCT
fis-5669	117	24	rmse	rmse	NOUN
fis-5669	117	25	)	)	PUNCT
fis-5669	117	26	,	,	PUNCT
fis-5669	117	27	mean	mean	VERB
fis-5669	117	28	absolute	absolute	ADJ
fis-5669	117	29	error	error	NOUN
fis-5669	117	30	(	(	PUNCT
fis-5669	117	31	mae	mae	PROPN
fis-5669	117	32	)	)	PUNCT
fis-5669	117	33	and	and	CCONJ
fis-5669	117	34	coefficient	coefficient	NOUN
fis-5669	117	35	of	of	ADP
fis-5669	117	36	determination	determination	NOUN
fis-5669	117	37	(	(	PUNCT
fis-5669	117	38	r2	r2	PROPN
fis-5669	117	39	)	)	PUNCT
fis-5669	117	40	.	.	PUNCT
fis-5669	118	1	results	result	NOUN
fis-5669	118	2	and	and	CCONJ
fis-5669	118	3	discussion	discussion	NOUN
fis-5669	118	4	tensile	tensile	NOUN
fis-5669	118	5	specimen	speciman	NOUN
fis-5669	118	6	test	test	NOUN
fis-5669	118	7	results	result	VERB
fis-5669	118	8	he	he	PRON
fis-5669	118	9	stress	stress	NOUN
fis-5669	118	10	-	-	PUNCT
fis-5669	118	11	strain	strain	NOUN
fis-5669	118	12	curve	curve	NOUN
fis-5669	118	13	from	from	ADP
fis-5669	118	14	the	the	DET
fis-5669	118	15	tensile	tensile	NOUN
fis-5669	118	16	testing	testing	NOUN
fis-5669	118	17	of	of	ADP
fis-5669	118	18	polycarbonate	polycarbonate	NOUN
fis-5669	118	19	specimens	specimen	NOUN
fis-5669	118	20	using	use	VERB
fis-5669	118	21	both	both	CCONJ
fis-5669	118	22	an	an	DET
fis-5669	118	23	extensometer	extensometer	ADJ
fis-5669	118	24	and	and	CCONJ
fis-5669	118	25	digital	digital	ADJ
fis-5669	118	26	image	image	NOUN
fis-5669	118	27	correlation	correlation	NOUN
fis-5669	118	28	(	(	PUNCT
fis-5669	118	29	dic	dic	ADJ
fis-5669	118	30	)	)	PUNCT
fis-5669	118	31	is	be	AUX
fis-5669	118	32	presented	present	VERB
fis-5669	118	33	in	in	ADP
fis-5669	118	34	fig	fig	NOUN
fis-5669	118	35	.	.	PUNCT
fis-5669	119	1	4(a	4(a	NUM
fis-5669	119	2	)	)	PUNCT
fis-5669	119	3	.	.	PUNCT
fis-5669	120	1	the	the	DET
fis-5669	120	2	stress	stress	NOUN
fis-5669	120	3	-	-	PUNCT
fis-5669	120	4	strain	strain	NOUN
fis-5669	120	5	curves	curve	NOUN
fis-5669	120	6	obtained	obtain	VERB
fis-5669	120	7	from	from	ADP
fis-5669	120	8	the	the	DET
fis-5669	120	9	extensometer	extensometer	ADJ
fis-5669	120	10	and	and	CCONJ
fis-5669	120	11	dic	dic	ADJ
fis-5669	120	12	system	system	NOUN
fis-5669	120	13	show	show	VERB
fis-5669	120	14	good	good	ADJ
fis-5669	120	15	agreement	agreement	NOUN
fis-5669	120	16	up	up	ADP
fis-5669	120	17	to	to	ADP
fis-5669	120	18	the	the	DET
fis-5669	120	19	necking	neck	VERB
fis-5669	120	20	point	point	NOUN
fis-5669	120	21	.	.	PUNCT
fis-5669	121	1	the	the	DET
fis-5669	121	2	tensile	tensile	ADJ
fis-5669	121	3	behavior	behavior	NOUN
fis-5669	121	4	of	of	ADP
fis-5669	121	5	the	the	DET
fis-5669	121	6	specimen	speciman	NOUN
fis-5669	121	7	is	be	AUX
fis-5669	121	8	comprehensively	comprehensively	ADV
fis-5669	121	9	discussed	discuss	VERB
fis-5669	121	10	in	in	ADP
fis-5669	121	11	our	our	PRON
fis-5669	121	12	previous	previous	ADJ
fis-5669	121	13	works	work	NOUN
fis-5669	121	14	[	[	X
fis-5669	121	15	9,26	9,26	X
fis-5669	121	16	]	]	X
fis-5669	121	17	.	.	PUNCT
fis-5669	122	1	the	the	DET
fis-5669	122	2	typical	typical	ADJ
fis-5669	122	3	tensile	tensile	NOUN
fis-5669	122	4	behavior	behavior	NOUN
fis-5669	122	5	for	for	ADP
fis-5669	122	6	polycarbonate	polycarbonate	NOUN
fis-5669	122	7	can	can	AUX
fis-5669	122	8	be	be	AUX
fis-5669	122	9	seen	see	VERB
fis-5669	122	10	in	in	ADP
fis-5669	122	11	the	the	DET
fis-5669	122	12	load	load	NOUN
fis-5669	122	13	-	-	PUNCT
fis-5669	122	14	displacement	displacement	NOUN
fis-5669	122	15	curve	curve	NOUN
fis-5669	122	16	for	for	ADP
fis-5669	122	17	one	one	NUM
fis-5669	122	18	of	of	ADP
fis-5669	122	19	the	the	DET
fis-5669	122	20	specimens	specimen	NOUN
fis-5669	122	21	,	,	PUNCT
fis-5669	122	22	illustrated	illustrate	VERB
fis-5669	122	23	in	in	ADP
fis-5669	122	24	fig	fig	NOUN
fis-5669	122	25	.	.	PUNCT
fis-5669	123	1	4(b	4(b	NUM
fis-5669	123	2	)	)	PUNCT
fis-5669	123	3	.	.	PUNCT
fis-5669	124	1	from	from	ADP
fis-5669	124	2	the	the	DET
fis-5669	124	3	figure	figure	NOUN
fis-5669	124	4	,	,	PUNCT
fis-5669	124	5	a	a	DET
fis-5669	124	6	sudden	sudden	ADJ
fis-5669	124	7	drop	drop	NOUN
fis-5669	124	8	in	in	ADP
fis-5669	124	9	the	the	DET
fis-5669	124	10	load	load	NOUN
fis-5669	124	11	can	can	AUX
fis-5669	124	12	be	be	AUX
fis-5669	124	13	seen	see	VERB
fis-5669	124	14	at	at	ADP
fis-5669	124	15	point	point	NOUN
fis-5669	124	16	a	a	PRON
fis-5669	124	17	,	,	PUNCT
fis-5669	124	18	which	which	PRON
fis-5669	124	19	corresponds	correspond	VERB
fis-5669	124	20	to	to	ADP
fis-5669	124	21	the	the	DET
fis-5669	124	22	necking	necking	NOUN
fis-5669	124	23	of	of	ADP
fis-5669	124	24	the	the	DET
fis-5669	124	25	material	material	NOUN
fis-5669	124	26	.	.	PUNCT
fis-5669	125	1	after	after	ADP
fis-5669	125	2	the	the	DET
fis-5669	125	3	drop	drop	NOUN
fis-5669	125	4	,	,	PUNCT
fis-5669	125	5	the	the	DET
fis-5669	125	6	material	material	NOUN
fis-5669	125	7	continues	continue	VERB
fis-5669	125	8	to	to	PART
fis-5669	125	9	deform	deform	VERB
fis-5669	125	10	with	with	ADP
fis-5669	125	11	growth	growth	NOUN
fis-5669	125	12	of	of	ADP
fis-5669	125	13	a	a	DET
fis-5669	125	14	plastic	plastic	ADJ
fis-5669	125	15	band	band	NOUN
fis-5669	125	16	until	until	ADP
fis-5669	125	17	complete	complete	ADJ
fis-5669	125	18	failure	failure	NOUN
fis-5669	125	19	.	.	PUNCT
fis-5669	126	1	however	however	ADV
fis-5669	126	2	,	,	PUNCT
fis-5669	126	3	necking	neck	VERB
fis-5669	126	4	point	point	NOUN
fis-5669	126	5	itself	itself	PRON
fis-5669	126	6	is	be	AUX
fis-5669	126	7	considered	consider	VERB
fis-5669	126	8	as	as	ADP
fis-5669	126	9	the	the	DET
fis-5669	126	10	failure	failure	NOUN
fis-5669	126	11	point	point	NOUN
fis-5669	126	12	,	,	PUNCT
fis-5669	126	13	which	which	PRON
fis-5669	126	14	provides	provide	VERB
fis-5669	126	15	a	a	DET
fis-5669	126	16	consistent	consistent	ADJ
fis-5669	126	17	point	point	NOUN
fis-5669	126	18	of	of	ADP
fis-5669	126	19	comparison	comparison	NOUN
fis-5669	126	20	for	for	ADP
fis-5669	126	21	experimental	experimental	ADJ
fis-5669	126	22	results	result	NOUN
fis-5669	126	23	with	with	ADP
fis-5669	126	24	tcdpm	tcdpm	NOUN
fis-5669	126	25	which	which	PRON
fis-5669	126	26	is	be	AUX
fis-5669	126	27	based	base	VERB
fis-5669	126	28	on	on	ADP
fis-5669	126	29	a	a	DET
fis-5669	126	30	linear	linear	ADJ
fis-5669	126	31	-	-	PUNCT
fis-5669	126	32	elastic	elastic	ADJ
fis-5669	126	33	assumption	assumption	NOUN
fis-5669	126	34	.	.	PUNCT
fis-5669	127	1	the	the	DET
fis-5669	127	2	average	average	ADJ
fis-5669	127	3	mechanical	mechanical	ADJ
fis-5669	127	4	properties	property	NOUN
fis-5669	127	5	obtained	obtain	VERB
fis-5669	127	6	from	from	ADP
fis-5669	127	7	tensile	tensile	NOUN
fis-5669	127	8	tests	test	NOUN
fis-5669	127	9	are	be	AUX
fis-5669	127	10	summarized	summarize	VERB
fis-5669	127	11	in	in	ADP
fis-5669	127	12	tab	tab	NOUN
fis-5669	127	13	.	.	PUNCT
fis-5669	128	1	3	3	X
fis-5669	128	2	.	.	X
fis-5669	128	3	figure	figure	NOUN
fis-5669	128	4	4	4	NUM
fis-5669	128	5	:	:	PUNCT
fis-5669	128	6	(	(	PUNCT
fis-5669	128	7	a	a	X
fis-5669	128	8	)	)	PUNCT
fis-5669	128	9	true	true	ADJ
fis-5669	128	10	stress	stress	NOUN
fis-5669	128	11	-	-	PUNCT
fis-5669	128	12	strain	strain	NOUN
fis-5669	128	13	curve	curve	NOUN
fis-5669	128	14	obtained	obtain	VERB
fis-5669	128	15	with	with	ADP
fis-5669	128	16	dic	dic	PROPN
fis-5669	128	17	and	and	CCONJ
fis-5669	128	18	extensometer	extensometer	ADJ
fis-5669	128	19	,	,	PUNCT
fis-5669	128	20	and	and	CCONJ
fis-5669	128	21	(	(	PUNCT
fis-5669	128	22	b	b	NOUN
fis-5669	128	23	)	)	PUNCT
fis-5669	128	24	load	load	NOUN
fis-5669	128	25	displacement	displacement	ADJ
fis-5669	128	26	curve	curve	NOUN
fis-5669	128	27	.	.	PUNCT
fis-5669	129	1	point	point	VERB
fis-5669	129	2	a	a	DET
fis-5669	129	3	corresponds	correspond	NOUN
fis-5669	129	4	to	to	ADP
fis-5669	129	5	beginning	beginning	NOUN
fis-5669	129	6	of	of	ADP
fis-5669	129	7	necking	neck	VERB
fis-5669	129	8	.	.	PUNCT
fis-5669	130	1	property	property	NOUN
fis-5669	130	2	average	average	ADJ
fis-5669	130	3	value	value	NOUN
fis-5669	130	4	standard	standard	ADJ
fis-5669	130	5	deviation	deviation	NOUN
fis-5669	130	6	young	young	ADJ
fis-5669	130	7	’s	’s	PART
fis-5669	130	8	modulus	modulus	NOUN
fis-5669	130	9	(	(	PUNCT
fis-5669	130	10	e	e	NOUN
fis-5669	130	11	)	)	PUNCT
fis-5669	130	12	2267.60	2267.60	NUM
fis-5669	130	13	mpa	mpa	NOUN
fis-5669	130	14	47.01	47.01	NUM
fis-5669	130	15	yield	yield	NOUN
fis-5669	130	16	stress	stress	NOUN
fis-5669	130	17	(	(	PUNCT
fis-5669	130	18	0.2	0.2	NOUN
fis-5669	130	19	)	)	PUNCT
fis-5669	130	20	36.1	36.1	NUM
fis-5669	130	21	mpa	mpa	NOUN
fis-5669	130	22	1.96	1.96	NUM
fis-5669	130	23	yield	yield	NOUN
fis-5669	130	24	strain	strain	NOUN
fis-5669	130	25	(	(	PUNCT
fis-5669	130	26	0.2	0.2	PROPN
fis-5669	130	27	)	)	PUNCT
fis-5669	130	28	0.0177	0.0177	NUM
fis-5669	130	29	0.0013	0.0013	NUM
fis-5669	130	30	necking	neck	VERB
fis-5669	130	31	stress	stress	NOUN
fis-5669	130	32	(	(	PUNCT
fis-5669	130	33	necking	necking	NOUN
fis-5669	130	34	)	)	PUNCT
fis-5669	130	35	66	66	NUM
fis-5669	130	36	mpa	mpa	NOUN
fis-5669	130	37	0.59	0.59	NUM
fis-5669	130	38	table	table	NOUN
fis-5669	130	39	3	3	NUM
fis-5669	130	40	:	:	PUNCT
fis-5669	130	41	average	average	ADJ
fis-5669	130	42	mechanical	mechanical	ADJ
fis-5669	130	43	properties	property	NOUN
fis-5669	130	44	of	of	ADP
fis-5669	130	45	polycarbonate	polycarbonate	NOUN
fis-5669	130	46	specimens	specimen	NOUN
fis-5669	130	47	from	from	ADP
fis-5669	130	48	tensile	tensile	NOUN
fis-5669	130	49	test	test	NOUN
fis-5669	130	50	.	.	PUNCT
fis-5669	131	1	fracture	fracture	NOUN
fis-5669	131	2	behavior	behavior	NOUN
fis-5669	131	3	of	of	ADP
fis-5669	131	4	u	u	NOUN
fis-5669	131	5	-	-	ADJ
fis-5669	131	6	notched	notch	VERB
fis-5669	131	7	specimens	specimen	NOUN
fis-5669	131	8	the	the	DET
fis-5669	131	9	fracture	fracture	PROPN
fis-5669	131	10	behavior	behavior	NOUN
fis-5669	131	11	of	of	ADP
fis-5669	131	12	polycarbonate	polycarbonate	NOUN
fis-5669	131	13	u	u	NOUN
fis-5669	131	14	-	-	ADJ
fis-5669	131	15	notched	notched	ADJ
fis-5669	131	16	specimens	specimen	NOUN
fis-5669	131	17	was	be	AUX
fis-5669	131	18	investigated	investigate	VERB
fis-5669	131	19	under	under	ADP
fis-5669	131	20	quasi	quasi	ADJ
fis-5669	131	21	-	-	ADJ
fis-5669	131	22	static	static	ADJ
fis-5669	131	23	tensile	tensile	NOUN
fis-5669	131	24	loading	loading	NOUN
fis-5669	131	25	with	with	ADP
fis-5669	131	26	specimens	specimen	NOUN
fis-5669	131	27	being	be	AUX
fis-5669	131	28	loaded	load	VERB
fis-5669	131	29	until	until	ADP
fis-5669	131	30	complete	complete	ADJ
fis-5669	131	31	failure	failure	NOUN
fis-5669	131	32	.	.	PUNCT
fis-5669	132	1	a	a	DET
fis-5669	132	2	detailed	detailed	ADJ
fis-5669	132	3	discussion	discussion	NOUN
fis-5669	132	4	of	of	ADP
fis-5669	132	5	the	the	DET
fis-5669	132	6	failure	failure	NOUN
fis-5669	132	7	mechanisms	mechanism	NOUN
fis-5669	132	8	has	have	AUX
fis-5669	132	9	been	be	AUX
fis-5669	132	10	presented	present	VERB
fis-5669	132	11	in	in	ADP
fis-5669	132	12	our	our	PRON
fis-5669	132	13	previous	previous	ADJ
fis-5669	132	14	work	work	NOUN
fis-5669	132	15	[	[	X
fis-5669	132	16	9	9	NUM
fis-5669	132	17	]	]	PUNCT
fis-5669	132	18	.	.	PUNCT
fis-5669	133	1	in	in	ADP
fis-5669	133	2	this	this	DET
fis-5669	133	3	section	section	NOUN
fis-5669	133	4	,	,	PUNCT
fis-5669	133	5	we	we	PRON
fis-5669	133	6	briefly	briefly	ADV
fis-5669	133	7	summarize	summarize	VERB
fis-5669	133	8	the	the	DET
fis-5669	133	9	key	key	ADJ
fis-5669	133	10	findings	finding	NOUN
fis-5669	133	11	in	in	ADP
fis-5669	133	12	the	the	DET
fis-5669	133	13	fracture	fracture	NOUN
fis-5669	133	14	of	of	ADP
fis-5669	133	15	u	u	ADJ
fis-5669	133	16	-	-	ADJ
fis-5669	133	17	notched	notch	VERB
fis-5669	133	18	specimens	specimen	NOUN
fis-5669	133	19	.	.	PUNCT
fis-5669	134	1	based	base	VERB
fis-5669	134	2	on	on	ADP
fis-5669	134	3	the	the	DET
fis-5669	134	4	nominal	nominal	ADJ
fis-5669	134	5	stress	stress	NOUN
fis-5669	134	6	versus	versus	ADP
fis-5669	134	7	extension	extension	NOUN
fis-5669	134	8	curves	curve	NOUN
fis-5669	134	9	presented	present	VERB
fis-5669	134	10	in	in	ADP
fis-5669	134	11	fig	fig	NOUN
fis-5669	134	12	.	.	PUNCT
fis-5669	135	1	(	(	PUNCT
fis-5669	135	2	a	a	X
fis-5669	135	3	)	)	PUNCT
fis-5669	135	4	and	and	CCONJ
fis-5669	135	5	5(b	5(b	NUM
fis-5669	135	6	)	)	PUNCT
fis-5669	135	7	respectively	respectively	ADV
fis-5669	135	8	,	,	PUNCT
fis-5669	135	9	two	two	NUM
fis-5669	135	10	distinct	distinct	ADJ
fis-5669	135	11	fracture	fracture	NOUN
fis-5669	135	12	modes	mode	NOUN
fis-5669	135	13	can	can	AUX
fis-5669	135	14	be	be	AUX
fis-5669	135	15	observed	observe	VERB
fis-5669	135	16	,	,	PUNCT
fis-5669	135	17	which	which	PRON
fis-5669	135	18	are	be	AUX
fis-5669	135	19	thoroughly	thoroughly	ADV
fis-5669	135	20	discussed	discuss	VERB
fis-5669	135	21	in	in	ADP
fis-5669	135	22	[	[	X
fis-5669	135	23	9	9	NUM
fis-5669	135	24	]	]	PUNCT
fis-5669	135	25	.	.	PUNCT
fis-5669	136	1	in	in	ADP
fis-5669	136	2	sharper	sharp	ADJ
fis-5669	136	3	notches	notch	NOUN
fis-5669	136	4	such	such	ADJ
fis-5669	136	5	as	as	ADP
fis-5669	136	6	those	those	PRON
fis-5669	136	7	with	with	ADP
fis-5669	136	8			NOUN
fis-5669	136	9	=	=	NUM
fis-5669	136	10	1.5	1.5	NUM
fis-5669	136	11	mm	mm	NOUN
fis-5669	136	12	,	,	PUNCT
fis-5669	136	13	failure	failure	NOUN
fis-5669	136	14	occurs	occur	VERB
fis-5669	136	15	after	after	SCONJ
fis-5669	136	16	the	the	DET
fis-5669	136	17	maximum	maximum	ADJ
fis-5669	136	18	load	load	NOUN
fis-5669	136	19	is	be	AUX
fis-5669	136	20	reached	reach	VERB
fis-5669	136	21	without	without	ADP
fis-5669	136	22	a	a	DET
fis-5669	136	23	significant	significant	ADJ
fis-5669	136	24	drop	drop	NOUN
fis-5669	136	25	in	in	ADP
fis-5669	136	26	the	the	DET
fis-5669	136	27	load	load	NOUN
fis-5669	136	28	.	.	PUNCT
fis-5669	137	1	consequently	consequently	ADV
fis-5669	137	2	,	,	PUNCT
fis-5669	137	3	in	in	ADP
fis-5669	137	4	specimens	specimen	NOUN
fis-5669	137	5	with	with	ADP
fis-5669	137	6	larger	large	ADJ
fis-5669	137	7	radius	radius	NOUN
fis-5669	137	8	t	t	PROPN
fis-5669	137	9	sa	sa	PROPN
fis-5669	137	10	.	.	PUNCT
fis-5669	138	1	farooq	farooq	PROPN
fis-5669	138	2	et	et	PROPN
fis-5669	138	3	alii	alii	PROPN
fis-5669	138	4	,	,	PUNCT
fis-5669	138	5	fracture	fracture	ADJ
fis-5669	138	6	and	and	CCONJ
fis-5669	138	7	structural	structural	ADJ
fis-5669	138	8	integrity	integrity	NOUN
fis-5669	138	9	,	,	PUNCT
fis-5669	138	10	75	75	NUM
fis-5669	138	11	(	(	PUNCT
fis-5669	138	12	2026	2026	NUM
fis-5669	138	13	)	)	PUNCT
fis-5669	138	14	362	362	NUM
fis-5669	138	15	-	-	SYM
fis-5669	138	16	372	372	NUM
fis-5669	138	17	;	;	PUNCT
fis-5669	138	18	doi	doi	NOUN
fis-5669	138	19	:	:	PUNCT
fis-5669	138	20	10.3221	10.3221	NUM
fis-5669	138	21	/	/	SYM
fis-5669	138	22	igf	igf	PROPN
fis-5669	138	23	-	-	PUNCT
fis-5669	138	24	esis.75.26	esis.75.26	ADJ
fis-5669	138	25	368	368	NUM
fis-5669	138	26	such	such	ADJ
fis-5669	138	27	as	as	ADP
fis-5669	138	28			NOUN
fis-5669	138	29	=	=	SYM
fis-5669	138	30	5	5	NUM
fis-5669	138	31	,	,	PUNCT
fis-5669	138	32	dp	dp	NOUN
fis-5669	138	33	=	=	SYM
fis-5669	138	34	6	6	NUM
fis-5669	138	35	,	,	PUNCT
