id	sid	tid	token	lemma	pos
cana-5763	1	1	communications	communication	NOUN
cana-5763	1	2	on	on	ADP
cana-5763	1	3	applied	apply	VERB
cana-5763	1	4	nonlinear	nonlinear	ADJ
cana-5763	1	5	analysis	analysis	NOUN
cana-5763	1	6	issn	issn	NOUN
cana-5763	1	7	:	:	PUNCT
cana-5763	1	8	1074	1074	NUM
cana-5763	1	9	-	-	PUNCT
cana-5763	1	10	133x	133x	NUM
cana-5763	1	11	vol	vol	NOUN
cana-5763	1	12	32	32	NUM
cana-5763	1	13	no	no	NOUN
cana-5763	1	14	.	.	PUNCT
cana-5763	2	1	3s	3s	NUM
cana-5763	2	2	(	(	PUNCT
cana-5763	2	3	2025	2025	NUM
cana-5763	2	4	)	)	PUNCT
cana-5763	2	5	861	861	NUM
cana-5763	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5763	2	7	harnessing	harness	VERB
cana-5763	2	8	deep	deep	ADJ
cana-5763	2	9	learning	learning	NOUN
cana-5763	2	10	to	to	PART
cana-5763	2	11	predict	predict	VERB
cana-5763	2	12	and	and	CCONJ
cana-5763	2	13	classify	classify	VERB
cana-5763	2	14	knee	knee	NOUN
cana-5763	2	15	osteoarthritis	osteoarthritis	NOUN
cana-5763	2	16	from	from	ADP
cana-5763	2	17	x	x	ADJ
cana-5763	2	18	-	-	NOUN
cana-5763	2	19	ray	ray	NOUN
cana-5763	2	20	imagery	imagery	NOUN
cana-5763	2	21	adeba	adeba	PROPN
cana-5763	2	22	allauddin1	allauddin1	PROPN
cana-5763	2	23	dr	dr	PROPN
cana-5763	2	24	.	.	PROPN
cana-5763	2	25	s.	s.	PROPN
cana-5763	2	26	shanthi2	shanthi2	PROPN
cana-5763	2	27	dr.m.sambasivudu3	dr.m.sambasivudu3	PROPN
cana-5763	3	1	1research	1research	NUM
cana-5763	3	2	scholar	scholar	NOUN
cana-5763	3	3	,	,	PUNCT
cana-5763	3	4	dept	dept	NOUN
cana-5763	3	5	.	.	PROPN
cana-5763	3	6	of	of	ADP
cana-5763	3	7	computer	computer	NOUN
cana-5763	3	8	science	science	NOUN
cana-5763	3	9	and	and	CCONJ
cana-5763	3	10	engineering	engineering	NOUN
cana-5763	3	11	,	,	PUNCT
cana-5763	3	12	mallareddy	mallareddy	ADJ
cana-5763	3	13	college	college	NOUN
cana-5763	3	14	of	of	ADP
cana-5763	3	15	engineering	engineering	NOUN
cana-5763	3	16	&	&	CCONJ
cana-5763	3	17	technology	technology	PROPN
cana-5763	3	18	,	,	PUNCT
cana-5763	3	19	hyderabad	hyderabad	PROPN
cana-5763	3	20	,	,	PUNCT
cana-5763	3	21	telangana	telangana	PROPN
cana-5763	3	22	2associate	2associate	NUM
cana-5763	3	23	professor	professor	NOUN
cana-5763	3	24	,	,	PUNCT
cana-5763	3	25	dept.of	dept.of	NOUN
cana-5763	3	26	computer	computer	NOUN
cana-5763	3	27	science	science	NOUN
cana-5763	3	28	and	and	CCONJ
cana-5763	3	29	engineering	engineering	NOUN
cana-5763	3	30	,	,	PUNCT
cana-5763	3	31	mallareddy	mallareddy	ADJ
cana-5763	3	32	college	college	NOUN
cana-5763	3	33	of	of	ADP
cana-5763	3	34	engineering	engineering	NOUN
cana-5763	3	35	&	&	CCONJ
cana-5763	3	36	technology	technology	PROPN
cana-5763	3	37	,	,	PUNCT
cana-5763	3	38	hyderabad	hyderabad	PROPN
cana-5763	3	39	,	,	PUNCT
cana-5763	3	40	telangana	telangana	PROPN
cana-5763	3	41	3associate	3associate	NUM
cana-5763	3	42	professor	professor	NOUN
cana-5763	3	43	,	,	PUNCT
cana-5763	3	44	dept.of	dept.of	NOUN
cana-5763	3	45	computer	computer	NOUN
cana-5763	3	46	science	science	NOUN
cana-5763	3	47	and	and	CCONJ
cana-5763	3	48	engineering	engineering	NOUN
cana-5763	3	49	,	,	PUNCT
cana-5763	3	50	mallareddy	mallareddy	ADJ
cana-5763	3	51	college	college	NOUN
cana-5763	3	52	of	of	ADP
cana-5763	3	53	engineering	engineering	NOUN
cana-5763	3	54	&	&	CCONJ
cana-5763	3	55	technology	technology	PROPN
cana-5763	3	56	,	,	PUNCT
cana-5763	3	57	hyderabad	hyderabad	PROPN
cana-5763	3	58	,	,	PUNCT
cana-5763	3	59	telangana	telangana	PROPN
cana-5763	3	60	article	article	PROPN
cana-5763	3	61	history	history	NOUN
cana-5763	3	62	:	:	PUNCT
cana-5763	3	63	received	receive	VERB
cana-5763	3	64	:	:	PUNCT
cana-5763	3	65	12	12	NUM
cana-5763	3	66	-	-	SYM
cana-5763	3	67	01	01	NUM
cana-5763	3	68	-	-	PUNCT
cana-5763	3	69	2025	2025	NUM
cana-5763	3	70	revised	revise	VERB
cana-5763	3	71	:	:	PUNCT
cana-5763	3	72	15	15	NUM
cana-5763	3	73	-	-	NUM
cana-5763	3	74	02	02	NUM
cana-5763	3	75	-	-	PUNCT
cana-5763	3	76	2025	2025	NUM
cana-5763	3	77	accepted	accept	VERB
cana-5763	3	78	:	:	PUNCT
cana-5763	3	79	01	01	NUM
cana-5763	3	80	-	-	SYM
cana-5763	3	81	03	03	NUM
cana-5763	3	82	-	-	PUNCT
cana-5763	3	83	2025	2025	NUM
cana-5763	3	84	abstract	abstract	ADJ
cana-5763	3	85	knee	knee	NOUN
cana-5763	3	86	osteoarthritis	osteoarthritis	NOUN
cana-5763	3	87	(	(	PUNCT
cana-5763	3	88	oa	oa	INTJ
cana-5763	3	89	)	)	PUNCT
cana-5763	3	90	represents	represent	VERB
cana-5763	3	91	the	the	DET
cana-5763	3	92	most	most	ADV
cana-5763	3	93	prevalent	prevalent	ADJ
cana-5763	3	94	subtype	subtype	NOUN
cana-5763	3	95	of	of	ADP
cana-5763	3	96	arthritis	arthritis	NOUN
cana-5763	3	97	—	—	PUNCT
cana-5763	3	98	a	a	DET
cana-5763	3	99	chronic	chronic	ADJ
cana-5763	3	100	and	and	CCONJ
cana-5763	3	101	progressive	progressive	ADJ
cana-5763	3	102	musculoskeletal	musculoskeletal	ADJ
cana-5763	3	103	disorder	disorder	NOUN
cana-5763	3	104	—	—	PUNCT
cana-5763	3	105	characterized	characterize	VERB
cana-5763	3	106	radiographically	radiographically	ADV
cana-5763	3	107	by	by	ADP
cana-5763	3	108	joint	joint	ADJ
cana-5763	3	109	space	space	NOUN
cana-5763	3	110	narrowing	narrowing	NOUN
cana-5763	3	111	,	,	PUNCT
cana-5763	3	112	osteophyte	osteophyte	ADJ
cana-5763	3	113	formation	formation	NOUN
cana-5763	3	114	,	,	PUNCT
cana-5763	3	115	subchondral	subchondral	ADJ
cana-5763	3	116	sclerosis	sclerosis	NOUN
cana-5763	3	117	,	,	PUNCT
cana-5763	3	118	and	and	CCONJ
cana-5763	3	119	bony	bony	NOUN
cana-5763	3	120	deformities	deformity	NOUN
cana-5763	3	121	.	.	PUNCT
cana-5763	4	1	radiographic	radiographic	ADJ
cana-5763	4	2	imaging	imaging	NOUN
cana-5763	4	3	(	(	PUNCT
cana-5763	4	4	x	x	NOUN
cana-5763	4	5	-	-	NOUN
cana-5763	4	6	ray	ray	NOUN
cana-5763	4	7	)	)	PUNCT
cana-5763	4	8	remains	remain	VERB
cana-5763	4	9	the	the	DET
cana-5763	4	10	clinical	clinical	ADJ
cana-5763	4	11	gold	gold	NOUN
cana-5763	4	12	standard	standard	NOUN
cana-5763	4	13	for	for	ADP
cana-5763	4	14	oa	oa	ADP
cana-5763	4	15	diagnosis	diagnosis	NOUN
cana-5763	4	16	due	due	ADP
cana-5763	4	17	to	to	ADP
cana-5763	4	18	its	its	PRON
cana-5763	4	19	cost	cost	NOUN
cana-5763	4	20	-	-	PUNCT
cana-5763	4	21	effectiveness	effectiveness	NOUN
cana-5763	4	22	and	and	CCONJ
cana-5763	4	23	immediate	immediate	ADJ
cana-5763	4	24	accessibility	accessibility	NOUN
cana-5763	4	25	.	.	PUNCT
cana-5763	5	1	disease	disease	NOUN
cana-5763	5	2	severity	severity	NOUN
cana-5763	5	3	is	be	AUX
cana-5763	5	4	traditionally	traditionally	ADV
cana-5763	5	5	assessed	assess	VERB
cana-5763	5	6	using	use	VERB
cana-5763	5	7	the	the	DET
cana-5763	5	8	kellgren	kellgren	NOUN
cana-5763	5	9	and	and	CCONJ
cana-5763	5	10	lawrence	lawrence	PROPN
cana-5763	5	11	(	(	PUNCT
cana-5763	5	12	kl	kl	PROPN
cana-5763	5	13	)	)	PUNCT
cana-5763	5	14	grading	grade	VERB
cana-5763	5	15	system	system	NOUN
cana-5763	5	16	,	,	PUNCT
cana-5763	5	17	which	which	PRON
cana-5763	5	18	stratifies	stratify	VERB
cana-5763	5	19	osteoarthritis	osteoarthritis	NOUN
cana-5763	5	20	progression	progression	NOUN
cana-5763	5	21	from	from	ADP
cana-5763	5	22	mild	mild	ADJ
cana-5763	5	23	to	to	ADP
cana-5763	5	24	severe	severe	ADJ
cana-5763	5	25	stages	stage	NOUN
cana-5763	5	26	.	.	PUNCT
cana-5763	6	1	timely	timely	ADJ
cana-5763	6	2	identification	identification	NOUN
cana-5763	6	3	of	of	ADP
cana-5763	6	4	oa	oa	PROPN
cana-5763	6	5	facilitates	facilitate	VERB
cana-5763	6	6	early	early	ADJ
cana-5763	6	7	intervention	intervention	NOUN
cana-5763	6	8	and	and	CCONJ
cana-5763	6	9	can	can	AUX
cana-5763	6	10	significantly	significantly	ADV
cana-5763	6	11	decelerate	decelerate	VERB
cana-5763	6	12	degenerative	degenerative	ADJ
cana-5763	6	13	changes	change	NOUN
cana-5763	6	14	.	.	PUNCT
cana-5763	7	1	however	however	ADV
cana-5763	7	2	,	,	PUNCT
cana-5763	7	3	many	many	ADJ
cana-5763	7	4	contemporary	contemporary	ADJ
cana-5763	7	5	diagnostic	diagnostic	ADJ
cana-5763	7	6	models	model	NOUN
cana-5763	7	7	simplify	simplify	VERB
cana-5763	7	8	or	or	CCONJ
cana-5763	7	9	exclude	exclude	VERB
cana-5763	7	10	intermediate	intermediate	ADJ
cana-5763	7	11	kl	kl	NOUN
cana-5763	7	12	grades	grade	NOUN
cana-5763	7	13	to	to	PART
cana-5763	7	14	optimize	optimize	VERB
cana-5763	7	15	predictive	predictive	ADJ
cana-5763	7	16	performance	performance	NOUN
cana-5763	7	17	,	,	PUNCT
cana-5763	7	18	which	which	PRON
cana-5763	7	19	compromises	compromise	VERB
cana-5763	7	20	diagnostic	diagnostic	ADJ
cana-5763	7	21	granularity	granularity	NOUN
cana-5763	7	22	.	.	PUNCT
cana-5763	8	1	this	this	DET
cana-5763	8	2	study	study	NOUN
cana-5763	8	3	introduces	introduce	VERB
cana-5763	8	4	a	a	DET
cana-5763	8	5	deep	deep	ADJ
cana-5763	8	6	learning	learning	NOUN
cana-5763	8	7	–	–	PUNCT
cana-5763	8	8	based	base	VERB
cana-5763	8	9	ordinal	ordinal	ADJ
cana-5763	8	10	classification	classification	NOUN
cana-5763	8	11	framework	framework	NOUN
cana-5763	8	12	for	for	ADP
cana-5763	8	13	the	the	DET
cana-5763	8	14	automated	automate	VERB
cana-5763	8	15	detection	detection	NOUN
cana-5763	8	16	and	and	CCONJ
cana-5763	8	17	grading	grading	NOUN
cana-5763	8	18	of	of	ADP
cana-5763	8	19	knee	knee	NOUN
cana-5763	8	20	oa	oa	INTJ
cana-5763	8	21	from	from	ADP
cana-5763	8	22	a	a	DET
cana-5763	8	23	single	single	ADJ
cana-5763	8	24	posteroanterior	posteroanterior	ADJ
cana-5763	8	25	weightbearing	weightbearing	NOUN
cana-5763	8	26	x	x	NOUN
cana-5763	8	27	-	-	NOUN
cana-5763	8	28	ray	ray	NOUN
cana-5763	8	29	image	image	NOUN
cana-5763	8	30	,	,	PUNCT
cana-5763	8	31	adhering	adhere	VERB
cana-5763	8	32	strictly	strictly	ADV
cana-5763	8	33	to	to	ADP
cana-5763	8	34	the	the	DET
cana-5763	8	35	kl	kl	NOUN
cana-5763	8	36	grading	grade	VERB
cana-5763	8	37	scale	scale	NOUN
cana-5763	8	38	.	.	PUNCT
cana-5763	9	1	the	the	DET
cana-5763	9	2	study	study	NOUN
cana-5763	9	3	utilizes	utilize	VERB
cana-5763	9	4	x	x	ADJ
cana-5763	9	5	-	-	NOUN
cana-5763	9	6	ray	ray	NOUN
cana-5763	9	7	images	image	NOUN
cana-5763	9	8	sourced	source	VERB
cana-5763	9	9	from	from	ADP
cana-5763	9	10	the	the	DET
cana-5763	9	11	osteoarthritis	osteoarthritis	NOUN
cana-5763	9	12	initiative	initiative	NOUN
cana-5763	9	13	(	(	PUNCT
cana-5763	9	14	oai	oai	NOUN
cana-5763	9	15	)	)	PUNCT
cana-5763	9	16	dataset	dataset	NOUN
cana-5763	9	17	,	,	PUNCT
cana-5763	9	18	divided	divide	VERB
cana-5763	9	19	into	into	ADP
cana-5763	9	20	training	training	NOUN
cana-5763	9	21	,	,	PUNCT
cana-5763	9	22	validation	validation	NOUN
cana-5763	9	23	,	,	PUNCT
cana-5763	9	24	and	and	CCONJ
cana-5763	9	25	testing	testing	NOUN
cana-5763	9	26	cohorts	cohort	NOUN
cana-5763	9	27	in	in	ADP
cana-5763	9	28	a	a	DET
cana-5763	9	29	70:20:10	70:20:10	NUM
cana-5763	9	30	ratio	ratio	NOUN
cana-5763	9	31	.	.	PUNCT
cana-5763	10	1	leveraging	leverage	VERB
cana-5763	10	2	transfer	transfer	NOUN
cana-5763	10	3	learning	learning	NOUN
cana-5763	10	4	,	,	PUNCT
cana-5763	10	5	we	we	PRON
cana-5763	10	6	fine	fine	ADV
cana-5763	10	7	-	-	PUNCT
cana-5763	10	8	tuned	tune	VERB
cana-5763	10	9	multiple	multiple	ADJ
cana-5763	10	10	state	state	NOUN
cana-5763	10	11	-	-	PUNCT
cana-5763	10	12	of	of	ADP
cana-5763	10	13	-	-	PUNCT
cana-5763	10	14	the	the	DET
cana-5763	10	15	-	-	PUNCT
cana-5763	10	16	art	art	NOUN
cana-5763	10	17	cnn	cnn	PROPN
cana-5763	10	18	architectures	architecture	NOUN
cana-5763	10	19	—	—	PUNCT
cana-5763	10	20	resnet-34	resnet-34	PROPN
cana-5763	10	21	,	,	PUNCT
cana-5763	10	22	vgg-19	vgg-19	PROPN
cana-5763	10	23	,	,	PUNCT
cana-5763	10	24	densenet-121	densenet-121	NOUN
cana-5763	10	25	,	,	PUNCT
cana-5763	10	26	and	and	CCONJ
cana-5763	10	27	densenet-161	densenet-161	ADJ
cana-5763	10	28	—	—	PUNCT
cana-5763	10	29	and	and	CCONJ
cana-5763	10	30	employed	employ	VERB
cana-5763	10	31	an	an	DET
cana-5763	10	32	ensemble	ensemble	ADJ
cana-5763	10	33	strategy	strategy	NOUN
cana-5763	10	34	to	to	PART
cana-5763	10	35	enhance	enhance	VERB
cana-5763	10	36	overall	overall	ADJ
cana-5763	10	37	model	model	NOUN
cana-5763	10	38	robustness	robustness	NOUN
cana-5763	10	39	and	and	CCONJ
cana-5763	10	40	performance	performance	NOUN
cana-5763	10	41	.	.	PUNCT
cana-5763	11	1	our	our	PRON
cana-5763	11	2	approach	approach	NOUN
cana-5763	11	3	demonstrated	demonstrate	VERB
cana-5763	11	4	exceptional	exceptional	ADJ
cana-5763	11	5	outcomes	outcome	NOUN
cana-5763	11	6	,	,	PUNCT
cana-5763	11	7	achieving	achieve	VERB
cana-5763	11	8	an	an	DET
cana-5763	11	9	overall	overall	ADJ
cana-5763	11	10	accuracy	accuracy	NOUN
cana-5763	11	11	of	of	ADP
cana-5763	11	12	98	98	NUM
cana-5763	11	13	%	%	NOUN
cana-5763	11	14	,	,	PUNCT
cana-5763	11	15	a	a	DET
cana-5763	11	16	quadratic	quadratic	ADJ
cana-5763	11	17	weighted	weight	VERB
cana-5763	11	18	kappa	kappa	NOUN
cana-5763	11	19	of	of	ADP
cana-5763	11	20	0.99	0.99	NUM
cana-5763	11	21	,	,	PUNCT
cana-5763	11	22	and	and	CCONJ
cana-5763	11	23	a	a	DET
cana-5763	11	24	95	95	NUM
cana-5763	11	25	%	%	NOUN
cana-5763	11	26	confidence	confidence	NOUN
cana-5763	11	27	interval	interval	NOUN
cana-5763	11	28	,	,	PUNCT
cana-5763	11	29	with	with	ADP
cana-5763	11	30	significant	significant	ADJ
cana-5763	11	31	improvements	improvement	NOUN
cana-5763	11	32	across	across	ADP
cana-5763	11	33	all	all	DET
cana-5763	11	34	kl	kl	NOUN
cana-5763	11	35	grading	grade	VERB
cana-5763	11	36	levels	level	NOUN
cana-5763	11	37	.	.	PUNCT
cana-5763	12	1	furthermore	furthermore	ADV
cana-5763	12	2	,	,	PUNCT
cana-5763	12	3	the	the	DET
cana-5763	12	4	proposed	propose	VERB
cana-5763	12	5	method	method	NOUN
cana-5763	12	6	surpasses	surpass	VERB
cana-5763	12	7	existing	exist	VERB
cana-5763	12	8	state	state	NOUN
cana-5763	12	9	-	-	PUNCT
cana-5763	12	10	of	of	ADP
cana-5763	12	11	-	-	PUNCT
cana-5763	12	12	the	the	DET
cana-5763	12	13	-	-	PUNCT
cana-5763	12	14	art	art	NOUN
cana-5763	12	15	automated	automate	VERB
cana-5763	12	16	diagnostic	diagnostic	ADJ
cana-5763	12	17	systems	system	NOUN
cana-5763	12	18	.	.	PUNCT
cana-5763	13	1	keywords	keyword	NOUN
cana-5763	13	2	:	:	PUNCT
cana-5763	13	3	decision	decision	NOUN
cana-5763	13	4	tree	tree	NOUN
cana-5763	13	5	;	;	PUNCT
cana-5763	13	6	imagenet	imagenet	NOUN
cana-5763	13	7	;	;	PUNCT
cana-5763	13	8	kellgren	kellgren	PROPN
cana-5763	13	9	–	–	PUNCT
