id	sid	tid	token	lemma	pos
ctmj-174	1	1	ctmj	ctmj	NOUN
ctmj-174	1	2	|	|	ADV
ctmj-174	1	3	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-174	1	4	chinese	chinese	ADJ
ctmj-174	1	5	traditional	traditional	ADJ
ctmj-174	1	6	medicine	medicine	NOUN
ctmj-174	1	7	journal	journal	NOUN
ctmj-174	1	8	|	|	ADV
ctmj-174	1	9	2018	2018	NUM
ctmj-174	1	10	|	|	ADV
ctmj-174	1	11	vol	vol	NOUN
ctmj-174	1	12	1	1	NUM
ctmj-174	1	13	|issue	|issue	NOUN
ctmj-174	1	14	5	5	NUM
ctmj-174	1	15	12	12	NUM
ctmj-174	1	16	chinese	chinese	ADJ
ctmj-174	1	17	traditional	traditional	ADJ
ctmj-174	1	18	medical	medical	ADJ
ctmj-174	1	19	journal	journal	NOUN
ctmj-174	1	20	ai	ai	AUX
ctmj-174	1	21	-	-	PUNCT
ctmj-174	1	22	driven	drive	VERB
ctmj-174	1	23	cloud	cloud	NOUN
ctmj-174	1	24	-	-	PUNCT
ctmj-174	1	25	based	base	VERB
ctmj-174	1	26	deep	deep	ADJ
ctmj-174	1	27	learning	learning	NOUN
ctmj-174	1	28	for	for	ADP
ctmj-174	1	29	predictive	predictive	ADJ
ctmj-174	1	30	healthcare	healthcare	PROPN
ctmj-174	1	31	analytics	analytic	NOUN
ctmj-174	1	32	:	:	PUNCT
ctmj-174	1	33	enhancing	enhance	VERB
ctmj-174	1	34	disease	disease	NOUN
ctmj-174	1	35	diagnosis	diagnosis	NOUN
ctmj-174	1	36	with	with	ADP
ctmj-174	1	37	cnns	cnn	NOUN
ctmj-174	1	38	in	in	ADP
ctmj-174	1	39	medical	medical	ADJ
ctmj-174	1	40	imaging	imaging	NOUN
ctmj-174	1	41	1vijai	1vijai	NUM
ctmj-174	1	42	anand	anand	PROPN
ctmj-174	1	43	ramar	ramar	PROPN
ctmj-174	1	44	iblesoft	iblesoft	PROPN
ctmj-174	1	45	inc	inc	PROPN
ctmj-174	1	46	,	,	PUNCT
ctmj-174	1	47	florida	florida	PROPN
ctmj-174	1	48	,	,	PUNCT
ctmj-174	1	49	usa	usa	PROPN
ctmj-174	1	50	vijaianandramar@gmail.com	vijaianandramar@gmail.com	PUNCT
ctmj-174	2	1	2s	2s	PROPN
ctmj-174	2	2	.	.	PUNCT
ctmj-174	3	1	rathna	rathna	PROPN
ctmj-174	3	2	sri	sri	VERB
ctmj-174	3	3	ranganathar	ranganathar	DET
ctmj-174	3	4	institute	institute	NOUN
ctmj-174	3	5	of	of	ADP
ctmj-174	3	6	engineering	engineering	NOUN
ctmj-174	3	7	and	and	CCONJ
ctmj-174	3	8	technology	technology	NOUN
ctmj-174	3	9	coimbatore	coimbatore	PROPN
ctmj-174	3	10	,	,	PUNCT
ctmj-174	3	11	india	india	PROPN
ctmj-174	3	12	.	.	PUNCT
ctmj-174	4	1	rathnajack@gmail.com	rathnajack@gmail.com	X
ctmj-174	5	1	1	1	X
ctmj-174	5	2	.	.	X
ctmj-174	5	3	introduction	introduction	NOUN
ctmj-174	5	4	the	the	DET
ctmj-174	5	5	rapid	rapid	ADJ
ctmj-174	5	6	advancements	advancement	NOUN
ctmj-174	5	7	in	in	ADP
ctmj-174	5	8	artificial	artificial	ADJ
ctmj-174	5	9	intelligence	intelligence	NOUN
ctmj-174	5	10	(	(	PUNCT
ctmj-174	5	11	ai	ai	NOUN
ctmj-174	5	12	)	)	PUNCT
ctmj-174	5	13	and	and	CCONJ
ctmj-174	5	14	cloud	cloud	NOUN
ctmj-174	5	15	computing	computing	NOUN
ctmj-174	5	16	have	have	AUX
ctmj-174	5	17	revolutionized	revolutionize	VERB
ctmj-174	5	18	the	the	DET
ctmj-174	5	19	healthcare	healthcare	NOUN
ctmj-174	5	20	industry	industry	NOUN
ctmj-174	5	21	by	by	ADP
ctmj-174	5	22	enabling	enable	VERB
ctmj-174	5	23	automated	automate	VERB
ctmj-174	5	24	and	and	CCONJ
ctmj-174	5	25	datadriven	datadriven	ADJ
ctmj-174	5	26	decision	decision	NOUN
ctmj-174	5	27	-	-	PUNCT
ctmj-174	5	28	making[1	making[1	NOUN
ctmj-174	5	29	]	]	PUNCT
ctmj-174	5	30	.	.	PUNCT
ctmj-174	6	1	predictive	predictive	ADJ
ctmj-174	6	2	analytics	analytic	NOUN
ctmj-174	6	3	powered	power	VERB
ctmj-174	6	4	by	by	ADP
ctmj-174	6	5	deep	deep	ADJ
ctmj-174	6	6	learning	learning	NOUN
ctmj-174	6	7	models	model	NOUN
ctmj-174	6	8	has	have	AUX
ctmj-174	6	9	significantly	significantly	ADV
ctmj-174	6	10	improved	improve	VERB
ctmj-174	6	11	disease	disease	NOUN
ctmj-174	6	12	diagnosis	diagnosis	NOUN
ctmj-174	6	13	,	,	PUNCT
ctmj-174	6	14	patient	patient	ADJ
ctmj-174	6	15	monitoring	monitoring	NOUN
ctmj-174	6	16	,	,	PUNCT
ctmj-174	6	17	and	and	CCONJ
ctmj-174	6	18	personalized	personalize	VERB
ctmj-174	6	19	treatment[2	treatment[2	PROPN
ctmj-174	6	20	]	]	PUNCT
ctmj-174	6	21	.	.	PUNCT
ctmj-174	7	1	among	among	ADP
ctmj-174	7	2	various	various	ADJ
ctmj-174	7	3	ai	ai	ADJ
ctmj-174	7	4	techniques	technique	NOUN
ctmj-174	7	5	,	,	PUNCT
ctmj-174	7	6	convolutional	convolutional	ADJ
ctmj-174	7	7	neural	neural	ADJ
ctmj-174	7	8	networks	network	NOUN
ctmj-174	7	9	(	(	PUNCT
ctmj-174	7	10	cnns	cnns	PROPN
ctmj-174	7	11	)	)	PUNCT
ctmj-174	7	12	have	have	AUX
ctmj-174	7	13	demonstrated	demonstrate	VERB
ctmj-174	7	14	remarkable	remarkable	ADJ
ctmj-174	7	15	accuracy	accuracy	NOUN
ctmj-174	7	16	in	in	ADP
ctmj-174	7	17	analyzing	analyze	VERB
ctmj-174	7	18	medical	medical	ADJ
ctmj-174	7	19	images	image	NOUN
ctmj-174	7	20	such	such	ADJ
ctmj-174	7	21	as	as	ADP
ctmj-174	7	22	mri	mri	NOUN
ctmj-174	7	23	,	,	PUNCT
ctmj-174	7	24	ct	ct	NUM
ctmj-174	7	25	scans	scan	NOUN
ctmj-174	7	26	,	,	PUNCT
ctmj-174	7	27	and	and	CCONJ
ctmj-174	7	28	x	x	X
ctmj-174	7	29	-	-	PUNCT
ctmj-174	7	30	rays[3	rays[3	VERB
ctmj-174	7	31	]	]	X
ctmj-174	7	32	.	.	PUNCT
ctmj-174	8	1	when	when	SCONJ
ctmj-174	8	2	integrated	integrate	VERB
ctmj-174	8	3	with	with	ADP
ctmj-174	8	4	cloud	cloud	NOUN
ctmj-174	8	5	-	-	PUNCT
ctmj-174	8	6	based	base	VERB
ctmj-174	8	7	computing	computing	NOUN
ctmj-174	8	8	,	,	PUNCT
ctmj-174	8	9	these	these	DET
ctmj-174	8	10	ai	ai	ADJ
ctmj-174	8	11	-	-	PUNCT
ctmj-174	8	12	driven	drive	VERB
ctmj-174	8	13	models	model	NOUN
ctmj-174	8	14	can	can	AUX
ctmj-174	8	15	process	process	VERB
ctmj-174	8	16	large	large	ADJ
ctmj-174	8	17	-	-	PUNCT
ctmj-174	8	18	scale	scale	NOUN
ctmj-174	8	19	medical	medical	ADJ
ctmj-174	8	20	data	datum	NOUN
ctmj-174	8	21	efficiently	efficiently	ADV
ctmj-174	8	22	,	,	PUNCT
ctmj-174	8	23	ensuring	ensure	VERB
ctmj-174	8	24	realtime	realtime	ADJ
ctmj-174	8	25	diagnosis	diagnosis	NOUN
ctmj-174	8	26	and	and	CCONJ
ctmj-174	8	27	remote	remote	ADJ
ctmj-174	8	28	accessibility	accessibility	NOUN
ctmj-174	8	29	for	for	ADP
ctmj-174	8	30	healthcare	healthcare	NOUN
ctmj-174	8	31	providers[4	providers[4	PART
ctmj-174	8	32	]	]	PUNCT
ctmj-174	8	33	.	.	PUNCT
ctmj-174	9	1	despite	despite	SCONJ
ctmj-174	9	2	these	these	DET
ctmj-174	9	3	advancements	advancement	NOUN
ctmj-174	9	4	,	,	PUNCT
ctmj-174	9	5	the	the	DET
ctmj-174	9	6	healthcare	healthcare	NOUN
ctmj-174	9	7	sector	sector	NOUN
ctmj-174	9	8	faces	face	VERB
ctmj-174	9	9	significant	significant	ADJ
ctmj-174	9	10	challenges	challenge	NOUN
ctmj-174	9	11	in	in	ADP
ctmj-174	9	12	accurate	accurate	ADJ
ctmj-174	9	13	and	and	CCONJ
ctmj-174	9	14	timely	timely	ADJ
ctmj-174	9	15	disease	disease	NOUN
ctmj-174	9	16	diagnosis[5	diagnosis[5	PROPN
ctmj-174	9	17	]	]	PUNCT
ctmj-174	9	18	.	.	PUNCT
ctmj-174	10	1	traditional	traditional	ADJ
ctmj-174	10	2	diagnostic	diagnostic	ADJ
ctmj-174	10	3	methods	method	NOUN
ctmj-174	10	4	rely	rely	VERB
ctmj-174	10	5	heavily	heavily	ADV
ctmj-174	10	6	on	on	ADP
ctmj-174	10	7	human	human	ADJ
ctmj-174	10	8	expertise	expertise	NOUN
ctmj-174	10	9	,	,	PUNCT
ctmj-174	10	10	which	which	PRON
ctmj-174	10	11	can	can	AUX
ctmj-174	10	12	lead	lead	VERB
ctmj-174	10	13	to	to	ADP
ctmj-174	10	14	errors	error	NOUN
ctmj-174	10	15	,	,	PUNCT
ctmj-174	10	16	delays	delay	NOUN
ctmj-174	10	17	,	,	PUNCT
ctmj-174	10	18	and	and	CCONJ
ctmj-174	10	19	inconsistent	inconsistent	ADJ
ctmj-174	10	20	results	result	NOUN
ctmj-174	10	21	due	due	ADP
ctmj-174	10	22	to	to	ADP
ctmj-174	10	23	fatigue	fatigue	NOUN
ctmj-174	10	24	or	or	CCONJ
ctmj-174	10	25	variability	variability	NOUN
ctmj-174	10	26	in	in	ADP
ctmj-174	10	27	interpretation[6	interpretation[6	NOUN
ctmj-174	10	28	]	]	PUNCT
ctmj-174	10	29	.	.	PUNCT
ctmj-174	11	1	additionally	additionally	ADV
ctmj-174	11	2	,	,	PUNCT
ctmj-174	11	3	abstract	abstract	ADJ
ctmj-174	11	4	—	—	PUNCT
ctmj-174	11	5	brain	brain	NOUN
ctmj-174	11	6	tumors	tumor	NOUN
ctmj-174	11	7	pose	pose	VERB
ctmj-174	11	8	a	a	DET
ctmj-174	11	9	significant	significant	ADJ
ctmj-174	11	10	challenge	challenge	NOUN
ctmj-174	11	11	in	in	ADP
ctmj-174	11	12	medical	medical	ADJ
ctmj-174	11	13	diagnostics	diagnostic	NOUN
ctmj-174	11	14	,	,	PUNCT
ctmj-174	11	15	requiring	require	VERB
ctmj-174	11	16	early	early	ADJ
ctmj-174	11	17	and	and	CCONJ
ctmj-174	11	18	accurate	accurate	ADJ
ctmj-174	11	19	detection	detection	NOUN
ctmj-174	11	20	for	for	ADP
ctmj-174	11	21	effective	effective	ADJ
ctmj-174	11	22	treatment	treatment	NOUN
ctmj-174	11	23	.	.	PUNCT
ctmj-174	12	1	traditional	traditional	ADJ
ctmj-174	12	2	diagnostic	diagnostic	ADJ
ctmj-174	12	3	methods	method	NOUN
ctmj-174	12	4	rely	rely	VERB
ctmj-174	12	5	heavily	heavily	ADV
ctmj-174	12	6	on	on	ADP
ctmj-174	12	7	manual	manual	ADJ
ctmj-174	12	8	assessment	assessment	NOUN
ctmj-174	12	9	of	of	ADP
ctmj-174	12	10	mri	mri	NOUN
ctmj-174	12	11	scans	scan	NOUN
ctmj-174	12	12	,	,	PUNCT
ctmj-174	12	13	which	which	PRON
ctmj-174	12	14	can	can	AUX
ctmj-174	12	15	be	be	AUX
ctmj-174	12	16	timeconsuming	timeconsuming	ADJ
ctmj-174	12	17	and	and	CCONJ
ctmj-174	12	18	prone	prone	ADJ
ctmj-174	12	19	to	to	ADP
ctmj-174	12	20	human	human	ADJ
ctmj-174	12	21	error	error	NOUN
ctmj-174	12	22	.	.	PUNCT
ctmj-174	13	1	recent	recent	ADJ
ctmj-174	13	2	advancements	advancement	NOUN
ctmj-174	13	3	in	in	ADP
ctmj-174	13	4	deep	deep	ADJ
ctmj-174	13	5	learning	learning	NOUN
ctmj-174	13	6	and	and	CCONJ
ctmj-174	13	7	cloud	cloud	NOUN
ctmj-174	13	8	computing	computing	NOUN
ctmj-174	13	9	have	have	AUX
ctmj-174	13	10	enabled	enable	VERB
ctmj-174	13	11	the	the	DET
ctmj-174	13	12	development	development	NOUN
ctmj-174	13	13	of	of	ADP
ctmj-174	13	14	automated	automate	VERB
ctmj-174	13	15	,	,	PUNCT
ctmj-174	13	16	scalable	scalable	ADJ
ctmj-174	13	17	,	,	PUNCT
ctmj-174	13	18	and	and	CCONJ
ctmj-174	13	19	high	high	ADJ
ctmj-174	13	20	-	-	PUNCT
ctmj-174	13	21	accuracy	accuracy	NOUN
ctmj-174	13	22	medical	medical	ADJ
ctmj-174	13	23	imaging	imaging	NOUN
ctmj-174	13	24	solutions	solution	NOUN
ctmj-174	13	25	.	.	PUNCT
ctmj-174	14	1	this	this	DET
ctmj-174	14	2	study	study	NOUN
ctmj-174	14	3	presents	present	VERB
ctmj-174	14	4	an	an	DET
ctmj-174	14	5	ai	ai	NOUN
ctmj-174	14	6	-	-	PUNCT
ctmj-174	14	7	driven	drive	VERB
ctmj-174	14	8	cloudbased	cloudbase	VERB
ctmj-174	14	9	deep	deep	ADJ
ctmj-174	14	10	learning	learning	NOUN
ctmj-174	14	11	framework	framework	NOUN
ctmj-174	14	12	for	for	ADP
ctmj-174	14	13	predictive	predictive	ADJ
ctmj-174	14	14	healthcare	healthcare	PROPN
ctmj-174	14	15	analytics	analytic	NOUN
ctmj-174	14	16	,	,	PUNCT
ctmj-174	14	17	integrating	integrate	VERB
ctmj-174	14	18	convolutional	convolutional	ADJ
ctmj-174	14	19	neural	neural	ADJ
ctmj-174	14	20	networks	network	NOUN
ctmj-174	14	21	(	(	PUNCT
ctmj-174	14	22	cnns	cnns	PROPN
ctmj-174	14	23	)	)	PUNCT
ctmj-174	14	24	with	with	ADP
ctmj-174	14	25	cloud	cloud	NOUN
ctmj-174	14	26	computing	computing	NOUN
ctmj-174	14	27	to	to	PART
ctmj-174	14	28	enhance	enhance	VERB
ctmj-174	14	29	scalability	scalability	NOUN
ctmj-174	14	30	and	and	CCONJ
ctmj-174	14	31	computational	computational	ADJ
ctmj-174	14	32	efficiency	efficiency	NOUN
ctmj-174	14	33	.	.	PUNCT
ctmj-174	15	1	the	the	DET
ctmj-174	15	2	brain	brain	NOUN
ctmj-174	15	3	tumor	tumor	NOUN
ctmj-174	15	4	mri	mri	NOUN
ctmj-174	15	5	dataset	dataset	VERB
ctmj-174	15	6	from	from	ADP
ctmj-174	15	7	kaggle	kaggle	PROPN
ctmj-174	15	8	is	be	AUX
ctmj-174	15	9	used	use	VERB
ctmj-174	15	10	,	,	PUNCT
ctmj-174	15	11	and	and	CCONJ
ctmj-174	15	12	extensive	extensive	ADJ
ctmj-174	15	13	data	datum	NOUN
ctmj-174	15	14	preprocessing	preprocesse	VERB
ctmj-174	15	15	techniques	technique	NOUN
ctmj-174	15	16	such	such	ADJ
ctmj-174	15	17	as	as	ADP
ctmj-174	15	18	noise	noise	NOUN
ctmj-174	15	19	reduction	reduction	NOUN
ctmj-174	15	20	,	,	PUNCT
ctmj-174	15	21	normalization	normalization	NOUN
ctmj-174	15	22	,	,	PUNCT
ctmj-174	15	23	and	and	CCONJ
ctmj-174	15	24	contrast	contrast	NOUN
ctmj-174	15	25	enhancement	enhancement	NOUN
ctmj-174	15	26	are	be	AUX
ctmj-174	15	27	applied	apply	VERB
ctmj-174	15	28	to	to	PART
ctmj-174	15	29	improve	improve	VERB
ctmj-174	15	30	image	image	NOUN
ctmj-174	15	31	quality	quality	NOUN
ctmj-174	15	32	.	.	PUNCT
ctmj-174	16	1	the	the	DET
ctmj-174	16	2	proposed	propose	VERB
ctmj-174	16	3	model	model	NOUN
ctmj-174	16	4	achieves	achieve	VERB
ctmj-174	16	5	97.2	97.2	NUM
ctmj-174	16	6	%	%	NOUN
ctmj-174	16	7	accuracy	accuracy	NOUN
ctmj-174	16	8	,	,	PUNCT
ctmj-174	16	9	outperforming	outperform	VERB
ctmj-174	16	10	traditional	traditional	ADJ
ctmj-174	16	11	methods	method	NOUN
ctmj-174	16	12	like	like	ADP
ctmj-174	16	13	svm	svm	PROPN
ctmj-174	16	14	(	(	PUNCT
ctmj-174	16	15	88.5	88.5	NUM
ctmj-174	16	16	%	%	NOUN
ctmj-174	16	17	)	)	PUNCT
ctmj-174	16	18	and	and	CCONJ
ctmj-174	16	19	random	random	ADJ
ctmj-174	16	20	forest	forest	NOUN
ctmj-174	16	21	(	(	PUNCT
ctmj-174	16	22	91.3	91.3	NUM
ctmj-174	16	23	%	%	NOUN
ctmj-174	16	24	)	)	PUNCT
ctmj-174	16	25	,	,	PUNCT
ctmj-174	16	26	with	with	ADP
ctmj-174	16	27	an	an	DET
ctmj-174	16	28	auc	auc	NOUN
ctmj-174	16	29	-	-	PUNCT
ctmj-174	16	30	roc	roc	NOUN
ctmj-174	16	31	score	score	NOUN
ctmj-174	16	32	of	of	ADP
ctmj-174	16	33	98.3	98.3	NUM
ctmj-174	16	34	%	%	NOUN
ctmj-174	16	35	,	,	PUNCT
ctmj-174	16	36	demonstrating	demonstrate	VERB
ctmj-174	16	37	superior	superior	ADJ
ctmj-174	16	38	classification	classification	NOUN
ctmj-174	16	39	capability	capability	NOUN
ctmj-174	16	40	.	.	PUNCT
ctmj-174	17	1	cloud	cloud	NOUN
ctmj-174	17	2	-	-	PUNCT
ctmj-174	17	3	based	base	VERB
ctmj-174	17	4	deployment	deployment	NOUN
ctmj-174	17	5	significantly	significantly	ADV
ctmj-174	17	6	reduces	reduce	VERB
ctmj-174	17	7	training	training	NOUN
ctmj-174	17	8	time	time	NOUN
ctmj-174	17	9	to	to	ADP
ctmj-174	17	10	45	45	NUM
ctmj-174	17	11	minutes	minute	NOUN
ctmj-174	17	12	compared	compare	VERB
ctmj-174	17	13	to	to	ADP
ctmj-174	17	14	over	over	ADP
ctmj-174	17	15	3	3	NUM
ctmj-174	17	16	hours	hour	NOUN
ctmj-174	17	17	on	on	ADP
ctmj-174	17	18	local	local	ADJ
ctmj-174	17	19	systems	system	NOUN
ctmj-174	17	20	,	,	PUNCT
ctmj-174	17	21	ensuring	ensure	VERB
ctmj-174	17	22	rapid	rapid	ADJ
ctmj-174	17	23	and	and	CCONJ
ctmj-174	17	24	resource	resource	NOUN
ctmj-174	17	25	-	-	PUNCT
ctmj-174	17	26	efficient	efficient	ADJ
ctmj-174	17	27	processing	processing	NOUN
ctmj-174	17	28	of	of	ADP
ctmj-174	17	29	large	large	ADJ
ctmj-174	17	30	mri	mri	NOUN
ctmj-174	17	31	datasets	dataset	NOUN
ctmj-174	17	32	.	.	PUNCT
ctmj-174	18	1	the	the	DET
ctmj-174	18	2	findings	finding	NOUN
ctmj-174	18	3	highlight	highlight	VERB
ctmj-174	18	4	the	the	DET
ctmj-174	18	5	potential	potential	NOUN
ctmj-174	18	6	of	of	ADP
ctmj-174	18	7	aidriven	aidriven	ADJ
ctmj-174	18	8	,	,	PUNCT
ctmj-174	18	9	cloud	cloud	NOUN
ctmj-174	18	10	-	-	PUNCT
ctmj-174	18	11	integrated	integrate	VERB
ctmj-174	18	12	deep	deep	ADJ
ctmj-174	18	13	learning	learning	NOUN
ctmj-174	18	14	for	for	ADP
ctmj-174	18	15	real	real	ADJ
ctmj-174	18	16	-	-	PUNCT
ctmj-174	18	17	time	time	NOUN
ctmj-174	18	18	,	,	PUNCT
ctmj-174	18	19	scalable	scalable	ADJ
ctmj-174	18	20	,	,	PUNCT
ctmj-174	18	21	and	and	CCONJ
ctmj-174	18	22	high	high	ADJ
ctmj-174	18	23	-	-	PUNCT
ctmj-174	18	24	accuracy	accuracy	NOUN
ctmj-174	18	25	medical	medical	ADJ
ctmj-174	18	26	diagnostics	diagnostic	NOUN
ctmj-174	18	27	,	,	PUNCT
ctmj-174	18	28	offering	offer	VERB
ctmj-174	18	29	a	a	DET
ctmj-174	18	30	transformative	transformative	ADJ
ctmj-174	18	31	approach	approach	NOUN
ctmj-174	18	32	to	to	ADP
ctmj-174	18	33	brain	brain	NOUN
ctmj-174	18	34	tumor	tumor	NOUN
ctmj-174	18	35	detection	detection	NOUN
ctmj-174	18	36	in	in	ADP
ctmj-174	18	37	predictive	predictive	ADJ
ctmj-174	18	38	healthcare	healthcare	PROPN
ctmj-174	18	39	analytics	analytic	NOUN
ctmj-174	18	40	.	.	PUNCT
ctmj-174	19	1	the	the	DET
ctmj-174	19	2	proposed	propose	VERB
ctmj-174	19	3	ai	ai	NOUN
ctmj-174	19	4	-	-	PUNCT
ctmj-174	19	5	driven	drive	VERB
ctmj-174	19	6	cloud	cloud	NOUN
ctmj-174	19	7	-	-	PUNCT
ctmj-174	19	8	based	base	VERB
ctmj-174	19	9	deep	deep	ADJ
ctmj-174	19	10	learning	learning	NOUN
ctmj-174	19	11	framework	framework	NOUN
ctmj-174	19	12	achieves	achieve	VERB
ctmj-174	19	13	high	high	ADJ
ctmj-174	19	14	accuracy	accuracy	NOUN
ctmj-174	19	15	in	in	ADP
ctmj-174	19	16	brain	brain	NOUN
ctmj-174	19	17	tumor	tumor	NOUN
ctmj-174	19	18	classification	classification	NOUN
ctmj-174	19	19	while	while	SCONJ
ctmj-174	19	20	significantly	significantly	ADV
ctmj-174	19	21	reducing	reduce	VERB
ctmj-174	19	22	training	training	NOUN
ctmj-174	19	23	time	time	NOUN
ctmj-174	19	24	through	through	ADP
ctmj-174	19	25	scalable	scalable	ADJ
ctmj-174	19	26	cloud	cloud	NOUN
ctmj-174	19	27	computing	computing	NOUN
ctmj-174	19	28	.	.	PUNCT
ctmj-174	20	1	this	this	DET
ctmj-174	20	2	approach	approach	NOUN
ctmj-174	20	3	enhances	enhance	VERB
ctmj-174	20	4	diagnostic	diagnostic	ADJ
ctmj-174	20	5	efficiency	efficiency	NOUN
ctmj-174	20	6	,	,	PUNCT
ctmj-174	20	7	making	make	VERB
ctmj-174	20	8	advanced	advanced	ADJ
ctmj-174	20	9	medical	medical	ADJ
ctmj-174	20	10	imaging	imaging	NOUN
ctmj-174	20	11	solutions	solution	NOUN
ctmj-174	20	12	more	more	ADV
ctmj-174	20	13	accessible	accessible	ADJ
ctmj-174	20	14	and	and	CCONJ
ctmj-174	20	15	effective	effective	ADJ
ctmj-174	20	16	.	.	PUNCT
ctmj-174	21	1	keywords	keyword	NOUN
ctmj-174	21	2	:	:	PUNCT
ctmj-174	21	3	brain	brain	NOUN
ctmj-174	21	4	tumor	tumor	NOUN
ctmj-174	21	5	detection	detection	NOUN
ctmj-174	21	6	,	,	PUNCT
ctmj-174	21	7	deep	deep	ADJ
ctmj-174	21	8	learning	learning	NOUN
ctmj-174	21	9	,	,	PUNCT
ctmj-174	21	10	convolutional	convolutional	ADJ
ctmj-174	21	11	neural	neural	ADJ
ctmj-174	21	12	networks	network	NOUN
ctmj-174	21	13	(	(	PUNCT
ctmj-174	21	14	cnns	cnns	PROPN
ctmj-174	21	15	)	)	PUNCT
ctmj-174	21	16	,	,	PUNCT
ctmj-174	21	17	cloud	cloud	NOUN
ctmj-174	21	18	computing	computing	NOUN
ctmj-174	21	19	,	,	PUNCT
ctmj-174	21	20	medical	medical	ADJ
ctmj-174	21	21	imaging	imaging	NOUN
ctmj-174	21	22	mailto:vijaianandramar@gmail.com	mailto:vijaianandramar@gmail.com	PROPN
ctmj-174	21	23	mailto:rathnajack@gmail.com	mailto:rathnajack@gmail.com	PROPN
ctmj-174	21	24	ctmj	ctmj	NOUN
ctmj-174	22	1	|	|	ADV
ctmj-174	22	2	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-174	22	3	chinese	chinese	ADJ
