id	sid	tid	token	lemma	pos
cana-3022	1	1	communications	communication	NOUN
cana-3022	1	2	on	on	ADP
cana-3022	1	3	applied	apply	VERB
cana-3022	1	4	nonlinear	nonlinear	ADJ
cana-3022	1	5	analysis	analysis	NOUN
cana-3022	1	6	issn	issn	NOUN
cana-3022	1	7	:	:	PUNCT
cana-3022	1	8	1074	1074	NUM
cana-3022	1	9	-	-	PUNCT
cana-3022	1	10	133x	133x	NUM
cana-3022	1	11	vol	vol	NOUN
cana-3022	1	12	32	32	NUM
cana-3022	1	13	no	no	NOUN
cana-3022	1	14	.	.	PUNCT
cana-3022	2	1	5s	5s	NUM
cana-3022	2	2	(	(	PUNCT
cana-3022	2	3	2025	2025	NUM
cana-3022	2	4	)	)	PUNCT
cana-3022	2	5	218	218	NUM
cana-3022	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3022	2	7	creating	create	VERB
cana-3022	2	8	and	and	CCONJ
cana-3022	2	9	verifying	verify	VERB
cana-3022	2	10	a	a	DET
cana-3022	2	11	deep	deep	ADJ
cana-3022	2	12	learning	learning	NOUN
cana-3022	2	13	-	-	PUNCT
cana-3022	2	14	powered	power	VERB
cana-3022	2	15	automatic	automatic	ADJ
cana-3022	2	16	algorithm	algorithm	NOUN
cana-3022	2	17	for	for	ADP
cana-3022	2	18	chest	chest	NOUN
cana-3022	2	19	radiographs	radiograph	VERB
cana-3022	2	20	to	to	PART
cana-3022	2	21	identify	identify	VERB
cana-3022	2	22	active	active	ADJ
cana-3022	2	23	pulmonary	pulmonary	ADJ
cana-3022	2	24	tuberculosis	tuberculosis	NOUN
cana-3022	2	25	bollu	bollu	PROPN
cana-3022	2	26	siva	siva	PROPN
cana-3022	2	27	keshava	keshava	PROPN
cana-3022	2	28	rao1	rao1	PROPN
cana-3022	2	29	,	,	PUNCT
cana-3022	2	30	dr	dr	PROPN
cana-3022	2	31	.	.	PROPN
cana-3022	2	32	priti	priti	PROPN
cana-3022	2	33	maheshwary2	maheshwary2	PROPN
cana-3022	3	1	1department	1department	NUM
cana-3022	3	2	of	of	ADP
cana-3022	3	3	computer	computer	NOUN
cana-3022	3	4	science	science	NOUN
cana-3022	3	5	and	and	CCONJ
cana-3022	3	6	engineering	engineering	NOUN
cana-3022	3	7	,	,	PUNCT
cana-3022	3	8	rabindranath	rabindranath	PROPN
cana-3022	3	9	tagore	tagore	PROPN
cana-3022	3	10	university	university	PROPN
cana-3022	3	11	,	,	PUNCT
cana-3022	3	12	bhopal	bhopal	NOUN
cana-3022	3	13	,	,	PUNCT
cana-3022	3	14	m.p	m.p	PROPN
cana-3022	3	15	.	.	PROPN
cana-3022	3	16	,	,	PUNCT
cana-3022	3	17	india	india	PROPN
cana-3022	3	18	.	.	PUNCT
cana-3022	4	1	bsivakeshav@gmail.com	bsivakeshav@gmail.com	X
cana-3022	5	1	2department	2department	NUM
cana-3022	5	2	of	of	ADP
cana-3022	5	3	computer	computer	NOUN
cana-3022	5	4	science	science	NOUN
cana-3022	5	5	and	and	CCONJ
cana-3022	5	6	engineering	engineering	NOUN
cana-3022	5	7	,	,	PUNCT
cana-3022	5	8	rabindranath	rabindranath	PROPN
cana-3022	5	9	tagore	tagore	PROPN
cana-3022	5	10	university	university	PROPN
cana-3022	5	11	,	,	PUNCT
cana-3022	5	12	bhopal	bhopal	NOUN
cana-3022	5	13	,	,	PUNCT
cana-3022	5	14	m.p	m.p	PROPN
cana-3022	5	15	.	.	PROPN
cana-3022	5	16	,	,	PUNCT
cana-3022	5	17	india	india	PROPN
cana-3022	5	18	.	.	PUNCT
cana-3022	6	1	pritimaheshwary@rediffmail.com	pritimaheshwary@rediffmail.com	X
cana-3022	7	1	article	article	NOUN
cana-3022	7	2	history	history	NOUN
cana-3022	7	3	:	:	PUNCT
cana-3022	7	4	received	receive	VERB
cana-3022	7	5	:	:	PUNCT
cana-3022	7	6	05	05	NUM
cana-3022	7	7	-	-	SYM
cana-3022	7	8	10	10	NUM
cana-3022	7	9	-	-	PUNCT
cana-3022	7	10	2024	2024	NUM
cana-3022	7	11	revised	revise	VERB
cana-3022	7	12	:	:	PUNCT
cana-3022	7	13	28	28	NUM
cana-3022	7	14	-	-	SYM
cana-3022	7	15	11	11	NUM
cana-3022	7	16	-	-	PUNCT
cana-3022	7	17	2024	2024	NUM
cana-3022	7	18	accepted	accept	VERB
cana-3022	7	19	:	:	PUNCT
cana-3022	7	20	05	05	NUM
cana-3022	7	21	-	-	SYM
cana-3022	7	22	12	12	NUM
cana-3022	7	23	-	-	PUNCT
cana-3022	7	24	2024	2024	NUM
cana-3022	7	25	abstract	abstract	NOUN
cana-3022	7	26	:	:	PUNCT
cana-3022	7	27	chest	chest	NOUN
cana-3022	7	28	radiographs	radiograph	NOUN
cana-3022	7	29	(	(	PUNCT
cana-3022	7	30	crs	crs	PROPN
cana-3022	7	31	)	)	PUNCT
cana-3022	7	32	that	that	PRON
cana-3022	7	33	demonstrate	demonstrate	VERB
cana-3022	7	34	active	active	ADJ
cana-3022	7	35	pulmonary	pulmonary	ADJ
cana-3022	7	36	tuberculosis	tuberculosis	NOUN
cana-3022	7	37	are	be	AUX
cana-3022	7	38	required	require	VERB
cana-3022	7	39	to	to	PART
cana-3022	7	40	screen	screen	VERB
cana-3022	7	41	and	and	CCONJ
cana-3022	7	42	diagnose	diagnose	NOUN
cana-3022	7	43	conditions	condition	NOUN
cana-3022	7	44	related	relate	VERB
cana-3022	7	45	to	to	ADP
cana-3022	7	46	tuberculosis	tuberculosis	NOUN
cana-3022	7	47	.	.	PUNCT
cana-3022	8	1	an	an	DET
cana-3022	8	2	automated	automate	VERB
cana-3022	8	3	system	system	NOUN
cana-3022	8	4	has	have	VERB
cana-3022	8	5	the	the	DET
cana-3022	8	6	potential	potential	NOUN
cana-3022	8	7	to	to	PART
cana-3022	8	8	improve	improve	VERB
cana-3022	8	9	diagnostic	diagnostic	ADJ
cana-3022	8	10	performance	performance	NOUN
cana-3022	8	11	while	while	SCONJ
cana-3022	8	12	also	also	ADV
cana-3022	8	13	accelerating	accelerate	VERB
cana-3022	8	14	the	the	DET
cana-3022	8	15	process	process	NOUN
cana-3022	8	16	of	of	ADP
cana-3022	8	17	tb	tb	ADP
cana-3022	8	18	screening	screening	NOUN
cana-3022	8	19	,	,	PUNCT
cana-3022	8	20	which	which	PRON
cana-3022	8	21	is	be	AUX
cana-3022	8	22	a	a	DET
cana-3022	8	23	source	source	NOUN
cana-3022	8	24	of	of	ADP
cana-3022	8	25	optimism	optimism	NOUN
cana-3022	8	26	.	.	PUNCT
cana-3022	9	1	to	to	PART
cana-3022	9	2	build	build	VERB
cana-3022	9	3	a	a	DET
cana-3022	9	4	deep	deep	ADJ
cana-3022	9	5	learning	learning	NOUN
cana-3022	9	6	-	-	PUNCT
cana-3022	9	7	based	base	VERB
cana-3022	9	8	automatic	automatic	ADJ
cana-3022	9	9	detection	detection	NOUN
cana-3022	9	10	(	(	PUNCT
cana-3022	9	11	dlad	dlad	ADJ
cana-3022	9	12	)	)	PUNCT
cana-3022	9	13	approach	approach	NOUN
cana-3022	9	14	,	,	PUNCT
cana-3022	9	15	thirteen	thirteen	NUM
cana-3022	9	16	radiologists	radiologist	NOUN
cana-3022	9	17	who	who	PRON
cana-3022	9	18	are	be	AUX
cana-3022	9	19	board	board	NOUN
cana-3022	9	20	-	-	PUNCT
cana-3022	9	21	certified	certify	VERB
cana-3022	9	22	went	go	VERB
cana-3022	9	23	through	through	ADP
cana-3022	9	24	54,211	54,211	NUM
cana-3022	9	25	normal	normal	ADJ
cana-3022	9	26	crs	crs	NOUN
cana-3022	9	27	and	and	CCONJ
cana-3022	9	28	6,778	6,778	NUM
cana-3022	9	29	crs	crs	NOUN
cana-3022	9	30	with	with	ADP
cana-3022	9	31	active	active	ADJ
cana-3022	9	32	pulmonary	pulmonary	ADJ
cana-3022	9	33	tuberculosis	tuberculosis	NOUN
cana-3022	9	34	.	.	PUNCT
cana-3022	10	1	to	to	PART
cana-3022	10	2	ensure	ensure	VERB
cana-3022	10	3	that	that	SCONJ
cana-3022	10	4	dlad	dlad	NOUN
cana-3022	10	5	was	be	AUX
cana-3022	10	6	effective	effective	ADJ
cana-3022	10	7	,	,	PUNCT
cana-3022	10	8	six	six	NUM
cana-3022	10	9	external	external	ADJ
cana-3022	10	10	,	,	PUNCT
cana-3022	10	11	multinational	multinational	ADJ
cana-3022	10	12	datasets	dataset	NOUN
cana-3022	10	13	were	be	AUX
cana-3022	10	14	used	use	VERB
cana-3022	10	15	.	.	PUNCT
cana-3022	11	1	to	to	PART
cana-3022	11	2	compare	compare	VERB
cana-3022	11	3	the	the	DET
cana-3022	11	4	efficacy	efficacy	NOUN
cana-3022	11	5	of	of	ADP
cana-3022	11	6	dlad	dlad	NOUN
cana-3022	11	7	with	with	ADP
cana-3022	11	8	that	that	PRON
cana-3022	11	9	of	of	ADP
cana-3022	11	10	physicians	physician	NOUN
cana-3022	11	11	,	,	PUNCT
cana-3022	11	12	fifteen	fifteen	NUM
cana-3022	11	13	doctors	doctor	NOUN
cana-3022	11	14	including	include	VERB
cana-3022	11	15	thoracic	thoracic	NOUN
cana-3022	11	16	radiotherapists	radiotherapist	NOUN
cana-3022	11	17	,	,	PUNCT
cana-3022	11	18	board	board	NOUN
cana-3022	11	19	-	-	PUNCT
cana-3022	11	20	certified	certify	VERB
cana-3022	11	21	radiotherapists	radiotherapist	NOUN
cana-3022	11	22	,	,	PUNCT
cana-3022	11	23	and	and	CCONJ
cana-3022	11	24	non	non	ADJ
cana-3022	11	25	-	-	ADJ
cana-3022	11	26	radiology	radiology	ADJ
cana-3022	11	27	physicians	physician	NOUN
cana-3022	11	28	took	take	VERB
cana-3022	11	29	part	part	NOUN
cana-3022	11	30	in	in	ADP
cana-3022	11	31	an	an	DET
cana-3022	11	32	observer	observer	NOUN
cana-3022	11	33	performance	performance	NOUN
cana-3022	11	34	exam	exam	NOUN
cana-3022	11	35	.	.	PUNCT
cana-3022	12	1	to	to	PART
cana-3022	12	2	measure	measure	VERB
cana-3022	12	3	the	the	DET
cana-3022	12	4	effectiveness	effectiveness	NOUN
cana-3022	12	5	of	of	ADP
cana-3022	12	6	lesion	lesion	NOUN
cana-3022	12	7	-	-	PUNCT
cana-3022	12	8	wise	wise	ADJ
cana-3022	12	9	localization	localization	NOUN
cana-3022	12	10	along	along	ADP
cana-3022	12	11	with	with	ADP
cana-3022	12	12	image	image	NOUN
cana-3022	12	13	-	-	PUNCT
cana-3022	12	14	wise	wise	ADJ
cana-3022	12	15	classification	classification	NOUN
cana-3022	12	16	,	,	PUNCT
cana-3022	12	17	respectively	respectively	ADV
cana-3022	12	18	,	,	PUNCT
cana-3022	12	19	the	the	DET
cana-3022	12	20	area	area	NOUN
cana-3022	12	21	over	over	ADP
cana-3022	12	22	the	the	DET
cana-3022	12	23	roc	roc	PROPN
cana-3022	12	24	(	(	PUNCT
cana-3022	12	25	receiver	receiver	ADV
cana-3022	12	26	operating	operate	VERB
cana-3022	12	27	characteristic	characteristic	NOUN
cana-3022	12	28	)	)	PUNCT
cana-3022	12	29	curves	curve	NOUN
cana-3022	12	30	and	and	CCONJ
cana-3022	12	31	the	the	DET
cana-3022	12	32	area	area	NOUN
cana-3022	12	33	under	under	ADP
cana-3022	12	34	a	a	DET
cana-3022	12	35	separate	separate	ADJ
cana-3022	12	36	free	free	ADJ
cana-3022	12	37	-	-	PUNCT
cana-3022	12	38	response	response	NOUN
cana-3022	12	39	roc	roc	PROPN
cana-3022	12	40	curve	curve	NOUN
cana-3022	12	41	were	be	AUX
cana-3022	12	42	used	use	VERB
cana-3022	12	43	.	.	PUNCT
cana-3022	13	1	determined	determined	ADJ
cana-3022	13	2	were	be	AUX
cana-3022	13	3	the	the	DET
cana-3022	13	4	dlad	dlad	NOUN
cana-3022	13	5	's	's	PART
cana-3022	13	6	sensitivity	sensitivity	NOUN
cana-3022	13	7	and	and	CCONJ
cana-3022	13	8	specificities	specificity	NOUN
cana-3022	13	9	using	use	VERB
cana-3022	13	10	two	two	NUM
cana-3022	13	11	cutoffs	cutoff	NOUN
cana-3022	13	12	:	:	PUNCT
cana-3022	13	13	high	high	ADJ
cana-3022	13	14	sensitivity	sensitivity	NOUN
cana-3022	13	15	[	[	X
cana-3022	13	16	98	98	NUM
cana-3022	13	17	%	%	NOUN
cana-3022	13	18	]	]	PUNCT
cana-3022	13	19	and	and	CCONJ
cana-3022	13	20	high	high	ADJ
cana-3022	13	21	specificity	specificity	NOUN
cana-3022	14	1	[	[	X
cana-3022	14	2	98	98	NUM
cana-3022	14	3	%	%	NOUN
cana-3022	14	4	]	]	PUNCT
cana-3022	14	5	established	establish	VERB
cana-3022	14	6	by	by	ADP
cana-3022	14	7	internal	internal	ADJ
cana-3022	14	8	validation	validation	NOUN
cana-3022	14	9	.	.	PUNCT
cana-3022	15	1	it	it	PRON
cana-3022	15	2	was	be	AUX
cana-3022	15	3	shown	show	VERB
cana-3022	15	4	that	that	SCONJ
cana-3022	15	5	dlad	dlad	PROPN
cana-3022	15	6	achieved	achieve	VERB
cana-3022	15	7	a	a	DET
cana-3022	15	8	classification	classification	NOUN
cana-3022	15	9	performance	performance	NOUN
cana-3022	15	10	of	of	ADP
cana-3022	15	11	0.977	0.977	NUM
cana-3022	15	12	-	-	SYM
cana-3022	15	13	1.000	1.000	NUM
cana-3022	15	14	and	and	CCONJ
cana-3022	15	15	a	a	DET
cana-3022	15	16	localisation	localisation	NOUN
cana-3022	15	17	performance	performance	NOUN
cana-3022	15	18	of	of	ADP
cana-3022	15	19	0.973	0.973	NUM
cana-3022	15	20	-	-	SYM
cana-3022	15	21	1.000	1.000	NUM
cana-3022	15	22	.	.	PUNCT
cana-3022	16	1	in	in	ADP
cana-3022	16	2	contrast	contrast	NOUN
cana-3022	16	3	to	to	ADP
cana-3022	16	4	the	the	DET
cana-3022	16	5	high	high	ADJ
cana-3022	16	6	-	-	PUNCT
cana-3022	16	7	specificity	specificity	NOUN
cana-3022	16	8	cutoff	cutoff	NOUN
cana-3022	16	9	,	,	PUNCT
cana-3022	16	10	which	which	PRON
cana-3022	16	11	generated	generate	VERB
cana-3022	16	12	sensitivity	sensitivity	NOUN
cana-3022	16	13	and	and	CCONJ
cana-3022	16	14	specificities	specificity	NOUN
cana-3022	16	15	ranging	range	VERB
cana-3022	16	16	from	from	ADP
cana-3022	16	17	84.1	84.1	NUM
cana-3022	16	18	%	%	NOUN
cana-3022	16	19	to	to	ADP
cana-3022	16	20	99.0	99.0	NUM
cana-3022	16	21	%	%	NOUN
cana-3022	16	22	and	and	CCONJ
cana-3022	16	23	99.1	99.1	NUM
cana-3022	16	24	%	%	NOUN
cana-3022	16	25	to	to	PART
cana-3022	16	26	100	100	NUM
cana-3022	16	27	%	%	NOUN
cana-3022	16	28	,	,	PUNCT
cana-3022	16	29	correspondingly	correspondingly	ADV
cana-3022	16	30	,	,	PUNCT
cana-3022	16	31	the	the	DET
cana-3022	16	32	high	high	ADJ
cana-3022	16	33	-	-	PUNCT
cana-3022	16	34	sensitivity	sensitivity	NOUN
cana-3022	16	35	cutoff	cutoff	NOUN
cana-3022	16	36	produced	produce	VERB
cana-3022	16	37	94.3	94.3	NUM
cana-3022	16	38	%	%	NOUN
cana-3022	16	39	to	to	PART
cana-3022	16	40	100	100	NUM
cana-3022	16	41	%	%	NOUN
cana-3022	16	42	sensitivities	sensitivity	NOUN
cana-3022	16	43	and	and	CCONJ
cana-3022	16	44	91.1	91.1	NUM
cana-3022	16	45	%	%	NOUN
cana-3022	16	46	to	to	PART
cana-3022	16	47	100	100	NUM
cana-3022	16	48	%	%	NOUN
cana-3022	16	49	specificities	specificity	NOUN
cana-3022	16	50	.	.	PUNCT
cana-3022	17	1	both	both	DET
cana-3022	17	2	localization	localization	NOUN
cana-3022	17	3	(	(	PUNCT
cana-3022	17	4	0.993	0.993	NUM
cana-3022	17	5	vs.	vs.	ADP
cana-3022	17	6	0.664	0.664	NUM
cana-3022	17	7	-	-	SYM
cana-3022	17	8	0.925	0.925	NUM
cana-3022	17	9	)	)	PUNCT
cana-3022	17	10	and	and	CCONJ
cana-3022	17	11	classifying	classify	VERB
cana-3022	17	12	(	(	PUNCT
cana-3022	17	13	0.993	0.993	NUM
cana-3022	17	14	vs.	vs.	ADP
cana-3022	17	15	0.746	0.746	NUM
cana-3022	17	16	-	-	SYM
cana-3022	17	17	0.971	0.971	NUM
cana-3022	17	18	)	)	PUNCT
cana-3022	17	19	were	be	AUX
cana-3022	17	20	areas	area	NOUN
cana-3022	17	21	where	where	SCONJ
cana-3022	17	22	dlad	dlad	PROPN
cana-3022	17	23	outperformed	outperform	VERB
cana-3022	17	24	all	all	DET
cana-3022	17	25	physician	physician	NOUN
cana-3022	17	26	groups	group	NOUN
cana-3022	17	27	.	.	PUNCT
cana-3022	18	1	when	when	SCONJ
cana-3022	18	2	it	it	PRON
cana-3022	18	3	came	come	VERB
cana-3022	18	4	to	to	PART
cana-3022	18	5	reliably	reliably	ADV
cana-3022	18	6	identifying	identify	VERB
cana-3022	18	7	active	active	ADJ
cana-3022	18	8	pulmonary	pulmonary	NOUN
cana-3022	18	9	tb	tb	NOUN
cana-3022	18	10	upon	upon	SCONJ
cana-3022	18	11	cr	cr	PROPN
cana-3022	18	12	,	,	PUNCT
cana-3022	18	13	the	the	DET
cana-3022	18	14	dlad	dlad	NOUN
cana-3022	18	15	fared	fare	VERB
cana-3022	18	16	better	well	ADJ
cana-3022	18	17	than	than	ADP
cana-3022	18	18	clinicians	clinician	NOUN
cana-3022	18	19	,	,	PUNCT
cana-3022	18	20	particularly	particularly	ADV
cana-3022	18	21	thoracic	thoracic	NOUN
cana-3022	18	22	radiologists	radiologist	NOUN
cana-3022	18	23	.	.	PUNCT
cana-3022	19	1	keywords	keyword	NOUN
cana-3022	19	2	:	:	PUNCT
cana-3022	19	3	chest	chest	NOUN
cana-3022	19	4	radiographs	radiograph	NOUN
cana-3022	19	5	,	,	PUNCT
cana-3022	19	6	tuberculosis	tuberculosis	NOUN
cana-3022	19	7	,	,	PUNCT
cana-3022	19	8	deep	deep	ADJ
cana-3022	19	9	learning	learning	NOUN
cana-3022	19	10	,	,	PUNCT
cana-3022	19	11	active	active	ADJ
cana-3022	19	12	pulmonary	pulmonary	NOUN
cana-3022	19	13	,	,	PUNCT
cana-3022	19	14	roc	roc	PROPN
cana-3022	19	15	.	.	PROPN
cana-3022	19	16	1	1	NUM
cana-3022	19	17	.	.	X
cana-3022	20	1	introduction	introduction	NOUN
cana-3022	20	2	:	:	PUNCT
cana-3022	20	3	about	about	ADP
cana-3022	20	4	1.8	1.8	NUM
cana-3022	20	5	million	million	NUM
cana-3022	20	6	people	people	NOUN
cana-3022	20	7	died	die	VERB
cana-3022	20	8	from	from	ADP
cana-3022	20	9	tuberculosis	tuberculosis	NOUN
cana-3022	20	10	in	in	ADP
cana-3022	20	11	2017	2017	NUM
cana-3022	20	12	,	,	PUNCT
cana-3022	20	13	making	make	VERB
cana-3022	20	14	it	it	PRON
cana-3022	20	15	the	the	DET
cana-3022	20	16	most	most	ADV
cana-3022	20	17	common	common	ADJ
cana-3022	20	18	infectious	infectious	ADJ
cana-3022	20	19	cause	cause	NOUN
cana-3022	20	20	of	of	ADP
cana-3022	20	21	mortality	mortality	NOUN
cana-3022	20	22	globally	globally	ADV