cana-5763	13	10	lawrence	lawrence	PROPN
cana-5763	13	11	;	;	PUNCT
cana-5763	13	12	knee	knee	NOUN
cana-5763	13	13	osteoarthritis	osteoarthritis	NOUN
cana-5763	13	14	;	;	PUNCT
cana-5763	13	15	osteoarthritis	osteoarthritis	NOUN
cana-5763	13	16	initiative	initiative	NOUN
cana-5763	13	17	.	.	PUNCT
cana-5763	14	1	1	1	X
cana-5763	14	2	.	.	X
cana-5763	14	3	introduction	introduction	NOUN
cana-5763	14	4	osteoarthritis	osteoarthritis	NOUN
cana-5763	14	5	(	(	PUNCT
cana-5763	14	6	oa	oa	X
cana-5763	14	7	)	)	PUNCT
cana-5763	14	8	could	could	AUX
cana-5763	14	9	be	be	AUX
cana-5763	14	10	a	a	DET
cana-5763	14	11	illness	illness	NOUN
cana-5763	14	12	with	with	ADP
cana-5763	14	13	different	different	ADJ
cana-5763	14	14	variables	variable	NOUN
cana-5763	14	15	,	,	PUNCT
cana-5763	14	16	making	make	VERB
cana-5763	14	17	it	it	PRON
cana-5763	14	18	troublesome	troublesome	ADJ
cana-5763	14	19	to	to	PART
cana-5763	14	20	analyze	analyze	VERB
cana-5763	14	21	,	,	PUNCT
cana-5763	14	22	distinguish	distinguish	VERB
cana-5763	14	23	and	and	CCONJ
cana-5763	14	24	treat	treat	VERB
cana-5763	14	25	[	[	X
cana-5763	14	26	1	1	NUM
cana-5763	14	27	]	]	PUNCT
cana-5763	14	28	,	,	PUNCT
cana-5763	14	29	[	[	X
cana-5763	14	30	2	2	NUM
cana-5763	14	31	]	]	PUNCT
cana-5763	14	32	.	.	PUNCT
cana-5763	15	1	it	it	PRON
cana-5763	15	2	is	be	AUX
cana-5763	15	3	a	a	DET
cana-5763	15	4	inveterate	inveterate	ADJ
cana-5763	15	5	degenerative	degenerative	ADJ
cana-5763	15	6	clutter	clutter	NOUN
cana-5763	15	7	characterized	characterize	VERB
cana-5763	15	8	by	by	ADP
cana-5763	15	9	cartilage	cartilage	NOUN
cana-5763	15	10	disintegration	disintegration	NOUN
cana-5763	15	11	,	,	PUNCT
cana-5763	15	12	inevitably	inevitably	ADV
cana-5763	15	13	driving	drive	VERB
cana-5763	15	14	to	to	ADP
cana-5763	15	15	bone	bone	NOUN
cana-5763	15	16	weakening	weaken	VERB
cana-5763	15	17	.	.	PUNCT
cana-5763	16	1	knee	knee	NOUN
cana-5763	16	2	osteoarthritis	osteoarthritis	NOUN
cana-5763	16	3	(	(	PUNCT
cana-5763	16	4	koa	koa	PROPN
cana-5763	16	5	)	)	PUNCT
cana-5763	16	6	is	be	AUX
cana-5763	16	7	communications	communication	NOUN
cana-5763	16	8	on	on	ADP
cana-5763	16	9	applied	apply	VERB
cana-5763	16	10	nonlinear	nonlinear	ADJ
cana-5763	16	11	analysis	analysis	NOUN
cana-5763	16	12	issn	issn	NOUN
cana-5763	16	13	:	:	PUNCT
cana-5763	16	14	1074	1074	NUM
cana-5763	16	15	-	-	PUNCT
cana-5763	16	16	133x	133x	NUM
cana-5763	16	17	vol	vol	NOUN
cana-5763	16	18	32	32	NUM
cana-5763	16	19	no	no	NOUN
cana-5763	16	20	.	.	PUNCT
cana-5763	17	1	3s	3s	NUM
cana-5763	17	2	(	(	PUNCT
cana-5763	17	3	2025	2025	NUM
cana-5763	17	4	)	)	PUNCT
cana-5763	17	5	862	862	NUM
cana-5763	17	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5763	17	7	one	one	NUM
cana-5763	17	8	sort	sort	NOUN
cana-5763	17	9	of	of	ADP
cana-5763	17	10	osteoarthritis	osteoarthritis	NOUN
cana-5763	17	11	that	that	PRON
cana-5763	17	12	influences	influence	VERB
cana-5763	17	13	the	the	DET
cana-5763	17	14	knee	knee	NOUN
cana-5763	17	15	joint	joint	NOUN
cana-5763	17	16	.	.	PUNCT
cana-5763	18	1	physical	physical	ADJ
cana-5763	18	2	side	side	NOUN
cana-5763	18	3	effects	effect	NOUN
cana-5763	18	4	incorporate	incorporate	VERB
cana-5763	18	5	torment	torment	ADJ
cana-5763	18	6	,	,	PUNCT
cana-5763	18	7	firmness	firmness	NOUN
cana-5763	18	8	,	,	PUNCT
cana-5763	18	9	swelling	swelling	NOUN
cana-5763	18	10	,	,	PUNCT
cana-5763	18	11	and	and	CCONJ
cana-5763	18	12	restricted	restrict	VERB
cana-5763	18	13	joint	joint	ADJ
cana-5763	18	14	developments	development	NOUN
cana-5763	18	15	.	.	PUNCT
cana-5763	19	1	hazard	hazard	NOUN
cana-5763	19	2	components	component	NOUN
cana-5763	19	3	are	be	AUX
cana-5763	19	4	age	age	NOUN
cana-5763	19	5	,	,	PUNCT
cana-5763	19	6	sexual	sexual	ADJ
cana-5763	19	7	orientation	orientation	NOUN
cana-5763	19	8	,	,	PUNCT
cana-5763	19	9	hereditary	hereditary	ADJ
cana-5763	19	10	qualities	quality	NOUN
cana-5763	19	11	,	,	PUNCT
cana-5763	19	12	race	race	NOUN
cana-5763	19	13	,	,	PUNCT
cana-5763	19	14	corpulence	corpulence	NOUN
cana-5763	19	15	,	,	PUNCT
cana-5763	19	16	harm	harm	NOUN
cana-5763	19	17	,	,	PUNCT
cana-5763	19	18	vitamin	vitamin	NOUN
cana-5763	19	19	d	d	NOUN
cana-5763	19	20	lack	lack	NOUN
cana-5763	19	21	,	,	PUNCT
cana-5763	19	22	and	and	CCONJ
cana-5763	19	23	way	way	NOUN
cana-5763	19	24	of	of	ADP
cana-5763	19	25	life	life	NOUN
cana-5763	19	26	[	[	X
cana-5763	19	27	1	1	NUM
cana-5763	19	28	]	]	PUNCT
cana-5763	19	29	,	,	PUNCT
cana-5763	19	30	[	[	X
cana-5763	19	31	2	2	NUM
cana-5763	19	32	]	]	PUNCT
cana-5763	19	33	,	,	PUNCT
cana-5763	19	34	[	[	X
cana-5763	19	35	3	3	NUM
cana-5763	19	36	]	]	PUNCT
cana-5763	19	37	,	,	PUNCT
cana-5763	19	38	[	[	X
cana-5763	19	39	4	4	NUM
cana-5763	19	40	]	]	PUNCT
cana-5763	19	41	.	.	PUNCT
cana-5763	20	1	it	it	PRON
cana-5763	20	2	may	may	AUX
cana-5763	20	3	be	be	AUX
cana-5763	20	4	a	a	DET
cana-5763	20	5	dynamic	dynamic	ADJ
cana-5763	20	6	illness	illness	NOUN
cana-5763	20	7	and	and	CCONJ
cana-5763	20	8	has	have	VERB
cana-5763	20	9	diverse	diverse	ADJ
cana-5763	20	10	stages	stage	NOUN
cana-5763	20	11	of	of	ADP
cana-5763	20	12	seriousness	seriousness	NOUN
cana-5763	20	13	.	.	PUNCT
cana-5763	21	1	agreeing	agree	VERB
cana-5763	21	2	to	to	ADP
cana-5763	21	3	a	a	DET
cana-5763	21	4	later	later	ADV
cana-5763	21	5	consider	consider	VERB
cana-5763	21	6	[	[	X
cana-5763	21	7	5	5	NUM
cana-5763	21	8	]	]	PUNCT
cana-5763	21	9	,	,	PUNCT
cana-5763	21	10	the	the	DET
cana-5763	21	11	worldwide	worldwide	ADJ
cana-5763	21	12	koa	koa	NOUN
cana-5763	21	13	predominance	predominance	NOUN
cana-5763	21	14	is	be	AUX
cana-5763	21	15	16	16	NUM
cana-5763	21	16	%	%	NOUN
cana-5763	21	17	.	.	PUNCT
cana-5763	22	1	as	as	SCONJ
cana-5763	22	2	detailed	detail	VERB
cana-5763	22	3	by	by	ADP
cana-5763	22	4	world	world	NOUN
cana-5763	22	5	wellbeing	wellbee	VERB
cana-5763	22	6	organization	organization	NOUN
cana-5763	22	7	(	(	PUNCT
cana-5763	22	8	who	who	PRON
cana-5763	22	9	)	)	PUNCT
cana-5763	22	10	,	,	PUNCT
cana-5763	22	11	this	this	DET
cana-5763	22	12	malady	malady	NOUN
cana-5763	22	13	is	be	AUX
cana-5763	22	14	more	more	ADV
cana-5763	22	15	predominant	predominant	ADJ
cana-5763	22	16	in	in	ADP
cana-5763	22	17	ladies	lady	NOUN
cana-5763	22	18	,	,	PUNCT
cana-5763	22	19	i.e.	i.e.	X
cana-5763	22	20	,	,	PUNCT
cana-5763	22	21	18.0	18.0	NUM
cana-5763	22	22	%	%	NOUN
cana-5763	22	23	,	,	PUNCT
cana-5763	22	24	than	than	ADP
cana-5763	22	25	in	in	ADP
cana-5763	22	26	men	man	NOUN
cana-5763	22	27	,	,	PUNCT
cana-5763	22	28	i.e.	i.e.	X
cana-5763	22	29	,	,	PUNCT
cana-5763	22	30	9.6	9.6	NUM
cana-5763	22	31	%	%	NOUN
cana-5763	22	32	,	,	PUNCT
cana-5763	22	33	and	and	CCONJ
cana-5763	22	34	the	the	DET
cana-5763	22	35	relate	relate	ADJ
cana-5763	22	36	editor	editor	NOUN
cana-5763	22	37	planning	plan	VERB
cana-5763	22	38	the	the	DET
cana-5763	22	39	audit	audit	NOUN
cana-5763	22	40	of	of	ADP
cana-5763	22	41	this	this	DET
cana-5763	22	42	original	original	ADJ
cana-5763	22	43	copy	copy	NOUN
cana-5763	22	44	and	and	CCONJ
cana-5763	22	45	endorsing	endorse	VERB
cana-5763	22	46	it	it	PRON
cana-5763	22	47	for	for	ADP
cana-5763	22	48	distribution	distribution	NOUN
cana-5763	22	49	was	be	AUX
cana-5763	22	50	jeon	jeon	PROPN
cana-5763	22	51	gwanggil	gwanggil	PROPN
cana-5763	22	52	it	it	PRON
cana-5763	22	53	influences	influence	VERB
cana-5763	22	54	individuals	individual	NOUN
cana-5763	22	55	over	over	ADP
cana-5763	22	56	60	60	NUM
cana-5763	22	57	around	around	ADP
cana-5763	22	58	the	the	DET
cana-5763	22	59	world	world	NOUN
cana-5763	23	1	[	[	X
cana-5763	23	2	1	1	NUM
cana-5763	23	3	]	]	PUNCT
cana-5763	23	4	.	.	PUNCT
cana-5763	24	1	knee	knee	NOUN
cana-5763	24	2	osteoarthritis	osteoarthritis	NOUN
cana-5763	24	3	determination	determination	NOUN
cana-5763	24	4	is	be	AUX
cana-5763	24	5	ordinarily	ordinarily	ADV
cana-5763	24	6	based	base	VERB
cana-5763	24	7	on	on	ADP
cana-5763	24	8	side	side	NOUN
cana-5763	24	9	effects	effect	NOUN
cana-5763	24	10	,	,	PUNCT
cana-5763	24	11	arthroscopy	arthroscopy	NOUN
cana-5763	24	12	,	,	PUNCT
cana-5763	24	13	x	x	NOUN
cana-5763	24	14	-	-	NOUN
cana-5763	24	15	rays	ray	NOUN
cana-5763	24	16	,	,	PUNCT
cana-5763	24	17	and	and	CCONJ
cana-5763	24	18	attractive	attractive	ADJ
cana-5763	24	19	reverberation	reverberation	NOUN
cana-5763	24	20	imaging	imaging	NOUN
cana-5763	24	21	(	(	PUNCT
cana-5763	24	22	mri	mri	NOUN
cana-5763	24	23	)	)	PUNCT
cana-5763	24	24	.	.	PUNCT
cana-5763	25	1	be	be	AUX
cana-5763	25	2	that	that	PRON
cana-5763	25	3	as	as	SCONJ
cana-5763	25	4	it	it	PRON
cana-5763	25	5	may	may	AUX
cana-5763	25	6	,	,	PUNCT
cana-5763	25	7	the	the	DET
cana-5763	25	8	early	early	ADJ
cana-5763	25	9	stages	stage	NOUN
cana-5763	25	10	of	of	ADP
cana-5763	25	11	oa	oa	NOUN
cana-5763	25	12	are	be	AUX
cana-5763	25	13	regularly	regularly	ADV
cana-5763	25	14	covered	cover	VERB
cana-5763	25	15	up	up	ADP
cana-5763	25	16	.	.	PUNCT
cana-5763	26	1	in	in	ADP
cana-5763	26	2	expansion	expansion	NOUN
cana-5763	26	3	,	,	PUNCT
cana-5763	26	4	there	there	PRON
cana-5763	26	5	's	be	VERB
cana-5763	26	6	a	a	DET
cana-5763	26	7	frail	frail	ADJ
cana-5763	26	8	relationship	relationship	NOUN
cana-5763	26	9	between	between	ADP
cana-5763	26	10	the	the	DET
cana-5763	26	11	degree	degree	NOUN
cana-5763	26	12	of	of	ADP
cana-5763	26	13	torment	torment	NOUN
cana-5763	26	14	and	and	CCONJ
cana-5763	26	15	brokenness	brokenness	NOUN
cana-5763	26	16	and	and	CCONJ
cana-5763	26	17	the	the	DET
cana-5763	26	18	seriousness	seriousness	ADJ
cana-5763	26	19	level	level	NOUN
cana-5763	26	20	of	of	ADP
cana-5763	26	21	oa	oa	PRON
cana-5763	26	22	spoken	speak	VERB
cana-5763	26	23	to	to	ADP
cana-5763	26	24	by	by	ADP
cana-5763	26	25	the	the	DET
cana-5763	26	26	picture	picture	NOUN
cana-5763	26	27	.	.	PUNCT
cana-5763	27	1	hence	hence	ADV
cana-5763	27	2	,	,	PUNCT
cana-5763	27	3	there	there	PRON
cana-5763	27	4	could	could	AUX
cana-5763	27	5	be	be	AUX
cana-5763	27	6	a	a	DET
cana-5763	27	7	require	require	NOUN
cana-5763	27	8	for	for	ADP
cana-5763	27	9	a	a	DET
cana-5763	27	10	higher	high	ADJ
cana-5763	27	11	symptomatic	symptomatic	ADJ
cana-5763	27	12	procedure	procedure	NOUN
cana-5763	27	13	to	to	PART
cana-5763	27	14	distinguish	distinguish	VERB
cana-5763	27	15	oa	oa	PRON
cana-5763	27	16	in	in	ADP
cana-5763	27	17	the	the	DET
cana-5763	27	18	beginning	beginning	NOUN
cana-5763	27	19	stages	stage	NOUN
cana-5763	27	20	.	.	PUNCT
cana-5763	28	1	oa	oa	VERB
cana-5763	28	2	-	-	PUNCT
cana-5763	28	3	related	relate	VERB
cana-5763	28	4	bio	bio	NOUN
cana-5763	28	5	-	-	NOUN
cana-5763	28	6	markers	marker	NOUN
cana-5763	28	7	can	can	AUX
cana-5763	28	8	offer	offer	VERB
cana-5763	28	9	assistance	assistance	NOUN
cana-5763	28	10	in	in	ADP
cana-5763	28	11	this	this	DET
cana-5763	28	12	circumstance	circumstance	NOUN
cana-5763	28	13	[	[	X
cana-5763	28	14	1	1	NUM
cana-5763	28	15	]	]	PUNCT
cana-5763	28	16	.	.	PUNCT
cana-5763	29	1	radiographs	radiograph	NOUN
cana-5763	29	2	or	or	CCONJ
cana-5763	29	3	x	x	NOUN
cana-5763	29	4	-	-	NOUN
cana-5763	29	5	rays	ray	NOUN
cana-5763	29	6	to	to	PART
cana-5763	29	7	survey	survey	VERB
cana-5763	29	8	torment	torment	NOUN
cana-5763	29	9	and	and	CCONJ
cana-5763	29	10	eagerness	eagerness	NOUN
cana-5763	29	11	are	be	AUX
cana-5763	29	12	the	the	DET
cana-5763	29	13	establishment	establishment	NOUN
cana-5763	29	14	for	for	ADP
cana-5763	29	15	identifying	identify	VERB
cana-5763	29	16	and	and	CCONJ
cana-5763	29	17	diagnosing	diagnose	VERB
cana-5763	29	18	koa	koa	PROPN
cana-5763	30	1	[	[	X
cana-5763	30	2	1	1	NUM
cana-5763	30	3	]	]	PUNCT
cana-5763	30	4	,	,	PUNCT
cana-5763	30	5	[	[	X
cana-5763	30	6	3	3	NUM
cana-5763	30	7	]	]	PUNCT
cana-5763	30	8	.	.	PUNCT
cana-5763	31	1	key	key	ADJ
cana-5763	31	2	highlights	highlight	NOUN
cana-5763	31	3	that	that	PRON
cana-5763	31	4	can	can	AUX
cana-5763	31	5	be	be	AUX
cana-5763	31	6	watched	watch	VERB
cana-5763	31	7	utilizing	utilize	VERB
cana-5763	31	8	x	x	NOUN
cana-5763	31	9	-	-	NOUN
cana-5763	31	10	rays	ray	NOUN
cana-5763	31	11	are	be	AUX
cana-5763	31	12	joint	joint	ADJ
cana-5763	31	13	space	space	NOUN
cana-5763	31	14	narrowing	narrowing	NOUN
cana-5763	31	15	(	(	PUNCT
cana-5763	31	16	jsn	jsn	NOUN
cana-5763	31	17	)	)	PUNCT
cana-5763	31	18	,	,	PUNCT
cana-5763	31	19	osteophytes	osteophyte	NOUN
cana-5763	31	20	,	,	PUNCT
cana-5763	31	21	sore	sore	ADJ
cana-5763	31	22	arrangement	arrangement	NOUN
cana-5763	31	23	,	,	PUNCT
cana-5763	31	24	and	and	CCONJ
cana-5763	31	25	subchondral	subchondral	ADJ
cana-5763	31	26	sclerosis	sclerosis	NOUN
cana-5763	31	27	.	.	PUNCT
cana-5763	32	1	jsn	jsn	PROPN
cana-5763	32	2	alludes	allude	VERB
cana-5763	32	3	to	to	ADP
cana-5763	32	4	the	the	DET
cana-5763	32	5	misfortune	misfortune	NOUN
cana-5763	32	6	of	of	ADP
cana-5763	32	7	defensive	defensive	ADJ
cana-5763	32	8	car	car	NOUN
cana-5763	32	9	tilage	tilage	NOUN
cana-5763	32	10	between	between	ADP
cana-5763	32	11	knee	knee	NOUN
cana-5763	32	12	joints	joint	NOUN
cana-5763	32	13	.	.	PUNCT
cana-5763	33	1	osteophyte	osteophyte	PROPN
cana-5763	33	2	could	could	AUX
cana-5763	33	3	be	be	AUX
cana-5763	33	4	a	a	DET
cana-5763	33	5	hard	hard	ADJ
cana-5763	33	6	knot	knot	NOUN
cana-5763	33	7	shaped	shape	VERB
cana-5763	33	8	on	on	ADP
cana-5763	33	9	bones	bone	NOUN
cana-5763	33	10	or	or	CCONJ
cana-5763	33	11	joints	joint	NOUN
cana-5763	33	12	,	,	PUNCT
cana-5763	33	13	whereas	whereas	SCONJ
cana-5763	33	14	subchondral	subchondral	ADJ
cana-5763	33	15	sclerosis	sclerosis	NOUN
cana-5763	33	16	is	be	AUX
cana-5763	33	17	the	the	DET
cana-5763	33	18	abnor	abnor	NOUN
cana-5763	33	19	mal	mal	ADJ
cana-5763	33	20	thickening	thickening	NOUN
cana-5763	33	21	of	of	ADP
cana-5763	33	22	the	the	DET
cana-5763	33	23	bone[3	bone[3	PROPN
cana-5763	33	24	]	]	PUNCT
cana-5763	33	25	.	.	PUNCT
cana-5763	34	1	kellgren	kellgren	PROPN
cana-5763	34	2	and	and	CCONJ
cana-5763	34	3	lawrence	lawrence	PROPN
cana-5763	34	4	’s	’s	PART
cana-5763	34	5	(	(	PUNCT
cana-5763	34	6	kl	kl	INTJ
cana-5763	34	7	looking	look	VERB
cana-5763	34	8	into	into	ADP
cana-5763	34	9	system	system	NOUN
