id	sid	tid	token	lemma	pos
bam-10678	1	1	bmd	bmd	PROPN
bam-10678	1	2	and	and	CCONJ
bam-10678	1	3	cartilage	cartilage	NOUN
bam-10678	1	4	volume	volume	NOUN
bam-10678	1	5	to	to	PART
bam-10678	1	6	predict	predict	VERB
bam-10678	1	7	knee	knee	NOUN
bam-10678	1	8	cartilage	cartilage	NOUN
bam-10678	1	9	degeneration	degeneration	NOUN
bam-10678	1	10	eur	eur	PROPN
bam-10678	1	11	j	j	PROPN
bam-10678	1	12	transl	transl	PROPN
bam-10678	1	13	myol	myol	ADV
bam-10678	1	14	32	32	NUM
bam-10678	1	15	(	(	PUNCT
bam-10678	1	16	2	2	NUM
bam-10678	1	17	):	):	PUNCT
bam-10678	1	18	10678	10678	NUM
bam-10678	1	19	,	,	PUNCT
bam-10678	1	20	2022	2022	NUM
bam-10678	1	21	doi	doi	NOUN
bam-10678	1	22	:	:	PUNCT
bam-10678	1	23	10.4081	10.4081	NUM
bam-10678	1	24	/	/	SYM
bam-10678	1	25	ejtm.2022.10678	ejtm.2022.10678	NUM
bam-10678	1	26	1	1	NUM
bam-10678	1	27	the	the	DET
bam-10678	1	28	role	role	NOUN
bam-10678	1	29	of	of	ADP
bam-10678	1	30	bone	bone	NOUN
bam-10678	1	31	mineral	mineral	NOUN
bam-10678	1	32	density	density	NOUN
bam-10678	1	33	and	and	CCONJ
bam-10678	1	34	cartilage	cartilage	NOUN
bam-10678	1	35	volume	volume	NOUN
bam-10678	1	36	to	to	PART
bam-10678	1	37	predict	predict	VERB
bam-10678	1	38	knee	knee	NOUN
bam-10678	1	39	cartilage	cartilage	NOUN
bam-10678	1	40	degeneration	degeneration	NOUN
bam-10678	1	41	federica	federica	PROPN
bam-10678	1	42	kiyomi	kiyomi	PROPN
bam-10678	1	43	ciliberti	ciliberti	PROPN
bam-10678	1	44	(	(	PUNCT
bam-10678	1	45	1)†	1)†	PROPN
bam-10678	1	46	,	,	PUNCT
bam-10678	1	47	giuseppe	giuseppe	PROPN
bam-10678	1	48	cesarelli	cesarelli	PROPN
bam-10678	1	49	(	(	PUNCT
bam-10678	1	50	2)†	2)†	NUM
bam-10678	1	51	,	,	PUNCT
bam-10678	1	52	lorena	lorena	PROPN
bam-10678	1	53	guerrini	guerrini	PROPN
bam-10678	1	54	(	(	PUNCT
bam-10678	1	55	1	1	NUM
bam-10678	1	56	)	)	PUNCT
bam-10678	1	57	,	,	PUNCT
bam-10678	1	58	arnar	arnar	PROPN
bam-10678	1	59	evgeni	evgeni	PROPN
bam-10678	1	60	gunnarsson	gunnarsson	PROPN
bam-10678	1	61	(	(	PUNCT
bam-10678	1	62	1	1	NUM
bam-10678	1	63	)	)	PUNCT
bam-10678	1	64	,	,	PUNCT
bam-10678	1	65	riccardo	riccardo	PROPN
bam-10678	1	66	forni	forni	PROPN
bam-10678	1	67	(	(	PUNCT
bam-10678	1	68	1,3	1,3	NUM
bam-10678	1	69	)	)	PUNCT
bam-10678	1	70	,	,	PUNCT
bam-10678	1	71	romain	romain	PROPN
bam-10678	1	72	aubonnet	aubonnet	NOUN
bam-10678	1	73	(	(	PUNCT
bam-10678	1	74	1	1	NUM
bam-10678	1	75	)	)	PUNCT
bam-10678	1	76	,	,	PUNCT
bam-10678	1	77	marco	marco	PROPN
bam-10678	1	78	recenti	recenti	PROPN
bam-10678	1	79	(	(	PUNCT
bam-10678	1	80	1	1	NUM
bam-10678	1	81	)	)	PUNCT
bam-10678	1	82	,	,	PUNCT
bam-10678	1	83	deborah	deborah	PROPN
bam-10678	1	84	jacob	jacob	PROPN
bam-10678	1	85	(	(	PUNCT
bam-10678	1	86	1	1	NUM
bam-10678	1	87	)	)	PUNCT
bam-10678	1	88	,	,	PUNCT
bam-10678	1	89	halldór	halldór	PROPN
bam-10678	1	90	jónsson	jónsson	PROPN
bam-10678	1	91	,	,	PUNCT
bam-10678	1	92	jr	jr	PROPN
bam-10678	1	93	(	(	PUNCT
bam-10678	1	94	4,5	4,5	NUM
bam-10678	1	95	)	)	PUNCT
bam-10678	1	96	,	,	PUNCT
bam-10678	1	97	vincenzo	vincenzo	PROPN
bam-10678	1	98	cangiano	cangiano	PROPN
bam-10678	1	99	(	(	PUNCT
bam-10678	1	100	1	1	NUM
bam-10678	1	101	)	)	PUNCT
bam-10678	1	102	,	,	PUNCT
bam-10678	1	103	anna	anna	PROPN
bam-10678	1	104	sigríður	sigríður	NOUN
bam-10678	1	105	islind	islind	NOUN
bam-10678	1	106	(	(	PUNCT
bam-10678	1	107	6	6	NUM
bam-10678	1	108	)	)	PUNCT
bam-10678	1	109	,	,	PUNCT
bam-10678	1	110	monica	monica	PROPN
bam-10678	1	111	gambacorta	gambacorta	PROPN
bam-10678	1	112	(	(	PUNCT
bam-10678	1	113	7	7	NUM
bam-10678	1	114	)	)	PUNCT
bam-10678	1	115	,	,	PUNCT
bam-10678	1	116	paolo	paolo	NOUN
bam-10678	1	117	gargiulo	gargiulo	NOUN
bam-10678	1	118	(	(	PUNCT
bam-10678	1	119	1,8	1,8	NUM
bam-10678	1	120	)	)	PUNCT
bam-10678	1	121	(	(	PUNCT
bam-10678	1	122	1	1	X
bam-10678	1	123	)	)	PUNCT
bam-10678	1	124	institute	institute	NOUN
bam-10678	1	125	of	of	ADP
bam-10678	1	126	biomedical	biomedical	ADJ
bam-10678	1	127	and	and	CCONJ
bam-10678	1	128	neural	neural	ADJ
bam-10678	1	129	engineering	engineering	NOUN
bam-10678	1	130	,	,	PUNCT
bam-10678	1	131	reykjavik	reykjavik	PROPN
bam-10678	1	132	university	university	PROPN
bam-10678	1	133	,	,	PUNCT
bam-10678	1	134	reykjavik	reykjavik	PROPN
bam-10678	1	135	,	,	PUNCT
bam-10678	1	136	iceland	iceland	PROPN
bam-10678	1	137	;	;	PUNCT
bam-10678	1	138	(	(	PUNCT
bam-10678	1	139	2	2	X
bam-10678	1	140	)	)	PUNCT
bam-10678	1	141	department	department	NOUN
bam-10678	1	142	of	of	ADP
bam-10678	1	143	chemical	chemical	PROPN
bam-10678	1	144	,	,	PUNCT
bam-10678	1	145	materials	material	NOUN
bam-10678	1	146	and	and	CCONJ
bam-10678	1	147	production	production	NOUN
bam-10678	1	148	engineering	engineering	NOUN
bam-10678	1	149	(	(	PUNCT
bam-10678	1	150	dicmapi	dicmapi	ADV
bam-10678	1	151	)	)	PUNCT
bam-10678	1	152	,	,	PUNCT
bam-10678	1	153	university	university	PROPN
bam-10678	1	154	of	of	ADP
bam-10678	1	155	naples	naples	PROPN
bam-10678	1	156	federico	federico	PROPN
bam-10678	1	157	ii	ii	PROPN
bam-10678	1	158	,	,	PUNCT
bam-10678	1	159	naples	naples	PROPN
bam-10678	1	160	,	,	PUNCT
bam-10678	1	161	italy	italy	PROPN
bam-10678	1	162	;	;	PUNCT
bam-10678	1	163	(	(	PUNCT
bam-10678	1	164	3	3	X
bam-10678	1	165	)	)	PUNCT
bam-10678	1	166	department	department	NOUN
bam-10678	1	167	of	of	ADP
bam-10678	1	168	electrical	electrical	ADJ
bam-10678	1	169	,	,	PUNCT
bam-10678	1	170	electronic	electronic	ADJ
bam-10678	1	171	and	and	CCONJ
bam-10678	1	172	information	information	NOUN
bam-10678	1	173	engineering	engineering	NOUN
bam-10678	1	174	“	"	PUNCT
bam-10678	1	175	guglielmo	guglielmo	PROPN
bam-10678	1	176	marconi	marconi	PROPN
bam-10678	1	177	”	"	PUNCT
bam-10678	1	178	(	(	PUNCT
bam-10678	1	179	dei	dei	NOUN
bam-10678	1	180	)	)	PUNCT
bam-10678	1	181	,	,	PUNCT
bam-10678	1	182	university	university	NOUN
bam-10678	1	183	of	of	ADP
bam-10678	1	184	bologna	bologna	PROPN
bam-10678	1	185	,	,	PUNCT
bam-10678	1	186	cesena	cesena	PROPN
bam-10678	1	187	,	,	PUNCT
bam-10678	1	188	italy	italy	PROPN
bam-10678	1	189	;	;	PUNCT
bam-10678	1	190	(	(	PUNCT
bam-10678	1	191	4	4	X
bam-10678	1	192	)	)	PUNCT
bam-10678	1	193	department	department	NOUN
bam-10678	1	194	of	of	ADP
bam-10678	1	195	orthopaedics	orthopaedic	NOUN
bam-10678	1	196	,	,	PUNCT
bam-10678	1	197	landspitali	landspitali	ADJ
bam-10678	1	198	,	,	PUNCT
bam-10678	1	199	university	university	NOUN
bam-10678	1	200	hospital	hospital	NOUN
bam-10678	1	201	of	of	ADP
bam-10678	1	202	iceland	iceland	PROPN
bam-10678	1	203	,	,	PUNCT
bam-10678	1	204	reykjavik	reykjavik	PROPN
bam-10678	1	205	,	,	PUNCT
bam-10678	1	206	iceland	iceland	PROPN
bam-10678	1	207	;	;	PUNCT
bam-10678	1	208	(	(	PUNCT
bam-10678	1	209	5	5	X
bam-10678	1	210	)	)	PUNCT
bam-10678	1	211	medical	medical	ADJ
bam-10678	1	212	faculty	faculty	NOUN
bam-10678	1	213	,	,	PUNCT
bam-10678	1	214	university	university	PROPN
bam-10678	1	215	of	of	ADP
bam-10678	1	216	iceland	iceland	PROPN
bam-10678	1	217	,	,	PUNCT
bam-10678	1	218	reykjavik	reykjavik	PROPN
bam-10678	1	219	,	,	PUNCT
bam-10678	1	220	iceland	iceland	PROPN
bam-10678	1	221	;	;	PUNCT
bam-10678	1	222	(	(	PUNCT
bam-10678	1	223	6	6	X
bam-10678	1	224	)	)	PUNCT
bam-10678	1	225	department	department	NOUN
bam-10678	1	226	of	of	ADP
bam-10678	1	227	computer	computer	NOUN
bam-10678	1	228	science	science	PROPN
bam-10678	1	229	,	,	PUNCT
bam-10678	1	230	reykjavik	reykjavik	PROPN
bam-10678	1	231	university	university	PROPN
bam-10678	1	232	,	,	PUNCT
bam-10678	1	233	reykjavik	reykjavik	PROPN
bam-10678	1	234	,	,	PUNCT
bam-10678	1	235	iceland	iceland	PROPN
bam-10678	1	236	;	;	PUNCT
bam-10678	1	237	(	(	PUNCT
bam-10678	1	238	7	7	X
bam-10678	1	239	)	)	PUNCT
bam-10678	1	240	umberto	umberto	NOUN
bam-10678	1	241	i	i	PRON
bam-10678	1	242	hospital	hospital	VERB
bam-10678	1	243	,	,	PUNCT
bam-10678	1	244	local	local	ADJ
bam-10678	1	245	health	health	NOUN
bam-10678	1	246	unit	unit	NOUN
bam-10678	1	247	of	of	ADP
bam-10678	1	248	salerno	salerno	PROPN
bam-10678	1	249	,	,	PUNCT
bam-10678	1	250	salerno	salerno	PROPN
bam-10678	1	251	,	,	PUNCT
bam-10678	1	252	italy	italy	PROPN
bam-10678	1	253	;	;	PUNCT
bam-10678	1	254	(	(	PUNCT
bam-10678	1	255	8)	8)	NUM
bam-10678	1	256	department	department	NOUN
bam-10678	1	257	of	of	ADP
bam-10678	1	258	science	science	PROPN
bam-10678	1	259	,	,	PUNCT
bam-10678	1	260	landspitali	landspitali	PROPN
bam-10678	1	261	,	,	PUNCT
bam-10678	1	262	university	university	NOUN
bam-10678	1	263	hospital	hospital	NOUN
bam-10678	1	264	of	of	ADP
bam-10678	1	265	iceland	iceland	PROPN
bam-10678	1	266	,	,	PUNCT
bam-10678	1	267	reykjavik	reykjavik	PROPN
bam-10678	1	268	,	,	PUNCT
bam-10678	1	269	iceland	iceland	PROPN
bam-10678	1	270	.	.	PUNCT
bam-10678	2	1	†these	†these	PROPN
bam-10678	2	2	authors	author	NOUN
bam-10678	2	3	equally	equally	ADV
bam-10678	2	4	contributed	contribute	VERB
bam-10678	2	5	to	to	ADP
bam-10678	2	6	the	the	DET
bam-10678	2	7	work	work	NOUN
bam-10678	2	8	this	this	DET
bam-10678	2	9	article	article	NOUN
bam-10678	2	10	is	be	AUX
bam-10678	2	11	distributed	distribute	VERB
bam-10678	2	12	under	under	ADP
bam-10678	2	13	the	the	DET
bam-10678	2	14	terms	term	NOUN
bam-10678	2	15	of	of	ADP
bam-10678	2	16	the	the	DET
bam-10678	2	17	creative	creative	ADJ
bam-10678	2	18	commons	common	NOUN
bam-10678	2	19	attribution	attribution	NOUN
bam-10678	2	20	noncommercial	noncommercial	ADJ
bam-10678	2	21	license	license	NOUN
bam-10678	2	22	(	(	PUNCT
bam-10678	2	23	cc	cc	NOUN
bam-10678	2	24	by	by	ADP
bam-10678	2	25	-	-	PUNCT
bam-10678	2	26	nc	nc	PROPN
bam-10678	2	27	4.0	4.0	NUM
bam-10678	2	28	)	)	PUNCT
bam-10678	2	29	which	which	PRON
bam-10678	2	30	permits	permit	VERB
bam-10678	2	31	any	any	DET
bam-10678	2	32	noncommercial	noncommercial	ADJ
bam-10678	2	33	use	use	NOUN
bam-10678	2	34	,	,	PUNCT
bam-10678	2	35	distribution	distribution	NOUN
bam-10678	2	36	,	,	PUNCT
bam-10678	2	37	and	and	CCONJ
bam-10678	2	38	reproduction	reproduction	NOUN
bam-10678	2	39	in	in	ADP
bam-10678	2	40	any	any	DET
bam-10678	2	41	medium	medium	NOUN
bam-10678	2	42	,	,	PUNCT
bam-10678	2	43	provided	provide	VERB
bam-10678	2	44	the	the	DET
bam-10678	2	45	original	original	ADJ
bam-10678	2	46	author(s	author(s	NOUN
bam-10678	2	47	)	)	PUNCT
bam-10678	2	48	and	and	CCONJ
bam-10678	2	49	source	source	NOUN
bam-10678	2	50	are	be	AUX
bam-10678	2	51	credited	credit	VERB
bam-10678	2	52	.	.	PUNCT
bam-10678	3	1	abstract	abstract	ADJ
bam-10678	3	2	knee	knee	NOUN
bam-10678	3	3	osteoarthritis	osteoarthritis	NOUN
bam-10678	3	4	(	(	PUNCT
bam-10678	3	5	oa	oa	X
bam-10678	3	6	)	)	PUNCT
bam-10678	3	7	is	be	AUX
bam-10678	3	8	a	a	DET
bam-10678	3	9	highly	highly	ADV
bam-10678	3	10	prevalent	prevalent	ADJ
bam-10678	3	11	condition	condition	NOUN
bam-10678	3	12	affecting	affect	VERB
bam-10678	3	13	knee	knee	NOUN
bam-10678	3	14	joint	joint	NOUN
bam-10678	3	15	that	that	PRON
bam-10678	3	16	causes	cause	VERB
bam-10678	3	17	loss	loss	NOUN
bam-10678	3	18	of	of	ADP
bam-10678	3	19	physical	physical	ADJ
bam-10678	3	20	function	function	NOUN
bam-10678	3	21	and	and	CCONJ
bam-10678	3	22	pain	pain	NOUN
bam-10678	3	23	.	.	PUNCT
bam-10678	4	1	clinical	clinical	ADJ
bam-10678	4	2	treatments	treatment	NOUN
bam-10678	4	3	are	be	AUX
bam-10678	4	4	mainly	mainly	ADV
bam-10678	4	5	focused	focus	VERB
bam-10678	4	6	on	on	ADP
bam-10678	4	7	pain	pain	NOUN
bam-10678	4	8	relief	relief	NOUN
bam-10678	4	9	and	and	CCONJ
bam-10678	4	10	limitation	limitation	NOUN
bam-10678	4	11	of	of	ADP
bam-10678	4	12	disabilities	disability	NOUN
bam-10678	4	13	;	;	PUNCT
bam-10678	4	14	therefore	therefore	ADV
bam-10678	4	15	,	,	PUNCT
bam-10678	4	16	it	it	PRON
bam-10678	4	17	is	be	AUX
bam-10678	4	18	crucial	crucial	ADJ
bam-10678	4	19	to	to	PART
bam-10678	4	20	find	find	VERB
bam-10678	4	21	new	new	ADJ
bam-10678	4	22	paradigms	paradigm	NOUN
bam-10678	4	23	assessing	assess	VERB
bam-10678	4	24	cartilage	cartilage	NOUN
bam-10678	4	25	conditions	condition	NOUN
bam-10678	4	26	for	for	ADP
bam-10678	4	27	detecting	detect	VERB
bam-10678	4	28	and	and	CCONJ
bam-10678	4	29	monitoring	monitor	VERB
bam-10678	4	30	the	the	DET
bam-10678	4	31	progression	progression	NOUN
bam-10678	4	32	of	of	ADP
bam-10678	4	33	oa	oa	INTJ
bam-10678	4	34	.	.	PUNCT
bam-10678	5	1	the	the	DET
bam-10678	5	2	goal	goal	NOUN
bam-10678	5	3	of	of	ADP
bam-10678	5	4	this	this	DET
bam-10678	5	5	paper	paper	NOUN
bam-10678	5	6	is	be	AUX
bam-10678	5	7	to	to	PART
bam-10678	5	8	highlight	highlight	VERB
bam-10678	5	9	the	the	DET
bam-10678	5	10	predictive	predictive	ADJ
bam-10678	5	11	power	power	NOUN
bam-10678	5	12	of	of	ADP
bam-10678	5	13	several	several	ADJ
bam-10678	5	14	features	feature	NOUN
bam-10678	5	15	,	,	PUNCT
bam-10678	5	16	such	such	ADJ
bam-10678	5	17	as	as	ADP
bam-10678	5	18	cartilage	cartilage	NOUN
bam-10678	5	19	density	density	NOUN
bam-10678	5	20	,	,	PUNCT
bam-10678	5	21	volume	volume	NOUN
bam-10678	5	22	and	and	CCONJ
bam-10678	5	23	surface	surface	NOUN
bam-10678	5	24	.	.	PUNCT
bam-10678	6	1	these	these	DET
bam-10678	6	2	features	feature	NOUN
bam-10678	6	3	were	be	AUX
bam-10678	6	4	extracted	extract	VERB
bam-10678	6	5	from	from	ADP
bam-10678	6	6	the	the	DET
bam-10678	6	7	3d	3d	NOUN
bam-10678	6	8	reconstruction	reconstruction	NOUN
bam-10678	6	9	of	of	ADP
bam-10678	6	10	knee	knee	NOUN
bam-10678	6	11	joint	joint	NOUN
bam-10678	6	12	of	of	ADP
bam-10678	6	13	forty	forty	NUM
bam-10678	6	14	-	-	PUNCT
bam-10678	6	15	seven	seven	NUM
bam-10678	6	16	different	different	ADJ
bam-10678	6	17	patients	patient	NOUN
bam-10678	6	18	,	,	PUNCT
bam-10678	6	19	subdivided	subdivide	VERB
bam-10678	6	20	into	into	ADP
bam-10678	6	21	two	two	NUM
bam-10678	6	22	categories	category	NOUN
bam-10678	6	23	:	:	PUNCT
bam-10678	6	24	degenerative	degenerative	ADJ
bam-10678	6	25	and	and	CCONJ
bam-10678	6	26	non	non	ADJ
bam-10678	6	27	-	-	NOUN
bam-10678	6	28	degenerative	degenerative	ADJ
bam-10678	6	29	.	.	PUNCT
bam-10678	7	1	the	the	DET
bam-10678	7	2	most	most	ADV
bam-10678	7	3	influent	influent	NOUN
bam-10678	7	4	parameters	parameter	NOUN
bam-10678	7	5	for	for	ADP
bam-10678	7	6	the	the	DET
bam-10678	7	7	degeneration	degeneration	NOUN
bam-10678	7	8	of	of	ADP
bam-10678	7	9	the	the	DET
bam-10678	7	10	knee	knee	NOUN
bam-10678	7	11	cartilage	cartilage	NOUN
bam-10678	7	12	were	be	AUX
bam-10678	7	13	determined	determine	VERB
bam-10678	7	14	using	use	VERB
bam-10678	7	15	two	two	NUM
bam-10678	7	16	machine	machine	NOUN
bam-10678	7	17	learning	learn	VERB
bam-10678	7	18	classification	classification	NOUN
bam-10678	7	19	algorithms	algorithm	NOUN
bam-10678	7	20	(	(	PUNCT
bam-10678	7	21	logistic	logistic	ADJ
bam-10678	7	22	regression	regression	NOUN
bam-10678	7	23	and	and	CCONJ
bam-10678	7	24	support	support	VERB
bam-10678	7	25	vector	vector	NOUN
bam-10678	7	26	machine	machine	NOUN
bam-10678	7	27	)	)	PUNCT
bam-10678	7	28	;	;	PUNCT
bam-10678	7	29	later	later	ADV
bam-10678	7	30	,	,	PUNCT
bam-10678	7	31	box	box	NOUN
bam-10678	7	32	plots	plot	NOUN
bam-10678	7	33	,	,	PUNCT
bam-10678	7	34	which	which	PRON
bam-10678	7	35	depicted	depict	VERB
bam-10678	7	36	differences	difference	NOUN
bam-10678	7	37	between	between	ADP
bam-10678	7	38	the	the	DET
bam-10678	7	39	classes	class	NOUN
bam-10678	7	40	by	by	ADP
bam-10678	7	41	gender	gender	NOUN
bam-10678	7	42	,	,	PUNCT
bam-10678	7	43	were	be	AUX
bam-10678	7	44	presented	present	VERB
bam-10678	7	45	to	to	PART
bam-10678	7	46	analyze	analyze	VERB
bam-10678	7	47	several	several	ADJ
bam-10678	7	48	of	of	ADP
bam-10678	7	49	the	the	DET
bam-10678	7	50	key	key	ADJ
bam-10678	7	51	features	feature	NOUN
bam-10678	7	52	’	'	PUNCT
bam-10678	7	53	trend	trend	NOUN
bam-10678	7	54	.	.	PUNCT
bam-10678	8	1	this	this	DET
bam-10678	8	2	work	work	NOUN
bam-10678	8	3	is	be	AUX
bam-10678	8	4	part	part	NOUN
bam-10678	8	5	of	of	ADP
bam-10678	8	6	a	a	DET
bam-10678	8	7	strategy	strategy	NOUN
bam-10678	8	8	that	that	PRON
bam-10678	8	9	aims	aim	VERB
bam-10678	8	10	to	to	PART
bam-10678	8	11	find	find	VERB
bam-10678	8	12	a	a	DET
bam-10678	8	13	new	new	ADJ
bam-10678	8	14	solution	solution	NOUN
bam-10678	8	15	to	to	PART
bam-10678	8	16	assess	assess	VERB
bam-10678	8	17	cartilage	cartilage	NOUN
bam-10678	8	18	condition	condition	NOUN
bam-10678	8	19	based	base	VERB
bam-10678	8	20	on	on	ADP
bam-10678	8	21	new	new	ADV
bam-10678	8	22	-	-	PUNCT
bam-10678	8	23	investigated	investigate	VERB
bam-10678	8	24	features	feature	NOUN
bam-10678	8	25	.	.	PUNCT
bam-10678	9	1	key	key	ADJ
bam-10678	9	2	words	word	NOUN
bam-10678	9	3	:	:	PUNCT
bam-10678	9	4	knee	knee	NOUN
bam-10678	9	5	oa	oa	INTJ
bam-10678	9	6	;	;	PUNCT
bam-10678	9	7	machine	machine	NOUN
bam-10678	9	8	learning	learning	NOUN
bam-10678	9	9	;	;	PUNCT
bam-10678	9	10	medical	medical	ADJ
bam-10678	9	11	imaging	imaging	NOUN
bam-10678	9	12	;	;	PUNCT
bam-10678	9	13	feature	feature	NOUN
bam-10678	9	14	importance	importance	NOUN
bam-10678	9	15	.	.	PUNCT
bam-10678	10	1	eur	eur	PROPN
bam-10678	10	2	j	j	PROPN
bam-10678	10	3	transl	transl	PROPN
bam-10678	10	4	myol	myol	ADV
bam-10678	10	5	32	32	NUM
bam-10678	10	6	(	(	PUNCT
bam-10678	10	7	2	2	NUM
bam-10678	10	8	):	):	PUNCT
bam-10678	10	9	10678	10678	NUM
bam-10678	10	10	,	,	PUNCT
bam-10678	10	11	2022	2022	NUM
bam-10678	10	12	doi	doi	NOUN
bam-10678	10	13	:	:	PUNCT
bam-10678	10	14	10.4081	10.4081	NUM
bam-10678	10	15	/	/	SYM
bam-10678	10	16	ejtm.2022.10678	ejtm.2022.10678	PRON
bam-10678	10	17	osteoarthritis	osteoarthritis	NOUN
bam-10678	10	18	(	(	PUNCT
bam-10678	10	19	oa	oa	NOUN
bam-10678	10	20	)	)	PUNCT
bam-10678	10	21	occurs	occur	VERB
bam-10678	10	22	when	when	SCONJ
bam-10678	10	23	protective	protective	ADJ
bam-10678	10	24	cartilage	cartilage	NOUN
bam-10678	10	25	between	between	ADP
bam-10678	10	26	bones	bone	NOUN
bam-10678	10	27	breaks	break	VERB
bam-10678	10	28	down	down	ADP
bam-10678	10	29	because	because	SCONJ
bam-10678	10	30	of	of	ADP
bam-10678	10	31	injuries	injury	NOUN
bam-10678	10	32	or	or	CCONJ
bam-10678	10	33	diseases	disease	NOUN
bam-10678	10	34	.	.	PUNCT
bam-10678	11	1	this	this	DET
bam-10678	11	2	condition	condition	NOUN
bam-10678	11	3	also	also	ADV
bam-10678	11	4	involves	involve	VERB
bam-10678	11	5	changes	change	NOUN
bam-10678	11	6	to	to	ADP
bam-10678	11	7	the	the	DET
bam-10678	11	8	bone	bone	NOUN
bam-10678	11	9	underneath	underneath	ADP
bam-10678	11	10	the	the	DET
bam-10678	11	11	cartilage	cartilage	NOUN
bam-10678	11	12	and	and	CCONJ
bam-10678	11	13	can	can	AUX
bam-10678	11	14	affect	affect	VERB
bam-10678	11	15	nearby	nearby	ADJ
bam-10678	11	16	soft	soft	ADJ
bam-10678	11	17	tissues	tissue	NOUN
bam-10678	11	18	.	.	PUNCT
bam-10678	12	1	knee	knee	NOUN
bam-10678	12	2	oa	oa	PROPN
bam-10678	12	3	affects	affect	VERB
bam-10678	12	4	the	the	DET
bam-10678	12	5	three	three	NUM
bam-10678	12	6	compartments	compartment	NOUN
bam-10678	12	7	of	of	ADP
bam-10678	12	8	the	the	DET
bam-10678	12	9	knee	knee	NOUN
bam-10678	12	10	joint	joint	NOUN
bam-10678	12	11	(	(	PUNCT
bam-10678	12	12	medial	medial	ADJ
bam-10678	12	13	,	,	PUNCT
bam-10678	12	14	lateral	lateral	ADJ
bam-10678	12	15	,	,	PUNCT
bam-10678	12	16	and	and	CCONJ
bam-10678	12	17	patellofemoral	patellofemoral	ADJ
bam-10678	12	18	)	)	PUNCT
bam-10678	12	19	and	and	CCONJ
bam-10678	12	20	usually	usually	ADV
bam-10678	12	21	develops	develop	VERB
bam-10678	12	22	slowly	slowly	ADV
bam-10678	12	23	over	over	ADP
bam-10678	12	24	10	10	NUM
bam-10678	12	25	to	to	PART
bam-10678	12	26	15	15	NUM
bam-10678	12	27	years.1	years.1	NOUN
bam-10678	12	28	oa	oa	PROPN
bam-10678	12	29	is	be	AUX
bam-10678	12	30	a	a	DET
bam-10678	12	31	highly	highly	ADV
bam-10678	12	32	prevalent	prevalent	ADJ
bam-10678	12	33	condition	condition	NOUN
bam-10678	12	34	worldwide	worldwide	ADV
bam-10678	12	35	,	,	PUNCT
bam-10678	12	36	that	that	PRON
bam-10678	12	37	can	can	AUX
bam-10678	12	38	result	result	VERB
bam-10678	12	39	in	in	ADP
bam-10678	12	40	disabling	disable	VERB
bam-10678	12	41	pain	pain	NOUN
bam-10678	12	42	and	and	CCONJ
bam-10678	12	43	loss	loss	NOUN
bam-10678	12	44	of	of	ADP
bam-10678	12	45	physical	physical	ADJ
bam-10678	12	46	function	function	NOUN
bam-10678	12	47	.	.	PUNCT
bam-10678	13	1	this	this	DET
bam-10678	13	2	pathology	pathology	NOUN
bam-10678	13	3	is	be	AUX
bam-10678	13	4	still	still	ADV
bam-10678	13	5	under	under	ADP
bam-10678	13	6	investigation	investigation	NOUN
bam-10678	13	7	;	;	PUNCT
bam-10678	13	8	however	however	ADV
bam-10678	13	9	,	,	PUNCT
bam-10678	13	10	there	there	PRON
bam-10678	13	11	exist	exist	VERB
bam-10678	13	12	common	common	ADJ
bam-10678	13	13	risk	risk	NOUN
bam-10678	13	14	factors	factor	NOUN
bam-10678	13	15	,	,	PUNCT
bam-10678	13	16	including	include	VERB
bam-10678	13	17	advancing	advance	VERB
bam-10678	13	18	age	age	NOUN
bam-10678	13	19	,	,	PUNCT
bam-10678	13	20	family	family	NOUN
bam-10678	13	21	history	history	NOUN
bam-10678	13	22	,	,	PUNCT
bam-10678	13	23	obesity	obesity	NOUN
bam-10678	13	24	,	,	PUNCT
bam-10678	13	25	joint	joint	ADJ
bam-10678	13	26	trauma.2	trauma.2	PROPN
bam-10678	13	27	as	as	ADP
bam-10678	13	28	potential	potential	ADJ
bam-10678	13	29	consequences	consequence	NOUN
bam-10678	13	30	,	,	PUNCT
bam-10678	13	31	weakness	weakness	NOUN
bam-10678	13	32	,	,	PUNCT
bam-10678	13	33	damages	damage	NOUN
bam-10678	13	34	,	,	PUNCT
bam-10678	13	35	healing	healing	NOUN
bam-10678	13	36	of	of	ADP
bam-10678	13	37	cartilages	cartilage	NOUN
bam-10678	13	38	due	due	ADJ
bam-10678	13	39	to	to	ADP
bam-10678	13	40	oa	oa	PROPN
bam-10678	13	41	can	can	AUX
bam-10678	13	42	further	far	ADV
bam-10678	13	43	lead	lead	VERB
bam-10678	13	44	to	to	ADP
bam-10678	13	45	a	a	DET
bam-10678	13	46	limitation	limitation	NOUN
bam-10678	13	47	in	in	ADP
bam-10678	13	48	the	the	DET
bam-10678	13	49	range	range	NOUN
bam-10678	13	50	of	of	ADP
bam-10678	13	51	motion	motion	NOUN
bam-10678	13	52	up	up	ADP
bam-10678	13	53	to	to	ADP
bam-10678	13	54	the	the	DET
bam-10678	13	55	loss	loss	NOUN
bam-10678	13	56	of	of	ADP
bam-10678	13	57	physical	physical	ADJ
bam-10678	13	58	function	function	NOUN
bam-10678	13	59	.	.	PUNCT
bam-10678	14	1	moreover	moreover	ADV
bam-10678	14	2	,	,	PUNCT
bam-10678	14	3	a	a	DET
bam-10678	14	4	damaged	damage	VERB
bam-10678	14	5	cartilage	cartilage	NOUN
bam-10678	14	6	causes	cause	VERB
bam-10678	14	7	friction	friction	NOUN
bam-10678	14	8	between	between	ADP
bam-10678	14	9	bones	bone	NOUN
bam-10678	14	10	and	and	CCONJ
bam-10678	14	11	changes	change	NOUN
bam-10678	14	12	to	to	ADP
bam-10678	14	13	bone	bone	NOUN
bam-10678	14	14	tissue	tissue	NOUN
bam-10678	14	15	,	,	PUNCT
bam-10678	14	16	which	which	PRON
bam-10678	14	17	can	can	AUX
bam-10678	14	18	cause	cause	VERB
bam-10678	14	19	pain	pain	NOUN
bam-10678	14	20	.	.	PUNCT
bam-10678	15	1	to	to	ADP
bam-10678	15	2	date	date	NOUN
bam-10678	15	3	,	,	PUNCT
bam-10678	15	4	several	several	ADJ
bam-10678	15	5	strategies	strategy	NOUN
bam-10678	15	6	to	to	PART
bam-10678	15	7	address	address	VERB
bam-10678	15	8	knee	knee	NOUN
bam-10678	15	9	oa	oa	NOUN
bam-10678	15	10	have	have	AUX
bam-10678	15	11	been	be	AUX
bam-10678	15	12	proposed	propose	VERB
bam-10678	15	13	.	.	PUNCT
bam-10678	16	1	usually	usually	ADV
bam-10678	16	2	,	,	PUNCT
bam-10678	16	3	treatments	treatment	NOUN
bam-10678	16	4	for	for	ADP
bam-10678	16	5	knee	knee	NOUN
bam-10678	16	6	oa	oa	PRON
bam-10678	16	7	are	be	AUX
bam-10678	16	8	more	more	ADV
bam-10678	16	9	focused	focused	ADJ
bam-10678	16	10	on	on	ADP
bam-10678	16	11	improving	improve	VERB
bam-10678	16	12	patients	patient	NOUN
bam-10678	16	13	’	'	PUNCT
bam-10678	16	14	quality	quality	NOUN
bam-10678	16	15	of	of	ADP
bam-10678	16	16	life	life	NOUN
bam-10678	16	17	:	:	PUNCT
bam-10678	16	18	the	the	DET
bam-10678	16	19	attention	attention	NOUN
bam-10678	16	20	is	be	AUX
bam-10678	16	21	on	on	ADP
bam-10678	16	22	pain	pain	NOUN
bam-10678	16	23	relief	relief	NOUN
bam-10678	16	24	and	and	CCONJ
bam-10678	16	25	limitation	limitation	NOUN
bam-10678	16	26	of	of	ADP
bam-10678	16	27	disabilities	disability	NOUN
bam-10678	16	28	.	.	PUNCT
bam-10678	17	1	even	even	ADV
bam-10678	17	2	if	if	SCONJ
bam-10678	17	3	surgical	surgical	ADJ
bam-10678	17	4	operation	operation	NOUN
bam-10678	17	5	is	be	AUX
bam-10678	17	6	needed	need	VERB
bam-10678	17	7	in	in	ADP
bam-10678	17	8	patients	patient	NOUN
bam-10678	17	9	with	with	ADP
bam-10678	17	10	advanced	advanced	ADJ
bam-10678	17	11	stages	stage	NOUN
bam-10678	17	12	of	of	ADP
bam-10678	17	13	oa	oa	NOUN
bam-10678	17	14	,	,	PUNCT
bam-10678	17	15	non	non	ADJ
bam-10678	17	16	-	-	ADJ
bam-10678	17	17	surgical	surgical	ADJ
bam-10678	17	18	treatments	treatment	NOUN
bam-10678	17	19	,	,	PUNCT
bam-10678	17	20	like	like	ADP
bam-10678	17	21	hyaluronic	hyaluronic	ADJ
bam-10678	17	22	acid	acid	NOUN
bam-10678	17	23	and	and	CCONJ
bam-10678	17	24	stem	stem	NOUN
bam-10678	17	25	cell	cell	NOUN
bam-10678	17	26	injections	injection	NOUN
bam-10678	17	27	,	,	PUNCT
bam-10678	17	28	can	can	AUX
bam-10678	17	29	be	be	AUX
bam-10678	17	30	used	use	VERB
bam-10678	17	31	in	in	ADP
bam-10678	17	32	patients	patient	NOUN
bam-10678	17	33	in	in	ADP
bam-10678	17	34	early	early	ADJ
bam-10678	17	35	stages	stage	NOUN
bam-10678	17	36	of	of	ADP
bam-10678	17	37	the	the	DET
bam-10678	17	38	disease	disease	NOUN
bam-10678	17	39	.	.	PUNCT
bam-10678	18	1	however	however	ADV
bam-10678	18	2	,	,	PUNCT
bam-10678	18	3	in	in	ADP
bam-10678	18	4	final	final	ADJ
bam-10678	18	5	stages	stage	NOUN
bam-10678	18	6	,	,	PUNCT
bam-10678	18	7	the	the	DET
bam-10678	18	8	only	only	ADJ
bam-10678	18	9	available	available	ADJ
bam-10678	18	10	treatment	treatment	NOUN
bam-10678	18	11	option	option	NOUN
bam-10678	18	12	is	be	AUX
bam-10678	18	13	total	total	ADJ
bam-10678	18	14	knee	knee	NOUN
bam-10678	18	15	replacement	replacement	NOUN
bam-10678	18	16	surgery	surgery	NOUN
bam-10678	18	17	,	,	PUNCT
bam-10678	18	18	which	which	PRON
bam-10678	18	19	is	be	AUX
bam-10678	18	20	highly	highly	ADV
bam-10678	18	21	invasive	invasive	ADJ
bam-10678	18	22	and	and	CCONJ
bam-10678	18	23	affects	affect	VERB
bam-10678	18	24	patients	patient	NOUN
bam-10678	18	25	’	'	PUNCT
bam-10678	18	26	living	live	VERB
bam-10678	18	27	state	state	NOUN
bam-10678	18	28	.	.	PUNCT
bam-10678	19	1	for	for	ADP
bam-10678	19	2	this	this	DET