fis-5669	138	36	a	a	DET
fis-5669	138	37	noticeable	noticeable	ADJ
fis-5669	138	38	drop	drop	NOUN
fis-5669	138	39	of	of	ADP
fis-5669	138	40	about	about	ADV
fis-5669	138	41	8	8	NUM
fis-5669	138	42	%	%	NOUN
fis-5669	138	43	in	in	ADP
fis-5669	138	44	the	the	DET
fis-5669	138	45	load	load	NOUN
fis-5669	138	46	can	can	AUX
fis-5669	138	47	be	be	AUX
fis-5669	138	48	seen	see	VERB
fis-5669	138	49	after	after	ADP
fis-5669	138	50	peak	peak	NOUN
fis-5669	138	51	stress	stress	NOUN
fis-5669	138	52	,	,	PUNCT
fis-5669	138	53	as	as	SCONJ
fis-5669	138	54	illustrated	illustrate	VERB
fis-5669	138	55	in	in	ADP
fis-5669	138	56	fig	fig	NOUN
fis-5669	138	57	.	.	PUNCT
fis-5669	139	1	5(a	5(a	NUM
fis-5669	139	2	)	)	PUNCT
fis-5669	139	3	.	.	PUNCT
fis-5669	140	1	similar	similar	ADJ
fis-5669	140	2	behavior	behavior	NOUN
fis-5669	140	3	was	be	AUX
fis-5669	140	4	noticed	notice	VERB
fis-5669	140	5	for	for	ADP
fis-5669	140	6	specimens	specimen	NOUN
fis-5669	140	7	with	with	ADP
fis-5669	140	8			NOUN
fis-5669	140	9	=	=	SYM
fis-5669	140	10	3.5	3.5	NUM
fis-5669	140	11	mm	mm	NOUN
fis-5669	140	12	and	and	CCONJ
fis-5669	140	13	dp	dp	NOUN
fis-5669	140	14	=	=	NOUN
fis-5669	140	15	6	6	NUM
fis-5669	140	16	mm	mm	NOUN
fis-5669	140	17	.	.	PUNCT
fis-5669	141	1	the	the	DET
fis-5669	141	2	experimental	experimental	ADJ
fis-5669	141	3	fracture	fracture	PROPN
fis-5669	141	4	loads	load	VERB
fis-5669	141	5	for	for	ADP
fis-5669	141	6	each	each	DET
fis-5669	141	7	geometrical	geometrical	ADJ
fis-5669	141	8	configuration	configuration	NOUN
fis-5669	141	9	are	be	AUX
fis-5669	141	10	given	give	VERB
fis-5669	141	11	in	in	ADP
fis-5669	141	12	[	[	NOUN
fis-5669	141	13	9	9	NUM
fis-5669	141	14	]	]	PUNCT
fis-5669	141	15	.	.	PUNCT
fis-5669	142	1	those	those	DET
fis-5669	142	2	results	result	NOUN
fis-5669	142	3	are	be	AUX
fis-5669	142	4	used	use	VERB
fis-5669	142	5	in	in	ADP
fis-5669	142	6	subsequent	subsequent	ADJ
fis-5669	142	7	sections	section	NOUN
fis-5669	142	8	for	for	ADP
fis-5669	142	9	evaluating	evaluate	VERB
fis-5669	142	10	the	the	DET
fis-5669	142	11	accuracy	accuracy	NOUN
fis-5669	142	12	of	of	ADP
fis-5669	142	13	tcdbased	tcdbase	VERB
fis-5669	142	14	and	and	CCONJ
fis-5669	142	15	machine	machine	NOUN
fis-5669	142	16	learning	learn	VERB
fis-5669	142	17	fracture	fracture	NOUN
fis-5669	142	18	predictions	prediction	NOUN
fis-5669	142	19	.	.	PUNCT
fis-5669	143	1	fracture	fracture	NOUN
fis-5669	143	2	load	load	NOUN
fis-5669	143	3	prediction	prediction	NOUN
fis-5669	143	4	using	use	VERB
fis-5669	143	5	the	the	DET
fis-5669	143	6	theory	theory	NOUN
fis-5669	143	7	of	of	ADP
fis-5669	143	8	critical	critical	ADJ
fis-5669	143	9	distances	distance	NOUN
fis-5669	143	10	(	(	PUNCT
fis-5669	143	11	tcd	tcd	NOUN
fis-5669	143	12	-	-	PUNCT
fis-5669	143	13	pm	pm	NOUN
fis-5669	143	14	)	)	PUNCT
fis-5669	143	15	the	the	DET
fis-5669	143	16	fracture	fracture	NOUN
fis-5669	143	17	loads	load	NOUN
fis-5669	143	18	of	of	ADP
fis-5669	143	19	notched	notch	VERB
fis-5669	143	20	polycarbonate	polycarbonate	NOUN
fis-5669	143	21	specimens	specimen	NOUN
fis-5669	143	22	were	be	AUX
fis-5669	143	23	estimated	estimate	VERB
fis-5669	143	24	based	base	VERB
fis-5669	143	25	on	on	ADP
fis-5669	143	26	tcd	tcd	NOUN
fis-5669	143	27	-	-	PUNCT
fis-5669	143	28	pm	pm	NOUN
fis-5669	143	29	formulation	formulation	NOUN
fis-5669	143	30	.	.	PUNCT
fis-5669	144	1	as	as	SCONJ
fis-5669	144	2	mentioned	mention	VERB
fis-5669	144	3	previously	previously	ADV
fis-5669	144	4	,	,	PUNCT
fis-5669	144	5	the	the	DET
fis-5669	144	6	fracture	fracture	NOUN
fis-5669	144	7	load	load	NOUN
fis-5669	144	8	is	be	AUX
fis-5669	144	9	predicted	predict	VERB
fis-5669	144	10	by	by	ADP
fis-5669	144	11	the	the	DET
fis-5669	144	12	finite	finite	PROPN
fis-5669	144	13	element	element	NOUN
fis-5669	144	14	simulation	simulation	NOUN
fis-5669	144	15	using	use	VERB
fis-5669	144	16	pymapdl	pymapdl	NOUN
fis-5669	144	17	by	by	ADP
fis-5669	144	18	comparing	compare	VERB
fis-5669	144	19	the	the	DET
fis-5669	144	20	maximum	maximum	ADJ
fis-5669	144	21	principal	principal	ADJ
fis-5669	144	22	stress	stress	NOUN
fis-5669	144	23	at	at	ADP
fis-5669	144	24	critical	critical	ADJ
fis-5669	144	25	distance	distance	NOUN
fis-5669	144	26	of	of	ADP
fis-5669	144	27	6.95	6.95	NUM
fis-5669	144	28	mm	mm	NOUN
fis-5669	144	29	from	from	ADP
fis-5669	144	30	notch	notch	ADJ
fis-5669	144	31	tip	tip	NOUN
fis-5669	144	32	with	with	ADP
fis-5669	144	33	the	the	DET
fis-5669	144	34	inherent	inherent	ADJ
fis-5669	144	35	strength	strength	NOUN
fis-5669	144	36	(	(	PUNCT
fis-5669	144	37	54.5	54.5	NUM
fis-5669	144	38	mpa	mpa	NOUN
fis-5669	144	39	)	)	PUNCT
fis-5669	144	40	of	of	ADP
fis-5669	144	41	the	the	DET
fis-5669	144	42	polycarbonate	polycarbonate	NOUN
fis-5669	144	43	.	.	PUNCT
fis-5669	145	1	the	the	DET
fis-5669	145	2	predicted	predict	VERB
fis-5669	145	3	loads	load	NOUN
fis-5669	145	4	for	for	ADP
fis-5669	145	5	all	all	DET
fis-5669	145	6	eleven	eleven	NUM
fis-5669	145	7	experimental	experimental	ADJ
fis-5669	145	8	notch	notch	NOUN
fis-5669	145	9	geometries	geometry	NOUN
fis-5669	145	10	were	be	AUX
fis-5669	145	11	compared	compare	VERB
fis-5669	145	12	with	with	ADP
fis-5669	145	13	the	the	DET
fis-5669	145	14	experimentally	experimentally	ADV
fis-5669	145	15	determined	determine	VERB
fis-5669	145	16	average	average	ADJ
fis-5669	145	17	fracture	fracture	NOUN
fis-5669	145	18	load	load	NOUN
fis-5669	145	19	,	,	PUNCT
fis-5669	145	20	are	be	AUX
fis-5669	145	21	summarized	summarize	VERB
fis-5669	145	22	in	in	ADP
fis-5669	145	23	tab	tab	NOUN
fis-5669	145	24	.	.	PUNCT
fis-5669	145	25	4	4	NUM
fis-5669	145	26	along	along	ADP
fis-5669	145	27	with	with	ADP
fis-5669	145	28	the	the	DET
fis-5669	145	29	percentage	percentage	NOUN
fis-5669	145	30	deviation	deviation	NOUN
fis-5669	145	31	.	.	PUNCT
fis-5669	146	1	the	the	DET
fis-5669	146	2	results	result	NOUN
fis-5669	146	3	show	show	VERB
fis-5669	146	4	that	that	SCONJ
fis-5669	146	5	the	the	DET
fis-5669	146	6	tcd	tcd	NOUN
fis-5669	146	7	-	-	PUNCT
fis-5669	146	8	pm	pm	NOUN
fis-5669	146	9	-	-	PUNCT
fis-5669	146	10	based	base	VERB
fis-5669	146	11	fracture	fracture	NOUN
fis-5669	146	12	load	load	NOUN
fis-5669	146	13	predictions	prediction	NOUN
fis-5669	146	14	show	show	VERB
fis-5669	146	15	close	close	ADJ
fis-5669	146	16	agreement	agreement	NOUN
fis-5669	146	17	with	with	ADP
fis-5669	146	18	the	the	DET
fis-5669	146	19	experimental	experimental	ADJ
fis-5669	146	20	data	datum	NOUN
fis-5669	146	21	with	with	ADP
fis-5669	146	22	discrepancies	discrepancy	NOUN
fis-5669	146	23	within	within	ADP
fis-5669	146	24	±5	±5	NOUN
fis-5669	146	25	%	%	NOUN
fis-5669	146	26	(	(	PUNCT
fis-5669	146	27	between	between	ADP
fis-5669	146	28	-3.48	-3.48	NUM
fis-5669	146	29	%	%	NOUN
fis-5669	146	30	and	and	CCONJ
fis-5669	146	31	4.40	4.40	NUM
fis-5669	146	32	%	%	NOUN
fis-5669	146	33	)	)	PUNCT
fis-5669	146	34	.	.	PUNCT
fis-5669	147	1	this	this	PRON
fis-5669	147	2	validates	validate	VERB
fis-5669	147	3	the	the	DET
fis-5669	147	4	applicability	applicability	NOUN
fis-5669	147	5	of	of	ADP
fis-5669	147	6	tcd	tcd	NOUN
fis-5669	147	7	-	-	PUNCT
fis-5669	147	8	pm	pm	NOUN
fis-5669	147	9	method	method	NOUN
fis-5669	147	10	for	for	ADP
fis-5669	147	11	fracture	fracture	NOUN
fis-5669	147	12	prediction	prediction	NOUN
fis-5669	147	13	in	in	ADP
fis-5669	147	14	notched	notch	VERB
fis-5669	147	15	polycarbonate	polycarbonate	NOUN
fis-5669	147	16	specimens	specimen	NOUN
fis-5669	147	17	under	under	ADP
fis-5669	147	18	quasi	quasi	ADJ
fis-5669	147	19	-	-	ADJ
fis-5669	147	20	static	static	ADJ
fis-5669	147	21	loading	loading	NOUN
fis-5669	147	22	.	.	PUNCT
fis-5669	148	1	the	the	DET
fis-5669	148	2	consistency	consistency	NOUN
fis-5669	148	3	between	between	ADP
fis-5669	148	4	simulation	simulation	NOUN
fis-5669	148	5	results	result	NOUN
fis-5669	148	6	and	and	CCONJ
fis-5669	148	7	experimental	experimental	ADJ
fis-5669	148	8	data	datum	NOUN
fis-5669	148	9	also	also	ADV
fis-5669	148	10	indicates	indicate	VERB
fis-5669	148	11	that	that	SCONJ
fis-5669	148	12	fracture	fracture	NOUN
fis-5669	148	13	load	load	NOUN
fis-5669	148	14	data	datum	NOUN
fis-5669	148	15	generated	generate	VERB
fis-5669	148	16	from	from	ADP
fis-5669	148	17	pymapdl	pymapdl	NOUN
fis-5669	148	18	can	can	AUX
fis-5669	148	19	be	be	AUX
fis-5669	148	20	used	use	VERB
fis-5669	148	21	as	as	ADP
fis-5669	148	22	a	a	DET
fis-5669	148	23	reliable	reliable	ADJ
fis-5669	148	24	input	input	NOUN
fis-5669	148	25	for	for	ADP
fis-5669	148	26	datadriven	datadriven	ADJ
fis-5669	148	27	modeling	modeling	NOUN
fis-5669	148	28	approaches	approach	NOUN
fis-5669	148	29	.	.	PUNCT
fis-5669	149	1	figure	figure	VERB
fis-5669	149	2	5	5	NUM
fis-5669	149	3	:	:	PUNCT
fis-5669	149	4	(	(	PUNCT
fis-5669	149	5	a	a	X
fis-5669	149	6	)	)	PUNCT
fis-5669	149	7	stress	stress	NOUN
fis-5669	149	8	-	-	PUNCT
fis-5669	149	9	elongation	elongation	NOUN
fis-5669	149	10	curves	curve	NOUN
fis-5669	149	11	for	for	ADP
fis-5669	149	12	specimens	specimen	NOUN
fis-5669	149	13	with	with	ADP
fis-5669	149	14	dp=6	dp=6	NOUN
fis-5669	149	15	mm	mm	NOUN
fis-5669	149	16	and	and	CCONJ
fis-5669	149	17	different	different	ADJ
fis-5669	149	18			NOUN
fis-5669	149	19	,	,	PUNCT
fis-5669	149	20	and	and	CCONJ
fis-5669	149	21	(	(	PUNCT
fis-5669	149	22	b	b	NOUN
fis-5669	149	23	)	)	PUNCT
fis-5669	149	24	for	for	ADP
fis-5669	149	25	specimens	specimen	NOUN
fis-5669	149	26	with	with	ADP
fis-5669	149	27	=	=	PROPN
fis-5669	149	28	3.5	3.5	NUM
fis-5669	149	29	mm	mm	NOUN
fis-5669	149	30	and	and	CCONJ
fis-5669	149	31	different	different	ADJ
fis-5669	149	32	dp	dp	NOUN
fis-5669	149	33	.	.	PUNCT
fis-5669	149	34			ADJ
fis-5669	149	35	dp	dp	ADJ
fis-5669	149	36	average	average	ADJ
fis-5669	149	37	experimental	experimental	ADJ
fis-5669	149	38	fracture	fracture	NOUN
fis-5669	149	39	load	load	NOUN
fis-5669	149	40	,	,	PUNCT
fis-5669	149	41	n	n	CCONJ
fis-5669	149	42	tcd	tcd	NOUN
fis-5669	149	43	-	-	PUNCT
fis-5669	149	44	predicted	predict	VERB
fis-5669	149	45	fracture	fracture	NOUN
fis-5669	149	46	load	load	NOUN
fis-5669	149	47	,	,	PUNCT
fis-5669	149	48	n	n	CCONJ
fis-5669	149	49	percentage	percentage	NOUN
fis-5669	149	50	error	error	NOUN
fis-5669	149	51	1.5	1.5	NUM
fis-5669	149	52	6	6	NUM
fis-5669	149	53	6885.8	6885.8	NUM
fis-5669	149	54	6893.2	6893.2	NUM
fis-5669	149	55	0.11	0.11	NUM
fis-5669	149	56	2	2	NUM
fis-5669	149	57	6	6	NUM
fis-5669	149	58	6703.8	6703.8	NUM
fis-5669	149	59	6832.6	6832.6	NUM
fis-5669	149	60	1.92	1.92	NUM
fis-5669	149	61	2.5	2.5	NUM
fis-5669	149	62	6	6	NUM
fis-5669	149	63	7018.3	7018.3	NUM
fis-5669	149	64	6774.4	6774.4	NUM
fis-5669	149	65	-3.48	-3.48	NUM
fis-5669	149	66	3	3	NUM
fis-5669	149	67	6	6	NUM
fis-5669	149	68	6798.4	6798.4	NUM
fis-5669	149	69	6718.7	6718.7	NUM
fis-5669	149	70	-1.17	-1.17	NUM
fis-5669	149	71	3.5	3.5	NUM
fis-5669	149	72	6	6	NUM
fis-5669	149	73	6637.3	6637.3	NUM
fis-5669	149	74	6665.5	6665.5	NUM
fis-5669	149	75	0.42	0.42	NUM
fis-5669	149	76	4	4	NUM
fis-5669	149	77	6	6	NUM
fis-5669	149	78	6448.8	6448.8	NUM
fis-5669	149	79	6614.8	6614.8	NUM
fis-5669	149	80	2.57	2.57	NUM
fis-5669	149	81	4.5	4.5	NUM
fis-5669	149	82	6	6	NUM
fis-5669	149	83	6499.7	6499.7	NUM
fis-5669	149	84	6566.6	6566.6	NUM
fis-5669	149	85	1.03	1.03	NUM
fis-5669	149	86	5	5	NUM
fis-5669	149	87	6	6	NUM
fis-5669	149	88	6427	6427	NUM
fis-5669	149	89	6520.8	6520.8	NUM
fis-5669	149	90	1.46	1.46	NUM
fis-5669	149	91	3.5	3.5	NUM
fis-5669	149	92	4	4	NUM
fis-5669	149	93	7054.3	7054.3	NUM
fis-5669	149	94	7364.3	7364.3	NUM
fis-5669	149	95	4.39	4.39	NUM
fis-5669	149	96	3.5	3.5	NUM
fis-5669	149	97	5.5	5.5	NUM
fis-5669	149	98	6582.3	6582.3	NUM
fis-5669	149	99	6827.6	6827.6	NUM
fis-5669	149	100	3.73	3.73	NUM
fis-5669	149	101	3.5	3.5	NUM
fis-5669	149	102	7	7	NUM
fis-5669	149	103	6591	6591	NUM
fis-5669	149	104	6377.3	6377.3	NUM
fis-5669	149	105	-3.24	-3.24	NUM
fis-5669	149	106	table	table	NOUN
fis-5669	149	107	4	4	NUM
fis-5669	149	108	:	:	PUNCT
fis-5669	149	109	estimated	estimate	VERB
fis-5669	149	110	fracture	fracture	NOUN
fis-5669	149	111	load	load	NOUN
fis-5669	149	112	using	use	VERB
fis-5669	149	113	tcd	tcd	NOUN
fis-5669	149	114	-	-	PUNCT
fis-5669	149	115	pm	pm	NOUN
fis-5669	149	116	method	method	NOUN
fis-5669	149	117	,	,	PUNCT
fis-5669	149	118	with	with	ADP
fis-5669	149	119	percentage	percentage	NOUN
fis-5669	149	120	deviation	deviation	NOUN
fis-5669	149	121	from	from	ADP
fis-5669	149	122	actual	actual	ADJ
fis-5669	149	123	average	average	ADJ
fis-5669	149	124	experimental	experimental	ADJ
fis-5669	149	125	fracture	fracture	NOUN
fis-5669	149	126	load	load	NOUN
fis-5669	149	127	.	.	PUNCT
fis-5669	150	1	sa	sa	PROPN
fis-5669	150	2	.	.	PUNCT
fis-5669	151	1	farooq	farooq	PROPN
fis-5669	151	2	et	et	PROPN
fis-5669	151	3	alii	alii	PROPN
fis-5669	151	4	,	,	PUNCT
fis-5669	151	5	fracture	fracture	ADJ
fis-5669	151	6	and	and	CCONJ
fis-5669	151	7	structural	structural	ADJ
fis-5669	151	8	integrity	integrity	NOUN
fis-5669	151	9	,	,	PUNCT
fis-5669	151	10	75	75	NUM
fis-5669	151	11	(	(	PUNCT
fis-5669	151	12	2026	2026	NUM
fis-5669	151	13	)	)	PUNCT
fis-5669	151	14	362	362	NUM
fis-5669	151	15	-	-	SYM
fis-5669	151	16	372	372	NUM
fis-5669	151	17	;	;	PUNCT
fis-5669	151	18	doi	doi	NOUN
fis-5669	151	19	:	:	PUNCT
fis-5669	151	20	10.3221	10.3221	NUM
fis-5669	151	21	/	/	SYM
fis-5669	151	22	igf	igf	PROPN
fis-5669	151	23	-	-	PUNCT
fis-5669	151	24	esis.75.26	esis.75.26	ADJ
fis-5669	151	25	369	369	NUM
fis-5669	151	26	figure	figure	NOUN
fis-5669	151	27	6	6	NUM
fis-5669	151	28	:	:	PUNCT
fis-5669	151	29	predicted	predict	VERB
fis-5669	151	30	vs.	vs.	ADP
fis-5669	151	31	actual	actual	ADJ
fis-5669	151	32	fracture	fracture	NOUN
fis-5669	151	33	load	load	NOUN
fis-5669	151	34	plots	plot	NOUN
fis-5669	151	35	for	for	ADP
fis-5669	151	36	training	training	NOUN
fis-5669	151	37	and	and	CCONJ
fis-5669	151	38	test	test	NOUN
fis-5669	151	39	data	datum	NOUN
fis-5669	151	40	across	across	ADP
fis-5669	151	41	six	six	NUM
fis-5669	151	42	machine	machine	NOUN
fis-5669	151	43	learning	learning	NOUN
fis-5669	151	44	models	model	NOUN
fis-5669	151	45	trained	train	VERB
fis-5669	151	46	on	on	ADP
fis-5669	151	47	different	different	ADJ
fis-5669	151	48	combinations	combination	NOUN
fis-5669	151	49	of	of	ADP
fis-5669	151	50	experimental	experimental	ADJ
fis-5669	151	51	and	and	CCONJ
fis-5669	151	52	synthetic	synthetic	ADJ
fis-5669	151	53	data	datum	NOUN
fis-5669	151	54	.	.	PUNCT
fis-5669	152	1	the	the	DET
fis-5669	152	2	shaded	shaded	ADJ
fis-5669	152	3	region	region	NOUN
fis-5669	152	4	indicates	indicate	VERB
fis-5669	152	5	a	a	DET
fis-5669	152	6	±5	±5	NOUN
fis-5669	152	7	%	%	NOUN
fis-5669	152	8	error	error	NOUN
fis-5669	152	9	band	band	NOUN
fis-5669	152	10	around	around	ADP
fis-5669	152	11	the	the	DET
fis-5669	152	12	ideal	ideal	ADJ
fis-5669	152	13	prediction	prediction	NOUN
fis-5669	152	14	line	line	NOUN
fis-5669	152	15	.	.	PUNCT
fis-5669	153	1	performance	performance	NOUN
fis-5669	153	2	of	of	ADP
fis-5669	153	3	ml	ml	NOUN
fis-5669	153	4	models	model	NOUN