cana-5763	34	10	may	may	AUX
cana-5763	34	11	be	be	AUX
cana-5763	34	12	a	a	DET
cana-5763	34	13	semiquantitative	semiquantitative	ADJ
cana-5763	34	14	technique	technique	NOUN
cana-5763	34	15	to	to	PART
cana-5763	34	16	consign	consign	VERB
cana-5763	34	17	grades	grade	NOUN
cana-5763	34	18	to	to	ADP
cana-5763	34	19	radiographs(x	radiographs(x	NOUN
cana-5763	34	20	-	-	PUNCT
cana-5763	34	21	rays	ray	NOUN
cana-5763	34	22	)	)	PUNCT
cana-5763	34	23	for	for	ADP
cana-5763	34	24	koa	koa	NOUN
cana-5763	34	25	reality	reality	NOUN
cana-5763	34	26	[	[	X
cana-5763	34	27	6	6	NUM
cana-5763	34	28	]	]	PUNCT
cana-5763	34	29	,	,	PUNCT
cana-5763	34	30	[	[	X
cana-5763	34	31	7	7	NUM
cana-5763	34	32	]	]	PUNCT
cana-5763	34	33	.	.	PUNCT
cana-5763	35	1	concurring	concur	VERB
cana-5763	35	2	to	to	ADP
cana-5763	35	3	this	this	DET
cana-5763	35	4	system	system	NOUN
cana-5763	35	5	,	,	PUNCT
cana-5763	35	6	ordinal	ordinal	ADJ
cana-5763	35	7	numbers	number	NOUN
cana-5763	35	8	are	be	AUX
cana-5763	35	9	doled	dole	VERB
cana-5763	35	10	out	out	ADP
cana-5763	35	11	concurring	concur	VERB
cana-5763	35	12	to	to	ADP
cana-5763	35	13	the	the	DET
cana-5763	35	14	earnestness	earnestness	NOUN
cana-5763	35	15	level	level	NOUN
cana-5763	35	16	for	for	ADP
cana-5763	35	17	classification	classification	NOUN
cana-5763	35	18	.	.	PUNCT
cana-5763	36	1	kl	kl	PROPN
cana-5763	36	2	grades	grade	NOUN
cana-5763	36	3	are	be	AUX
cana-5763	36	4	delineated	delineate	VERB
cana-5763	36	5	in	in	ADP
cana-5763	36	6	table	table	NOUN
cana-5763	36	7	1	1	NUM
cana-5763	36	8	.	.	PUNCT
cana-5763	37	1	for	for	ADP
cana-5763	37	2	computer	computer	NOUN
cana-5763	37	3	-	-	PUNCT
cana-5763	37	4	aided	aid	VERB
cana-5763	37	5	conclusion	conclusion	NOUN
cana-5763	37	6	and	and	CCONJ
cana-5763	37	7	classification	classification	NOUN
cana-5763	37	8	,	,	PUNCT
cana-5763	37	9	pictures	picture	NOUN
cana-5763	37	10	gotten	get	VERB
cana-5763	37	11	from	from	ADP
cana-5763	37	12	imaging	imaging	NOUN
cana-5763	37	13	modalities	modality	NOUN
cana-5763	37	14	are	be	AUX
cana-5763	37	15	dealt	deal	VERB
cana-5763	37	16	with	with	ADP
cana-5763	37	17	utilizing	utilize	VERB
cana-5763	37	18	picture	picture	NOUN
cana-5763	37	19	taking	take	VERB
cana-5763	37	20	care	care	NOUN
cana-5763	37	21	of	of	ADP
cana-5763	37	22	and	and	CCONJ
cana-5763	37	23	computer	computer	NOUN
cana-5763	37	24	vision	vision	NOUN
cana-5763	37	25	-	-	PUNCT
cana-5763	37	26	based	base	VERB
cana-5763	37	27	methods	method	NOUN
cana-5763	37	28	.	.	PUNCT
cana-5763	38	1	these	these	DET
cana-5763	38	2	strategies	strategy	NOUN
cana-5763	38	3	consolidate	consolidate	VERB
cana-5763	38	4	picture	picture	NOUN
cana-5763	38	5	enhancement	enhancement	NOUN
cana-5763	38	6	,	,	PUNCT
cana-5763	38	7	division	division	NOUN
cana-5763	38	8	,	,	PUNCT
cana-5763	38	9	texture	texture	NOUN
cana-5763	38	10	,	,	PUNCT
cana-5763	38	11	and	and	CCONJ
cana-5763	38	12	shape	shape	NOUN
cana-5763	38	13	examination	examination	NOUN
cana-5763	38	14	[	[	X
cana-5763	38	15	3	3	NUM
cana-5763	38	16	]	]	PUNCT
cana-5763	38	17	,	,	PUNCT
cana-5763	38	18	[	[	X
cana-5763	38	19	8	8	NUM
cana-5763	38	20	]	]	PUNCT
cana-5763	38	21	,	,	PUNCT
cana-5763	38	22	[	[	X
cana-5763	38	23	9	9	NUM
cana-5763	38	24	]	]	PUNCT
cana-5763	38	25	.	.	PUNCT
cana-5763	39	1	picture	picture	NOUN
cana-5763	39	2	division	division	NOUN
cana-5763	39	3	approaches	approach	NOUN
cana-5763	39	4	are	be	AUX
cana-5763	39	5	associated	associate	VERB
cana-5763	39	6	to	to	PART
cana-5763	39	7	recognize	recognize	VERB
cana-5763	39	8	and	and	CCONJ
cana-5763	39	9	localize	localize	VERB
cana-5763	39	10	knees	knee	NOUN
cana-5763	39	11	in	in	ADP
cana-5763	39	12	an	an	DET
cana-5763	39	13	picture	picture	NOUN
cana-5763	39	14	.	.	PUNCT
cana-5763	40	1	surface	surface	NOUN
cana-5763	40	2	and	and	CCONJ
cana-5763	40	3	shape	shape	NOUN
cana-5763	40	4	highlights	highlight	NOUN
cana-5763	40	5	are	be	AUX
cana-5763	40	6	at	at	ADP
cana-5763	40	7	that	that	DET
cana-5763	40	8	point	point	NOUN
cana-5763	40	9	empowered	empower	VERB
cana-5763	40	10	into	into	ADP
cana-5763	40	11	the	the	DET
cana-5763	40	12	machine	machine	NOUN
cana-5763	40	13	learning	learn	VERB
cana-5763	40	14	classifiers	classifier	NOUN
cana-5763	40	15	.	.	PUNCT
cana-5763	41	1	2	2	X
cana-5763	41	2	.	.	X
cana-5763	41	3	existing	exist	VERB
cana-5763	41	4	system	system	NOUN
cana-5763	41	5	the	the	DET
cana-5763	41	6	current	current	ADJ
cana-5763	41	7	state	state	NOUN
cana-5763	41	8	-	-	PUNCT
cana-5763	41	9	of	of	ADP
cana-5763	41	10	-	-	PUNCT
cana-5763	41	11	the	the	DET
cana-5763	41	12	-	-	PUNCT
cana-5763	41	13	art	art	NOUN
cana-5763	41	14	frameworks	framework	NOUN
cana-5763	41	15	for	for	ADP
cana-5763	41	16	knee	knee	NOUN
cana-5763	41	17	osteoarthritis	osteoarthritis	NOUN
cana-5763	41	18	(	(	PUNCT
cana-5763	41	19	oa	oa	NOUN
cana-5763	41	20	)	)	PUNCT
cana-5763	41	21	expectation	expectation	NOUN
cana-5763	41	22	and	and	CCONJ
cana-5763	41	23	classification	classification	NOUN
cana-5763	41	24	use	use	VERB
cana-5763	41	25	profound	profound	ADJ
cana-5763	41	26	learning	learn	VERB
cana-5763	41	27	methods	method	NOUN
cana-5763	41	28	to	to	PART
cana-5763	41	29	analyze	analyze	VERB
cana-5763	41	30	knee	knee	NOUN
cana-5763	41	31	x	x	NOUN
cana-5763	41	32	-	-	NOUN
cana-5763	41	33	ray	ray	NOUN
cana-5763	41	34	pictures	picture	NOUN
cana-5763	41	35	,	,	PUNCT
cana-5763	41	36	advertising	advertise	VERB
cana-5763	41	37	a	a	DET
cana-5763	41	38	more	more	ADV
cana-5763	41	39	objective	objective	ADJ
cana-5763	41	40	and	and	CCONJ
cana-5763	41	41	productive	productive	ADJ
cana-5763	41	42	elective	elective	NOUN
cana-5763	41	43	to	to	ADP
cana-5763	41	44	conventional	conventional	ADJ
cana-5763	41	45	manual	manual	ADJ
cana-5763	41	46	evaluating	evaluating	NOUN
cana-5763	41	47	strategies	strategy	NOUN
cana-5763	41	48	.	.	PUNCT
cana-5763	42	1	for	for	ADP
cana-5763	42	2	occurrence	occurrence	NOUN
cana-5763	42	3	,	,	PUNCT
cana-5763	42	4	the	the	DET
cana-5763	42	5	"	"	PUNCT
cana-5763	42	6	medknee	medknee	ADJ
cana-5763	42	7	"	"	PUNCT
cana-5763	42	8	framework	framework	NOUN
cana-5763	42	9	utilizes	utilize	VERB
cana-5763	42	10	a	a	DET
cana-5763	42	11	pre	pre	ADJ
cana-5763	42	12	-	-	ADJ
cana-5763	42	13	trained	train	VERB
cana-5763	42	14	xception	xception	NOUN
cana-5763	42	15	demonstrate	demonstrate	VERB
cana-5763	42	16	for	for	ADP
cana-5763	42	17	exchange	exchange	NOUN
cana-5763	42	18	learning	learning	NOUN
cana-5763	42	19	,	,	PUNCT
cana-5763	42	20	accomplishing	accomplish	VERB
cana-5763	42	21	an	an	DET
cana-5763	42	22	precision	precision	NOUN
cana-5763	42	23	of	of	ADP
cana-5763	42	24	95.36	95.36	NUM
cana-5763	42	25	%	%	NOUN
cana-5763	42	26	on	on	ADP
cana-5763	42	27	the	the	DET
cana-5763	42	28	restorative	restorative	ADJ
cana-5763	42	29	expert	expert	NOUN
cana-5763	42	30	-	-	PUNCT
cana-5763	42	31	i	i	PRON
cana-5763	42	32	dataset	dataset	VERB
cana-5763	42	33	and	and	CCONJ
cana-5763	42	34	94.94	94.94	NUM
cana-5763	42	35	%	%	NOUN
cana-5763	42	36	on	on	ADP
cana-5763	42	37	the	the	DET
cana-5763	42	38	restorative	restorative	ADJ
cana-5763	42	39	expert	expert	NOUN
cana-5763	42	40	-	-	PUNCT
cana-5763	42	41	ii	ii	NOUN
cana-5763	42	42	dataset	dataset	NOUN
cana-5763	42	43	.	.	PUNCT
cana-5763	43	1	additionally	additionally	ADV
cana-5763	43	2	,	,	PUNCT
cana-5763	43	3	a	a	DET
cana-5763	43	4	think	think	NOUN
cana-5763	43	5	about	about	ADP
cana-5763	43	6	utilizing	utilize	VERB
cana-5763	43	7	cnns	cnn	NOUN
cana-5763	43	8	and	and	CCONJ
cana-5763	43	9	vgg16	vgg16	NOUN
cana-5763	43	10	structures	structure	NOUN
cana-5763	43	11	detailed	detailed	ADJ
cana-5763	43	12	preparing	prepare	VERB
cana-5763	43	13	exactnesses	exactness	NOUN
cana-5763	43	14	of	of	ADP
cana-5763	43	15	99	99	NUM
cana-5763	43	16	%	%	NOUN
cana-5763	43	17	and	and	CCONJ
cana-5763	43	18	99.8	99.8	NUM
cana-5763	43	19	%	%	NOUN
cana-5763	43	20	,	,	PUNCT
cana-5763	43	21	individually	individually	ADV
cana-5763	43	22	,	,	PUNCT
cana-5763	43	23	with	with	ADP
cana-5763	43	24	testing	testing	NOUN
cana-5763	43	25	exactnesses	exactness	NOUN
cana-5763	43	26	of	of	ADP
cana-5763	43	27	80	80	NUM
cana-5763	43	28	%	%	NOUN
cana-5763	43	29	and	and	CCONJ
cana-5763	43	30	91	91	NUM
cana-5763	43	31	%	%	NOUN
cana-5763	43	32	after	after	ADP
cana-5763	43	33	20	20	NUM
cana-5763	43	34	ages	age	NOUN
cana-5763	43	35	.	.	PUNCT
cana-5763	44	1	these	these	DET
cana-5763	44	2	frameworks	framework	NOUN
cana-5763	44	3	ordinarily	ordinarily	ADV
cana-5763	44	4	utilize	utilize	VERB
cana-5763	44	5	the	the	DET
cana-5763	44	6	kellgren	kellgren	PROPN
cana-5763	44	7	-	-	PUNCT
cana-5763	44	8	lawrence	lawrence	PROPN
cana-5763	44	9	(	(	PUNCT
cana-5763	44	10	kl	kl	NOUN
cana-5763	44	11	)	)	PUNCT
cana-5763	44	12	reviewing	reviewing	NOUN
cana-5763	44	13	scale	scale	NOUN
cana-5763	44	14	,	,	PUNCT
cana-5763	44	15	which	which	PRON
cana-5763	44	16	categorizes	categorize	VERB
cana-5763	44	17	oa	oa	PROPN
cana-5763	44	18	seriousness	seriousness	NOUN
cana-5763	44	19	into	into	ADP
cana-5763	44	20	five	five	NUM
cana-5763	44	21	grades	grade	NOUN
cana-5763	44	22	based	base	VERB
cana-5763	44	23	on	on	ADP
cana-5763	44	24	joint	joint	ADJ
cana-5763	44	25	space	space	NOUN
cana-5763	44	26	narrowing	narrowing	NOUN
cana-5763	44	27	and	and	CCONJ
cana-5763	44	28	osteophyte	osteophyte	PROPN
cana-5763	44	29	arrangement	arrangement	NOUN
cana-5763	44	30	.	.	PUNCT
cana-5763	45	1	to	to	PART
cana-5763	45	2	upgrade	upgrade	VERB
cana-5763	45	3	demonstrate	demonstrate	NOUN
cana-5763	45	4	execution	execution	NOUN
cana-5763	45	5	,	,	PUNCT
cana-5763	45	6	strategies	strategy	NOUN
cana-5763	45	7	such	such	ADJ
cana-5763	45	8	as	as	ADP
cana-5763	45	9	information	information	NOUN
cana-5763	45	10	expansion	expansion	NOUN
cana-5763	45	11	,	,	PUNCT
cana-5763	45	12	exchange	exchange	NOUN
cana-5763	45	13	learning	learning	NOUN
cana-5763	45	14	,	,	PUNCT
cana-5763	45	15	and	and	CCONJ
cana-5763	45	16	gathering	gathering	NOUN
cana-5763	45	17	strategies	strategy	NOUN
cana-5763	45	18	are	be	AUX
cana-5763	45	19	commonly	commonly	ADV
cana-5763	45	20	utilized	utilize	VERB
cana-5763	45	21	.	.	PUNCT
cana-5763	46	1	furthermore	furthermore	ADV
cana-5763	46	2	,	,	PUNCT
cana-5763	46	3	a	a	DET
cana-5763	46	4	few	few	ADJ
cana-5763	46	5	frameworks	framework	NOUN
cana-5763	46	6	consolidate	consolidate	VERB
cana-5763	46	7	logical	logical	ADJ
cana-5763	46	8	ai	ai	VERB
cana-5763	46	9	communications	communication	NOUN
cana-5763	46	10	on	on	ADP
cana-5763	46	11	applied	apply	VERB
cana-5763	46	12	nonlinear	nonlinear	ADJ
cana-5763	46	13	analysis	analysis	NOUN
cana-5763	46	14	issn	issn	NOUN
cana-5763	46	15	:	:	PUNCT
cana-5763	46	16	1074	1074	NUM
cana-5763	46	17	-	-	PUNCT
cana-5763	46	18	133x	133x	NUM
cana-5763	46	19	vol	vol	NOUN
cana-5763	46	20	32	32	NUM
cana-5763	46	21	no	no	NOUN
cana-5763	46	22	.	.	PUNCT
cana-5763	47	1	3s	3s	NUM
cana-5763	47	2	(	(	PUNCT
cana-5763	47	3	2025	2025	NUM
cana-5763	47	4	)	)	PUNCT
cana-5763	47	5	863	863	NUM
cana-5763	47	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5763	47	7	strategies	strategy	NOUN
cana-5763	47	8	,	,	PUNCT
cana-5763	47	9	like	like	ADP
cana-5763	47	10	grad	grad	NOUN
cana-5763	47	11	-	-	PUNCT
cana-5763	47	12	cam	cam	NOUN
cana-5763	47	13	,	,	PUNCT
cana-5763	47	14	to	to	PART
cana-5763	47	15	supply	supply	VERB
cana-5763	47	16	visual	visual	ADJ
cana-5763	47	17	bits	bit	NOUN
cana-5763	47	18	of	of	ADP
cana-5763	47	19	knowledge	knowledge	NOUN
cana-5763	47	20	into	into	ADP
cana-5763	47	21	the	the	DET
cana-5763	47	22	model	model	NOUN
cana-5763	47	23	's	's	PART
cana-5763	47	24	decisionmaking	decisionmake	VERB
cana-5763	47	25	prepare	prepare	NOUN
cana-5763	47	26	,	,	PUNCT
cana-5763	47	27	in	in	ADP
cana-5763	47	28	this	this	DET
cana-5763	47	29	manner	manner	NOUN
cana-5763	47	30	expanding	expand	VERB
cana-5763	47	31	clinical	clinical	ADJ
cana-5763	47	32	believe	believe	NOUN
cana-5763	47	33	and	and	CCONJ
cana-5763	47	34	interpretability	interpretability	NOUN
cana-5763	47	35	.	.	PUNCT
cana-5763	48	1	these	these	DET
cana-5763	48	2	progressions	progression	NOUN
cana-5763	48	3	illustrate	illustrate	VERB
cana-5763	48	4	the	the	DET
cana-5763	48	5	potential	potential	NOUN
cana-5763	48	6	of	of	ADP
cana-5763	48	7	profound	profound	ADJ
cana-5763	48	8	learning	learning	NOUN
cana-5763	48	9	in	in	ADP
cana-5763	48	10	robotizing	robotize	VERB
cana-5763	48	11	and	and	CCONJ
cana-5763	48	12	moving	move	VERB
cana-5763	48	13	forward	forward	ADV
cana-5763	48	14	the	the	DET
cana-5763	48	15	exactness	exactness	NOUN
cana-5763	48	16	of	of	ADP
cana-5763	48	17	knee	knee	NOUN
cana-5763	48	18	oa	oa	ADP
cana-5763	48	19	determination	determination	NOUN
cana-5763	48	20	from	from	ADP
cana-5763	48	21	x	x	NOUN
cana-5763	48	22	-	-	NOUN
cana-5763	48	23	ray	ray	NOUN
cana-5763	48	24	pictures	picture	NOUN
cana-5763	48	25	.	.	PUNCT
cana-5763	49	1	3	3	X
cana-5763	49	2	.	.	NUM
cana-5763	49	3	proposed	propose	VERB
cana-5763	49	4	system	system	NOUN
cana-5763	49	5	the	the	DET
cana-5763	49	6	proposed	propose	VERB
cana-5763	49	7	framework	framework	NOUN
cana-5763	49	8	points	point	VERB
cana-5763	49	9	to	to	PART
cana-5763	49	10	upgrade	upgrade	VERB
cana-5763	49	11	the	the	DET
cana-5763	49	12	precision	precision	NOUN
cana-5763	49	13	and	and	CCONJ
cana-5763	49	14	proficiency	proficiency	NOUN
cana-5763	49	15	of	of	ADP
cana-5763	49	16	knee	knee	NOUN
cana-5763	49	17	osteoarthritis	osteoarthritis	NOUN
cana-5763	49	18	(	(	PUNCT
cana-5763	49	19	oa	oa	INTJ
cana-5763	49	20	)	)	PUNCT
cana-5763	49	21	determination	determination	NOUN
cana-5763	49	22	by	by	ADP
cana-5763	49	23	joining	join	VERB
cana-5763	49	24	progressed	progress	VERB
cana-5763	49	25	profound	profound	ADJ
cana-5763	49	26	learning	learning	NOUN
cana-5763	49	27	methods	method	NOUN
cana-5763	49	28	with	with	ADP
cana-5763	49	29	comprehensive	comprehensive	ADJ
cana-5763	49	30	picture	picture	NOUN
cana-5763	49	31	examination	examination	NOUN
cana-5763	49	32	.	.	PUNCT
cana-5763	50	1	building	build	VERB
cana-5763	50	2	upon	upon	SCONJ
cana-5763	50	3	existing	exist	VERB