bam-10678	19	3	reason	reason	NOUN
bam-10678	19	4	,	,	PUNCT
bam-10678	19	5	it	it	PRON
bam-10678	19	6	is	be	AUX
bam-10678	19	7	really	really	ADV
bam-10678	19	8	bmd	bmd	PROPN
bam-10678	19	9	and	and	CCONJ
bam-10678	19	10	cartilage	cartilage	NOUN
bam-10678	19	11	volume	volume	NOUN
bam-10678	19	12	to	to	PART
bam-10678	19	13	predict	predict	VERB
bam-10678	19	14	knee	knee	NOUN
bam-10678	19	15	cartilage	cartilage	NOUN
bam-10678	19	16	degeneration	degeneration	NOUN
bam-10678	19	17	eur	eur	PROPN
bam-10678	19	18	j	j	PROPN
bam-10678	19	19	transl	transl	PROPN
bam-10678	19	20	myol	myol	ADV
bam-10678	19	21	32	32	NUM
bam-10678	19	22	(	(	PUNCT
bam-10678	19	23	2	2	NUM
bam-10678	19	24	):	):	PUNCT
bam-10678	19	25	10678	10678	NUM
bam-10678	19	26	,	,	PUNCT
bam-10678	19	27	2022	2022	NUM
bam-10678	19	28	doi	doi	NOUN
bam-10678	19	29	:	:	PUNCT
bam-10678	19	30	10.4081	10.4081	NUM
bam-10678	19	31	/	/	SYM
bam-10678	19	32	ejtm.2022.10678	ejtm.2022.10678	NUM
bam-10678	19	33	2	2	NUM
bam-10678	19	34	important	important	ADJ
bam-10678	19	35	to	to	PART
bam-10678	19	36	detect	detect	VERB
bam-10678	19	37	knee	knee	NOUN
bam-10678	19	38	oa	oa	NOUN
bam-10678	19	39	on	on	ADP
bam-10678	19	40	time	time	NOUN
bam-10678	19	41	.	.	PUNCT
bam-10678	20	1	assessment	assessment	NOUN
bam-10678	20	2	of	of	ADP
bam-10678	20	3	cartilage	cartilage	NOUN
bam-10678	20	4	condition	condition	NOUN
bam-10678	20	5	is	be	AUX
bam-10678	20	6	therefore	therefore	ADV
bam-10678	20	7	crucial	crucial	ADJ
bam-10678	20	8	for	for	ADP
bam-10678	20	9	both	both	PRON
bam-10678	20	10	detecting	detect	VERB
bam-10678	20	11	and	and	CCONJ
bam-10678	20	12	monitoring	monitor	VERB
bam-10678	20	13	the	the	DET
bam-10678	20	14	progression	progression	NOUN
bam-10678	20	15	of	of	ADP
bam-10678	20	16	oa	oa	NOUN
bam-10678	20	17	,	,	PUNCT
bam-10678	20	18	and	and	CCONJ
bam-10678	20	19	in	in	ADP
bam-10678	20	20	recent	recent	ADJ
bam-10678	20	21	years	year	NOUN
bam-10678	20	22	several	several	ADJ
bam-10678	20	23	novel	novel	ADJ
bam-10678	20	24	strategies	strategy	NOUN
bam-10678	20	25	(	(	PUNCT
bam-10678	20	26	also	also	ADV
bam-10678	20	27	based	base	VERB
bam-10678	20	28	on	on	ADP
bam-10678	20	29	artificial	artificial	ADJ
bam-10678	20	30	intelligence)3	intelligence)3	NUM
bam-10678	20	31	have	have	AUX
bam-10678	20	32	been	be	AUX
bam-10678	20	33	proposed	propose	VERB
bam-10678	20	34	to	to	ADP
bam-10678	20	35	this	this	DET
bam-10678	20	36	aim	aim	NOUN
bam-10678	20	37	.	.	PUNCT
bam-10678	21	1	in	in	ADP
bam-10678	21	2	this	this	DET
bam-10678	21	3	context	context	NOUN
bam-10678	21	4	,	,	PUNCT
bam-10678	21	5	starting	start	VERB
bam-10678	21	6	from	from	ADP
bam-10678	21	7	the	the	DET
bam-10678	21	8	approach	approach	NOUN
bam-10678	21	9	presented	present	VERB
bam-10678	21	10	in	in	ADP
bam-10678	21	11	the	the	DET
bam-10678	21	12	previous	previous	ADJ
bam-10678	21	13	paper,4	paper,4	NOUN
bam-10678	21	14	the	the	DET
bam-10678	21	15	purpose	purpose	NOUN
bam-10678	21	16	of	of	ADP
bam-10678	21	17	this	this	DET
bam-10678	21	18	work	work	NOUN
bam-10678	21	19	is	be	AUX
bam-10678	21	20	to	to	PART
bam-10678	21	21	remark	remark	VERB
bam-10678	21	22	the	the	DET
bam-10678	21	23	predictive	predictive	ADJ
bam-10678	21	24	power	power	NOUN
bam-10678	21	25	of	of	ADP
bam-10678	21	26	several	several	ADJ
bam-10678	21	27	of	of	ADP
bam-10678	21	28	the	the	DET
bam-10678	21	29	features	feature	NOUN
bam-10678	21	30	already	already	ADV
bam-10678	21	31	presented	present	VERB
bam-10678	21	32	,	,	PUNCT
bam-10678	21	33	but	but	CCONJ
bam-10678	21	34	investigating	investigate	VERB
bam-10678	21	35	their	their	PRON
bam-10678	21	36	straightness	straightness	NOUN
bam-10678	21	37	considering	consider	VERB
bam-10678	21	38	simpler	simple	ADJ
bam-10678	21	39	machine	machine	NOUN
bam-10678	21	40	learning	learning	NOUN
bam-10678	21	41	(	(	PUNCT
bam-10678	21	42	ml	ml	NOUN
bam-10678	21	43	)	)	PUNCT
bam-10678	21	44	models	model	NOUN
bam-10678	21	45	and	and	CCONJ
bam-10678	21	46	setting	set	VERB
bam-10678	21	47	up	up	ADP
bam-10678	21	48	a	a	DET
bam-10678	21	49	binary	binary	ADJ
bam-10678	21	50	classification	classification	NOUN
bam-10678	21	51	study	study	NOUN
bam-10678	21	52	(	(	PUNCT
bam-10678	21	53	considering	consider	VERB
bam-10678	21	54	both	both	CCONJ
bam-10678	21	55	the	the	DET
bam-10678	21	56	controls	control	NOUN
bam-10678	21	57	and	and	CCONJ
bam-10678	21	58	traumatic	traumatic	ADJ
bam-10678	21	59	patients	patient	NOUN
bam-10678	21	60	in	in	ADP
bam-10678	21	61	the	the	DET
bam-10678	21	62	same	same	ADJ
bam-10678	21	63	groups	group	NOUN
bam-10678	21	64	since	since	SCONJ
bam-10678	21	65	the	the	DET
bam-10678	21	66	non	non	ADJ
bam-10678	21	67	-	-	ADJ
bam-10678	21	68	crucial	crucial	ADJ
bam-10678	21	69	differences	difference	NOUN
bam-10678	21	70	in	in	ADP
bam-10678	21	71	the	the	DET
bam-10678	21	72	statistical	statistical	ADJ
bam-10678	21	73	analyses	analysis	NOUN
bam-10678	21	74	in	in	ADP
bam-10678	21	75	the	the	DET
bam-10678	21	76	previous	previous	ADJ
bam-10678	21	77	paper).4	paper).4	NOUN
bam-10678	21	78	the	the	DET
bam-10678	21	79	findings	finding	NOUN
bam-10678	21	80	suggest	suggest	VERB
bam-10678	21	81	the	the	DET
bam-10678	21	82	overall	overall	ADJ
bam-10678	21	83	workflow	workflow	NOUN
bam-10678	21	84	(	(	PUNCT
bam-10678	21	85	presented	present	VERB
bam-10678	21	86	in	in	ADP
bam-10678	21	87	this	this	PRON
bam-10678	21	88	and	and	CCONJ
bam-10678	21	89	the	the	DET
bam-10678	21	90	previous	previous	ADJ
bam-10678	21	91	paper)4	paper)4	NOUN
bam-10678	21	92	may	may	AUX
bam-10678	21	93	represent	represent	VERB
bam-10678	21	94	in	in	ADP
bam-10678	21	95	the	the	DET
bam-10678	21	96	future	future	NOUN
bam-10678	21	97	a	a	DET
bam-10678	21	98	potential	potential	ADJ
bam-10678	21	99	advanced	advanced	ADJ
bam-10678	21	100	platform	platform	NOUN
bam-10678	21	101	for	for	ADP
bam-10678	21	102	cartilage	cartilage	NOUN
bam-10678	21	103	diagnosis	diagnosis	NOUN
bam-10678	21	104	.	.	PUNCT
bam-10678	22	1	materials	material	NOUN
bam-10678	22	2	and	and	CCONJ
bam-10678	22	3	methods	method	NOUN
bam-10678	22	4	study	study	VERB
bam-10678	22	5	population	population	NOUN
bam-10678	22	6	this	this	DET
bam-10678	22	7	study	study	NOUN
bam-10678	22	8	is	be	AUX
bam-10678	22	9	part	part	NOUN
bam-10678	22	10	of	of	ADP
bam-10678	22	11	the	the	DET
bam-10678	22	12	european	european	ADJ
bam-10678	22	13	project	project	NOUN
bam-10678	22	14	restore	restore	VERB
bam-10678	22	15	(	(	PUNCT
bam-10678	22	16	https://restoreproject.eu/	https://restoreproject.eu/	PROPN
bam-10678	22	17	)	)	PUNCT
bam-10678	22	18	,	,	PUNCT
bam-10678	22	19	whose	whose	DET
bam-10678	22	20	aim	aim	NOUN
bam-10678	22	21	is	be	AUX
bam-10678	22	22	to	to	PART
bam-10678	22	23	develop	develop	VERB
bam-10678	22	24	and	and	CCONJ
bam-10678	22	25	validate	validate	VERB
bam-10678	22	26	solutions	solution	NOUN
bam-10678	22	27	for	for	ADP
bam-10678	22	28	personalised	personalised	ADJ
bam-10678	22	29	knee	knee	NOUN
bam-10678	22	30	cartilage	cartilage	NOUN
bam-10678	22	31	regeneration	regeneration	NOUN
bam-10678	22	32	.	.	PUNCT
bam-10678	23	1	a	a	DET
bam-10678	23	2	database	database	NOUN
bam-10678	23	3	containing	contain	VERB
bam-10678	23	4	knee	knee	NOUN
bam-10678	23	5	radiographical	radiographical	ADJ
bam-10678	23	6	images	image	NOUN
bam-10678	23	7	and	and	CCONJ
bam-10678	23	8	anatomical	anatomical	ADJ
bam-10678	23	9	3d	3d	NOUN
bam-10678	23	10	reconstruction	reconstruction	NOUN
bam-10678	23	11	of	of	ADP
bam-10678	23	12	all	all	DET
bam-10678	23	13	the	the	DET
bam-10678	23	14	patients	patient	NOUN
bam-10678	23	15	was	be	AUX
bam-10678	23	16	developed	develop	VERB
bam-10678	23	17	and	and	CCONJ
bam-10678	23	18	is	be	AUX
bam-10678	23	19	available	available	ADJ
bam-10678	23	20	at	at	ADP
bam-10678	23	21	https://restore-project.ru.is	https://restore-project.ru.is	PROPN
bam-10678	23	22	.	.	PUNCT
bam-10678	24	1	the	the	DET
bam-10678	24	2	subjects	subject	NOUN
bam-10678	24	3	enrolled	enrol	VERB
bam-10678	24	4	for	for	ADP
bam-10678	24	5	this	this	DET
bam-10678	24	6	study	study	NOUN
bam-10678	24	7	and	and	CCONJ
bam-10678	24	8	the	the	DET
bam-10678	24	9	recruitment	recruitment	NOUN
bam-10678	24	10	process	process	NOUN
bam-10678	24	11	were	be	AUX
bam-10678	24	12	the	the	DET
bam-10678	24	13	same	same	ADJ
bam-10678	24	14	described	describe	VERB
bam-10678	24	15	in	in	ADP
bam-10678	24	16	the	the	DET
bam-10678	24	17	previous	previous	ADJ
bam-10678	24	18	paper,4	paper,4	NOUN
bam-10678	24	19	with	with	ADP
bam-10678	24	20	slight	slight	ADJ
bam-10678	24	21	modifications	modification	NOUN
bam-10678	24	22	.	.	PUNCT
bam-10678	25	1	specifically	specifically	ADV
bam-10678	25	2	,	,	PUNCT
bam-10678	25	3	while	while	SCONJ
bam-10678	25	4	the	the	DET
bam-10678	25	5	considered	consider	VERB
bam-10678	25	6	degenerative	degenerative	ADJ
bam-10678	25	7	(	(	PUNCT
bam-10678	25	8	d	d	NOUN
bam-10678	25	9	)	)	PUNCT
bam-10678	25	10	group	group	NOUN
bam-10678	25	11	(	(	PUNCT
bam-10678	25	12	24	24	NUM
bam-10678	25	13	subjects	subject	NOUN
bam-10678	25	14	,	,	PUNCT
bam-10678	25	15	mean	mean	NOUN
bam-10678	25	16	age	age	NOUN
bam-10678	25	17	=	=	SYM
bam-10678	25	18	64	64	NUM
bam-10678	25	19	years	year	NOUN
bam-10678	25	20	,	,	PUNCT
bam-10678	25	21	std	std	NOUN
bam-10678	25	22	age	age	NOUN
bam-10678	25	23	=	=	SYM
bam-10678	25	24	12	12	NUM
bam-10678	25	25	years	year	NOUN
bam-10678	25	26	)	)	PUNCT
bam-10678	25	27	was	be	AUX
bam-10678	25	28	considered	consider	VERB
bam-10678	25	29	as	as	ADP
bam-10678	25	30	-	-	PUNCT
bam-10678	25	31	is	be	AUX
bam-10678	25	32	,	,	PUNCT
bam-10678	25	33	as	as	SCONJ
bam-10678	25	34	anticipated	anticipate	VERB
bam-10678	25	35	the	the	DET
bam-10678	25	36	traumatic	traumatic	ADJ
bam-10678	25	37	+	+	CCONJ
bam-10678	25	38	control	control	NOUN
bam-10678	25	39	groups	group	NOUN
bam-10678	25	40	–	–	PUNCT
bam-10678	25	41	herein	herein	NOUN
bam-10678	25	42	labeled	label	VERB
bam-10678	25	43	as	as	ADP
bam-10678	25	44	“	"	PUNCT
bam-10678	25	45	non	non	X
bam-10678	25	46	degenerative	degenerative	NOUN
bam-10678	25	47	”	"	PUNCT
bam-10678	25	48	(	(	PUNCT
bam-10678	25	49	nd	nd	NOUN
bam-10678	25	50	)	)	PUNCT
bam-10678	25	51	–	–	PUNCT
bam-10678	25	52	were	be	AUX
bam-10678	25	53	considered	consider	VERB
bam-10678	25	54	as	as	ADP
bam-10678	25	55	a	a	DET
bam-10678	25	56	unique	unique	ADJ
bam-10678	25	57	group	group	NOUN
bam-10678	25	58	(	(	PUNCT
bam-10678	25	59	23	23	NUM
bam-10678	25	60	patients	patient	NOUN
bam-10678	25	61	,	,	PUNCT
bam-10678	25	62	mean	mean	INTJ
bam-10678	25	63	age	age	NOUN
bam-10678	25	64	=	=	SYM
bam-10678	25	65	35	35	NUM
bam-10678	25	66	years	year	NOUN
bam-10678	25	67	,	,	PUNCT
bam-10678	25	68	std	std	NOUN
bam-10678	25	69	age	age	NOUN
bam-10678	25	70	=	=	SYM
bam-10678	25	71	12	12	NUM
bam-10678	25	72	years	year	NOUN
bam-10678	25	73	)	)	PUNCT
bam-10678	25	74	.	.	PUNCT
bam-10678	26	1	scanning	scan	VERB
bam-10678	26	2	process	process	NOUN
bam-10678	26	3	each	each	PRON
bam-10678	26	4	of	of	ADP
bam-10678	26	5	the	the	DET
bam-10678	26	6	47	47	NUM
bam-10678	26	7	patients	patient	NOUN
bam-10678	26	8	underwent	undergo	VERB
bam-10678	26	9	both	both	CCONJ
bam-10678	26	10	a	a	DET
bam-10678	26	11	ct	ct	NOUN
bam-10678	26	12	and	and	CCONJ
bam-10678	26	13	an	an	DET
bam-10678	26	14	mri	mri	NOUN
bam-10678	26	15	acquisition	acquisition	NOUN
bam-10678	26	16	.	.	PUNCT
bam-10678	27	1	a	a	DET
bam-10678	27	2	standardized	standardized	ADJ
bam-10678	27	3	protocol	protocol	NOUN
bam-10678	27	4	was	be	AUX
bam-10678	27	5	defined	define	VERB
bam-10678	27	6	and	and	CCONJ
bam-10678	27	7	followed	follow	VERB
bam-10678	27	8	for	for	ADP
bam-10678	27	9	each	each	DET
bam-10678	27	10	person	person	NOUN
bam-10678	27	11	,	,	PUNCT
bam-10678	27	12	using	use	VERB
bam-10678	27	13	the	the	DET
bam-10678	27	14	exact	exact	ADJ
bam-10678	27	15	same	same	ADJ
bam-10678	27	16	knee	knee	NOUN
bam-10678	27	17	positioning	positioning	NOUN
bam-10678	27	18	for	for	ADP
bam-10678	27	19	all	all	DET
bam-10678	27	20	the	the	DET
bam-10678	27	21	patients	patient	NOUN
bam-10678	27	22	.	.	PUNCT
bam-10678	28	1	as	as	SCONJ
bam-10678	28	2	already	already	ADV
bam-10678	28	3	described	describe	VERB
bam-10678	28	4	in	in	ADP
bam-10678	28	5	the	the	DET
bam-10678	28	6	previous	previous	ADJ
bam-10678	28	7	paper,4	paper,4	NOUN
bam-10678	28	8	the	the	DET
bam-10678	28	9	ct	ct	PROPN
bam-10678	28	10	acquisition	acquisition	NOUN
bam-10678	28	11	was	be	AUX
bam-10678	28	12	performed	perform	VERB
bam-10678	28	13	by	by	ADP
bam-10678	28	14	a	a	DET
bam-10678	28	15	toshiba	toshiba	PROPN
bam-10678	28	16	aquillion	aquillion	NOUN
bam-10678	28	17	one	one	NUM
bam-10678	28	18	scanner	scanner	NOUN
bam-10678	28	19	(	(	PUNCT
bam-10678	28	20	320	320	NUM
bam-10678	28	21	slice	slice	NOUN
bam-10678	28	22	)	)	PUNCT
bam-10678	28	23	capable	capable	ADJ
bam-10678	28	24	to	to	PART
bam-10678	28	25	cover	cover	VERB
bam-10678	28	26	a	a	DET
bam-10678	28	27	16	16	NUM
bam-10678	28	28	cm	cm	NOUN
bam-10678	28	29	area	area	NOUN
bam-10678	28	30	of	of	ADP
bam-10678	28	31	interest	interest	NOUN
bam-10678	28	32	in	in	ADP
bam-10678	28	33	a	a	DET
bam-10678	28	34	single	single	ADJ
bam-10678	28	35	gantry	gantry	NOUN
bam-10678	28	36	rotation	rotation	NOUN
bam-10678	28	37	.	.	PUNCT
bam-10678	29	1	the	the	DET
bam-10678	29	2	acquisition	acquisition	NOUN
bam-10678	29	3	covered	cover	VERB
bam-10678	29	4	about	about	ADV
bam-10678	29	5	15	15	NUM
bam-10678	29	6	cm	cm	NOUN
bam-10678	29	7	of	of	ADP
bam-10678	29	8	area	area	NOUN
bam-10678	29	9	(	(	PUNCT
bam-10678	29	10	axial	axial	ADJ
bam-10678	29	11	plane	plane	NOUN
bam-10678	29	12	)	)	PUNCT
bam-10678	29	13	centered	center	VERB
bam-10678	29	14	at	at	ADP
bam-10678	29	15	the	the	DET
bam-10678	29	16	knee	knee	NOUN
bam-10678	29	17	joint	joint	NOUN
bam-10678	29	18	with	with	ADP
bam-10678	29	19	small	small	ADJ
bam-10678	29	20	variations	variation	NOUN
bam-10678	29	21	according	accord	VERB
bam-10678	29	22	to	to	ADP
bam-10678	29	23	patient	patient	ADJ
bam-10678	29	24	size	size	NOUN
bam-10678	29	25	.	.	PUNCT
bam-10678	30	1	the	the	DET
bam-10678	30	2	mri	mri	NOUN
bam-10678	30	3	acquisition	acquisition	NOUN
bam-10678	30	4	was	be	AUX
bam-10678	30	5	performed	perform	VERB
bam-10678	30	6	by	by	ADP
bam-10678	30	7	a	a	DET
bam-10678	30	8	3	3	NUM
bam-10678	30	9	t	t	NOUN
bam-10678	30	10	siemens	siemens	PROPN
bam-10678	30	11	healthcare	healthcare	PROPN
bam-10678	30	12	prisma	prisma	PROPN
bam-10678	30	13	scanner	scanner	NOUN
bam-10678	30	14	.	.	PUNCT
bam-10678	31	1	the	the	DET
bam-10678	31	2	acquired	acquire	VERB
bam-10678	31	3	areas	area	NOUN
bam-10678	31	4	of	of	ADP
bam-10678	31	5	interest	interest	NOUN
bam-10678	31	6	were	be	AUX
bam-10678	31	7	the	the	DET
bam-10678	31	8	cartilage	cartilage	NOUN
bam-10678	31	9	-	-	PUNCT
bam-10678	31	10	covered	cover	VERB
bam-10678	31	11	areas	area	NOUN
bam-10678	31	12	around	around	ADP
bam-10678	31	13	the	the	DET
bam-10678	31	14	knee	knee	NOUN
bam-10678	31	15	(	(	PUNCT
bam-10678	31	16	14	14	NUM
bam-10678	31	17	cm	cm	NOUN
bam-10678	31	18	centered	center	VERB
bam-10678	31	19	at	at	ADP
bam-10678	31	20	the	the	DET
bam-10678	31	21	knee	knee	NOUN
bam-10678	31	22	joint	joint	NOUN
bam-10678	31	23	)	)	PUNCT
bam-10678	31	24	.	.	PUNCT
bam-10678	32	1	the	the	DET
bam-10678	32	2	results	result	NOUN
bam-10678	32	3	of	of	ADP
bam-10678	32	4	the	the	DET
bam-10678	32	5	acquisitions	acquisition	NOUN
bam-10678	32	6	were	be	AUX
bam-10678	32	7	volumetric	volumetric	ADJ
bam-10678	32	8	3d	3d	NUM
bam-10678	32	9	sequences	sequence	NOUN
bam-10678	32	10	(	(	PUNCT
bam-10678	32	11	with	with	ADP
bam-10678	32	12	isotropic	isotropic	ADJ
bam-10678	32	13	voxels	voxel	NOUN
bam-10678	32	14	of	of	ADP
bam-10678	32	15	0.6	0.6	NUM
bam-10678	32	16	mm	mm	NOUN
bam-10678	32	17	)	)	PUNCT
bam-10678	32	18	acquired	acquire	VERB
bam-10678	32	19	in	in	ADP
bam-10678	32	20	the	the	DET
bam-10678	32	21	axial	axial	ADJ
bam-10678	32	22	plane	plane	NOUN
bam-10678	32	23	data	datum	NOUN
bam-10678	32	24	processing	processing	NOUN
bam-10678	32	25	as	as	SCONJ
bam-10678	32	26	already	already	ADV
bam-10678	32	27	described	describe	VERB
bam-10678	32	28	in	in	ADP
bam-10678	32	29	our	our	PRON
bam-10678	32	30	previous	previous	ADJ
bam-10678	32	31	paper,4	paper,4	NOUN
bam-10678	32	32	the	the	DET
bam-10678	32	33	medical	medical	ADJ
bam-10678	32	34	3d	3d	PROPN
bam-10678	32	35	modeling	modeling	NOUN
bam-10678	32	36	software	software	NOUN
bam-10678	32	37	materialise	materialise	VERB
bam-10678	32	38	mimics	mimic	NOUN
bam-10678	32	39	(	(	PUNCT
bam-10678	32	40	materialise	materialise	VERB
bam-10678	32	41	interactive	interactive	ADJ
bam-10678	32	42	medical	medical	ADJ
bam-10678	32	43	image	image	NOUN
bam-10678	32	44	control	control	NOUN
bam-10678	32	45	system	system	NOUN
bam-10678	32	46	,	,	PUNCT
bam-10678	32	47	materialise	materialise	NOUN
bam-10678	32	48	,	,	PUNCT
bam-10678	32	49	belgium	belgium	NOUN
bam-10678	32	50	)	)	PUNCT
bam-10678	32	51	was	be	AUX
bam-10678	32	52	used	use	VERB
bam-10678	32	53	to	to	PART
bam-10678	32	54	segment	segment	VERB
bam-10678	32	55	the	the	DET
bam-10678	32	56	acquired	acquire	VERB
bam-10678	32	57	images	image	NOUN
bam-10678	32	58	–	–	PUNCT
bam-10678	32	59	the	the	DET
bam-10678	32	60	same	same	ADJ
bam-10678	32	61	protocols	protocol	NOUN
bam-10678	32	62	for	for	ADP
bam-10678	32	63	bones	bone	NOUN
bam-10678	32	64	and	and	CCONJ
bam-10678	32	65	cartilages	cartilage	NOUN
bam-10678	32	66	,	,	PUNCT
bam-10678	32	67	respectively	respectively	ADV
bam-10678	32	68	taken	take	VERB
bam-10678	32	69	from	from	ADP
bam-10678	32	70	ct	ct	NUM
bam-10678	32	71	scan	scan	NOUN
bam-10678	32	72	and	and	CCONJ
bam-10678	32	73	mri	mri	PROPN
bam-10678	32	74	,	,	PUNCT
bam-10678	32	75	was	be	AUX
bam-10678	32	76	followed	follow	VERB
bam-10678	32	77	–	–	PUNCT
bam-10678	32	78	of	of	ADP
bam-10678	32	79	each	each	DET
bam-10678	32	80	acquisition	acquisition	NOUN
bam-10678	32	81	and	and	CCONJ
bam-10678	32	82	to	to	PART
bam-10678	32	83	extract	extract	VERB
bam-10678	32	84	24	24	NUM
bam-10678	32	85	parameters	parameter	NOUN
bam-10678	32	86	per	per	ADP
bam-10678	32	87	patient	patient	NOUN
bam-10678	32	88	.	.	PUNCT
bam-10678	33	1	the	the	DET
bam-10678	33	2	considered	consider	VERB
bam-10678	33	3	bones	bone	NOUN
bam-10678	33	4	are	be	AUX
bam-10678	33	5	femur	femur	ADJ
bam-10678	33	6	,	,	PUNCT
bam-10678	33	7	tibia	tibia	NOUN
bam-10678	33	8	and	and	CCONJ
bam-10678	33	9	patella	patella	NOUN
bam-10678	33	10	,	,	PUNCT
bam-10678	33	11	while	while	SCONJ
bam-10678	33	12	the	the	DET
bam-10678	33	13	cartilages	cartilage	NOUN
bam-10678	33	14	are	be	AUX
bam-10678	33	15	femoral	femoral	ADJ
bam-10678	33	16	,	,	PUNCT
bam-10678	33	17	lateral	lateral	ADJ
bam-10678	33	18	and	and	CCONJ
bam-10678	33	19	medial	medial	ADJ
bam-10678	33	20	tibial	tibial	NOUN
bam-10678	33	21	and	and	CCONJ
bam-10678	33	22	patellar	patellar	ADJ
bam-10678	33	23	.	.	PUNCT
bam-10678	34	1	the	the	DET
bam-10678	34	2	overall	overall	ADJ
bam-10678	34	3	workflow	workflow	NOUN
bam-10678	34	4	is	be	AUX
bam-10678	34	5	summarized	summarize	VERB
bam-10678	34	6	in	in	ADP
bam-10678	34	7	figure	figure	NOUN
bam-10678	34	8	1	1	NUM
bam-10678	34	9	.	.	PUNCT
bam-10678	35	1	firstly	firstly	ADV
bam-10678	35	2	,	,	PUNCT
bam-10678	35	3	a	a	DET
bam-10678	35	4	mask	mask	NOUN
bam-10678	35	5	for	for	ADP
bam-10678	35	6	each	each	DET
bam-10678	35	7	entity	entity	NOUN
bam-10678	35	8	by	by	ADP
bam-10678	35	9	setting	set	VERB
bam-10678	35	10	a	a	DET
bam-10678	35	11	density	density	NOUN
bam-10678	35	12	threshold	threshold	NOUN
bam-10678	35	13	interval	interval	NOUN
bam-10678	35	14	was	be	AUX
bam-10678	35	15	created	create	VERB
bam-10678	35	16	.	.	PUNCT
bam-10678	36	1	these	these	DET
bam-10678	36	2	masks	mask	NOUN
bam-10678	36	3	were	be	AUX
bam-10678	36	4	further	far	ADV
bam-10678	36	5	converted	convert	VERB
bam-10678	36	6	into	into	ADP
bam-10678	36	7	3d	3d	PROPN
bam-10678	36	8	objects	object	NOUN
bam-10678	36	9	:	:	PUNCT
bam-10678	36	10	a	a	DET
bam-10678	36	11	new	new	ADJ
bam-10678	36	12	ct	ct	NOUN
bam-10678	36	13	image	image	NOUN
bam-10678	36	14	was	be	AUX
bam-10678	36	15	created	create	VERB
bam-10678	36	16	combining	combine	VERB
bam-10678	36	17	together	together	ADP
bam-10678	36	18	bones	bone	NOUN
bam-10678	36	19	and	and	CCONJ
bam-10678	36	20	cartilage	cartilage	NOUN
bam-10678	36	21	objects	object	NOUN
bam-10678	36	22	in	in	ADP
bam-10678	36	23	the	the	DET
bam-10678	36	24	process	process	NOUN
bam-10678	36	25	of	of	ADP
bam-10678	36	26	image	image	NOUN
bam-10678	36	27	registration	registration	NOUN
bam-10678	36	28	.	.	PUNCT
bam-10678	37	1	the	the	DET
bam-10678	37	2	creation	creation	NOUN
bam-10678	37	3	of	of	ADP
bam-10678	37	4	a	a	DET
bam-10678	37	5	3d	3d	NUM
bam-10678	37	6	object	object	NOUN
bam-10678	37	7	from	from	ADP
bam-10678	37	8	ct	ct	PROPN
bam-10678	37	9	has	have	AUX
bam-10678	37	10	already	already	ADV
bam-10678	37	11	been	be	AUX
bam-10678	37	12	proposed	propose	VERB
bam-10678	37	13	in	in	ADP
bam-10678	37	14	esposito	esposito	PROPN
bam-10678	37	15	l.	l.	PROPN
bam-10678	37	16	et	et	PROPN
bam-10678	37	17	al	al	PROPN
bam-10678	37	18	.	.	PUNCT
bam-10678	38	1	(	(	PUNCT
bam-10678	38	2	2018)5	2018)5	NUM
bam-10678	38	3	for	for	ADP
bam-10678	38	4	similar	similar	ADJ
bam-10678	38	5	aims	aim	NOUN
bam-10678	38	6	and	and	CCONJ
bam-10678	38	7	in	in	ADP
bam-10678	38	8	latessa	latessa	PROPN
bam-10678	38	9	i.	i.	NOUN
bam-10678	38	10	et	et	PROPN
bam-10678	38	11	al	al	PROPN
bam-10678	38	12	.	.	PROPN
bam-10678	39	1	(	(	PUNCT
bam-10678	39	2	2021)6	2021)6	NUM
bam-10678	39	3	for	for	ADP
bam-10678	39	4	the	the	DET
bam-10678	39	5	extraction	extraction	NOUN
bam-10678	39	6	of	of	ADP
bam-10678	39	7	the	the	DET
bam-10678	39	8	bmd	bmd	PROPN
bam-10678	39	9	.	.	PUNCT
bam-10678	40	1	some	some	DET
bam-10678	40	2	refinements	refinement	NOUN
bam-10678	40	3	were	be	AUX
bam-10678	40	4	applied	apply	VERB
bam-10678	40	5	to	to	PART
bam-10678	40	6	have	have	VERB
bam-10678	40	7	a	a	DET
bam-10678	40	8	model	model	NOUN
bam-10678	40	9	as	as	ADV
bam-10678	40	10	accurate	accurate	ADJ
bam-10678	40	11	as	as	ADP
bam-10678	40	12	possible	possible	ADJ
bam-10678	40	13	.	.	PUNCT
bam-10678	41	1	from	from	ADP
bam-10678	41	2	this	this	DET
bam-10678	41	3	model	model	NOUN
bam-10678	41	4	,	,	PUNCT
bam-10678	41	5	the	the	DET
bam-10678	41	6	following	follow	VERB
bam-10678	41	7	features	feature	NOUN
bam-10678	41	8	were	be	AUX
bam-10678	41	9	extracted	extract	VERB
bam-10678	41	10	:	:	PUNCT
bam-10678	41	11	•	•	NUM
bam-10678	41	12	average	average	ADJ
bam-10678	41	13	bone	bone	NOUN
bam-10678	41	14	mineral	mineral	NOUN
bam-10678	41	15	density	density	NOUN
bam-10678	41	16	(	(	PUNCT
bam-10678	41	17	bmd	bmd	PROPN
bam-10678	41	18	)	)	PUNCT
bam-10678	41	19	of	of	ADP
bam-10678	41	20	all	all	DET
bam-10678	41	21	considered	consider	VERB
bam-10678	41	22	bones	bone	NOUN
bam-10678	41	23	,	,	PUNCT
bam-10678	41	24	•	•	NUM
bam-10678	41	25	standard	standard	ADJ
bam-10678	41	26	deviation	deviation	NOUN
bam-10678	41	27	(	(	PUNCT
bam-10678	41	28	std	std	NOUN
bam-10678	41	29	)	)	PUNCT
bam-10678	41	30	of	of	ADP
bam-10678	41	31	bmd	bmd	PROPN
bam-10678	41	32	of	of	ADP
bam-10678	41	33	all	all	DET
bam-10678	41	34	considered	consider	VERB
bam-10678	41	35	bones	bone	NOUN
bam-10678	41	36	,	,	PUNCT
bam-10678	41	37	fig	fig	NOUN
bam-10678	41	38	1	1	NUM
bam-10678	41	39	.	.	PUNCT
bam-10678	41	40	study	study	NOUN
bam-10678	41	41	methods	method	NOUN
bam-10678	41	42	graphical	graphical	ADJ
bam-10678	41	43	summary	summary	NOUN
bam-10678	41	44	.	.	PUNCT
bam-10678	42	1	https://restoreproject.eu/	https://restoreproject.eu/	PROPN
bam-10678	42	2	bmd	bmd	PROPN
bam-10678	42	3	and	and	CCONJ
bam-10678	42	4	cartilage	cartilage	NOUN
bam-10678	42	5	volume	volume	NOUN
bam-10678	42	6	to	to	PART
bam-10678	42	7	predict	predict	VERB
bam-10678	42	8	knee	knee	NOUN
bam-10678	42	9	cartilage	cartilage	NOUN
bam-10678	42	10	degeneration	degeneration	NOUN
bam-10678	42	11	eur	eur	PROPN
bam-10678	42	12	j	j	PROPN
bam-10678	42	13	transl	transl	PROPN
bam-10678	42	14	myol	myol	ADV
bam-10678	42	15	32	32	NUM
bam-10678	42	16	(	(	PUNCT
bam-10678	42	17	2	2	NUM
bam-10678	42	18	):	):	PUNCT
bam-10678	42	19	10678	10678	NUM
bam-10678	42	20	,	,	PUNCT
bam-10678	42	21	2022	2022	NUM
bam-10678	42	22	doi	doi	NOUN
bam-10678	42	23	:	:	PUNCT
bam-10678	42	24	10.4081	10.4081	NUM
bam-10678	42	25	/	/	SYM
bam-10678	42	26	ejtm.2022.10678	ejtm.2022.10678	NUM
bam-10678	42	27	3	3	NUM
bam-10678	42	28	•	•	NOUN
bam-10678	42	29	average	average	ADJ
bam-10678	42	30	radiodensity	radiodensity	NOUN
bam-10678	42	31	–	–	PUNCT
bam-10678	42	32	in	in	ADP
bam-10678	42	33	hounsfield	hounsfield	PROPN
bam-10678	42	34	units	unit	NOUN
bam-10678	42	35	(	(	PUNCT
bam-10678	42	36	hu	hu	PROPN
bam-10678	42	37	)	)	PUNCT
bam-10678	42	38	–	–	PUNCT
bam-10678	42	39	of	of	ADP
bam-10678	42	40	all	all	DET
bam-10678	42	41	considered	consider	VERB
bam-10678	42	42	cartilages	cartilage	NOUN
bam-10678	42	43	,	,	PUNCT
bam-10678	42	44	•	•	DET
bam-10678	42	45	std	std	NOUN
bam-10678	42	46	of	of	ADP
bam-10678	42	47	radiodensity	radiodensity	NOUN
bam-10678	42	48	of	of	ADP
bam-10678	42	49	all	all	DET
bam-10678	42	50	considered	consider	VERB
bam-10678	42	51	cartilages	cartilage	NOUN
bam-10678	42	52	,	,	PUNCT
bam-10678	42	53	•	•	NUM
bam-10678	42	54	volumes	volume	NOUN
bam-10678	42	55	of	of	ADP
bam-10678	42	56	all	all	DET
bam-10678	42	57	the	the	DET
bam-10678	42	58	considered	consider	VERB
bam-10678	42	59	cartilages	cartilage	NOUN
bam-10678	42	60	,	,	PUNCT
bam-10678	42	61	•	•	NUM
bam-10678	42	62	surfaces	surface	NOUN
bam-10678	42	63	of	of	ADP
bam-10678	42	64	all	all	DET
bam-10678	42	65	the	the	DET
bam-10678	42	66	considered	consider	VERB
bam-10678	42	67	cartilages	cartilage	NOUN
bam-10678	42	68	,	,	PUNCT
bam-10678	42	69	•	•	NUM
bam-10678	42	70	volume	volume	NOUN
bam-10678	42	71	and	and	CCONJ
bam-10678	42	72	surface	surface	NOUN
bam-10678	42	73	of	of	ADP
bam-10678	42	74	patella	patella	NOUN
bam-10678	42	75	bone	bone	NOUN
bam-10678	42	76	.	.	PUNCT
bam-10678	43	1	since	since	SCONJ
bam-10678	43	2	the	the	DET
bam-10678	43	3	relevance	relevance	NOUN