fis-5669	153	5	for	for	ADP
fis-5669	153	6	fracture	fracture	NOUN
fis-5669	153	7	load	load	NOUN
fis-5669	153	8	prediction	prediction	NOUN
fis-5669	153	9	the	the	DET
fis-5669	153	10	xgboost	xgboost	PROPN
fis-5669	153	11	models	model	NOUN
fis-5669	153	12	were	be	AUX
fis-5669	153	13	trained	train	VERB
fis-5669	153	14	to	to	PART
fis-5669	153	15	evaluate	evaluate	VERB
fis-5669	153	16	the	the	DET
fis-5669	153	17	effect	effect	NOUN
fis-5669	153	18	of	of	ADP
fis-5669	153	19	the	the	DET
fis-5669	153	20	synthetic	synthetic	ADJ
fis-5669	153	21	data	datum	NOUN
fis-5669	153	22	on	on	ADP
fis-5669	153	23	the	the	DET
fis-5669	153	24	model	model	NOUN
fis-5669	153	25	accuracy	accuracy	NOUN
fis-5669	153	26	and	and	CCONJ
fis-5669	153	27	robustness	robustness	NOUN
fis-5669	153	28	in	in	ADP
fis-5669	153	29	predicting	predict	VERB
fis-5669	153	30	the	the	DET
fis-5669	153	31	fracture	fracture	ADJ
fis-5669	153	32	loads	load	NOUN
fis-5669	153	33	of	of	ADP
fis-5669	153	34	u	u	NOUN
fis-5669	153	35	-	-	ADJ
fis-5669	153	36	notched	notch	VERB
fis-5669	153	37	polycarbonate	polycarbonate	NOUN
fis-5669	153	38	specimens	specimen	NOUN
fis-5669	154	1	.	.	PUNCT
fis-5669	154	2	fig	fig	NOUN
fis-5669	154	3	.	.	PUNCT
fis-5669	155	1	6	6	NUM
fis-5669	155	2	presents	present	VERB
fis-5669	155	3	the	the	DET
fis-5669	155	4	actual	actual	ADJ
fis-5669	155	5	vs.	vs.	NOUN
fis-5669	155	6	predicted	predict	VERB
fis-5669	155	7	for	for	ADP
fis-5669	155	8	all	all	DET
fis-5669	155	9	six	six	NUM
fis-5669	155	10	different	different	ADJ
fis-5669	155	11	models	model	NOUN
fis-5669	155	12	with	with	ADP
fis-5669	155	13	r2	r2	PROPN
fis-5669	155	14	,	,	PUNCT
fis-5669	155	15	mape	mape	NOUN
fis-5669	155	16	,	,	PUNCT
fis-5669	155	17	mae	mae	PROPN
fis-5669	155	18	,	,	PUNCT
fis-5669	155	19	and	and	CCONJ
fis-5669	155	20	rmse	rmse	NOUN
fis-5669	155	21	,	,	PUNCT
fis-5669	155	22	shown	show	VERB
fis-5669	155	23	for	for	ADP
fis-5669	155	24	each	each	DET
fis-5669	155	25	model	model	NOUN
fis-5669	155	26	.	.	PUNCT
fis-5669	156	1	the	the	DET
fis-5669	156	2	model	model	NOUN
fis-5669	156	3	trained	train	VERB
fis-5669	156	4	purely	purely	ADV
fis-5669	156	5	on	on	ADP
fis-5669	156	6	22	22	NUM
fis-5669	156	7	experimental	experimental	ADJ
fis-5669	156	8	sa	sa	PROPN
fis-5669	156	9	.	.	PUNCT
fis-5669	157	1	farooq	farooq	PROPN
fis-5669	157	2	et	et	PROPN
fis-5669	157	3	alii	alii	PROPN
fis-5669	157	4	,	,	PUNCT
fis-5669	157	5	fracture	fracture	ADJ
fis-5669	157	6	and	and	CCONJ
fis-5669	157	7	structural	structural	ADJ
fis-5669	157	8	integrity	integrity	NOUN
fis-5669	157	9	,	,	PUNCT
fis-5669	157	10	75	75	NUM
fis-5669	157	11	(	(	PUNCT
fis-5669	157	12	2026	2026	NUM
fis-5669	157	13	)	)	PUNCT
fis-5669	157	14	362	362	NUM
fis-5669	157	15	-	-	SYM
fis-5669	157	16	372	372	NUM
fis-5669	157	17	;	;	PUNCT
fis-5669	157	18	doi	doi	NOUN
fis-5669	157	19	:	:	PUNCT
fis-5669	157	20	10.3221	10.3221	NUM
fis-5669	157	21	/	/	SYM
fis-5669	157	22	igf	igf	PROPN
fis-5669	157	23	-	-	PUNCT
fis-5669	157	24	esis.75.26	esis.75.26	ADJ
fis-5669	157	25	370	370	NUM
fis-5669	157	26	data	datum	NOUN
fis-5669	157	27	points	point	NOUN
fis-5669	157	28	demonstrated	demonstrate	VERB
fis-5669	157	29	the	the	DET
fis-5669	157	30	most	most	ADV
fis-5669	157	31	consistent	consistent	ADJ
fis-5669	157	32	alignment	alignment	NOUN
fis-5669	157	33	with	with	ADP
fis-5669	157	34	the	the	DET
fis-5669	157	35	ideal	ideal	ADJ
fis-5669	157	36	fit	fit	ADJ
fis-5669	157	37	line	line	NOUN
fis-5669	157	38	,	,	PUNCT
fis-5669	157	39	achieving	achieve	VERB
fis-5669	157	40	the	the	DET
fis-5669	157	41	lowest	low	ADJ
fis-5669	157	42	prediction	prediction	NOUN
fis-5669	157	43	error	error	NOUN
fis-5669	157	44	(	(	PUNCT
fis-5669	157	45	mape	mape	NOUN
fis-5669	157	46	=	=	NUM
fis-5669	157	47	1.23	1.23	NUM
fis-5669	157	48	%	%	NOUN
fis-5669	157	49	)	)	PUNCT
fis-5669	157	50	and	and	CCONJ
fis-5669	157	51	high	high	ADJ
fis-5669	157	52	accuracy	accuracy	NOUN
fis-5669	157	53	.	.	PUNCT
fis-5669	158	1	as	as	ADP
fis-5669	158	2	the	the	DET
fis-5669	158	3	percentage	percentage	NOUN
fis-5669	158	4	of	of	ADP
fis-5669	158	5	the	the	DET
fis-5669	158	6	synthetic	synthetic	ADJ
fis-5669	158	7	data	data	NOUN
fis-5669	158	8	increases	increase	NOUN
fis-5669	158	9	in	in	ADP
fis-5669	158	10	the	the	DET
fis-5669	158	11	hybrid	hybrid	NOUN
fis-5669	158	12	models	model	NOUN
fis-5669	158	13	(	(	PUNCT
fis-5669	158	14	25	25	NUM
fis-5669	158	15	%	%	NOUN
fis-5669	158	16	,	,	PUNCT
fis-5669	158	17	50	50	NUM
fis-5669	158	18	%	%	NOUN
fis-5669	158	19	and	and	CCONJ
fis-5669	158	20	75	75	NUM
fis-5669	158	21	%	%	NOUN
fis-5669	158	22	)	)	PUNCT
fis-5669	158	23	,	,	PUNCT
fis-5669	158	24	test	test	NOUN
fis-5669	158	25	accuracy	accuracy	NOUN
fis-5669	158	26	decreases	decrease	VERB
fis-5669	158	27	.	.	PUNCT
fis-5669	159	1	this	this	PRON
fis-5669	159	2	is	be	AUX
fis-5669	159	3	because	because	SCONJ
fis-5669	159	4	the	the	DET
fis-5669	159	5	training	training	NOUN
fis-5669	159	6	set	set	NOUN
fis-5669	159	7	has	have	AUX
fis-5669	159	8	decreased	decrease	VERB
fis-5669	159	9	noise	noise	NOUN
fis-5669	159	10	and	and	CCONJ
fis-5669	159	11	variability	variability	NOUN
fis-5669	159	12	present	present	ADJ
fis-5669	159	13	in	in	ADP
fis-5669	159	14	experimental	experimental	ADJ
fis-5669	159	15	-	-	PUNCT
fis-5669	159	16	only	only	ADV
fis-5669	159	17	model	model	NOUN
fis-5669	159	18	,	,	PUNCT
fis-5669	159	19	leading	lead	VERB
fis-5669	159	20	to	to	ADP
fis-5669	159	21	reduced	reduce	VERB
fis-5669	159	22	generalization	generalization	NOUN
fis-5669	159	23	accuracy	accuracy	NOUN
fis-5669	159	24	.	.	PUNCT
fis-5669	160	1	the	the	DET
fis-5669	160	2	model	model	NOUN
fis-5669	160	3	trained	train	VERB
fis-5669	160	4	on	on	ADP
fis-5669	160	5	22	22	NUM
fis-5669	160	6	synthetic	synthetic	ADJ
fis-5669	160	7	data	datum	NOUN
fis-5669	160	8	points	point	NOUN
fis-5669	160	9	only	only	ADV
fis-5669	160	10	(	(	PUNCT
fis-5669	160	11	randomly	randomly	ADV
fis-5669	160	12	chosen	choose	VERB
fis-5669	160	13	from	from	ADP
fis-5669	160	14	the	the	DET
fis-5669	160	15	synthetic	synthetic	ADJ
fis-5669	160	16	dataset	dataset	NOUN
fis-5669	160	17	)	)	PUNCT
fis-5669	160	18	fits	fit	VERB
fis-5669	160	19	its	its	PRON
fis-5669	160	20	training	training	NOUN
fis-5669	160	21	data	datum	NOUN
fis-5669	160	22	almost	almost	ADV
fis-5669	160	23	perfectly	perfectly	ADV
fis-5669	160	24	,	,	PUNCT
fis-5669	160	25	given	give	VERB
fis-5669	160	26	the	the	DET
fis-5669	160	27	deterministic	deterministic	ADJ
fis-5669	160	28	nature	nature	NOUN
fis-5669	160	29	of	of	ADP
fis-5669	160	30	the	the	DET
fis-5669	160	31	synthetic	synthetic	ADJ
fis-5669	160	32	dataset	dataset	NOUN
fis-5669	160	33	generated	generate	VERB
fis-5669	160	34	using	use	VERB
fis-5669	160	35	tcd	tcd	NOUN
fis-5669	160	36	-	-	PUNCT
fis-5669	160	37	pm	pm	NOUN
fis-5669	160	38	,	,	PUNCT
fis-5669	160	39	which	which	PRON
fis-5669	160	40	lacks	lack	VERB
fis-5669	160	41	experimental	experimental	ADJ
fis-5669	160	42	irregularities	irregularity	NOUN
fis-5669	160	43	.	.	PUNCT
fis-5669	161	1	however	however	ADV
fis-5669	161	2	,	,	PUNCT
fis-5669	161	3	this	this	DET
fis-5669	161	4	model	model	NOUN
fis-5669	161	5	performed	perform	VERB
fis-5669	161	6	the	the	DET
fis-5669	161	7	lowest	low	ADJ
fis-5669	161	8	in	in	ADP
fis-5669	161	9	terms	term	NOUN
fis-5669	161	10	of	of	ADP
fis-5669	161	11	test	test	NOUN
fis-5669	161	12	accuracy	accuracy	NOUN
fis-5669	161	13	and	and	CCONJ
fis-5669	161	14	other	other	ADJ
fis-5669	161	15	test	test	NOUN
fis-5669	161	16	metrics	metric	NOUN
fis-5669	161	17	and	and	CCONJ
fis-5669	161	18	showed	show	VERB
fis-5669	161	19	significant	significant	ADJ
fis-5669	161	20	scatter	scatter	NOUN
fis-5669	161	21	on	on	ADP
fis-5669	161	22	test	test	NOUN
fis-5669	161	23	points	point	NOUN
fis-5669	161	24	,	,	PUNCT
fis-5669	161	25	as	as	SCONJ
fis-5669	161	26	shown	show	VERB
fis-5669	161	27	in	in	ADP
fis-5669	161	28	fig	fig	NOUN
fis-5669	161	29	.	.	PUNCT
fis-5669	162	1	6	6	NUM
fis-5669	162	2	.	.	X
fis-5669	162	3	the	the	DET
fis-5669	162	4	model	model	NOUN
fis-5669	162	5	which	which	PRON
fis-5669	162	6	combined	combine	VERB
fis-5669	162	7	all	all	DET
fis-5669	162	8	remaining	remain	VERB
fis-5669	162	9	experimental	experimental	ADJ
fis-5669	162	10	data	datum	NOUN
fis-5669	162	11	points	point	NOUN
fis-5669	162	12	(	(	PUNCT
fis-5669	162	13	22	22	NUM
fis-5669	162	14	)	)	PUNCT
fis-5669	162	15	and	and	CCONJ
fis-5669	162	16	synthetic	synthetic	ADJ
fis-5669	162	17	dataset	dataset	NOUN
fis-5669	162	18	(	(	PUNCT
fis-5669	162	19	32	32	NUM
fis-5669	162	20	points	point	NOUN
fis-5669	162	21	)	)	PUNCT
fis-5669	162	22	,	,	PUNCT
fis-5669	162	23	showed	show	VERB
fis-5669	162	24	excellent	excellent	ADJ
fis-5669	162	25	performance	performance	NOUN
fis-5669	162	26	,	,	PUNCT
fis-5669	162	27	nearly	nearly	ADV
fis-5669	162	28	identical	identical	ADJ
fis-5669	162	29	to	to	ADP
fis-5669	162	30	the	the	DET
fis-5669	162	31	experiment	experiment	NOUN
fis-5669	162	32	-	-	PUNCT
fis-5669	162	33	only	only	ADJ
fis-5669	162	34	model	model	NOUN
fis-5669	162	35	.	.	PUNCT
fis-5669	163	1	all	all	DET
fis-5669	163	2	the	the	DET
fis-5669	163	3	predictions	prediction	NOUN
fis-5669	163	4	are	be	AUX
fis-5669	163	5	well	well	ADV
fis-5669	163	6	within	within	ADP
fis-5669	163	7	the	the	DET
fis-5669	163	8	±	±	NUM
fis-5669	163	9	5	5	NUM
fis-5669	163	10	%	%	NOUN
fis-5669	163	11	errors	error	NOUN
fis-5669	163	12	as	as	SCONJ
fis-5669	163	13	shown	show	VERB
fis-5669	163	14	in	in	ADP
fis-5669	163	15	fig	fig	NOUN
fis-5669	163	16	.	.	PUNCT
fis-5669	164	1	6	6	NUM
fis-5669	164	2	.	.	X
fis-5669	165	1	the	the	DET
fis-5669	165	2	standard	standard	ADJ
fis-5669	165	3	regression	regression	NOUN
fis-5669	165	4	metrics	metric	NOUN
fis-5669	165	5	for	for	ADP
fis-5669	165	6	all	all	DET
fis-5669	165	7	six	six	NUM
fis-5669	165	8	training	training	NOUN
fis-5669	165	9	compositions	composition	NOUN
fis-5669	165	10	are	be	AUX
fis-5669	165	11	presented	present	VERB
fis-5669	165	12	in	in	ADP
fis-5669	165	13	fig	fig	NOUN
fis-5669	165	14	.	.	PUNCT
fis-5669	166	1	7	7	NUM
fis-5669	166	2	,	,	PUNCT
fis-5669	166	3	which	which	PRON
fis-5669	166	4	highlights	highlight	VERB
fis-5669	166	5	that	that	SCONJ
fis-5669	166	6	the	the	DET
fis-5669	166	7	full	full	ADJ
fis-5669	166	8	dataset	dataset	NOUN
fis-5669	166	9	training	training	NOUN
fis-5669	166	10	composition	composition	NOUN
fis-5669	166	11	achieved	achieve	VERB
fis-5669	166	12	the	the	DET
fis-5669	166	13	lowest	low	ADJ
fis-5669	166	14	mape	mape	NOUN
fis-5669	166	15	(	(	PUNCT
fis-5669	166	16	1.18	1.18	NUM
fis-5669	166	17	%	%	NOUN
fis-5669	166	18	)	)	PUNCT
fis-5669	166	19	and	and	CCONJ
fis-5669	166	20	mae	mae	PROPN
fis-5669	166	21	(	(	PUNCT
fis-5669	166	22	78.83	78.83	NUM
fis-5669	166	23	n	n	CCONJ
fis-5669	166	24	)	)	PUNCT
fis-5669	166	25	across	across	ADP
fis-5669	166	26	all	all	DET
fis-5669	166	27	models	model	NOUN
fis-5669	166	28	,	,	PUNCT
fis-5669	166	29	while	while	SCONJ
fis-5669	166	30	yielding	yield	VERB
fis-5669	166	31	a	a	DET
fis-5669	166	32	similar	similar	ADJ
fis-5669	166	33	r2	r2	NOUN
fis-5669	166	34	value	value	NOUN
fis-5669	166	35	.	.	PUNCT
fis-5669	167	1	it	it	PRON
fis-5669	167	2	is	be	AUX
fis-5669	167	3	worth	worth	ADJ
fis-5669	167	4	noting	note	VERB
fis-5669	167	5	that	that	SCONJ
fis-5669	167	6	r2	r2	PROPN
fis-5669	167	7	score	score	NOUN
fis-5669	167	8	fluctuated	fluctuate	VERB
fis-5669	167	9	significantly	significantly	ADV
fis-5669	167	10	across	across	ADP
fis-5669	167	11	all	all	DET
fis-5669	167	12	models	model	NOUN
fis-5669	167	13	,	,	PUNCT
fis-5669	167	14	which	which	PRON
fis-5669	167	15	is	be	AUX
fis-5669	167	16	expected	expect	VERB
fis-5669	167	17	due	due	ADP
fis-5669	167	18	to	to	ADP
fis-5669	167	19	the	the	DET
fis-5669	167	20	small	small	ADJ
fis-5669	167	21	size	size	NOUN
fis-5669	167	22	of	of	ADP
fis-5669	167	23	test	test	NOUN
fis-5669	167	24	set	set	VERB
fis-5669	167	25	and	and	CCONJ
fis-5669	167	26	its	its	PRON
fis-5669	167	27	sensitivity	sensitivity	NOUN
fis-5669	167	28	to	to	ADP
fis-5669	167	29	random	random	ADJ
fis-5669	167	30	sampling	sampling	NOUN
fis-5669	167	31	of	of	ADP
fis-5669	167	32	training	training	NOUN
fis-5669	167	33	data	datum	NOUN
fis-5669	167	34	,	,	PUNCT
fis-5669	167	35	especially	especially	ADV
fis-5669	167	36	in	in	ADP
fis-5669	167	37	hybrid	hybrid	ADJ
fis-5669	167	38	combinations	combination	NOUN
fis-5669	167	39	.	.	PUNCT
fis-5669	168	1	even	even	ADV
fis-5669	168	2	though	though	SCONJ
fis-5669	168	3	a	a	DET
fis-5669	168	4	fixed	fix	VERB
fis-5669	168	5	random	random	ADJ
fis-5669	168	6	state	state	NOUN
fis-5669	168	7	was	be	AUX
fis-5669	168	8	used	use	VERB
fis-5669	168	9	in	in	ADP
fis-5669	168	10	all	all	DET
fis-5669	168	11	models	model	NOUN
fis-5669	168	12	,	,	PUNCT
fis-5669	168	13	the	the	DET
fis-5669	168	14	random	random	ADJ
fis-5669	168	15	sampling	sampling	NOUN
fis-5669	168	16	of	of	ADP
fis-5669	168	17	training	training	NOUN
fis-5669	168	18	data	datum	NOUN
fis-5669	168	19	still	still	ADV
fis-5669	168	20	leads	lead	VERB
fis-5669	168	21	to	to	ADP
fis-5669	168	22	noticeably	noticeably	ADV
fis-5669	168	23	different	different	ADJ
fis-5669	168	24	r2	r2	NOUN
fis-5669	168	25	values	value	NOUN
fis-5669	168	26	;	;	PUNCT
fis-5669	168	27	however	however	ADV
fis-5669	168	28	,	,	PUNCT
fis-5669	168	29	accuracy	accuracy	NOUN
fis-5669	168	30	as	as	SCONJ
fis-5669	168	31	reflected	reflect	VERB
fis-5669	168	32	by	by	ADP
fis-5669	168	33	other	other	ADJ
fis-5669	168	34	metrics	metric	NOUN
fis-5669	168	35	remains	remain	VERB
fis-5669	168	36	high	high	ADJ
fis-5669	168	37	and	and	CCONJ
fis-5669	168	38	stable	stable	ADJ
fis-5669	168	39	.	.	PUNCT
fis-5669	169	1	due	due	ADP
fis-5669	169	2	to	to	ADP
fis-5669	169	3	this	this	DET
fis-5669	169	4	reason	reason	NOUN
fis-5669	169	5	,	,	PUNCT
fis-5669	169	6	mape	mape	NOUN
fis-5669	169	7	,	,	PUNCT
fis-5669	169	8	mae	mae	PROPN
fis-5669	169	9	and	and	CCONJ
fis-5669	169	10	rmse	rmse	PROPN
fis-5669	169	11	were	be	AUX
fis-5669	169	12	prioritized	prioritize	VERB
fis-5669	169	13	for	for	ADP
fis-5669	169	14	evaluating	evaluate	VERB
fis-5669	169	15	performance	performance	NOUN
fis-5669	169	16	and	and	CCONJ
fis-5669	169	17	robustness	robustness	NOUN
fis-5669	169	18	of	of	ADP
fis-5669	169	19	the	the	DET
fis-5669	169	20	models	model	NOUN
fis-5669	169	21	.	.	PUNCT
fis-5669	170	1	overall	overall	ADV
fis-5669	170	2	,	,	PUNCT
fis-5669	170	3	the	the	DET
fis-5669	170	4	full	full	ADJ
fis-5669	170	5	dataset	dataset	NOUN
fis-5669	170	6	model	model	NOUN
fis-5669	170	7	was	be	AUX
fis-5669	170	8	the	the	DET
fis-5669	170	9	best	good	ADJ
fis-5669	170	10	model	model	NOUN
fis-5669	170	11	in	in	ADP
fis-5669	170	12	predicting	predict	VERB
fis-5669	170	13	the	the	DET
fis-5669	170	14	fracture	fracture	ADJ
fis-5669	170	15	loads	load	NOUN
fis-5669	170	16	of	of	ADP
fis-5669	170	17	u	u	NOUN
fis-5669	170	18	-	-	ADJ
fis-5669	170	19	notched	notch	VERB
fis-5669	170	20	polycarbonate	polycarbonate	NOUN
fis-5669	170	21	specimens	specimen	NOUN
fis-5669	170	22	.	.	PUNCT
fis-5669	170	23	tab	tab	PROPN