cana-3022	20	23	.	.	PUNCT
cana-3022	21	1	the	the	DET
cana-3022	21	2	world	world	PROPN
cana-3022	21	3	health	health	PROPN
cana-3022	21	4	organisation	organisation	NOUN
cana-3022	21	5	advises	advise	VERB
cana-3022	21	6	screening	screen	VERB
cana-3022	21	7	for	for	SCONJ
cana-3022	21	8	active	active	ADJ
cana-3022	21	9	tb	tb	NOUN
cana-3022	21	10	in	in	ADP
cana-3022	21	11	highrisk	highrisk	NOUN
cana-3022	21	12	groups	group	NOUN
cana-3022	21	13	to	to	PART
cana-3022	21	14	lessen	lessen	VERB
cana-3022	21	15	the	the	DET
cana-3022	21	16	burden	burden	NOUN
cana-3022	21	17	of	of	ADP
cana-3022	21	18	illness	illness	NOUN
cana-3022	21	19	.	.	PUNCT
cana-3022	22	1	with	with	ADP
cana-3022	22	2	a	a	DET
cana-3022	22	3	specificity	specificity	NOUN
cana-3022	22	4	and	and	CCONJ
cana-3022	22	5	sensitivity	sensitivity	NOUN
cana-3022	22	6	of	of	ADP
cana-3022	22	7	99	99	NUM
cana-3022	22	8	%	%	NOUN
cana-3022	22	9	as	as	ADV
cana-3022	22	10	well	well	ADV
cana-3022	22	11	as	as	ADP
cana-3022	22	12	76	76	NUM
cana-3022	22	13	%	%	NOUN
cana-3022	22	14	for	for	ADP
cana-3022	22	15	any	any	DET
cana-3022	22	16	abnormality	abnormality	NOUN
cana-3022	22	17	,	,	PUNCT
cana-3022	22	18	and	and	CCONJ
cana-3022	22	19	88	88	NUM
cana-3022	22	20	%	%	NOUN
cana-3022	22	21	and	and	CCONJ
cana-3022	22	22	90	90	NUM
cana-3022	22	23	%	%	NOUN
cana-3022	22	24	for	for	ADP
cana-3022	22	25	abnormalities	abnormality	NOUN
cana-3022	22	26	linked	link	VERB
cana-3022	22	27	to	to	ADP
cana-3022	22	28	tb	tb	NOUN
cana-3022	22	29	,	,	PUNCT
cana-3022	22	30	chest	chest	NOUN
cana-3022	22	31	radiographs	radiograph	NOUN
cana-3022	22	32	(	(	PUNCT
cana-3022	22	33	crs	crs	PROPN
cana-3022	22	34	)	)	PUNCT
cana-3022	22	35	,	,	PUNCT
cana-3022	22	36	which	which	PRON
cana-3022	22	37	are	be	AUX
cana-3022	22	38	reasonably	reasonably	ADV
cana-3022	22	39	priced	price	VERB
cana-3022	22	40	and	and	CCONJ
cana-3022	22	41	widely	widely	ADV
cana-3022	22	42	accessible	accessible	ADJ
cana-3022	22	43	,	,	PUNCT
cana-3022	22	44	have	have	AUX
cana-3022	22	45	been	be	AUX
cana-3022	22	46	helpful	helpful	ADJ
cana-3022	22	47	in	in	ADP
cana-3022	22	48	this	this	DET
cana-3022	22	49	respect	respect	NOUN
cana-3022	22	50	and	and	CCONJ
cana-3022	22	51	have	have	AUX
cana-3022	22	52	been	be	AUX
cana-3022	22	53	instrumental	instrumental	ADJ
cana-3022	22	54	in	in	ADP
cana-3022	22	55	the	the	DET
cana-3022	22	56	screening	screening	NOUN
cana-3022	22	57	of	of	ADP
cana-3022	22	58	active	active	ADJ
cana-3022	22	59	tuberculosis	tuberculosis	NOUN
cana-3022	22	60	.	.	PUNCT
cana-3022	23	1	despite	despite	SCONJ
cana-3022	23	2	its	its	PRON
cana-3022	23	3	encouraging	encouraging	ADJ
cana-3022	23	4	results	result	NOUN
cana-3022	23	5	,	,	PUNCT
cana-3022	23	6	tb	tb	ADP
cana-3022	23	7	diagnosis	diagnosis	NOUN
cana-3022	23	8	on	on	ADP
cana-3022	23	9	crs	crs	PROPN
cana-3022	23	10	is	be	AUX
cana-3022	23	11	still	still	ADV
cana-3022	23	12	a	a	DET
cana-3022	23	13	labour	labour	NOUN
cana-3022	23	14	&	&	CCONJ
cana-3022	23	15	time	time	NOUN
cana-3022	23	16	-	-	PUNCT
cana-3022	23	17	intensive	intensive	ADJ
cana-3022	23	18	procedure	procedure	NOUN
cana-3022	23	19	that	that	PRON
cana-3022	23	20	needs	need	VERB
cana-3022	23	21	an	an	DET
cana-3022	23	22	expert	expert	NOUN
cana-3022	23	23	's	's	PART
cana-3022	23	24	clarification	clarification	NOUN
cana-3022	23	25	.	.	PUNCT
cana-3022	24	1	expert	expert	ADJ
cana-3022	24	2	mailto:bsivakeshav@gmail.com	mailto:bsivakeshav@gmail.com	PROPN
cana-3022	24	3	mailto:pritimaheshwary@rediffmail.com	mailto:pritimaheshwary@rediffmail.com	X
cana-3022	24	4	communications	communication	NOUN
cana-3022	24	5	on	on	ADP
cana-3022	24	6	applied	apply	VERB
cana-3022	24	7	nonlinear	nonlinear	ADJ
cana-3022	24	8	analysis	analysis	NOUN
cana-3022	24	9	issn	issn	NOUN
cana-3022	24	10	:	:	PUNCT
cana-3022	24	11	1074	1074	NUM
cana-3022	24	12	-	-	PUNCT
cana-3022	24	13	133x	133x	NUM
cana-3022	24	14	vol	vol	NOUN
cana-3022	24	15	32	32	NUM
cana-3022	24	16	no	no	NOUN
cana-3022	24	17	.	.	PUNCT
cana-3022	25	1	5s	5s	NUM
cana-3022	25	2	(	(	PUNCT
cana-3022	25	3	2025	2025	NUM
cana-3022	25	4	)	)	PUNCT
cana-3022	25	5	219	219	NUM
cana-3022	26	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3022	26	2	radiologists	radiologist	NOUN
cana-3022	26	3	are	be	AUX
cana-3022	26	4	hard	hard	ADJ
cana-3022	26	5	to	to	PART
cana-3022	26	6	come	come	VERB
cana-3022	26	7	by	by	ADP
cana-3022	26	8	in	in	ADP
cana-3022	26	9	high	high	ADJ
cana-3022	26	10	-	-	PUNCT
cana-3022	26	11	burden	burden	NOUN
cana-3022	26	12	nations	nation	NOUN
cana-3022	26	13	with	with	ADP
cana-3022	26	14	inadequate	inadequate	ADJ
cana-3022	26	15	medical	medical	ADJ
cana-3022	26	16	resources	resource	NOUN
cana-3022	27	1	[	[	X
cana-3022	27	2	1	1	NUM
cana-3022	27	3	-	-	SYM
cana-3022	27	4	2	2	NUM
cana-3022	27	5	]	]	PUNCT
cana-3022	27	6	.	.	PUNCT
cana-3022	28	1	under	under	ADP
cana-3022	28	2	this	this	DET
cana-3022	28	3	situation	situation	NOUN
cana-3022	28	4	,	,	PUNCT
cana-3022	28	5	automated	automate	VERB
cana-3022	28	6	pulmonary	pulmonary	NOUN
cana-3022	28	7	tb	tb	ADP
cana-3022	28	8	diagnosis	diagnosis	NOUN
cana-3022	28	9	on	on	ADP
cana-3022	28	10	crs	crs	PROPN
cana-3022	28	11	could	could	AUX
cana-3022	28	12	prove	prove	VERB
cana-3022	28	13	very	very	ADV
cana-3022	28	14	beneficial	beneficial	ADJ
cana-3022	28	15	clinically	clinically	ADV
cana-3022	28	16	.	.	PUNCT
cana-3022	29	1	there	there	PRON
cana-3022	29	2	have	have	AUX
cana-3022	29	3	been	be	AUX
cana-3022	29	4	many	many	ADJ
cana-3022	29	5	attempts	attempt	NOUN
cana-3022	29	6	at	at	ADP
cana-3022	29	7	automatic	automatic	ADJ
cana-3022	29	8	detection	detection	NOUN
cana-3022	29	9	so	so	ADV
cana-3022	29	10	far	far	ADV
cana-3022	29	11	.	.	PUNCT
cana-3022	30	1	an	an	DET
cana-3022	30	2	analysis	analysis	NOUN
cana-3022	30	3	using	use	VERB
cana-3022	30	4	a	a	DET
cana-3022	30	5	commercially	commercially	ADV
cana-3022	30	6	available	available	ADJ
cana-3022	30	7	program	program	NOUN
cana-3022	30	8	revealed	reveal	VERB
cana-3022	30	9	a	a	DET
cana-3022	30	10	performance	performance	NOUN
cana-3022	30	11	area	area	NOUN
cana-3022	30	12	over	over	ADP
cana-3022	30	13	the	the	DET
cana-3022	30	14	curve	curve	NOUN
cana-3022	30	15	of	of	ADP
cana-3022	30	16	the	the	DET
cana-3022	30	17	receiver	receiver	ADJ
cana-3022	30	18	operating	operate	VERB
cana-3022	30	19	characteristics	characteristic	NOUN
cana-3022	30	20	(	(	PUNCT
cana-3022	30	21	auroc	auroc	NOUN
cana-3022	30	22	)	)	PUNCT
cana-3022	30	23	of	of	ADP
cana-3022	30	24	0.72	0.72	NUM
cana-3022	30	25	to	to	ADP
cana-3022	30	26	0.85	0.85	NUM
cana-3022	30	27	,	,	PUNCT
cana-3022	30	28	which	which	PRON
cana-3022	30	29	is	be	AUX
cana-3022	30	30	regarded	regard	VERB
cana-3022	30	31	as	as	ADP
cana-3022	30	32	quite	quite	ADV
cana-3022	30	33	high	high	ADJ
cana-3022	30	34	but	but	CCONJ
cana-3022	30	35	not	not	PART
cana-3022	30	36	ideal	ideal	ADJ
cana-3022	30	37	for	for	ADP
cana-3022	30	38	use	use	NOUN
cana-3022	30	39	in	in	ADP
cana-3022	30	40	a	a	DET
cana-3022	30	41	clinical	clinical	ADJ
cana-3022	30	42	workflow	workflow	NOUN
cana-3022	31	1	[	[	X
cana-3022	31	2	3	3	NUM
cana-3022	31	3	]	]	PUNCT
cana-3022	31	4	.	.	PUNCT
cana-3022	32	1	the	the	DET
cana-3022	32	2	deep	deep	ADJ
cana-3022	32	3	learning	learning	NOUN
cana-3022	32	4	approach	approach	NOUN
cana-3022	32	5	,	,	PUNCT
cana-3022	32	6	however	however	ADV
cana-3022	32	7	,	,	PUNCT
cana-3022	32	8	showed	show	VERB
cana-3022	32	9	promising	promising	ADJ
cana-3022	32	10	results	result	NOUN
cana-3022	32	11	even	even	ADV
cana-3022	32	12	in	in	ADP
cana-3022	32	13	medical	medical	ADJ
cana-3022	32	14	picture	picture	NOUN
cana-3022	32	15	classifications	classification	NOUN
cana-3022	32	16	after	after	ADP
cana-3022	32	17	its	its	PRON
cana-3022	32	18	landslide	landslide	NOUN
cana-3022	32	19	victory	victory	NOUN
cana-3022	32	20	in	in	ADP
cana-3022	32	21	the	the	DET
cana-3022	32	22	2013	2013	NUM
cana-3022	32	23	image	image	NOUN
cana-3022	32	24	net	net	ADJ
cana-3022	32	25	large	large	ADJ
cana-3022	32	26	-	-	PUNCT
cana-3022	32	27	scale	scale	NOUN
cana-3022	32	28	visual	visual	ADJ
cana-3022	32	29	recognition	recognition	NOUN
cana-3022	32	30	competition	competition	NOUN
cana-3022	32	31	.	.	PUNCT
cana-3022	33	1	regarding	regard	VERB
cana-3022	33	2	pulmonary	pulmonary	ADJ
cana-3022	33	3	tuberculosis	tuberculosis	NOUN
cana-3022	33	4	detection	detection	NOUN
cana-3022	33	5	in	in	ADP
cana-3022	33	6	crs	crs	PROPN
cana-3022	33	7	,	,	PUNCT
cana-3022	33	8	just	just	ADV
cana-3022	33	9	released	release	VERB
cana-3022	33	10	encouraging	encouraging	ADJ
cana-3022	33	11	findings	finding	NOUN
cana-3022	33	12	from	from	ADP
cana-3022	33	13	a	a	DET
cana-3022	33	14	pilot	pilot	NOUN
cana-3022	33	15	investigation	investigation	NOUN
cana-3022	33	16	utilising	utilise	VERB
cana-3022	33	17	the	the	DET
cana-3022	33	18	deep	deep	ADJ
cana-3022	33	19	learning	learning	NOUN
cana-3022	33	20	approach	approach	NOUN
cana-3022	33	21	on	on	ADP
cana-3022	33	22	500	500	NUM
cana-3022	33	23	tb	tb	ADP
cana-3022	33	24	patients	patient	NOUN
cana-3022	33	25	as	as	ADV
cana-3022	33	26	well	well	ADV
cana-3022	33	27	as	as	ADP
cana-3022	33	28	500	500	NUM
cana-3022	33	29	healthy	healthy	ADJ
cana-3022	33	30	controls	control	NOUN
cana-3022	33	31	across	across	ADP
cana-3022	33	32	5	5	NUM
cana-3022	33	33	datasets	dataset	NOUN
cana-3022	33	34	.	.	PUNCT
cana-3022	34	1	since	since	SCONJ
cana-3022	34	2	their	their	PRON
cana-3022	34	3	focus	focus	NOUN
cana-3022	34	4	was	be	AUX
cana-3022	34	5	on	on	ADP
cana-3022	34	6	image	image	NOUN
cana-3022	34	7	-	-	PUNCT
cana-3022	34	8	wise	wise	ADJ
cana-3022	34	9	tb	tb	ADP
cana-3022	34	10	classification	classification	NOUN
cana-3022	34	11	using	use	VERB
cana-3022	34	12	a	a	DET
cana-3022	34	13	small	small	ADJ
cana-3022	34	14	dataset	dataset	NOUN
cana-3022	34	15	,	,	PUNCT
cana-3022	34	16	they	they	PRON
cana-3022	34	17	did	do	AUX
cana-3022	34	18	not	not	PART
cana-3022	34	19	address	address	VERB
cana-3022	34	20	further	further	ADJ
cana-3022	34	21	evaluations	evaluation	NOUN
cana-3022	34	22	such	such	ADJ
cana-3022	34	23	as	as	ADP
cana-3022	34	24	abnormality	abnormality	NOUN
cana-3022	34	25	localisation	localisation	NOUN
cana-3022	34	26	,	,	PUNCT
cana-3022	34	27	model	model	NOUN
cana-3022	34	28	generalisability	generalisability	NOUN
cana-3022	34	29	,	,	PUNCT
cana-3022	34	30	or	or	CCONJ
cana-3022	34	31	performance	performance	NOUN
cana-3022	34	32	compared	compare	VERB
cana-3022	34	33	to	to	ADP
cana-3022	34	34	clinicians	clinician	NOUN
cana-3022	34	35	.	.	PUNCT
cana-3022	35	1	with	with	ADP
cana-3022	35	2	the	the	DET
cana-3022	35	3	area	area	NOUN
cana-3022	35	4	developing	develop	VERB
cana-3022	35	5	quickly	quickly	ADV
cana-3022	35	6	and	and	CCONJ
cana-3022	35	7	the	the	DET
cana-3022	35	8	need	need	NOUN
cana-3022	35	9	for	for	ADP
cana-3022	35	10	easy	easy	ADJ
cana-3022	35	11	-	-	PUNCT
cana-3022	35	12	to	to	PART
cana-3022	35	13	-	-	PUNCT
cana-3022	35	14	implement	implement	VERB
cana-3022	35	15	enhancements	enhancement	NOUN
cana-3022	35	16	in	in	ADP
cana-3022	35	17	tb	tb	ADP
cana-3022	35	18	screening	screening	NOUN
cana-3022	35	19	and	and	CCONJ
cana-3022	35	20	diagnosis	diagnosis	NOUN
cana-3022	35	21	worldwide	worldwide	ADV
cana-3022	35	22	,	,	PUNCT
cana-3022	35	23	these	these	DET
cana-3022	35	24	evaluations	evaluation	NOUN
cana-3022	35	25	are	be	AUX
cana-3022	35	26	crucial	crucial	ADJ
cana-3022	35	27	in	in	ADP
cana-3022	35	28	establishing	establish	VERB
cana-3022	35	29	the	the	DET
cana-3022	35	30	practical	practical	ADJ
cana-3022	35	31	usefulness	usefulness	NOUN
cana-3022	35	32	of	of	ADP
cana-3022	35	33	new	new	ADJ
cana-3022	35	34	techniques	technique	NOUN
cana-3022	35	35	[	[	X
cana-3022	35	36	5	5	NUM
cana-3022	35	37	-	-	SYM
cana-3022	35	38	6	6	NUM
cana-3022	35	39	]	]	PUNCT
cana-3022	35	40	.	.	PUNCT
cana-3022	36	1	therefore	therefore	ADV
cana-3022	36	2	,	,	PUNCT
cana-3022	36	3	the	the	DET
cana-3022	36	4	goal	goal	NOUN
cana-3022	36	5	of	of	ADP
cana-3022	36	6	the	the	DET
cana-3022	36	7	work	work	NOUN
cana-3022	36	8	was	be	AUX
cana-3022	36	9	to	to	PART
cana-3022	36	10	create	create	VERB
cana-3022	36	11	an	an	DET
cana-3022	36	12	autonomous	autonomous	ADJ
cana-3022	36	13	detection	detection	NOUN
cana-3022	36	14	algorithm	algorithm	NOUN
cana-3022	36	15	(	(	PUNCT
cana-3022	36	16	dlad	dlad	NOUN
cana-3022	36	17	)	)	PUNCT
cana-3022	36	18	for	for	ADP
cana-3022	36	19	active	active	ADJ
cana-3022	36	20	pulmonary	pulmonary	NOUN
cana-3022	36	21	tb	tb	NOUN
cana-3022	36	22	on	on	ADP
cana-3022	36	23	crs	crs	PROPN
cana-3022	36	24	based	base	VERB
cana-3022	36	25	on	on	ADP
cana-3022	36	26	deep	deep	ADJ
cana-3022	36	27	learning	learning	NOUN
cana-3022	36	28	and	and	CCONJ
cana-3022	36	29	to	to	PART
cana-3022	36	30	test	test	VERB
cana-3022	36	31	its	its	PRON
cana-3022	36	32	performance	performance	NOUN
cana-3022	36	33	using	use	VERB
cana-3022	36	34	several	several	ADJ
cana-3022	36	35	datasets	dataset	NOUN
cana-3022	36	36	in	in	ADP
cana-3022	36	37	contrast	contrast	NOUN
cana-3022	36	38	to	to	ADP
cana-3022	36	39	that	that	PRON
cana-3022	36	40	of	of	ADP
cana-3022	36	41	medical	medical	ADJ
cana-3022	36	42	professionals	professional	NOUN
cana-3022	36	43	.	.	PUNCT
cana-3022	37	1	2	2	X
cana-3022	37	2	.	.	X
cana-3022	37	3	techniques	technique	NOUN
cana-3022	37	4	:	:	PUNCT
cana-3022	37	5	this	this	DET
cana-3022	37	6	research	research	NOUN
cana-3022	37	7	was	be	AUX
cana-3022	37	8	approved	approve	VERB
cana-3022	37	9	by	by	ADP
cana-3022	37	10	the	the	DET
cana-3022	37	11	institutional	institutional	ADJ
cana-3022	37	12	review	review	NOUN
cana-3022	37	13	panels	panel	NOUN
cana-3022	37	14	of	of	ADP
cana-3022	37	15	all	all	DET
cana-3022	37	16	collaborating	collaborate	VERB
cana-3022	37	17	institutions	institution	NOUN
cana-3022	37	18	,	,	PUNCT
cana-3022	37	19	with	with	ADP
cana-3022	37	20	the	the	DET
cana-3022	37	21	informed	informed	ADJ
cana-3022	37	22	consent	consent	NOUN
cana-3022	37	23	of	of	ADP
cana-3022	37	24	the	the	DET
cana-3022	37	25	patients	patient	NOUN
cana-3022	37	26	waived	waive	VERB
cana-3022	37	27	.	.	PUNCT
cana-3022	38	1	2.1	2.1	NUM
cana-3022	38	2	.	.	PUNCT
cana-3022	39	1	dlad	dlad	ADJ
cana-3022	39	2	development	development	PROPN
cana-3022	39	3	:	:	PUNCT
cana-3022	40	1	2.1.1	2.1.1	NUM
cana-3022	40	2	.	.	PUNCT
cana-3022	40	3	collection	collection	NOUN
cana-3022	40	4	of	of	ADP
cana-3022	40	5	data	data	PROPN
cana-3022	40	6	:	:	PUNCT
cana-3022	40	7	data	datum	NOUN
cana-3022	40	8	was	be	AUX
cana-3022	40	9	retrieved	retrieve	VERB
cana-3022	40	10	retrospectively	retrospectively	ADV
cana-3022	40	11	from	from	ADP
cana-3022	40	12	the	the	DET
cana-3022	40	13	imaging	imaging	NOUN
cana-3022	40	14	database	database	NOUN
cana-3022	40	15	of	of	ADP
cana-3022	40	16	seoul	seoul	PROPN
cana-3022	40	17	national	national	PROPN
cana-3022	40	18	university	university	PROPN
cana-3022	40	19	hospital	hospital	NOUN
cana-3022	40	20	(	(	PUNCT
cana-3022	40	21	snuh	snuh	PROPN
cana-3022	40	22	)	)	PUNCT
cana-3022	40	23	to	to	PART
cana-3022	40	24	investigate	investigate	VERB
cana-3022	40	25	the	the	DET
cana-3022	40	26	origins	origin	NOUN
cana-3022	40	27	of	of	ADP
cana-3022	40	28	dlad	dlad	NOUN
cana-3022	40	29	.	.	PUNCT
cana-3022	41	1	as	as	ADP
cana-3022	41	2	part	part	NOUN
cana-3022	41	3	of	of	ADP
cana-3022	41	4	this	this	DET
cana-3022	41	5	data	datum	NOUN
cana-3022	41	6	set	set	NOUN
cana-3022	41	7	,	,	PUNCT
cana-3022	41	8	there	there	PRON
