id	sid	tid	token	lemma	pos
ctmj-162	1	1	ctmj	ctmj	NOUN
ctmj-162	1	2	|	|	ADV
ctmj-162	1	3	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-162	1	4	chinese	chinese	ADJ
ctmj-162	1	5	traditional	traditional	ADJ
ctmj-162	1	6	medicine	medicine	NOUN
ctmj-162	1	7	journal	journal	NOUN
ctmj-162	1	8	|	|	ADV
ctmj-162	1	9	2024	2024	NUM
ctmj-162	1	10	|	|	NOUN
ctmj-162	1	11	vol7	vol7	NOUN
ctmj-162	1	12	|issue3	|issue3	SYM
ctmj-162	1	13	5	5	NUM
ctmj-162	1	14	abstract	abstract	NOUN
ctmj-162	1	15	—	—	PUNCT
ctmj-162	1	16	in	in	ADP
ctmj-162	1	17	the	the	DET
ctmj-162	1	18	use	use	NOUN
ctmj-162	1	19	of	of	ADP
ctmj-162	1	20	iomt	iomt	NOUN
ctmj-162	1	21	-	-	PUNCT
ctmj-162	1	22	enabled	enable	VERB
ctmj-162	1	23	diagnostic	diagnostic	ADJ
ctmj-162	1	24	tools	tool	NOUN
ctmj-162	1	25	,	,	PUNCT
ctmj-162	1	26	this	this	DET
ctmj-162	1	27	research	research	NOUN
ctmj-162	1	28	seeks	seek	VERB
ctmj-162	1	29	to	to	PART
ctmj-162	1	30	improve	improve	VERB
ctmj-162	1	31	the	the	DET
ctmj-162	1	32	accuracy	accuracy	NOUN
ctmj-162	1	33	of	of	ADP
ctmj-162	1	34	skin	skin	NOUN
ctmj-162	1	35	disease	disease	NOUN
ctmj-162	1	36	identification	identification	NOUN
ctmj-162	1	37	.	.	PUNCT
ctmj-162	2	1	for	for	ADP
ctmj-162	2	2	texture	texture	ADJ
ctmj-162	2	3	analysis	analysis	NOUN
ctmj-162	2	4	,	,	PUNCT
ctmj-162	2	5	the	the	DET
ctmj-162	2	6	k	k	NOUN
ctmj-162	2	7	-	-	PUNCT
ctmj-162	2	8	nearest	near	ADJ
ctmj-162	2	9	neighbours	neighbour	NOUN
ctmj-162	2	10	(	(	PUNCT
ctmj-162	2	11	knn	knn	PROPN
ctmj-162	2	12	)	)	PUNCT
ctmj-162	2	13	method	method	NOUN
ctmj-162	2	14	is	be	AUX
ctmj-162	2	15	used	use	VERB
ctmj-162	2	16	,	,	PUNCT
ctmj-162	2	17	and	and	CCONJ
ctmj-162	2	18	class	class	NOUN
ctmj-162	2	19	activation	activation	NOUN
ctmj-162	2	20	mapping	mapping	NOUN
ctmj-162	2	21	(	(	PUNCT
ctmj-162	2	22	cam	cam	NOUN
ctmj-162	2	23	)	)	PUNCT
ctmj-162	2	24	is	be	AUX
ctmj-162	2	25	used	use	VERB
ctmj-162	2	26	for	for	ADP
ctmj-162	2	27	visual	visual	ADJ
ctmj-162	2	28	interpretability	interpretability	NOUN
ctmj-162	2	29	.	.	PUNCT
ctmj-162	3	1	image	image	NOUN
ctmj-162	3	2	quality	quality	NOUN
ctmj-162	3	3	is	be	AUX
ctmj-162	3	4	enhanced	enhance	VERB
ctmj-162	3	5	by	by	ADP
ctmj-162	3	6	preprocessing	preprocesse	VERB
ctmj-162	3	7	techniques	technique	NOUN
ctmj-162	3	8	like	like	ADP
ctmj-162	3	9	df	df	NOUN
ctmj-162	3	10	-	-	PUNCT
ctmj-162	3	11	u	u	NOUN
ctmj-162	3	12	-	-	ADJ
ctmj-162	3	13	net	net	ADJ
ctmj-162	3	14	segmentation	segmentation	NOUN
ctmj-162	3	15	,	,	PUNCT
ctmj-162	3	16	and	and	CCONJ
ctmj-162	3	17	data	datum	NOUN
ctmj-162	3	18	imbalance	imbalance	NOUN
ctmj-162	3	19	is	be	AUX
ctmj-162	3	20	addressed	address	VERB
ctmj-162	3	21	with	with	ADP
ctmj-162	3	22	smote	smote	NOUN
ctmj-162	3	23	.	.	PUNCT
ctmj-162	4	1	combining	combine	VERB
ctmj-162	4	2	the	the	DET
ctmj-162	4	3	explainability	explainability	NOUN
ctmj-162	4	4	of	of	ADP
ctmj-162	4	5	cam	cam	NOUN
ctmj-162	4	6	with	with	ADP
ctmj-162	4	7	the	the	DET
ctmj-162	4	8	efficiency	efficiency	NOUN
ctmj-162	4	9	of	of	ADP
ctmj-162	4	10	knn	knn	PROPN
ctmj-162	4	11	,	,	PUNCT
ctmj-162	4	12	the	the	DET
ctmj-162	4	13	system	system	NOUN
ctmj-162	4	14	achieves	achieve	VERB
ctmj-162	4	15	99.18	99.18	NUM
ctmj-162	4	16	%	%	NOUN
ctmj-162	4	17	accuracy	accuracy	NOUN
ctmj-162	4	18	,	,	PUNCT
ctmj-162	4	19	outperforming	outperform	VERB
ctmj-162	4	20	current	current	ADJ
ctmj-162	4	21	techniques	technique	NOUN
ctmj-162	4	22	and	and	CCONJ
ctmj-162	4	23	offering	offer	VERB
ctmj-162	4	24	dependable	dependable	ADJ
ctmj-162	4	25	diagnostic	diagnostic	ADJ
ctmj-162	4	26	support	support	NOUN
ctmj-162	4	27	for	for	ADP
ctmj-162	4	28	medical	medical	ADJ
ctmj-162	4	29	practitioners	practitioner	NOUN
ctmj-162	4	30	.	.	PUNCT
ctmj-162	5	1	objective	objective	NOUN
ctmj-162	5	2	:	:	PUNCT
ctmj-162	5	3	using	use	VERB
ctmj-162	5	4	knn	knn	PROPN
ctmj-162	5	5	for	for	ADP
ctmj-162	5	6	texture	texture	NOUN
ctmj-162	5	7	-	-	PUNCT
ctmj-162	5	8	based	base	VERB
ctmj-162	5	9	classification	classification	NOUN
ctmj-162	5	10	,	,	PUNCT
ctmj-162	5	11	optimising	optimise	VERB
ctmj-162	5	12	the	the	DET
ctmj-162	5	13	k	k	NOUN
ctmj-162	5	14	-	-	NOUN
ctmj-162	5	15	value	value	NOUN
ctmj-162	5	16	,	,	PUNCT
ctmj-162	5	17	and	and	CCONJ
ctmj-162	5	18	adding	add	VERB
ctmj-162	5	19	cam	cam	NOUN
ctmj-162	5	20	for	for	ADP
ctmj-162	5	21	improved	improved	ADJ
ctmj-162	5	22	model	model	NOUN
ctmj-162	5	23	interpretability	interpretability	NOUN
ctmj-162	5	24	,	,	PUNCT
ctmj-162	5	25	we	we	PRON
ctmj-162	5	26	will	will	AUX
ctmj-162	5	27	create	create	VERB
ctmj-162	5	28	an	an	DET
ctmj-162	5	29	iomt	iomt	NOUN
ctmj-162	5	30	-	-	PUNCT
ctmj-162	5	31	enabled	enable	VERB
ctmj-162	5	32	system	system	NOUN
ctmj-162	5	33	for	for	ADP
ctmj-162	5	34	precise	precise	ADJ
ctmj-162	5	35	skin	skin	NOUN
ctmj-162	5	36	disease	disease	NOUN
ctmj-162	5	37	diagnosis	diagnosis	NOUN
ctmj-162	5	38	while	while	SCONJ
ctmj-162	5	39	resolving	resolve	VERB
ctmj-162	5	40	data	datum	NOUN
ctmj-162	5	41	imbalance	imbalance	NOUN
ctmj-162	5	42	for	for	ADP
ctmj-162	5	43	better	well	ADJ
ctmj-162	5	44	diagnostic	diagnostic	ADJ
ctmj-162	5	45	performance	performance	NOUN
ctmj-162	5	46	.	.	PUNCT
ctmj-162	6	1	methods	method	NOUN
ctmj-162	6	2	:	:	PUNCT
ctmj-162	6	3	iomt	iomt	ADJ
ctmj-162	6	4	-	-	PUNCT
ctmj-162	6	5	enabled	enable	VERB
ctmj-162	6	6	image	image	NOUN
ctmj-162	6	7	acquisition	acquisition	NOUN
ctmj-162	6	8	serves	serve	VERB
ctmj-162	6	9	as	as	ADP
ctmj-162	6	10	the	the	DET
ctmj-162	6	11	system	system	NOUN
ctmj-162	6	12	's	's	PART
ctmj-162	6	13	foundation	foundation	NOUN
ctmj-162	6	14	.	.	PUNCT
ctmj-162	7	1	df	df	PROPN
ctmj-162	7	2	-	-	PUNCT
ctmj-162	7	3	u	u	NOUN
ctmj-162	7	4	-	-	ADJ
ctmj-162	7	5	net	net	ADJ
ctmj-162	7	6	segmentation	segmentation	NOUN
ctmj-162	7	7	,	,	PUNCT
ctmj-162	7	8	contrast	contrast	NOUN
ctmj-162	7	9	enhancement	enhancement	NOUN
ctmj-162	7	10	,	,	PUNCT
ctmj-162	7	11	and	and	CCONJ
ctmj-162	7	12	noise	noise	NOUN
ctmj-162	7	13	reduction	reduction	NOUN
ctmj-162	7	14	are	be	AUX
ctmj-162	7	15	examples	example	NOUN
ctmj-162	7	16	of	of	ADP
ctmj-162	7	17	preprocessing	preprocesse	VERB
ctmj-162	7	18	.	.	PUNCT
ctmj-162	8	1	texture	texture	ADJ
ctmj-162	8	2	features	feature	NOUN
ctmj-162	8	3	are	be	AUX
ctmj-162	8	4	extracted	extract	VERB
ctmj-162	8	5	using	use	VERB
ctmj-162	8	6	the	the	DET
ctmj-162	8	7	gray	gray	ADJ
ctmj-162	8	8	-	-	PUNCT
ctmj-162	8	9	level	level	NOUN
ctmj-162	8	10	co	co	NOUN
ctmj-162	8	11	-	-	NOUN
ctmj-162	8	12	occurrence	occurrence	ADJ
ctmj-162	8	13	matrix	matrix	NOUN
ctmj-162	8	14	(	(	PUNCT
ctmj-162	8	15	glcm	glcm	PROPN
ctmj-162	8	16	)	)	PUNCT
ctmj-162	8	17	,	,	PUNCT
ctmj-162	8	18	knn	knn	PROPN
ctmj-162	8	19	is	be	AUX
ctmj-162	8	20	crossvalidation	crossvalidation	NOUN
ctmj-162	8	21	optimised	optimise	VERB
ctmj-162	8	22	,	,	PUNCT
ctmj-162	8	23	and	and	CCONJ
ctmj-162	8	24	the	the	DET
ctmj-162	8	25	dataset	dataset	NOUN
ctmj-162	8	26	is	be	AUX
ctmj-162	8	27	balanced	balance	VERB
ctmj-162	8	28	using	use	VERB
ctmj-162	8	29	smote	smote	NOUN
ctmj-162	8	30	.	.	PUNCT
ctmj-162	9	1	important	important	ADJ
ctmj-162	9	2	picture	picture	NOUN
ctmj-162	9	3	regions	region	NOUN
ctmj-162	9	4	for	for	ADP
ctmj-162	9	5	classification	classification	NOUN
ctmj-162	9	6	are	be	AUX
ctmj-162	9	7	highlighted	highlight	VERB
ctmj-162	9	8	by	by	ADP
ctmj-162	9	9	cam	cam	PROPN
ctmj-162	9	10	.	.	PUNCT
ctmj-162	10	1	results	result	NOUN
ctmj-162	10	2	:	:	PUNCT
ctmj-162	10	3	the	the	DET
ctmj-162	10	4	system	system	NOUN
ctmj-162	10	5	outperformed	outperform	VERB
ctmj-162	10	6	xgboost	xgboost	ADV
ctmj-162	10	7	and	and	CCONJ
ctmj-162	10	8	eff_d_svm	eff_d_svm	VERB
ctmj-162	10	9	with	with	ADP
ctmj-162	10	10	an	an	DET
ctmj-162	10	11	accuracy	accuracy	NOUN
ctmj-162	10	12	of	of	ADP
ctmj-162	10	13	99.18	99.18	NUM
ctmj-162	10	14	%	%	NOUN
ctmj-162	10	15	and	and	CCONJ
ctmj-162	10	16	a	a	DET
ctmj-162	10	17	false	false	ADJ
ctmj-162	10	18	-	-	PUNCT
ctmj-162	10	19	negative	negative	ADJ
ctmj-162	10	20	rate	rate	NOUN
ctmj-162	10	21	(	(	PUNCT
ctmj-162	10	22	fnr	fnr	NOUN
ctmj-162	10	23	)	)	PUNCT
ctmj-162	10	24	of	of	ADP
ctmj-162	10	25	0.48	0.48	NUM
ctmj-162	10	26	%	%	NOUN
ctmj-162	10	27	.	.	PUNCT
ctmj-162	11	1	conclusion	conclusion	NOUN
ctmj-162	11	2	:	:	PUNCT
ctmj-162	11	3	combining	combine	VERB
ctmj-162	11	4	knn	knn	PROPN
ctmj-162	11	5	and	and	CCONJ
ctmj-162	11	6	cam	cam	VERB
ctmj-162	11	7	results	result	NOUN
ctmj-162	11	8	in	in	ADP
ctmj-162	11	9	a	a	DET
ctmj-162	11	10	skin	skin	NOUN
ctmj-162	11	11	disease	disease	NOUN
ctmj-162	11	12	detection	detection	NOUN
ctmj-162	11	13	system	system	NOUN
ctmj-162	11	14	that	that	PRON
ctmj-162	11	15	is	be	AUX
ctmj-162	11	16	reliable	reliable	ADJ
ctmj-162	11	17	and	and	CCONJ
ctmj-162	11	18	easy	easy	ADJ
ctmj-162	11	19	to	to	PART
ctmj-162	11	20	understand	understand	VERB
ctmj-162	11	21	,	,	PUNCT
ctmj-162	11	22	with	with	ADP
ctmj-162	11	23	good	good	ADJ
ctmj-162	11	24	performance	performance	NOUN
ctmj-162	11	25	for	for	ADP
ctmj-162	11	26	real	real	ADJ
ctmj-162	11	27	-	-	PUNCT
ctmj-162	11	28	world	world	NOUN
ctmj-162	11	29	medical	medical	ADJ
ctmj-162	11	30	applications	application	NOUN
ctmj-162	11	31	.	.	PUNCT
ctmj-162	12	1	keywords	keyword	NOUN
ctmj-162	12	2	:	:	PUNCT
ctmj-162	12	3	iomt	iomt	ADJ
ctmj-162	12	4	,	,	PUNCT
ctmj-162	12	5	k	k	ADJ
ctmj-162	12	6	-	-	PUNCT
ctmj-162	12	7	nearest	near	ADJ
ctmj-162	12	8	neighbors	neighbor	NOUN
ctmj-162	12	9	,	,	PUNCT
ctmj-162	12	10	class	class	NOUN
ctmj-162	12	11	activation	activation	NOUN
ctmj-162	12	12	mapping	mapping	NOUN
ctmj-162	12	13	,	,	PUNCT
ctmj-162	12	14	skin	skin	NOUN
ctmj-162	12	15	disease	disease	NOUN
ctmj-162	12	16	detection	detection	NOUN
ctmj-162	12	17	,	,	PUNCT
ctmj-162	12	18	df	df	PROPN
ctmj-162	12	19	-	-	PUNCT
ctmj-162	12	20	u	u	NOUN
ctmj-162	12	21	-	-	NOUN
ctmj-162	12	22	net	net	ADJ
ctmj-162	12	23	,	,	PUNCT
ctmj-162	12	24	smote	smote	ADJ
ctmj-162	12	25	,	,	PUNCT
ctmj-162	12	26	medical	medical	ADJ
ctmj-162	12	27	image	image	NOUN
ctmj-162	12	28	processing	processing	NOUN
ctmj-162	12	29	.	.	PUNCT
ctmj-162	13	1	chinese	chinese	ADJ
ctmj-162	13	2	traditional	traditional	ADJ
ctmj-162	13	3	medical	medical	ADJ
ctmj-162	13	4	journal	journal	PROPN
ctmj-162	13	5	accurate	accurate	ADJ
ctmj-162	13	6	skin	skin	NOUN
ctmj-162	13	7	disease	disease	NOUN
ctmj-162	13	8	detection	detection	NOUN
ctmj-162	13	9	with	with	ADP
ctmj-162	13	10	k	k	X
ctmj-162	13	11	-	-	PUNCT
ctmj-162	13	12	nearest	near	ADJ
ctmj-162	13	13	neighbors	neighbor	NOUN
ctmj-162	13	14	and	and	CCONJ
ctmj-162	13	15	cam	cam	VERB
ctmj-162	13	16	in	in	ADP
ctmj-162	13	17	iomt	iomt	NOUN
ctmj-162	13	18	-	-	PUNCT
ctmj-162	13	19	enabled	enable	VERB
ctmj-162	13	20	diagnostic	diagnostic	ADJ
ctmj-162	13	21	solutions	solution	NOUN
ctmj-162	13	22	surendar	surendar	PROPN
ctmj-162	13	23	rama	rama	PROPN
ctmj-162	13	24	sitaraman	sitaraman	PROPN
ctmj-162	13	25	,	,	PUNCT
ctmj-162	13	26	intel	intel	PROPN
ctmj-162	13	27	corporation	corporation	PROPN
ctmj-162	13	28	,	,	PUNCT
ctmj-162	13	29	california	california	PROPN
ctmj-162	13	30	,	,	PUNCT
ctmj-162	13	31	usa	usa	PROPN
ctmj-162	13	32	surendar.rama.sitaraman@ieee.org	surendar.rama.sitaraman@ieee.org	PROPN
ctmj-162	13	33	poovendran	poovendran	PROPN
ctmj-162	13	34	alagarsundaram	alagarsundaram	PROPN
ctmj-162	13	35	,	,	PUNCT
ctmj-162	13	36	humetis	humetis	PROPN
ctmj-162	13	37	technologies	technologies	PROPN
ctmj-162	13	38	inc	inc	PROPN
ctmj-162	13	39	,	,	PUNCT
ctmj-162	13	40	kingston	kingston	PROPN
ctmj-162	13	41	,	,	PUNCT
ctmj-162	13	42	nj	nj	PROPN
ctmj-162	13	43	,	,	PUNCT
ctmj-162	13	44	usa	usa	PROPN
ctmj-162	13	45	poovendrana@ieee.org	poovendrana@ieee.org	PROPN
ctmj-162	13	46	veerandra	veerandra	PROPN
ctmj-162	13	47	kumar	kumar	PROPN
ctmj-162	13	48	r	r	PROPN
ctmj-162	13	49	,	,	PUNCT
ctmj-162	13	50	department	department	NOUN
ctmj-162	13	51	of	of	ADP
ctmj-162	13	52	computer	computer	NOUN
ctmj-162	13	53	science	science	NOUN
ctmj-162	13	54	and	and	CCONJ
ctmj-162	13	55	engineering	engineering	NOUN
ctmj-162	13	56	,	,	PUNCT
ctmj-162	13	57	panimalar	panimalar	ADJ
ctmj-162	13	58	engineering	engineering	NOUN
ctmj-162	13	59	college	college	NOUN
ctmj-162	13	60	,	,	PUNCT
ctmj-162	13	61	chennai	chennai	PROPN
ctmj-162	13	62	,	,	PUNCT
ctmj-162	13	63	india	india	PROPN
ctmj-162	13	64	.	.	PUNCT
ctmj-162	14	1	veerandrakumar.r@panimalar.ac.in	veerandrakumar.r@panimalar.ac.in	PROPN
ctmj-162	14	2	dr	dr	PROPN
ctmj-162	14	3	.	.	PROPN
ctmj-162	14	4	dede	dede	PROPN
ctmj-162	14	5	kurniadi	kurniadi	PROPN
ctmj-162	14	6	associate	associate	NOUN
ctmj-162	14	7	professor	professor	NOUN
ctmj-162	14	8	of	of	ADP
ctmj-162	14	9	computer	computer	NOUN
ctmj-162	14	10	science	science	PROPN
ctmj-162	14	11	department	department	PROPN
ctmj-162	14	12	of	of	ADP
ctmj-162	14	13	computer	computer	NOUN
ctmj-162	14	14	science	science	PROPN
ctmj-162	14	15	institut	institut	PROPN
ctmj-162	14	16	teknologi	teknologi	PROPN
ctmj-162	14	17	garut	garut	PROPN
ctmj-162	14	18	jl	jl	PROPN
ctmj-162	14	19	.	.	PROPN
ctmj-162	14	20	mayor	mayor	PROPN
ctmj-162	14	21	syamsu	syamsu	PROPN
ctmj-162	14	22	no	no	INTJ
ctmj-162	14	23	.	.	NOUN
ctmj-162	14	24	1	1	NUM
ctmj-162	14	25	,	,	PUNCT
ctmj-162	14	26	garut	garut	NOUN
ctmj-162	14	27	,	,	PUNCT
ctmj-162	14	28	indonesia	indonesia	PROPN
ctmj-162	14	29	dede.kurniadi@itg.ac.id	dede.kurniadi@itg.ac.id	NOUN
ctmj-162	14	30	1	1	X
ctmj-162	14	31	.	.	X
ctmj-162	14	32	introduction	introduction	NOUN
ctmj-162	14	33	a	a	DET
ctmj-162	14	34	person	person	NOUN
ctmj-162	14	35	's	's	PART
ctmj-162	14	36	lifestyle	lifestyle	NOUN
ctmj-162	14	37	,	,	PUNCT
ctmj-162	14	38	environment	environment	NOUN
ctmj-162	14	39	,	,	PUNCT
ctmj-162	14	40	parasites	parasite	NOUN
ctmj-162	14	41	,	,	PUNCT
ctmj-162	14	42	viruses	virus	NOUN
ctmj-162	14	43	,	,	PUNCT
ctmj-162	14	44	bacteria	bacteria	NOUN
ctmj-162	14	45	,	,	PUNCT
ctmj-162	14	46	fungi	fungus	NOUN
ctmj-162	14	47	,	,	PUNCT
ctmj-162	14	48	infections	infection	NOUN
ctmj-162	14	49	,	,	PUNCT
ctmj-162	14	50	and	and	CCONJ
ctmj-162	14	51	infections	infection	NOUN
ctmj-162	14	52	can	can	AUX
ctmj-162	14	53	all	all	ADV
ctmj-162	14	54	contribute	contribute	VERB
ctmj-162	14	55	to	to	ADP
ctmj-162	14	56	skin	skin	NOUN
ctmj-162	14	57	problems	problem	NOUN
ctmj-162	14	58	.	.	PUNCT
ctmj-162	15	1	if	if	SCONJ
ctmj-162	15	2	untreated	untreate	VERB
ctmj-162	15	3	,	,	PUNCT
ctmj-162	15	4	these	these	DET
ctmj-162	15	5	illnesses	illness	NOUN
ctmj-162	15	6	can	can	AUX
ctmj-162	15	7	have	have	VERB
ctmj-162	15	8	a	a	DET
ctmj-162	15	9	negative	negative	ADJ
ctmj-162	15	10	impact	impact	NOUN
ctmj-162	15	11	on	on	ADP
ctmj-162	15	12	a	a	DET
ctmj-162	15	13	person	person	NOUN
ctmj-162	15	14	's	's	PART
ctmj-162	15	15	health	health	NOUN
ctmj-162	15	16	.	.	PUNCT
ctmj-162	16	1	for	for	ADP
ctmj-162	16	2	prompt	prompt	ADJ
ctmj-162	16	3	action	action	NOUN
ctmj-162	16	4	and	and	CCONJ
ctmj-162	16	5	appropriate	appropriate	ADJ
ctmj-162	16	6	treatment	treatment	NOUN
ctmj-162	16	7	to	to	PART
ctmj-162	16	8	be	be	AUX
ctmj-162	16	9	guaranteed	guarantee	VERB
ctmj-162	16	10	,	,	PUNCT
ctmj-162	16	11	early	early	ADJ
ctmj-162	16	12	and	and	CCONJ
ctmj-162	16	13	precise	precise	ADJ
ctmj-162	16	14	detection	detection	NOUN
ctmj-162	16	15	is	be	AUX
ctmj-162	16	16	crucial	crucial	ADJ
ctmj-162	16	17	.	.	PUNCT
ctmj-162	17	1	the	the	DET
ctmj-162	17	2	development	development	NOUN
ctmj-162	17	3	of	of	ADP
ctmj-162	17	4	internet	internet	NOUN
ctmj-162	17	5	of	of	ADP
ctmj-162	17	6	mailto:surendar.rama.sitaraman@ieee.org	mailto:surendar.rama.sitaraman@ieee.org	ADJ
ctmj-162	17	7	mailto:poovendrana@ieee.org	mailto:poovendrana@ieee.org	PROPN
ctmj-162	17	8	mailto:veerandrakumar.r@panimalar.ac.in	mailto:veerandrakumar.r@panimalar.ac.in	PROPN
ctmj-162	17	9	ctmj	ctmj	NOUN
ctmj-162	17	10	|	|	ADV
ctmj-162	17	11	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-162	17	12	chinese	chinese	ADJ
ctmj-162	17	13	traditional	traditional	ADJ
ctmj-162	17	14	medicine	medicine	NOUN
ctmj-162	17	15	journal	journal	NOUN
ctmj-162	17	16	|	|	ADV
ctmj-162	17	17	2024	2024	NUM
ctmj-162	17	18	|	|	NOUN
ctmj-162	17	19	vol7	vol7	NOUN
ctmj-162	17	20	|issue3	|issue3	PUNCT
ctmj-162	17	21	6	6	NUM
ctmj-162	17	22	medical	medical	ADJ
ctmj-162	17	23	things	thing	NOUN
ctmj-162	17	24	(	(	PUNCT
ctmj-162	17	25	iomt	iomt	NOUN
ctmj-162	17	26	)	)	PUNCT
ctmj-162	17	27	technology	technology	NOUN
ctmj-162	17	28	presents	present	VERB
ctmj-162	17	29	a	a	DET
ctmj-162	17	30	viable	viable	ADJ
ctmj-162	17	31	path	path	NOUN
ctmj-162	17	32	towards	towards	ADP
ctmj-162	17	33	the	the	DET
ctmj-162	17	34	creation	creation	NOUN
ctmj-162	17	35	of	of	ADP
ctmj-162	17	36	more	more	ADV
ctmj-162	17	37	precise	precise	ADJ
ctmj-162	17	38	diagnostic	diagnostic	ADJ
ctmj-162	17	39	tools	tool	NOUN
ctmj-162	17	40	.	.	PUNCT
ctmj-162	18	1	this	this	DET
ctmj-162	18	2	work	work	NOUN
ctmj-162	18	3	attempts	attempt	VERB
ctmj-162	18	4	to	to	PART
ctmj-162	18	5	improve	improve	VERB
ctmj-162	18	6	the	the	DET
ctmj-162	18	7	accuracy	accuracy	NOUN
ctmj-162	18	8	of	of	ADP
ctmj-162	18	9	skin	skin	NOUN
ctmj-162	18	10	disease	disease	NOUN
ctmj-162	18	11	identification	identification	NOUN
ctmj-162	18	12	by	by	ADP
ctmj-162	18	13	utilising	utilise	VERB
ctmj-162	18	14	machine	machine	NOUN
ctmj-162	18	15	learning	learn	VERB
ctmj-162	18	16	techniques	technique	NOUN
ctmj-162	18	17	such	such	ADJ
ctmj-162	18	18	as	as	ADP
ctmj-162	18	19	the	the	DET
ctmj-162	18	20	k	k	NOUN
ctmj-162	18	21	-	-	PUNCT
ctmj-162	18	22	nearest	near	ADJ
ctmj-162	18	23	neighbours	neighbour	NOUN
ctmj-162	18	24	(	(	PUNCT
ctmj-162	18	25	knn	knn	NOUN
ctmj-162	18	26	)	)	PUNCT
ctmj-162	18	27	algorithm	algorithm	NOUN
ctmj-162	18	28	.	.	PUNCT
ctmj-162	19	1	image	image	NOUN
ctmj-162	19	2	texture	texture	NOUN
ctmj-162	19	3	features	feature	NOUN
ctmj-162	19	4	are	be	AUX
ctmj-162	19	5	used	use	VERB
ctmj-162	19	6	to	to	PART
ctmj-162	19	7	analyse	analyse	VERB
ctmj-162	19	8	and	and	CCONJ
ctmj-162	19	9	categorise	categorise	VERB
ctmj-162	19	10	skin	skin	NOUN
ctmj-162	19	11	conditions	condition	NOUN
ctmj-162	19	12	using	use	VERB
ctmj-162	19	13	knn	knn	PROPN
ctmj-162	19	14	,	,	PUNCT
ctmj-162	19	15	which	which	PRON
ctmj-162	19	16	is	be	AUX
ctmj-162	19	17	wellknown	wellknown	ADJ
ctmj-162	19	18	for	for	ADP
ctmj-162	19	19	its	its	PRON
ctmj-162	19	20	simplicity	simplicity	NOUN
ctmj-162	19	21	and	and	CCONJ
ctmj-162	19	22	efficacy	efficacy	NOUN
ctmj-162	19	23	,	,	PUNCT
ctmj-162	19	24	in	in	ADP
ctmj-162	19	25	conjunction	conjunction	NOUN
ctmj-162	19	26	with	with	ADP
ctmj-162	19	27	class	class	NOUN
ctmj-162	19	28	activation	activation	NOUN
ctmj-162	19	29	mapping	mapping	NOUN
ctmj-162	19	30	(	(	PUNCT
ctmj-162	19	31	cam	cam	PROPN
ctmj-162	19	32	)	)	PUNCT
ctmj-162	19	33	.	.	PUNCT
ctmj-162	20	1	the	the	DET
ctmj-162	20	2	system	system	NOUN
ctmj-162	20	3	seeks	seek	VERB
ctmj-162	20	4	to	to	PART
ctmj-162	20	5	resolve	resolve	VERB
ctmj-162	20	6	issues	issue	NOUN
ctmj-162	20	7	like	like	ADP
ctmj-162	20	8	data	datum	NOUN
ctmj-162	20	9	imbalance	imbalance	NOUN
ctmj-162	20	10	and	and	CCONJ
ctmj-162	20	11	determine	determine	VERB
ctmj-162	20	12	the	the	DET
ctmj-162	20	13	ideal	ideal	ADJ
ctmj-162	20	14	"	"	PUNCT
ctmj-162	20	15	k	k	ADJ
ctmj-162	20	16	"	"	PUNCT
ctmj-162	20	17	value	value	NOUN
ctmj-162	20	18	in	in	ADP
ctmj-162	20	19	order	order	NOUN
ctmj-162	20	20	to	to	PART
ctmj-162	20	21	deliver	deliver	VERB
ctmj-162	20	22	more	more	ADV
ctmj-162	20	23	dependable	dependable	ADJ
ctmj-162	20	24	diagnoses	diagnosis	NOUN
ctmj-162	20	25	for	for	ADP
ctmj-162	20	26	practical	practical	ADJ
ctmj-162	20	27	healthcare	healthcare	NOUN
ctmj-162	20	28	applications	application	NOUN
ctmj-162	20	29	.	.	PUNCT
ctmj-162	21	1	in	in	ADP
ctmj-162	21	2	recent	recent	ADJ
ctmj-162	21	3	years	year	NOUN
ctmj-162	21	4	,	,	PUNCT
ctmj-162	21	5	there	there	PRON
ctmj-162	21	6	has	have	AUX
ctmj-162	21	7	been	be	AUX
ctmj-162	21	8	a	a	DET
ctmj-162	21	9	substantial	substantial	ADJ
ctmj-162	21	10	evolution	evolution	NOUN
ctmj-162	21	11	in	in	ADP
ctmj-162	21	12	the	the	DET
ctmj-162	21	13	field	field	NOUN
ctmj-162	21	14	of	of	ADP
ctmj-162	21	15	skin	skin	NOUN
ctmj-162	21	16	disease	disease	NOUN
ctmj-162	21	17	identification	identification	NOUN
ctmj-162	21	18	.	.	PUNCT
ctmj-162	22	1	dermatologists	dermatologist	NOUN
ctmj-162	22	2	use	use	VERB
ctmj-162	22	3	traditional	traditional	ADJ
ctmj-162	22	4	diagnostic	diagnostic	ADJ
ctmj-162	22	5	techniques	technique	NOUN
ctmj-162	22	6	,	,	PUNCT
ctmj-162	22	7	which	which	PRON
ctmj-162	22	8	mostly	mostly	ADV
ctmj-162	22	9	rely	rely	VERB
ctmj-162	22	10	on	on	ADP
ctmj-162	22	11	visual	visual	ADJ
ctmj-162	22	12	assessment	assessment	NOUN
ctmj-162	22	13	.	.	PUNCT
ctmj-162	23	1	when	when	SCONJ
ctmj-162	23	2	necessary	necessary	ADJ
ctmj-162	23	3	,	,	PUNCT
ctmj-162	23	4	clinical	clinical	ADJ
ctmj-162	23	5	tests	test	NOUN
ctmj-162	23	6	are	be	AUX
ctmj-162	23	7	then	then	ADV
ctmj-162	23	8	performed	perform	VERB
ctmj-162	23	9	.	.	PUNCT
ctmj-162	24	1	however	however	ADV
ctmj-162	24	2	,	,	PUNCT
ctmj-162	24	3	computer	computer	NOUN
ctmj-162	24	4	-	-	PUNCT
ctmj-162	24	5	aided	aid	VERB
ctmj-162	24	6	diagnostic	diagnostic	ADJ