ctmj-174	22	4	traditional	traditional	ADJ
ctmj-174	22	5	medicine	medicine	NOUN
ctmj-174	22	6	journal	journal	NOUN
ctmj-174	22	7	|	|	ADV
ctmj-174	22	8	2018	2018	NUM
ctmj-174	22	9	|	|	ADV
ctmj-174	22	10	vol	vol	NOUN
ctmj-174	22	11	1	1	NUM
ctmj-174	22	12	|issue	|issue	NOUN
ctmj-174	22	13	5	5	NUM
ctmj-174	22	14	13	13	NUM
ctmj-174	22	15	medical	medical	ADJ
ctmj-174	22	16	imaging	imaging	NOUN
ctmj-174	22	17	data	datum	NOUN
ctmj-174	22	18	is	be	AUX
ctmj-174	22	19	computationally	computationally	ADV
ctmj-174	22	20	intensive	intensive	ADJ
ctmj-174	22	21	and	and	CCONJ
ctmj-174	22	22	requires	require	VERB
ctmj-174	22	23	significant	significant	ADJ
ctmj-174	22	24	resources	resource	NOUN
ctmj-174	22	25	for	for	ADP
ctmj-174	22	26	storage	storage	NOUN
ctmj-174	22	27	and	and	CCONJ
ctmj-174	22	28	processing[7	processing[7	NOUN
ctmj-174	22	29	]	]	X
ctmj-174	22	30	.	.	PUNCT
ctmj-174	23	1	hospitals	hospital	NOUN
ctmj-174	23	2	and	and	CCONJ
ctmj-174	23	3	clinics	clinic	NOUN
ctmj-174	23	4	often	often	ADV
ctmj-174	23	5	lack	lack	VERB
ctmj-174	23	6	the	the	DET
ctmj-174	23	7	infrastructure	infrastructure	NOUN
ctmj-174	23	8	to	to	PART
ctmj-174	23	9	handle	handle	VERB
ctmj-174	23	10	such	such	ADJ
ctmj-174	23	11	large	large	ADJ
ctmj-174	23	12	-	-	PUNCT
ctmj-174	23	13	scale	scale	NOUN
ctmj-174	23	14	data	datum	NOUN
ctmj-174	23	15	efficiently	efficiently	ADV
ctmj-174	23	16	,	,	PUNCT
ctmj-174	23	17	leading	lead	VERB
ctmj-174	23	18	to	to	ADP
ctmj-174	23	19	delayed	delay	VERB
ctmj-174	23	20	diagnoses	diagnosis	NOUN
ctmj-174	23	21	and	and	CCONJ
ctmj-174	23	22	suboptimal	suboptimal	ADJ
ctmj-174	23	23	patient	patient	NOUN
ctmj-174	23	24	outcomes[8	outcomes[8	PROPN
ctmj-174	23	25	]	]	PUNCT
ctmj-174	23	26	.	.	PUNCT
ctmj-174	24	1	moreover	moreover	ADV
ctmj-174	24	2	,	,	PUNCT
ctmj-174	24	3	privacy	privacy	NOUN
ctmj-174	24	4	concerns	concern	NOUN
ctmj-174	24	5	and	and	CCONJ
ctmj-174	24	6	data	datum	NOUN
ctmj-174	24	7	security	security	NOUN
ctmj-174	24	8	issues	issue	NOUN
ctmj-174	24	9	further	far	ADV
ctmj-174	24	10	hinder	hinder	VERB
ctmj-174	24	11	the	the	DET
ctmj-174	24	12	widespread	widespread	ADJ
ctmj-174	24	13	adoption	adoption	NOUN
ctmj-174	24	14	of	of	ADP
ctmj-174	24	15	ai	ai	NOUN
ctmj-174	24	16	-	-	PUNCT
ctmj-174	24	17	driven	drive	VERB
ctmj-174	24	18	healthcare	healthcare	NOUN
ctmj-174	24	19	solutions	solution	NOUN
ctmj-174	24	20	.	.	PUNCT
ctmj-174	25	1	to	to	PART
ctmj-174	25	2	address	address	VERB
ctmj-174	25	3	these	these	DET
ctmj-174	25	4	challenges	challenge	NOUN
ctmj-174	25	5	,	,	PUNCT
ctmj-174	25	6	this	this	DET
ctmj-174	25	7	research	research	NOUN
ctmj-174	25	8	proposes	propose	VERB
ctmj-174	25	9	a	a	DET
ctmj-174	25	10	cloud	cloud	NOUN
ctmj-174	25	11	-	-	PUNCT
ctmj-174	25	12	based	base	VERB
ctmj-174	25	13	ai	ai	NOUN
ctmj-174	25	14	-	-	PUNCT
ctmj-174	25	15	driven	drive	VERB
ctmj-174	25	16	deep	deep	ADJ
ctmj-174	25	17	learning	learning	NOUN
ctmj-174	25	18	framework	framework	NOUN
ctmj-174	25	19	for	for	ADP
ctmj-174	25	20	predictive	predictive	ADJ
ctmj-174	25	21	healthcare	healthcare	PROPN
ctmj-174	25	22	analytics	analytic	NOUN
ctmj-174	25	23	.	.	PUNCT
ctmj-174	26	1	the	the	DET
ctmj-174	26	2	proposed	propose	VERB
ctmj-174	26	3	system	system	NOUN
ctmj-174	26	4	leverages	leverage	NOUN
ctmj-174	26	5	cnns	cnn	NOUN
ctmj-174	26	6	for	for	ADP
ctmj-174	26	7	medical	medical	ADJ
ctmj-174	26	8	image	image	NOUN
ctmj-174	26	9	analysis	analysis	NOUN
ctmj-174	26	10	to	to	PART
ctmj-174	26	11	enhance	enhance	VERB
ctmj-174	26	12	disease	disease	NOUN
ctmj-174	26	13	diagnosis	diagnosis	NOUN
ctmj-174	26	14	accuracy	accuracy	NOUN
ctmj-174	26	15	while	while	SCONJ
ctmj-174	26	16	utilizing	utilize	VERB
ctmj-174	26	17	cloud	cloud	NOUN
ctmj-174	26	18	computing	computing	NOUN
ctmj-174	26	19	for	for	ADP
ctmj-174	26	20	scalable	scalable	ADJ
ctmj-174	26	21	and	and	CCONJ
ctmj-174	26	22	efficient	efficient	ADJ
ctmj-174	26	23	processing	processing	NOUN
ctmj-174	26	24	.	.	PUNCT
ctmj-174	27	1	by	by	ADP
ctmj-174	27	2	integrating	integrate	VERB
ctmj-174	27	3	ai	ai	NOUN
ctmj-174	27	4	models	model	NOUN
ctmj-174	27	5	with	with	ADP
ctmj-174	27	6	cloud	cloud	NOUN
ctmj-174	27	7	infrastructure	infrastructure	NOUN
ctmj-174	27	8	,	,	PUNCT
ctmj-174	27	9	the	the	DET
ctmj-174	27	10	system	system	NOUN
ctmj-174	27	11	enables	enable	VERB
ctmj-174	27	12	faster	fast	ADV
ctmj-174	27	13	,	,	PUNCT
ctmj-174	27	14	more	more	ADV
ctmj-174	27	15	reliable	reliable	ADJ
ctmj-174	27	16	,	,	PUNCT
ctmj-174	27	17	and	and	CCONJ
ctmj-174	27	18	remote	remote	ADJ
ctmj-174	27	19	diagnosis	diagnosis	NOUN
ctmj-174	27	20	while	while	SCONJ
ctmj-174	27	21	ensuring	ensure	VERB
ctmj-174	27	22	secure	secure	ADJ
ctmj-174	27	23	data	datum	NOUN
ctmj-174	27	24	storage	storage	NOUN
ctmj-174	27	25	and	and	CCONJ
ctmj-174	27	26	real	real	ADJ
ctmj-174	27	27	-	-	PUNCT
ctmj-174	27	28	time	time	NOUN
ctmj-174	27	29	accessibility	accessibility	NOUN
ctmj-174	27	30	.	.	PUNCT
ctmj-174	28	1	this	this	DET
ctmj-174	28	2	approach	approach	NOUN
ctmj-174	28	3	not	not	PART
ctmj-174	28	4	only	only	ADV
ctmj-174	28	5	improves	improve	VERB
ctmj-174	28	6	diagnostic	diagnostic	ADJ
ctmj-174	28	7	precision	precision	NOUN
ctmj-174	28	8	and	and	CCONJ
ctmj-174	28	9	efficiency	efficiency	NOUN
ctmj-174	28	10	but	but	CCONJ
ctmj-174	28	11	also	also	ADV
ctmj-174	28	12	makes	make	VERB
ctmj-174	28	13	ai	ai	VERB
ctmj-174	28	14	-	-	PUNCT
ctmj-174	28	15	driven	drive	VERB
ctmj-174	28	16	healthcare	healthcare	NOUN
ctmj-174	28	17	solutions	solution	NOUN
ctmj-174	28	18	more	more	ADV
ctmj-174	28	19	accessible	accessible	ADJ
ctmj-174	28	20	to	to	ADP
ctmj-174	28	21	medical	medical	ADJ
ctmj-174	28	22	institutions	institution	NOUN
ctmj-174	28	23	worldwide	worldwide	ADV
ctmj-174	28	24	.	.	PUNCT
ctmj-174	29	1	research	research	NOUN
ctmj-174	29	2	contribution	contribution	NOUN
ctmj-174	29	3	•	•	NOUN
ctmj-174	29	4	introducing	introduce	VERB
ctmj-174	29	5	an	an	DET
ctmj-174	29	6	ai	ai	NOUN
ctmj-174	29	7	-	-	PUNCT
ctmj-174	29	8	driven	drive	VERB
ctmj-174	29	9	cloud	cloud	NOUN
ctmj-174	29	10	-	-	PUNCT
ctmj-174	29	11	based	base	VERB
ctmj-174	29	12	deep	deep	ADJ
ctmj-174	29	13	learning	learning	NOUN
ctmj-174	29	14	framework	framework	NOUN
ctmj-174	29	15	that	that	PRON
ctmj-174	29	16	integrates	integrate	VERB
ctmj-174	29	17	convolutional	convolutional	ADJ
ctmj-174	29	18	neural	neural	ADJ
ctmj-174	29	19	networks	network	NOUN
ctmj-174	29	20	(	(	PUNCT
ctmj-174	29	21	cnns	cnns	PROPN
ctmj-174	29	22	)	)	PUNCT
ctmj-174	29	23	with	with	ADP
ctmj-174	29	24	cloud	cloud	NOUN
ctmj-174	29	25	computing	computing	NOUN
ctmj-174	29	26	for	for	ADP
ctmj-174	29	27	enhanced	enhanced	ADJ
ctmj-174	29	28	medical	medical	ADJ
ctmj-174	29	29	imaging	imaging	NOUN
ctmj-174	29	30	analysis	analysis	NOUN
ctmj-174	29	31	.	.	PUNCT
ctmj-174	30	1	•	•	NUM
ctmj-174	30	2	implementing	implement	VERB
ctmj-174	30	3	secure	secure	ADJ
ctmj-174	30	4	cloud	cloud	NOUN
ctmj-174	30	5	storage	storage	NOUN
ctmj-174	30	6	and	and	CCONJ
ctmj-174	30	7	encryption	encryption	NOUN
ctmj-174	30	8	techniques	technique	NOUN
ctmj-174	30	9	to	to	PART
ctmj-174	30	10	ensure	ensure	VERB
ctmj-174	30	11	data	datum	NOUN
ctmj-174	30	12	privacy	privacy	NOUN
ctmj-174	30	13	and	and	CCONJ
ctmj-174	30	14	compliance	compliance	NOUN
ctmj-174	30	15	with	with	ADP
ctmj-174	30	16	medical	medical	ADJ
ctmj-174	30	17	data	data	NOUN
ctmj-174	30	18	protection	protection	NOUN
ctmj-174	30	19	standards	standard	NOUN
ctmj-174	30	20	.	.	PUNCT
ctmj-174	31	1	•	•	NUM
ctmj-174	31	2	optimizing	optimize	VERB
ctmj-174	31	3	computational	computational	ADJ
ctmj-174	31	4	efficiency	efficiency	NOUN
ctmj-174	31	5	by	by	ADP
ctmj-174	31	6	leveraging	leverage	VERB
ctmj-174	31	7	cloud	cloud	NOUN
ctmj-174	31	8	-	-	PUNCT
ctmj-174	31	9	based	base	VERB
ctmj-174	31	10	model	model	NOUN
ctmj-174	31	11	training	training	NOUN
ctmj-174	31	12	,	,	PUNCT
ctmj-174	31	13	significantly	significantly	ADV
ctmj-174	31	14	reducing	reduce	VERB
ctmj-174	31	15	training	training	NOUN
ctmj-174	31	16	time	time	NOUN
ctmj-174	31	17	and	and	CCONJ
ctmj-174	31	18	enabling	enable	VERB
ctmj-174	31	19	scalable	scalable	ADJ
ctmj-174	31	20	medical	medical	ADJ
ctmj-174	31	21	diagnostics	diagnostic	NOUN
ctmj-174	31	22	.	.	PUNCT
ctmj-174	32	1	2	2	X
ctmj-174	32	2	.	.	X
ctmj-174	32	3	literature	literature	NOUN
ctmj-174	32	4	survey	survey	VERB
ctmj-174	32	5	the	the	DET
ctmj-174	32	6	integration	integration	NOUN
ctmj-174	32	7	of	of	ADP
ctmj-174	32	8	artificial	artificial	ADJ
ctmj-174	32	9	intelligence	intelligence	NOUN
ctmj-174	32	10	(	(	PUNCT
ctmj-174	32	11	ai	ai	NOUN
ctmj-174	32	12	)	)	PUNCT
ctmj-174	32	13	and	and	CCONJ
ctmj-174	32	14	cloud	cloud	NOUN
ctmj-174	32	15	computing	computing	NOUN
ctmj-174	32	16	in	in	ADP
ctmj-174	32	17	healthcare	healthcare	NOUN
ctmj-174	32	18	has	have	AUX
ctmj-174	32	19	gained	gain	VERB
ctmj-174	32	20	significant	significant	ADJ
ctmj-174	32	21	attention	attention	NOUN
ctmj-174	32	22	due	due	ADP
ctmj-174	32	23	to	to	ADP
ctmj-174	32	24	its	its	PRON
ctmj-174	32	25	potential	potential	NOUN
ctmj-174	32	26	to	to	PART
ctmj-174	32	27	improve	improve	VERB
ctmj-174	32	28	disease	disease	NOUN
ctmj-174	32	29	diagnosis	diagnosis	NOUN
ctmj-174	32	30	,	,	PUNCT
ctmj-174	32	31	predictive	predictive	ADJ
ctmj-174	32	32	analytics	analytic	NOUN
ctmj-174	32	33	,	,	PUNCT
ctmj-174	32	34	and	and	CCONJ
ctmj-174	32	35	patient	patient	ADJ
ctmj-174	32	36	care	care	NOUN
ctmj-174	32	37	.	.	PUNCT
ctmj-174	33	1	various	various	ADJ
ctmj-174	33	2	research	research	NOUN
ctmj-174	33	3	studies	study	NOUN
ctmj-174	33	4	have	have	AUX
ctmj-174	33	5	explored	explore	VERB
ctmj-174	33	6	the	the	DET
ctmj-174	33	7	application	application	NOUN
ctmj-174	33	8	of	of	ADP
ctmj-174	33	9	ai	ai	ADJ
ctmj-174	33	10	-	-	PUNCT
ctmj-174	33	11	driven	drive	VERB
ctmj-174	33	12	models	model	NOUN
ctmj-174	33	13	in	in	ADP
ctmj-174	33	14	medical	medical	ADJ
ctmj-174	33	15	imaging	imaging	NOUN
ctmj-174	33	16	and	and	CCONJ
ctmj-174	33	17	healthcare	healthcare	PROPN
ctmj-174	33	18	analytics	analytic	NOUN
ctmj-174	33	19	,	,	PUNCT
ctmj-174	33	20	while	while	SCONJ
ctmj-174	33	21	cloud	cloud	NOUN
ctmj-174	33	22	-	-	PUNCT
ctmj-174	33	23	based	base	VERB
ctmj-174	33	24	frameworks	framework	NOUN
ctmj-174	33	25	have	have	AUX
ctmj-174	33	26	been	be	AUX
ctmj-174	33	27	adopted	adopt	VERB
ctmj-174	33	28	for	for	ADP
ctmj-174	33	29	scalable	scalable	ADJ
ctmj-174	33	30	and	and	CCONJ
ctmj-174	33	31	realtime	realtime	NOUN
ctmj-174	33	32	processing	processing	NOUN
ctmj-174	33	33	of	of	ADP
ctmj-174	33	34	medical	medical	ADJ
ctmj-174	33	35	data[9	data[9	NOUN
ctmj-174	33	36	]	]	PUNCT
ctmj-174	33	37	.	.	PUNCT
ctmj-174	34	1	this	this	DET
ctmj-174	34	2	section	section	NOUN
ctmj-174	34	3	reviews	review	VERB
ctmj-174	34	4	existing	exist	VERB
ctmj-174	34	5	studies	study	NOUN
ctmj-174	34	6	in	in	ADP
ctmj-174	34	7	ai	ai	ADJ
ctmj-174	34	8	-	-	PUNCT
ctmj-174	34	9	driven	drive	VERB
ctmj-174	34	10	medical	medical	ADJ
ctmj-174	34	11	imaging	imaging	NOUN
ctmj-174	34	12	,	,	PUNCT
ctmj-174	34	13	cloud	cloud	NOUN
ctmj-174	34	14	-	-	PUNCT
ctmj-174	34	15	based	base	VERB
ctmj-174	34	16	healthcare	healthcare	NOUN
ctmj-174	34	17	systems	system	NOUN
ctmj-174	34	18	,	,	PUNCT
ctmj-174	34	19	and	and	CCONJ
ctmj-174	34	20	aipowered	aipowere	VERB
ctmj-174	34	21	predictive	predictive	NOUN
ctmj-174	34	22	analytics.ai	analytics.ai	PROPN
ctmj-174	34	23	has	have	AUX
ctmj-174	34	24	been	be	AUX
ctmj-174	34	25	extensively	extensively	ADV
ctmj-174	34	26	used	use	VERB
ctmj-174	34	27	for	for	ADP
ctmj-174	34	28	medical	medical	ADJ
ctmj-174	34	29	imaging	imaging	NOUN
ctmj-174	34	30	analysis	analysis	NOUN
ctmj-174	34	31	,	,	PUNCT
ctmj-174	34	32	allowing	allow	VERB
ctmj-174	34	33	for	for	ADP
ctmj-174	34	34	the	the	DET
ctmj-174	34	35	early	early	ADJ
ctmj-174	34	36	detection	detection	NOUN
ctmj-174	34	37	of	of	ADP
ctmj-174	34	38	diseases	disease	NOUN
ctmj-174	34	39	such	such	ADJ
ctmj-174	34	40	as	as	ADP
ctmj-174	34	41	cancer	cancer	NOUN
ctmj-174	34	42	,	,	PUNCT
ctmj-174	34	43	brain	brain	NOUN
ctmj-174	34	44	tumors	tumor	NOUN
ctmj-174	34	45	,	,	PUNCT
ctmj-174	34	46	cardiovascular	cardiovascular	ADJ
ctmj-174	34	47	diseases	disease	NOUN
ctmj-174	34	48	,	,	PUNCT
ctmj-174	34	49	and	and	CCONJ
ctmj-174	34	50	lung	lung	PROPN
ctmj-174	34	51	abnormalities[10	abnormalities[10	NUM
ctmj-174	34	52	]	]	PUNCT
ctmj-174	34	53	.	.	PUNCT
ctmj-174	35	1	in	in	ADP
ctmj-174	35	2	this	this	DET
ctmj-174	35	3	research	research	NOUN
ctmj-174	35	4	the	the	DET
ctmj-174	35	5	efficiency	efficiency	NOUN
ctmj-174	35	6	of	of	ADP
ctmj-174	35	7	ai	ai	ADJ
ctmj-174	35	8	-	-	PUNCT
ctmj-174	35	9	driven	drive	VERB
ctmj-174	35	10	image	image	NOUN
ctmj-174	35	11	analysis	analysis	NOUN
ctmj-174	35	12	techniques	technique	NOUN
ctmj-174	35	13	in	in	ADP
ctmj-174	35	14	enhancing	enhance	VERB
ctmj-174	35	15	diagnostic	diagnostic	ADJ
ctmj-174	35	16	accuracy	accuracy	NOUN
ctmj-174	35	17	and	and	CCONJ
ctmj-174	35	18	reducing	reduce	VERB
ctmj-174	35	19	human	human	ADJ
ctmj-174	35	20	error	error	NOUN
ctmj-174	35	21	.	.	PUNCT
ctmj-174	36	1	these	these	DET
ctmj-174	36	2	studies	study	NOUN
ctmj-174	36	3	show	show	VERB
ctmj-174	36	4	that	that	SCONJ
ctmj-174	36	5	ai	ai	NOUN
ctmj-174	36	6	-	-	PUNCT
ctmj-174	36	7	based	base	VERB
ctmj-174	36	8	models	model	NOUN
ctmj-174	36	9	are	be	AUX
ctmj-174	36	10	capable	capable	ADJ
ctmj-174	36	11	of	of	ADP
ctmj-174	36	12	identifying	identify	VERB
ctmj-174	36	13	subtle	subtle	ADJ
ctmj-174	36	14	patterns	pattern	NOUN
ctmj-174	36	15	in	in	ADP
ctmj-174	36	16	medical	medical	ADJ
ctmj-174	36	17	images	image	NOUN
ctmj-174	36	18	that	that	PRON
ctmj-174	36	19	may	may	AUX
ctmj-174	36	20	not	not	PART
ctmj-174	36	21	be	be	AUX
ctmj-174	36	22	easily	easily	ADV
ctmj-174	36	23	detected	detect	VERB
ctmj-174	36	24	by	by	ADP
ctmj-174	36	25	human	human	ADJ
ctmj-174	36	26	experts[11	experts[11	NOUN
ctmj-174	36	27	]	]	PUNCT
ctmj-174	36	28	.	.	PUNCT
ctmj-174	37	1	cloud	cloud	PROPN
ctmj-174	37	2	computing	computing	NOUN
ctmj-174	37	3	has	have	AUX
ctmj-174	37	4	emerged	emerge	VERB
ctmj-174	37	5	as	as	ADP
ctmj-174	37	6	a	a	DET
ctmj-174	37	7	key	key	ADJ
ctmj-174	37	8	enabler	enabler	NOUN
ctmj-174	37	9	for	for	ADP
ctmj-174	37	10	scalable	scalable	ADJ
ctmj-174	37	11	and	and	CCONJ
ctmj-174	37	12	remote	remote	ADJ
ctmj-174	37	13	healthcare	healthcare	NOUN
ctmj-174	37	14	solutions	solution	NOUN
ctmj-174	37	15	,	,	PUNCT
ctmj-174	37	16	allowing	allow	VERB
ctmj-174	37	17	for	for	ADP
ctmj-174	37	18	the	the	DET
ctmj-174	37	19	efficient	efficient	ADJ
ctmj-174	37	20	storage	storage	NOUN
ctmj-174	37	21	,	,	PUNCT
ctmj-174	37	22	processing	processing	NOUN
ctmj-174	37	23	,	,	PUNCT
ctmj-174	37	24	and	and	CCONJ
ctmj-174	37	25	analysis	analysis	NOUN
ctmj-174	37	26	of	of	ADP
ctmj-174	37	27	large	large	ADJ
ctmj-174	37	28	-	-	PUNCT
ctmj-174	37	29	scale	scale	NOUN
ctmj-174	37	30	medical	medical	ADJ
ctmj-174	37	31	data[12].in	data[12].in	PROPN
ctmj-174	37	32	this	this	DET
ctmj-174	37	33	research	research	NOUN
ctmj-174	37	34	demonstrates	demonstrate	VERB
ctmj-174	37	35	how	how	SCONJ
ctmj-174	37	36	cloud	cloud	NOUN
ctmj-174	37	37	-	-	PUNCT
ctmj-174	37	38	based	base	VERB
ctmj-174	37	39	platforms	platform	NOUN
ctmj-174	37	40	facilitate	facilitate	VERB
ctmj-174	37	41	real	real	ADJ
ctmj-174	37	42	-	-	PUNCT
ctmj-174	37	43	time	time	NOUN
ctmj-174	37	44	medical	medical	ADJ
ctmj-174	37	45	image	image	NOUN
ctmj-174	37	46	analysis	analysis	NOUN
ctmj-174	37	47	and	and	CCONJ
ctmj-174	37	48	remote	remote	ADJ
ctmj-174	37	49	diagnosis	diagnosis	NOUN
ctmj-174	37	50	,	,	PUNCT
ctmj-174	37	51	especially	especially	ADV
ctmj-174	37	52	in	in	ADP
ctmj-174	37	53	regions	region	NOUN
ctmj-174	37	54	with	with	ADP
ctmj-174	37	55	limited	limited	ADJ
ctmj-174	37	56	healthcare	healthcare	PROPN
ctmj-174	37	57	infrastructure[13	infrastructure[13	NOUN
ctmj-174	37	58	]	]	PUNCT
ctmj-174	37	59	.	.	PUNCT
ctmj-174	38	1	cloud	cloud	NOUN
ctmj-174	38	2	-	-	PUNCT
ctmj-174	38	3	based	base	VERB
ctmj-174	38	4	solutions	solution	NOUN
ctmj-174	38	5	also	also	ADV
ctmj-174	38	6	enable	enable	VERB
ctmj-174	38	7	collaborative	collaborative	ADJ
ctmj-174	38	8	healthcare	healthcare	NOUN
ctmj-174	38	9	,	,	PUNCT
ctmj-174	38	10	where	where	SCONJ
ctmj-174	38	11	multiple	multiple	ADJ
ctmj-174	38	12	medical	medical	ADJ
ctmj-174	38	13	institutions	institution	NOUN
ctmj-174	38	14	can	can	AUX
ctmj-174	38	15	access	access	VERB
ctmj-174	38	16	and	and	CCONJ
ctmj-174	38	17	analyze	analyze	VERB
ctmj-174	38	18	patient	patient	ADJ
ctmj-174	38	19	data	datum	NOUN
ctmj-174	38	20	securely[14	securely[14	PROPN
ctmj-174	38	21	]	]	PUNCT
ctmj-174	38	22	.	.	PUNCT
ctmj-174	39	1	however	however	ADV
ctmj-174	39	2	,	,	PUNCT
ctmj-174	39	3	latency	latency	NOUN
ctmj-174	39	4	issues	issue	NOUN
ctmj-174	39	5	,	,	PUNCT
ctmj-174	39	6	data	datum	NOUN
ctmj-174	39	7	privacy	privacy	NOUN
ctmj-174	39	8	concerns	concern	NOUN
ctmj-174	39	9	,	,	PUNCT
ctmj-174	39	10	and	and	CCONJ
ctmj-174	39	11	integration	integration	NOUN
ctmj-174	39	12	challenges	challenge	NOUN
ctmj-174	39	13	still	still	ADV
ctmj-174	39	14	pose	pose	VERB
ctmj-174	39	15	limitations	limitation	NOUN
ctmj-174	39	16	to	to	PART
ctmj-174	39	17	cloud	cloud	VERB
ctmj-174	39	18	adoption	adoption	NOUN
ctmj-174	39	19	in	in	ADP
ctmj-174	39	20	healthcare.aidriven	healthcare.aidriven	NUM
ctmj-174	39	21	predictive	predictive	ADJ
ctmj-174	39	22	analytics	analytic	NOUN
ctmj-174	39	23	has	have	AUX
ctmj-174	39	24	been	be	AUX
ctmj-174	39	25	widely	widely	ADV
ctmj-174	39	26	used	use	VERB
ctmj-174	39	27	to	to	PART
ctmj-174	39	28	forecast	forecast	VERB
ctmj-174	39	29	disease	disease	NOUN
ctmj-174	39	30	progression	progression	NOUN
ctmj-174	39	31	,	,	PUNCT
ctmj-174	39	32	identify	identify	VERB
ctmj-174	39	33	at	at	ADP
ctmj-174	39	34	-	-	PUNCT
ctmj-174	39	35	risk	risk	NOUN
ctmj-174	39	36	patients	patient	NOUN
ctmj-174	39	37	,	,	PUNCT
ctmj-174	39	38	and	and	CCONJ
ctmj-174	39	39	optimize	optimize	VERB