cana-3022	41	9	were	be	VERB
cana-3022	41	10	57,482	57,482	NUM
cana-3022	41	11	normal	normal	ADJ
cana-3022	41	12	crs	crs	NOUN
cana-3022	41	13	from	from	ADP
cana-3022	41	14	48,987	48,987	NUM
cana-3022	41	15	people	people	NOUN
cana-3022	41	16	(	(	PUNCT
cana-3022	41	17	male	male	NOUN
cana-3022	41	18	:	:	PUNCT
cana-3022	41	19	female	female	NOUN
cana-3022	41	20	=	=	SYM
cana-3022	41	21	22c025:26c963	22c025:26c963	NUM
cana-3022	41	22	;	;	PUNCT
cana-3022	41	23	mean	mean	VERB
cana-3022	41	24	standard	standard	ADJ
cana-3022	41	25	deviation	deviation	NOUN
cana-3022	41	26	age	age	NOUN
cana-3022	41	27	52	52	NUM
cana-3022	41	28	±	±	NUM
cana-3022	41	29	17	17	NUM
cana-3022	41	30	years	year	NOUN
cana-3022	41	31	)	)	PUNCT
cana-3022	41	32	and	and	CCONJ
cana-3022	41	33	8068	8068	NUM
cana-3022	41	34	crs	crs	NOUN
cana-3022	41	35	with	with	ADP
cana-3022	41	36	active	active	ADJ
cana-3022	41	37	pulmonary	pulmonary	NOUN
cana-3022	41	38	tb	tb	NOUN
cana-3022	41	39	(	(	PUNCT
cana-3022	41	40	tuberculosis	tuberculosis	INTJ
cana-3022	41	41	crs	crs	PROPN
cana-3022	41	42	)	)	PUNCT
cana-3022	41	43	from	from	ADP
cana-3022	41	44	1608	1608	NUM
cana-3022	41	45	individuals	individual	NOUN
cana-3022	41	46	(	(	PUNCT
cana-3022	41	47	male	male	ADJ
cana-3022	41	48	:	:	PUNCT
cana-3022	41	49	female	female	ADJ
cana-3022	41	50	=	=	SYM
cana-3022	41	51	908:698	908:698	NOUN
cana-3022	41	52	;	;	PUNCT
cana-3022	41	53	mean	mean	ADJ
cana-3022	41	54	±	±	NUM
cana-3022	41	55	standard	standard	ADJ
cana-3022	41	56	deviations	deviation	NOUN
cana-3022	41	57	age	age	NOUN
cana-3022	41	58	58	58	NUM
cana-3022	41	59	.	.	NOUN
cana-3022	41	60	18	18	NUM
cana-3022	41	61	years	year	NOUN
cana-3022	41	62	)	)	PUNCT
cana-3022	41	63	.	.	PUNCT
cana-3022	42	1	normal	normal	ADJ
cana-3022	42	2	crs	crs	PROPN
cana-3022	42	3	were	be	AUX
cana-3022	42	4	found	find	VERB
cana-3022	42	5	in	in	ADP
cana-3022	42	6	the	the	DET
cana-3022	42	7	search	search	NOUN
cana-3022	42	8	for	for	ADP
cana-3022	42	9	radiology	radiology	NOUN
cana-3022	42	10	reports	report	NOUN
cana-3022	42	11	that	that	PRON
cana-3022	42	12	included	include	VERB
cana-3022	42	13	crs	crs	PROPN
cana-3022	42	14	acquired	acquire	VERB
cana-3022	42	15	between	between	ADP
cana-3022	42	16	2011	2011	NUM
cana-3022	42	17	and	and	CCONJ
cana-3022	42	18	2016	2016	NUM
cana-3022	42	19	.	.	PUNCT
cana-3022	43	1	a	a	DET
cana-3022	43	2	total	total	NOUN
cana-3022	43	3	of	of	ADP
cana-3022	43	4	tb	tb	ADP
cana-3022	43	5	culture	culture	NOUN
cana-3022	43	6	records	record	NOUN
cana-3022	43	7	(	(	PUNCT
cana-3022	43	8	crs	crs	PROPN
cana-3022	43	9	)	)	PUNCT
cana-3022	43	10	were	be	AUX
cana-3022	43	11	collected	collect	VERB
cana-3022	43	12	from	from	ADP
cana-3022	43	13	individuals	individual	NOUN
cana-3022	43	14	with	with	ADP
cana-3022	43	15	a	a	DET
cana-3022	43	16	diagnosis	diagnosis	NOUN
cana-3022	43	17	of	of	ADP
cana-3022	43	18	active	active	ADJ
cana-3022	43	19	pulmonary	pulmonary	ADJ
cana-3022	43	20	tuberculosis	tuberculosis	NOUN
cana-3022	43	21	(	(	PUNCT
cana-3022	43	22	tb	tb	NOUN
cana-3022	43	23	)	)	PUNCT
cana-3022	43	24	and	and	CCONJ
cana-3022	43	25	a	a	DET
cana-3022	43	26	treatment	treatment	NOUN
cana-3022	43	27	interval	interval	NOUN
cana-3022	43	28	of	of	ADP
cana-3022	43	29	less	less	ADJ
cana-3022	43	30	than	than	ADP
cana-3022	43	31	one	one	NUM
cana-3022	43	32	month	month	NOUN
cana-3022	43	33	from	from	ADP
cana-3022	43	34	2014	2014	NUM
cana-3022	43	35	to	to	ADP
cana-3022	43	36	2017	2017	NUM
cana-3022	43	37	.	.	PUNCT
cana-3022	44	1	individuals	individual	NOUN
cana-3022	44	2	were	be	AUX
cana-3022	44	3	tested	test	VERB
cana-3022	44	4	for	for	ADP
cana-3022	44	5	mycobacterium	mycobacterium	NOUN
cana-3022	44	6	tuberculosis	tuberculosis	NOUN
cana-3022	44	7	using	use	VERB
cana-3022	44	8	a	a	DET
cana-3022	44	9	pcr	pcr	NOUN
cana-3022	44	10	(	(	PUNCT
cana-3022	44	11	polymerase	polymerase	NOUN
cana-3022	44	12	chain	chain	NOUN
cana-3022	44	13	reaction	reaction	NOUN
cana-3022	44	14	)	)	PUNCT
cana-3022	44	15	or	or	CCONJ
cana-3022	44	16	mycobacterial	mycobacterial	ADJ
cana-3022	44	17	culture	culture	NOUN
cana-3022	44	18	.	.	PUNCT
cana-3022	45	1	it	it	PRON
cana-3022	45	2	collected	collect	VERB
cana-3022	45	3	all	all	DET
cana-3022	45	4	crs	crs	PROPN
cana-3022	45	5	regardless	regardless	ADV
cana-3022	45	6	of	of	ADP
cana-3022	45	7	whether	whether	SCONJ
cana-3022	45	8	there	there	PRON
cana-3022	45	9	were	be	VERB
cana-3022	45	10	related	related	ADJ
cana-3022	45	11	chest	chest	NOUN
cana-3022	45	12	ct	ct	NUM
cana-3022	45	13	images	image	NOUN
cana-3022	45	14	to	to	PART
cana-3022	45	15	confirm	confirm	VERB
cana-3022	45	16	the	the	DET
cana-3022	45	17	amount	amount	NOUN
cana-3022	45	18	and	and	CCONJ
cana-3022	45	19	variety	variety	NOUN
cana-3022	45	20	of	of	ADP
cana-3022	45	21	data	datum	NOUN
cana-3022	45	22	[	[	X
cana-3022	45	23	7	7	NUM
cana-3022	45	24	-	-	SYM
cana-3022	45	25	10	10	NUM
cana-3022	45	26	]	]	PUNCT
cana-3022	45	27	.	.	PUNCT
cana-3022	46	1	radiographs	radiograph	NOUN
cana-3022	46	2	were	be	AUX
cana-3022	46	3	collected	collect	VERB
cana-3022	46	4	from	from	ADP
cana-3022	46	5	several	several	ADJ
cana-3022	46	6	pieces	piece	NOUN
cana-3022	46	7	of	of	ADP
cana-3022	46	8	equipment	equipment	NOUN
cana-3022	46	9	and	and	CCONJ
cana-3022	46	10	were	be	AUX
cana-3022	46	11	all	all	ADV
cana-3022	46	12	taken	take	VERB
cana-3022	46	13	in	in	ADP
cana-3022	46	14	a	a	DET
cana-3022	46	15	posteroanterior	posteroanterior	ADJ
cana-3022	46	16	orientation	orientation	NOUN
cana-3022	46	17	.	.	PUNCT
cana-3022	47	1	after	after	SCONJ
cana-3022	47	2	the	the	DET
cana-3022	47	3	pictures	picture	NOUN
cana-3022	47	4	were	be	AUX
cana-3022	47	5	labelled	label	VERB
cana-3022	47	6	,	,	PUNCT
cana-3022	47	7	1	1	NUM
cana-3022	47	8	298	298	NUM
cana-3022	47	9	tb	tb	ADP
cana-3022	47	10	crs	crs	PROPN
cana-3022	47	11	were	be	AUX
cana-3022	47	12	incorrectly	incorrectly	ADV
cana-3022	47	13	extracted	extract	VERB
cana-3022	47	14	and	and	CCONJ
cana-3022	47	15	3	3	NUM
cana-3022	47	16	261	261	NUM
cana-3022	47	17	ordinary	ordinary	ADJ
cana-3022	47	18	crs	crs	NOUN
cana-3022	47	19	were	be	AUX
cana-3022	47	20	taken	take	VERB
cana-3022	47	21	out	out	ADP
cana-3022	47	22	of	of	ADP
cana-3022	47	23	the	the	DET
cana-3022	47	24	database	database	NOUN
cana-3022	47	25	.	.	PUNCT
cana-3022	48	1	totalling	total	VERB
cana-3022	48	2	54,211	54,211	NUM
cana-3022	48	3	normal	normal	ADJ
cana-3022	48	4	crs	crs	NOUN
cana-3022	48	5	and	and	CCONJ
cana-3022	48	6	6768	6768	NUM
cana-3022	48	7	tb	tb	ADP
cana-3022	48	8	crs	crs	PROPN
cana-3022	48	9	,	,	PUNCT
cana-3022	48	10	the	the	DET
cana-3022	48	11	dlad	dlad	ADJ
cana-3022	48	12	technique	technique	NOUN
cana-3022	48	13	was	be	AUX
cana-3022	48	14	devised	devise	VERB
cana-3022	48	15	.	.	PUNCT
cana-3022	49	1	an	an	DET
cana-3022	49	2	equal	equal	ADJ
cana-3022	49	3	number	number	NOUN
cana-3022	49	4	of	of	ADP
cana-3022	49	5	normal	normal	ADJ
cana-3022	49	6	crs	crs	NOUN
cana-3022	49	7	and	and	CCONJ
cana-3022	49	8	tb	tb	ADP
cana-3022	49	9	crs	crs	PROPN
cana-3022	49	10	were	be	AUX
cana-3022	49	11	randomly	randomly	ADV
cana-3022	49	12	distributed	distribute	VERB
cana-3022	49	13	across	across	ADP
cana-3022	49	14	three	three	NUM
cana-3022	49	15	datasets	dataset	NOUN
cana-3022	49	16	:	:	PUNCT
cana-3022	49	17	one	one	NUM
cana-3022	49	18	for	for	ADP
cana-3022	49	19	internal	internal	ADJ
cana-3022	49	20	validation	validation	NOUN
cana-3022	49	21	,	,	PUNCT
cana-3022	49	22	which	which	PRON
cana-3022	49	23	aimed	aim	VERB
cana-3022	49	24	to	to	PART
cana-3022	49	25	check	check	VERB
cana-3022	49	26	in	in	ADP
cana-3022	49	27	-	-	PUNCT
cana-3022	49	28	house	house	NOUN
cana-3022	49	29	performance	performance	NOUN
cana-3022	49	30	;	;	PUNCT
cana-3022	49	31	another	another	PRON
cana-3022	49	32	for	for	ADP
cana-3022	49	33	tuning	tuning	NOUN
cana-3022	49	34	,	,	PUNCT
cana-3022	49	35	which	which	PRON
cana-3022	49	36	aimed	aim	VERB
cana-3022	49	37	to	to	PART
cana-3022	49	38	optimise	optimise	VERB
cana-3022	49	39	communications	communication	NOUN
cana-3022	49	40	on	on	ADP
cana-3022	49	41	applied	apply	VERB
cana-3022	49	42	nonlinear	nonlinear	ADJ
cana-3022	49	43	analysis	analysis	NOUN
cana-3022	49	44	issn	issn	NOUN
cana-3022	49	45	:	:	PUNCT
cana-3022	49	46	1074	1074	NUM
cana-3022	49	47	-	-	PUNCT
cana-3022	49	48	133x	133x	NUM
cana-3022	49	49	vol	vol	NOUN
cana-3022	49	50	32	32	NUM
cana-3022	49	51	no	no	NOUN
cana-3022	49	52	.	.	PUNCT
cana-3022	50	1	5s	5s	NUM
cana-3022	50	2	(	(	PUNCT
cana-3022	50	3	2025	2025	NUM
cana-3022	50	4	)	)	PUNCT
cana-3022	50	5	220	220	NUM
cana-3022	50	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3022	50	7	hyperparameters	hyperparameter	NOUN
cana-3022	50	8	;	;	PUNCT
cana-3022	50	9	and	and	CCONJ
cana-3022	50	10	finally	finally	ADV
cana-3022	50	11	,	,	PUNCT
cana-3022	50	12	for	for	ADP
cana-3022	50	13	training	training	NOUN
cana-3022	50	14	,	,	PUNCT
cana-3022	50	15	there	there	PRON
cana-3022	50	16	were	be	VERB
cana-3022	50	17	53c621	53c621	NUM
cana-3022	50	18	normal	normal	ADJ
cana-3022	50	19	crs	crs	PROPN
cana-3022	50	20	and	and	CCONJ
cana-3022	50	21	6458	6458	NUM
cana-3022	50	22	tb	tb	ADP
cana-3022	50	23	crs	crs	PROPN
cana-3022	50	24	,	,	PUNCT
cana-3022	50	25	used	use	VERB
cana-3022	50	26	to	to	PART
cana-3022	50	27	optimise	optimise	VERB
cana-3022	50	28	network	network	NOUN
cana-3022	50	29	weights	weight	NOUN
cana-3022	50	30	.	.	PUNCT
cana-3022	51	1	patients	patient	NOUN
cana-3022	51	2	in	in	ADP
cana-3022	51	3	one	one	NUM
cana-3022	51	4	dataset	dataset	NOUN
cana-3022	51	5	did	do	AUX
cana-3022	51	6	not	not	PART
cana-3022	51	7	always	always	ADV
cana-3022	51	8	correspond	correspond	VERB
cana-3022	51	9	to	to	ADP
cana-3022	51	10	another	another	PRON
cana-3022	51	11	.	.	PUNCT
cana-3022	52	1	the	the	DET
cana-3022	52	2	fact	fact	NOUN
cana-3022	52	3	that	that	SCONJ
cana-3022	52	4	previous	previous	ADJ
cana-3022	52	5	studies	study	NOUN
cana-3022	52	6	have	have	AUX
cana-3022	52	7	looked	look	VERB
cana-3022	52	8	at	at	ADP
cana-3022	52	9	normal	normal	ADJ
cana-3022	52	10	crs	crs	NOUN
cana-3022	52	11	in	in	ADP
cana-3022	52	12	the	the	DET
cana-3022	52	13	datasets	dataset	NOUN
cana-3022	52	14	is	be	AUX
cana-3022	52	15	worth	worth	ADJ
cana-3022	52	16	noting	note	VERB
cana-3022	52	17	.	.	PUNCT
cana-3022	53	1	nevertheless	nevertheless	ADV
cana-3022	53	2	,	,	PUNCT
cana-3022	53	3	this	this	DET
cana-3022	53	4	investigation	investigation	NOUN
cana-3022	53	5	's	's	PART
cana-3022	53	6	aims	aim	NOUN
cana-3022	53	7	and	and	CCONJ
cana-3022	53	8	the	the	DET
cana-3022	53	9	algorithms	algorithm	NOUN
cana-3022	53	10	'	'	PART
cana-3022	53	11	designs	design	NOUN
cana-3022	53	12	were	be	AUX
cana-3022	53	13	different	different	ADJ
cana-3022	53	14	from	from	ADP
cana-3022	53	15	those	those	PRON
cana-3022	53	16	of	of	ADP
cana-3022	53	17	the	the	DET
cana-3022	53	18	previous	previous	ADJ
cana-3022	53	19	research	research	NOUN
cana-3022	53	20	,	,	PUNCT
cana-3022	53	21	as	as	SCONJ
cana-3022	53	22	was	be	AUX
cana-3022	53	23	the	the	DET
cana-3022	53	24	study	study	NOUN
cana-3022	53	25	's	's	PART
cana-3022	53	26	central	central	ADJ
cana-3022	53	27	subject	subject	NOUN
cana-3022	53	28	.	.	PUNCT
cana-3022	54	1	2.2	2.2	NUM
cana-3022	54	2	annotation	annotation	NOUN
cana-3022	54	3	and	and	CCONJ
cana-3022	54	4	labelling	labelling	NOUN
cana-3022	54	5	of	of	ADP
cana-3022	54	6	images	image	NOUN
cana-3022	54	7	:	:	PUNCT
cana-3022	54	8	before	before	ADP
cana-3022	54	9	the	the	DET
cana-3022	54	10	implementation	implementation	NOUN
cana-3022	54	11	of	of	ADP
cana-3022	54	12	dlad	dlad	NOUN
cana-3022	54	13	,	,	PUNCT
cana-3022	54	14	all	all	PRON
cana-3022	54	15	cr	cr	NOUN
cana-3022	54	16	pictures	picture	NOUN
cana-3022	54	17	were	be	AUX
cana-3022	54	18	evaluated	evaluate	VERB
cana-3022	54	19	by	by	ADP
cana-3022	54	20	board	board	NOUN
cana-3022	54	21	-	-	PUNCT
cana-3022	54	22	certified	certify	VERB
cana-3022	54	23	radiotherapists	radiotherapist	NOUN
cana-3022	54	24	.	.	PUNCT
cana-3022	55	1	standard	standard	ADJ
cana-3022	55	2	chest	chest	NOUN
cana-3022	55	3	radiographs	radiograph	NOUN
cana-3022	55	4	,	,	PUNCT
cana-3022	55	5	previously	previously	ADV
cana-3022	55	6	interpreted	interpret	VERB
cana-3022	55	7	as	as	ADP
cana-3022	55	8	normal	normal	ADJ
cana-3022	55	9	in	in	ADP
cana-3022	55	10	standard	standard	ADJ
cana-3022	55	11	practice	practice	NOUN
cana-3022	55	12	,	,	PUNCT
cana-3022	55	13	were	be	AUX
cana-3022	55	14	re	re	VERB
cana-3022	55	15	-	-	VERB
cana-3022	55	16	evaluated	evaluate	VERB
cana-3022	55	17	by	by	ADP
cana-3022	55	18	one	one	NUM
cana-3022	55	19	of	of	ADP
cana-3022	55	20	five	five	NUM
cana-3022	55	21	board	board	NOUN
cana-3022	55	22	-	-	PUNCT
cana-3022	55	23	certified	certify	VERB
cana-3022	55	24	radiologists	radiologist	NOUN
cana-3022	55	25	,	,	PUNCT
cana-3022	55	26	each	each	PRON
cana-3022	55	27	with	with	ADP
cana-3022	55	28	seven	seven	NUM
cana-3022	55	29	years	year	NOUN
cana-3022	55	30	of	of	ADP
cana-3022	55	31	expertise	expertise	NOUN
cana-3022	55	32	in	in	ADP
cana-3022	55	33	interpreting	interpret	VERB
cana-3022	55	34	chest	chest	NOUN
cana-3022	55	35	radiographs	radiograph	NOUN
cana-3022	55	36	,	,	PUNCT
cana-3022	55	37	to	to	PART
cana-3022	55	38	exclude	exclude	VERB
cana-3022	55	39	the	the	DET
cana-3022	55	40	possibility	possibility	NOUN
cana-3022	55	41	of	of	ADP
cana-3022	55	42	any	any	DET
cana-3022	55	43	aberrant	aberrant	ADJ
cana-3022	55	44	results	result	NOUN
cana-3022	55	45	[	[	X
cana-3022	55	46	11	11	NUM
cana-3022	55	47	-	-	SYM
cana-3022	55	48	12	12	NUM
cana-3022	55	49	]	]	PUNCT
cana-3022	55	50	.	.	PUNCT
cana-3022	56	1	the	the	DET
cana-3022	56	2	tagging	tagging	NOUN
cana-3022	56	3	and	and	CCONJ
cana-3022	56	4	annotation	annotation	NOUN
cana-3022	56	5	of	of	ADP
cana-3022	56	6	pictures	picture	NOUN
cana-3022	56	7	for	for	ADP
cana-3022	56	8	tb	tb	ADP
cana-3022	56	9	crs	crs	PROPN
cana-3022	56	10	was	be	AUX
cana-3022	56	11	carried	carry	VERB
cana-3022	56	12	out	out	ADP
cana-3022	56	13	by	by	ADP
cana-3022	56	14	eight	eight	NUM
cana-3022	56	15	radiologists	radiologist	NOUN
cana-3022	56	16	who	who	PRON
cana-3022	56	17	were	be	AUX
cana-3022	56	18	board	board	NOUN
cana-3022	56	19	-	-	PUNCT
cana-3022	56	20	certified	certify	VERB
cana-3022	56	21	and	and	CCONJ
cana-3022	56	22	had	have	VERB
cana-3022	56	23	7	7	NUM
cana-3022	56	24	to	to	PART
cana-3022	56	25	14	14	NUM
cana-3022	56	26	years	year	NOUN
cana-3022	56	27	of	of	ADP
cana-3022	56	28	experience	experience	NOUN
cana-3022	56	29	.	.	PUNCT
cana-3022	57	1	their	their	PRON
cana-3022	57	2	job	job	NOUN
cana-3022	57	3	was	be	AUX
cana-3022	57	4	to	to	PART
cana-3022	57	5	determine	determine	VERB
cana-3022	57	6	whether	whether	SCONJ
cana-3022	57	7	the	the	DET
cana-3022	57	8	data	datum	NOUN
cana-3022	57	9	indicated	indicate	VERB
cana-3022	57	10	active	active	ADJ
cana-3022	57	11	pulmonary	pulmonary	ADJ
cana-3022	57	12	tuberculosis	tuberculosis	NOUN
cana-3022	57	13	.	.	PUNCT
cana-3022	58	1	of	of	ADP
cana-3022	58	2	the	the	DET
cana-3022	58	3	total	total	ADJ
cana-3022	58	4	tuberculosis	tuberculosis	NOUN
cana-3022	58	5	case	case	NOUN
cana-3022	58	6	reports	report	VERB
cana-3022	58	7	,	,	PUNCT
cana-3022	58	8	1,128	1,128	NUM
cana-3022	58	9	out	out	ADP
cana-3022	58	10	of	of	ADP
cana-3022	58	11	6,768	6,768	NUM
cana-3022	58	12	were	be	AUX
cana-3022	58	13	annotated	annotate	VERB
cana-3022	58	14	for	for	ADP
cana-3022	58	15	persistent	persistent	ADJ