ctmj-162	24	7	(	(	PUNCT
ctmj-162	24	8	cad	cad	NOUN
ctmj-162	24	9	)	)	PUNCT
ctmj-162	24	10	systems	system	NOUN
ctmj-162	24	11	have	have	AUX
ctmj-162	24	12	become	become	VERB
ctmj-162	24	13	more	more	ADV
ctmj-162	24	14	effective	effective	ADJ
ctmj-162	24	15	instruments	instrument	NOUN
ctmj-162	24	16	for	for	ADP
ctmj-162	24	17	early	early	ADJ
ctmj-162	24	18	detection	detection	NOUN
ctmj-162	24	19	and	and	CCONJ
ctmj-162	24	20	diagnosis	diagnosis	NOUN
ctmj-162	24	21	as	as	ADP
ctmj-162	24	22	a	a	DET
ctmj-162	24	23	result	result	NOUN
ctmj-162	24	24	of	of	ADP
ctmj-162	24	25	advancements	advancement	NOUN
ctmj-162	24	26	in	in	ADP
ctmj-162	24	27	medical	medical	ADJ
ctmj-162	24	28	technology	technology	NOUN
ctmj-162	24	29	.	.	PUNCT
ctmj-162	25	1	especially	especially	ADV
ctmj-162	25	2	for	for	ADP
ctmj-162	25	3	more	more	ADV
ctmj-162	25	4	serious	serious	ADJ
ctmj-162	25	5	disorders	disorder	NOUN
ctmj-162	25	6	like	like	ADP
ctmj-162	25	7	melanoma	melanoma	NOUN
ctmj-162	25	8	,	,	PUNCT
ctmj-162	25	9	these	these	DET
ctmj-162	25	10	systems	system	NOUN
ctmj-162	25	11	use	use	VERB
ctmj-162	25	12	machine	machine	NOUN
ctmj-162	25	13	learning	learning	NOUN
ctmj-162	25	14	and	and	CCONJ
ctmj-162	25	15	image	image	NOUN
ctmj-162	25	16	processing	processing	NOUN
ctmj-162	25	17	approaches	approach	NOUN
ctmj-162	25	18	to	to	PART
ctmj-162	25	19	increase	increase	VERB
ctmj-162	25	20	diagnostic	diagnostic	ADJ
ctmj-162	25	21	efficiency	efficiency	NOUN
ctmj-162	25	22	and	and	CCONJ
ctmj-162	25	23	accuracy	accuracy	NOUN
ctmj-162	25	24	(	(	PUNCT
ctmj-162	25	25	oumarou	oumarou	NOUN
ctmj-162	25	26	,	,	PUNCT
ctmj-162	25	27	2023	2023	NUM
ctmj-162	25	28	;	;	PUNCT
ctmj-162	25	29	esti	esti	PROPN
ctmj-162	25	30	et	et	PROPN
ctmj-162	25	31	al	al	PROPN
ctmj-162	25	32	.	.	PROPN
ctmj-162	25	33	,	,	PUNCT
ctmj-162	25	34	2023	2023	NUM
ctmj-162	25	35	)	)	PUNCT
ctmj-162	25	36	.	.	PUNCT
ctmj-162	26	1	the	the	DET
ctmj-162	26	2	accuracy	accuracy	NOUN
ctmj-162	26	3	of	of	ADP
ctmj-162	26	4	diagnosing	diagnose	VERB
ctmj-162	26	5	skin	skin	NOUN
ctmj-162	26	6	diseases	disease	NOUN
ctmj-162	26	7	has	have	AUX
ctmj-162	26	8	greatly	greatly	ADV
ctmj-162	26	9	increased	increase	VERB
ctmj-162	26	10	recently	recently	ADV
ctmj-162	26	11	because	because	SCONJ
ctmj-162	26	12	to	to	AUX
ctmj-162	26	13	developments	development	NOUN
ctmj-162	26	14	in	in	ADP
ctmj-162	26	15	machine	machine	NOUN
ctmj-162	26	16	learning	learn	VERB
ctmj-162	26	17	algorithms	algorithm	NOUN
ctmj-162	26	18	and	and	CCONJ
ctmj-162	26	19	iomt	iomt	NOUN
ctmj-162	26	20	-	-	PUNCT
ctmj-162	26	21	enabled	enable	VERB
ctmj-162	26	22	diagnostic	diagnostic	ADJ
ctmj-162	26	23	tools	tool	NOUN
ctmj-162	26	24	.	.	PUNCT
ctmj-162	27	1	when	when	SCONJ
ctmj-162	27	2	paired	pair	VERB
ctmj-162	27	3	with	with	ADP
ctmj-162	27	4	machine	machine	NOUN
ctmj-162	27	5	learning	learning	NOUN
ctmj-162	27	6	methods	method	NOUN
ctmj-162	27	7	like	like	ADP
ctmj-162	27	8	k	k	ADV
ctmj-162	27	9	-	-	PUNCT
ctmj-162	27	10	nearest	near	ADJ
ctmj-162	27	11	neighbours	neighbour	NOUN
ctmj-162	27	12	(	(	PUNCT
ctmj-162	27	13	knn	knn	PROPN
ctmj-162	27	14	)	)	PUNCT
ctmj-162	27	15	,	,	PUNCT
ctmj-162	27	16	the	the	DET
ctmj-162	27	17	massive	massive	ADJ
ctmj-162	27	18	volumes	volume	NOUN
ctmj-162	27	19	of	of	ADP
ctmj-162	27	20	real	real	ADJ
ctmj-162	27	21	-	-	PUNCT
ctmj-162	27	22	time	time	NOUN
ctmj-162	27	23	medical	medical	ADJ
ctmj-162	27	24	data	datum	NOUN
ctmj-162	27	25	collected	collect	VERB
ctmj-162	27	26	by	by	ADP
ctmj-162	27	27	iomt	iomt	ADJ
ctmj-162	27	28	devices	device	NOUN
ctmj-162	27	29	enable	enable	VERB
ctmj-162	27	30	more	more	ADV
ctmj-162	27	31	accurate	accurate	ADJ
ctmj-162	27	32	classification	classification	NOUN
ctmj-162	27	33	of	of	ADP
ctmj-162	27	34	skin	skin	NOUN
ctmj-162	27	35	conditions	condition	NOUN
ctmj-162	27	36	(	(	PUNCT
ctmj-162	27	37	pandey	pandey	PROPN
ctmj-162	27	38	et	et	PROPN
ctmj-162	27	39	al	al	PROPN
ctmj-162	27	40	.	.	PROPN
ctmj-162	27	41	,	,	PUNCT
ctmj-162	27	42	2023	2023	NUM
ctmj-162	27	43	)	)	PUNCT
ctmj-162	27	44	.	.	PUNCT
ctmj-162	28	1	class	class	NOUN
ctmj-162	28	2	activation	activation	NOUN
ctmj-162	28	3	mapping	mapping	NOUN
ctmj-162	28	4	(	(	PUNCT
ctmj-162	28	5	cam	cam	NOUN
ctmj-162	28	6	)	)	PUNCT
ctmj-162	28	7	integration	integration	NOUN
ctmj-162	28	8	improves	improve	VERB
ctmj-162	28	9	the	the	DET
ctmj-162	28	10	explainability	explainability	NOUN
ctmj-162	28	11	of	of	ADP
ctmj-162	28	12	the	the	DET
ctmj-162	28	13	model	model	NOUN
ctmj-162	28	14	by	by	ADP
ctmj-162	28	15	offering	offer	VERB
ctmj-162	28	16	a	a	DET
ctmj-162	28	17	visual	visual	ADJ
ctmj-162	28	18	representation	representation	NOUN
ctmj-162	28	19	of	of	ADP
ctmj-162	28	20	the	the	DET
ctmj-162	28	21	regions	region	NOUN
ctmj-162	28	22	of	of	ADP
ctmj-162	28	23	interest	interest	NOUN
ctmj-162	28	24	in	in	ADP
ctmj-162	28	25	medical	medical	ADJ
ctmj-162	28	26	imaging	imaging	NOUN
ctmj-162	28	27	.	.	PUNCT
ctmj-162	29	1	these	these	DET
ctmj-162	29	2	technological	technological	ADJ
ctmj-162	29	3	advancements	advancement	NOUN
ctmj-162	29	4	represent	represent	VERB
ctmj-162	29	5	a	a	DET
ctmj-162	29	6	quantum	quantum	ADJ
ctmj-162	29	7	leap	leap	NOUN
ctmj-162	29	8	in	in	ADP
ctmj-162	29	9	healthcare	healthcare	PROPN
ctmj-162	29	10	,	,	PUNCT
ctmj-162	29	11	offering	offer	VERB
ctmj-162	29	12	faster	fast	ADV
ctmj-162	29	13	,	,	PUNCT
ctmj-162	29	14	more	more	ADV
ctmj-162	29	15	accessible	accessible	ADJ
ctmj-162	29	16	,	,	PUNCT
ctmj-162	29	17	more	more	ADV
ctmj-162	29	18	accurate	accurate	ADJ
ctmj-162	29	19	diagnostic	diagnostic	ADJ
ctmj-162	29	20	tools	tool	NOUN
ctmj-162	29	21	to	to	PART
ctmj-162	29	22	support	support	VERB
ctmj-162	29	23	medical	medical	ADJ
ctmj-162	29	24	practitioners	practitioner	NOUN
ctmj-162	29	25	and	and	CCONJ
ctmj-162	29	26	lower	low	ADJ
ctmj-162	29	27	the	the	DET
ctmj-162	29	28	number	number	NOUN
ctmj-162	29	29	of	of	ADP
ctmj-162	29	30	misdiagnoses	misdiagnose	NOUN
ctmj-162	29	31	(	(	PUNCT
ctmj-162	29	32	zhang	zhang	X
ctmj-162	29	33	et	et	PROPN
ctmj-162	29	34	al	al	PROPN
ctmj-162	29	35	.	.	PROPN
ctmj-162	29	36	,	,	PUNCT
ctmj-162	29	37	2023	2023	NUM
ctmj-162	29	38	)	)	PUNCT
ctmj-162	29	39	.	.	PUNCT
ctmj-162	30	1	the	the	DET
ctmj-162	30	2	following	follow	VERB
ctmj-162	30	3	are	be	AUX
ctmj-162	30	4	the	the	DET
ctmj-162	30	5	main	main	ADJ
ctmj-162	30	6	goals	goal	NOUN
ctmj-162	30	7	of	of	ADP
ctmj-162	30	8	this	this	DET
ctmj-162	30	9	study	study	NOUN
ctmj-162	30	10	:	:	PUNCT
ctmj-162	30	11	➢	➢	NOUN
ctmj-162	30	12	to	to	PART
ctmj-162	30	13	build	build	VERB
ctmj-162	30	14	an	an	DET
ctmj-162	30	15	iomt	iomt	NOUN
ctmj-162	30	16	-	-	PUNCT
ctmj-162	30	17	enabled	enable	VERB
ctmj-162	30	18	diagnostic	diagnostic	ADJ
ctmj-162	30	19	system	system	NOUN
ctmj-162	30	20	for	for	ADP
ctmj-162	30	21	precise	precise	ADJ
ctmj-162	30	22	identification	identification	NOUN
ctmj-162	30	23	of	of	ADP
ctmj-162	30	24	skin	skin	NOUN
ctmj-162	30	25	conditions	condition	NOUN
ctmj-162	30	26	.	.	PUNCT
ctmj-162	31	1	➢	➢	VERB
ctmj-162	31	2	putting	put	VERB
ctmj-162	31	3	into	into	ADP
ctmj-162	31	4	practice	practice	NOUN
ctmj-162	31	5	the	the	DET
ctmj-162	31	6	k	k	X
ctmj-162	31	7	-	-	PUNCT
ctmj-162	31	8	nearest	near	ADJ
ctmj-162	31	9	neighbours	neighbour	NOUN
ctmj-162	31	10	(	(	PUNCT
ctmj-162	31	11	knn	knn	NOUN
ctmj-162	31	12	)	)	PUNCT
ctmj-162	31	13	algorithm	algorithm	NOUN
ctmj-162	31	14	for	for	ADP
ctmj-162	31	15	using	use	VERB
ctmj-162	31	16	texture	texture	ADJ
ctmj-162	31	17	information	information	NOUN
ctmj-162	31	18	in	in	ADP
ctmj-162	31	19	images	image	NOUN
ctmj-162	31	20	to	to	PART
ctmj-162	31	21	classify	classify	VERB
ctmj-162	31	22	skin	skin	NOUN
ctmj-162	31	23	disorders	disorder	NOUN
ctmj-162	31	24	.	.	PUNCT
ctmj-162	32	1	➢	➢	PROPN
ctmj-162	32	2	determine	determine	VERB
ctmj-162	32	3	the	the	DET
ctmj-162	32	4	ideal	ideal	ADJ
ctmj-162	32	5	"	"	PUNCT
ctmj-162	32	6	k	k	ADJ
ctmj-162	32	7	"	"	PUNCT
ctmj-162	32	8	value	value	NOUN
ctmj-162	32	9	for	for	ADP
ctmj-162	32	10	the	the	DET
ctmj-162	32	11	knn	knn	PROPN
ctmj-162	32	12	model	model	NOUN
ctmj-162	32	13	in	in	ADP
ctmj-162	32	14	order	order	NOUN
ctmj-162	32	15	to	to	PART
ctmj-162	32	16	improve	improve	VERB
ctmj-162	32	17	classification	classification	NOUN
ctmj-162	32	18	accuracy	accuracy	NOUN
ctmj-162	32	19	.	.	PUNCT
ctmj-162	33	1	➢	➢	NOUN
ctmj-162	33	2	using	use	VERB
ctmj-162	33	3	class	class	NOUN
ctmj-162	33	4	activation	activation	NOUN
ctmj-162	33	5	mapping	mapping	NOUN
ctmj-162	33	6	(	(	PUNCT
ctmj-162	33	7	cam	cam	NOUN
ctmj-162	33	8	)	)	PUNCT
ctmj-162	33	9	to	to	PART
ctmj-162	33	10	enhance	enhance	VERB
ctmj-162	33	11	the	the	DET
ctmj-162	33	12	diagnostics	diagnostic	NOUN
ctmj-162	33	13	of	of	ADP
ctmj-162	33	14	skin	skin	NOUN
ctmj-162	33	15	diseases	disease	NOUN
ctmj-162	33	16	'	'	PART
ctmj-162	33	17	interpretability	interpretability	NOUN
ctmj-162	33	18	.	.	PUNCT
ctmj-162	34	1	➢	➢	AUX
ctmj-162	34	2	solve	solve	VERB
ctmj-162	34	3	problems	problem	NOUN
ctmj-162	34	4	with	with	ADP
ctmj-162	34	5	data	datum	NOUN
ctmj-162	34	6	imbalance	imbalance	NOUN
ctmj-162	34	7	and	and	CCONJ
ctmj-162	34	8	enhance	enhance	VERB
ctmj-162	34	9	the	the	DET
ctmj-162	34	10	generalisation	generalisation	NOUN
ctmj-162	34	11	and	and	CCONJ
ctmj-162	34	12	resilience	resilience	NOUN
ctmj-162	34	13	of	of	ADP
ctmj-162	34	14	the	the	DET
ctmj-162	34	15	model	model	NOUN
ctmj-162	34	16	for	for	ADP
ctmj-162	34	17	practical	practical	ADJ
ctmj-162	34	18	applications	application	NOUN
ctmj-162	34	19	(	(	PUNCT
ctmj-162	34	20	santana	santana	PROPN
ctmj-162	34	21	-	-	PUNCT
ctmj-162	34	22	mancilla	mancilla	PROPN
ctmj-162	34	23	et	et	PROPN
ctmj-162	34	24	al	al	PROPN
ctmj-162	34	25	.	.	PROPN
ctmj-162	34	26	,	,	PUNCT
ctmj-162	34	27	2023	2023	NUM
ctmj-162	34	28	;	;	PUNCT
ctmj-162	34	29	muneer	muneer	NOUN
ctmj-162	34	30	and	and	CCONJ
ctmj-162	34	31	khan	khan	PROPN
ctmj-162	34	32	,	,	PUNCT
ctmj-162	34	33	2023	2023	NUM
ctmj-162	34	34	)	)	PUNCT
ctmj-162	34	35	.	.	PUNCT
ctmj-162	35	1	skin	skin	NOUN
ctmj-162	35	2	disease	disease	NOUN
ctmj-162	35	3	detection	detection	NOUN
ctmj-162	35	4	algorithms	algorithm	NOUN
ctmj-162	35	5	'	'	PART
ctmj-162	35	6	accuracy	accuracy	NOUN
ctmj-162	35	7	and	and	CCONJ
ctmj-162	35	8	reliability	reliability	NOUN
ctmj-162	35	9	are	be	AUX
ctmj-162	35	10	limited	limit	VERB
ctmj-162	35	11	by	by	ADP
ctmj-162	35	12	issues	issue	NOUN
ctmj-162	35	13	such	such	ADJ
ctmj-162	35	14	as	as	ADP
ctmj-162	35	15	data	datum	NOUN
ctmj-162	35	16	imbalance	imbalance	NOUN
ctmj-162	35	17	and	and	CCONJ
ctmj-162	35	18	performance	performance	NOUN
ctmj-162	35	19	fluctuation	fluctuation	NOUN
ctmj-162	35	20	,	,	PUNCT
ctmj-162	35	21	even	even	ADV
ctmj-162	35	22	with	with	ADP
ctmj-162	35	23	advances	advance	NOUN
ctmj-162	35	24	in	in	ADP
ctmj-162	35	25	machine	machine	NOUN
ctmj-162	35	26	learning	learning	NOUN
ctmj-162	35	27	and	and	CCONJ
ctmj-162	35	28	iomt	iomt	NOUN
ctmj-162	35	29	.	.	PUNCT
ctmj-162	36	1	when	when	SCONJ
ctmj-162	36	2	dealing	deal	VERB
ctmj-162	36	3	with	with	ADP
ctmj-162	36	4	under	under	ADV
ctmj-162	36	5	-	-	PUNCT
ctmj-162	36	6	represented	represent	VERB
ctmj-162	36	7	illness	illness	NOUN
ctmj-162	36	8	classes	class	NOUN
ctmj-162	36	9	,	,	PUNCT
ctmj-162	36	10	in	in	ADP
ctmj-162	36	11	particular	particular	ADJ
ctmj-162	36	12	,	,	PUNCT
ctmj-162	36	13	many	many	ADJ
ctmj-162	36	14	models	model	NOUN
ctmj-162	36	15	ctmj	ctmj	VERB
ctmj-162	36	16	|	|	ADV
ctmj-162	36	17	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-162	36	18	chinese	chinese	ADJ
ctmj-162	36	19	traditional	traditional	ADJ
ctmj-162	36	20	medicine	medicine	NOUN
ctmj-162	36	21	journal	journal	NOUN
ctmj-162	36	22	|	|	ADV
ctmj-162	36	23	2024	2024	NUM
ctmj-162	36	24	|	|	NOUN
ctmj-162	36	25	vol7	vol7	NOUN
ctmj-162	36	26	|issue3	|issue3	PUNCT
ctmj-162	36	27	7	7	NUM
ctmj-162	36	28	find	find	VERB
ctmj-162	36	29	it	it	PRON
ctmj-162	36	30	difficult	difficult	ADJ
ctmj-162	36	31	to	to	PART
ctmj-162	36	32	generalise	generalise	VERB
ctmj-162	36	33	across	across	ADP
ctmj-162	36	34	various	various	ADJ
ctmj-162	36	35	datasets	dataset	NOUN
ctmj-162	36	36	,	,	PUNCT
ctmj-162	36	37	which	which	PRON
ctmj-162	36	38	might	might	AUX
ctmj-162	36	39	result	result	VERB
ctmj-162	36	40	in	in	ADP
ctmj-162	36	41	biassed	biassed	ADJ
ctmj-162	36	42	results	result	NOUN
ctmj-162	36	43	,	,	PUNCT
ctmj-162	36	44	(	(	PUNCT
ctmj-162	36	45	oumarou	oumarou	NOUN
ctmj-162	36	46	,	,	PUNCT
ctmj-162	36	47	2023	2023	NUM
ctmj-162	36	48	)	)	PUNCT
ctmj-162	36	49	.	.	PUNCT
ctmj-162	37	1	furthermore	furthermore	ADV
ctmj-162	37	2	,	,	PUNCT
ctmj-162	37	3	the	the	DET
ctmj-162	37	4	necessity	necessity	NOUN
ctmj-162	37	5	for	for	ADP
ctmj-162	37	6	more	more	ADV
ctmj-162	37	7	reliable	reliable	ADJ
ctmj-162	37	8	and	and	CCONJ
ctmj-162	37	9	consistent	consistent	ADJ
ctmj-162	37	10	models	model	NOUN
ctmj-162	37	11	is	be	AUX
ctmj-162	37	12	suggested	suggest	VERB
ctmj-162	37	13	by	by	ADP
ctmj-162	37	14	the	the	DET
ctmj-162	37	15	heterogeneity	heterogeneity	NOUN
ctmj-162	37	16	in	in	ADP
ctmj-162	37	17	performance	performance	NOUN
ctmj-162	37	18	under	under	ADP
ctmj-162	37	19	various	various	ADJ
ctmj-162	37	20	settings	setting	NOUN
ctmj-162	37	21	.	.	PUNCT
ctmj-162	38	1	future	future	ADJ
ctmj-162	38	2	studies	study	NOUN
ctmj-162	38	3	should	should	AUX
ctmj-162	38	4	concentrate	concentrate	VERB
ctmj-162	38	5	on	on	ADP
ctmj-162	38	6	resolving	resolve	VERB
ctmj-162	38	7	these	these	DET
ctmj-162	38	8	problems	problem	NOUN
ctmj-162	38	9	by	by	ADP
ctmj-162	38	10	optimising	optimise	VERB
ctmj-162	38	11	hyperparameters	hyperparameter	NOUN
ctmj-162	38	12	and	and	CCONJ
ctmj-162	38	13	using	use	VERB
ctmj-162	38	14	approaches	approach	NOUN
ctmj-162	38	15	like	like	ADP
ctmj-162	38	16	ensemble	ensemble	ADJ
ctmj-162	38	17	learning	learning	NOUN
ctmj-162	38	18	or	or	CCONJ
ctmj-162	38	19	oversampling	oversample	VERB
ctmj-162	38	20	to	to	PART
ctmj-162	38	21	guarantee	guarantee	VERB
ctmj-162	38	22	greater	great	ADJ
ctmj-162	38	23	stability	stability	NOUN
ctmj-162	38	24	and	and	CCONJ
ctmj-162	38	25	dependability	dependability	NOUN
ctmj-162	38	26	in	in	ADP
ctmj-162	38	27	the	the	DET
ctmj-162	38	28	categorisation	categorisation	NOUN
ctmj-162	38	29	of	of	ADP
ctmj-162	38	30	skin	skin	NOUN
ctmj-162	38	31	diseases	disease	NOUN
ctmj-162	38	32	(	(	PUNCT
ctmj-162	38	33	esti	esti	X
ctmj-162	38	34	et	et	PROPN
ctmj-162	38	35	al	al	PROPN
ctmj-162	38	36	.	.	PROPN
ctmj-162	38	37	,	,	PUNCT
ctmj-162	38	38	2023	2023	NUM
ctmj-162	38	39	)	)	PUNCT
ctmj-162	38	40	.	.	PUNCT
ctmj-162	39	1	2	2	X
ctmj-162	39	2	.	.	X
ctmj-162	39	3	literature	literature	NOUN
ctmj-162	39	4	survey	survey	PROPN
ctmj-162	39	5	surendar	surendar	PROPN
ctmj-162	39	6	rama	rama	PROPN
ctmj-162	39	7	sitaraman	sitaraman	NOUN
ctmj-162	39	8	(	(	PUNCT
ctmj-162	39	9	2021	2021	NUM
ctmj-162	39	10	)	)	PUNCT
ctmj-162	39	11	examines	examine	VERB
ctmj-162	39	12	crow	crow	NOUN
ctmj-162	39	13	search	search	NOUN
ctmj-162	39	14	optimization	optimization	NOUN
ctmj-162	39	15	(	(	PUNCT
ctmj-162	39	16	cso	cso	PROPN
ctmj-162	39	17	)	)	PUNCT
ctmj-162	39	18	,	,	PUNCT
ctmj-162	39	19	which	which	PRON
ctmj-162	39	20	aims	aim	VERB
ctmj-162	39	21	to	to	PART
ctmj-162	39	22	enhance	enhance	VERB
ctmj-162	39	23	ai	ai	VERB
ctmj-162	39	24	-	-	PUNCT
ctmj-162	39	25	driven	drive	VERB
ctmj-162	39	26	disease	disease	NOUN
ctmj-162	39	27	diagnosis	diagnosis	NOUN
ctmj-162	39	28	in	in	ADP
ctmj-162	39	29	smart	smart	ADJ
ctmj-162	39	30	healthcare	healthcare	NOUN
ctmj-162	39	31	.	.	PUNCT
ctmj-162	40	1	to	to	PART
ctmj-162	40	2	improve	improve	VERB
ctmj-162	40	3	accuracy	accuracy	NOUN
ctmj-162	40	4	,	,	PUNCT
ctmj-162	40	5	precision	precision	NOUN
ctmj-162	40	6	,	,	PUNCT
ctmj-162	40	7	recall	recall	NOUN
ctmj-162	40	8	,	,	PUNCT
ctmj-162	40	9	and	and	CCONJ
ctmj-162	40	10	f1	f1	NOUN
ctmj-162	40	11	-	-	PUNCT
ctmj-162	40	12	score	score	NOUN
ctmj-162	40	13	,	,	PUNCT
ctmj-162	40	14	cso	cso	PROPN
ctmj-162	40	15	optimizes	optimize	VERB
ctmj-162	40	16	cnns	cnn	NOUN
ctmj-162	40	17	and	and	CCONJ
ctmj-162	40	18	lstms	lstms	ADJ
ctmj-162	40	19	,	,	PUNCT
ctmj-162	40	20	outperforming	outperform	VERB
ctmj-162	40	21	conventional	conventional	ADJ
ctmj-162	40	22	techniques	technique	NOUN
ctmj-162	40	23	like	like	ADP
ctmj-162	40	24	genetic	genetic	ADJ
ctmj-162	40	25	algorithms	algorithm	NOUN
ctmj-162	40	26	and	and	CCONJ
ctmj-162	40	27	particle	particle	NOUN
ctmj-162	40	28	swarm	swarm	NOUN
ctmj-162	40	29	optimization	optimization	NOUN
ctmj-162	40	30	.	.	PUNCT
ctmj-162	41	1	it	it	PRON
ctmj-162	41	2	can	can	AUX
ctmj-162	41	3	be	be	AUX
ctmj-162	41	4	used	use	VERB
ctmj-162	41	5	in	in	ADP
ctmj-162	41	6	a	a	DET
ctmj-162	41	7	wide	wide	ADJ
ctmj-162	41	8	range	range	NOUN
ctmj-162	41	9	of	of	ADP
ctmj-162	41	10	healthcare	healthcare	NOUN
ctmj-162	41	11	applications	application	NOUN
ctmj-162	41	12	,	,	PUNCT
ctmj-162	41	13	and	and	CCONJ
ctmj-162	41	14	additional	additional	ADJ
ctmj-162	41	15	research	research	NOUN
ctmj-162	41	16	will	will	AUX
ctmj-162	41	17	concentrate	concentrate	VERB
ctmj-162	41	18	on	on	ADP
ctmj-162	41	19	real	real	ADJ
ctmj-162	41	20	-	-	PUNCT
ctmj-162	41	21	time	time	NOUN
ctmj-162	41	22	implementation	implementation	NOUN
ctmj-162	41	23	and	and	CCONJ
ctmj-162	41	24	ethics	ethic	NOUN
ctmj-162	41	25	.	.	PUNCT
ctmj-162	42	1	in	in	ADP
ctmj-162	42	2	order	order	NOUN
ctmj-162	42	3	to	to	PART
ctmj-162	42	4	effectively	effectively	ADV
ctmj-162	42	5	classify	classify	VERB
ctmj-162	42	6	different	different	ADJ
ctmj-162	42	7	forms	form	NOUN
ctmj-162	42	8	of	of	ADP
ctmj-162	42	9	brain	brain	NOUN
ctmj-162	42	10	tumours	tumour	NOUN
ctmj-162	42	11	,	,	PUNCT
ctmj-162	42	12	zhang	zhang	PROPN
ctmj-162	42	13	et	et	PROPN
ctmj-162	42	14	al	al	PROPN
ctmj-162	42	15	.	.	PROPN
ctmj-162	43	1	(	(	PUNCT
ctmj-162	43	2	2023	2023	NUM
ctmj-162	43	3	)	)	PUNCT
ctmj-162	43	4	provide	provide	VERB
ctmj-162	43	5	eff_d_svm	eff_d_svm	NOUN
ctmj-162	43	6	,	,	PUNCT
ctmj-162	43	7	a	a	DET
ctmj-162	43	8	robust	robust	ADJ
ctmj-162	43	9	multi	multi	ADJ
ctmj-162	43	10	-	-	ADJ
ctmj-162	43	11	type	type	ADJ
ctmj-162	43	12	brain	brain	NOUN
ctmj-162	43	13	tumour	tumour	NOUN
ctmj-162	43	14	classification	classification	NOUN
ctmj-162	43	15	system	system	NOUN
ctmj-162	43	16	that	that	PRON
ctmj-162	43	17	makes	make	VERB
ctmj-162	43	18	use	use	NOUN
ctmj-162	43	19	of	of	ADP
ctmj-162	43	20	an	an	DET
ctmj-162	43	21	upgraded	upgrade	VERB
ctmj-162	43	22	support	support	NOUN
ctmj-162	43	23	vector	vector	NOUN
ctmj-162	43	24	machine	machine	NOUN
ctmj-162	43	25	(	(	PUNCT
ctmj-162	43	26	svm	svm	PROPN
ctmj-162	43	27	)	)	PUNCT
ctmj-162	43	28	.	.	PUNCT
ctmj-162	44	1	in	in	ADP
ctmj-162	44	2	order	order	NOUN
ctmj-162	44	3	to	to	PART
ctmj-162	44	4	provide	provide	VERB
ctmj-162	44	5	more	more	ADV
ctmj-162	44	6	accurate	accurate	ADJ
ctmj-162	44	7	diagnoses	diagnosis	NOUN
ctmj-162	44	8	and	and	CCONJ
ctmj-162	44	9	treatment	treatment	NOUN
ctmj-162	44	10	plans	plan	NOUN
ctmj-162	44	11	for	for	ADP
ctmj-162	44	12	patients	patient	NOUN
ctmj-162	44	13	with	with	ADP
ctmj-162	44	14	brain	brain	NOUN
ctmj-162	44	15	tumours	tumour	NOUN
ctmj-162	44	16	,	,	PUNCT
ctmj-162	44	17	the	the	DET
ctmj-162	44	18	system	system	NOUN
ctmj-162	44	19	focusses	focusse	VERB
ctmj-162	44	20	on	on	ADP
ctmj-162	44	21	increasing	increase	VERB
ctmj-162	44	22	accuracy	accuracy	NOUN
ctmj-162	44	23	and	and	CCONJ
ctmj-162	44	24	computing	computing	NOUN
ctmj-162	44	25	efficiency	efficiency	NOUN
ctmj-162	44	26	.	.	PUNCT
ctmj-162	45	1	rezaee	rezaee	PROPN
ctmj-162	45	2	et	et	PROPN
ctmj-162	45	3	al	al	PROPN
ctmj-162	45	4	.	.	PROPN
ctmj-162	46	1	(	(	PUNCT
ctmj-162	46	2	2022	2022	NUM
ctmj-162	46	3	)	)	PUNCT
ctmj-162	46	4	suggest	suggest	VERB
ctmj-162	46	5	a	a	DET
ctmj-162	46	6	method	method	NOUN
ctmj-162	46	7	for	for	ADP
ctmj-162	46	8	detecting	detect	VERB
ctmj-162	46	9	falls	fall	NOUN
ctmj-162	46	10	that	that	PRON
ctmj-162	46	11	makes	make	VERB
ctmj-162	46	12	use	use	NOUN
ctmj-162	46	13	of	of	ADP
ctmj-162	46	14	deep	deep	ADJ
ctmj-162	46	15	transfer	transfer	NOUN
ctmj-162	46	16	learning	learning	NOUN
ctmj-162	46	17	and	and	CCONJ
ctmj-162	46	18	iomt	iomt	NOUN
ctmj-162	46	19	-	-	PUNCT
ctmj-162	46	20	enabled	enable	VERB
ctmj-162	46	21	thermal	thermal	ADJ
ctmj-162	46	22	imaging	imaging	NOUN
ctmj-162	46	23	.	.	PUNCT
ctmj-162	47	1	the	the	DET
ctmj-162	47	2	technology	technology	NOUN
ctmj-162	47	3	improves	improve	VERB
ctmj-162	47	4	real	real	ADJ
ctmj-162	47	5	-	-	PUNCT
ctmj-162	47	6	time	time	NOUN
ctmj-162	47	7	surveillance	surveillance	NOUN
ctmj-162	47	8	accuracy	accuracy	NOUN
ctmj-162	47	9	through	through	ADP
ctmj-162	47	10	the	the	DET
ctmj-162	47	11	integration	integration	NOUN
ctmj-162	47	12	of	of	ADP
ctmj-162	47	13	big	big	PROPN
ctmj-162	47	14	heath	heath	PROPN
ctmj-162	47	15	data	data	PROPN
ctmj-162	47	16	.	.	PUNCT
ctmj-162	48	1	its	its	PRON
ctmj-162	48	2	main	main	ADJ
ctmj-162	48	3	objective	objective	NOUN
ctmj-162	48	4	is	be	AUX
ctmj-162	48	5	to	to	PART
ctmj-162	48	6	identify	identify	VERB
ctmj-162	48	7	falls	fall	NOUN
ctmj-162	48	8	in	in	ADP