fis-5669	170	24	.	.	PUNCT
fis-5669	171	1	5	5	NUM
fis-5669	171	2	summarizes	summarize	NOUN
fis-5669	171	3	the	the	DET
fis-5669	171	4	predicted	predict	VERB
fis-5669	171	5	fracture	fracture	NOUN
fis-5669	171	6	load	load	NOUN
fis-5669	171	7	from	from	ADP
fis-5669	171	8	the	the	DET
fis-5669	171	9	xgboost	xgboost	PROPN
fis-5669	171	10	model	model	NOUN
fis-5669	171	11	using	use	VERB
fis-5669	171	12	the	the	DET
fis-5669	171	13	full	full	ADJ
fis-5669	171	14	dataset	dataset	NOUN
fis-5669	171	15	,	,	PUNCT
fis-5669	171	16	the	the	DET
fis-5669	171	17	experimental	experimental	ADJ
fis-5669	171	18	test	test	NOUN
fis-5669	171	19	loads	load	NOUN
fis-5669	171	20	and	and	CCONJ
fis-5669	171	21	the	the	DET
fis-5669	171	22	discrepancy	discrepancy	NOUN
fis-5669	171	23	for	for	ADP
fis-5669	171	24	eleven	eleven	NUM
fis-5669	171	25	experimental	experimental	ADJ
fis-5669	171	26	test	test	NOUN
fis-5669	171	27	data	datum	NOUN
fis-5669	171	28	points	point	NOUN
fis-5669	171	29	.	.	PUNCT
fis-5669	172	1	the	the	DET
fis-5669	172	2	results	result	NOUN
fis-5669	172	3	show	show	VERB
fis-5669	172	4	that	that	SCONJ
fis-5669	172	5	the	the	DET
fis-5669	172	6	predicted	predict	VERB
fis-5669	172	7	fracture	fracture	NOUN
fis-5669	172	8	load	load	NOUN
fis-5669	172	9	from	from	ADP
fis-5669	172	10	xgboost	xgboost	PROPN
fis-5669	172	11	ml	ml	PROPN
fis-5669	172	12	model	model	PROPN
fis-5669	172	13	shows	show	VERB
fis-5669	172	14	close	close	ADJ
fis-5669	172	15	agreement	agreement	NOUN
fis-5669	172	16	with	with	ADP
fis-5669	172	17	the	the	DET
fis-5669	172	18	experimental	experimental	ADJ
fis-5669	172	19	data	datum	NOUN
fis-5669	172	20	with	with	ADP
fis-5669	172	21	discrepancy	discrepancy	NOUN
fis-5669	172	22	ranging	range	VERB
fis-5669	172	23	from	from	ADP
fis-5669	172	24	only	only	ADV
fis-5669	172	25	-4.14	-4.14	NUM
fis-5669	172	26	%	%	NOUN
fis-5669	172	27	to	to	ADP
fis-5669	172	28	2.59	2.59	NUM
fis-5669	172	29	%	%	NOUN
fis-5669	172	30	.	.	PUNCT
fis-5669	173	1	this	this	PRON
fis-5669	173	2	indicates	indicate	VERB
fis-5669	173	3	synthetic	synthetic	ADJ
fis-5669	173	4	data	datum	NOUN
fis-5669	173	5	can	can	AUX
fis-5669	173	6	significantly	significantly	ADV
fis-5669	173	7	complement	complement	VERB
fis-5669	173	8	experimental	experimental	ADJ
fis-5669	173	9	data	datum	NOUN
fis-5669	173	10	,	,	PUNCT
fis-5669	173	11	thereby	thereby	ADV
fis-5669	173	12	improving	improve	VERB
fis-5669	173	13	the	the	DET
fis-5669	173	14	robustness	robustness	NOUN
fis-5669	173	15	of	of	ADP
fis-5669	173	16	machine	machine	NOUN
fis-5669	173	17	learning	learning	NOUN
fis-5669	173	18	models	model	NOUN
fis-5669	173	19	.	.	PUNCT
fis-5669	174	1	figure	figure	VERB
fis-5669	174	2	7	7	NUM
fis-5669	174	3	:	:	PUNCT
fis-5669	174	4	performance	performance	NOUN
fis-5669	174	5	comparison	comparison	NOUN
fis-5669	174	6	of	of	ADP
fis-5669	174	7	six	six	NUM
fis-5669	174	8	machine	machine	NOUN
fis-5669	174	9	learning	learning	NOUN
fis-5669	174	10	models	model	NOUN
fis-5669	174	11	trained	train	VERB
fis-5669	174	12	on	on	ADP
fis-5669	174	13	varying	vary	VERB
fis-5669	174	14	combinations	combination	NOUN
fis-5669	174	15	of	of	ADP
fis-5669	174	16	experimental	experimental	ADJ
fis-5669	174	17	and	and	CCONJ
fis-5669	174	18	synthetic	synthetic	ADJ
fis-5669	174	19	data	datum	NOUN
fis-5669	174	20	.	.	PUNCT
fis-5669	175	1	sa	sa	PROPN
fis-5669	175	2	.	.	PUNCT
fis-5669	176	1	farooq	farooq	PROPN
fis-5669	176	2	et	et	PROPN
fis-5669	176	3	alii	alii	PROPN
fis-5669	176	4	,	,	PUNCT
fis-5669	176	5	fracture	fracture	ADJ
fis-5669	176	6	and	and	CCONJ
fis-5669	176	7	structural	structural	ADJ
fis-5669	176	8	integrity	integrity	NOUN
fis-5669	176	9	,	,	PUNCT
fis-5669	176	10	75	75	NUM
fis-5669	176	11	(	(	PUNCT
fis-5669	176	12	2026	2026	NUM
fis-5669	176	13	)	)	PUNCT
fis-5669	176	14	362	362	NUM
fis-5669	176	15	-	-	SYM
fis-5669	176	16	372	372	NUM
fis-5669	176	17	;	;	PUNCT
fis-5669	176	18	doi	doi	NOUN
fis-5669	176	19	:	:	PUNCT
fis-5669	176	20	10.3221	10.3221	NUM
fis-5669	176	21	/	/	SYM
fis-5669	176	22	igf	igf	PROPN
fis-5669	176	23	-	-	PUNCT
fis-5669	176	24	esis.75.26	esis.75.26	ADJ
fis-5669	176	25	371	371	NUM
fis-5669	176	26			ADJ
fis-5669	176	27	dp	dp	NOUN
fis-5669	176	28	experimental	experimental	ADJ
fis-5669	176	29	fracture	fracture	NOUN
fis-5669	176	30	load	load	NOUN
fis-5669	176	31	,	,	PUNCT
fis-5669	176	32	n	n	CCONJ
fis-5669	176	33	ml	ml	ADV
fis-5669	176	34	-	-	PUNCT
fis-5669	176	35	predicted	predict	VERB
fis-5669	176	36	fracture	fracture	NOUN
fis-5669	176	37	load	load	NOUN
fis-5669	176	38	,	,	PUNCT
fis-5669	176	39	n	n	CCONJ
fis-5669	176	40	percentage	percentage	NOUN
fis-5669	176	41	error	error	NOUN
fis-5669	176	42	1.5	1.5	NUM
fis-5669	176	43	6	6	NUM
fis-5669	176	44	6870.6	6870.6	NUM
fis-5669	176	45	6865.826	6865.826	NUM
fis-5669	176	46	-0.07	-0.07	NUM
fis-5669	176	47	2	2	NUM
fis-5669	176	48	6	6	NUM
fis-5669	176	49	6741	6741	NUM
fis-5669	176	50	6725.73	6725.73	NUM
fis-5669	176	51	-0.23	-0.23	NUM
fis-5669	176	52	2.5	2.5	NUM
fis-5669	176	53	6	6	NUM
fis-5669	176	54	7026	7026	NUM
fis-5669	177	1	6984.101	6984.101	NUM
fis-5669	177	2	-0.60	-0.60	NUM
fis-5669	177	3	3	3	NUM
fis-5669	177	4	6	6	NUM
fis-5669	177	5	6988.1	6988.1	NUM
fis-5669	177	6	6698.816	6698.816	NUM
fis-5669	177	7	-4.14	-4.14	NUM
fis-5669	177	8	3.5	3.5	NUM
fis-5669	177	9	6	6	NUM
fis-5669	177	10	6614.9	6614.9	NUM
fis-5669	177	11	6646.832	6646.832	NUM
fis-5669	177	12	0.48	0.48	NUM
fis-5669	177	13	4	4	NUM
fis-5669	177	14	6	6	NUM
fis-5669	177	15	6341.5	6341.5	NUM
fis-5669	177	16	6505.538	6505.538	NUM
fis-5669	177	17	2.59	2.59	NUM
fis-5669	177	18	4.5	4.5	NUM
fis-5669	177	19	6	6	NUM
fis-5669	177	20	6600	6600	NUM
fis-5669	177	21	6449.638	6449.638	NUM
fis-5669	177	22	-2.28	-2.28	NOUN
fis-5669	177	23	5	5	NUM
fis-5669	177	24	6	6	NUM
fis-5669	177	25	6444	6444	NUM
fis-5669	177	26	6427.098	6427.098	NUM
fis-5669	177	27	-0.26	-0.26	NUM
fis-5669	177	28	3.5	3.5	NUM
fis-5669	177	29	4	4	NUM
fis-5669	177	30	7045	7045	NUM
fis-5669	177	31	7062.107	7062.107	NUM
fis-5669	177	32	0.24	0.24	NUM
fis-5669	177	33	3.5	3.5	NUM
fis-5669	177	34	5.5	5.5	NUM
fis-5669	177	35	6554	6554	NUM
fis-5669	178	1	6599.902	6599.902	NUM
fis-5669	178	2	0.70	0.70	NUM
fis-5669	178	3	3.5	3.5	NUM
fis-5669	178	4	7	7	NUM
fis-5669	178	5	6522	6522	NUM
fis-5669	178	6	6610.532	6610.532	NUM
fis-5669	178	7	1.36	1.36	NUM
fis-5669	178	8	table	table	NOUN
fis-5669	178	9	5	5	NUM
fis-5669	178	10	:	:	PUNCT
fis-5669	178	11	estimated	estimate	VERB
fis-5669	178	12	fracture	fracture	NOUN
fis-5669	178	13	load	load	NOUN
fis-5669	178	14	using	use	VERB
fis-5669	178	15	xgboost	xgboost	ADV
fis-5669	178	16	for	for	ADP
fis-5669	178	17	full	full	ADJ
fis-5669	178	18	dataset	dataset	NOUN
fis-5669	178	19	compared	compare	VERB
fis-5669	178	20	with	with	ADP
fis-5669	178	21	experimental	experimental	ADJ
fis-5669	178	22	test	test	NOUN
fis-5669	178	23	data	datum	NOUN
fis-5669	178	24	.	.	PUNCT
fis-5669	179	1	conclusion	conclusion	NOUN
fis-5669	179	2	n	n	ADP
fis-5669	179	3	this	this	DET
fis-5669	179	4	study	study	NOUN
fis-5669	179	5	,	,	PUNCT
fis-5669	179	6	a	a	DET
fis-5669	179	7	fracture	fracture	NOUN
fis-5669	179	8	mechanics	mechanic	NOUN
fis-5669	179	9	and	and	CCONJ
fis-5669	179	10	machine	machine	NOUN
fis-5669	179	11	learning	learning	NOUN
fis-5669	179	12	approaches	approach	NOUN
fis-5669	179	13	were	be	AUX
fis-5669	179	14	used	use	VERB
fis-5669	179	15	to	to	PART
fis-5669	179	16	predict	predict	VERB
fis-5669	179	17	the	the	DET
fis-5669	179	18	quasi	quasi	ADJ
fis-5669	179	19	-	-	ADJ
fis-5669	179	20	static	static	ADJ
fis-5669	179	21	fracture	fracture	NOUN
fis-5669	179	22	load	load	NOUN
fis-5669	179	23	of	of	ADP
fis-5669	179	24	u	u	NOUN
fis-5669	179	25	-	-	ADJ
fis-5669	179	26	notched	notch	VERB
fis-5669	179	27	polycarbonate	polycarbonate	NOUN
fis-5669	179	28	specimens	specimen	NOUN
fis-5669	179	29	based	base	VERB
fis-5669	179	30	on	on	ADP
fis-5669	179	31	geometric	geometric	ADJ
fis-5669	179	32	features	feature	NOUN
fis-5669	179	33	.	.	PUNCT
fis-5669	180	1	predictions	prediction	NOUN
fis-5669	180	2	from	from	ADP
fis-5669	180	3	tcd	tcd	NOUN
fis-5669	180	4	-	-	PUNCT
fis-5669	180	5	pm	pm	NOUN
fis-5669	180	6	method	method	NOUN
fis-5669	180	7	showed	show	VERB
fis-5669	180	8	close	close	ADJ
fis-5669	180	9	agreement	agreement	NOUN
fis-5669	180	10	with	with	ADP
fis-5669	180	11	the	the	DET
fis-5669	180	12	experimental	experimental	ADJ
fis-5669	180	13	results	result	NOUN
fis-5669	180	14	.	.	PUNCT
fis-5669	181	1	further	far	ADV
fis-5669	181	2	,	,	PUNCT
fis-5669	181	3	a	a	DET
fis-5669	181	4	novel	novel	ADJ
fis-5669	181	5	machine	machine	NOUN
fis-5669	181	6	learning	learning	NOUN
fis-5669	181	7	framework	framework	NOUN
fis-5669	181	8	was	be	AUX
fis-5669	181	9	developed	develop	VERB
fis-5669	181	10	using	use	VERB
fis-5669	181	11	xgboost	xgboost	ADP
fis-5669	181	12	regression	regression	NOUN
fis-5669	181	13	model	model	NOUN
fis-5669	181	14	to	to	PART
fis-5669	181	15	predict	predict	VERB
fis-5669	181	16	the	the	DET
fis-5669	181	17	fracture	fracture	NOUN
fis-5669	181	18	loads	load	NOUN
fis-5669	181	19	based	base	VERB
fis-5669	181	20	on	on	ADP
fis-5669	181	21	notch	notch	NOUN
fis-5669	181	22	geometry	geometry	NOUN
fis-5669	181	23	.	.	PUNCT
fis-5669	182	1	the	the	DET
fis-5669	182	2	xgboost	xgboost	PROPN
fis-5669	182	3	regression	regression	NOUN
fis-5669	182	4	models	model	NOUN
fis-5669	182	5	were	be	AUX
fis-5669	182	6	trained	train	VERB
fis-5669	182	7	with	with	ADP
fis-5669	182	8	varying	vary	VERB
fis-5669	182	9	combinations	combination	NOUN
fis-5669	182	10	of	of	ADP
fis-5669	182	11	experimental	experimental	ADJ
fis-5669	182	12	and	and	CCONJ
fis-5669	182	13	synthetic	synthetic	ADJ
fis-5669	182	14	data	datum	NOUN
fis-5669	182	15	generated	generate	VERB
fis-5669	182	16	using	use	VERB
fis-5669	182	17	tcd	tcd	NOUN
fis-5669	182	18	-	-	PUNCT
fis-5669	182	19	based	base	VERB
fis-5669	182	20	pymapdl	pymapdl	NOUN
fis-5669	182	21	simulations	simulation	NOUN
fis-5669	182	22	.	.	PUNCT
fis-5669	183	1	the	the	DET
fis-5669	183	2	results	result	NOUN
fis-5669	183	3	showed	show	VERB
fis-5669	183	4	that	that	SCONJ
fis-5669	183	5	among	among	ADP
fis-5669	183	6	all	all	DET
fis-5669	183	7	combinations	combination	NOUN
fis-5669	183	8	,	,	PUNCT
fis-5669	183	9	the	the	DET
fis-5669	183	10	model	model	NOUN
fis-5669	183	11	trained	train	VERB
fis-5669	183	12	with	with	ADP
fis-5669	183	13	full	full	ADJ
fis-5669	183	14	dataset	dataset	NOUN
fis-5669	183	15	of	of	ADP
fis-5669	183	16	experimental	experimental	ADJ
fis-5669	183	17	and	and	CCONJ
fis-5669	183	18	synthetic	synthetic	ADJ
fis-5669	183	19	data	datum	NOUN
fis-5669	183	20	points	point	NOUN
fis-5669	183	21	achieved	achieve	VERB
fis-5669	183	22	the	the	DET
fis-5669	183	23	best	good	ADJ
fis-5669	183	24	performance	performance	NOUN
fis-5669	183	25	with	with	ADP
fis-5669	183	26	a	a	DET
fis-5669	183	27	mape	mape	NOUN
fis-5669	183	28	of	of	ADP
fis-5669	183	29	1.18	1.18	NUM
fis-5669	183	30	%	%	NOUN
fis-5669	183	31	,	,	PUNCT
fis-5669	183	32	r2	r2	PROPN
fis-5669	183	33	of	of	ADP
fis-5669	183	34	0.757	0.757	NUM
fis-5669	183	35	and	and	CCONJ
fis-5669	183	36	mae	mae	PROPN
fis-5669	183	37	of	of	ADP
fis-5669	183	38	78.73	78.73	NUM
fis-5669	183	39	n	n	CCONJ
fis-5669	183	40	only	only	ADV
fis-5669	183	41	.	.	PUNCT
fis-5669	184	1	hybrid	hybrid	ADJ
fis-5669	184	2	models	model	NOUN
fis-5669	184	3	using	use	VERB
fis-5669	184	4	limited	limited	ADJ
fis-5669	184	5	experimental	experimental	ADJ
fis-5669	184	6	data	datum	NOUN
fis-5669	184	7	supplemented	supplement	VERB
fis-5669	184	8	with	with	ADP
fis-5669	184	9	synthetic	synthetic	ADJ
fis-5669	184	10	data	datum	NOUN
fis-5669	184	11	also	also	ADV
fis-5669	184	12	demonstrated	demonstrate	VERB
fis-5669	184	13	reasonable	reasonable	ADJ
fis-5669	184	14	accuracy	accuracy	NOUN
fis-5669	184	15	.	.	PUNCT
fis-5669	185	1	the	the	DET
fis-5669	185	2	findings	finding	NOUN
fis-5669	185	3	indicate	indicate	VERB
fis-5669	185	4	that	that	SCONJ
fis-5669	185	5	synthetic	synthetic	ADJ
fis-5669	185	6	data	datum	NOUN
fis-5669	185	7	can	can	AUX
fis-5669	185	8	significantly	significantly	ADV
fis-5669	185	9	reduce	reduce	VERB
fis-5669	185	10	the	the	DET
fis-5669	185	11	need	need	NOUN
fis-5669	185	12	for	for	ADP
fis-5669	185	13	testing	testing	NOUN
fis-5669	185	14	and	and	CCONJ
fis-5669	185	15	experimentation	experimentation	NOUN
fis-5669	185	16	,	,	PUNCT
fis-5669	185	17	although	although	SCONJ
fis-5669	185	18	it	it	PRON
fis-5669	185	19	can	can	AUX
fis-5669	185	20	not	not	PART
fis-5669	185	21	fully	fully	ADV
fis-5669	185	22	substitute	substitute	VERB
fis-5669	185	23	for	for	ADP
fis-5669	185	24	experimental	experimental	ADJ
fis-5669	185	25	validation	validation	NOUN
fis-5669	185	26	,	,	PUNCT
fis-5669	185	27	particularly	particularly	ADV
fis-5669	185	28	in	in	ADP
fis-5669	185	29	critical	critical	ADJ
fis-5669	185	30	applications	application	NOUN
fis-5669	185	31	.	.	PUNCT
fis-5669	186	1	future	future	ADJ
fis-5669	186	2	work	work	NOUN
fis-5669	186	3	will	will	AUX
fis-5669	186	4	extend	extend	VERB
fis-5669	186	5	this	this	DET
fis-5669	186	6	framework	framework	NOUN
fis-5669	186	7	to	to	ADP
fis-5669	186	8	new	new	ADJ
fis-5669	186	9	geometrical	geometrical	ADJ
fis-5669	186	10	configurations	configuration	NOUN
fis-5669	186	11	and	and	CCONJ
fis-5669	186	12	loading	loading	NOUN
fis-5669	186	13	conditions	condition	NOUN
fis-5669	186	14	(	(	PUNCT
fis-5669	186	15	mixed	mixed	ADJ
fis-5669	186	16	mode	mode	NOUN
fis-5669	186	17	)	)	PUNCT
fis-5669	186	18	to	to	PART
fis-5669	186	19	further	far	ADV
fis-5669	186	20	assess	assess	VERB
fis-5669	186	21	its	its	PRON
fis-5669	186	22	generalization	generalization	NOUN
fis-5669	186	23	capability	capability	NOUN
fis-5669	186	24	.	.	PUNCT
fis-5669	187	1	references	reference	NOUN
fis-5669	187	2	[	[	X
fis-5669	187	3	1	1	NUM
fis-5669	187	4	]	]	X
fis-5669	187	5	faye	faye	PROPN
fis-5669	187	6	,	,	PUNCT
fis-5669	187	7	a.	a.	NOUN
fis-5669	187	8	,	,	PUNCT
fis-5669	187	9	parmeswaran	parmeswaran	ADJ
fis-5669	187	10	,	,	PUNCT
fis-5669	187	11	v.	v.	PROPN
fis-5669	187	12	,	,	PUNCT
fis-5669	187	13	basu	basu	PROPN
fis-5669	187	14	,	,	PUNCT
fis-5669	187	15	s.	s.	PROPN
fis-5669	187	16	(	(	PUNCT
fis-5669	187	17	2015	2015	NUM
fis-5669	187	18	)	)	PUNCT
fis-5669	187	19	.	.	PUNCT
fis-5669	188	1	mechanics	mechanic	NOUN
fis-5669	188	2	of	of	ADP
fis-5669	188	3	dynamic	dynamic	ADJ
fis-5669	188	4	fracture	fracture	NOUN
fis-5669	188	5	in	in	ADP
fis-5669	188	6	notched	notch	VERB
fis-5669	188	7	polycarbonate	polycarbonate	NOUN
fis-5669	188	8	,	,	PUNCT
fis-5669	188	9	journal	journal	NOUN
fis-5669	188	10	of	of	ADP
fis-5669	188	11	the	the	DET
fis-5669	188	12	mechanics	mechanic	NOUN
fis-5669	188	13	and	and	CCONJ
fis-5669	188	14	physics	physic	NOUN
fis-5669	188	15	of	of	ADP
fis-5669	188	16	solids	solid	NOUN
fis-5669	188	17	,	,	PUNCT
fis-5669	188	18	77	77	NUM
fis-5669	188	19	,	,	PUNCT
fis-5669	188	20	pp	pp	ADJ
fis-5669	188	21	.	.	PUNCT
fis-5669	189	1	43–60	43–60	NOUN
fis-5669	189	2	.	.	PUNCT
fis-5669	190	1	doi	doi	NOUN