cana-3022	58	16	pulmonary	pulmonary	NOUN
cana-3022	58	17	tb	tb	ADP
cana-3022	58	18	lesions	lesion	NOUN
cana-3022	58	19	,	,	PUNCT
cana-3022	58	20	accounting	account	VERB
cana-3022	58	21	for	for	ADP
cana-3022	58	22	16.8	16.8	NUM
cana-3022	58	23	%	%	NOUN
cana-3022	58	24	.	.	PUNCT
cana-3022	59	1	while	while	SCONJ
cana-3022	59	2	two	two	NUM
cana-3022	59	3	radiologists	radiologist	NOUN
cana-3022	59	4	annotated	annotate	VERB
cana-3022	59	5	12.8	12.8	NUM
cana-3022	59	6	%	%	NOUN
cana-3022	59	7	of	of	ADP
cana-3022	59	8	tuberculosis	tuberculosis	NOUN
cana-3022	59	9	case	case	NOUN
cana-3022	59	10	reports	report	NOUN
cana-3022	59	11	(	(	PUNCT
cana-3022	59	12	828/6468	828/6468	NUM
cana-3022	59	13	)	)	PUNCT
cana-3022	59	14	in	in	ADP
cana-3022	59	15	the	the	DET
cana-3022	59	16	training	training	NOUN
cana-3022	59	17	data	datum	NOUN
cana-3022	59	18	set	set	VERB
cana-3022	59	19	,	,	PUNCT
cana-3022	59	20	five	five	NUM
cana-3022	59	21	radiologists	radiologist	NOUN
cana-3022	59	22	marked	mark	VERB
cana-3022	59	23	all	all	PRON
cana-3022	59	24	tb	tb	ADP
cana-3022	59	25	case	case	NOUN
cana-3022	59	26	reporting	report	VERB
cana-3022	59	27	in	in	ADP
cana-3022	59	28	both	both	CCONJ
cana-3022	59	29	the	the	DET
cana-3022	59	30	tuning	tuning	NOUN
cana-3022	59	31	and	and	CCONJ
cana-3022	59	32	internal	internal	ADJ
cana-3022	59	33	verification	verification	NOUN
cana-3022	59	34	datasets	dataset	NOUN
cana-3022	59	35	.	.	PUNCT
cana-3022	60	1	for	for	ADP
cana-3022	60	2	the	the	DET
cana-3022	60	3	tuning	tuning	NOUN
cana-3022	60	4	and	and	CCONJ
cana-3022	60	5	internal	internal	ADJ
cana-3022	60	6	validation	validation	NOUN
cana-3022	60	7	datasets	dataset	NOUN
cana-3022	60	8	,	,	PUNCT
cana-3022	60	9	lesions	lesion	NOUN
cana-3022	60	10	identified	identify	VERB
cana-3022	60	11	by	by	ADP
cana-3022	60	12	three	three	NUM
cana-3022	60	13	or	or	CCONJ
cana-3022	60	14	more	more	ADJ
cana-3022	60	15	radiologists	radiologist	NOUN
cana-3022	60	16	were	be	AUX
cana-3022	60	17	deemed	deem	VERB
cana-3022	60	18	actual	actual	ADJ
cana-3022	60	19	lesions	lesion	NOUN
cana-3022	60	20	.	.	PUNCT
cana-3022	61	1	on	on	ADP
cana-3022	61	2	the	the	DET
cana-3022	61	3	other	other	ADJ
cana-3022	61	4	hand	hand	NOUN
cana-3022	61	5	,	,	PUNCT
cana-3022	61	6	for	for	ADP
cana-3022	61	7	the	the	DET
cana-3022	61	8	training	training	NOUN
cana-3022	61	9	dataset	dataset	NOUN
cana-3022	61	10	,	,	PUNCT
cana-3022	61	11	all	all	DET
cana-3022	61	12	marked	mark	VERB
cana-3022	61	13	lesions	lesion	NOUN
cana-3022	61	14	were	be	AUX
cana-3022	61	15	considered	consider	VERB
cana-3022	61	16	real	real	ADJ
cana-3022	61	17	[	[	X
cana-3022	61	18	14	14	NUM
cana-3022	61	19	-	-	SYM
cana-3022	61	20	15	15	NUM
cana-3022	61	21	]	]	PUNCT
cana-3022	61	22	.	.	PUNCT
cana-3022	62	1	2.3	2.3	NUM
cana-3022	62	2	construction	construction	NOUN
cana-3022	62	3	of	of	ADP
cana-3022	62	4	the	the	DET
cana-3022	62	5	algorithm	algorithm	NOUN
cana-3022	62	6	:	:	PUNCT
cana-3022	62	7	the	the	DET
cana-3022	62	8	researcher	researcher	NOUN
cana-3022	62	9	used	use	VERB
cana-3022	62	10	a	a	DET
cana-3022	62	11	27	27	NUM
cana-3022	62	12	-	-	PUNCT
cana-3022	62	13	layer	layer	NOUN
cana-3022	62	14	deep	deep	ADJ
cana-3022	62	15	convolutional	convolutional	ADJ
cana-3022	62	16	neural	neural	ADJ
cana-3022	62	17	network	network	NOUN
cana-3022	62	18	with	with	ADP
cana-3022	62	19	12	12	NUM
cana-3022	62	20	residual	residual	ADJ
cana-3022	62	21	connections	connection	NOUN
cana-3022	62	22	in	in	ADP
cana-3022	62	23	this	this	DET
cana-3022	62	24	dlad	dlad	ADJ
cana-3022	62	25	method	method	NOUN
cana-3022	62	26	.	.	PUNCT
cana-3022	63	1	a	a	DET
cana-3022	63	2	semi	semi	ADJ
cana-3022	63	3	-	-	ADJ
cana-3022	63	4	supervised	supervised	ADJ
cana-3022	63	5	localisation	localisation	NOUN
cana-3022	63	6	strategy	strategy	NOUN
cana-3022	63	7	was	be	AUX
cana-3022	63	8	used	use	VERB
cana-3022	63	9	for	for	ADP
cana-3022	63	10	training	training	NOUN
cana-3022	63	11	as	as	SCONJ
cana-3022	63	12	only	only	ADV
cana-3022	63	13	part	part	NOUN
cana-3022	63	14	of	of	ADP
cana-3022	63	15	the	the	DET
cana-3022	63	16	training	training	NOUN
cana-3022	63	17	information	information	NOUN
cana-3022	63	18	was	be	AUX
cana-3022	63	19	labelled	label	VERB
cana-3022	63	20	.	.	PUNCT
cana-3022	64	1	the	the	DET
cana-3022	64	2	network	network	NOUN
cana-3022	64	3	's	's	PART
cana-3022	64	4	final	final	ADJ
cana-3022	64	5	layer	layer	NOUN
cana-3022	64	6	was	be	AUX
cana-3022	64	7	divided	divide	VERB
cana-3022	64	8	into	into	ADP
cana-3022	64	9	two	two	NUM
cana-3022	64	10	parts	part	NOUN
cana-3022	64	11	:	:	PUNCT
cana-3022	64	12	one	one	NUM
cana-3022	64	13	for	for	ADP
cana-3022	64	14	image	image	NOUN
cana-3022	64	15	-	-	PUNCT
cana-3022	64	16	wise	wise	ADJ
cana-3022	64	17	classification	classification	NOUN
cana-3022	64	18	and	and	CCONJ
cana-3022	64	19	another	another	PRON
cana-3022	64	20	for	for	ADP
cana-3022	64	21	lesion	lesion	NOUN
cana-3022	64	22	-	-	PUNCT
cana-3022	64	23	wise	wise	ADJ
cana-3022	64	24	localisation	localisation	NOUN
cana-3022	65	1	[	[	X
cana-3022	65	2	16	16	NUM
cana-3022	65	3	]	]	PUNCT
cana-3022	65	4	.	.	PUNCT
cana-3022	66	1	to	to	PART
cana-3022	66	2	exclude	exclude	VERB
cana-3022	66	3	non	non	ADJ
cana-3022	66	4	-	-	ADJ
cana-3022	66	5	lung	lung	ADJ
cana-3022	66	6	lesions	lesion	NOUN
cana-3022	66	7	from	from	ADP
cana-3022	66	8	the	the	DET
cana-3022	66	9	network	network	NOUN
cana-3022	66	10	's	's	PART
cana-3022	66	11	detection	detection	NOUN
cana-3022	66	12	capabilities	capability	NOUN
cana-3022	66	13	,	,	PUNCT
cana-3022	66	14	the	the	DET
cana-3022	66	15	localisation	localisation	NOUN
cana-3022	66	16	layer	layer	NOUN
cana-3022	66	17	has	have	VERB
cana-3022	66	18	a	a	DET
cana-3022	66	19	lung	lung	NOUN
cana-3022	66	20	segmentation	segmentation	NOUN
cana-3022	66	21	module	module	NOUN
cana-3022	66	22	.	.	PUNCT
cana-3022	67	1	the	the	DET
cana-3022	67	2	researcher	researcher	NOUN
cana-3022	67	3	randomly	randomly	ADV
cana-3022	67	4	resized	resize	VERB
cana-3022	67	5	crs	crs	PROPN
cana-3022	67	6	to	to	PART
cana-3022	67	7	cover	cover	VERB
cana-3022	67	8	the	the	DET
cana-3022	67	9	different	different	ADJ
cana-3022	67	10	lesion	lesion	NOUN
cana-3022	67	11	sizes	size	NOUN
cana-3022	67	12	before	before	ADP
cana-3022	67	13	entering	enter	VERB
cana-3022	67	14	them	they	PRON
cana-3022	67	15	into	into	ADP
cana-3022	67	16	the	the	DET
cana-3022	67	17	network	network	NOUN
cana-3022	67	18	.	.	PUNCT
cana-3022	68	1	the	the	DET
cana-3022	68	2	network	network	NOUN
cana-3022	68	3	was	be	AUX
cana-3022	68	4	designed	design	VERB
cana-3022	68	5	to	to	PART
cana-3022	68	6	be	be	AUX
cana-3022	68	7	resilient	resilient	ADJ
cana-3022	68	8	to	to	ADP
cana-3022	68	9	input	input	VERB
cana-3022	68	10	from	from	ADP
cana-3022	68	11	various	various	ADJ
cana-3022	68	12	sources	source	NOUN
cana-3022	68	13	and	and	CCONJ
cana-3022	68	14	conditions	condition	NOUN
cana-3022	68	15	by	by	ADP
cana-3022	68	16	utilising	utilise	VERB
cana-3022	68	17	image	image	NOUN
cana-3022	68	18	augmentation	augmentation	NOUN
cana-3022	68	19	methods	method	NOUN
cana-3022	68	20	such	such	ADJ
cana-3022	68	21	as	as	ADP
cana-3022	68	22	geometric	geometric	ADJ
cana-3022	68	23	procedures	procedure	NOUN
cana-3022	68	24	(	(	PUNCT
cana-3022	68	25	including	include	VERB
cana-3022	68	26	horizontal	horizontal	ADJ
cana-3022	68	27	flipping	flipping	NOUN
cana-3022	68	28	,	,	PUNCT
cana-3022	68	29	cropping	cropping	NOUN
cana-3022	68	30	,	,	PUNCT
cana-3022	68	31	along	along	ADP
cana-3022	68	32	rotation	rotation	NOUN
cana-3022	68	33	)	)	PUNCT
cana-3022	68	34	and	and	CCONJ
cana-3022	68	35	photometric	photometric	NOUN
cana-3022	68	36	procedures	procedure	NOUN
cana-3022	68	37	(	(	PUNCT
cana-3022	68	38	including	include	VERB
cana-3022	68	39	brightness	brightness	NOUN
cana-3022	68	40	,	,	PUNCT
cana-3022	68	41	contrast	contrast	NOUN
cana-3022	68	42	,	,	PUNCT
cana-3022	68	43	gamma	gamma	NOUN
cana-3022	68	44	jittering	jittering	NOUN
cana-3022	68	45	,	,	PUNCT
cana-3022	68	46	along	along	ADP
cana-3022	68	47	noise	noise	NOUN
cana-3022	68	48	injection	injection	NOUN
cana-3022	68	49	)	)	PUNCT
cana-3022	68	50	.	.	PUNCT
cana-3022	69	1	the	the	DET
cana-3022	69	2	final	final	ADJ
cana-3022	69	3	estimate	estimate	NOUN
cana-3022	69	4	was	be	AUX
cana-3022	69	5	the	the	DET
cana-3022	69	6	average	average	NOUN
cana-3022	69	7	of	of	ADP
cana-3022	69	8	three	three	NUM
cana-3022	69	9	networks	network	NOUN
cana-3022	69	10	'	'	PART
cana-3022	69	11	forecasts	forecast	NOUN
cana-3022	69	12	,	,	PUNCT
cana-3022	69	13	each	each	PRON
cana-3022	69	14	trained	train	VERB
cana-3022	69	15	with	with	ADP
cana-3022	69	16	similar	similar	ADJ
cana-3022	69	17	data	datum	NOUN
cana-3022	69	18	but	but	CCONJ
cana-3022	69	19	using	use	VERB
cana-3022	69	20	different	different	ADJ
cana-3022	69	21	hyperparameters	hyperparameter	NOUN
cana-3022	69	22	[	[	X
cana-3022	69	23	17	17	NUM
cana-3022	69	24	-	-	SYM
cana-3022	69	25	19	19	NUM
cana-3022	69	26	]	]	PUNCT
cana-3022	69	27	.	.	PUNCT
cana-3022	70	1	the	the	DET
cana-3022	70	2	classification	classification	NOUN
cana-3022	70	3	stage	stage	NOUN
cana-3022	70	4	of	of	ADP
cana-3022	70	5	dlad	dlad	NOUN
cana-3022	70	6	takes	take	VERB
cana-3022	70	7	an	an	DET
cana-3022	70	8	input	input	NOUN
cana-3022	70	9	cr	cr	NOUN
cana-3022	70	10	and	and	CCONJ
cana-3022	70	11	outputs	output	VERB
cana-3022	70	12	a	a	DET
cana-3022	70	13	continuous	continuous	ADJ
cana-3022	70	14	value	value	NOUN
cana-3022	70	15	ranging	range	VERB
cana-3022	70	16	from	from	ADP
cana-3022	70	17	0	0	NUM
cana-3022	70	18	to	to	ADP
cana-3022	70	19	1	1	NUM
cana-3022	70	20	,	,	PUNCT
cana-3022	70	21	which	which	PRON
cana-3022	70	22	is	be	AUX
cana-3022	70	23	the	the	DET
cana-3022	70	24	probability	probability	NOUN
cana-3022	70	25	of	of	ADP
cana-3022	70	26	tuberculosis	tuberculosis	NOUN
cana-3022	70	27	(	(	PUNCT
cana-3022	70	28	tb	tb	NOUN
cana-3022	70	29	)	)	PUNCT
cana-3022	70	30	at	at	ADP
cana-3022	70	31	the	the	DET
cana-3022	70	32	image	image	NOUN
cana-3022	70	33	level	level	NOUN
cana-3022	70	34	.	.	PUNCT
cana-3022	71	1	the	the	DET
cana-3022	71	2	localisation	localisation	NOUN
cana-3022	71	3	layer	layer	NOUN
cana-3022	71	4	superimposed	superimpose	VERB
cana-3022	71	5	a	a	DET
cana-3022	71	6	singlechannel	singlechannel	NOUN
cana-3022	71	7	image	image	NOUN
cana-3022	71	8	over	over	ADP
cana-3022	71	9	the	the	DET
cana-3022	71	10	input	input	NOUN
cana-3022	71	11	cr	cr	ADP
cana-3022	71	12	,	,	PUNCT
cana-3022	71	13	with	with	ADP
cana-3022	71	14	continuous	continuous	ADJ
cana-3022	71	15	values	value	NOUN
cana-3022	71	16	ranging	range	VERB
cana-3022	71	17	from	from	ADP
cana-3022	71	18	0	0	NUM
cana-3022	71	19	to	to	ADP
cana-3022	71	20	1	1	NUM
cana-3022	71	21	,	,	PUNCT
cana-3022	71	22	reflecting	reflect	VERB
cana-3022	71	23	the	the	DET
cana-3022	71	24	per	per	ADP
cana-3022	71	25	-	-	PUNCT
cana-3022	71	26	pixel	pixel	NOUN
cana-3022	71	27	probability	probability	NOUN
cana-3022	71	28	of	of	ADP
cana-3022	71	29	tb	tb	NOUN
cana-3022	71	30	.	.	PUNCT
cana-3022	72	1	2.4	2.4	NUM
cana-3022	72	2	evaluation	evaluation	NOUN
cana-3022	72	3	of	of	ADP
cana-3022	72	4	dlad	dlad	ADJ
cana-3022	72	5	capabilities	capability	NOUN
cana-3022	72	6	:	:	PUNCT
cana-3022	72	7	external	external	ADJ
cana-3022	72	8	validation	validation	NOUN
cana-3022	72	9	was	be	AUX
cana-3022	72	10	carried	carry	VERB
cana-3022	72	11	out	out	ADP
cana-3022	72	12	using	use	VERB
cana-3022	72	13	six	six	NUM
cana-3022	72	14	datasets	dataset	NOUN
cana-3022	72	15	to	to	PART
cana-3022	72	16	confirm	confirm	VERB
cana-3022	72	17	dlad	dlad	PROPN
cana-3022	72	18	's	's	PART
cana-3022	72	19	generalisation	generalisation	NOUN
cana-3022	72	20	performance	performance	NOUN
cana-3022	72	21	,	,	PUNCT
cana-3022	72	22	after	after	ADP
cana-3022	72	23	an	an	DET
cana-3022	72	24	internal	internal	ADJ
cana-3022	72	25	performance	performance	NOUN
cana-3022	72	26	assessment	assessment	NOUN
cana-3022	72	27	with	with	ADP
cana-3022	72	28	an	an	DET
cana-3022	72	29	internal	internal	ADJ
cana-3022	72	30	verification	verification	NOUN
cana-3022	72	31	dataset	dataset	NOUN
cana-3022	72	32	.	.	PUNCT
cana-3022	73	1	for	for	ADP
cana-3022	73	2	external	external	ADJ
cana-3022	73	3	dataset	dataset	NOUN
cana-3022	73	4	validation	validation	NOUN
cana-3022	73	5	,	,	PUNCT
cana-3022	73	6	two	two	NUM
cana-3022	73	7	open	open	ADJ
cana-3022	73	8	-	-	PUNCT
cana-3022	73	9	source	source	NOUN
cana-3022	73	10	datasets	dataset	NOUN
cana-3022	73	11	and	and	CCONJ
cana-3022	73	12	data	datum	NOUN
cana-3022	73	13	collected	collect	VERB
cana-3022	73	14	in	in	ADP
cana-3022	73	15	the	the	DET
cana-3022	73	16	past	past	NOUN
cana-3022	73	17	from	from	ADP
cana-3022	73	18	four	four	NUM
cana-3022	73	19	different	different	ADJ
cana-3022	73	20	institutions	institution	NOUN
cana-3022	73	21	were	be	AUX
cana-3022	73	22	used	use	VERB
cana-3022	73	23	.	.	PUNCT
cana-3022	74	1	there	there	PRON
cana-3022	74	2	were	be	VERB
cana-3022	74	3	both	both	PRON
cana-3022	74	4	typical	typical	ADJ
cana-3022	74	5	and	and	CCONJ
cana-3022	74	6	tuberculosis	tuberculosis	NOUN
cana-3022	74	7	-	-	PUNCT
cana-3022	74	8	related	relate	VERB
cana-3022	74	9	crs	crs	NOUN
cana-3022	74	10	in	in	ADP
cana-3022	74	11	the	the	DET
cana-3022	74	12	four	four	NUM
cana-3022	74	13	communications	communication	NOUN
cana-3022	74	14	on	on	ADP
cana-3022	74	15	applied	apply	VERB
cana-3022	74	16	nonlinear	nonlinear	ADJ
cana-3022	74	17	analysis	analysis	NOUN
cana-3022	74	18	issn	issn	NOUN
cana-3022	74	19	:	:	PUNCT
cana-3022	74	20	1074	1074	NUM
cana-3022	74	21	-	-	PUNCT
cana-3022	74	22	133x	133x	NUM
cana-3022	74	23	vol	vol	NOUN
cana-3022	74	24	32	32	NUM
cana-3022	74	25	no	no	NOUN
cana-3022	74	26	.	.	PUNCT
cana-3022	75	1	5s	5s	NUM
cana-3022	75	2	(	(	PUNCT
cana-3022	75	3	2025	2025	NUM
cana-3022	75	4	)	)	PUNCT
cana-3022	75	5	221	221	NUM
cana-3022	75	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3022	75	7	hospitals	hospital	NOUN
cana-3022	75	8	'	'	PART
cana-3022	75	9	datasets	dataset	NOUN
cana-3022	76	1	[	[	X
cana-3022	76	2	20	20	NUM
cana-3022	76	3	-	-	SYM
cana-3022	76	4	22	22	NUM
cana-3022	76	5	]	]	PUNCT
cana-3022	76	6	.	.	PUNCT
cana-3022	77	1	to	to	PART
cana-3022	77	2	ensure	ensure	VERB
cana-3022	77	3	an	an	DET
cana-3022	77	4	accurate	accurate	ADJ
cana-3022	77	5	evaluation	evaluation	NOUN
cana-3022	77	6	of	of	ADP
cana-3022	77	7	dlad	dlad	NOUN
cana-3022	77	8	's	's	PART
cana-3022	77	9	performance	performance	NOUN
cana-3022	77	10	,	,	PUNCT
cana-3022	77	11	crs	crs	NOUN
cana-3022	77	12	with	with	ADP
cana-3022	77	13	corresponding	correspond	VERB
cana-3022	77	14	ct	ct	NUM
cana-3022	77	15	images	image	NOUN
cana-3022	77	16	were	be	AUX
cana-3022	77	17	included	include	VERB
cana-3022	77	18	,	,	PUNCT
cana-3022	77	19	in	in	ADP
cana-3022	77	20	contrast	contrast	NOUN
cana-3022	77	21	to	to	ADP
cana-3022	77	22	the	the	DET
cana-3022	77	23	data	datum	NOUN
cana-3022	77	24	set	set	NOUN
cana-3022	77	25	's	's	PART
cana-3022	77	26	growth	growth	NOUN
cana-3022	77	27	,	,	PUNCT
cana-3022	77	28	to	to	PART
cana-3022	77	29	set	set	VERB
cana-3022	77	30	a	a	DET
cana-3022	77	31	definitive	definitive	ADJ
cana-3022	77	32	standard	standard	NOUN
cana-3022	77	33	for	for	ADP
cana-3022	77	34	classification	classification	NOUN
cana-3022	77	35	(	(	PUNCT
cana-3022	77	36	i.e.	i.e.	X
cana-3022	77	37	,	,	PUNCT
cana-3022	77	38	normal	normal	ADJ
cana-3022	77	39	cr	cr	NOUN
cana-3022	77	40	compared	compare	VERB
cana-3022	77	41	to	to	ADP