ctmj-162	48	9	healthcare	healthcare	NOUN
ctmj-162	48	10	more	more	ADV
ctmj-162	48	11	effectively	effectively	ADV
ctmj-162	48	12	by	by	ADP
ctmj-162	48	13	employing	employ	VERB
ctmj-162	48	14	iomt	iomt	ADJ
ctmj-162	48	15	and	and	CCONJ
ctmj-162	48	16	thermal	thermal	ADJ
ctmj-162	48	17	imagery	imagery	NOUN
ctmj-162	48	18	to	to	PART
ctmj-162	48	19	enhance	enhance	VERB
ctmj-162	48	20	decisionmaking	decisionmake	VERB
ctmj-162	48	21	and	and	CCONJ
ctmj-162	48	22	pervasive	pervasive	ADJ
ctmj-162	48	23	monitoring	monitoring	NOUN
ctmj-162	48	24	.	.	PUNCT
ctmj-162	49	1	the	the	DET
ctmj-162	49	2	book	book	NOUN
ctmj-162	49	3	data	data	VERB
ctmj-162	49	4	modelling	modelling	NOUN
ctmj-162	49	5	and	and	CCONJ
ctmj-162	49	6	analytics	analytic	NOUN
ctmj-162	49	7	for	for	ADP
ctmj-162	49	8	the	the	DET
ctmj-162	49	9	internet	internet	NOUN
ctmj-162	49	10	of	of	ADP
ctmj-162	49	11	medical	medical	ADJ
ctmj-162	49	12	things	thing	NOUN
ctmj-162	49	13	by	by	ADP
ctmj-162	49	14	pandey	pandey	PROPN
ctmj-162	49	15	et	et	PROPN
ctmj-162	49	16	al	al	PROPN
ctmj-162	49	17	.	.	PROPN
ctmj-162	50	1	(	(	PUNCT
ctmj-162	50	2	2023	2023	NUM
ctmj-162	50	3	)	)	PUNCT
ctmj-162	50	4	explores	explore	VERB
ctmj-162	50	5	analytics	analytic	NOUN
ctmj-162	50	6	and	and	CCONJ
ctmj-162	50	7	data	datum	NOUN
ctmj-162	50	8	modelling	model	VERB
ctmj-162	50	9	frameworks	framework	NOUN
ctmj-162	50	10	specifically	specifically	ADV
ctmj-162	50	11	designed	design	VERB
ctmj-162	50	12	for	for	ADP
ctmj-162	50	13	iomt	iomt	NOUN
ctmj-162	50	14	.	.	PUNCT
ctmj-162	51	1	the	the	DET
ctmj-162	51	2	book	book	NOUN
ctmj-162	51	3	focusses	focusse	VERB
ctmj-162	51	4	on	on	ADP
ctmj-162	51	5	large	large	ADJ
ctmj-162	51	6	-	-	PUNCT
ctmj-162	51	7	scale	scale	NOUN
ctmj-162	51	8	data	datum	NOUN
ctmj-162	51	9	management	management	NOUN
ctmj-162	51	10	and	and	CCONJ
ctmj-162	51	11	how	how	SCONJ
ctmj-162	51	12	it	it	PRON
ctmj-162	51	13	may	may	AUX
ctmj-162	51	14	be	be	AUX
ctmj-162	51	15	used	use	VERB
ctmj-162	51	16	to	to	PART
ctmj-162	51	17	improve	improve	VERB
ctmj-162	51	18	patient	patient	ADJ
ctmj-162	51	19	care	care	NOUN
ctmj-162	51	20	and	and	CCONJ
ctmj-162	51	21	system	system	NOUN
ctmj-162	51	22	efficiency	efficiency	NOUN
ctmj-162	51	23	.	.	PUNCT
ctmj-162	52	1	it	it	PRON
ctmj-162	52	2	also	also	ADV
ctmj-162	52	3	discusses	discuss	VERB
ctmj-162	52	4	how	how	SCONJ
ctmj-162	52	5	to	to	PART
ctmj-162	52	6	integrate	integrate	VERB
ctmj-162	52	7	,	,	PUNCT
ctmj-162	52	8	analyse	analyse	NOUN
ctmj-162	52	9	,	,	PUNCT
ctmj-162	52	10	and	and	CCONJ
ctmj-162	52	11	analyse	analyse	PROPN
ctmj-162	52	12	medical	medical	ADJ
ctmj-162	52	13	data	datum	NOUN
ctmj-162	52	14	to	to	PART
ctmj-162	52	15	improve	improve	VERB
ctmj-162	52	16	healthcare	healthcare	NOUN
ctmj-162	52	17	delivery	delivery	NOUN
ctmj-162	52	18	.	.	PUNCT
ctmj-162	53	1	santana	santana	PROPN
ctmj-162	53	2	-	-	PUNCT
ctmj-162	53	3	mancilla	mancilla	PROPN
ctmj-162	53	4	et	et	PROPN
ctmj-162	53	5	al	al	PROPN
ctmj-162	53	6	.	.	PROPN
ctmj-162	54	1	(	(	PUNCT
ctmj-162	54	2	2023	2023	NUM
ctmj-162	54	3	)	)	PUNCT
ctmj-162	54	4	provide	provide	VERB
ctmj-162	54	5	a	a	DET
ctmj-162	54	6	technique	technique	NOUN
ctmj-162	54	7	that	that	PRON
ctmj-162	54	8	uses	use	VERB
ctmj-162	54	9	supervised	supervised	ADJ
ctmj-162	54	10	machine	machine	NOUN
ctmj-162	54	11	learning	learning	NOUN
ctmj-162	54	12	on	on	ADP
ctmj-162	54	13	respiratory	respiratory	ADJ
ctmj-162	54	14	frequency	frequency	NOUN
ctmj-162	54	15	data	datum	NOUN
ctmj-162	54	16	obtained	obtain	VERB
ctmj-162	54	17	from	from	ADP
ctmj-162	54	18	iomt	iomt	ADJ
ctmj-162	54	19	devices	device	NOUN
ctmj-162	54	20	to	to	PART
ctmj-162	54	21	predict	predict	VERB
ctmj-162	54	22	aberrant	aberrant	ADJ
ctmj-162	54	23	respiratory	respiratory	ADJ
ctmj-162	54	24	patterns	pattern	NOUN
ctmj-162	54	25	in	in	ADP
ctmj-162	54	26	older	old	ADJ
ctmj-162	54	27	persons	person	NOUN
ctmj-162	54	28	.	.	PUNCT
ctmj-162	55	1	the	the	DET
ctmj-162	55	2	study	study	NOUN
ctmj-162	55	3	improves	improve	VERB
ctmj-162	55	4	early	early	ADJ
ctmj-162	55	5	respiratory	respiratory	ADJ
ctmj-162	55	6	issue	issue	NOUN
ctmj-162	55	7	diagnosis	diagnosis	NOUN
ctmj-162	55	8	by	by	ADP
ctmj-162	55	9	utilising	utilise	VERB
ctmj-162	55	10	machine	machine	NOUN
ctmj-162	55	11	learning	learning	NOUN
ctmj-162	55	12	algorithms	algorithm	NOUN
ctmj-162	55	13	,	,	PUNCT
ctmj-162	55	14	allowing	allow	VERB
ctmj-162	55	15	for	for	ADP
ctmj-162	55	16	prompt	prompt	ADJ
ctmj-162	55	17	interventions	intervention	NOUN
ctmj-162	55	18	for	for	ADP
ctmj-162	55	19	improved	improve	VERB
ctmj-162	55	20	healthcare	healthcare	NOUN
ctmj-162	55	21	management	management	NOUN
ctmj-162	55	22	in	in	ADP
ctmj-162	55	23	older	old	ADJ
ctmj-162	55	24	populations	population	NOUN
ctmj-162	55	25	.	.	PUNCT
ctmj-162	56	1	surendar	surendar	NOUN
ctmj-162	56	2	(	(	PUNCT
ctmj-162	56	3	2021	2021	NUM
ctmj-162	56	4	)	)	PUNCT
ctmj-162	56	5	explores	explore	VERB
ctmj-162	56	6	the	the	DET
ctmj-162	56	7	way	way	NOUN
ctmj-162	56	8	healthcare	healthcare	PROPN
ctmj-162	56	9	data	data	PROPN
ctmj-162	56	10	is	be	AUX
ctmj-162	56	11	handled	handle	VERB
ctmj-162	56	12	and	and	CCONJ
ctmj-162	56	13	utilized	utilize	VERB
ctmj-162	56	14	is	be	AUX
ctmj-162	56	15	being	be	AUX
ctmj-162	56	16	revolutionized	revolutionize	VERB
ctmj-162	56	17	by	by	ADP
ctmj-162	56	18	ai	ai	ADJ
ctmj-162	56	19	-	-	PUNCT
ctmj-162	56	20	driven	drive	VERB
ctmj-162	56	21	healthcare	healthcare	NOUN
ctmj-162	56	22	systems	system	NOUN
ctmj-162	56	23	that	that	PRON
ctmj-162	56	24	are	be	AUX
ctmj-162	56	25	strengthened	strengthen	VERB
ctmj-162	56	26	by	by	ADP
ctmj-162	56	27	mobile	mobile	ADJ
ctmj-162	56	28	computing	computing	NOUN
ctmj-162	56	29	and	and	CCONJ
ctmj-162	56	30	advanced	advanced	ADJ
ctmj-162	56	31	data	datum	NOUN
ctmj-162	56	32	analytics	analytic	NOUN
ctmj-162	56	33	.	.	PUNCT
ctmj-162	57	1	important	important	ADJ
ctmj-162	57	2	areas	area	NOUN
ctmj-162	57	3	like	like	ADP
ctmj-162	57	4	data	data	NOUN
ctmj-162	57	5	collecting	collecting	NOUN
ctmj-162	57	6	,	,	PUNCT
ctmj-162	57	7	processing	processing	NOUN
ctmj-162	57	8	,	,	PUNCT
ctmj-162	57	9	storage	storage	NOUN
ctmj-162	57	10	,	,	PUNCT
ctmj-162	57	11	and	and	CCONJ
ctmj-162	57	12	application	application	NOUN
ctmj-162	57	13	development	development	NOUN
ctmj-162	57	14	are	be	AUX
ctmj-162	57	15	the	the	DET
ctmj-162	57	16	focus	focus	NOUN
ctmj-162	57	17	of	of	ADP
ctmj-162	57	18	the	the	DET
ctmj-162	57	19	study	study	NOUN
ctmj-162	57	20	.	.	PUNCT
ctmj-162	58	1	these	these	DET
ctmj-162	58	2	systems	system	NOUN
ctmj-162	58	3	facilitate	facilitate	VERB
ctmj-162	58	4	real	real	ADJ
ctmj-162	58	5	-	-	PUNCT
ctmj-162	58	6	time	time	NOUN
ctmj-162	58	7	analysis	analysis	NOUN
ctmj-162	58	8	,	,	PUNCT
ctmj-162	58	9	predictive	predictive	ADJ
ctmj-162	58	10	models	model	NOUN
ctmj-162	58	11	,	,	PUNCT
ctmj-162	58	12	and	and	CCONJ
ctmj-162	58	13	customized	customize	VERB
ctmj-162	58	14	ctmj	ctmj	NOUN
ctmj-162	59	1	|	|	ADV
ctmj-162	59	2	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-162	59	3	chinese	chinese	ADJ
ctmj-162	59	4	traditional	traditional	ADJ
ctmj-162	59	5	medicine	medicine	NOUN
ctmj-162	59	6	journal	journal	NOUN
ctmj-162	59	7	|	|	ADV
ctmj-162	59	8	2024	2024	NUM
ctmj-162	59	9	|	|	NOUN
ctmj-162	59	10	vol7	vol7	NOUN
ctmj-162	59	11	|issue3	|issue3	PUNCT
ctmj-162	59	12	8	8	NUM
ctmj-162	59	13	healthcare	healthcare	NOUN
ctmj-162	59	14	services	service	NOUN
ctmj-162	59	15	by	by	ADP
ctmj-162	59	16	combining	combine	VERB
ctmj-162	59	17	technologies	technology	NOUN
ctmj-162	59	18	such	such	ADJ
ctmj-162	59	19	as	as	ADP
ctmj-162	59	20	distributed	distribute	VERB
ctmj-162	59	21	file	file	NOUN
ctmj-162	59	22	storage	storage	NOUN
ctmj-162	59	23	,	,	PUNCT
ctmj-162	59	24	nosql	nosql	NOUN
ctmj-162	59	25	databases	database	NOUN
ctmj-162	59	26	,	,	PUNCT
ctmj-162	59	27	and	and	CCONJ
ctmj-162	59	28	parallel	parallel	ADJ
ctmj-162	59	29	computing	computing	NOUN
ctmj-162	59	30	.	.	PUNCT
ctmj-162	60	1	according	accord	VERB
ctmj-162	60	2	to	to	ADP
ctmj-162	60	3	the	the	DET
ctmj-162	60	4	research	research	NOUN
ctmj-162	60	5	,	,	PUNCT
ctmj-162	60	6	ai	ai	AUX
ctmj-162	60	7	greatly	greatly	ADV
ctmj-162	60	8	increases	increase	VERB
ctmj-162	60	9	healthcare	healthcare	PROPN
ctmj-162	60	10	accuracy	accuracy	NOUN
ctmj-162	60	11	,	,	PUNCT
ctmj-162	60	12	speed	speed	NOUN
ctmj-162	60	13	,	,	PUNCT
ctmj-162	60	14	and	and	CCONJ
ctmj-162	60	15	dependability	dependability	NOUN
ctmj-162	60	16	,	,	PUNCT
ctmj-162	60	17	which	which	PRON
ctmj-162	60	18	enhances	enhance	VERB
ctmj-162	60	19	patient	patient	ADJ
ctmj-162	60	20	care	care	NOUN
ctmj-162	60	21	and	and	CCONJ
ctmj-162	60	22	operational	operational	ADJ
ctmj-162	60	23	effectiveness	effectiveness	NOUN
ctmj-162	60	24	.	.	PUNCT
ctmj-162	61	1	an	an	DET
ctmj-162	61	2	extensive	extensive	ADJ
ctmj-162	61	3	assessment	assessment	NOUN
ctmj-162	61	4	of	of	ADP
ctmj-162	61	5	wearable	wearable	ADJ
ctmj-162	61	6	and	and	CCONJ
ctmj-162	61	7	mobile	mobile	ADJ
ctmj-162	61	8	sensors	sensor	NOUN
ctmj-162	61	9	for	for	ADP
ctmj-162	61	10	data	data	NOUN
ctmj-162	61	11	-	-	PUNCT
ctmj-162	61	12	driven	drive	VERB
ctmj-162	61	13	health	health	NOUN
ctmj-162	61	14	monitoring	monitoring	NOUN
ctmj-162	61	15	systems	system	NOUN
ctmj-162	61	16	is	be	AUX
ctmj-162	61	17	given	give	VERB
ctmj-162	61	18	by	by	ADP
ctmj-162	61	19	anikwe	anikwe	NOUN
ctmj-162	61	20	et	et	PROPN
ctmj-162	61	21	al	al	PROPN
ctmj-162	61	22	.	.	PROPN
ctmj-162	62	1	(	(	PUNCT
ctmj-162	62	2	2022	2022	NUM
ctmj-162	62	3	)	)	PUNCT
ctmj-162	62	4	,	,	PUNCT
ctmj-162	62	5	with	with	ADP
ctmj-162	62	6	an	an	DET
ctmj-162	62	7	emphasis	emphasis	NOUN
ctmj-162	62	8	on	on	ADP
ctmj-162	62	9	recent	recent	ADJ
ctmj-162	62	10	developments	development	NOUN
ctmj-162	62	11	and	and	CCONJ
ctmj-162	62	12	potential	potential	ADJ
ctmj-162	62	13	future	future	ADJ
ctmj-162	62	14	applications	application	NOUN
ctmj-162	62	15	.	.	PUNCT
ctmj-162	63	1	in	in	ADP
ctmj-162	63	2	addition	addition	NOUN
ctmj-162	63	3	to	to	ADP
ctmj-162	63	4	discussing	discuss	VERB
ctmj-162	63	5	how	how	SCONJ
ctmj-162	63	6	these	these	DET
ctmj-162	63	7	sensors	sensor	NOUN
ctmj-162	63	8	can	can	AUX
ctmj-162	63	9	be	be	AUX
ctmj-162	63	10	integrated	integrate	VERB
ctmj-162	63	11	with	with	ADP
ctmj-162	63	12	data	datum	NOUN
ctmj-162	63	13	analytics	analytic	NOUN
ctmj-162	63	14	to	to	PART
ctmj-162	63	15	improve	improve	VERB
ctmj-162	63	16	real	real	ADJ
ctmj-162	63	17	-	-	PUNCT
ctmj-162	63	18	time	time	NOUN
ctmj-162	63	19	health	health	NOUN
ctmj-162	63	20	monitoring	monitoring	NOUN
ctmj-162	63	21	,	,	PUNCT
ctmj-162	63	22	the	the	DET
ctmj-162	63	23	study	study	NOUN
ctmj-162	63	24	looks	look	VERB
ctmj-162	63	25	into	into	ADP
ctmj-162	63	26	the	the	DET
ctmj-162	63	27	possibility	possibility	NOUN
ctmj-162	63	28	of	of	ADP
ctmj-162	63	29	ai	ai	VERB
ctmj-162	63	30	-	-	PUNCT
ctmj-162	63	31	driven	drive	VERB
ctmj-162	63	32	personalised	personalised	ADJ
ctmj-162	63	33	healthcare	healthcare	NOUN
ctmj-162	63	34	in	in	ADP
ctmj-162	63	35	the	the	DET
ctmj-162	63	36	future	future	NOUN
ctmj-162	63	37	.	.	PUNCT
ctmj-162	64	1	using	use	VERB
ctmj-162	64	2	machine	machine	NOUN
ctmj-162	64	3	learning	learning	NOUN
ctmj-162	64	4	approaches	approach	NOUN
ctmj-162	64	5	,	,	PUNCT
ctmj-162	64	6	muneer	muneer	NOUN
ctmj-162	64	7	and	and	CCONJ
ctmj-162	64	8	khan	khan	PROPN
ctmj-162	64	9	(	(	PUNCT
ctmj-162	64	10	2023	2023	NUM
ctmj-162	64	11	)	)	PUNCT
ctmj-162	64	12	present	present	VERB
ctmj-162	64	13	an	an	DET
ctmj-162	64	14	intelligent	intelligent	ADJ
ctmj-162	64	15	disease	disease	NOUN
ctmj-162	64	16	prediction	prediction	NOUN
ctmj-162	64	17	system	system	NOUN
ctmj-162	64	18	for	for	ADP
ctmj-162	64	19	hepatitis	hepatitis	PROPN
ctmj-162	64	20	c	c	NOUN
ctmj-162	64	21	patients	patient	NOUN
ctmj-162	64	22	that	that	PRON
ctmj-162	64	23	predicts	predict	VERB
ctmj-162	64	24	the	the	DET
ctmj-162	64	25	course	course	NOUN
ctmj-162	64	26	of	of	ADP
ctmj-162	64	27	the	the	DET
ctmj-162	64	28	illness	illness	NOUN
ctmj-162	64	29	.	.	PUNCT
ctmj-162	65	1	with	with	ADP
ctmj-162	65	2	data	data	NOUN
ctmj-162	65	3	-	-	PUNCT
ctmj-162	65	4	driven	drive	VERB
ctmj-162	65	5	decision	decision	NOUN
ctmj-162	65	6	-	-	PUNCT
ctmj-162	65	7	making	making	NOUN
ctmj-162	65	8	,	,	PUNCT
ctmj-162	65	9	the	the	DET
ctmj-162	65	10	system	system	NOUN
ctmj-162	65	11	improves	improve	VERB
ctmj-162	65	12	early	early	ADJ
ctmj-162	65	13	diagnosis	diagnosis	NOUN
ctmj-162	65	14	,	,	PUNCT
ctmj-162	65	15	facilitating	facilitate	VERB
ctmj-162	65	16	more	more	ADV
ctmj-162	65	17	efficient	efficient	ADJ
ctmj-162	65	18	treatment	treatment	NOUN
ctmj-162	65	19	and	and	CCONJ
ctmj-162	65	20	individualised	individualised	ADJ
ctmj-162	65	21	healthcare	healthcare	NOUN
ctmj-162	65	22	management	management	NOUN
ctmj-162	65	23	,	,	PUNCT
ctmj-162	65	24	and	and	CCONJ
ctmj-162	65	25	eventually	eventually	ADV
ctmj-162	65	26	leading	lead	VERB
ctmj-162	65	27	to	to	ADP
ctmj-162	65	28	better	well	ADJ
ctmj-162	65	29	patient	patient	ADJ
ctmj-162	65	30	outcomes	outcome	NOUN
ctmj-162	65	31	.	.	PUNCT
ctmj-162	66	1	k	k	X
ctmj-162	66	2	-	-	PUNCT
ctmj-162	66	3	nearest	near	ADJ
ctmj-162	66	4	neighbours	neighbour	NOUN
ctmj-162	66	5	(	(	PUNCT
ctmj-162	66	6	knn	knn	PROPN
ctmj-162	66	7	)	)	PUNCT
ctmj-162	66	8	method	method	NOUN
ctmj-162	66	9	is	be	AUX
ctmj-162	66	10	used	use	VERB
ctmj-162	66	11	by	by	ADP
ctmj-162	66	12	araaf	araaf	PROPN
ctmj-162	66	13	and	and	CCONJ
ctmj-162	66	14	nugroho	nugroho	NOUN
ctmj-162	66	15	(	(	PUNCT
ctmj-162	66	16	2023	2023	NUM
ctmj-162	66	17	)	)	PUNCT
ctmj-162	66	18	to	to	PART
ctmj-162	66	19	analyse	analyse	VERB
ctmj-162	66	20	and	and	CCONJ
ctmj-162	66	21	diagnose	diagnose	VERB
ctmj-162	66	22	skin	skin	NOUN
ctmj-162	66	23	disorders	disorder	NOUN
ctmj-162	66	24	based	base	VERB
ctmj-162	66	25	on	on	ADP
ctmj-162	66	26	textural	textural	ADJ
ctmj-162	66	27	information	information	NOUN
ctmj-162	66	28	in	in	ADP
ctmj-162	66	29	images	image	NOUN
ctmj-162	66	30	.	.	PUNCT
ctmj-162	67	1	their	their	PRON
ctmj-162	67	2	strategy	strategy	NOUN
ctmj-162	67	3	is	be	AUX
ctmj-162	67	4	to	to	PART
ctmj-162	67	5	enable	enable	VERB
ctmj-162	67	6	more	more	ADV
ctmj-162	67	7	accurate	accurate	ADJ
ctmj-162	67	8	detection	detection	NOUN
ctmj-162	67	9	of	of	ADP
ctmj-162	67	10	different	different	ADJ
ctmj-162	67	11	skin	skin	NOUN
ctmj-162	67	12	conditions	condition	NOUN
ctmj-162	67	13	by	by	ADP
ctmj-162	67	14	utilising	utilise	VERB
ctmj-162	67	15	texture	texture	NOUN
ctmj-162	67	16	-	-	PUNCT
ctmj-162	67	17	based	base	VERB
ctmj-162	67	18	image	image	NOUN
ctmj-162	67	19	analysis	analysis	NOUN
ctmj-162	67	20	to	to	PART
ctmj-162	67	21	improve	improve	VERB
ctmj-162	67	22	diagnostic	diagnostic	ADJ
ctmj-162	67	23	accuracy	accuracy	NOUN
ctmj-162	67	24	.	.	PUNCT
ctmj-162	68	1	this	this	DET
ctmj-162	68	2	approach	approach	NOUN
ctmj-162	68	3	improves	improve	VERB
ctmj-162	68	4	the	the	DET
ctmj-162	68	5	efficiency	efficiency	NOUN
ctmj-162	68	6	of	of	ADP
ctmj-162	68	7	diagnosing	diagnose	VERB
ctmj-162	68	8	skin	skin	NOUN
ctmj-162	68	9	conditions	condition	NOUN
ctmj-162	68	10	and	and	CCONJ
ctmj-162	68	11	leads	lead	VERB
ctmj-162	68	12	to	to	ADP
ctmj-162	68	13	more	more	ADV
ctmj-162	68	14	favourable	favourable	ADJ
ctmj-162	68	15	treatment	treatment	NOUN
ctmj-162	68	16	results	result	NOUN
ctmj-162	68	17	.	.	PUNCT
ctmj-162	69	1	surendar	surendar	NOUN
ctmj-162	69	2	(	(	PUNCT
ctmj-162	69	3	2020	2020	NUM
ctmj-162	69	4	)	)	PUNCT
ctmj-162	69	5	investigates	investigate	VERB
ctmj-162	69	6	the	the	DET
ctmj-162	69	7	impact	impact	NOUN
ctmj-162	69	8	of	of	ADP
ctmj-162	69	9	incorporating	incorporate	VERB
ctmj-162	69	10	big	big	ADJ
ctmj-162	69	11	data	datum	NOUN
ctmj-162	69	12	analytics	analytic	NOUN
ctmj-162	69	13	and	and	CCONJ
ctmj-162	69	14	artificial	artificial	ADJ
ctmj-162	69	15	intelligence	intelligence	NOUN
ctmj-162	69	16	(	(	PUNCT
ctmj-162	69	17	ai	ai	NOUN
ctmj-162	69	18	)	)	PUNCT
ctmj-162	69	19	into	into	ADP
ctmj-162	69	20	mobile	mobile	ADJ
ctmj-162	69	21	health	health	NOUN
ctmj-162	69	22	(	(	PUNCT
ctmj-162	69	23	m	m	NOUN
ctmj-162	69	24	-	-	ADJ
ctmj-162	69	25	health	health	NOUN
ctmj-162	69	26	)	)	PUNCT
ctmj-162	69	27	technology	technology	NOUN
ctmj-162	69	28	on	on	ADP
ctmj-162	69	29	healthcare	healthcare	NOUN
ctmj-162	69	30	delivery	delivery	NOUN
ctmj-162	69	31	.	.	PUNCT
ctmj-162	70	1	it	it	PRON
ctmj-162	70	2	demonstrates	demonstrate	VERB
ctmj-162	70	3	the	the	DET
ctmj-162	70	4	remarkable	remarkable	ADJ
ctmj-162	70	5	92	92	NUM
ctmj-162	70	6	%	%	NOUN
ctmj-162	70	7	accuracy	accuracy	NOUN
ctmj-162	70	8	of	of	ADP
ctmj-162	70	9	neural	neural	ADJ
ctmj-162	70	10	networks	network	NOUN
ctmj-162	70	11	in	in	ADP
ctmj-162	70	12	handling	handle	VERB
ctmj-162	70	13	intricate	intricate	ADJ
ctmj-162	70	14	medical	medical	ADJ
ctmj-162	70	15	data	datum	NOUN
ctmj-162	70	16	and	and	CCONJ
ctmj-162	70	17	highlights	highlight	NOUN
ctmj-162	70	18	how	how	SCONJ
ctmj-162	70	19	crucial	crucial	ADJ
ctmj-162	70	20	apache	apache	NOUN
ctmj-162	70	21	spark	spark	NOUN
ctmj-162	70	22	and	and	CCONJ
ctmj-162	70	23	hadoop	hadoop	NOUN
ctmj-162	70	24	are	be	AUX
ctmj-162	70	25	to	to	ADP
ctmj-162	70	26	enabling	enable	VERB
ctmj-162	70	27	fast	fast	ADJ
ctmj-162	70	28	data	datum	NOUN
ctmj-162	70	29	processing	processing	NOUN
ctmj-162	70	30	for	for	ADP
ctmj-162	70	31	prompt	prompt	ADJ
ctmj-162	70	32	medical	medical	ADJ
ctmj-162	70	33	actions	action	NOUN
ctmj-162	70	34	.	.	PUNCT
ctmj-162	71	1	despite	despite	SCONJ
ctmj-162	71	2	these	these	DET
ctmj-162	71	3	developments	development	NOUN
ctmj-162	71	4	,	,	PUNCT
ctmj-162	71	5	there	there	PRON
ctmj-162	71	6	are	be	VERB
ctmj-162	71	7	still	still	ADV
ctmj-162	71	8	issues	issue	NOUN
ctmj-162	71	9	with	with	ADP
ctmj-162	71	10	handling	handle	VERB
ctmj-162	71	11	unstructured	unstructured	ADJ
ctmj-162	71	12	data	datum	NOUN
ctmj-162	71	13	from	from	ADP
ctmj-162	71	14	wearable	wearable	ADJ
ctmj-162	71	15	technologies	technology	NOUN
ctmj-162	71	16	and	and	CCONJ
ctmj-162	71	17	safeguarding	safeguard	VERB
ctmj-162	71	18	data	datum	NOUN
ctmj-162	71	19	privacy	privacy	NOUN
ctmj-162	71	20	,	,	PUNCT
ctmj-162	71	21	which	which	PRON
ctmj-162	71	22	emphasizes	emphasize	VERB
ctmj-162	71	23	the	the	DET
ctmj-162	71	24	need	need	NOUN
ctmj-162	71	25	for	for	ADP
ctmj-162	71	26	more	more	ADJ
ctmj-162	71	27	study	study	NOUN
ctmj-162	71	28	and	and	CCONJ
ctmj-162	71	29	development	development	NOUN
ctmj-162	71	30	to	to	PART
ctmj-162	71	31	fully	fully	ADV
ctmj-162	71	32	exploit	exploit	VERB
ctmj-162	71	33	the	the	DET
ctmj-162	71	34	potential	potential	NOUN
ctmj-162	71	35	of	of	ADP
ctmj-162	71	36	big	big	ADJ
ctmj-162	71	37	data	datum	NOUN
ctmj-162	71	38	and	and	CCONJ
ctmj-162	71	39	artificial	artificial	ADJ
ctmj-162	71	40	intelligence	intelligence	NOUN
ctmj-162	71	41	in	in	ADP
ctmj-162	71	42	healthcare	healthcare	PROPN
ctmj-162	71	43	.	.	PUNCT
ctmj-162	72	1	3	3	X
ctmj-162	72	2	.	.	X
ctmj-162	72	3	methodology	methodology	NOUN
ctmj-162	72	4	the	the	DET
ctmj-162	72	5	suggested	suggest	VERB
ctmj-162	72	6	iomt	iomt	NOUN
ctmj-162	72	7	-	-	PUNCT
ctmj-162	72	8	enabled	enable	VERB
ctmj-162	72	9	diagnostic	diagnostic	ADJ
ctmj-162	72	10	system	system	NOUN
ctmj-162	72	11	for	for	ADP
ctmj-162	72	12	identifying	identify	VERB
ctmj-162	72	13	skin	skin	NOUN
ctmj-162	72	14	diseases	disease	NOUN
ctmj-162	72	15	combines	combine	VERB
ctmj-162	72	16	class	class	NOUN
ctmj-162	72	17	activation	activation	NOUN
ctmj-162	72	18	mapping	mapping	NOUN
ctmj-162	72	19	(	(	PUNCT
ctmj-162	72	20	cam	cam	PROPN
ctmj-162	72	21	)	)	PUNCT
ctmj-162	72	22	for	for	ADP
ctmj-162	72	23	interpretability	interpretability	NOUN
ctmj-162	72	24	with	with	ADP
ctmj-162	72	25	machine	machine	NOUN
ctmj-162	72	26	learning	learning	NOUN
ctmj-162	72	27	methods	method	NOUN
ctmj-162	72	28	,	,	PUNCT
ctmj-162	72	29	specifically	specifically	ADV
ctmj-162	72	30	the	the	DET
ctmj-162	72	31	k	k	NOUN
ctmj-162	72	32	-	-	PUNCT
ctmj-162	72	33	nearest	near	ADJ
ctmj-162	72	34	neighbours	neighbour	NOUN
ctmj-162	72	35	(	(	PUNCT
ctmj-162	72	36	knn	knn	NOUN
ctmj-162	72	37	)	)	PUNCT
ctmj-162	72	38	algorithm	algorithm	NOUN
ctmj-162	72	39	.	.	PUNCT
ctmj-162	73	1	the	the	DET
ctmj-162	73	2	technique	technique	NOUN
ctmj-162	73	3	describes	describe	VERB
ctmj-162	73	4	a	a	DET
ctmj-162	73	5	methodical	methodical	ADJ
ctmj-162	73	6	procedure	procedure	NOUN
ctmj-162	73	7	that	that	PRON
ctmj-162	73	8	starts	start	VERB
ctmj-162	73	9	with	with	ADP
ctmj-162	73	10	the	the	DET
ctmj-162	73	11	collecting	collecting	NOUN
ctmj-162	73	12	of	of	ADP
ctmj-162	73	13	input	input	NOUN
ctmj-162	73	14	data	datum	NOUN
ctmj-162	73	15	,	,	PUNCT
ctmj-162	73	16	moves	move	VERB
ctmj-162	73	17	on	on	ADP
ctmj-162	73	18	to	to	ADP
ctmj-162	73	19	image	image	NOUN
ctmj-162	73	20	processing	processing	NOUN
ctmj-162	73	21	,	,	PUNCT
ctmj-162	73	22	feature	feature	NOUN
ctmj-162	73	23	extraction	extraction	NOUN
ctmj-162	73	24	,	,	PUNCT
ctmj-162	73	25	classification	classification	NOUN
ctmj-162	73	26	,	,	PUNCT
ctmj-162	73	27	and	and	CCONJ
ctmj-162	73	28	explainability	explainability	NOUN