cana-5763	50	4	models	model	NOUN
cana-5763	50	5	,	,	PUNCT
cana-5763	50	6	this	this	DET
cana-5763	50	7	framework	framework	NOUN
cana-5763	50	8	presents	present	VERB
cana-5763	50	9	a	a	DET
cana-5763	50	10	multi	multi	ADJ
cana-5763	50	11	-	-	ADJ
cana-5763	50	12	modal	modal	ADJ
cana-5763	50	13	approach	approach	NOUN
cana-5763	50	14	that	that	PRON
cana-5763	50	15	consolidates	consolidate	VERB
cana-5763	50	16	joint	joint	ADJ
cana-5763	50	17	space	space	NOUN
cana-5763	50	18	narrowing	narrowing	NOUN
cana-5763	50	19	(	(	PUNCT
cana-5763	50	20	jsn	jsn	NOUN
cana-5763	50	21	)	)	PUNCT
cana-5763	50	22	evaluation	evaluation	NOUN
cana-5763	50	23	,	,	PUNCT
cana-5763	50	24	osteophyte	osteophyte	PROPN
cana-5763	50	25	location	location	NOUN
cana-5763	50	26	,	,	PUNCT
cana-5763	50	27	and	and	CCONJ
cana-5763	50	28	kellgren	kellgren	PROPN
cana-5763	50	29	-	-	PUNCT
cana-5763	50	30	lawrence	lawrence	PROPN
cana-5763	50	31	(	(	PUNCT
cana-5763	50	32	kl	kl	NOUN
cana-5763	50	33	)	)	PUNCT
cana-5763	50	34	reviewing	review	VERB
cana-5763	50	35	into	into	ADP
cana-5763	50	36	a	a	DET
cana-5763	50	37	bound	bind	VERB
cana-5763	50	38	together	together	ADV
cana-5763	50	39	system	system	NOUN
cana-5763	50	40	.	.	PUNCT
cana-5763	51	1	utilizing	utilize	VERB
cana-5763	51	2	a	a	DET
cana-5763	51	3	combination	combination	NOUN
cana-5763	51	4	of	of	ADP
cana-5763	51	5	convolutional	convolutional	ADJ
cana-5763	51	6	neural	neural	ADJ
cana-5763	51	7	systems	system	NOUN
cana-5763	51	8	(	(	PUNCT
cana-5763	51	9	cnns	cnns	PROPN
cana-5763	51	10	)	)	PUNCT
cana-5763	51	11	,	,	PUNCT
cana-5763	51	12	such	such	ADJ
cana-5763	51	13	as	as	ADP
cana-5763	51	14	nasnet	nasnet	NOUN
cana-5763	51	15	,	,	PUNCT
cana-5763	51	16	and	and	CCONJ
cana-5763	51	17	progressed	progress	VERB
cana-5763	51	18	division	division	NOUN
cana-5763	51	19	models	model	NOUN
cana-5763	51	20	like	like	ADP
cana-5763	51	21	u	u	NOUN
cana-5763	51	22	-	-	NOUN
cana-5763	51	23	net	net	ADJ
cana-5763	51	24	,	,	PUNCT
cana-5763	51	25	the	the	DET
cana-5763	51	26	framework	framework	NOUN
cana-5763	51	27	forms	form	VERB
cana-5763	51	28	knee	knee	NOUN
cana-5763	51	29	x	x	NOUN
cana-5763	51	30	-	-	NOUN
cana-5763	51	31	ray	ray	NOUN
cana-5763	51	32	pictures	picture	NOUN
cana-5763	51	33	to	to	PART
cana-5763	51	34	consequently	consequently	ADV
cana-5763	51	35	distinguish	distinguish	VERB
cana-5763	51	36	and	and	CCONJ
cana-5763	51	37	classify	classify	VERB
cana-5763	51	38	oa	oa	PRON
cana-5763	51	39	seriousness	seriousness	NOUN
cana-5763	51	40	.	.	PUNCT
cana-5763	52	1	for	for	ADP
cana-5763	52	2	occurrence	occurrence	NOUN
cana-5763	52	3	,	,	PUNCT
cana-5763	52	4	the	the	DET
cana-5763	52	5	mediai	mediai	PROPN
cana-5763	52	6	-	-	PUNCT
cana-5763	52	7	oa	oa	PROPN
cana-5763	52	8	show	show	NOUN
cana-5763	52	9	illustrates	illustrate	VERB
cana-5763	52	10	tall	tall	ADJ
cana-5763	52	11	exactness	exactness	NOUN
cana-5763	52	12	in	in	ADP
cana-5763	52	13	measuring	measure	VERB
cana-5763	52	14	jsn	jsn	NOUN
cana-5763	52	15	rate	rate	NOUN
cana-5763	52	16	,	,	PUNCT
cana-5763	52	17	identifying	identify	VERB
cana-5763	52	18	osteophytes	osteophyte	NOUN
cana-5763	52	19	,	,	PUNCT
cana-5763	52	20	and	and	CCONJ
cana-5763	52	21	deciding	decide	VERB
cana-5763	52	22	kl	kl	PROPN
cana-5763	52	23	review	review	NOUN
cana-5763	52	24	,	,	PUNCT
cana-5763	52	25	with	with	ADP
cana-5763	52	26	an	an	DET
cana-5763	52	27	generally	generally	ADV
cana-5763	52	28	oa	oa	ADP
cana-5763	52	29	determination	determination	NOUN
cana-5763	52	30	exactness	exactness	NOUN
cana-5763	52	31	of	of	ADP
cana-5763	52	32	92	92	NUM
cana-5763	52	33	%	%	NOUN
cana-5763	52	34	.	.	PUNCT
cana-5763	53	1	moreover	moreover	ADV
cana-5763	53	2	,	,	PUNCT
cana-5763	53	3	the	the	DET
cana-5763	53	4	integration	integration	NOUN
cana-5763	53	5	of	of	ADP
cana-5763	53	6	outfit	outfit	ADJ
cana-5763	53	7	learning	learning	NOUN
cana-5763	53	8	procedures	procedure	NOUN
cana-5763	53	9	and	and	CCONJ
cana-5763	53	10	reasonable	reasonable	ADJ
cana-5763	53	11	ai	ai	NOUN
cana-5763	53	12	strategies	strategy	NOUN
cana-5763	53	13	,	,	PUNCT
cana-5763	53	14	such	such	ADJ
cana-5763	53	15	as	as	ADP
cana-5763	53	16	grad	grad	NOUN
cana-5763	53	17	-	-	PUNCT
cana-5763	53	18	cam	cam	NOUN
cana-5763	53	19	,	,	PUNCT
cana-5763	53	20	upgrades	upgrade	VERB
cana-5763	53	21	the	the	DET
cana-5763	53	22	interpretability	interpretability	NOUN
cana-5763	53	23	of	of	ADP
cana-5763	53	24	the	the	DET
cana-5763	53	25	model	model	NOUN
cana-5763	53	26	's	's	PART
cana-5763	53	27	expectations	expectation	NOUN
cana-5763	53	28	,	,	PUNCT
cana-5763	53	29	giving	give	VERB
cana-5763	53	30	clinicians	clinician	NOUN
cana-5763	53	31	with	with	ADP
cana-5763	53	32	visual	visual	ADJ
cana-5763	53	33	bits	bit	NOUN
cana-5763	53	34	of	of	ADP
cana-5763	53	35	knowledge	knowledge	NOUN
cana-5763	53	36	into	into	ADP
cana-5763	53	37	decisionmaking	decisionmake	VERB
cana-5763	53	38	forms	form	NOUN
cana-5763	53	39	.	.	PUNCT
cana-5763	54	1	this	this	DET
cana-5763	54	2	comprehensive	comprehensive	ADJ
cana-5763	54	3	approach	approach	NOUN
cana-5763	54	4	not	not	PART
cana-5763	54	5	as	as	SCONJ
cana-5763	54	6	it	it	PRON
cana-5763	54	7	were	be	AUX
cana-5763	54	8	decreases	decrease	NOUN
cana-5763	54	9	the	the	DET
cana-5763	54	10	reliance	reliance	NOUN
cana-5763	54	11	on	on	ADP
cana-5763	54	12	master	master	NOUN
cana-5763	54	13	radiologists	radiologist	NOUN
cana-5763	54	14	but	but	CCONJ
cana-5763	54	15	moreover	moreover	ADV
cana-5763	54	16	encourages	encourage	VERB
cana-5763	54	17	early	early	ADJ
cana-5763	54	18	location	location	NOUN
cana-5763	54	19	and	and	CCONJ
cana-5763	54	20	observing	observe	VERB
cana-5763	54	21	of	of	ADP
cana-5763	54	22	oa	oa	PROPN
cana-5763	54	23	movement	movement	NOUN
cana-5763	54	24	,	,	PUNCT
cana-5763	54	25	eventually	eventually	ADV
cana-5763	54	26	making	make	VERB
cana-5763	54	27	strides	stride	NOUN
cana-5763	54	28	persistent	persistent	ADJ
cana-5763	54	29	results	result	NOUN
cana-5763	54	30	and	and	CCONJ
cana-5763	54	31	optimizing	optimize	VERB
cana-5763	54	32	healthcare	healthcare	NOUN
cana-5763	54	33	assets	asset	NOUN
cana-5763	54	34	.	.	PUNCT
cana-5763	55	1	4	4	X
cana-5763	55	2	.	.	X
cana-5763	55	3	literature	literature	NOUN
cana-5763	55	4	survey	survey	NOUN
cana-5763	55	5	1	1	NUM
cana-5763	55	6	.	.	PUNCT
cana-5763	55	7	hybrid	hybrid	ADJ
cana-5763	55	8	techniques	technique	NOUN
cana-5763	55	9	of	of	ADP
cana-5763	55	10	x	x	NOUN
cana-5763	55	11	-	-	NOUN
cana-5763	55	12	ray	ray	NOUN
cana-5763	55	13	analysis	analysis	NOUN
cana-5763	55	14	to	to	PART
cana-5763	55	15	predict	predict	VERB
cana-5763	55	16	knee	knee	NOUN
cana-5763	55	17	osteoarthritis	osteoarthritis	NOUN
cana-5763	55	18	grades	grade	NOUN
cana-5763	55	19	based	base	VERB
cana-5763	55	20	on	on	ADP
cana-5763	55	21	fusion	fusion	NOUN
cana-5763	55	22	features	feature	NOUN
cana-5763	55	23	of	of	ADP
cana-5763	55	24	cnn	cnn	PROPN
cana-5763	55	25	and	and	CCONJ
cana-5763	55	26	handcrafted	handcraft	VERB
cana-5763	55	27	viktorien	viktorien	NOUN
cana-5763	55	28	bayramoğlu	bayramoğlu	NOUN
cana-5763	55	29	,	,	PUNCT
cana-5763	55	30	f.	f.	PROPN
cana-5763	55	31	klein	klein	PROPN
cana-5763	55	32	,	,	PUNCT
cana-5763	55	33	s.	s.	PROPN
cana-5763	55	34	saarakkala	saarakkala	PROPN
cana-5763	55	35	et	et	PROPN
cana-5763	55	36	al	al	PROPN
cana-5763	55	37	.	.	PUNCT
cana-5763	56	1	this	this	DET
cana-5763	56	2	study	study	NOUN
cana-5763	56	3	proposes	propose	VERB
cana-5763	56	4	a	a	DET
cana-5763	56	5	hybrid	hybrid	ADJ
cana-5763	56	6	method	method	NOUN
cana-5763	56	7	that	that	PRON
cana-5763	56	8	merges	merge	VERB
cana-5763	56	9	convolutional	convolutional	ADJ
cana-5763	56	10	neural	neural	ADJ
cana-5763	56	11	network	network	NOUN
cana-5763	56	12	(	(	PUNCT
cana-5763	56	13	cnn	cnn	PROPN
cana-5763	56	14	)	)	PUNCT
cana-5763	56	15	–	–	PUNCT
cana-5763	56	16	extracted	extract	VERB
cana-5763	56	17	features	feature	NOUN
cana-5763	56	18	with	with	ADP
cana-5763	56	19	handcrafted	handcrafted	ADJ
cana-5763	56	20	descriptors	descriptor	NOUN
cana-5763	56	21	—	—	PUNCT
cana-5763	56	22	for	for	ADP
cana-5763	56	23	example	example	NOUN
cana-5763	56	24	,	,	PUNCT
cana-5763	56	25	texture	texture	NOUN
cana-5763	56	26	and	and	CCONJ
cana-5763	56	27	morphology	morphology	NOUN
cana-5763	56	28	—	—	PUNCT
cana-5763	56	29	to	to	PART
cana-5763	56	30	grade	grade	NOUN
cana-5763	56	31	knee	knee	NOUN
cana-5763	56	32	oa	oa	ADP
cana-5763	56	33	severity	severity	NOUN
cana-5763	56	34	on	on	ADP
cana-5763	56	35	x	x	NOUN
cana-5763	56	36	-	-	NOUN
cana-5763	56	37	ray	ray	NOUN
cana-5763	56	38	images	image	NOUN
cana-5763	56	39	.	.	PUNCT
cana-5763	57	1	the	the	DET
cana-5763	57	2	fusion	fusion	NOUN
cana-5763	57	3	approach	approach	NOUN
cana-5763	57	4	enhances	enhance	VERB
cana-5763	57	5	performance	performance	NOUN
cana-5763	57	6	over	over	ADP
cana-5763	57	7	solely	solely	ADV
cana-5763	57	8	deep	deep	ADJ
cana-5763	57	9	-	-	PUNCT
cana-5763	57	10	learning	learning	NOUN
cana-5763	57	11	or	or	CCONJ
cana-5763	57	12	traditional	traditional	ADJ
cana-5763	57	13	image	image	NOUN
cana-5763	57	14	-	-	PUNCT
cana-5763	57	15	analysis	analysis	NOUN
cana-5763	57	16	methods	method	NOUN
cana-5763	57	17	.	.	PUNCT
cana-5763	58	1	it	it	PRON
cana-5763	58	2	demonstrates	demonstrate	VERB
cana-5763	58	3	improved	improved	ADJ
cana-5763	58	4	grading	grading	NOUN
cana-5763	58	5	accuracy	accuracy	NOUN
cana-5763	58	6	across	across	ADP
cana-5763	58	7	multiclass	multiclass	ADJ
cana-5763	58	8	kellgren	kellgren	PROPN
cana-5763	58	9	–	–	PUNCT
cana-5763	58	10	lawrence	lawrence	NOUN
cana-5763	58	11	categories	category	NOUN
cana-5763	58	12	,	,	PUNCT
cana-5763	58	13	outperforming	outperform	VERB
cana-5763	58	14	standalone	standalone	NOUN
cana-5763	58	15	models	model	NOUN
cana-5763	58	16	.	.	PUNCT
cana-5763	59	1	nicharee	nicharee	PROPN
cana-5763	59	2	srikijkasemwat	srikijkasemwat	PROPN
cana-5763	59	3	,	,	PUNCT
cana-5763	59	4	soumya	soumya	PROPN
cana-5763	59	5	 	 	SPACE
cana-5763	59	6	s.	s.	PROPN
cana-5763	59	7	 	 	SPACE
cana-5763	59	8	kundu	kundu	NOUN
cana-5763	59	9	,	,	PUNCT
cana-5763	59	10	fuping	fuping	NOUN
cana-5763	59	11	 	 	SPACE
cana-5763	59	12	wu	wu	PROPN
cana-5763	59	13	,	,	PUNCT
cana-5763	59	14	bartlomiej	bartlomiej	PROPN
cana-5763	59	15	 	 	SPACE
cana-5763	59	16	w.	w.	PROPN
cana-5763	59	17	 	 	SPACE
cana-5763	59	18	papiez	papiez	NOUN
cana-5763	59	19	this	this	DET
cana-5763	59	20	work	work	NOUN
cana-5763	59	21	presents	present	VERB
cana-5763	59	22	kneexnet	kneexnet	NOUN
cana-5763	59	23	,	,	PUNCT
cana-5763	59	24	an	an	DET
cana-5763	59	25	ensemble	ensemble	NOUN
cana-5763	59	26	of	of	ADP
cana-5763	59	27	multiple	multiple	ADJ
cana-5763	59	28	deep	deep	ADJ
cana-5763	59	29	learning	learning	NOUN
cana-5763	59	30	models	model	NOUN
cana-5763	59	31	to	to	PART
cana-5763	59	32	classify	classify	VERB
cana-5763	59	33	kl	kl	NOUN
cana-5763	59	34	grades	grade	NOUN
cana-5763	59	35	from	from	ADP
cana-5763	59	36	knee	knee	NOUN
cana-5763	59	37	x	x	NOUN
cana-5763	59	38	-	-	NOUN
cana-5763	59	39	rays	ray	NOUN
cana-5763	59	40	.	.	PUNCT
cana-5763	60	1	after	after	ADP
cana-5763	60	2	evaluating	evaluate	VERB
cana-5763	60	3	top	top	ADJ
cana-5763	60	4	individual	individual	ADJ
cana-5763	60	5	cnns	cnn	NOUN
cana-5763	60	6	(	(	PUNCT
cana-5763	60	7	~69	~69	NOUN
cana-5763	60	8	 	 	SPACE
cana-5763	60	9	%	%	NOUN
cana-5763	60	10	accuracy	accuracy	NOUN
cana-5763	60	11	)	)	PUNCT
cana-5763	60	12	,	,	PUNCT
cana-5763	60	13	the	the	DET
cana-5763	60	14	study	study	NOUN
cana-5763	60	15	applied	apply	VERB
cana-5763	60	16	weighted	weight	VERB
cana-5763	60	17	sampling	sample	VERB
cana-5763	60	18	to	to	PART
cana-5763	60	19	address	address	VERB
cana-5763	60	20	class	class	NOUN
cana-5763	60	21	imbalance	imbalance	NOUN
cana-5763	60	22	and	and	CCONJ
cana-5763	60	23	then	then	ADV
cana-5763	60	24	combined	combined	ADJ
cana-5763	60	25	models	model	NOUN
cana-5763	60	26	via	via	ADP
cana-5763	60	27	majority	majority	NOUN
cana-5763	60	28	voting	voting	NOUN
cana-5763	60	29	and	and	CCONJ
cana-5763	60	30	a	a	DET
cana-5763	60	31	shallow	shallow	ADJ
cana-5763	60	32	meta	meta	ADJ
cana-5763	60	33	-	-	PUNCT
cana-5763	60	34	learner	learner	NOUN
cana-5763	60	35	.	.	PUNCT
cana-5763	61	1	this	this	DET
cana-5763	61	2	ensemble	ensemble	PROPN
cana-5763	61	3	achieved	achieve	VERB
cana-5763	61	4	an	an	DET
cana-5763	61	5	overall	overall	ADJ
cana-5763	61	6	accuracy	accuracy	NOUN
cana-5763	61	7	of	of	ADP
cana-5763	61	8	72	72	NUM
cana-5763	61	9	 	 	SPACE
cana-5763	61	10	%	%	NOUN
cana-5763	61	11	,	,	PUNCT
cana-5763	61	12	with	with	SCONJ
cana-5763	61	13	explainability	explainability	NOUN
cana-5763	61	14	via	via	ADP
cana-5763	61	15	smooth	smooth	ADJ
cana-5763	61	16	-	-	PUNCT
cana-5763	61	17	gradcam++	gradcam++	NOUN
cana-5763	61	18	highlighting	highlight	VERB
cana-5763	61	19	relevant	relevant	ADJ
cana-5763	61	20	anatomical	anatomical	ADJ
cana-5763	61	21	regions	region	NOUN
cana-5763	61	22	communications	communication	NOUN
cana-5763	61	23	on	on	ADP
cana-5763	61	24	applied	apply	VERB
cana-5763	61	25	nonlinear	nonlinear	ADJ
cana-5763	61	26	analysis	analysis	NOUN
cana-5763	61	27	issn	issn	NOUN
cana-5763	61	28	:	:	PUNCT
cana-5763	61	29	1074	1074	NUM
cana-5763	61	30	-	-	PUNCT
cana-5763	61	31	133x	133x	NUM
cana-5763	61	32	vol	vol	NOUN
cana-5763	61	33	32	32	NUM
cana-5763	62	1	no	no	NOUN
cana-5763	62	2	.	.	PUNCT
cana-5763	63	1	3s	3s	NUM
cana-5763	63	2	(	(	PUNCT
cana-5763	63	3	2025	2025	NUM
cana-5763	63	4	)	)	PUNCT
cana-5763	63	5	864	864	NUM
cana-5763	63	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5763	63	7	2	2	X
cana-5763	63	8	.	.	X
cana-5763	63	9	assessing	assess	VERB
cana-5763	63	10	knee	knee	NOUN
cana-5763	63	11	oa	oa	ADP
cana-5763	63	12	severity	severity	PROPN
cana-5763	63	13	with	with	ADP
cana-5763	63	14	cnn	cnn	PROPN
cana-5763	63	15	attention	attention	NOUN
cana-5763	63	16	-	-	PUNCT
cana-5763	63	17	based	base	VERB
cana-5763	63	18	end	end	NOUN
cana-5763	63	19	-	-	PUNCT
cana-5763	63	20	to	to	ADP
cana-5763	63	21	-	-	PUNCT
cana-5763	63	22	end	end	NOUN