cana-3022	77	42	tuberculosis	tuberculosis	PROPN
cana-3022	77	43	cr	cr	NOUN
cana-3022	77	44	)	)	PUNCT
cana-3022	77	45	and	and	CCONJ
cana-3022	77	46	localisation	localisation	NOUN
cana-3022	77	47	(	(	PUNCT
cana-3022	77	48	i.e.	i.e.	X
cana-3022	77	49	,	,	PUNCT
cana-3022	77	50	the	the	DET
cana-3022	77	51	location	location	NOUN
cana-3022	77	52	of	of	ADP
cana-3022	77	53	the	the	DET
cana-3022	77	54	tuberculosis	tuberculosis	NOUN
cana-3022	77	55	lesion	lesion	NOUN
cana-3022	77	56	in	in	ADP
cana-3022	77	57	a	a	DET
cana-3022	77	58	tuberculosis	tuberculosis	NOUN
cana-3022	77	59	cr	cr	PRON
cana-3022	77	60	)	)	PUNCT
cana-3022	77	61	.	.	PUNCT
cana-3022	78	1	the	the	DET
cana-3022	78	2	following	follow	VERB
cana-3022	78	3	items	item	NOUN
cana-3022	78	4	were	be	AUX
cana-3022	78	5	considered	consider	VERB
cana-3022	78	6	for	for	ADP
cana-3022	78	7	inclusion	inclusion	NOUN
cana-3022	78	8	in	in	ADP
cana-3022	78	9	the	the	DET
cana-3022	78	10	tb	tb	PROPN
cana-3022	78	11	crs	crs	PROPN
cana-3022	78	12	:	:	PUNCT
cana-3022	78	13	c	c	X
cana-3022	78	14	-	-	PUNCT
cana-3022	78	15	reactive	reactive	ADJ
cana-3022	78	16	protein	protein	NOUN
cana-3022	78	17	samples	sample	NOUN
cana-3022	78	18	were	be	AUX
cana-3022	78	19	collected	collect	VERB
cana-3022	78	20	from	from	ADP
cana-3022	78	21	patients	patient	NOUN
cana-3022	78	22	with	with	ADP
cana-3022	78	23	active	active	ADJ
cana-3022	78	24	pulmonary	pulmonary	NOUN
cana-3022	78	25	tb	tb	NOUN
cana-3022	78	26	during	during	ADP
cana-3022	78	27	2016	2016	NUM
cana-3022	78	28	and	and	CCONJ
cana-3022	78	29	2017	2017	NUM
cana-3022	78	30	,	,	PUNCT
cana-3022	78	31	with	with	ADP
cana-3022	78	32	a	a	DET
cana-3022	78	33	minimum	minimum	NOUN
cana-3022	78	34	of	of	ADP
cana-3022	78	35	one	one	NUM
cana-3022	78	36	month	month	NOUN
cana-3022	78	37	between	between	ADP
cana-3022	78	38	the	the	DET
cana-3022	78	39	beginning	beginning	NOUN
cana-3022	78	40	of	of	ADP
cana-3022	78	41	therapy	therapy	NOUN
cana-3022	78	42	and	and	CCONJ
cana-3022	78	43	the	the	DET
cana-3022	78	44	collection	collection	NOUN
cana-3022	78	45	of	of	ADP
cana-3022	78	46	c	c	NOUN
cana-3022	78	47	-	-	PUNCT
cana-3022	78	48	reactive	reactive	ADJ
cana-3022	78	49	protein	protein	NOUN
cana-3022	78	50	samples	sample	NOUN
cana-3022	78	51	.	.	PUNCT
cana-3022	79	1	with	with	ADP
cana-3022	79	2	ctrelated	ctrelate	VERB
cana-3022	79	3	crs	crs	PROPN
cana-3022	79	4	spaced	space	VERB
cana-3022	79	5	no	no	DET
cana-3022	79	6	more	more	ADJ
cana-3022	79	7	than	than	ADP
cana-3022	79	8	one	one	NUM
cana-3022	79	9	month	month	NOUN
cana-3022	79	10	apart	apart	ADV
cana-3022	79	11	.	.	PUNCT
cana-3022	80	1	the	the	DET
cana-3022	80	2	tb	tb	PROPN
cana-3022	80	3	lesions	lesion	NOUN
cana-3022	80	4	were	be	AUX
cana-3022	80	5	annotated	annotate	VERB
cana-3022	80	6	separately	separately	ADV
cana-3022	80	7	using	use	VERB
cana-3022	80	8	ct	ct	NUM
cana-3022	80	9	images	image	NOUN
cana-3022	80	10	by	by	ADP
cana-3022	80	11	the	the	DET
cana-3022	80	12	board	board	NOUN
cana-3022	80	13	-	-	PUNCT
cana-3022	80	14	certified	certify	VERB
cana-3022	80	15	radiologists	radiologist	NOUN
cana-3022	80	16	at	at	ADP
cana-3022	80	17	every	every	DET
cana-3022	80	18	facility	facility	NOUN
cana-3022	80	19	.	.	PUNCT
cana-3022	81	1	for	for	ADP
cana-3022	81	2	conventional	conventional	ADJ
cana-3022	81	3	crs	crs	PROPN
cana-3022	81	4	,	,	PUNCT
cana-3022	81	5	the	the	DET
cana-3022	81	6	following	follow	VERB
cana-3022	81	7	were	be	AUX
cana-3022	81	8	the	the	DET
cana-3022	81	9	inclusion	inclusion	NOUN
cana-3022	81	10	criteria	criterion	NOUN
cana-3022	81	11	[	[	X
cana-3022	81	12	23	23	NUM
cana-3022	81	13	-	-	SYM
cana-3022	81	14	24	24	NUM
cana-3022	81	15	]	]	PUNCT
cana-3022	81	16	:	:	PUNCT
cana-3022	81	17	crs	crs	PROPN
cana-3022	81	18	were	be	AUX
cana-3022	81	19	acquired	acquire	VERB
cana-3022	81	20	between	between	ADP
cana-3022	81	21	may	may	PROPN
cana-3022	81	22	and	and	CCONJ
cana-3022	81	23	june	june	PROPN
cana-3022	81	24	of	of	ADP
cana-3022	81	25	2018	2018	NUM
cana-3022	81	26	,	,	PUNCT
cana-3022	81	27	with	with	ADP
cana-3022	81	28	similar	similar	ADJ
cana-3022	81	29	normal	normal	ADJ
cana-3022	81	30	ct	ct	PROPN
cana-3022	81	31	scans	scan	NOUN
cana-3022	81	32	performed	perform	VERB
cana-3022	81	33	at	at	ADP
cana-3022	81	34	intervals	interval	NOUN
cana-3022	81	35	of	of	ADP
cana-3022	81	36	one	one	NUM
cana-3022	81	37	month	month	NOUN
cana-3022	81	38	or	or	CCONJ
cana-3022	81	39	less	less	ADJ
cana-3022	81	40	.	.	PUNCT
cana-3022	82	1	the	the	DET
cana-3022	82	2	ct	ct	PROPN
cana-3022	82	3	scans	scan	NOUN
cana-3022	82	4	were	be	AUX
cana-3022	82	5	confirmed	confirm	VERB
cana-3022	82	6	to	to	PART
cana-3022	82	7	be	be	AUX
cana-3022	82	8	normal	normal	ADJ
cana-3022	82	9	by	by	ADP
cana-3022	82	10	radiologists	radiologist	NOUN
cana-3022	82	11	from	from	ADP
cana-3022	82	12	each	each	PRON
cana-3022	82	13	of	of	ADP
cana-3022	82	14	the	the	DET
cana-3022	82	15	participating	participate	VERB
cana-3022	82	16	institutions	institution	NOUN
cana-3022	82	17	.	.	PUNCT
cana-3022	83	1	instances	instance	NOUN
cana-3022	83	2	of	of	ADP
cana-3022	83	3	overlapping	overlap	VERB
cana-3022	83	4	with	with	ADP
cana-3022	83	5	a	a	DET
cana-3022	83	6	developing	develop	VERB
cana-3022	83	7	dataset	dataset	NOUN
cana-3022	83	8	were	be	AUX
cana-3022	83	9	not	not	PART
cana-3022	83	10	found	find	VERB
cana-3022	83	11	in	in	ADP
cana-3022	83	12	the	the	DET
cana-3022	83	13	validated	validate	VERB
cana-3022	83	14	external	external	ADJ
cana-3022	83	15	data	datum	NOUN
cana-3022	83	16	set	set	VERB
cana-3022	83	17	from	from	ADP
cana-3022	83	18	snuh	snuh	PROPN
cana-3022	83	19	.	.	PUNCT
cana-3022	84	1	two	two	NUM
cana-3022	84	2	datasets	dataset	NOUN
cana-3022	84	3	attained	attain	VERB
cana-3022	84	4	from	from	ADP
cana-3022	84	5	the	the	DET
cana-3022	84	6	us	us	PROPN
cana-3022	84	7	national	national	PROPN
cana-3022	84	8	library	library	NOUN
cana-3022	84	9	of	of	ADP
cana-3022	84	10	medication	medication	NOUN
cana-3022	84	11	are	be	AUX
cana-3022	84	12	accessible	accessible	ADJ
cana-3022	84	13	to	to	ADP
cana-3022	84	14	the	the	DET
cana-3022	84	15	public	public	NOUN
cana-3022	84	16	.	.	PUNCT
cana-3022	85	1	the	the	DET
cana-3022	85	2	tb	tb	ADP
cana-3022	85	3	testing	testing	NOUN
cana-3022	85	4	initiatives	initiative	NOUN
cana-3022	85	5	in	in	ADP
cana-3022	85	6	shenzhen	shenzhen	PROPN
cana-3022	85	7	,	,	PUNCT
cana-3022	85	8	china	china	PROPN
cana-3022	85	9	,	,	PUNCT
cana-3022	85	10	&	&	CCONJ
cana-3022	85	11	montgomery	montgomery	PROPN
cana-3022	85	12	county	county	PROPN
cana-3022	85	13	,	,	PUNCT
cana-3022	85	14	maryland	maryland	PROPN
cana-3022	85	15	,	,	PUNCT
cana-3022	85	16	both	both	PRON
cana-3022	85	17	provided	provide	VERB
cana-3022	85	18	normal	normal	ADJ
cana-3022	85	19	and	and	CCONJ
cana-3022	85	20	tb	tb	ADP
cana-3022	85	21	cr	cr	PROPN
cana-3022	85	22	datasets	dataset	NOUN
cana-3022	85	23	,	,	PUNCT
cana-3022	85	24	respectively	respectively	ADV
cana-3022	85	25	.	.	PUNCT
cana-3022	86	1	all	all	DET
cana-3022	86	2	crs	crs	PROPN
cana-3022	86	3	were	be	AUX
cana-3022	86	4	reviewed	review	VERB
cana-3022	86	5	for	for	ADP
cana-3022	86	6	tuberculosis	tuberculosis	NOUN
cana-3022	86	7	lesions	lesion	NOUN
cana-3022	86	8	and	and	CCONJ
cana-3022	86	9	nonparenchymal	nonparenchymal	ADJ
cana-3022	86	10	tb	tb	ADP
cana-3022	86	11	by	by	ADP
cana-3022	86	12	two	two	NUM
cana-3022	86	13	experienced	experienced	ADJ
cana-3022	86	14	thoracic	thoracic	NOUN
cana-3022	86	15	radiologists	radiologist	NOUN
cana-3022	86	16	who	who	PRON
cana-3022	86	17	scrutinized	scrutinize	VERB
cana-3022	86	18	through	through	ADP
cana-3022	86	19	the	the	DET
cana-3022	86	20	two	two	NUM
cana-3022	86	21	public	public	ADJ
cana-3022	86	22	databases	database	NOUN
cana-3022	86	23	.	.	PUNCT
cana-3022	87	1	the	the	DET
cana-3022	87	2	two	two	NUM
cana-3022	87	3	radiologists	radiologist	NOUN
cana-3022	87	4	examined	examine	VERB
cana-3022	87	5	the	the	DET
cana-3022	87	6	crs	crs	NOUN
cana-3022	87	7	independently	independently	ADV
cana-3022	87	8	before	before	ADP
cana-3022	87	9	reevaluating	reevaluate	VERB
cana-3022	87	10	them	they	PRON
cana-3022	87	11	together	together	ADV
cana-3022	87	12	whenever	whenever	SCONJ
cana-3022	87	13	they	they	PRON
cana-3022	87	14	disagreed	disagree	VERB
cana-3022	87	15	.	.	PUNCT
cana-3022	88	1	the	the	DET
cana-3022	88	2	dlad	dlad	NOUN
cana-3022	88	3	was	be	AUX
cana-3022	88	4	designed	design	VERB
cana-3022	88	5	to	to	PART
cana-3022	88	6	target	target	VERB
cana-3022	88	7	pulmonary	pulmonary	ADJ
cana-3022	88	8	tuberculosis	tuberculosis	NOUN
cana-3022	88	9	,	,	PUNCT
cana-3022	88	10	thus	thus	ADV
cana-3022	88	11	removing	remove	VERB
cana-3022	88	12	16	16	NUM
cana-3022	88	13	tb	tb	ADP
cana-3022	88	14	crs	crs	PROPN
cana-3022	88	15	from	from	ADP
cana-3022	88	16	the	the	DET
cana-3022	88	17	shenzhen	shenzhen	PROPN
cana-3022	88	18	dataset	dataset	PROPN
cana-3022	88	19	and	and	CCONJ
cana-3022	88	20	4	4	NUM
cana-3022	88	21	from	from	ADP
cana-3022	88	22	the	the	DET
cana-3022	88	23	montgomery	montgomery	PROPN
cana-3022	88	24	dataset	dataset	VERB
cana-3022	88	25	since	since	SCONJ
cana-3022	88	26	pleural	pleural	ADJ
cana-3022	88	27	effusion	effusion	NOUN
cana-3022	88	28	was	be	AUX
cana-3022	88	29	not	not	PART
cana-3022	88	30	always	always	ADV
cana-3022	88	31	associated	associate	VERB
cana-3022	88	32	with	with	ADP
cana-3022	88	33	tuberculosis	tuberculosis	NOUN
cana-3022	88	34	.	.	PUNCT
cana-3022	89	1	2.5	2.5	NUM
cana-3022	89	2	test	test	NOUN
cana-3022	89	3	of	of	ADP
cana-3022	89	4	observer	observer	NOUN
cana-3022	89	5	performance	performance	NOUN
cana-3022	89	6	:	:	PUNCT
cana-3022	89	7	an	an	DET
cana-3022	89	8	observer	observer	NOUN
cana-3022	89	9	performance	performance	NOUN
cana-3022	89	10	test	test	NOUN
cana-3022	89	11	was	be	AUX
cana-3022	89	12	carried	carry	VERB
cana-3022	89	13	out	out	ADP
cana-3022	89	14	to	to	PART
cana-3022	89	15	compare	compare	VERB
cana-3022	89	16	the	the	DET
cana-3022	89	17	dlad	dlad	NOUN
cana-3022	89	18	and	and	CCONJ
cana-3022	89	19	physician	physician	NOUN
cana-3022	89	20	performances	performance	NOUN
cana-3022	89	21	and	and	CCONJ
cana-3022	89	22	to	to	PART
cana-3022	89	23	determine	determine	VERB
cana-3022	89	24	whether	whether	SCONJ
cana-3022	89	25	dlad	dlad	NOUN
cana-3022	89	26	may	may	AUX
cana-3022	89	27	improve	improve	VERB
cana-3022	89	28	doctors	doctor	NOUN
cana-3022	89	29	'	'	PART
cana-3022	89	30	performances	performance	NOUN
cana-3022	89	31	.	.	PUNCT
cana-3022	90	1	five	five	NUM
cana-3022	90	2	thoracic	thoracic	NOUN
cana-3022	90	3	radiologists	radiologist	NOUN
cana-3022	90	4	with	with	ADP
cana-3022	90	5	thirteen	thirteen	NUM
cana-3022	90	6	to	to	PART
cana-3022	90	7	twenty	twenty	NUM
cana-3022	90	8	-	-	PUNCT
cana-3022	90	9	six	six	NUM
cana-3022	90	10	years	year	NOUN
cana-3022	90	11	of	of	ADP
cana-3022	90	12	experience	experience	NOUN
cana-3022	90	13	,	,	PUNCT
cana-3022	90	14	five	five	NUM
cana-3022	90	15	board	board	NOUN
cana-3022	90	16	-	-	PUNCT
cana-3022	90	17	certified	certify	VERB
cana-3022	90	18	radiologists	radiologist	NOUN
cana-3022	90	19	with	with	ADP
cana-3022	90	20	seven	seven	NUM
cana-3022	90	21	to	to	PART
cana-3022	90	22	five	five	NUM
cana-3022	90	23	years	year	NOUN
cana-3022	90	24	of	of	ADP
cana-3022	90	25	experience	experience	NOUN
cana-3022	90	26	,	,	PUNCT
cana-3022	90	27	and	and	CCONJ
cana-3022	90	28	five	five	NUM
cana-3022	90	29	non	non	ADJ
cana-3022	90	30	-	-	ADJ
cana-3022	90	31	radiology	radiology	ADJ
cana-3022	90	32	doctors	doctor	NOUN
cana-3022	90	33	made	make	VERB
cana-3022	90	34	up	up	ADP
cana-3022	90	35	the	the	DET
cana-3022	90	36	three	three	NUM
cana-3022	90	37	groups	group	NOUN
cana-3022	90	38	of	of	ADP
cana-3022	90	39	readers	reader	NOUN
cana-3022	90	40	with	with	ADP
cana-3022	90	41	different	different	ADJ
cana-3022	90	42	levels	level	NOUN
cana-3022	90	43	of	of	ADP
cana-3022	90	44	expertise	expertise	NOUN
cana-3022	90	45	.	.	PUNCT
cana-3022	91	1	there	there	PRON
cana-3022	91	2	were	be	VERB
cana-3022	91	3	two	two	NUM
cana-3022	91	4	sessions	session	NOUN
cana-3022	91	5	for	for	ADP
cana-3022	91	6	the	the	DET
cana-3022	91	7	exam	exam	NOUN
cana-3022	91	8	.	.	PUNCT
cana-3022	92	1	without	without	ADP
cana-3022	92	2	dlad	dlad	PROPN
cana-3022	92	3	's	's	PART
cana-3022	92	4	help	help	NOUN
cana-3022	92	5	,	,	PUNCT
cana-3022	92	6	each	each	DET
cana-3022	92	7	reader	reader	NOUN
cana-3022	92	8	evaluated	evaluate	VERB
cana-3022	92	9	each	each	DET
cana-3022	92	10	cr	cr	NOUN
cana-3022	92	11	in	in	ADP
cana-3022	92	12	session	session	NOUN
cana-3022	92	13	1	1	NUM
cana-3022	92	14	on	on	ADP
cana-3022	92	15	their	their	PRON
cana-3022	92	16	own	own	ADJ
cana-3022	92	17	,	,	PUNCT
cana-3022	92	18	in	in	ADP
cana-3022	92	19	a	a	DET
cana-3022	92	20	random	random	ADJ
cana-3022	92	21	sequence	sequence	NOUN
cana-3022	92	22	.	.	PUNCT
cana-3022	93	1	the	the	DET
cana-3022	93	2	localisation	localisation	NOUN
cana-3022	93	3	of	of	ADP
cana-3022	93	4	tb	tb	ADP
cana-3022	93	5	lesions	lesion	NOUN
cana-3022	93	6	on	on	ADP
cana-3022	93	7	each	each	DET
cana-3022	93	8	case	case	NOUN
cana-3022	93	9	report	report	NOUN
cana-3022	93	10	(	(	PUNCT
cana-3022	93	11	cr	cr	NOUN
cana-3022	93	12	)	)	PUNCT
cana-3022	93	13	and	and	CCONJ
cana-3022	93	14	the	the	DET
cana-3022	93	15	classification	classification	NOUN
cana-3022	93	16	of	of	ADP
cana-3022	93	17	crs	crs	PROPN
cana-3022	93	18	as	as	ADP
cana-3022	93	19	moreover	moreover	ADV
cana-3022	93	20	consuming	consume	VERB
cana-3022	93	21	lively	lively	ADJ
cana-3022	93	22	pulmonic	pulmonic	NOUN
cana-3022	93	23	tb	tb	ADP
cana-3022	93	24	findings	finding	NOUN
cana-3022	93	25	or	or	CCONJ
cana-3022	93	26	not	not	PART
cana-3022	93	27	were	be	AUX
cana-3022	93	28	requested	request	VERB
cana-3022	93	29	of	of	ADP
cana-3022	93	30	the	the	DET
cana-3022	93	31	physicians	physician	NOUN
cana-3022	93	32	.	.	PUNCT
cana-3022	94	1	to	to	PART
cana-3022	94	2	facilitate	facilitate	VERB
cana-3022	94	3	localisation	localisation	NOUN
cana-3022	94	4	,	,	PUNCT
cana-3022	94	5	doctors	doctor	NOUN
cana-3022	94	6	were	be	AUX
cana-3022	94	7	requested	request	VERB
cana-3022	94	8	to	to	PART
cana-3022	94	9	mark	mark	VERB
cana-3022	94	10	every	every	DET
cana-3022	94	11	lung	lung	NOUN
cana-3022	94	12	abnormality	abnormality	NOUN
cana-3022	94	13	associated	associate	VERB
cana-3022	94	14	with	with	ADP
cana-3022	94	15	active	active	ADJ
cana-3022	94	16	tb	tb	NOUN
cana-3022	94	17	(	(	PUNCT
cana-3022	94	18	ignoring	ignore	VERB
cana-3022	94	19	abnormalities	abnormality	NOUN
cana-3022	94	20	that	that	PRON
cana-3022	94	21	were	be	AUX
cana-3022	94	22	unlikely	unlikely	ADJ
cana-3022	94	23	to	to	PART
cana-3022	94	24	be	be	AUX
cana-3022	94	25	connected	connect	VERB
cana-3022	94	26	to	to	ADP
cana-3022	94	27	the	the	DET
cana-3022	94	28	disease	disease	NOUN
cana-3022	94	29	)	)	PUNCT
cana-3022	94	30	and	and	CCONJ
cana-3022	94	31	to	to	PART
cana-3022	94	32	indicate	indicate	VERB
cana-3022	94	33	on	on	ADP
cana-3022	94	34	a	a	DET
cana-3022	94	35	5	5	NUM
cana-3022	94	36	-	-	PUNCT
cana-3022	94	37	point	point	NOUN
cana-3022	94	38	scale	scale	NOUN
cana-3022	94	39	how	how	SCONJ
cana-3022	94	40	confident	confident	ADJ
cana-3022	94	41	they	they	PRON
cana-3022	94	42	were	be	AUX
cana-3022	94	43	about	about	ADP
cana-3022	94	44	each	each	DET
cana-3022	94	45	annotated	annotate	VERB
cana-3022	94	46	lesion	lesion	NOUN
cana-3022	94	47	[	[	X
cana-3022	94	48	25	25	NUM
cana-3022	94	49	]	]	PUNCT