ctmj-162	73	29	.	.	PUNCT
ctmj-162	74	1	to	to	PART
ctmj-162	74	2	improve	improve	VERB
ctmj-162	74	3	generalisability	generalisability	NOUN
ctmj-162	74	4	and	and	CCONJ
ctmj-162	74	5	accuracy	accuracy	NOUN
ctmj-162	74	6	,	,	PUNCT
ctmj-162	74	7	alternative	alternative	ADJ
ctmj-162	74	8	approaches	approach	NOUN
ctmj-162	74	9	are	be	AUX
ctmj-162	74	10	included	include	VERB
ctmj-162	74	11	,	,	PUNCT
ctmj-162	74	12	guaranteeing	guarantee	VERB
ctmj-162	74	13	the	the	DET
ctmj-162	74	14	system	system	NOUN
ctmj-162	74	15	's	's	PART
ctmj-162	74	16	efficacy	efficacy	NOUN
ctmj-162	74	17	in	in	ADP
ctmj-162	74	18	actual	actual	ADJ
ctmj-162	74	19	healthcare	healthcare	NOUN
ctmj-162	74	20	situations	situation	NOUN
ctmj-162	74	21	.	.	PUNCT
ctmj-162	75	1	3.1	3.1	NUM
ctmj-162	75	2	.	.	PUNCT
ctmj-162	75	3	input	input	NOUN
ctmj-162	75	4	:	:	PUNCT
ctmj-162	75	5	skin	skin	NOUN
ctmj-162	75	6	disease	disease	NOUN
ctmj-162	75	7	image	image	NOUN
ctmj-162	75	8	acquisition	acquisition	NOUN
ctmj-162	75	9	via	via	ADP
ctmj-162	75	10	iomt	iomt	ADJ
ctmj-162	75	11	devices	device	NOUN
ctmj-162	75	12	using	use	VERB
ctmj-162	75	13	iomt	iomt	ADJ
ctmj-162	75	14	-	-	PUNCT
ctmj-162	75	15	capable	capable	ADJ
ctmj-162	75	16	equipment	equipment	NOUN
ctmj-162	75	17	like	like	ADP
ctmj-162	75	18	dermatoscopes	dermatoscope	NOUN
ctmj-162	75	19	,	,	PUNCT
ctmj-162	75	20	mobile	mobile	NOUN
ctmj-162	75	21	cameras	camera	NOUN
ctmj-162	75	22	,	,	PUNCT
ctmj-162	75	23	or	or	CCONJ
ctmj-162	75	24	specialised	specialised	ADJ
ctmj-162	75	25	imaging	imaging	NOUN
ctmj-162	75	26	sensors	sensor	NOUN
ctmj-162	75	27	,	,	PUNCT
ctmj-162	75	28	the	the	DET
ctmj-162	75	29	proposed	propose	VERB
ctmj-162	75	30	system	system	NOUN
ctmj-162	75	31	's	's	PART
ctmj-162	75	32	initial	initial	ADJ
ctmj-162	75	33	stage	stage	NOUN
ctmj-162	75	34	entails	entail	VERB
ctmj-162	75	35	taking	take	VERB
ctmj-162	75	36	pictures	picture	NOUN
ctmj-162	75	37	of	of	ADP
ctmj-162	75	38	skin	skin	NOUN
ctmj-162	75	39	diseases	disease	NOUN
ctmj-162	75	40	.	.	PUNCT
ctmj-162	76	1	these	these	DET
ctmj-162	76	2	gadgets	gadget	NOUN
ctmj-162	76	3	have	have	VERB
ctmj-162	76	4	the	the	DET
ctmj-162	76	5	ctmj	ctmj	NOUN
ctmj-162	76	6	|	|	ADV
ctmj-162	76	7	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-162	76	8	chinese	chinese	ADJ
ctmj-162	76	9	traditional	traditional	ADJ
ctmj-162	76	10	medicine	medicine	NOUN
ctmj-162	76	11	journal	journal	NOUN
ctmj-162	76	12	|	|	ADV
ctmj-162	76	13	2024	2024	NUM
ctmj-162	76	14	|	|	NOUN
ctmj-162	76	15	vol7	vol7	NOUN
ctmj-162	76	16	|issue3	|issue3	PUNCT
ctmj-162	76	17	9	9	NUM
ctmj-162	76	18	capacity	capacity	NOUN
ctmj-162	76	19	to	to	PART
ctmj-162	76	20	capture	capture	VERB
ctmj-162	76	21	sharp	sharp	ADJ
ctmj-162	76	22	photographs	photograph	NOUN
ctmj-162	76	23	in	in	ADP
ctmj-162	76	24	real	real	ADJ
ctmj-162	76	25	time	time	NOUN
ctmj-162	76	26	and	and	CCONJ
ctmj-162	76	27	securely	securely	ADV
ctmj-162	76	28	send	send	VERB
ctmj-162	76	29	the	the	DET
ctmj-162	76	30	information	information	NOUN
ctmj-162	76	31	to	to	ADP
ctmj-162	76	32	a	a	DET
ctmj-162	76	33	cloud	cloud	NOUN
ctmj-162	76	34	-	-	PUNCT
ctmj-162	76	35	based	base	VERB
ctmj-162	76	36	server	server	NOUN
ctmj-162	76	37	for	for	ADP
ctmj-162	76	38	analysis	analysis	NOUN
ctmj-162	76	39	.	.	PUNCT
ctmj-162	77	1	apart	apart	ADV
ctmj-162	77	2	from	from	ADP
ctmj-162	77	3	picture	picture	NOUN
ctmj-162	77	4	data	datum	NOUN
ctmj-162	77	5	,	,	PUNCT
ctmj-162	77	6	the	the	DET
ctmj-162	77	7	system	system	NOUN
ctmj-162	77	8	gathers	gather	VERB
ctmj-162	77	9	clinical	clinical	ADJ
ctmj-162	77	10	metadata	metadata	NOUN
ctmj-162	77	11	such	such	ADJ
ctmj-162	77	12	patient	patient	ADJ
ctmj-162	77	13	characteristics	characteristic	NOUN
ctmj-162	77	14	,	,	PUNCT
ctmj-162	77	15	symptoms	symptom	NOUN
ctmj-162	77	16	,	,	PUNCT
ctmj-162	77	17	and	and	CCONJ
ctmj-162	77	18	past	past	ADJ
ctmj-162	77	19	medical	medical	ADJ
ctmj-162	77	20	records	record	NOUN
ctmj-162	77	21	.	.	PUNCT
ctmj-162	78	1	the	the	DET
ctmj-162	78	2	following	follow	VERB
ctmj-162	78	3	inputs	input	NOUN
ctmj-162	78	4	are	be	AUX
ctmj-162	78	5	indicated	indicate	VERB
ctmj-162	78	6	:	:	PUNCT
ctmj-162	78	7	𝐼	𝐼	PROPN
ctmj-162	78	8	=	=	SYM
ctmj-162	78	9	{	{	PUNCT
ctmj-162	78	10	𝐼1	𝐼1	PROPN
ctmj-162	78	11	,	,	PUNCT
ctmj-162	78	12	𝐼2	𝐼2	NOUN
ctmj-162	78	13	,	,	PUNCT
ctmj-162	78	14	…	…	PUNCT
ctmj-162	78	15	,	,	PUNCT
ctmj-162	78	16	𝐼𝑛	𝐼𝑛	PROPN
ctmj-162	78	17	}	}	PUNCT
ctmj-162	78	18	(	(	PUNCT
ctmj-162	78	19	1	1	X
ctmj-162	78	20	)	)	PUNCT
ctmj-162	78	21	where	where	SCONJ
ctmj-162	78	22	𝐼𝑖	𝐼𝑖	PROPN
ctmj-162	78	23	denotes	denote	VERB
ctmj-162	78	24	each	each	DET
ctmj-162	78	25	skin	skin	NOUN
ctmj-162	78	26	disease	disease	NOUN
ctmj-162	78	27	image	image	NOUN
ctmj-162	78	28	in	in	ADP
ctmj-162	78	29	the	the	DET
ctmj-162	78	30	dataset	dataset	NOUN
ctmj-162	78	31	.	.	PUNCT
ctmj-162	79	1	3.2	3.2	NUM
ctmj-162	79	2	.	.	X
ctmj-162	80	1	preprocessing	preprocesse	VERB
ctmj-162	80	2	:	:	PUNCT
ctmj-162	80	3	image	image	NOUN
ctmj-162	80	4	standardization	standardization	NOUN
ctmj-162	80	5	and	and	CCONJ
ctmj-162	80	6	enhancement	enhancement	NOUN
ctmj-162	80	7	in	in	ADP
ctmj-162	80	8	order	order	NOUN
ctmj-162	80	9	to	to	PART
ctmj-162	80	10	guarantee	guarantee	VERB
ctmj-162	80	11	consistency	consistency	NOUN
ctmj-162	80	12	and	and	CCONJ
ctmj-162	80	13	enhance	enhance	VERB
ctmj-162	80	14	image	image	NOUN
ctmj-162	80	15	quality	quality	NOUN
ctmj-162	80	16	for	for	ADP
ctmj-162	80	17	reliable	reliable	ADJ
ctmj-162	80	18	analysis	analysis	NOUN
ctmj-162	80	19	,	,	PUNCT
ctmj-162	80	20	the	the	DET
ctmj-162	80	21	subsequent	subsequent	ADJ
ctmj-162	80	22	preprocessing	preprocessing	NOUN
ctmj-162	80	23	procedures	procedure	NOUN
ctmj-162	80	24	are	be	AUX
ctmj-162	80	25	carried	carry	VERB
ctmj-162	80	26	out	out	ADP
ctmj-162	80	27	:	:	PUNCT
ctmj-162	80	28	resizing	resize	VERB
ctmj-162	80	29	:	:	PUNCT
ctmj-162	80	30	to	to	PART
ctmj-162	80	31	ensure	ensure	VERB
ctmj-162	80	32	effective	effective	ADJ
ctmj-162	80	33	processing	processing	NOUN
ctmj-162	80	34	,	,	PUNCT
ctmj-162	80	35	all	all	DET
ctmj-162	80	36	photos	photo	NOUN
ctmj-162	80	37	are	be	AUX
ctmj-162	80	38	shrunk	shrink	VERB
ctmj-162	80	39	to	to	ADP
ctmj-162	80	40	a	a	DET
ctmj-162	80	41	uniform	uniform	ADJ
ctmj-162	80	42	dimension	dimension	NOUN
ctmj-162	80	43	to	to	PART
ctmj-162	80	44	standardise	standardise	VERB
ctmj-162	80	45	the	the	DET
ctmj-162	80	46	input	input	NOUN
ctmj-162	80	47	size	size	NOUN
ctmj-162	80	48	.	.	PUNCT
ctmj-162	81	1	the	the	DET
ctmj-162	81	2	definition	definition	NOUN
ctmj-162	81	3	of	of	ADP
ctmj-162	81	4	the	the	DET
ctmj-162	81	5	resizing	resizing	NOUN
ctmj-162	81	6	function	function	NOUN
ctmj-162	81	7	is	be	AUX
ctmj-162	81	8	:	:	PUNCT
ctmj-162	81	9	𝐼𝑟	𝐼𝑟	ADP
ctmj-162	81	10	=	=	SYM
ctmj-162	81	11	resize⁡(𝐼	resize⁡(𝐼	PROPN
ctmj-162	81	12	,	,	PUNCT
ctmj-162	81	13	𝑤	𝑤	ADP
ctmj-162	81	14	,	,	PUNCT
ctmj-162	81	15	ℎ	ℎ	PROPN
ctmj-162	81	16	)	)	PUNCT
ctmj-162	81	17	(	(	PUNCT
ctmj-162	81	18	2	2	X
ctmj-162	81	19	)	)	PUNCT
ctmj-162	81	20	where	where	SCONJ
ctmj-162	81	21	𝑤	𝑤	VERB
ctmj-162	81	22	and	and	CCONJ
ctmj-162	81	23	ℎ	ℎ	PROPN
ctmj-162	81	24	represent	represent	VERB
ctmj-162	81	25	the	the	DET
ctmj-162	81	26	new	new	ADJ
ctmj-162	81	27	width	width	NOUN
ctmj-162	81	28	and	and	CCONJ
ctmj-162	81	29	height	height	NOUN
ctmj-162	81	30	of	of	ADP
ctmj-162	81	31	the	the	DET
ctmj-162	81	32	images	image	NOUN
ctmj-162	81	33	.	.	PUNCT
ctmj-162	82	1	noise	noise	NOUN
ctmj-162	82	2	reduction	reduction	NOUN
ctmj-162	82	3	:	:	PUNCT
ctmj-162	82	4	medical	medical	ADJ
ctmj-162	82	5	imaging	imaging	NOUN
ctmj-162	82	6	benefits	benefit	NOUN
ctmj-162	82	7	greatly	greatly	ADV
ctmj-162	82	8	from	from	ADP
ctmj-162	82	9	the	the	DET
ctmj-162	82	10	application	application	NOUN
ctmj-162	82	11	of	of	ADP
ctmj-162	82	12	the	the	DET
ctmj-162	82	13	bilateral	bilateral	ADJ
ctmj-162	82	14	filter	filter	NOUN
ctmj-162	82	15	,	,	PUNCT
ctmj-162	82	16	which	which	PRON
ctmj-162	82	17	eliminates	eliminate	VERB
ctmj-162	82	18	noise	noise	NOUN
ctmj-162	82	19	while	while	SCONJ
ctmj-162	82	20	maintaining	maintain	VERB
ctmj-162	82	21	image	image	NOUN
ctmj-162	82	22	edges	edge	NOUN
ctmj-162	82	23	.	.	PUNCT
ctmj-162	83	1	𝐼𝑓	𝐼𝑓	ADJ
ctmj-162	83	2	=	=	SYM
ctmj-162	83	3	bilateralfilter⁡(𝐼𝑟	bilateralfilter⁡(𝐼𝑟	NOUN
ctmj-162	83	4	)	)	PUNCT
ctmj-162	83	5	(	(	PUNCT
ctmj-162	83	6	3	3	X
ctmj-162	83	7	)	)	PUNCT
ctmj-162	83	8	where	where	SCONJ
ctmj-162	83	9	𝐼𝑓	𝐼𝑓	PROPN
ctmj-162	83	10	represents	represent	VERB
ctmj-162	83	11	the	the	DET
ctmj-162	83	12	filtered	filter	VERB
ctmj-162	83	13	image	image	NOUN
ctmj-162	83	14	.	.	PUNCT
ctmj-162	84	1	contrast	contrast	NOUN
ctmj-162	84	2	enhancement	enhancement	NOUN
ctmj-162	84	3	:	:	PUNCT
ctmj-162	84	4	contrast	contrast	NOUN
ctmj-162	84	5	enhancement	enhancement	NOUN
ctmj-162	84	6	is	be	AUX
ctmj-162	84	7	performed	perform	VERB
ctmj-162	84	8	using	use	VERB
ctmj-162	84	9	clahe	clahe	NOUN
ctmj-162	84	10	(	(	PUNCT
ctmj-162	84	11	contrast	contrast	VERB
ctmj-162	84	12	limited	limit	VERB
ctmj-162	84	13	adaptive	adaptive	ADJ
ctmj-162	84	14	histogram	histogram	NOUN
ctmj-162	84	15	equalization	equalization	NOUN
ctmj-162	84	16	)	)	PUNCT
ctmj-162	84	17	,	,	PUNCT
ctmj-162	84	18	ensuring	ensure	VERB
ctmj-162	84	19	that	that	SCONJ
ctmj-162	84	20	the	the	DET
ctmj-162	84	21	critical	critical	ADJ
ctmj-162	84	22	features	feature	NOUN
ctmj-162	84	23	of	of	ADP
ctmj-162	84	24	the	the	DET
ctmj-162	84	25	images	image	NOUN
ctmj-162	84	26	are	be	AUX
ctmj-162	84	27	highlighted	highlight	VERB
ctmj-162	84	28	:	:	PUNCT
ctmj-162	84	29	𝐼𝑐𝑒	𝐼𝑐𝑒	PROPN
ctmj-162	84	30	=	=	SYM
ctmj-162	84	31	clahe⁡(𝐼𝑓	clahe⁡(𝐼𝑓	PROPN
ctmj-162	84	32	)	)	PUNCT
ctmj-162	84	33	(	(	PUNCT
ctmj-162	84	34	4	4	X
ctmj-162	84	35	)	)	PUNCT
ctmj-162	84	36	segmentation	segmentation	NOUN
ctmj-162	84	37	using	use	VERB
ctmj-162	84	38	df	df	PROPN
ctmj-162	84	39	-	-	PUNCT
ctmj-162	84	40	u	u	NOUN
ctmj-162	84	41	-	-	NOUN
ctmj-162	84	42	net	net	NOUN
ctmj-162	84	43	:	:	PUNCT
ctmj-162	84	44	the	the	DET
ctmj-162	84	45	skin	skin	NOUN
ctmj-162	84	46	lesion	lesion	NOUN
ctmj-162	84	47	segmentation	segmentation	NOUN
ctmj-162	84	48	is	be	AUX
ctmj-162	84	49	carried	carry	VERB
ctmj-162	84	50	out	out	ADP
ctmj-162	84	51	using	use	VERB
ctmj-162	84	52	the	the	DET
ctmj-162	84	53	dropfilter	dropfilter	NOUN
ctmj-162	84	54	u	u	NOUN
ctmj-162	84	55	-	-	NOUN
ctmj-162	84	56	net	net	ADJ
ctmj-162	84	57	(	(	PUNCT
ctmj-162	84	58	df	df	NOUN
ctmj-162	84	59	-	-	PUNCT
ctmj-162	84	60	u	u	NOUN
ctmj-162	84	61	-	-	NOUN
ctmj-162	84	62	net	net	ADJ
ctmj-162	84	63	)	)	PUNCT
ctmj-162	84	64	design	design	NOUN
ctmj-162	84	65	.	.	PUNCT
ctmj-162	85	1	by	by	ADP
ctmj-162	85	2	incorporating	incorporate	VERB
ctmj-162	85	3	regularisation	regularisation	NOUN
ctmj-162	85	4	approaches	approach	NOUN
ctmj-162	85	5	to	to	PART
ctmj-162	85	6	prevent	prevent	VERB
ctmj-162	85	7	overfitting	overfitting	NOUN
ctmj-162	85	8	and	and	CCONJ
ctmj-162	85	9	accurately	accurately	ADV
ctmj-162	85	10	define	define	VERB
ctmj-162	85	11	the	the	DET
ctmj-162	85	12	lesion	lesion	NOUN
ctmj-162	85	13	borders	border	NOUN
ctmj-162	85	14	,	,	PUNCT
ctmj-162	85	15	df	df	PROPN
ctmj-162	85	16	-	-	PUNCT
ctmj-162	85	17	u	u	NOUN
ctmj-162	85	18	-	-	ADJ
ctmj-162	85	19	net	net	ADJ
ctmj-162	85	20	enhances	enhance	NOUN
ctmj-162	85	21	conventional	conventional	ADJ
ctmj-162	85	22	u	u	NOUN
ctmj-162	85	23	-	-	NOUN
ctmj-162	85	24	net	net	NOUN
ctmj-162	85	25	.	.	PUNCT
ctmj-162	86	1	the	the	DET
ctmj-162	86	2	divided	divided	ADJ
ctmj-162	86	3	picture	picture	NOUN
ctmj-162	86	4	is	be	AUX
ctmj-162	86	5	represented	represent	VERB
ctmj-162	86	6	by	by	ADP
ctmj-162	86	7	:	:	PUNCT
ctmj-162	86	8	𝑆	𝑆	PROPN
ctmj-162	86	9	=	=	SYM
ctmj-162	86	10	df	df	PROPN
ctmj-162	86	11	−	−	PROPN
ctmj-162	86	12	u	u	NOUN
ctmj-162	86	13	−	−	PROPN
ctmj-162	86	14	net(𝐼𝑐𝑒	net(𝐼𝑐𝑒	PROPN
ctmj-162	86	15	)	)	PUNCT
ctmj-162	86	16	(	(	PUNCT
ctmj-162	86	17	5	5	X
ctmj-162	86	18	)	)	PUNCT
ctmj-162	86	19	in	in	ADP
ctmj-162	86	20	addition	addition	NOUN
ctmj-162	86	21	to	to	ADP
ctmj-162	86	22	minimising	minimise	VERB
ctmj-162	86	23	the	the	DET
ctmj-162	86	24	effect	effect	NOUN
ctmj-162	86	25	of	of	ADP
ctmj-162	86	26	background	background	NOUN
ctmj-162	86	27	noise	noise	NOUN
ctmj-162	86	28	,	,	PUNCT
ctmj-162	86	29	this	this	DET
ctmj-162	86	30	method	method	NOUN
ctmj-162	86	31	successfully	successfully	ADV
ctmj-162	86	32	locates	locate	VERB
ctmj-162	86	33	the	the	DET
ctmj-162	86	34	region	region	NOUN
ctmj-162	86	35	of	of	ADP
ctmj-162	86	36	interest	interest	NOUN
ctmj-162	86	37	,	,	PUNCT
ctmj-162	86	38	or	or	CCONJ
ctmj-162	86	39	skin	skin	NOUN
ctmj-162	86	40	lesion	lesion	NOUN
ctmj-162	86	41	.	.	PUNCT
ctmj-162	87	1	3.3	3.3	NUM
ctmj-162	87	2	.	.	PUNCT
ctmj-162	88	1	feature	feature	NOUN
ctmj-162	88	2	extraction	extraction	NOUN
ctmj-162	88	3	:	:	PUNCT
ctmj-162	88	4	texture	texture	ADJ
ctmj-162	88	5	and	and	CCONJ
ctmj-162	88	6	morphological	morphological	ADJ
ctmj-162	88	7	features	feature	VERB
ctmj-162	88	8	the	the	DET
ctmj-162	88	9	skin	skin	NOUN
ctmj-162	88	10	disease	disease	NOUN
ctmj-162	88	11	is	be	AUX
ctmj-162	88	12	characterised	characterise	VERB
ctmj-162	88	13	by	by	ADP
ctmj-162	88	14	extracting	extract	VERB
ctmj-162	88	15	texture	texture	ADJ
ctmj-162	88	16	and	and	CCONJ
ctmj-162	88	17	morphological	morphological	ADJ
ctmj-162	88	18	information	information	NOUN
ctmj-162	88	19	from	from	ADP
ctmj-162	88	20	the	the	DET
ctmj-162	88	21	segmented	segment	VERB
ctmj-162	88	22	lesion	lesion	NOUN
ctmj-162	88	23	.	.	PUNCT
ctmj-162	89	1	the	the	DET
ctmj-162	89	2	system	system	NOUN
ctmj-162	89	3	extracts	extract	VERB
ctmj-162	89	4	important	important	ADJ
ctmj-162	89	5	texture	texture	ADJ
ctmj-162	89	6	properties	property	NOUN
ctmj-162	89	7	,	,	PUNCT
ctmj-162	89	8	such	such	ADJ
ctmj-162	89	9	as	as	ADP
ctmj-162	89	10	contrast	contrast	NOUN
ctmj-162	89	11	,	,	PUNCT
ctmj-162	89	12	correlation	correlation	NOUN
ctmj-162	89	13	,	,	PUNCT
ctmj-162	89	14	energy	energy	NOUN
ctmj-162	89	15	,	,	PUNCT
ctmj-162	89	16	and	and	CCONJ
ctmj-162	89	17	homogeneity	homogeneity	NOUN
ctmj-162	89	18	,	,	PUNCT
ctmj-162	89	19	using	use	VERB
ctmj-162	89	20	the	the	DET
ctmj-162	89	21	gray	gray	ADJ
ctmj-162	89	22	-	-	PUNCT
ctmj-162	89	23	level	level	NOUN
ctmj-162	89	24	cooccurrence	cooccurrence	NOUN
ctmj-162	89	25	matrix	matrix	NOUN
ctmj-162	89	26	(	(	PUNCT
ctmj-162	89	27	glcm	glcm	PROPN
ctmj-162	89	28	):	):	PUNCT
ctmj-162	89	29	contrast	contrast	NOUN
ctmj-162	89	30	:	:	PUNCT
ctmj-162	89	31	𝐶	𝐶	PROPN
ctmj-162	89	32	=	=	PUNCT
ctmj-162	89	33	∑	∑	PUNCT
ctmj-162	89	34	 	 	SPACE
ctmj-162	89	35	𝑖,𝑗	𝑖,𝑗	PROPN
ctmj-162	89	36	(	(	PUNCT
ctmj-162	89	37	𝑖	𝑖	NOUN
ctmj-162	89	38	−	−	PROPN
ctmj-162	90	1	𝑗)2𝑃(𝑖	𝑗)2𝑃(𝑖	INTJ
ctmj-162	90	2	,	,	PUNCT
ctmj-162	90	3	𝑗	𝑗	NOUN
ctmj-162	90	4	)	)	PUNCT
ctmj-162	90	5	(	(	PUNCT
ctmj-162	90	6	6	6	NUM
ctmj-162	90	7	)	)	PUNCT
ctmj-162	90	8	ctmj	ctmj	NOUN
ctmj-162	90	9	|	|	ADV
ctmj-162	90	10	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-162	90	11	chinese	chinese	ADJ
ctmj-162	90	12	traditional	traditional	ADJ
ctmj-162	90	13	medicine	medicine	NOUN
ctmj-162	90	14	journal	journal	NOUN
ctmj-162	90	15	|	|	ADV
ctmj-162	90	16	2024	2024	NUM
ctmj-162	90	17	|	|	NOUN
ctmj-162	90	18	vol7	vol7	NOUN
ctmj-162	90	19	|issue3	|issue3	PUNCT
ctmj-162	90	20	10	10	NUM
ctmj-162	90	21	correlation	correlation	NOUN
ctmj-162	90	22	:	:	PUNCT
ctmj-162	90	23	corr	corr	NOUN
ctmj-162	90	24	=	=	PUNCT
ctmj-162	90	25	∑	∑	PUNCT
ctmj-162	90	26	 	 	SPACE
ctmj-162	90	27	𝑖,𝑗	𝑖,𝑗	PROPN
ctmj-162	90	28	 	 	SPACE
ctmj-162	90	29	(	(	PUNCT
ctmj-162	90	30	𝑖−𝜇𝑖)(𝑗−𝜇𝑗)𝑃(𝑖,𝑗	𝑖−𝜇𝑖)(𝑗−𝜇𝑗)𝑃(𝑖,𝑗	NOUN
ctmj-162	90	31	)	)	PUNCT
ctmj-162	90	32	𝜎𝑖𝜎𝑗	𝜎𝑖𝜎𝑗	NOUN
ctmj-162	90	33	(	(	PUNCT
ctmj-162	90	34	7	7	NUM
ctmj-162	90	35	)	)	PUNCT
ctmj-162	90	36	energy	energy	NOUN
ctmj-162	90	37	:	:	PUNCT
ctmj-162	90	38	𝐸	𝐸	PROPN
ctmj-162	90	39	=	=	PUNCT
ctmj-162	90	40	∑	∑	PUNCT
ctmj-162	90	41	 	 	SPACE
ctmj-162	90	42	𝑖,𝑗	𝑖,𝑗	PROPN
ctmj-162	90	43	𝑃(𝑖	𝑃(𝑖	NOUN
ctmj-162	90	44	,	,	PUNCT
ctmj-162	90	45	𝑗	𝑗	NOUN
ctmj-162	90	46	)	)	PUNCT
ctmj-162	90	47	2	2	NUM
ctmj-162	90	48	(	(	PUNCT
ctmj-162	90	49	8)	8)	NUM
ctmj-162	90	50	homogeneity	homogeneity	NOUN
ctmj-162	90	51	:	:	PUNCT
ctmj-162	90	52	𝐻	𝐻	PROPN
ctmj-162	90	53	=	=	PUNCT
ctmj-162	90	54	∑	∑	PART
ctmj-162	90	55	 	 	SPACE
ctmj-162	90	56	𝑖,𝑗	𝑖,𝑗	PROPN
ctmj-162	90	57	𝑃(𝑖,𝑗	𝑃(𝑖,𝑗	NOUN
ctmj-162	90	58	)	)	PUNCT
ctmj-162	90	59	1+|𝑖−𝑗|	1+|𝑖−𝑗|	NUM
ctmj-162	90	60	(	(	PUNCT
ctmj-162	90	61	9	9	NUM
ctmj-162	90	62	)	)	PUNCT
ctmj-162	90	63	where	where	SCONJ
ctmj-162	90	64	𝑃(𝑖	𝑃(𝑖	VERB
ctmj-162	90	65	,	,	PUNCT
ctmj-162	90	66	𝑗	𝑗	ADJ
ctmj-162	90	67	)	)	PUNCT
ctmj-162	90	68	is	be	AUX
ctmj-162	90	69	the	the	DET
ctmj-162	90	70	co	co	ADJ
ctmj-162	90	71	-	-	ADJ
ctmj-162	90	72	occurrence	occurrence	ADJ
ctmj-162	90	73	matrix	matrix	NOUN
ctmj-162	90	74	value	value	NOUN
ctmj-162	90	75	for	for	ADP
ctmj-162	90	76	the	the	DET
ctmj-162	90	77	pixel	pixel	PROPN
ctmj-162	90	78	intensities	intensity	NOUN
ctmj-162	90	79	𝑖	𝑖	X
ctmj-162	90	80	and	and	CCONJ
ctmj-162	90	81	𝑗	𝑗	INTJ
ctmj-162	90	82	,	,	PUNCT
ctmj-162	90	83	and	and	CCONJ
ctmj-162	90	84	𝜇	𝜇	X
ctmj-162	90	85	and	and	CCONJ
ctmj-162	90	86	𝜎	𝜎	PROPN
ctmj-162	90	87	stand	stand	VERB
ctmj-162	90	88	for	for	ADP
ctmj-162	90	89	the	the	DET
ctmj-162	90	90	mean	mean	ADJ
ctmj-162	90	91	and	and	CCONJ
ctmj-162	90	92	standard	standard	ADJ
ctmj-162	90	93	deviation	deviation	NOUN
ctmj-162	90	94	of	of	ADP
ctmj-162	90	95	the	the	DET
ctmj-162	90	96	intensity	intensity	NOUN
ctmj-162	90	97	values	value	NOUN
ctmj-162	90	98	.	.	PUNCT
ctmj-162	91	1	morphological	morphological	ADJ
ctmj-162	91	2	operations	operation	NOUN
ctmj-162	91	3	are	be	AUX
ctmj-162	91	4	utilised	utilise	VERB
ctmj-162	91	5	to	to	PART
ctmj-162	91	6	extract	extract	VERB
ctmj-162	91	7	lesion	lesion	NOUN
ctmj-162	91	8	shape	shape	NOUN
ctmj-162	91	9	and	and	CCONJ
ctmj-162	91	10	boundary	boundary	ADJ
ctmj-162	91	11	features	feature	NOUN
ctmj-162	91	12	,	,	PUNCT
ctmj-162	91	13	which	which	PRON
ctmj-162	91	14	offer	offer	VERB
ctmj-162	91	15	supplementary	supplementary	ADJ
ctmj-162	91	16	indicators	indicator	NOUN
ctmj-162	91	17	for	for	ADP
ctmj-162	91	18	precise	precise	ADJ
ctmj-162	91	19	diagnosis	diagnosis	NOUN
ctmj-162	91	20	,	,	PUNCT
ctmj-162	91	21	in	in	ADP
ctmj-162	91	22	addition	addition	NOUN
ctmj-162	91	23	to	to	ADP
ctmj-162	91	24	texture	texture	NOUN
ctmj-162	91	25	features	feature	NOUN
ctmj-162	91	26	.	.	PUNCT
ctmj-162	92	1	3.4	3.4	NUM
ctmj-162	92	2	.	.	PUNCT
ctmj-162	92	3	classification	classification	NOUN
ctmj-162	92	4	:	:	PUNCT
ctmj-162	92	5	k	k	ADJ
ctmj-162	92	6	-	-	PUNCT
ctmj-162	92	7	nearest	near	ADJ
ctmj-162	92	8	neighbors	neighbor	NOUN
ctmj-162	92	9	(	(	PUNCT
ctmj-162	92	10	knn	knn	PROPN
ctmj-162	92	11	)	)	PUNCT
ctmj-162	92	12	algorithm	algorithm	NOUN
ctmj-162	92	13	by	by	ADP
ctmj-162	92	14	utilising	utilise	VERB
ctmj-162	92	15	the	the	DET
ctmj-162	92	16	retrieved	retrieve	VERB
ctmj-162	92	17	morphological	morphological	ADJ
ctmj-162	92	18	and	and	CCONJ
ctmj-162	92	19	texture	texture	ADJ
ctmj-162	92	20	information	information	NOUN
ctmj-162	92	21	,	,	PUNCT
ctmj-162	92	22	the	the	DET
ctmj-162	92	23	k	k	NOUN
ctmj-162	92	24	-	-	PUNCT
ctmj-162	92	25	nearest	near	ADJ
ctmj-162	92	26	neighbours	neighbour	NOUN
ctmj-162	92	27	(	(	PUNCT
ctmj-162	92	28	knn	knn	NOUN
ctmj-162	92	29	)	)	PUNCT
ctmj-162	92	30	algorithm	algorithm	NOUN
ctmj-162	92	31	is	be	AUX
ctmj-162	92	32	utilised	utilise	VERB
ctmj-162	92	33	for	for	ADP
ctmj-162	92	34	classification	classification	NOUN
ctmj-162	92	35	.	.	PUNCT
ctmj-162	93	1	to	to	PART
ctmj-162	93	2	compare	compare	VERB
ctmj-162	93	3	the	the	DET
ctmj-162	93	4	new	new	ADJ
ctmj-162	93	5	input	input	NOUN
ctmj-162	93	6	sample	sample	NOUN
ctmj-162	93	7	to	to	ADP
ctmj-162	93	8	the	the	DET
ctmj-162	93	9	k	k	NOUN
ctmj-162	93	10	-	-	PUNCT
ctmj-162	93	11	nearest	near	ADJ
ctmj-162	93	12	neighbours	neighbour	NOUN
ctmj-162	93	13	in	in	ADP
ctmj-162	93	14	the	the	DET
ctmj-162	93	15	training	training	NOUN
ctmj-162	93	16	set	set	NOUN
ctmj-162	93	17	,	,	PUNCT
ctmj-162	93	18	knn	knn	PROPN
ctmj-162	93	19	uses	use	VERB
ctmj-162	93	20	the	the	DET
ctmj-162	93	21	euclidean	euclidean	ADJ
ctmj-162	93	22	distance	distance	NOUN
ctmj-162	93	23	as	as	ADP
ctmj-162	93	24	the	the	DET
ctmj-162	93	25	similarity	similarity	NOUN
ctmj-162	93	26	metric	metric	NOUN
ctmj-162	93	27	.	.	PUNCT
ctmj-162	94	1	𝑑(𝑋𝑡	𝑑(𝑋𝑡	NOUN
ctmj-162	94	2	,	,	PUNCT
ctmj-162	94	3	𝑋𝑠	𝑋𝑠	PROPN
ctmj-162	94	4	)	)	PUNCT
ctmj-162	94	5	=	=	PRON
ctmj-162	94	6	√∑	√∑	VERB
ctmj-162	94	7	 	 	SPACE
ctmj-162	94	8	𝑛	𝑛	PRON
ctmj-162	94	9	𝑖=1	𝑖=1	PROPN
ctmj-162	94	10	  	  	SPACE
ctmj-162	94	11	(	(	PUNCT
ctmj-162	94	12	𝑋𝑡,𝑖	𝑋𝑡,𝑖	PROPN
ctmj-162	94	13	−	−	PROPN
ctmj-162	94	14	𝑋𝑠,𝑖	𝑋𝑠,𝑖	PROPN
ctmj-162	94	15	)	)	PUNCT
ctmj-162	94	16	2	2	NUM
ctmj-162	94	17	(	(	PUNCT
ctmj-162	94	18	10	10	NUM
ctmj-162	94	19	)	)	PUNCT
ctmj-162	94	20	where	where	SCONJ
ctmj-162	94	21	𝑋𝑠	𝑋𝑠	PROPN
ctmj-162	94	22	is	be	AUX
ctmj-162	94	23	a	a	DET
ctmj-162	94	24	training	training	NOUN
ctmj-162	94	25	sample	sample	NOUN