cana-5763	63	23	architectures	architecture	NOUN
cana-5763	63	24	marc	marc	PROPN
cana-5763	63	25	górriz	górriz	PROPN
cana-5763	63	26	,	,	PUNCT
cana-5763	63	27	joseph	joseph	PROPN
cana-5763	63	28	antony	antony	PROPN
cana-5763	63	29	,	,	PUNCT
cana-5763	63	30	kevin	kevin	PROPN
cana-5763	63	31	mcguinness	mcguinness	PROPN
cana-5763	63	32	,	,	PUNCT
cana-5763	63	33	xavier	xavier	PROPN
cana-5763	63	34	giró	giró	PROPN
cana-5763	63	35	-	-	PUNCT
cana-5763	63	36	i	i	PROPN
cana-5763	63	37	-	-	PUNCT
cana-5763	63	38	nieto	nieto	PROPN
cana-5763	63	39	,	,	PUNCT
cana-5763	63	40	noel	noel	PROPN
cana-5763	63	41	 	 	SPACE
cana-5763	63	42	e.	e.	PROPN
cana-5763	63	43	 	 	SPACE
cana-5763	63	44	o’connor	o’connor	ADV
cana-5763	63	45	this	this	DET
cana-5763	63	46	research	research	NOUN
cana-5763	63	47	introduces	introduce	VERB
cana-5763	63	48	an	an	DET
cana-5763	63	49	end	end	NOUN
cana-5763	63	50	-	-	PUNCT
cana-5763	63	51	to	to	ADP
cana-5763	63	52	-	-	PUNCT
cana-5763	63	53	end	end	NOUN
cana-5763	63	54	attention	attention	NOUN
cana-5763	63	55	-	-	PUNCT
cana-5763	63	56	enhanced	enhance	VERB
cana-5763	63	57	cnn	cnn	PROPN
cana-5763	63	58	framework	framework	NOUN
cana-5763	63	59	that	that	PRON
cana-5763	63	60	learns	learn	VERB
cana-5763	63	61	to	to	PART
cana-5763	63	62	focus	focus	VERB
cana-5763	63	63	on	on	ADP
cana-5763	63	64	key	key	ADJ
cana-5763	63	65	knee	knee	NOUN
cana-5763	63	66	regions	region	NOUN
cana-5763	63	67	without	without	ADP
cana-5763	63	68	prior	prior	ADJ
cana-5763	63	69	roi	roi	NOUN
cana-5763	63	70	segmentation	segmentation	NOUN
cana-5763	63	71	.	.	PUNCT
cana-5763	64	1	attention	attention	NOUN
cana-5763	64	2	modules	module	NOUN
cana-5763	64	3	at	at	ADP
cana-5763	64	4	multiple	multiple	ADJ
cana-5763	64	5	scales	scale	NOUN
cana-5763	64	6	guide	guide	VERB
cana-5763	64	7	the	the	DET
cana-5763	64	8	model	model	NOUN
cana-5763	64	9	to	to	PART
cana-5763	64	10	detect	detect	VERB
cana-5763	64	11	fine	fine	ADV
cana-5763	64	12	-	-	PUNCT
cana-5763	64	13	grained	grain	VERB
cana-5763	64	14	features	feature	NOUN
cana-5763	64	15	associated	associate	VERB
cana-5763	64	16	with	with	ADP
cana-5763	64	17	oa	oa	PRON
cana-5763	64	18	.	.	PROPN
cana-5763	64	19	tested	test	VERB
cana-5763	64	20	on	on	ADP
cana-5763	64	21	oai	oai	PROPN
cana-5763	64	22	/	/	SYM
cana-5763	64	23	most	most	ADJ
cana-5763	64	24	datasets	dataset	NOUN
cana-5763	64	25	,	,	PUNCT
cana-5763	64	26	the	the	DET
cana-5763	64	27	model	model	NOUN
cana-5763	64	28	delivers	deliver	VERB
cana-5763	64	29	promising	promise	VERB
cana-5763	64	30	kl	kl	NOUN
cana-5763	64	31	grading	grade	VERB
cana-5763	64	32	accuracy	accuracy	NOUN
cana-5763	64	33	,	,	PUNCT
cana-5763	64	34	with	with	ADP
cana-5763	64	35	attention	attention	NOUN
cana-5763	64	36	maps	map	NOUN
cana-5763	64	37	boosting	boost	VERB
cana-5763	64	38	interpretability	interpretability	NOUN
cana-5763	64	39	3	3	NUM
cana-5763	64	40	.	.	X
cana-5763	65	1	deep	deep	ADJ
cana-5763	65	2	learning	learning	NOUN
cana-5763	65	3	-	-	PUNCT
cana-5763	65	4	based	base	VERB
cana-5763	65	5	framework	framework	NOUN
cana-5763	65	6	for	for	ADP
cana-5763	65	7	automated	automate	VERB
cana-5763	65	8	classification	classification	NOUN
cana-5763	65	9	of	of	ADP
cana-5763	65	10	knee	knee	NOUN
cana-5763	65	11	osteoarthritis	osteoarthritis	NOUN
cana-5763	65	12	severity	severity	NOUN
cana-5763	65	13	and	and	CCONJ
cana-5763	65	14	detection	detection	NOUN
cana-5763	65	15	of	of	ADP
cana-5763	65	16	joint	joint	ADJ
cana-5763	65	17	space	space	NOUN
cana-5763	65	18	width	width	NOUN
cana-5763	65	19	in	in	ADP
cana-5763	65	20	x	x	ADJ
cana-5763	65	21	-	-	NOUN
cana-5763	65	22	ray	ray	NOUN
cana-5763	65	23	imaging	imaging	NOUN
cana-5763	65	24	:	:	PUNCT
cana-5763	65	25	logeshwari	logeshwari	ADJ
cana-5763	65	26	 	 	SPACE
cana-5763	65	27	alavanthar	alavanthar	ADJ
cana-5763	65	28	,	,	PUNCT
cana-5763	65	29	jayashree	jayashree	ADJ
cana-5763	65	30	 	 	SPACE
cana-5763	65	31	stalin	stalin	PROPN
cana-5763	65	32	,	,	PUNCT
cana-5763	65	33	k.	k.	PROPN
cana-5763	65	34	 	 	SPACE
cana-5763	65	35	jasmine	jasmine	PROPN
cana-5763	65	36	mystica	mystica	NOUN
cana-5763	65	37	this	this	DET
cana-5763	65	38	framework	framework	NOUN
cana-5763	65	39	uses	use	VERB
cana-5763	65	40	yolov8	yolov8	NOUN
cana-5763	65	41	to	to	PART
cana-5763	65	42	localize	localize	VERB
cana-5763	65	43	the	the	DET
cana-5763	65	44	joint	joint	ADJ
cana-5763	65	45	space	space	NOUN
cana-5763	65	46	region	region	NOUN
cana-5763	65	47	(	(	PUNCT
cana-5763	65	48	jsw	jsw	PROPN
cana-5763	65	49	)	)	PUNCT
cana-5763	65	50	in	in	ADP
cana-5763	65	51	knee	knee	NOUN
cana-5763	65	52	x	x	NOUN
cana-5763	65	53	-	-	NOUN
cana-5763	65	54	rays	ray	NOUN
cana-5763	65	55	,	,	PUNCT
cana-5763	65	56	followed	follow	VERB
cana-5763	65	57	by	by	ADP
cana-5763	65	58	a	a	DET
cana-5763	65	59	vgg-16	vgg-16	NOUN
cana-5763	65	60	network	network	NOUN
cana-5763	65	61	(	(	PUNCT
cana-5763	65	62	transfer	transfer	NOUN
cana-5763	65	63	learning	learning	NOUN
cana-5763	65	64	)	)	PUNCT
cana-5763	65	65	to	to	PART
cana-5763	65	66	assess	assess	VERB
cana-5763	65	67	jsw	jsw	PROPN
cana-5763	65	68	measurements	measurement	NOUN
cana-5763	65	69	and	and	CCONJ
cana-5763	65	70	predict	predict	VERB
cana-5763	65	71	the	the	DET
cana-5763	65	72	kl	kl	PROPN
cana-5763	65	73	grade	grade	NOUN
cana-5763	65	74	.	.	PUNCT
cana-5763	66	1	the	the	DET
cana-5763	66	2	dual	dual	ADJ
cana-5763	66	3	-	-	PUNCT
cana-5763	66	4	task	task	NOUN
cana-5763	66	5	approach	approach	NOUN
cana-5763	66	6	enhances	enhance	VERB
cana-5763	66	7	diagnostic	diagnostic	ADJ
cana-5763	66	8	accuracy	accuracy	NOUN
cana-5763	66	9	and	and	CCONJ
cana-5763	66	10	efficiency	efficiency	NOUN
cana-5763	66	11	,	,	PUNCT
cana-5763	66	12	aiming	aim	VERB
cana-5763	66	13	to	to	PART
cana-5763	66	14	support	support	VERB
cana-5763	66	15	clinicians	clinician	NOUN
cana-5763	66	16	with	with	ADP
cana-5763	66	17	timely	timely	ADJ
cana-5763	66	18	and	and	CCONJ
cana-5763	66	19	reliable	reliable	ADJ
cana-5763	66	20	oa	oa	ADP
cana-5763	66	21	assessments	assessment	NOUN
cana-5763	66	22	.	.	PUNCT
cana-5763	67	1	5	5	X
cana-5763	67	2	.	.	X
cana-5763	67	3	methodology	methodology	NOUN
cana-5763	67	4	dataset	dataset	VERB
cana-5763	67	5	description	description	NOUN
cana-5763	67	6	the	the	DET
cana-5763	67	7	dataset	dataset	NOUN
cana-5763	67	8	utilized	utilize	VERB
cana-5763	67	9	for	for	ADP
cana-5763	67	10	this	this	DET
cana-5763	67	11	think	think	NOUN
cana-5763	67	12	about	about	ADP
cana-5763	67	13	is	be	AUX
cana-5763	67	14	based	base	VERB
cana-5763	67	15	on	on	ADP
cana-5763	67	16	the	the	DET
cana-5763	67	17	osteoarthritis	osteoarthritis	NOUN
cana-5763	67	18	activity	activity	NOUN
cana-5763	67	19	dataset	dataset	VERB
cana-5763	67	20	[	[	PUNCT
cana-5763	67	21	9	9	NUM
cana-5763	67	22	]	]	PUNCT
cana-5763	67	23	.	.	PUNCT
cana-5763	68	1	there	there	PRON
cana-5763	68	2	are	be	VERB
cana-5763	68	3	9786	9786	NUM
cana-5763	68	4	x	x	NOUN
cana-5763	68	5	-	-	NOUN
cana-5763	68	6	ray	ray	NOUN
cana-5763	68	7	pictures	picture	NOUN
cana-5763	68	8	reviewed	review	VERB
cana-5763	68	9	agreeing	agree	VERB
cana-5763	68	10	to	to	ADP
cana-5763	68	11	the	the	DET
cana-5763	68	12	kl	kl	NOUN
cana-5763	68	13	evaluating	evaluate	VERB
cana-5763	68	14	conspire	conspire	NOUN
cana-5763	68	15	.	.	PUNCT
cana-5763	69	1	in	in	ADP
cana-5763	69	2	review	review	NOUN
cana-5763	69	3	0	0	NUM
cana-5763	69	4	,	,	PUNCT
cana-5763	69	5	there	there	PRON
cana-5763	69	6	are	be	VERB
cana-5763	69	7	3857	3857	NUM
cana-5763	69	8	pictures	picture	NOUN
cana-5763	69	9	,	,	PUNCT
cana-5763	69	10	1770	1770	NUM
cana-5763	69	11	in	in	ADP
cana-5763	69	12	review	review	NOUN
cana-5763	69	13	1	1	NUM
cana-5763	69	14	,	,	PUNCT
cana-5763	69	15	2578	2578	NUM
cana-5763	69	16	in	in	ADP
cana-5763	69	17	review	review	NOUN
cana-5763	69	18	2	2	NUM
cana-5763	69	19	,	,	PUNCT
cana-5763	69	20	1286	1286	NUM
cana-5763	69	21	in	in	ADP
cana-5763	69	22	review	review	NOUN
cana-5763	69	23	3	3	NUM
cana-5763	69	24	,	,	PUNCT
cana-5763	69	25	and	and	CCONJ
cana-5763	69	26	295	295	NUM
cana-5763	69	27	in	in	ADP
cana-5763	69	28	review	review	NOUN
cana-5763	69	29	4	4	NUM
cana-5763	69	30	.	.	PUNCT
cana-5763	70	1	the	the	DET
cana-5763	70	2	estimate	estimate	NOUN
cana-5763	70	3	of	of	ADP
cana-5763	70	4	each	each	DET
cana-5763	70	5	picture	picture	NOUN
cana-5763	70	6	is	be	AUX
cana-5763	70	7	224	224	NUM
cana-5763	70	8	×224	×224	NOUN
cana-5763	70	9	.	.	PUNCT
cana-5763	71	1	information	information	NOUN
cana-5763	71	2	is	be	AUX
cana-5763	71	3	exceedingly	exceedingly	ADV
cana-5763	71	4	lopsided	lopsided	ADJ
cana-5763	71	5	;	;	PUNCT
cana-5763	71	6	thus	thus	ADV
cana-5763	71	7	,	,	PUNCT
cana-5763	71	8	information	information	NOUN
cana-5763	71	9	has	have	AUX
cana-5763	71	10	been	be	AUX
cana-5763	71	11	part	part	NOUN
cana-5763	71	12	into	into	ADP
cana-5763	71	13	the	the	DET
cana-5763	71	14	prepare	prepare	NOUN
cana-5763	71	15	,	,	PUNCT
cana-5763	71	16	test	test	NOUN
cana-5763	71	17	,	,	PUNCT
cana-5763	71	18	and	and	CCONJ
cana-5763	71	19	approval	approval	NOUN
cana-5763	71	20	classes	class	NOUN
cana-5763	71	21	considering	consider	VERB
cana-5763	71	22	the	the	DET
cana-5763	71	23	number	number	NOUN
cana-5763	71	24	of	of	ADP
cana-5763	71	25	accessible	accessible	ADJ
cana-5763	71	26	tests	test	NOUN
cana-5763	71	27	for	for	ADP
cana-5763	71	28	each	each	DET
cana-5763	71	29	category	category	NOUN
cana-5763	71	30	.	.	PUNCT
cana-5763	72	1	figure	figure	NOUN
cana-5763	72	2	2	2	NUM
cana-5763	72	3	reflects	reflect	VERB
cana-5763	72	4	information	information	NOUN
cana-5763	72	5	dissemination	dissemination	NOUN
cana-5763	72	6	between	between	ADP
cana-5763	72	7	preparing	prepare	VERB
cana-5763	72	8	,	,	PUNCT
cana-5763	72	9	testing	testing	NOUN
cana-5763	72	10	,	,	PUNCT
cana-5763	72	11	and	and	CCONJ
cana-5763	72	12	approval	approval	NOUN
cana-5763	72	13	.	.	PUNCT
cana-5763	73	1	the	the	DET
cana-5763	73	2	same	same	ADJ
cana-5763	73	3	dividing	dividing	NOUN
cana-5763	73	4	is	be	AUX
cana-5763	73	5	utilized	utilize	VERB
cana-5763	73	6	by	by	ADP
cana-5763	73	7	[	[	X
cana-5763	73	8	19	19	NUM
cana-5763	73	9	]	]	PUNCT
cana-5763	73	10	and	and	CCONJ
cana-5763	74	1	[	[	X
cana-5763	74	2	28	28	NUM
cana-5763	74	3	]	]	X
cana-5763	74	4	b.	b.	PROPN
cana-5763	74	5	systems	systems	PROPN
cana-5763	74	6	mobilenetv2	mobilenetv2	PROPN
cana-5763	74	7	mobilenetv2	mobilenetv2	PROPN
cana-5763	74	8	is	be	AUX
cana-5763	74	9	a	a	DET
cana-5763	74	10	lightweight	lightweight	ADJ
cana-5763	74	11	and	and	CCONJ
cana-5763	74	12	efficient	efficient	ADJ
cana-5763	74	13	convolutional	convolutional	ADJ
cana-5763	74	14	neural	neural	ADJ
cana-5763	74	15	network	network	NOUN
cana-5763	74	16	architecture	architecture	NOUN
cana-5763	74	17	developed	develop	VERB
cana-5763	74	18	by	by	ADP
cana-5763	74	19	google	google	PROPN
cana-5763	74	20	for	for	ADP
cana-5763	74	21	mobile	mobile	ADJ
cana-5763	74	22	and	and	CCONJ
cana-5763	74	23	embedded	embed	VERB
cana-5763	74	24	vision	vision	NOUN
cana-5763	74	25	applications	application	NOUN
cana-5763	74	26	.	.	PUNCT
cana-5763	75	1	it	it	PRON
cana-5763	75	2	is	be	AUX
cana-5763	75	3	an	an	DET
cana-5763	75	4	improved	improved	ADJ
cana-5763	75	5	version	version	NOUN
cana-5763	75	6	of	of	ADP
cana-5763	75	7	the	the	DET
cana-5763	75	8	original	original	ADJ
cana-5763	75	9	mobilenet	mobilenet	NOUN
cana-5763	75	10	,	,	PUNCT
cana-5763	75	11	designed	design	VERB
cana-5763	75	12	to	to	PART
cana-5763	75	13	balance	balance	VERB
cana-5763	75	14	accuracy	accuracy	NOUN
cana-5763	75	15	and	and	CCONJ
cana-5763	75	16	computational	computational	ADJ
cana-5763	75	17	efficiency	efficiency	NOUN
cana-5763	75	18	.	.	PUNCT
cana-5763	76	1	key	key	ADJ
cana-5763	76	2	features	feature	NOUN
cana-5763	76	3	:	:	PUNCT
cana-5763	76	4	•	•	ADP
cana-5763	76	5	depthwise	depthwise	VERB
cana-5763	76	6	separable	separable	ADJ
cana-5763	76	7	convolutions	convolution	NOUN
cana-5763	76	8	:	:	PUNCT
cana-5763	76	9	reduces	reduce	VERB
cana-5763	76	10	the	the	DET
cana-5763	76	11	number	number	NOUN
cana-5763	76	12	of	of	ADP
cana-5763	76	13	parameters	parameter	NOUN
cana-5763	76	14	and	and	CCONJ
cana-5763	76	15	computations	computation	NOUN
cana-5763	76	16	by	by	ADP
cana-5763	76	17	splitting	split	VERB
cana-5763	76	18	convolution	convolution	NOUN
cana-5763	76	19	into	into	ADP
cana-5763	76	20	depthwise	depthwise	NOUN
cana-5763	76	21	and	and	CCONJ
cana-5763	76	22	pointwise	pointwise	VERB
cana-5763	76	23	steps	step	NOUN
cana-5763	76	24	.	.	PUNCT
cana-5763	77	1	•	•	NUM
cana-5763	77	2	inverted	invert	VERB
cana-5763	77	3	residual	residual	ADJ
cana-5763	77	4	blocks	block	NOUN
cana-5763	77	5	:	:	PUNCT
cana-5763	77	6	uses	use	VERB
cana-5763	77	7	skip	skip	ADJ
cana-5763	77	8	connections	connection	NOUN
cana-5763	77	9	between	between	ADP
cana-5763	77	10	thin	thin	ADJ
cana-5763	77	11	bottleneck	bottleneck	NOUN
cana-5763	77	12	layers	layer	NOUN
cana-5763	77	13	,	,	PUNCT
cana-5763	77	14	making	make	VERB
cana-5763	77	15	the	the	DET
cana-5763	77	16	model	model	NOUN
cana-5763	77	17	more	more	ADJ
cana-5763	77	18	memory	memory	NOUN
cana-5763	77	19	-	-	PUNCT
cana-5763	77	20	efficient	efficient	ADJ
cana-5763	77	21	.	.	PUNCT
cana-5763	78	1	communications	communication	NOUN
cana-5763	78	2	on	on	ADP
cana-5763	78	3	applied	apply	VERB
cana-5763	78	4	nonlinear	nonlinear	ADJ
cana-5763	78	5	analysis	analysis	NOUN
cana-5763	78	6	issn	issn	NOUN
cana-5763	78	7	:	:	PUNCT
cana-5763	78	8	1074	1074	NUM
cana-5763	78	9	-	-	PUNCT
cana-5763	78	10	133x	133x	NUM
cana-5763	78	11	vol	vol	NOUN
cana-5763	78	12	32	32	NUM
cana-5763	78	13	no	no	NOUN
cana-5763	78	14	.	.	PUNCT
cana-5763	79	1	3s	3s	NUM
cana-5763	79	2	(	(	PUNCT
cana-5763	79	3	2025	2025	NUM
cana-5763	79	4	)	)	PUNCT
cana-5763	79	5	865	865	NUM
cana-5763	79	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-5763	79	7	•	•	NUM
cana-5763	79	8	linear	linear	NOUN
cana-5763	79	9	bottlenecks	bottleneck	NOUN
cana-5763	79	10	:	:	PUNCT
cana-5763	79	11	prevent	prevent	VERB
cana-5763	79	12	information	information	NOUN
cana-5763	79	13	loss	loss	NOUN