cana-3022	94	50	.	.	PUNCT
cana-3022	95	1	readers	reader	NOUN
cana-3022	95	2	assessed	assess	VERB
cana-3022	95	3	each	each	DET
cana-3022	95	4	cr	cr	NOUN
cana-3022	95	5	once	once	ADV
cana-3022	95	6	again	again	ADV
cana-3022	95	7	in	in	ADP
cana-3022	95	8	session	session	NOUN
cana-3022	95	9	2	2	NUM
cana-3022	95	10	,	,	PUNCT
cana-3022	95	11	this	this	DET
cana-3022	95	12	time	time	NOUN
cana-3022	95	13	with	with	ADP
cana-3022	95	14	dlad	dlad	NOUN
cana-3022	95	15	's	's	PART
cana-3022	95	16	help	help	NOUN
cana-3022	95	17	.	.	PUNCT
cana-3022	96	1	each	each	DET
cana-3022	96	2	reader	reader	NOUN
cana-3022	96	3	was	be	AUX
cana-3022	96	4	invited	invite	VERB
cana-3022	96	5	to	to	PART
cana-3022	96	6	affirm	affirm	VERB
cana-3022	96	7	or	or	CCONJ
cana-3022	96	8	modify	modify	VERB
cana-3022	96	9	their	their	PRON
cana-3022	96	10	choice	choice	NOUN
cana-3022	96	11	as	as	ADV
cana-3022	96	12	necessary	necessary	ADJ
cana-3022	96	13	after	after	ADP
cana-3022	96	14	examining	examine	VERB
cana-3022	96	15	their	their	PRON
cana-3022	96	16	own	own	ADJ
cana-3022	96	17	original	original	ADJ
cana-3022	96	18	choices	choice	NOUN
cana-3022	96	19	from	from	ADP
cana-3022	96	20	session	session	NOUN
cana-3022	96	21	1	1	NUM
cana-3022	96	22	and	and	CCONJ
cana-3022	96	23	the	the	DET
cana-3022	96	24	dlad	dlad	PROPN
cana-3022	96	25	data	data	PROPN
cana-3022	96	26	session	session	NOUN
cana-3022	96	27	1	1	NUM
cana-3022	96	28	readers	reader	NOUN
cana-3022	96	29	did	do	AUX
cana-3022	96	30	not	not	PART
cana-3022	96	31	use	use	VERB
cana-3022	96	32	dlad	dlad	ADV
cana-3022	96	33	and	and	CCONJ
cana-3022	96	34	instead	instead	ADV
cana-3022	96	35	evaluated	evaluate	VERB
cana-3022	96	36	each	each	DET
cana-3022	96	37	cr	cr	NOUN
cana-3022	96	38	in	in	ADP
cana-3022	96	39	a	a	DET
cana-3022	96	40	random	random	ADJ
cana-3022	96	41	sequence	sequence	NOUN
cana-3022	96	42	.	.	PUNCT
cana-3022	97	1	the	the	DET
cana-3022	97	2	purpose	purpose	NOUN
cana-3022	97	3	of	of	ADP
cana-3022	97	4	this	this	DET
cana-3022	97	5	study	study	NOUN
cana-3022	97	6	was	be	AUX
cana-3022	97	7	to	to	PART
cana-3022	97	8	have	have	VERB
cana-3022	97	9	physicians	physician	NOUN
cana-3022	97	10	identify	identify	VERB
cana-3022	97	11	the	the	DET
cana-3022	97	12	tb	tb	NOUN
cana-3022	97	13	lesions	lesion	NOUN
cana-3022	97	14	on	on	ADP
cana-3022	97	15	each	each	DET
cana-3022	97	16	case	case	NOUN
cana-3022	97	17	report	report	NOUN
cana-3022	97	18	and	and	CCONJ
cana-3022	97	19	to	to	PART
cana-3022	97	20	categorise	categorise	VERB
cana-3022	97	21	the	the	DET
cana-3022	97	22	cases	case	NOUN
cana-3022	97	23	as	as	ADP
cana-3022	97	24	having	have	VERB
cana-3022	97	25	active	active	ADJ
cana-3022	97	26	pulmonary	pulmonary	ADJ
cana-3022	97	27	tuberculosis	tuberculosis	NOUN
cana-3022	97	28	or	or	CCONJ
cana-3022	97	29	not	not	PART
cana-3022	97	30	.	.	PUNCT
cana-3022	98	1	to	to	PART
cana-3022	98	2	pinpoint	pinpoint	VERB
cana-3022	98	3	the	the	DET
cana-3022	98	4	exact	exact	ADJ
cana-3022	98	5	location	location	NOUN
cana-3022	98	6	of	of	ADP
cana-3022	98	7	tb	tb	NOUN
cana-3022	98	8	,	,	PUNCT
cana-3022	98	9	doctors	doctor	NOUN
cana-3022	98	10	had	have	VERB
cana-3022	98	11	to	to	PART
cana-3022	98	12	use	use	VERB
cana-3022	98	13	a	a	DET
cana-3022	98	14	5	5	NUM
cana-3022	98	15	-	-	PUNCT
cana-3022	98	16	point	point	NOUN
cana-3022	98	17	confidence	confidence	NOUN
cana-3022	98	18	scale	scale	NOUN
cana-3022	98	19	to	to	PART
cana-3022	98	20	mark	mark	VERB
cana-3022	98	21	any	any	DET
cana-3022	98	22	lung	lung	NOUN
cana-3022	98	23	anomalies	anomaly	NOUN
cana-3022	98	24	associated	associate	VERB
cana-3022	98	25	with	with	ADP
cana-3022	98	26	the	the	DET
cana-3022	98	27	disease	disease	NOUN
cana-3022	98	28	,	,	PUNCT
cana-3022	98	29	disregarding	disregard	VERB
cana-3022	98	30	any	any	PRON
cana-3022	98	31	that	that	PRON
cana-3022	98	32	were	be	AUX
cana-3022	98	33	not	not	PART
cana-3022	98	34	likely	likely	ADJ
cana-3022	98	35	to	to	PART
cana-3022	98	36	represent	represent	VERB
cana-3022	98	37	the	the	DET
cana-3022	98	38	disease	disease	NOUN
cana-3022	98	39	,	,	PUNCT
cana-3022	98	40	about	about	ADP
cana-3022	98	41	communications	communication	NOUN
cana-3022	98	42	on	on	ADP
cana-3022	98	43	applied	apply	VERB
cana-3022	98	44	nonlinear	nonlinear	ADJ
cana-3022	98	45	analysis	analysis	NOUN
cana-3022	98	46	issn	issn	NOUN
cana-3022	98	47	:	:	PUNCT
cana-3022	98	48	1074	1074	NUM
cana-3022	98	49	-	-	PUNCT
cana-3022	98	50	133x	133x	NUM
cana-3022	98	51	vol	vol	NOUN
cana-3022	98	52	32	32	NUM
cana-3022	98	53	no	no	NOUN
cana-3022	98	54	.	.	PUNCT
cana-3022	99	1	5s	5s	NUM
cana-3022	99	2	(	(	PUNCT
cana-3022	99	3	2025	2025	NUM
cana-3022	99	4	)	)	PUNCT
cana-3022	99	5	222	222	NUM
cana-3022	99	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3022	100	1	every	every	DET
cana-3022	100	2	lesion	lesion	NOUN
cana-3022	100	3	that	that	PRON
cana-3022	100	4	has	have	AUX
cana-3022	100	5	been	be	AUX
cana-3022	100	6	marked	mark	VERB
cana-3022	100	7	(	(	PUNCT
cana-3022	100	8	regarding	regard	VERB
cana-3022	100	9	the	the	DET
cana-3022	100	10	observer	observer	NOUN
cana-3022	100	11	's	's	PART
cana-3022	100	12	performance	performance	NOUN
cana-3022	100	13	test	test	NOUN
cana-3022	100	14	interface	interface	NOUN
cana-3022	100	15	,	,	PUNCT
cana-3022	100	16	see	see	VERB
cana-3022	100	17	supplementary	supplementary	ADJ
cana-3022	100	18	figures	figure	NOUN
cana-3022	100	19	1	1	NUM
cana-3022	100	20	and	and	CCONJ
cana-3022	100	21	2	2	NUM
cana-3022	100	22	.	.	NUM
cana-3022	100	23	)	)	PUNCT
cana-3022	100	24	.	.	PUNCT
cana-3022	101	1	2.6	2.6	NUM
cana-3022	101	2	analyses	analysis	NOUN
cana-3022	101	3	statistical	statistical	ADJ
cana-3022	101	4	:	:	PUNCT
cana-3022	101	5	the	the	DET
cana-3022	101	6	entire	entire	ADJ
cana-3022	101	7	statistical	statistical	ADJ
cana-3022	101	8	analysis	analysis	NOUN
cana-3022	101	9	was	be	AUX
cana-3022	101	10	carried	carry	VERB
cana-3022	101	11	out	out	ADP
cana-3022	101	12	using	use	VERB
cana-3022	101	13	r	r	NOUN
cana-3022	101	14	,	,	PUNCT
cana-3022	101	15	specifically	specifically	ADV
cana-3022	101	16	the	the	DET
cana-3022	101	17	rjafroc	rjafroc	NOUN
cana-3022	101	18	package	package	NOUN
cana-3022	101	19	,	,	PUNCT
cana-3022	101	20	which	which	PRON
cana-3022	101	21	was	be	AUX
cana-3022	101	22	developed	develop	VERB
cana-3022	101	23	by	by	ADP
cana-3022	101	24	the	the	DET
cana-3022	101	25	r	r	NOUN
cana-3022	101	26	project	project	NOUN
cana-3022	101	27	for	for	ADP
cana-3022	101	28	statistical	statistical	ADJ
cana-3022	101	29	computing	computing	NOUN
cana-3022	101	30	in	in	ADP
cana-3022	101	31	vienna	vienna	PROPN
cana-3022	101	32	,	,	PUNCT
cana-3022	101	33	austria	austria	PROPN
cana-3022	101	34	.	.	PUNCT
cana-3022	102	1	to	to	PART
cana-3022	102	2	assess	assess	VERB
cana-3022	102	3	the	the	DET
cana-3022	102	4	accuracy	accuracy	NOUN
cana-3022	102	5	of	of	ADP
cana-3022	102	6	the	the	DET
cana-3022	102	7	classification	classification	NOUN
cana-3022	102	8	process	process	NOUN
cana-3022	102	9	for	for	ADP
cana-3022	102	10	each	each	DET
cana-3022	102	11	picture	picture	NOUN
cana-3022	102	12	,	,	PUNCT
cana-3022	102	13	use	use	VERB
cana-3022	102	14	the	the	DET
cana-3022	102	15	receiver	receiver	ADV
cana-3022	102	16	-	-	PUNCT
cana-3022	102	17	operating	operate	VERB
cana-3022	102	18	characteristic	characteristic	NOUN
cana-3022	102	19	(	(	PUNCT
cana-3022	102	20	roc	roc	PROPN
cana-3022	102	21	)	)	PUNCT
cana-3022	102	22	analyses	analysis	NOUN
cana-3022	102	23	;	;	PUNCT
cana-3022	102	24	to	to	PART
cana-3022	102	25	assess	assess	VERB
cana-3022	102	26	the	the	DET
cana-3022	102	27	accuracy	accuracy	NOUN
cana-3022	102	28	of	of	ADP
cana-3022	102	29	the	the	DET
cana-3022	102	30	localisation	localisation	NOUN
cana-3022	102	31	process	process	NOUN
cana-3022	102	32	for	for	ADP
cana-3022	102	33	each	each	DET
cana-3022	102	34	lesion	lesion	NOUN
cana-3022	102	35	,	,	PUNCT
cana-3022	102	36	the	the	DET
cana-3022	102	37	researchers	researcher	NOUN
cana-3022	102	38	used	use	VERB
cana-3022	102	39	jackknife	jackknife	NOUN
cana-3022	102	40	alternative	alternative	ADJ
cana-3022	102	41	free	free	ADJ
cana-3022	102	42	-	-	PUNCT
cana-3022	102	43	response	response	NOUN
cana-3022	102	44	roc	roc	PROPN
cana-3022	102	45	(	(	PUNCT
cana-3022	102	46	jafroc	jafroc	ADJ
cana-3022	102	47	)	)	PUNCT
cana-3022	102	48	studies	study	NOUN
cana-3022	102	49	.	.	PUNCT
cana-3022	103	1	as	as	ADP
cana-3022	103	2	levels	level	NOUN
cana-3022	103	3	of	of	ADP
cana-3022	103	4	trust	trust	NOUN
cana-3022	103	5	for	for	ADP
cana-3022	103	6	roc	roc	PROPN
cana-3022	103	7	with	with	ADP
cana-3022	103	8	jafroc	jafroc	PROPN
cana-3022	103	9	analyses	analysis	NOUN
cana-3022	103	10	,	,	PUNCT
cana-3022	103	11	accordingly	accordingly	ADV
cana-3022	103	12	,	,	PUNCT
cana-3022	103	13	for	for	ADP
cana-3022	103	14	dlad	dlad	ADJ
cana-3022	103	15	assessment	assessment	NOUN
cana-3022	103	16	,	,	PUNCT
cana-3022	103	17	we	we	PRON
cana-3022	103	18	used	use	VERB
cana-3022	103	19	the	the	DET
cana-3022	103	20	maximum	maximum	ADJ
cana-3022	103	21	pixel	pixel	ADJ
cana-3022	103	22	-	-	ADJ
cana-3022	103	23	wise	wise	ADJ
cana-3022	103	24	possibility	possibility	NOUN
cana-3022	103	25	in	in	ADP
cana-3022	103	26	a	a	DET
cana-3022	103	27	real	real	ADJ
cana-3022	103	28	lesion	lesion	NOUN
cana-3022	103	29	along	along	ADP
cana-3022	103	30	with	with	ADP
cana-3022	103	31	the	the	DET
cana-3022	103	32	image	image	NOUN
cana-3022	103	33	-	-	PUNCT
cana-3022	103	34	wise	wise	ADJ
cana-3022	103	35	probabilities	probability	NOUN
cana-3022	103	36	worth	worth	ADJ
cana-3022	103	37	of	of	ADP
cana-3022	103	38	each	each	DET
cana-3022	103	39	cr	cr	NOUN
cana-3022	103	40	.	.	PUNCT
cana-3022	104	1	in	in	ADP
cana-3022	104	2	image	image	NOUN
cana-3022	104	3	-	-	PUNCT
cana-3022	104	4	wise	wise	ADJ
cana-3022	104	5	classification	classification	NOUN
cana-3022	104	6	,	,	PUNCT
cana-3022	104	7	the	the	DET
cana-3022	104	8	doctors	doctor	NOUN
cana-3022	104	9	'	'	PART
cana-3022	104	10	degree	degree	NOUN
cana-3022	104	11	of	of	ADP
cana-3022	104	12	confidence	confidence	NOUN
cana-3022	104	13	was	be	AUX
cana-3022	104	14	determined	determine	VERB
cana-3022	104	15	by	by	ADP
cana-3022	104	16	using	use	VERB
cana-3022	104	17	the	the	DET
cana-3022	104	18	most	most	ADV
cana-3022	104	19	confidently	confidently	ADV
cana-3022	104	20	classified	classify	VERB
cana-3022	104	21	lesions	lesion	NOUN
cana-3022	104	22	in	in	ADP
cana-3022	104	23	each	each	DET
cana-3022	104	24	picture	picture	NOUN
cana-3022	104	25	.	.	PUNCT
cana-3022	105	1	the	the	DET
cana-3022	105	2	results	result	NOUN
cana-3022	105	3	assessed	assess	VERB
cana-3022	105	4	of	of	ADP
cana-3022	105	5	the	the	DET
cana-3022	105	6	roc	roc	PROPN
cana-3022	105	7	and	and	CCONJ
cana-3022	105	8	jafroc	jafroc	ADJ
cana-3022	105	9	studies	study	NOUN
cana-3022	105	10	by	by	ADP
cana-3022	105	11	calculating	calculate	VERB
cana-3022	105	12	the	the	DET
cana-3022	105	13	area	area	NOUN
cana-3022	105	14	under	under	ADP
cana-3022	105	15	the	the	DET
cana-3022	105	16	roc	roc	PROPN
cana-3022	105	17	curves	curve	NOUN
cana-3022	105	18	(	(	PUNCT
cana-3022	105	19	aurocs	auroc	NOUN
cana-3022	105	20	)	)	PUNCT
cana-3022	105	21	and	and	CCONJ
cana-3022	105	22	the	the	DET
cana-3022	105	23	various	various	ADJ
cana-3022	105	24	free	free	ADJ
cana-3022	105	25	-	-	PUNCT
cana-3022	105	26	response	response	NOUN
cana-3022	105	27	curves	curve	NOUN
cana-3022	105	28	of	of	ADP
cana-3022	105	29	roc	roc	PROPN
cana-3022	105	30	(	(	PUNCT
cana-3022	105	31	auafrocs	auafrocs	PROPN
cana-3022	105	32	)	)	PUNCT
cana-3022	105	33	,	,	PUNCT
cana-3022	105	34	respectively	respectively	ADV
cana-3022	105	35	.	.	PUNCT
cana-3022	106	1	a	a	DET
cana-3022	106	2	suggested	suggest	VERB
cana-3022	106	3	procedure	procedure	NOUN
cana-3022	106	4	was	be	AUX
cana-3022	106	5	used	use	VERB
cana-3022	106	6	to	to	PART
cana-3022	106	7	check	check	VERB
cana-3022	106	8	the	the	DET
cana-3022	106	9	statistical	statistical	ADJ
cana-3022	106	10	significance	significance	NOUN
cana-3022	106	11	.	.	PUNCT
cana-3022	107	1	the	the	DET
cana-3022	107	2	students	student	NOUN
cana-3022	107	3	&	&	CCONJ
cana-3022	107	4	the	the	DET
cana-3022	107	5	cases	case	NOUN
cana-3022	107	6	were	be	AUX
cana-3022	107	7	both	both	PRON
cana-3022	107	8	preserved	preserve	VERB
cana-3022	107	9	as	as	ADP
cana-3022	107	10	random	random	ADJ
cana-3022	107	11	effects	effect	NOUN
cana-3022	107	12	in	in	ADP
cana-3022	107	13	investigations	investigation	NOUN
cana-3022	107	14	of	of	ADP
cana-3022	107	15	the	the	DET
cana-3022	107	16	reader	reader	NOUN
cana-3022	107	17	collection	collection	NOUN
cana-3022	107	18	,	,	PUNCT
cana-3022	107	19	but	but	CCONJ
cana-3022	107	20	in	in	ADP
cana-3022	107	21	analyses	analysis	NOUN
cana-3022	107	22	of	of	ADP
cana-3022	107	23	individual	individual	ADJ
cana-3022	107	24	viewers	viewer	NOUN
cana-3022	107	25	,	,	PUNCT
cana-3022	107	26	only	only	ADV
cana-3022	107	27	the	the	DET
cana-3022	107	28	instances	instance	NOUN
cana-3022	107	29	were	be	AUX
cana-3022	107	30	analysed	analyse	VERB
cana-3022	107	31	as	as	ADP
cana-3022	107	32	random	random	ADJ
cana-3022	107	33	effects	effect	NOUN
cana-3022	107	34	.	.	PUNCT
cana-3022	108	1	in	in	ADP
cana-3022	108	2	addition	addition	NOUN
cana-3022	108	3	,	,	PUNCT
cana-3022	108	4	for	for	ADP
cana-3022	108	5	lesion	lesion	NOUN
cana-3022	108	6	-	-	PUNCT
cana-3022	108	7	based	base	VERB
cana-3022	108	8	localisation	localisation	NOUN
cana-3022	108	9	,	,	PUNCT
cana-3022	108	10	evaluate	evaluate	VERB
cana-3022	108	11	the	the	DET
cana-3022	108	12	specificities	specificity	NOUN
cana-3022	108	13	and	and	CCONJ
cana-3022	108	14	sensitivity	sensitivity	NOUN
cana-3022	108	15	of	of	ADP
cana-3022	108	16	image	image	NOUN
cana-3022	108	17	-	-	PUNCT
cana-3022	108	18	based	base	VERB
cana-3022	108	19	classification	classification	NOUN
cana-3022	108	20	and	and	CCONJ
cana-3022	108	21	the	the	DET
cana-3022	108	22	actual	actual	ADJ
cana-3022	108	23	detection	detection	NOUN
cana-3022	108	24	rate	rate	NOUN
cana-3022	108	25	,	,	PUNCT
cana-3022	108	26	which	which	PRON
cana-3022	108	27	is	be	AUX
cana-3022	108	28	defined	define	VERB
cana-3022	108	29	as	as	ADP
cana-3022	108	30	the	the	DET
cana-3022	108	31	ratio	ratio	NOUN
cana-3022	108	32	of	of	ADP
cana-3022	108	33	correctly	correctly	ADV
cana-3022	108	34	located	locate	VERB
cana-3022	108	35	lesions	lesion	NOUN
cana-3022	108	36	to	to	ADP
cana-3022	108	37	the	the	DET
cana-3022	108	38	overall	overall	ADJ
cana-3022	108	39	quantity	quantity	NOUN
cana-3022	108	40	of	of	ADP
cana-3022	108	41	lesions	lesion	NOUN
cana-3022	108	42	.	.	PUNCT
cana-3022	109	1	a	a	DET
cana-3022	109	2	high	high	ADJ
cana-3022	109	3	-	-	PUNCT
cana-3022	109	4	sensitivity	sensitivity	NOUN
cana-3022	109	5	threshold	threshold	NOUN
cana-3022	109	6	of	of	ADP
cana-3022	109	7	98	98	NUM
cana-3022	109	8	%	%	NOUN
cana-3022	109	9	for	for	ADP
cana-3022	109	10	image	image	NOUN
cana-3022	109	11	-	-	PUNCT
cana-3022	109	12	wise	wise	ADJ
cana-3022	109	13	identification	identification	NOUN
cana-3022	109	14	&	&	CCONJ
cana-3022	109	15	a	a	DET
cana-3022	109	16	high	high	ADJ
cana-3022	109	17	-	-	PUNCT
cana-3022	109	18	specificity	specificity	NOUN
cana-3022	109	19	cut	cut	NOUN
cana-3022	109	20	of	of	ADP
cana-3022	109	21	99	99	NUM
cana-3022	109	22	%	%	NOUN
cana-3022	109	23	was	be	AUX
cana-3022	109	24	obtained	obtain	VERB
cana-3022	109	25	from	from	ADP
cana-3022	109	26	in	in	ADP
cana-3022	109	27	-	-	PUNCT