ctmj-162	94	26	and	and	CCONJ
ctmj-162	94	27	𝑋𝑡	𝑋𝑡	PROPN
ctmj-162	94	28	is	be	AUX
ctmj-162	94	29	the	the	DET
ctmj-162	94	30	test	test	NOUN
ctmj-162	94	31	sample	sample	NOUN
ctmj-162	94	32	.	.	PUNCT
ctmj-162	95	1	cross	cross	ADJ
ctmj-162	95	2	-	-	ADJ
ctmj-162	95	3	validation	validation	NOUN
ctmj-162	95	4	is	be	AUX
ctmj-162	95	5	used	use	VERB
ctmj-162	95	6	to	to	PART
ctmj-162	95	7	determine	determine	VERB
ctmj-162	95	8	the	the	DET
ctmj-162	95	9	ideal	ideal	ADJ
ctmj-162	95	10	value	value	NOUN
ctmj-162	95	11	of	of	ADP
ctmj-162	95	12	k	k	PROPN
ctmj-162	95	13	in	in	ADP
ctmj-162	95	14	order	order	NOUN
ctmj-162	95	15	to	to	PART
ctmj-162	95	16	reduce	reduce	VERB
ctmj-162	95	17	bias	bias	NOUN
ctmj-162	95	18	and	and	CCONJ
ctmj-162	95	19	variation	variation	NOUN
ctmj-162	95	20	.	.	PUNCT
ctmj-162	96	1	based	base	VERB
ctmj-162	96	2	on	on	ADP
ctmj-162	96	3	the	the	DET
ctmj-162	96	4	majority	majority	NOUN
ctmj-162	96	5	vote	vote	NOUN
ctmj-162	96	6	of	of	ADP
ctmj-162	96	7	the	the	DET
ctmj-162	96	8	closest	close	ADJ
ctmj-162	96	9	neighbours	neighbour	NOUN
ctmj-162	96	10	,	,	PUNCT
ctmj-162	96	11	the	the	DET
ctmj-162	96	12	knn	knn	PROPN
ctmj-162	96	13	algorithm	algorithm	PROPN
ctmj-162	96	14	returns	return	VERB
ctmj-162	96	15	the	the	DET
ctmj-162	96	16	skin	skin	NOUN
ctmj-162	96	17	disease	disease	NOUN
ctmj-162	96	18	class	class	NOUN
ctmj-162	96	19	that	that	PRON
ctmj-162	96	20	is	be	AUX
ctmj-162	96	21	most	most	ADV
ctmj-162	96	22	likely	likely	ADJ
ctmj-162	96	23	to	to	PART
ctmj-162	96	24	occur	occur	VERB
ctmj-162	96	25	.	.	PUNCT
ctmj-162	97	1	3.5	3.5	NUM
ctmj-162	97	2	.	.	PUNCT
ctmj-162	98	1	explainability	explainability	NOUN
ctmj-162	98	2	:	:	PUNCT
ctmj-162	98	3	class	class	NOUN
ctmj-162	98	4	activation	activation	NOUN
ctmj-162	98	5	mapping	mapping	NOUN
ctmj-162	98	6	(	(	PUNCT
ctmj-162	98	7	cam	cam	PROPN
ctmj-162	98	8	)	)	PUNCT
ctmj-162	98	9	the	the	DET
ctmj-162	98	10	integration	integration	NOUN
ctmj-162	98	11	of	of	ADP
ctmj-162	98	12	class	class	NOUN
ctmj-162	98	13	activation	activation	NOUN
ctmj-162	98	14	mapping	mapping	NOUN
ctmj-162	98	15	(	(	PUNCT
ctmj-162	98	16	cam	cam	NOUN
ctmj-162	98	17	)	)	PUNCT
ctmj-162	98	18	improves	improve	VERB
ctmj-162	98	19	the	the	DET
ctmj-162	98	20	model	model	NOUN
ctmj-162	98	21	's	's	PART
ctmj-162	98	22	interpretability	interpretability	NOUN
ctmj-162	98	23	.	.	PUNCT
ctmj-162	99	1	cam	cam	NOUN
ctmj-162	99	2	gives	give	VERB
ctmj-162	99	3	doctors	doctor	NOUN
ctmj-162	99	4	visual	visual	ADJ
ctmj-162	99	5	feedback	feedback	NOUN
ctmj-162	99	6	by	by	ADP
ctmj-162	99	7	identifying	identify	VERB
ctmj-162	99	8	the	the	DET
ctmj-162	99	9	areas	area	NOUN
ctmj-162	99	10	of	of	ADP
ctmj-162	99	11	the	the	DET
ctmj-162	99	12	input	input	NOUN
ctmj-162	99	13	image	image	NOUN
ctmj-162	99	14	that	that	PRON
ctmj-162	99	15	have	have	VERB
ctmj-162	99	16	the	the	DET
ctmj-162	99	17	greatest	great	ADJ
ctmj-162	99	18	influence	influence	NOUN
ctmj-162	99	19	on	on	ADP
ctmj-162	99	20	the	the	DET
ctmj-162	99	21	model	model	NOUN
ctmj-162	99	22	's	's	PART
ctmj-162	99	23	decision	decision	NOUN
ctmj-162	99	24	-	-	PUNCT
ctmj-162	99	25	making	make	VERB
ctmj-162	99	26	process	process	NOUN
ctmj-162	99	27	:	:	PUNCT
ctmj-162	99	28	feature	feature	NOUN
ctmj-162	99	29	map	map	NOUN
ctmj-162	99	30	activation	activation	NOUN
ctmj-162	99	31	:	:	PUNCT
ctmj-162	99	32	feature	feature	NOUN
ctmj-162	99	33	maps	map	NOUN
ctmj-162	99	34	are	be	AUX
ctmj-162	99	35	produced	produce	VERB
ctmj-162	99	36	by	by	ADP
ctmj-162	99	37	the	the	DET
ctmj-162	99	38	final	final	ADJ
ctmj-162	99	39	convolutional	convolutional	ADJ
ctmj-162	99	40	layer	layer	NOUN
ctmj-162	99	41	of	of	ADP
ctmj-162	99	42	the	the	DET
ctmj-162	99	43	feature	feature	NOUN
ctmj-162	99	44	extractor	extractor	NOUN
ctmj-162	99	45	and	and	CCONJ
ctmj-162	99	46	are	be	AUX
ctmj-162	99	47	subsequently	subsequently	ADV
ctmj-162	99	48	weighted	weight	VERB
ctmj-162	99	49	based	base	VERB
ctmj-162	99	50	on	on	ADP
ctmj-162	99	51	their	their	PRON
ctmj-162	99	52	significance	significance	NOUN
ctmj-162	99	53	for	for	ADP
ctmj-162	99	54	the	the	DET
ctmj-162	99	55	classification	classification	NOUN
ctmj-162	99	56	:	:	PUNCT
ctmj-162	99	57	𝐴𝑐(𝑥	𝐴𝑐(𝑥	ADJ
ctmj-162	99	58	,	,	PUNCT
ctmj-162	99	59	𝑦	𝑦	NOUN
ctmj-162	99	60	)	)	PUNCT
ctmj-162	99	61	=	=	PUNCT
ctmj-162	100	1	∑	∑	PUNCT
ctmj-162	100	2	 	 	SPACE
ctmj-162	100	3	𝑘	𝑘	PROPN
ctmj-162	100	4	𝑤𝑘	𝑤𝑘	ADJ
ctmj-162	100	5	𝑐𝑓𝑘(𝑥	𝑐𝑓𝑘(𝑥	PROPN
ctmj-162	100	6	,	,	PUNCT
ctmj-162	100	7	𝑦	𝑦	NOUN
ctmj-162	100	8	)	)	PUNCT
ctmj-162	100	9	(	(	PUNCT
ctmj-162	100	10	11	11	NUM
ctmj-162	100	11	)	)	PUNCT
ctmj-162	100	12	where	where	SCONJ
ctmj-162	100	13	𝑓𝑘(𝑥	𝑓𝑘(𝑥	ADP
ctmj-162	100	14	,	,	PUNCT
ctmj-162	100	15	𝑦	𝑦	X
ctmj-162	100	16	)	)	PUNCT
ctmj-162	100	17	is	be	AUX
ctmj-162	100	18	the	the	DET
ctmj-162	100	19	activation	activation	NOUN
ctmj-162	100	20	of	of	ADP
ctmj-162	100	21	the	the	DET
ctmj-162	100	22	𝑘-th	𝑘-th	PROPN
ctmj-162	100	23	feature	feature	NOUN
ctmj-162	100	24	map	map	NOUN
ctmj-162	100	25	at	at	ADP
ctmj-162	100	26	spatial	spatial	ADJ
ctmj-162	100	27	location	location	NOUN
ctmj-162	100	28	(	(	PUNCT
ctmj-162	100	29	𝑥	𝑥	NOUN
ctmj-162	100	30	,	,	PUNCT
ctmj-162	100	31	𝑦	𝑦	NOUN
ctmj-162	100	32	)	)	PUNCT
ctmj-162	100	33	,	,	PUNCT
ctmj-162	100	34	and	and	CCONJ
ctmj-162	100	35	𝑤𝑘	𝑤𝑘	ADP
ctmj-162	100	36	𝑐	𝑐	NOUN
ctmj-162	100	37	is	be	AUX
ctmj-162	100	38	the	the	DET
ctmj-162	100	39	weight	weight	NOUN
ctmj-162	100	40	associated	associate	VERB
ctmj-162	100	41	with	with	ADP
ctmj-162	100	42	class	class	NOUN
ctmj-162	100	43	𝑐.	𝑐.	NOUN
ctmj-162	100	44	heatmap	heatmap	PROPN
ctmj-162	100	45	development	development	NOUN
ctmj-162	100	46	:	:	PUNCT
ctmj-162	100	47	the	the	DET
ctmj-162	100	48	class	class	NOUN
ctmj-162	100	49	activation	activation	NOUN
ctmj-162	100	50	map	map	NOUN
ctmj-162	100	51	is	be	AUX
ctmj-162	100	52	generated	generate	VERB
ctmj-162	100	53	by	by	ADP
ctmj-162	100	54	adding	add	VERB
ctmj-162	100	55	the	the	DET
ctmj-162	100	56	weighted	weight	VERB
ctmj-162	100	57	activations	activation	NOUN
ctmj-162	100	58	together	together	ADV
ctmj-162	100	59	.	.	PUNCT
ctmj-162	101	1	this	this	DET
ctmj-162	101	2	map	map	NOUN
ctmj-162	101	3	is	be	AUX
ctmj-162	101	4	then	then	ADV
ctmj-162	101	5	superimposed	superimpose	VERB
ctmj-162	101	6	on	on	ADP
ctmj-162	101	7	the	the	DET
ctmj-162	101	8	input	input	NOUN
ctmj-162	101	9	image	image	NOUN
ctmj-162	101	10	to	to	PART
ctmj-162	101	11	create	create	VERB
ctmj-162	101	12	a	a	DET
ctmj-162	101	13	heatmap	heatmap	NOUN
ctmj-162	101	14	that	that	PRON
ctmj-162	101	15	shows	show	VERB
ctmj-162	101	16	the	the	DET
ctmj-162	101	17	important	important	ADJ
ctmj-162	101	18	areas	area	NOUN
ctmj-162	101	19	of	of	ADP
ctmj-162	101	20	the	the	DET
ctmj-162	101	21	picture	picture	NOUN
ctmj-162	101	22	that	that	PRON
ctmj-162	101	23	are	be	AUX
ctmj-162	101	24	utilised	utilise	VERB
ctmj-162	101	25	for	for	ADP
ctmj-162	101	26	diagnosis	diagnosis	NOUN
ctmj-162	101	27	.	.	PUNCT
ctmj-162	102	1	3.6	3.6	NUM
ctmj-162	102	2	.	.	PUNCT
ctmj-162	103	1	addressing	address	VERB
ctmj-162	103	2	data	datum	NOUN
ctmj-162	103	3	imbalance	imbalance	NOUN
ctmj-162	103	4	:	:	PUNCT
ctmj-162	103	5	synthetic	synthetic	ADJ
ctmj-162	103	6	oversampling	oversampling	ADJ
ctmj-162	103	7	techniques	technique	NOUN
ctmj-162	103	8	the	the	DET
ctmj-162	103	9	synthetic	synthetic	ADJ
ctmj-162	103	10	minority	minority	NOUN
ctmj-162	103	11	over	over	ADP
ctmj-162	103	12	-	-	PUNCT
ctmj-162	103	13	sampling	sample	VERB
ctmj-162	103	14	technique	technique	NOUN
ctmj-162	103	15	(	(	PUNCT
ctmj-162	103	16	smote	smote	NOUN
ctmj-162	103	17	)	)	PUNCT
ctmj-162	103	18	is	be	AUX
ctmj-162	103	19	used	use	VERB
ctmj-162	103	20	to	to	PART
ctmj-162	103	21	address	address	VERB
ctmj-162	103	22	the	the	DET
ctmj-162	103	23	problem	problem	NOUN
ctmj-162	103	24	of	of	ADP
ctmj-162	103	25	imbalanced	imbalanced	ADJ
ctmj-162	103	26	datasets	dataset	NOUN
ctmj-162	103	27	,	,	PUNCT
ctmj-162	103	28	where	where	SCONJ
ctmj-162	103	29	specific	specific	ADJ
ctmj-162	103	30	classifications	classification	NOUN
ctmj-162	103	31	of	of	ADP
ctmj-162	103	32	skin	skin	NOUN
ctmj-162	103	33	diseases	disease	NOUN
ctmj-162	103	34	are	be	AUX
ctmj-162	103	35	ctmj	ctmj	NOUN
ctmj-162	103	36	|	|	ADV
ctmj-162	103	37	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-162	103	38	chinese	chinese	ADJ
ctmj-162	103	39	traditional	traditional	ADJ
ctmj-162	103	40	medicine	medicine	NOUN
ctmj-162	103	41	journal	journal	NOUN
ctmj-162	103	42	|	|	ADV
ctmj-162	103	43	2024	2024	NUM
ctmj-162	104	1	|	|	NOUN
ctmj-162	104	2	vol7	vol7	NOUN
ctmj-162	104	3	|issue3	|issue3	PUNCT
ctmj-162	104	4	11	11	NUM
ctmj-162	104	5	under	under	ADV
ctmj-162	104	6	-	-	PUNCT
ctmj-162	104	7	represented	represent	VERB
ctmj-162	104	8	.	.	PUNCT
ctmj-162	105	1	by	by	ADP
ctmj-162	105	2	generating	generate	VERB
ctmj-162	105	3	synthetic	synthetic	ADJ
ctmj-162	105	4	samples	sample	NOUN
ctmj-162	105	5	through	through	ADP
ctmj-162	105	6	interpolation	interpolation	NOUN
ctmj-162	105	7	between	between	ADP
ctmj-162	105	8	preexisting	preexist	VERB
ctmj-162	105	9	minority	minority	NOUN
ctmj-162	105	10	class	class	NOUN
ctmj-162	105	11	samples	sample	NOUN
ctmj-162	105	12	,	,	PUNCT
ctmj-162	105	13	smote	smote	NOUN
ctmj-162	105	14	produces	produce	VERB
ctmj-162	105	15	:	:	PUNCT
ctmj-162	105	16	𝑥new	𝑥new	ADJ
ctmj-162	105	17	=	=	PUNCT
ctmj-162	105	18	𝑥𝑖	𝑥𝑖	PROPN
ctmj-162	105	19	+	+	CCONJ
ctmj-162	105	20	𝜆(𝑥𝑗	𝜆(𝑥𝑗	PROPN
ctmj-162	105	21	−	−	NUM
ctmj-162	105	22	𝑥𝑖	𝑥𝑖	NOUN
ctmj-162	105	23	)	)	PUNCT
ctmj-162	105	24	(	(	PUNCT
ctmj-162	105	25	12	12	NUM
ctmj-162	105	26	)	)	PUNCT
ctmj-162	105	27	where	where	SCONJ
ctmj-162	105	28	𝑥𝑖	𝑥𝑖	PRON
ctmj-162	105	29	and	and	CCONJ
ctmj-162	105	30	𝑥𝑗	𝑥𝑗	PROPN
ctmj-162	105	31	are	be	AUX
ctmj-162	105	32	samples	sample	NOUN
ctmj-162	105	33	from	from	ADP
ctmj-162	105	34	the	the	DET
ctmj-162	105	35	minority	minority	NOUN
ctmj-162	105	36	class	class	NOUN
ctmj-162	105	37	,	,	PUNCT
ctmj-162	105	38	and	and	CCONJ
ctmj-162	105	39	𝜆	𝜆	PRON
ctmj-162	105	40	is	be	AUX
ctmj-162	105	41	a	a	DET
ctmj-162	105	42	random	random	ADJ
ctmj-162	105	43	value	value	NOUN
ctmj-162	105	44	between	between	ADP
ctmj-162	105	45	0	0	NUM
ctmj-162	105	46	and	and	CCONJ
ctmj-162	105	47	1	1	NUM
ctmj-162	105	48	.	.	PUNCT
ctmj-162	105	49	by	by	ADP
ctmj-162	105	50	increasing	increase	VERB
ctmj-162	105	51	the	the	DET
ctmj-162	105	52	representation	representation	NOUN
ctmj-162	105	53	of	of	ADP
ctmj-162	105	54	minority	minority	NOUN
ctmj-162	105	55	classes	class	NOUN
ctmj-162	105	56	,	,	PUNCT
ctmj-162	105	57	this	this	DET
ctmj-162	105	58	method	method	NOUN
ctmj-162	105	59	improves	improve	VERB
ctmj-162	105	60	the	the	DET
ctmj-162	105	61	generalisation	generalisation	NOUN
ctmj-162	105	62	of	of	ADP
ctmj-162	105	63	the	the	DET
ctmj-162	105	64	knn	knn	PROPN
ctmj-162	105	65	model	model	NOUN
ctmj-162	105	66	across	across	ADP
ctmj-162	105	67	all	all	DET
ctmj-162	105	68	categories	category	NOUN
ctmj-162	105	69	of	of	ADP
ctmj-162	105	70	skin	skin	NOUN
ctmj-162	105	71	diseases	disease	NOUN
ctmj-162	105	72	.	.	PUNCT
ctmj-162	106	1	3.7	3.7	NUM
ctmj-162	106	2	.	.	PUNCT
ctmj-162	107	1	clinical	clinical	ADJ
ctmj-162	107	2	data	datum	NOUN
ctmj-162	107	3	integration	integration	NOUN
ctmj-162	107	4	alongside	alongside	ADP
ctmj-162	107	5	image	image	NOUN
ctmj-162	107	6	-	-	PUNCT
ctmj-162	107	7	based	base	VERB
ctmj-162	107	8	features	feature	NOUN
ctmj-162	107	9	,	,	PUNCT
ctmj-162	107	10	clinical	clinical	ADJ
ctmj-162	107	11	metadata	metadata	NOUN
ctmj-162	107	12	𝐶	𝐶	PROPN
ctmj-162	107	13	(	(	PUNCT
ctmj-162	107	14	such	such	ADJ
ctmj-162	107	15	as	as	ADP
ctmj-162	107	16	symptoms	symptom	NOUN
ctmj-162	107	17	,	,	PUNCT
ctmj-162	107	18	patient	patient	ADJ
ctmj-162	107	19	history	history	NOUN
ctmj-162	107	20	,	,	PUNCT
ctmj-162	107	21	and	and	CCONJ
ctmj-162	107	22	demographics	demographic	NOUN
ctmj-162	107	23	)	)	PUNCT
ctmj-162	107	24	is	be	AUX
ctmj-162	107	25	integrated	integrate	VERB
ctmj-162	107	26	into	into	ADP
ctmj-162	107	27	the	the	DET
ctmj-162	107	28	model	model	NOUN
ctmj-162	107	29	.	.	PUNCT
ctmj-162	108	1	this	this	DET
ctmj-162	108	2	multi	multi	ADJ
ctmj-162	108	3	-	-	ADJ
ctmj-162	108	4	modal	modal	ADJ
ctmj-162	108	5	approach	approach	NOUN
ctmj-162	108	6	ensures	ensure	VERB
ctmj-162	108	7	that	that	SCONJ
ctmj-162	108	8	both	both	PRON
ctmj-162	108	9	visual	visual	ADJ
ctmj-162	108	10	features	feature	NOUN
ctmj-162	108	11	and	and	CCONJ
ctmj-162	108	12	clinical	clinical	ADJ
ctmj-162	108	13	data	datum	NOUN
ctmj-162	108	14	are	be	AUX
ctmj-162	108	15	considered	consider	VERB
ctmj-162	108	16	in	in	ADP
ctmj-162	108	17	the	the	DET
ctmj-162	108	18	final	final	ADJ
ctmj-162	108	19	classification	classification	NOUN
ctmj-162	108	20	,	,	PUNCT
ctmj-162	108	21	improving	improve	VERB
ctmj-162	108	22	diagnostic	diagnostic	ADJ
ctmj-162	108	23	accuracy	accuracy	NOUN
ctmj-162	108	24	.	.	PUNCT
ctmj-162	109	1	the	the	DET
ctmj-162	109	2	combined	combine	VERB
ctmj-162	109	3	feature	feature	NOUN
ctmj-162	109	4	set	set	NOUN
ctmj-162	109	5	is	be	AUX
ctmj-162	109	6	represented	represent	VERB
ctmj-162	109	7	as	as	ADP
ctmj-162	109	8	:	:	PUNCT
ctmj-162	109	9	𝐹	𝐹	PROPN
ctmj-162	109	10	=	=	SYM
ctmj-162	109	11	𝐹𝑖𝑚𝑔	𝐹𝑖𝑚𝑔	PROPN
ctmj-162	109	12	∪	∪	PROPN
ctmj-162	109	13	𝐶	𝐶	PROPN
ctmj-162	109	14	(	(	PUNCT
ctmj-162	109	15	13	13	NUM
ctmj-162	109	16	)	)	PUNCT
ctmj-162	109	17	where	where	SCONJ
ctmj-162	109	18	𝐹img	𝐹img	PROPN
ctmj-162	109	19	represents	represent	VERB
ctmj-162	109	20	the	the	DET
ctmj-162	109	21	image	image	NOUN
ctmj-162	109	22	features	feature	NOUN
ctmj-162	109	23	,	,	PUNCT
ctmj-162	109	24	and	and	CCONJ
ctmj-162	109	25	𝐶	𝐶	PROPN
ctmj-162	109	26	is	be	AUX
ctmj-162	109	27	the	the	DET
ctmj-162	109	28	clinical	clinical	ADJ
ctmj-162	109	29	data	datum	NOUN
ctmj-162	109	30	.	.	PUNCT
ctmj-162	110	1	3.8	3.8	NUM
ctmj-162	110	2	.	.	PUNCT
ctmj-162	111	1	skin	skin	NOUN
ctmj-162	111	2	disease	disease	NOUN
ctmj-162	111	3	classification	classification	NOUN
ctmj-162	111	4	and	and	CCONJ
ctmj-162	111	5	evaluation	evaluation	NOUN
ctmj-162	111	6	the	the	DET
ctmj-162	111	7	system	system	NOUN
ctmj-162	111	8	's	's	PART
ctmj-162	111	9	final	final	ADJ
ctmj-162	111	10	output	output	NOUN
ctmj-162	111	11	is	be	AUX
ctmj-162	111	12	the	the	DET
ctmj-162	111	13	input	input	NOUN
ctmj-162	111	14	image	image	NOUN
ctmj-162	111	15	's	's	PART
ctmj-162	111	16	classification	classification	NOUN
ctmj-162	111	17	into	into	ADP
ctmj-162	111	18	one	one	NUM
ctmj-162	111	19	of	of	ADP
ctmj-162	111	20	the	the	DET
ctmj-162	111	21	pre	pre	ADJ
ctmj-162	111	22	-	-	ADJ
ctmj-162	111	23	established	established	ADJ
ctmj-162	111	24	categories	category	NOUN
ctmj-162	111	25	for	for	ADP
ctmj-162	111	26	skin	skin	NOUN
ctmj-162	111	27	diseases	disease	NOUN
ctmj-162	111	28	.	.	PUNCT
ctmj-162	112	1	standard	standard	ADJ
ctmj-162	112	2	classification	classification	NOUN
ctmj-162	112	3	metrics	metric	NOUN
ctmj-162	112	4	,	,	PUNCT
ctmj-162	112	5	such	such	ADJ
ctmj-162	112	6	as	as	ADP
ctmj-162	112	7	accuracy	accuracy	NOUN
ctmj-162	112	8	,	,	PUNCT
ctmj-162	112	9	precision	precision	NOUN
ctmj-162	112	10	,	,	PUNCT
ctmj-162	112	11	recall	recall	NOUN
ctmj-162	112	12	,	,	PUNCT
ctmj-162	112	13	and	and	CCONJ
ctmj-162	112	14	f1	f1	NOUN
ctmj-162	112	15	-	-	PUNCT
ctmj-162	112	16	score	score	NOUN
ctmj-162	112	17	,	,	PUNCT
ctmj-162	112	18	are	be	AUX
ctmj-162	112	19	used	use	VERB
ctmj-162	112	20	to	to	PART
ctmj-162	112	21	assess	assess	VERB
ctmj-162	112	22	the	the	DET
ctmj-162	112	23	model	model	NOUN
ctmj-162	112	24	's	's	PART
ctmj-162	112	25	performance	performance	NOUN
ctmj-162	112	26	:	:	PUNCT
ctmj-162	112	27	accuracy	accuracy	NOUN
ctmj-162	112	28	:	:	PUNCT
ctmj-162	112	29	accuracy	accuracy	NOUN
ctmj-162	112	30	=	=	SYM
ctmj-162	112	31	𝑇𝑃+𝑇𝑁	𝑇𝑃+𝑇𝑁	X
ctmj-162	112	32	𝑇𝑃+𝑇𝑁+𝐹𝑃+𝐹𝑁	𝑇𝑃+𝑇𝑁+𝐹𝑃+𝐹𝑁	PUNCT
ctmj-162	112	33	(	(	PUNCT
ctmj-162	112	34	14	14	NUM
ctmj-162	112	35	)	)	PUNCT
ctmj-162	112	36	precision	precision	NOUN
ctmj-162	112	37	:	:	PUNCT
ctmj-162	112	38	precision	precision	NOUN
ctmj-162	112	39	=	=	SYM
ctmj-162	112	40	𝑇𝑃	𝑇𝑃	PROPN
ctmj-162	112	41	𝑇𝑃+𝐹𝑃	𝑇𝑃+𝐹𝑃	NUM
ctmj-162	112	42	(	(	PUNCT
ctmj-162	112	43	15	15	NUM
ctmj-162	112	44	)	)	PUNCT
ctmj-162	112	45	recall	recall	NOUN
ctmj-162	112	46	:	:	PUNCT
ctmj-162	112	47	recall	recall	PROPN
ctmj-162	112	48	=	=	SYM
ctmj-162	112	49	𝑇𝑃	𝑇𝑃	NOUN
ctmj-162	112	50	𝑇𝑃+𝐹𝑁	𝑇𝑃+𝐹𝑁	NOUN
ctmj-162	112	51	(	(	PUNCT
ctmj-162	112	52	16	16	NUM
ctmj-162	112	53	)	)	PUNCT
ctmj-162	112	54	f1	f1	NOUN
ctmj-162	112	55	-	-	PUNCT
ctmj-162	112	56	score	score	NOUN
ctmj-162	112	57	:	:	PUNCT
ctmj-162	112	58	𝐹1	𝐹1	PROPN
ctmj-162	112	59	=	=	SYM
ctmj-162	112	60	2	2	NUM
ctmj-162	112	61	⋅	⋅	PROPN
ctmj-162	112	62	precision	precision	NOUN
ctmj-162	112	63	⋅	⋅	PROPN
ctmj-162	112	64	recall	recall	PROPN
ctmj-162	112	65	precision	precision	NOUN
ctmj-162	112	66	+	+	CCONJ
ctmj-162	112	67	recall	recall	NOUN
ctmj-162	112	68	(	(	PUNCT
ctmj-162	112	69	17	17	NUM
ctmj-162	112	70	)	)	PUNCT
ctmj-162	112	71	where	where	SCONJ
ctmj-162	112	72	𝑇𝑃	𝑇𝑃	PROPN
ctmj-162	112	73	,	,	PUNCT
ctmj-162	112	74	𝑇𝑁	𝑇𝑁	PROPN
ctmj-162	112	75	,	,	PUNCT
ctmj-162	112	76	𝐹𝑃	𝐹𝑃	PROPN
ctmj-162	112	77	,	,	PUNCT
ctmj-162	112	78	and	and	CCONJ
ctmj-162	112	79	𝐹𝑁	𝐹𝑁	PROPN
ctmj-162	112	80	represent	represent	VERB
ctmj-162	112	81	true	true	ADJ
ctmj-162	112	82	positives	positive	NOUN
ctmj-162	112	83	,	,	PUNCT
ctmj-162	112	84	true	true	ADJ
ctmj-162	112	85	negatives	negative	NOUN
ctmj-162	112	86	,	,	PUNCT
ctmj-162	112	87	false	false	ADJ
ctmj-162	112	88	positives	positive	NOUN
ctmj-162	112	89	,	,	PUNCT
ctmj-162	112	90	and	and	CCONJ
ctmj-162	112	91	false	false	ADJ
ctmj-162	112	92	negatives	negative	NOUN
ctmj-162	112	93	,	,	PUNCT
ctmj-162	112	94	respectively	respectively	ADV
ctmj-162	112	95	.	.	PUNCT
ctmj-162	113	1	through	through	ADP
ctmj-162	113	2	the	the	DET
ctmj-162	113	3	cam	cam	NOUN
ctmj-162	113	4	heatmaps	heatmap	NOUN
ctmj-162	113	5	,	,	PUNCT
ctmj-162	113	6	the	the	DET
ctmj-162	113	7	system	system	NOUN
ctmj-162	113	8	ensures	ensure	VERB
ctmj-162	113	9	that	that	SCONJ
ctmj-162	113	10	a	a	DET
ctmj-162	113	11	diagnosis	diagnosis	NOUN
ctmj-162	113	12	is	be	AUX
ctmj-162	113	13	comprehensible	comprehensible	ADJ
ctmj-162	113	14	for	for	ADP
ctmj-162	113	15	physicians	physician	NOUN
ctmj-162	113	16	,	,	PUNCT
ctmj-162	113	17	giving	give	VERB
ctmj-162	113	18	them	they	PRON
ctmj-162	113	19	confidence	confidence	NOUN
ctmj-162	113	20	in	in	ADP
ctmj-162	113	21	the	the	DET
ctmj-162	113	22	outcomes	outcome	NOUN
ctmj-162	113	23	and	and	CCONJ
ctmj-162	113	24	insight	insight	NOUN
ctmj-162	113	25	into	into	ADP
ctmj-162	113	26	the	the	DET
ctmj-162	113	27	model	model	NOUN
ctmj-162	113	28	's	's	PART
ctmj-162	113	29	decision	decision	NOUN
ctmj-162	113	30	-	-	PUNCT
ctmj-162	113	31	making	make	VERB
ctmj-162	113	32	process	process	NOUN
ctmj-162	113	33	.	.	PUNCT
ctmj-162	114	1	ctmj	ctmj	NOUN
ctmj-162	115	1	|	|	ADV
ctmj-162	115	2	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-162	115	3	chinese	chinese	ADJ
ctmj-162	115	4	traditional	traditional	ADJ
ctmj-162	115	5	medicine	medicine	NOUN
ctmj-162	115	6	journal	journal	NOUN
ctmj-162	115	7	|	|	ADV
ctmj-162	115	8	2024	2024	NUM
ctmj-162	115	9	|	|	NOUN
ctmj-162	115	10	vol7	vol7	NOUN
ctmj-162	115	11	|issue3	|issue3	PUNCT
ctmj-162	115	12	12	12	NUM
ctmj-162	115	13	figure	figure	NOUN
ctmj-162	115	14	1	1	NUM
ctmj-162	115	15	:	:	PUNCT
ctmj-162	115	16	accurate	accurate	ADJ
ctmj-162	115	17	skin	skin	NOUN
ctmj-162	115	18	disease	disease	NOUN
ctmj-162	115	19	detection	detection	NOUN
ctmj-162	115	20	using	use	VERB
ctmj-162	115	21	k	k	NOUN
ctmj-162	115	22	-	-	PUNCT
ctmj-162	115	23	nearest	near	ADJ
ctmj-162	115	24	neighbors	neighbor	NOUN
ctmj-162	115	25	and	and	CCONJ
ctmj-162	115	26	cam	cam	VERB
ctmj-162	115	27	in	in	ADP
ctmj-162	115	28	iomtenabled	iomtenable	VERB
ctmj-162	115	29	diagnostic	diagnostic	ADJ
ctmj-162	115	30	solutions	solution	NOUN
ctmj-162	115	31	.	.	PUNCT
ctmj-162	116	1	the	the	DET
ctmj-162	116	2	flow	flow	NOUN
ctmj-162	116	3	of	of	ADP
ctmj-162	116	4	the	the	DET
ctmj-162	116	5	suggested	suggest	VERB
ctmj-162	116	6	system	system	NOUN
ctmj-162	116	7	for	for	ADP
ctmj-162	116	8	detecting	detect	VERB
ctmj-162	116	9	skin	skin	NOUN
ctmj-162	116	10	diseases	disease	NOUN
ctmj-162	116	11	is	be	AUX
ctmj-162	116	12	shown	show	VERB
ctmj-162	116	13	in	in	ADP
ctmj-162	116	14	figure	figure	NOUN
ctmj-162	116	15	1	1	NUM
ctmj-162	116	16	.	.	PUNCT
ctmj-162	117	1	iomt	iomt	ADJ
ctmj-162	117	2	image	image	NOUN
ctmj-162	117	3	acquisition	acquisition	NOUN
ctmj-162	117	4	is	be	AUX
ctmj-162	117	5	the	the	DET
ctmj-162	117	6	first	first	ADJ
ctmj-162	117	7	step	step	NOUN
ctmj-162	117	8	,	,	PUNCT
ctmj-162	117	9	in	in	ADP
ctmj-162	117	10	which	which	PRON
ctmj-162	117	11	linked	link	VERB
ctmj-162	117	12	devices	device	NOUN
ctmj-162	117	13	are	be	AUX
ctmj-162	117	14	used	use	VERB
ctmj-162	117	15	to	to	PART
ctmj-162	117	16	take	take	VERB
ctmj-162	117	17	skin	skin	NOUN
ctmj-162	117	18	images	image	NOUN
ctmj-162	117	19	.	.	PUNCT
ctmj-162	118	1	these	these	DET
ctmj-162	118	2	pictures	picture	NOUN