fis-5669	190	2	:	:	PUNCT
fis-5669	191	1	https://doi.org/10.1016/j.jmps.2015.01.003	https://doi.org/10.1016/j.jmps.2015.01.003	ADJ
fis-5669	191	2	.	.	PUNCT
fis-5669	192	1	[	[	X
fis-5669	192	2	2	2	NUM
fis-5669	192	3	]	]	X
fis-5669	192	4	jadhav	jadhav	PROPN
fis-5669	192	5	,	,	PUNCT
fis-5669	192	6	v.d	v.d	PROPN
fis-5669	192	7	.	.	PROPN
fis-5669	192	8	,	,	PUNCT
fis-5669	192	9	patil	patil	PROPN
fis-5669	192	10	,	,	PUNCT
fis-5669	192	11	a.j	a.j	PROPN
fis-5669	192	12	.	.	PROPN
fis-5669	192	13	,	,	PUNCT
fis-5669	192	14	kandasubramanian	kandasubramanian	PROPN
fis-5669	192	15	,	,	PUNCT
fis-5669	192	16	b.	b.	PROPN
fis-5669	192	17	(	(	PUNCT
fis-5669	192	18	2022	2022	NUM
fis-5669	192	19	)	)	PUNCT
fis-5669	192	20	.	.	PUNCT
fis-5669	193	1	polycarbonate	polycarbonate	NOUN
fis-5669	193	2	nanocomposites	nanocomposite	NOUN
fis-5669	193	3	for	for	ADP
fis-5669	193	4	high	high	ADJ
fis-5669	193	5	impact	impact	NOUN
fis-5669	193	6	applications	application	NOUN
fis-5669	193	7	.	.	PUNCT
fis-5669	193	8	,	,	PUNCT
fis-5669	193	9	in	in	ADP
fis-5669	193	10	:	:	PUNCT
fis-5669	193	11	mallakpour	mallakpour	PROPN
fis-5669	193	12	,	,	PUNCT
fis-5669	193	13	s.	s.	PROPN
fis-5669	193	14	,	,	PUNCT
fis-5669	193	15	hussain	hussain	PROPN
fis-5669	193	16	,	,	PUNCT
fis-5669	193	17	c.m	c.m	PROPN
fis-5669	193	18	.	.	PUNCT
fis-5669	193	19	eds	ed	NOUN
fis-5669	193	20	.	.	PROPN
fis-5669	193	21	,	,	PUNCT
fis-5669	193	22	handbook	handbook	NOUN
fis-5669	193	23	of	of	ADP
fis-5669	193	24	consumer	consumer	NOUN
fis-5669	193	25	nanoproducts	nanoproduct	NOUN
fis-5669	193	26	,	,	PUNCT
fis-5669	193	27	singapore	singapore	PROPN
fis-5669	193	28	,	,	PUNCT
fis-5669	193	29	springer	springer	NOUN
fis-5669	193	30	nature	nature	PROPN
fis-5669	193	31	singapore	singapore	PROPN
fis-5669	193	32	,	,	PUNCT
fis-5669	193	33	pp	pp	ADP
fis-5669	193	34	.	.	PUNCT
fis-5669	194	1	257–281	257–281	NUM
fis-5669	194	2	.	.	PUNCT
fis-5669	195	1	[	[	X
fis-5669	195	2	3	3	NUM
fis-5669	195	3	]	]	X
fis-5669	195	4	strong	strong	ADJ
fis-5669	195	5	,	,	PUNCT
fis-5669	195	6	a.b	a.b	PROPN
fis-5669	195	7	.	.	PROPN
fis-5669	195	8	(	(	PUNCT
fis-5669	195	9	2006	2006	NUM
fis-5669	195	10	)	)	PUNCT
fis-5669	195	11	.	.	PUNCT
fis-5669	196	1	plastics	plastic	NOUN
fis-5669	196	2	:	:	PUNCT
fis-5669	196	3	materials	material	NOUN
fis-5669	196	4	and	and	CCONJ
fis-5669	196	5	processing	processing	NOUN
fis-5669	196	6	,	,	PUNCT
fis-5669	196	7	usa	usa	PROPN
fis-5669	196	8	,	,	PUNCT
fis-5669	196	9	pearson	pearson	PROPN
fis-5669	196	10	prentice	prentice	PROPN
fis-5669	196	11	hall	hall	PROPN
fis-5669	196	12	.	.	PUNCT
fis-5669	197	1	[	[	X
fis-5669	197	2	4	4	X
fis-5669	197	3	]	]	X
fis-5669	197	4	hotaka	hotaka	PROPN
fis-5669	197	5	,	,	PUNCT
fis-5669	197	6	t.	t.	PROPN
fis-5669	197	7	,	,	PUNCT
fis-5669	197	8	kondo	kondo	PROPN
fis-5669	197	9	,	,	PUNCT
fis-5669	197	10	f.	f.	PROPN
fis-5669	197	11	,	,	PUNCT
fis-5669	197	12	niimi	niimi	PROPN
fis-5669	197	13	,	,	PUNCT
fis-5669	197	14	r.	r.	PROPN
fis-5669	197	15	,	,	PUNCT
fis-5669	197	16	togashi	togashi	PROPN
fis-5669	197	17	,	,	PUNCT
fis-5669	197	18	f.	f.	PROPN
fis-5669	197	19	,	,	PUNCT
fis-5669	197	20	morita	morita	PROPN
fis-5669	197	21	,	,	PUNCT
fis-5669	197	22	y.	y.	PROPN
fis-5669	197	23	(	(	PUNCT
fis-5669	197	24	2019	2019	NUM
fis-5669	197	25	)	)	PUNCT
fis-5669	197	26	.	.	PUNCT
fis-5669	198	1	industrialization	industrialization	NOUN
fis-5669	198	2	of	of	ADP
fis-5669	198	3	automotive	automotive	ADJ
fis-5669	198	4	glazing	glazing	NOUN
fis-5669	198	5	by	by	ADP
fis-5669	198	6	polycarbonate	polycarbonate	NOUN
fis-5669	198	7	and	and	CCONJ
fis-5669	198	8	hard	hard	ADV
fis-5669	198	9	-	-	PUNCT
fis-5669	198	10	coating	coating	NOUN
fis-5669	198	11	,	,	PUNCT
fis-5669	198	12	polymer	polymer	NOUN
fis-5669	198	13	journal	journal	NOUN
fis-5669	198	14	,	,	PUNCT
fis-5669	198	15	51(12	51(12	NUM
fis-5669	198	16	)	)	PUNCT
fis-5669	198	17	,	,	PUNCT
fis-5669	198	18	pp	pp	PROPN
fis-5669	198	19	.	.	PUNCT
fis-5669	199	1	1249–1263	1249–1263	NUM
fis-5669	199	2	.	.	PUNCT
fis-5669	200	1	doi	doi	NOUN
fis-5669	200	2	:	:	PUNCT
fis-5669	200	3	https://doi.org/10.1038/s41428-019-0240-1	https://doi.org/10.1038/s41428-019-0240-1	X
fis-5669	200	4	.	.	PUNCT
fis-5669	201	1	[	[	X
fis-5669	201	2	5	5	NUM
fis-5669	201	3	]	]	PUNCT
fis-5669	201	4	alaboodi	alaboodi	NOUN
fis-5669	201	5	,	,	PUNCT
fis-5669	201	6	a.s	a.s	PROPN
fis-5669	201	7	.	.	PROPN
fis-5669	201	8	,	,	PUNCT
fis-5669	201	9	sivasankaran	sivasankaran	PROPN
fis-5669	201	10	,	,	PUNCT
fis-5669	201	11	s.	s.	PROPN
fis-5669	201	12	(	(	PUNCT
fis-5669	201	13	2018	2018	NUM
fis-5669	201	14	)	)	PUNCT
fis-5669	201	15	.	.	PUNCT
fis-5669	202	1	experimental	experimental	ADJ
fis-5669	202	2	design	design	NOUN
fis-5669	202	3	and	and	CCONJ
fis-5669	202	4	investigation	investigation	NOUN
fis-5669	202	5	on	on	ADP
fis-5669	202	6	the	the	DET
fis-5669	202	7	mechanical	mechanical	ADJ
fis-5669	202	8	behavior	behavior	NOUN
fis-5669	202	9	of	of	ADP
fis-5669	202	10	novel	novel	NOUN
fis-5669	202	11	3d	3d	NUM
fis-5669	202	12	printed	print	VERB
fis-5669	202	13	biocompatibility	biocompatibility	NOUN
fis-5669	202	14	polycarbonate	polycarbonate	NOUN
fis-5669	202	15	scaffolds	scaffold	NOUN
fis-5669	202	16	for	for	ADP
fis-5669	202	17	medical	medical	ADJ
fis-5669	202	18	applications	application	NOUN
fis-5669	202	19	,	,	PUNCT
fis-5669	202	20	journal	journal	NOUN
fis-5669	202	21	of	of	ADP
fis-5669	202	22	manufacturing	manufacturing	NOUN
fis-5669	202	23	processes	process	NOUN
fis-5669	202	24	,	,	PUNCT
fis-5669	202	25	35	35	NUM
fis-5669	202	26	,	,	PUNCT
fis-5669	202	27	pp	pp	ADJ
fis-5669	202	28	.	.	PUNCT
fis-5669	203	1	479–491	479–491	NUM
fis-5669	203	2	.	.	PUNCT
fis-5669	204	1	doi	doi	NOUN
fis-5669	204	2	:	:	PUNCT
fis-5669	204	3	https://doi.org/10.1016/j.jmapro.2018.08.035	https://doi.org/10.1016/j.jmapro.2018.08.035	NOUN
fis-5669	204	4	.	.	PUNCT
fis-5669	205	1	[	[	X
fis-5669	205	2	6	6	NUM
fis-5669	205	3	]	]	X
fis-5669	205	4	zhang	zhang	PROPN
fis-5669	205	5	,	,	PUNCT
fis-5669	205	6	w.	w.	PROPN
fis-5669	205	7	,	,	PUNCT
fis-5669	205	8	xu	xu	PROPN
fis-5669	205	9	,	,	PUNCT
fis-5669	205	10	y.	y.	PROPN
fis-5669	205	11	(	(	PUNCT
fis-5669	205	12	2019	2019	NUM
fis-5669	205	13	)	)	PUNCT
fis-5669	205	14	.	.	PUNCT
fis-5669	206	1	mechanical	mechanical	ADJ
fis-5669	206	2	properties	property	NOUN
fis-5669	206	3	of	of	ADP
fis-5669	206	4	polycarbonate	polycarbonate	NOUN
fis-5669	206	5	:	:	PUNCT
fis-5669	206	6	experiment	experiment	NOUN
fis-5669	206	7	and	and	CCONJ
fis-5669	206	8	modeling	modeling	NOUN
fis-5669	206	9	for	for	ADP
fis-5669	206	10	aeronautical	aeronautical	NOUN
fis-5669	206	11	and	and	CCONJ
fis-5669	206	12	aerospace	aerospace	NOUN
fis-5669	206	13	applications	application	NOUN
fis-5669	206	14	,	,	PUNCT
fis-5669	206	15	elsevier	elsevier	NOUN
fis-5669	206	16	.	.	PUNCT
fis-5669	207	1	[	[	X
fis-5669	207	2	7	7	X
fis-5669	207	3	]	]	X
fis-5669	207	4	ab	ab	PROPN
fis-5669	207	5	rahim	rahim	PROPN
fis-5669	207	6	,	,	PUNCT
fis-5669	207	7	n.r	n.r	PROPN
fis-5669	207	8	.	.	PROPN
fis-5669	207	9	,	,	PUNCT
fis-5669	207	10	dr	dr	PROPN
fis-5669	207	11	seyed	seyed	PROPN
fis-5669	207	12	jamalaldin	jamalaldin	PROPN
fis-5669	207	13	seyed	seyed	PROPN
fis-5669	207	14	hakim	hakim	PROPN
fis-5669	207	15	.	.	PUNCT
fis-5669	208	1	(	(	PUNCT
fis-5669	208	2	2022	2022	NUM
fis-5669	208	3	)	)	PUNCT
fis-5669	208	4	.	.	PUNCT
fis-5669	209	1	performance	performance	NOUN
fis-5669	209	2	of	of	ADP
fis-5669	209	3	polycarbonate	polycarbonate	ADJ
fis-5669	209	4	concrete	concrete	ADJ
fis-5669	209	5	panels	panel	NOUN
fis-5669	209	6	in	in	ADP
fis-5669	209	7	construction	construction	NOUN
fis-5669	209	8	:	:	PUNCT
fis-5669	209	9	a	a	DET
fis-5669	209	10	critical	critical	ADJ
fis-5669	209	11	research	research	NOUN
fis-5669	209	12	review	review	NOUN
fis-5669	209	13	,	,	PUNCT
fis-5669	209	14	rtcebe	rtcebe	NOUN
fis-5669	209	15	,	,	PUNCT
fis-5669	209	16	3(1	3(1	NUM
fis-5669	209	17	)	)	PUNCT
fis-5669	209	18	,	,	PUNCT
fis-5669	209	19	pp	pp	ADP
fis-5669	209	20	.	.	PUNCT
fis-5669	210	1	320–331	320–331	NUM
fis-5669	210	2	.	.	PUNCT
fis-5669	211	1	[	[	X
fis-5669	211	2	8	8	NUM
fis-5669	211	3	]	]	X
fis-5669	211	4	gupta	gupta	PROPN
fis-5669	211	5	,	,	PUNCT
fis-5669	211	6	a.	a.	NOUN
fis-5669	211	7	,	,	PUNCT
fis-5669	211	8	goyal	goyal	PROPN
fis-5669	211	9	,	,	PUNCT
fis-5669	211	10	r.	r.	PROPN
fis-5669	211	11	(	(	PUNCT
fis-5669	211	12	2019	2019	NUM
fis-5669	211	13	)	)	PUNCT
fis-5669	211	14	.	.	PUNCT
fis-5669	212	1	electrical	electrical	ADJ
fis-5669	212	2	properties	property	NOUN
fis-5669	212	3	of	of	ADP
fis-5669	212	4	polycarbonate	polycarbonate	NOUN
fis-5669	212	5	/	/	SYM
fis-5669	212	6	expanded	expand	VERB
fis-5669	212	7	graphite	graphite	NOUN
fis-5669	212	8	nanocomposites	nanocomposite	NOUN
fis-5669	212	9	,	,	PUNCT
fis-5669	212	10	journal	journal	NOUN
fis-5669	212	11	of	of	ADP
fis-5669	212	12	applied	apply	VERB
fis-5669	212	13	polymer	polymer	NOUN
fis-5669	212	14	science	science	NOUN
fis-5669	212	15	,	,	PUNCT
fis-5669	212	16	136(13	136(13	NUM
fis-5669	212	17	)	)	PUNCT
fis-5669	212	18	,	,	PUNCT
fis-5669	212	19	p.	p.	NOUN
fis-5669	212	20	47274	47274	NUM
fis-5669	212	21	.	.	PUNCT
fis-5669	213	1	i	i	PRON
fis-5669	213	2	sa	sa	PROPN
fis-5669	213	3	.	.	PUNCT
fis-5669	214	1	farooq	farooq	PROPN
fis-5669	214	2	et	et	PROPN
fis-5669	214	3	alii	alii	PROPN
fis-5669	214	4	,	,	PUNCT
fis-5669	214	5	fracture	fracture	ADJ
fis-5669	214	6	and	and	CCONJ
fis-5669	214	7	structural	structural	ADJ
fis-5669	214	8	integrity	integrity	NOUN
fis-5669	214	9	,	,	PUNCT
fis-5669	214	10	75	75	NUM
fis-5669	214	11	(	(	PUNCT
fis-5669	214	12	2026	2026	NUM
fis-5669	214	13	)	)	PUNCT
fis-5669	214	14	362	362	NUM
fis-5669	214	15	-	-	SYM
fis-5669	214	16	372	372	NUM
fis-5669	214	17	;	;	PUNCT
fis-5669	214	18	doi	doi	NOUN
fis-5669	214	19	:	:	PUNCT
fis-5669	214	20	10.3221	10.3221	NUM
fis-5669	214	21	/	/	SYM
fis-5669	214	22	igf	igf	PROPN
fis-5669	214	23	-	-	PUNCT
fis-5669	214	24	esis.75.26	esis.75.26	ADJ
fis-5669	214	25	372	372	NUM
fis-5669	214	26	[	[	SYM
fis-5669	214	27	9	9	NUM
fis-5669	214	28	]	]	PUNCT
fis-5669	214	29	albinmousa	albinmousa	PROPN
fis-5669	214	30	,	,	PUNCT
fis-5669	214	31	j.	j.	PROPN
fis-5669	214	32	,	,	PUNCT
fis-5669	214	33	alsadah	alsadah	PROPN
fis-5669	214	34	,	,	PUNCT
fis-5669	214	35	j.	j.	PROPN
fis-5669	214	36	,	,	PUNCT
fis-5669	214	37	hawwa	hawwa	PROPN
fis-5669	214	38	,	,	PUNCT
fis-5669	214	39	m.a	m.a	PROPN
fis-5669	214	40	.	.	PROPN
fis-5669	214	41	,	,	PUNCT
fis-5669	214	42	al	al	PROPN
fis-5669	214	43	-	-	PUNCT
fis-5669	214	44	qahtani	qahtani	PROPN
fis-5669	214	45	,	,	PUNCT
fis-5669	214	46	h.m	h.m	PROPN
fis-5669	214	47	.	.	PROPN
fis-5669	214	48	(	(	PUNCT
fis-5669	214	49	2021	2021	NUM
fis-5669	214	50	)	)	PUNCT
fis-5669	214	51	.	.	PUNCT
fis-5669	215	1	estimation	estimation	NOUN
fis-5669	215	2	of	of	ADP
fis-5669	215	3	mode	mode	NOUN
fis-5669	215	4	i	i	PRON
fis-5669	215	5	fracture	fracture	VERB
fis-5669	215	6	of	of	ADP
fis-5669	215	7	u	u	ADJ
fis-5669	215	8	-	-	ADJ
fis-5669	215	9	notched	notch	VERB
fis-5669	215	10	polycarbonate	polycarbonate	NOUN
fis-5669	215	11	specimens	specimen	NOUN
fis-5669	215	12	using	use	VERB
fis-5669	215	13	the	the	DET
fis-5669	215	14	equivalent	equivalent	ADJ
fis-5669	215	15	material	material	NOUN
fis-5669	215	16	concept	concept	NOUN
fis-5669	215	17	and	and	CCONJ
fis-5669	215	18	strain	strain	VERB
fis-5669	215	19	energy	energy	NOUN
fis-5669	215	20	density	density	NOUN
fis-5669	215	21	,	,	PUNCT
fis-5669	215	22	applied	apply	VERB
fis-5669	215	23	sciences	science	NOUN
fis-5669	215	24	,	,	PUNCT
fis-5669	215	25	11(8	11(8	NUM
fis-5669	215	26	)	)	PUNCT
fis-5669	215	27	,	,	PUNCT
fis-5669	215	28	p.	p.	NOUN
fis-5669	215	29	3370	3370	NUM
fis-5669	215	30	.	.	PUNCT
fis-5669	216	1	[	[	X
fis-5669	216	2	10	10	NUM
fis-5669	216	3	]	]	X
fis-5669	216	4	grellmann	grellmann	PROPN
fis-5669	216	5	,	,	PUNCT
fis-5669	216	6	w.	w.	PROPN
fis-5669	216	7	,	,	PUNCT
fis-5669	216	8	langer	langer	PROPN
fis-5669	216	9	,	,	PUNCT
fis-5669	216	10	b.	b.	PROPN
fis-5669	216	11	(	(	PUNCT
fis-5669	216	12	2017	2017	NUM
fis-5669	216	13	)	)	PUNCT
fis-5669	216	14	.	.	PUNCT
fis-5669	217	1	deformation	deformation	NOUN
fis-5669	217	2	and	and	CCONJ
fis-5669	217	3	fracture	fracture	NOUN
fis-5669	217	4	behaviour	behaviour	NOUN
fis-5669	217	5	of	of	ADP
fis-5669	217	6	polymer	polymer	NOUN
fis-5669	217	7	materials	material	NOUN
fis-5669	217	8	,	,	PUNCT
fis-5669	217	9	vol	vol	NOUN
fis-5669	217	10	.	.	PROPN
fis-5669	217	11	247	247	NUM
fis-5669	217	12	,	,	PUNCT
fis-5669	217	13	springer	springer	NOUN
fis-5669	217	14	.	.	PUNCT
fis-5669	218	1	[	[	X
fis-5669	218	2	11	11	NUM
fis-5669	218	3	]	]	PUNCT
fis-5669	218	4	gearing	gearing	NOUN
fis-5669	218	5	,	,	PUNCT
fis-5669	218	6	b.	b.	PROPN
fis-5669	218	7	,	,	PUNCT
fis-5669	218	8	anand	anand	PROPN
fis-5669	218	9	,	,	PUNCT
fis-5669	218	10	l.	l.	PROPN
fis-5669	218	11	(	(	PUNCT
fis-5669	218	12	2004	2004	NUM
fis-5669	218	13	)	)	PUNCT
fis-5669	218	14	.	.	PUNCT
fis-5669	219	1	notch	notch	ADJ
fis-5669	219	2	-	-	PUNCT
fis-5669	219	3	sensitive	sensitive	ADJ
fis-5669	219	4	fracture	fracture	NOUN
fis-5669	219	5	of	of	ADP
fis-5669	219	6	polycarbonate	polycarbonate	NOUN
fis-5669	219	7	,	,	PUNCT
fis-5669	219	8	international	international	ADJ
fis-5669	219	9	journal	journal	NOUN
fis-5669	219	10	of	of	ADP
fis-5669	219	11	solids	solid	NOUN
fis-5669	219	12	and	and	CCONJ
fis-5669	219	13	structures	structure	NOUN
fis-5669	219	14	,	,	PUNCT
fis-5669	219	15	41(3–4	41(3–4	PROPN
fis-5669	219	16	)	)	PUNCT
fis-5669	219	17	,	,	PUNCT
fis-5669	219	18	pp	pp	ADJ
fis-5669	219	19	.	.	PUNCT
fis-5669	220	1	827–845	827–845	NUM
fis-5669	220	2	.	.	PUNCT
fis-5669	221	1	[	[	X
fis-5669	221	2	12	12	NUM
fis-5669	221	3	]	]	X
fis-5669	221	4	faye	faye	PROPN
fis-5669	221	5	,	,	PUNCT
fis-5669	221	6	a.	a.	NOUN
fis-5669	221	7	,	,	PUNCT
fis-5669	221	8	parameswaran	parameswaran	NOUN
fis-5669	221	9	,	,	PUNCT
fis-5669	221	10	v.	v.	PROPN
fis-5669	221	11	,	,	PUNCT
fis-5669	221	12	basu	basu	PROPN
fis-5669	221	13	,	,	PUNCT
fis-5669	221	14	s.	s.	PROPN
fis-5669	221	15	(	(	PUNCT
fis-5669	221	16	2016	2016	NUM
fis-5669	221	17	)	)	PUNCT
fis-5669	221	18	.	.	PUNCT
fis-5669	222	1	effect	effect	NOUN
fis-5669	222	2	of	of	ADP
fis-5669	222	3	notch	notch	ADJ
fis-5669	222	4	-	-	PUNCT
fis-5669	222	5	tip	tip	NOUN
fis-5669	222	6	radius	radius	NOUN
fis-5669	222	7	on	on	ADP
fis-5669	222	8	dynamic	dynamic	ADJ
fis-5669	222	9	brittle	brittle	ADJ
fis-5669	222	10	fracture	fracture	NOUN
fis-5669	222	11	of	of	ADP
fis-5669	222	12	polycarbonate	polycarbonate	NOUN
fis-5669	222	13	,	,	PUNCT
fis-5669	222	14	experimental	experimental	ADJ
fis-5669	222	15	mechanics	mechanic	NOUN
fis-5669	222	16	,	,	PUNCT
fis-5669	222	17	56	56	NUM
fis-5669	222	18	,	,	PUNCT
fis-5669	222	19	pp	pp	ADJ
fis-5669	222	20	.	.	PUNCT
fis-5669	223	1	1051–1061	1051–1061	NUM
fis-5669	223	2	.	.	PUNCT
fis-5669	224	1	[	[	X
fis-5669	224	2	13	13	NUM
fis-5669	224	3	]	]	X
fis-5669	224	4	wang	wang	PROPN
fis-5669	224	5	,	,	PUNCT
fis-5669	224	6	h.	h.	PROPN
fis-5669	224	7	,	,	PUNCT