bam-10678	43	4	was	be	AUX
bam-10678	43	5	on	on	ADP
bam-10678	43	6	the	the	DET
bam-10678	43	7	part	part	NOUN
bam-10678	43	8	of	of	ADP
bam-10678	43	9	bone	bone	NOUN
bam-10678	43	10	near	near	ADP
bam-10678	43	11	the	the	DET
bam-10678	43	12	cartilages	cartilage	NOUN
bam-10678	43	13	and	and	CCONJ
bam-10678	43	14	bone	bone	NOUN
bam-10678	43	15	segments	segment	NOUN
bam-10678	43	16	resulted	result	VERB
bam-10678	43	17	in	in	ADP
bam-10678	43	18	different	different	ADJ
bam-10678	43	19	sizes	size	NOUN
bam-10678	43	20	due	due	ADP
bam-10678	43	21	to	to	ADP
bam-10678	43	22	the	the	DET
bam-10678	43	23	acquisition	acquisition	NOUN
bam-10678	43	24	process	process	NOUN
bam-10678	43	25	,	,	PUNCT
bam-10678	43	26	it	it	PRON
bam-10678	43	27	was	be	AUX
bam-10678	43	28	decided	decide	VERB
bam-10678	43	29	to	to	PART
bam-10678	43	30	consider	consider	VERB
bam-10678	43	31	only	only	ADV
bam-10678	43	32	a	a	DET
bam-10678	43	33	selected	select	VERB
bam-10678	43	34	region	region	NOUN
bam-10678	43	35	of	of	ADP
bam-10678	43	36	interest	interest	NOUN
bam-10678	43	37	for	for	ADP
bam-10678	43	38	bones	bone	NOUN
bam-10678	43	39	,	,	PUNCT
bam-10678	43	40	specifically	specifically	ADV
bam-10678	43	41	the	the	DET
bam-10678	43	42	one	one	NOUN
bam-10678	43	43	closer	close	ADJ
bam-10678	43	44	to	to	ADP
bam-10678	43	45	the	the	DET
bam-10678	43	46	bone	bone	NOUN
bam-10678	43	47	.	.	PUNCT
bam-10678	44	1	for	for	ADP
bam-10678	44	2	each	each	DET
bam-10678	44	3	patient	patient	NOUN
bam-10678	44	4	,	,	PUNCT
bam-10678	44	5	the	the	DET
bam-10678	44	6	tibia	tibia	NOUN
bam-10678	44	7	and	and	CCONJ
bam-10678	44	8	femur	femur	ADJ
bam-10678	44	9	masks	mask	NOUN
bam-10678	44	10	were	be	AUX
bam-10678	44	11	cropped	crop	VERB
bam-10678	44	12	according	accord	VERB
bam-10678	44	13	to	to	ADP
bam-10678	44	14	different	different	ADJ
bam-10678	44	15	landmarks	landmark	NOUN
bam-10678	44	16	:	:	PUNCT
bam-10678	44	17	in	in	ADP
bam-10678	44	18	the	the	DET
bam-10678	44	19	sagittal	sagittal	ADJ
bam-10678	44	20	view	view	NOUN
bam-10678	44	21	for	for	ADP
bam-10678	44	22	the	the	DET
bam-10678	44	23	tibial	tibial	ADJ
bam-10678	44	24	part	part	NOUN
bam-10678	44	25	,	,	PUNCT
bam-10678	44	26	a	a	DET
bam-10678	44	27	line	line	NOUN
bam-10678	44	28	was	be	AUX
bam-10678	44	29	drawn	draw	VERB
bam-10678	44	30	between	between	ADP
bam-10678	44	31	the	the	DET
bam-10678	44	32	tubercular	tubercular	ADJ
bam-10678	44	33	zone	zone	NOUN
bam-10678	44	34	and	and	CCONJ
bam-10678	44	35	the	the	DET
bam-10678	44	36	two	two	NUM
bam-10678	44	37	opposite	opposite	ADJ
bam-10678	44	38	parts	part	NOUN
bam-10678	44	39	and	and	CCONJ
bam-10678	44	40	the	the	DET
bam-10678	44	41	region	region	NOUN
bam-10678	44	42	between	between	ADP
bam-10678	44	43	5	5	NUM
bam-10678	44	44	mm	mm	NOUN
bam-10678	44	45	under	under	ADP
bam-10678	44	46	this	this	DET
bam-10678	44	47	line	line	NOUN
bam-10678	44	48	was	be	AUX
bam-10678	44	49	selected	select	VERB
bam-10678	44	50	;	;	PUNCT
bam-10678	44	51	for	for	ADP
bam-10678	44	52	the	the	DET
bam-10678	44	53	femoral	femoral	ADJ
bam-10678	44	54	part	part	NOUN
bam-10678	44	55	in	in	ADP
bam-10678	44	56	coronal	coronal	ADJ
bam-10678	44	57	projection	projection	NOUN
bam-10678	44	58	,	,	PUNCT
bam-10678	44	59	the	the	DET
bam-10678	44	60	region	region	NOUN
bam-10678	44	61	was	be	AUX
bam-10678	44	62	cut	cut	VERB
bam-10678	44	63	starting	start	VERB
bam-10678	44	64	from	from	ADP
bam-10678	44	65	10	10	NUM
bam-10678	44	66	mm	mm	NOUN
bam-10678	44	67	above	above	ADP
bam-10678	44	68	the	the	DET
bam-10678	44	69	lateral	lateral	ADJ
bam-10678	44	70	condyle	condyle	NOUN
bam-10678	44	71	.	.	PUNCT
bam-10678	45	1	the	the	DET
bam-10678	45	2	patella	patella	NOUN
bam-10678	45	3	is	be	AUX
bam-10678	45	4	always	always	ADV
bam-10678	45	5	acquired	acquire	VERB
bam-10678	45	6	in	in	ADP
bam-10678	45	7	its	its	PRON
bam-10678	45	8	entirety	entirety	NOUN
bam-10678	45	9	.	.	PUNCT
bam-10678	46	1	mimics	mimic	VERB
bam-10678	46	2	allows	allow	VERB
bam-10678	46	3	the	the	DET
bam-10678	46	4	calculation	calculation	NOUN
bam-10678	46	5	of	of	ADP
bam-10678	46	6	volume	volume	NOUN
bam-10678	46	7	and	and	CCONJ
bam-10678	46	8	surfaces	surface	NOUN
bam-10678	46	9	of	of	ADP
bam-10678	46	10	created	create	VERB
bam-10678	46	11	objects	object	NOUN
bam-10678	46	12	and	and	CCONJ
bam-10678	46	13	the	the	DET
bam-10678	46	14	computation	computation	NOUN
bam-10678	46	15	of	of	ADP
bam-10678	46	16	radiodensity	radiodensity	NOUN
bam-10678	46	17	in	in	ADP
bam-10678	46	18	hu	hu	PROPN
bam-10678	46	19	directly	directly	ADV
bam-10678	46	20	from	from	ADP
bam-10678	46	21	a	a	DET
bam-10678	46	22	region	region	NOUN
bam-10678	46	23	of	of	ADP
bam-10678	46	24	interest	interest	NOUN
bam-10678	46	25	on	on	ADP
bam-10678	46	26	ct	ct	PROPN
bam-10678	46	27	scans	scan	NOUN
bam-10678	46	28	,	,	PUNCT
bam-10678	46	29	as	as	SCONJ
bam-10678	46	30	e.g.	e.g.	ADV
bam-10678	46	31	described	describe	VERB
bam-10678	46	32	previously.7	previously.7	NOUN
bam-10678	46	33	to	to	ADP
bam-10678	46	34	this	this	DET
bam-10678	46	35	aim	aim	NOUN
bam-10678	46	36	,	,	PUNCT
bam-10678	46	37	cartilage	cartilage	NOUN
bam-10678	46	38	masks	mask	NOUN
bam-10678	46	39	were	be	AUX
bam-10678	46	40	filtered	filter	VERB
bam-10678	46	41	from	from	ADP
bam-10678	46	42	0	0	NUM
bam-10678	46	43	-	-	SYM
bam-10678	46	44	300	300	NUM
bam-10678	46	45	hu	hu	PROPN
bam-10678	46	46	,	,	PUNCT
bam-10678	46	47	a	a	DET
bam-10678	46	48	good	good	ADJ
bam-10678	46	49	range	range	NOUN
bam-10678	46	50	for	for	ADP
bam-10678	46	51	visualization	visualization	NOUN
bam-10678	46	52	of	of	ADP
bam-10678	46	53	soft	soft	ADJ
bam-10678	46	54	tissue	tissue	NOUN
bam-10678	46	55	pixel	pixel	NOUN
bam-10678	46	56	intensities	intensity	NOUN
bam-10678	46	57	(	(	PUNCT
bam-10678	46	58	cartilage	cartilage	NOUN
bam-10678	46	59	being	be	AUX
bam-10678	46	60	soft	soft	ADJ
bam-10678	46	61	tissue	tissue	NOUN
bam-10678	46	62	)	)	PUNCT
bam-10678	46	63	,	,	PUNCT
bam-10678	46	64	before	before	SCONJ
bam-10678	46	65	hu	hu	PROPN
bam-10678	46	66	was	be	AUX
bam-10678	46	67	computed	compute	VERB
bam-10678	46	68	.	.	PUNCT
bam-10678	47	1	simultaneously	simultaneously	ADV
bam-10678	47	2	,	,	PUNCT
bam-10678	47	3	bone	bone	NOUN
bam-10678	47	4	mineral	mineral	NOUN
bam-10678	47	5	density	density	NOUN
bam-10678	47	6	was	be	AUX
bam-10678	47	7	computed	compute	VERB
bam-10678	47	8	from	from	ADP
bam-10678	47	9	the	the	DET
bam-10678	47	10	radiodensity	radiodensity	NOUN
bam-10678	47	11	(	(	PUNCT
bam-10678	47	12	in	in	ADP
bam-10678	47	13	hu	hu	PROPN
bam-10678	47	14	)	)	PUNCT
bam-10678	47	15	using	use	VERB
bam-10678	47	16	a	a	DET
bam-10678	47	17	linear	linear	ADJ
bam-10678	47	18	formula	formula	NOUN
bam-10678	47	19	that	that	PRON
bam-10678	47	20	was	be	AUX
bam-10678	47	21	determined	determine	VERB
bam-10678	47	22	empirically	empirically	ADV
bam-10678	47	23	based	base	VERB
bam-10678	47	24	on	on	ADP
bam-10678	47	25	a	a	DET
bam-10678	47	26	phantom	phantom	NOUN
bam-10678	47	27	,	,	PUNCT
bam-10678	47	28	as	as	SCONJ
bam-10678	47	29	further	far	ADV
bam-10678	47	30	described	describe	VERB
bam-10678	47	31	in	in	ADP
bam-10678	47	32	previous	previous	ADJ
bam-10678	47	33	research.8,9	research.8,9	NOUN
bam-10678	47	34	machine	machine	NOUN
bam-10678	47	35	learning	learning	NOUN
bam-10678	47	36	and	and	CCONJ
bam-10678	47	37	tools	tool	NOUN
bam-10678	47	38	ml	ml	NOUN
bam-10678	47	39	tools	tool	NOUN
bam-10678	47	40	were	be	AUX
bam-10678	47	41	used	use	VERB
bam-10678	47	42	to	to	PART
bam-10678	47	43	assess	assess	VERB
bam-10678	47	44	the	the	DET
bam-10678	47	45	capability	capability	NOUN
bam-10678	47	46	of	of	ADP
bam-10678	47	47	the	the	DET
bam-10678	47	48	extracted	extract	VERB
bam-10678	47	49	features	feature	NOUN
bam-10678	47	50	to	to	PART
bam-10678	47	51	distinguish	distinguish	VERB
bam-10678	47	52	the	the	DET
bam-10678	47	53	two	two	NUM
bam-10678	47	54	classes	class	NOUN
bam-10678	47	55	–	–	PUNCT
bam-10678	47	56	d	d	NOUN
bam-10678	47	57	versus	versus	ADP
bam-10678	47	58	nd	nd	NOUN
bam-10678	47	59	,	,	PUNCT
bam-10678	47	60	with	with	ADP
bam-10678	47	61	d	d	PROPN
bam-10678	47	62	positive	positive	ADJ
bam-10678	47	63	and	and	CCONJ
bam-10678	48	1	nd	nd	ADV
bam-10678	48	2	negative	negative	ADJ
bam-10678	48	3	class	class	NOUN
bam-10678	48	4	.	.	PUNCT
bam-10678	49	1	the	the	DET
bam-10678	49	2	analyses	analysis	NOUN
bam-10678	49	3	were	be	AUX
bam-10678	49	4	performed	perform	VERB
bam-10678	49	5	in	in	ADP
bam-10678	49	6	scikit	scikit	NOUN
bam-10678	49	7	-	-	PUNCT
bam-10678	49	8	learn	learn	VERB
bam-10678	49	9	,	,	PUNCT
bam-10678	49	10	a	a	DET
bam-10678	49	11	widely	widely	ADV
bam-10678	49	12	used	use	VERB
bam-10678	49	13	open	open	ADJ
bam-10678	49	14	-	-	PUNCT
bam-10678	49	15	source	source	NOUN
bam-10678	49	16	tool	tool	NOUN
bam-10678	49	17	for	for	ADP
bam-10678	49	18	ml	ml	NOUN
bam-10678	49	19	in	in	ADP
bam-10678	49	20	python.10	python.10	DET
bam-10678	49	21	support	support	NOUN
bam-10678	49	22	vector	vector	NOUN
bam-10678	49	23	machine	machine	NOUN
bam-10678	49	24	(	(	PUNCT
bam-10678	49	25	svm	svm	PROPN
bam-10678	49	26	)	)	PUNCT
bam-10678	49	27	and	and	CCONJ
bam-10678	49	28	logistic	logistic	ADJ
bam-10678	49	29	regression	regression	NOUN
bam-10678	49	30	(	(	PUNCT
bam-10678	49	31	lr	lr	NOUN
bam-10678	49	32	)	)	PUNCT
bam-10678	49	33	were	be	AUX
bam-10678	49	34	used	use	VERB
bam-10678	49	35	to	to	ADP
bam-10678	49	36	this	this	DET
bam-10678	49	37	aim	aim	NOUN
bam-10678	49	38	.	.	PUNCT
bam-10678	50	1	svm	svm	PROPN
bam-10678	50	2	in	in	ADP
bam-10678	50	3	a	a	DET
bam-10678	50	4	binary	binary	ADJ
bam-10678	50	5	classification	classification	NOUN
bam-10678	50	6	,	,	PUNCT
bam-10678	50	7	as	as	ADP
bam-10678	50	8	in	in	ADP
bam-10678	50	9	the	the	DET
bam-10678	50	10	case	case	NOUN
bam-10678	50	11	under	under	ADP
bam-10678	50	12	study	study	NOUN
bam-10678	50	13	,	,	PUNCT
bam-10678	50	14	creates	create	VERB
bam-10678	50	15	a	a	DET
bam-10678	50	16	hyperplane	hyperplane	NOUN
bam-10678	50	17	that	that	PRON
bam-10678	50	18	separates	separate	VERB
bam-10678	50	19	data	datum	NOUN
bam-10678	50	20	from	from	ADP
bam-10678	50	21	two	two	NUM
bam-10678	50	22	different	different	ADJ
bam-10678	50	23	classes	class	NOUN
bam-10678	50	24	.	.	PUNCT
bam-10678	51	1	the	the	DET
bam-10678	51	2	largest	large	ADJ
bam-10678	51	3	possible	possible	ADJ
bam-10678	51	4	distance	distance	NOUN
bam-10678	51	5	is	be	AUX
bam-10678	51	6	established	establish	VERB
bam-10678	51	7	between	between	ADP
bam-10678	51	8	the	the	DET
bam-10678	51	9	separating	separate	VERB
bam-10678	51	10	hyperplane	hyperplane	NOUN
bam-10678	51	11	by	by	ADP
bam-10678	51	12	maximizing	maximize	VERB
bam-10678	51	13	the	the	DET
bam-10678	51	14	margin	margin	NOUN
bam-10678	51	15	,	,	PUNCT
bam-10678	51	16	thus	thus	ADV
bam-10678	51	17	creating	create	VERB
bam-10678	51	18	the	the	DET
bam-10678	51	19	separation.11	separation.11	ADJ
bam-10678	51	20	the	the	DET
bam-10678	51	21	kernel	kernel	PROPN
bam-10678	51	22	choice	choice	NOUN
bam-10678	51	23	determines	determine	VERB
bam-10678	51	24	the	the	DET
bam-10678	51	25	separation	separation	NOUN
bam-10678	51	26	boundary	boundary	NOUN
bam-10678	51	27	of	of	ADP
bam-10678	51	28	the	the	DET
bam-10678	51	29	classes	class	NOUN
bam-10678	51	30	.	.	PUNCT
bam-10678	52	1	in	in	ADP
bam-10678	52	2	this	this	DET
bam-10678	52	3	study	study	NOUN
bam-10678	52	4	,	,	PUNCT
bam-10678	52	5	svm	svm	VERB
bam-10678	52	6	with	with	ADP
bam-10678	52	7	a	a	DET
bam-10678	52	8	linear	linear	ADJ
bam-10678	52	9	kernel	kernel	NOUN
bam-10678	52	10	was	be	AUX
bam-10678	52	11	used	use	VERB
bam-10678	52	12	.	.	PUNCT
bam-10678	53	1	lr	lr	NOUN
bam-10678	53	2	is	be	AUX
bam-10678	53	3	an	an	DET
bam-10678	53	4	efficient	efficient	ADJ
bam-10678	53	5	and	and	CCONJ
bam-10678	53	6	powerful	powerful	ADJ
bam-10678	53	7	way	way	NOUN
bam-10678	53	8	to	to	PART
bam-10678	53	9	analyse	analyse	VERB
bam-10678	53	10	the	the	DET
bam-10678	53	11	effect	effect	NOUN
bam-10678	53	12	of	of	ADP
bam-10678	53	13	several	several	ADJ
bam-10678	53	14	independent	independent	ADJ
bam-10678	53	15	variables	variable	NOUN
bam-10678	53	16	on	on	ADP
bam-10678	53	17	a	a	DET
bam-10678	53	18	binary	binary	ADJ
bam-10678	53	19	outcome	outcome	NOUN
bam-10678	53	20	,	,	PUNCT
bam-10678	53	21	as	as	ADP
bam-10678	53	22	in	in	ADP
bam-10678	53	23	the	the	DET
bam-10678	53	24	case	case	NOUN
bam-10678	53	25	under	under	ADP
bam-10678	53	26	study	study	NOUN
bam-10678	53	27	,	,	PUNCT
bam-10678	53	28	and	and	CCONJ
bam-10678	53	29	allows	allow	VERB
bam-10678	53	30	quantifying	quantify	VERB
bam-10678	53	31	the	the	DET
bam-10678	53	32	contribution	contribution	NOUN
bam-10678	53	33	of	of	ADP
bam-10678	53	34	each	each	DET
bam-10678	53	35	feature	feature	NOUN
bam-10678	53	36	.	.	PUNCT
bam-10678	54	1	lr	lr	NOUN
bam-10678	54	2	iteratively	iteratively	ADV
bam-10678	54	3	identifies	identify	VERB
bam-10678	54	4	the	the	DET
bam-10678	54	5	strongest	strong	ADJ
bam-10678	54	6	linear	linear	ADJ
bam-10678	54	7	combination	combination	NOUN
bam-10678	54	8	of	of	ADP
bam-10678	54	9	variables	variable	NOUN
bam-10678	54	10	with	with	ADP
bam-10678	54	11	the	the	DET
bam-10678	54	12	highest	high	ADJ
bam-10678	54	13	probability	probability	NOUN
bam-10678	54	14	to	to	PART
bam-10678	54	15	detect	detect	VERB
bam-10678	54	16	the	the	DET
bam-10678	54	17	observed	observe	VERB
bam-10678	54	18	outcome.12	outcome.12	NOUN
bam-10678	54	19	before	before	ADP
bam-10678	54	20	the	the	DET
bam-10678	54	21	model	model	NOUN
bam-10678	54	22	training	training	NOUN
bam-10678	54	23	,	,	PUNCT
bam-10678	54	24	a	a	DET
bam-10678	54	25	feature	feature	NOUN
bam-10678	54	26	selection	selection	NOUN
bam-10678	54	27	stage	stage	NOUN
bam-10678	54	28	through	through	ADP
bam-10678	54	29	least	least	ADJ
bam-10678	54	30	absolute	absolute	ADJ
bam-10678	54	31	shrinkage	shrinkage	NOUN
bam-10678	54	32	and	and	CCONJ
bam-10678	54	33	selection	selection	NOUN
bam-10678	54	34	operator	operator	NOUN
bam-10678	54	35	(	(	PUNCT
bam-10678	54	36	lasso	lasso	NOUN
bam-10678	54	37	)	)	PUNCT
bam-10678	54	38	regularization	regularization	NOUN
bam-10678	54	39	was	be	AUX
bam-10678	54	40	performed	perform	VERB
bam-10678	54	41	to	to	PART
bam-10678	54	42	have	have	VERB
bam-10678	54	43	an	an	DET
bam-10678	54	44	automatic	automatic	ADJ
bam-10678	54	45	selection	selection	NOUN
bam-10678	54	46	of	of	ADP
bam-10678	54	47	the	the	DET
bam-10678	54	48	most	most	ADV
bam-10678	54	49	significant	significant	ADJ
bam-10678	54	50	features.13	features.13	NOUN
bam-10678	54	51	it	it	PRON
bam-10678	54	52	completely	completely	ADV
bam-10678	54	53	eliminates	eliminate	VERB
bam-10678	54	54	the	the	DET
bam-10678	54	55	weights	weight	NOUN
bam-10678	54	56	of	of	ADP
bam-10678	54	57	the	the	DET
bam-10678	54	58	least	least	ADV
bam-10678	54	59	important	important	ADJ
bam-10678	54	60	features	feature	NOUN
bam-10678	54	61	,	,	PUNCT
bam-10678	54	62	setting	set	VERB
bam-10678	54	63	them	they	PRON
bam-10678	54	64	to	to	ADP
bam-10678	54	65	zero	zero	NUM
bam-10678	54	66	.	.	PUNCT
bam-10678	55	1	k	k	ADJ
bam-10678	55	2	-	-	ADJ
bam-10678	55	3	fold	fold	ADJ
bam-10678	55	4	cross	cross	NOUN
bam-10678	55	5	-	-	NOUN
bam-10678	55	6	validation	validation	ADJ
bam-10678	55	7	(	(	PUNCT
bam-10678	55	8	cv	cv	PROPN
bam-10678	55	9	)	)	PUNCT
bam-10678	55	10	is	be	AUX
bam-10678	55	11	one	one	NUM
bam-10678	55	12	of	of	ADP
bam-10678	55	13	the	the	DET
bam-10678	55	14	most	most	ADV
bam-10678	55	15	widely	widely	ADV
bam-10678	55	16	used	use	VERB
bam-10678	55	17	approaches	approach	NOUN
bam-10678	55	18	for	for	ADP
bam-10678	55	19	estimating	estimate	VERB
bam-10678	55	20	classifiers	classifier	NOUN
bam-10678	55	21	error	error	NOUN
bam-10678	55	22	and	and	CCONJ
bam-10678	55	23	was	be	AUX
bam-10678	55	24	employed	employ	VERB
bam-10678	55	25	in	in	ADP
bam-10678	55	26	our	our	PRON
bam-10678	55	27	study	study	NOUN
bam-10678	55	28	as	as	ADP
bam-10678	55	29	fiveand	fiveand	NOUN
bam-10678	55	30	ten	ten	ADJ
bam-10678	55	31	-	-	ADJ
bam-10678	55	32	fold	fold	ADJ
bam-10678	55	33	crossvalidation	crossvalidation	NOUN
bam-10678	55	34	to	to	PART
bam-10678	55	35	validate	validate	VERB
bam-10678	55	36	the	the	DET
bam-10678	55	37	predictive	predictive	ADJ
bam-10678	55	38	models	model	NOUN
bam-10678	55	39	described	describe	VERB
bam-10678	55	40	above	above	ADV
bam-10678	55	41	and	and	CCONJ
bam-10678	55	42	provide	provide	VERB
bam-10678	55	43	more	more	ADV
bam-10678	55	44	robust	robust	ADJ
bam-10678	55	45	evidence	evidence	NOUN
bam-10678	55	46	on	on	ADP
bam-10678	55	47	the	the	DET
bam-10678	55	48	proposed	propose	VERB
bam-10678	55	49	workflow	workflow	NOUN
bam-10678	55	50	,	,	PUNCT
bam-10678	55	51	based	base	VERB
bam-10678	55	52	on	on	ADP
bam-10678	55	53	features	feature	NOUN
bam-10678	55	54	extracted	extract	VERB
bam-10678	55	55	from	from	ADP
bam-10678	55	56	the	the	DET
bam-10678	55	57	region	region	NOUN
bam-10678	55	58	of	of	ADP
bam-10678	55	59	interest	interest	NOUN
bam-10678	55	60	analysed	analyse	VERB
bam-10678	55	61	.	.	PUNCT
bam-10678	56	1	concurrently	concurrently	ADV
bam-10678	56	2	,	,	PUNCT
bam-10678	56	3	leaveone	leaveone	NOUN
bam-10678	56	4	-	-	PUNCT
bam-10678	56	5	out	out	NOUN
bam-10678	56	6	(	(	PUNCT
bam-10678	56	7	loo	loo	NOUN
bam-10678	56	8	)	)	PUNCT
bam-10678	56	9	cv	cv	PROPN
bam-10678	56	10	was	be	AUX
bam-10678	56	11	also	also	ADV
bam-10678	56	12	used	use	VERB
bam-10678	56	13	;	;	PUNCT
bam-10678	56	14	this	this	PRON
bam-10678	56	15	is	be	AUX
bam-10678	56	16	a	a	DET
bam-10678	56	17	special	special	ADJ
bam-10678	56	18	case	case	NOUN
bam-10678	56	19	of	of	ADP
bam-10678	56	20	cv	cv	PROPN
bam-10678	56	21	where	where	SCONJ
bam-10678	56	22	the	the	DET
bam-10678	56	23	number	number	NOUN
bam-10678	56	24	of	of	ADP
bam-10678	56	25	folds	fold	NOUN
bam-10678	56	26	equals	equal	VERB
bam-10678	56	27	the	the	DET
bam-10678	56	28	number	number	NOUN
bam-10678	56	29	of	of	ADP
bam-10678	56	30	instances	instance	NOUN
bam-10678	56	31	in	in	ADP
bam-10678	56	32	the	the	DET
bam-10678	56	33	dataset	dataset	NOUN
bam-10678	56	34	.	.	PUNCT
bam-10678	57	1	thus	thus	ADV
bam-10678	57	2	,	,	PUNCT
bam-10678	57	3	the	the	DET
bam-10678	57	4	learning	learning	NOUN
bam-10678	57	5	algorithm	algorithm	NOUN
bam-10678	57	6	is	be	AUX
bam-10678	57	7	applied	apply	VERB
bam-10678	57	8	once	once	ADV
bam-10678	57	9	for	for	ADP
bam-10678	57	10	each	each	DET
bam-10678	57	11	instance	instance	NOUN
bam-10678	57	12	,	,	PUNCT
bam-10678	57	13	using	use	VERB
bam-10678	57	14	all	all	DET
bam-10678	57	15	other	other	ADJ
bam-10678	57	16	instances	instance	NOUN
bam-10678	57	17	as	as	ADP
bam-10678	57	18	a	a	DET
bam-10678	57	19	training	training	NOUN
bam-10678	57	20	set	set	VERB
bam-10678	57	21	and	and	CCONJ
bam-10678	57	22	using	use	VERB
bam-10678	57	23	the	the	DET
bam-10678	57	24	selected	select	VERB
bam-10678	57	25	instance	instance	NOUN
bam-10678	57	26	as	as	ADP
bam-10678	57	27	a	a	DET
bam-10678	57	28	single	single	ADJ
bam-10678	57	29	-	-	PUNCT
bam-10678	57	30	item	item	NOUN
bam-10678	57	31	test	test	NOUN
bam-10678	57	32	-	-	PUNCT
bam-10678	57	33	set	set	VERB
bam-10678	57	34	.	.	PUNCT
bam-10678	58	1	different	different	ADJ
bam-10678	58	2	classification	classification	NOUN
bam-10678	58	3	metrics	metric	NOUN
bam-10678	58	4	–	–	PUNCT
bam-10678	58	5	namely	namely	ADV
bam-10678	58	6	,	,	PUNCT
bam-10678	58	7	accuracy	accuracy	NOUN
bam-10678	58	8	,	,	PUNCT
bam-10678	58	9	sensitivity	sensitivity	NOUN
bam-10678	58	10	and	and	CCONJ
bam-10678	58	11	specificity	specificity	NOUN
bam-10678	58	12	–	–	PUNCT
bam-10678	58	13	were	be	AUX
bam-10678	58	14	used	use	VERB
bam-10678	58	15	to	to	PART
bam-10678	58	16	analyse	analyse	VERB
bam-10678	58	17	more	more	ADJ
bam-10678	58	18	in	in	ADP
bam-10678	58	19	deep	deep	ADJ
bam-10678	58	20	the	the	DET
bam-10678	58	21	results	result	NOUN
bam-10678	58	22	of	of	ADP
bam-10678	58	23	classes	class	NOUN
bam-10678	58	24	separability.14	separability.14	PROPN
bam-10678	58	25	finally	finally	ADV
bam-10678	58	26	,	,	PUNCT
bam-10678	58	27	a	a	DET
bam-10678	58	28	feature	feature	NOUN
bam-10678	58	29	importance	importance	NOUN
bam-10678	58	30	stage	stage	NOUN
bam-10678	58	31	was	be	AUX
bam-10678	58	32	performed	perform	VERB
bam-10678	58	33	in	in	ADP
bam-10678	58	34	order	order	NOUN
bam-10678	58	35	to	to	PART
bam-10678	58	36	find	find	VERB
bam-10678	58	37	out	out	ADP
bam-10678	58	38	how	how	SCONJ
bam-10678	58	39	(	(	PUNCT
bam-10678	58	40	and	and	CCONJ
bam-10678	58	41	whether	whether	SCONJ
bam-10678	58	42	)	)	PUNCT
bam-10678	59	1	each	each	DET
bam-10678	59	2	feature	feature	NOUN
bam-10678	59	3	affects	affect	VERB
bam-10678	59	4	the	the	DET
bam-10678	59	5	prediction	prediction	NOUN
bam-10678	59	6	of	of	ADP
bam-10678	59	7	the	the	DET
bam-10678	59	8	degeneration	degeneration	NOUN
bam-10678	59	9	of	of	ADP
bam-10678	59	10	the	the	DET
bam-10678	59	11	knee	knee	NOUN
bam-10678	59	12	cartilages	cartilage	NOUN
bam-10678	59	13	.	.	PUNCT
bam-10678	60	1	a	a	DET
bam-10678	60	2	feature	feature	NOUN
bam-10678	60	3	importance	importance	NOUN
bam-10678	60	4	refers	refer	VERB
bam-10678	60	5	to	to	ADP
bam-10678	60	6	several	several	ADJ
bam-10678	60	7	techniques	technique	NOUN
bam-10678	60	8	for	for	ADP
bam-10678	60	9	assigning	assign	VERB
bam-10678	60	10	scores	score	NOUN
bam-10678	60	11	to	to	PART
bam-10678	60	12	input	input	VERB
bam-10678	60	13	features	feature	NOUN
bam-10678	60	14	to	to	ADP
bam-10678	60	15	a	a	DET
bam-10678	60	16	table	table	NOUN
bam-10678	60	17	1	1	NUM
bam-10678	60	18	.	.	PUNCT
bam-10678	61	1	ml	ml	PROPN
bam-10678	61	2	algorithm	algorithm	PROPN
bam-10678	61	3	scores	score	NOUN
bam-10678	61	4	.	.	PUNCT
bam-10678	62	1	algorithm	algorithm	PROPN
bam-10678	62	2	validation	validation	NOUN
bam-10678	62	3	accuracy	accuracy	NOUN
bam-10678	62	4	sensitivity	sensitivity	NOUN
bam-10678	62	5	specificity	specificity	NOUN
bam-10678	62	6	mean	mean	VERB
bam-10678	62	7	±	±	NUM
bam-10678	62	8	std	std	NOUN
bam-10678	62	9	mean	mean	NOUN
bam-10678	62	10	±	±	NUM
bam-10678	62	11	std	std	NOUN
bam-10678	62	12	mean	mean	NOUN
bam-10678	62	13	±	±	NUM
bam-10678	62	14	std	std	NOUN
bam-10678	62	15	lr	lr	NOUN
bam-10678	62	16	k	k	NOUN
bam-10678	62	17	-	-	ADJ
bam-10678	62	18	fold	fold	ADJ
bam-10678	62	19	(	(	PUNCT
bam-10678	62	20	k=5	k=5	PROPN
bam-10678	62	21	)	)	PUNCT
bam-10678	62	22	0.85	0.85	NUM
bam-10678	62	23	±	±	NUM
bam-10678	62	24	0.10	0.10	NUM
bam-10678	62	25	0.87	0.87	NUM
bam-10678	62	26	±	±	NUM
bam-10678	62	27	0.11	0.11	NUM
bam-10678	62	28	0.85	0.85	NUM
bam-10678	62	29	±	±	NOUN
bam-10678	62	30	0.13	0.13	NUM
bam-10678	62	31	k	k	NOUN
bam-10678	62	32	-	-	ADJ
bam-10678	62	33	fold	fold	ADJ
bam-10678	62	34	(	(	PUNCT
bam-10678	62	35	k=10	k=10	PROPN
bam-10678	62	36	)	)	PUNCT
bam-10678	62	37	0.84	0.84	NUM
bam-10678	62	38	±	±	NUM
bam-10678	62	39	0.19	0.19	NUM
bam-10678	62	40	0.88	0.88	NUM
bam-10678	62	41	±	±	NUM
bam-10678	62	42	0.18	0.18	NUM
bam-10678	62	43	0.82	0.82	NUM
bam-10678	62	44	±	±	NUM
bam-10678	62	45	0.24	0.24	NUM
bam-10678	62	46	loo	loo	NOUN
bam-10678	62	47	0.81	0.81	NUM
bam-10678	62	48	±	±	NUM
bam-10678	62	49	0.40	0.40	NUM
bam-10678	62	50	0.75	0.75	NUM
bam-10678	62	51	±	±	NUM
bam-10678	62	52	0.49	0.49	NUM
bam-10678	62	53	0.87	0.87	NUM
bam-10678	62	54	±	±	NUM
bam-10678	62	55	0.50	0.50	NUM
bam-10678	62	56	svm	svm	PROPN
bam-10678	62	57	k	k	NOUN
bam-10678	62	58	-	-	ADJ
bam-10678	62	59	fold	fold	ADJ
bam-10678	62	60	(	(	PUNCT
bam-10678	62	61	k=5	k=5	PROPN
bam-10678	62	62	)	)	PUNCT
bam-10678	62	63	0.92	0.92	NUM
bam-10678	62	64	±	±	NUM
bam-10678	62	65	0.04	0.04	NUM
bam-10678	62	66	0.89	0.89	NUM
bam-10678	62	67	±	±	NUM
bam-10678	62	68	0.09	0.09	NUM
bam-10678	62	69	0.97	0.97	NUM
bam-10678	62	70	±	±	NUM
bam-10678	62	71	0.07	0.07	NUM
bam-10678	62	72	k	k	NOUN
bam-10678	62	73	-	-	ADJ
bam-10678	62	74	fold	fold	ADJ
bam-10678	62	75	(	(	PUNCT
bam-10678	62	76	k=10	k=10	PROPN
bam-10678	62	77	)	)	PUNCT
bam-10678	62	78	0.83	0.83	NUM
bam-10678	62	79	±	±	NUM
bam-10678	62	80	0.18	0.18	NUM
bam-10678	62	81	0.86	0.86	NUM
bam-10678	62	82	±	±	NUM
bam-10678	62	83	0.18	0.18	NUM
bam-10678	62	84	0.83	0.83	NUM
bam-10678	62	85	±	±	NUM
bam-10678	62	86	0.31	0.31	NUM
bam-10678	62	87	loo	loo	VERB
bam-10678	62	88	0.83	0.83	NUM
bam-10678	62	89	±	±	NUM
bam-10678	62	90	0.38	0.38	NUM
bam-10678	62	91	0.83	0.83	NUM
bam-10678	62	92	±	±	NUM
bam-10678	62	93	0.49	0.49	NUM
bam-10678	62	94	0.83	0.83	NUM
bam-10678	62	95	±	±	NUM
bam-10678	62	96	0.49	0.49	NUM
bam-10678	62	97	loo	loo	NOUN
bam-10678	62	98	:	:	PUNCT
bam-10678	62	99	leave	leave	VERB
bam-10678	62	100	-	-	PUNCT
bam-10678	62	101	one	one	NUM
bam-10678	62	102	-	-	PUNCT
bam-10678	62	103	out	out	NOUN
bam-10678	62	104	;	;	PUNCT
bam-10678	62	105	lr	lr	NOUN
bam-10678	62	106	:	:	PUNCT
bam-10678	62	107	logistic	logistic	ADJ
bam-10678	62	108	regression	regression	NOUN
bam-10678	62	109	;	;	PUNCT
bam-10678	62	110	std	std	NOUN
bam-10678	62	111	:	:	PUNCT
bam-10678	62	112	standard	standard	ADJ
bam-10678	62	113	deviation	deviation	NOUN
bam-10678	62	114	bmd	bmd	PROPN
bam-10678	62	115	and	and	CCONJ
bam-10678	62	116	cartilage	cartilage	NOUN
bam-10678	62	117	volume	volume	NOUN
bam-10678	62	118	to	to	PART
bam-10678	62	119	predict	predict	VERB
bam-10678	62	120	knee	knee	NOUN
bam-10678	62	121	cartilage	cartilage	NOUN
bam-10678	62	122	degeneration	degeneration	NOUN
bam-10678	62	123	eur	eur	PROPN
bam-10678	62	124	j	j	PROPN
bam-10678	62	125	transl	transl	PROPN
bam-10678	62	126	myol	myol	ADV
bam-10678	62	127	32	32	NUM
bam-10678	62	128	(	(	PUNCT
bam-10678	62	129	2	2	NUM
bam-10678	62	130	):	):	PUNCT
bam-10678	62	131	10678	10678	NUM
bam-10678	62	132	,	,	PUNCT
bam-10678	62	133	2022	2022	NUM
bam-10678	62	134	doi	doi	NOUN
bam-10678	62	135	:	:	PUNCT
bam-10678	62	136	10.4081	10.4081	NUM
bam-10678	62	137	/	/	SYM
bam-10678	62	138	ejtm.2022.10678	ejtm.2022.10678	PRON
bam-10678	62	139	4	4	NUM
bam-10678	62	140	predictive	predictive	ADJ
bam-10678	62	141	model	model	NOUN
bam-10678	62	142	that	that	PRON
bam-10678	62	143	indicates	indicate	VERB
bam-10678	62	144	the	the	DET
bam-10678	62	145	relative	relative	ADJ