ctmj-162	118	3	undergo	undergo	VERB
ctmj-162	118	4	preprocessing	preprocessing	NOUN
ctmj-162	118	5	,	,	PUNCT
ctmj-162	118	6	which	which	PRON
ctmj-162	118	7	includes	include	VERB
ctmj-162	118	8	scaling	scaling	NOUN
ctmj-162	118	9	,	,	PUNCT
ctmj-162	118	10	noise	noise	NOUN
ctmj-162	118	11	reduction	reduction	NOUN
ctmj-162	118	12	,	,	PUNCT
ctmj-162	118	13	and	and	CCONJ
ctmj-162	118	14	contrast	contrast	NOUN
ctmj-162	118	15	enhancement	enhancement	NOUN
ctmj-162	118	16	.	.	PUNCT
ctmj-162	119	1	the	the	DET
ctmj-162	119	2	lesions	lesion	NOUN
ctmj-162	119	3	are	be	AUX
ctmj-162	119	4	then	then	ADV
ctmj-162	119	5	separated	separate	VERB
ctmj-162	119	6	using	use	VERB
ctmj-162	119	7	df	df	PROPN
ctmj-162	119	8	-	-	PUNCT
ctmj-162	119	9	u	u	NOUN
ctmj-162	119	10	-	-	ADJ
ctmj-162	119	11	net	net	ADJ
ctmj-162	119	12	segmentation	segmentation	NOUN
ctmj-162	119	13	.	.	PUNCT
ctmj-162	120	1	texture	texture	NOUN
ctmj-162	120	2	and	and	CCONJ
ctmj-162	120	3	morphological	morphological	ADJ
ctmj-162	120	4	features	feature	NOUN
ctmj-162	120	5	are	be	AUX
ctmj-162	120	6	recovered	recover	VERB
ctmj-162	120	7	from	from	ADP
ctmj-162	120	8	the	the	DET
ctmj-162	120	9	segmented	segment	VERB
ctmj-162	120	10	images	image	NOUN
ctmj-162	120	11	using	use	VERB
ctmj-162	120	12	feature	feature	NOUN
ctmj-162	120	13	extraction	extraction	NOUN
ctmj-162	120	14	.	.	PUNCT
ctmj-162	121	1	these	these	DET
ctmj-162	121	2	features	feature	NOUN
ctmj-162	121	3	are	be	AUX
ctmj-162	121	4	then	then	ADV
ctmj-162	121	5	used	use	VERB
ctmj-162	121	6	by	by	ADP
ctmj-162	121	7	the	the	DET
ctmj-162	121	8	k	k	PROPN
ctmj-162	121	9	-	-	PUNCT
ctmj-162	121	10	nearest	near	ADJ
ctmj-162	121	11	neighbours	neighbour	NOUN
ctmj-162	121	12	(	(	PUNCT
ctmj-162	121	13	knn	knn	NOUN
ctmj-162	121	14	)	)	PUNCT
ctmj-162	121	15	classification	classification	NOUN
ctmj-162	121	16	algorithm	algorithm	NOUN
ctmj-162	121	17	to	to	PART
ctmj-162	121	18	categorise	categorise	VERB
ctmj-162	121	19	the	the	DET
ctmj-162	121	20	skin	skin	NOUN
ctmj-162	121	21	condition	condition	NOUN
ctmj-162	121	22	.	.	PUNCT
ctmj-162	122	1	heatmaps	heatmap	NOUN
ctmj-162	122	2	indicating	indicate	VERB
ctmj-162	122	3	significant	significant	ADJ
ctmj-162	122	4	regions	region	NOUN
ctmj-162	122	5	are	be	AUX
ctmj-162	122	6	produced	produce	VERB
ctmj-162	122	7	by	by	ADP
ctmj-162	122	8	class	class	NOUN
ctmj-162	122	9	activation	activation	NOUN
ctmj-162	122	10	mapping	mapping	NOUN
ctmj-162	122	11	(	(	PUNCT
ctmj-162	122	12	cam	cam	PROPN
ctmj-162	122	13	)	)	PUNCT
ctmj-162	122	14	,	,	PUNCT
ctmj-162	122	15	which	which	PRON
ctmj-162	122	16	ctmj	ctmj	VERB
ctmj-162	122	17	|	|	ADV
ctmj-162	122	18	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-162	122	19	chinese	chinese	ADJ
ctmj-162	122	20	traditional	traditional	ADJ
ctmj-162	122	21	medicine	medicine	NOUN
ctmj-162	122	22	journal	journal	NOUN
ctmj-162	122	23	|	|	ADV
ctmj-162	122	24	2024	2024	NUM
ctmj-162	122	25	|	|	NOUN
ctmj-162	122	26	vol7	vol7	NOUN
ctmj-162	122	27	|issue3	|issue3	PUNCT
ctmj-162	123	1	13	13	NUM
ctmj-162	123	2	improves	improve	VERB
ctmj-162	123	3	interpretability	interpretability	NOUN
ctmj-162	123	4	.	.	PUNCT
ctmj-162	124	1	smote	smote	NOUN
ctmj-162	124	2	is	be	AUX
ctmj-162	124	3	also	also	ADV
ctmj-162	124	4	used	use	VERB
ctmj-162	124	5	by	by	ADP
ctmj-162	124	6	the	the	DET
ctmj-162	124	7	system	system	NOUN
ctmj-162	124	8	to	to	PART
ctmj-162	124	9	handle	handle	VERB
ctmj-162	124	10	data	datum	NOUN
ctmj-162	124	11	imbalance	imbalance	NOUN
ctmj-162	124	12	.	.	PUNCT
ctmj-162	125	1	ultimately	ultimately	ADV
ctmj-162	125	2	,	,	PUNCT
ctmj-162	125	3	the	the	DET
ctmj-162	125	4	approach	approach	NOUN
ctmj-162	125	5	produces	produce	VERB
ctmj-162	125	6	a	a	DET
ctmj-162	125	7	visual	visual	ADJ
ctmj-162	125	8	description	description	NOUN
ctmj-162	125	9	and	and	CCONJ
ctmj-162	125	10	a	a	DET
ctmj-162	125	11	precise	precise	ADJ
ctmj-162	125	12	classification	classification	NOUN
ctmj-162	125	13	of	of	ADP
ctmj-162	125	14	skin	skin	NOUN
ctmj-162	125	15	diseases	disease	NOUN
ctmj-162	125	16	.	.	PUNCT
ctmj-162	126	1	4	4	X
ctmj-162	126	2	.	.	NOUN
ctmj-162	126	3	result	result	NOUN
ctmj-162	126	4	and	and	CCONJ
ctmj-162	126	5	discussion	discussion	NOUN
ctmj-162	126	6	k	k	NOUN
ctmj-162	126	7	-	-	PUNCT
ctmj-162	126	8	nearest	near	ADJ
ctmj-162	126	9	neighbours	neighbour	NOUN
ctmj-162	126	10	(	(	PUNCT
ctmj-162	126	11	knn	knn	PROPN
ctmj-162	126	12	)	)	PUNCT
ctmj-162	126	13	and	and	CCONJ
ctmj-162	126	14	class	class	NOUN
ctmj-162	126	15	activation	activation	NOUN
ctmj-162	126	16	mapping	mapping	NOUN
ctmj-162	126	17	(	(	PUNCT
ctmj-162	126	18	cam	cam	PROPN
ctmj-162	126	19	)	)	PUNCT
ctmj-162	126	20	are	be	AUX
ctmj-162	126	21	combined	combine	VERB
ctmj-162	126	22	in	in	ADP
ctmj-162	126	23	the	the	DET
ctmj-162	126	24	proposed	propose	VERB
ctmj-162	126	25	iomt	iomt	NOUN
ctmj-162	126	26	-	-	PUNCT
ctmj-162	126	27	enabled	enable	VERB
ctmj-162	126	28	skin	skin	NOUN
ctmj-162	126	29	disease	disease	NOUN
ctmj-162	126	30	diagnosis	diagnosis	NOUN
ctmj-162	126	31	system	system	NOUN
ctmj-162	126	32	to	to	PART
ctmj-162	126	33	obtain	obtain	VERB
ctmj-162	126	34	higher	high	ADJ
ctmj-162	126	35	accuracy	accuracy	NOUN
ctmj-162	126	36	and	and	CCONJ
ctmj-162	126	37	interpretability	interpretability	NOUN
ctmj-162	126	38	.	.	PUNCT
ctmj-162	127	1	preprocessing	preprocesse	VERB
ctmj-162	127	2	methods	method	NOUN
ctmj-162	127	3	that	that	PRON
ctmj-162	127	4	greatly	greatly	ADV
ctmj-162	127	5	improve	improve	VERB
ctmj-162	127	6	image	image	NOUN
ctmj-162	127	7	quality	quality	NOUN
ctmj-162	127	8	and	and	CCONJ
ctmj-162	127	9	enable	enable	VERB
ctmj-162	127	10	more	more	ADV
ctmj-162	127	11	accurate	accurate	ADJ
ctmj-162	127	12	analysis	analysis	NOUN
ctmj-162	127	13	include	include	VERB
ctmj-162	127	14	dfu	dfu	VERB
ctmj-162	127	15	-	-	PUNCT
ctmj-162	127	16	net	net	ADJ
ctmj-162	127	17	segmentation	segmentation	NOUN
ctmj-162	127	18	and	and	CCONJ
ctmj-162	127	19	clahe	clahe	NOUN
ctmj-162	127	20	for	for	ADP
ctmj-162	127	21	contrast	contrast	NOUN
ctmj-162	127	22	enhancement	enhancement	NOUN
ctmj-162	127	23	.	.	PUNCT
ctmj-162	128	1	essential	essential	ADJ
ctmj-162	128	2	texture	texture	NOUN
ctmj-162	128	3	features	feature	NOUN
ctmj-162	128	4	are	be	AUX
ctmj-162	128	5	extracted	extract	VERB
ctmj-162	128	6	with	with	ADP
ctmj-162	128	7	the	the	DET
ctmj-162	128	8	help	help	NOUN
ctmj-162	128	9	of	of	ADP
ctmj-162	128	10	the	the	DET
ctmj-162	128	11	gray	gray	ADJ
ctmj-162	128	12	-	-	PUNCT
ctmj-162	128	13	level	level	NOUN
ctmj-162	128	14	co	co	NOUN
ctmj-162	128	15	-	-	NOUN
ctmj-162	128	16	occurrence	occurrence	ADJ
ctmj-162	128	17	matrix	matrix	NOUN
ctmj-162	128	18	(	(	PUNCT
ctmj-162	128	19	glcm	glcm	PROPN
ctmj-162	128	20	)	)	PUNCT
ctmj-162	128	21	,	,	PUNCT
ctmj-162	128	22	and	and	CCONJ
ctmj-162	128	23	these	these	DET
ctmj-162	128	24	features	feature	NOUN
ctmj-162	128	25	are	be	AUX
ctmj-162	128	26	critical	critical	ADJ
ctmj-162	128	27	to	to	ADP
ctmj-162	128	28	the	the	DET
ctmj-162	128	29	knnbased	knnbase	VERB
ctmj-162	128	30	classification	classification	NOUN
ctmj-162	128	31	of	of	ADP
ctmj-162	128	32	skin	skin	NOUN
ctmj-162	128	33	diseases	disease	NOUN
ctmj-162	128	34	.	.	PUNCT
ctmj-162	129	1	in	in	ADP
ctmj-162	129	2	order	order	NOUN
ctmj-162	129	3	to	to	PART
ctmj-162	129	4	balance	balance	VERB
ctmj-162	129	5	bias	bias	NOUN
ctmj-162	129	6	and	and	CCONJ
ctmj-162	129	7	variance	variance	NOUN
ctmj-162	129	8	and	and	CCONJ
ctmj-162	129	9	improve	improve	VERB
ctmj-162	129	10	the	the	DET
ctmj-162	129	11	model	model	NOUN
ctmj-162	129	12	's	's	PART
ctmj-162	129	13	performance	performance	NOUN
ctmj-162	129	14	on	on	ADP
ctmj-162	129	15	minority	minority	NOUN
ctmj-162	129	16	skin	skin	NOUN
ctmj-162	129	17	disease	disease	NOUN
ctmj-162	129	18	classes	class	NOUN
ctmj-162	129	19	,	,	PUNCT
ctmj-162	129	20	smote	smote	VERB
ctmj-162	129	21	resolves	resolve	NOUN
ctmj-162	129	22	data	datum	NOUN
ctmj-162	129	23	imbalance	imbalance	NOUN
ctmj-162	129	24	,	,	PUNCT
ctmj-162	129	25	while	while	SCONJ
ctmj-162	129	26	cross	cross	ADJ
ctmj-162	129	27	-	-	ADJ
ctmj-162	129	28	validation	validation	ADJ
ctmj-162	129	29	guarantees	guarantee	VERB
ctmj-162	129	30	the	the	DET
ctmj-162	129	31	selection	selection	NOUN
ctmj-162	129	32	of	of	ADP
ctmj-162	129	33	the	the	DET
ctmj-162	129	34	ideal	ideal	ADJ
ctmj-162	129	35	k	k	NOUN
ctmj-162	129	36	-	-	NOUN
ctmj-162	129	37	value	value	NOUN
ctmj-162	129	38	.	.	PUNCT
ctmj-162	130	1	class	class	NOUN
ctmj-162	130	2	activation	activation	NOUN
ctmj-162	130	3	mapping	mapping	NOUN
ctmj-162	130	4	(	(	PUNCT
ctmj-162	130	5	cam	cam	NOUN
ctmj-162	130	6	)	)	PUNCT
ctmj-162	130	7	produces	produce	VERB
ctmj-162	130	8	visual	visual	ADJ
ctmj-162	130	9	heatmaps	heatmap	NOUN
ctmj-162	130	10	that	that	PRON
ctmj-162	130	11	emphasise	emphasise	VERB
ctmj-162	130	12	important	important	ADJ
ctmj-162	130	13	regions	region	NOUN
ctmj-162	130	14	of	of	ADP
ctmj-162	130	15	the	the	DET
ctmj-162	130	16	image	image	NOUN
ctmj-162	130	17	that	that	PRON
ctmj-162	130	18	affect	affect	VERB
ctmj-162	130	19	the	the	DET
ctmj-162	130	20	classification	classification	NOUN
ctmj-162	130	21	,	,	PUNCT
ctmj-162	130	22	which	which	PRON
ctmj-162	130	23	improves	improve	VERB
ctmj-162	130	24	interpretability	interpretability	NOUN
ctmj-162	130	25	.	.	PUNCT
ctmj-162	131	1	with	with	ADP
ctmj-162	131	2	a	a	DET
ctmj-162	131	3	99.18	99.18	NUM
ctmj-162	131	4	%	%	NOUN
ctmj-162	131	5	accuracy	accuracy	NOUN
ctmj-162	131	6	,	,	PUNCT
ctmj-162	131	7	99.30	99.30	NUM
ctmj-162	131	8	%	%	NOUN
ctmj-162	131	9	sensitivity	sensitivity	NOUN
ctmj-162	131	10	,	,	PUNCT
ctmj-162	131	11	and	and	CCONJ
ctmj-162	131	12	99.16	99.16	NUM
ctmj-162	131	13	%	%	NOUN
ctmj-162	131	14	precision	precision	NOUN
ctmj-162	131	15	,	,	PUNCT
ctmj-162	131	16	the	the	DET
ctmj-162	131	17	system	system	NOUN
ctmj-162	131	18	outperformed	outperform	VERB
ctmj-162	131	19	other	other	ADJ
ctmj-162	131	20	approaches	approach	NOUN
ctmj-162	131	21	like	like	ADP
ctmj-162	131	22	xgboost	xgboost	ADV
ctmj-162	131	23	and	and	CCONJ
ctmj-162	131	24	eff_d_svm	eff_d_svm	VERB
ctmj-162	131	25	with	with	ADP
ctmj-162	131	26	remarkable	remarkable	ADJ
ctmj-162	131	27	results	result	NOUN
ctmj-162	131	28	.	.	PUNCT
ctmj-162	132	1	high	high	ADJ
ctmj-162	132	2	classification	classification	NOUN
ctmj-162	132	3	accuracy	accuracy	NOUN
ctmj-162	132	4	can	can	AUX
ctmj-162	132	5	only	only	ADV
ctmj-162	132	6	be	be	AUX
ctmj-162	132	7	achieved	achieve	VERB
ctmj-162	132	8	by	by	ADP
ctmj-162	132	9	include	include	VERB
ctmj-162	132	10	essential	essential	ADJ
ctmj-162	132	11	components	component	NOUN
ctmj-162	132	12	,	,	PUNCT
ctmj-162	132	13	including	include	VERB
ctmj-162	132	14	df	df	PROPN
ctmj-162	132	15	-	-	PUNCT
ctmj-162	132	16	u	u	NOUN
ctmj-162	132	17	-	-	ADJ
ctmj-162	132	18	net	net	ADJ
ctmj-162	132	19	segmentation	segmentation	NOUN
ctmj-162	132	20	and	and	CCONJ
ctmj-162	132	21	cam	cam	NOUN
ctmj-162	132	22	,	,	PUNCT
ctmj-162	132	23	whose	whose	DET
ctmj-162	132	24	removal	removal	NOUN
ctmj-162	132	25	results	result	VERB
ctmj-162	132	26	in	in	ADP
ctmj-162	132	27	significant	significant	ADJ
ctmj-162	132	28	performance	performance	NOUN
ctmj-162	132	29	decreases	decrease	VERB
ctmj-162	132	30	.	.	PUNCT
ctmj-162	133	1	this	this	PRON
ctmj-162	133	2	is	be	AUX
ctmj-162	133	3	demonstrated	demonstrate	VERB
ctmj-162	133	4	by	by	ADP
ctmj-162	133	5	the	the	DET
ctmj-162	133	6	ablation	ablation	NOUN
ctmj-162	133	7	study	study	NOUN
ctmj-162	133	8	.	.	PUNCT
ctmj-162	134	1	table	table	NOUN
ctmj-162	134	2	1	1	NUM
ctmj-162	134	3	:	:	PUNCT
ctmj-162	134	4	comparison	comparison	NOUN
ctmj-162	134	5	of	of	ADP
ctmj-162	134	6	the	the	DET
ctmj-162	134	7	proposed	propose	VERB
ctmj-162	134	8	knn	knn	PROPN
ctmj-162	135	1	+	+	CCONJ
ctmj-162	135	2	cam	cam	NOUN
ctmj-162	135	3	system	system	NOUN
ctmj-162	135	4	with	with	ADP
ctmj-162	135	5	other	other	ADJ
ctmj-162	135	6	methods	method	NOUN
ctmj-162	135	7	.	.	PUNCT
ctmj-162	136	1	technique	technique	NOUN
ctmj-162	136	2	accuracy	accuracy	NOUN
ctmj-162	136	3	(	(	PUNCT
ctmj-162	136	4	%	%	INTJ
ctmj-162	136	5	)	)	PUNCT
ctmj-162	136	6	sensitivity	sensitivity	NOUN
ctmj-162	136	7	(	(	PUNCT
ctmj-162	136	8	%	%	INTJ
ctmj-162	136	9	)	)	PUNCT
ctmj-162	136	10	precision	precision	NOUN
ctmj-162	136	11	(	(	PUNCT
ctmj-162	136	12	%	%	INTJ
ctmj-162	136	13	)	)	PUNCT
ctmj-162	136	14	f1	f1	NOUN
ctmj-162	136	15	-	-	PUNCT
ctmj-162	136	16	score	score	NOUN
ctmj-162	136	17	(	(	PUNCT
ctmj-162	136	18	%	%	INTJ
ctmj-162	136	19	)	)	PUNCT
ctmj-162	136	20	fnr	fnr	PROPN
ctmj-162	136	21	(	(	PUNCT
ctmj-162	136	22	%	%	INTJ
ctmj-162	136	23	)	)	PUNCT
ctmj-162	136	24	proposed	propose	VERB
ctmj-162	136	25	knn	knn	PROPN
ctmj-162	137	1	+	+	CCONJ
ctmj-162	137	2	cam	cam	VERB
ctmj-162	137	3	99.18	99.18	NUM
ctmj-162	137	4	99.30	99.30	NUM
ctmj-162	137	5	99.16	99.16	NUM
ctmj-162	137	6	99.34	99.34	NUM
ctmj-162	137	7	0.48	0.48	NUM
ctmj-162	137	8	eff_d_svm	eff_d_svm	X
ctmj-162	137	9	(	(	PUNCT
ctmj-162	137	10	zhang	zhang	PROPN
ctmj-162	137	11	et	et	PROPN
ctmj-162	137	12	al	al	PROPN
ctmj-162	137	13	.	.	PROPN
ctmj-162	137	14	,	,	PUNCT
ctmj-162	137	15	2023	2023	NUM
ctmj-162	137	16	)	)	PUNCT
ctmj-162	138	1	[	[	X
ctmj-162	138	2	1	1	X
ctmj-162	138	3	]	]	PUNCT
ctmj-162	138	4	95.12	95.12	NUM
ctmj-162	138	5	94.75	94.75	NUM
ctmj-162	138	6	97.52	97.52	NUM
ctmj-162	138	7	95.12	95.12	NUM
ctmj-162	138	8	4.88	4.88	NUM
ctmj-162	138	9	xgboost	xgboost	NOUN
ctmj-162	138	10	(	(	PUNCT
ctmj-162	138	11	rezaee	rezaee	PROPN
ctmj-162	138	12	et	et	PROPN
ctmj-162	138	13	al	al	PROPN
ctmj-162	138	14	.	.	PROPN
ctmj-162	138	15	,	,	PUNCT
ctmj-162	138	16	2022	2022	NUM
ctmj-162	138	17	)	)	PUNCT
ctmj-162	139	1	[	[	X
ctmj-162	139	2	2	2	X
ctmj-162	139	3	]	]	PUNCT
ctmj-162	139	4	97.12	97.12	NUM
ctmj-162	139	5	96.54	96.54	NUM
ctmj-162	139	6	96.97	96.97	NUM
ctmj-162	139	7	96.85	96.85	NUM
ctmj-162	139	8	2.88	2.88	NUM
ctmj-162	139	9	knn	knn	PROPN
ctmj-162	139	10	(	(	PUNCT
ctmj-162	139	11	araaf	araaf	NOUN
ctmj-162	139	12	and	and	CCONJ
ctmj-162	139	13	nugroho	nugroho	NOUN
ctmj-162	139	14	,	,	PUNCT
ctmj-162	139	15	2023	2023	NUM
ctmj-162	139	16	)	)	PUNCT
ctmj-162	140	1	[	[	X
ctmj-162	140	2	9	9	NUM
ctmj-162	140	3	]	]	SYM
ctmj-162	140	4	92.60	92.60	NUM
ctmj-162	140	5	91.30	91.30	NUM
ctmj-162	140	6	92.00	92.00	NUM
ctmj-162	140	7	91.90	91.90	NUM
ctmj-162	140	8	7.40	7.40	NUM
ctmj-162	140	9	svm	svm	NOUN
ctmj-162	140	10	(	(	PUNCT
ctmj-162	140	11	oumarou	oumarou	PROPN
ctmj-162	140	12	,	,	PUNCT
ctmj-162	140	13	2023	2023	NUM
ctmj-162	140	14	)	)	PUNCT
ctmj-162	141	1	[	[	X
ctmj-162	141	2	7	7	X
ctmj-162	141	3	]	]	SYM
ctmj-162	141	4	93.45	93.45	NUM
ctmj-162	141	5	92.60	92.60	NUM
ctmj-162	141	6	94.35	94.35	NUM
ctmj-162	141	7	93.10	93.10	NUM
ctmj-162	141	8	6.55	6.55	NUM
ctmj-162	141	9	the	the	DET
ctmj-162	141	10	performance	performance	NOUN
ctmj-162	141	11	of	of	ADP
ctmj-162	141	12	the	the	DET
ctmj-162	141	13	suggested	suggest	VERB
ctmj-162	141	14	knn	knn	PROPN
ctmj-162	141	15	+	+	CCONJ
ctmj-162	141	16	cam	cam	NOUN
ctmj-162	141	17	system	system	NOUN
ctmj-162	141	18	is	be	AUX
ctmj-162	141	19	displayed	display	VERB
ctmj-162	141	20	in	in	ADP
ctmj-162	141	21	table	table	NOUN
ctmj-162	141	22	1	1	NUM
ctmj-162	141	23	in	in	ADP
ctmj-162	141	24	comparison	comparison	NOUN
ctmj-162	141	25	to	to	ADP
ctmj-162	141	26	other	other	ADJ
ctmj-162	141	27	methods	method	NOUN
ctmj-162	141	28	cited	cite	VERB
ctmj-162	141	29	in	in	ADP
ctmj-162	141	30	the	the	DET
ctmj-162	141	31	literature	literature	NOUN
ctmj-162	141	32	.	.	PUNCT
ctmj-162	142	1	the	the	DET
ctmj-162	142	2	suggested	suggest	VERB
ctmj-162	142	3	system	system	NOUN
ctmj-162	142	4	outperforms	outperform	VERB
ctmj-162	142	5	existing	exist	VERB
ctmj-162	142	6	techniques	technique	NOUN
ctmj-162	142	7	such	such	ADJ
ctmj-162	142	8	as	as	ADP
ctmj-162	142	9	eff_d_svm	eff_d_svm	PROPN
ctmj-162	142	10	(	(	PUNCT
ctmj-162	142	11	zhang	zhang	PROPN
ctmj-162	142	12	et	et	PROPN
ctmj-162	142	13	al	al	PROPN
ctmj-162	142	14	.	.	PROPN
ctmj-162	142	15	,	,	PUNCT
ctmj-162	142	16	2023	2023	NUM
ctmj-162	142	17	)	)	PUNCT
ctmj-162	142	18	,	,	PUNCT
ctmj-162	142	19	xgboost	xgboost	X
ctmj-162	142	20	(	(	PUNCT
ctmj-162	142	21	rezaee	rezaee	PROPN
ctmj-162	142	22	et	et	PROPN
ctmj-162	142	23	ctmj	ctmj	PROPN
ctmj-162	143	1	|	|	ADV
ctmj-162	143	2	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-162	143	3	chinese	chinese	ADJ
ctmj-162	143	4	traditional	traditional	ADJ
ctmj-162	143	5	medicine	medicine	NOUN
ctmj-162	143	6	journal	journal	NOUN
ctmj-162	143	7	|	|	ADV
ctmj-162	143	8	2024	2024	NUM
ctmj-162	143	9	|	|	NOUN
ctmj-162	143	10	vol7	vol7	NOUN
ctmj-162	143	11	|issue3	|issue3	PUNCT
ctmj-162	143	12	14	14	NUM
ctmj-162	143	13	al	al	PROPN
ctmj-162	143	14	.	.	PROPN
ctmj-162	143	15	,	,	PUNCT
ctmj-162	143	16	2022	2022	NUM
ctmj-162	143	17	)	)	PUNCT
ctmj-162	143	18	,	,	PUNCT
ctmj-162	143	19	and	and	CCONJ
ctmj-162	143	20	the	the	DET
ctmj-162	143	21	conventional	conventional	ADJ
ctmj-162	143	22	knn	knn	PROPN
ctmj-162	143	23	algorithm	algorithm	PROPN
ctmj-162	143	24	(	(	PUNCT
ctmj-162	143	25	araaf	araaf	NOUN
ctmj-162	143	26	and	and	CCONJ
ctmj-162	143	27	nugroho	nugroho	NOUN
ctmj-162	143	28	,	,	PUNCT
ctmj-162	143	29	2023	2023	NUM
ctmj-162	143	30	)	)	PUNCT
ctmj-162	143	31	with	with	ADP
ctmj-162	143	32	the	the	DET
ctmj-162	143	33	maximum	maximum	ADJ
ctmj-162	143	34	accuracy	accuracy	NOUN
ctmj-162	143	35	of	of	ADP
ctmj-162	143	36	99.18	99.18	NUM
ctmj-162	143	37	%	%	NOUN
ctmj-162	143	38	and	and	CCONJ
ctmj-162	143	39	the	the	DET
ctmj-162	143	40	lowest	low	ADJ
ctmj-162	143	41	false	false	ADJ
ctmj-162	143	42	negative	negative	ADJ
ctmj-162	143	43	rate	rate	NOUN
ctmj-162	143	44	(	(	PUNCT
ctmj-162	143	45	fnr	fnr	NOUN
ctmj-162	143	46	)	)	PUNCT
ctmj-162	143	47	of	of	ADP
ctmj-162	143	48	0.48	0.48	NUM
ctmj-162	143	49	%	%	NOUN
ctmj-162	143	50	.	.	PUNCT
ctmj-162	144	1	the	the	DET
ctmj-162	144	2	table	table	NOUN
ctmj-162	144	3	illustrates	illustrate	VERB
ctmj-162	144	4	how	how	SCONJ
ctmj-162	144	5	the	the	DET
ctmj-162	144	6	accuracy	accuracy	NOUN
ctmj-162	144	7	and	and	CCONJ
ctmj-162	144	8	interpretability	interpretability	NOUN
ctmj-162	144	9	of	of	ADP
ctmj-162	144	10	the	the	DET
ctmj-162	144	11	suggested	suggest	VERB
ctmj-162	144	12	skin	skin	NOUN
ctmj-162	144	13	disease	disease	NOUN
ctmj-162	144	14	detection	detection	NOUN
ctmj-162	144	15	system	system	NOUN
ctmj-162	144	16	are	be	AUX
ctmj-162	144	17	greatly	greatly	ADV
ctmj-162	144	18	enhanced	enhance	VERB
ctmj-162	144	19	by	by	ADP
ctmj-162	144	20	combining	combine	VERB
ctmj-162	144	21	cam	cam	NOUN
ctmj-162	144	22	with	with	ADP
ctmj-162	144	23	preprocessing	preprocesse	VERB
ctmj-162	144	24	methods	method	NOUN
ctmj-162	144	25	like	like	ADP
ctmj-162	144	26	df	df	NOUN
ctmj-162	144	27	-	-	PUNCT
ctmj-162	144	28	u	u	NOUN
ctmj-162	144	29	-	-	ADJ
ctmj-162	144	30	net	net	ADJ
ctmj-162	144	31	segmentation	segmentation	NOUN
ctmj-162	144	32	and	and	CCONJ
ctmj-162	144	33	smote	smote	VERB
ctmj-162	144	34	for	for	ADP
ctmj-162	144	35	data	data	NOUN
ctmj-162	144	36	balancing	balance	VERB
ctmj-162	144	37	.	.	PUNCT
ctmj-162	145	1	figure	figure	NOUN
ctmj-162	145	2	2	2	NUM
ctmj-162	145	3	:	:	PUNCT
ctmj-162	145	4	comparison	comparison	NOUN
ctmj-162	145	5	of	of	ADP
ctmj-162	145	6	the	the	DET
ctmj-162	145	7	proposed	propose	VERB
ctmj-162	145	8	knn	knn	PROPN
ctmj-162	146	1	+	+	CCONJ
ctmj-162	146	2	cam	cam	NOUN
ctmj-162	146	3	system	system	NOUN
ctmj-162	146	4	with	with	ADP
ctmj-162	146	5	other	other	ADJ
ctmj-162	146	6	methods	method	NOUN
ctmj-162	146	7	.	.	PUNCT
ctmj-162	147	1	the	the	DET
ctmj-162	147	2	suggested	suggest	VERB
ctmj-162	147	3	knn	knn	PROPN
ctmj-162	147	4	+	+	CCONJ
ctmj-162	147	5	cam	cam	NOUN
ctmj-162	147	6	system	system	NOUN
ctmj-162	147	7	is	be	AUX
ctmj-162	147	8	contrasted	contrast	VERB
ctmj-162	147	9	with	with	ADP
ctmj-162	147	10	different	different	ADJ
ctmj-162	147	11	machine	machine	NOUN
ctmj-162	147	12	learning	learning	NOUN
ctmj-162	147	13	methods	method	NOUN
ctmj-162	147	14	,	,	PUNCT
ctmj-162	147	15	including	include	VERB
ctmj-162	147	16	xgboost	xgboost	NUM
ctmj-162	147	17	,	,	PUNCT
ctmj-162	147	18	eff_d_svm	eff_d_svm	ADJ
ctmj-162	147	19	,	,	PUNCT
ctmj-162	147	20	and	and	CCONJ
ctmj-162	147	21	traditional	traditional	ADJ
ctmj-162	147	22	knn	knn	PROPN
ctmj-162	147	23	,	,	PUNCT
ctmj-162	147	24	in	in	ADP
ctmj-162	147	25	figure	figure	NOUN
ctmj-162	147	26	2	2	NUM
ctmj-162	147	27	.	.	PUNCT
ctmj-162	148	1	the	the	DET
ctmj-162	148	2	suggested	suggest	VERB
ctmj-162	148	3	system	system	NOUN
ctmj-162	148	4	performs	perform	VERB
ctmj-162	148	5	better	well	ADJ
ctmj-162	148	6	than	than	ADP
ctmj-162	148	7	the	the	DET
ctmj-162	148	8	other	other	ADJ
ctmj-162	148	9	approaches	approach	NOUN
ctmj-162	148	10	in	in	ADP
ctmj-162	148	11	terms	term	NOUN
ctmj-162	148	12	of	of	ADP
ctmj-162	148	13	f1	f1	NOUN
ctmj-162	148	14	-	-	PUNCT
ctmj-162	148	15	score	score	NOUN
ctmj-162	148	16	,	,	PUNCT
ctmj-162	148	17	accuracy	accuracy	NOUN
ctmj-162	148	18	,	,	PUNCT
ctmj-162	148	19	sensitivity	sensitivity	NOUN
ctmj-162	148	20	,	,	PUNCT