fis-5669	224	8	zhou	zhou	PROPN
fis-5669	224	9	,	,	PUNCT
fis-5669	224	10	h.	h.	PROPN
fis-5669	224	11	,	,	PUNCT
fis-5669	224	12	huang	huang	PROPN
fis-5669	224	13	,	,	PUNCT
fis-5669	224	14	z.	z.	PROPN
fis-5669	224	15	,	,	PUNCT
fis-5669	224	16	zhang	zhang	PROPN
fis-5669	224	17	,	,	PUNCT
fis-5669	224	18	y.	y.	PROPN
fis-5669	224	19	,	,	PUNCT
fis-5669	224	20	zhao	zhao	PROPN
fis-5669	224	21	,	,	PUNCT
fis-5669	224	22	x.	x.	NOUN
fis-5669	224	23	(	(	PUNCT
fis-5669	224	24	2017	2017	NUM
fis-5669	224	25	)	)	PUNCT
fis-5669	224	26	.	.	PUNCT
fis-5669	225	1	constitutive	constitutive	ADJ
fis-5669	225	2	modeling	modeling	NOUN
fis-5669	225	3	of	of	ADP
fis-5669	225	4	polycarbonate	polycarbonate	NOUN
fis-5669	225	5	over	over	ADP
fis-5669	225	6	a	a	DET
fis-5669	225	7	wide	wide	ADJ
fis-5669	225	8	range	range	NOUN
fis-5669	225	9	of	of	ADP
fis-5669	225	10	strain	strain	NOUN
fis-5669	225	11	rates	rate	NOUN
fis-5669	225	12	and	and	CCONJ
fis-5669	225	13	temperatures	temperature	NOUN
fis-5669	225	14	,	,	PUNCT
fis-5669	225	15	mechanics	mechanic	NOUN
fis-5669	225	16	of	of	ADP
fis-5669	225	17	time	time	NOUN
fis-5669	225	18	-	-	PUNCT
fis-5669	225	19	dependent	dependent	ADJ
fis-5669	225	20	materials	material	NOUN
fis-5669	225	21	,	,	PUNCT
fis-5669	225	22	21(1	21(1	NUM
fis-5669	225	23	)	)	PUNCT
fis-5669	225	24	,	,	PUNCT
fis-5669	225	25	pp	pp	ADP
fis-5669	225	26	.	.	PUNCT
fis-5669	226	1	97–117	97–117	NUM
fis-5669	226	2	.	.	PUNCT
fis-5669	226	3	doi	doi	NOUN
fis-5669	226	4	:	:	PUNCT
fis-5669	226	5	https://doi.org/10.1007/s11043-016-9320-1	https://doi.org/10.1007/s11043-016-9320-1	NUM
fis-5669	226	6	.	.	PUNCT
fis-5669	227	1	[	[	X
fis-5669	227	2	14	14	NUM
fis-5669	227	3	]	]	X
fis-5669	227	4	taylor	taylor	PROPN
fis-5669	227	5	,	,	PUNCT
fis-5669	227	6	d.	d.	PROPN
fis-5669	227	7	(	(	PUNCT
fis-5669	227	8	2008	2008	NUM
fis-5669	227	9	)	)	PUNCT
fis-5669	227	10	.	.	PUNCT
fis-5669	228	1	the	the	DET
fis-5669	228	2	theory	theory	NOUN
fis-5669	228	3	of	of	ADP
fis-5669	228	4	critical	critical	ADJ
fis-5669	228	5	distances	distance	NOUN
fis-5669	228	6	,	,	PUNCT
fis-5669	228	7	engineering	engineering	NOUN
fis-5669	228	8	fracture	fracture	NOUN
fis-5669	228	9	mechanics	mechanic	NOUN
fis-5669	228	10	,	,	PUNCT
fis-5669	228	11	75(7	75(7	NUM
fis-5669	228	12	)	)	PUNCT
fis-5669	228	13	,	,	PUNCT
fis-5669	228	14	pp	pp	ADJ
fis-5669	228	15	.	.	PUNCT
fis-5669	228	16	1696–1705	1696–1705	NUM
fis-5669	228	17	.	.	PUNCT
fis-5669	229	1	[	[	X
fis-5669	229	2	15	15	NUM
fis-5669	229	3	]	]	X
fis-5669	229	4	lazzarin	lazzarin	NOUN
fis-5669	229	5	,	,	PUNCT
fis-5669	229	6	p.	p.	NOUN
fis-5669	229	7	,	,	PUNCT
fis-5669	229	8	zambardi	zambardi	PROPN
fis-5669	229	9	,	,	PUNCT
fis-5669	229	10	r.	r.	PROPN
fis-5669	229	11	(	(	PUNCT
fis-5669	229	12	2001	2001	NUM
fis-5669	229	13	)	)	PUNCT
fis-5669	229	14	.	.	PUNCT
fis-5669	230	1	a	a	DET
fis-5669	230	2	finite	finite	ADJ
fis-5669	230	3	-	-	ADJ
fis-5669	230	4	volume	volume	NOUN
fis-5669	230	5	-	-	PUNCT
fis-5669	230	6	energy	energy	NOUN
fis-5669	230	7	based	base	VERB
fis-5669	230	8	approach	approach	NOUN
fis-5669	230	9	to	to	PART
fis-5669	230	10	predict	predict	VERB
fis-5669	230	11	the	the	DET
fis-5669	230	12	static	static	ADJ
fis-5669	230	13	and	and	CCONJ
fis-5669	230	14	fatigue	fatigue	NOUN
fis-5669	230	15	behavior	behavior	NOUN
fis-5669	230	16	of	of	ADP
fis-5669	230	17	components	component	NOUN
fis-5669	230	18	with	with	ADP
fis-5669	230	19	sharp	sharp	ADJ
fis-5669	230	20	v	v	ADV
fis-5669	230	21	-	-	PUNCT
fis-5669	230	22	shaped	shape	VERB
fis-5669	230	23	notches	notch	NOUN
fis-5669	230	24	,	,	PUNCT
fis-5669	230	25	international	international	ADJ
fis-5669	230	26	journal	journal	NOUN
fis-5669	230	27	of	of	ADP
fis-5669	230	28	fracture	fracture	NOUN
fis-5669	230	29	,	,	PUNCT
fis-5669	230	30	112(3	112(3	NUM
fis-5669	230	31	)	)	PUNCT
fis-5669	230	32	,	,	PUNCT
fis-5669	230	33	pp	pp	ADJ
fis-5669	230	34	.	.	PUNCT
fis-5669	231	1	275–298	275–298	NUM
fis-5669	231	2	.	.	X
fis-5669	232	1	doi	doi	NOUN
fis-5669	232	2	:	:	PUNCT
fis-5669	232	3	https://doi.org/10.1023/a:1013595930617	https://doi.org/10.1023/a:1013595930617	NOUN
fis-5669	232	4	.	.	PUNCT
fis-5669	233	1	[	[	X
fis-5669	233	2	16	16	NUM
fis-5669	233	3	]	]	X
fis-5669	233	4	justo	justo	PROPN
fis-5669	233	5	,	,	PUNCT
fis-5669	233	6	j.	j.	PROPN
fis-5669	233	7	,	,	PUNCT
fis-5669	233	8	castro	castro	PROPN
fis-5669	233	9	,	,	PUNCT
fis-5669	233	10	j.	j.	PROPN
fis-5669	233	11	,	,	PUNCT
fis-5669	233	12	cicero	cicero	PROPN
fis-5669	233	13	,	,	PUNCT
fis-5669	233	14	s.	s.	PROPN
fis-5669	233	15	(	(	PUNCT
fis-5669	233	16	2020	2020	NUM
fis-5669	233	17	)	)	PUNCT
fis-5669	233	18	.	.	PUNCT
fis-5669	234	1	notch	notch	ADJ
fis-5669	234	2	effect	effect	NOUN
fis-5669	234	3	and	and	CCONJ
fis-5669	234	4	fracture	fracture	NOUN
fis-5669	234	5	load	load	NOUN
fis-5669	234	6	predictions	prediction	NOUN
fis-5669	234	7	of	of	ADP
fis-5669	234	8	rock	rock	NOUN
fis-5669	234	9	beams	beam	NOUN
fis-5669	234	10	at	at	ADP
fis-5669	234	11	different	different	ADJ
fis-5669	234	12	temperatures	temperature	NOUN
fis-5669	234	13	using	use	VERB
fis-5669	234	14	the	the	DET
fis-5669	234	15	theory	theory	NOUN
fis-5669	234	16	of	of	ADP
fis-5669	234	17	critical	critical	ADJ
fis-5669	234	18	distances	distance	NOUN
fis-5669	234	19	,	,	PUNCT
fis-5669	234	20	international	international	ADJ
fis-5669	234	21	journal	journal	NOUN
fis-5669	234	22	of	of	ADP
fis-5669	234	23	rock	rock	NOUN
fis-5669	234	24	mechanics	mechanic	NOUN
fis-5669	234	25	and	and	CCONJ
fis-5669	234	26	mining	mining	NOUN
fis-5669	234	27	sciences	science	NOUN
fis-5669	234	28	,	,	PUNCT
fis-5669	234	29	125	125	NUM
fis-5669	234	30	,	,	PUNCT
fis-5669	234	31	p.	p.	NOUN
fis-5669	234	32	104161	104161	NUM
fis-5669	234	33	.	.	PUNCT
fis-5669	235	1	[	[	X
fis-5669	235	2	17	17	NUM
fis-5669	235	3	]	]	SYM
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fis-5669	235	5	,	,	PUNCT
fis-5669	235	6	w.-l	w.-l	PROPN
fis-5669	235	7	.	.	PUNCT
fis-5669	235	8	,	,	PUNCT
fis-5669	235	9	zhu	zhu	PROPN
fis-5669	235	10	,	,	PUNCT
fis-5669	235	11	s.-p	s.-p	PROPN
fis-5669	235	12	.	.	PROPN
fis-5669	235	13	,	,	PUNCT
fis-5669	235	14	niu	niu	PROPN
fis-5669	235	15	,	,	PUNCT
fis-5669	235	16	x.	x.	PROPN
fis-5669	235	17	,	,	PUNCT
fis-5669	235	18	he	he	PRON
fis-5669	235	19	,	,	PUNCT
fis-5669	235	20	j.-c	j.-c	PROPN
fis-5669	235	21	.	.	PUNCT
fis-5669	235	22	,	,	PUNCT
fis-5669	235	23	correia	correia	PROPN
fis-5669	235	24	,	,	PUNCT
fis-5669	235	25	j.a	j.a	PROPN
fis-5669	235	26	.	.	PROPN
fis-5669	235	27	(	(	PUNCT
fis-5669	235	28	2022	2022	NUM
fis-5669	235	29	)	)	PUNCT
fis-5669	235	30	.	.	PUNCT
fis-5669	236	1	fatigue	fatigue	NOUN
fis-5669	236	2	life	life	NOUN
fis-5669	236	3	prediction	prediction	NOUN
fis-5669	236	4	of	of	ADP
fis-5669	236	5	notched	notch	VERB
fis-5669	236	6	components	component	NOUN
fis-5669	236	7	under	under	ADP
fis-5669	236	8	size	size	NOUN
fis-5669	236	9	effect	effect	NOUN
fis-5669	236	10	using	use	VERB
fis-5669	236	11	critical	critical	ADJ
fis-5669	236	12	distance	distance	NOUN
fis-5669	236	13	theory	theory	NOUN
fis-5669	236	14	,	,	PUNCT
fis-5669	236	15	theoretical	theoretical	ADJ
fis-5669	236	16	and	and	CCONJ
fis-5669	236	17	applied	apply	VERB
fis-5669	236	18	fracture	fracture	NOUN
fis-5669	236	19	mechanics	mechanic	NOUN
fis-5669	236	20	,	,	PUNCT
fis-5669	236	21	121	121	NUM
fis-5669	236	22	,	,	PUNCT
fis-5669	236	23	p.	p.	NOUN
fis-5669	236	24	103519	103519	NUM
fis-5669	236	25	.	.	PUNCT
fis-5669	237	1	[	[	X
fis-5669	237	2	18	18	NUM
fis-5669	237	3	]	]	X
fis-5669	237	4	morgan	morgan	PROPN
fis-5669	237	5	,	,	PUNCT
fis-5669	237	6	d.	d.	PROPN
fis-5669	237	7	,	,	PUNCT
fis-5669	237	8	quinlan	quinlan	PROPN
fis-5669	237	9	,	,	PUNCT
fis-5669	237	10	s.	s.	PROPN
fis-5669	237	11	,	,	PUNCT
fis-5669	237	12	taylor	taylor	PROPN
fis-5669	237	13	,	,	PUNCT
fis-5669	237	14	d.	d.	PROPN
fis-5669	237	15	(	(	PUNCT
fis-5669	237	16	2022	2022	NUM
fis-5669	237	17	)	)	PUNCT
fis-5669	237	18	.	.	PUNCT
fis-5669	238	1	using	use	VERB
fis-5669	238	2	the	the	DET
fis-5669	238	3	theory	theory	NOUN
fis-5669	238	4	of	of	ADP
fis-5669	238	5	critical	critical	ADJ
fis-5669	238	6	distances	distance	NOUN
fis-5669	238	7	to	to	PART
fis-5669	238	8	predict	predict	VERB
fis-5669	238	9	notch	notch	ADJ
fis-5669	238	10	effects	effect	NOUN
fis-5669	238	11	in	in	ADP
fis-5669	238	12	fibre	fibre	NOUN
fis-5669	238	13	composites	composite	NOUN
fis-5669	238	14	,	,	PUNCT
fis-5669	238	15	theoretical	theoretical	ADJ
fis-5669	238	16	and	and	CCONJ
fis-5669	238	17	applied	apply	VERB
fis-5669	238	18	fracture	fracture	NOUN
fis-5669	238	19	mechanics	mechanic	NOUN
fis-5669	238	20	,	,	PUNCT
fis-5669	238	21	118	118	NUM
fis-5669	238	22	,	,	PUNCT
fis-5669	238	23	p.	p.	NOUN
fis-5669	238	24	103285	103285	NUM
fis-5669	238	25	.	.	PUNCT
fis-5669	239	1	[	[	X
fis-5669	239	2	19	19	NUM
fis-5669	239	3	]	]	SYM
fis-5669	239	4	sutton	sutton	PROPN
fis-5669	239	5	,	,	PUNCT
fis-5669	239	6	m.a	m.a	PROPN
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fis-5669	239	8	,	,	PUNCT
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fis-5669	239	10	,	,	PUNCT
fis-5669	239	11	j.j	j.j	PROPN
fis-5669	239	12	.	.	PROPN
fis-5669	239	13	,	,	PUNCT
fis-5669	239	14	schreier	schreier	NOUN
fis-5669	239	15	,	,	PUNCT
fis-5669	239	16	h.	h.	PROPN
fis-5669	239	17	(	(	PUNCT
fis-5669	239	18	2009	2009	NUM
fis-5669	239	19	)	)	PUNCT
fis-5669	239	20	.	.	PUNCT
fis-5669	240	1	image	image	NOUN
fis-5669	240	2	correlation	correlation	NOUN
fis-5669	240	3	for	for	ADP
fis-5669	240	4	shape	shape	NOUN
fis-5669	240	5	,	,	PUNCT
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fis-5669	240	7	and	and	CCONJ
fis-5669	240	8	deformation	deformation	NOUN
fis-5669	240	9	measurements	measurement	NOUN
fis-5669	240	10	:	:	PUNCT
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fis-5669	240	12	concepts	concept	NOUN
fis-5669	240	13	,	,	PUNCT
fis-5669	240	14	theory	theory	NOUN
fis-5669	240	15	and	and	CCONJ
fis-5669	240	16	applications	application	NOUN
fis-5669	240	17	,	,	PUNCT
fis-5669	240	18	springer	springer	NOUN
fis-5669	240	19	science	science	PROPN
fis-5669	240	20	&	&	CCONJ
fis-5669	240	21	business	business	NOUN
fis-5669	240	22	media	medium	NOUN
fis-5669	240	23	.	.	PUNCT
fis-5669	241	1	[	[	X
fis-5669	241	2	20	20	NUM
fis-5669	241	3	]	]	X
fis-5669	241	4	hao	hao	PROPN
fis-5669	241	5	,	,	PUNCT
fis-5669	241	6	w.	w.	PROPN
fis-5669	241	7	,	,	PUNCT
fis-5669	241	8	tan	tan	PROPN
fis-5669	241	9	,	,	PUNCT
fis-5669	241	10	l.	l.	PROPN
fis-5669	241	11	,	,	PUNCT
fis-5669	241	12	yang	yang	PROPN
fis-5669	241	13	,	,	PUNCT
fis-5669	241	14	x.	x.	PROPN
fis-5669	241	15	,	,	PUNCT
fis-5669	241	16	shi	shi	PROPN
fis-5669	241	17	,	,	PUNCT
fis-5669	241	18	d.	d.	PROPN
fis-5669	241	19	,	,	PUNCT
fis-5669	241	20	wang	wang	PROPN
fis-5669	241	21	,	,	PUNCT
fis-5669	241	22	m.	m.	NOUN
fis-5669	241	23	,	,	PUNCT
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fis-5669	241	25	,	,	PUNCT
fis-5669	241	26	g.	g.	PROPN
fis-5669	241	27	,	,	PUNCT
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fis-5669	241	29	,	,	PUNCT
fis-5669	241	30	y.	y.	PROPN
fis-5669	241	31	(	(	PUNCT
fis-5669	241	32	2023	2023	NUM
fis-5669	241	33	)	)	PUNCT
fis-5669	241	34	.	.	PUNCT
fis-5669	242	1	a	a	DET
fis-5669	242	2	physics	physics	NOUN
fis-5669	242	3	-	-	PUNCT
fis-5669	242	4	informed	inform	VERB
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fis-5669	242	8	for	for	ADP
fis-5669	242	9	notch	notch	ADJ
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fis-5669	242	11	evaluation	evaluation	NOUN
fis-5669	242	12	of	of	ADP
fis-5669	242	13	alloys	alloy	NOUN
fis-5669	242	14	used	use	VERB
fis-5669	242	15	in	in	ADP
fis-5669	242	16	aerospace	aerospace	NOUN
fis-5669	242	17	,	,	PUNCT
fis-5669	242	18	international	international	ADJ
fis-5669	242	19	journal	journal	NOUN
fis-5669	242	20	of	of	ADP
fis-5669	242	21	fatigue	fatigue	NOUN
fis-5669	242	22	,	,	PUNCT
fis-5669	242	23	170	170	NUM
fis-5669	242	24	,	,	PUNCT
fis-5669	242	25	p.	p.	NOUN
fis-5669	242	26	107536	107536	NUM
fis-5669	242	27	.	.	PUNCT
fis-5669	243	1	[	[	X
fis-5669	243	2	21	21	NUM
fis-5669	243	3	]	]	X
fis-5669	243	4	liu	liu	PROPN
fis-5669	243	5	,	,	PUNCT
fis-5669	243	6	x.	x.	NOUN
fis-5669	243	7	,	,	PUNCT
fis-5669	243	8	athanasiou	athanasiou	PROPN
fis-5669	243	9	,	,	PUNCT
fis-5669	243	10	c.e	c.e	PROPN
fis-5669	243	11	.	.	PROPN
fis-5669	243	12	,	,	PUNCT
fis-5669	243	13	padture	padture	NOUN
fis-5669	243	14	,	,	PUNCT
fis-5669	243	15	n.p	n.p	PROPN
fis-5669	243	16	.	.	PROPN
fis-5669	243	17	,	,	PUNCT
fis-5669	243	18	sheldon	sheldon	PROPN
fis-5669	243	19	,	,	PUNCT
fis-5669	243	20	b.w	b.w	PROPN
fis-5669	243	21	.	.	PROPN
fis-5669	243	22	,	,	PUNCT
fis-5669	243	23	gao	gao	PROPN
fis-5669	243	24	,	,	PUNCT
fis-5669	243	25	h.	h.	PROPN
fis-5669	243	26	(	(	PUNCT
fis-5669	243	27	2020	2020	NUM
fis-5669	243	28	)	)	PUNCT
fis-5669	243	29	.	.	PUNCT
fis-5669	244	1	a	a	DET
fis-5669	244	2	machine	machine	NOUN
fis-5669	244	3	learning	learn	VERB
fis-5669	244	4	approach	approach	NOUN
fis-5669	244	5	to	to	ADP
fis-5669	244	6	fracture	fracture	NOUN
fis-5669	244	7	mechanics	mechanic	NOUN
fis-5669	244	8	problems	problem	NOUN
fis-5669	244	9	,	,	PUNCT
fis-5669	244	10	acta	acta	PROPN
fis-5669	244	11	materialia	materialia	PROPN
fis-5669	244	12	,	,	PUNCT
fis-5669	244	13	190	190	NUM
fis-5669	244	14	,	,	PUNCT
fis-5669	244	15	pp	pp	ADJ
fis-5669	244	16	.	.	PUNCT
fis-5669	245	1	105–112	105–112	NUM
fis-5669	245	2	.	.	PUNCT
fis-5669	246	1	doi	doi	NOUN
fis-5669	246	2	:	:	PUNCT
fis-5669	246	3	10.1016	10.1016	NUM
fis-5669	246	4	/	/	SYM
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fis-5669	246	6	.	.	PUNCT
fis-5669	247	1	[	[	X
fis-5669	247	2	22	22	NUM
fis-5669	247	3	]	]	PUNCT
fis-5669	247	4	aldakheel	aldakheel	NOUN
fis-5669	247	5	,	,	PUNCT
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fis-5669	247	8	elsayed	elsaye	VERB
fis-5669	247	9	,	,	PUNCT
fis-5669	247	10	e.s	e.s	PROPN
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fis-5669	247	12	,	,	PUNCT
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fis-5669	247	14	,	,	PUNCT
fis-5669	247	15	y.	y.	NOUN
fis-5669	247	16	,	,	PUNCT
fis-5669	247	17	weeger	weeger	NOUN
fis-5669	247	18	,	,	PUNCT
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fis-5669	247	20	(	(	PUNCT
fis-5669	247	21	2025	2025	NUM
fis-5669	247	22	)	)	PUNCT
fis-5669	247	23	.	.	PUNCT
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fis-5669	248	2	-	-	PUNCT
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fis-5669	248	6	for	for	ADP
fis-5669	248	7	computational	computational	ADJ
fis-5669	248	8	fracture	fracture	NOUN
fis-5669	248	9	mechanics	mechanic	NOUN
fis-5669	248	10	,	,	PUNCT
fis-5669	248	11	machine	machine	NOUN
fis-5669	248	12	learning	learning	NOUN
fis-5669	248	13	for	for	ADP
fis-5669	248	14	computational	computational	ADJ
fis-5669	248	15	science	science	NOUN
fis-5669	248	16	and	and	CCONJ
fis-5669	248	17	engineering	engineering	NOUN
fis-5669	248	18	,	,	PUNCT
fis-5669	248	19	1(1	1(1	NUM
fis-5669	248	20	)	)	PUNCT
fis-5669	248	21	,	,	PUNCT