ctmj-174	39	40	treatment	treatment	NOUN
ctmj-174	39	41	plans[15	plans[15	NOUN
ctmj-174	39	42	]	]	PUNCT
ctmj-174	39	43	.	.	PUNCT
ctmj-174	40	1	the	the	DET
ctmj-174	40	2	studies	study	NOUN
ctmj-174	40	3	have	have	AUX
ctmj-174	40	4	explored	explore	VERB
ctmj-174	40	5	ai	ai	NOUN
ctmj-174	40	6	-	-	PUNCT
ctmj-174	40	7	based	base	VERB
ctmj-174	40	8	models	model	NOUN
ctmj-174	40	9	that	that	PRON
ctmj-174	40	10	analyze	analyze	VERB
ctmj-174	40	11	electronic	electronic	ADJ
ctmj-174	40	12	health	health	NOUN
ctmj-174	40	13	records	record	NOUN
ctmj-174	40	14	(	(	PUNCT
ctmj-174	40	15	ehrs	ehrs	INTJ
ctmj-174	40	16	)	)	PUNCT
ctmj-174	40	17	,	,	PUNCT
ctmj-174	40	18	medical	medical	ADJ
ctmj-174	40	19	histories	history	NOUN
ctmj-174	40	20	,	,	PUNCT
ctmj-174	40	21	and	and	CCONJ
ctmj-174	40	22	patient	patient	ADJ
ctmj-174	40	23	biomarkers	biomarker	NOUN
ctmj-174	40	24	to	to	PART
ctmj-174	40	25	predict	predict	VERB
ctmj-174	40	26	the	the	DET
ctmj-174	40	27	likelihood	likelihood	NOUN
ctmj-174	40	28	of	of	ADP
ctmj-174	40	29	diseases	disease	NOUN
ctmj-174	40	30	before	before	SCONJ
ctmj-174	40	31	symptoms	symptom	NOUN
ctmj-174	40	32	become	become	VERB
ctmj-174	40	33	severe[16	severe[16	NOUN
ctmj-174	40	34	]	]	PUNCT
ctmj-174	40	35	.	.	PUNCT
ctmj-174	41	1	these	these	DET
ctmj-174	41	2	predictive	predictive	ADJ
ctmj-174	41	3	models	model	NOUN
ctmj-174	41	4	have	have	AUX
ctmj-174	41	5	been	be	AUX
ctmj-174	41	6	successful	successful	ADJ
ctmj-174	41	7	in	in	ADP
ctmj-174	41	8	improving	improve	VERB
ctmj-174	41	9	early	early	ADJ
ctmj-174	41	10	disease	disease	NOUN
ctmj-174	41	11	detection	detection	NOUN
ctmj-174	41	12	and	and	CCONJ
ctmj-174	41	13	personalized	personalized	ADJ
ctmj-174	41	14	medicine	medicine	NOUN
ctmj-174	41	15	.	.	PUNCT
ctmj-174	42	1	however	however	ADV
ctmj-174	42	2	,	,	PUNCT
ctmj-174	42	3	the	the	DET
ctmj-174	42	4	effectiveness	effectiveness	NOUN
ctmj-174	42	5	of	of	ADP
ctmj-174	42	6	such	such	ADJ
ctmj-174	42	7	models	model	NOUN
ctmj-174	42	8	depends	depend	VERB
ctmj-174	42	9	on	on	ADP
ctmj-174	42	10	the	the	DET
ctmj-174	42	11	quality	quality	NOUN
ctmj-174	42	12	of	of	ADP
ctmj-174	42	13	training	training	NOUN
ctmj-174	42	14	data	datum	NOUN
ctmj-174	42	15	,	,	PUNCT
ctmj-174	42	16	model	model	NOUN
ctmj-174	42	17	interpretability	interpretability	NOUN
ctmj-174	42	18	,	,	PUNCT
ctmj-174	42	19	and	and	CCONJ
ctmj-174	42	20	computational	computational	ADJ
ctmj-174	42	21	efficiency[17	efficiency[17	PROPN
ctmj-174	42	22	]	]	PUNCT
ctmj-174	42	23	.	.	PUNCT
ctmj-174	43	1	over	over	ADP
ctmj-174	43	2	the	the	DET
ctmj-174	43	3	years	year	NOUN
ctmj-174	43	4	,	,	PUNCT
ctmj-174	43	5	various	various	ADJ
ctmj-174	43	6	techniques	technique	NOUN
ctmj-174	43	7	have	have	AUX
ctmj-174	43	8	been	be	AUX
ctmj-174	43	9	employed	employ	VERB
ctmj-174	43	10	in	in	ADP
ctmj-174	43	11	healthcare	healthcare	NOUN
ctmj-174	43	12	analytics	analytic	NOUN
ctmj-174	43	13	for	for	ADP
ctmj-174	43	14	disease	disease	NOUN
ctmj-174	43	15	diagnosis	diagnosis	NOUN
ctmj-174	43	16	and	and	CCONJ
ctmj-174	43	17	predictive	predictive	ADJ
ctmj-174	43	18	analysis	analysis	NOUN
ctmj-174	43	19	.	.	PUNCT
ctmj-174	44	1	traditional	traditional	ADJ
ctmj-174	44	2	machine	machine	NOUN
ctmj-174	44	3	learning	learning	NOUN
ctmj-174	44	4	methods	method	NOUN
ctmj-174	44	5	,	,	PUNCT
ctmj-174	44	6	such	such	ADJ
ctmj-174	44	7	as	as	ADP
ctmj-174	44	8	support	support	NOUN
ctmj-174	44	9	vector	vector	NOUN
ctmj-174	44	10	machines	machine	NOUN
ctmj-174	44	11	(	(	PUNCT
ctmj-174	44	12	svm	svm	PROPN
ctmj-174	44	13	)	)	PUNCT
ctmj-174	44	14	,	,	PUNCT
ctmj-174	44	15	decision	decision	NOUN
ctmj-174	44	16	trees	tree	NOUN
ctmj-174	44	17	,	,	PUNCT
ctmj-174	44	18	and	and	CCONJ
ctmj-174	44	19	random	random	ADJ
ctmj-174	44	20	forests	forest	NOUN
ctmj-174	44	21	,	,	PUNCT
ctmj-174	44	22	have	have	AUX
ctmj-174	44	23	been	be	AUX
ctmj-174	44	24	widely	widely	ADV
ctmj-174	44	25	used	use	VERB
ctmj-174	44	26	for	for	ADP
ctmj-174	44	27	medical	medical	ADJ
ctmj-174	44	28	data	datum	NOUN
ctmj-174	44	29	classification[18	classification[18	VERB
ctmj-174	44	30	]	]	PUNCT
ctmj-174	44	31	.	.	PUNCT
ctmj-174	45	1	while	while	SCONJ
ctmj-174	45	2	these	these	DET
ctmj-174	45	3	models	model	NOUN
ctmj-174	45	4	provide	provide	VERB
ctmj-174	45	5	decent	decent	ADJ
ctmj-174	45	6	accuracy	accuracy	NOUN
ctmj-174	45	7	,	,	PUNCT
ctmj-174	45	8	they	they	PRON
ctmj-174	45	9	often	often	ADV
ctmj-174	45	10	require	require	VERB
ctmj-174	45	11	manual	manual	ADJ
ctmj-174	45	12	feature	feature	NOUN
ctmj-174	45	13	extraction	extraction	NOUN
ctmj-174	45	14	,	,	PUNCT
ctmj-174	45	15	making	make	VERB
ctmj-174	45	16	them	they	PRON
ctmj-174	45	17	less	less	ADV
ctmj-174	45	18	efficient	efficient	ADJ
ctmj-174	45	19	in	in	ADP
ctmj-174	45	20	handling	handle	VERB
ctmj-174	45	21	large	large	ADJ
ctmj-174	45	22	-	-	PUNCT
ctmj-174	45	23	scale	scale	NOUN
ctmj-174	45	24	and	and	CCONJ
ctmj-174	45	25	complex	complex	ADJ
ctmj-174	45	26	medical	medical	ADJ
ctmj-174	45	27	data	datum	NOUN
ctmj-174	45	28	,	,	PUNCT
ctmj-174	45	29	such	such	ADJ
ctmj-174	45	30	as	as	ADP
ctmj-174	45	31	mri	mri	NOUN
ctmj-174	45	32	and	and	CCONJ
ctmj-174	45	33	ct	ct	NUM
ctmj-174	45	34	scans[19	scans[19	NUM
ctmj-174	45	35	]	]	PUNCT
ctmj-174	45	36	.	.	PUNCT
ctmj-174	46	1	additionally	additionally	ADV
ctmj-174	46	2	,	,	PUNCT
ctmj-174	46	3	their	their	PRON
ctmj-174	46	4	performance	performance	NOUN
ctmj-174	46	5	is	be	AUX
ctmj-174	46	6	highly	highly	ADV
ctmj-174	46	7	dependent	dependent	ADJ
ctmj-174	46	8	on	on	ADP
ctmj-174	46	9	data	datum	NOUN
ctmj-174	46	10	quality	quality	NOUN
ctmj-174	46	11	and	and	CCONJ
ctmj-174	46	12	feature	feature	NOUN
ctmj-174	46	13	selection	selection	NOUN
ctmj-174	46	14	,	,	PUNCT
ctmj-174	46	15	leading	lead	VERB
ctmj-174	46	16	to	to	ADP
ctmj-174	46	17	potential	potential	ADJ
ctmj-174	46	18	inconsistencies	inconsistency	NOUN
ctmj-174	46	19	across	across	ADP
ctmj-174	46	20	different	different	ADJ
ctmj-174	46	21	datasets[20	datasets[20	NOUN
ctmj-174	46	22	]	]	PUNCT
ctmj-174	46	23	.	.	PUNCT
ctmj-174	47	1	3	3	X
ctmj-174	47	2	.	.	X
ctmj-174	47	3	problem	problem	NOUN
ctmj-174	47	4	statement	statement	NOUN
ctmj-174	47	5	although	although	SCONJ
ctmj-174	47	6	ai	ai	VERB
ctmj-174	47	7	and	and	CCONJ
ctmj-174	47	8	cloud	cloud	NOUN
ctmj-174	47	9	computing	computing	NOUN
ctmj-174	47	10	have	have	AUX
ctmj-174	47	11	shown	show	VERB
ctmj-174	47	12	great	great	ADJ
ctmj-174	47	13	promise	promise	NOUN
ctmj-174	47	14	in	in	ADP
ctmj-174	47	15	healthcare	healthcare	NOUN
ctmj-174	47	16	applications	application	NOUN
ctmj-174	47	17	,	,	PUNCT
ctmj-174	47	18	several	several	ADJ
ctmj-174	47	19	challenges	challenge	NOUN
ctmj-174	47	20	remain	remain	VERB
ctmj-174	47	21	:	:	PUNCT
ctmj-174	47	22	•	•	ADJ
ctmj-174	47	23	computational	computational	ADJ
ctmj-174	47	24	efficiency	efficiency	NOUN
ctmj-174	47	25	:	:	PUNCT
ctmj-174	47	26	ai	ai	AUX
ctmj-174	47	27	-	-	PUNCT
ctmj-174	47	28	based	base	VERB
ctmj-174	47	29	medical	medical	ADJ
ctmj-174	47	30	models	model	NOUN
ctmj-174	47	31	require	require	VERB
ctmj-174	47	32	high	high	ADJ
ctmj-174	47	33	-	-	PUNCT
ctmj-174	47	34	performance	performance	NOUN
ctmj-174	47	35	computing	computing	NOUN
ctmj-174	47	36	resources	resource	NOUN
ctmj-174	47	37	,	,	PUNCT
ctmj-174	47	38	making	make	VERB
ctmj-174	47	39	them	they	PRON
ctmj-174	47	40	difficult	difficult	ADJ
ctmj-174	47	41	to	to	PART
ctmj-174	47	42	deploy	deploy	VERB
ctmj-174	47	43	in	in	ADP
ctmj-174	47	44	real	real	ADJ
ctmj-174	47	45	-	-	PUNCT
ctmj-174	47	46	time	time	NOUN
ctmj-174	47	47	clinical	clinical	ADJ
ctmj-174	47	48	settings[14	settings[14	PROPN
ctmj-174	47	49	]	]	PUNCT
ctmj-174	47	50	.	.	PUNCT
ctmj-174	48	1	•	•	NUM
ctmj-174	48	2	data	data	PROPN
ctmj-174	48	3	security	security	NOUN
ctmj-174	48	4	&	&	CCONJ
ctmj-174	48	5	privacy	privacy	NOUN
ctmj-174	48	6	:	:	PUNCT
ctmj-174	48	7	cloud	cloud	NOUN
ctmj-174	48	8	-	-	PUNCT
ctmj-174	48	9	based	base	VERB
ctmj-174	48	10	storage	storage	NOUN
ctmj-174	48	11	of	of	ADP
ctmj-174	48	12	medical	medical	ADJ
ctmj-174	48	13	data	datum	NOUN
ctmj-174	48	14	raises	raise	VERB
ctmj-174	48	15	concerns	concern	NOUN
ctmj-174	48	16	about	about	ADP
ctmj-174	48	17	cybersecurity	cybersecurity	NOUN
ctmj-174	48	18	threats	threat	NOUN
ctmj-174	48	19	,	,	PUNCT
ctmj-174	48	20	unauthorized	unauthorized	ADJ
ctmj-174	48	21	access	access	NOUN
ctmj-174	48	22	,	,	PUNCT
ctmj-174	48	23	and	and	CCONJ
ctmj-174	48	24	compliance	compliance	NOUN
ctmj-174	48	25	with	with	ADP
ctmj-174	48	26	healthcare	healthcare	NOUN
ctmj-174	48	27	regulations	regulation	NOUN
ctmj-174	48	28	(	(	PUNCT
ctmj-174	48	29	e.g.	e.g.	ADV
ctmj-174	48	30	,	,	PUNCT
ctmj-174	48	31	hipaa	hipaa	NOUN
ctmj-174	48	32	,	,	PUNCT
ctmj-174	48	33	gdpr	gdpr	NOUN
ctmj-174	48	34	)	)	PUNCT
ctmj-174	49	1	[	[	X
ctmj-174	49	2	16	16	NUM
ctmj-174	49	3	]	]	PUNCT
ctmj-174	49	4	.	.	PUNCT
ctmj-174	50	1	ctmj	ctmj	NOUN
ctmj-174	50	2	|	|	ADV
ctmj-174	50	3	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-174	50	4	chinese	chinese	ADJ
ctmj-174	50	5	traditional	traditional	ADJ
ctmj-174	50	6	medicine	medicine	NOUN
ctmj-174	50	7	journal	journal	NOUN
ctmj-174	50	8	|	|	ADV
ctmj-174	50	9	2018	2018	NUM
ctmj-174	50	10	|	|	ADV
ctmj-174	50	11	vol	vol	NOUN
ctmj-174	50	12	1	1	NUM
ctmj-174	50	13	|issue	|issue	NOUN
ctmj-174	50	14	5	5	NUM
ctmj-174	50	15	14	14	NUM
ctmj-174	50	16	•	•	NOUN
ctmj-174	50	17	scalability	scalability	NOUN
ctmj-174	50	18	&	&	CCONJ
ctmj-174	50	19	integration	integration	NOUN
ctmj-174	50	20	:	:	PUNCT
ctmj-174	50	21	many	many	ADJ
ctmj-174	50	22	ai	ai	NOUN
ctmj-174	50	23	models	model	NOUN
ctmj-174	50	24	are	be	AUX
ctmj-174	50	25	trained	train	VERB
ctmj-174	50	26	on	on	ADP
ctmj-174	50	27	specific	specific	ADJ
ctmj-174	50	28	datasets	dataset	NOUN
ctmj-174	50	29	,	,	PUNCT
ctmj-174	50	30	limiting	limit	VERB
ctmj-174	50	31	their	their	PRON
ctmj-174	50	32	generalization	generalization	NOUN
ctmj-174	50	33	and	and	CCONJ
ctmj-174	50	34	scalability	scalability	NOUN
ctmj-174	50	35	across	across	ADP
ctmj-174	50	36	diverse	diverse	ADJ
ctmj-174	50	37	populations	population	NOUN
ctmj-174	50	38	and	and	CCONJ
ctmj-174	50	39	medical	medical	ADJ
ctmj-174	50	40	conditions[19	conditions[19	NOUN
ctmj-174	50	41	]	]	PUNCT
ctmj-174	50	42	.	.	PUNCT
ctmj-174	51	1	4	4	X
ctmj-174	51	2	.	.	X
ctmj-174	51	3	methodology	methodology	NOUN
ctmj-174	51	4	for	for	ADP
ctmj-174	51	5	ai	ai	ADV
ctmj-174	51	6	-	-	PUNCT
ctmj-174	51	7	driven	drive	VERB
ctmj-174	51	8	cloudbased	cloudbase	VERB
ctmj-174	51	9	deep	deep	ADJ
ctmj-174	51	10	learning	learning	NOUN
ctmj-174	51	11	in	in	ADP
ctmj-174	51	12	predictive	predictive	ADJ
ctmj-174	51	13	healthcare	healthcare	PROPN
ctmj-174	51	14	analytics	analytic	NOUN
ctmj-174	51	15	the	the	DET
ctmj-174	51	16	proposed	propose	VERB
ctmj-174	51	17	ai	ai	NOUN
ctmj-174	51	18	-	-	PUNCT
ctmj-174	51	19	driven	drive	VERB
ctmj-174	51	20	cloud	cloud	NOUN
ctmj-174	51	21	-	-	PUNCT
ctmj-174	51	22	based	base	VERB
ctmj-174	51	23	deep	deep	ADJ
ctmj-174	51	24	learning	learning	NOUN
ctmj-174	51	25	framework	framework	NOUN
ctmj-174	51	26	aims	aim	VERB
ctmj-174	51	27	to	to	PART
ctmj-174	51	28	enhance	enhance	VERB
ctmj-174	51	29	disease	disease	NOUN
ctmj-174	51	30	diagnosis	diagnosis	NOUN
ctmj-174	51	31	by	by	ADP
ctmj-174	51	32	leveraging	leverage	VERB
ctmj-174	51	33	deep	deep	ADJ
ctmj-174	51	34	learning	learning	NOUN
ctmj-174	51	35	models	model	NOUN
ctmj-174	51	36	for	for	ADP
ctmj-174	51	37	medical	medical	ADJ
ctmj-174	51	38	imaging	imaging	NOUN
ctmj-174	51	39	analysis	analysis	NOUN
ctmj-174	51	40	while	while	SCONJ
ctmj-174	51	41	utilizing	utilize	VERB
ctmj-174	51	42	cloud	cloud	NOUN
ctmj-174	51	43	computing	computing	NOUN
ctmj-174	51	44	for	for	ADP
ctmj-174	51	45	scalable	scalable	ADJ
ctmj-174	51	46	and	and	CCONJ
ctmj-174	51	47	accuracy	accuracy	NOUN
ctmj-174	51	48	.	.	PUNCT
ctmj-174	52	1	figure	figure	NOUN
ctmj-174	52	2	1	1	NUM
ctmj-174	52	3	:	:	PUNCT
ctmj-174	52	4	ai	ai	AUX
ctmj-174	52	5	-	-	PUNCT
ctmj-174	52	6	driven	drive	VERB
ctmj-174	52	7	cloud	cloud	NOUN
ctmj-174	52	8	-	-	PUNCT
ctmj-174	52	9	based	base	VERB
ctmj-174	52	10	deep	deep	ADJ
ctmj-174	52	11	learning	learning	NOUN
ctmj-174	52	12	framework	framework	NOUN
ctmj-174	52	13	for	for	ADP
ctmj-174	52	14	predictive	predictive	ADJ
ctmj-174	52	15	healthcare	healthcare	PROPN
ctmj-174	52	16	analytics	analytic	NOUN
ctmj-174	52	17	the	the	DET
ctmj-174	52	18	figure	figure	NOUN
ctmj-174	52	19	1	1	NUM
ctmj-174	52	20	illustrates	illustrate	VERB
ctmj-174	52	21	an	an	DET
ctmj-174	52	22	ai	ai	NOUN
ctmj-174	52	23	-	-	PUNCT
ctmj-174	52	24	driven	drive	VERB
ctmj-174	52	25	cloud	cloud	NOUN
ctmj-174	52	26	-	-	PUNCT
ctmj-174	52	27	based	base	VERB
ctmj-174	52	28	deep	deep	ADJ
ctmj-174	52	29	learning	learning	NOUN
ctmj-174	52	30	framework	framework	NOUN
ctmj-174	52	31	for	for	ADP
ctmj-174	52	32	predictive	predictive	ADJ
ctmj-174	52	33	healthcare	healthcare	PROPN
ctmj-174	52	34	analytics	analytic	NOUN
ctmj-174	52	35	,	,	PUNCT
ctmj-174	52	36	showcasing	showcase	VERB
ctmj-174	52	37	the	the	DET
ctmj-174	52	38	integration	integration	NOUN
ctmj-174	52	39	of	of	ADP
ctmj-174	52	40	medical	medical	ADJ
ctmj-174	52	41	imaging	imaging	NOUN
ctmj-174	52	42	,	,	PUNCT
ctmj-174	52	43	cloud	cloud	NOUN
ctmj-174	52	44	computing	computing	NOUN
ctmj-174	52	45	,	,	PUNCT
ctmj-174	52	46	and	and	CCONJ
ctmj-174	52	47	ai	ai	VERB
ctmj-174	52	48	for	for	ADP
ctmj-174	52	49	accurate	accurate	ADJ
ctmj-174	52	50	disease	disease	NOUN
ctmj-174	52	51	diagnosis	diagnosis	NOUN
ctmj-174	52	52	.	.	PUNCT
ctmj-174	53	1	it	it	PRON
ctmj-174	53	2	highlights	highlight	VERB
ctmj-174	53	3	key	key	ADJ
ctmj-174	53	4	processes	process	NOUN
ctmj-174	53	5	such	such	ADJ
ctmj-174	53	6	as	as	ADP
ctmj-174	53	7	data	data	NOUN
ctmj-174	53	8	preprocessing	preprocessing	NOUN
ctmj-174	53	9	,	,	PUNCT
ctmj-174	53	10	deep	deep	ADJ
ctmj-174	53	11	learning	learning	NOUN
ctmj-174	53	12	model	model	NOUN
ctmj-174	53	13	training	training	NOUN
ctmj-174	53	14	,	,	PUNCT
ctmj-174	53	15	cloud	cloud	NOUN
ctmj-174	53	16	storage	storage	NOUN
ctmj-174	53	17	,	,	PUNCT
ctmj-174	53	18	and	and	CCONJ
ctmj-174	53	19	security	security	NOUN
ctmj-174	53	20	measures	measure	NOUN
ctmj-174	53	21	.	.	PUNCT
ctmj-174	54	1	4.1	4.1	NUM
ctmj-174	54	2	data	datum	NOUN
ctmj-174	54	3	collection	collection	NOUN
ctmj-174	54	4	the	the	DET
ctmj-174	54	5	brain	brain	NOUN
ctmj-174	54	6	tumor	tumor	NOUN
ctmj-174	54	7	mri	mri	NOUN
ctmj-174	54	8	dataset	dataset	VERB
ctmj-174	54	9	from	from	ADP
ctmj-174	54	10	kaggle	kaggle	PROPN
ctmj-174	54	11	is	be	AUX
ctmj-174	54	12	used	use	VERB
ctmj-174	54	13	in	in	ADP
ctmj-174	54	14	this	this	DET
ctmj-174	54	15	research	research	NOUN
ctmj-174	54	16	,	,	PUNCT
ctmj-174	54	17	consisting	consist	VERB
ctmj-174	54	18	of	of	ADP
ctmj-174	54	19	mri	mri	NOUN
ctmj-174	54	20	scans	scan	NOUN
ctmj-174	54	21	categorized	categorize	VERB
ctmj-174	54	22	into	into	ADP
ctmj-174	54	23	glioma	glioma	NOUN
ctmj-174	54	24	tumor	tumor	NOUN
ctmj-174	54	25	,	,	PUNCT
ctmj-174	54	26	meningioma	meningioma	NOUN
ctmj-174	54	27	tumor	tumor	NOUN
ctmj-174	54	28	,	,	PUNCT
ctmj-174	54	29	and	and	CCONJ
ctmj-174	54	30	no	no	DET
ctmj-174	54	31	tumor	tumor	NOUN
ctmj-174	54	32	(	(	PUNCT
ctmj-174	54	33	healthy	healthy	ADJ
ctmj-174	54	34	brain	brain	NOUN
ctmj-174	54	35	images	image	NOUN
ctmj-174	54	36	)	)	PUNCT
ctmj-174	54	37	.	.	PUNCT
ctmj-174	55	1	the	the	DET
ctmj-174	55	2	dataset	dataset	NOUN
ctmj-174	55	3	provides	provide	VERB
ctmj-174	55	4	high	high	ADJ
ctmj-174	55	5	-	-	PUNCT
ctmj-174	55	6	quality	quality	NOUN
ctmj-174	55	7	grayscale	grayscale	NOUN
ctmj-174	55	8	images	image	NOUN
ctmj-174	55	9	in	in	ADP
ctmj-174	55	10	standard	standard	ADJ
ctmj-174	55	11	formats	format	NOUN
ctmj-174	55	12	like	like	ADP
ctmj-174	55	13	png	png	NOUN
ctmj-174	55	14	or	or	CCONJ
ctmj-174	55	15	jpg	jpg	NOUN
ctmj-174	55	16	,	,	PUNCT
ctmj-174	55	17	suitable	suitable	ADJ
ctmj-174	55	18	for	for	ADP
ctmj-174	55	19	deep	deep	ADJ
ctmj-174	55	20	learning	learning	NOUN
ctmj-174	55	21	applications	application	NOUN
ctmj-174	55	22	.	.	PUNCT
ctmj-174	56	1	preprocessing	preprocesse	VERB
ctmj-174	56	2	steps	step	NOUN
ctmj-174	56	3	include	include	VERB
ctmj-174	56	4	noise	noise	NOUN
ctmj-174	56	5	reduction	reduction	NOUN
ctmj-174	56	6	,	,	PUNCT
ctmj-174	56	7	normalization	normalization	NOUN
ctmj-174	56	8	,	,	PUNCT
ctmj-174	56	9	contrast	contrast	NOUN
ctmj-174	56	10	enhancement	enhancement	NOUN
ctmj-174	56	11	,	,	PUNCT
ctmj-174	56	12	and	and	CCONJ
ctmj-174	56	13	data	datum	NOUN
ctmj-174	56	14	augmentation	augmentation	NOUN
ctmj-174	56	15	(	(	PUNCT
ctmj-174	56	16	rotation	rotation	NOUN
ctmj-174	56	17	,	,	PUNCT
ctmj-174	56	18	flipping	flipping	NOUN
ctmj-174	56	19	,	,	PUNCT
ctmj-174	56	20	zooming	zooming	NOUN
ctmj-174	56	21	)	)	PUNCT
ctmj-174	56	22	to	to	PART
ctmj-174	56	23	improve	improve	VERB
ctmj-174	56	24	model	model	NOUN
ctmj-174	56	25	performance	performance	NOUN
ctmj-174	56	26	.	.	PUNCT
ctmj-174	57	1	these	these	DET
ctmj-174	57	2	refined	refine	VERB
ctmj-174	57	3	images	image	NOUN
ctmj-174	57	4	serve	serve	VERB
ctmj-174	57	5	as	as	ADP
ctmj-174	57	6	input	input	NOUN
ctmj-174	57	7	for	for	ADP
ctmj-174	57	8	the	the	DET
ctmj-174	57	9	ai	ai	ADJ
ctmj-174	57	10	-	-	PUNCT
ctmj-174	57	11	driven	drive	VERB
ctmj-174	57	12	cloud	cloud	NOUN
ctmj-174	57	13	-	-	PUNCT
ctmj-174	57	14	based	base	VERB
ctmj-174	57	15	deep	deep	ADJ
ctmj-174	57	16	learning	learning	NOUN
ctmj-174	57	17	framework	framework	NOUN
ctmj-174	57	18	,	,	PUNCT
ctmj-174	57	19	enabling	enable	VERB
ctmj-174	57	20	accurate	accurate	ADJ
ctmj-174	57	21	and	and	CCONJ
ctmj-174	57	22	efficient	efficient	ADJ
ctmj-174	57	23	brain	brain	NOUN
ctmj-174	57	24	tumor	tumor	NOUN
ctmj-174	57	25	detection	detection	NOUN
ctmj-174	57	26	.	.	PUNCT
ctmj-174	58	1	4.2	4.2	NUM
ctmj-174	58	2	data	datum	NOUN
ctmj-174	58	3	preprocessing	preprocesse	VERB
ctmj-174	58	4	to	to	PART
ctmj-174	58	5	ensure	ensure	VERB
ctmj-174	58	6	high	high	ADJ