cana-5763	79	14	during	during	ADP
cana-5763	79	15	activation	activation	NOUN
cana-5763	79	16	by	by	ADP
cana-5763	79	17	avoiding	avoid	VERB
cana-5763	79	18	nonlinearities	nonlinearitie	NOUN
cana-5763	79	19	in	in	ADP
cana-5763	79	20	narrow	narrow	ADJ
cana-5763	79	21	layers	layer	NOUN
cana-5763	79	22	.	.	PUNCT
cana-5763	80	1	•	•	ADP
cana-5763	80	2	pretrained	pretraine	VERB
cana-5763	80	3	weights	weight	NOUN
cana-5763	80	4	:	:	PUNCT
cana-5763	80	5	often	often	ADV
cana-5763	80	6	used	use	VERB
cana-5763	80	7	with	with	ADP
cana-5763	80	8	imagenet	imagenet	NOUN
cana-5763	80	9	weights	weight	NOUN
cana-5763	80	10	for	for	ADP
cana-5763	80	11	transfer	transfer	NOUN
cana-5763	80	12	learning	learning	NOUN
cana-5763	80	13	,	,	PUNCT
cana-5763	80	14	especially	especially	ADV
cana-5763	80	15	in	in	ADP
cana-5763	80	16	low	low	ADJ
cana-5763	80	17	-	-	PUNCT
cana-5763	80	18	resource	resource	NOUN
cana-5763	80	19	environments	environment	NOUN
cana-5763	80	20	.	.	PUNCT
cana-5763	81	1	6	6	X
cana-5763	81	2	.	.	X
cana-5763	81	3	results	result	NOUN
cana-5763	81	4	&	&	CCONJ
cana-5763	81	5	discussion	discussion	NOUN
cana-5763	81	6	fig	fig	NOUN
cana-5763	81	7	6.1	6.1	NUM
cana-5763	81	8	confusion	confusion	NOUN
cana-5763	81	9	matrix	matrix	NOUN
cana-5763	81	10	for	for	ADP
cana-5763	81	11	the	the	DET
cana-5763	81	12	proposed	propose	VERB
cana-5763	81	13	mobilenetv2	mobilenetv2	PROPN
cana-5763	81	14	model	model	PROPN
cana-5763	81	15	fig	fig	NOUN
cana-5763	81	16	6.2	6.2	NUM
cana-5763	81	17	classification	classification	NOUN
cana-5763	81	18	report	report	NOUN
cana-5763	81	19	for	for	ADP
cana-5763	81	20	the	the	DET
cana-5763	81	21	proposed	propose	VERB
cana-5763	81	22	mobilenetv2	mobilenetv2	PROPN
cana-5763	81	23	model	model	NOUN
cana-5763	81	24	communications	communication	NOUN
cana-5763	81	25	on	on	ADP
cana-5763	81	26	applied	apply	VERB
cana-5763	81	27	nonlinear	nonlinear	ADJ
cana-5763	81	28	analysis	analysis	NOUN
cana-5763	81	29	issn	issn	NOUN
cana-5763	81	30	:	:	PUNCT
cana-5763	81	31	1074	1074	NUM
cana-5763	81	32	-	-	PUNCT
cana-5763	81	33	133x	133x	NUM
cana-5763	81	34	vol	vol	NOUN
cana-5763	81	35	32	32	NUM
cana-5763	81	36	no	no	NOUN
cana-5763	81	37	.	.	PUNCT
cana-5763	82	1	3s	3s	NUM
cana-5763	82	2	(	(	PUNCT
cana-5763	82	3	2025	2025	NUM
cana-5763	82	4	)	)	PUNCT
cana-5763	82	5	866	866	NUM
cana-5763	82	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5763	82	7	fig	fig	NOUN
cana-5763	82	8	6.3	6.3	NUM
cana-5763	82	9	roc	roc	PROPN
cana-5763	82	10	curve	curve	PROPN
cana-5763	82	11	fig	fig	NOUN
cana-5763	82	12	6.4	6.4	NUM
cana-5763	82	13	precision	precision	NOUN
cana-5763	82	14	recall	recall	NOUN
cana-5763	82	15	curve	curve	PROPN
cana-5763	82	16	fig	fig	NOUN
cana-5763	82	17	6.4	6.4	NUM
cana-5763	82	18	training	training	NOUN
cana-5763	82	19	vs	vs	ADP
cana-5763	82	20	validation	validation	NOUN
cana-5763	82	21	accuracy	accuracy	NOUN
cana-5763	82	22	fig	fig	NOUN
cana-5763	82	23	6.5	6.5	NUM
cana-5763	82	24	training	training	NOUN
cana-5763	82	25	vs	vs	ADP
cana-5763	82	26	validation	validation	NOUN
cana-5763	82	27	loss	loss	NOUN
cana-5763	82	28	observations	observation	NOUN
cana-5763	82	29	:	:	PUNCT
cana-5763	82	30	•	•	NUM
cana-5763	82	31	training	training	NOUN
cana-5763	82	32	accuracy	accuracy	NOUN
cana-5763	82	33	steadily	steadily	ADV
cana-5763	82	34	increases	increase	VERB
cana-5763	82	35	,	,	PUNCT
cana-5763	82	36	reaching	reach	VERB
cana-5763	82	37	around	around	ADP
cana-5763	82	38	0.64	0.64	NUM
cana-5763	82	39	,	,	PUNCT
cana-5763	82	40	indicating	indicate	VERB
cana-5763	82	41	that	that	SCONJ
cana-5763	82	42	the	the	DET
cana-5763	82	43	model	model	NOUN
cana-5763	82	44	is	be	AUX
cana-5763	82	45	learning	learn	VERB
cana-5763	82	46	well	well	ADV
cana-5763	82	47	from	from	ADP
cana-5763	82	48	the	the	DET
cana-5763	82	49	training	training	NOUN
cana-5763	82	50	data	datum	NOUN
cana-5763	82	51	.	.	PUNCT
cana-5763	83	1	•	•	NUM
cana-5763	83	2	validation	validation	NOUN
cana-5763	83	3	accuracy	accuracy	NOUN
cana-5763	83	4	also	also	ADV
cana-5763	83	5	improves	improve	VERB
cana-5763	83	6	initially	initially	ADV
cana-5763	83	7	but	but	CCONJ
cana-5763	83	8	fluctuates	fluctuate	NOUN
cana-5763	83	9	after	after	ADP
cana-5763	83	10	around	around	ADP
cana-5763	83	11	the	the	DET
cana-5763	83	12	10th	10th	ADJ
cana-5763	83	13	epoch	epoch	NOUN
cana-5763	83	14	,	,	PUNCT
cana-5763	83	15	peaking	peak	VERB
cana-5763	83	16	near	near	ADP
cana-5763	83	17	0.55	0.55	NUM
cana-5763	83	18	,	,	PUNCT
cana-5763	83	19	and	and	CCONJ
cana-5763	83	20	then	then	ADV
cana-5763	83	21	showing	show	VERB
cana-5763	83	22	signs	sign	NOUN
cana-5763	83	23	of	of	ADP
cana-5763	83	24	stagnation	stagnation	NOUN
cana-5763	83	25	and	and	CCONJ
cana-5763	83	26	slight	slight	ADJ
cana-5763	83	27	decline	decline	NOUN
cana-5763	83	28	.	.	PUNCT
cana-5763	84	1	•	•	NUM
cana-5763	84	2	the	the	DET
cana-5763	84	3	gap	gap	NOUN
cana-5763	84	4	between	between	ADP
cana-5763	84	5	training	training	NOUN
cana-5763	84	6	and	and	CCONJ
cana-5763	84	7	validation	validation	NOUN
cana-5763	84	8	accuracy	accuracy	NOUN
cana-5763	84	9	increases	increase	NOUN
cana-5763	84	10	with	with	ADP
cana-5763	84	11	epochs	epoch	NOUN
cana-5763	84	12	,	,	PUNCT
cana-5763	84	13	suggesting	suggest	VERB
cana-5763	84	14	a	a	DET
cana-5763	84	15	potential	potential	ADJ
cana-5763	84	16	case	case	NOUN
cana-5763	84	17	of	of	ADP
cana-5763	84	18	overfitting	overfitting	NOUN
cana-5763	84	19	,	,	PUNCT
cana-5763	84	20	where	where	SCONJ
cana-5763	84	21	the	the	DET
cana-5763	84	22	model	model	NOUN
cana-5763	84	23	learns	learn	VERB
cana-5763	84	24	training	training	NOUN
cana-5763	84	25	data	datum	NOUN
cana-5763	84	26	too	too	ADV
cana-5763	84	27	well	well	ADV
cana-5763	84	28	but	but	CCONJ
cana-5763	84	29	fails	fail	VERB
cana-5763	84	30	to	to	PART
cana-5763	84	31	generalize	generalize	VERB
cana-5763	84	32	on	on	ADP
cana-5763	84	33	unseen	unseen	ADJ
cana-5763	84	34	data	datum	NOUN
cana-5763	84	35	.	.	PUNCT
cana-5763	85	1	•	•	NUM
cana-5763	85	2	the	the	DET
cana-5763	85	3	model	model	NOUN
cana-5763	85	4	performs	perform	VERB
cana-5763	85	5	very	very	ADV
cana-5763	85	6	well	well	ADV
cana-5763	85	7	on	on	ADP
cana-5763	85	8	moderate	moderate	ADJ
cana-5763	85	9	and	and	CCONJ
cana-5763	85	10	severe	severe	ADJ
cana-5763	85	11	classes	class	NOUN
cana-5763	85	12	,	,	PUNCT
cana-5763	85	13	as	as	SCONJ
cana-5763	85	14	reflected	reflect	VERB
cana-5763	85	15	in	in	ADP
cana-5763	85	16	their	their	PRON
cana-5763	85	17	high	high	ADJ
cana-5763	85	18	auc	auc	NOUN
cana-5763	85	19	values	value	NOUN
cana-5763	85	20	(	(	PUNCT
cana-5763	85	21	>	>	X
cana-5763	85	22	0.9	0.9	NUM
cana-5763	85	23	)	)	PUNCT
cana-5763	85	24	.	.	PUNCT
cana-5763	86	1	communications	communication	NOUN
cana-5763	86	2	on	on	ADP
cana-5763	86	3	applied	apply	VERB
cana-5763	86	4	nonlinear	nonlinear	ADJ
cana-5763	86	5	analysis	analysis	NOUN
cana-5763	86	6	issn	issn	NOUN
cana-5763	86	7	:	:	PUNCT
cana-5763	86	8	1074	1074	NUM
cana-5763	86	9	-	-	PUNCT
cana-5763	86	10	133x	133x	NUM
cana-5763	86	11	vol	vol	NOUN
cana-5763	86	12	32	32	NUM
cana-5763	86	13	no	no	NOUN
cana-5763	86	14	.	.	PUNCT
cana-5763	87	1	3s	3s	NUM
cana-5763	87	2	(	(	PUNCT
cana-5763	87	3	2025	2025	NUM
cana-5763	87	4	)	)	PUNCT
cana-5763	87	5	867	867	NUM
cana-5763	87	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5763	87	7	•	•	ADP
cana-5763	87	8	early	early	ADJ
cana-5763	87	9	-	-	PUNCT
cana-5763	87	10	stage	stage	NOUN
cana-5763	87	11	classes	class	NOUN
cana-5763	87	12	like	like	ADP
cana-5763	87	13	doubtful	doubtful	ADJ
cana-5763	87	14	and	and	CCONJ
cana-5763	87	15	mild	mild	ADJ
cana-5763	87	16	have	have	VERB
cana-5763	87	17	lower	low	ADJ
cana-5763	87	18	aucs	aucs	NOUN
cana-5763	87	19	(	(	PUNCT
cana-5763	87	20	<	<	X
cana-5763	87	21	0.7	0.7	NUM
cana-5763	87	22	)	)	PUNCT
cana-5763	87	23	,	,	PUNCT
cana-5763	87	24	indicating	indicate	VERB
cana-5763	87	25	difficulty	difficulty	NOUN
cana-5763	87	26	in	in	ADP
cana-5763	87	27	correctly	correctly	ADV
cana-5763	87	28	distinguishing	distinguish	VERB
cana-5763	87	29	them	they	PRON
cana-5763	87	30	—	—	PUNCT
cana-5763	87	31	likely	likely	ADJ
cana-5763	87	32	due	due	ADJ
cana-5763	87	33	to	to	ADP
cana-5763	87	34	subtle	subtle	ADJ
cana-5763	87	35	feature	feature	NOUN
cana-5763	87	36	differences	difference	NOUN
cana-5763	87	37	or	or	CCONJ
cana-5763	87	38	class	class	NOUN
cana-5763	87	39	imbalance	imbalance	NOUN
cana-5763	87	40	.	.	PUNCT
cana-5763	88	1	fig	fig	NOUN
cana-5763	88	2	6.6	6.6	NUM
cana-5763	88	3	flask	flask	NOUN
cana-5763	88	4	based	base	VERB
cana-5763	88	5	web	web	NOUN
cana-5763	88	6	application	application	NOUN
cana-5763	88	7	output	output	NOUN
cana-5763	88	8	key	key	NOUN
cana-5763	88	9	features	feature	NOUN
cana-5763	88	10	:	:	PUNCT
cana-5763	88	11	•	•	ADP
cana-5763	88	12	the	the	DET
cana-5763	88	13	interface	interface	NOUN
cana-5763	88	14	allows	allow	VERB
cana-5763	88	15	users	user	NOUN
cana-5763	88	16	to	to	PART
cana-5763	88	17	upload	upload	VERB
cana-5763	88	18	a	a	DET
cana-5763	88	19	knee	knee	NOUN
cana-5763	88	20	x	x	NOUN
cana-5763	88	21	-	-	NOUN
cana-5763	88	22	ray	ray	NOUN
cana-5763	88	23	image	image	NOUN
cana-5763	88	24	via	via	ADP
cana-5763	88	25	a	a	DET
cana-5763	88	26	file	file	NOUN
cana-5763	88	27	selection	selection	NOUN
cana-5763	88	28	button	button	NOUN
cana-5763	88	29	.	.	PUNCT
cana-5763	89	1	•	•	NUM
cana-5763	89	2	upon	upon	SCONJ
cana-5763	89	3	clicking	click	VERB
cana-5763	89	4	the	the	DET
cana-5763	89	5	"	"	PUNCT
cana-5763	89	6	predict	predict	ADJ
cana-5763	89	7	"	"	PUNCT
cana-5763	89	8	button	button	NOUN
cana-5763	90	1	,	,	PUNCT
cana-5763	90	2	the	the	DET
cana-5763	90	3	application	application	NOUN
cana-5763	90	4	processes	process	VERB
cana-5763	90	5	the	the	DET
cana-5763	90	6	image	image	NOUN
cana-5763	90	7	and	and	CCONJ
cana-5763	90	8	displays	display	VERB
cana-5763	90	9	the	the	DET
cana-5763	90	10	diagnostic	diagnostic	ADJ
cana-5763	90	11	result	result	NOUN
cana-5763	90	12	.	.	PUNCT
cana-5763	91	1	communications	communication	NOUN
cana-5763	91	2	on	on	ADP
cana-5763	91	3	applied	apply	VERB
cana-5763	91	4	nonlinear	nonlinear	ADJ
cana-5763	91	5	analysis	analysis	NOUN
cana-5763	91	6	issn	issn	NOUN
cana-5763	91	7	:	:	PUNCT
cana-5763	91	8	1074	1074	NUM
cana-5763	91	9	-	-	PUNCT
cana-5763	91	10	133x	133x	NUM
cana-5763	91	11	vol	vol	NOUN
cana-5763	91	12	32	32	NUM
cana-5763	91	13	no	no	NOUN
cana-5763	91	14	.	.	PUNCT
cana-5763	92	1	3s	3s	NUM
cana-5763	92	2	(	(	PUNCT
cana-5763	92	3	2025	2025	NUM
cana-5763	92	4	)	)	PUNCT
cana-5763	92	5	868	868	NUM
cana-5763	92	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5763	92	7	•	•	NOUN
cana-5763	92	8	in	in	ADP
cana-5763	92	9	this	this	DET
cana-5763	92	10	instance	instance	NOUN
cana-5763	92	11	,	,	PUNCT
cana-5763	92	12	the	the	DET
cana-5763	92	13	model	model	NOUN
cana-5763	92	14	has	have	AUX
cana-5763	92	15	predicted	predict	VERB
cana-5763	92	16	the	the	DET
cana-5763	92	17	uploaded	uploaded	ADJ
cana-5763	92	18	knee	knee	NOUN
cana-5763	92	19	x	x	NOUN
cana-5763	92	20	-	-	NOUN
cana-5763	92	21	ray	ray	NOUN
cana-5763	92	22	as	as	ADP
cana-5763	92	23	"	"	PUNCT
cana-5763	92	24	severe	severe	ADJ
cana-5763	92	25	"	"	PUNCT
cana-5763	92	26	,	,	PUNCT
cana-5763	92	27	indicating	indicate	VERB
cana-5763	92	28	a	a	DET
cana-5763	92	29	likely	likely	ADJ
cana-5763	92	30	severe	severe	ADJ
cana-5763	92	31	case	case	NOUN
cana-5763	92	32	of	of	ADP
cana-5763	92	33	a	a	DET
cana-5763	92	34	knee	knee	NOUN
cana-5763	92	35	condition	condition	NOUN
cana-5763	92	36	(	(	PUNCT
cana-5763	92	37	e.g.	e.g.	ADV
cana-5763	92	38	,	,	PUNCT
cana-5763	92	39	osteoarthritis	osteoarthritis	NOUN
cana-5763	92	40	)	)	PUNCT
cana-5763	92	41	.	.	PUNCT
cana-5763	93	1	•	•	NUM
cana-5763	93	2	the	the	DET
cana-5763	93	3	x	x	NOUN
cana-5763	93	4	-	-	NOUN
cana-5763	93	5	ray	ray	NOUN
cana-5763	93	6	image	image	NOUN
cana-5763	93	7	is	be	AUX
cana-5763	93	8	shown	show	VERB
cana-5763	93	9	below	below	ADP
cana-5763	93	10	the	the	DET
cana-5763	93	11	result	result	NOUN
cana-5763	93	12	to	to	PART
cana-5763	93	13	provide	provide	VERB
cana-5763	93	14	visual	visual	ADJ
cana-5763	93	15	context	context	NOUN
cana-5763	93	16	to	to	ADP
cana-5763	93	17	the	the	DET
cana-5763	93	18	prediction	prediction	NOUN
cana-5763	93	19	.	.	PUNCT
cana-5763	94	1	use	use	NOUN
cana-5763	94	2	case	case	NOUN
cana-5763	94	3	:	:	PUNCT
cana-5763	94	4	such	such	DET
cana-5763	94	5	an	an	DET
cana-5763	94	6	interface	interface	NOUN
cana-5763	94	7	can	can	AUX
cana-5763	94	8	assist	assist	VERB
cana-5763	94	9	healthcare	healthcare	NOUN
cana-5763	94	10	professionals	professional	NOUN
cana-5763	94	11	in	in	ADP
cana-5763	94	12	automated	automate	VERB
cana-5763	94	13	assessment	assessment	NOUN
cana-5763	94	14	of	of	ADP
cana-5763	94	15	knee	knee	NOUN
cana-5763	94	16	conditions	condition	NOUN
cana-5763	94	17	and	and	CCONJ
cana-5763	94	18	serve	serve	VERB
cana-5763	94	19	as	as	ADP
cana-5763	94	20	a	a	DET
cana-5763	94	21	decision	decision	NOUN
cana-5763	94	22	-	-	PUNCT
cana-5763	94	23	support	support	NOUN
cana-5763	94	24	tool	tool	NOUN
cana-5763	94	25	for	for	ADP
cana-5763	94	26	early	early	ADJ
cana-5763	94	27	diagnosis	diagnosis	NOUN
cana-5763	94	28	and	and	CCONJ
cana-5763	94	29	treatment	treatment	NOUN
cana-5763	94	30	planning	planning	NOUN
cana-5763	94	31	.	.	PUNCT
cana-5763	95	1	7	7	X
cana-5763	95	2	.	.	X
cana-5763	95	3	conclusion	conclusion	NOUN
cana-5763	95	4	in	in	ADP
cana-5763	95	5	this	this	DET
cana-5763	95	6	paper	paper	NOUN
cana-5763	95	7	,	,	PUNCT
cana-5763	95	8	we	we	PRON
cana-5763	95	9	have	have	AUX
cana-5763	95	10	associated	associate	VERB
cana-5763	95	11	a	a	DET
cana-5763	95	12	significant	significant	ADJ
cana-5763	95	13	learning	learning	NOUN
cana-5763	95	14	-	-	PUNCT
cana-5763	95	15	based	base	VERB
cana-5763	95	16	ordinal	ordinal	ADJ
cana-5763	95	17	classification	classification	NOUN
cana-5763	95	18	approach	approach	NOUN
cana-5763	95	19	to	to	ADP
cana-5763	95	20	assessing	assess	VERB
cana-5763	95	21	knee	knee	NOUN
cana-5763	95	22	osteoarthritis	osteoarthritis	NOUN