bam-10678	62	146	importance	importance	NOUN
bam-10678	62	147	of	of	ADP
bam-10678	62	148	each	each	DET
bam-10678	62	149	feature	feature	NOUN
bam-10678	62	150	when	when	SCONJ
bam-10678	62	151	making	make	VERB
bam-10678	62	152	a	a	DET
bam-10678	62	153	prediction	prediction	NOUN
bam-10678	62	154	.	.	PUNCT
bam-10678	63	1	results	result	NOUN
bam-10678	63	2	and	and	CCONJ
bam-10678	63	3	discussion	discussion	NOUN
bam-10678	63	4	the	the	DET
bam-10678	63	5	ml	ml	PROPN
bam-10678	63	6	algorithm	algorithm	NOUN
bam-10678	63	7	scores	score	NOUN
bam-10678	63	8	–	–	PUNCT
bam-10678	63	9	following	follow	VERB
bam-10678	63	10	the	the	DET
bam-10678	63	11	different	different	ADJ
bam-10678	63	12	validation	validation	NOUN
bam-10678	63	13	steps	step	NOUN
bam-10678	63	14	pursued	pursue	VERB
bam-10678	63	15	–	–	PUNCT
bam-10678	63	16	are	be	AUX
bam-10678	63	17	reported	report	VERB
bam-10678	63	18	in	in	ADP
bam-10678	63	19	table	table	NOUN
bam-10678	63	20	1	1	NUM
bam-10678	63	21	.	.	PUNCT
bam-10678	64	1	in	in	ADP
bam-10678	64	2	addition	addition	NOUN
bam-10678	64	3	,	,	PUNCT
bam-10678	64	4	tables	table	NOUN
bam-10678	64	5	2	2	NUM
bam-10678	64	6	and	and	CCONJ
bam-10678	64	7	3	3	NUM
bam-10678	64	8	show	show	NOUN
bam-10678	64	9	,	,	PUNCT
bam-10678	64	10	respectively	respectively	ADV
bam-10678	64	11	,	,	PUNCT
bam-10678	64	12	the	the	DET
bam-10678	64	13	feature	feature	NOUN
bam-10678	64	14	importance	importance	NOUN
bam-10678	64	15	(	(	PUNCT
bam-10678	64	16	in	in	ADP
bam-10678	64	17	terms	term	NOUN
bam-10678	64	18	of	of	ADP
bam-10678	64	19	percentage	percentage	NOUN
bam-10678	64	20	)	)	PUNCT
bam-10678	64	21	computed	compute	VERB
bam-10678	64	22	for	for	ADP
bam-10678	64	23	the	the	DET
bam-10678	64	24	best	good	ADJ
bam-10678	64	25	configuration	configuration	NOUN
bam-10678	64	26	of	of	ADP
bam-10678	64	27	both	both	CCONJ
bam-10678	64	28	the	the	DET
bam-10678	64	29	ml	ml	NOUN
bam-10678	64	30	algorithms	algorithm	NOUN
bam-10678	64	31	.	.	PUNCT
bam-10678	65	1	finally	finally	ADV
bam-10678	65	2	,	,	PUNCT
bam-10678	65	3	figure	figure	VERB
bam-10678	65	4	2	2	NUM
bam-10678	65	5	shows	show	VERB
bam-10678	65	6	the	the	DET
bam-10678	65	7	boxplots	boxplot	NOUN
bam-10678	65	8	which	which	PRON
bam-10678	65	9	depicts	depict	VERB
bam-10678	65	10	the	the	DET
bam-10678	65	11	distribution	distribution	NOUN
bam-10678	65	12	of	of	ADP
bam-10678	65	13	several	several	ADJ
bam-10678	65	14	of	of	ADP
bam-10678	65	15	the	the	DET
bam-10678	65	16	top	top	ADJ
bam-10678	65	17	five	five	NUM
bam-10678	65	18	features	feature	NOUN
bam-10678	65	19	found	find	VERB
bam-10678	65	20	for	for	ADP
bam-10678	65	21	both	both	CCONJ
bam-10678	65	22	the	the	DET
bam-10678	65	23	different	different	ADJ
bam-10678	65	24	validation	validation	NOUN
bam-10678	65	25	steps	step	NOUN
bam-10678	65	26	.	.	PUNCT
bam-10678	66	1	the	the	DET
bam-10678	66	2	best	good	ADJ
bam-10678	66	3	results	result	NOUN
bam-10678	66	4	in	in	ADP
bam-10678	66	5	terms	term	NOUN
bam-10678	66	6	of	of	ADP
bam-10678	66	7	accuracy	accuracy	NOUN
bam-10678	66	8	,	,	PUNCT
bam-10678	66	9	sensitivity	sensitivity	NOUN
bam-10678	66	10	and	and	CCONJ
bam-10678	66	11	specificity	specificity	NOUN
bam-10678	66	12	are	be	AUX
bam-10678	66	13	obtained	obtain	VERB
bam-10678	66	14	using	use	VERB
bam-10678	66	15	svm	svm	NOUN
bam-10678	66	16	with	with	ADP
bam-10678	66	17	k=5	k=5	PROPN
bam-10678	66	18	.	.	PUNCT
bam-10678	67	1	in	in	ADP
bam-10678	67	2	any	any	DET
bam-10678	67	3	case	case	NOUN
bam-10678	67	4	,	,	PUNCT
bam-10678	67	5	the	the	DET
bam-10678	67	6	best	good	ADJ
bam-10678	67	7	results	result	NOUN
bam-10678	67	8	also	also	ADV
bam-10678	67	9	for	for	ADP
bam-10678	67	10	lr	lr	NOUN
bam-10678	67	11	are	be	AUX
bam-10678	67	12	obtained	obtain	VERB
bam-10678	67	13	with	with	ADP
bam-10678	67	14	a	a	DET
bam-10678	67	15	5	5	NUM
bam-10678	67	16	-	-	ADJ
bam-10678	67	17	fold	fold	ADJ
bam-10678	67	18	cross	cross	NOUN
bam-10678	67	19	validation	validation	NOUN
bam-10678	67	20	.	.	PUNCT
bam-10678	68	1	these	these	DET
bam-10678	68	2	findings	finding	NOUN
bam-10678	68	3	show	show	VERB
bam-10678	68	4	that	that	SCONJ
bam-10678	68	5	both	both	CCONJ
bam-10678	68	6	the	the	DET
bam-10678	68	7	models	model	NOUN
bam-10678	68	8	present	present	VERB
bam-10678	68	9	a	a	DET
bam-10678	68	10	high	high	ADJ
bam-10678	68	11	percentage	percentage	NOUN
bam-10678	68	12	of	of	ADP
bam-10678	68	13	both	both	PRON
bam-10678	68	14	properly	properly	ADV
bam-10678	68	15	predict	predict	VERB
bam-10678	68	16	the	the	DET
bam-10678	68	17	d	d	PROPN
bam-10678	68	18	class	class	NOUN
bam-10678	68	19	(	(	PUNCT
bam-10678	68	20	sensitivity	sensitivity	NOUN
bam-10678	68	21	)	)	PUNCT
bam-10678	68	22	and	and	CCONJ
bam-10678	68	23	a	a	DET
bam-10678	68	24	fairly	fairly	ADV
bam-10678	68	25	high	high	ADJ
bam-10678	68	26	percentage	percentage	NOUN
bam-10678	68	27	of	of	ADP
bam-10678	68	28	properly	properly	ADV
bam-10678	68	29	predict	predict	VERB
bam-10678	68	30	the	the	DET
bam-10678	68	31	nd	nd	NOUN
bam-10678	68	32	class	class	NOUN
bam-10678	68	33	(	(	PUNCT
bam-10678	68	34	specificity	specificity	NOUN
bam-10678	68	35	)	)	PUNCT
bam-10678	68	36	.	.	PUNCT
bam-10678	69	1	from	from	ADP
bam-10678	69	2	these	these	DET
bam-10678	69	3	results	result	NOUN
bam-10678	69	4	,	,	PUNCT
bam-10678	69	5	it	it	PRON
bam-10678	69	6	has	have	AUX
bam-10678	69	7	been	be	AUX
bam-10678	69	8	found	find	VERB
bam-10678	69	9	volumes	volume	NOUN
bam-10678	69	10	and	and	CCONJ
bam-10678	69	11	densities	density	NOUN
bam-10678	69	12	values	value	NOUN
bam-10678	69	13	result	result	VERB
bam-10678	69	14	good	good	ADJ
bam-10678	69	15	discriminants	discriminant	NOUN
bam-10678	69	16	in	in	ADP
bam-10678	69	17	separating	separate	VERB
bam-10678	69	18	the	the	DET
bam-10678	69	19	two	two	NUM
bam-10678	69	20	classes	class	NOUN
bam-10678	69	21	,	,	PUNCT
bam-10678	69	22	with	with	ADP
bam-10678	69	23	enough	enough	ADJ
bam-10678	69	24	accuracy	accuracy	NOUN
bam-10678	69	25	,	,	PUNCT
bam-10678	69	26	sensitivity	sensitivity	NOUN
bam-10678	69	27	,	,	PUNCT
bam-10678	69	28	and	and	CCONJ
bam-10678	69	29	specificity	specificity	NOUN
bam-10678	69	30	.	.	PUNCT
bam-10678	70	1	the	the	DET
bam-10678	70	2	features	feature	NOUN
bam-10678	70	3	that	that	PRON
bam-10678	70	4	result	result	VERB
bam-10678	70	5	to	to	PART
bam-10678	70	6	be	be	AUX
bam-10678	70	7	the	the	DET
bam-10678	70	8	most	most	ADJ
bam-10678	70	9	influent	influent	NOUN
bam-10678	70	10	are	be	AUX
bam-10678	70	11	almost	almost	ADV
bam-10678	70	12	the	the	DET
bam-10678	70	13	same	same	ADJ
bam-10678	70	14	among	among	ADP
bam-10678	70	15	the	the	DET
bam-10678	70	16	two	two	NUM
bam-10678	70	17	algorithms	algorithm	NOUN
bam-10678	70	18	.	.	PUNCT
bam-10678	71	1	specifically	specifically	ADV
bam-10678	71	2	,	,	PUNCT
bam-10678	71	3	the	the	DET
bam-10678	71	4	feature	feature	NOUN
bam-10678	71	5	importance	importance	NOUN
bam-10678	71	6	step	step	NOUN
bam-10678	71	7	showed	show	VERB
bam-10678	71	8	the	the	DET
bam-10678	71	9	volume	volume	NOUN
bam-10678	71	10	of	of	ADP
bam-10678	71	11	the	the	DET
bam-10678	71	12	femoral	femoral	ADJ
bam-10678	71	13	cartilage	cartilage	NOUN
bam-10678	71	14	resulted	result	VERB
bam-10678	71	15	the	the	DET
bam-10678	71	16	most	most	ADJ
bam-10678	71	17	influent	influent	NOUN
bam-10678	71	18	between	between	ADP
bam-10678	71	19	the	the	DET
bam-10678	71	20	features	feature	NOUN
bam-10678	71	21	when	when	SCONJ
bam-10678	71	22	using	use	VERB
bam-10678	71	23	lr	lr	NOUN
bam-10678	71	24	and	and	CCONJ
bam-10678	71	25	the	the	DET
bam-10678	71	26	second	second	ADJ
bam-10678	71	27	most	most	ADJ
bam-10678	71	28	influent	influent	NOUN
bam-10678	71	29	using	use	VERB
bam-10678	71	30	svm	svm	PROPN
bam-10678	71	31	.	.	PUNCT
bam-10678	72	1	this	this	DET
bam-10678	72	2	results	result	VERB
bam-10678	72	3	in	in	ADP
bam-10678	72	4	agreement	agreement	NOUN
bam-10678	72	5	with	with	ADP
bam-10678	72	6	the	the	DET
bam-10678	72	7	feature	feature	NOUN
bam-10678	72	8	importance	importance	NOUN
bam-10678	72	9	study	study	NOUN
bam-10678	72	10	we	we	PRON
bam-10678	72	11	yet	yet	ADV
bam-10678	72	12	presented,4	presented,4	VERB
bam-10678	72	13	confirming	confirm	VERB
bam-10678	72	14	the	the	DET
bam-10678	72	15	inference	inference	NOUN
bam-10678	72	16	of	of	ADP
bam-10678	72	17	cartilage	cartilage	NOUN
bam-10678	72	18	swelling	swell	VERB
bam-10678	72	19	due	due	ADP
bam-10678	72	20	to	to	ADP
bam-10678	72	21	the	the	DET
bam-10678	72	22	increasing	increase	VERB
bam-10678	72	23	water	water	NOUN
bam-10678	72	24	content	content	NOUN
bam-10678	72	25	.	.	PUNCT
bam-10678	73	1	surprisingly	surprisingly	ADV
bam-10678	73	2	,	,	PUNCT
bam-10678	73	3	at	at	ADP
bam-10678	73	4	the	the	DET
bam-10678	73	5	state	state	NOUN
bam-10678	73	6	-	-	PUNCT
bam-10678	73	7	of	of	ADP
bam-10678	73	8	-	-	PUNCT
bam-10678	73	9	the	the	DET
bam-10678	73	10	-	-	PUNCT
bam-10678	73	11	art	art	NOUN
bam-10678	73	12	,	,	PUNCT
bam-10678	73	13	even	even	ADV
bam-10678	73	14	if	if	SCONJ
bam-10678	73	15	changes	change	NOUN
bam-10678	73	16	on	on	ADP
bam-10678	73	17	the	the	DET
bam-10678	73	18	volumes	volume	NOUN
bam-10678	73	19	in	in	ADP
bam-10678	73	20	cases	case	NOUN
bam-10678	73	21	of	of	ADP
bam-10678	73	22	cartilage	cartilage	NOUN
bam-10678	73	23	degeneration	degeneration	NOUN
bam-10678	73	24	are	be	AUX
bam-10678	73	25	wellknown	wellknown	ADJ
bam-10678	73	26	,	,	PUNCT
bam-10678	73	27	to	to	ADP
bam-10678	73	28	the	the	DET
bam-10678	73	29	best	good	ADJ
bam-10678	73	30	of	of	ADP
bam-10678	73	31	the	the	DET
bam-10678	73	32	authors	author	NOUN
bam-10678	73	33	’	’	PART
bam-10678	73	34	knowledge	knowledge	NOUN
bam-10678	73	35	no	no	DET
bam-10678	73	36	one	one	NOUN
bam-10678	73	37	have	have	AUX
bam-10678	73	38	ever	ever	ADV
bam-10678	73	39	used	use	VERB
bam-10678	73	40	cartilages	cartilage	NOUN
bam-10678	73	41	volumes	volume	NOUN
bam-10678	73	42	as	as	ADP
bam-10678	73	43	an	an	DET
bam-10678	73	44	evaluable	evaluable	ADJ
bam-10678	73	45	feature	feature	NOUN
bam-10678	73	46	in	in	ADP
bam-10678	73	47	a	a	DET
bam-10678	73	48	ml	ml	NOUN
bam-10678	73	49	model	model	NOUN
bam-10678	73	50	for	for	ADP
bam-10678	73	51	the	the	DET
bam-10678	73	52	prediction	prediction	NOUN
bam-10678	73	53	of	of	ADP
bam-10678	73	54	oa	oa	INTJ
bam-10678	73	55	.	.	PUNCT
bam-10678	74	1	std	std	NOUN
bam-10678	74	2	of	of	ADP
bam-10678	74	3	the	the	DET
bam-10678	74	4	densities	density	NOUN
bam-10678	74	5	of	of	ADP
bam-10678	74	6	medial	medial	ADJ
bam-10678	74	7	and	and	CCONJ
bam-10678	74	8	lateral	lateral	ADJ
bam-10678	74	9	tibial	tibial	ADJ
bam-10678	74	10	cartilages	cartilage	NOUN
bam-10678	74	11	also	also	ADV
bam-10678	74	12	demonstrated	demonstrate	VERB
bam-10678	74	13	influent	influent	NOUN
bam-10678	74	14	–	–	PUNCT
bam-10678	74	15	medial	medial	ADJ
bam-10678	74	16	tibial	tibial	ADJ
bam-10678	74	17	results	result	NOUN
bam-10678	74	18	even	even	ADV
bam-10678	74	19	the	the	DET
bam-10678	74	20	most	most	ADV
bam-10678	74	21	informative	informative	ADJ
bam-10678	74	22	one	one	NOUN
bam-10678	74	23	using	use	VERB
bam-10678	74	24	svm	svm	NOUN
bam-10678	74	25	–	–	PUNCT
bam-10678	74	26	similarly	similarly	ADV
bam-10678	74	27	to	to	ADP
bam-10678	74	28	what	what	PRON
bam-10678	74	29	we	we	PRON
bam-10678	74	30	already	already	ADV
bam-10678	74	31	reported	report	VERB
bam-10678	74	32	using	use	VERB
bam-10678	74	33	rf.4	rf.4	NOUN
bam-10678	74	34	moreover	moreover	ADV
bam-10678	74	35	,	,	PUNCT
bam-10678	74	36	since	since	SCONJ
bam-10678	74	37	bmd	bmd	PROPN
bam-10678	74	38	also	also	ADV
bam-10678	74	39	has	have	VERB
bam-10678	74	40	an	an	DET
bam-10678	74	41	impact	impact	NOUN
bam-10678	74	42	in	in	ADP
bam-10678	74	43	discriminating	discriminate	VERB
bam-10678	74	44	d	d	PROPN
bam-10678	74	45	and	and	CCONJ
bam-10678	74	46	nd	nd	NUM
bam-10678	74	47	classes	class	NOUN
bam-10678	74	48	,	,	PUNCT
bam-10678	74	49	similarly	similarly	ADV
bam-10678	74	50	to	to	ADP
bam-10678	74	51	what	what	PRON
bam-10678	74	52	showed	show	VERB
bam-10678	74	53	in	in	ADP
bam-10678	74	54	our	our	PRON
bam-10678	74	55	previous	previous	ADJ
bam-10678	74	56	research,4	research,4	NOUN
bam-10678	74	57	it	it	PRON
bam-10678	74	58	is	be	AUX
bam-10678	74	59	possible	possible	ADJ
bam-10678	74	60	to	to	PART
bam-10678	74	61	claim	claim	VERB
bam-10678	74	62	again	again	ADV
bam-10678	74	63	changes	change	VERB
bam-10678	74	64	in	in	ADP
bam-10678	74	65	cartilage	cartilage	NOUN
bam-10678	74	66	composition	composition	NOUN
bam-10678	74	67	affect	affect	VERB
bam-10678	74	68	the	the	DET
bam-10678	74	69	surrounding	surround	VERB
bam-10678	74	70	bones	bone	NOUN
bam-10678	74	71	and	and	CCONJ
bam-10678	74	72	,	,	PUNCT
bam-10678	74	73	therefore	therefore	ADV
bam-10678	74	74	,	,	PUNCT
bam-10678	74	75	bmd	bmd	PROPN
bam-10678	74	76	can	can	AUX
bam-10678	74	77	be	be	AUX
bam-10678	74	78	confidently	confidently	ADV
bam-10678	74	79	used	use	VERB
bam-10678	74	80	as	as	ADP
bam-10678	74	81	control	control	NOUN
bam-10678	74	82	parameter	parameter	NOUN
bam-10678	74	83	to	to	PART
bam-10678	74	84	distinguish	distinguish	VERB
bam-10678	74	85	a	a	DET
bam-10678	74	86	healthy	healthy	ADJ
bam-10678	74	87	cartilage	cartilage	NOUN
bam-10678	74	88	from	from	ADP
bam-10678	74	89	a	a	DET
bam-10678	74	90	damaged	damage	VERB
bam-10678	74	91	one	one	NUM
bam-10678	74	92	.	.	PUNCT
bam-10678	75	1	degenerated	degenerate	VERB
bam-10678	75	2	cartilages	cartilage	NOUN
bam-10678	75	3	usually	usually	ADV
bam-10678	75	4	present	present	VERB
bam-10678	75	5	a	a	DET
bam-10678	75	6	greater	great	ADJ
bam-10678	75	7	amount	amount	NOUN
bam-10678	75	8	of	of	ADP
bam-10678	75	9	water	water	NOUN
bam-10678	75	10	with	with	ADP
bam-10678	75	11	respect	respect	NOUN
bam-10678	75	12	to	to	ADP
bam-10678	75	13	healthy	healthy	ADJ
bam-10678	75	14	ones	one	NOUN
bam-10678	75	15	,	,	PUNCT
bam-10678	75	16	because	because	SCONJ
bam-10678	75	17	of	of	ADP
bam-10678	75	18	the	the	DET
bam-10678	75	19	tears	tear	NOUN
bam-10678	75	20	of	of	ADP
bam-10678	75	21	the	the	DET
bam-10678	75	22	table	table	NOUN
bam-10678	75	23	2	2	NUM
bam-10678	75	24	.	.	PUNCT
bam-10678	75	25	feature	feature	NOUN
bam-10678	75	26	importance	importance	NOUN
bam-10678	75	27	(	(	PUNCT
bam-10678	75	28	top	top	NOUN
bam-10678	75	29	5	5	NUM
bam-10678	75	30	features	feature	NOUN
bam-10678	75	31	)	)	PUNCT
bam-10678	75	32	for	for	ADP
bam-10678	75	33	logistic	logistic	ADJ
bam-10678	75	34	regression	regression	NOUN
bam-10678	75	35	(	(	PUNCT
bam-10678	75	36	k=5	k=5	PROPN
bam-10678	75	37	)	)	PUNCT
bam-10678	75	38	.	.	PUNCT
bam-10678	76	1	feature	feature	NOUN
bam-10678	76	2	importance	importance	NOUN
bam-10678	76	3	(	(	PUNCT
bam-10678	76	4	%	%	INTJ
bam-10678	76	5	)	)	PUNCT
bam-10678	76	6	femcartvol	femcartvol	NOUN
bam-10678	76	7	24.22	24.22	NUM
bam-10678	76	8	stddenstibcartmed	stddenstibcartme	VERB
bam-10678	76	9	15.90	15.90	NUM
bam-10678	76	10	avdenstibcartlat	avdenstibcartlat	NOUN
bam-10678	76	11	14.29	14.29	NUM
bam-10678	76	12	avbmdtibia	avbmdtibia	NOUN
bam-10678	76	13	10.25	10.25	NUM
bam-10678	76	14	avbmdpatella	avbmdpatella	NOUN
bam-10678	76	15	10.16	10.16	NUM
bam-10678	76	16	avbmdpatella	avbmdpatella	NOUN
bam-10678	76	17	:	:	PUNCT
bam-10678	76	18	average	average	ADJ
bam-10678	76	19	bmd	bmd	PROPN
bam-10678	76	20	of	of	ADP
bam-10678	76	21	patella	patella	NOUN
bam-10678	76	22	bone	bone	NOUN
bam-10678	76	23	;	;	PUNCT
bam-10678	76	24	avbmdtibia	avbmdtibia	NUM
bam-10678	76	25	:	:	PUNCT
bam-10678	76	26	average	average	ADJ
bam-10678	76	27	bmd	bmd	PROPN
bam-10678	76	28	of	of	ADP
bam-10678	76	29	tibia	tibia	NOUN
bam-10678	76	30	bone	bone	NOUN
bam-10678	76	31	;	;	PUNCT
bam-10678	76	32	avdenstibcartlat	avdenstibcartlat	NOUN
bam-10678	76	33	:	:	PUNCT
bam-10678	76	34	average	average	ADJ
bam-10678	76	35	density	density	NOUN
bam-10678	76	36	of	of	ADP
bam-10678	76	37	lateral	lateral	ADJ
bam-10678	76	38	tibial	tibial	ADJ
bam-10678	76	39	cartilage	cartilage	NOUN
bam-10678	76	40	;	;	PUNCT
bam-10678	76	41	femcartvol	femcartvol	NOUN
bam-10678	76	42	:	:	PUNCT
bam-10678	76	43	volume	volume	NOUN
bam-10678	76	44	of	of	ADP
bam-10678	76	45	femoral	femoral	ADJ
bam-10678	76	46	cartilage	cartilage	NOUN
bam-10678	76	47	;	;	PUNCT
bam-10678	76	48	stddenstibcartmed	stddenstibcartme	VERB
bam-10678	76	49	:	:	PUNCT
bam-10678	76	50	standard	standard	ADJ
bam-10678	76	51	deviation	deviation	NOUN
bam-10678	76	52	of	of	ADP
bam-10678	76	53	density	density	NOUN
bam-10678	76	54	distribution	distribution	NOUN
bam-10678	76	55	of	of	ADP
bam-10678	76	56	medial	medial	ADJ
bam-10678	76	57	tibial	tibial	ADJ
bam-10678	76	58	cartilage	cartilage	NOUN
bam-10678	76	59	.	.	PUNCT
bam-10678	77	1	table	table	NOUN
bam-10678	77	2	3	3	NUM
bam-10678	77	3	.	.	PUNCT
bam-10678	77	4	feature	feature	NOUN
bam-10678	77	5	importance	importance	NOUN
bam-10678	77	6	(	(	PUNCT
bam-10678	77	7	top	top	NOUN
bam-10678	77	8	5	5	NUM
bam-10678	77	9	features	feature	NOUN
bam-10678	77	10	)	)	PUNCT
bam-10678	77	11	for	for	ADP
bam-10678	77	12	support	support	NOUN
bam-10678	77	13	vector	vector	NOUN
bam-10678	77	14	machine	machine	NOUN
bam-10678	77	15	(	(	PUNCT
bam-10678	77	16	k=5	k=5	PROPN
bam-10678	77	17	)	)	PUNCT
bam-10678	77	18	.	.	PUNCT
bam-10678	78	1	feature	feature	NOUN
bam-10678	78	2	importance	importance	NOUN
bam-10678	78	3	(	(	PUNCT
bam-10678	78	4	%	%	INTJ
bam-10678	78	5	)	)	PUNCT
bam-10678	78	6	stddenstibcartmed	stddenstibcartme	VERB
bam-10678	78	7	8.80	8.80	NUM
bam-10678	78	8	femcartvol	femcartvol	NOUN
bam-10678	78	9	8.46	8.46	NUM
bam-10678	78	10	avdenspatcart	avdenspatcart	NOUN
bam-10678	78	11	8.41	8.41	NUM
bam-10678	78	12	avbmdtibia	avbmdtibia	NOUN
bam-10678	78	13	8.11	8.11	NUM
bam-10678	78	14	avdenstibcartlat	avdenstibcartlat	NOUN
bam-10678	78	15	8.09	8.09	NUM
bam-10678	78	16	avbmdtibia	avbmdtibia	NOUN
bam-10678	78	17	:	:	PUNCT
bam-10678	78	18	average	average	ADJ
bam-10678	78	19	bmd	bmd	PROPN
bam-10678	78	20	of	of	ADP
bam-10678	78	21	tibia	tibia	NOUN
bam-10678	78	22	bone	bone	NOUN
bam-10678	78	23	;	;	PUNCT
bam-10678	78	24	avdenspatcart	avdenspatcart	NOUN
bam-10678	78	25	:	:	PUNCT
bam-10678	78	26	average	average	ADJ
bam-10678	78	27	density	density	NOUN
bam-10678	78	28	of	of	ADP
bam-10678	78	29	patellar	patellar	ADJ
bam-10678	78	30	cartilage	cartilage	NOUN
bam-10678	78	31	;	;	PUNCT
bam-10678	78	32	avdenstibcartlat	avdenstibcartlat	NOUN
bam-10678	78	33	:	:	PUNCT
bam-10678	78	34	average	average	ADJ
bam-10678	78	35	density	density	NOUN
bam-10678	78	36	of	of	ADP
bam-10678	78	37	lateral	lateral	ADJ
bam-10678	78	38	tibial	tibial	ADJ
bam-10678	78	39	cartilage	cartilage	NOUN
bam-10678	78	40	;	;	PUNCT
bam-10678	78	41	femcartvol	femcartvol	NOUN
bam-10678	78	42	:	:	PUNCT
bam-10678	79	1	volume	volume	NOUN
bam-10678	79	2	of	of	ADP
bam-10678	79	3	femoral	femoral	ADJ
bam-10678	79	4	cartilage	cartilage	NOUN
bam-10678	79	5	;	;	PUNCT
bam-10678	79	6	stddenstibcartmed	stddenstibcartme	VERB
bam-10678	79	7	:	:	PUNCT
bam-10678	79	8	standard	standard	ADJ
bam-10678	79	9	deviation	deviation	NOUN
bam-10678	79	10	of	of	ADP
bam-10678	79	11	density	density	NOUN
bam-10678	79	12	distribution	distribution	NOUN
bam-10678	79	13	of	of	ADP
bam-10678	79	14	medial	medial	ADJ
bam-10678	79	15	tibial	tibial	ADJ
bam-10678	79	16	cartilage	cartilage	NOUN
bam-10678	79	17	.	.	PUNCT
bam-10678	80	1	bmd	bmd	PROPN
bam-10678	80	2	and	and	CCONJ
bam-10678	80	3	cartilage	cartilage	NOUN
bam-10678	80	4	volume	volume	NOUN
bam-10678	80	5	to	to	PART
bam-10678	80	6	predict	predict	VERB
bam-10678	80	7	knee	knee	NOUN
bam-10678	80	8	cartilage	cartilage	NOUN
bam-10678	80	9	degeneration	degeneration	NOUN
bam-10678	80	10	eur	eur	PROPN
bam-10678	80	11	j	j	PROPN
bam-10678	80	12	transl	transl	PROPN
bam-10678	80	13	myol	myol	ADV
bam-10678	80	14	32	32	NUM
bam-10678	80	15	(	(	PUNCT
bam-10678	80	16	2	2	NUM
bam-10678	80	17	):	):	PUNCT
bam-10678	80	18	10678	10678	NUM
bam-10678	80	19	,	,	PUNCT
bam-10678	80	20	2022	2022	NUM
bam-10678	80	21	doi	doi	NOUN
bam-10678	80	22	:	:	PUNCT
bam-10678	80	23	10.4081	10.4081	NUM
bam-10678	80	24	/	/	SYM
bam-10678	80	25	ejtm.2022.10678	ejtm.2022.10678	NUM
bam-10678	80	26	5	5	NUM
bam-10678	80	27	collagen	collagen	NOUN
bam-10678	80	28	matrix	matrix	NOUN
bam-10678	80	29	tissue	tissue	NOUN
bam-10678	80	30	cartilage	cartilage	NOUN
bam-10678	80	31	is	be	AUX
bam-10678	80	32	composed	compose	VERB
bam-10678	80	33	of.15	of.15	NOUN
bam-10678	80	34	this	this	PRON
bam-10678	80	35	could	could	AUX
bam-10678	80	36	explain	explain	VERB
bam-10678	80	37	both	both	CCONJ
bam-10678	80	38	the	the	DET
bam-10678	80	39	relevance	relevance	NOUN
bam-10678	80	40	of	of	ADP
bam-10678	80	41	cartilage	cartilage	NOUN
bam-10678	80	42	volume	volume	NOUN
bam-10678	80	43	and	and	CCONJ
bam-10678	80	44	density	density	NOUN
bam-10678	80	45	in	in	ADP
bam-10678	80	46	the	the	DET
bam-10678	80	47	presented	present	VERB
bam-10678	80	48	study	study	NOUN
bam-10678	80	49	:	:	PUNCT
bam-10678	80	50	the	the	DET
bam-10678	80	51	presence	presence	NOUN
bam-10678	80	52	of	of	ADP
bam-10678	80	53	water	water	NOUN
bam-10678	80	54	leads	lead	VERB
bam-10678	80	55	to	to	ADP
bam-10678	80	56	a	a	DET
bam-10678	80	57	change	change	NOUN
bam-10678	80	58	in	in	ADP
bam-10678	80	59	density	density	NOUN
bam-10678	80	60	and	and	CCONJ
bam-10678	80	61	to	to	ADP
bam-10678	80	62	a	a	DET
bam-10678	80	63	swelling	swell	VERB
bam-10678	80	64	increasing	increase	VERB
bam-10678	80	65	the	the	DET
bam-10678	80	66	volume.16,17	volume.16,17	NOUN
bam-10678	80	67	looking	look	VERB
bam-10678	80	68	at	at	ADP
bam-10678	80	69	the	the	DET
bam-10678	80	70	boxplot	boxplot	NOUN
bam-10678	80	71	(	(	PUNCT
bam-10678	80	72	figure	figure	NOUN
bam-10678	80	73	2	2	NUM
bam-10678	80	74	)	)	PUNCT
bam-10678	80	75	,	,	PUNCT
bam-10678	80	76	it	it	PRON
bam-10678	80	77	is	be	AUX
bam-10678	80	78	possible	possible	ADJ
bam-10678	80	79	to	to	PART
bam-10678	80	80	notice	notice	VERB
bam-10678	80	81	that	that	SCONJ
bam-10678	80	82	femoral	femoral	ADJ
bam-10678	80	83	cartilage	cartilage	NOUN
bam-10678	80	84	volume	volume	NOUN
bam-10678	80	85	seems	seem	VERB
bam-10678	80	86	to	to	PART
bam-10678	80	87	present	present	VERB
bam-10678	80	88	higher	high	ADJ
bam-10678	80	89	values	value	NOUN
bam-10678	80	90	in	in	ADP
bam-10678	80	91	degenerative	degenerative	ADJ
bam-10678	80	92	patients	patient	NOUN
bam-10678	80	93	,	,	PUNCT
bam-10678	80	94	with	with	ADP
bam-10678	80	95	particular	particular	ADJ
bam-10678	80	96	enhancement	enhancement	NOUN
bam-10678	80	97	on	on	ADP
bam-10678	80	98	male	male	ADJ
bam-10678	80	99	subjects	subject	NOUN
bam-10678	80	100	,	,	PUNCT
bam-10678	80	101	pinpointing	pinpoint	VERB
bam-10678	80	102	the	the	DET
bam-10678	80	103	idea	idea	NOUN
bam-10678	80	104	of	of	ADP
bam-10678	80	105	cartilage	cartilage	NOUN
bam-10678	80	106	swelling	swell	VERB
bam-10678	80	107	due	due	ADP
bam-10678	80	108	to	to	ADP
bam-10678	80	109	water	water	NOUN
bam-10678	80	110	content	content	NOUN
bam-10678	80	111	.	.	PUNCT
bam-10678	81	1	in	in	ADP
bam-10678	81	2	fact	fact	NOUN
bam-10678	81	3	,	,	PUNCT
bam-10678	81	4	males	male	NOUN
bam-10678	81	5	generally	generally	ADV
bam-10678	81	6	present	present	VERB
bam-10678	81	7	larger	large	ADJ
bam-10678	81	8	cartilage	cartilage	NOUN
bam-10678	81	9	volumes	volume	NOUN
bam-10678	81	10	with	with	ADP
bam-10678	81	11	respect	respect	NOUN
bam-10678	81	12	to	to	ADP
bam-10678	81	13	females	female	NOUN
bam-10678	81	14	,	,	PUNCT
bam-10678	81	15	and	and	CCONJ
bam-10678	81	16	cicuttini	cicuttini	PROPN
bam-10678	81	17	f.	f.	PROPN
bam-10678	81	18	et	et	PROPN
bam-10678	81	19	al	al	PROPN
bam-10678	81	20	.	.	PUNCT
bam-10678	82	1	(	(	PUNCT
bam-10678	82	2	1999)18	1999)18	NUM
bam-10678	82	3	remarked	remark	VERB
bam-10678	82	4	this	this	DET
bam-10678	82	5	difference	difference	NOUN
bam-10678	82	6	showing	show	VERB
bam-10678	82	7	the	the	DET
bam-10678	82	8	femoral	femoral	ADJ
bam-10678	82	9	cartilage	cartilage	NOUN
bam-10678	82	10	volume	volume	NOUN
bam-10678	82	11	increased	increase	VERB
bam-10678	82	12	in	in	ADP
bam-10678	82	13	males	male	NOUN
bam-10678	82	14	subject	subject	VERB
bam-10678	82	15	together	together	ADV
bam-10678	82	16	with	with	ADP
bam-10678	82	17	their	their	PRON
bam-10678	82	18	age	age	NOUN
bam-10678	82	19	,	,	PUNCT
bam-10678	82	20	subjects	subject	NOUN
bam-10678	82	21	who	who	PRON
bam-10678	82	22	,	,	PUNCT
bam-10678	82	23	therefore	therefore	ADV
bam-10678	82	24	,	,	PUNCT
bam-10678	82	25	seem	seem	VERB
bam-10678	82	26	more	more	ADV
bam-10678	82	27	prone	prone	ADJ
bam-10678	82	28	to	to	PART
bam-10678	82	29	develop	develop	VERB
bam-10678	82	30	a	a	DET
bam-10678	82	31	degeneration.18	degeneration.18	NOUN
bam-10678	82	32	regarding	regard	VERB
bam-10678	82	33	cartilage	cartilage	NOUN
bam-10678	82	34	density	density	NOUN
bam-10678	82	35	,	,	PUNCT
bam-10678	82	36	instead	instead	ADV
bam-10678	82	37	,	,	PUNCT
bam-10678	82	38	the	the	DET
bam-10678	82	39	std	std	NOUN
bam-10678	82	40	of	of	ADP
bam-10678	82	41	medial	medial	ADJ
bam-10678	82	42	tibial	tibial	ADJ
bam-10678	82	43	cartilage	cartilage	NOUN
bam-10678	82	44	appears	appear	VERB
bam-10678	82	45	higher	high	ADJ
bam-10678	82	46	in	in	ADP
bam-10678	82	47	d	d	PROPN
bam-10678	82	48	patients	patient	NOUN
bam-10678	82	49	,	,	PUNCT
bam-10678	82	50	while	while	SCONJ
bam-10678	82	51	the	the	DET
bam-10678	82	52	average	average	NOUN
bam-10678	82	53	of	of	ADP
bam-10678	82	54	lateral	lateral	ADJ
bam-10678	82	55	tibial	tibial	NOUN
bam-10678	82	56	seems	seem	VERB
bam-10678	82	57	to	to	PART
bam-10678	82	58	present	present	VERB
bam-10678	82	59	slight	slight	ADJ
bam-10678	82	60	differences	difference	NOUN
bam-10678	82	61	between	between	ADP
bam-10678	82	62	the	the	DET
bam-10678	82	63	two	two	NUM
bam-10678	82	64	classes	class	NOUN
bam-10678	82	65	and	and	CCONJ
bam-10678	82	66	between	between	ADP
bam-10678	82	67	males	male	NOUN
bam-10678	82	68	and	and	CCONJ
bam-10678	82	69	females	female	NOUN
bam-10678	82	70	.	.	PUNCT
bam-10678	83	1	in	in	ADP
bam-10678	83	2	addition	addition	NOUN
bam-10678	83	3	,	,	PUNCT
bam-10678	83	4	figure	figure	NOUN
bam-10678	83	5	2	2	NUM
bam-10678	83	6	suggest	suggest	VERB
bam-10678	83	7	that	that	SCONJ