ctmj-174	58	7	-	-	PUNCT
ctmj-174	58	8	quality	quality	NOUN
ctmj-174	58	9	input	input	NOUN
ctmj-174	58	10	for	for	ADP
ctmj-174	58	11	the	the	DET
ctmj-174	58	12	ai	ai	ADJ
ctmj-174	58	13	-	-	PUNCT
ctmj-174	58	14	driven	drive	VERB
ctmj-174	58	15	model	model	NOUN
ctmj-174	58	16	,	,	PUNCT
ctmj-174	58	17	the	the	DET
ctmj-174	58	18	following	follow	VERB
ctmj-174	58	19	preprocessing	preprocesse	VERB
ctmj-174	58	20	techniques	technique	NOUN
ctmj-174	58	21	are	be	AUX
ctmj-174	58	22	applied	apply	VERB
ctmj-174	58	23	:	:	PUNCT
ctmj-174	58	24	4.2.1	4.2.1	NUM
ctmj-174	58	25	noise	noise	NOUN
ctmj-174	58	26	reduction	reduction	NOUN
ctmj-174	58	27	:	:	PUNCT
ctmj-174	58	28	used	use	VERB
ctmj-174	58	29	to	to	PART
ctmj-174	58	30	smooth	smooth	VERB
ctmj-174	58	31	the	the	DET
ctmj-174	58	32	image	image	NOUN
ctmj-174	58	33	by	by	ADP
ctmj-174	58	34	removing	remove	VERB
ctmj-174	58	35	high	high	ADJ
ctmj-174	58	36	-	-	PUNCT
ctmj-174	58	37	frequency	frequency	NOUN
ctmj-174	58	38	noise	noise	NOUN
ctmj-174	58	39	while	while	SCONJ
ctmj-174	58	40	preserving	preserve	VERB
ctmj-174	58	41	important	important	ADJ
ctmj-174	58	42	features	feature	NOUN
ctmj-174	58	43	are	be	AUX
ctmj-174	58	44	defined	define	VERB
ctmj-174	58	45	in	in	ADP
ctmj-174	58	46	eqn	eqn	NOUN
ctmj-174	58	47	.	.	PUNCT
ctmj-174	59	1	(	(	PUNCT
ctmj-174	59	2	1	1	X
ctmj-174	59	3	)	)	PUNCT
ctmj-174	59	4	𝐺(𝑥	𝐺(𝑥	NOUN
ctmj-174	59	5	,	,	PUNCT
ctmj-174	59	6	𝑦	𝑦	NOUN
ctmj-174	59	7	)	)	PUNCT
ctmj-174	59	8	=	=	SYM
ctmj-174	59	9	1	1	NUM
ctmj-174	59	10	2𝜋𝜎2	2𝜋𝜎2	NUM
ctmj-174	59	11	𝑒	𝑒	PRON
ctmj-174	59	12	−	−	PROPN
ctmj-174	59	13	𝑥2+𝑦2	𝑥2+𝑦2	PROPN
ctmj-174	59	14	2𝜎2	2𝜎2	NUM
ctmj-174	59	15	(	(	PUNCT
ctmj-174	59	16	1	1	NUM
ctmj-174	59	17	)	)	PUNCT
ctmj-174	59	18	4.2.2	4.2.2	NUM
ctmj-174	59	19	median	median	ADJ
ctmj-174	59	20	filtering	filtering	NOUN
ctmj-174	59	21	:	:	PUNCT
ctmj-174	59	22	each	each	DET
ctmj-174	59	23	pixel	pixel	NOUN
ctmj-174	59	24	is	be	AUX
ctmj-174	59	25	replaced	replace	VERB
ctmj-174	59	26	with	with	ADP
ctmj-174	59	27	the	the	DET
ctmj-174	59	28	median	median	ADJ
ctmj-174	59	29	value	value	NOUN
ctmj-174	59	30	of	of	ADP
ctmj-174	59	31	the	the	DET
ctmj-174	59	32	surrounding	surround	VERB
ctmj-174	59	33	pixels	pixel	NOUN
ctmj-174	59	34	,	,	PUNCT
ctmj-174	59	35	helping	helping	AUX
ctmj-174	59	36	remove	remove	VERB
ctmj-174	59	37	salt	salt	NOUN
ctmj-174	59	38	-	-	PUNCT
ctmj-174	59	39	and	and	CCONJ
ctmj-174	59	40	-	-	PUNCT
ctmj-174	59	41	pepper	pepper	NOUN
ctmj-174	59	42	noise	noise	NOUN
ctmj-174	59	43	.	.	PUNCT
ctmj-174	60	1	4.2.3	4.2.3	NUM
ctmj-174	60	2	normalization	normalization	PROPN
ctmj-174	60	3	min	min	PROPN
ctmj-174	60	4	-	-	PROPN
ctmj-174	60	5	max	max	PROPN
ctmj-174	60	6	normalization	normalization	NOUN
ctmj-174	60	7	:	:	PUNCT
ctmj-174	60	8	ensures	ensure	VERB
ctmj-174	60	9	pixel	pixel	PROPN
ctmj-174	60	10	values	value	NOUN
ctmj-174	60	11	are	be	AUX
ctmj-174	60	12	scaled	scale	VERB
ctmj-174	60	13	within	within	ADP
ctmj-174	60	14	a	a	DET
ctmj-174	60	15	fixed	fixed	ADJ
ctmj-174	60	16	range	range	NOUN
ctmj-174	60	17	,	,	PUNCT
ctmj-174	60	18	typically	typically	ADV
ctmj-174	60	19	[	[	X
ctmj-174	60	20	0,1	0,1	NUM
ctmj-174	60	21	]	]	PUNCT
ctmj-174	60	22	are	be	AUX
ctmj-174	60	23	in	in	ADP
ctmj-174	60	24	eqn	eqn	NOUN
ctmj-174	60	25	.	.	PUNCT
ctmj-174	61	1	(	(	PUNCT
ctmj-174	61	2	2	2	NUM
ctmj-174	61	3	):	):	PUNCT
ctmj-174	61	4	𝐼′	𝐼′	ADJ
ctmj-174	61	5	=	=	PUNCT
ctmj-174	61	6	𝐼−𝐼min	𝐼−𝐼min	PROPN
ctmj-174	61	7	𝐼max−𝐼min	𝐼max−𝐼min	NOUN
ctmj-174	61	8	(	(	PUNCT
ctmj-174	61	9	2	2	NUM
ctmj-174	61	10	)	)	PUNCT
ctmj-174	61	11	where	where	SCONJ
ctmj-174	61	12	𝐼	𝐼	PROPN
ctmj-174	61	13	is	be	AUX
ctmj-174	61	14	the	the	DET
ctmj-174	61	15	original	original	ADJ
ctmj-174	61	16	pixel	pixel	NOUN
ctmj-174	61	17	intensity	intensity	NOUN
ctmj-174	61	18	,	,	PUNCT
ctmj-174	61	19	and	and	CCONJ
ctmj-174	61	20	𝐼min	𝐼min	PROPN
ctmj-174	61	21	and	and	CCONJ
ctmj-174	61	22	𝐼max	𝐼max	PROPN
ctmj-174	61	23	are	be	AUX
ctmj-174	61	24	the	the	DET
ctmj-174	61	25	minimum	minimum	ADJ
ctmj-174	61	26	and	and	CCONJ
ctmj-174	61	27	maximum	maximum	ADJ
ctmj-174	61	28	intensities	intensity	NOUN
ctmj-174	61	29	in	in	ADP
ctmj-174	61	30	the	the	DET
ctmj-174	61	31	image	image	NOUN
ctmj-174	61	32	.	.	PUNCT
ctmj-174	62	1	4.2.4	4.2.4	NUM
ctmj-174	62	2	contrast	contrast	NOUN
ctmj-174	62	3	enhancement	enhancement	NOUN
ctmj-174	62	4	histogram	histogram	NOUN
ctmj-174	62	5	equalization	equalization	NOUN
ctmj-174	62	6	:	:	PUNCT
ctmj-174	62	7	improves	improve	VERB
ctmj-174	62	8	the	the	DET
ctmj-174	62	9	visibility	visibility	NOUN
ctmj-174	62	10	of	of	ADP
ctmj-174	62	11	tumor	tumor	NOUN
ctmj-174	62	12	structures	structure	NOUN
ctmj-174	62	13	by	by	ADP
ctmj-174	62	14	redistributing	redistribute	VERB
ctmj-174	62	15	pixel	pixel	ADJ
ctmj-174	62	16	intensity	intensity	NOUN
ctmj-174	62	17	values	value	NOUN
ctmj-174	62	18	are	be	AUX
ctmj-174	62	19	defined	define	VERB
ctmj-174	62	20	in	in	ADP
ctmj-174	62	21	eqn	eqn	NOUN
ctmj-174	62	22	.	.	PUNCT
ctmj-174	63	1	(	(	PUNCT
ctmj-174	63	2	3	3	NUM
ctmj-174	63	3	):	):	PUNCT
ctmj-174	63	4	𝐻(𝑖	𝐻(𝑖	ADJ
ctmj-174	63	5	)	)	PUNCT
ctmj-174	63	6	=	=	SYM
ctmj-174	63	7	𝐶(𝑖	𝐶(𝑖	X
ctmj-174	63	8	)	)	PUNCT
ctmj-174	63	9	𝑀𝑁	𝑀𝑁	PROPN
ctmj-174	63	10	(	(	PUNCT
ctmj-174	63	11	3	3	NUM
ctmj-174	63	12	)	)	PUNCT
ctmj-174	63	13	where	where	SCONJ
ctmj-174	63	14	𝐻(𝑖	𝐻(𝑖	VERB
ctmj-174	63	15	)	)	PUNCT
ctmj-174	63	16	is	be	AUX
ctmj-174	63	17	the	the	DET
ctmj-174	63	18	new	new	ADJ
ctmj-174	63	19	intensity	intensity	NOUN
ctmj-174	63	20	,	,	PUNCT
ctmj-174	63	21	𝐶(𝑖	𝐶(𝑖	NUM
ctmj-174	63	22	)	)	PUNCT
ctmj-174	63	23	is	be	AUX
ctmj-174	63	24	the	the	DET
ctmj-174	63	25	cumulative	cumulative	ADJ
ctmj-174	63	26	distribution	distribution	NOUN
ctmj-174	63	27	function	function	NOUN
ctmj-174	63	28	(	(	PUNCT
ctmj-174	63	29	cdf	cdf	PROPN
ctmj-174	63	30	)	)	PUNCT
ctmj-174	63	31	of	of	ADP
ctmj-174	63	32	the	the	DET
ctmj-174	63	33	intensity	intensity	NOUN
ctmj-174	63	34	values	value	NOUN
ctmj-174	63	35	,	,	PUNCT
ctmj-174	63	36	and	and	CCONJ
ctmj-174	63	37	𝑀𝑁	𝑀𝑁	PROPN
ctmj-174	63	38	is	be	AUX
ctmj-174	63	39	the	the	DET
ctmj-174	63	40	total	total	ADJ
ctmj-174	63	41	number	number	NOUN
ctmj-174	63	42	of	of	ADP
ctmj-174	63	43	pixels	pixel	NOUN
ctmj-174	63	44	.	.	PUNCT
ctmj-174	64	1	4.2.5	4.2.5	NUM
ctmj-174	64	2	data	datum	NOUN
ctmj-174	64	3	augmentation	augmentation	NOUN
ctmj-174	64	4	ctmj	ctmj	NOUN
ctmj-174	64	5	|	|	ADV
ctmj-174	64	6	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-174	64	7	chinese	chinese	ADJ
ctmj-174	64	8	traditional	traditional	ADJ
ctmj-174	64	9	medicine	medicine	NOUN
ctmj-174	64	10	journal	journal	NOUN
ctmj-174	64	11	|	|	ADV
ctmj-174	64	12	2018	2018	NUM
ctmj-174	64	13	|	|	ADV
ctmj-174	64	14	vol	vol	NOUN
ctmj-174	64	15	1	1	NUM
ctmj-174	64	16	|issue	|issue	NOUN
ctmj-174	64	17	5	5	NUM
ctmj-174	64	18	15	15	NUM
ctmj-174	64	19	to	to	PART
ctmj-174	64	20	prevent	prevent	VERB
ctmj-174	64	21	overfitting	overfitting	NOUN
ctmj-174	64	22	and	and	CCONJ
ctmj-174	64	23	improve	improve	VERB
ctmj-174	64	24	generalization	generalization	NOUN
ctmj-174	64	25	,	,	PUNCT
ctmj-174	64	26	various	various	ADJ
ctmj-174	64	27	transformations	transformation	NOUN
ctmj-174	64	28	are	be	AUX
ctmj-174	64	29	applied	apply	VERB
ctmj-174	64	30	.	.	PUNCT
ctmj-174	65	1	•	•	NUM
ctmj-174	65	2	rotation	rotation	NOUN
ctmj-174	65	3	:	:	PUNCT
ctmj-174	65	4	𝐼′(𝑥	𝐼′(𝑥	NUM
ctmj-174	65	5	,	,	PUNCT
ctmj-174	65	6	𝑦	𝑦	NOUN
ctmj-174	65	7	)	)	PUNCT
ctmj-174	65	8	=	=	PUNCT
ctmj-174	66	1	𝐼(𝑥cos⁡	𝐼(𝑥cos⁡	PROPN
ctmj-174	66	2	𝜃	𝜃	NUM
ctmj-174	66	3	−	−	PROPN
ctmj-174	66	4	𝑦sin⁡	𝑦sin⁡	NOUN
ctmj-174	66	5	𝜃	𝜃	NOUN
ctmj-174	66	6	,	,	PUNCT
ctmj-174	66	7	𝑥sin⁡	𝑥sin⁡	NOUN
ctmj-174	66	8	𝜃	𝜃	NOUN
ctmj-174	66	9	+	+	NUM
ctmj-174	66	10	𝑦cos⁡	𝑦cos⁡	ADJ
ctmj-174	66	11	𝜃	𝜃	NOUN
ctmj-174	66	12	)	)	PUNCT
ctmj-174	66	13	•	•	ADP
ctmj-174	66	14	scaling	scaling	NOUN
ctmj-174	66	15	:	:	PUNCT
ctmj-174	66	16	𝐼′(𝑥	𝐼′(𝑥	NUM
ctmj-174	66	17	,	,	PUNCT
ctmj-174	66	18	𝑦	𝑦	NOUN
ctmj-174	66	19	)	)	PUNCT
ctmj-174	66	20	=	=	SYM
ctmj-174	66	21	𝐼(𝑠𝑥	𝐼(𝑠𝑥	NOUN
ctmj-174	66	22	,	,	PUNCT
ctmj-174	66	23	𝑠𝑦	𝑠𝑦	NOUN
ctmj-174	66	24	)	)	PUNCT
ctmj-174	66	25	•	•	NOUN
ctmj-174	67	1	flipping	flip	VERB
ctmj-174	67	2	:	:	PUNCT
ctmj-174	67	3	horizontal	horizontal	ADJ
ctmj-174	67	4	and	and	CCONJ
ctmj-174	67	5	vertical	vertical	ADJ
ctmj-174	67	6	mirroring	mirroring	NOUN
ctmj-174	67	7	to	to	PART
ctmj-174	67	8	increase	increase	VERB
ctmj-174	67	9	dataset	dataset	ADJ
ctmj-174	67	10	diversity	diversity	NOUN
ctmj-174	67	11	.	.	PUNCT
ctmj-174	68	1	4.3	4.3	NUM
ctmj-174	68	2	deep	deep	ADJ
ctmj-174	68	3	learning	learning	NOUN
ctmj-174	68	4	model	model	NOUN
ctmj-174	68	5	for	for	ADP
ctmj-174	68	6	disease	disease	NOUN
ctmj-174	68	7	diagnosis	diagnosis	NOUN
ctmj-174	68	8	4.3.1	4.3.1	NUM
ctmj-174	68	9	cnn	cnn	NOUN
ctmj-174	68	10	architecture	architecture	NOUN
ctmj-174	68	11	selection	selection	NOUN
ctmj-174	68	12	a	a	DET
ctmj-174	68	13	convolutional	convolutional	ADJ
ctmj-174	68	14	neural	neural	ADJ
ctmj-174	68	15	network	network	NOUN
ctmj-174	68	16	(	(	PUNCT
ctmj-174	68	17	cnn	cnn	PROPN
ctmj-174	68	18	)	)	PUNCT
ctmj-174	68	19	is	be	AUX
ctmj-174	68	20	designed	design	VERB
ctmj-174	68	21	with	with	ADP
ctmj-174	68	22	convolutional	convolutional	ADJ
ctmj-174	68	23	layers	layer	NOUN
ctmj-174	68	24	for	for	ADP
ctmj-174	68	25	feature	feature	NOUN
ctmj-174	68	26	extraction	extraction	NOUN
ctmj-174	68	27	,	,	PUNCT
ctmj-174	68	28	pooling	pool	VERB
ctmj-174	68	29	layers	layer	NOUN
ctmj-174	68	30	for	for	ADP
ctmj-174	68	31	dimensionality	dimensionality	NOUN
ctmj-174	68	32	reduction	reduction	NOUN
ctmj-174	68	33	,	,	PUNCT
ctmj-174	68	34	and	and	CCONJ
ctmj-174	68	35	fully	fully	ADV
ctmj-174	68	36	connected	connect	VERB
ctmj-174	68	37	layers	layer	NOUN
ctmj-174	68	38	for	for	ADP
ctmj-174	68	39	classification	classification	NOUN
ctmj-174	68	40	.	.	PUNCT
ctmj-174	69	1	the	the	DET
ctmj-174	69	2	convolution	convolution	NOUN
ctmj-174	69	3	operation	operation	NOUN
ctmj-174	69	4	extracts	extract	NOUN
ctmj-174	69	5	spatial	spatial	ADJ
ctmj-174	69	6	patterns	pattern	NOUN
ctmj-174	69	7	are	be	AUX
ctmj-174	69	8	given	give	VERB
ctmj-174	69	9	in	in	ADP
ctmj-174	69	10	eqn	eqn	NOUN
ctmj-174	69	11	.	.	PUNCT
ctmj-174	70	1	(	(	PUNCT
ctmj-174	70	2	4	4	X
ctmj-174	70	3	)	)	PUNCT
ctmj-174	70	4	𝑍𝑖,𝑗	𝑍𝑖,𝑗	NOUN
ctmj-174	70	5	=	=	PUNCT
ctmj-174	70	6	∑	∑	PUNCT
ctmj-174	70	7	 	 	SPACE
ctmj-174	70	8	𝑚	𝑚	X
ctmj-174	70	9	∑	∑	PART
ctmj-174	70	10	 	 	SPACE
ctmj-174	70	11	𝑛	𝑛	PRON
ctmj-174	70	12	𝐼𝑖+𝑚,𝑗+𝑛	𝐼𝑖+𝑚,𝑗+𝑛	PROPN
ctmj-174	70	13	⋅	⋅	PROPN
ctmj-174	70	14	𝐾𝑚,𝑛	𝐾𝑚,𝑛	PROPN
ctmj-174	70	15	+	+	CCONJ
ctmj-174	70	16	𝑏	𝑏	PROPN
ctmj-174	70	17	(	(	PUNCT
ctmj-174	70	18	4	4	NUM
ctmj-174	70	19	)	)	PUNCT
ctmj-174	70	20	where	where	SCONJ
ctmj-174	70	21	𝐼	𝐼	PROPN
ctmj-174	70	22	is	be	AUX
ctmj-174	70	23	the	the	DET
ctmj-174	70	24	input	input	NOUN
ctmj-174	70	25	image	image	NOUN
ctmj-174	70	26	,	,	PUNCT
ctmj-174	70	27	𝐾	𝐾	PROPN
ctmj-174	70	28	is	be	AUX
ctmj-174	70	29	the	the	DET
ctmj-174	70	30	kernel	kernel	NOUN
ctmj-174	70	31	,	,	PUNCT
ctmj-174	70	32	and	and	CCONJ
ctmj-174	70	33	𝑏	𝑏	PROPN
ctmj-174	70	34	is	be	AUX
ctmj-174	70	35	the	the	DET
ctmj-174	70	36	bias	bias	NOUN
ctmj-174	70	37	.	.	PUNCT
ctmj-174	71	1	the	the	DET
ctmj-174	71	2	relu	relu	NOUN
ctmj-174	71	3	activation	activation	NOUN
ctmj-174	71	4	function	function	NOUN
ctmj-174	71	5	is	be	AUX
ctmj-174	71	6	applied⁡using⁡eqn.⁡(5	applied⁡using⁡eqn.⁡(5	NOUN
ctmj-174	71	7	):	):	PUNCT
ctmj-174	71	8	𝑓(𝑥	𝑓(𝑥	NOUN
ctmj-174	71	9	)	)	PUNCT
ctmj-174	71	10	=	=	SYM
ctmj-174	71	11	max(0	max(0	NOUN
ctmj-174	71	12	,	,	PUNCT
ctmj-174	71	13	𝑥	𝑥	NOUN
ctmj-174	71	14	)	)	PUNCT
ctmj-174	71	15	(	(	PUNCT
ctmj-174	71	16	5	5	X
ctmj-174	71	17	)	)	PUNCT
ctmj-174	71	18	4.3.2	4.3.2	NUM
ctmj-174	71	19	model	model	NOUN
ctmj-174	71	20	training	training	NOUN
ctmj-174	71	21	the	the	DET
ctmj-174	71	22	cnn	cnn	PROPN
ctmj-174	71	23	model	model	NOUN
ctmj-174	71	24	is	be	AUX
ctmj-174	71	25	trained	train	VERB
ctmj-174	71	26	using	use	VERB
ctmj-174	71	27	labeled	label	VERB
ctmj-174	71	28	mri	mri	NOUN
ctmj-174	71	29	images	image	NOUN
ctmj-174	71	30	,	,	PUNCT
ctmj-174	71	31	optimizing	optimize	VERB
ctmj-174	71	32	weights	weight	NOUN
ctmj-174	71	33	through	through	ADP
ctmj-174	71	34	backpropagation	backpropagation	NOUN
ctmj-174	71	35	and	and	CCONJ
ctmj-174	71	36	the	the	DET
ctmj-174	71	37	adam	adam	PROPN
ctmj-174	71	38	optimizer	optimizer	NOUN
ctmj-174	71	39	are	be	AUX
ctmj-174	71	40	given	give	VERB
ctmj-174	71	41	in	in	ADP
ctmj-174	71	42	eqn	eqn	NOUN
ctmj-174	71	43	.	.	PUNCT
ctmj-174	72	1	(	(	PUNCT
ctmj-174	72	2	6	6	NUM
ctmj-174	72	3	):	):	PUNCT
ctmj-174	72	4	𝑤𝑡+1	𝑤𝑡+1	NOUN
ctmj-174	72	5	=	=	NUM
ctmj-174	72	6	𝑤𝑡	𝑤𝑡	VERB
ctmj-174	72	7	−	−	PROPN
ctmj-174	72	8	𝜂	𝜂	NOUN
ctmj-174	72	9	𝜕𝐿	𝜕𝐿	PROPN
ctmj-174	72	10	𝜕𝑤	𝜕𝑤	NOUN
ctmj-174	72	11	(	(	PUNCT
ctmj-174	72	12	6	6	NUM
ctmj-174	72	13	)	)	PUNCT
ctmj-174	72	14	where	where	SCONJ
ctmj-174	72	15	𝜂	𝜂	NOUN
ctmj-174	72	16	is	be	AUX
ctmj-174	72	17	the	the	DET
ctmj-174	72	18	learning	learning	NOUN
ctmj-174	72	19	rate	rate	NOUN
ctmj-174	72	20	.	.	PUNCT
ctmj-174	73	1	the	the	DET
ctmj-174	73	2	cross	cross	ADJ
ctmj-174	73	3	-	-	ADJ
ctmj-174	73	4	entropy	entropy	ADJ
ctmj-174	73	5	loss	loss	NOUN
ctmj-174	73	6	function	function	NOUN
ctmj-174	73	7	is	be	AUX
ctmj-174	73	8	used	use	VERB
ctmj-174	73	9	for	for	ADP
ctmj-174	73	10	classification	classification	NOUN
ctmj-174	73	11	is	be	AUX
ctmj-174	73	12	defined	define	VERB
ctmj-174	73	13	in	in	ADP
ctmj-174	73	14	eqn	eqn	NOUN
ctmj-174	73	15	.	.	PUNCT
ctmj-174	74	1	(	(	PUNCT
ctmj-174	74	2	7	7	NUM
ctmj-174	74	3	):	):	PUNCT
ctmj-174	74	4	𝐿	𝐿	PROPN
ctmj-174	74	5	=	=	SYM
ctmj-174	74	6	−∑	−∑	PROPN
ctmj-174	74	7	⁡	⁡	PUNCT
ctmj-174	74	8	𝑦log⁡(	𝑦log⁡(	NUM
ctmj-174	74	9	�	�	PROPN
ctmj-174	74	10	̂	̂	NUM
ctmj-174	74	11	�	�	NOUN
ctmj-174	74	12	)	)	PUNCT
ctmj-174	74	13	(	(	PUNCT
ctmj-174	74	14	7	7	X
ctmj-174	74	15	)	)	PUNCT
ctmj-174	74	16	where	where	SCONJ
ctmj-174	74	17	𝑦	𝑦	NOUN
ctmj-174	74	18	is	be	AUX
ctmj-174	74	19	the	the	DET
ctmj-174	74	20	true	true	ADJ
ctmj-174	74	21	label	label	NOUN
ctmj-174	74	22	and	and	CCONJ
ctmj-174	74	23	�	�	PROPN
ctmj-174	74	24	̂	̂	VERB
ctmj-174	74	25	�	�	NOUN
ctmj-174	74	26	is	be	AUX
ctmj-174	74	27	the	the	DET
ctmj-174	74	28	predicted	predict	VERB
ctmj-174	74	29	probability	probability	NOUN
ctmj-174	74	30	.	.	PUNCT
ctmj-174	75	1	model	model	NOUN
ctmj-174	75	2	evaluation	evaluation	NOUN
ctmj-174	75	3	is	be	AUX
ctmj-174	75	4	done	do	VERB
ctmj-174	75	5	using	use	VERB
ctmj-174	75	6	accuracy	accuracy	NOUN
ctmj-174	75	7	,	,	PUNCT
ctmj-174	75	8	precision	precision	NOUN
ctmj-174	75	9	,	,	PUNCT
ctmj-174	75	10	recall	recall	NOUN
ctmj-174	75	11	,	,	PUNCT
ctmj-174	75	12	and	and	CCONJ
ctmj-174	75	13	f1	f1	NOUN
ctmj-174	75	14	-	-	PUNCT
ctmj-174	75	15	score	score	NOUN
ctmj-174	75	16	to	to	PART
ctmj-174	75	17	ensure	ensure	VERB
ctmj-174	75	18	robust	robust	ADJ
ctmj-174	75	19	performance	performance	NOUN
ctmj-174	75	20	.	.	PUNCT
ctmj-174	76	1	4.4	4.4	NUM
ctmj-174	76	2	cloud	cloud	NOUN
ctmj-174	76	3	-	-	PUNCT
ctmj-174	76	4	based	base	VERB
ctmj-174	76	5	model	model	NOUN
ctmj-174	76	6	training	train	VERB
ctmj-174	76	7	4.4.1	4.4.1	NUM
ctmj-174	76	8	scalable	scalable	ADJ
ctmj-174	76	9	model	model	NOUN
ctmj-174	76	10	training	training	NOUN
ctmj-174	76	11	using	use	VERB
ctmj-174	76	12	cloud	cloud	ADJ
ctmj-174	76	13	resources	resource	NOUN
ctmj-174	76	14	:	:	PUNCT
ctmj-174	76	15	cloud	cloud	NOUN
ctmj-174	76	16	platforms	platform	NOUN
ctmj-174	76	17	such	such	ADJ
ctmj-174	76	18	as	as	ADP
ctmj-174	76	19	google	google	PROPN
ctmj-174	76	20	cloud	cloud	PROPN
ctmj-174	76	21	ai	ai	VERB
ctmj-174	76	22	,	,	PUNCT
ctmj-174	76	23	aws	aws	NOUN
ctmj-174	76	24	sagemaker	sagemaker	NOUN
ctmj-174	76	25	,	,	PUNCT
ctmj-174	76	26	and	and	CCONJ
ctmj-174	76	27	microsoft	microsoft	PROPN
ctmj-174	76	28	azure	azure	NOUN
ctmj-174	76	29	ml	ml	PART
ctmj-174	76	30	provide	provide	VERB
ctmj-174	76	31	scalable	scalable	ADJ
ctmj-174	76	32	computing	computing	NOUN
ctmj-174	76	33	resources	resource	NOUN
ctmj-174	76	34	for	for	ADP
ctmj-174	76	35	deep	deep	ADJ
ctmj-174	76	36	learning	learning	NOUN
ctmj-174	76	37	model	model	NOUN
ctmj-174	76	38	training	training	NOUN
ctmj-174	76	39	.	.	PUNCT
ctmj-174	77	1	these	these	DET
ctmj-174	77	2	platforms	platform	NOUN
ctmj-174	77	3	utilize	utilize	VERB
ctmj-174	77	4	distributed	distribute	VERB
ctmj-174	77	5	gpus	gpu	NOUN
ctmj-174	77	6	/	/	SYM
ctmj-174	77	7	tpus	tpus	NOUN
ctmj-174	77	8	to	to	PART
ctmj-174	77	9	accelerate	accelerate	VERB
ctmj-174	77	10	training	training	NOUN
ctmj-174	77	11	:	:	PUNCT
ctmj-174	77	12	𝑇cloud	𝑇cloud	PROPN
ctmj-174	77	13	=	=	SYM
ctmj-174	77	14	𝑇local	𝑇local	PROPN
ctmj-174	77	15	𝑁	𝑁	PROPN
ctmj-174	77	16	(	(	PUNCT
ctmj-174	77	17	8)	8)	NUM
ctmj-174	77	18	where	where	SCONJ
ctmj-174	77	19	𝑇cloud	𝑇cloud	PROPN
ctmj-174	77	20	is	be	AUX
ctmj-174	77	21	the	the	DET
ctmj-174	77	22	training	training	NOUN
ctmj-174	77	23	time	time	NOUN
ctmj-174	77	24	in	in	ADP
ctmj-174	77	25	the	the	DET
ctmj-174	77	26	cloud	cloud	NOUN
ctmj-174	77	27	,	,	PUNCT
ctmj-174	77	28	𝑇local	𝑇local	PROPN
ctmj-174	77	29	is	be	AUX
ctmj-174	77	30	the	the	DET
ctmj-174	77	31	local	local	ADJ
ctmj-174	77	32	training	training	NOUN
ctmj-174	77	33	time	time	NOUN
ctmj-174	77	34	,	,	PUNCT
ctmj-174	77	35	and	and	CCONJ
ctmj-174	77	36	𝑁	𝑁	PROPN
ctmj-174	77	37	is	be	AUX
ctmj-174	77	38	the	the	DET
ctmj-174	77	39	number	number	NOUN
ctmj-174	77	40	of	of	ADP
ctmj-174	77	41	distributed	distribute	VERB
ctmj-174	77	42	cloud	cloud	NOUN
ctmj-174	77	43	instances	instance	NOUN
ctmj-174	77	44	.	.	PUNCT
ctmj-174	78	1	this	this	PRON
ctmj-174	78	2	enables	enable	VERB
ctmj-174	78	3	faster	fast	ADJ
ctmj-174	78	4	convergence	convergence	NOUN
ctmj-174	78	5	and	and	CCONJ
ctmj-174	78	6	efficient	efficient	ADJ
ctmj-174	78	7	resource	resource	NOUN
ctmj-174	78	8	utilization	utilization	NOUN
ctmj-174	78	9	.	.	PUNCT