cana-3022	109	28	house	house	NOUN
cana-3022	109	29	validation	validation	NOUN
cana-3022	109	30	findings	finding	NOUN
cana-3022	109	31	,	,	PUNCT
cana-3022	109	32	which	which	PRON
cana-3022	109	33	were	be	AUX
cana-3022	109	34	used	use	VERB
cana-3022	109	35	to	to	PART
cana-3022	109	36	classify	classify	VERB
cana-3022	109	37	tests	test	NOUN
cana-3022	109	38	as	as	ADP
cana-3022	109	39	positive	positive	ADJ
cana-3022	109	40	or	or	CCONJ
cana-3022	109	41	negative	negative	ADJ
cana-3022	109	42	.	.	PUNCT
cana-3022	110	1	these	these	DET
cana-3022	110	2	cutoff	cutoff	NOUN
cana-3022	110	3	values	value	NOUN
cana-3022	110	4	were	be	AUX
cana-3022	110	5	then	then	ADV
cana-3022	110	6	used	use	VERB
cana-3022	110	7	to	to	PART
cana-3022	110	8	generate	generate	VERB
cana-3022	110	9	the	the	DET
cana-3022	110	10	dlad	dlad	NOUN
cana-3022	110	11	's	's	PART
cana-3022	110	12	output	output	NOUN
cana-3022	110	13	probability	probability	NOUN
cana-3022	110	14	.	.	PUNCT
cana-3022	111	1	medical	medical	ADJ
cana-3022	111	2	professionals	professional	NOUN
cana-3022	111	3	considered	consider	VERB
cana-3022	111	4	every	every	DET
cana-3022	111	5	detected	detect	VERB
cana-3022	111	6	lesion	lesion	NOUN
cana-3022	111	7	to	to	PART
cana-3022	111	8	be	be	AUX
cana-3022	111	9	positive	positive	ADJ
cana-3022	111	10	.	.	PUNCT
cana-3022	112	1	mcnemar	mcnemar	PROPN
cana-3022	112	2	was	be	AUX
cana-3022	112	3	used	use	VERB
cana-3022	112	4	to	to	PART
cana-3022	112	5	test	test	VERB
cana-3022	112	6	and	and	CCONJ
cana-3022	112	7	compare	compare	VERB
cana-3022	112	8	the	the	DET
cana-3022	112	9	degrees	degree	NOUN
cana-3022	112	10	of	of	ADP
cana-3022	112	11	sensitivity	sensitivity	NOUN
cana-3022	112	12	,	,	PUNCT
cana-3022	112	13	and	and	CCONJ
cana-3022	112	14	reliability	reliability	NOUN
cana-3022	112	15	of	of	ADP
cana-3022	112	16	detection	detection	NOUN
cana-3022	112	17	rates	rate	NOUN
cana-3022	112	18	.	.	PUNCT
cana-3022	113	1	a	a	DET
cana-3022	113	2	difference	difference	NOUN
cana-3022	113	3	of	of	ADP
cana-3022	113	4	statistical	statistical	ADJ
cana-3022	113	5	significance	significance	NOUN
cana-3022	113	6	was	be	AUX
cana-3022	113	7	shown	show	VERB
cana-3022	113	8	by	by	ADP
cana-3022	113	9	results	result	NOUN
cana-3022	113	10	with	with	ADP
cana-3022	113	11	a	a	DET
cana-3022	113	12	value	value	NOUN
cana-3022	113	13	of	of	ADP
cana-3022	113	14	p	p	NOUN
cana-3022	113	15	less	less	ADJ
cana-3022	113	16	than	than	ADP
cana-3022	113	17	05	05	NUM
cana-3022	113	18	.	.	PUNCT
cana-3022	114	1	to	to	PART
cana-3022	114	2	fix	fix	VERB
cana-3022	114	3	the	the	DET
cana-3022	114	4	problem	problem	NOUN
cana-3022	114	5	of	of	ADP
cana-3022	114	6	numerous	numerous	ADJ
cana-3022	114	7	comparisons	comparison	NOUN
cana-3022	114	8	,	,	PUNCT
cana-3022	114	9	several	several	ADJ
cana-3022	114	10	methods	method	NOUN
cana-3022	114	11	were	be	AUX
cana-3022	114	12	used	use	VERB
cana-3022	114	13	.	.	PUNCT
cana-3022	115	1	3	3	X
cana-3022	115	2	.	.	X
cana-3022	115	3	result	result	NOUN
cana-3022	115	4	:	:	PUNCT
cana-3022	115	5	3.1	3.1	NUM
cana-3022	115	6	evaluation	evaluation	NOUN
cana-3022	115	7	and	and	CCONJ
cana-3022	115	8	verification	verification	NOUN
cana-3022	115	9	of	of	ADP
cana-3022	115	10	dlad	dlad	ADJ
cana-3022	115	11	function	function	NOUN
cana-3022	115	12	:	:	PUNCT
cana-3022	115	13	for	for	ADP
cana-3022	115	14	dlad	dlad	NOUN
cana-3022	115	15	,	,	PUNCT
cana-3022	115	16	the	the	DET
cana-3022	115	17	auroc	auroc	NOUN
cana-3022	115	18	was	be	AUX
cana-3022	115	19	0.989	0.989	NUM
cana-3022	115	20	(	(	PUNCT
cana-3022	115	21	95	95	NUM
cana-3022	115	22	%	%	NOUN
cana-3022	115	23	ci	ci	NOUN
cana-3022	115	24	,	,	PUNCT
cana-3022	115	25	0.977	0.977	NUM
cana-3022	115	26	-	-	SYM
cana-3022	115	27	0.998	0.998	NUM
cana-3022	115	28	)	)	PUNCT
cana-3022	115	29	and	and	CCONJ
cana-3022	115	30	the	the	DET
cana-3022	115	31	auafroc	auafroc	NOUN
cana-3022	115	32	was	be	AUX
cana-3022	115	33	0.978	0.978	NUM
cana-3022	115	34	(	(	PUNCT
cana-3022	115	35	96	96	NUM
cana-3022	115	36	%	%	NOUN
cana-3022	115	37	ci	ci	NOUN
cana-3022	115	38	,	,	PUNCT
cana-3022	115	39	0.967	0.967	NUM
cana-3022	115	40	-	-	SYM
cana-3022	115	41	0.989	0.989	NUM
cana-3022	115	42	)	)	PUNCT
cana-3022	115	43	in	in	ADP
cana-3022	115	44	the	the	DET
cana-3022	115	45	validation	validation	NOUN
cana-3022	115	46	dataset	dataset	VERB
cana-3022	115	47	internal	internal	PROPN
cana-3022	115	48	review	review	NOUN
cana-3022	115	49	.	.	PUNCT
cana-3022	116	1	with	with	ADP
cana-3022	116	2	a	a	DET
cana-3022	116	3	sensitivity	sensitivity	NOUN
cana-3022	116	4	level	level	NOUN
cana-3022	116	5	of	of	ADP
cana-3022	116	6	0.0267	0.0267	NUM
cana-3022	116	7	and	and	CCONJ
cana-3022	116	8	a	a	DET
cana-3022	116	9	specificity	specificity	NOUN
cana-3022	116	10	level	level	NOUN
cana-3022	116	11	of	of	ADP
cana-3022	116	12	0.5362	0.5362	NUM
cana-3022	116	13	,	,	PUNCT
cana-3022	116	14	the	the	DET
cana-3022	116	15	classification	classification	NOUN
cana-3022	116	16	limits	limit	NOUN
cana-3022	116	17	were	be	AUX
cana-3022	116	18	determined	determine	VERB
cana-3022	116	19	by	by	ADP
cana-3022	116	20	dlad	dlad	PROPN
cana-3022	116	21	's	's	PART
cana-3022	116	22	output	output	NOUN
cana-3022	116	23	probability	probability	NOUN
cana-3022	116	24	.	.	PUNCT
cana-3022	117	1	the	the	DET
cana-3022	117	2	results	result	NOUN
cana-3022	117	3	of	of	ADP
cana-3022	117	4	dlad	dlad	NOUN
cana-3022	117	5	's	's	PART
cana-3022	117	6	testing	testing	NOUN
cana-3022	117	7	on	on	ADP
cana-3022	117	8	external	external	ADJ
cana-3022	117	9	validation	validation	NOUN
cana-3022	117	10	datasets	dataset	NOUN
cana-3022	117	11	are	be	AUX
cana-3022	117	12	shown	show	VERB
cana-3022	117	13	in	in	ADP
cana-3022	117	14	figure	figure	NOUN
cana-3022	117	15	1(a	1(a	NUM
cana-3022	117	16	,	,	PUNCT
cana-3022	117	17	b	b	NOUN
cana-3022	117	18	)	)	PUNCT
cana-3022	117	19	.	.	PUNCT
cana-3022	118	1	while	while	SCONJ
cana-3022	118	2	auafrocs	auafroc	NOUN
cana-3022	118	3	were	be	AUX
cana-3022	118	4	in	in	ADP
cana-3022	118	5	the	the	DET
cana-3022	118	6	range	range	NOUN
cana-3022	118	7	of	of	ADP
cana-3022	118	8	0.974	0.974	NUM
cana-3022	118	9	to	to	ADP
cana-3022	118	10	1.001	1.001	NUM
cana-3022	118	11	,	,	PUNCT
cana-3022	118	12	aurocs	auroc	NOUN
cana-3022	118	13	were	be	AUX
cana-3022	118	14	in	in	ADP
cana-3022	118	15	the	the	DET
cana-3022	118	16	range	range	NOUN
cana-3022	118	17	of	of	ADP
cana-3022	118	18	0.978	0.978	NUM
cana-3022	118	19	to	to	ADP
cana-3022	118	20	1.001	1.001	NUM
cana-3022	118	21	.	.	PUNCT
cana-3022	119	1	communications	communication	NOUN
cana-3022	119	2	on	on	ADP
cana-3022	119	3	applied	apply	VERB
cana-3022	119	4	nonlinear	nonlinear	ADJ
cana-3022	119	5	analysis	analysis	NOUN
cana-3022	119	6	issn	issn	NOUN
cana-3022	119	7	:	:	PUNCT
cana-3022	119	8	1074	1074	NUM
cana-3022	119	9	-	-	PUNCT
cana-3022	119	10	133x	133x	NUM
cana-3022	119	11	vol	vol	NOUN
cana-3022	119	12	32	32	NUM
cana-3022	119	13	no	no	NOUN
cana-3022	119	14	.	.	PUNCT
cana-3022	120	1	5s	5s	NUM
cana-3022	120	2	(	(	PUNCT
cana-3022	120	3	2025	2025	NUM
cana-3022	120	4	)	)	PUNCT
cana-3022	120	5	223	223	NUM
cana-3022	121	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3022	121	2	figure	figure	NOUN
cana-3022	121	3	1	1	NUM
cana-3022	121	4	.	.	PUNCT
cana-3022	121	5	internal	internal	ADJ
cana-3022	121	6	and	and	CCONJ
cana-3022	121	7	external	external	ADJ
cana-3022	121	8	validation	validation	NOUN
cana-3022	121	9	of	of	ADP
cana-3022	121	10	the	the	DET
cana-3022	121	11	deep	deep	ADJ
cana-3022	121	12	learning	learning	NOUN
cana-3022	121	13	-	-	PUNCT
cana-3022	121	14	based	base	VERB
cana-3022	121	15	automated	automate	VERB
cana-3022	121	16	detection	detection	NOUN
cana-3022	121	17	algorithm	algorithm	NOUN
cana-3022	121	18	(	(	PUNCT
cana-3022	121	19	dlad	dlad	NOUN
cana-3022	121	20	)	)	PUNCT
cana-3022	121	21	.	.	PUNCT
cana-3022	122	1	3.2	3.2	NUM
cana-3022	122	2	test	test	NOUN
cana-3022	122	3	of	of	ADP
cana-3022	122	4	observer	observer	NOUN
cana-3022	122	5	performance	performance	NOUN
cana-3022	122	6	:	:	PUNCT
cana-3022	122	7	for	for	ADP
cana-3022	122	8	the	the	DET
cana-3022	122	9	first	first	ADJ
cana-3022	122	10	session	session	NOUN
cana-3022	122	11	,	,	PUNCT
cana-3022	122	12	the	the	DET
cana-3022	122	13	aurocs	auroc	NOUN
cana-3022	122	14	for	for	ADP
cana-3022	122	15	pooled	pool	VERB
cana-3022	122	16	non	non	ADJ
cana-3022	122	17	-	-	ADJ
cana-3022	122	18	radiology	radiology	ADJ
cana-3022	122	19	doctors	doctor	NOUN
cana-3022	122	20	were	be	AUX
cana-3022	122	21	0.747	0.747	NUM
cana-3022	122	22	,	,	PUNCT
cana-3022	122	23	0.947	0.947	NUM
cana-3022	122	24	,	,	PUNCT
cana-3022	122	25	and	and	CCONJ
cana-3022	122	26	0.972	0.972	NUM
cana-3022	122	27	,	,	PUNCT
cana-3022	122	28	respectively	respectively	ADV
cana-3022	122	29	;	;	PUNCT
cana-3022	122	30	for	for	ADP
cana-3022	122	31	the	the	DET
cana-3022	122	32	same	same	ADJ
cana-3022	122	33	group	group	NOUN
cana-3022	122	34	,	,	PUNCT
cana-3022	122	35	the	the	DET
cana-3022	122	36	auafrocs	auafroc	NOUN
cana-3022	122	37	were	be	AUX
cana-3022	122	38	0.664	0.664	NUM
cana-3022	122	39	,	,	PUNCT
cana-3022	122	40	0.900	0.900	NUM
cana-3022	122	41	,	,	PUNCT
cana-3022	122	42	&	&	CCONJ
cana-3022	122	43	0.925	0.925	NUM
cana-3022	122	44	.	.	PUNCT
cana-3022	123	1	the	the	DET
cana-3022	123	2	second	second	ADJ
cana-3022	123	3	session	session	NOUN
cana-3022	123	4	's	's	PART
cana-3022	123	5	aurocs	auroc	NOUN
cana-3022	123	6	were	be	AUX
cana-3022	123	7	0.850	0.850	NUM
cana-3022	123	8	aimed	aim	VERB
cana-3022	123	9	at	at	ADP
cana-3022	123	10	one	one	NUM
cana-3022	123	11	reading	reading	NOUN
cana-3022	123	12	group	group	NOUN
cana-3022	123	13	,	,	PUNCT
cana-3022	123	14	0.961	0.961	NUM
cana-3022	123	15	for	for	ADP
cana-3022	123	16	another	another	PRON
cana-3022	123	17	,	,	PUNCT
cana-3022	123	18	and	and	CCONJ
cana-3022	123	19	0.971	0.971	NUM
cana-3022	123	20	for	for	ADP
cana-3022	123	21	the	the	DET
cana-3022	123	22	third	third	ADJ
cana-3022	123	23	,	,	PUNCT
cana-3022	123	24	while	while	SCONJ
cana-3022	123	25	the	the	DET
cana-3022	123	26	corresponding	corresponding	ADJ
cana-3022	123	27	auafrocs	auafroc	NOUN
cana-3022	123	28	were	be	AUX
cana-3022	123	29	0.781	0.781	NUM
cana-3022	123	30	,	,	PUNCT
cana-3022	123	31	0.924	0.924	NUM
cana-3022	123	32	,	,	PUNCT
cana-3022	123	33	and	and	CCONJ
cana-3022	123	34	0.942	0.942	NUM
cana-3022	123	35	.	.	PUNCT
cana-3022	124	1	among	among	ADP
cana-3022	124	2	the	the	DET
cana-3022	124	3	four	four	NUM
cana-3022	124	4	reader	reader	NOUN
cana-3022	124	5	groups	group	NOUN
cana-3022	124	6	compared	compare	VERB
cana-3022	124	7	to	to	ADP
cana-3022	124	8	dlad	dlad	NOUN
cana-3022	124	9	and	and	CCONJ
cana-3022	124	10	doctors	doctor	NOUN
cana-3022	124	11	,	,	PUNCT
cana-3022	124	12	dlad	dlad	PROPN
cana-3022	124	13	performed	perform	VERB
cana-3022	124	14	better	well	ADV
cana-3022	124	15	on	on	ADP
cana-3022	124	16	the	the	DET
cana-3022	124	17	auroc	auroc	NOUN
cana-3022	124	18	and	and	CCONJ
cana-3022	124	19	auafroc	auafroc	NOUN
cana-3022	124	20	tests	test	NOUN
cana-3022	124	21	(	(	PUNCT
cana-3022	124	22	figure	figure	NOUN
cana-3022	124	23	2	2	NUM
cana-3022	124	24	a	a	DET
cana-3022	124	25	,	,	PUNCT
cana-3022	124	26	b	b	NOUN
cana-3022	124	27	)	)	PUNCT
cana-3022	124	28	.	.	PUNCT
cana-3022	125	1	figure	figure	NOUN
cana-3022	125	2	2	2	NUM
cana-3022	125	3	.	.	PUNCT
cana-3022	126	1	diagnostic	diagnostic	ADJ
cana-3022	126	2	performance	performance	NOUN
cana-3022	126	3	comparison	comparison	NOUN
cana-3022	126	4	between	between	ADP
cana-3022	126	5	physician	physician	NOUN
cana-3022	126	6	groups	group	NOUN
cana-3022	126	7	and	and	CCONJ
cana-3022	126	8	deep	deep	ADJ
cana-3022	126	9	learning	learning	NOUN
cana-3022	126	10	-	-	PUNCT
cana-3022	126	11	based	base	VERB
cana-3022	126	12	automated	automate	VERB
cana-3022	126	13	detection	detection	NOUN
cana-3022	126	14	system	system	NOUN
cana-3022	126	15	(	(	PUNCT
cana-3022	126	16	dlad	dlad	NOUN
cana-3022	126	17	)	)	PUNCT
cana-3022	126	18	when	when	SCONJ
cana-3022	126	19	tested	test	VERB
cana-3022	126	20	in	in	ADP
cana-3022	126	21	auroc	auroc	NOUN
cana-3022	126	22	,	,	PUNCT
cana-3022	126	23	dlad	dlad	PROPN
cana-3022	126	24	outperformed	outperform	VERB
cana-3022	126	25	13	13	NUM
cana-3022	126	26	out	out	ADP
cana-3022	126	27	of	of	ADP
cana-3022	126	28	15	15	NUM
cana-3022	126	29	doctors	doctor	NOUN
cana-3022	126	30	;	;	PUNCT
cana-3022	126	31	when	when	SCONJ
cana-3022	126	32	tested	test	VERB
cana-3022	126	33	in	in	ADP
cana-3022	126	34	auafroc	auafroc	NOUN
cana-3022	126	35	,	,	PUNCT
cana-3022	126	36	it	it	PRON
cana-3022	126	37	outperformed	outperform	VERB
cana-3022	126	38	every	every	DET
cana-3022	126	39	reader	reader	NOUN
cana-3022	126	40	.	.	PUNCT
cana-3022	127	1	no	no	DET
cana-3022	127	2	significant	significant	ADJ
cana-3022	127	3	gains	gain	NOUN
cana-3022	127	4	in	in	ADP
cana-3022	127	5	auroc	auroc	NOUN
cana-3022	127	6	were	be	AUX
cana-3022	127	7	detected	detect	VERB
cana-3022	127	8	across	across	ADP
cana-3022	127	9	any	any	PRON
cana-3022	127	10	of	of	ADP
cana-3022	127	11	the	the	DET
cana-3022	127	12	reading	reading	NOUN
cana-3022	127	13	groups	group	NOUN
cana-3022	127	14	when	when	SCONJ
cana-3022	127	15	comparing	compare	VERB
cana-3022	127	16	sessions	session	NOUN
cana-3022	127	17	1	1	NUM
cana-3022	127	18	and	and	CCONJ
cana-3022	127	19	2	2	NUM
cana-3022	127	20	.	.	PUNCT
cana-3022	127	21	notably	notably	ADV
cana-3022	127	22	,	,	PUNCT
cana-3022	127	23	substantial	substantial	ADJ
cana-3022	127	24	enhancements	enhancement	NOUN
cana-3022	127	25	were	be	AUX
cana-3022	127	26	seen	see	VERB
cana-3022	127	27	across	across	ADP
cana-3022	127	28	all	all	DET
cana-3022	127	29	three	three	NUM
cana-3022	127	30	reader	reader	NOUN
cana-3022	127	31	groups	group	NOUN
cana-3022	127	32	for	for	ADP
cana-3022	127	33	auafroc	auafroc	NOUN
cana-3022	127	34	(	(	PUNCT
cana-3022	127	35	refer	refer	VERB
cana-3022	127	36	to	to	ADP
cana-3022	127	37	supplementary	supplementary	ADJ
cana-3022	127	38	figure	figure	NOUN
cana-3022	127	39	3	3	NUM
cana-3022	127	40	)	)	PUNCT
cana-3022	127	41	.	.	PUNCT
cana-3022	128	1	communications	communication	NOUN
cana-3022	128	2	on	on	ADP
cana-3022	128	3	applied	apply	VERB
cana-3022	128	4	nonlinear	nonlinear	ADJ
cana-3022	128	5	analysis	analysis	NOUN
cana-3022	128	6	issn	issn	NOUN
cana-3022	128	7	:	:	PUNCT
cana-3022	128	8	1074	1074	NUM
cana-3022	128	9	-	-	PUNCT
cana-3022	128	10	133x	133x	NUM
cana-3022	128	11	vol	vol	NOUN
cana-3022	128	12	32	32	NUM
cana-3022	128	13	no	no	NOUN
cana-3022	128	14	.	.	PUNCT
cana-3022	129	1	5s	5s	NUM
cana-3022	129	2	(	(	PUNCT
cana-3022	129	3	2025	2025	NUM
cana-3022	129	4	)	)	PUNCT
cana-3022	129	5	224	224	NUM
cana-3022	129	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3022	129	7	figure	figure	NOUN
cana-3022	129	8	3	3	NUM
cana-3022	129	9	.	.	PUNCT
cana-3022	130	1	an	an	DET
cana-3022	130	2	example	example	NOUN
cana-3022	130	3	from	from	ADP
cana-3022	130	4	the	the	DET
cana-3022	130	5	performance	performance	NOUN
cana-3022	130	6	test	test	NOUN
cana-3022	130	7	for	for	ADP
cana-3022	130	8	observers	observer	NOUN
cana-3022	130	9	the	the	DET
cana-3022	130	10	chest	chest	NOUN
cana-3022	130	11	radiogram	radiogram	NOUN
cana-3022	130	12	of	of	ADP
cana-3022	130	13	a	a	DET
cana-3022	130	14	25	25	NUM
cana-3022	130	15	-	-	PUNCT
cana-3022	130	16	year	year	NOUN
cana-3022	130	17	-	-	PUNCT
cana-3022	130	18	old	old	ADJ
cana-3022	130	19	female	female	ADJ
cana-3022	130	20	persistent	persistent	NOUN