fis-5669	248	22	p.	p.	NOUN
fis-5669	248	23	18	18	NUM
fis-5669	248	24	.	.	PUNCT
fis-5669	249	1	doi	doi	NOUN
fis-5669	249	2	:	:	PUNCT
fis-5669	249	3	https://doi.org/10.1007/s44379-025-00019-x	https://doi.org/10.1007/s44379-025-00019-x	NOUN
fis-5669	249	4	.	.	PUNCT
fis-5669	250	1	[	[	X
fis-5669	250	2	23	23	NUM
fis-5669	250	3	]	]	PUNCT
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fis-5669	250	5	,	,	PUNCT
fis-5669	250	6	h.	h.	PROPN
fis-5669	250	7	,	,	PUNCT
fis-5669	250	8	fan	fan	PROPN
fis-5669	250	9	,	,	PUNCT
fis-5669	250	10	w.	w.	PROPN
fis-5669	250	11	,	,	PUNCT
fis-5669	250	12	taylor	taylor	PROPN
fis-5669	250	13	,	,	PUNCT
fis-5669	250	14	a.c	a.c	PROPN
fis-5669	250	15	.	.	PROPN
fis-5669	250	16	,	,	PUNCT
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fis-5669	250	18	,	,	PUNCT
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fis-5669	250	20	,	,	PUNCT
fis-5669	250	21	ruan	ruan	PROPN
fis-5669	250	22	,	,	PUNCT
fis-5669	250	23	l.	l.	PROPN
fis-5669	250	24	,	,	PUNCT
fis-5669	250	25	shi	shi	PROPN
fis-5669	250	26	,	,	PUNCT
fis-5669	250	27	r.	r.	PROPN
fis-5669	250	28	(	(	PUNCT
fis-5669	250	29	2023	2023	NUM
fis-5669	250	30	)	)	PUNCT
fis-5669	250	31	.	.	PUNCT
fis-5669	251	1	crack	crack	NOUN
fis-5669	251	2	-	-	PUNCT
fis-5669	251	3	net	net	NOUN
fis-5669	251	4	:	:	PUNCT
fis-5669	251	5	prediction	prediction	NOUN
fis-5669	251	6	of	of	ADP
fis-5669	251	7	crack	crack	NOUN
fis-5669	251	8	propagation	propagation	NOUN
fis-5669	251	9	in	in	ADP
fis-5669	251	10	composites	composite	NOUN
fis-5669	251	11	,	,	PUNCT
fis-5669	251	12	arxiv	arxiv	PROPN
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fis-5669	251	14	arxiv:2309.13626	arxiv:2309.13626	ADJ
fis-5669	251	15	.	.	PUNCT
fis-5669	252	1	[	[	X
fis-5669	252	2	24	24	NUM
fis-5669	252	3	]	]	PUNCT
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fis-5669	252	5	,	,	PUNCT
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fis-5669	252	7	,	,	PUNCT
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fis-5669	252	9	,	,	PUNCT
fis-5669	252	10	m.	m.	NOUN
fis-5669	252	11	,	,	PUNCT
fis-5669	252	12	sket	sket	PROPN
fis-5669	252	13	,	,	PUNCT
fis-5669	252	14	f.	f.	PROPN
fis-5669	252	15	,	,	PUNCT
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fis-5669	252	17	,	,	PUNCT
fis-5669	252	18	j.	j.	PROPN
fis-5669	252	19	,	,	PUNCT
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fis-5669	252	21	,	,	PUNCT
fis-5669	252	22	c.	c.	PROPN
fis-5669	252	23	(	(	PUNCT
fis-5669	252	24	2024	2024	NUM
fis-5669	252	25	)	)	PUNCT
fis-5669	252	26	.	.	PUNCT
fis-5669	253	1	a	a	DET
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fis-5669	253	6	reduction	reduction	NOUN
fis-5669	253	7	methodology	methodology	NOUN
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fis-5669	253	9	translaminar	translaminar	ADJ
fis-5669	253	10	fracture	fracture	NOUN
fis-5669	253	11	of	of	ADP
fis-5669	253	12	structural	structural	ADJ
fis-5669	253	13	composites	composite	NOUN
fis-5669	253	14	,	,	PUNCT
fis-5669	253	15	applied	apply	VERB
fis-5669	253	16	composite	composite	ADJ
fis-5669	253	17	materials	material	NOUN
fis-5669	253	18	,	,	PUNCT
fis-5669	253	19	31(6	31(6	NUM
fis-5669	253	20	)	)	PUNCT
fis-5669	253	21	,	,	PUNCT
fis-5669	253	22	pp	pp	ADJ
fis-5669	253	23	.	.	PUNCT
fis-5669	254	1	1833–1848	1833–1848	NUM
fis-5669	254	2	.	.	PUNCT
fis-5669	255	1	doi	doi	NOUN
fis-5669	255	2	:	:	PUNCT
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fis-5669	256	3	]	]	X
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fis-5669	256	6	.	.	PUNCT
fis-5669	257	1	(	(	PUNCT
fis-5669	257	2	2022	2022	NUM
fis-5669	257	3	)	)	PUNCT
fis-5669	257	4	.	.	PUNCT
fis-5669	258	1	d638	d638	NUM
fis-5669	258	2	-	-	PUNCT
fis-5669	258	3	22	22	NUM
fis-5669	258	4	:	:	PUNCT
fis-5669	258	5	standard	standard	ADJ
fis-5669	258	6	test	test	NOUN
fis-5669	258	7	method	method	NOUN
fis-5669	258	8	for	for	ADP
fis-5669	258	9	tensile	tensile	NOUN
fis-5669	258	10	properties	property	NOUN
fis-5669	258	11	of	of	ADP
fis-5669	258	12	plastics	plastic	NOUN
fis-5669	258	13	,	,	PUNCT
fis-5669	258	14	west	west	PROPN
fis-5669	258	15	conshohocken	conshohocken	PROPN
fis-5669	258	16	(	(	PUNCT
fis-5669	258	17	pa	pa	PROPN
fis-5669	258	18	):	):	PUNCT
fis-5669	258	19	astm	astm	PROPN
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fis-5669	258	21	.	.	PUNCT
fis-5669	259	1	doi	doi	PROPN
fis-5669	259	2	:	:	PUNCT
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fis-5669	259	4	.	.	PUNCT
fis-5669	260	1	[	[	X
fis-5669	260	2	26	26	NUM
fis-5669	260	3	]	]	PUNCT
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fis-5669	260	5	,	,	PUNCT
fis-5669	260	6	j.	j.	PROPN
fis-5669	260	7	,	,	PUNCT
fis-5669	260	8	alsadah	alsadah	PROPN
fis-5669	260	9	,	,	PUNCT
fis-5669	260	10	j.	j.	PROPN
fis-5669	260	11	,	,	PUNCT
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fis-5669	260	13	,	,	PUNCT
fis-5669	260	14	m.a	m.a	PROPN
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fis-5669	260	16	,	,	PUNCT
fis-5669	260	17	al	al	PROPN
fis-5669	260	18	-	-	PUNCT
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fis-5669	260	20	,	,	PUNCT
fis-5669	260	21	h.m	h.m	PROPN
fis-5669	260	22	.	.	PROPN
fis-5669	260	23	(	(	PUNCT
fis-5669	260	24	2023	2023	NUM
fis-5669	260	25	)	)	PUNCT
fis-5669	260	26	.	.	PUNCT
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fis-5669	261	2	of	of	ADP
fis-5669	261	3	mixed	mixed	ADJ
fis-5669	261	4	-	-	PUNCT
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fis-5669	261	10	of	of	ADP
fis-5669	261	11	unotched	unotched	ADJ
fis-5669	261	12	polycarbonate	polycarbonate	NOUN
fis-5669	261	13	specimens	specimen	NOUN
fis-5669	261	14	using	use	VERB
fis-5669	261	15	the	the	DET
fis-5669	261	16	tcd	tcd	NOUN
fis-5669	261	17	and	and	CCONJ
fis-5669	261	18	sed	sed	ADJ
fis-5669	261	19	methods	method	NOUN
fis-5669	261	20	,	,	PUNCT
fis-5669	261	21	physical	physical	ADJ
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fis-5669	261	24	26(1	26(1	NUM
fis-5669	261	25	)	)	PUNCT
fis-5669	261	26	,	,	PUNCT
fis-5669	261	27	pp	pp	ADP
fis-5669	261	28	.	.	PUNCT
fis-5669	262	1	66–81	66–81	NUM
fis-5669	262	2	.	.	PUNCT
fis-5669	263	1	doi	doi	NOUN
fis-5669	263	2	:	:	PUNCT
fis-5669	263	3	https://doi.org/10.1134/s1029959923010083	https://doi.org/10.1134/s1029959923010083	X
fis-5669	263	4	.	.	PUNCT
fis-5669	264	1	[	[	X
fis-5669	264	2	27	27	NUM
fis-5669	264	3	]	]	X
fis-5669	264	4	chen	chen	PROPN
fis-5669	264	5	,	,	PUNCT
fis-5669	264	6	t.	t.	PROPN
fis-5669	264	7	,	,	PUNCT
fis-5669	264	8	guestrin	guestrin	NOUN
fis-5669	264	9	,	,	PUNCT
fis-5669	264	10	c.	c.	PROPN
fis-5669	264	11	(	(	PUNCT
fis-5669	264	12	2016	2016	NUM
fis-5669	264	13	)	)	PUNCT
fis-5669	264	14	.	.	PUNCT
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fis-5669	265	2	:	:	PUNCT
fis-5669	266	1	a	a	DET
fis-5669	266	2	scalable	scalable	ADJ
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fis-5669	266	11	22nd	22nd	PROPN
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fis-5669	266	13	sigkdd	sigkdd	PROPN
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fis-5669	266	20	data	datum	NOUN
fis-5669	266	21	mining	mining	NOUN
fis-5669	266	22	,	,	PUNCT
fis-5669	266	23	new	new	PROPN
fis-5669	266	24	york	york	PROPN
fis-5669	266	25	,	,	PUNCT
fis-5669	266	26	ny	ny	PROPN
fis-5669	266	27	,	,	PUNCT
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fis-5669	266	29	,	,	PUNCT
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fis-5669	266	33	machinery	machinery	NOUN
fis-5669	266	34	,	,	PUNCT
fis-5669	266	35	pp	pp	ADJ
fis-5669	266	36	.	.	PUNCT
fis-5669	267	1	785–794	785–794	NUM
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fis-5669	268	3	]	]	X
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fis-5669	268	6	i.	i.	PROPN
fis-5669	268	7	,	,	PUNCT
fis-5669	268	8	liu	liu	PROPN
fis-5669	268	9	,	,	PUNCT
fis-5669	268	10	k.	k.	PROPN
fis-5669	268	11	,	,	PUNCT
fis-5669	268	12	yamamoto	yamamoto	PROPN
fis-5669	268	13	,	,	PUNCT
fis-5669	268	14	t.	t.	PROPN
fis-5669	268	15	,	,	PUNCT
fis-5669	268	16	al	al	PROPN
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fis-5669	268	18	,	,	PUNCT
fis-5669	268	19	r.e	r.e	PROPN
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fis-5669	268	27	)	)	PUNCT
fis-5669	268	28	.	.	PUNCT
fis-5669	269	1	a	a	DET
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fis-5669	269	4	of	of	ADP
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fis-5669	269	8	to	to	PART
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fis-5669	269	11	vehicles	vehicle	NOUN
fis-5669	269	12	energy	energy	NOUN
fis-5669	269	13	consumption	consumption	NOUN
fis-5669	269	14	:	:	PUNCT
fis-5669	269	15	a	a	DET
fis-5669	269	16	path	path	NOUN
fis-5669	269	17	towards	towards	ADP
fis-5669	269	18	sustainability	sustainability	NOUN
fis-5669	269	19	,	,	PUNCT
fis-5669	269	20	energy	energy	NOUN
fis-5669	269	21	&	&	CCONJ
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fis-5669	269	24	33(8	33(8	NUM
fis-5669	269	25	)	)	PUNCT
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fis-5669	271	13	<	<	X
fis-5669	271	14	<	<	X
fis-5669	271	15	/ascii85encodepages	/ascii85encodepage	NOUN
fis-5669	271	16	false	false	ADJ
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fis-5669	271	20	true	true	ADJ
fis-5669	271	21	/autorotatepages	/autorotatepage	NOUN
fis-5669	271	22	/none	/none	PUNCT
fis-5669	271	23	/binding	/binding	PUNCT
fis-5669	272	1	/left	/left	ADJ
fis-5669	273	1	/calgrayprofile	/calgrayprofile	VERB
fis-5669	273	2	(	(	PUNCT
fis-5669	273	3	dot	dot	NOUN
fis-5669	273	4	gain	gain	NOUN
fis-5669	273	5	20	20	NUM
fis-5669	273	6	%	%	NOUN
fis-5669	273	7	)	)	PUNCT
fis-5669	273	8	/calrgbprofile	/calrgbprofile	PUNCT
fis-5669	274	1	(	(	PUNCT
fis-5669	274	2	srgb	srgb	PROPN
fis-5669	274	3	iec61966	iec61966	NOUN
fis-5669	274	4	-	-	PUNCT
fis-5669	274	5	2.1	2.1	NUM
fis-5669	274	6	)	)	PUNCT
fis-5669	274	7	/calcmykprofile	/calcmykprofile	PUNCT
fis-5669	275	1	(	(	PUNCT
fis-5669	275	2	u.s	u.s	PROPN
fis-5669	275	3	.	.	PROPN
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fis-5669	275	6	\050swop\051	\050swop\051	ADJ
fis-5669	275	7	v2	v2	NOUN
fis-5669	275	8	)	)	PUNCT
fis-5669	275	9	/srgbprofile	/srgbprofile	PUNCT
fis-5669	275	10	(	(	PUNCT
fis-5669	275	11	srgb	srgb	PROPN
fis-5669	275	12	iec61966	iec61966	NOUN
fis-5669	275	13	-	-	PUNCT
fis-5669	275	14	2.1	2.1	NUM
fis-5669	275	15	)	)	PUNCT
fis-5669	275	16	/cannotembedfontpolicy	/cannotembedfontpolicy	PUNCT
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fis-5669	276	2	/compatibilitylevel	/compatibilitylevel	NOUN
fis-5669	277	1	1.4	1.4	NUM
fis-5669	277	2	/compressobjects	/compressobject	NOUN
fis-5669	277	3	/tags	/tag	VERB
fis-5669	277	4	/compresspages	/compresspage	NOUN
fis-5669	277	5	true	true	ADJ
fis-5669	277	6	/convertimagestoindexed	/convertimagestoindexed	ADJ
fis-5669	277	7	true	true	ADJ
fis-5669	277	8	/passthroughjpegimages	/passthroughjpegimage	NOUN
fis-5669	277	9	true	true	ADJ
fis-5669	277	10	/createjobticket	/createjobticket	NOUN
fis-5669	277	11	false	false	ADJ
fis-5669	277	12	/defaultrenderingintent	/defaultrenderingintent	NOUN
fis-5669	277	13	/default	/default	PUNCT
fis-5669	277	14	/detectblends	/detectblend	NOUN
fis-5669	277	15	true	true	ADJ
fis-5669	277	16	/detectcurves	/detectcurve	VERB
fis-5669	278	1	0.0000	0.0000	NUM
fis-5669	278	2	/colorconversionstrategy	/colorconversionstrategy	NOUN
fis-5669	278	3	/cmyk	/cmyk	PUNCT
fis-5669	279	1	/dothumbnails	/dothumbnail	VERB
fis-5669	280	1	false	false	ADJ
fis-5669	280	2	/embedallfonts	/embedallfont	NOUN
fis-5669	280	3	true	true	ADJ
fis-5669	280	4	/embedopentype	/embedopentype	PUNCT
fis-5669	280	5	false	false	ADJ
fis-5669	280	6	/parseiccprofilesincomments	/parseiccprofilesincomment	NOUN
fis-5669	280	7	true	true	ADJ
fis-5669	280	8	/embedjoboptions	/embedjoboption	NOUN
fis-5669	280	9	true	true	ADJ
fis-5669	280	10	/dscreportinglevel	/dscreportinglevel	NOUN
fis-5669	280	11	0	0	NUM
fis-5669	280	12	/emitdscwarnings	/emitdscwarning	NOUN
fis-5669	280	13	false	false	ADJ
fis-5669	280	14	/endpage	/endpage	NOUN
fis-5669	280	15	-1	-1	NOUN
fis-5669	280	16	/imagememory	/imagememory	NUM
fis-5669	280	17	1048576	1048576	NUM
fis-5669	280	18	/lockdistillerparams	/lockdistillerparams	NOUN
fis-5669	280	19	false	false	ADJ
fis-5669	280	20	/maxsubsetpct	/maxsubsetpct	ADJ
fis-5669	280	21	100	100	NUM
fis-5669	280	22	/optimize	/optimize	NOUN
fis-5669	280	23	true	true	ADJ
fis-5669	280	24	/opm	/opm	NOUN
fis-5669	280	25	1	1	NUM
fis-5669	280	26	/parsedsccomments	/parsedsccomment	NOUN
fis-5669	280	27	true	true	ADJ
fis-5669	280	28	/parsedsccommentsfordocinfo	/parsedsccommentsfordocinfo	VERB
fis-5669	280	29	true	true	ADJ
fis-5669	280	30	/preservecopypage	/preservecopypage	NOUN
fis-5669	280	31	true	true	ADJ
fis-5669	280	32	/preservedicmykvalues	/preservedicmykvalue	NOUN
fis-5669	280	33	true	true	ADJ
fis-5669	280	34	/preserveepsinfo	/preserveepsinfo	NOUN
fis-5669	280	35	true	true	ADJ
fis-5669	280	36	/preserveflatness	/preserveflatness	NOUN
fis-5669	280	37	true	true	ADJ
fis-5669	280	38	/preservehalftoneinfo	/preservehalftoneinfo	PUNCT
fis-5669	280	39	false	false	ADJ
fis-5669	280	40	/preserveopicomments	/preserveopicomment	NOUN
fis-5669	280	41	true	true	ADJ
fis-5669	280	42	/preserveoverprintsettings	/preserveoverprintsetting	NOUN
fis-5669	280	43	true	true	ADJ
fis-5669	280	44	/startpage	/startpage	NOUN
fis-5669	280	45	1	1	NUM
fis-5669	280	46	/subsetfonts	/subsetfont	NOUN
fis-5669	280	47	true	true	ADJ
fis-5669	280	48	/transferfunctioninfo	/transferfunctioninfo	PUNCT
fis-5669	280	49	/apply	/apply	PUNCT
fis-5669	280	50	/ucrandbginfo	/ucrandbginfo	PUNCT
fis-5669	281	1	/preserve	/preserve	NOUN
fis-5669	281	2	/useprologue	/useprologue	NOUN
fis-5669	281	3	false	false	ADJ
fis-5669	281	4	/colorsettingsfile	/colorsettingsfile	NOUN
fis-5669	281	5	(	(	PUNCT
fis-5669	281	6	)	)	PUNCT
fis-5669	281	7	/alwaysembed	/alwaysembe	VERB
fis-5669	281	8	[	[	PUNCT
fis-5669	281	9	true	true	ADJ
fis-5669	281	10	]	]	PUNCT
fis-5669	281	11	/neverembed	/neverembed	PUNCT
fis-5669	282	1	[	[	PUNCT
fis-5669	282	2	true	true	ADJ
fis-5669	282	3	]	]	PUNCT
fis-5669	282	4	/antialiascolorimages	/antialiascolorimages	X
fis-5669	282	5	false	false	ADJ
fis-5669	282	6	/cropcolorimages	/cropcolorimages	PUNCT
fis-5669	282	7	true	true	ADJ
fis-5669	282	8	/colorimageminresolution	/colorimageminresolution	PUNCT
fis-5669	282	9	300	300	NUM
fis-5669	282	10	/colorimageminresolutionpolicy	/colorimageminresolutionpolicy	NOUN
fis-5669	282	11	/ok	/ok	ADJ
fis-5669	283	1	/downsamplecolorimages	/downsamplecolorimage	VERB
fis-5669	284	1	true	true	ADJ
fis-5669	284	2	/colorimagedownsampletype	/colorimagedownsampletype	PUNCT
fis-5669	284	3	/bicubic	/bicubic	NOUN
fis-5669	284	4	/colorimageresolution	/colorimageresolution	NOUN
fis-5669	285	1	300	300	NUM
fis-5669	285	2	/colorimagedepth	/colorimagedepth	PRON
fis-5669	285	3	-1	-1	INTJ
fis-5669	285	4	/colorimagemindownsampledepth	/colorimagemindownsampledepth	SYM
fis-5669	285	5	1	1	NUM