bam-10678	83	8	the	the	DET
bam-10678	83	9	average	average	ADJ
bam-10678	83	10	bmd	bmd	PROPN
bam-10678	83	11	of	of	ADP
bam-10678	83	12	tibia	tibia	NOUN
bam-10678	83	13	is	be	AUX
bam-10678	83	14	lower	low	ADJ
bam-10678	83	15	in	in	ADP
bam-10678	83	16	patients	patient	NOUN
bam-10678	83	17	with	with	ADP
bam-10678	83	18	a	a	DET
bam-10678	83	19	degenerated	degenerated	ADJ
bam-10678	83	20	cartilage	cartilage	NOUN
bam-10678	83	21	.	.	PUNCT
bam-10678	84	1	bmd	bmd	PROPN
bam-10678	84	2	at	at	ADP
bam-10678	84	3	both	both	CCONJ
bam-10678	84	4	medial	medial	ADJ
bam-10678	84	5	and	and	CCONJ
bam-10678	84	6	lateral	lateral	ADJ
bam-10678	84	7	compartment	compartment	NOUN
bam-10678	84	8	is	be	AUX
bam-10678	84	9	affected	affect	VERB
bam-10678	84	10	by	by	ADP
bam-10678	84	11	the	the	DET
bam-10678	84	12	presence	presence	NOUN
bam-10678	84	13	of	of	ADP
bam-10678	84	14	cysts	cyst	NOUN
bam-10678	84	15	and	and	CCONJ
bam-10678	84	16	lower	low	ADJ
bam-10678	84	17	joint	joint	ADJ
bam-10678	84	18	space	space	NOUN
bam-10678	84	19	narrowing	narrowing	NOUN
bam-10678	84	20	between	between	ADP
bam-10678	84	21	bones.19,20	bones.19,20	NOUN
bam-10678	84	22	however	however	ADV
bam-10678	84	23	,	,	PUNCT
bam-10678	84	24	according	accord	VERB
bam-10678	84	25	to	to	ADP
bam-10678	84	26	the	the	DET
bam-10678	84	27	literature	literature	NOUN
bam-10678	84	28	,	,	PUNCT
bam-10678	84	29	this	this	DET
bam-10678	84	30	case	case	NOUN
bam-10678	84	31	should	should	AUX
bam-10678	84	32	lead	lead	VERB
bam-10678	84	33	to	to	ADP
bam-10678	84	34	higher	high	ADJ
bam-10678	84	35	bmd	bmd	PROPN
bam-10678	84	36	values	value	NOUN
bam-10678	84	37	which	which	PRON
bam-10678	84	38	conflicts	conflict	VERB
bam-10678	84	39	with	with	ADP
bam-10678	84	40	the	the	DET
bam-10678	84	41	presented	present	VERB
bam-10678	84	42	findings	finding	NOUN
bam-10678	84	43	.	.	PUNCT
bam-10678	85	1	yet	yet	ADV
bam-10678	85	2	,	,	PUNCT
bam-10678	85	3	the	the	DET
bam-10678	85	4	relationship	relationship	NOUN
bam-10678	85	5	between	between	ADP
bam-10678	85	6	bmd	bmd	PROPN
bam-10678	85	7	and	and	CCONJ
bam-10678	85	8	cartilage	cartilage	NOUN
bam-10678	85	9	defects	defect	NOUN
bam-10678	85	10	is	be	AUX
bam-10678	85	11	still	still	ADV
bam-10678	85	12	under	under	ADP
bam-10678	85	13	investigation	investigation	NOUN
bam-10678	85	14	and	and	CCONJ
bam-10678	85	15	,	,	PUNCT
bam-10678	85	16	in	in	ADP
bam-10678	85	17	fact	fact	NOUN
bam-10678	85	18	,	,	PUNCT
bam-10678	85	19	there	there	PRON
bam-10678	85	20	are	be	VERB
bam-10678	85	21	studies	study	NOUN
bam-10678	85	22	such	such	ADJ
bam-10678	85	23	as	as	ADP
bam-10678	85	24	e.g.	e.g.	ADV
bam-10678	85	25	abdin	abdin	NOUN
bam-10678	85	26	-	-	PUNCT
bam-10678	85	27	mohamed	mohame	VERB
bam-10678	85	28	m.	m.	PROPN
bam-10678	85	29	et	et	PROPN
bam-10678	85	30	al	al	PROPN
bam-10678	85	31	.	.	PROPN
bam-10678	85	32	,(2009)21	,(2009)21	PUNCT
bam-10678	85	33	proving	prove	VERB
bam-10678	85	34	that	that	SCONJ
bam-10678	85	35	bmd	bmd	PROPN
bam-10678	85	36	of	of	ADP
bam-10678	85	37	tibia	tibia	NOUN
bam-10678	85	38	do	do	AUX
bam-10678	85	39	not	not	PART
bam-10678	85	40	increase	increase	VERB
bam-10678	85	41	in	in	ADP
bam-10678	85	42	presence	presence	NOUN
bam-10678	85	43	of	of	ADP
bam-10678	85	44	knee	knee	NOUN
bam-10678	85	45	oa	oa	INTJ
bam-10678	85	46	;	;	PUNCT
bam-10678	85	47	this	this	DET
bam-10678	85	48	result	result	NOUN
bam-10678	85	49	is	be	AUX
bam-10678	85	50	in	in	ADP
bam-10678	85	51	line	line	NOUN
bam-10678	85	52	with	with	ADP
bam-10678	85	53	another	another	DET
bam-10678	85	54	recent	recent	ADJ
bam-10678	85	55	study	study	NOUN
bam-10678	85	56	which	which	PRON
bam-10678	85	57	illustrated	illustrate	VERB
bam-10678	85	58	that	that	SCONJ
bam-10678	85	59	bmd	bmd	PROPN
bam-10678	85	60	was	be	AUX
bam-10678	85	61	lower	low	ADJ
bam-10678	85	62	in	in	ADP
bam-10678	85	63	moderate	moderate	ADJ
bam-10678	85	64	-	-	PUNCT
bam-10678	85	65	to	to	ADP
bam-10678	85	66	-	-	PUNCT
bam-10678	85	67	severe	severe	ADJ
bam-10678	85	68	oa	oa	NOUN
bam-10678	85	69	states.22	states.22	NOUN
bam-10678	85	70	as	as	SCONJ
bam-10678	85	71	already	already	ADV
bam-10678	85	72	pointed	point	VERB
bam-10678	85	73	out	out	ADP
bam-10678	85	74	in	in	ADP
bam-10678	85	75	a	a	DET
bam-10678	85	76	previous	previous	ADJ
bam-10678	85	77	paper	paper	NOUN
bam-10678	85	78	,	,	PUNCT
bam-10678	85	79	it	it	PRON
bam-10678	85	80	is	be	AUX
bam-10678	85	81	possible	possible	ADJ
bam-10678	85	82	to	to	PART
bam-10678	85	83	claim	claim	VERB
bam-10678	85	84	confidently	confidently	ADV
bam-10678	85	85	the	the	DET
bam-10678	85	86	ensemble	ensemble	NOUN
bam-10678	85	87	of	of	ADP
bam-10678	85	88	purpose	purpose	NOUN
bam-10678	85	89	,	,	PUNCT
bam-10678	85	90	experimental	experimental	ADJ
bam-10678	85	91	strategy	strategy	NOUN
bam-10678	85	92	(	(	PUNCT
bam-10678	85	93	mainly	mainly	ADV
bam-10678	85	94	,	,	PUNCT
bam-10678	85	95	signal	signal	ADJ
bam-10678	85	96	acquisition	acquisition	NOUN
bam-10678	85	97	and	and	CCONJ
bam-10678	85	98	processing	processing	NOUN
bam-10678	85	99	workflows	workflow	NOUN
bam-10678	85	100	)	)	PUNCT
bam-10678	85	101	,	,	PUNCT
bam-10678	85	102	and	and	CCONJ
bam-10678	85	103	the	the	DET
bam-10678	85	104	promising	promising	ADJ
bam-10678	85	105	findings	finding	NOUN
bam-10678	85	106	obtained	obtain	VERB
bam-10678	85	107	represent	represent	VERB
bam-10678	85	108	,	,	PUNCT
bam-10678	85	109	to	to	ADP
bam-10678	85	110	the	the	DET
bam-10678	85	111	best	good	ADJ
bam-10678	85	112	of	of	ADP
bam-10678	85	113	the	the	DET
bam-10678	85	114	authors	author	NOUN
bam-10678	85	115	’	’	PART
bam-10678	85	116	knowledge	knowledge	NOUN
bam-10678	85	117	,	,	PUNCT
bam-10678	85	118	a	a	DET
bam-10678	85	119	partially	partially	ADV
bam-10678	85	120	unexplored	unexplored	ADJ
bam-10678	85	121	strategy	strategy	NOUN
bam-10678	85	122	in	in	ADP
bam-10678	85	123	this	this	DET
bam-10678	85	124	field	field	NOUN
bam-10678	85	125	,	,	PUNCT
bam-10678	85	126	which	which	PRON
bam-10678	85	127	sets	set	VERB
bam-10678	85	128	this	this	DET
bam-10678	85	129	study	study	NOUN
bam-10678	85	130	apart	apart	ADV
bam-10678	85	131	from	from	ADP
bam-10678	85	132	others	other	NOUN
bam-10678	85	133	.	.	PUNCT
bam-10678	86	1	moreover	moreover	ADV
bam-10678	86	2	,	,	PUNCT
bam-10678	86	3	as	as	SCONJ
bam-10678	86	4	already	already	ADV
bam-10678	86	5	we	we	PRON
bam-10678	86	6	claimed,4	claimed,4	NOUN
bam-10678	86	7	there	there	PRON
bam-10678	86	8	were	be	VERB
bam-10678	86	9	no	no	DET
bam-10678	86	10	studies	study	NOUN
bam-10678	86	11	which	which	PRON
bam-10678	86	12	presented	present	VERB
bam-10678	86	13	and	and	CCONJ
bam-10678	86	14	evaluated	evaluate	VERB
bam-10678	86	15	the	the	DET
bam-10678	86	16	predictive	predictive	ADJ
bam-10678	86	17	power	power	NOUN
bam-10678	86	18	of	of	ADP
bam-10678	86	19	similar	similar	ADJ
bam-10678	86	20	3d	3d	PROPN
bam-10678	86	21	features	feature	NOUN
bam-10678	86	22	extracted	extract	VERB
bam-10678	86	23	on	on	ADP
bam-10678	86	24	mri	mri	NOUN
bam-10678	86	25	and	and	CCONJ
bam-10678	86	26	ct	ct	NUM
bam-10678	86	27	data	datum	NOUN
bam-10678	86	28	of	of	ADP
bam-10678	86	29	the	the	DET
bam-10678	86	30	knee	knee	NOUN
bam-10678	86	31	joint	joint	NOUN
bam-10678	86	32	.	.	PUNCT
bam-10678	87	1	this	this	DET
bam-10678	87	2	particular	particular	ADJ
bam-10678	87	3	case	case	NOUN
bam-10678	87	4	is	be	AUX
bam-10678	87	5	confirmed	confirm	VERB
bam-10678	87	6	even	even	ADV
bam-10678	87	7	by	by	ADP
bam-10678	87	8	several	several	ADJ
bam-10678	87	9	recent	recent	ADJ
bam-10678	87	10	reviews	review	NOUN
bam-10678	87	11	which	which	PRON
bam-10678	87	12	proved	prove	VERB
bam-10678	87	13	evidence	evidence	NOUN
bam-10678	87	14	these	these	DET
bam-10678	87	15	types	type	NOUN
bam-10678	87	16	of	of	ADP
bam-10678	87	17	features	feature	NOUN
bam-10678	87	18	were	be	AUX
bam-10678	87	19	not	not	PART
bam-10678	87	20	found	find	VERB
bam-10678	87	21	in	in	ADP
bam-10678	87	22	previous	previous	ADJ
bam-10678	87	23	screenings.23,24	screenings.23,24	ADJ
bam-10678	87	24	consequently	consequently	ADV
bam-10678	87	25	,	,	PUNCT
bam-10678	87	26	we	we	PRON
bam-10678	87	27	will	will	AUX
bam-10678	87	28	briefly	briefly	ADV
bam-10678	87	29	discuss	discuss	VERB
bam-10678	87	30	,	,	PUNCT
bam-10678	87	31	in	in	ADP
bam-10678	87	32	the	the	DET
bam-10678	87	33	following	following	NOUN
bam-10678	87	34	of	of	ADP
bam-10678	87	35	this	this	DET
bam-10678	87	36	section	section	NOUN
bam-10678	87	37	,	,	PUNCT
bam-10678	87	38	papers	paper	NOUN
bam-10678	87	39	in	in	ADP
bam-10678	87	40	the	the	DET
bam-10678	87	41	fields	field	NOUN
bam-10678	87	42	with	with	ADP
bam-10678	87	43	a	a	DET
bam-10678	87	44	similar	similar	ADJ
bam-10678	87	45	objective	objective	NOUN
bam-10678	87	46	,	,	PUNCT
bam-10678	87	47	still	still	ADV
bam-10678	87	48	focusing	focus	VERB
bam-10678	87	49	on	on	ADP
bam-10678	87	50	the	the	DET
bam-10678	87	51	predictive	predictive	ADJ
bam-10678	87	52	power	power	NOUN
bam-10678	87	53	of	of	ADP
bam-10678	87	54	features	feature	NOUN
bam-10678	87	55	for	for	ADP
bam-10678	87	56	effective	effective	ADJ
bam-10678	87	57	/	/	SYM
bam-10678	87	58	potential	potential	ADJ
bam-10678	87	59	classification	classification	NOUN
bam-10678	87	60	studies	study	NOUN
bam-10678	87	61	.	.	PUNCT
bam-10678	88	1	for	for	ADP
bam-10678	88	2	instance	instance	NOUN
bam-10678	88	3	,	,	PUNCT
bam-10678	88	4	in	in	ADP
bam-10678	88	5	2020	2020	NUM
bam-10678	88	6	jafarzadeh	jafarzadeh	NOUN
bam-10678	88	7	and	and	CCONJ
bam-10678	88	8	co	co	NOUN
bam-10678	88	9	-	-	NOUN
bam-10678	88	10	workers	worker	NOUN
bam-10678	88	11	presented	present	VERB
bam-10678	88	12	a	a	DET
bam-10678	88	13	preliminary	preliminary	ADJ
bam-10678	88	14	study	study	NOUN
bam-10678	88	15	whose	whose	DET
bam-10678	88	16	aim	aim	NOUN
bam-10678	88	17	was	be	AUX
bam-10678	88	18	to	to	PART
bam-10678	88	19	assess	assess	VERB
bam-10678	88	20	if	if	SCONJ
bam-10678	88	21	both	both	CCONJ
bam-10678	88	22	clinical	clinical	ADJ
bam-10678	88	23	and	and	CCONJ
bam-10678	88	24	imaging	imaging	NOUN
bam-10678	88	25	features	feature	NOUN
bam-10678	88	26	of	of	ADP
bam-10678	88	27	oa	oa	PRON
bam-10678	88	28	could	could	AUX
bam-10678	88	29	help	help	VERB
bam-10678	88	30	to	to	PART
bam-10678	88	31	predict	predict	VERB
bam-10678	88	32	knee	knee	NOUN
bam-10678	88	33	replacement	replacement	NOUN
bam-10678	88	34	over	over	ADP
bam-10678	88	35	a	a	DET
bam-10678	88	36	7	7	NUM
bam-10678	88	37	-	-	PUNCT
bam-10678	88	38	year	year	NOUN
bam-10678	88	39	period	period	NOUN
bam-10678	88	40	,	,	PUNCT
bam-10678	88	41	including	include	VERB
bam-10678	88	42	knees	knee	NOUN
bam-10678	88	43	with	with	ADP
bam-10678	88	44	and	and	CCONJ
bam-10678	88	45	without	without	ADP
bam-10678	88	46	radiographic	radiographic	ADJ
bam-10678	88	47	oa.25	oa.25	NOUN
bam-10678	88	48	the	the	DET
bam-10678	88	49	authors	author	NOUN
bam-10678	88	50	combined	combine	VERB
bam-10678	88	51	multiple	multiple	ADJ
bam-10678	88	52	ml	ml	NOUN
bam-10678	88	53	algorithms	algorithm	NOUN
bam-10678	88	54	to	to	PART
bam-10678	88	55	develop	develop	VERB
bam-10678	88	56	a	a	DET
bam-10678	88	57	predictive	predictive	ADJ
bam-10678	88	58	model	model	NOUN
bam-10678	88	59	able	able	ADJ
bam-10678	88	60	to	to	PART
bam-10678	88	61	provide	provide	VERB
bam-10678	88	62	the	the	DET
bam-10678	88	63	highest	high	ADJ
bam-10678	88	64	predictive	predictive	ADJ
bam-10678	88	65	accuracy	accuracy	NOUN
bam-10678	88	66	;	;	PUNCT
bam-10678	88	67	the	the	DET
bam-10678	88	68	developed	develop	VERB
bam-10678	88	69	model	model	NOUN
bam-10678	88	70	demonstrated	demonstrate	VERB
bam-10678	88	71	fig	fig	NOUN
bam-10678	88	72	2	2	NUM
bam-10678	88	73	.	.	PUNCT
bam-10678	88	74	box	box	NOUN
bam-10678	88	75	plots	plot	NOUN
bam-10678	88	76	illustrating	illustrate	VERB
bam-10678	88	77	the	the	DET
bam-10678	88	78	trend	trend	NOUN
bam-10678	88	79	–	–	PUNCT
bam-10678	88	80	for	for	ADP
bam-10678	88	81	male	male	ADJ
bam-10678	88	82	and	and	CCONJ
bam-10678	88	83	female	female	ADJ
bam-10678	88	84	subjects	subject	NOUN
bam-10678	88	85	separately	separately	ADV
bam-10678	88	86	–	–	PUNCT
bam-10678	88	87	of	of	ADP
bam-10678	88	88	the	the	DET
bam-10678	88	89	features	feature	NOUN
bam-10678	88	90	femcartvol	femcartvol	NOUN
bam-10678	88	91	(	(	PUNCT
bam-10678	88	92	a	a	PROPN
bam-10678	88	93	)	)	PUNCT
bam-10678	88	94	,	,	PUNCT
bam-10678	88	95	stddenstibcartmed	stddenstibcartme	VERB
bam-10678	88	96	(	(	PUNCT
bam-10678	88	97	b	b	NOUN
bam-10678	88	98	)	)	PUNCT
bam-10678	88	99	,	,	PUNCT
bam-10678	88	100	avbmdtibia	avbmdtibia	NOUN
bam-10678	88	101	(	(	PUNCT
bam-10678	88	102	c	c	NOUN
bam-10678	88	103	)	)	PUNCT
bam-10678	88	104	,	,	PUNCT
bam-10678	88	105	and	and	CCONJ
bam-10678	88	106	avdenstibcartlat	avdenstibcartlat	ADJ
bam-10678	88	107	(	(	PUNCT
bam-10678	88	108	d	d	NOUN
bam-10678	88	109	)	)	PUNCT
bam-10678	88	110	for	for	ADP
bam-10678	88	111	both	both	CCONJ
bam-10678	88	112	the	the	DET
bam-10678	88	113	d	d	NOUN
bam-10678	88	114	and	and	CCONJ
bam-10678	88	115	nd	nd	NUM
bam-10678	88	116	groups	group	NOUN
bam-10678	88	117	.	.	PUNCT
bam-10678	89	1	bmd	bmd	PROPN
bam-10678	89	2	and	and	CCONJ
bam-10678	89	3	cartilage	cartilage	NOUN
bam-10678	89	4	volume	volume	NOUN
bam-10678	89	5	to	to	PART
bam-10678	89	6	predict	predict	VERB
bam-10678	89	7	knee	knee	NOUN
bam-10678	89	8	cartilage	cartilage	NOUN
bam-10678	89	9	degeneration	degeneration	NOUN
bam-10678	89	10	eur	eur	PROPN
bam-10678	89	11	j	j	PROPN
bam-10678	89	12	transl	transl	PROPN
bam-10678	89	13	myol	myol	ADV
bam-10678	89	14	32	32	NUM
bam-10678	89	15	(	(	PUNCT
bam-10678	89	16	2	2	NUM
bam-10678	89	17	):	):	PUNCT
bam-10678	89	18	10678	10678	NUM
bam-10678	89	19	,	,	PUNCT
bam-10678	89	20	2022	2022	NUM
bam-10678	89	21	doi	doi	NOUN
bam-10678	89	22	:	:	PUNCT
bam-10678	89	23	10.4081	10.4081	NUM
bam-10678	89	24	/	/	SYM
bam-10678	89	25	ejtm.2022.10678	ejtm.2022.10678	NUM
bam-10678	89	26	6	6	NUM
bam-10678	89	27	mri	mri	NOUN
bam-10678	89	28	features	feature	NOUN
bam-10678	89	29	(	(	PUNCT
bam-10678	89	30	such	such	ADJ
bam-10678	89	31	as	as	ADP
bam-10678	89	32	cartilage	cartilage	NOUN
bam-10678	89	33	morphology	morphology	NOUN
bam-10678	89	34	,	,	PUNCT
bam-10678	89	35	presence	presence	NOUN
bam-10678	89	36	of	of	ADP
bam-10678	89	37	bone	bone	NOUN
bam-10678	89	38	marrow	marrow	NOUN
bam-10678	89	39	lesions	lesion	NOUN
bam-10678	89	40	)	)	PUNCT
bam-10678	89	41	improved	improve	VERB
bam-10678	89	42	prediction	prediction	NOUN
bam-10678	89	43	of	of	ADP
bam-10678	89	44	knee	knee	NOUN
bam-10678	89	45	replacement	replacement	NOUN
bam-10678	89	46	in	in	ADP
bam-10678	89	47	knees	knee	NOUN
bam-10678	89	48	without	without	ADP
bam-10678	89	49	radiographic	radiographic	ADJ
bam-10678	89	50	oa.25	oa.25	NOUN
bam-10678	89	51	later	later	ADV
bam-10678	89	52	,	,	PUNCT
bam-10678	89	53	the	the	DET
bam-10678	89	54	authors	author	NOUN
bam-10678	89	55	investigated	investigate	VERB
bam-10678	89	56	in	in	ADP
bam-10678	89	57	a	a	DET
bam-10678	89	58	further	further	ADJ
bam-10678	89	59	paper	paper	NOUN
bam-10678	89	60	if	if	SCONJ
bam-10678	89	61	a	a	DET
bam-10678	89	62	similar	similar	ADJ
bam-10678	89	63	group	group	NOUN
bam-10678	89	64	of	of	ADP
bam-10678	89	65	mri	mri	NOUN
bam-10678	89	66	-	-	PUNCT
bam-10678	89	67	defined	define	VERB
bam-10678	89	68	oa	oa	ADP
bam-10678	89	69	features	feature	NOUN
bam-10678	89	70	could	could	AUX
bam-10678	89	71	explain	explain	VERB
bam-10678	89	72	anterior	anterior	ADJ
bam-10678	89	73	knee	knee	NOUN
bam-10678	89	74	pain	pain	NOUN
bam-10678	89	75	(	(	PUNCT
bam-10678	89	76	akp	akp	PROPN
bam-10678	89	77	)	)	PUNCT
bam-10678	89	78	in	in	ADP
bam-10678	89	79	individuals	individual	NOUN
bam-10678	89	80	with	with	ADP
bam-10678	89	81	,	,	PUNCT
bam-10678	89	82	or	or	CCONJ
bam-10678	89	83	at	at	ADP
bam-10678	89	84	risk	risk	NOUN
bam-10678	89	85	for	for	ADP
bam-10678	89	86	,	,	PUNCT
bam-10678	89	87	knee	knee	NOUN
bam-10678	89	88	oa	oa	INTJ
bam-10678	89	89	;	;	PUNCT
bam-10678	89	90	in	in	ADP
bam-10678	89	91	particular	particular	ADJ
bam-10678	89	92	,	,	PUNCT
bam-10678	89	93	the	the	DET
bam-10678	89	94	focus	focus	NOUN
bam-10678	89	95	was	be	AUX
bam-10678	89	96	on	on	ADP
bam-10678	89	97	the	the	DET
bam-10678	89	98	relation	relation	NOUN
bam-10678	89	99	between	between	ADP
bam-10678	89	100	akp	akp	PROPN
bam-10678	89	101	and	and	CCONJ
bam-10678	89	102	mri	mri	NOUN
bam-10678	89	103	-	-	PUNCT
bam-10678	89	104	based	base	VERB
bam-10678	89	105	patellofemoral	patellofemoral	NOUN
bam-10678	89	106	and	and	CCONJ
bam-10678	89	107	tibiofemoral	tibiofemoral	ADJ
bam-10678	89	108	oa	oa	ADV
bam-10678	89	109	-	-	PUNCT
bam-10678	89	110	related	relate	VERB
bam-10678	89	111	features	feature	NOUN
bam-10678	89	112	.	.	PUNCT
bam-10678	90	1	from	from	ADP
bam-10678	90	2	the	the	DET
bam-10678	90	3	outcomes	outcome	NOUN
bam-10678	90	4	of	of	ADP
bam-10678	90	5	the	the	DET
bam-10678	90	6	investigation	investigation	NOUN
bam-10678	90	7	,	,	PUNCT
bam-10678	90	8	it	it	PRON
bam-10678	90	9	appeared	appear	VERB
bam-10678	90	10	(	(	PUNCT
bam-10678	90	11	after	after	ADP
bam-10678	90	12	a	a	DET
bam-10678	90	13	regression	regression	NOUN
bam-10678	90	14	analysis	analysis	NOUN
bam-10678	90	15	)	)	PUNCT
bam-10678	90	16	that	that	SCONJ
bam-10678	90	17	patellofemoral	patellofemoral	ADJ
bam-10678	90	18	oa	oa	NOUN
bam-10678	90	19	-	-	NOUN
bam-10678	90	20	features	feature	NOUN
bam-10678	90	21	,	,	PUNCT
bam-10678	90	22	but	but	CCONJ
bam-10678	90	23	not	not	PART
bam-10678	90	24	tibiofemoral	tibiofemoral	ADJ
bam-10678	90	25	oa	oa	NOUN
bam-10678	90	26	-	-	NOUN
bam-10678	90	27	features	feature	NOUN
bam-10678	90	28	,	,	PUNCT
bam-10678	90	29	were	be	AUX
bam-10678	90	30	associated	associate	VERB
bam-10678	90	31	with	with	ADP
bam-10678	90	32	akp	akp	PROPN
bam-10678	90	33	(	(	PUNCT
bam-10678	90	34	in	in	ADP
bam-10678	90	35	particular	particular	ADJ
bam-10678	90	36	,	,	PUNCT
bam-10678	90	37	lateral	lateral	ADJ
bam-10678	90	38	and	and	CCONJ
bam-10678	90	39	medial	medial	ADJ
bam-10678	90	40	full	full	ADJ
bam-10678	90	41	-	-	PUNCT
bam-10678	90	42	thickness	thickness	NOUN
bam-10678	90	43	patellofemoral	patellofemoral	ADJ
bam-10678	90	44	cartilage	cartilage	NOUN
bam-10678	90	45	damage	damage	NOUN
bam-10678	90	46	,	,	PUNCT
bam-10678	90	47	and	and	CCONJ
bam-10678	90	48	lateral	lateral	ADJ
bam-10678	90	49	bone	bone	NOUN
bam-10678	90	50	marrow	marrow	NOUN
bam-10678	90	51	lesions).26	lesions).26	PROPN
bam-10678	90	52	other	other	ADJ
bam-10678	90	53	studies	study	NOUN
bam-10678	90	54	have	have	AUX
bam-10678	90	55	investigated	investigate	VERB
bam-10678	90	56	additional	additional	ADJ
bam-10678	90	57	parameters	parameter	NOUN
bam-10678	90	58	,	,	PUNCT
bam-10678	90	59	such	such	ADJ
bam-10678	90	60	as	as	ADP
bam-10678	90	61	raw	raw	ADJ
bam-10678	90	62	radiographic	radiographic	ADJ
bam-10678	90	63	data	datum	NOUN
bam-10678	90	64	,	,	PUNCT
bam-10678	90	65	physical	physical	ADJ
bam-10678	90	66	examination	examination	NOUN
bam-10678	90	67	,	,	PUNCT
bam-10678	90	68	patients	patient	NOUN
bam-10678	90	69	’	'	PUNCT
bam-10678	90	70	medical	medical	ADJ
bam-10678	90	71	history	history	NOUN
bam-10678	90	72	,	,	PUNCT
bam-10678	90	73	anthropometric	anthropometric	ADJ
bam-10678	90	74	data	datum	NOUN
bam-10678	90	75	and	and	CCONJ
bam-10678	90	76	,	,	PUNCT
bam-10678	90	77	only	only	ADV
bam-10678	90	78	optionally	optionally	ADV
bam-10678	90	79	,	,	PUNCT
bam-10678	90	80	a	a	DET
bam-10678	90	81	radiologist	radiologist	NOUN
bam-10678	90	82	’s	’s	PART
bam-10678	90	83	statement	statement	NOUN
bam-10678	90	84	(	(	PUNCT
bam-10678	90	85	kellgren	kellgren	NOUN
bam-10678	90	86	-	-	PUNCT
bam-10678	90	87	lawrence	lawrence	PROPN
bam-10678	90	88	grade	grade	NOUN
bam-10678	90	89	)	)	PUNCT
bam-10678	90	90	,	,	PUNCT
bam-10678	90	91	to	to	PART
bam-10678	90	92	predict	predict	VERB
bam-10678	90	93	the	the	DET
bam-10678	90	94	progression	progression	NOUN
bam-10678	90	95	of	of	ADP
bam-10678	90	96	oa	oa	PROPN
bam-10678	90	97	disease	disease	NOUN
bam-10678	90	98	,	,	PUNCT
bam-10678	90	99	jointly	jointly	ADV
bam-10678	90	100	with	with	ADP
bam-10678	90	101	the	the	DET
bam-10678	90	102	current	current	ADJ
bam-10678	90	103	oa	oa	NOUN
bam-10678	90	104	severity	severity	NOUN
bam-10678	90	105	,	,	PUNCT
bam-10678	90	106	using	use	VERB
bam-10678	90	107	deep	deep	ADJ
bam-10678	90	108	convolutional	convolutional	ADJ
bam-10678	90	109	neural	neural	ADJ
bam-10678	90	110	networks	network	NOUN
bam-10678	90	111	and	and	CCONJ
bam-10678	90	112	gradient	gradient	NOUN
bam-10678	90	113	boosting.27	boosting.27	PROPN
bam-10678	90	114	another	another	DET
bam-10678	90	115	study	study	NOUN
bam-10678	90	116	used	use	VERB
bam-10678	90	117	lr	lr	NOUN
bam-10678	90	118	to	to	PART
bam-10678	90	119	predict	predict	VERB
bam-10678	90	120	risk	risk	NOUN
bam-10678	90	121	and	and	CCONJ
bam-10678	90	122	time	time	NOUN
bam-10678	90	123	to	to	PART
bam-10678	90	124	total	total	VERB
bam-10678	90	125	knee	knee	NOUN
bam-10678	90	126	replacement	replacement	NOUN
bam-10678	90	127	of	of	ADP
bam-10678	90	128	an	an	DET
bam-10678	90	129	osteoarthritic	osteoarthritic	ADJ
bam-10678	90	130	knee	knee	NOUN
bam-10678	90	131	,	,	PUNCT
bam-10678	90	132	identifying	identify	VERB
bam-10678	90	133	which	which	PRON
bam-10678	90	134	features	feature	NOUN
bam-10678	90	135	are	be	AUX
bam-10678	90	136	most	most	ADV
bam-10678	90	137	related	relate	VERB
bam-10678	90	138	in	in	ADP
bam-10678	90	139	accelerated	accelerated	ADJ
bam-10678	90	140	knee	knee	NOUN
bam-10678	90	141	oa	oa	NOUN
bam-10678	90	142	within	within	ADP
bam-10678	90	143	a	a	DET
bam-10678	90	144	dataset	dataset	NOUN
bam-10678	90	145	with	with	ADP
bam-10678	90	146	several	several	ADJ
bam-10678	90	147	features	feature	NOUN
bam-10678	90	148	coming	come	VERB
bam-10678	90	149	from	from	ADP
bam-10678	90	150	the	the	DET
bam-10678	90	151	osteoarthritis	osteoarthritis	NOUN
bam-10678	90	152	initiative	initiative	NOUN
bam-10678	90	153	(	(	PUNCT
bam-10678	90	154	oai	oai	NOUN
bam-10678	90	155	)	)	PUNCT
bam-10678	90	156	cohort	cohort	NOUN
bam-10678	90	157	,	,	PUNCT
bam-10678	90	158	which	which	PRON
bam-10678	90	159	include	include	VERB
bam-10678	90	160	imaging	imaging	NOUN
bam-10678	90	161	,	,	PUNCT
bam-10678	90	162	biochemical	biochemical	ADJ
bam-10678	90	163	,	,	PUNCT
bam-10678	90	164	genetic	genetic	ADJ
bam-10678	90	165	and	and	CCONJ
bam-10678	90	166	risk	risk	NOUN
bam-10678	90	167	markers	marker	NOUN
bam-10678	90	168	of	of	ADP
bam-10678	90	169	knee	knee	NOUN
bam-10678	90	170	oa	oa	INTJ
bam-10678	90	171	.	.	PUNCT
bam-10678	91	1	the	the	DET
bam-10678	91	2	results	result	NOUN
bam-10678	91	3	of	of	ADP
bam-10678	91	4	this	this	DET
bam-10678	91	5	study	study	NOUN
bam-10678	91	6	showed	show	VERB
bam-10678	91	7	that	that	SCONJ
bam-10678	91	8	the	the	DET
bam-10678	91	9	most	most	ADV
bam-10678	91	10	involved	involved	ADJ
bam-10678	91	11	features	feature	NOUN
bam-10678	91	12	included	include	VERB
bam-10678	91	13	radiographs	radiograph	NOUN
bam-10678	91	14	,	,	PUNCT
bam-10678	91	15	bone	bone	NOUN
bam-10678	91	16	marrow	marrow	NOUN
bam-10678	91	17	lesions	lesion	NOUN
bam-10678	91	18	of	of	ADP
bam-10678	91	19	the	the	DET
bam-10678	91	20	medial	medial	ADJ
bam-10678	91	21	condyle	condyle	NOUN
bam-10678	91	22	on	on	ADP
bam-10678	91	23	mri	mri	NOUN
bam-10678	91	24	,	,	PUNCT
bam-10678	91	25	hyaluronic	hyaluronic	ADJ
bam-10678	91	26	acid	acid	NOUN
bam-10678	91	27	injection	injection	NOUN
bam-10678	91	28	,	,	PUNCT
bam-10678	91	29	performance	performance	NOUN
bam-10678	91	30	measure	measure	NOUN
bam-10678	91	31	,	,	PUNCT
bam-10678	91	32	medical	medical	ADJ
bam-10678	91	33	history	history	NOUN
bam-10678	91	34	and	and	CCONJ
bam-10678	91	35	knee	knee	NOUN
bam-10678	91	36	-	-	PUNCT
bam-10678	91	37	related	relate	VERB
bam-10678	91	38	symptoms.28	symptoms.28	CCONJ
bam-10678	91	39	a	a	DET
bam-10678	91	40	similar	similar	ADJ
bam-10678	91	41	study	study	NOUN
bam-10678	91	42	also	also	ADV
bam-10678	91	43	used	use	VERB
bam-10678	91	44	a	a	DET
bam-10678	91	45	subset	subset	NOUN
bam-10678	91	46	of	of	ADP
bam-10678	91	47	the	the	DET
bam-10678	91	48	oai	oai	NOUN
bam-10678	91	49	cohort	cohort	NOUN
bam-10678	91	50	database	database	NOUN
bam-10678	91	51	to	to	PART
bam-10678	91	52	develop	develop	VERB
bam-10678	91	53	ml	ml	NOUN
bam-10678	91	54	prediction	prediction	NOUN
bam-10678	91	55	models	model	NOUN
bam-10678	91	56	and	and	CCONJ
bam-10678	91	57	to	to	PART
bam-10678	91	58	identify	identify	VERB
bam-10678	91	59	important	important	ADJ
bam-10678	91	60	risk	risk	NOUN
bam-10678	91	61	factors	factor	NOUN
bam-10678	91	62	which	which	PRON
bam-10678	91	63	contribute	contribute	VERB
bam-10678	91	64	to	to	ADP
bam-10678	91	65	the	the	DET
bam-10678	91	66	prediction	prediction	NOUN
bam-10678	91	67	of	of	ADP
bam-10678	91	68	knee	knee	NOUN
bam-10678	92	1	oa	oa	INTJ
bam-10678	92	2	.	.	PUNCT
bam-10678	93	1	a	a	DET
bam-10678	93	2	robust	robust	ADJ
bam-10678	93	3	feature	feature	NOUN
bam-10678	93	4	selection	selection	NOUN
bam-10678	93	5	was	be	AUX
bam-10678	93	6	provided	provide	VERB
bam-10678	93	7	and	and	CCONJ
bam-10678	93	8	svm	svm	ADJ
bam-10678	93	9	,	,	PUNCT
bam-10678	93	10	k	k	ADJ
bam-10678	93	11	-	-	PUNCT
bam-10678	93	12	nearest	near	ADJ
bam-10678	93	13	neighbor	neighbor	NOUN
bam-10678	93	14	,	,	PUNCT
bam-10678	93	15	extreme	extreme	ADJ
bam-10678	93	16	gradient	gradient	NOUN
bam-10678	93	17	boosting	boosting	NOUN
bam-10678	93	18	,	,	PUNCT
bam-10678	93	19	lr	lr	NOUN
bam-10678	93	20	,	,	PUNCT
bam-10678	93	21	decision	decision	NOUN
bam-10678	93	22	tree	tree	NOUN
bam-10678	93	23	and	and	CCONJ
bam-10678	93	24	random	random	ADJ
bam-10678	93	25	forest	forest	NOUN
bam-10678	93	26	algorithms	algorithm	NOUN
bam-10678	93	27	were	be	AUX
bam-10678	93	28	applied	apply	VERB
bam-10678	93	29	on	on	ADP
bam-10678	93	30	this	this	DET
bam-10678	93	31	set	set	NOUN
bam-10678	93	32	of	of	ADP
bam-10678	93	33	chosen	choose	VERB
bam-10678	93	34	features	feature	NOUN
bam-10678	93	35	(	(	PUNCT
bam-10678	93	36	that	that	PRON
bam-10678	93	37	include	include	VERB
bam-10678	93	38	patient	patient	ADJ