ctmj-162	148	21	precision	precision	NOUN
ctmj-162	148	22	,	,	PUNCT
ctmj-162	148	23	and	and	CCONJ
ctmj-162	148	24	false	false	ADJ
ctmj-162	148	25	negative	negative	ADJ
ctmj-162	148	26	rate	rate	NOUN
ctmj-162	148	27	(	(	PUNCT
ctmj-162	148	28	fnr	fnr	PROPN
ctmj-162	148	29	)	)	PUNCT
ctmj-162	148	30	,	,	PUNCT
ctmj-162	148	31	as	as	SCONJ
ctmj-162	148	32	shown	show	VERB
ctmj-162	148	33	in	in	ADP
ctmj-162	148	34	the	the	DET
ctmj-162	148	35	figure	figure	NOUN
ctmj-162	148	36	.	.	PUNCT
ctmj-162	149	1	the	the	DET
ctmj-162	149	2	suggested	suggest	VERB
ctmj-162	149	3	strategy	strategy	NOUN
ctmj-162	149	4	achieves	achieve	VERB
ctmj-162	149	5	better	well	ADJ
ctmj-162	149	6	diagnostic	diagnostic	ADJ
ctmj-162	149	7	accuracy	accuracy	NOUN
ctmj-162	149	8	(	(	PUNCT
ctmj-162	149	9	99.18	99.18	NUM
ctmj-162	149	10	%	%	NOUN
ctmj-162	149	11	)	)	PUNCT
ctmj-162	149	12	and	and	CCONJ
ctmj-162	149	13	interpretability	interpretability	NOUN
ctmj-162	149	14	by	by	ADP
ctmj-162	149	15	combining	combine	VERB
ctmj-162	149	16	cam	cam	NOUN
ctmj-162	149	17	with	with	ADP
ctmj-162	149	18	sophisticated	sophisticated	ADJ
ctmj-162	149	19	preprocessing	preprocessing	NOUN
ctmj-162	149	20	techniques	technique	NOUN
ctmj-162	149	21	,	,	PUNCT
ctmj-162	149	22	proving	prove	VERB
ctmj-162	149	23	the	the	DET
ctmj-162	149	24	value	value	NOUN
ctmj-162	149	25	of	of	ADP
ctmj-162	149	26	a	a	DET
ctmj-162	149	27	hybrid	hybrid	ADJ
ctmj-162	149	28	approach	approach	NOUN
ctmj-162	149	29	over	over	ADP
ctmj-162	149	30	more	more	ADJ
ctmj-162	149	31	conventional	conventional	ADJ
ctmj-162	149	32	methods	method	NOUN
ctmj-162	149	33	for	for	ADP
ctmj-162	149	34	the	the	DET
ctmj-162	149	35	diagnosis	diagnosis	NOUN
ctmj-162	149	36	of	of	ADP
ctmj-162	149	37	skin	skin	NOUN
ctmj-162	149	38	diseases	disease	NOUN
ctmj-162	149	39	.	.	PUNCT
ctmj-162	150	1	table	table	NOUN
ctmj-162	150	2	2	2	NUM
ctmj-162	150	3	:	:	PUNCT
ctmj-162	150	4	ablation	ablation	NOUN
ctmj-162	150	5	study	study	NOUN
ctmj-162	150	6	of	of	ADP
ctmj-162	150	7	the	the	DET
ctmj-162	150	8	proposed	propose	VERB
ctmj-162	150	9	iomt	iomt	NOUN
ctmj-162	150	10	-	-	PUNCT
ctmj-162	150	11	enabled	enable	VERB
ctmj-162	150	12	skin	skin	NOUN
ctmj-162	150	13	disease	disease	NOUN
ctmj-162	150	14	detection	detection	NOUN
ctmj-162	150	15	system	system	NOUN
ctmj-162	150	16	.	.	PUNCT
ctmj-162	151	1	component	component	NOUN
ctmj-162	151	2	removed	remove	VERB
ctmj-162	151	3	accuracy	accuracy	NOUN
ctmj-162	151	4	(	(	PUNCT
ctmj-162	151	5	%	%	INTJ
ctmj-162	151	6	)	)	PUNCT
ctmj-162	151	7	sensitivity	sensitivity	NOUN
ctmj-162	151	8	(	(	PUNCT
ctmj-162	151	9	%	%	INTJ
ctmj-162	151	10	)	)	PUNCT
ctmj-162	151	11	precision	precision	NOUN
ctmj-162	151	12	(	(	PUNCT
ctmj-162	151	13	%	%	INTJ
ctmj-162	151	14	)	)	PUNCT
ctmj-162	151	15	f1	f1	NOUN
ctmj-162	151	16	-	-	PUNCT
ctmj-162	151	17	score	score	NOUN
ctmj-162	151	18	(	(	PUNCT
ctmj-162	151	19	%	%	INTJ
ctmj-162	151	20	)	)	PUNCT
ctmj-162	151	21	full	full	ADJ
ctmj-162	151	22	system	system	NOUN
ctmj-162	151	23	(	(	PUNCT
ctmj-162	151	24	proposed	propose	VERB
ctmj-162	151	25	)	)	PUNCT
ctmj-162	151	26	99.18	99.18	NUM
ctmj-162	151	27	99.30	99.30	NUM
ctmj-162	151	28	99.16	99.16	NUM
ctmj-162	151	29	99.34	99.34	NUM
ctmj-162	151	30	without	without	ADP
ctmj-162	151	31	df	df	NOUN
ctmj-162	151	32	-	-	PUNCT
ctmj-162	151	33	u	u	NOUN
ctmj-162	151	34	-	-	ADJ
ctmj-162	151	35	net	net	ADJ
ctmj-162	151	36	segmentation	segmentation	NOUN
ctmj-162	151	37	93.75	93.75	NUM
ctmj-162	151	38	94.12	94.12	NUM
ctmj-162	151	39	93.80	93.80	NUM
ctmj-162	151	40	94.32	94.32	NUM
ctmj-162	151	41	99.18	99.18	NUM
ctmj-162	151	42	99.3	99.3	NUM
ctmj-162	151	43	99.16	99.16	NUM
ctmj-162	151	44	99.34	99.34	NUM
ctmj-162	151	45	95.12	95.12	NUM
ctmj-162	151	46	94.75	94.75	NUM
ctmj-162	151	47	97.52	97.52	NUM
ctmj-162	151	48	95.12	95.12	NUM
ctmj-162	151	49	97.12	97.12	NUM
ctmj-162	151	50	96.54	96.54	NUM
ctmj-162	151	51	96.97	96.97	NUM
ctmj-162	151	52	96.85	96.85	NUM
ctmj-162	151	53	92.6	92.6	NUM
ctmj-162	151	54	91.3	91.3	NUM
ctmj-162	151	55	92	92	NUM
ctmj-162	151	56	91.9	91.9	NUM
ctmj-162	151	57	93.45	93.45	NUM
ctmj-162	151	58	92.6	92.6	NUM
ctmj-162	151	59	94.35	94.35	NUM
ctmj-162	151	60	93.1	93.1	NUM
ctmj-162	151	61	86	86	NUM
ctmj-162	151	62	88	88	NUM
ctmj-162	151	63	90	90	NUM
ctmj-162	151	64	92	92	NUM
ctmj-162	151	65	94	94	NUM
ctmj-162	151	66	96	96	NUM
ctmj-162	151	67	98	98	NUM
ctmj-162	151	68	100	100	NUM
ctmj-162	151	69	accuracy	accuracy	NOUN
ctmj-162	151	70	(	(	PUNCT
ctmj-162	151	71	%	%	INTJ
ctmj-162	151	72	)	)	PUNCT
ctmj-162	151	73	sensitivity	sensitivity	NOUN
ctmj-162	151	74	(	(	PUNCT
ctmj-162	151	75	%	%	INTJ
ctmj-162	151	76	)	)	PUNCT
ctmj-162	151	77	precision	precision	NOUN
ctmj-162	151	78	(	(	PUNCT
ctmj-162	151	79	%	%	INTJ
ctmj-162	151	80	)	)	PUNCT
ctmj-162	151	81	f1	f1	NOUN
ctmj-162	151	82	-	-	PUNCT
ctmj-162	151	83	score	score	NOUN
ctmj-162	151	84	(	(	PUNCT
ctmj-162	151	85	%	%	INTJ
ctmj-162	151	86	)	)	PUNCT
ctmj-162	152	1	p	p	X
ctmj-162	152	2	er	er	INTJ
ctmj-162	152	3	ce	ce	PROPN
ctmj-162	152	4	n	n	ADV
ctmj-162	152	5	ta	ta	X
ctmj-162	152	6	g	g	PROPN
ctmj-162	152	7	e	e	PROPN
ctmj-162	152	8	proposed	propose	VERB
ctmj-162	152	9	knn	knn	PROPN
ctmj-162	153	1	+	+	CCONJ
ctmj-162	153	2	cam	cam	NOUN
ctmj-162	153	3	eff_d_svm	eff_d_svm	PROPN
ctmj-162	153	4	xgboost	xgboost	ADV
ctmj-162	154	1	knn	knn	PROPN
ctmj-162	154	2	svm	svm	PROPN
ctmj-162	154	3	ctmj	ctmj	PROPN
ctmj-162	154	4	|	|	ADV
ctmj-162	154	5	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-162	154	6	chinese	chinese	ADJ
ctmj-162	154	7	traditional	traditional	ADJ
ctmj-162	154	8	medicine	medicine	NOUN
ctmj-162	154	9	journal	journal	NOUN
ctmj-162	154	10	|	|	ADV
ctmj-162	154	11	2024	2024	NUM
ctmj-162	154	12	|	|	NOUN
ctmj-162	154	13	vol7	vol7	NOUN
ctmj-162	154	14	|issue3	|issue3	PUNCT
ctmj-162	154	15	15	15	NUM
ctmj-162	154	16	without	without	ADP
ctmj-162	154	17	cam	cam	NOUN
ctmj-162	154	18	96.32	96.32	NUM
ctmj-162	154	19	96.75	96.75	NUM
ctmj-162	154	20	96.55	96.55	NUM
ctmj-162	154	21	96.60	96.60	NUM
ctmj-162	154	22	without	without	ADP
ctmj-162	154	23	smote	smote	ADJ
ctmj-162	154	24	(	(	PUNCT
ctmj-162	154	25	data	data	NOUN
ctmj-162	154	26	imbalance	imbalance	NOUN
ctmj-162	154	27	handling	handling	NOUN
ctmj-162	154	28	)	)	PUNCT
ctmj-162	154	29	94.12	94.12	NUM
ctmj-162	155	1	93.85	93.85	NUM
ctmj-162	155	2	93.91	93.91	NUM
ctmj-162	155	3	93.88	93.88	NUM
ctmj-162	155	4	without	without	ADP
ctmj-162	155	5	clinical	clinical	ADJ
ctmj-162	155	6	data	datum	NOUN
ctmj-162	155	7	95.45	95.45	NUM
ctmj-162	155	8	95.70	95.70	NUM
ctmj-162	155	9	95.10	95.10	NUM
ctmj-162	155	10	95.34	95.34	NUM
ctmj-162	155	11	without	without	ADP
ctmj-162	155	12	glcm	glcm	NOUN
ctmj-162	155	13	feature	feature	NOUN
ctmj-162	155	14	extraction	extraction	NOUN
ctmj-162	155	15	90.34	90.34	NUM
ctmj-162	155	16	90.10	90.10	NUM
ctmj-162	155	17	89.80	89.80	NUM
ctmj-162	155	18	89.95	89.95	NUM
ctmj-162	155	19	without	without	ADP
ctmj-162	155	20	preprocessing	preprocesse	VERB
ctmj-162	155	21	88.45	88.45	NUM
ctmj-162	155	22	87.65	87.65	NUM
ctmj-162	155	23	88.20	88.20	NUM
ctmj-162	155	24	87.90	87.90	NUM
ctmj-162	155	25	without	without	ADP
ctmj-162	155	26	hyperparameter	hyperparameter	NOUN
ctmj-162	155	27	tuning	tuning	NOUN
ctmj-162	155	28	(	(	PUNCT
ctmj-162	155	29	k	k	NOUN
ctmj-162	155	30	)	)	PUNCT
ctmj-162	155	31	92.10	92.10	NUM
ctmj-162	155	32	91.50	91.50	NUM
ctmj-162	155	33	91.90	91.90	NUM
ctmj-162	155	34	91.70	91.70	NUM
ctmj-162	155	35	the	the	DET
ctmj-162	155	36	impact	impact	NOUN
ctmj-162	155	37	of	of	ADP
ctmj-162	155	38	deleting	delete	VERB
ctmj-162	155	39	particular	particular	ADJ
ctmj-162	155	40	parts	part	NOUN
ctmj-162	155	41	from	from	ADP
ctmj-162	155	42	the	the	DET
ctmj-162	155	43	suggested	suggest	VERB
ctmj-162	155	44	system	system	NOUN
ctmj-162	155	45	is	be	AUX
ctmj-162	155	46	assessed	assess	VERB
ctmj-162	155	47	in	in	ADP
ctmj-162	155	48	the	the	DET
ctmj-162	155	49	ablation	ablation	NOUN
ctmj-162	155	50	study	study	NOUN
ctmj-162	155	51	table	table	NOUN
ctmj-162	155	52	2	2	NUM
ctmj-162	155	53	.	.	PUNCT
ctmj-162	156	1	the	the	DET
ctmj-162	156	2	system	system	NOUN
ctmj-162	156	3	's	's	PART
ctmj-162	156	4	accuracy	accuracy	NOUN
ctmj-162	156	5	drops	drop	VERB
ctmj-162	156	6	significantly	significantly	ADV
ctmj-162	156	7	to	to	ADP
ctmj-162	156	8	93.75	93.75	NUM
ctmj-162	156	9	%	%	NOUN
ctmj-162	156	10	in	in	ADP
ctmj-162	156	11	the	the	DET
ctmj-162	156	12	absence	absence	NOUN
ctmj-162	156	13	of	of	ADP
ctmj-162	156	14	df	df	PROPN
ctmj-162	156	15	-	-	PUNCT
ctmj-162	156	16	u	u	NOUN
ctmj-162	156	17	-	-	ADJ
ctmj-162	156	18	net	net	ADJ
ctmj-162	156	19	segmentation	segmentation	NOUN
ctmj-162	156	20	,	,	PUNCT
ctmj-162	156	21	underscoring	underscore	VERB
ctmj-162	156	22	the	the	DET
ctmj-162	156	23	significance	significance	NOUN
ctmj-162	156	24	of	of	ADP
ctmj-162	156	25	accurate	accurate	ADJ
ctmj-162	156	26	lesion	lesion	NOUN
ctmj-162	156	27	detection	detection	NOUN
ctmj-162	156	28	.	.	PUNCT
ctmj-162	157	1	interpretability	interpretability	NOUN
ctmj-162	157	2	is	be	AUX
ctmj-162	157	3	decreased	decrease	VERB
ctmj-162	157	4	when	when	SCONJ
ctmj-162	157	5	cam	cam	NOUN
ctmj-162	157	6	is	be	AUX
ctmj-162	157	7	excluded	exclude	VERB
ctmj-162	157	8	,	,	PUNCT
ctmj-162	157	9	while	while	SCONJ
ctmj-162	157	10	performance	performance	NOUN
ctmj-162	157	11	on	on	ADP
ctmj-162	157	12	imbalanced	imbalanced	ADJ
ctmj-162	157	13	datasets	dataset	NOUN
ctmj-162	157	14	is	be	AUX
ctmj-162	157	15	adversely	adversely	ADV
ctmj-162	157	16	affected	affect	VERB
ctmj-162	157	17	when	when	SCONJ
ctmj-162	157	18	smote	smote	ADJ
ctmj-162	157	19	is	be	AUX
ctmj-162	157	20	removed	remove	VERB
ctmj-162	157	21	.	.	PUNCT
ctmj-162	158	1	accuracy	accuracy	NOUN
ctmj-162	158	2	is	be	AUX
ctmj-162	158	3	reduced	reduce	VERB
ctmj-162	158	4	when	when	SCONJ
ctmj-162	158	5	clinical	clinical	ADJ
ctmj-162	158	6	data	datum	NOUN
ctmj-162	158	7	or	or	CCONJ
ctmj-162	158	8	glcm	glcm	PROPN
ctmj-162	158	9	feature	feature	NOUN
ctmj-162	158	10	extraction	extraction	NOUN
ctmj-162	158	11	are	be	AUX
ctmj-162	158	12	excluded	exclude	VERB
ctmj-162	158	13	,	,	PUNCT
ctmj-162	158	14	highlighting	highlight	VERB
ctmj-162	158	15	the	the	DET
ctmj-162	158	16	importance	importance	NOUN
ctmj-162	158	17	of	of	ADP
ctmj-162	158	18	multi	multi	ADJ
ctmj-162	158	19	-	-	ADJ
ctmj-162	158	20	modal	modal	ADJ
ctmj-162	158	21	learning	learning	NOUN
ctmj-162	158	22	.	.	PUNCT
ctmj-162	159	1	furthermore	furthermore	ADV
ctmj-162	159	2	,	,	PUNCT
ctmj-162	159	3	there	there	PRON
ctmj-162	159	4	is	be	VERB
ctmj-162	159	5	a	a	DET
ctmj-162	159	6	discernible	discernible	ADJ
ctmj-162	159	7	performance	performance	NOUN
ctmj-162	159	8	reduction	reduction	NOUN
ctmj-162	159	9	when	when	SCONJ
ctmj-162	159	10	preprocessing	preprocessing	NOUN
ctmj-162	159	11	or	or	CCONJ
ctmj-162	159	12	hyperparameter	hyperparameter	NOUN
ctmj-162	159	13	adjustment	adjustment	NOUN
ctmj-162	159	14	(	(	PUNCT
ctmj-162	159	15	ideal	ideal	ADJ
ctmj-162	159	16	kvalue	kvalue	NOUN
ctmj-162	159	17	)	)	PUNCT
ctmj-162	159	18	are	be	AUX
ctmj-162	159	19	removed	remove	VERB
ctmj-162	159	20	,	,	PUNCT
ctmj-162	159	21	highlighting	highlight	VERB
ctmj-162	159	22	the	the	DET
ctmj-162	159	23	importance	importance	NOUN
ctmj-162	159	24	of	of	ADP
ctmj-162	159	25	each	each	DET
ctmj-162	159	26	component	component	NOUN
ctmj-162	159	27	in	in	ADP
ctmj-162	159	28	improving	improve	VERB
ctmj-162	159	29	system	system	NOUN
ctmj-162	159	30	accuracy	accuracy	NOUN
ctmj-162	159	31	and	and	CCONJ
ctmj-162	159	32	generalisation	generalisation	NOUN
ctmj-162	159	33	.	.	PUNCT
ctmj-162	160	1	80	80	NUM
ctmj-162	160	2	82	82	NUM
ctmj-162	160	3	84	84	NUM
ctmj-162	160	4	86	86	NUM
ctmj-162	160	5	88	88	NUM
ctmj-162	160	6	90	90	NUM
ctmj-162	160	7	92	92	NUM
ctmj-162	160	8	94	94	NUM
ctmj-162	160	9	96	96	NUM
ctmj-162	160	10	98	98	NUM
ctmj-162	160	11	100	100	NUM
ctmj-162	160	12	102	102	NUM
ctmj-162	160	13	accuracy	accuracy	NOUN
ctmj-162	160	14	(	(	PUNCT
ctmj-162	160	15	%	%	INTJ
ctmj-162	160	16	)	)	PUNCT
ctmj-162	160	17	sensitivity	sensitivity	NOUN
ctmj-162	160	18	(	(	PUNCT
ctmj-162	160	19	%	%	INTJ
ctmj-162	160	20	)	)	PUNCT
ctmj-162	160	21	precision	precision	NOUN
ctmj-162	160	22	(	(	PUNCT
ctmj-162	160	23	%	%	INTJ
ctmj-162	160	24	)	)	PUNCT
ctmj-162	160	25	f1	f1	NOUN
ctmj-162	160	26	-	-	PUNCT
ctmj-162	160	27	score	score	NOUN
ctmj-162	160	28	(	(	PUNCT
ctmj-162	160	29	%	%	INTJ
ctmj-162	160	30	)	)	PUNCT
ctmj-162	161	1	p	p	X
ctmj-162	161	2	er	er	INTJ
ctmj-162	161	3	ce	ce	PROPN
ctmj-162	161	4	n	n	X
ctmj-162	161	5	ta	ta	X
ctmj-162	161	6	g	g	PROPN
ctmj-162	161	7	e	e	PROPN
ctmj-162	161	8	(	(	PUNCT
ctmj-162	161	9	%	%	INTJ
ctmj-162	161	10	)	)	PUNCT
ctmj-162	161	11	full	full	ADJ
ctmj-162	161	12	system	system	NOUN
ctmj-162	161	13	(	(	PUNCT
ctmj-162	161	14	proposed	propose	VERB
ctmj-162	161	15	)	)	PUNCT
ctmj-162	161	16	without	without	ADP
ctmj-162	161	17	df	df	PROPN
ctmj-162	161	18	-	-	PUNCT
ctmj-162	161	19	u	u	NOUN
ctmj-162	161	20	-	-	ADJ
ctmj-162	161	21	net	net	ADJ
ctmj-162	161	22	segmentation	segmentation	NOUN
ctmj-162	161	23	without	without	ADP
ctmj-162	161	24	cam	cam	NOUN
ctmj-162	161	25	without	without	ADP
ctmj-162	161	26	smote	smote	NOUN
ctmj-162	161	27	without	without	ADP
ctmj-162	161	28	clinical	clinical	ADJ
ctmj-162	161	29	data	datum	NOUN
ctmj-162	161	30	without	without	ADP
ctmj-162	161	31	glcm	glcm	NOUN
ctmj-162	161	32	feature	feature	NOUN
ctmj-162	161	33	extraction	extraction	NOUN
ctmj-162	161	34	without	without	ADP
ctmj-162	161	35	preprocessing	preprocesse	VERB
ctmj-162	161	36	without	without	ADP
ctmj-162	161	37	hyperparameter	hyperparameter	NOUN
ctmj-162	161	38	tuning	tuning	NOUN
ctmj-162	161	39	(	(	PUNCT
ctmj-162	161	40	k	k	NOUN
ctmj-162	161	41	)	)	PUNCT
ctmj-162	161	42	ctmj	ctmj	NOUN
ctmj-162	161	43	|	|	ADV
ctmj-162	161	44	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-162	161	45	chinese	chinese	ADJ
ctmj-162	161	46	traditional	traditional	ADJ
ctmj-162	161	47	medicine	medicine	NOUN
ctmj-162	161	48	journal	journal	NOUN
ctmj-162	161	49	|	|	ADV
ctmj-162	161	50	2024	2024	NUM
ctmj-162	161	51	|	|	ADV
ctmj-162	161	52	vol7	vol7	NOUN
ctmj-162	161	53	|issue3	|issue3	PUNCT
ctmj-162	161	54	16	16	NUM
ctmj-162	161	55	figure	figure	NOUN
ctmj-162	161	56	3	3	NUM
ctmj-162	161	57	:	:	PUNCT
ctmj-162	161	58	ablation	ablation	NOUN
ctmj-162	161	59	study	study	NOUN
ctmj-162	161	60	of	of	ADP
ctmj-162	161	61	the	the	DET
ctmj-162	161	62	proposed	propose	VERB
ctmj-162	161	63	iomt	iomt	NOUN
ctmj-162	161	64	-	-	PUNCT
ctmj-162	161	65	enabled	enable	VERB
ctmj-162	161	66	skin	skin	NOUN
ctmj-162	161	67	disease	disease	NOUN
ctmj-162	161	68	detection	detection	NOUN
ctmj-162	161	69	system	system	NOUN
ctmj-162	161	70	.	.	PUNCT
ctmj-162	162	1	the	the	DET
ctmj-162	162	2	ablation	ablation	NOUN
ctmj-162	162	3	research	research	NOUN
ctmj-162	162	4	findings	finding	NOUN
ctmj-162	162	5	for	for	ADP
ctmj-162	162	6	the	the	DET
ctmj-162	162	7	suggested	suggest	VERB
ctmj-162	162	8	iomt	iomt	NOUN
ctmj-162	162	9	-	-	PUNCT
ctmj-162	162	10	enabled	enable	VERB
ctmj-162	162	11	skin	skin	NOUN
ctmj-162	162	12	disease	disease	NOUN
ctmj-162	162	13	detection	detection	NOUN
ctmj-162	162	14	system	system	NOUN
ctmj-162	162	15	are	be	AUX
ctmj-162	162	16	shown	show	VERB
ctmj-162	162	17	in	in	ADP
ctmj-162	162	18	figure	figure	NOUN
ctmj-162	162	19	3	3	NUM
ctmj-162	162	20	.	.	PUNCT
ctmj-162	163	1	it	it	PRON
ctmj-162	163	2	illustrates	illustrate	VERB
ctmj-162	163	3	how	how	SCONJ
ctmj-162	163	4	the	the	DET
ctmj-162	163	5	system	system	NOUN
ctmj-162	163	6	's	's	PART
ctmj-162	163	7	performance	performance	NOUN
ctmj-162	163	8	is	be	AUX
ctmj-162	163	9	affected	affect	VERB
ctmj-162	163	10	when	when	SCONJ
ctmj-162	163	11	important	important	ADJ
ctmj-162	163	12	elements	element	NOUN
ctmj-162	163	13	like	like	ADP
ctmj-162	163	14	cam	cam	NOUN
ctmj-162	163	15	,	,	PUNCT
ctmj-162	163	16	smote	smote	VERB
ctmj-162	163	17	,	,	PUNCT
ctmj-162	163	18	and	and	CCONJ
ctmj-162	163	19	df	df	PROPN
ctmj-162	163	20	-	-	PUNCT
ctmj-162	163	21	u	u	NOUN
ctmj-162	163	22	-	-	ADJ
ctmj-162	163	23	net	net	ADJ
ctmj-162	163	24	segmentation	segmentation	NOUN
ctmj-162	163	25	are	be	AUX
ctmj-162	163	26	removed	remove	VERB
ctmj-162	163	27	.	.	PUNCT
ctmj-162	164	1	the	the	DET
ctmj-162	164	2	graphic	graphic	PROPN
ctmj-162	164	3	shows	show	VERB
ctmj-162	164	4	how	how	SCONJ
ctmj-162	164	5	the	the	DET
ctmj-162	164	6	accuracy	accuracy	NOUN
ctmj-162	164	7	and	and	CCONJ
ctmj-162	164	8	sensitivity	sensitivity	NOUN
ctmj-162	164	9	of	of	ADP
ctmj-162	164	10	the	the	DET
ctmj-162	164	11	model	model	NOUN
ctmj-162	164	12	are	be	AUX
ctmj-162	164	13	greatly	greatly	ADV
ctmj-162	164	14	decreased	decrease	VERB
ctmj-162	164	15	in	in	ADP
ctmj-162	164	16	the	the	DET
ctmj-162	164	17	absence	absence	NOUN
ctmj-162	164	18	of	of	ADP
ctmj-162	164	19	segmentation	segmentation	NOUN
ctmj-162	164	20	and	and	CCONJ
ctmj-162	164	21	data	datum	NOUN
ctmj-162	164	22	balancing	balance	VERB
ctmj-162	164	23	approaches	approach	NOUN
ctmj-162	164	24	.	.	PUNCT
ctmj-162	165	1	this	this	DET
ctmj-162	165	2	figure	figure	NOUN
ctmj-162	165	3	,	,	PUNCT
ctmj-162	165	4	which	which	PRON
ctmj-162	165	5	illustrates	illustrate	VERB
ctmj-162	165	6	that	that	SCONJ
ctmj-162	165	7	the	the	DET
ctmj-162	165	8	whole	whole	ADJ
ctmj-162	165	9	system	system	NOUN
ctmj-162	165	10	with	with	ADP
ctmj-162	165	11	all	all	DET
ctmj-162	165	12	components	component	NOUN
ctmj-162	165	13	functions	function	NOUN
ctmj-162	165	14	well	well	ADV
ctmj-162	165	15	across	across	ADP
ctmj-162	165	16	all	all	DET
ctmj-162	165	17	metrics	metric	NOUN
ctmj-162	165	18	,	,	PUNCT
ctmj-162	165	19	highlights	highlight	VERB
ctmj-162	165	20	the	the	DET
ctmj-162	165	21	significance	significance	NOUN
ctmj-162	165	22	of	of	ADP
ctmj-162	165	23	each	each	DET
ctmj-162	165	24	component	component	NOUN
ctmj-162	165	25	in	in	ADP
ctmj-162	165	26	maintaining	maintain	VERB
ctmj-162	165	27	high	high	ADJ
ctmj-162	165	28	performance	performance	NOUN
ctmj-162	165	29	and	and	CCONJ
ctmj-162	165	30	accuracy	accuracy	NOUN
ctmj-162	165	31	.	.	PUNCT
ctmj-162	166	1	5	5	X
ctmj-162	166	2	.	.	X
ctmj-162	166	3	conclusion	conclusion	NOUN
ctmj-162	166	4	the	the	DET
ctmj-162	166	5	suggested	suggest	VERB
ctmj-162	166	6	iomt	iomt	NOUN
ctmj-162	166	7	-	-	PUNCT
ctmj-162	166	8	enabled	enable	VERB
ctmj-162	166	9	diagnostic	diagnostic	ADJ
ctmj-162	166	10	system	system	NOUN
ctmj-162	166	11	provides	provide	VERB
ctmj-162	166	12	a	a	DET
ctmj-162	166	13	highly	highly	ADV
ctmj-162	166	14	accurate	accurate	ADJ
ctmj-162	166	15	and	and	CCONJ
ctmj-162	166	16	interpretable	interpretable	ADJ
ctmj-162	166	17	method	method	NOUN
ctmj-162	166	18	for	for	ADP
ctmj-162	166	19	the	the	DET
ctmj-162	166	20	diagnosis	diagnosis	NOUN
ctmj-162	166	21	of	of	ADP
ctmj-162	166	22	skin	skin	NOUN
ctmj-162	166	23	diseases	disease	NOUN
ctmj-162	166	24	by	by	ADP
ctmj-162	166	25	combining	combine	VERB
ctmj-162	166	26	k	k	NOUN
ctmj-162	166	27	-	-	PUNCT
ctmj-162	166	28	nearest	near	ADJ
ctmj-162	166	29	neighbours	neighbour	NOUN
ctmj-162	166	30	(	(	PUNCT
ctmj-162	166	31	knn	knn	PROPN
ctmj-162	166	32	)	)	PUNCT
ctmj-162	166	33	and	and	CCONJ
ctmj-162	166	34	class	class	NOUN
ctmj-162	166	35	activation	activation	NOUN
ctmj-162	166	36	mapping	mapping	NOUN
ctmj-162	166	37	(	(	PUNCT
ctmj-162	166	38	cam	cam	PROPN
ctmj-162	166	39	)	)	PUNCT
ctmj-162	166	40	.	.	PUNCT
ctmj-162	167	1	it	it	PRON
ctmj-162	167	2	outperforms	outperform	VERB
ctmj-162	167	3	conventional	conventional	ADJ
ctmj-162	167	4	techniques	technique	NOUN
ctmj-162	167	5	with	with	ADP
ctmj-162	167	6	a	a	DET
ctmj-162	167	7	low	low	ADJ
ctmj-162	167	8	falsenegative	falsenegative	ADJ
ctmj-162	167	9	rate	rate	NOUN
ctmj-162	167	10	of	of	ADP
ctmj-162	167	11	0.48	0.48	NUM
ctmj-162	167	12	%	%	NOUN
ctmj-162	167	13	and	and	CCONJ
ctmj-162	167	14	an	an	DET
ctmj-162	167	15	accuracy	accuracy	NOUN
ctmj-162	167	16	of	of	ADP
ctmj-162	167	17	99.18	99.18	NUM
ctmj-162	167	18	%	%	NOUN
ctmj-162	167	19	.	.	PUNCT
ctmj-162	168	1	performance	performance	NOUN
ctmj-162	168	2	is	be	AUX
ctmj-162	168	3	further	far	ADV
ctmj-162	168	4	improved	improve	VERB
ctmj-162	168	5	by	by	ADP
ctmj-162	168	6	preprocessing	preprocesse	VERB
ctmj-162	168	7	methods	method	NOUN
ctmj-162	168	8	like	like	ADP
ctmj-162	168	9	smote	smote	VERB
ctmj-162	168	10	for	for	ADP
ctmj-162	168	11	data	datum	NOUN
ctmj-162	168	12	balance	balance	NOUN
ctmj-162	168	13	and	and	CCONJ
ctmj-162	168	14	df	df	NOUN
ctmj-162	168	15	-	-	PUNCT
ctmj-162	168	16	u	u	NOUN
ctmj-162	168	17	-	-	ADJ
ctmj-162	168	18	net	net	ADJ
ctmj-162	168	19	segmentation	segmentation	NOUN
ctmj-162	168	20	.	.	PUNCT
ctmj-162	169	1	this	this	DET
ctmj-162	169	2	system	system	NOUN
ctmj-162	169	3	is	be	AUX
ctmj-162	169	4	a	a	DET
ctmj-162	169	5	trustworthy	trustworthy	ADJ
ctmj-162	169	6	tool	tool	NOUN
ctmj-162	169	7	for	for	ADP
ctmj-162	169	8	healthcare	healthcare	NOUN
ctmj-162	169	9	decision	decision	NOUN
ctmj-162	169	10	-	-	PUNCT
ctmj-162	169	11	making	making	NOUN
ctmj-162	169	12	because	because	SCONJ
ctmj-162	169	13	it	it	PRON
ctmj-162	169	14	blends	blend	VERB