fis-5669	285	6	/colorimagedownsamplethreshold	/colorimagedownsamplethreshold	SYM
fis-5669	285	7	1.50000	1.50000	NUM
fis-5669	285	8	/encodecolorimages	/encodecolorimage	NOUN
fis-5669	285	9	true	true	ADJ
fis-5669	285	10	/colorimagefilter	/colorimagefilter	PUNCT
fis-5669	285	11	/dctencode	/dctencode	PUNCT
fis-5669	286	1	/autofiltercolorimages	/autofiltercolorimage	NOUN
fis-5669	286	2	true	true	ADJ
fis-5669	286	3	/colorimageautofilterstrategy	/colorimageautofilterstrategy	PUNCT
fis-5669	286	4	/jpeg	/jpeg	PUNCT
fis-5669	286	5	/coloracsimagedict	/coloracsimagedict	PUNCT
fis-5669	287	1	<	<	X
fis-5669	287	2	<	<	X
fis-5669	287	3	/qfactor	/qfactor	NOUN
fis-5669	287	4	0.15	0.15	NUM
fis-5669	287	5	/hsamples	/hsample	NOUN
fis-5669	288	1	[	[	X
fis-5669	288	2	1	1	NUM
fis-5669	288	3	1	1	NUM
fis-5669	288	4	1	1	NUM
fis-5669	288	5	1	1	NUM
fis-5669	288	6	]	]	PUNCT
fis-5669	288	7	/vsamples	/vsample	NOUN
fis-5669	289	1	[	[	X
fis-5669	289	2	1	1	NUM
fis-5669	289	3	1	1	NUM
fis-5669	289	4	1	1	NUM
fis-5669	289	5	1	1	NUM
fis-5669	289	6	]	]	PUNCT
fis-5669	289	7	>	>	PUNCT
fis-5669	289	8	>	>	X
fis-5669	289	9	/colorimagedict	/colorimagedict	PUNCT
fis-5669	290	1	<	<	X
fis-5669	290	2	<	<	X
fis-5669	290	3	/qfactor	/qfactor	NOUN
fis-5669	290	4	0.15	0.15	NUM
fis-5669	290	5	/hsamples	/hsample	NOUN
fis-5669	291	1	[	[	X
fis-5669	291	2	1	1	NUM
fis-5669	291	3	1	1	NUM
fis-5669	291	4	1	1	NUM
fis-5669	291	5	1	1	NUM
fis-5669	291	6	]	]	PUNCT
fis-5669	291	7	/vsamples	/vsample	NOUN
fis-5669	292	1	[	[	X
fis-5669	292	2	1	1	NUM
fis-5669	292	3	1	1	NUM
fis-5669	292	4	1	1	NUM
fis-5669	292	5	1	1	NUM
fis-5669	292	6	]	]	PUNCT
fis-5669	292	7	>	>	PUNCT
fis-5669	292	8	>	>	X
fis-5669	292	9	/jpeg2000coloracsimagedict	/jpeg2000coloracsimagedict	PUNCT
fis-5669	293	1	<	<	X
fis-5669	293	2	<	<	X
fis-5669	293	3	/tilewidth	/tilewidth	PUNCT
fis-5669	293	4	256	256	NUM
fis-5669	293	5	/tileheight	/tileheight	NUM
fis-5669	293	6	256	256	NUM
fis-5669	293	7	/quality	/quality	NOUN
fis-5669	293	8	30	30	NUM
fis-5669	293	9	>	>	PUNCT
fis-5669	293	10	>	>	X
fis-5669	293	11	/jpeg2000colorimagedict	/jpeg2000colorimagedict	PUNCT
fis-5669	293	12	<	<	X
fis-5669	293	13	<	<	X
fis-5669	293	14	/tilewidth	/tilewidth	PUNCT
fis-5669	293	15	256	256	NUM
fis-5669	293	16	/tileheight	/tileheight	NUM
fis-5669	293	17	256	256	NUM
fis-5669	293	18	/quality	/quality	NOUN
fis-5669	293	19	30	30	NUM
fis-5669	293	20	>	>	PUNCT
fis-5669	293	21	>	>	X
fis-5669	293	22	/antialiasgrayimages	/antialiasgrayimages	X
fis-5669	293	23	false	false	ADJ
fis-5669	293	24	/cropgrayimages	/cropgrayimage	NOUN
fis-5669	293	25	true	true	ADJ
fis-5669	293	26	/grayimageminresolution	/grayimageminresolution	ADV
fis-5669	293	27	300	300	NUM
fis-5669	293	28	/grayimageminresolutionpolicy	/grayimageminresolutionpolicy	NOUN
fis-5669	293	29	/ok	/ok	ADJ
fis-5669	293	30	/downsamplegrayimages	/downsamplegrayimages	PUNCT
fis-5669	294	1	true	true	ADJ
fis-5669	294	2	/grayimagedownsampletype	/grayimagedownsampletype	INTJ
fis-5669	294	3	/bicubic	/bicubic	NOUN
fis-5669	294	4	/grayimageresolution	/grayimageresolution	NOUN
fis-5669	294	5	300	300	NUM
fis-5669	294	6	/grayimagedepth	/grayimagedepth	PUNCT
fis-5669	294	7	-1	-1	PUNCT
fis-5669	294	8	/grayimagemindownsampledepth	/grayimagemindownsampledepth	PUNCT
fis-5669	295	1	2	2	NUM
fis-5669	295	2	/grayimagedownsamplethreshold	/grayimagedownsamplethreshold	NUM
fis-5669	295	3	1.50000	1.50000	NUM
fis-5669	295	4	/encodegrayimages	/encodegrayimage	NOUN
fis-5669	295	5	true	true	ADJ
fis-5669	295	6	/grayimagefilter	/grayimagefilter	NOUN
fis-5669	295	7	/dctencode	/dctencode	PUNCT
fis-5669	296	1	/autofiltergrayimages	/autofiltergrayimages	VERB
fis-5669	296	2	true	true	ADJ
fis-5669	296	3	/grayimageautofilterstrategy	/grayimageautofilterstrategy	INTJ
fis-5669	296	4	/jpeg	/jpeg	PUNCT
fis-5669	296	5	/grayacsimagedict	/grayacsimagedict	PUNCT
fis-5669	297	1	<	<	X
fis-5669	297	2	<	<	X
fis-5669	297	3	/qfactor	/qfactor	NOUN
fis-5669	297	4	0.15	0.15	NUM
fis-5669	297	5	/hsamples	/hsample	NOUN
fis-5669	298	1	[	[	X
fis-5669	298	2	1	1	NUM
fis-5669	298	3	1	1	NUM
fis-5669	298	4	1	1	NUM
fis-5669	298	5	1	1	NUM
fis-5669	298	6	]	]	PUNCT
fis-5669	298	7	/vsamples	/vsample	NOUN
fis-5669	299	1	[	[	X
fis-5669	299	2	1	1	NUM
fis-5669	299	3	1	1	NUM
fis-5669	299	4	1	1	NUM
fis-5669	299	5	1	1	NUM
fis-5669	299	6	]	]	PUNCT
fis-5669	299	7	>	>	PUNCT
fis-5669	299	8	>	>	X
fis-5669	299	9	/grayimagedict	/grayimagedict	PUNCT
fis-5669	300	1	<	<	X
fis-5669	300	2	<	<	X
fis-5669	300	3	/qfactor	/qfactor	NOUN
fis-5669	300	4	0.15	0.15	NUM
fis-5669	300	5	/hsamples	/hsample	NOUN
fis-5669	301	1	[	[	X
fis-5669	301	2	1	1	NUM
fis-5669	301	3	1	1	NUM
fis-5669	301	4	1	1	NUM
fis-5669	301	5	1	1	NUM
fis-5669	301	6	]	]	PUNCT
fis-5669	301	7	/vsamples	/vsample	NOUN
fis-5669	302	1	[	[	X
fis-5669	302	2	1	1	NUM
fis-5669	302	3	1	1	NUM
fis-5669	302	4	1	1	NUM
fis-5669	302	5	1	1	NUM
fis-5669	302	6	]	]	PUNCT
fis-5669	302	7	>	>	X
fis-5669	302	8	>	>	X
fis-5669	302	9	/jpeg2000grayacsimagedict	/jpeg2000grayacsimagedict	PUNCT
fis-5669	303	1	<	<	X
fis-5669	303	2	<	<	X
fis-5669	303	3	/tilewidth	/tilewidth	PUNCT
fis-5669	303	4	256	256	NUM
fis-5669	303	5	/tileheight	/tileheight	NUM
fis-5669	303	6	256	256	NUM
fis-5669	303	7	/quality	/quality	NOUN
fis-5669	303	8	30	30	NUM
fis-5669	303	9	>	>	PUNCT
fis-5669	303	10	>	>	X
fis-5669	303	11	/jpeg2000grayimagedict	/jpeg2000grayimagedict	PUNCT
fis-5669	303	12	<	<	X
fis-5669	303	13	<	<	X
fis-5669	303	14	/tilewidth	/tilewidth	PUNCT
fis-5669	303	15	256	256	NUM
fis-5669	303	16	/tileheight	/tileheight	NUM
fis-5669	303	17	256	256	NUM
fis-5669	303	18	/quality	/quality	NOUN
fis-5669	303	19	30	30	NUM
fis-5669	303	20	>	>	PUNCT
fis-5669	303	21	>	>	X
fis-5669	303	22	/antialiasmonoimages	/antialiasmonoimage	NOUN
fis-5669	303	23	false	false	ADJ
fis-5669	303	24	/cropmonoimages	/cropmonoimage	NOUN
fis-5669	303	25	true	true	ADJ
fis-5669	303	26	/monoimageminresolution	/monoimageminresolution	NUM
fis-5669	303	27	1200	1200	NUM
fis-5669	303	28	/monoimageminresolutionpolicy	/monoimageminresolutionpolicy	PUNCT
fis-5669	304	1	/ok	/ok	PROPN
fis-5669	304	2	/downsamplemonoimages	/downsamplemonoimage	VERB
fis-5669	305	1	true	true	ADJ
fis-5669	305	2	/monoimagedownsampletype	/monoimagedownsampletype	PUNCT
fis-5669	305	3	/bicubic	/bicubic	NOUN
fis-5669	305	4	/monoimageresolution	/monoimageresolution	NOUN
fis-5669	305	5	1200	1200	NUM
fis-5669	305	6	/monoimagedepth	/monoimagedepth	PRON
fis-5669	305	7	-1	-1	PUNCT
fis-5669	306	1	/monoimagedownsamplethreshold	/monoimagedownsamplethreshold	PUNCT
fis-5669	306	2	1.50000	1.50000	NUM
fis-5669	306	3	/encodemonoimages	/encodemonoimage	NOUN
fis-5669	306	4	true	true	ADJ
fis-5669	306	5	/monoimagefilter	/monoimagefilter	ADP
fis-5669	306	6	/ccittfaxencode	/ccittfaxencode	INTJ
fis-5669	306	7	/monoimagedict	/monoimagedict	PUNCT
fis-5669	307	1	<	<	X
fis-5669	307	2	<	<	X
fis-5669	307	3	/k	/k	PUNCT
fis-5669	307	4	-1	-1	INTJ
fis-5669	307	5	>	>	PUNCT
fis-5669	307	6	>	>	X
fis-5669	307	7	/allowpsxobjects	/allowpsxobjects	PROPN
fis-5669	307	8	false	false	ADJ
fis-5669	307	9	/checkcompliance	/checkcompliance	NOUN
fis-5669	307	10	[	[	PUNCT
fis-5669	307	11	/none	/none	X
fis-5669	307	12	]	]	PUNCT
fis-5669	307	13	/pdfx1acheck	/pdfx1acheck	PUNCT
fis-5669	307	14	false	false	ADJ
fis-5669	307	15	/pdfx3check	/pdfx3check	PUNCT
fis-5669	307	16	false	false	ADJ
fis-5669	307	17	/pdfxcompliantpdfonly	/pdfxcompliantpdfonly	ADV
fis-5669	307	18	false	false	ADJ
fis-5669	307	19	/pdfxnotrimboxerror	/pdfxnotrimboxerror	NOUN
fis-5669	307	20	true	true	ADJ
fis-5669	307	21	/pdfxtrimboxtomediaboxoffset	/pdfxtrimboxtomediaboxoffset	NOUN
fis-5669	307	22	[	[	PUNCT
fis-5669	307	23	0.00000	0.00000	NUM
fis-5669	307	24	0.00000	0.00000	NUM
fis-5669	307	25	0.00000	0.00000	NUM
fis-5669	307	26	0.00000	0.00000	NUM
fis-5669	307	27	]	]	PUNCT
fis-5669	307	28	/pdfxsetbleedboxtomediabox	/pdfxsetbleedboxtomediabox	PUNCT
fis-5669	308	1	true	true	ADJ
fis-5669	308	2	/pdfxbleedboxtotrimboxoffset	/pdfxbleedboxtotrimboxoffset	PUNCT
fis-5669	308	3	[	[	PUNCT
fis-5669	308	4	0.00000	0.00000	NUM
fis-5669	308	5	0.00000	0.00000	NUM
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fis-5669	308	7	0.00000	0.00000	NUM
fis-5669	308	8	]	]	PUNCT
fis-5669	308	9	/pdfxoutputintentprofile	/pdfxoutputintentprofile	PUNCT
fis-5669	309	1	(	(	PUNCT
fis-5669	309	2	)	)	PUNCT
fis-5669	309	3	/pdfxoutputconditionidentifier	/pdfxoutputconditionidentifi	ADJ
fis-5669	309	4	(	(	PUNCT
fis-5669	309	5	)	)	PUNCT
fis-5669	309	6	/pdfxoutputcondition	/pdfxoutputcondition	PRON
fis-5669	309	7	(	(	PUNCT
fis-5669	309	8	)	)	PUNCT
fis-5669	309	9	/pdfxregistryname	/pdfxregistryname	PUNCT
fis-5669	309	10	(	(	PUNCT
fis-5669	309	11	)	)	PUNCT
fis-5669	309	12	/pdfxtrapped	/pdfxtrapped	PUNCT
fis-5669	309	13	/false	/false	INTJ
fis-5669	310	1	/createjdffile	/createjdffile	INTJ
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fis-5669	310	3	/description	/description	NOUN
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fis-5669	311	6	>	>	X
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fis-5669	319	11	>	>	X
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fis-5669	329	3	>	>	X
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fis-5669	336	23	adobe	adobe	PROPN
fis-5669	336	24	pdf	pdf	PROPN
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fis-5669	337	5	be	be	AUX
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fis-5669	337	8	acrobat	acrobat	PROPN
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fis-5669	337	11	reader	reader	PROPN
fis-5669	337	12	5.0	5.0	NUM
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fis-5669	337	15	.	.	PUNCT
fis-5669	337	16	)	)	PUNCT
fis-5669	338	1	>	>	PUNCT
fis-5669	338	2	>	>	X
fis-5669	338	3	/namespace	/namespace	PUNCT
fis-5669	339	1	[	[	PUNCT
fis-5669	339	2	(	(	PUNCT
fis-5669	339	3	adobe	adobe	PROPN
fis-5669	339	4	)	)	PUNCT
fis-5669	339	5	(	(	PUNCT
fis-5669	339	6	common	common	ADJ
fis-5669	339	7	)	)	PUNCT
fis-5669	339	8	(	(	PUNCT
fis-5669	339	9	1.0	1.0	NUM
fis-5669	339	10	)	)	PUNCT
fis-5669	339	11	]	]	PUNCT
fis-5669	340	1	/othernamespaces	/othernamespace	VERB
fis-5669	340	2	[	[	PUNCT
fis-5669	340	3	<	<	X
fis-5669	340	4	<	<	X
fis-5669	340	5	/asreaderspreads	/asreaderspreads	X
fis-5669	340	6	false	false	ADJ
fis-5669	340	7	/cropimagestoframes	/cropimagestoframe	NOUN
fis-5669	340	8	true	true	ADJ
fis-5669	340	9	/errorcontrol	/errorcontrol	NOUN
fis-5669	341	1	/warnandcontinue	/warnandcontinue	PUNCT
fis-5669	341	2	/flattenerignorespreadoverrides	/flattenerignorespreadoverride	NOUN
fis-5669	341	3	false	false	ADJ
fis-5669	341	4	/includeguidesgrids	/includeguidesgrid	NOUN
fis-5669	341	5	false	false	ADJ
fis-5669	341	6	/includenonprinting	/includenonprinting	NOUN
fis-5669	341	7	false	false	ADJ
fis-5669	341	8	/includeslug	/includeslug	INTJ
fis-5669	341	9	false	false	ADJ
fis-5669	341	10	/namespace	/namespace	NOUN
fis-5669	342	1	[	[	PUNCT
fis-5669	342	2	(	(	PUNCT
fis-5669	342	3	adobe	adobe	PROPN
fis-5669	342	4	)	)	PUNCT
fis-5669	342	5	(	(	PUNCT
fis-5669	342	6	indesign	indesign	NOUN
fis-5669	342	7	)	)	PUNCT
fis-5669	342	8	(	(	PUNCT
fis-5669	342	9	4.0	4.0	NUM
fis-5669	342	10	)	)	PUNCT
fis-5669	342	11	]	]	PUNCT
fis-5669	342	12	/omitplacedbitmaps	/omitplacedbitmaps	PUNCT
fis-5669	343	1	false	false	ADJ
fis-5669	343	2	/omitplacedeps	/omitplacedeps	INTJ
fis-5669	343	3	false	false	ADJ
fis-5669	343	4	/omitplacedpdf	/omitplacedpdf	PUNCT
fis-5669	343	5	false	false	ADJ
fis-5669	343	6	/simulateoverprint	/simulateoverprint	NOUN
fis-5669	343	7	/legacy	/legacy	PUNCT
fis-5669	344	1	>	>	PUNCT
fis-5669	344	2	>	>	X
fis-5669	345	1	<	<	X
fis-5669	345	2	<	<	X
fis-5669	345	3	/addbleedmarks	/addbleedmarks	X
fis-5669	345	4	false	false	ADJ
fis-5669	345	5	/addcolorbars	/addcolorbars	INTJ
fis-5669	345	6	false	false	ADJ
fis-5669	345	7	/addcropmarks	/addcropmarks	PUNCT
fis-5669	345	8	false	false	ADJ
fis-5669	345	9	/addpageinfo	/addpageinfo	INTJ
fis-5669	345	10	false	false	ADJ
fis-5669	345	11	/addregmarks	/addregmark	NOUN
fis-5669	345	12	false	false	ADJ
fis-5669	345	13	/convertcolors	/convertcolor	NOUN
fis-5669	345	14	/converttocmyk	/converttocmyk	INTJ
fis-5669	345	15	/destinationprofilename	/destinationprofilename	PUNCT
fis-5669	345	16	(	(	PUNCT
fis-5669	345	17	)	)	PUNCT
fis-5669	345	18	/destinationprofileselector	/destinationprofileselector	NOUN
fis-5669	345	19	/documentcmyk	/documentcmyk	PUNCT
fis-5669	345	20	/downsample16bitimages	/downsample16bitimage	NOUN
fis-5669	345	21	true	true	ADJ
fis-5669	345	22	/flattenerpreset	/flattenerpreset	PUNCT
fis-5669	346	1	<	<	X
fis-5669	346	2	<	<	X
fis-5669	346	3	/presetselector	/presetselector	X
fis-5669	346	4	/mediumresolution	/mediumresolution	NOUN
fis-5669	346	5	>	>	PUNCT
fis-5669	346	6	>	>	X
fis-5669	346	7	/formelements	/formelement	NOUN
fis-5669	347	1	false	false	ADJ
fis-5669	347	2	/generatestructure	/generatestructure	PUNCT
fis-5669	347	3	false	false	ADJ
fis-5669	347	4	/includebookmarks	/includebookmark	NOUN
fis-5669	347	5	false	false	ADJ
fis-5669	347	6	/includehyperlinks	/includehyperlinks	INTJ
fis-5669	347	7	false	false	ADJ
fis-5669	347	8	/includeinteractive	/includeinteractive	ADJ
fis-5669	347	9	false	false	ADJ
fis-5669	347	10	/includelayers	/includelayer	NOUN
fis-5669	347	11	false	false	ADJ
fis-5669	347	12	/includeprofiles	/includeprofiles	INTJ
fis-5669	347	13	false	false	ADJ
fis-5669	347	14	/multimediahandling	/multimediahandling	NOUN
fis-5669	348	1	/useobjectsettings	/useobjectsettings	PRON
fis-5669	349	1	/namespace	/namespace	PUNCT
fis-5669	350	1	[	[	PUNCT
fis-5669	350	2	(	(	PUNCT
fis-5669	350	3	adobe	adobe	PROPN
fis-5669	350	4	)	)	PUNCT
fis-5669	350	5	(	(	PUNCT
fis-5669	350	6	creativesuite	creativesuite	NOUN
fis-5669	350	7	)	)	PUNCT
fis-5669	350	8	(	(	PUNCT
fis-5669	350	9	2.0	2.0	NUM
fis-5669	350	10	)	)	PUNCT
fis-5669	350	11	]	]	PUNCT
fis-5669	351	1	/pdfxoutputintentprofileselector	/pdfxoutputintentprofileselector	INTJ
fis-5669	351	2	/documentcmyk	/documentcmyk	PUNCT
fis-5669	352	1	/preserveediting	/preserveedite	VERB
fis-5669	352	2	true	true	ADJ
fis-5669	352	3	/untaggedcmykhandling	/untaggedcmykhandling	NOUN
fis-5669	352	4	/leaveuntagged	/leaveuntagge	VERB
fis-5669	352	5	/untaggedrgbhandling	/untaggedrgbhandling	NOUN
fis-5669	352	6	/usedocumentprofile	/usedocumentprofile	INTJ
fis-5669	352	7	/usedocumentbleed	/usedocumentbleed	NOUN
fis-5669	353	1	false	false	ADJ
fis-5669	353	2	>	>	PUNCT
fis-5669	353	3	>	>	X
fis-5669	353	4	]	]	PUNCT
fis-5669	353	5	>	>	PUNCT
fis-5669	353	6	>	>	X
fis-5669	353	7	setdistillerparams	setdistillerparam	NOUN
fis-5669	354	1	<	<	X
fis-5669	354	2	<	<	X
fis-5669	354	3	/hwresolution	/hwresolution	NOUN
fis-5669	355	1	[	[	X
fis-5669	355	2	2400	2400	NUM
fis-5669	355	3	2400	2400	NUM
fis-5669	355	4	]	]	PUNCT
fis-5669	355	5	/pagesize	/pagesize	X
fis-5669	356	1	[	[	X
fis-5669	356	2	612.000	612.000	NUM
fis-5669	356	3	792.000	792.000	NUM
fis-5669	356	4	]	]	PUNCT
fis-5669	356	5	>	>	PUNCT
fis-5669	356	6	>	>	X
fis-5669	356	7	setpagedevice	setpagedevice	PROPN