bam-10678	93	39	symptoms	symptom	NOUN
bam-10678	93	40	,	,	PUNCT
bam-10678	93	41	medical	medical	ADJ
bam-10678	93	42	history	history	NOUN
bam-10678	93	43	and	and	CCONJ
bam-10678	93	44	medical	medical	ADJ
bam-10678	93	45	imaging	imaging	NOUN
bam-10678	93	46	outcome	outcome	NOUN
bam-10678	93	47	like	like	ADP
bam-10678	93	48	the	the	DET
bam-10678	93	49	presence	presence	NOUN
bam-10678	93	50	of	of	ADP
bam-10678	93	51	osteophytes	osteophyte	NOUN
bam-10678	93	52	and	and	CCONJ
bam-10678	93	53	joint	joint	ADJ
bam-10678	93	54	space	space	NOUN
bam-10678	93	55	narrowing	narrowing	NOUN
bam-10678	93	56	)	)	PUNCT
bam-10678	93	57	.	.	PUNCT
bam-10678	94	1	final	final	ADJ
bam-10678	94	2	results	result	NOUN
bam-10678	94	3	indicate	indicate	VERB
bam-10678	94	4	lr	lr	NOUN
bam-10678	94	5	and	and	CCONJ
bam-10678	94	6	svm	svm	PROPN
bam-10678	94	7	as	as	ADP
bam-10678	94	8	the	the	DET
bam-10678	94	9	best	good	ADJ
bam-10678	94	10	performing	performing	NOUN
bam-10678	94	11	models	model	NOUN
bam-10678	94	12	,	,	PUNCT
bam-10678	94	13	due	due	ADP
bam-10678	94	14	to	to	ADP
bam-10678	94	15	their	their	PRON
bam-10678	94	16	high	high	ADJ
bam-10678	94	17	suitability	suitability	NOUN
bam-10678	94	18	on	on	ADP
bam-10678	94	19	small	small	ADJ
bam-10678	94	20	datasets.29	datasets.29	NOUN
bam-10678	94	21	the	the	DET
bam-10678	94	22	same	same	ADJ
bam-10678	94	23	authors	author	NOUN
bam-10678	94	24	in	in	ADP
bam-10678	94	25	a	a	DET
bam-10678	94	26	more	more	ADV
bam-10678	94	27	recent	recent	ADJ
bam-10678	94	28	study	study	NOUN
bam-10678	94	29	extended	extend	VERB
bam-10678	94	30	the	the	DET
bam-10678	94	31	knowledge	knowledge	NOUN
bam-10678	94	32	investigating	investigate	VERB
bam-10678	94	33	a	a	DET
bam-10678	94	34	novel	novel	ADJ
bam-10678	94	35	fuzzy	fuzzy	ADJ
bam-10678	94	36	feature	feature	NOUN
bam-10678	94	37	selection	selection	NOUN
bam-10678	94	38	methodology.30	methodology.30	NOUN
bam-10678	94	39	they	they	PRON
bam-10678	94	40	analyzed	analyze	VERB
bam-10678	94	41	the	the	DET
bam-10678	94	42	data	datum	NOUN
bam-10678	94	43	(	(	PUNCT
bam-10678	94	44	among	among	ADP
bam-10678	94	45	which	which	PRON
bam-10678	94	46	,	,	PUNCT
bam-10678	94	47	as	as	SCONJ
bam-10678	94	48	anticipated	anticipate	VERB
bam-10678	94	49	,	,	PUNCT
bam-10678	94	50	there	there	PRON
bam-10678	94	51	are	be	VERB
bam-10678	94	52	no	no	DET
bam-10678	94	53	3d	3d	NOUN
bam-10678	94	54	features	feature	NOUN
bam-10678	94	55	similar	similar	ADJ
bam-10678	94	56	to	to	ADP
bam-10678	94	57	those	those	DET
bam-10678	94	58	object	object	NOUN
bam-10678	94	59	of	of	ADP
bam-10678	94	60	this	this	DET
bam-10678	94	61	paper	paper	NOUN
bam-10678	94	62	)	)	PUNCT
bam-10678	94	63	of	of	ADP
bam-10678	94	64	3872	3872	NUM
bam-10678	94	65	subjects	subject	NOUN
bam-10678	94	66	extracted	extract	VERB
bam-10678	94	67	from	from	ADP
bam-10678	94	68	a	a	DET
bam-10678	94	69	public	public	ADJ
bam-10678	94	70	database	database	NOUN
bam-10678	94	71	demonstrating	demonstrate	VERB
bam-10678	94	72	a	a	DET
bam-10678	94	73	larger	large	ADJ
bam-10678	94	74	amount	amount	NOUN
bam-10678	94	75	of	of	ADP
bam-10678	94	76	the	the	DET
bam-10678	94	77	most	most	ADV
bam-10678	94	78	informative	informative	ADJ
bam-10678	94	79	features	feature	NOUN
bam-10678	94	80	belongs	belong	VERB
bam-10678	94	81	to	to	ADP
bam-10678	94	82	three	three	NUM
bam-10678	94	83	categories	category	NOUN
bam-10678	94	84	(	(	PUNCT
bam-10678	94	85	namely	namely	ADV
bam-10678	94	86	,	,	PUNCT
bam-10678	94	87	subject	subject	ADJ
bam-10678	94	88	characteristics	characteristic	NOUN
bam-10678	94	89	,	,	PUNCT
bam-10678	94	90	symptoms	symptom	NOUN
bam-10678	94	91	and	and	CCONJ
bam-10678	94	92	physical	physical	ADJ
bam-10678	94	93	exam	exam	NOUN
bam-10678	94	94	)	)	PUNCT
bam-10678	94	95	.	.	PUNCT
bam-10678	95	1	when	when	SCONJ
bam-10678	95	2	fed	feed	VERB
bam-10678	95	3	to	to	ADP
bam-10678	95	4	several	several	ADJ
bam-10678	95	5	ml	ml	NOUN
bam-10678	95	6	algorithm	algorithm	NOUN
bam-10678	95	7	(	(	PUNCT
bam-10678	95	8	the	the	DET
bam-10678	95	9	feature	feature	NOUN
bam-10678	95	10	selection	selection	NOUN
bam-10678	95	11	results	result	NOUN
bam-10678	95	12	were	be	AUX
bam-10678	95	13	tuned	tune	VERB
bam-10678	95	14	for	for	ADP
bam-10678	95	15	each	each	DET
bam-10678	95	16	algorithm	algorithm	NOUN
bam-10678	95	17	)	)	PUNCT
bam-10678	95	18	,	,	PUNCT
bam-10678	95	19	the	the	DET
bam-10678	95	20	authors	author	NOUN
bam-10678	95	21	found	find	VERB
bam-10678	95	22	promising	promising	ADJ
bam-10678	95	23	scores	score	NOUN
bam-10678	95	24	(	(	PUNCT
bam-10678	95	25	however	however	ADV
bam-10678	95	26	,	,	PUNCT
bam-10678	95	27	considering	consider	VERB
bam-10678	95	28	svm	svm	PROPN
bam-10678	95	29	,	,	PUNCT
bam-10678	95	30	one	one	NUM
bam-10678	95	31	of	of	ADP
bam-10678	95	32	the	the	DET
bam-10678	95	33	best	good	ADJ
bam-10678	95	34	ones	one	NOUN
bam-10678	95	35	,	,	PUNCT
bam-10678	95	36	the	the	DET
bam-10678	95	37	scores	score	NOUN
bam-10678	95	38	demonstrated	demonstrate	VERB
bam-10678	95	39	less	less	ADV
bam-10678	95	40	promising	promising	ADJ
bam-10678	95	41	than	than	ADP
bam-10678	95	42	those	those	PRON
bam-10678	95	43	showed	show	VERB
bam-10678	95	44	in	in	ADP
bam-10678	95	45	this	this	DET
bam-10678	95	46	paper	paper	NOUN
bam-10678	95	47	or	or	CCONJ
bam-10678	95	48	comparable	comparable	ADJ
bam-10678	95	49	to	to	ADP
bam-10678	95	50	the	the	DET
bam-10678	95	51	best	good	ADJ
bam-10678	95	52	one	one	NUM
bam-10678	95	53	achieved	achieve	VERB
bam-10678	95	54	in	in	ADP
bam-10678	95	55	the	the	DET
bam-10678	95	56	previous	previous	ADJ
bam-10678	95	57	paper,4	paper,4	NOUN
bam-10678	95	58	suggesting	suggest	VERB
bam-10678	95	59	this	this	DET
bam-10678	95	60	methodology	methodology	NOUN
bam-10678	95	61	could	could	AUX
bam-10678	95	62	represent	represent	VERB
bam-10678	95	63	a	a	DET
bam-10678	95	64	promising	promising	ADJ
bam-10678	95	65	example	example	NOUN
bam-10678	95	66	of	of	ADP
bam-10678	95	67	increasing	increase	VERB
bam-10678	95	68	the	the	DET
bam-10678	95	69	understanding	understanding	NOUN
bam-10678	95	70	of	of	ADP
bam-10678	95	71	the	the	DET
bam-10678	95	72	rationale	rationale	NOUN
bam-10678	95	73	behind	behind	ADP
bam-10678	95	74	the	the	DET
bam-10678	95	75	decision	decision	NOUN
bam-10678	95	76	-	-	PUNCT
bam-10678	95	77	making	make	VERB
bam-10678	95	78	mechanism	mechanism	NOUN
bam-10678	95	79	of	of	ADP
bam-10678	95	80	the	the	DET
bam-10678	95	81	selected	select	VERB
bam-10678	95	82	ml	ml	NOUN
bam-10678	95	83	model	model	NOUN
bam-10678	95	84	and	and	CCONJ
bam-10678	95	85	the	the	DET
bam-10678	95	86	impact	impact	NOUN
bam-10678	95	87	of	of	ADP
bam-10678	95	88	the	the	DET
bam-10678	95	89	used	use	VERB
bam-10678	95	90	risk	risk	NOUN
bam-10678	95	91	factors	factor	NOUN
bam-10678	95	92	on	on	ADP
bam-10678	95	93	the	the	DET
bam-10678	95	94	prediction	prediction	NOUN
bam-10678	95	95	output	output	NOUN
bam-10678	95	96	.	.	PUNCT
bam-10678	96	1	although	although	SCONJ
bam-10678	96	2	this	this	DET
bam-10678	96	3	paper	paper	NOUN
bam-10678	96	4	presented	present	VERB
bam-10678	96	5	several	several	ADJ
bam-10678	96	6	promising	promising	ADJ
bam-10678	96	7	findings	finding	NOUN
bam-10678	96	8	,	,	PUNCT
bam-10678	96	9	these	these	DET
bam-10678	96	10	results	result	NOUN
bam-10678	96	11	are	be	AUX
bam-10678	96	12	not	not	PART
bam-10678	96	13	conclusive	conclusive	ADJ
bam-10678	96	14	,	,	PUNCT
bam-10678	96	15	since	since	SCONJ
bam-10678	96	16	few	few	ADJ
bam-10678	96	17	limitations	limitation	NOUN
bam-10678	96	18	must	must	AUX
bam-10678	96	19	be	be	AUX
bam-10678	96	20	considered	consider	VERB
bam-10678	96	21	.	.	PUNCT
bam-10678	97	1	firstly	firstly	ADV
bam-10678	97	2	,	,	PUNCT
bam-10678	97	3	the	the	DET
bam-10678	97	4	main	main	ADJ
bam-10678	97	5	limitation	limitation	NOUN
bam-10678	97	6	consists	consist	VERB
bam-10678	97	7	in	in	ADP
bam-10678	97	8	the	the	DET
bam-10678	97	9	restricted	restricted	ADJ
bam-10678	97	10	number	number	NOUN
bam-10678	97	11	of	of	ADP
bam-10678	97	12	patients	patient	NOUN
bam-10678	97	13	considered	consider	VERB
bam-10678	97	14	:	:	PUNCT
bam-10678	97	15	ml	ml	ADP
bam-10678	97	16	models	model	NOUN
bam-10678	97	17	will	will	AUX
bam-10678	97	18	be	be	AUX
bam-10678	97	19	more	more	ADV
bam-10678	97	20	accurate	accurate	ADJ
bam-10678	97	21	and	and	CCONJ
bam-10678	97	22	reliable	reliable	ADJ
bam-10678	97	23	with	with	ADP
bam-10678	97	24	an	an	DET
bam-10678	97	25	increased	increase	VERB
bam-10678	97	26	number	number	NOUN
bam-10678	97	27	of	of	ADP
bam-10678	97	28	samples	sample	NOUN
bam-10678	97	29	,	,	PUNCT
bam-10678	97	30	and	and	CCONJ
bam-10678	97	31	this	this	PRON
bam-10678	97	32	also	also	ADV
bam-10678	97	33	would	would	AUX
bam-10678	97	34	allow	allow	VERB
bam-10678	97	35	the	the	DET
bam-10678	97	36	use	use	NOUN
bam-10678	97	37	of	of	ADP
bam-10678	97	38	more	more	ADJ
bam-10678	97	39	complex	complex	ADJ
bam-10678	97	40	models	model	NOUN
bam-10678	97	41	.	.	PUNCT
bam-10678	98	1	moreover	moreover	ADV
bam-10678	98	2	,	,	PUNCT
bam-10678	98	3	some	some	DET
bam-10678	98	4	inaccuracies	inaccuracy	NOUN
bam-10678	98	5	due	due	ADP
bam-10678	98	6	to	to	ADP
bam-10678	98	7	the	the	DET
bam-10678	98	8	manual	manual	ADJ
bam-10678	98	9	process	process	NOUN
bam-10678	98	10	of	of	ADP
bam-10678	98	11	segmentation	segmentation	NOUN
bam-10678	98	12	and	and	CCONJ
bam-10678	98	13	to	to	ADP
bam-10678	98	14	personal	personal	ADJ
bam-10678	98	15	(	(	PUNCT
bam-10678	98	16	subjective	subjective	ADJ
bam-10678	98	17	)	)	PUNCT
bam-10678	98	18	decisions	decision	NOUN
bam-10678	98	19	could	could	AUX
bam-10678	98	20	be	be	AUX
bam-10678	98	21	present	present	ADJ
bam-10678	98	22	.	.	PUNCT
bam-10678	99	1	image	image	NOUN
bam-10678	99	2	quality	quality	NOUN
bam-10678	99	3	also	also	ADV
bam-10678	99	4	affects	affect	VERB
bam-10678	99	5	the	the	DET
bam-10678	99	6	extracted	extract	VERB
bam-10678	99	7	data	datum	NOUN
bam-10678	99	8	and	and	CCONJ
bam-10678	99	9	therefore	therefore	ADV
bam-10678	99	10	the	the	DET
bam-10678	99	11	final	final	ADJ
bam-10678	99	12	results	result	NOUN
bam-10678	99	13	.	.	PUNCT
bam-10678	100	1	in	in	ADP
bam-10678	100	2	conclusion	conclusion	NOUN
bam-10678	100	3	,	,	PUNCT
bam-10678	100	4	the	the	DET
bam-10678	100	5	presented	present	VERB
bam-10678	100	6	findings	finding	NOUN
bam-10678	100	7	have	have	AUX
bam-10678	100	8	shown	show	VERB
bam-10678	100	9	volumes	volume	NOUN
bam-10678	100	10	and	and	CCONJ
bam-10678	100	11	densities	density	NOUN
bam-10678	100	12	of	of	ADP
bam-10678	100	13	cartilages	cartilage	NOUN
bam-10678	100	14	can	can	AUX
bam-10678	100	15	be	be	AUX
bam-10678	100	16	relevant	relevant	ADJ
bam-10678	100	17	to	to	PART
bam-10678	100	18	predict	predict	VERB
bam-10678	100	19	cartilage	cartilage	NOUN
bam-10678	100	20	degeneration	degeneration	NOUN
bam-10678	100	21	with	with	ADP
bam-10678	100	22	good	good	ADJ
bam-10678	100	23	performances	performance	NOUN
bam-10678	100	24	results	result	NOUN
bam-10678	100	25	;	;	PUNCT
bam-10678	100	26	therefore	therefore	ADV
bam-10678	100	27	,	,	PUNCT
bam-10678	100	28	these	these	DET
bam-10678	100	29	features	feature	NOUN
bam-10678	100	30	can	can	AUX
bam-10678	100	31	be	be	AUX
bam-10678	100	32	part	part	NOUN
bam-10678	100	33	of	of	ADP
bam-10678	100	34	a	a	DET
bam-10678	100	35	set	set	NOUN
bam-10678	100	36	of	of	ADP
bam-10678	100	37	new	new	ADJ
bam-10678	100	38	3d	3d	PROPN
bam-10678	100	39	features	feature	VERB
bam-10678	100	40	to	to	PART
bam-10678	100	41	which	which	PRON
bam-10678	100	42	look	look	VERB
bam-10678	100	43	deeply	deeply	ADV
bam-10678	100	44	into	into	ADP
bam-10678	100	45	in	in	ADP
bam-10678	100	46	case	case	NOUN
bam-10678	100	47	of	of	ADP
bam-10678	100	48	suspected	suspect	VERB
bam-10678	100	49	cases	case	NOUN
bam-10678	100	50	oa	oa	PRON
bam-10678	100	51	or	or	CCONJ
bam-10678	100	52	knee	knee	NOUN
bam-10678	100	53	related	relate	VERB
bam-10678	100	54	problems	problem	NOUN
bam-10678	100	55	.	.	PUNCT
bam-10678	101	1	list	list	NOUN
bam-10678	101	2	of	of	ADP
bam-10678	101	3	acronyms	acronym	NOUN
bam-10678	101	4	akp	akp	PROPN
bam-10678	101	5	anterior	anterior	ADJ
bam-10678	101	6	knee	knee	NOUN
bam-10678	101	7	pain	pain	PROPN
bam-10678	101	8	bmd	bmd	PROPN
bam-10678	101	9	bone	bone	PROPN
bam-10678	101	10	mineral	mineral	PROPN
bam-10678	101	11	density	density	PROPN
bam-10678	101	12	cv	cv	PROPN
bam-10678	101	13	cross	cross	PROPN
bam-10678	101	14	validation	validation	PROPN
bam-10678	101	15	d	d	PROPN
bam-10678	101	16	degenerative	degenerative	PROPN
bam-10678	101	17	hu	hu	PROPN
bam-10678	101	18	hounsfield	hounsfield	PROPN
bam-10678	101	19	unit	unit	NOUN
bam-10678	101	20	lasso	lasso	NOUN
bam-10678	101	21	least	least	ADV
bam-10678	101	22	absolute	absolute	ADJ
bam-10678	101	23	shrinkage	shrinkage	NOUN
bam-10678	101	24	selection	selection	NOUN
bam-10678	101	25	operator	operator	NOUN
bam-10678	101	26	loo	loo	AUX
bam-10678	101	27	leave	leave	VERB
bam-10678	101	28	-	-	PUNCT
bam-10678	101	29	one	one	NUM
bam-10678	101	30	-	-	PUNCT
bam-10678	101	31	out	out	NOUN
bam-10678	101	32	lr	lr	X
bam-10678	101	33	logistic	logistic	ADJ
bam-10678	101	34	regression	regression	NOUN
bam-10678	101	35	ml	ml	ADP
bam-10678	101	36	machine	machine	NOUN
bam-10678	101	37	learning	learn	VERB
bam-10678	101	38	nd	nd	PRON
bam-10678	101	39	non	non	ADJ
bam-10678	101	40	-	-	ADJ
bam-10678	101	41	degenerative	degenerative	ADJ
bam-10678	101	42	oa	oa	ADP
bam-10678	101	43	osteoarthritis	osteoarthritis	NOUN
bam-10678	101	44	oai	oai	VERB
bam-10678	101	45	osteoarthritis	osteoarthritis	NOUN
bam-10678	101	46	initiative	initiative	NOUN
bam-10678	101	47	std	std	NOUN
bam-10678	101	48	standard	standard	ADJ
bam-10678	101	49	deviation	deviation	NOUN
bam-10678	101	50	svm	svm	ADJ
bam-10678	101	51	support	support	NOUN
bam-10678	101	52	vector	vector	NOUN
bam-10678	101	53	machine	machine	NOUN
bam-10678	101	54	contributions	contribution	NOUN
bam-10678	101	55	of	of	ADP
bam-10678	101	56	authors	author	NOUN
bam-10678	101	57	conceptualization	conceptualization	NOUN
bam-10678	101	58	:	:	PUNCT
bam-10678	101	59	pg	pg	NOUN
bam-10678	101	60	;	;	PUNCT
bam-10678	101	61	methodology	methodology	NOUN
bam-10678	101	62	:	:	PUNCT
bam-10678	101	63	fkc	fkc	PROPN
bam-10678	101	64	,	,	PUNCT
bam-10678	101	65	lg	lg	PROPN
bam-10678	101	66	,	,	PUNCT
bam-10678	101	67	aeg	aeg	PROPN
bam-10678	101	68	mr	mr	PROPN
bam-10678	101	69	,	,	PUNCT
bam-10678	101	70	vc	vc	PROPN
bam-10678	101	71	,	,	PUNCT
bam-10678	101	72	ra	ra	PROPN
bam-10678	101	73	,	,	PUNCT
bam-10678	101	74	rf	rf	NOUN
bam-10678	101	75	,	,	PUNCT
bam-10678	101	76	pg	pg	INTJ
bam-10678	101	77	;	;	PUNCT
bam-10678	101	78	software	software	NOUN
bam-10678	101	79	:	:	PUNCT
bam-10678	101	80	fkciliberti	fkciliberti	PROPN
bam-10678	101	81	,	,	PUNCT
bam-10678	101	82	lg	lg	NOUN
bam-10678	101	83	;	;	PUNCT
bam-10678	101	84	validation	validation	NOUN
bam-10678	101	85	:	:	PUNCT
bam-10678	101	86	,	,	PUNCT
bam-10678	101	87	ra	ra	PROPN
bam-10678	101	88	,	,	PUNCT
bam-10678	101	89	p	p	X
bam-10678	101	90	;	;	PUNCT
bam-10678	101	91	formal	formal	ADJ
bam-10678	101	92	analysis	analysis	NOUN
bam-10678	101	93	:	:	PUNCT
bam-10678	101	94	fkc	fkc	PROPN
bam-10678	101	95	;	;	PUNCT
bam-10678	101	96	investigation	investigation	NOUN
bam-10678	101	97	:	:	PUNCT
bam-10678	101	98	fkc	fkc	PROPN
bam-10678	101	99	;	;	PUNCT
bam-10678	101	100	resources	resource	NOUN
bam-10678	101	101	:	:	PUNCT
bam-10678	101	102	pg	pg	NOUN
bam-10678	101	103	;	;	PUNCT
bam-10678	101	104	data	datum	NOUN
bam-10678	101	105	curation	curation	NOUN
bam-10678	101	106	:	:	PUNCT
bam-10678	101	107	pg	pg	VERB
bam-10678	101	108	;	;	PUNCT
bam-10678	101	109	writing	write	VERB
bam-10678	101	110	original	original	ADJ
bam-10678	101	111	draft	draft	NOUN
bam-10678	101	112	preparation	preparation	NOUN
bam-10678	101	113	,	,	PUNCT
bam-10678	101	114	fkc	fkc	PROPN
bam-10678	101	115	,	,	PUNCT
bam-10678	101	116	gc	gc	PROPN
bam-10678	101	117	;	;	PUNCT
bam-10678	101	118	writing	write	VERB
bam-10678	101	119	review	review	NOUN
bam-10678	101	120	and	and	CCONJ
bam-10678	101	121	editing	editing	NOUN
bam-10678	101	122	:	:	PUNCT
bam-10678	101	123	ra	ra	PROPN
bam-10678	101	124	,	,	PUNCT
bam-10678	101	125	mr	mr	PROPN
bam-10678	101	126	,	,	PUNCT
bam-10678	101	127	dj	dj	PROPN
bam-10678	101	128	,	,	PUNCT
bam-10678	101	129	asi	asi	NOUN
bam-10678	101	130	,	,	PUNCT
bam-10678	101	131	mg	mg	PROPN
bam-10678	101	132	;	;	PUNCT
bam-10678	101	133	visualization	visualization	NOUN
bam-10678	101	134	:	:	PUNCT
bam-10678	101	135	fkciliberti	fkciliberti	PROPN
bam-10678	101	136	,	,	PUNCT
bam-10678	101	137	gc	gc	PROPN
bam-10678	101	138	;	;	PUNCT
bam-10678	101	139	supervision	supervision	NOUN
bam-10678	101	140	:	:	PUNCT
bam-10678	101	141	pg	pg	VERB
bam-10678	101	142	;	;	PUNCT
bam-10678	101	143	project	project	NOUN
bam-10678	101	144	administration	administration	NOUN
bam-10678	101	145	:	:	PUNCT
bam-10678	102	1	pg	pg	VERB
bam-10678	102	2	;	;	PUNCT
bam-10678	102	3	funding	funding	NOUN
bam-10678	102	4	acquisition	acquisition	NOUN
bam-10678	102	5	,	,	PUNCT
bam-10678	102	6	pg	pg	INTJ
bam-10678	102	7	,	,	PUNCT
bam-10678	102	8	hjjr	hjjr	NOUN
bam-10678	102	9	.	.	PUNCT
bam-10678	103	1	all	all	DET
bam-10678	103	2	authors	author	NOUN
bam-10678	103	3	have	have	AUX
bam-10678	103	4	read	read	VERB
bam-10678	103	5	and	and	CCONJ
bam-10678	103	6	agreed	agree	VERB
bam-10678	103	7	to	to	ADP
bam-10678	103	8	the	the	DET
bam-10678	103	9	published	publish	VERB
bam-10678	103	10	version	version	NOUN
bam-10678	103	11	of	of	ADP
bam-10678	103	12	the	the	DET
bam-10678	103	13	manuscript	manuscript	NOUN
bam-10678	103	14	.	.	PUNCT
bam-10678	104	1	acknowledgments	acknowledgment	NOUN
bam-10678	104	2	the	the	DET
bam-10678	104	3	authors	author	NOUN
bam-10678	104	4	would	would	AUX
bam-10678	104	5	like	like	VERB
bam-10678	104	6	to	to	PART
bam-10678	104	7	thank	thank	VERB
bam-10678	104	8	the	the	DET
bam-10678	104	9	project	project	NOUN
bam-10678	104	10	restore	restore	VERB
bam-10678	104	11	for	for	ADP
bam-10678	104	12	their	their	PRON
bam-10678	104	13	contribution	contribution	NOUN
bam-10678	104	14	to	to	ADP
bam-10678	104	15	this	this	DET
bam-10678	104	16	study	study	NOUN
bam-10678	104	17	,	,	PUNCT
bam-10678	104	18	and	and	CCONJ
bam-10678	104	19	marco	marco	PROPN
bam-10678	104	20	ghiselli	ghiselli	PROPN
bam-10678	104	21	and	and	CCONJ
bam-10678	104	22	kristján	kristján	PROPN
bam-10678	104	23	örn	örn	PROPN
bam-10678	104	24	jóhannesson	jóhannesson	PROPN
bam-10678	104	25	from	from	ADP
bam-10678	104	26	the	the	DET
bam-10678	104	27	national	national	PROPN
bam-10678	104	28	university	university	PROPN
bam-10678	104	29	hospital	hospital	NOUN
bam-10678	104	30	of	of	ADP
bam-10678	104	31	iceland	iceland	PROPN
bam-10678	104	32	for	for	ADP
bam-10678	104	33	the	the	DET
bam-10678	104	34	medical	medical	ADJ
bam-10678	104	35	image	image	NOUN
bam-10678	104	36	acquisition	acquisition	NOUN
bam-10678	104	37	.	.	PUNCT
bam-10678	105	1	bmd	bmd	PROPN
bam-10678	105	2	and	and	CCONJ
bam-10678	105	3	cartilage	cartilage	NOUN
bam-10678	105	4	volume	volume	NOUN
bam-10678	105	5	to	to	PART
bam-10678	105	6	predict	predict	VERB
bam-10678	105	7	knee	knee	NOUN
bam-10678	105	8	cartilage	cartilage	NOUN
bam-10678	105	9	degeneration	degeneration	NOUN
bam-10678	105	10	eur	eur	PROPN
bam-10678	105	11	j	j	PROPN
bam-10678	105	12	transl	transl	PROPN
bam-10678	105	13	myol	myol	ADV
bam-10678	105	14	32	32	NUM
bam-10678	105	15	(	(	PUNCT
bam-10678	105	16	2	2	NUM
bam-10678	105	17	):	):	PUNCT
bam-10678	105	18	10678	10678	NUM
bam-10678	105	19	,	,	PUNCT
bam-10678	105	20	2022	2022	NUM
bam-10678	105	21	doi	doi	NOUN
bam-10678	105	22	:	:	PUNCT
bam-10678	105	23	10.4081	10.4081	NUM
bam-10678	105	24	/	/	SYM
bam-10678	105	25	ejtm.2022.10678	ejtm.2022.10678	PRON
bam-10678	105	26	7	7	NUM
bam-10678	105	27	funding	funding	NOUN
bam-10678	105	28	this	this	DET
bam-10678	105	29	study	study	NOUN
bam-10678	105	30	is	be	AUX
bam-10678	105	31	part	part	NOUN
bam-10678	105	32	of	of	ADP
bam-10678	105	33	the	the	DET
bam-10678	105	34	european	european	ADJ
bam-10678	105	35	funded	fund	VERB
bam-10678	105	36	project	project	NOUN
bam-10678	105	37	restore	restore	NOUN
bam-10678	105	38	(	(	PUNCT
bam-10678	105	39	https://restoreproject.eu/	https://restoreproject.eu/	VERB
bam-10678	105	40	,	,	PUNCT
bam-10678	105	41	accessed	access	VERB
bam-10678	105	42	on	on	ADP
bam-10678	105	43	21	21	NUM
bam-10678	105	44	june	june	PROPN
bam-10678	105	45	2022	2022	NUM
bam-10678	105	46	)	)	PUNCT
bam-10678	105	47	(	(	PUNCT
bam-10678	105	48	cordis	cordis	PROPN
bam-10678	105	49	grant	grant	VERB
bam-10678	105	50	agreement	agreement	NOUN
bam-10678	105	51	i	i	PROPN
bam-10678	105	52	d	d	PROPN
bam-10678	105	53	:	:	PUNCT
bam-10678	105	54	814558	814558	NUM
bam-10678	105	55	)	)	PUNCT
bam-10678	105	56	.	.	PUNCT
bam-10678	106	1	conflict	conflict	NOUN
bam-10678	106	2	of	of	ADP
bam-10678	106	3	interest	interest	NOUN
bam-10678	106	4	the	the	DET
bam-10678	106	5	authors	author	NOUN
bam-10678	106	6	declare	declare	VERB
bam-10678	106	7	no	no	DET
bam-10678	106	8	conflicts	conflict	NOUN
bam-10678	106	9	of	of	ADP
bam-10678	106	10	interest	interest	NOUN
bam-10678	106	11	.	.	PUNCT
bam-10678	107	1	the	the	DET
bam-10678	107	2	funders	funder	NOUN
bam-10678	107	3	had	have	VERB
bam-10678	107	4	no	no	DET
bam-10678	107	5	role	role	NOUN
bam-10678	107	6	in	in	ADP
bam-10678	107	7	the	the	DET
bam-10678	107	8	design	design	NOUN
bam-10678	107	9	of	of	ADP
bam-10678	107	10	the	the	DET
bam-10678	107	11	study	study	NOUN
bam-10678	107	12	;	;	PUNCT
bam-10678	107	13	in	in	ADP
bam-10678	107	14	the	the	DET
bam-10678	107	15	collection	collection	NOUN
bam-10678	107	16	,	,	PUNCT
bam-10678	107	17	analyses	analysis	NOUN
bam-10678	107	18	,	,	PUNCT
bam-10678	107	19	or	or	CCONJ
bam-10678	107	20	interpretation	interpretation	NOUN
bam-10678	107	21	of	of	ADP
bam-10678	107	22	data	datum	NOUN
bam-10678	107	23	;	;	PUNCT
bam-10678	107	24	in	in	ADP
bam-10678	107	25	the	the	DET
bam-10678	107	26	writing	writing	NOUN
bam-10678	107	27	of	of	ADP
bam-10678	107	28	the	the	DET
bam-10678	107	29	manuscript	manuscript	NOUN
bam-10678	107	30	,	,	PUNCT
bam-10678	107	31	or	or	CCONJ
bam-10678	107	32	in	in	ADP
bam-10678	107	33	the	the	DET
bam-10678	107	34	decision	decision	NOUN
bam-10678	107	35	to	to	PART
bam-10678	107	36	publish	publish	VERB
bam-10678	107	37	the	the	DET
bam-10678	107	38	results	result	NOUN
bam-10678	107	39	.	.	PUNCT
bam-10678	108	1	ethical	ethical	ADJ
bam-10678	108	2	publication	publication	NOUN
bam-10678	108	3	statements	statement	NOUN
bam-10678	108	4	we	we	PRON
bam-10678	108	5	confirm	confirm	VERB
bam-10678	108	6	that	that	SCONJ
bam-10678	108	7	we	we	PRON
bam-10678	108	8	have	have	AUX
bam-10678	108	9	read	read	VERB
bam-10678	108	10	the	the	DET
bam-10678	108	11	journal	journal	NOUN
bam-10678	108	12	’s	’s	PART
bam-10678	108	13	position	position	NOUN
bam-10678	108	14	on	on	ADP
bam-10678	108	15	ethical	ethical	ADJ
bam-10678	108	16	issues	issue	NOUN
bam-10678	108	17	involved	involve	VERB
bam-10678	108	18	in	in	ADP
bam-10678	108	19	publication	publication	NOUN
bam-10678	108	20	and	and	CCONJ
bam-10678	108	21	affirm	affirm	NOUN
bam-10678	108	22	that	that	SCONJ
bam-10678	108	23	this	this	DET
bam-10678	108	24	report	report	NOUN
bam-10678	108	25	is	be	AUX
bam-10678	108	26	consistent	consistent	ADJ
bam-10678	108	27	with	with	ADP
bam-10678	108	28	those	those	DET
bam-10678	108	29	guidelines	guideline	NOUN
bam-10678	108	30	.	.	PUNCT
bam-10678	109	1	corresponding	correspond	VERB
bam-10678	109	2	author	author	NOUN
bam-10678	109	3	federica	federica	PROPN
bam-10678	109	4	kiyomi	kiyomi	PROPN
bam-10678	109	5	ciliberti	ciliberti	PROPN
bam-10678	109	6	,	,	PUNCT
bam-10678	109	7	institute	institute	NOUN
bam-10678	109	8	of	of	ADP
bam-10678	109	9	biomedical	biomedical	ADJ
bam-10678	109	10	and	and	CCONJ
bam-10678	109	11	neural	neural	ADJ
bam-10678	109	12	engineering	engineering	NOUN
bam-10678	109	13	,	,	PUNCT
bam-10678	109	14	reykjavik	reykjavik	PROPN
bam-10678	109	15	university	university	PROPN
bam-10678	109	16	,	,	PUNCT
bam-10678	109	17	101	101	NUM
bam-10678	109	18	reykjavik	reykjavik	PROPN
bam-10678	109	19	,	,	PUNCT
bam-10678	109	20	iceland	iceland	NOUN
bam-10678	109	21	orcid	orcid	NOUN
bam-10678	109	22	:	:	PUNCT
bam-10678	109	23	0000	0000	NUM
bam-10678	109	24	-	-	PUNCT
bam-10678	109	25	0002	0002	NUM
bam-10678	109	26	-	-	PUNCT
bam-10678	109	27	8378	8378	NUM
bam-10678	109	28	-	-	SYM
bam-10678	109	29	9478	9478	NUM
bam-10678	109	30	,	,	PUNCT
bam-10678	109	31	e	e	NOUN
bam-10678	109	32	-	-	NOUN
bam-10678	109	33	mail	mail	NOUN
bam-10678	109	34	:	:	PUNCT
bam-10678	109	35	federica21@ru.is	federica21@ru.is	ADJ
bam-10678	109	36	e	e	X
bam-10678	109	37	-	-	NOUN
bam-10678	109	38	mails	mail	NOUN
bam-10678	109	39	and	and	CCONJ
bam-10678	109	40	orcid	orcid	NOUN
bam-10678	109	41	i	i	INTJ
bam-10678	109	42	d	d	PROPN
bam-10678	109	43	of	of	ADP
bam-10678	109	44	co	co	NOUN
bam-10678	109	45	-	-	NOUN
bam-10678	109	46	authors	author	NOUN
bam-10678	109	47	giuseppe	giuseppe	PROPN
bam-10678	109	48	cesarelli	cesarelli	PROPN
bam-10678	109	49	:	:	PUNCT
bam-10678	109	50	giuseppe.cesarelli@unina.it	giuseppe.cesarelli@unina.it	NOUN
bam-10678	109	51	orcid	orcid	NOUN
bam-10678	109	52	i	i	PRON
bam-10678	109	53	d	d	NOUN
bam-10678	109	54	:	:	PUNCT
bam-10678	109	55	0000	0000	NUM
bam-10678	109	56	-	-	PUNCT
bam-10678	109	57	0001	0001	NUM
bam-10678	109	58	-	-	PUNCT
bam-10678	109	59	8303	8303	NUM
bam-10678	109	60	-	-	SYM
bam-10678	109	61	5900	5900	NUM
bam-10678	109	62	lorena	lorena	PROPN
bam-10678	109	63	guerini	guerini	PROPN
bam-10678	109	64	:	:	PUNCT
bam-10678	109	65	lorenag@ru.is	lorenag@ru.is	NUM
bam-10678	109	66	orcid	orcid	NOUN
bam-10678	110	1	i	i	PRON
bam-10678	110	2	d	d	NOUN
bam-10678	110	3	:	:	PUNCT
bam-10678	110	4	0000	0000	NUM
bam-10678	110	5	-	-	PUNCT
bam-10678	110	6	0002	0002	NUM
bam-10678	110	7	-	-	PUNCT
bam-10678	110	8	6308	6308	NUM
bam-10678	110	9	-	-	PUNCT
bam-10678	110	10	8981	8981	NUM
bam-10678	110	11	arnar	arnar	NOUN
bam-10678	110	12	evgeni	evgeni	PROPN
bam-10678	110	13	gunnarsson	gunnarsson	PROPN