ctmj-162	169	15	sophisticated	sophisticated	ADJ
ctmj-162	169	16	machine	machine	NOUN
ctmj-162	169	17	learning	learn	VERB
ctmj-162	169	18	with	with	ADP
ctmj-162	169	19	interpretability	interpretability	NOUN
ctmj-162	169	20	.	.	PUNCT
ctmj-162	170	1	future	future	ADJ
ctmj-162	170	2	developments	development	NOUN
ctmj-162	170	3	will	will	AUX
ctmj-162	170	4	involve	involve	VERB
ctmj-162	170	5	growing	grow	VERB
ctmj-162	170	6	the	the	DET
ctmj-162	170	7	dataset	dataset	NOUN
ctmj-162	170	8	for	for	ADP
ctmj-162	170	9	more	more	ADJ
ctmj-162	170	10	generalisability	generalisability	NOUN
ctmj-162	170	11	across	across	ADP
ctmj-162	170	12	a	a	DET
ctmj-162	170	13	range	range	NOUN
ctmj-162	170	14	of	of	ADP
ctmj-162	170	15	skin	skin	NOUN
ctmj-162	170	16	conditions	condition	NOUN
ctmj-162	170	17	and	and	CCONJ
ctmj-162	170	18	integrating	integrate	VERB
ctmj-162	170	19	deep	deep	ADJ
ctmj-162	170	20	learning	learning	NOUN
ctmj-162	170	21	models	model	NOUN
ctmj-162	170	22	,	,	PUNCT
ctmj-162	170	23	such	such	ADJ
ctmj-162	170	24	efficientnet	efficientnet	NOUN
ctmj-162	170	25	,	,	PUNCT
ctmj-162	170	26	for	for	ADP
ctmj-162	170	27	better	well	ADJ
ctmj-162	170	28	feature	feature	NOUN
ctmj-162	170	29	extraction	extraction	NOUN
ctmj-162	170	30	.	.	PUNCT
ctmj-162	171	1	references	reference	NOUN
ctmj-162	171	2	1	1	NUM
ctmj-162	171	3	.	.	X
ctmj-162	171	4	surendar	surendar	PROPN
ctmj-162	171	5	rama	rama	PROPN
ctmj-162	171	6	sitaraman	sitaraman	NOUN
ctmj-162	171	7	(	(	PUNCT
ctmj-162	171	8	2021	2021	NUM
ctmj-162	171	9	)	)	PUNCT
ctmj-162	171	10	.	.	PUNCT
ctmj-162	172	1	crow	crow	NOUN
ctmj-162	172	2	search	search	NOUN
ctmj-162	172	3	optimization	optimization	NOUN
ctmj-162	172	4	in	in	ADP
ctmj-162	172	5	aipowered	aipowere	VERB
ctmj-162	172	6	smart	smart	ADJ
ctmj-162	172	7	healthcare	healthcare	PROPN
ctmj-162	172	8	:	:	PUNCT
ctmj-162	172	9	a	a	DET
ctmj-162	172	10	novel	novel	ADJ
ctmj-162	172	11	approach	approach	NOUN
ctmj-162	172	12	to	to	ADP
ctmj-162	172	13	disease	disease	NOUN
ctmj-162	172	14	diagnosis	diagnosis	NOUN
ctmj-162	172	15	.	.	PUNCT
ctmj-162	173	1	journal	journal	NOUN
ctmj-162	173	2	of	of	ADP
ctmj-162	173	3	current	current	ADJ
ctmj-162	173	4	science	science	NOUN
ctmj-162	173	5	&	&	CCONJ
ctmj-162	173	6	humanities	humanity	NOUN
ctmj-162	173	7	,	,	PUNCT
ctmj-162	173	8	9(1	9(1	NUM
ctmj-162	173	9	)	)	PUNCT
ctmj-162	173	10	,	,	PUNCT
ctmj-162	173	11	9	9	NUM
ctmj-162	173	12	-	-	SYM
ctmj-162	173	13	22	22	NUM
ctmj-162	173	14	.	.	PUNCT
ctmj-162	174	1	2	2	NUM
ctmj-162	174	2	.	.	X
ctmj-162	174	3	zhang	zhang	PROPN
ctmj-162	174	4	,	,	PUNCT
ctmj-162	174	5	j.	j.	PROPN
ctmj-162	174	6	,	,	PUNCT
ctmj-162	174	7	tan	tan	PROPN
ctmj-162	174	8	,	,	PUNCT
ctmj-162	174	9	x.	x.	PROPN
ctmj-162	174	10	,	,	PUNCT
ctmj-162	174	11	chen	chen	PROPN
ctmj-162	174	12	,	,	PUNCT
ctmj-162	174	13	w.	w.	PROPN
ctmj-162	174	14	,	,	PUNCT
ctmj-162	174	15	du	du	PROPN
ctmj-162	174	16	,	,	PUNCT
ctmj-162	174	17	g.	g.	PROPN
ctmj-162	174	18	,	,	PUNCT
ctmj-162	174	19	fu	fu	PROPN
ctmj-162	174	20	,	,	PUNCT
ctmj-162	174	21	q.	q.	PROPN
ctmj-162	174	22	,	,	PUNCT
ctmj-162	174	23	zhang	zhang	PROPN
ctmj-162	174	24	,	,	PUNCT
ctmj-162	174	25	h.	h.	PROPN
ctmj-162	174	26	,	,	PUNCT
ctmj-162	174	27	&	&	CCONJ
ctmj-162	174	28	jiang	jiang	PROPN
ctmj-162	174	29	,	,	PUNCT
ctmj-162	174	30	h.	h.	PROPN
ctmj-162	174	31	(	(	PUNCT
ctmj-162	174	32	2023	2023	NUM
ctmj-162	174	33	)	)	PUNCT
ctmj-162	174	34	.	.	PUNCT
ctmj-162	175	1	eff_d_svm	eff_d_svm	ADV
ctmj-162	175	2	:	:	PUNCT
ctmj-162	175	3	a	a	DET
ctmj-162	175	4	robust	robust	ADJ
ctmj-162	175	5	multi	multi	ADJ
ctmj-162	175	6	-	-	ADJ
ctmj-162	175	7	type	type	ADJ
ctmj-162	175	8	brain	brain	NOUN
ctmj-162	175	9	tumor	tumor	NOUN
ctmj-162	175	10	classification	classification	NOUN
ctmj-162	175	11	system	system	NOUN
ctmj-162	175	12	.	.	PUNCT
ctmj-162	176	1	frontiers	frontier	NOUN
ctmj-162	176	2	in	in	ADP
ctmj-162	176	3	neuroscience	neuroscience	NOUN
ctmj-162	176	4	,	,	PUNCT
ctmj-162	176	5	17	17	NUM
ctmj-162	176	6	,	,	PUNCT
ctmj-162	176	7	1269100	1269100	NUM
ctmj-162	176	8	.	.	PUNCT
ctmj-162	177	1	3	3	X
ctmj-162	177	2	.	.	X
ctmj-162	177	3	rezaee	rezaee	PROPN
ctmj-162	177	4	,	,	PUNCT
ctmj-162	177	5	k.	k.	PROPN
ctmj-162	177	6	,	,	PUNCT
ctmj-162	177	7	khosravi	khosravi	NOUN
ctmj-162	177	8	,	,	PUNCT
ctmj-162	177	9	m.	m.	NOUN
ctmj-162	177	10	r.	r.	PROPN
ctmj-162	177	11	,	,	PUNCT
ctmj-162	177	12	neshat	neshat	PROPN
ctmj-162	177	13	,	,	PUNCT
ctmj-162	177	14	n.	n.	NOUN
ctmj-162	177	15	,	,	PUNCT
ctmj-162	177	16	&	&	CCONJ
ctmj-162	177	17	moghimi	moghimi	PROPN
ctmj-162	177	18	,	,	PUNCT
ctmj-162	177	19	m.	m.	PROPN
ctmj-162	177	20	k.	k.	PROPN
ctmj-162	177	21	(	(	PUNCT
ctmj-162	177	22	2022	2022	NUM
ctmj-162	177	23	)	)	PUNCT
ctmj-162	177	24	.	.	PUNCT
ctmj-162	178	1	deep	deep	ADJ
ctmj-162	178	2	transfer	transfer	NOUN
ctmj-162	178	3	learning	learning	NOUN
ctmj-162	178	4	-	-	PUNCT
ctmj-162	178	5	based	base	VERB
ctmj-162	178	6	fall	fall	NOUN
ctmj-162	178	7	detection	detection	NOUN
ctmj-162	178	8	approach	approach	NOUN
ctmj-162	178	9	using	use	VERB
ctmj-162	178	10	iomt	iomt	NOUN
ctmj-162	178	11	-	-	PUNCT
ctmj-162	178	12	enabled	enable	VERB
ctmj-162	178	13	thermal	thermal	ADJ
ctmj-162	178	14	imaging	imaging	NOUN
ctmj-162	178	15	-	-	PUNCT
ctmj-162	178	16	assisted	assist	VERB
ctmj-162	178	17	pervasive	pervasive	ADJ
ctmj-162	178	18	surveillance	surveillance	NOUN
ctmj-162	178	19	and	and	CCONJ
ctmj-162	178	20	big	big	ADJ
ctmj-162	178	21	health	health	NOUN
ctmj-162	178	22	data	datum	NOUN
ctmj-162	178	23	.	.	PUNCT
ctmj-162	179	1	journal	journal	PROPN
ctmj-162	179	2	of	of	ADP
ctmj-162	179	3	circuits	circuit	NOUN
ctmj-162	179	4	,	,	PUNCT
ctmj-162	179	5	systems	system	NOUN
ctmj-162	179	6	and	and	CCONJ
ctmj-162	179	7	computers	computer	NOUN
ctmj-162	179	8	,	,	PUNCT
ctmj-162	179	9	31(12	31(12	NUM
ctmj-162	179	10	)	)	PUNCT
ctmj-162	179	11	,	,	PUNCT
ctmj-162	179	12	2240005	2240005	NUM
ctmj-162	179	13	.	.	PUNCT
ctmj-162	180	1	4	4	X
ctmj-162	180	2	.	.	X
ctmj-162	180	3	pandey	pandey	PROPN
ctmj-162	180	4	,	,	PUNCT
ctmj-162	180	5	r.	r.	PROPN
ctmj-162	180	6	,	,	PUNCT
ctmj-162	180	7	maurya	maurya	PROPN
ctmj-162	180	8	,	,	PUNCT
ctmj-162	180	9	p.	p.	PROPN
ctmj-162	180	10	,	,	PUNCT
ctmj-162	180	11	&	&	CCONJ
ctmj-162	180	12	chiong	chiong	PROPN
ctmj-162	180	13	,	,	PUNCT
ctmj-162	180	14	r.	r.	PROPN
ctmj-162	180	15	(	(	PUNCT
ctmj-162	180	16	eds	eds	PROPN
ctmj-162	180	17	.	.	PUNCT
ctmj-162	180	18	)	)	PUNCT
ctmj-162	180	19	.	.	PUNCT
ctmj-162	181	1	(	(	PUNCT
ctmj-162	181	2	2023	2023	NUM
ctmj-162	181	3	)	)	PUNCT
ctmj-162	181	4	.	.	PUNCT
ctmj-162	182	1	data	datum	NOUN
ctmj-162	182	2	modelling	modelling	NOUN
ctmj-162	182	3	and	and	CCONJ
ctmj-162	182	4	analytics	analytic	NOUN
ctmj-162	182	5	for	for	ADP
ctmj-162	182	6	the	the	DET
ctmj-162	182	7	internet	internet	NOUN
ctmj-162	182	8	of	of	ADP
ctmj-162	182	9	medical	medical	ADJ
ctmj-162	182	10	things	thing	NOUN
ctmj-162	182	11	.	.	PUNCT
ctmj-162	183	1	crc	crc	PROPN
ctmj-162	183	2	press	press	PROPN
ctmj-162	183	3	.	.	PUNCT
ctmj-162	184	1	5	5	X
ctmj-162	184	2	.	.	X
ctmj-162	184	3	santana	santana	PROPN
ctmj-162	184	4	-	-	PUNCT
ctmj-162	184	5	mancilla	mancilla	PROPN
ctmj-162	184	6	,	,	PUNCT
ctmj-162	184	7	p.	p.	PROPN
ctmj-162	184	8	c.	c.	PROPN
ctmj-162	184	9	,	,	PUNCT
ctmj-162	184	10	castrejónmejía	castrejónmejía	PROPN
ctmj-162	184	11	,	,	PUNCT
ctmj-162	184	12	o.	o.	PROPN
ctmj-162	184	13	e.	e.	PROPN
ctmj-162	184	14	,	,	PUNCT
ctmj-162	184	15	fajardo	fajardo	PROPN
ctmj-162	184	16	-	-	PUNCT
ctmj-162	184	17	flores	flores	PROPN
ctmj-162	184	18	,	,	PUNCT
ctmj-162	184	19	s.	s.	PROPN
ctmj-162	184	20	b.	b.	PROPN
ctmj-162	184	21	,	,	PUNCT
ctmj-162	184	22	&	&	CCONJ
ctmj-162	184	23	anido	anido	NOUN
ctmj-162	184	24	-	-	NOUN
ctmj-162	184	25	rifón	rifón	PROPN
ctmj-162	184	26	,	,	PUNCT
ctmj-162	184	27	l.	l.	PROPN
ctmj-162	184	28	e.	e.	PROPN
ctmj-162	184	29	(	(	PUNCT
ctmj-162	184	30	2023	2023	NUM
ctmj-162	184	31	)	)	PUNCT
ctmj-162	184	32	.	.	PUNCT
ctmj-162	185	1	predicting	predict	VERB
ctmj-162	185	2	abnormal	abnormal	ADJ
ctmj-162	185	3	respiratory	respiratory	ADJ
ctmj-162	185	4	patterns	pattern	NOUN
ctmj-162	185	5	in	in	ADP
ctmj-162	185	6	older	old	ADJ
ctmj-162	185	7	adults	adult	NOUN
ctmj-162	185	8	using	use	VERB
ctmj-162	185	9	supervised	supervised	ADJ
ctmj-162	185	10	machine	machine	NOUN
ctmj-162	185	11	learning	learning	NOUN
ctmj-162	185	12	on	on	ADP
ctmj-162	185	13	internet	internet	NOUN
ctmj-162	185	14	of	of	ADP
ctmj-162	185	15	medical	medical	ADJ
ctmj-162	185	16	things	thing	NOUN
ctmj-162	185	17	respiratory	respiratory	ADJ
ctmj-162	185	18	frequency	frequency	NOUN
ctmj-162	185	19	data	datum	NOUN
ctmj-162	185	20	.	.	PUNCT
ctmj-162	186	1	information	information	NOUN
ctmj-162	186	2	,	,	PUNCT
ctmj-162	186	3	14(12	14(12	NUM
ctmj-162	186	4	)	)	PUNCT
ctmj-162	186	5	,	,	PUNCT
ctmj-162	186	6	625	625	NUM
ctmj-162	186	7	.	.	NOUN
ctmj-162	187	1	6	6	NUM
ctmj-162	187	2	.	.	X
ctmj-162	187	3	surendar	surendar	PROPN
ctmj-162	187	4	rama	rama	PROPN
ctmj-162	187	5	sitaraman	sitaraman	NOUN
ctmj-162	187	6	(	(	PUNCT
ctmj-162	187	7	2021	2021	NUM
ctmj-162	187	8	)	)	PUNCT
ctmj-162	187	9	.	.	PUNCT
ctmj-162	188	1	ai	ai	VERB
ctmj-162	188	2	-	-	PUNCT
ctmj-162	188	3	driven	drive	VERB
ctmj-162	188	4	healthcare	healthcare	NOUN
ctmj-162	188	5	systems	system	NOUN
ctmj-162	188	6	enhanced	enhance	VERB
ctmj-162	188	7	by	by	ADP
ctmj-162	188	8	advanced	advanced	ADJ
ctmj-162	188	9	data	datum	NOUN
ctmj-162	188	10	analytics	analytic	NOUN
ctmj-162	188	11	and	and	CCONJ
ctmj-162	188	12	mobile	mobile	NOUN
ctmj-162	188	13	computing	computing	NOUN
ctmj-162	188	14	.	.	PUNCT
ctmj-162	189	1	international	international	ADJ
ctmj-162	189	2	journal	journal	PROPN
ctmj-162	189	3	of	of	ADP
ctmj-162	189	4	information	information	NOUN
ctmj-162	189	5	ctmj	ctmj	NOUN
ctmj-162	190	1	|	|	ADV
ctmj-162	190	2	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-162	190	3	chinese	chinese	ADJ
ctmj-162	190	4	traditional	traditional	ADJ
ctmj-162	190	5	medicine	medicine	NOUN
ctmj-162	190	6	journal	journal	NOUN
ctmj-162	190	7	|	|	ADV
ctmj-162	190	8	2024	2024	NUM
ctmj-162	190	9	|	|	ADV
ctmj-162	190	10	vol7	vol7	NOUN
ctmj-162	190	11	|issue3	|issue3	PUNCT
ctmj-162	190	12	17	17	NUM
ctmj-162	190	13	technology	technology	NOUN
ctmj-162	190	14	&	&	CCONJ
ctmj-162	190	15	computer	computer	NOUN
ctmj-162	190	16	engineering	engineering	NOUN
ctmj-162	190	17	.	.	PUNCT
ctmj-162	191	1	7	7	X
ctmj-162	191	2	.	.	X
ctmj-162	191	3	anikwe	anikwe	ADJ
ctmj-162	191	4	,	,	PUNCT
ctmj-162	191	5	c.	c.	PROPN
ctmj-162	191	6	v.	v.	PROPN
ctmj-162	191	7	,	,	PUNCT
ctmj-162	191	8	nweke	nweke	NOUN
ctmj-162	191	9	,	,	PUNCT
ctmj-162	191	10	h.	h.	PROPN
ctmj-162	191	11	f.	f.	PROPN
ctmj-162	191	12	,	,	PUNCT
ctmj-162	191	13	ikegwu	ikegwu	ADV
ctmj-162	191	14	,	,	PUNCT
ctmj-162	191	15	a.	a.	PROPN
ctmj-162	191	16	c.	c.	PROPN
ctmj-162	191	17	,	,	PUNCT
ctmj-162	191	18	egwuonwu	egwuonwu	NOUN
ctmj-162	191	19	,	,	PUNCT
ctmj-162	191	20	c.	c.	PROPN
ctmj-162	191	21	a.	a.	PROPN
ctmj-162	191	22	,	,	PUNCT
ctmj-162	191	23	onu	onu	PROPN
ctmj-162	191	24	,	,	PUNCT
ctmj-162	191	25	f.	f.	PROPN
ctmj-162	191	26	u.	u.	PROPN
ctmj-162	191	27	,	,	PUNCT
ctmj-162	191	28	alo	alo	PROPN
ctmj-162	191	29	,	,	PUNCT
ctmj-162	191	30	u.	u.	PROPN
ctmj-162	191	31	r.	r.	PROPN
ctmj-162	191	32	,	,	PUNCT
ctmj-162	191	33	&	&	CCONJ
ctmj-162	191	34	teh	teh	PROPN
ctmj-162	191	35	,	,	PUNCT
ctmj-162	191	36	y.	y.	PROPN
ctmj-162	191	37	w.	w.	PROPN
ctmj-162	191	38	(	(	PUNCT
ctmj-162	191	39	2022	2022	NUM
ctmj-162	191	40	)	)	PUNCT
ctmj-162	191	41	.	.	PUNCT
ctmj-162	192	1	mobile	mobile	ADJ
ctmj-162	192	2	and	and	CCONJ
ctmj-162	192	3	wearable	wearable	ADJ
ctmj-162	192	4	sensors	sensor	NOUN
ctmj-162	192	5	for	for	ADP
ctmj-162	192	6	data	data	NOUN
ctmj-162	192	7	-	-	PUNCT
ctmj-162	192	8	driven	drive	VERB
ctmj-162	192	9	health	health	NOUN
ctmj-162	192	10	monitoring	monitoring	NOUN
ctmj-162	192	11	system	system	NOUN
ctmj-162	192	12	:	:	PUNCT
ctmj-162	192	13	state	state	NOUN
ctmj-162	192	14	-	-	PUNCT
ctmj-162	192	15	of	of	ADP
ctmj-162	192	16	-	-	PUNCT
ctmj-162	192	17	the	the	DET
ctmj-162	192	18	-	-	PUNCT
ctmj-162	192	19	art	art	NOUN
ctmj-162	192	20	and	and	CCONJ
ctmj-162	192	21	future	future	ADJ
ctmj-162	192	22	prospect	prospect	NOUN
ctmj-162	192	23	.	.	PUNCT
ctmj-162	193	1	expert	expert	NOUN
ctmj-162	193	2	systems	system	NOUN
ctmj-162	193	3	with	with	ADP
ctmj-162	193	4	applications	application	NOUN
ctmj-162	193	5	,	,	PUNCT
ctmj-162	193	6	202	202	NUM
ctmj-162	193	7	,	,	PUNCT
ctmj-162	193	8	117362	117362	NUM
ctmj-162	193	9	.	.	PUNCT
ctmj-162	194	1	8	8	X
ctmj-162	194	2	.	.	X
ctmj-162	194	3	muneer	muneer	NOUN
ctmj-162	194	4	,	,	PUNCT
ctmj-162	194	5	s.	s.	PROPN
ctmj-162	194	6	,	,	PUNCT
ctmj-162	194	7	&	&	CCONJ
ctmj-162	194	8	khan	khan	PROPN
ctmj-162	194	9	,	,	PUNCT
ctmj-162	194	10	s.	s.	PROPN
ctmj-162	194	11	(	(	PUNCT
ctmj-162	194	12	2023	2023	NUM
ctmj-162	194	13	)	)	PUNCT
ctmj-162	194	14	.	.	PUNCT
ctmj-162	195	1	intelligent	intelligent	ADJ
ctmj-162	195	2	disease	disease	NOUN
ctmj-162	195	3	prediction	prediction	NOUN
ctmj-162	195	4	system	system	NOUN
ctmj-162	195	5	for	for	ADP
ctmj-162	195	6	hepatitis	hepatitis	PROPN
ctmj-162	195	7	c	c	NOUN
ctmj-162	195	8	patients	patient	NOUN
ctmj-162	195	9	.	.	PUNCT
ctmj-162	196	1	international	international	ADJ
ctmj-162	196	2	multidisciplinary	multidisciplinary	ADJ
ctmj-162	196	3	journal	journal	NOUN
ctmj-162	196	4	of	of	ADP
ctmj-162	196	5	science	science	NOUN
ctmj-162	196	6	,	,	PUNCT
ctmj-162	196	7	technology	technology	NOUN
ctmj-162	196	8	&	&	CCONJ
ctmj-162	196	9	business	business	NOUN
ctmj-162	196	10	,	,	PUNCT
ctmj-162	196	11	2(04	2(04	NUM
ctmj-162	196	12	)	)	PUNCT
ctmj-162	196	13	,	,	PUNCT
ctmj-162	196	14	15	15	NUM
ctmj-162	196	15	-	-	SYM
ctmj-162	196	16	21	21	NUM
ctmj-162	196	17	.	.	PUNCT
ctmj-162	197	1	9	9	NUM
ctmj-162	197	2	.	.	X
ctmj-162	197	3	oumarou	oumarou	PROPN
ctmj-162	197	4	,	,	PUNCT
ctmj-162	197	5	h.	h.	PROPN
ctmj-162	197	6	(	(	PUNCT
ctmj-162	197	7	2023	2023	NUM
ctmj-162	197	8	)	)	PUNCT
ctmj-162	197	9	.	.	PUNCT
ctmj-162	198	1	detection	detection	NOUN
ctmj-162	198	2	and	and	CCONJ
ctmj-162	198	3	classification	classification	NOUN
ctmj-162	198	4	of	of	ADP
ctmj-162	198	5	bacterial	bacterial	ADJ
ctmj-162	198	6	skin	skin	NOUN
ctmj-162	198	7	infections	infection	NOUN
ctmj-162	198	8	using	use	VERB
ctmj-162	198	9	k	k	NOUN
ctmj-162	198	10	-	-	PUNCT
ctmj-162	198	11	nearest	near	ADJ
ctmj-162	198	12	neighbors	neighbor	NOUN
ctmj-162	198	13	algorithm	algorithm	NOUN
ctmj-162	198	14	.	.	PUNCT
ctmj-162	199	1	international	international	ADJ
ctmj-162	199	2	journal	journal	PROPN
ctmj-162	199	3	of	of	ADP
ctmj-162	199	4	artificial	artificial	ADJ
ctmj-162	199	5	intelligence	intelligence	NOUN
ctmj-162	199	6	in	in	ADP
ctmj-162	199	7	medical	medical	ADJ
ctmj-162	199	8	issues	issue	NOUN
ctmj-162	199	9	,	,	PUNCT
ctmj-162	199	10	1(2	1(2	NUM
ctmj-162	199	11	)	)	PUNCT
ctmj-162	199	12	,	,	PUNCT
ctmj-162	199	13	124	124	NUM
ctmj-162	199	14	-	-	SYM
ctmj-162	199	15	136	136	NUM
ctmj-162	199	16	.	.	PUNCT
ctmj-162	200	1	10	10	NUM
ctmj-162	200	2	.	.	X
ctmj-162	201	1	esti	esti	PROPN
ctmj-162	201	2	,	,	PUNCT
ctmj-162	201	3	n.	n.	PROPN
ctmj-162	201	4	m.	m.	PROPN
ctmj-162	201	5	c.	c.	PROPN
ctmj-162	201	6	,	,	PUNCT
ctmj-162	201	7	dewi	dewi	PROPN
ctmj-162	201	8	,	,	PUNCT
ctmj-162	201	9	m.	m.	PROPN
ctmj-162	201	10	r.	r.	PROPN
ctmj-162	201	11	,	,	PUNCT
ctmj-162	201	12	anry	anry	NOUN
ctmj-162	201	13	,	,	PUNCT
ctmj-162	201	14	n.	n.	PROPN
ctmj-162	201	15	k.	k.	PROPN
ctmj-162	201	16	n.	n.	PROPN
ctmj-162	201	17	,	,	PUNCT
ctmj-162	201	18	&	&	CCONJ
ctmj-162	201	19	pratikno	pratikno	NOUN
ctmj-162	201	20	,	,	PUNCT
ctmj-162	201	21	g.	g.	PROPN
ctmj-162	201	22	h.	h.	PROPN
ctmj-162	201	23	z.	z.	PROPN
ctmj-162	201	24	(	(	PUNCT
ctmj-162	201	25	2023	2023	NUM
ctmj-162	201	26	,	,	PUNCT
ctmj-162	201	27	september	september	PROPN
ctmj-162	201	28	)	)	PUNCT
ctmj-162	201	29	.	.	PUNCT
ctmj-162	202	1	implementation	implementation	NOUN
ctmj-162	202	2	knearest	knearest	NOUN
ctmj-162	202	3	neighbor	neighbor	NOUN
ctmj-162	202	4	algorithm	algorithm	PROPN
ctmj-162	202	5	skin	skin	NOUN
ctmj-162	202	6	diseases	disease	NOUN
ctmj-162	202	7	classifier	classifier	VERB
ctmj-162	202	8	.	.	PUNCT
ctmj-162	203	1	in	in	ADP
ctmj-162	203	2	2023	2023	NUM
ctmj-162	203	3	international	international	ADJ
ctmj-162	203	4	seminar	seminar	NOUN
ctmj-162	203	5	on	on	ADP
ctmj-162	203	6	application	application	NOUN
ctmj-162	203	7	for	for	ADP
ctmj-162	203	8	technology	technology	NOUN
ctmj-162	203	9	of	of	ADP
ctmj-162	203	10	information	information	NOUN
ctmj-162	203	11	and	and	CCONJ
ctmj-162	203	12	communication	communication	NOUN
ctmj-162	203	13	(	(	PUNCT
ctmj-162	203	14	isemantic	isemantic	NOUN
ctmj-162	203	15	)	)	PUNCT
ctmj-162	203	16	(	(	PUNCT
ctmj-162	203	17	pp	pp	ADV
ctmj-162	203	18	.	.	PUNCT
ctmj-162	204	1	502	502	NUM
ctmj-162	204	2	-	-	SYM
ctmj-162	204	3	507	507	NUM
ctmj-162	204	4	)	)	PUNCT
ctmj-162	204	5	.	.	PUNCT
ctmj-162	205	1	ieee	ieee	PROPN
ctmj-162	205	2	.	.	PUNCT
ctmj-162	206	1	11	11	NUM
ctmj-162	206	2	.	.	X
ctmj-162	207	1	araaf	araaf	PROPN
ctmj-162	207	2	,	,	PUNCT
ctmj-162	207	3	m.	m.	NOUN
ctmj-162	207	4	a.	a.	PROPN
ctmj-162	207	5	,	,	PUNCT
ctmj-162	207	6	&	&	CCONJ
ctmj-162	207	7	nugroho	nugroho	PROPN
ctmj-162	207	8	,	,	PUNCT
ctmj-162	207	9	k.	k.	PROPN
ctmj-162	207	10	(	(	PUNCT
ctmj-162	207	11	2023	2023	NUM
ctmj-162	207	12	)	)	PUNCT
ctmj-162	207	13	.	.	PUNCT
ctmj-162	208	1	comprehensive	comprehensive	ADJ
ctmj-162	208	2	analysis	analysis	NOUN
ctmj-162	208	3	and	and	CCONJ
ctmj-162	208	4	classification	classification	NOUN
ctmj-162	208	5	of	of	ADP
ctmj-162	208	6	skin	skin	NOUN
ctmj-162	208	7	diseases	disease	NOUN
ctmj-162	208	8	based	base	VERB
ctmj-162	208	9	on	on	ADP
ctmj-162	208	10	image	image	NOUN
ctmj-162	208	11	texture	texture	NOUN
ctmj-162	208	12	features	feature	NOUN
ctmj-162	208	13	using	use	VERB
ctmj-162	208	14	knearest	knearest	NOUN
ctmj-162	208	15	neighbors	neighbor	NOUN
ctmj-162	208	16	algorithm	algorithm	NOUN
ctmj-162	208	17	.	.	PUNCT
ctmj-162	209	1	journal	journal	NOUN
ctmj-162	209	2	of	of	ADP
ctmj-162	209	3	computing	computing	NOUN
ctmj-162	209	4	theories	theory	NOUN
ctmj-162	209	5	and	and	CCONJ
ctmj-162	209	6	applications	application	NOUN
ctmj-162	209	7	,	,	PUNCT
ctmj-162	209	8	1(1	1(1	NUM
ctmj-162	209	9	)	)	PUNCT
ctmj-162	209	10	,	,	PUNCT
ctmj-162	209	11	31	31	NUM
ctmj-162	209	12	-	-	SYM
ctmj-162	209	13	40	40	NUM
ctmj-162	209	14	.	.	PUNCT
ctmj-162	209	15	12	12	NUM
ctmj-162	209	16	.	.	X
ctmj-162	210	1	surendar	surendar	PROPN
ctmj-162	210	2	rama	rama	PROPN
ctmj-162	210	3	sitaraman	sitaraman	NOUN
ctmj-162	210	4	(	(	PUNCT
ctmj-162	210	5	2020	2020	NUM
ctmj-162	210	6	)	)	PUNCT
ctmj-162	210	7	.	.	PUNCT
ctmj-162	211	1	optimizing	optimize	VERB
ctmj-162	211	2	healthcare	healthcare	PROPN
ctmj-162	211	3	data	data	PROPN
ctmj-162	211	4	streams	stream	NOUN
ctmj-162	211	5	using	use	VERB
ctmj-162	211	6	real	real	ADJ
ctmj-162	211	7	-	-	PUNCT
ctmj-162	211	8	time	time	NOUN
ctmj-162	211	9	big	big	ADJ
ctmj-162	211	10	data	datum	NOUN
ctmj-162	211	11	analytics	analytic	NOUN
ctmj-162	211	12	and	and	CCONJ
ctmj-162	211	13	ai	ai	VERB
ctmj-162	211	14	techniques	technique	NOUN
ctmj-162	211	15	.	.	PUNCT
ctmj-162	212	1	international	international	ADJ
ctmj-162	212	2	journal	journal	PROPN
ctmj-162	212	3	of	of	ADP
ctmj-162	212	4	information	information	NOUN
ctmj-162	212	5	technology	technology	PROPN
ctmj-162	212	6	&	&	CCONJ
ctmj-162	212	7	computer	computer	PROPN
ctmj-162	212	8	engineering	engineering	NOUN
ctmj-162	212	9	.	.	PUNCT
ctmj-162	213	1	international	international	ADJ
ctmj-162	213	2	journal	journal	PROPN
ctmj-162	213	3	of	of	ADP
ctmj-162	213	4	engineering	engineering	NOUN
ctmj-162	213	5	research	research	NOUN
ctmj-162	213	6	and	and	CCONJ
ctmj-162	213	7	science	science	NOUN
ctmj-162	213	8	&	&	CCONJ
ctmj-162	213	9	technology	technology	NOUN
ctmj-162	213	10	.	.	PUNCT
ctmj-162	214	1	13	13	NUM
ctmj-162	214	2	.	.	X
ctmj-162	215	1	https://www.kaggle.com/code/dataf	https://www.kaggle.com/code/dataf	NOUN
ctmj-162	215	2	an07	an07	PROPN
ctmj-162	215	3	/	/	SYM
ctmj-162	215	4	analysis	analysis	NOUN
ctmj-162	215	5	-	-	PUNCT
ctmj-162	215	6	of	of	ADP
ctmj-162	215	7	-	-	PUNCT
ctmj-162	215	8	melanomametadata	melanomametadata	NOUN
ctmj-162	215	9	-	-	PUNCT
ctmj-162	215	10	and	and	CCONJ
ctmj-162	215	11	-	-	PUNCT
ctmj-162	215	12	effnet	effnet	NOUN
ctmj-162	215	13	-	-	PUNCT
ctmj-162	215	14	ensemble	ensemble	ADJ
ctmj-162	215	15	https://www.kaggle.com/code/datafan07/analysis-of-melanoma-metadata-and-effnet-ensemble	https://www.kaggle.com/code/datafan07/analysis-of-melanoma-metadata-and-effnet-ensemble	ADJ
ctmj-162	215	16	https://www.kaggle.com/code/datafan07/analysis-of-melanoma-metadata-and-effnet-ensemble	https://www.kaggle.com/code/datafan07/analysis-of-melanoma-metadata-and-effnet-ensemble	ADJ
ctmj-162	215	17	https://www.kaggle.com/code/datafan07/analysis-of-melanoma-metadata-and-effnet-ensemble	https://www.kaggle.com/code/datafan07/analysis-of-melanoma-metadata-and-effnet-ensemble	ADJ