cana-5763	95	23	x-rays.we	x-rays.we	PROPN
cana-5763	95	24	show	show	VERB
cana-5763	95	25	unused	unused	ADJ
cana-5763	95	26	state	state	NOUN
cana-5763	95	27	-	-	PUNCT
cana-5763	95	28	of	of	ADP
cana-5763	95	29	-	-	PUNCT
cana-5763	95	30	the	the	DET
cana-5763	95	31	-	-	PUNCT
cana-5763	95	32	art	art	NOUN
cana-5763	95	33	comes	come	VERB
cana-5763	95	34	almost	almost	ADV
cana-5763	95	35	in	in	ADP
cana-5763	95	36	robotized	robotize	VERB
cana-5763	95	37	koa	koa	NOUN
cana-5763	95	38	classification	classification	NOUN
cana-5763	95	39	for	for	ADP
cana-5763	95	40	all	all	DET
cana-5763	95	41	kl	kl	NOUN
cana-5763	95	42	grades	grade	NOUN
cana-5763	95	43	.	.	PUNCT
cana-5763	96	1	in	in	ADP
cana-5763	96	2	extension	extension	NOUN
cana-5763	96	3	,	,	PUNCT
cana-5763	96	4	we	we	PRON
cana-5763	96	5	overhauled	overhaul	VERB
cana-5763	96	6	the	the	DET
cana-5763	96	7	execution	execution	NOUN
cana-5763	96	8	of	of	ADP
cana-5763	96	9	our	our	PRON
cana-5763	96	10	models	model	NOUN
cana-5763	96	11	by	by	ADP
cana-5763	96	12	making	make	VERB
cana-5763	96	13	an	an	DET
cana-5763	96	14	furnish	furnish	NOUN
cana-5763	96	15	of	of	ADP
cana-5763	96	16	fine	fine	ADV
cana-5763	96	17	-	-	PUNCT
cana-5763	96	18	tuned	tune	VERB
cana-5763	96	19	models	model	NOUN
cana-5763	96	20	.	.	PUNCT
cana-5763	97	1	our	our	PRON
cana-5763	97	2	procedure	procedure	NOUN
cana-5763	97	3	gives	give	VERB
cana-5763	97	4	a	a	DET
cana-5763	97	5	rapid	rapid	ADJ
cana-5763	97	6	,	,	PUNCT
cana-5763	97	7	early	early	ADJ
cana-5763	97	8	,	,	PUNCT
cana-5763	97	9	and	and	CCONJ
cana-5763	97	10	strong	strong	ADJ
cana-5763	97	11	appraisal	appraisal	NOUN
cana-5763	97	12	of	of	ADP
cana-5763	97	13	input	input	NOUN
cana-5763	97	14	knee	knee	NOUN
cana-5763	97	15	x	x	NOUN
cana-5763	97	16	-	-	NOUN
cana-5763	97	17	rays	ray	NOUN
cana-5763	97	18	,	,	PUNCT
cana-5763	97	19	and	and	CCONJ
cana-5763	97	20	restorative	restorative	ADJ
cana-5763	97	21	practitioners	practitioner	NOUN
cana-5763	97	22	can	can	AUX
cana-5763	97	23	utilize	utilize	VERB
cana-5763	97	24	it	it	PRON
cana-5763	97	25	as	as	ADP
cana-5763	97	26	an	an	DET
cana-5763	97	27	elective	elective	ADJ
cana-5763	97	28	choice	choice	NOUN
cana-5763	97	29	to	to	PART
cana-5763	97	30	save	save	VERB
cana-5763	97	31	time	time	NOUN
cana-5763	97	32	.	.	PUNCT
cana-5763	98	1	ordinal	ordinal	ADJ
cana-5763	98	2	classification	classification	NOUN
cana-5763	98	3	moved	move	VERB
cana-5763	98	4	forward	forward	ADV
cana-5763	98	5	the	the	DET
cana-5763	98	6	execution	execution	NOUN
cana-5763	98	7	of	of	ADP
cana-5763	98	8	our	our	PRON
cana-5763	98	9	system	system	NOUN
cana-5763	98	10	basically	basically	ADV
cana-5763	98	11	.	.	PUNCT
cana-5763	99	1	energize	energize	VERB
cana-5763	99	2	gathering	gathering	NOUN
cana-5763	99	3	has	have	AUX
cana-5763	99	4	additionally	additionally	ADV
cana-5763	99	5	showed	show	VERB
cana-5763	99	6	up	up	ADP
cana-5763	99	7	vital	vital	ADJ
cana-5763	99	8	progression	progression	NOUN
cana-5763	99	9	for	for	ADP
cana-5763	99	10	all	all	DET
cana-5763	99	11	evaluation	evaluation	NOUN
cana-5763	99	12	estimations	estimation	NOUN
cana-5763	99	13	.	.	PUNCT
cana-5763	100	1	inside	inside	ADP
cana-5763	100	2	long	long	ADJ
cana-5763	100	3	term	term	NOUN
cana-5763	100	4	,	,	PUNCT
cana-5763	100	5	we	we	PRON
cana-5763	100	6	orchestrate	orchestrate	VERB
cana-5763	100	7	to	to	PART
cana-5763	100	8	connect	connect	VERB
cana-5763	100	9	distinctive	distinctive	ADJ
cana-5763	100	10	datasets	dataset	NOUN
cana-5763	100	11	from	from	ADP
cana-5763	100	12	various	various	ADJ
cana-5763	100	13	settings	setting	NOUN
cana-5763	100	14	future	future	ADJ
cana-5763	100	15	scope	scope	NOUN
cana-5763	100	16	:	:	PUNCT
cana-5763	100	17	the	the	DET
cana-5763	100	18	long	long	ADJ
cana-5763	100	19	run	run	NOUN
cana-5763	100	20	of	of	ADP
cana-5763	100	21	robotized	robotize	VERB
cana-5763	100	22	knee	knee	NOUN
cana-5763	100	23	osteoarthritis	osteoarthritis	NOUN
cana-5763	100	24	(	(	PUNCT
cana-5763	100	25	oa	oa	X
cana-5763	100	26	)	)	PUNCT
cana-5763	100	27	estimate	estimate	NOUN
cana-5763	100	28	is	be	AUX
cana-5763	100	29	adjusted	adjust	VERB
cana-5763	100	30	to	to	ADP
cana-5763	100	31	facilitated	facilitate	VERB
cana-5763	100	32	advanced	advanced	ADJ
cana-5763	100	33	significant	significant	ADJ
cana-5763	100	34	learning	learning	NOUN
cana-5763	100	35	methods	method	NOUN
cana-5763	100	36	with	with	ADP
cana-5763	100	37	multimodal	multimodal	NOUN
cana-5763	100	38	data	datum	NOUN
cana-5763	100	39	sources	source	NOUN
cana-5763	100	40	,	,	PUNCT
cana-5763	100	41	progressing	progress	VERB
cana-5763	100	42	expressive	expressive	ADJ
cana-5763	100	43	precision	precision	NOUN
cana-5763	100	44	and	and	CCONJ
cana-5763	100	45	clinical	clinical	ADJ
cana-5763	100	46	utility	utility	NOUN
cana-5763	100	47	.	.	PUNCT
cana-5763	101	1	creating	create	VERB
cana-5763	101	2	ask	ask	NOUN
cana-5763	101	3	approximately	approximately	ADV
cana-5763	101	4	proposes	propose	VERB
cana-5763	101	5	that	that	SCONJ
cana-5763	101	6	combining	combine	VERB
cana-5763	101	7	x	x	NOUN
cana-5763	101	8	-	-	NOUN
cana-5763	101	9	ray	ray	NOUN
cana-5763	101	10	pictures	picture	NOUN
cana-5763	101	11	with	with	ADP
cana-5763	101	12	clinical	clinical	ADJ
cana-5763	101	13	data	datum	NOUN
cana-5763	101	14	and	and	CCONJ
cana-5763	101	15	walk	walk	NOUN
cana-5763	101	16	examination	examination	NOUN
cana-5763	101	17	can	can	AUX
cana-5763	101	18	advance	advance	VERB
cana-5763	101	19	classification	classification	NOUN
cana-5763	101	20	execution	execution	NOUN
cana-5763	101	21	.	.	PUNCT
cana-5763	102	1	for	for	ADP
cana-5763	102	2	event	event	NOUN
cana-5763	102	3	,	,	PUNCT
cana-5763	102	4	a	a	DET
cana-5763	102	5	consider	consider	NOUN
cana-5763	102	6	finished	finish	VERB
cana-5763	102	7	a	a	DET
cana-5763	102	8	classification	classification	NOUN
cana-5763	102	9	precision	precision	NOUN
cana-5763	102	10	of	of	ADP
cana-5763	102	11	96.9	96.9	NUM
cana-5763	102	12	%	%	NOUN
cana-5763	102	13	utilizing	utilize	VERB
cana-5763	102	14	a	a	DET
cana-5763	102	15	markerless	markerless	NOUN
cana-5763	102	16	,	,	PUNCT
cana-5763	102	17	visionbased	visionbase	VERB
cana-5763	102	18	walk	walk	NOUN
cana-5763	102	19	examination	examination	NOUN
cana-5763	102	20	combined	combine	VERB
cana-5763	102	21	with	with	ADP
cana-5763	102	22	machine	machine	NOUN
cana-5763	102	23	learning	learn	VERB
cana-5763	102	24	classifiers	classifier	NOUN
cana-5763	102	25	.	.	PUNCT
cana-5763	103	1	moreover	moreover	ADV
cana-5763	103	2	,	,	PUNCT
cana-5763	103	3	half	half	ADJ
cana-5763	103	4	breed	breed	NOUN
cana-5763	103	5	models	model	NOUN
cana-5763	103	6	that	that	PRON
cana-5763	103	7	entwine	entwine	VERB
cana-5763	103	8	convolutional	convolutional	ADJ
cana-5763	103	9	neural	neural	ADJ
cana-5763	103	10	frameworks	framework	NOUN
cana-5763	103	11	(	(	PUNCT
cana-5763	103	12	cnns	cnns	PROPN
cana-5763	103	13	)	)	PUNCT
cana-5763	103	14	with	with	ADP
cana-5763	103	15	handcrafted	handcraft	VERB
cana-5763	103	16	highlights	highlight	NOUN
cana-5763	103	17	have	have	AUX
cana-5763	103	18	outlined	outline	VERB
cana-5763	103	19	made	make	VERB
cana-5763	103	20	strides	strides	ADJ
cana-5763	103	21	execution	execution	NOUN
cana-5763	103	22	in	in	ADP
cana-5763	103	23	oa	oa	NUM
cana-5763	103	24	assessing	assess	VERB
cana-5763	103	25	.	.	PUNCT
cana-5763	104	1	additionally	additionally	ADV
cana-5763	104	2	,	,	PUNCT
cana-5763	104	3	the	the	DET
cana-5763	104	4	advancement	advancement	NOUN
cana-5763	104	5	of	of	ADP
cana-5763	104	6	gathering	gathering	NOUN
cana-5763	104	7	models	model	NOUN
cana-5763	104	8	,	,	PUNCT
cana-5763	104	9	such	such	ADJ
cana-5763	104	10	as	as	ADP
cana-5763	104	11	kneexnet	kneexnet	NOUN
cana-5763	104	12	,	,	PUNCT
cana-5763	104	13	has	have	AUX
cana-5763	104	14	showed	show	VERB
cana-5763	104	15	up	up	ADP
cana-5763	104	16	ensure	ensure	NOUN
cana-5763	104	17	in	in	ADP
cana-5763	104	18	progressing	progress	VERB
cana-5763	104	19	classification	classification	NOUN
cana-5763	104	20	accuracy	accuracy	NOUN
cana-5763	104	21	by	by	ADP
cana-5763	104	22	combining	combine	VERB
cana-5763	104	23	various	various	ADJ
cana-5763	104	24	significant	significant	ADJ
cana-5763	104	25	learning	learning	NOUN
cana-5763	104	26	models	model	NOUN
cana-5763	104	27	.	.	PUNCT
cana-5763	105	1	these	these	DET
cana-5763	105	2	movements	movement	NOUN
cana-5763	105	3	illustrate	illustrate	VERB
cana-5763	105	4	a	a	DET
cana-5763	105	5	move	move	NOUN
cana-5763	105	6	towards	towards	ADP
cana-5763	105	7	more	more	ADV
cana-5763	105	8	comprehensive	comprehensive	ADJ
cana-5763	105	9	and	and	CCONJ
cana-5763	105	10	overwhelming	overwhelming	ADJ
cana-5763	105	11	systems	system	NOUN
cana-5763	105	12	for	for	ADP
cana-5763	105	13	oa	oa	PROPN
cana-5763	105	14	assessment	assessment	NOUN
cana-5763	105	15	,	,	PUNCT
cana-5763	105	16	moving	move	VERB
cana-5763	105	17	past	past	ADJ
cana-5763	105	18	ordinary	ordinary	ADJ
cana-5763	105	19	imaging	imaging	NOUN
cana-5763	105	20	modalities	modality	NOUN
cana-5763	105	21	to	to	PART
cana-5763	105	22	connect	connect	VERB
cana-5763	105	23	arranged	arranged	ADJ
cana-5763	105	24	data	datum	NOUN
cana-5763	105	25	sorts	sort	NOUN
cana-5763	105	26	for	for	ADP
cana-5763	105	27	a	a	DET
cana-5763	105	28	all	all	PRON
cana-5763	105	29	enveloping	envelop	VERB
cana-5763	105	30	appraisal	appraisal	NOUN
cana-5763	105	31	of	of	ADP
cana-5763	105	32	knee	knee	NOUN
cana-5763	105	33	prosperity	prosperity	NOUN
cana-5763	105	34	.	.	PUNCT
cana-5763	106	1	references	reference	NOUN
cana-5763	106	2	[	[	X
cana-5763	106	3	1	1	NUM
cana-5763	106	4	]	]	X
cana-5763	106	5	y.	y.	PROPN
cana-5763	106	6	badshah	badshah	PROPN
cana-5763	106	7	,	,	PUNCT
cana-5763	106	8	m.	m.	NOUN
cana-5763	106	9	shabbir	shabbir	PROPN
cana-5763	106	10	,	,	PUNCT
cana-5763	106	11	h.	h.	PROPN
cana-5763	106	12	hayat	hayat	PROPN
cana-5763	106	13	,	,	PUNCT
cana-5763	106	14	z.	z.	PROPN
cana-5763	106	15	fatima	fatima	PROPN
cana-5763	106	16	,	,	PUNCT
cana-5763	106	17	a.	a.	PROPN
cana-5763	106	18	burki	burki	PROPN
cana-5763	106	19	,	,	PUNCT
cana-5763	106	20	s.	s.	PROPN
cana-5763	106	21	khan	khan	PROPN
cana-5763	106	22	,	,	PUNCT
cana-5763	106	23	and	and	CCONJ
cana-5763	106	24	s.	s.	PROPN
cana-5763	106	25	u.	u.	PROPN
cana-5763	106	26	rehman	rehman	PROPN
cana-5763	106	27	,	,	PUNCT
cana-5763	106	28	‘	'	PUNCT
cana-5763	106	29	‘	'	PUNCT
cana-5763	106	30	genetic	genetic	ADJ
cana-5763	106	31	markers	marker	NOUN
cana-5763	106	32	of	of	ADP
cana-5763	106	33	osteoarthritis	osteoarthritis	NOUN
cana-5763	106	34	:	:	PUNCT
cana-5763	106	35	early	early	ADJ
cana-5763	106	36	diagnosis	diagnosis	NOUN
cana-5763	106	37	in	in	ADP
cana-5763	106	38	sus	sus	PROPN
cana-5763	106	39	ceptible	ceptible	ADJ
cana-5763	106	40	pakistani	pakistani	ADJ
cana-5763	106	41	population	population	NOUN
cana-5763	106	42	,	,	PUNCT
cana-5763	106	43	’’	’'	PUNCT
cana-5763	106	44	j.	j.	PROPN
cana-5763	106	45	orthopaedic	orthopaedic	ADJ
cana-5763	106	46	surgery	surgery	NOUN
cana-5763	106	47	res	re	NOUN
cana-5763	106	48	.	.	PUNCT
cana-5763	106	49	,	,	PUNCT
cana-5763	106	50	vol	vol	NOUN
cana-5763	106	51	.	.	PROPN
cana-5763	106	52	16	16	NUM
cana-5763	106	53	,	,	PUNCT
cana-5763	106	54	no	no	INTJ
cana-5763	106	55	.	.	NOUN
cana-5763	106	56	1	1	NUM
cana-5763	106	57	,	,	PUNCT
cana-5763	106	58	pp	pp	ADJ
cana-5763	106	59	.	.	PUNCT
cana-5763	107	1	1–8	1–8	NUM
cana-5763	107	2	,	,	PUNCT
cana-5763	107	3	dec	dec	PROPN
cana-5763	107	4	.	.	PROPN
cana-5763	107	5	2021	2021	NUM
cana-5763	107	6	.	.	PUNCT
cana-5763	108	1	[	[	X
cana-5763	108	2	2	2	NUM
cana-5763	108	3	]	]	PUNCT
cana-5763	108	4	s.k.dasanda.farooqi,‘‘osteoarthritis	s.k.dasanda.farooqi,‘‘osteoarthritis	PROPN
cana-5763	108	5	,	,	PUNCT
cana-5763	108	6	’’	’'	PUNCT
cana-5763	108	7	best	good	ADJ
cana-5763	108	8	pract	pract	NOUN
cana-5763	108	9	.	.	PUNCT
cana-5763	109	1	res	re	NOUN
cana-5763	109	2	.	.	PUNCT
cana-5763	110	1	clin	clin	PROPN
cana-5763	110	2	.	.	PUNCT
cana-5763	111	1	rheuma	rheuma	PROPN
cana-5763	111	2	tol	tol	NOUN
cana-5763	111	3	.	.	PUNCT
cana-5763	112	1	,	,	PUNCT
cana-5763	112	2	vol	vol	NOUN
cana-5763	112	3	.	.	PROPN
cana-5763	113	1	22	22	NUM
cana-5763	113	2	,	,	PUNCT
cana-5763	113	3	no	no	INTJ
cana-5763	113	4	.	.	NOUN
cana-5763	113	5	4	4	NUM
cana-5763	113	6	,	,	PUNCT
cana-5763	113	7	pp	pp	ADJ
cana-5763	113	8	.	.	PUNCT
cana-5763	114	1	657–675	657–675	NUM
cana-5763	114	2	,	,	PUNCT
cana-5763	114	3	2008	2008	NUM
cana-5763	114	4	.	.	PUNCT
cana-5763	115	1	communications	communication	NOUN
cana-5763	115	2	on	on	ADP
cana-5763	115	3	applied	apply	VERB
cana-5763	115	4	nonlinear	nonlinear	ADJ
cana-5763	115	5	analysis	analysis	NOUN
cana-5763	115	6	issn	issn	NOUN
cana-5763	115	7	:	:	PUNCT
cana-5763	115	8	1074	1074	NUM
cana-5763	115	9	-	-	PUNCT
cana-5763	115	10	133x	133x	NUM
cana-5763	115	11	vol	vol	NOUN
cana-5763	115	12	32	32	NUM
cana-5763	115	13	no	no	NOUN
cana-5763	115	14	.	.	PUNCT
cana-5763	116	1	3s	3s	NUM
cana-5763	116	2	(	(	PUNCT
cana-5763	116	3	2025	2025	NUM
cana-5763	116	4	)	)	PUNCT
cana-5763	116	5	869	869	NUM
cana-5763	116	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5763	117	1	[	[	X
cana-5763	117	2	3	3	NUM
cana-5763	117	3	]	]	PUNCT
cana-5763	117	4	s.s.gornale	s.s.gornale	NOUN
cana-5763	117	5	,	,	PUNCT
cana-5763	117	6	p.u.patravali	p.u.patravali	PROPN
cana-5763	117	7	,	,	PUNCT
cana-5763	117	8	andr.r.manza,‘‘detectionofosteoarthritis	andr.r.manza,‘‘detectionofosteoarthritis	PUNCT
cana-5763	117	9	using	use	VERB
cana-5763	117	10	knee	knee	NOUN
cana-5763	117	11	x	x	NOUN
cana-5763	117	12	-	-	NOUN
cana-5763	117	13	ray	ray	NOUN
cana-5763	117	14	image	image	NOUN
cana-5763	117	15	analyses	analyse	VERB
cana-5763	117	16	:	:	PUNCT
cana-5763	117	17	a	a	DET
cana-5763	117	18	machine	machine	NOUN
cana-5763	117	19	vision	vision	NOUN
cana-5763	117	20	based	base	VERB
cana-5763	117	21	approach	approach	NOUN
cana-5763	117	22	,	,	PUNCT
cana-5763	117	23	’’	’'	PUNCT
cana-5763	117	24	int	int	NOUN
cana-5763	117	25	.	.	PUNCT
cana-5763	118	1	j.	j.	PROPN