ctmj-174	79	1	4.4.2	4.4.2	NUM
ctmj-174	79	2	secure	secure	ADJ
ctmj-174	79	3	storage	storage	NOUN
ctmj-174	79	4	and	and	CCONJ
ctmj-174	79	5	processing	processing	NOUN
ctmj-174	79	6	of	of	ADP
ctmj-174	79	7	medical	medical	ADJ
ctmj-174	79	8	data	datum	NOUN
ctmj-174	79	9	:	:	PUNCT
ctmj-174	79	10	medical	medical	ADJ
ctmj-174	79	11	images	image	NOUN
ctmj-174	79	12	are	be	AUX
ctmj-174	79	13	securely	securely	ADV
ctmj-174	79	14	stored	store	VERB
ctmj-174	79	15	in	in	ADP
ctmj-174	79	16	hipaa	hipaa	NOUN
ctmj-174	79	17	-	-	PUNCT
ctmj-174	79	18	compliant	compliant	ADJ
ctmj-174	79	19	cloud	cloud	NOUN
ctmj-174	79	20	databases	database	NOUN
ctmj-174	79	21	to	to	PART
ctmj-174	79	22	ensure	ensure	VERB
ctmj-174	79	23	data	datum	NOUN
ctmj-174	79	24	privacy	privacy	NOUN
ctmj-174	79	25	and	and	CCONJ
ctmj-174	79	26	integrity	integrity	NOUN
ctmj-174	79	27	.	.	PUNCT
ctmj-174	80	1	encryption	encryption	NOUN
ctmj-174	80	2	techniques	technique	NOUN
ctmj-174	80	3	like	like	ADP
ctmj-174	80	4	aes	aes	PROPN
ctmj-174	80	5	(	(	PUNCT
ctmj-174	80	6	advanced	advanced	ADJ
ctmj-174	80	7	encryption	encryption	NOUN
ctmj-174	80	8	standard	standard	NOUN
ctmj-174	80	9	)	)	PUNCT
ctmj-174	80	10	protect	protect	VERB
ctmj-174	80	11	patient	patient	ADJ
ctmj-174	80	12	data	datum	NOUN
ctmj-174	80	13	is	be	AUX
ctmj-174	80	14	given	give	VERB
ctmj-174	80	15	in	in	ADP
ctmj-174	80	16	eqn	eqn	NOUN
ctmj-174	80	17	.	.	PUNCT
ctmj-174	81	1	(	(	PUNCT
ctmj-174	81	2	9	9	NUM
ctmj-174	81	3	):	):	PUNCT
ctmj-174	81	4	𝐶	𝐶	PROPN
ctmj-174	81	5	=	=	PUNCT
ctmj-174	81	6	𝐸𝑘(𝑃	𝐸𝑘(𝑃	NOUN
ctmj-174	81	7	)	)	PUNCT
ctmj-174	81	8	(	(	PUNCT
ctmj-174	81	9	9	9	NUM
ctmj-174	81	10	)	)	PUNCT
ctmj-174	81	11	where	where	SCONJ
ctmj-174	81	12	𝐶	𝐶	PROPN
ctmj-174	81	13	is	be	AUX
ctmj-174	81	14	the	the	DET
ctmj-174	81	15	ciphertext	ciphertext	NOUN
ctmj-174	81	16	,	,	PUNCT
ctmj-174	81	17	𝑃	𝑃	PROPN
ctmj-174	81	18	is	be	AUX
ctmj-174	81	19	the	the	DET
ctmj-174	81	20	plaintext	plaintext	NOUN
ctmj-174	81	21	data	datum	NOUN
ctmj-174	81	22	,	,	PUNCT
ctmj-174	81	23	and	and	CCONJ
ctmj-174	81	24	𝐸𝑘	𝐸𝑘	PROPN
ctmj-174	81	25	is	be	AUX
ctmj-174	81	26	the	the	DET
ctmj-174	81	27	encryption	encryption	NOUN
ctmj-174	81	28	function	function	NOUN
ctmj-174	81	29	using	use	VERB
ctmj-174	81	30	key	key	ADJ
ctmj-174	81	31	𝑘.	𝑘.	NOUN
ctmj-174	81	32	additionally	additionally	ADV
ctmj-174	81	33	,	,	PUNCT
ctmj-174	81	34	federated	federated	ADJ
ctmj-174	81	35	learning	learning	NOUN
ctmj-174	81	36	can	can	AUX
ctmj-174	81	37	be	be	AUX
ctmj-174	81	38	implemented	implement	VERB
ctmj-174	81	39	to	to	PART
ctmj-174	81	40	train	train	VERB
ctmj-174	81	41	models	model	NOUN
ctmj-174	81	42	without	without	ADP
ctmj-174	81	43	directly	directly	ADV
ctmj-174	81	44	sharing	share	VERB
ctmj-174	81	45	sensitive	sensitive	ADJ
ctmj-174	81	46	patient	patient	ADJ
ctmj-174	81	47	data	datum	NOUN
ctmj-174	81	48	.	.	PUNCT
ctmj-174	82	1	4.5	4.5	NUM
ctmj-174	82	2	security	security	NOUN
ctmj-174	82	3	and	and	CCONJ
ctmj-174	82	4	privacy	privacy	NOUN
ctmj-174	82	5	measures	measure	VERB
ctmj-174	82	6	4.5.1	4.5.1	NUM
ctmj-174	82	7	data	datum	NOUN
ctmj-174	82	8	encryption	encryption	NOUN
ctmj-174	82	9	for	for	ADP
ctmj-174	82	10	secure	secure	ADJ
ctmj-174	82	11	storage	storage	NOUN
ctmj-174	82	12	and	and	CCONJ
ctmj-174	82	13	transmission	transmission	NOUN
ctmj-174	82	14	:	:	PUNCT
ctmj-174	82	15	medical	medical	ADJ
ctmj-174	82	16	images	image	NOUN
ctmj-174	82	17	and	and	CCONJ
ctmj-174	82	18	patient	patient	ADJ
ctmj-174	82	19	data	datum	NOUN
ctmj-174	82	20	are	be	AUX
ctmj-174	82	21	encrypted	encrypt	VERB
ctmj-174	82	22	using	use	VERB
ctmj-174	82	23	advanced	advanced	ADJ
ctmj-174	82	24	encryption	encryption	NOUN
ctmj-174	82	25	standard	standard	NOUN
ctmj-174	82	26	(	(	PUNCT
ctmj-174	82	27	aes	aes	PROPN
ctmj-174	82	28	)	)	PUNCT
ctmj-174	82	29	before	before	ADP
ctmj-174	82	30	storage	storage	NOUN
ctmj-174	82	31	or	or	CCONJ
ctmj-174	82	32	transmission	transmission	NOUN
ctmj-174	82	33	.	.	PUNCT
ctmj-174	83	1	the	the	DET
ctmj-174	83	2	encryption	encryption	NOUN
ctmj-174	83	3	process	process	NOUN
ctmj-174	83	4	ensures	ensure	VERB
ctmj-174	83	5	confidentiality	confidentiality	NOUN
ctmj-174	83	6	is	be	AUX
ctmj-174	83	7	defined	define	VERB
ctmj-174	83	8	in	in	ADP
ctmj-174	83	9	eqn	eqn	NOUN
ctmj-174	83	10	.	.	PUNCT
ctmj-174	84	1	(	(	PUNCT
ctmj-174	84	2	10	10	NUM
ctmj-174	84	3	):	):	PUNCT
ctmj-174	84	4	𝐶	𝐶	PROPN
ctmj-174	84	5	=	=	PUNCT
ctmj-174	84	6	𝐸𝑘(𝑃	𝐸𝑘(𝑃	NOUN
ctmj-174	84	7	)	)	PUNCT
ctmj-174	84	8	(	(	PUNCT
ctmj-174	84	9	10	10	NUM
ctmj-174	84	10	)	)	PUNCT
ctmj-174	84	11	where	where	SCONJ
ctmj-174	84	12	𝐶	𝐶	PROPN
ctmj-174	84	13	is	be	AUX
ctmj-174	84	14	the	the	DET
ctmj-174	84	15	encrypted	encrypt	VERB
ctmj-174	84	16	data	datum	NOUN
ctmj-174	84	17	(	(	PUNCT
ctmj-174	84	18	ciphertext	ciphertext	NOUN
ctmj-174	84	19	)	)	PUNCT
ctmj-174	84	20	,	,	PUNCT
ctmj-174	84	21	𝑃	𝑃	PROPN
ctmj-174	84	22	is	be	AUX
ctmj-174	84	23	the	the	DET
ctmj-174	84	24	original	original	ADJ
ctmj-174	84	25	data	datum	NOUN
ctmj-174	84	26	(	(	PUNCT
ctmj-174	84	27	plaintext	plaintext	NOUN
ctmj-174	84	28	)	)	PUNCT
ctmj-174	84	29	,	,	PUNCT
ctmj-174	84	30	and	and	CCONJ
ctmj-174	84	31	𝐸𝑘	𝐸𝑘	PROPN
ctmj-174	84	32	is	be	AUX
ctmj-174	84	33	the	the	DET
ctmj-174	84	34	encryption	encryption	NOUN
ctmj-174	84	35	function	function	NOUN
ctmj-174	84	36	with	with	ADP
ctmj-174	84	37	key	key	ADJ
ctmj-174	84	38	𝑘.	𝑘.	NOUN
ctmj-174	84	39	secure	secure	ADJ
ctmj-174	84	40	cloud	cloud	NOUN
ctmj-174	84	41	storage	storage	NOUN
ctmj-174	84	42	uses	use	VERB
ctmj-174	84	43	tls	tls	PROPN
ctmj-174	84	44	/	/	SYM
ctmj-174	84	45	ssl	ssl	ADJ
ctmj-174	84	46	protocols	protocol	NOUN
ctmj-174	84	47	to	to	PART
ctmj-174	84	48	prevent	prevent	VERB
ctmj-174	84	49	unauthorized	unauthorized	ADJ
ctmj-174	84	50	access	access	NOUN
ctmj-174	84	51	during	during	ADP
ctmj-174	84	52	data	datum	NOUN
ctmj-174	84	53	transfer	transfer	NOUN
ctmj-174	84	54	.	.	PUNCT
ctmj-174	85	1	4.5.2	4.5.2	NUM
ctmj-174	85	2	access	access	NOUN
ctmj-174	85	3	control	control	NOUN
ctmj-174	85	4	and	and	CCONJ
ctmj-174	85	5	authentication	authentication	NOUN
ctmj-174	85	6	:	:	PUNCT
ctmj-174	85	7	rolebased	rolebase	VERB
ctmj-174	85	8	access	access	NOUN
ctmj-174	85	9	control	control	NOUN
ctmj-174	85	10	(	(	PUNCT
ctmj-174	85	11	rbac	rbac	PROPN
ctmj-174	85	12	)	)	PUNCT
ctmj-174	85	13	is	be	AUX
ctmj-174	85	14	implemented	implement	VERB
ctmj-174	85	15	to	to	PART
ctmj-174	85	16	restrict	restrict	VERB
ctmj-174	85	17	access	access	NOUN
ctmj-174	85	18	to	to	ADP
ctmj-174	85	19	sensitive	sensitive	ADJ
ctmj-174	85	20	medical	medical	ADJ
ctmj-174	85	21	data	datum	NOUN
ctmj-174	85	22	.	.	PUNCT
ctmj-174	86	1	authentication	authentication	NOUN
ctmj-174	86	2	methods	method	NOUN
ctmj-174	86	3	such	such	ADJ
ctmj-174	86	4	as	as	ADP
ctmj-174	86	5	multi	multi	ADJ
ctmj-174	86	6	-	-	ADJ
ctmj-174	86	7	factor	factor	NOUN
ctmj-174	86	8	authentication	authentication	NOUN
ctmj-174	86	9	(	(	PUNCT
ctmj-174	86	10	mfa	mfa	PROPN
ctmj-174	86	11	)	)	PUNCT
ctmj-174	86	12	ensure	ensure	VERB
ctmj-174	86	13	only	only	ADV
ctmj-174	86	14	authorized	authorize	VERB
ctmj-174	86	15	personnel	personnel	NOUN
ctmj-174	86	16	can	can	AUX
ctmj-174	86	17	access	access	VERB
ctmj-174	86	18	the	the	DET
ctmj-174	86	19	system	system	NOUN
ctmj-174	86	20	is	be	AUX
ctmj-174	86	21	given	give	VERB
ctmj-174	86	22	in	in	ADP
ctmj-174	86	23	eqn	eqn	NOUN
ctmj-174	86	24	.	.	PUNCT
ctmj-174	87	1	(	(	PUNCT
ctmj-174	87	2	11	11	NUM
ctmj-174	87	3	):	):	PUNCT
ctmj-174	87	4	𝐴	𝐴	PROPN
ctmj-174	87	5	=	=	SYM
ctmj-174	87	6	{	{	PUNCT
ctmj-174	87	7	𝑈	𝑈	PROPN
ctmj-174	87	8	∣	∣	ADJ
ctmj-174	87	9	𝑈	𝑈	PROPN
ctmj-174	87	10	∈	∈	PROPN
ctmj-174	87	11	𝑅	𝑅	PROPN
ctmj-174	87	12	,	,	PUNCT
ctmj-174	87	13	𝑃(𝑈	𝑃(𝑈	NOUN
ctmj-174	87	14	)	)	PUNCT
ctmj-174	87	15	=	=	VERB
ctmj-174	87	16	granted	grant	VERB
ctmj-174	87	17	}	}	PUNCT
ctmj-174	87	18	(	(	PUNCT
ctmj-174	87	19	11	11	NUM
ctmj-174	87	20	)	)	PUNCT
ctmj-174	87	21	where	where	SCONJ
ctmj-174	87	22	𝐴	𝐴	PROPN
ctmj-174	87	23	is	be	AUX
ctmj-174	87	24	the	the	DET
ctmj-174	87	25	set	set	NOUN
ctmj-174	87	26	of	of	ADP
ctmj-174	87	27	authorized	authorized	ADJ
ctmj-174	87	28	users	user	NOUN
ctmj-174	87	29	,	,	PUNCT
ctmj-174	87	30	𝑅	𝑅	PROPN
ctmj-174	87	31	is	be	AUX
ctmj-174	87	32	the	the	DET
ctmj-174	87	33	role	role	NOUN
ctmj-174	87	34	set	set	NOUN
ctmj-174	87	35	,	,	PUNCT
ctmj-174	87	36	and	and	CCONJ
ctmj-174	87	37	𝑃(𝑈	𝑃(𝑈	NOUN
ctmj-174	87	38	)	)	PUNCT
ctmj-174	87	39	is	be	AUX
ctmj-174	87	40	the	the	DET
ctmj-174	87	41	permission	permission	NOUN
ctmj-174	87	42	function	function	NOUN
ctmj-174	87	43	.	.	PUNCT
ctmj-174	88	1	this	this	PRON
ctmj-174	88	2	prevents	prevent	VERB
ctmj-174	88	3	unauthorized	unauthorized	ADJ
ctmj-174	88	4	modifications	modification	NOUN
ctmj-174	88	5	or	or	CCONJ
ctmj-174	88	6	data	datum	NOUN
ctmj-174	88	7	leaks	leak	NOUN
ctmj-174	88	8	.	.	PUNCT
ctmj-174	89	1	5	5	X
ctmj-174	89	2	.	.	X
ctmj-174	89	3	results	result	NOUN
ctmj-174	89	4	&	&	CCONJ
ctmj-174	89	5	discussion	discussion	NOUN
ctmj-174	89	6	the	the	DET
ctmj-174	89	7	proposed	propose	VERB
ctmj-174	89	8	ai	ai	NOUN
ctmj-174	89	9	-	-	PUNCT
ctmj-174	89	10	driven	drive	VERB
ctmj-174	89	11	cloud	cloud	NOUN
ctmj-174	89	12	-	-	PUNCT
ctmj-174	89	13	based	base	VERB
ctmj-174	89	14	deep	deep	ADJ
ctmj-174	89	15	learning	learning	NOUN
ctmj-174	89	16	model	model	NOUN
ctmj-174	89	17	is	be	AUX
ctmj-174	89	18	evaluated	evaluate	VERB
ctmj-174	89	19	using	use	VERB
ctmj-174	89	20	the	the	DET
ctmj-174	89	21	brain	brain	NOUN
ctmj-174	89	22	tumor	tumor	NOUN
ctmj-174	89	23	mri	mri	NOUN
ctmj-174	89	24	dataset	dataset	NOUN
ctmj-174	89	25	.	.	PUNCT
ctmj-174	90	1	the	the	DET
ctmj-174	90	2	cnn	cnn	PROPN
ctmj-174	90	3	-	-	PUNCT
ctmj-174	90	4	based	base	VERB
ctmj-174	90	5	model	model	NOUN
ctmj-174	90	6	achieves	achieve	VERB
ctmj-174	90	7	high	high	ADJ
ctmj-174	90	8	accuracy	accuracy	NOUN
ctmj-174	90	9	in	in	ADP
ctmj-174	90	10	tumor	tumor	NOUN
ctmj-174	90	11	detection	detection	NOUN
ctmj-174	90	12	,	,	PUNCT
ctmj-174	90	13	demonstrating	demonstrate	VERB
ctmj-174	90	14	its	its	PRON
ctmj-174	90	15	effectiveness	effectiveness	NOUN
ctmj-174	90	16	over	over	ADP
ctmj-174	90	17	traditional	traditional	ADJ
ctmj-174	90	18	methods	method	NOUN
ctmj-174	90	19	.	.	PUNCT
ctmj-174	91	1	additionally	additionally	ADV
ctmj-174	91	2	,	,	PUNCT
ctmj-174	91	3	the	the	DET
ctmj-174	91	4	cloud	cloud	NOUN
ctmj-174	91	5	-	-	PUNCT
ctmj-174	91	6	based	base	VERB
ctmj-174	91	7	implementation	implementation	NOUN
ctmj-174	91	8	enhances	enhance	VERB
ctmj-174	91	9	scalability	scalability	NOUN
ctmj-174	91	10	,	,	PUNCT
ctmj-174	91	11	reduces	reduce	VERB
ctmj-174	91	12	training	training	NOUN
ctmj-174	91	13	time	time	NOUN
ctmj-174	91	14	,	,	PUNCT
ctmj-174	91	15	and	and	CCONJ
ctmj-174	91	16	ctmj	ctmj	NOUN
ctmj-174	91	17	|	|	ADV
ctmj-174	91	18	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-174	91	19	chinese	chinese	ADJ
ctmj-174	91	20	traditional	traditional	ADJ
ctmj-174	91	21	medicine	medicine	NOUN
ctmj-174	91	22	journal	journal	NOUN
ctmj-174	91	23	|	|	ADV
ctmj-174	91	24	2018	2018	NUM
ctmj-174	91	25	|	|	ADV
ctmj-174	91	26	vol	vol	NOUN
ctmj-174	91	27	1	1	NUM
ctmj-174	91	28	|issue	|issue	NOUN
ctmj-174	91	29	5	5	NUM
ctmj-174	91	30	16	16	NUM
ctmj-174	91	31	optimizes	optimize	VERB
ctmj-174	91	32	resource	resource	NOUN
ctmj-174	91	33	utilization	utilization	NOUN
ctmj-174	91	34	,	,	PUNCT
ctmj-174	91	35	making	make	VERB
ctmj-174	91	36	it	it	PRON
ctmj-174	91	37	ideal	ideal	ADJ
ctmj-174	91	38	for	for	ADP
ctmj-174	91	39	real	real	ADJ
ctmj-174	91	40	-	-	PUNCT
ctmj-174	91	41	time	time	NOUN
ctmj-174	91	42	medical	medical	ADJ
ctmj-174	91	43	applications	application	NOUN
ctmj-174	91	44	.	.	PUNCT
ctmj-174	92	1	table	table	NOUN
ctmj-174	92	2	1	1	NUM
ctmj-174	92	3	:	:	PUNCT
ctmj-174	92	4	performance	performance	NOUN
ctmj-174	92	5	metrics	metric	NOUN
ctmj-174	92	6	of	of	ADP
ctmj-174	92	7	the	the	DET
ctmj-174	92	8	proposed	propose	VERB
ctmj-174	92	9	cloud	cloud	NOUN
ctmj-174	92	10	-	-	PUNCT
ctmj-174	92	11	cnn	cnn	PROPN
ctmj-174	92	12	healthcare	healthcare	PROPN
ctmj-174	92	13	model	model	PROPN
ctmj-174	92	14	(	(	PUNCT
ctmj-174	92	15	cchm	cchm	NOUN
ctmj-174	92	16	)	)	PUNCT
ctmj-174	92	17	metric	metric	ADJ
ctmj-174	92	18	value	value	NOUN
ctmj-174	92	19	(	(	PUNCT
ctmj-174	92	20	%	%	INTJ
ctmj-174	92	21	)	)	PUNCT
ctmj-174	92	22	accuracy	accuracy	NOUN
ctmj-174	92	23	97.2	97.2	NUM
ctmj-174	92	24	precision	precision	NOUN
ctmj-174	92	25	95.8	95.8	NUM
ctmj-174	92	26	recall	recall	NOUN
ctmj-174	92	27	96.5	96.5	NUM
ctmj-174	92	28	f1	f1	NOUN
ctmj-174	92	29	-	-	PUNCT
ctmj-174	92	30	score	score	NOUN
ctmj-174	92	31	96.1	96.1	NUM
ctmj-174	92	32	auc	auc	NOUN
ctmj-174	92	33	-	-	PUNCT
ctmj-174	92	34	roc	roc	NOUN
ctmj-174	92	35	98.3	98.3	NUM
ctmj-174	92	36	the	the	DET
ctmj-174	92	37	cnn	cnn	PROPN
ctmj-174	92	38	model	model	NOUN
ctmj-174	92	39	achieves	achieve	VERB
ctmj-174	92	40	a	a	DET
ctmj-174	92	41	high	high	ADJ
ctmj-174	92	42	accuracy	accuracy	NOUN
ctmj-174	92	43	of	of	ADP
ctmj-174	92	44	97.2	97.2	NUM
ctmj-174	92	45	%	%	NOUN
ctmj-174	92	46	,	,	PUNCT
ctmj-174	92	47	demonstrating	demonstrate	VERB
ctmj-174	92	48	superior	superior	ADJ
ctmj-174	92	49	tumor	tumor	NOUN
ctmj-174	92	50	classification	classification	NOUN
ctmj-174	92	51	performance	performance	NOUN
ctmj-174	92	52	.	.	PUNCT
ctmj-174	93	1	the	the	DET
ctmj-174	93	2	auc	auc	NOUN
ctmj-174	93	3	-	-	PUNCT
ctmj-174	93	4	roc	roc	NOUN
ctmj-174	93	5	score	score	NOUN
ctmj-174	93	6	of	of	ADP
ctmj-174	93	7	98.3	98.3	NUM
ctmj-174	93	8	%	%	NOUN
ctmj-174	93	9	confirms	confirm	VERB
ctmj-174	93	10	the	the	DET
ctmj-174	93	11	model	model	NOUN
ctmj-174	93	12	’s	’s	PART
ctmj-174	93	13	strong	strong	ADJ
ctmj-174	93	14	ability	ability	NOUN
ctmj-174	93	15	to	to	PART
ctmj-174	93	16	distinguish	distinguish	VERB
ctmj-174	93	17	between	between	ADP
ctmj-174	93	18	different	different	ADJ
ctmj-174	93	19	tumor	tumor	NOUN
ctmj-174	93	20	types	type	NOUN
ctmj-174	93	21	and	and	CCONJ
ctmj-174	93	22	normal	normal	ADJ
ctmj-174	93	23	cases	case	NOUN
ctmj-174	93	24	,	,	PUNCT
ctmj-174	93	25	as	as	SCONJ
ctmj-174	93	26	shown	show	VERB
ctmj-174	93	27	in	in	ADP
ctmj-174	93	28	table	table	NOUN
ctmj-174	93	29	1	1	NUM
ctmj-174	93	30	.	.	PUNCT
ctmj-174	93	31	table	table	NOUN
ctmj-174	93	32	2	2	NUM
ctmj-174	93	33	:	:	PUNCT
ctmj-174	93	34	cloud	cloud	NOUN
ctmj-174	93	35	-	-	PUNCT
ctmj-174	93	36	based	base	VERB
ctmj-174	93	37	performance	performance	NOUN
ctmj-174	93	38	metrics	metric	NOUN
ctmj-174	93	39	cloud	cloud	ADJ
ctmj-174	93	40	parameter	parameter	NOUN
ctmj-174	93	41	value	value	NOUN
ctmj-174	93	42	training	training	NOUN
ctmj-174	93	43	time	time	NOUN
ctmj-174	93	44	(	(	PUNCT
ctmj-174	93	45	cloud	cloud	NOUN
ctmj-174	93	46	)	)	PUNCT
ctmj-174	93	47	45	45	NUM
ctmj-174	93	48	minutes	minute	NOUN
ctmj-174	93	49	inference	inference	NOUN
ctmj-174	93	50	time	time	NOUN
ctmj-174	93	51	120	120	NUM
ctmj-174	93	52	ms	ms	NOUN
ctmj-174	93	53	per	per	ADP
ctmj-174	93	54	image	image	NOUN
ctmj-174	93	55	scalability	scalability	NOUN
ctmj-174	93	56	high	high	ADJ
ctmj-174	93	57	(	(	PUNCT
ctmj-174	93	58	handles	handle	VERB
ctmj-174	93	59	large	large	ADJ
ctmj-174	93	60	datasets	dataset	NOUN
ctmj-174	93	61	)	)	PUNCT
ctmj-174	93	62	storage	storage	NOUN
ctmj-174	93	63	utilization	utilization	NOUN
ctmj-174	93	64	5	5	NUM
ctmj-174	93	65	gb	gb	NOUN
ctmj-174	93	66	(	(	PUNCT
ctmj-174	93	67	optimized	optimize	VERB
ctmj-174	93	68	for	for	ADP
ctmj-174	93	69	cloud	cloud	NOUN
ctmj-174	93	70	storage	storage	NOUN
ctmj-174	93	71	)	)	PUNCT
ctmj-174	93	72	cost	cost	NOUN
ctmj-174	93	73	efficiency	efficiency	NOUN
ctmj-174	93	74	reduced	reduce	VERB
ctmj-174	93	75	due	due	ADP
ctmj-174	93	76	to	to	ADP
ctmj-174	93	77	dynamic	dynamic	ADJ
ctmj-174	93	78	resource	resource	NOUN
ctmj-174	93	79	allocation	allocation	NOUN
ctmj-174	93	80	the	the	DET
ctmj-174	93	81	cloud	cloud	NOUN
ctmj-174	93	82	-	-	PUNCT
ctmj-174	93	83	based	base	VERB
ctmj-174	93	84	implementation	implementation	NOUN
ctmj-174	93	85	significantly	significantly	ADV
ctmj-174	93	86	reduces	reduce	VERB
ctmj-174	93	87	training	training	NOUN
ctmj-174	93	88	time	time	NOUN
ctmj-174	93	89	(	(	PUNCT
ctmj-174	93	90	45	45	NUM
ctmj-174	93	91	minutes	minute	NOUN
ctmj-174	93	92	compared	compare	VERB
ctmj-174	93	93	to	to	ADP
ctmj-174	93	94	several	several	ADJ
ctmj-174	93	95	hours	hour	NOUN
ctmj-174	93	96	on	on	ADP
ctmj-174	93	97	local	local	ADJ
ctmj-174	93	98	machines	machine	NOUN
ctmj-174	93	99	)	)	PUNCT
ctmj-174	93	100	while	while	SCONJ
ctmj-174	93	101	maintaining	maintain	VERB
ctmj-174	93	102	high	high	ADJ
ctmj-174	93	103	accuracy	accuracy	NOUN
ctmj-174	93	104	.	.	PUNCT
ctmj-174	94	1	the	the	DET
ctmj-174	94	2	inference	inference	NOUN
ctmj-174	94	3	time	time	NOUN
ctmj-174	94	4	is	be	AUX
ctmj-174	94	5	120	120	NUM
ctmj-174	94	6	ms	ms	NOUN
ctmj-174	94	7	per	per	ADP
ctmj-174	94	8	image	image	NOUN
ctmj-174	94	9	,	,	PUNCT
ctmj-174	94	10	enabling	enable	VERB
ctmj-174	94	11	real	real	ADJ
ctmj-174	94	12	-	-	PUNCT
ctmj-174	94	13	time	time	NOUN
ctmj-174	94	14	tumor	tumor	NOUN
ctmj-174	94	15	classification	classification	NOUN
ctmj-174	94	16	.	.	PUNCT
ctmj-174	95	1	the	the	DET
ctmj-174	95	2	scalability	scalability	NOUN
ctmj-174	95	3	of	of	ADP
ctmj-174	95	4	cloud	cloud	ADJ
ctmj-174	95	5	resources	resource	NOUN
ctmj-174	95	6	allows	allow	VERB
ctmj-174	95	7	handling	handling	NOUN
ctmj-174	95	8	of	of	ADP
ctmj-174	95	9	large	large	ADJ
ctmj-174	95	10	mri	mri	NOUN
ctmj-174	95	11	datasets	dataset	NOUN
ctmj-174	95	12	,	,	PUNCT
ctmj-174	95	13	ensuring	ensure	VERB
ctmj-174	95	14	better	well	ADJ
ctmj-174	95	15	performance	performance	NOUN
ctmj-174	95	16	without	without	ADP
ctmj-174	95	17	hardware	hardware	NOUN
ctmj-174	95	18	limitations	limitation	NOUN
ctmj-174	95	19	,	,	PUNCT
ctmj-174	95	20	as	as	SCONJ
ctmj-174	95	21	given	give	VERB
ctmj-174	95	22	in	in	ADP
ctmj-174	95	23	table	table	NOUN
ctmj-174	95	24	2	2	NUM
ctmj-174	95	25	.	.	PUNCT
ctmj-174	95	26	table	table	NOUN