bam-10678	110	14	:	:	PUNCT
bam-10678	110	15	arnareg@ru.is	arnareg@ru.is	PROPN
bam-10678	111	1	orcid	orcid	NOUN
bam-10678	112	1	i	i	PRON
bam-10678	112	2	d	d	NOUN
bam-10678	112	3	:	:	PUNCT
bam-10678	112	4	none	none	NOUN
bam-10678	112	5	riccardo	riccardo	NOUN
bam-10678	112	6	forni	forni	PROPN
bam-10678	112	7	:	:	PUNCT
bam-10678	112	8	riccardo21@ru.is	riccardo21@ru.is	PROPN
bam-10678	112	9	orcid	orcid	PROPN
bam-10678	113	1	i	i	PRON
bam-10678	113	2	d	d	NOUN
bam-10678	113	3	:	:	PUNCT
bam-10678	113	4	0000	0000	NUM
bam-10678	113	5	-	-	PUNCT
bam-10678	113	6	0003	0003	NUM
bam-10678	113	7	-	-	PUNCT
bam-10678	113	8	1297	1297	NUM
bam-10678	113	9	-	-	PUNCT
bam-10678	113	10	6134	6134	NUM
bam-10678	113	11	romain	romain	PROPN
bam-10678	113	12	aubonnet	aubonnet	NOUN
bam-10678	113	13	:	:	PUNCT
bam-10678	113	14	romaina@ru.is	romaina@ru.is	ADJ
bam-10678	113	15	orcid	orcid	NOUN
bam-10678	114	1	i	i	PRON
bam-10678	114	2	d	d	NOUN
bam-10678	114	3	:	:	PUNCT
bam-10678	114	4	0000	0000	NUM
bam-10678	114	5	-	-	PUNCT
bam-10678	114	6	0002	0002	NUM
bam-10678	114	7	-	-	PUNCT
bam-10678	114	8	5395	5395	NUM
bam-10678	114	9	-	-	PUNCT
bam-10678	114	10	775x	775x	PROPN
bam-10678	114	11	marco	marco	PROPN
bam-10678	114	12	recenti	recenti	PROPN
bam-10678	114	13	:	:	PUNCT
bam-10678	114	14	marco18@ru.is	marco18@ru.is	ADJ
bam-10678	114	15	orcid	orcid	NOUN
bam-10678	115	1	i	i	PRON
bam-10678	115	2	d	d	NOUN
bam-10678	115	3	:	:	PUNCT
bam-10678	115	4	0000	0000	NUM
bam-10678	115	5	-	-	PUNCT
bam-10678	115	6	0001	0001	NUM
bam-10678	115	7	-	-	PUNCT
bam-10678	115	8	9440	9440	NUM
bam-10678	115	9	-	-	SYM
bam-10678	115	10	8434	8434	NUM
bam-10678	115	11	deborah	deborah	PROPN
bam-10678	115	12	jacob	jacob	PROPN
bam-10678	115	13	:	:	PUNCT
bam-10678	115	14	deborah20@ru.is	deborah20@ru.is	PROPN
bam-10678	115	15	orcid	orcid	PROPN
bam-10678	116	1	i	i	PRON
bam-10678	116	2	d	d	NOUN
bam-10678	116	3	:	:	PUNCT
bam-10678	116	4	0000	0000	NUM
bam-10678	116	5	-	-	PUNCT
bam-10678	116	6	0003	0003	NUM
bam-10678	116	7	-	-	PUNCT
bam-10678	116	8	3507	3507	NUM
bam-10678	116	9	-	-	PUNCT
bam-10678	116	10	8003	8003	NUM
bam-10678	116	11	halldór	halldór	PROPN
bam-10678	116	12	jónsson	jónsson	PROPN
bam-10678	116	13	,	,	PUNCT
bam-10678	116	14	jr	jr	PROPN
bam-10678	116	15	:	:	PUNCT
bam-10678	116	16	halldor@landspitali.is	halldor@landspitali.is	PROPN
bam-10678	116	17	orcid	orcid	NOUN
bam-10678	117	1	i	i	PRON
bam-10678	117	2	d	d	NOUN
bam-10678	117	3	:	:	PUNCT
bam-10678	117	4	0000	0000	NUM
bam-10678	117	5	-	-	PUNCT
bam-10678	117	6	0001	0001	NUM
bam-10678	117	7	-	-	PUNCT
bam-10678	117	8	8406	8406	NUM
bam-10678	117	9	-	-	SYM
bam-10678	117	10	9328	9328	NUM
bam-10678	117	11	vincenzo	vincenzo	NOUN
bam-10678	117	12	cangiano	cangiano	NOUN
bam-10678	117	13	:	:	PUNCT
bam-10678	118	1	vincenzocangiano74@gmail.com	vincenzocangiano74@gmail.com	X
bam-10678	118	2	orcid	orcid	NOUN
bam-10678	119	1	i	i	PRON
bam-10678	119	2	d	d	NOUN
bam-10678	119	3	:	:	PUNCT
bam-10678	119	4	0000	0000	NUM
bam-10678	119	5	-	-	PUNCT
bam-10678	119	6	0001	0001	NUM
bam-10678	119	7	-	-	PUNCT
bam-10678	119	8	5187	5187	NUM
bam-10678	119	9	-	-	PUNCT
bam-10678	119	10	9164	9164	NUM
bam-10678	119	11	anna	anna	NOUN
bam-10678	119	12	sigríður	sigríður	NOUN
bam-10678	119	13	islind	islind	NOUN
bam-10678	119	14	:	:	PUNCT
bam-10678	119	15	annasi@ru.is	annasi@ru.is	VERB
bam-10678	120	1	orcid	orcid	NOUN
bam-10678	121	1	i	i	PRON
bam-10678	121	2	d	d	NOUN
bam-10678	121	3	:	:	PUNCT
bam-10678	121	4	0000	0000	NUM
bam-10678	121	5	-	-	PUNCT
bam-10678	121	6	0002	0002	NUM
bam-10678	121	7	-	-	PUNCT
bam-10678	121	8	4563	4563	NUM
bam-10678	121	9	-	-	PUNCT
bam-10678	121	10	0001	0001	NUM
bam-10678	121	11	monica	monica	PROPN
bam-10678	121	12	gambacorta	gambacorta	PROPN
bam-10678	121	13	:	:	PUNCT
bam-10678	122	1	m.gambacorta@aslsalerno.it	m.gambacorta@aslsalerno.it	NUM
bam-10678	122	2	orcid	orcid	NOUN
bam-10678	123	1	i	i	PRON
bam-10678	123	2	d	d	NOUN
bam-10678	123	3	:	:	PUNCT
bam-10678	123	4	0000	0000	NUM
bam-10678	123	5	-	-	PUNCT
bam-10678	123	6	0002	0002	NUM
bam-10678	123	7	-	-	PUNCT
bam-10678	123	8	0532	0532	NUM
bam-10678	123	9	-	-	PUNCT
bam-10678	123	10	4464	4464	NUM
bam-10678	123	11	paolo	paolo	ADJ
bam-10678	123	12	gargiulo	gargiulo	NOUN
bam-10678	123	13	:	:	PUNCT
bam-10678	123	14	paolo@ru.is	paolo@ru.is	NUM
bam-10678	123	15	orcid	orcid	NOUN
bam-10678	124	1	i	i	PRON
bam-10678	124	2	d	d	NOUN
bam-10678	124	3	:	:	PUNCT
bam-10678	124	4	0000	0000	NUM
bam-10678	124	5	-	-	PUNCT
bam-10678	124	6	0002	0002	NUM
bam-10678	124	7	-	-	PUNCT
bam-10678	124	8	5049	5049	NUM
bam-10678	124	9	-	-	PUNCT
bam-10678	124	10	4817	4817	NUM
bam-10678	124	11	references	reference	NOUN
bam-10678	124	12	1	1	NUM
bam-10678	124	13	.	.	PUNCT
bam-10678	124	14	lespasio	lespasio	PROPN
bam-10678	124	15	mj	mj	PROPN
bam-10678	124	16	,	,	PUNCT
bam-10678	124	17	piuzzi	piuzzi	NOUN
bam-10678	124	18	ns	n	VERB
bam-10678	124	19	,	,	PUNCT
bam-10678	124	20	husni	husni	VERB
bam-10678	124	21	me	i	PRON
bam-10678	124	22	,	,	PUNCT
bam-10678	124	23	muschler	muschler	PROPN
bam-10678	124	24	gf	gf	PROPN
bam-10678	124	25	,	,	PUNCT
bam-10678	124	26	guarino	guarino	PROPN
bam-10678	124	27	a	a	PRON
bam-10678	124	28	,	,	PUNCT
bam-10678	124	29	mont	mont	PROPN
bam-10678	124	30	ma	ma	PROPN
bam-10678	124	31	.	.	PROPN
bam-10678	125	1	knee	knee	PROPN
bam-10678	125	2	osteoarthritis	osteoarthritis	NOUN
bam-10678	125	3	:	:	PUNCT
bam-10678	125	4	a	a	DET
bam-10678	125	5	primer	primer	NOUN
bam-10678	125	6	.	.	PUNCT
bam-10678	126	1	perm	perm	PROPN
bam-10678	126	2	j.	j.	PROPN
bam-10678	126	3	2017;21:16	2017;21:16	PROPN
bam-10678	126	4	-	-	PUNCT
bam-10678	126	5	183	183	NUM
bam-10678	126	6	.	.	PUNCT
bam-10678	127	1	doi	doi	NOUN
bam-10678	127	2	:	:	PUNCT
bam-10678	127	3	10.7812	10.7812	NUM
bam-10678	127	4	/	/	SYM
bam-10678	127	5	tpp/16	tpp/16	NOUN
bam-10678	127	6	-	-	PUNCT
bam-10678	127	7	183	183	NUM
bam-10678	127	8	.	.	NOUN
bam-10678	128	1	2	2	NUM
bam-10678	128	2	.	.	X
bam-10678	128	3	loeser	loeser	PROPN
bam-10678	128	4	rf	rf	PROPN
bam-10678	128	5	,	,	PUNCT
bam-10678	128	6	goldring	goldring	PROPN
bam-10678	128	7	sr	sr	PROPN
bam-10678	128	8	,	,	PUNCT
bam-10678	128	9	scanzello	scanzello	PROPN
bam-10678	128	10	cr	cr	PROPN
bam-10678	128	11	,	,	PUNCT
bam-10678	128	12	goldring	goldre	VERB
bam-10678	128	13	mb	mb	PROPN
bam-10678	128	14	.	.	PROPN
bam-10678	129	1	osteoarthritis	osteoarthritis	NOUN
bam-10678	129	2	:	:	PUNCT
bam-10678	129	3	a	a	DET
bam-10678	129	4	disease	disease	NOUN
bam-10678	129	5	of	of	ADP
bam-10678	129	6	the	the	DET
bam-10678	129	7	joint	joint	NOUN
bam-10678	129	8	as	as	ADP
bam-10678	129	9	an	an	DET
bam-10678	129	10	organ	organ	NOUN
bam-10678	129	11	.	.	PUNCT
bam-10678	130	1	arthritis	arthritis	NOUN
bam-10678	130	2	rheum	rheum	NOUN
bam-10678	130	3	.	.	PUNCT
bam-10678	131	1	2012	2012	NUM
bam-10678	131	2	jun;64(6):1697	jun;64(6):1697	PROPN
bam-10678	131	3	-	-	PUNCT
bam-10678	131	4	707	707	PROPN
bam-10678	131	5	.	.	PUNCT
bam-10678	132	1	doi	doi	NOUN
bam-10678	132	2	:	:	PUNCT
bam-10678	132	3	10.1002	10.1002	NUM
bam-10678	132	4	/	/	SYM
bam-10678	132	5	art.34453	art.34453	NUM
bam-10678	132	6	3	3	NUM
bam-10678	132	7	.	.	PUNCT
bam-10678	133	1	lee	lee	PROPN
bam-10678	133	2	ls	ls	PROPN
bam-10678	133	3	,	,	PUNCT
bam-10678	133	4	chan	chan	PROPN
bam-10678	133	5	pk	pk	PROPN
bam-10678	133	6	,	,	PUNCT
bam-10678	133	7	wen	wen	PROPN
bam-10678	133	8	c	c	PROPN
bam-10678	133	9	,	,	PUNCT
bam-10678	133	10	fung	fung	PROPN
bam-10678	133	11	wc	wc	PROPN
bam-10678	133	12	,	,	PUNCT
bam-10678	133	13	cheung	cheung	PROPN
bam-10678	133	14	a	a	X
bam-10678	133	15	,	,	PUNCT
bam-10678	133	16	chan	chan	PROPN
bam-10678	133	17	vwk	vwk	PROPN
bam-10678	133	18	,	,	PUNCT
bam-10678	133	19	cheung	cheung	PROPN
bam-10678	133	20	mh	mh	PROPN
bam-10678	133	21	,	,	PUNCT
bam-10678	133	22	fu	fu	PROPN
bam-10678	133	23	h	h	PROPN
bam-10678	133	24	,	,	PUNCT
bam-10678	133	25	yan	yan	PROPN
bam-10678	133	26	ch	ch	PROPN
bam-10678	133	27	,	,	PUNCT
bam-10678	133	28	chiu	chiu	PROPN
bam-10678	133	29	ky	ky	PROPN
bam-10678	133	30	.	.	PUNCT
bam-10678	134	1	artificial	artificial	ADJ
bam-10678	134	2	intelligence	intelligence	NOUN
bam-10678	134	3	in	in	ADP
bam-10678	134	4	diagnosis	diagnosis	NOUN
bam-10678	134	5	of	of	ADP
bam-10678	134	6	knee	knee	NOUN
bam-10678	134	7	osteoarthritis	osteoarthritis	NOUN
bam-10678	134	8	and	and	CCONJ
bam-10678	134	9	prediction	prediction	NOUN
bam-10678	134	10	of	of	ADP
bam-10678	134	11	arthroplasty	arthroplasty	ADJ
bam-10678	134	12	outcomes	outcome	NOUN
bam-10678	134	13	:	:	PUNCT
bam-10678	134	14	a	a	DET
bam-10678	134	15	review	review	NOUN
bam-10678	134	16	.	.	PUNCT
bam-10678	135	1	arthroplasty	arthroplasty	NOUN
bam-10678	135	2	.	.	PUNCT
bam-10678	136	1	2022	2022	NUM
bam-10678	136	2	mar	mar	PROPN
bam-10678	136	3	5;4(1):16	5;4(1):16	NUM
bam-10678	136	4	.	.	PUNCT
bam-10678	136	5	doi	doi	NOUN
bam-10678	136	6	:	:	PUNCT
bam-10678	136	7	10.1186	10.1186	NUM
bam-10678	136	8	/	/	SYM
bam-10678	136	9	s42836	s42836	NOUN
bam-10678	136	10	-	-	PUNCT
bam-10678	136	11	022	022	NUM
bam-10678	136	12	-	-	PUNCT
bam-10678	136	13	00118	00118	NUM
bam-10678	136	14	-	-	SYM
bam-10678	136	15	7	7	NUM
bam-10678	136	16	.	.	NOUN
bam-10678	136	17	4	4	NUM
bam-10678	136	18	.	.	X
bam-10678	137	1	ciliberti	ciliberti	PROPN
bam-10678	137	2	fk	fk	PROPN
bam-10678	137	3	,	,	PUNCT
bam-10678	137	4	guerrini	guerrini	PROPN
bam-10678	137	5	l	l	PROPN
bam-10678	137	6	,	,	PUNCT
bam-10678	137	7	gunnarsson	gunnarsson	PROPN
bam-10678	137	8	ae	ae	PROPN
bam-10678	137	9	,	,	PUNCT
bam-10678	137	10	recenti	recenti	PROPN
bam-10678	137	11	m	m	PROPN
bam-10678	137	12	,	,	PUNCT
bam-10678	137	13	jacob	jacob	PROPN
bam-10678	137	14	d	d	PROPN
bam-10678	137	15	,	,	PUNCT
bam-10678	137	16	cangiano	cangiano	ADJ
bam-10678	137	17	v	v	NOUN
bam-10678	137	18	,	,	PUNCT
bam-10678	137	19	tesfahunegn	tesfahunegn	PROPN
bam-10678	137	20	ya	ya	PROPN
bam-10678	137	21	,	,	PUNCT
bam-10678	137	22	islind	islind	VERB
bam-10678	137	23	as	as	SCONJ
bam-10678	137	24	,	,	PUNCT
bam-10678	137	25	tortorella	tortorella	PROPN
bam-10678	137	26	f	f	PROPN
bam-10678	137	27	,	,	PUNCT
bam-10678	137	28	tsirilaki	tsirilaki	NOUN
bam-10678	137	29	m	m	PROPN
bam-10678	137	30	,	,	PUNCT
bam-10678	137	31	jónsson	jónsson	PROPN
bam-10678	137	32	h	h	PROPN
bam-10678	137	33	jr	jr	PROPN
bam-10678	137	34	,	,	PUNCT
bam-10678	137	35	gargiulo	gargiulo	VERB
bam-10678	137	36	p	p	ADJ
bam-10678	137	37	,	,	PUNCT
bam-10678	137	38	aubonnet	aubonnet	PROPN
bam-10678	137	39	r.	r.	PROPN
bam-10678	137	40	ctand	ctand	PROPN
bam-10678	137	41	mri	mri	NOUN
bam-10678	137	42	-	-	PUNCT
bam-10678	137	43	based	base	VERB
bam-10678	137	44	3d	3d	PROPN
bam-10678	137	45	reconstruction	reconstruction	NOUN
bam-10678	137	46	of	of	ADP
bam-10678	137	47	knee	knee	NOUN
bam-10678	137	48	joint	joint	NOUN
bam-10678	137	49	to	to	PART
bam-10678	137	50	assess	assess	VERB
bam-10678	137	51	cartilage	cartilage	NOUN
bam-10678	137	52	and	and	CCONJ
bam-10678	137	53	bone	bone	NOUN
bam-10678	137	54	.	.	PUNCT
bam-10678	138	1	diagnostics	diagnostic	NOUN
bam-10678	138	2	(	(	PUNCT
bam-10678	138	3	basel	basel	PROPN
bam-10678	138	4	)	)	PUNCT
bam-10678	138	5	.	.	PUNCT
bam-10678	139	1	2022	2022	NUM
bam-10678	139	2	jan	jan	PROPN
bam-10678	139	3	22;12(2):279	22;12(2):279	PROPN
bam-10678	139	4	.	.	PUNCT
bam-10678	140	1	doi	doi	NOUN
bam-10678	140	2	:	:	PUNCT
bam-10678	140	3	10.3390	10.3390	NUM
bam-10678	140	4	/	/	SYM
bam-10678	140	5	diagnostics12020279	diagnostics12020279	PROPN
bam-10678	140	6	.	.	PUNCT
bam-10678	141	1	5	5	NUM
bam-10678	141	2	.	.	NUM
bam-10678	141	3	esposito	esposito	PROPN
bam-10678	141	4	l	l	PROPN
bam-10678	141	5	,	,	PUNCT
bam-10678	141	6	bifulco	bifulco	NOUN
bam-10678	141	7	p	p	NOUN
bam-10678	141	8	,	,	PUNCT
bam-10678	141	9	gargiulo	gargiulo	NOUN
bam-10678	141	10	p	p	ADJ
bam-10678	141	11	,	,	PUNCT
bam-10678	141	12	gíslason	gíslason	PROPN
bam-10678	141	13	mk	mk	PROPN
bam-10678	141	14	,	,	PUNCT
bam-10678	141	15	cesarelli	cesarelli	PROPN
bam-10678	141	16	m	m	PROPN
bam-10678	141	17	,	,	PUNCT
bam-10678	141	18	iuppariello	iuppariello	PROPN
bam-10678	141	19	l	l	PROPN
bam-10678	141	20	,	,	PUNCT
bam-10678	141	21	jónsson	jónsson	NOUN
bam-10678	141	22	h	h	PROPN
bam-10678	141	23	,	,	PUNCT
bam-10678	141	24	cutolo	cutolo	ADJ
bam-10678	141	25	a	a	PRON
bam-10678	141	26	,	,	PUNCT
bam-10678	141	27	fraldi	fraldi	ADJ
bam-10678	141	28	m.	m.	NOUN
bam-10678	141	29	towards	towards	ADP
bam-10678	141	30	a	a	DET
bam-10678	141	31	patient	patient	NOUN
bam-10678	141	32	-	-	PUNCT
bam-10678	141	33	specific	specific	ADJ
bam-10678	141	34	estimation	estimation	NOUN
bam-10678	141	35	of	of	ADP
bam-10678	141	36	intra	intra	ADJ
bam-10678	141	37	-	-	ADJ
bam-10678	141	38	operative	operative	ADJ
bam-10678	141	39	femoral	femoral	ADJ
bam-10678	141	40	fracture	fracture	PROPN
bam-10678	141	41	risk	risk	NOUN
bam-10678	141	42	.	.	PUNCT
bam-10678	142	1	comput	comput	NOUN
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bam-10678	142	3	biomech	biomech	PROPN
bam-10678	142	4	biomed	biome	VERB
bam-10678	142	5	engin	engin	PROPN
bam-10678	142	6	.	.	PUNCT
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bam-10678	143	3	-	-	SYM
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bam-10678	143	5	.	.	PUNCT
bam-10678	144	1	doi	doi	NOUN
bam-10678	144	2	:	:	PUNCT
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bam-10678	144	4	.	.	PUNCT
bam-10678	145	1	2018.1508570	2018.1508570	NUM
bam-10678	145	2	.	.	NOUN
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bam-10678	146	2	.	.	X
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bam-10678	146	4	i	i	PRON
bam-10678	146	5	,	,	PUNCT
bam-10678	146	6	ricciardi	ricciardi	PROPN
bam-10678	146	7	c	c	PROPN
bam-10678	146	8	,	,	PUNCT
bam-10678	146	9	jacob	jacob	PROPN
bam-10678	146	10	d	d	PROPN
bam-10678	146	11	,	,	PUNCT
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bam-10678	146	13	h	h	PROPN
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bam-10678	146	15	,	,	PUNCT
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bam-10678	146	21	,	,	PUNCT
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bam-10678	146	23	p.	p.	ADJ
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bam-10678	146	29	sigma	sigma	PROPN
bam-10678	146	30	methodology	methodology	NOUN
bam-10678	146	31	to	to	PART
bam-10678	146	32	assess	assess	VERB
bam-10678	146	33	cemented	cement	VERB
bam-10678	146	34	and	and	CCONJ
bam-10678	146	35	uncemented	uncemented	ADJ
bam-10678	146	36	protheses	prothese	NOUN
bam-10678	146	37	in	in	ADP
bam-10678	146	38	total	total	ADJ
bam-10678	146	39	hip	hip	NOUN
bam-10678	146	40	arthroplasty	arthroplasty	NOUN
bam-10678	146	41	.	.	PUNCT
bam-10678	147	1	eur	eur	PROPN
bam-10678	147	2	j	j	PROPN
bam-10678	147	3	transl	transl	PROPN
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bam-10678	147	5	.	.	PUNCT
bam-10678	148	1	2021	2021	NUM
bam-10678	148	2	mar	mar	PROPN
bam-10678	148	3	9;31(1):9651	9;31(1):9651	NOUN
bam-10678	148	4	.	.	PUNCT
bam-10678	149	1	doi	doi	NOUN
bam-10678	149	2	:	:	PUNCT
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bam-10678	149	4	/	/	SYM
bam-10678	149	5	ejtm.2021.9651	ejtm.2021.9651	NOUN
bam-10678	149	6	.	.	NOUN
bam-10678	150	1	7	7	X
bam-10678	150	2	.	.	X
bam-10678	150	3	gargiulo	gargiulo	NOUN
bam-10678	150	4	p	p	ADJ
bam-10678	150	5	,	,	PUNCT
bam-10678	150	6	helgason	helgason	PROPN
bam-10678	150	7	t	t	PROPN
bam-10678	150	8	,	,	PUNCT
bam-10678	150	9	reynisson	reynisson	PROPN
bam-10678	150	10	pj	pj	PROPN
bam-10678	150	11	,	,	PUNCT
bam-10678	150	12	helgason	helgason	PROPN
bam-10678	150	13	b	b	PROPN
bam-10678	150	14	,	,	PUNCT
bam-10678	150	15	kern	kern	PROPN
bam-10678	150	16	h	h	PROPN
bam-10678	150	17	,	,	PUNCT
bam-10678	150	18	mayr	mayr	PROPN
bam-10678	150	19	w	w	PROPN
bam-10678	150	20	,	,	PUNCT
bam-10678	150	21	ingvarsson	ingvarsson	NOUN
bam-10678	150	22	p	p	NOUN
bam-10678	150	23	,	,	PUNCT
bam-10678	150	24	carraro	carraro	NOUN
bam-10678	150	25	u.	u.	NOUN
bam-10678	150	26	monitoring	monitoring	NOUN
bam-10678	150	27	of	of	ADP
bam-10678	150	28	muscle	muscle	NOUN
bam-10678	150	29	and	and	CCONJ
bam-10678	150	30	bone	bone	NOUN
bam-10678	150	31	recovery	recovery	NOUN
bam-10678	150	32	in	in	ADP
bam-10678	150	33	spinal	spinal	ADJ
bam-10678	150	34	cord	cord	NOUN
bam-10678	150	35	injury	injury	NOUN
bam-10678	150	36	patients	patient	NOUN
bam-10678	150	37	treated	treat	VERB
bam-10678	150	38	with	with	ADP
bam-10678	150	39	electrical	electrical	ADJ
bam-10678	150	40	stimulation	stimulation	NOUN
bam-10678	150	41	using	use	VERB
bam-10678	150	42	three	three	NUM
bam-10678	150	43	-	-	PUNCT
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bam-10678	150	46	and	and	CCONJ
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bam-10678	150	51	assessment	assessment	NOUN
bam-10678	150	52	.	.	PUNCT
bam-10678	151	1	artif	artif	NOUN
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bam-10678	151	3	.	.	PUNCT
bam-10678	152	1	2011	2011	NUM
bam-10678	152	2	mar;35(3):275	mar;35(3):275	PROPN
bam-10678	152	3	-	-	PUNCT
bam-10678	152	4	81	81	NUM
bam-10678	152	5	.	.	PUNCT
bam-10678	153	1	doi	doi	NOUN
bam-10678	153	2	:	:	PUNCT
bam-10678	153	3	10.1111	10.1111	NUM
bam-10678	153	4	/	/	SYM
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bam-10678	153	6	-	-	PUNCT
bam-10678	153	7	1594.2011.01214.x	1594.2011.01214.x	NUM
bam-10678	153	8	.	.	NOUN
bam-10678	154	1	8	8	NUM
bam-10678	154	2	.	.	NUM
bam-10678	154	3	esposito	esposito	PROPN
bam-10678	154	4	l	l	PROPN
bam-10678	154	5	,	,	PUNCT
bam-10678	154	6	bifulco	bifulco	NOUN
bam-10678	154	7	p	p	NOUN
bam-10678	154	8	,	,	PUNCT
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bam-10678	154	10	p	p	ADJ
bam-10678	154	11	,	,	PUNCT
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bam-10678	154	15	-	-	PUNCT
bam-10678	154	16	free	free	ADJ
bam-10678	154	17	finite	finite	NOUN
bam-10678	154	18	element	element	NOUN
bam-10678	154	19	model	model	NOUN
bam-10678	154	20	of	of	ADP
bam-10678	154	21	bone	bone	NOUN
bam-10678	154	22	through	through	ADP
bam-10678	154	23	automated	automate	VERB
bam-10678	154	24	voxel	voxel	PROPN
bam-10678	154	25	-	-	PUNCT
bam-10678	154	26	based	base	VERB
bam-10678	154	27	reconstruction	reconstruction	NOUN
bam-10678	154	28	.	.	PUNCT
bam-10678	155	1	comput	comput	NOUN
bam-10678	155	2	methods	method	NOUN
bam-10678	155	3	biomech	biomech	PROPN
bam-10678	155	4	biomed	biome	VERB
bam-10678	155	5	engin	engin	PROPN
bam-10678	155	6	.	.	PUNCT
bam-10678	156	1	2016	2016	NUM
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bam-10678	156	3	-	-	PUNCT
bam-10678	156	4	262	262	NUM
bam-10678	156	5	.	.	PUNCT
bam-10678	157	1	doi	doi	NOUN
bam-10678	157	2	:	:	PUNCT
bam-10678	157	3	10.1080/10255842.2015	10.1080/10255842.2015	NUM
bam-10678	157	4	.1014347	.1014347	NOUN
bam-10678	157	5	.	.	PUNCT
bam-10678	158	1	9	9	X
bam-10678	158	2	.	.	X
bam-10678	158	3	ricciardi	ricciardi	PROPN
bam-10678	158	4	c	c	PROPN
bam-10678	158	5	,	,	PUNCT
bam-10678	158	6	jónsson	jónsson	PROPN
bam-10678	158	7	h	h	PROPN
bam-10678	158	8	jr	jr	PROPN
bam-10678	158	9	,	,	PUNCT
bam-10678	158	10	jacob	jacob	PROPN
bam-10678	158	11	d	d	PROPN
bam-10678	158	12	,	,	PUNCT
bam-10678	158	13	improta	improta	ADJ
bam-10678	158	14	g	g	PROPN
bam-10678	158	15	,	,	PUNCT
bam-10678	158	16	recenti	recenti	PROPN
bam-10678	158	17	m	m	PROPN
bam-10678	158	18	,	,	PUNCT
bam-10678	158	19	gíslason	gíslason	PROPN
bam-10678	158	20	mk	mk	PROPN
bam-10678	158	21	,	,	PUNCT
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bam-10678	158	23	g	g	PROPN
bam-10678	158	24	,	,	PUNCT
bam-10678	158	25	esposito	esposito	PROPN
bam-10678	158	26	l	l	PROPN
bam-10678	158	27	,	,	PUNCT
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bam-10678	158	29	v	v	NOUN
bam-10678	158	30	,	,	PUNCT
bam-10678	158	31	bifulco	bifulco	NOUN
bam-10678	158	32	p	p	NOUN
bam-10678	158	33	,	,	PUNCT
bam-10678	158	34	gargiulo	gargiulo	NOUN
bam-10678	158	35	p.	p.	NOUN
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bam-10678	158	37	prosthetic	prosthetic	ADJ
bam-10678	158	38	selection	selection	NOUN
bam-10678	158	39	and	and	CCONJ
bam-10678	158	40	predicting	predict	VERB
bam-10678	158	41	bmd	bmd	PROPN
bam-10678	158	42	from	from	ADP
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bam-10678	158	44	measurements	measurement	NOUN
bam-10678	158	45	in	in	ADP
bam-10678	158	46	patients	patient	NOUN
bam-10678	158	47	receiving	receive	VERB
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bam-10678	158	49	hip	hip	NOUN
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bam-10678	158	51	.	.	PUNCT
bam-10678	159	1	diagnostics	diagnostic	NOUN
bam-10678	159	2	(	(	PUNCT
bam-10678	159	3	basel	basel	PROPN
bam-10678	159	4	)	)	PUNCT
bam-10678	159	5	.	.	PUNCT
bam-10678	160	1	2020	2020	NUM
bam-10678	160	2	oct	oct	PROPN
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bam-10678	160	4	.	.	PUNCT
bam-10678	161	1	doi	doi	NOUN
bam-10678	161	2	:	:	PUNCT
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bam-10678	161	4	/	/	SYM
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bam-10678	161	6	s10100815	s10100815	NOUN
bam-10678	161	7	.	.	PUNCT
bam-10678	162	1	10	10	NUM
bam-10678	162	2	.	.	PUNCT
bam-10678	163	1	recenti	recenti	PROPN
bam-10678	163	2	m	m	PROPN
bam-10678	163	3	,	,	PUNCT
bam-10678	163	4	ricciardi	ricciardi	PROPN
bam-10678	163	5	c	c	PROPN
bam-10678	163	6	,	,	PUNCT
bam-10678	163	7	aubonnet	aubonnet	NOUN
bam-10678	163	8	r	r	PROPN
bam-10678	163	9	,	,	PUNCT
bam-10678	163	10	esposito	esposito	PROPN
bam-10678	163	11	l	l	PROPN
bam-10678	163	12	,	,	PUNCT
bam-10678	163	13	jónsson	jónsson	PROPN
bam-10678	163	14	h	h	NOUN
bam-10678	163	15	,	,	PUNCT
bam-10678	163	16	gargiulo	gargiulo	NOUN
bam-10678	164	1	p.	p.	NOUN
bam-10678	164	2	a	a	DET
bam-10678	164	3	regression	regression	NOUN
bam-10678	164	4	approach	approach	NOUN
bam-10678	164	5	to	to	PART
bam-10678	164	6	assess	assess	VERB
bam-10678	164	7	bone	bone	NOUN
bam-10678	164	8	mineral	mineral	NOUN
bam-10678	164	9	density	density	NOUN
bam-10678	164	10	of	of	ADP
bam-10678	164	11	patients	patient	NOUN
bam-10678	164	12	undergoing	undergo	VERB
bam-10678	164	13	total	total	ADJ
bam-10678	164	14	hip	hip	NOUN
bam-10678	164	15	arthroplasty	arthroplasty	NOUN
bam-10678	164	16	through	through	ADP
bam-10678	164	17	gait	gait	ADJ
bam-10678	164	18	analysis	analysis	NOUN
bam-10678	164	19	.	.	PUNCT
bam-10678	165	1	in	in	ADP
bam-10678	165	2	:	:	PUNCT
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bam-10678	165	4	ieee	ieee	PROPN
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bam-10678	165	12	(	(	PUNCT
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bam-10678	165	14	)	)	PUNCT
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bam-10678	165	17	jun	jun	PROPN
bam-10678	165	18	1	1	NUM
bam-10678	165	19	–	–	PUNCT
bam-10678	165	20	july	july	PROPN
bam-10678	165	21	1	1	NUM
bam-10678	165	22	,	,	PUNCT
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bam-10678	165	26	.	.	PUNCT
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bam-10678	166	2	:	:	PUNCT
bam-10678	166	3	usa	usa	PROPN
bam-10678	166	4	.	.	PROPN
bam-10678	167	1	pp	pp	PROPN
bam-10678	167	2	.	.	PUNCT
bam-10678	168	1	1	1	NUM
bam-10678	168	2	-	-	SYM
bam-10678	168	3	6	6	NUM
bam-10678	168	4	.	.	PUNCT
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bam-10678	171	14	j	j	PROPN
bam-10678	171	15	transl	transl	PROPN
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bam-10678	171	18	(	(	PUNCT
bam-10678	171	19	2	2	NUM
bam-10678	171	20	):	):	PUNCT
bam-10678	171	21	10678	10678	NUM
bam-10678	171	22	,	,	PUNCT
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bam-10678	171	25	:	:	PUNCT
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bam-10678	171	27	/	/	SYM
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bam-10678	173	1	in	in	ADP
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bam-10678	174	6	computer	computer	NOUN
bam-10678	174	7	engineering	engineering	NOUN
bam-10678	174	8	,	,	PUNCT
bam-10678	174	9	2007	2007	NUM
bam-10678	174	10	jun	jun	PROPN
bam-10678	174	11	10	10	NUM
bam-10678	174	12	,	,	PUNCT
bam-10678	174	13	athens	athens	PROPN
bam-10678	174	14	,	,	PUNCT
bam-10678	174	15	greece	greece	PROPN
bam-10678	174	16	;	;	PUNCT
bam-10678	174	17	amsterdam	amsterdam	PROPN
bam-10678	174	18	:	:	PUNCT
bam-10678	174	19	the	the	DET
bam-10678	174	20	netherlands	netherlands	PROPN
bam-10678	174	21	,	,	PUNCT
bam-10678	174	22	2007	2007	NUM
bam-10678	174	23	;	;	PUNCT
bam-10678	174	24	pp	pp	ADP
bam-10678	174	25	.	.	PUNCT
bam-10678	175	1	3–24	3–24	PROPN
bam-10678	175	2	.	.	PUNCT
bam-10678	176	1	12	12	NUM
bam-10678	176	2	.	.	PUNCT
bam-10678	177	1	stoltzfus	stoltzfus	PROPN
bam-10678	177	2	jc	jc	PROPN
bam-10678	177	3	.	.	PROPN
bam-10678	178	1	logistic	logistic	ADJ
bam-10678	178	2	regression	regression	NOUN
bam-10678	178	3	:	:	PUNCT
bam-10678	178	4	a	a	DET
bam-10678	178	5	brief	brief	ADJ
bam-10678	178	6	primer	primer	NOUN
bam-10678	178	7	.	.	PUNCT
bam-10678	179	1	acad	acad	PROPN
bam-10678	179	2	emerg	emerg	PROPN
bam-10678	179	3	med	med	PROPN
bam-10678	179	4	.	.	PUNCT
bam-10678	179	5	2011	2011	NUM
bam-10678	179	6	oct;18(10):1099	oct;18(10):1099	PROPN
bam-10678	179	7	-	-	SYM
bam-10678	179	8	104	104	NUM
bam-10678	179	9	.	.	PUNCT
bam-10678	180	1	doi	doi	NOUN
bam-10678	180	2	:	:	PUNCT
bam-10678	180	3	10.1111	10.1111	NUM
bam-10678	180	4	/	/	SYM
bam-10678	180	5	j.1553	j.1553	PROPN
bam-10678	180	6	-	-	PUNCT
bam-10678	180	7	2712.2011.01185.x	2712.2011.01185.x	NUM
bam-10678	180	8	.	.	PUNCT
bam-10678	181	1	13	13	NUM
bam-10678	181	2	.	.	X
bam-10678	182	1	mangal	mangal	PROPN
bam-10678	182	2	a	a	X
bam-10678	182	3	,	,	PUNCT
bam-10678	182	4	holm	holm	PROPN
bam-10678	182	5	ea	ea	PROPN
bam-10678	182	6	.	.	PUNCT
bam-10678	183	1	a	a	DET
bam-10678	183	2	comparative	comparative	ADJ
bam-10678	183	3	study	study	NOUN
bam-10678	183	4	of	of	ADP
bam-10678	183	5	feature	feature	NOUN
bam-10678	183	6	selection	selection	NOUN
bam-10678	183	7	methods	method	NOUN
bam-10678	183	8	for	for	ADP
bam-10678	183	9	stress	stress	NOUN