cana-5763	118	2	comput	comput	PROPN
cana-5763	118	3	.	.	PUNCT
cana-5763	119	1	appl	appl	PROPN
cana-5763	119	2	.	.	PROPN
cana-5763	119	3	,	,	PUNCT
cana-5763	119	4	vol	vol	NOUN
cana-5763	119	5	.	.	PROPN
cana-5763	119	6	145	145	NUM
cana-5763	119	7	,	,	PUNCT
cana-5763	119	8	no	no	INTJ
cana-5763	119	9	.	.	NOUN
cana-5763	119	10	1	1	NUM
cana-5763	119	11	,	,	PUNCT
cana-5763	119	12	pp	pp	ADJ
cana-5763	119	13	.	.	PUNCT
cana-5763	120	1	20–26	20–26	NUM
cana-5763	120	2	,	,	PUNCT
cana-5763	120	3	2016	2016	NUM
cana-5763	120	4	.	.	PUNCT
cana-5763	121	1	[	[	X
cana-5763	121	2	4	4	X
cana-5763	121	3	]	]	PUNCT
cana-5763	121	4	m.	m.	NOUN
cana-5763	121	5	n.	n.	PROPN
cana-5763	121	6	iqbal	iqbal	PROPN
cana-5763	121	7	,	,	PUNCT
cana-5763	121	8	f.	f.	PROPN
cana-5763	121	9	r.	r.	PROPN
cana-5763	121	10	haidri	haidri	PROPN
cana-5763	121	11	,	,	PUNCT
cana-5763	121	12	b.	b.	PROPN
cana-5763	121	13	motiani	motiani	PROPN
cana-5763	121	14	,	,	PUNCT
cana-5763	121	15	and	and	CCONJ
cana-5763	121	16	a.	a.	NOUN
cana-5763	121	17	mannan	mannan	PROPN
cana-5763	121	18	,	,	PUNCT
cana-5763	121	19	‘	'	PUNCT
cana-5763	121	20	‘	'	PUNCT
cana-5763	121	21	frequency	frequency	NOUN
cana-5763	121	22	of	of	ADP
cana-5763	121	23	fac	fac	PROPN
cana-5763	121	24	tors	tor	NOUN
cana-5763	121	25	associated	associate	VERB
cana-5763	121	26	with	with	ADP
cana-5763	121	27	knee	knee	NOUN
cana-5763	121	28	osteoarthritis	osteoarthritis	NOUN
cana-5763	121	29	,	,	PUNCT
cana-5763	121	30	’’	’'	PUNCT
cana-5763	121	31	j.	j.	PROPN
cana-5763	121	32	pakistan	pakistan	PROPN
cana-5763	121	33	med	med	PROPN
cana-5763	121	34	.	.	PUNCT
cana-5763	122	1	assoc	assoc	PROPN
cana-5763	122	2	.	.	PROPN
cana-5763	122	3	,	,	PUNCT
cana-5763	122	4	vol	vol	NOUN
cana-5763	122	5	.	.	PROPN
cana-5763	122	6	61	61	NUM
cana-5763	122	7	,	,	PUNCT
cana-5763	122	8	no	no	INTJ
cana-5763	122	9	.	.	NOUN
cana-5763	122	10	8	8	NUM
cana-5763	122	11	,	,	PUNCT
cana-5763	122	12	p.	p.	NOUN
cana-5763	122	13	786	786	NUM
cana-5763	122	14	,	,	PUNCT
cana-5763	122	15	2011	2011	NUM
cana-5763	122	16	[	[	X
cana-5763	122	17	5	5	NUM
cana-5763	122	18	]	]	PUNCT
cana-5763	122	19	y.	y.	PROPN
cana-5763	122	20	x.	x.	PROPN
cana-5763	122	21	teoh	teoh	PROPN
cana-5763	122	22	,	,	PUNCT
cana-5763	122	23	k.	k.	PROPN
cana-5763	122	24	w.	w.	PROPN
cana-5763	122	25	lai	lai	PROPN
cana-5763	122	26	,	,	PUNCT
cana-5763	122	27	j.	j.	PROPN
cana-5763	122	28	usman	usman	PROPN
cana-5763	122	29	,	,	PUNCT
cana-5763	122	30	s.	s.	PROPN
cana-5763	122	31	l.	l.	PROPN
cana-5763	122	32	goh	goh	PROPN
cana-5763	122	33	,	,	PUNCT
cana-5763	122	34	h.	h.	PROPN
cana-5763	122	35	mohafez	mohafez	PROPN
cana-5763	122	36	,	,	PUNCT
cana-5763	122	37	k.	k.	PROPN
cana-5763	122	38	hasikin	hasikin	PROPN
cana-5763	122	39	,	,	PUNCT
cana-5763	122	40	p.	p.	PROPN
cana-5763	122	41	qian	qian	PROPN
cana-5763	122	42	,	,	PUNCT
cana-5763	122	43	y.	y.	PROPN
cana-5763	122	44	jiang	jiang	PROPN
cana-5763	122	45	,	,	PUNCT
cana-5763	122	46	y.	y.	PROPN
cana-5763	122	47	zhang	zhang	PROPN
cana-5763	122	48	,	,	PUNCT
cana-5763	122	49	and	and	CCONJ
cana-5763	122	50	s.	s.	PROPN
cana-5763	122	51	dhanalakshmi	dhanalakshmi	PROPN
cana-5763	122	52	,	,	PUNCT
cana-5763	122	53	‘	'	PUNCT
cana-5763	122	54	‘	'	PUNCT
cana-5763	122	55	discovering	discover	VERB
cana-5763	122	56	knee	knee	NOUN
cana-5763	122	57	osteoarthritis	osteoarthritis	NOUN
cana-5763	122	58	imaging	imaging	NOUN
cana-5763	122	59	features	feature	VERB
cana-5763	122	60	for	for	ADP
cana-5763	122	61	diagnosis	diagnosis	NOUN
cana-5763	122	62	and	and	CCONJ
cana-5763	122	63	prognosis	prognosis	NOUN
cana-5763	122	64	:	:	PUNCT
cana-5763	122	65	review	review	NOUN
cana-5763	122	66	of	of	ADP
cana-5763	122	67	manual	manual	ADJ
cana-5763	122	68	imaging	imaging	NOUN
cana-5763	122	69	grading	grading	NOUN
cana-5763	122	70	and	and	CCONJ
cana-5763	122	71	machine	machine	NOUN
cana-5763	122	72	learning	learning	NOUN
cana-5763	122	73	approaches	approach	NOUN
cana-5763	122	74	,	,	PUNCT
cana-5763	122	75	’’	’'	PUNCT
cana-5763	122	76	j.	j.	PROPN
cana-5763	122	77	healthcare	healthcare	PROPN
cana-5763	122	78	eng	eng	PROPN
cana-5763	122	79	.	.	PROPN
cana-5763	122	80	,	,	PUNCT
cana-5763	122	81	vol	vol	NOUN
cana-5763	122	82	.	.	PROPN
cana-5763	122	83	2022	2022	NUM
cana-5763	122	84	,	,	PUNCT
cana-5763	122	85	pp	pp	ADP
cana-5763	122	86	.	.	PUNCT
cana-5763	123	1	1–19	1–19	PROPN
cana-5763	123	2	,	,	PUNCT
cana-5763	123	3	feb	feb	PROPN
cana-5763	123	4	.	.	PROPN
cana-5763	123	5	2022	2022	NUM
cana-5763	123	6	.	.	PUNCT
cana-5763	124	1	[	[	X
cana-5763	124	2	6	6	NUM
cana-5763	124	3	]	]	PUNCT
cana-5763	124	4	j.	j.	PROPN
cana-5763	124	5	h.	h.	PROPN
cana-5763	124	6	kellgren	kellgren	PROPN
cana-5763	124	7	and	and	CCONJ
cana-5763	124	8	j.	j.	PROPN
cana-5763	124	9	s.	s.	PROPN
cana-5763	124	10	lawrence	lawrence	PROPN
cana-5763	124	11	,	,	PUNCT
cana-5763	124	12	‘	'	PUNCT
cana-5763	124	13	‘	'	PUNCT
cana-5763	124	14	radiological	radiological	ADJ
cana-5763	124	15	assessment	assessment	NOUN
cana-5763	124	16	of	of	ADP
cana-5763	124	17	osteo	osteo	NOUN
cana-5763	124	18	arthrosis	arthrosis	NOUN
cana-5763	124	19	,	,	PUNCT
cana-5763	124	20	’’	’'	PUNCT
cana-5763	124	21	ann	ann	PROPN
cana-5763	124	22	.	.	PUNCT
cana-5763	125	1	rheumatic	rheumatic	ADJ
cana-5763	125	2	diseases	disease	NOUN
cana-5763	125	3	,	,	PUNCT
cana-5763	125	4	vol	vol	NOUN
cana-5763	125	5	.	.	PROPN
cana-5763	125	6	16	16	NUM
cana-5763	125	7	,	,	PUNCT
cana-5763	125	8	no	no	INTJ
cana-5763	125	9	.	.	NOUN
cana-5763	125	10	4	4	NUM
cana-5763	125	11	,	,	PUNCT
cana-5763	125	12	pp	pp	ADJ
cana-5763	125	13	.	.	PUNCT
cana-5763	126	1	494–502	494–502	NUM
cana-5763	126	2	,	,	PUNCT
cana-5763	126	3	dec	dec	PROPN
cana-5763	126	4	.	.	PROPN
cana-5763	126	5	1957	1957	NUM
cana-5763	126	6	.	.	PUNCT
cana-5763	127	1	[	[	X
cana-5763	127	2	7	7	NUM
cana-5763	127	3	]	]	SYM
cana-5763	127	4	d.saini	d.saini	NOUN
cana-5763	127	5	,	,	PUNCT
cana-5763	127	6	t.	t.	PROPN
cana-5763	127	7	chand	chand	PROPN
cana-5763	127	8	,	,	PUNCT
cana-5763	127	9	d.	d.	PROPN
cana-5763	127	10	k.	k.	PROPN
cana-5763	127	11	chouhan	chouhan	PROPN
cana-5763	127	12	,	,	PUNCT
cana-5763	127	13	and	and	CCONJ
cana-5763	127	14	m.	m.	PROPN
cana-5763	127	15	prakash	prakash	PROPN
cana-5763	127	16	,	,	PUNCT
cana-5763	127	17	‘	'	PUNCT
cana-5763	127	18	‘	'	PUNCT
cana-5763	127	19	a	a	DET
cana-5763	127	20	comparative	comparative	ADJ
cana-5763	127	21	anal	anal	ADJ
cana-5763	127	22	ysis	ysis	NOUN
cana-5763	127	23	of	of	ADP
cana-5763	127	24	automatic	automatic	ADJ
cana-5763	127	25	classification	classification	NOUN
cana-5763	127	26	and	and	CCONJ
cana-5763	127	27	grading	grade	VERB
cana-5763	127	28	methods	method	NOUN
cana-5763	127	29	for	for	ADP
cana-5763	127	30	knee	knee	NOUN
cana-5763	127	31	osteoarthritis	osteoarthritis	NOUN
cana-5763	127	32	focussing	focusse	VERB
cana-5763	127	33	on	on	ADP
cana-5763	127	34	x	x	ADJ
cana-5763	127	35	-	-	NOUN
cana-5763	127	36	ray	ray	NOUN
cana-5763	127	37	images	image	NOUN
cana-5763	127	38	,	,	PUNCT
cana-5763	127	39	’’	’'	PUNCT
cana-5763	127	40	biocybernetics	biocybernetic	NOUN
cana-5763	127	41	biomed	biome	VERB
cana-5763	127	42	.	.	PUNCT
cana-5763	128	1	eng	eng	PROPN
cana-5763	128	2	.	.	PROPN
cana-5763	128	3	,	,	PUNCT
cana-5763	128	4	vol	vol	NOUN
cana-5763	128	5	.	.	PROPN
cana-5763	128	6	41	41	NUM
cana-5763	128	7	,	,	PUNCT
cana-5763	128	8	no	no	INTJ
cana-5763	128	9	.	.	NOUN
cana-5763	128	10	2	2	NUM
cana-5763	128	11	,	,	PUNCT
cana-5763	128	12	pp	pp	ADJ
cana-5763	128	13	.	.	PUNCT
cana-5763	129	1	419–444	419–444	NUM
cana-5763	129	2	,	,	PUNCT
cana-5763	129	3	apr	apr	NOUN
cana-5763	129	4	.	.	PROPN
cana-5763	129	5	2021	2021	NUM
cana-5763	129	6	.	.	PUNCT
cana-5763	130	1	[	[	X
cana-5763	130	2	8	8	NUM
cana-5763	130	3	]	]	PUNCT
cana-5763	130	4	l.anifah	l.anifah	PROPN
cana-5763	130	5	,	,	PUNCT
cana-5763	130	6	i.k.e.purnama	i.k.e.purnama	NOUN
cana-5763	130	7	,	,	PUNCT
cana-5763	130	8	m.hariadi	m.hariadi	NOUN
cana-5763	130	9	,	,	PUNCT
cana-5763	130	10	andm.h.purnomo,‘‘osteoarthri	andm.h.purnomo,‘‘osteoarthri	SYM
cana-5763	130	11	tis	tis	NOUN
cana-5763	130	12	classification	classification	NOUN
cana-5763	130	13	using	use	VERB
cana-5763	130	14	self	self	NOUN
cana-5763	130	15	organizing	organizing	NOUN
cana-5763	130	16	map	map	NOUN
cana-5763	130	17	based	base	VERB
cana-5763	130	18	on	on	ADP
cana-5763	130	19	gabor	gabor	PROPN
cana-5763	130	20	kernel	kernel	PROPN
cana-5763	130	21	and	and	CCONJ
cana-5763	130	22	contrast	contrast	NOUN
cana-5763	130	23	-	-	PUNCT
cana-5763	130	24	limited	limit	VERB
cana-5763	130	25	adaptive	adaptive	ADJ
cana-5763	130	26	histogram	histogram	NOUN
cana-5763	130	27	equalization	equalization	NOUN
cana-5763	130	28	,	,	PUNCT
cana-5763	130	29	’’	’'	PUNCT
cana-5763	130	30	open	open	ADV
cana-5763	130	31	biomed	biome	VERB
cana-5763	130	32	.	.	PUNCT
cana-5763	131	1	eng	eng	PROPN
cana-5763	131	2	.	.	PUNCT
cana-5763	132	1	j.	j.	PROPN
cana-5763	132	2	,	,	PUNCT
cana-5763	132	3	vol	vol	NOUN
cana-5763	132	4	.	.	PROPN
cana-5763	132	5	7	7	NUM
cana-5763	132	6	,	,	PUNCT
cana-5763	132	7	no	no	INTJ
cana-5763	132	8	.	.	NOUN
cana-5763	132	9	1	1	NUM
cana-5763	132	10	,	,	PUNCT
cana-5763	132	11	pp	pp	ADJ
cana-5763	132	12	.	.	PUNCT
cana-5763	133	1	18–28	18–28	NUM
cana-5763	133	2	,	,	PUNCT
cana-5763	133	3	feb	feb	PROPN
cana-5763	133	4	.	.	PROPN
cana-5763	133	5	2013	2013	NUM
cana-5763	133	6	.	.	PUNCT
cana-5763	134	1	[	[	X
cana-5763	134	2	9	9	NUM
cana-5763	134	3	]	]	PUNCT
cana-5763	134	4	a.	a.	NOUN
cana-5763	134	5	brahim	brahim	PROPN
cana-5763	134	6	,	,	PUNCT
cana-5763	134	7	r.	r.	PROPN
cana-5763	134	8	jennane	jennane	PROPN
cana-5763	134	9	,	,	PUNCT
cana-5763	134	10	r.	r.	PROPN
cana-5763	134	11	riad	riad	PROPN
cana-5763	134	12	,	,	PUNCT
cana-5763	134	13	t.	t.	PROPN
cana-5763	134	14	janvier	janvier	PROPN
cana-5763	134	15	,	,	PUNCT
cana-5763	134	16	l.	l.	PROPN
cana-5763	134	17	khedher	khedher	PROPN
cana-5763	134	18	,	,	PUNCT
cana-5763	134	19	h.	h.	PROPN
cana-5763	134	20	toumi	toumi	PROPN
cana-5763	134	21	,	,	PUNCT
cana-5763	134	22	and	and	CCONJ
cana-5763	134	23	e.	e.	PROPN
cana-5763	134	24	lespessailles	lespessailles	PROPN
cana-5763	134	25	,	,	PUNCT
cana-5763	134	26	‘	'	PUNCT
cana-5763	134	27	‘	'	PUNCT
cana-5763	134	28	a	a	DET
cana-5763	134	29	decision	decision	NOUN
cana-5763	134	30	support	support	NOUN
cana-5763	134	31	tool	tool	NOUN
cana-5763	134	32	for	for	ADP
cana-5763	134	33	early	early	ADJ
cana-5763	134	34	detection	detection	NOUN
cana-5763	134	35	of	of	ADP
cana-5763	134	36	knee	knee	NOUN
cana-5763	134	37	osteoarthritis	osteoarthritis	NOUN
cana-5763	134	38	using	use	VERB
cana-5763	134	39	x	x	PROPN
cana-5763	134	40	-	-	NOUN
cana-5763	134	41	ray	ray	NOUN
cana-5763	134	42	imaging	imaging	NOUN
cana-5763	134	43	and	and	CCONJ
cana-5763	134	44	machine	machine	NOUN
cana-5763	134	45	learning	learning	NOUN
cana-5763	134	46	:	:	PUNCT
cana-5763	134	47	data	datum	NOUN
cana-5763	134	48	from	from	ADP
cana-5763	134	49	the	the	DET
cana-5763	134	50	osteoarthritis	osteoarthritis	NOUN
cana-5763	134	51	initiative	initiative	NOUN
cana-5763	134	52	,	,	PUNCT
cana-5763	134	53	’’	’'	PUNCT
cana-5763	134	54	computerized	computerize	VERB
cana-5763	134	55	med	med	ADJ
cana-5763	134	56	.	.	PUNCT
cana-5763	135	1	imag	imag	PROPN
cana-5763	135	2	.	.	PUNCT
cana-5763	136	1	graph	graph	NOUN
cana-5763	136	2	.	.	PUNCT
cana-5763	136	3	,	,	PUNCT
cana-5763	136	4	vol	vol	NOUN
cana-5763	136	5	.	.	PROPN
cana-5763	137	1	73	73	NUM
cana-5763	137	2	,	,	PUNCT
cana-5763	137	3	pp	pp	ADJ
cana-5763	137	4	.	.	PUNCT
cana-5763	138	1	11–18	11–18	NUM
cana-5763	138	2	,	,	PUNCT
cana-5763	138	3	apr	apr	NOUN
cana-5763	138	4	.	.	PROPN
cana-5763	138	5	2019	2019	NUM
cana-5763	138	6	.	.	PUNCT
cana-5763	139	1	[	[	X
cana-5763	139	2	10	10	NUM
cana-5763	139	3	]	]	PUNCT
cana-5763	139	4	k.	k.	NOUN
cana-5763	140	1	he	he	PROPN
cana-5763	140	2	,	,	PUNCT
cana-5763	140	3	x.	x.	PROPN
cana-5763	140	4	zhang	zhang	PROPN
cana-5763	140	5	,	,	PUNCT
cana-5763	140	6	s.	s.	PROPN
cana-5763	140	7	ren	ren	PROPN
cana-5763	140	8	,	,	PUNCT
cana-5763	140	9	and	and	CCONJ
cana-5763	140	10	j.	j.	PROPN
cana-5763	140	11	sun	sun	PROPN
cana-5763	140	12	,	,	PUNCT
cana-5763	140	13	‘	'	PUNCT
cana-5763	140	14	‘	'	PUNCT
cana-5763	140	15	deep	deep	ADJ
cana-5763	140	16	residual	residual	ADJ
cana-5763	140	17	learning	learning	NOUN
cana-5763	140	18	for	for	ADP
cana-5763	140	19	image	image	NOUN
cana-5763	140	20	recognition	recognition	NOUN
cana-5763	140	21	,	,	PUNCT
cana-5763	140	22	’’	’'	PUNCT
cana-5763	140	23	in	in	ADP
cana-5763	140	24	proc	proc	NOUN
cana-5763	140	25	.	.	PUNCT
cana-5763	141	1	ieee	ieee	NOUN
cana-5763	141	2	conf	conf	NOUN
cana-5763	141	3	.	.	PUNCT
cana-5763	142	1	comput	comput	NOUN
cana-5763	142	2	.	.	PUNCT
cana-5763	143	1	vis	vis	X
cana-5763	143	2	.	.	X
cana-5763	143	3	pattern	pattern	NOUN
cana-5763	143	4	recognit	recognit	VERB
cana-5763	143	5	.	.	PUNCT
cana-5763	144	1	(	(	PUNCT
cana-5763	144	2	cvpr	cvpr	NOUN
cana-5763	144	3	)	)	PUNCT
cana-5763	144	4	,	,	PUNCT
cana-5763	144	5	jun	jun	PROPN
cana-5763	144	6	.	.	PROPN
cana-5763	144	7	2016	2016	NUM
cana-5763	144	8	,	,	PUNCT
cana-5763	144	9	pp	pp	ADJ
cana-5763	144	10	.	.	PUNCT
cana-5763	145	1	770–778	770–778	NUM
cana-5763	145	2	.	.	PUNCT
cana-5763	146	1	[	[	X
cana-5763	146	2	11	11	NUM
cana-5763	146	3	]	]	PUNCT
cana-5763	146	4	k.	k.	PROPN
cana-5763	146	5	simonyan	simonyan	PROPN
cana-5763	146	6	and	and	CCONJ
cana-5763	146	7	a.	a.	NOUN
cana-5763	146	8	zisserman	zisserman	PROPN
cana-5763	146	9	,	,	PUNCT
cana-5763	146	10	‘	'	PUNCT
cana-5763	146	11	‘	'	PUNCT
cana-5763	146	12	very	very	ADV
cana-5763	146	13	deep	deep	ADJ
cana-5763	146	14	convolutional	convolutional	ADJ
cana-5763	146	15	networks	network	NOUN
cana-5763	146	16	for	for	ADP
cana-5763	146	17	largescale	largescale	ADJ
cana-5763	146	18	image	image	NOUN
cana-5763	146	19	recognition	recognition	NOUN
cana-5763	146	20	,	,	PUNCT
cana-5763	146	21	’’	’'	PUNCT
cana-5763	146	22	2014	2014	NUM
cana-5763	146	23	,	,	PUNCT
cana-5763	146	24	arxiv:1409.1556	arxiv:1409.1556	NOUN
cana-5763	146	25	.	.	PUNCT