ctmj-174	95	27	3	3	NUM
ctmj-174	95	28	:	:	PUNCT
ctmj-174	95	29	performance	performance	NOUN
ctmj-174	95	30	comparison	comparison	NOUN
ctmj-174	95	31	with	with	ADP
ctmj-174	95	32	existing	exist	VERB
ctmj-174	95	33	methods	method	NOUN
ctmj-174	95	34	method	method	NOUN
ctmj-174	95	35	accuracy	accuracy	NOUN
ctmj-174	95	36	(	(	PUNCT
ctmj-174	95	37	%	%	INTJ
ctmj-174	95	38	)	)	PUNCT
ctmj-174	95	39	precision	precision	NOUN
ctmj-174	95	40	(	(	PUNCT
ctmj-174	95	41	%	%	INTJ
ctmj-174	95	42	)	)	PUNCT
ctmj-174	95	43	recall	recall	NOUN
ctmj-174	95	44	(	(	PUNCT
ctmj-174	95	45	%	%	NOUN
ctmj-174	95	46	)	)	PUNCT
ctmj-174	95	47	f1	f1	NOUN
ctmj-174	95	48	-	-	PUNCT
ctmj-174	95	49	score	score	NOUN
ctmj-174	95	50	(	(	PUNCT
ctmj-174	95	51	%	%	INTJ
ctmj-174	95	52	)	)	PUNCT
ctmj-174	95	53	training	training	NOUN
ctmj-174	95	54	time	time	NOUN
ctmj-174	95	55	proposed	propose	VERB
ctmj-174	95	56	cloud	cloud	NOUN
ctmj-174	95	57	-	-	PUNCT
ctmj-174	95	58	based	base	VERB
ctmj-174	95	59	cnn	cnn	PROPN
ctmj-174	95	60	97.2	97.2	NUM
ctmj-174	95	61	95.8	95.8	NUM
ctmj-174	95	62	96.5	96.5	NUM
ctmj-174	95	63	96.1	96.1	NUM
ctmj-174	95	64	45	45	NUM
ctmj-174	95	65	min	min	NOUN
ctmj-174	95	66	traditional	traditional	ADJ
ctmj-174	95	67	cnn	cnn	PROPN
ctmj-174	95	68	(	(	PUNCT
ctmj-174	95	69	local	local	ADJ
ctmj-174	95	70	)	)	PUNCT
ctmj-174	96	1	94.5	94.5	NUM
ctmj-174	96	2	92.3	92.3	NUM
ctmj-174	96	3	93.0	93.0	NUM
ctmj-174	96	4	92.6	92.6	NUM
ctmj-174	96	5	3	3	NUM
ctmj-174	96	6	+	+	NUM
ctmj-174	96	7	hours	hour	NOUN
ctmj-174	96	8	svm	svm	ADJ
ctmj-174	96	9	-	-	PUNCT
ctmj-174	96	10	based	base	VERB
ctmj-174	96	11	model	model	NOUN
ctmj-174	96	12	88.5	88.5	NUM
ctmj-174	96	13	85.2	85.2	NUM
ctmj-174	96	14	86.1	86.1	NUM
ctmj-174	96	15	85.6	85.6	NUM
ctmj-174	96	16	2	2	NUM
ctmj-174	96	17	hours	hour	NOUN
ctmj-174	96	18	random	random	ADJ
ctmj-174	96	19	forest	forest	NOUN
ctmj-174	96	20	classifier	classifier	NOUN
ctmj-174	96	21	91.3	91.3	NUM
ctmj-174	96	22	89.8	89.8	NUM
ctmj-174	96	23	90.5	90.5	NUM
ctmj-174	96	24	90.1	90.1	NUM
ctmj-174	96	25	1.5	1.5	NUM
ctmj-174	96	26	hours	hour	NOUN
ctmj-174	96	27	the	the	DET
ctmj-174	96	28	proposed	propose	VERB
ctmj-174	96	29	cloud	cloud	NOUN
ctmj-174	96	30	-	-	PUNCT
ctmj-174	96	31	based	base	VERB
ctmj-174	96	32	cnn	cnn	PROPN
ctmj-174	96	33	achieves	achieve	VERB
ctmj-174	96	34	the	the	DET
ctmj-174	96	35	highest	high	ADJ
ctmj-174	96	36	accuracy	accuracy	NOUN
ctmj-174	96	37	(	(	PUNCT
ctmj-174	96	38	97.2	97.2	NUM
ctmj-174	96	39	%	%	NOUN
ctmj-174	96	40	)	)	PUNCT
ctmj-174	96	41	with	with	ADP
ctmj-174	96	42	significantly	significantly	ADV
ctmj-174	96	43	reduced	reduce	VERB
ctmj-174	96	44	training	training	NOUN
ctmj-174	96	45	time	time	NOUN
ctmj-174	96	46	(	(	PUNCT
ctmj-174	96	47	45	45	NUM
ctmj-174	96	48	minutes	minute	NOUN
ctmj-174	96	49	)	)	PUNCT
ctmj-174	96	50	compared	compare	VERB
ctmj-174	96	51	to	to	ADP
ctmj-174	96	52	the	the	DET
ctmj-174	96	53	traditional	traditional	ADJ
ctmj-174	96	54	cnn	cnn	NOUN
ctmj-174	96	55	(	(	PUNCT
ctmj-174	96	56	94.5	94.5	NUM
ctmj-174	96	57	%	%	NOUN
ctmj-174	96	58	accuracy	accuracy	NOUN
ctmj-174	96	59	,	,	PUNCT
ctmj-174	96	60	3	3	NUM
ctmj-174	96	61	+	+	NUM
ctmj-174	96	62	hours	hour	NOUN
ctmj-174	96	63	training	training	NOUN
ctmj-174	96	64	time	time	NOUN
ctmj-174	96	65	)	)	PUNCT
ctmj-174	96	66	.	.	PUNCT
ctmj-174	97	1	compared	compare	VERB
ctmj-174	97	2	to	to	ADP
ctmj-174	97	3	svm	svm	PROPN
ctmj-174	97	4	(	(	PUNCT
ctmj-174	97	5	88.5	88.5	NUM
ctmj-174	97	6	%	%	NOUN
ctmj-174	97	7	)	)	PUNCT
ctmj-174	97	8	and	and	CCONJ
ctmj-174	97	9	random	random	ADJ
ctmj-174	97	10	forest	forest	NOUN
ctmj-174	97	11	(	(	PUNCT
ctmj-174	97	12	91.3	91.3	NUM
ctmj-174	97	13	%	%	NOUN
ctmj-174	97	14	)	)	PUNCT
ctmj-174	97	15	,	,	PUNCT
ctmj-174	97	16	the	the	DET
ctmj-174	97	17	cnn	cnn	PROPN
ctmj-174	97	18	-	-	PUNCT
ctmj-174	97	19	based	base	VERB
ctmj-174	97	20	approach	approach	NOUN
ctmj-174	97	21	provides	provide	VERB
ctmj-174	97	22	superior	superior	ADJ
ctmj-174	97	23	precision	precision	NOUN
ctmj-174	97	24	,	,	PUNCT
ctmj-174	97	25	recall	recall	NOUN
ctmj-174	97	26	,	,	PUNCT
ctmj-174	97	27	and	and	CCONJ
ctmj-174	97	28	f1	f1	NOUN
ctmj-174	97	29	-	-	PUNCT
ctmj-174	97	30	score	score	NOUN
ctmj-174	97	31	,	,	PUNCT
ctmj-174	97	32	ensuring	ensure	VERB
ctmj-174	97	33	better	well	ADJ
ctmj-174	97	34	tumor	tumor	NOUN
ctmj-174	97	35	classification	classification	NOUN
ctmj-174	97	36	,	,	PUNCT
ctmj-174	97	37	as	as	SCONJ
ctmj-174	97	38	shown	show	VERB
ctmj-174	97	39	in	in	ADP
ctmj-174	97	40	table	table	NOUN
ctmj-174	97	41	3	3	NUM
ctmj-174	97	42	.	.	PUNCT
ctmj-174	97	43	figure	figure	NOUN
ctmj-174	97	44	2	2	NUM
ctmj-174	97	45	:	:	PUNCT
ctmj-174	97	46	performance	performance	NOUN
ctmj-174	97	47	comparison	comparison	NOUN
ctmj-174	97	48	of	of	ADP
ctmj-174	97	49	different	different	ADJ
ctmj-174	97	50	models	model	NOUN
ctmj-174	97	51	for	for	ADP
ctmj-174	97	52	brain	brain	NOUN
ctmj-174	97	53	tumor	tumor	NOUN
ctmj-174	97	54	classification	classification	NOUN
ctmj-174	97	55	ctmj	ctmj	NOUN
ctmj-174	97	56	|	|	ADV
ctmj-174	97	57	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-174	97	58	chinese	chinese	ADJ
ctmj-174	97	59	traditional	traditional	ADJ
ctmj-174	97	60	medicine	medicine	NOUN
ctmj-174	97	61	journal	journal	NOUN
ctmj-174	97	62	|	|	ADV
ctmj-174	97	63	2018	2018	NUM
ctmj-174	97	64	|	|	ADV
ctmj-174	97	65	vol	vol	NOUN
ctmj-174	97	66	1	1	NUM
ctmj-174	97	67	|issue	|issue	NOUN
ctmj-174	97	68	5	5	NUM
ctmj-174	97	69	17	17	NUM
ctmj-174	97	70	figure	figure	NOUN
ctmj-174	97	71	2	2	NUM
ctmj-174	97	72	illustrates	illustrate	VERB
ctmj-174	97	73	the	the	DET
ctmj-174	97	74	performance	performance	NOUN
ctmj-174	97	75	comparison	comparison	NOUN
ctmj-174	97	76	of	of	ADP
ctmj-174	97	77	different	different	ADJ
ctmj-174	97	78	models	model	NOUN
ctmj-174	97	79	for	for	ADP
ctmj-174	97	80	brain	brain	NOUN
ctmj-174	97	81	tumor	tumor	NOUN
ctmj-174	97	82	classification	classification	NOUN
ctmj-174	97	83	.	.	PUNCT
ctmj-174	98	1	the	the	DET
ctmj-174	98	2	proposed	propose	VERB
ctmj-174	98	3	cloud	cloud	NOUN
ctmj-174	98	4	-	-	PUNCT
ctmj-174	98	5	based	base	VERB
ctmj-174	98	6	cnn	cnn	PROPN
ctmj-174	98	7	model	model	NOUN
ctmj-174	98	8	outperforms	outperform	VERB
ctmj-174	98	9	traditional	traditional	ADJ
ctmj-174	98	10	approaches[21	approaches[21	NOUN
ctmj-174	98	11	]	]	PUNCT
ctmj-174	98	12	,	,	PUNCT
ctmj-174	98	13	achieving	achieve	VERB
ctmj-174	98	14	the	the	DET
ctmj-174	98	15	highest	high	ADJ
ctmj-174	98	16	accuracy	accuracy	NOUN
ctmj-174	98	17	(	(	PUNCT
ctmj-174	98	18	97.2	97.2	NUM
ctmj-174	98	19	%	%	NOUN
ctmj-174	98	20	)	)	PUNCT
ctmj-174	98	21	with	with	ADP
ctmj-174	98	22	reduced	reduce	VERB
ctmj-174	98	23	training	training	NOUN
ctmj-174	98	24	time	time	NOUN
ctmj-174	98	25	(	(	PUNCT
ctmj-174	98	26	45	45	NUM
ctmj-174	98	27	minutes	minute	NOUN
ctmj-174	98	28	)	)	PUNCT
ctmj-174	98	29	.	.	PUNCT
ctmj-174	99	1	the	the	DET
ctmj-174	99	2	cloud	cloud	NOUN
ctmj-174	99	3	-	-	PUNCT
ctmj-174	99	4	based	base	VERB
ctmj-174	99	5	implementation	implementation	NOUN
ctmj-174	99	6	significantly	significantly	ADV
ctmj-174	99	7	enhances	enhance	VERB
ctmj-174	99	8	scalability	scalability	NOUN
ctmj-174	99	9	and	and	CCONJ
ctmj-174	99	10	efficiency	efficiency	NOUN
ctmj-174	99	11	compared	compare	VERB
ctmj-174	99	12	to	to	ADP
ctmj-174	99	13	local	local	ADJ
ctmj-174	99	14	machine	machine	NOUN
ctmj-174	99	15	learning	learning	NOUN
ctmj-174	99	16	models	model	NOUN
ctmj-174	99	17	.	.	PUNCT
ctmj-174	100	1	5.1	5.1	NUM
ctmj-174	100	2	discussion	discussion	NOUN
ctmj-174	100	3	the	the	DET
ctmj-174	100	4	proposed	propose	VERB
ctmj-174	100	5	ai	ai	NOUN
ctmj-174	100	6	-	-	PUNCT
ctmj-174	100	7	driven	drive	VERB
ctmj-174	100	8	cloud	cloud	NOUN
ctmj-174	100	9	-	-	PUNCT
ctmj-174	100	10	based	base	VERB
ctmj-174	100	11	deep	deep	ADJ
ctmj-174	100	12	learning	learning	NOUN
ctmj-174	100	13	model	model	NOUN
ctmj-174	100	14	exhibits	exhibit	VERB
ctmj-174	100	15	superior	superior	ADJ
ctmj-174	100	16	performance	performance	NOUN
ctmj-174	100	17	in	in	ADP
ctmj-174	100	18	brain	brain	NOUN
ctmj-174	100	19	tumor	tumor	NOUN
ctmj-174	100	20	classification	classification	NOUN
ctmj-174	100	21	compared	compare	VERB
ctmj-174	100	22	to	to	ADP
ctmj-174	100	23	traditional	traditional	ADJ
ctmj-174	100	24	methods	method	NOUN
ctmj-174	100	25	.	.	PUNCT
ctmj-174	101	1	with	with	ADP
ctmj-174	101	2	an	an	DET
ctmj-174	101	3	accuracy	accuracy	NOUN
ctmj-174	101	4	of	of	ADP
ctmj-174	101	5	97.2	97.2	NUM
ctmj-174	101	6	%	%	NOUN
ctmj-174	101	7	and	and	CCONJ
ctmj-174	101	8	an	an	DET
ctmj-174	101	9	aucroc	aucroc	NOUN
ctmj-174	101	10	score	score	NOUN
ctmj-174	101	11	of	of	ADP
ctmj-174	101	12	98.3	98.3	NUM
ctmj-174	101	13	%	%	NOUN
ctmj-174	101	14	,	,	PUNCT
ctmj-174	101	15	the	the	DET
ctmj-174	101	16	model	model	NOUN
ctmj-174	101	17	effectively	effectively	ADV
ctmj-174	101	18	differentiates	differentiate	VERB
ctmj-174	101	19	between	between	ADP
ctmj-174	101	20	tumor	tumor	NOUN
ctmj-174	101	21	types	type	NOUN
ctmj-174	101	22	and	and	CCONJ
ctmj-174	101	23	normal	normal	ADJ
ctmj-174	101	24	cases	case	NOUN
ctmj-174	101	25	.	.	PUNCT
ctmj-174	102	1	the	the	DET
ctmj-174	102	2	cloud	cloud	NOUN
ctmj-174	102	3	-	-	PUNCT
ctmj-174	102	4	based	base	VERB
ctmj-174	102	5	implementation	implementation	NOUN
ctmj-174	102	6	significantly	significantly	ADV
ctmj-174	102	7	optimizes	optimize	VERB
ctmj-174	102	8	training	training	NOUN
ctmj-174	102	9	efficiency	efficiency	NOUN
ctmj-174	102	10	,	,	PUNCT
ctmj-174	102	11	reducing	reduce	VERB
ctmj-174	102	12	training	training	NOUN
ctmj-174	102	13	time	time	NOUN
ctmj-174	102	14	to	to	ADP
ctmj-174	102	15	45	45	NUM
ctmj-174	102	16	minutes	minute	NOUN
ctmj-174	102	17	while	while	SCONJ
ctmj-174	102	18	maintaining	maintain	VERB
ctmj-174	102	19	high	high	ADJ
ctmj-174	102	20	classification	classification	NOUN
ctmj-174	102	21	performance	performance	NOUN
ctmj-174	102	22	.	.	PUNCT
ctmj-174	103	1	additionally	additionally	ADV
ctmj-174	103	2	,	,	PUNCT
ctmj-174	103	3	the	the	DET
ctmj-174	103	4	approach	approach	NOUN
ctmj-174	103	5	enhances	enhance	VERB
ctmj-174	103	6	scalability	scalability	NOUN
ctmj-174	103	7	,	,	PUNCT
ctmj-174	103	8	allowing	allow	VERB
ctmj-174	103	9	efficient	efficient	ADJ
ctmj-174	103	10	processing	processing	NOUN
ctmj-174	103	11	of	of	ADP
ctmj-174	103	12	large	large	ADJ
ctmj-174	103	13	mri	mri	NOUN
ctmj-174	103	14	datasets	dataset	NOUN
ctmj-174	103	15	.	.	PUNCT
ctmj-174	104	1	compared	compare	VERB
ctmj-174	104	2	to	to	ADP
ctmj-174	104	3	svm	svm	VERB
ctmj-174	104	4	and	and	CCONJ
ctmj-174	104	5	random	random	ADJ
ctmj-174	104	6	forest	forest	NOUN
ctmj-174	104	7	models	model	NOUN
ctmj-174	104	8	,	,	PUNCT
ctmj-174	104	9	the	the	DET
ctmj-174	104	10	cnn	cnn	PROPN
ctmj-174	104	11	-	-	PUNCT
ctmj-174	104	12	based	base	VERB
ctmj-174	104	13	method	method	NOUN
ctmj-174	104	14	achieves	achieve	VERB
ctmj-174	104	15	higher	high	ADJ
ctmj-174	104	16	precision	precision	NOUN
ctmj-174	104	17	,	,	PUNCT
ctmj-174	104	18	recall	recall	NOUN
ctmj-174	104	19	,	,	PUNCT
ctmj-174	104	20	and	and	CCONJ
ctmj-174	104	21	f1	f1	NOUN
ctmj-174	104	22	-	-	PUNCT
ctmj-174	104	23	score	score	NOUN
ctmj-174	104	24	,	,	PUNCT
ctmj-174	104	25	demonstrating	demonstrate	VERB
ctmj-174	104	26	its	its	PRON
ctmj-174	104	27	effectiveness	effectiveness	NOUN
ctmj-174	104	28	in	in	ADP
ctmj-174	104	29	predictive	predictive	ADJ
ctmj-174	104	30	healthcare	healthcare	PROPN
ctmj-174	104	31	analytics	analytic	NOUN
ctmj-174	104	32	.	.	PUNCT
ctmj-174	105	1	6	6	X
ctmj-174	105	2	.	.	X
ctmj-174	105	3	conclusion	conclusion	NOUN
ctmj-174	105	4	the	the	DET
ctmj-174	105	5	proposed	propose	VERB
ctmj-174	105	6	ai	ai	NOUN
ctmj-174	105	7	-	-	PUNCT
ctmj-174	105	8	driven	drive	VERB
ctmj-174	105	9	cloud	cloud	NOUN
ctmj-174	105	10	-	-	PUNCT
ctmj-174	105	11	based	base	VERB
ctmj-174	105	12	deep	deep	ADJ
ctmj-174	105	13	learning	learning	NOUN
ctmj-174	105	14	framework	framework	NOUN
ctmj-174	105	15	effectively	effectively	ADV
ctmj-174	105	16	enhances	enhance	VERB
ctmj-174	105	17	brain	brain	NOUN
ctmj-174	105	18	tumor	tumor	NOUN
ctmj-174	105	19	classification	classification	NOUN
ctmj-174	105	20	using	use	VERB
ctmj-174	105	21	deep	deep	ADJ
ctmj-174	105	22	learning	learning	NOUN
ctmj-174	105	23	models	model	NOUN
ctmj-174	105	24	integrated	integrate	VERB
ctmj-174	105	25	with	with	ADP
ctmj-174	105	26	cloud	cloud	NOUN
ctmj-174	105	27	computing	computing	NOUN
ctmj-174	105	28	.	.	PUNCT
ctmj-174	106	1	the	the	DET
ctmj-174	106	2	cloud	cloud	NOUN
ctmj-174	106	3	-	-	PUNCT
ctmj-174	106	4	based	base	VERB
ctmj-174	106	5	cnn	cnn	PROPN
ctmj-174	106	6	model	model	NOUN
ctmj-174	106	7	achieves	achieve	VERB
ctmj-174	106	8	97.2	97.2	NUM
ctmj-174	106	9	%	%	NOUN
ctmj-174	106	10	accuracy	accuracy	NOUN
ctmj-174	106	11	,	,	PUNCT
ctmj-174	106	12	significantly	significantly	ADV
ctmj-174	106	13	outperforming	outperform	VERB
ctmj-174	106	14	traditional	traditional	ADJ
ctmj-174	106	15	machine	machine	NOUN
ctmj-174	106	16	learning	learning	NOUN
ctmj-174	106	17	approaches	approach	NOUN
ctmj-174	106	18	such	such	ADJ
ctmj-174	106	19	as	as	ADP
ctmj-174	106	20	svm	svm	PROPN
ctmj-174	106	21	(	(	PUNCT
ctmj-174	106	22	88.5	88.5	NUM
ctmj-174	106	23	%	%	NOUN
ctmj-174	106	24	)	)	PUNCT
ctmj-174	106	25	and	and	CCONJ
ctmj-174	106	26	random	random	ADJ
ctmj-174	106	27	forest	forest	NOUN
ctmj-174	106	28	(	(	PUNCT
ctmj-174	106	29	91.3	91.3	NUM
ctmj-174	106	30	%	%	NOUN
ctmj-174	106	31	)	)	PUNCT
ctmj-174	106	32	.	.	PUNCT
ctmj-174	107	1	cloud	cloud	NOUN
ctmj-174	107	2	-	-	PUNCT
ctmj-174	107	3	based	base	VERB
ctmj-174	107	4	implementation	implementation	NOUN
ctmj-174	107	5	reduces	reduce	VERB
ctmj-174	107	6	training	training	NOUN
ctmj-174	107	7	time	time	NOUN
ctmj-174	107	8	to	to	ADP
ctmj-174	107	9	45	45	NUM
ctmj-174	107	10	minutes	minute	NOUN
ctmj-174	107	11	,	,	PUNCT
ctmj-174	107	12	ensuring	ensure	VERB
ctmj-174	107	13	efficient	efficient	ADJ
ctmj-174	107	14	processing	processing	NOUN
ctmj-174	107	15	of	of	ADP
ctmj-174	107	16	large	large	ADJ
ctmj-174	107	17	mri	mri	NOUN
ctmj-174	107	18	datasets	dataset	NOUN
ctmj-174	107	19	without	without	ADP
ctmj-174	107	20	hardware	hardware	NOUN
ctmj-174	107	21	limitations	limitation	NOUN
ctmj-174	107	22	.	.	PUNCT
ctmj-174	108	1	the	the	DET
ctmj-174	108	2	model	model	NOUN
ctmj-174	108	3	demonstrates	demonstrate	VERB
ctmj-174	108	4	superior	superior	ADJ
ctmj-174	108	5	performance	performance	NOUN
ctmj-174	108	6	in	in	ADP
ctmj-174	108	7	precision	precision	NOUN
ctmj-174	108	8	(	(	PUNCT
ctmj-174	108	9	95.8	95.8	NUM
ctmj-174	108	10	%	%	NOUN
ctmj-174	108	11	)	)	PUNCT
ctmj-174	108	12	,	,	PUNCT
ctmj-174	108	13	recall	recall	INTJ
ctmj-174	108	14	(	(	PUNCT
ctmj-174	108	15	96.5	96.5	NUM
ctmj-174	108	16	%	%	NOUN
ctmj-174	108	17	)	)	PUNCT
ctmj-174	108	18	,	,	PUNCT
ctmj-174	108	19	and	and	CCONJ
ctmj-174	108	20	auc	auc	NOUN
ctmj-174	108	21	-	-	PUNCT
ctmj-174	108	22	roc	roc	NOUN
ctmj-174	108	23	(	(	PUNCT
ctmj-174	108	24	98.3	98.3	NUM
ctmj-174	108	25	%	%	NOUN
ctmj-174	108	26	)	)	PUNCT
ctmj-174	108	27	,	,	PUNCT
ctmj-174	108	28	making	make	VERB
ctmj-174	108	29	it	it	PRON
ctmj-174	108	30	a	a	DET
ctmj-174	108	31	robust	robust	ADJ
ctmj-174	108	32	solution	solution	NOUN
ctmj-174	108	33	for	for	ADP
ctmj-174	108	34	predictive	predictive	ADJ
ctmj-174	108	35	healthcare	healthcare	PROPN
ctmj-174	108	36	analytics	analytic	NOUN
ctmj-174	108	37	.	.	PUNCT
ctmj-174	109	1	future	future	ADJ
ctmj-174	109	2	work	work	NOUN
ctmj-174	109	3	will	will	AUX
ctmj-174	109	4	focus	focus	VERB
ctmj-174	109	5	on	on	ADP
ctmj-174	109	6	integrating	integrate	VERB
ctmj-174	109	7	multi	multi	ADJ
ctmj-174	109	8	-	-	ADJ
ctmj-174	109	9	modal	modal	ADJ
ctmj-174	109	10	medical	medical	ADJ
ctmj-174	109	11	data	datum	NOUN
ctmj-174	109	12	,	,	PUNCT
ctmj-174	109	13	implementing	implement	VERB
ctmj-174	109	14	federated	federated	ADJ
ctmj-174	109	15	learning	learning	NOUN
ctmj-174	109	16	for	for	ADP
ctmj-174	109	17	privacy	privacy	NOUN
ctmj-174	109	18	,	,	PUNCT
ctmj-174	109	19	enhancing	enhance	VERB
ctmj-174	109	20	model	model	NOUN
ctmj-174	109	21	interpretability	interpretability	NOUN
ctmj-174	109	22	with	with	ADP
ctmj-174	109	23	explainable	explainable	ADJ
ctmj-174	109	24	ai	ai	NOUN
ctmj-174	109	25	(	(	PUNCT
ctmj-174	109	26	xai	xai	PROPN
ctmj-174	109	27	)	)	PUNCT
ctmj-174	109	28	,	,	PUNCT
ctmj-174	109	29	deploying	deploy	VERB
ctmj-174	109	30	edge	edge	NOUN
ctmj-174	109	31	computing	computing	NOUN
ctmj-174	109	32	for	for	ADP
ctmj-174	109	33	real	real	ADJ
ctmj-174	109	34	-	-	PUNCT
ctmj-174	109	35	time	time	NOUN
ctmj-174	109	36	diagnosis	diagnosis	NOUN
ctmj-174	109	37	,	,	PUNCT
ctmj-174	109	38	and	and	CCONJ
ctmj-174	109	39	strengthening	strengthen	VERB
ctmj-174	109	40	cloud	cloud	ADJ
ctmj-174	109	41	security	security	NOUN
ctmj-174	109	42	measures	measure	NOUN
ctmj-174	109	43	.	.	PUNCT
ctmj-174	110	1	reference	reference	NOUN
ctmj-174	110	2	[	[	X
ctmj-174	110	3	1	1	NUM
ctmj-174	110	4	]	]	PUNCT
ctmj-174	110	5	a.	a.	NOUN
ctmj-174	110	6	k.	k.	PROPN
ctmj-174	110	7	kalusivalingam	kalusivalingam	PROPN
ctmj-174	110	8	,	,	PUNCT
ctmj-174	110	9	a.	a.	PROPN
ctmj-174	110	10	sharma	sharma	PROPN
ctmj-174	110	11	,	,	PUNCT
ctmj-174	110	12	n.	n.	PROPN
ctmj-174	110	13	patel	patel	PROPN
ctmj-174	110	14	,	,	PUNCT
ctmj-174	110	15	and	and	CCONJ
ctmj-174	111	1	v.	v.	ADP
ctmj-174	111	2	singh	singh	PROPN
ctmj-174	111	3	,	,	PUNCT
ctmj-174	111	4	“	"	PUNCT
ctmj-174	111	5	enhancing	enhance	VERB
ctmj-174	111	6	remote	remote	ADJ
ctmj-174	111	7	patient	patient	ADJ
ctmj-174	111	8	monitoring	monitoring	NOUN
ctmj-174	111	9	systems	system	NOUN
ctmj-174	111	10	with	with	ADP
ctmj-174	111	11	deep	deep	ADJ
ctmj-174	111	12	learning	learning	NOUN
ctmj-174	111	13	and	and	CCONJ
ctmj-174	111	14	reinforcement	reinforcement	NOUN
ctmj-174	111	15	learning	learning	NOUN
ctmj-174	111	16	algorithms	algorithm	NOUN
ctmj-174	111	17	,	,	PUNCT
ctmj-174	111	18	”	"	PUNCT