bam-10678	183	10	hotspot	hotspot	NOUN
bam-10678	183	11	classification	classification	NOUN
bam-10678	183	12	in	in	ADP
bam-10678	183	13	materials	material	NOUN
bam-10678	183	14	.	.	PUNCT
bam-10678	184	1	integrating	integrate	VERB
bam-10678	184	2	materials	material	NOUN
bam-10678	184	3	and	and	CCONJ
bam-10678	184	4	manufacturing	manufacturing	NOUN
bam-10678	184	5	innovation	innovation	NOUN
bam-10678	184	6	,	,	PUNCT
bam-10678	184	7	2018	2018	NUM
bam-10678	184	8	sep;7(3	sep;7(3	NOUN
bam-10678	184	9	):	):	PUNCT
bam-10678	184	10	8795	8795	NUM
bam-10678	184	11	.	.	PUNCT
bam-10678	185	1	14	14	NUM
bam-10678	185	2	.	.	X
bam-10678	185	3	hossin	hossin	PROPN
bam-10678	185	4	m	m	PROPN
bam-10678	185	5	,	,	PUNCT
bam-10678	185	6	sulaiman	sulaiman	PROPN
bam-10678	185	7	mn	mn	PROPN
bam-10678	185	8	.	.	PUNCT
bam-10678	186	1	a	a	DET
bam-10678	186	2	review	review	NOUN
bam-10678	186	3	on	on	ADP
bam-10678	186	4	evaluation	evaluation	NOUN
bam-10678	186	5	metrics	metric	NOUN
bam-10678	186	6	for	for	ADP
bam-10678	186	7	data	data	NOUN
bam-10678	186	8	classification	classification	NOUN
bam-10678	186	9	evaluations	evaluation	NOUN
bam-10678	186	10	.	.	PUNCT
bam-10678	187	1	international	international	ADJ
bam-10678	187	2	journal	journal	PROPN
bam-10678	187	3	of	of	ADP
bam-10678	187	4	data	data	PROPN
bam-10678	187	5	mining	mining	PROPN
bam-10678	187	6	&	&	CCONJ
bam-10678	187	7	knowledge	knowledge	PROPN
bam-10678	187	8	management	management	NOUN
bam-10678	187	9	process	process	NOUN
bam-10678	187	10	.	.	PUNCT
bam-10678	188	1	2015	2015	NUM
bam-10678	188	2	mar;5(2):1	mar;5(2):1	NOUN
bam-10678	188	3	-	-	PUNCT
bam-10678	188	4	11	11	NUM
bam-10678	188	5	.	.	PUNCT
bam-10678	189	1	doi	doi	NOUN
bam-10678	189	2	:	:	PUNCT
bam-10678	189	3	10.5121	10.5121	NUM
bam-10678	189	4	/	/	SYM
bam-10678	189	5	ijdkp.2015.5201	ijdkp.2015.5201	ADJ
bam-10678	189	6	.	.	PUNCT
bam-10678	190	1	15	15	NUM
bam-10678	190	2	.	.	X
bam-10678	191	1	matzat	matzat	NOUN
bam-10678	191	2	sj	sj	PROPN
bam-10678	191	3	,	,	PUNCT
bam-10678	191	4	kogan	kogan	PROPN
bam-10678	191	5	f	f	PROPN
bam-10678	191	6	,	,	PUNCT
bam-10678	191	7	fong	fong	PROPN
bam-10678	191	8	gw	gw	PROPN
bam-10678	191	9	,	,	PUNCT
bam-10678	191	10	gold	gold	PROPN
bam-10678	191	11	ge	ge	PROPN
bam-10678	191	12	.	.	PUNCT
bam-10678	192	1	imaging	imaging	NOUN
bam-10678	192	2	strategies	strategy	NOUN
bam-10678	192	3	for	for	ADP
bam-10678	192	4	assessing	assess	VERB
bam-10678	192	5	cartilage	cartilage	NOUN
bam-10678	192	6	composition	composition	NOUN
bam-10678	192	7	in	in	ADP
bam-10678	192	8	osteoarthritis	osteoarthritis	NOUN
bam-10678	192	9	.	.	PUNCT
bam-10678	193	1	curr	curr	PROPN
bam-10678	193	2	rheumatol	rheumatol	PROPN
bam-10678	193	3	rep	rep	PROPN
bam-10678	193	4	.	.	PROPN
bam-10678	193	5	2014	2014	NUM
bam-10678	193	6	nov;16(11):462	nov;16(11):462	PROPN
bam-10678	193	7	.	.	PUNCT
bam-10678	193	8	doi	doi	NOUN
bam-10678	193	9	:	:	PUNCT
bam-10678	193	10	10.1007	10.1007	NUM
bam-10678	193	11	/	/	SYM
bam-10678	193	12	s11926	s11926	NOUN
bam-10678	193	13	-	-	PUNCT
bam-10678	193	14	014	014	NUM
bam-10678	193	15	-	-	PUNCT
bam-10678	193	16	0462	0462	NUM
bam-10678	193	17	-	-	PUNCT
bam-10678	193	18	3	3	NUM
bam-10678	193	19	.	.	NOUN
bam-10678	193	20	16	16	NUM
bam-10678	193	21	.	.	PUNCT
bam-10678	194	1	watson	watson	PROPN
bam-10678	194	2	pj	pj	PROPN
bam-10678	194	3	,	,	PUNCT
bam-10678	194	4	carpenter	carpenter	PROPN
bam-10678	194	5	ta	ta	PROPN
bam-10678	194	6	,	,	PUNCT
bam-10678	194	7	hall	hall	PROPN
bam-10678	194	8	ld	ld	PROPN
bam-10678	194	9	,	,	PUNCT
bam-10678	194	10	tyler	tyler	PROPN
bam-10678	194	11	ja	ja	PROPN
bam-10678	194	12	.	.	PUNCT
bam-10678	194	13	cartilage	cartilage	NOUN
bam-10678	194	14	swelling	swelling	NOUN
bam-10678	194	15	and	and	CCONJ
bam-10678	194	16	loss	loss	NOUN
bam-10678	194	17	in	in	ADP
bam-10678	194	18	a	a	DET
bam-10678	194	19	spontaneous	spontaneous	ADJ
bam-10678	194	20	model	model	NOUN
bam-10678	194	21	of	of	ADP
bam-10678	194	22	osteoarthritis	osteoarthritis	NOUN
bam-10678	194	23	visualized	visualize	VERB
bam-10678	194	24	by	by	ADP
bam-10678	194	25	magnetic	magnetic	ADJ
bam-10678	194	26	resonance	resonance	NOUN
bam-10678	194	27	imaging	imaging	NOUN
bam-10678	194	28	.	.	PUNCT
bam-10678	195	1	osteoarthritis	osteoarthritis	NOUN
bam-10678	195	2	cartilage	cartilage	NOUN
bam-10678	195	3	.	.	PUNCT
bam-10678	196	1	1996	1996	NUM
bam-10678	196	2	sep;4(3):197	sep;4(3):197	ADP
bam-10678	196	3	-	-	PUNCT
bam-10678	196	4	207	207	NUM
bam-10678	196	5	.	.	PUNCT
bam-10678	197	1	doi	doi	NOUN
bam-10678	197	2	:	:	PUNCT
bam-10678	197	3	10.1016	10.1016	NUM
bam-10678	197	4	/	/	SYM
bam-10678	197	5	s10634584(96)80016	s10634584(96)80016	PROPN
bam-10678	197	6	-	-	PUNCT
bam-10678	197	7	1	1	NUM
bam-10678	197	8	.	.	NUM
bam-10678	197	9	17	17	NUM
bam-10678	197	10	.	.	PUNCT
bam-10678	198	1	nickien	nickien	PROPN
bam-10678	198	2	m	m	PROPN
bam-10678	198	3	,	,	PUNCT
bam-10678	198	4	thambyah	thambyah	PROPN
bam-10678	198	5	a	a	PRON
bam-10678	198	6	,	,	PUNCT
bam-10678	198	7	broom	broom	NOUN
bam-10678	198	8	nd	nd	NOUN
bam-10678	198	9	.	.	PUNCT
bam-10678	199	1	how	how	SCONJ
bam-10678	199	2	a	a	DET
bam-10678	199	3	decreased	decrease	VERB
bam-10678	199	4	fibrillar	fibrillar	ADJ
bam-10678	199	5	interconnectivity	interconnectivity	NOUN
bam-10678	199	6	influences	influence	VERB
bam-10678	199	7	stiffness	stiffness	ADJ
bam-10678	199	8	and	and	CCONJ
bam-10678	199	9	swelling	swell	VERB
bam-10678	199	10	properties	property	NOUN
bam-10678	199	11	during	during	ADP
bam-10678	199	12	early	early	ADJ
bam-10678	199	13	cartilage	cartilage	NOUN
bam-10678	199	14	degeneration	degeneration	NOUN
bam-10678	199	15	.	.	PUNCT
bam-10678	200	1	j	j	PROPN
bam-10678	200	2	mech	mech	NOUN
bam-10678	200	3	behav	behav	PROPN
bam-10678	200	4	biomed	biome	VERB
bam-10678	200	5	mater	mater	NOUN
bam-10678	200	6	.	.	PUNCT
bam-10678	201	1	2017	2017	NUM
bam-10678	201	2	nov;75:390	nov;75:390	NOUN
bam-10678	201	3	-	-	SYM
bam-10678	201	4	398	398	NUM
bam-10678	201	5	.	.	PUNCT
bam-10678	202	1	doi	doi	NOUN
bam-10678	202	2	:	:	PUNCT
bam-10678	202	3	10.1016	10.1016	NUM
bam-10678	202	4	/	/	SYM
bam-10678	202	5	j.jmbbm.2017.07.042	j.jmbbm.2017.07.042	NOUN
bam-10678	202	6	.	.	PROPN
bam-10678	202	7	18	18	NUM
bam-10678	202	8	.	.	PUNCT
bam-10678	203	1	cicuttini	cicuttini	PROPN
bam-10678	203	2	f	f	PROPN
bam-10678	203	3	,	,	PUNCT
bam-10678	203	4	forbes	forbes	PROPN
bam-10678	203	5	a	a	PROPN
bam-10678	203	6	,	,	PUNCT
bam-10678	203	7	morris	morris	PROPN
bam-10678	203	8	k	k	PROPN
bam-10678	203	9	,	,	PUNCT
bam-10678	203	10	darling	darling	NOUN
bam-10678	203	11	s	s	PART
bam-10678	203	12	,	,	PUNCT
bam-10678	203	13	bailey	bailey	PROPN
bam-10678	203	14	m	m	PROPN
bam-10678	203	15	,	,	PUNCT
bam-10678	203	16	stuckey	stuckey	PROPN
bam-10678	203	17	s.	s.	PROPN
bam-10678	203	18	gender	gender	PROPN
bam-10678	203	19	differences	difference	NOUN
bam-10678	203	20	in	in	ADP
bam-10678	203	21	knee	knee	NOUN
bam-10678	203	22	cartilage	cartilage	NOUN
bam-10678	203	23	volume	volume	NOUN
bam-10678	203	24	as	as	SCONJ
bam-10678	203	25	measured	measure	VERB
bam-10678	203	26	by	by	ADP
bam-10678	203	27	magnetic	magnetic	ADJ
bam-10678	203	28	resonance	resonance	NOUN
bam-10678	203	29	imaging	imaging	NOUN
bam-10678	203	30	.	.	PUNCT
bam-10678	204	1	osteoarthritis	osteoarthritis	NOUN
bam-10678	204	2	cartilage	cartilage	NOUN
bam-10678	204	3	.	.	PUNCT
bam-10678	205	1	1999	1999	NUM
bam-10678	205	2	may;7(3):265	may;7(3):265	PROPN
bam-10678	205	3	-	-	SYM
bam-10678	205	4	71	71	NUM
bam-10678	205	5	.	.	PUNCT
bam-10678	206	1	doi	doi	NOUN
bam-10678	206	2	:	:	PUNCT
bam-10678	206	3	10.1053	10.1053	NUM
bam-10678	206	4	/	/	SYM
bam-10678	206	5	joca.1998.0200	joca.1998.0200	PROPN
bam-10678	206	6	.	.	PUNCT
bam-10678	207	1	19	19	NUM
bam-10678	207	2	.	.	NOUN
bam-10678	207	3	bruyere	bruyere	NOUN
bam-10678	207	4	o	o	PROPN
bam-10678	207	5	,	,	PUNCT
bam-10678	207	6	dardenne	dardenne	NOUN
bam-10678	207	7	c	c	X
bam-10678	207	8	,	,	PUNCT
bam-10678	207	9	lejeune	lejeune	PROPN
bam-10678	207	10	e	e	PROPN
bam-10678	207	11	,	,	PUNCT
bam-10678	207	12	zegels	zegels	PROPN
bam-10678	207	13	b	b	PROPN
bam-10678	207	14	,	,	PUNCT
bam-10678	207	15	pahaut	pahaut	PROPN
bam-10678	207	16	a	a	DET
bam-10678	207	17	,	,	PUNCT
bam-10678	207	18	richy	richy	PROPN
bam-10678	207	19	f	f	PROPN
bam-10678	207	20	,	,	PUNCT
bam-10678	207	21	seidel	seidel	PROPN
bam-10678	207	22	l	l	PROPN
bam-10678	207	23	,	,	PUNCT
bam-10678	207	24	ethgen	ethgen	PROPN
bam-10678	207	25	o	o	NOUN
bam-10678	207	26	,	,	PUNCT
bam-10678	207	27	henrotin	henrotin	PROPN
bam-10678	207	28	y	y	PRON
bam-10678	207	29	,	,	PUNCT
bam-10678	207	30	reginster	reginster	PROPN
bam-10678	207	31	jy	jy	PROPN
bam-10678	207	32	.	.	PUNCT
bam-10678	207	33	subchondral	subchondral	ADJ
bam-10678	207	34	tibial	tibial	ADJ
bam-10678	207	35	bone	bone	NOUN
bam-10678	207	36	mineral	mineral	NOUN
bam-10678	207	37	density	density	NOUN
bam-10678	207	38	predicts	predict	VERB
bam-10678	207	39	future	future	ADJ
bam-10678	207	40	joint	joint	ADJ
bam-10678	207	41	space	space	NOUN
bam-10678	207	42	narrowing	narrow	VERB
bam-10678	207	43	at	at	ADP
bam-10678	207	44	the	the	DET
bam-10678	207	45	medial	medial	ADJ
bam-10678	207	46	femoro	femoro	NOUN
bam-10678	207	47	-	-	PUNCT
bam-10678	207	48	tibial	tibial	NOUN
bam-10678	207	49	compartment	compartment	NOUN
bam-10678	207	50	in	in	ADP
bam-10678	207	51	patients	patient	NOUN
bam-10678	207	52	with	with	ADP
bam-10678	207	53	knee	knee	NOUN
bam-10678	207	54	osteoarthritis	osteoarthritis	NOUN
bam-10678	207	55	.	.	PUNCT
bam-10678	208	1	bone	bone	NOUN
bam-10678	208	2	.	.	PUNCT
bam-10678	209	1	2003	2003	NUM
bam-10678	209	2	may;32(5):541	may;32(5):541	ADV
bam-10678	210	1	-	-	PUNCT
bam-10678	210	2	5	5	NUM
bam-10678	210	3	.	.	PUNCT
bam-10678	210	4	doi	doi	NOUN
bam-10678	210	5	:	:	PUNCT
bam-10678	210	6	10.1016	10.1016	NUM
bam-10678	210	7	/	/	SYM
bam-10678	210	8	s8756	s8756	PROPN
bam-10678	210	9	-	-	PUNCT
bam-10678	210	10	3282(03)00059	3282(03)00059	NUM
bam-10678	210	11	-	-	PUNCT
bam-10678	210	12	0	0	NUM
bam-10678	210	13	.	.	PROPN
bam-10678	210	14	20	20	NUM
bam-10678	210	15	.	.	PUNCT
bam-10678	211	1	burnett	burnett	PROPN
bam-10678	211	2	wd	wd	PROPN
bam-10678	211	3	,	,	PUNCT
bam-10678	211	4	kontulainen	kontulainen	PROPN
bam-10678	211	5	sa	sa	PROPN
bam-10678	211	6	,	,	PUNCT
bam-10678	211	7	mclennan	mclennan	PROPN
bam-10678	211	8	ce	ce	PROPN
bam-10678	211	9	,	,	PUNCT
bam-10678	211	10	hazel	hazel	PROPN
bam-10678	211	11	d	d	PROPN
bam-10678	211	12	,	,	PUNCT
bam-10678	211	13	talmo	talmo	PRON
bam-10678	211	14	c	c	NOUN
bam-10678	211	15	,	,	PUNCT
bam-10678	211	16	wilson	wilson	PROPN
bam-10678	211	17	dr	dr	PROPN
bam-10678	211	18	,	,	PUNCT
bam-10678	211	19	hunter	hunter	NOUN
bam-10678	211	20	dj	dj	PROPN
bam-10678	211	21	,	,	PUNCT
bam-10678	211	22	johnston	johnston	PROPN
bam-10678	211	23	jd	jd	PROPN
bam-10678	211	24	.	.	PUNCT
bam-10678	212	1	knee	knee	NOUN
bam-10678	212	2	osteoarthritis	osteoarthritis	NOUN
bam-10678	212	3	patients	patient	NOUN
bam-10678	212	4	with	with	ADP
bam-10678	212	5	more	more	ADV
bam-10678	212	6	subchondral	subchondral	ADJ
bam-10678	212	7	cysts	cyst	NOUN
bam-10678	212	8	have	have	AUX
bam-10678	212	9	altered	alter	VERB
bam-10678	212	10	tibial	tibial	ADJ
bam-10678	212	11	subchondral	subchondral	ADJ
bam-10678	212	12	bone	bone	NOUN
bam-10678	212	13	mineral	mineral	NOUN
bam-10678	212	14	density	density	NOUN
bam-10678	212	15	.	.	PUNCT
bam-10678	213	1	bmc	bmc	PROPN
bam-10678	213	2	musculoskelet	musculoskelet	PROPN
bam-10678	213	3	disord	disord	NOUN
bam-10678	213	4	.	.	PUNCT
bam-10678	214	1	2019	2019	NUM
bam-10678	214	2	jan	jan	PROPN
bam-10678	214	3	5;20(1):14	5;20(1):14	NUM
bam-10678	214	4	.	.	PUNCT
bam-10678	214	5	doi	doi	PROPN
bam-10678	214	6	:	:	PUNCT
bam-10678	214	7	10.1186	10.1186	NUM
bam-10678	214	8	/	/	SYM
bam-10678	214	9	s12891	s12891	NOUN
bam-10678	214	10	-	-	PUNCT
bam-10678	214	11	018	018	NUM
bam-10678	214	12	-	-	PUNCT
bam-10678	214	13	2388	2388	NUM
bam-10678	214	14	-	-	SYM
bam-10678	214	15	9	9	NUM
bam-10678	214	16	.	.	NOUN
bam-10678	214	17	21	21	NUM
bam-10678	214	18	.	.	PUNCT
bam-10678	215	1	abdin	abdin	NOUN
bam-10678	215	2	-	-	PUNCT
bam-10678	215	3	mohamed	mohamed	PROPN
bam-10678	215	4	m	m	PROPN
bam-10678	215	5	,	,	PUNCT
bam-10678	215	6	jameson	jameson	PROPN
bam-10678	215	7	k	k	PROPN
bam-10678	215	8	,	,	PUNCT
bam-10678	215	9	dennison	dennison	PROPN
bam-10678	215	10	em	em	PRON
bam-10678	215	11	,	,	PUNCT
bam-10678	215	12	cooper	cooper	PROPN
bam-10678	215	13	c	c	PROPN
bam-10678	215	14	,	,	PUNCT
bam-10678	215	15	arden	arden	PROPN
bam-10678	215	16	nk	nk	PROPN
bam-10678	215	17	;	;	PUNCT
bam-10678	215	18	hertfordshire	hertfordshire	PROPN
bam-10678	215	19	cohort	cohort	PROPN
bam-10678	215	20	study	study	NOUN
bam-10678	215	21	group	group	NOUN
bam-10678	215	22	.	.	PUNCT
bam-10678	216	1	volumetric	volumetric	ADJ
bam-10678	216	2	bone	bone	NOUN
bam-10678	216	3	mineral	mineral	NOUN
bam-10678	216	4	density	density	NOUN
bam-10678	216	5	of	of	ADP
bam-10678	216	6	the	the	DET
bam-10678	216	7	tibia	tibia	NOUN
bam-10678	216	8	is	be	AUX
bam-10678	216	9	not	not	PART
bam-10678	216	10	increased	increase	VERB
bam-10678	216	11	in	in	ADP
bam-10678	216	12	subjects	subject	NOUN
bam-10678	216	13	with	with	ADP
bam-10678	216	14	radiographic	radiographic	ADJ
bam-10678	216	15	knee	knee	NOUN
bam-10678	216	16	osteoarthritis	osteoarthritis	NOUN
bam-10678	216	17	.	.	PUNCT
bam-10678	217	1	osteoarthritis	osteoarthritis	NOUN
bam-10678	217	2	cartilage	cartilage	NOUN
bam-10678	217	3	.	.	PUNCT
bam-10678	218	1	2009	2009	NUM
bam-10678	218	2	feb;17(2):174	feb;17(2):174	NUM
bam-10678	218	3	-	-	SYM
bam-10678	218	4	7	7	NUM
bam-10678	218	5	.	.	PUNCT
bam-10678	218	6	doi	doi	NOUN
bam-10678	218	7	:	:	PUNCT
bam-10678	218	8	10.1016	10.1016	NUM
bam-10678	218	9	/	/	SYM
bam-10678	218	10	j.joca.2008.06.004	j.joca.2008.06.004	PROPN
bam-10678	218	11	.	.	PUNCT
bam-10678	219	1	22	22	NUM
bam-10678	219	2	.	.	PUNCT
bam-10678	220	1	choi	choi	NOUN
bam-10678	220	2	es	es	PROPN
bam-10678	220	3	,	,	PUNCT
bam-10678	220	4	shin	shin	PROPN
bam-10678	220	5	hd	hd	PROPN
bam-10678	220	6	,	,	PUNCT
bam-10678	220	7	sim	sim	ADJ
bam-10678	220	8	ja	ja	PROPN
bam-10678	220	9	,	,	PUNCT
bam-10678	220	10	na	na	PROPN
bam-10678	220	11	yg	yg	PROPN
bam-10678	220	12	,	,	PUNCT
bam-10678	220	13	choi	choi	PROPN
bam-10678	220	14	wj	wj	PROPN
bam-10678	220	15	,	,	PUNCT
bam-10678	220	16	shin	shin	PROPN
bam-10678	220	17	dd	dd	PROPN
bam-10678	220	18	,	,	PUNCT
bam-10678	220	19	baik	baik	PROPN
bam-10678	220	20	jm	jm	PROPN
bam-10678	220	21	.	.	PROPN
bam-10678	220	22	relationship	relationship	NOUN
bam-10678	220	23	of	of	ADP
bam-10678	220	24	bone	bone	NOUN
bam-10678	220	25	mineral	mineral	NOUN
bam-10678	220	26	density	density	NOUN
bam-10678	220	27	and	and	CCONJ
bam-10678	220	28	knee	knee	NOUN
bam-10678	220	29	osteoarthritis	osteoarthritis	NOUN
bam-10678	220	30	(	(	PUNCT
bam-10678	220	31	kellgrenlawrence	kellgrenlawrence	NOUN
bam-10678	220	32	grade	grade	NOUN
bam-10678	220	33	):	):	PUNCT
bam-10678	220	34	fifth	fifth	PROPN
bam-10678	220	35	korea	korea	PROPN
bam-10678	220	36	national	national	PROPN
bam-10678	220	37	health	health	PROPN
bam-10678	220	38	and	and	CCONJ
bam-10678	220	39	nutrition	nutrition	NOUN
bam-10678	220	40	examination	examination	NOUN
bam-10678	220	41	survey	survey	NOUN
bam-10678	220	42	.	.	PUNCT
bam-10678	221	1	clin	clin	PROPN
bam-10678	221	2	orthop	orthop	PROPN
bam-10678	221	3	surg	surg	PROPN
bam-10678	221	4	.	.	PUNCT
bam-10678	222	1	2021	2021	NUM
bam-10678	222	2	mar;13(1):60	mar;13(1):60	X
bam-10678	222	3	-	-	PUNCT
bam-10678	222	4	66	66	NUM
bam-10678	222	5	.	.	PUNCT
bam-10678	223	1	doi	doi	NOUN
bam-10678	223	2	:	:	PUNCT
bam-10678	223	3	10.4055	10.4055	NUM
bam-10678	223	4	/	/	SYM
bam-10678	223	5	cios20111	cios20111	PROPN
bam-10678	223	6	.	.	PUNCT
bam-10678	224	1	23	23	NUM
bam-10678	224	2	.	.	PUNCT
bam-10678	225	1	khalid	khalid	PROPN
bam-10678	225	2	h	h	PROPN
bam-10678	225	3	,	,	PUNCT
bam-10678	225	4	hussain	hussain	PROPN
bam-10678	225	5	m	m	PROPN
bam-10678	225	6	,	,	PUNCT
bam-10678	225	7	al	al	PROPN
bam-10678	225	8	ghamdi	ghamdi	PROPN
bam-10678	225	9	ma	ma	PROPN
bam-10678	225	10	,	,	PUNCT
bam-10678	225	11	khalid	khalid	PROPN
bam-10678	225	12	t	t	PROPN
bam-10678	225	13	,	,	PUNCT
bam-10678	225	14	khalid	khalid	PROPN
bam-10678	225	15	k	k	PROPN
bam-10678	225	16	,	,	PUNCT
bam-10678	225	17	khan	khan	PROPN
bam-10678	225	18	ma	ma	PROPN
bam-10678	225	19	,	,	PUNCT
bam-10678	225	20	fatima	fatima	PROPN
bam-10678	225	21	k	k	PROPN
bam-10678	225	22	,	,	PUNCT
bam-10678	225	23	masood	masood	PROPN
bam-10678	225	24	k	k	PROPN
bam-10678	225	25	,	,	PUNCT
bam-10678	225	26	almotiri	almotiri	PROPN
bam-10678	225	27	sh	sh	PROPN
bam-10678	225	28	,	,	PUNCT
bam-10678	225	29	farooq	farooq	PROPN
bam-10678	225	30	ms	ms	PROPN
bam-10678	225	31	,	,	PUNCT
bam-10678	225	32	ahmed	ahmed	PROPN
bam-10678	225	33	a.	a.	PROPN
bam-10678	225	34	a	a	DET
bam-10678	225	35	comparative	comparative	ADJ
bam-10678	225	36	systematic	systematic	ADJ
bam-10678	225	37	literature	literature	NOUN
bam-10678	225	38	review	review	NOUN
bam-10678	225	39	on	on	ADP
bam-10678	225	40	knee	knee	NOUN
bam-10678	225	41	bone	bone	NOUN
bam-10678	225	42	reports	report	NOUN
bam-10678	225	43	from	from	ADP
bam-10678	225	44	mri	mri	NOUN
bam-10678	225	45	,	,	PUNCT
bam-10678	225	46	x	x	NOUN
bam-10678	225	47	-	-	NOUN
bam-10678	225	48	rays	ray	NOUN
bam-10678	225	49	and	and	CCONJ
bam-10678	225	50	ct	ct	NUM
bam-10678	225	51	scans	scan	NOUN
bam-10678	225	52	using	use	VERB
bam-10678	225	53	deep	deep	ADJ
bam-10678	225	54	learning	learning	NOUN
bam-10678	225	55	and	and	CCONJ
bam-10678	225	56	machine	machine	NOUN
bam-10678	225	57	learning	learning	NOUN
bam-10678	225	58	methodologies	methodology	NOUN
bam-10678	225	59	.	.	PUNCT
bam-10678	226	1	diagnostics	diagnostic	NOUN
bam-10678	226	2	(	(	PUNCT
bam-10678	226	3	basel	basel	PROPN
bam-10678	226	4	)	)	PUNCT
bam-10678	226	5	.	.	PUNCT
bam-10678	227	1	2020	2020	NUM
bam-10678	227	2	jul	jul	PROPN
bam-10678	227	3	26;10(8):518	26;10(8):518	NUM
bam-10678	227	4	.	.	PUNCT
bam-10678	228	1	doi	doi	NOUN
bam-10678	228	2	:	:	PUNCT
bam-10678	228	3	10.3390	10.3390	NUM
bam-10678	228	4	/	/	SYM
bam-10678	228	5	diagnostics10080518	diagnostics10080518	PROPN
bam-10678	228	6	.	.	PUNCT
bam-10678	229	1	24	24	NUM
bam-10678	229	2	.	.	PUNCT
bam-10678	230	1	hinterwimmer	hinterwimmer	PROPN
bam-10678	230	2	f	f	PROPN
bam-10678	230	3	,	,	PUNCT
bam-10678	230	4	lazic	lazic	VERB
bam-10678	230	5	i	i	PRON
bam-10678	230	6	,	,	PUNCT
bam-10678	230	7	suren	suren	PROPN
bam-10678	230	8	c	c	PROPN
bam-10678	230	9	,	,	PUNCT
bam-10678	230	10	hirschmann	hirschmann	PROPN
bam-10678	230	11	mt	mt	PROPN
bam-10678	230	12	,	,	PUNCT
bam-10678	230	13	pohlig	pohlig	PROPN
bam-10678	230	14	f	f	PROPN
bam-10678	230	15	,	,	PUNCT
bam-10678	230	16	rueckert	rueckert	PROPN
bam-10678	230	17	d	d	PROPN
bam-10678	230	18	,	,	PUNCT
bam-10678	230	19	burgkart	burgkart	PROPN
bam-10678	230	20	r	r	NOUN
bam-10678	230	21	,	,	PUNCT
bam-10678	230	22	von	von	PROPN
bam-10678	230	23	eisenhart	eisenhart	PROPN
bam-10678	230	24	-	-	PUNCT
bam-10678	230	25	rothe	rothe	PROPN
bam-10678	230	26	r.	r.	PROPN
bam-10678	230	27	machine	machine	NOUN
bam-10678	230	28	learning	learn	VERB
bam-10678	230	29	in	in	ADP
bam-10678	230	30	knee	knee	NOUN
bam-10678	230	31	arthroplasty	arthroplasty	NOUN
bam-10678	230	32	:	:	PUNCT
bam-10678	230	33	specific	specific	ADJ
bam-10678	230	34	data	datum	NOUN
bam-10678	230	35	are	be	AUX
bam-10678	230	36	key	key	ADJ
bam-10678	230	37	-	-	PUNCT
bam-10678	230	38	a	a	DET
bam-10678	230	39	systematic	systematic	ADJ
bam-10678	230	40	review	review	NOUN
bam-10678	230	41	.	.	PUNCT
bam-10678	231	1	knee	knee	NOUN
bam-10678	231	2	surg	surg	NOUN
bam-10678	231	3	sports	sport	NOUN
bam-10678	231	4	traumatol	traumatol	NOUN
bam-10678	231	5	arthrosc	arthrosc	PROPN
bam-10678	231	6	.	.	PUNCT
bam-10678	232	1	2022	2022	NUM
bam-10678	232	2	feb;30(2):376	feb;30(2):376	PROPN
bam-10678	232	3	-	-	PUNCT
bam-10678	232	4	388	388	NUM
bam-10678	232	5	.	.	PUNCT
bam-10678	233	1	doi	doi	NOUN
bam-10678	233	2	:	:	PUNCT
bam-10678	233	3	10.1007	10.1007	NUM
bam-10678	233	4	/	/	SYM
bam-10678	233	5	s00167021	s00167021	NOUN
bam-10678	233	6	-	-	PUNCT
bam-10678	233	7	06848	06848	NUM
bam-10678	233	8	-	-	SYM
bam-10678	233	9	6	6	NUM
bam-10678	233	10	.	.	NOUN
bam-10678	233	11	25	25	NUM
bam-10678	233	12	.	.	PUNCT
bam-10678	234	1	jafarzadeh	jafarzadeh	PROPN
bam-10678	234	2	s	s	PROPN
bam-10678	234	3	,	,	PUNCT
bam-10678	234	4	felson	felson	NOUN
bam-10678	234	5	d	d	PROPN
bam-10678	234	6	,	,	PUNCT
bam-10678	234	7	nevitt	nevitt	PROPN
bam-10678	234	8	m	m	PROPN
bam-10678	234	9	,	,	PUNCT
bam-10678	234	10	torner	torner	PROPN
bam-10678	234	11	j	j	PROPN
bam-10678	234	12	,	,	PUNCT
bam-10678	234	13	lewis	lewis	PROPN
bam-10678	234	14	c	c	PROPN
bam-10678	234	15	,	,	PUNCT
bam-10678	234	16	roemer	roemer	PROPN
bam-10678	234	17	f	f	PROPN
bam-10678	234	18	,	,	PUNCT
bam-10678	234	19	guermazi	guermazi	PROPN
bam-10678	234	20	a	a	X
bam-10678	234	21	,	,	PUNCT
bam-10678	234	22	neogi	neogi	PROPN
bam-10678	234	23	t.	t.	PROPN
bam-10678	234	24	machine	machine	NOUN
bam-10678	234	25	learning	learning	NOUN
bam-10678	234	26	-	-	PUNCT
bam-10678	234	27	based	base	VERB
bam-10678	234	28	prediction	prediction	NOUN
bam-10678	234	29	of	of	ADP
bam-10678	234	30	knee	knee	NOUN
bam-10678	234	31	replacement	replacement	NOUN
bam-10678	234	32	in	in	ADP
bam-10678	234	33	persons	person	NOUN
bam-10678	234	34	with	with	ADP
bam-10678	234	35	and	and	CCONJ
bam-10678	234	36	without	without	ADP
bam-10678	234	37	radiographic	radiographic	ADJ
bam-10678	234	38	osteoarthritis	osteoarthritis	NOUN
bam-10678	234	39	using	use	VERB
bam-10678	234	40	clinical	clinical	ADJ
bam-10678	234	41	and	and	CCONJ
bam-10678	234	42	imaging	imaging	NOUN
bam-10678	234	43	features	feature	NOUN
bam-10678	234	44	of	of	ADP
bam-10678	234	45	osteoarthritis	osteoarthritis	NOUN
bam-10678	234	46	:	:	PUNCT
bam-10678	234	47	the	the	DET
bam-10678	234	48	multicenter	multicenter	ADJ
bam-10678	234	49	osteoarthritis	osteoarthritis	NOUN
bam-10678	234	50	study	study	NOUN
bam-10678	235	1	[	[	X
bam-10678	235	2	abstract	abstract	X
bam-10678	235	3	]	]	X
bam-10678	235	4	.	.	PUNCT
bam-10678	236	1	arthritis	arthritis	NOUN
bam-10678	236	2	rheumatol	rheumatol	NOUN
bam-10678	236	3	.	.	PUNCT
bam-10678	237	1	2020	2020	NUM
bam-10678	237	2	nov	nov	NOUN
bam-10678	237	3	;	;	PUNCT
bam-10678	237	4	72	72	NUM
bam-10678	237	5	(	(	PUNCT
bam-10678	237	6	suppl	suppl	ADJ
bam-10678	237	7	10	10	NUM
bam-10678	237	8	)	)	PUNCT
bam-10678	237	9	.	.	PUNCT
bam-10678	238	1	26	26	NUM
bam-10678	238	2	.	.	PUNCT
bam-10678	238	3	macri	macri	VERB
bam-10678	238	4	em	em	PRON
bam-10678	238	5	,	,	PUNCT
bam-10678	238	6	neogi	neogi	PROPN
bam-10678	238	7	t	t	PROPN
bam-10678	238	8	,	,	PUNCT
bam-10678	238	9	jarraya	jarraya	PROPN
bam-10678	238	10	m	m	PROPN
bam-10678	238	11	,	,	PUNCT
bam-10678	238	12	guermazi	guermazi	PROPN
bam-10678	238	13	a	a	X
bam-10678	238	14	,	,	PUNCT
bam-10678	238	15	roemer	roemer	PROPN
bam-10678	238	16	f	f	PROPN
bam-10678	238	17	,	,	PUNCT
bam-10678	238	18	lewis	lewis	PROPN
bam-10678	238	19	ce	ce	PROPN
bam-10678	238	20	,	,	PUNCT
bam-10678	238	21	torner	torner	PROPN
bam-10678	238	22	jc	jc	PROPN
bam-10678	238	23	,	,	PUNCT
bam-10678	238	24	lynch	lynch	PROPN
bam-10678	238	25	ja	ja	PROPN
bam-10678	238	26	,	,	PUNCT
bam-10678	238	27	tolstykh	tolstykh	PROPN
bam-10678	239	1	i	i	PRON
bam-10678	239	2	,	,	PUNCT
bam-10678	239	3	reza	reza	PROPN
bam-10678	239	4	i	i	PRON
bam-10678	239	5	jafarzadeh	jafarzadeh	VERB
bam-10678	239	6	sr	sr	PROPN
bam-10678	239	7	,	,	PUNCT
bam-10678	239	8	stefanik	stefanik	PROPN
bam-10678	239	9	jj	jj	AUX
bam-10678	239	10	.	.	PROPN
bam-10678	239	11	can	can	AUX
bam-10678	239	12	mri‐defined	mri‐define	VERB
bam-10678	239	13	osteoarthritis	osteoarthritis	NOUN
bam-10678	239	14	features	feature	NOUN
bam-10678	239	15	explain	explain	VERB
bam-10678	239	16	anterior	anterior	ADJ
bam-10678	239	17	knee	knee	NOUN
bam-10678	239	18	pain	pain	NOUN
bam-10678	239	19	in	in	ADP
bam-10678	239	20	individuals	individual	NOUN
bam-10678	239	21	with	with	ADP
bam-10678	239	22	,	,	PUNCT
bam-10678	239	23	or	or	CCONJ
bam-10678	239	24	at	at	ADP
bam-10678	239	25	risk	risk	NOUN
bam-10678	239	26	for	for	ADP
bam-10678	239	27	,	,	PUNCT
bam-10678	239	28	knee	knee	NOUN
bam-10678	239	29	osteoarthritis	osteoarthritis	NOUN
bam-10678	239	30	?	?	PUNCT
bam-10678	240	1	the	the	DET
bam-10678	240	2	most	most	ADJ
bam-10678	240	3	study	study	NOUN
bam-10678	240	4	.	.	PUNCT
bam-10678	241	1	arthritis	arthritis	NOUN
bam-10678	241	2	care	care	PROPN
bam-10678	241	3	&	&	CCONJ
bam-10678	241	4	research	research	PROPN
bam-10678	241	5	;	;	PUNCT
bam-10678	241	6	2021	2021	NUM
bam-10678	241	7	.	.	PUNCT
bam-10678	242	1	doi	doi	NOUN
bam-10678	242	2	:	:	PUNCT
bam-10678	242	3	10.1002	10.1002	NUM
bam-10678	242	4	/	/	SYM
bam-10678	242	5	acr.24604	acr.24604	NOUN
bam-10678	242	6	.	.	PROPN
bam-10678	242	7	27	27	NUM
bam-10678	242	8	.	.	PUNCT
bam-10678	243	1	tiulpin	tiulpin	NOUN
bam-10678	243	2	a	a	PROPN
bam-10678	243	3	,	,	PUNCT
bam-10678	243	4	klein	klein	PROPN
bam-10678	243	5	s	s	PROPN
bam-10678	243	6	,	,	PUNCT
bam-10678	243	7	bierma	bierma	NOUN
bam-10678	243	8	-	-	PUNCT
bam-10678	243	9	zeinstra	zeinstra	PROPN
bam-10678	243	10	sma	sma	PROPN
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bam-10678	248	5	.	.	PUNCT
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bam-10678	251	1	appl	appl	PROPN
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bam-10678	251	8	.	.	PUNCT
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bam-10678	252	4	/	/	SYM
bam-10678	252	5	app10196797	app10196797	NOUN
bam-10678	252	6	.	.	PUNCT
bam-10678	253	1	30	30	NUM
bam-10678	253	2	.	.	PUNCT
bam-10678	254	1	kokkotis	kokkotis	PROPN
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bam-10678	256	5	.	.	PUNCT
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bam-10678	258	10	:	:	PUNCT
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