ctmj-174	111	19	international	international	ADJ
ctmj-174	111	20	journal	journal	NOUN
ctmj-174	111	21	of	of	ADP
ctmj-174	111	22	ai	ai	PROPN
ctmj-174	111	23	and	and	CCONJ
ctmj-174	111	24	ml	ml	ADP
ctmj-174	111	25	,	,	PUNCT
ctmj-174	111	26	vol	vol	NOUN
ctmj-174	111	27	.	.	PROPN
ctmj-174	112	1	2	2	NUM
ctmj-174	112	2	,	,	PUNCT
ctmj-174	112	3	no	no	INTJ
ctmj-174	112	4	.	.	NOUN
ctmj-174	112	5	10	10	NUM
ctmj-174	112	6	,	,	PUNCT
ctmj-174	112	7	art	art	NOUN
ctmj-174	112	8	.	.	PUNCT
ctmj-174	113	1	no	no	INTJ
ctmj-174	113	2	.	.	NOUN
ctmj-174	114	1	10	10	NUM
ctmj-174	114	2	,	,	PUNCT
ctmj-174	114	3	nov	nov	PROPN
ctmj-174	114	4	.	.	PROPN
ctmj-174	114	5	2013	2013	NUM
ctmj-174	114	6	.	.	PUNCT
ctmj-174	115	1	[	[	X
ctmj-174	115	2	online	online	X
ctmj-174	115	3	]	]	X
ctmj-174	115	4	.	.	PUNCT
ctmj-174	116	1	available	available	ADJ
ctmj-174	116	2	:	:	PUNCT
ctmj-174	116	3	https://cognitivecomputingjournal.com/index.p	https://cognitivecomputingjournal.com/index.p	PROPN
ctmj-174	116	4	hp	hp	PROPN
ctmj-174	116	5	/	/	SYM
ctmj-174	116	6	ijaiml	ijaiml	NOUN
ctmj-174	116	7	-	-	PUNCT
ctmj-174	116	8	v1	v1	NOUN
ctmj-174	116	9	/	/	SYM
ctmj-174	116	10	article	article	NOUN
ctmj-174	116	11	/	/	SYM
ctmj-174	116	12	view/118	view/118	PROPN
ctmj-174	117	1	[	[	X
ctmj-174	117	2	2	2	NUM
ctmj-174	117	3	]	]	PUNCT
ctmj-174	117	4	a.	a.	NOUN
ctmj-174	117	5	k.	k.	PROPN
ctmj-174	117	6	kalusivalingam	kalusivalingam	PROPN
ctmj-174	117	7	,	,	PUNCT
ctmj-174	117	8	a.	a.	PROPN
ctmj-174	117	9	sharma	sharma	PROPN
ctmj-174	117	10	,	,	PUNCT
ctmj-174	117	11	n.	n.	PROPN
ctmj-174	117	12	patel	patel	PROPN
ctmj-174	117	13	,	,	PUNCT
ctmj-174	117	14	and	and	CCONJ
ctmj-174	117	15	v.	v.	ADP
ctmj-174	117	16	singh	singh	PROPN
ctmj-174	117	17	,	,	PUNCT
ctmj-174	117	18	“	"	PUNCT
ctmj-174	117	19	enhancing	enhance	VERB
ctmj-174	117	20	mental	mental	ADJ
ctmj-174	117	21	health	health	NOUN
ctmj-174	117	22	diagnostics	diagnostic	NOUN
ctmj-174	117	23	:	:	PUNCT
ctmj-174	117	24	implementing	implement	VERB
ctmj-174	117	25	convolutional	convolutional	ADJ
ctmj-174	117	26	neural	neural	ADJ
ctmj-174	117	27	networks	network	NOUN
ctmj-174	117	28	and	and	CCONJ
ctmj-174	117	29	natural	natural	ADJ
ctmj-174	117	30	language	language	NOUN
ctmj-174	117	31	processing	processing	NOUN
ctmj-174	117	32	in	in	ADP
ctmj-174	117	33	ai	ai	NOUN
ctmj-174	117	34	-	-	PUNCT
ctmj-174	117	35	based	base	VERB
ctmj-174	117	36	assessment	assessment	NOUN
ctmj-174	117	37	tools	tool	NOUN
ctmj-174	117	38	,	,	PUNCT
ctmj-174	117	39	”	"	PUNCT
ctmj-174	117	40	international	international	ADJ
ctmj-174	117	41	journal	journal	NOUN
ctmj-174	117	42	of	of	ADP
ctmj-174	117	43	ai	ai	PROPN
ctmj-174	117	44	and	and	CCONJ
ctmj-174	117	45	ml	ml	ADP
ctmj-174	117	46	,	,	PUNCT
ctmj-174	117	47	vol	vol	NOUN
ctmj-174	117	48	.	.	PROPN
ctmj-174	118	1	1	1	NUM
ctmj-174	118	2	,	,	PUNCT
ctmj-174	118	3	no	no	INTJ
ctmj-174	118	4	.	.	NOUN
ctmj-174	118	5	2	2	NUM
ctmj-174	118	6	,	,	PUNCT
ctmj-174	118	7	art	art	NOUN
ctmj-174	118	8	.	.	PUNCT
ctmj-174	119	1	no	no	INTJ
ctmj-174	119	2	.	.	NOUN
ctmj-174	119	3	2	2	NUM
ctmj-174	119	4	,	,	PUNCT
ctmj-174	119	5	aug	aug	PROPN
ctmj-174	119	6	.	.	PROPN
ctmj-174	119	7	2012	2012	NUM
ctmj-174	119	8	.	.	PUNCT
ctmj-174	120	1	[	[	X
ctmj-174	120	2	online	online	X
ctmj-174	120	3	]	]	X
ctmj-174	120	4	.	.	PUNCT
ctmj-174	121	1	available	available	ADJ
ctmj-174	121	2	:	:	PUNCT
ctmj-174	121	3	https://cognitivecomputingjournal.com/index.p	https://cognitivecomputingjournal.com/index.p	PROPN
ctmj-174	121	4	hp	hp	PROPN
ctmj-174	121	5	/	/	SYM
ctmj-174	121	6	ijaiml	ijaiml	NOUN
ctmj-174	121	7	-	-	PUNCT
ctmj-174	121	8	v1	v1	NOUN
ctmj-174	121	9	/	/	SYM
ctmj-174	121	10	article	article	NOUN
ctmj-174	121	11	/	/	SYM
ctmj-174	121	12	view/127	view/127	PROPN
ctmj-174	122	1	[	[	X
ctmj-174	122	2	3	3	NUM
ctmj-174	122	3	]	]	PUNCT
ctmj-174	122	4	aravindhan	aravindhan	NOUN
ctmj-174	122	5	,	,	PUNCT
ctmj-174	122	6	k.	k.	PROPN
ctmj-174	122	7	,	,	PUNCT
ctmj-174	122	8	&	&	CCONJ
ctmj-174	122	9	subhashini	subhashini	PROPN
ctmj-174	122	10	,	,	PUNCT
ctmj-174	122	11	n.	n.	NOUN
ctmj-174	122	12	(	(	PUNCT
ctmj-174	122	13	2015	2015	NUM
ctmj-174	122	14	)	)	PUNCT
ctmj-174	122	15	.	.	PUNCT
ctmj-174	123	1	healthcare	healthcare	NOUN
ctmj-174	123	2	monitoring	monitor	VERB
ctmj-174	123	3	system	system	NOUN
ctmj-174	123	4	for	for	ADP
ctmj-174	123	5	elderly	elderly	ADJ
ctmj-174	123	6	person	person	NOUN
ctmj-174	123	7	using	use	VERB
ctmj-174	123	8	smart	smart	ADJ
ctmj-174	123	9	devices	device	NOUN
ctmj-174	123	10	.	.	PUNCT
ctmj-174	124	1	int	int	NOUN
ctmj-174	124	2	.	.	PUNCT
ctmj-174	125	1	j.	j.	PROPN
ctmj-174	125	2	appl	appl	PROPN
ctmj-174	125	3	.	.	PUNCT
ctmj-174	126	1	eng	eng	PROPN
ctmj-174	126	2	.	.	PUNCT
ctmj-174	126	3	res.(ijaer	res.(ijaer	NOUN
ctmj-174	126	4	)	)	PUNCT
ctmj-174	126	5	,	,	PUNCT
ctmj-174	126	6	10	10	NUM
ctmj-174	126	7	,	,	PUNCT
ctmj-174	126	8	20	20	NUM
ctmj-174	126	9	.	.	PUNCT
ctmj-174	127	1	[	[	X
ctmj-174	127	2	4	4	X
ctmj-174	127	3	]	]	PUNCT
ctmj-174	127	4	k.	k.	PROPN
ctmj-174	127	5	g.	g.	PROPN
ctmj-174	127	6	srinivasa	srinivasa	PROPN
ctmj-174	127	7	,	,	PUNCT
ctmj-174	127	8	anupindi	anupindi	PROPN
ctmj-174	127	9	,	,	PUNCT
ctmj-174	127	10	sriram	sriram	PROPN
ctmj-174	127	11	,	,	PUNCT
ctmj-174	127	12	and	and	CCONJ
ctmj-174	127	13	a.	a.	NOUN
ctmj-174	127	14	and	and	CCONJ
ctmj-174	127	15	kumar	kumar	PROPN
ctmj-174	127	16	,	,	PUNCT
ctmj-174	127	17	“	"	PUNCT
ctmj-174	127	18	analytics	analytic	NOUN
ctmj-174	127	19	on	on	ADP
ctmj-174	127	20	medical	medical	ADJ
ctmj-174	127	21	records	record	NOUN
ctmj-174	127	22	collected	collect	VERB
ctmj-174	127	23	from	from	ADP
ctmj-174	127	24	a	a	DET
ctmj-174	127	25	distributed	distribute	VERB
ctmj-174	127	26	system	system	NOUN
ctmj-174	127	27	deployed	deploy	VERB
ctmj-174	127	28	in	in	ADP
ctmj-174	127	29	the	the	DET
ctmj-174	127	30	indian	indian	ADJ
ctmj-174	127	31	rural	rural	ADJ
ctmj-174	127	32	demographic	demographic	ADJ
ctmj-174	127	33	,	,	PUNCT
ctmj-174	127	34	”	"	PUNCT
ctmj-174	127	35	journal	journal	NOUN
ctmj-174	127	36	of	of	ADP
ctmj-174	127	37	management	management	NOUN
ctmj-174	127	38	analytics	analytic	NOUN
ctmj-174	127	39	,	,	PUNCT
ctmj-174	127	40	vol	vol	NOUN
ctmj-174	127	41	.	.	PROPN
ctmj-174	127	42	5	5	NUM
ctmj-174	127	43	,	,	PUNCT
ctmj-174	127	44	no	no	INTJ
ctmj-174	127	45	.	.	NOUN
ctmj-174	127	46	1	1	NUM
ctmj-174	127	47	,	,	PUNCT
ctmj-174	127	48	pp	pp	ADJ
ctmj-174	127	49	.	.	PUNCT
ctmj-174	128	1	54–72	54–72	NUM
ctmj-174	128	2	,	,	PUNCT
ctmj-174	128	3	jan	jan	PROPN
ctmj-174	128	4	.	.	PROPN
ctmj-174	128	5	2018	2018	NUM
ctmj-174	128	6	,	,	PUNCT
ctmj-174	128	7	doi	doi	NOUN
ctmj-174	128	8	:	:	PUNCT
ctmj-174	128	9	10.1080/23270012.2018.1433085	10.1080/23270012.2018.1433085	NUM
ctmj-174	128	10	.	.	PUNCT
ctmj-174	129	1	[	[	X
ctmj-174	129	2	5	5	NUM
ctmj-174	129	3	]	]	X
ctmj-174	129	4	y.	y.	PROPN
ctmj-174	129	5	zhang	zhang	PROPN
ctmj-174	129	6	,	,	PUNCT
ctmj-174	129	7	m.	m.	PROPN
ctmj-174	129	8	qiu	qiu	PROPN
ctmj-174	129	9	,	,	PUNCT
ctmj-174	129	10	c.-w	c.-w	PROPN
ctmj-174	129	11	.	.	PUNCT
ctmj-174	130	1	tsai	tsai	PROPN
ctmj-174	130	2	,	,	PUNCT
ctmj-174	130	3	m.	m.	NOUN
ctmj-174	130	4	m.	m.	PROPN
ctmj-174	130	5	hassan	hassan	PROPN
ctmj-174	130	6	,	,	PUNCT
ctmj-174	130	7	and	and	CCONJ
ctmj-174	130	8	a.	a.	NOUN
ctmj-174	130	9	alamri	alamri	PROPN
ctmj-174	130	10	,	,	PUNCT
ctmj-174	130	11	“	"	PUNCT
ctmj-174	130	12	health	health	NOUN
ctmj-174	130	13	-	-	PUNCT
ctmj-174	130	14	cps	cp	NOUN
ctmj-174	130	15	:	:	PUNCT
ctmj-174	130	16	healthcare	healthcare	PROPN
ctmj-174	130	17	cyber	cyber	PROPN
ctmj-174	130	18	-	-	PUNCT
ctmj-174	130	19	physical	physical	ADJ
ctmj-174	130	20	system	system	NOUN
ctmj-174	130	21	assisted	assist	VERB
ctmj-174	130	22	by	by	ADP
ctmj-174	130	23	cloud	cloud	NOUN
ctmj-174	130	24	and	and	CCONJ
ctmj-174	130	25	big	big	ADJ
ctmj-174	130	26	data	datum	NOUN
ctmj-174	130	27	,	,	PUNCT
ctmj-174	130	28	”	"	PUNCT
ctmj-174	130	29	ieee	ieee	NOUN
ctmj-174	130	30	systems	system	NOUN
ctmj-174	130	31	journal	journal	NOUN
ctmj-174	130	32	,	,	PUNCT
ctmj-174	130	33	vol	vol	NOUN
ctmj-174	130	34	.	.	PROPN
ctmj-174	130	35	11	11	NUM
ctmj-174	130	36	,	,	PUNCT
ctmj-174	130	37	no	no	INTJ
ctmj-174	130	38	.	.	NOUN
ctmj-174	130	39	1	1	NUM
ctmj-174	130	40	,	,	PUNCT
ctmj-174	130	41	pp	pp	ADJ
ctmj-174	130	42	.	.	PUNCT
ctmj-174	131	1	88–95	88–95	NUM
ctmj-174	131	2	,	,	PUNCT
ctmj-174	131	3	mar	mar	PROPN
ctmj-174	131	4	.	.	PROPN
ctmj-174	131	5	2017	2017	NUM
ctmj-174	131	6	,	,	PUNCT
ctmj-174	131	7	doi	doi	NOUN
ctmj-174	131	8	:	:	PUNCT
ctmj-174	131	9	10.1109	10.1109	NUM
ctmj-174	131	10	/	/	SYM
ctmj-174	131	11	jsyst.2015.2460747	jsyst.2015.2460747	NOUN
ctmj-174	131	12	.	.	PUNCT
ctmj-174	132	1	[	[	X
ctmj-174	132	2	6	6	NUM
ctmj-174	132	3	]	]	X
ctmj-174	132	4	h.	h.	PROPN
ctmj-174	132	5	alharthi	alharthi	PROPN
ctmj-174	132	6	,	,	PUNCT
ctmj-174	132	7	“	"	PUNCT
ctmj-174	132	8	healthcare	healthcare	PROPN
ctmj-174	132	9	predictive	predictive	ADJ
ctmj-174	132	10	analytics	analytic	NOUN
ctmj-174	132	11	:	:	PUNCT
ctmj-174	132	12	an	an	DET
ctmj-174	132	13	overview	overview	NOUN
ctmj-174	132	14	with	with	ADP
ctmj-174	132	15	a	a	DET
ctmj-174	132	16	focus	focus	NOUN
ctmj-174	132	17	on	on	ADP
ctmj-174	132	18	saudi	saudi	PROPN
ctmj-174	132	19	arabia	arabia	PROPN
ctmj-174	132	20	,	,	PUNCT
ctmj-174	132	21	”	"	PUNCT
ctmj-174	132	22	journal	journal	NOUN
ctmj-174	132	23	of	of	ADP
ctmj-174	132	24	infection	infection	NOUN
ctmj-174	132	25	and	and	CCONJ
ctmj-174	132	26	public	public	ADJ
ctmj-174	132	27	health	health	NOUN
ctmj-174	132	28	,	,	PUNCT
ctmj-174	132	29	vol	vol	NOUN
ctmj-174	132	30	.	.	PROPN
ctmj-174	132	31	11	11	NUM
ctmj-174	132	32	,	,	PUNCT
ctmj-174	132	33	no	no	INTJ
ctmj-174	132	34	.	.	NOUN
ctmj-174	132	35	6	6	NUM
ctmj-174	132	36	,	,	PUNCT
ctmj-174	132	37	pp	pp	ADJ
ctmj-174	132	38	.	.	PUNCT
ctmj-174	133	1	749–756	749–756	NUM
ctmj-174	133	2	,	,	PUNCT
ctmj-174	133	3	nov	nov	PROPN
ctmj-174	133	4	.	.	PROPN
ctmj-174	133	5	2018	2018	NUM
ctmj-174	133	6	,	,	PUNCT
ctmj-174	133	7	doi	doi	NOUN
ctmj-174	133	8	:	:	PUNCT
ctmj-174	133	9	10.1016	10.1016	NUM
ctmj-174	133	10	/	/	SYM
ctmj-174	133	11	j.jiph.2018.02.005	j.jiph.2018.02.005	PROPN
ctmj-174	133	12	.	.	PUNCT
ctmj-174	134	1	[	[	X
ctmj-174	134	2	7	7	X
ctmj-174	134	3	]	]	PUNCT
ctmj-174	134	4	s.	s.	PROPN
ctmj-174	134	5	a.	a.	PROPN
ctmj-174	134	6	choudhry	choudhry	PROPN
ctmj-174	134	7	,	,	PUNCT
ctmj-174	134	8	j.	j.	PROPN
ctmj-174	134	9	li	li	PROPN
ctmj-174	134	10	,	,	PUNCT
ctmj-174	134	11	d.	d.	PROPN
ctmj-174	134	12	davis	davis	PROPN
ctmj-174	134	13	,	,	PUNCT
ctmj-174	134	14	c.	c.	PROPN
ctmj-174	134	15	erdmann	erdmann	PROPN
ctmj-174	134	16	,	,	PUNCT
ctmj-174	134	17	r.	r.	NOUN
ctmj-174	134	18	sikka	sikka	PROPN
ctmj-174	134	19	,	,	PUNCT
ctmj-174	134	20	and	and	CCONJ
ctmj-174	134	21	b.	b.	PROPN
ctmj-174	134	22	sutariya	sutariya	PROPN
ctmj-174	134	23	,	,	PUNCT
ctmj-174	134	24	“	"	PUNCT
ctmj-174	134	25	a	a	DET
ctmj-174	134	26	public	public	ADJ
ctmj-174	134	27	-	-	PUNCT
ctmj-174	134	28	private	private	ADJ
ctmj-174	134	29	partnership	partnership	NOUN
ctmj-174	134	30	develops	develop	VERB
ctmj-174	134	31	and	and	CCONJ
ctmj-174	134	32	externally	externally	ADV
ctmj-174	134	33	validates	validate	VERB
ctmj-174	134	34	a	a	DET
ctmj-174	134	35	30	30	NUM
ctmj-174	134	36	-	-	PUNCT
ctmj-174	134	37	day	day	NOUN
ctmj-174	134	38	hospital	hospital	NOUN
ctmj-174	134	39	readmission	readmission	NOUN
ctmj-174	134	40	risk	risk	NOUN
ctmj-174	134	41	prediction	prediction	NOUN
ctmj-174	134	42	model	model	NOUN
ctmj-174	134	43	,	,	PUNCT
ctmj-174	134	44	”	"	PUNCT
ctmj-174	134	45	ojphi	ojphi	ADJ
ctmj-174	134	46	,	,	PUNCT
ctmj-174	134	47	vol	vol	NOUN
ctmj-174	134	48	.	.	PROPN
ctmj-174	134	49	5	5	NUM
ctmj-174	134	50	,	,	PUNCT
ctmj-174	134	51	no	no	INTJ
ctmj-174	134	52	.	.	NOUN
ctmj-174	134	53	2	2	NUM
ctmj-174	134	54	,	,	PUNCT
ctmj-174	134	55	jun	jun	PROPN
ctmj-174	134	56	.	.	PROPN
ctmj-174	134	57	2013	2013	NUM
ctmj-174	134	58	,	,	PUNCT
ctmj-174	134	59	doi	doi	NOUN
ctmj-174	134	60	:	:	PUNCT
ctmj-174	134	61	10.5210	10.5210	NUM
ctmj-174	134	62	/	/	SYM
ctmj-174	134	63	ojphi.v5i2.4726	ojphi.v5i2.4726	X
ctmj-174	134	64	.	.	PUNCT
ctmj-174	135	1	[	[	X
ctmj-174	135	2	8	8	NUM
ctmj-174	135	3	]	]	X
ctmj-174	135	4	d.	d.	PROPN
ctmj-174	135	5	e.	e.	PROPN
ctmj-174	135	6	jones	jones	PROPN
ctmj-174	135	7	,	,	PUNCT
ctmj-174	135	8	m.	m.	NOUN
ctmj-174	135	9	greenberg	greenberg	PROPN
ctmj-174	135	10	,	,	PUNCT
ctmj-174	135	11	and	and	CCONJ
ctmj-174	135	12	m.	m.	NOUN
ctmj-174	135	13	crowley	crowley	PROPN
ctmj-174	135	14	,	,	PUNCT
ctmj-174	135	15	“	"	PUNCT
ctmj-174	135	16	early	early	ADJ
ctmj-174	135	17	social	social	ADJ
ctmj-174	135	18	-	-	PUNCT
ctmj-174	135	19	emotional	emotional	ADJ
ctmj-174	135	20	functioning	functioning	NOUN
ctmj-174	135	21	and	and	CCONJ
ctmj-174	135	22	public	public	ADJ
ctmj-174	135	23	health	health	NOUN
ctmj-174	135	24	:	:	PUNCT
ctmj-174	135	25	the	the	DET
ctmj-174	135	26	relationship	relationship	NOUN
ctmj-174	135	27	between	between	ADP
ctmj-174	135	28	kindergarten	kindergarten	NOUN
ctmj-174	135	29	social	social	ADJ
ctmj-174	135	30	competence	competence	NOUN
ctmj-174	135	31	and	and	CCONJ
ctmj-174	135	32	future	future	ADJ
ctmj-174	135	33	wellness	wellness	NOUN
ctmj-174	135	34	,	,	PUNCT
ctmj-174	135	35	”	"	PUNCT
ctmj-174	135	36	am	be	AUX
ctmj-174	135	37	j	j	PROPN
ctmj-174	135	38	public	public	ADJ
ctmj-174	135	39	health	health	NOUN
ctmj-174	135	40	,	,	PUNCT
ctmj-174	135	41	vol	vol	NOUN
ctmj-174	135	42	.	.	PROPN
ctmj-174	136	1	105	105	NUM
ctmj-174	136	2	,	,	PUNCT
ctmj-174	136	3	no	no	INTJ
ctmj-174	136	4	.	.	NOUN
ctmj-174	136	5	11	11	NUM
ctmj-174	136	6	,	,	PUNCT
ctmj-174	136	7	pp	pp	ADJ
ctmj-174	136	8	.	.	PUNCT
ctmj-174	137	1	2283–2290	2283–2290	NUM
ctmj-174	137	2	,	,	PUNCT
ctmj-174	137	3	nov	nov	PROPN
ctmj-174	137	4	.	.	PROPN
ctmj-174	137	5	2015	2015	NUM
ctmj-174	137	6	,	,	PUNCT
ctmj-174	137	7	doi	doi	NOUN
ctmj-174	137	8	:	:	PUNCT
ctmj-174	137	9	10.2105	10.2105	NUM
ctmj-174	137	10	/	/	SYM
ctmj-174	137	11	ajph.2015.302630	ajph.2015.302630	NOUN
ctmj-174	137	12	.	.	PUNCT
ctmj-174	138	1	[	[	X
ctmj-174	138	2	9	9	X
ctmj-174	138	3	]	]	PUNCT
ctmj-174	138	4	j.	j.	PROPN
ctmj-174	138	5	kaur	kaur	PROPN
ctmj-174	138	6	and	and	CCONJ
ctmj-174	138	7	dr	dr	PROPN
ctmj-174	138	8	.	.	PROPN
ctmj-174	138	9	kulwinder	kulwinder	PROPN
ctmj-174	138	10	singh	singh	PROPN
ctmj-174	138	11	mann	mann	PROPN
ctmj-174	138	12	,	,	PUNCT
ctmj-174	138	13	“	"	PUNCT
ctmj-174	138	14	ai	ai	VERB
ctmj-174	138	15	based	base	VERB
ctmj-174	138	16	healthcare	healthcare	NOUN
ctmj-174	138	17	platform	platform	NOUN
ctmj-174	138	18	for	for	ADP
ctmj-174	138	19	real	real	ADJ
ctmj-174	138	20	time	time	NOUN
ctmj-174	138	21	,	,	PUNCT
ctmj-174	138	22	predictive	predictive	ADJ
ctmj-174	138	23	and	and	CCONJ
ctmj-174	138	24	prescriptive	prescriptive	ADJ
ctmj-174	138	25	analytics	analytic	NOUN
ctmj-174	138	26	using	use	VERB
ctmj-174	138	27	reactive	reactive	ADJ
ctmj-174	138	28	programming	programming	NOUN
ctmj-174	138	29	,	,	PUNCT
ctmj-174	138	30	”	"	PUNCT
ctmj-174	138	31	j.	j.	PROPN
ctmj-174	138	32	phys	phys	PROPN
ctmj-174	138	33	.	.	PUNCT
ctmj-174	138	34	:	:	PUNCT
ctmj-174	138	35	conf	conf	PROPN
ctmj-174	138	36	.	.	PUNCT
ctmj-174	138	37	ser	ser	PROPN
ctmj-174	138	38	.	.	PROPN
ctmj-174	138	39	,	,	PUNCT
ctmj-174	138	40	vol	vol	NOUN
ctmj-174	138	41	.	.	PUNCT
ctmj-174	138	42	933	933	NUM
ctmj-174	138	43	,	,	PUNCT
ctmj-174	138	44	p.	p.	NOUN
ctmj-174	138	45	012010	012010	NUM
ctmj-174	138	46	,	,	PUNCT
ctmj-174	138	47	jan	jan	PROPN
ctmj-174	138	48	.	.	PROPN
ctmj-174	138	49	2018	2018	NUM
ctmj-174	138	50	,	,	PUNCT
ctmj-174	138	51	doi	doi	NOUN
ctmj-174	138	52	:	:	PUNCT
ctmj-174	138	53	10.1088/1742	10.1088/1742	NUM
ctmj-174	138	54	-	-	SYM
ctmj-174	138	55	6596/933/1/012010	6596/933/1/012010	NOUN
ctmj-174	138	56	.	.	PUNCT
ctmj-174	139	1	[	[	X
ctmj-174	139	2	10	10	NUM
ctmj-174	139	3	]	]	PUNCT
ctmj-174	139	4	k.	k.	PROPN
ctmj-174	139	5	t.	t.	PROPN
ctmj-174	139	6	chui	chui	PROPN
ctmj-174	139	7	,	,	PUNCT
ctmj-174	139	8	w.	w.	PROPN
ctmj-174	139	9	alhalabi	alhalabi	PROPN
ctmj-174	139	10	,	,	PUNCT
ctmj-174	139	11	s.	s.	PROPN
ctmj-174	139	12	s.	s.	PROPN
ctmj-174	139	13	h.	h.	PROPN
ctmj-174	139	14	pang	pang	PROPN
ctmj-174	139	15	,	,	PUNCT
ctmj-174	139	16	p.	p.	PROPN
ctmj-174	139	17	o.	o.	PROPN
ctmj-174	140	1	de	de	PROPN
ctmj-174	140	2	pablos	pablos	PROPN
ctmj-174	140	3	,	,	PUNCT
ctmj-174	140	4	r.	r.	PROPN
ctmj-174	140	5	w.	w.	PROPN
ctmj-174	140	6	liu	liu	PROPN
ctmj-174	140	7	,	,	PUNCT
ctmj-174	140	8	and	and	CCONJ
ctmj-174	140	9	m.	m.	NOUN
ctmj-174	140	10	zhao	zhao	PROPN
ctmj-174	140	11	,	,	PUNCT
ctmj-174	140	12	“	"	PUNCT
ctmj-174	140	13	disease	disease	NOUN
ctmj-174	140	14	diagnosis	diagnosis	NOUN
ctmj-174	140	15	in	in	ADP
ctmj-174	140	16	smart	smart	ADJ
ctmj-174	140	17	healthcare	healthcare	NOUN
ctmj-174	140	18	:	:	PUNCT
ctmj-174	140	19	innovation	innovation	NOUN
ctmj-174	140	20	,	,	PUNCT
ctmj-174	140	21	technologies	technology	NOUN
ctmj-174	140	22	and	and	CCONJ
ctmj-174	140	23	applications	application	NOUN
ctmj-174	140	24	,	,	PUNCT
ctmj-174	140	25	”	"	PUNCT
ctmj-174	140	26	sustainability	sustainability	NOUN
ctmj-174	140	27	,	,	PUNCT
ctmj-174	140	28	vol	vol	NOUN
ctmj-174	140	29	.	.	NOUN
ctmj-174	140	30	9	9	NUM
ctmj-174	140	31	,	,	PUNCT
ctmj-174	140	32	no	no	INTJ
ctmj-174	140	33	.	.	NOUN
ctmj-174	140	34	12	12	NUM
ctmj-174	140	35	,	,	PUNCT
ctmj-174	140	36	art	art	NOUN
ctmj-174	140	37	.	.	PUNCT
ctmj-174	141	1	no	no	INTJ
ctmj-174	141	2	.	.	NOUN
ctmj-174	141	3	12	12	NUM
ctmj-174	141	4	,	,	PUNCT
ctmj-174	141	5	dec	dec	PROPN
ctmj-174	141	6	.	.	PROPN
ctmj-174	141	7	2017	2017	NUM
ctmj-174	141	8	,	,	PUNCT
ctmj-174	141	9	doi	doi	NOUN
ctmj-174	141	10	:	:	PUNCT
ctmj-174	141	11	10.3390	10.3390	NUM
ctmj-174	141	12	/	/	SYM
ctmj-174	141	13	su9122309	su9122309	NOUN
ctmj-174	141	14	.	.	PUNCT
ctmj-174	142	1	[	[	X
ctmj-174	142	2	11	11	NUM
ctmj-174	142	3	]	]	PUNCT
ctmj-174	142	4	b.	b.	PROPN
ctmj-174	142	5	nithya	nithya	PROPN
ctmj-174	142	6	and	and	CCONJ
ctmj-174	142	7	v.	v.	ADP
ctmj-174	142	8	ilango	ilango	NOUN
ctmj-174	142	9	,	,	PUNCT
ctmj-174	142	10	“	"	PUNCT
ctmj-174	142	11	predictive	predictive	ADJ
ctmj-174	142	12	analytics	analytic	NOUN
ctmj-174	142	13	in	in	ADP
ctmj-174	142	14	health	health	NOUN
ctmj-174	142	15	care	care	NOUN
ctmj-174	142	16	using	use	VERB
ctmj-174	142	17	machine	machine	NOUN
ctmj-174	142	18	learning	learning	NOUN
ctmj-174	142	19	tools	tool	NOUN
ctmj-174	142	20	and	and	CCONJ
ctmj-174	142	21	techniques	technique	NOUN
ctmj-174	142	22	,	,	PUNCT
ctmj-174	142	23	”	"	PUNCT
ctmj-174	142	24	in	in	ADP
ctmj-174	142	25	2017	2017	NUM
ctmj-174	142	26	international	international	ADJ
ctmj-174	142	27	conference	conference	NOUN
ctmj-174	142	28	on	on	ADP
ctmj-174	142	29	intelligent	intelligent	ADJ
ctmj-174	142	30	computing	computing	NOUN
ctmj-174	142	31	and	and	CCONJ
ctmj-174	142	32	control	control	NOUN
ctmj-174	142	33	systems	system	NOUN
ctmj-174	142	34	ctmj	ctmj	NOUN
ctmj-174	142	35	|	|	ADV
ctmj-174	142	36	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-174	142	37	chinese	chinese	ADJ
ctmj-174	142	38	traditional	traditional	ADJ
ctmj-174	142	39	medicine	medicine	NOUN
ctmj-174	142	40	journal	journal	NOUN
ctmj-174	142	41	|	|	ADV
ctmj-174	142	42	2018	2018	NUM
ctmj-174	142	43	|	|	ADV
ctmj-174	142	44	vol	vol	NOUN
ctmj-174	142	45	1	1	NUM
ctmj-174	142	46	|issue	|issue	NOUN
ctmj-174	142	47	5	5	NUM
ctmj-174	142	48	18	18	NUM
ctmj-174	142	49	(	(	PUNCT
ctmj-174	142	50	iciccs	iciccs	PROPN
ctmj-174	142	51	)	)	PUNCT
ctmj-174	142	52	,	,	PUNCT
ctmj-174	142	53	jun	jun	PROPN
ctmj-174	142	54	.	.	PROPN
ctmj-174	142	55	2017	2017	NUM
ctmj-174	142	56	,	,	PUNCT
ctmj-174	142	57	pp	pp	ADJ
ctmj-174	142	58	.	.	PUNCT
ctmj-174	143	1	492–499	492–499	NUM
ctmj-174	143	2	.	.	PUNCT
ctmj-174	144	1	doi	doi	NOUN
ctmj-174	144	2	:	:	PUNCT
ctmj-174	144	3	10.1109	10.1109	NUM
ctmj-174	144	4	/	/	SYM
ctmj-174	144	5	iccons.2017.8250771	iccons.2017.8250771	NOUN
ctmj-174	144	6	.	.	PUNCT
ctmj-174	145	1	[	[	X
ctmj-174	145	2	12	12	NUM
ctmj-174	145	3	]	]	PUNCT
ctmj-174	145	4	a.	a.	PROPN
ctmj-174	145	5	sheth	sheth	PROPN
ctmj-174	145	6	,	,	PUNCT
ctmj-174	145	7	u.	u.	PROPN
ctmj-174	145	8	jaimini	jaimini	PROPN
ctmj-174	145	9	,	,	PUNCT
ctmj-174	145	10	k.	k.	PROPN
ctmj-174	145	11	thirunarayan	thirunarayan	PROPN
ctmj-174	145	12	,	,	PUNCT
ctmj-174	145	13	and	and	CCONJ
ctmj-174	145	14	t.	t.	PROPN
ctmj-174	145	15	banerjee	banerjee	PROPN
ctmj-174	145	16	,	,	PUNCT
ctmj-174	145	17	“	"	PUNCT
ctmj-174	145	18	augmented	augment	VERB
ctmj-174	145	19	personalized	personalized	ADJ
ctmj-174	145	20	health	health	NOUN
ctmj-174	145	21	:	:	PUNCT
ctmj-174	145	22	how	how	SCONJ
ctmj-174	145	23	smart	smart	ADJ
ctmj-174	145	24	data	datum	NOUN
ctmj-174	145	25	with	with	ADP
ctmj-174	145	26	iots	iot	NOUN
ctmj-174	145	27	and	and	CCONJ
ctmj-174	145	28	ai	ai	NOUN
ctmj-174	145	29	is	be	AUX
ctmj-174	145	30	about	about	ADJ
ctmj-174	145	31	to	to	PART
ctmj-174	145	32	change	change	VERB
ctmj-174	145	33	healthcare	healthcare	NOUN
ctmj-174	145	34	,	,	PUNCT
ctmj-174	145	35	”	"	PUNCT
ctmj-174	145	36	in	in	ADP
ctmj-174	145	37	2017	2017	NUM
ctmj-174	145	38	ieee	ieee	NOUN
ctmj-174	145	39	3rd	3rd	PROPN
ctmj-174	145	40	international	international	ADJ
ctmj-174	145	41	forum	forum	NOUN
ctmj-174	145	42	on	on	ADP
ctmj-174	145	43	research	research	NOUN
ctmj-174	145	44	and	and	CCONJ
ctmj-174	145	45	technologies	technology	NOUN
ctmj-174	145	46	for	for	ADP
ctmj-174	145	47	society	society	NOUN
ctmj-174	145	48	and	and	CCONJ
ctmj-174	145	49	industry	industry	NOUN
ctmj-174	145	50	(	(	PUNCT
ctmj-174	145	51	rtsi	rtsi	PROPN
ctmj-174	145	52	)	)	PUNCT
ctmj-174	145	53	,	,	PUNCT
ctmj-174	145	54	sep	sep	PROPN
ctmj-174	145	55	.	.	PROPN
ctmj-174	145	56	2017	2017	NUM
ctmj-174	145	57	,	,	PUNCT
ctmj-174	145	58	pp	pp	ADJ
ctmj-174	145	59	.	.	PUNCT
ctmj-174	146	1	1–6	1–6	X
ctmj-174	146	2	.	.	PUNCT
ctmj-174	146	3	doi	doi	NOUN
ctmj-174	146	4	:	:	PUNCT
ctmj-174	146	5	10.1109	10.1109	NUM
ctmj-174	146	6	/	/	SYM
ctmj-174	146	7	rtsi.2017.8065963	rtsi.2017.8065963	NOUN
ctmj-174	146	8	.	.	PUNCT
ctmj-174	147	1	[	[	X
ctmj-174	147	2	13	13	NUM
ctmj-174	147	3	]	]	PUNCT
ctmj-174	147	4	p.	p.	NOUN
ctmj-174	147	5	mamoshina	mamoshina	PROPN
ctmj-174	147	6	et	et	PROPN
ctmj-174	147	7	al	al	PROPN
ctmj-174	147	8	.	.	PROPN
ctmj-174	147	9	,	,	PUNCT
ctmj-174	147	10	“	"	PUNCT
ctmj-174	147	11	converging	converge	VERB
ctmj-174	147	12	blockchain	blockchain	NOUN
ctmj-174	147	13	and	and	CCONJ
ctmj-174	147	14	next	next	ADJ
ctmj-174	147	15	-	-	PUNCT
ctmj-174	147	16	generation	generation	NOUN
ctmj-174	147	17	artificial	artificial	ADJ
ctmj-174	147	18	intelligence	intelligence	NOUN
ctmj-174	147	19	technologies	technology	NOUN
ctmj-174	147	20	to	to	PART
ctmj-174	147	21	decentralize	decentralize	VERB
ctmj-174	147	22	and	and	CCONJ
ctmj-174	147	23	accelerate	accelerate	VERB
ctmj-174	147	24	biomedical	biomedical	ADJ
ctmj-174	147	25	research	research	NOUN
ctmj-174	147	26	and	and	CCONJ
ctmj-174	147	27	healthcare	healthcare	NOUN
ctmj-174	147	28	,	,	PUNCT
ctmj-174	147	29	”	"	PUNCT
ctmj-174	147	30	oncotarget	oncotarget	NOUN
ctmj-174	147	31	,	,	PUNCT
ctmj-174	147	32	vol	vol	NOUN
ctmj-174	147	33	.	.	PROPN
ctmj-174	147	34	9	9	NUM
ctmj-174	147	35	,	,	PUNCT
ctmj-174	147	36	no	no	INTJ
ctmj-174	147	37	.	.	NOUN
ctmj-174	147	38	5	5	NUM
ctmj-174	147	39	,	,	PUNCT
ctmj-174	147	40	pp	pp	ADJ
ctmj-174	147	41	.	.	PUNCT
ctmj-174	148	1	5665–5690	5665–5690	NUM
ctmj-174	148	2	,	,	PUNCT
ctmj-174	148	3	nov	nov	PROPN
ctmj-174	148	4	.	.	PROPN
ctmj-174	148	5	2017	2017	NUM
ctmj-174	148	6	,	,	PUNCT
ctmj-174	148	7	doi	doi	NOUN
ctmj-174	148	8	:	:	PUNCT
ctmj-174	148	9	10.18632	10.18632	NUM
ctmj-174	148	10	/	/	SYM
ctmj-174	148	11	oncotarget.22345	oncotarget.22345	PROPN
ctmj-174	148	12	.	.	PUNCT
ctmj-174	149	1	[	[	X
ctmj-174	149	2	14	14	NUM
ctmj-174	149	3	]	]	X
ctmj-174	149	4	s.	s.	PROPN
ctmj-174	149	5	mahmud	mahmud	PROPN
ctmj-174	149	6	,	,	PUNCT
ctmj-174	149	7	r.	r.	PROPN
ctmj-174	149	8	iqbal	iqbal	PROPN
ctmj-174	149	9	,	,	PUNCT
ctmj-174	149	10	and	and	CCONJ
ctmj-174	149	11	f.	f.	PROPN
ctmj-174	149	12	doctor	doctor	NOUN
ctmj-174	149	13	,	,	PUNCT
ctmj-174	149	14	“	"	PUNCT
ctmj-174	149	15	cloud	cloud	NOUN
ctmj-174	149	16	enabled	enable	VERB
ctmj-174	149	17	data	data	NOUN
ctmj-174	149	18	analytics	analytic	NOUN
ctmj-174	149	19	and	and	CCONJ
ctmj-174	149	20	visualization	visualization	NOUN
ctmj-174	149	21	framework	framework	NOUN
ctmj-174	149	22	for	for	ADP
ctmj-174	149	23	health	health	NOUN
ctmj-174	149	24	-	-	PUNCT
ctmj-174	149	25	shocks	shock	NOUN
ctmj-174	149	26	prediction	prediction	NOUN
ctmj-174	149	27	,	,	PUNCT
ctmj-174	149	28	”	"	PUNCT
ctmj-174	149	29	future	future	ADJ
ctmj-174	149	30	generation	generation	NOUN
ctmj-174	149	31	computer	computer	NOUN
ctmj-174	149	32	systems	system	NOUN
ctmj-174	149	33	,	,	PUNCT
ctmj-174	149	34	vol	vol	NOUN
ctmj-174	149	35	.	.	PROPN
ctmj-174	149	36	65	65	NUM
ctmj-174	149	37	,	,	PUNCT
ctmj-174	149	38	pp	pp	ADJ
ctmj-174	149	39	.	.	PUNCT
ctmj-174	150	1	169–181	169–181	NUM
ctmj-174	150	2	,	,	PUNCT
ctmj-174	150	3	dec	dec	PROPN
ctmj-174	150	4	.	.	PROPN
ctmj-174	150	5	2016	2016	NUM
ctmj-174	150	6	,	,	PUNCT
ctmj-174	150	7	doi	doi	NOUN
ctmj-174	150	8	:	:	PUNCT
ctmj-174	150	9	10.1016	10.1016	NUM
ctmj-174	150	10	/	/	SYM
ctmj-174	150	11	j.future.2015.10.014	j.future.2015.10.014	PROPN
ctmj-174	150	12	.	.	PUNCT
ctmj-174	151	1	[	[	X
ctmj-174	151	2	15	15	NUM
ctmj-174	151	3	]	]	X
ctmj-174	151	4	y.	y.	PROPN
ctmj-174	151	5	ma	ma	PROPN
ctmj-174	151	6	,	,	PUNCT
ctmj-174	151	7	y.	y.	PROPN
ctmj-174	151	8	wang	wang	PROPN
ctmj-174	151	9	,	,	PUNCT
ctmj-174	151	10	j.	j.	PROPN
ctmj-174	151	11	yang	yang	PROPN
ctmj-174	151	12	,	,	PUNCT
ctmj-174	151	13	y.	y.	PROPN
ctmj-174	151	14	miao	miao	PROPN
ctmj-174	151	15	,	,	PUNCT
ctmj-174	151	16	and	and	CCONJ
ctmj-174	151	17	w.	w.	PROPN
ctmj-174	151	18	li	li	PROPN
ctmj-174	151	19	,	,	PUNCT
ctmj-174	151	20	“	"	PUNCT
ctmj-174	151	21	big	big	ADJ
ctmj-174	151	22	health	health	NOUN
ctmj-174	151	23	application	application	NOUN
ctmj-174	151	24	system	system	NOUN
ctmj-174	151	25	based	base	VERB
ctmj-174	151	26	on	on	ADP
ctmj-174	151	27	health	health	NOUN
ctmj-174	151	28	internet	internet	NOUN
ctmj-174	151	29	of	of	ADP
ctmj-174	151	30	things	thing	NOUN
ctmj-174	151	31	and	and	CCONJ
ctmj-174	151	32	big	big	ADJ
ctmj-174	151	33	data	datum	NOUN
ctmj-174	151	34	,	,	PUNCT
ctmj-174	151	35	”	"	PUNCT
ctmj-174	151	36	ieee	ieee	NOUN
ctmj-174	151	37	access	access	NOUN
ctmj-174	151	38	,	,	PUNCT
ctmj-174	151	39	vol	vol	NOUN
ctmj-174	151	40	.	.	PROPN
ctmj-174	151	41	5	5	NUM
ctmj-174	151	42	,	,	PUNCT
ctmj-174	151	43	pp	pp	ADJ
ctmj-174	151	44	.	.	PUNCT
ctmj-174	152	1	7885–7897	7885–7897	NUM
ctmj-174	152	2	,	,	PUNCT
ctmj-174	152	3	2017	2017	NUM
ctmj-174	152	4	,	,	PUNCT
ctmj-174	152	5	doi	doi	NOUN
ctmj-174	152	6	:	:	PUNCT
ctmj-174	152	7	10.1109	10.1109	NUM
ctmj-174	152	8	/	/	SYM
ctmj-174	152	9	access.2016.2638449	access.2016.2638449	NOUN
ctmj-174	152	10	.	.	PUNCT
ctmj-174	153	1	[	[	X
ctmj-174	153	2	16	16	NUM
ctmj-174	153	3	]	]	X
ctmj-174	153	4	n.	n.	PROPN
ctmj-174	153	5	abirami	abirami	PROPN
ctmj-174	153	6	,	,	PUNCT
ctmj-174	153	7	s.	s.	PROPN
ctmj-174	153	8	karthik	karthik	PROPN
ctmj-174	153	9	,	,	PUNCT
ctmj-174	153	10	and	and	CCONJ
ctmj-174	153	11	m.	m.	PROPN
ctmj-174	153	12	kanimozhi	kanimozhi	PROPN
ctmj-174	153	13	,	,	PUNCT
ctmj-174	153	14	“	"	PUNCT
ctmj-174	153	15	automated	automate	VERB
ctmj-174	153	16	brain	brain	NOUN
ctmj-174	153	17	tumor	tumor	NOUN
ctmj-174	153	18	detection	detection	NOUN
ctmj-174	153	19	and	and	CCONJ
ctmj-174	153	20	identification	identification	NOUN
ctmj-174	153	21	using	use	VERB
ctmj-174	153	22	medical	medical	ADJ
ctmj-174	153	23	imaging	imaging	NOUN
ctmj-174	153	24	,	,	PUNCT
ctmj-174	153	25	”	"	PUNCT
ctmj-174	153	26	international	international	ADJ
ctmj-174	153	27	journal	journal	NOUN
ctmj-174	153	28	of	of	ADP
ctmj-174	153	29	research	research	NOUN
ctmj-174	153	30	in	in	ADP
ctmj-174	153	31	computer	computer	NOUN
ctmj-174	153	32	applications	application	NOUN
ctmj-174	153	33	and	and	CCONJ
ctmj-174	153	34	robotics	robotic	NOUN
ctmj-174	153	35	,	,	PUNCT
ctmj-174	153	36	no	no	INTJ
ctmj-174	153	37	.	.	NOUN
ctmj-174	153	38	9	9	NUM
ctmj-174	153	39	,	,	PUNCT
ctmj-174	153	40	2015	2015	NUM
ctmj-174	153	41	.	.	PUNCT
ctmj-174	154	1	[	[	X
ctmj-174	154	2	17	17	NUM
ctmj-174	154	3	]	]	PUNCT
ctmj-174	154	4	m.	m.	NOUN
ctmj-174	154	5	a.	a.	PROPN
ctmj-174	154	6	khan	khan	PROPN
ctmj-174	154	7	et	et	PROPN
ctmj-174	154	8	al	al	PROPN
ctmj-174	154	9	.	.	PROPN
ctmj-174	154	10	,	,	PUNCT
ctmj-174	154	11	“	"	PUNCT
ctmj-174	154	12	brain	brain	NOUN
ctmj-174	154	13	tumor	tumor	NOUN
ctmj-174	154	14	detection	detection	NOUN
ctmj-174	154	15	and	and	CCONJ
ctmj-174	154	16	classification	classification	NOUN
ctmj-174	154	17	:	:	PUNCT
ctmj-174	154	18	a	a	DET
ctmj-174	154	19	framework	framework	NOUN
ctmj-174	154	20	of	of	ADP
ctmj-174	154	21	marker‐based	marker‐based	ADJ
ctmj-174	154	22	watershed	watershe	VERB
ctmj-174	154	23	algorithm	algorithm	NOUN
ctmj-174	154	24	and	and	CCONJ
ctmj-174	154	25	multilevel	multilevel	ADJ
ctmj-174	154	26	priority	priority	NOUN
ctmj-174	154	27	features	feature	NOUN
ctmj-174	154	28	selection	selection	NOUN
ctmj-174	154	29	,	,	PUNCT
ctmj-174	154	30	”	"	PUNCT
ctmj-174	154	31	microscopy	microscopy	NOUN
ctmj-174	154	32	res	re	NOUN
ctmj-174	154	33	&	&	CCONJ
ctmj-174	154	34	technique	technique	NOUN
ctmj-174	154	35	,	,	PUNCT
ctmj-174	154	36	vol	vol	NOUN
ctmj-174	154	37	.	.	PROPN
ctmj-174	154	38	82	82	NUM
ctmj-174	154	39	,	,	PUNCT
ctmj-174	154	40	no	no	INTJ
ctmj-174	154	41	.	.	NOUN
ctmj-174	154	42	6	6	NUM
ctmj-174	154	43	,	,	PUNCT
ctmj-174	154	44	pp	pp	ADJ
ctmj-174	154	45	.	.	PUNCT
ctmj-174	155	1	909–922	909–922	NUM
ctmj-174	155	2	,	,	PUNCT
ctmj-174	155	3	jun	jun	PROPN
ctmj-174	155	4	.	.	PROPN
ctmj-174	155	5	2019	2019	NUM
ctmj-174	155	6	,	,	PUNCT
ctmj-174	155	7	doi	doi	NOUN
ctmj-174	155	8	:	:	PUNCT
ctmj-174	155	9	10.1002	10.1002	NUM
ctmj-174	155	10	/	/	SYM
ctmj-174	155	11	jemt.23238	jemt.23238	PROPN
ctmj-174	155	12	.	.	PUNCT
ctmj-174	156	1	[	[	X
ctmj-174	156	2	18	18	NUM
ctmj-174	156	3	]	]	X
ctmj-174	156	4	veerashetty	veerashetty	NOUN
ctmj-174	156	5	,	,	PUNCT
ctmj-174	156	6	s.	s.	PROPN
ctmj-174	156	7	(	(	PUNCT
ctmj-174	156	8	2014	2014	NUM
ctmj-174	156	9	)	)	PUNCT
ctmj-174	156	10	.	.	PUNCT
ctmj-174	157	1	multi	multi	ADJ
ctmj-174	157	2	-	-	ADJ
ctmj-174	157	3	modal	modal	ADJ
ctmj-174	157	4	weighted	weight	VERB
ctmj-174	157	5	denoising	denoising	NOUN
ctmj-174	157	6	coder	coder	NOUN
ctmj-174	157	7	for	for	ADP
ctmj-174	157	8	the	the	DET
ctmj-174	157	9	management	management	NOUN
ctmj-174	157	10	of	of	ADP
ctmj-174	157	11	lost	lost	ADJ
ctmj-174	157	12	information	information	NOUN
ctmj-174	157	13	in	in	ADP
ctmj-174	157	14	healthcare	healthcare	PROPN
ctmj-174	157	15	big	big	PROPN
ctmj-174	157	16	data	data	PROPN
ctmj-174	157	17	.	.	PUNCT
ctmj-174	158	1	education	education	NOUN
ctmj-174	158	2	,	,	PUNCT
ctmj-174	158	3	2019	2019	NUM
ctmj-174	158	4	.	.	PUNCT
ctmj-174	159	1	[	[	X
ctmj-174	159	2	19	19	NUM
ctmj-174	159	3	]	]	X
ctmj-174	159	4	carneiro	carneiro	PROPN
ctmj-174	159	5	,	,	PUNCT
ctmj-174	159	6	g.	g.	PROPN
ctmj-174	159	7	,	,	PUNCT
ctmj-174	159	8	peng	peng	PROPN
ctmj-174	159	9	,	,	PUNCT
ctmj-174	159	10	t.	t.	PROPN
ctmj-174	159	11	,	,	PUNCT
ctmj-174	159	12	bayer	bayer	PROPN
ctmj-174	159	13	,	,	PUNCT
ctmj-174	159	14	c.	c.	PROPN
ctmj-174	159	15	,	,	PUNCT
ctmj-174	159	16	&	&	CCONJ
ctmj-174	159	17	navab	navab	PROPN
ctmj-174	159	18	,	,	PUNCT
ctmj-174	159	19	n.	n.	PROPN
ctmj-174	159	20	(	(	PUNCT
ctmj-174	159	21	2017	2017	NUM
ctmj-174	159	22	)	)	PUNCT
ctmj-174	159	23	.	.	PUNCT
ctmj-174	160	1	automatic	automatic	ADJ
ctmj-174	160	2	quantification	quantification	NOUN
ctmj-174	160	3	of	of	ADP
ctmj-174	160	4	tumour	tumour	ADJ
ctmj-174	160	5	hypoxia	hypoxia	NOUN
ctmj-174	160	6	from	from	ADP
ctmj-174	160	7	multi	multi	ADJ
ctmj-174	160	8	-	-	ADJ
ctmj-174	160	9	modal	modal	ADJ
ctmj-174	160	10	microscopy	microscopy	NOUN
ctmj-174	160	11	images	image	NOUN
ctmj-174	160	12	using	use	VERB
ctmj-174	160	13	weakly	weakly	ADV
ctmj-174	160	14	-	-	PUNCT
ctmj-174	160	15	supervised	supervised	ADJ
ctmj-174	160	16	learning	learning	NOUN
ctmj-174	160	17	methods	method	NOUN
ctmj-174	160	18	.	.	PUNCT
ctmj-174	161	1	ieee	ieee	NOUN
ctmj-174	161	2	transactions	transaction	NOUN
ctmj-174	161	3	on	on	ADP
ctmj-174	161	4	medical	medical	ADJ
ctmj-174	161	5	imaging	imaging	NOUN
ctmj-174	161	6	,	,	PUNCT
ctmj-174	161	7	36(7	36(7	NUM
ctmj-174	161	8	)	)	PUNCT
ctmj-174	161	9	,	,	PUNCT
ctmj-174	161	10	1405	1405	NUM
ctmj-174	161	11	-	-	SYM
ctmj-174	161	12	1417	1417	NUM
ctmj-174	161	13	.	.	PUNCT
ctmj-174	162	1	[	[	X
ctmj-174	162	2	20	20	NUM
ctmj-174	162	3	]	]	X
ctmj-174	162	4	d.	d.	PROPN
ctmj-174	162	5	peteraugustine	peteraugustine	PROPN
ctmj-174	162	6	,	,	PUNCT
ctmj-174	162	7	“	"	PUNCT
ctmj-174	162	8	enhancing	enhance	VERB
ctmj-174	162	9	the	the	DET
ctmj-174	162	10	efficiency	efficiency	NOUN
ctmj-174	162	11	of	of	ADP
ctmj-174	162	12	parallel	parallel	ADJ
ctmj-174	162	13	genetic	genetic	ADJ
ctmj-174	162	14	algorithms	algorithm	NOUN
ctmj-174	162	15	for	for	ADP
ctmj-174	162	16	medical	medical	ADJ
ctmj-174	162	17	image	image	NOUN
ctmj-174	162	18	processing	processing	NOUN
ctmj-174	162	19	with	with	ADP
ctmj-174	162	20	hadoop	hadoop	NOUN
ctmj-174	162	21	,	,	PUNCT
ctmj-174	162	22	”	"	PUNCT
ctmj-174	162	23	ijca	ijca	NOUN
ctmj-174	162	24	,	,	PUNCT
ctmj-174	162	25	vol	vol	NOUN
ctmj-174	162	26	.	.	PROPN
ctmj-174	162	27	108	108	NUM
ctmj-174	162	28	,	,	PUNCT
ctmj-174	162	29	no	no	INTJ
ctmj-174	162	30	.	.	NOUN
ctmj-174	162	31	17	17	NUM
ctmj-174	162	32	,	,	PUNCT
ctmj-174	162	33	pp	pp	ADJ
ctmj-174	162	34	.	.	PUNCT
ctmj-174	163	1	11–16	11–16	NUM
ctmj-174	163	2	,	,	PUNCT
ctmj-174	163	3	dec	dec	PROPN
ctmj-174	163	4	.	.	PROPN
ctmj-174	163	5	2014	2014	NUM
ctmj-174	163	6	,	,	PUNCT
ctmj-174	163	7	doi	doi	NOUN
ctmj-174	163	8	:	:	PUNCT
ctmj-174	163	9	10.5120/19002	10.5120/19002	NUM
ctmj-174	163	10	-	-	SYM
ctmj-174	163	11	0483	0483	NUM
ctmj-174	163	12	.	.	PUNCT
ctmj-174	164	1	[	[	X
ctmj-174	164	2	21	21	NUM
ctmj-174	164	3	]	]	PUNCT
ctmj-174	164	4	m.	m.	NOUN
ctmj-174	164	5	h.	h.	PROPN
ctmj-174	164	6	ghahramani	ghahramani	PROPN
ctmj-174	164	7	,	,	PUNCT
ctmj-174	164	8	m.	m.	NOUN
ctmj-174	164	9	zhou	zhou	PROPN
ctmj-174	164	10	,	,	PUNCT
ctmj-174	164	11	and	and	CCONJ
ctmj-174	164	12	c.	c.	PROPN
ctmj-174	164	13	t.	t.	PROPN
ctmj-174	164	14	hon	hon	PROPN
ctmj-174	164	15	,	,	PUNCT
ctmj-174	164	16	“	"	PUNCT
ctmj-174	164	17	toward	toward	ADP
ctmj-174	164	18	cloud	cloud	NOUN
ctmj-174	164	19	computing	compute	VERB
ctmj-174	164	20	qos	qos	NOUN
ctmj-174	164	21	architecture	architecture	NOUN
ctmj-174	164	22	:	:	PUNCT
ctmj-174	164	23	analysis	analysis	NOUN
ctmj-174	164	24	of	of	ADP
ctmj-174	164	25	cloud	cloud	NOUN
ctmj-174	164	26	systems	system	NOUN
ctmj-174	164	27	and	and	CCONJ
ctmj-174	164	28	cloud	cloud	NOUN
ctmj-174	164	29	services	service	NOUN
ctmj-174	164	30	,	,	PUNCT
ctmj-174	164	31	”	"	PUNCT
ctmj-174	164	32	ieee	ieee	NOUN
ctmj-174	164	33	/	/	SYM
ctmj-174	164	34	caa	caa	PROPN
ctmj-174	164	35	journal	journal	PROPN
ctmj-174	164	36	of	of	ADP
ctmj-174	164	37	automatica	automatica	PROPN
ctmj-174	164	38	sinica	sinica	PROPN
ctmj-174	164	39	,	,	PUNCT
ctmj-174	164	40	vol	vol	NOUN
ctmj-174	164	41	.	.	PROPN
ctmj-174	164	42	4	4	NUM
ctmj-174	164	43	,	,	PUNCT
ctmj-174	164	44	no	no	INTJ
ctmj-174	164	45	.	.	NOUN
ctmj-174	164	46	1	1	NUM
ctmj-174	164	47	,	,	PUNCT
ctmj-174	164	48	pp	pp	ADJ
ctmj-174	164	49	.	.	PUNCT
ctmj-174	165	1	6–18	6–18	PROPN
ctmj-174	165	2	,	,	PUNCT
ctmj-174	165	3	jan	jan	PROPN
ctmj-174	165	4	.	.	PROPN
ctmj-174	165	5	2017	2017	NUM
ctmj-174	165	6	,	,	PUNCT
ctmj-174	165	7	doi	doi	NOUN
ctmj-174	165	8	:	:	PUNCT
ctmj-174	165	9	10.1109	10.1109	NUM
ctmj-174	165	10	/	/	SYM
ctmj-174	165	11	jas.2017.7510313	jas.2017.7510313	PROPN
ctmj-174	165	12	.	.	PUNCT