cana-3022	130	21	with	with	ADP
cana-3022	130	22	several	several	ADJ
cana-3022	130	23	satellite	satellite	NOUN
cana-3022	130	24	nodules	nodule	NOUN
cana-3022	130	25	and	and	CCONJ
cana-3022	130	26	a	a	DET
cana-3022	130	27	cavitary	cavitary	ADJ
cana-3022	130	28	mass	mass	NOUN
cana-3022	130	29	is	be	AUX
cana-3022	130	30	shown	show	VERB
cana-3022	130	31	in	in	ADP
cana-3022	130	32	figure	figure	NOUN
cana-3022	130	33	3	3	NUM
cana-3022	130	34	(	(	PUNCT
cana-3022	130	35	a	a	NOUN
cana-3022	130	36	)	)	PUNCT
cana-3022	130	37	.	.	PUNCT
cana-3022	131	1	the	the	DET
cana-3022	131	2	mass	mass	NOUN
cana-3022	131	3	and	and	CCONJ
cana-3022	131	4	the	the	DET
cana-3022	131	5	computed	compute	VERB
cana-3022	131	6	tomography	tomography	NOUN
cana-3022	131	7	scans	scan	NOUN
cana-3022	131	8	showed	show	VERB
cana-3022	131	9	good	good	ADJ
cana-3022	131	10	correspondence	correspondence	NOUN
cana-3022	131	11	.	.	PUNCT
cana-3022	132	1	the	the	DET
cana-3022	132	2	likelihood	likelihood	NOUN
cana-3022	132	3	ratio	ratio	NOUN
cana-3022	132	4	of	of	ADP
cana-3022	132	5	0.9663	0.9663	NUM
cana-3022	132	6	for	for	ADP
cana-3022	132	7	active	active	ADJ
cana-3022	132	8	pulmonary	pulmonary	NOUN
cana-3022	132	9	tb	tb	NOUN
cana-3022	132	10	was	be	AUX
cana-3022	132	11	obtained	obtain	VERB
cana-3022	132	12	in	in	ADP
cana-3022	132	13	this	this	DET
cana-3022	132	14	instance	instance	NOUN
cana-3022	132	15	by	by	ADP
cana-3022	132	16	the	the	DET
cana-3022	132	17	deep	deep	ADJ
cana-3022	132	18	learning	learning	NOUN
cana-3022	132	19	–	–	PUNCT
cana-3022	132	20	based	base	VERB
cana-3022	132	21	automated	automate	VERB
cana-3022	132	22	detection	detection	NOUN
cana-3022	132	23	method	method	NOUN
cana-3022	132	24	,	,	PUNCT
cana-3022	132	25	and	and	CCONJ
cana-3022	132	26	the	the	DET
cana-3022	132	27	lesion	lesion	NOUN
cana-3022	132	28	was	be	AUX
cana-3022	132	29	accurately	accurately	ADV
cana-3022	132	30	localised	localise	VERB
cana-3022	132	31	in	in	ADP
cana-3022	132	32	the	the	DET
cana-3022	132	33	right	right	ADJ
cana-3022	132	34	upper	upper	ADJ
cana-3022	132	35	lung	lung	NOUN
cana-3022	132	36	area	area	NOUN
cana-3022	132	37	(	(	PUNCT
cana-3022	132	38	figure	figure	NOUN
cana-3022	132	39	3	3	NUM
cana-3022	132	40	.	.	PUNCT
cana-3022	132	41	b	b	X
cana-3022	132	42	)	)	PUNCT
cana-3022	132	43	by	by	ADP
cana-3022	132	44	the	the	DET
cana-3022	132	45	classification	classification	NOUN
cana-3022	132	46	activation	activation	NOUN
cana-3022	132	47	map	map	NOUN
cana-3022	132	48	.	.	PUNCT
cana-3022	133	1	when	when	SCONJ
cana-3022	133	2	pulmonary	pulmonary	ADJ
cana-3022	133	3	tb	tb	X
cana-3022	133	4	is	be	AUX
cana-3022	133	5	active	active	ADJ
cana-3022	133	6	,	,	PUNCT
cana-3022	133	7	radiologic	radiologic	ADJ
cana-3022	133	8	abnormalities	abnormality	NOUN
cana-3022	133	9	such	such	ADJ
cana-3022	133	10	as	as	ADP
cana-3022	133	11	these	these	PRON
cana-3022	133	12	are	be	AUX
cana-3022	133	13	common	common	ADJ
cana-3022	133	14	(	(	PUNCT
cana-3022	133	15	figure	figure	NOUN
cana-3022	133	16	3	3	NUM
cana-3022	133	17	.	.	PUNCT
cana-3022	133	18	c	c	X
cana-3022	133	19	)	)	PUNCT
cana-3022	133	20	.	.	PUNCT
cana-3022	134	1	figure	figure	VERB
cana-3022	134	2	4	4	NUM
cana-3022	134	3	.	.	NOUN
cana-3022	134	4	observer	observer	NOUN
cana-3022	134	5	performance	performance	NOUN
cana-3022	134	6	test	test	NOUN
cana-3022	134	7	example	example	NOUN
cana-3022	134	8	figure	figure	NOUN
cana-3022	134	9	4	4	NUM
cana-3022	134	10	.	.	PUNCT
cana-3022	135	1	(	(	PUNCT
cana-3022	135	2	a	a	X
cana-3022	135	3	)	)	PUNCT
cana-3022	135	4	shows	show	VERB
cana-3022	135	5	the	the	DET
cana-3022	135	6	results	result	NOUN
cana-3022	135	7	of	of	ADP
cana-3022	135	8	a	a	DET
cana-3022	135	9	chest	chest	NOUN
cana-3022	135	10	radiograph	radiograph	NOUN
cana-3022	135	11	taken	take	VERB
cana-3022	135	12	of	of	ADP
cana-3022	135	13	a	a	DET
cana-3022	135	14	female	female	ADJ
cana-3022	135	15	patient	patient	NOUN
cana-3022	135	16	59	59	NUM
cana-3022	135	17	years	year	NOUN
cana-3022	135	18	old	old	ADJ
cana-3022	135	19	;	;	PUNCT
cana-3022	135	20	the	the	DET
cana-3022	135	21	dlad	dlad	NOUN
cana-3022	135	22	,	,	PUNCT
cana-3022	135	23	an	an	DET
cana-3022	135	24	automated	automate	VERB
cana-3022	135	25	detection	detection	NOUN
cana-3022	135	26	technique	technique	NOUN
cana-3022	135	27	based	base	VERB
cana-3022	135	28	on	on	ADP
cana-3022	135	29	deep	deep	ADJ
cana-3022	135	30	learning	learning	NOUN
cana-3022	135	31	,	,	PUNCT
cana-3022	135	32	yielded	yield	VERB
cana-3022	135	33	a	a	DET
cana-3022	135	34	probability	probability	NOUN
cana-3022	135	35	value	value	NOUN
cana-3022	135	36	of	of	ADP
cana-3022	135	37	0.9526	0.9526	NUM
cana-3022	135	38	,	,	PUNCT
cana-3022	135	39	along	along	ADP
cana-3022	135	40	with	with	ADP
cana-3022	135	41	a	a	DET
cana-3022	135	42	matching	match	VERB
cana-3022	135	43	classifying	classify	VERB
cana-3022	135	44	activation	activation	NOUN
cana-3022	135	45	map	map	NOUN
cana-3022	135	46	(	(	PUNCT
cana-3022	135	47	figure	figure	NOUN
cana-3022	135	48	4	4	NUM
cana-3022	135	49	.	.	PUNCT
cana-3022	135	50	b	b	X
cana-3022	135	51	)	)	PUNCT
cana-3022	135	52	,	,	PUNCT
cana-3022	135	53	which	which	PRON
cana-3022	135	54	were	be	AUX
cana-3022	135	55	first	first	ADV
cana-3022	135	56	overlooked	overlook	VERB
cana-3022	135	57	by	by	ADP
cana-3022	135	58	two	two	NUM
cana-3022	135	59	readers	reader	NOUN
cana-3022	135	60	(	(	PUNCT
cana-3022	135	61	non	non	ADJ
cana-3022	135	62	-	-	ADJ
cana-3022	135	63	radiology	radiology	ADJ
cana-3022	135	64	doctors	doctor	NOUN
cana-3022	135	65	)	)	PUNCT
cana-3022	135	66	on	on	ADP
cana-3022	135	67	the	the	DET
cana-3022	135	68	associated	associate	VERB
cana-3022	135	69	computed	compute	VERB
cana-3022	135	70	tomography	tomography	NOUN
cana-3022	135	71	picture	picture	NOUN
cana-3022	135	72	(	(	PUNCT
cana-3022	135	73	figure	figure	NOUN
cana-3022	135	74	4	4	NUM
cana-3022	135	75	.	.	PUNCT
cana-3022	135	76	c	c	X
cana-3022	135	77	)	)	PUNCT
cana-3022	135	78	.	.	PUNCT
cana-3022	136	1	communications	communication	NOUN
cana-3022	136	2	on	on	ADP
cana-3022	136	3	applied	apply	VERB
cana-3022	136	4	nonlinear	nonlinear	ADJ
cana-3022	136	5	analysis	analysis	NOUN
cana-3022	136	6	issn	issn	NOUN
cana-3022	136	7	:	:	PUNCT
cana-3022	136	8	1074	1074	NUM
cana-3022	136	9	-	-	PUNCT
cana-3022	136	10	133x	133x	NUM
cana-3022	136	11	vol	vol	NOUN
cana-3022	136	12	32	32	NUM
cana-3022	136	13	no	no	NOUN
cana-3022	136	14	.	.	PUNCT
cana-3022	137	1	5s	5s	NUM
cana-3022	137	2	(	(	PUNCT
cana-3022	137	3	2025	2025	NUM
cana-3022	137	4	)	)	PUNCT
cana-3022	137	5	225	225	NUM
cana-3022	137	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3022	137	7	after	after	ADP
cana-3022	137	8	reviewing	review	VERB
cana-3022	137	9	the	the	DET
cana-3022	137	10	dlad	dlad	PROPN
cana-3022	137	11	data	data	PROPN
cana-3022	137	12	,	,	PUNCT
cana-3022	137	13	readers	reader	NOUN
cana-3022	137	14	who	who	PRON
cana-3022	137	15	had	have	AUX
cana-3022	137	16	previously	previously	ADV
cana-3022	137	17	incorrectly	incorrectly	ADV
cana-3022	137	18	classified	classify	VERB
cana-3022	137	19	a	a	DET
cana-3022	137	20	chest	chest	NOUN
cana-3022	137	21	radiograph	radiograph	NOUN
cana-3022	137	22	changed	change	VERB
cana-3022	137	23	their	their	PRON
cana-3022	137	24	classification	classification	NOUN
cana-3022	137	25	.	.	PUNCT
cana-3022	138	1	figure	figure	NOUN
cana-3022	138	2	5	5	NUM
cana-3022	138	3	.	.	PUNCT
cana-3022	139	1	an	an	DET
cana-3022	139	2	example	example	NOUN
cana-3022	139	3	from	from	ADP
cana-3022	139	4	the	the	DET
cana-3022	139	5	performance	performance	NOUN
cana-3022	139	6	test	test	NOUN
cana-3022	139	7	for	for	ADP
cana-3022	139	8	observers	observer	NOUN
cana-3022	139	9	.	.	PUNCT
cana-3022	140	1	a	a	DET
cana-3022	140	2	35	35	NUM
cana-3022	140	3	-	-	PUNCT
cana-3022	140	4	year	year	NOUN
cana-3022	140	5	-	-	PUNCT
cana-3022	140	6	old	old	ADJ
cana-3022	140	7	female	female	ADJ
cana-3022	140	8	patient	patient	NOUN
cana-3022	140	9	's	's	PART
cana-3022	140	10	chest	chest	NOUN
cana-3022	140	11	radiograph	radiograph	NOUN
cana-3022	140	12	(	(	PUNCT
cana-3022	140	13	figure	figure	NOUN
cana-3022	140	14	5	5	NUM
cana-3022	140	15	.	.	PUNCT
cana-3022	140	16	a	a	X
cana-3022	140	17	)	)	PUNCT
cana-3022	141	1	and	and	CCONJ
cana-3022	141	2	after	after	ADP
cana-3022	141	3	looking	look	VERB
cana-3022	141	4	over	over	ADP
cana-3022	141	5	the	the	DET
cana-3022	141	6	dlad	dlad	PROPN
cana-3022	141	7	data	data	PROPN
cana-3022	141	8	,	,	PUNCT
cana-3022	141	9	two	two	NUM
cana-3022	141	10	of	of	ADP
cana-3022	141	11	the	the	DET
cana-3022	141	12	fifteen	fifteen	ADJ
cana-3022	141	13	readers	reader	NOUN
cana-3022	141	14	seven	seven	NUM
cana-3022	141	15	of	of	ADP
cana-3022	141	16	whom	whom	PRON
cana-3022	141	17	had	have	AUX
cana-3022	141	18	originally	originally	ADV
cana-3022	141	19	missed	miss	VERB
cana-3022	141	20	the	the	DET
cana-3022	141	21	lesion	lesion	NOUN
cana-3022	141	22	corrected	correct	VERB
cana-3022	141	23	their	their	PRON
cana-3022	141	24	reading	reading	NOUN
cana-3022	141	25	(	(	PUNCT
cana-3022	141	26	figure	figure	NOUN
cana-3022	141	27	5	5	NUM
cana-3022	141	28	.	.	PUNCT
cana-3022	141	29	b	b	X
cana-3022	141	30	)	)	PUNCT
cana-3022	141	31	.	.	PUNCT
cana-3022	142	1	the	the	DET
cana-3022	142	2	accompanying	accompanying	ADJ
cana-3022	142	3	computed	compute	VERB
cana-3022	142	4	tomography	tomography	NOUN
cana-3022	142	5	picture	picture	NOUN
cana-3022	142	6	(	(	PUNCT
cana-3022	142	7	figure	figure	NOUN
cana-3022	142	8	5	5	NUM
cana-3022	142	9	.	.	PUNCT
cana-3022	142	10	c	c	X
cana-3022	142	11	)	)	PUNCT
cana-3022	142	12	showed	show	VERB
cana-3022	142	13	a	a	DET
cana-3022	142	14	little	little	ADJ
cana-3022	142	15	nodular	nodular	ADJ
cana-3022	142	16	infiltrate	infiltrate	NOUN
cana-3022	142	17	in	in	ADP
cana-3022	142	18	the	the	DET
cana-3022	142	19	right	right	ADJ
cana-3022	142	20	upper	upper	ADJ
cana-3022	142	21	lung	lung	NOUN
cana-3022	142	22	region	region	NOUN
cana-3022	142	23	.	.	PUNCT
cana-3022	143	1	the	the	DET
cana-3022	143	2	lesion	lesion	NOUN
cana-3022	143	3	was	be	AUX
cana-3022	143	4	successfully	successfully	ADV
cana-3022	143	5	localised	localise	VERB
cana-3022	143	6	using	use	VERB
cana-3022	143	7	the	the	DET
cana-3022	143	8	deep	deep	ADJ
cana-3022	143	9	learning	learning	NOUN
cana-3022	143	10	-	-	PUNCT
cana-3022	143	11	based	base	VERB
cana-3022	143	12	automated	automate	VERB
cana-3022	143	13	detection	detection	NOUN
cana-3022	143	14	method	method	NOUN
cana-3022	143	15	(	(	PUNCT
cana-3022	143	16	dlad	dlad	NOUN
cana-3022	143	17	)	)	PUNCT
cana-3022	143	18	,	,	PUNCT
cana-3022	143	19	which	which	PRON
cana-3022	143	20	also	also	ADV
cana-3022	143	21	produced	produce	VERB
cana-3022	143	22	a	a	DET
cana-3022	143	23	likelihood	likelihood	NOUN
cana-3022	143	24	value	value	NOUN
cana-3022	143	25	of	of	ADP
cana-3022	143	26	0.1625	0.1625	NUM
cana-3022	143	27	.	.	PUNCT
cana-3022	144	1	while	while	SCONJ
cana-3022	144	2	twelve	twelve	NUM
cana-3022	144	3	readers	reader	NOUN
cana-3022	144	4	showed	show	VERB
cana-3022	144	5	significant	significant	ADJ
cana-3022	144	6	gains	gain	NOUN
cana-3022	144	7	in	in	ADP
cana-3022	144	8	auafroc	auafroc	NOUN
cana-3022	144	9	during	during	ADP
cana-3022	144	10	session	session	NOUN
cana-3022	144	11	two	two	NUM
cana-3022	144	12	,	,	PUNCT
cana-3022	144	13	five	five	NUM
cana-3022	144	14	readers	reader	NOUN
cana-3022	144	15	showed	show	VERB
cana-3022	144	16	remarkable	remarkable	ADJ
cana-3022	144	17	improvements	improvement	NOUN
cana-3022	144	18	in	in	ADP
cana-3022	144	19	auroc	auroc	NOUN
cana-3022	144	20	.	.	PUNCT
cana-3022	145	1	the	the	DET
cana-3022	145	2	findings	finding	NOUN
cana-3022	145	3	demonstrated	demonstrate	VERB
cana-3022	145	4	that	that	SCONJ
cana-3022	145	5	the	the	DET
cana-3022	145	6	non	non	ADJ
cana-3022	145	7	-	-	ADJ
cana-3022	145	8	radiology	radiology	ADJ
cana-3022	145	9	doctors	doctor	NOUN
cana-3022	145	10	in	in	ADP
cana-3022	145	11	the	the	DET
cana-3022	145	12	pool	pool	NOUN
cana-3022	145	13	performed	perform	VERB
cana-3022	145	14	significantly	significantly	ADV
cana-3022	145	15	better	well	ADV
cana-3022	145	16	in	in	ADP
cana-3022	145	17	session	session	NOUN
cana-3022	145	18	2	2	NUM
cana-3022	145	19	in	in	ADP
cana-3022	145	20	terms	term	NOUN
cana-3022	145	21	of	of	ADP
cana-3022	145	22	compassion	compassion	NOUN
cana-3022	145	23	,	,	PUNCT
cana-3022	145	24	specificity	specificity	NOUN
cana-3022	145	25	,	,	PUNCT
cana-3022	145	26	and	and	CCONJ
cana-3022	145	27	accurate	accurate	ADJ
cana-3022	145	28	recognition	recognition	NOUN
cana-3022	145	29	rates	rate	NOUN
cana-3022	145	30	,	,	PUNCT
cana-3022	145	31	while	while	SCONJ
cana-3022	145	32	the	the	DET
cana-3022	145	33	board	board	NOUN
cana-3022	145	34	-	-	PUNCT
cana-3022	145	35	certified	certify	VERB
cana-3022	145	36	radiotherapist	radiotherapist	NOUN
cana-3022	145	37	in	in	ADP
cana-3022	145	38	the	the	DET
cana-3022	145	39	pool	pool	NOUN
cana-3022	145	40	performed	perform	VERB
cana-3022	145	41	significantly	significantly	ADV
cana-3022	145	42	better	well	ADV
cana-3022	145	43	in	in	ADP
cana-3022	145	44	terms	term	NOUN
cana-3022	145	45	of	of	ADP
cana-3022	145	46	sensitivity	sensitivity	NOUN
cana-3022	145	47	and	and	CCONJ
cana-3022	145	48	true	true	ADJ
cana-3022	145	49	uncovering	uncovering	NOUN
cana-3022	145	50	rates	rate	NOUN
cana-3022	145	51	.	.	PUNCT
cana-3022	146	1	only	only	ADV
cana-3022	146	2	in	in	ADP
cana-3022	146	3	session	session	NOUN
cana-3022	146	4	2	2	NUM
cana-3022	146	5	did	do	AUX
cana-3022	146	6	the	the	DET
cana-3022	146	7	combined	combine	VERB
cana-3022	146	8	thoracic	thoracic	NOUN
cana-3022	146	9	radiologists	radiologist	NOUN
cana-3022	146	10	show	show	VERB
cana-3022	146	11	a	a	DET
cana-3022	146	12	statistically	statistically	ADV
cana-3022	146	13	significant	significant	ADJ
cana-3022	146	14	improvement	improvement	NOUN
cana-3022	146	15	in	in	ADP
cana-3022	146	16	the	the	DET
cana-3022	146	17	error	error	NOUN
cana-3022	146	18	-	-	PUNCT
cana-3022	146	19	free	free	ADJ
cana-3022	146	20	detection	detection	NOUN
cana-3022	146	21	rate	rate	NOUN
cana-3022	146	22	.	.	PUNCT
cana-3022	147	1	representative	representative	ADJ
cana-3022	147	2	photos	photo	NOUN
cana-3022	147	3	from	from	ADP
cana-3022	147	4	an	an	DET
cana-3022	147	5	observer	observer	NOUN
cana-3022	147	6	's	's	PART
cana-3022	147	7	performance	performance	NOUN
cana-3022	147	8	test	test	NOUN
cana-3022	147	9	are	be	AUX
cana-3022	147	10	shown	show	VERB
cana-3022	147	11	in	in	ADP
cana-3022	147	12	figures	figure	NOUN
cana-3022	147	13	3–5	3–5	NUM
cana-3022	147	14	.	.	NOUN
cana-3022	147	15	4	4	NUM
cana-3022	147	16	.	.	X
cana-3022	147	17	conclusion	conclusion	NOUN
cana-3022	147	18	:	:	PUNCT
cana-3022	147	19	the	the	DET
cana-3022	147	20	researcher	researcher	NOUN
cana-3022	147	21	achieved	achieve	VERB
cana-3022	147	22	amazing	amazing	ADJ
cana-3022	147	23	results	result	NOUN
cana-3022	147	24	in	in	ADP
cana-3022	147	25	both	both	CCONJ
cana-3022	147	26	the	the	DET
cana-3022	147	27	in	in	ADP
cana-3022	147	28	-	-	PUNCT
cana-3022	147	29	house	house	NOUN
cana-3022	147	30	dataset	dataset	NOUN
cana-3022	147	31	and	and	CCONJ
cana-3022	147	32	six	six	NUM
cana-3022	147	33	separate	separate	ADJ
cana-3022	147	34	datasets	dataset	NOUN
cana-3022	147	35	after	after	ADP
cana-3022	147	36	developing	develop	VERB
cana-3022	147	37	and	and	CCONJ
cana-3022	147	38	validating	validate	VERB
cana-3022	147	39	dlad	dlad	ADJ
cana-3022	147	40	algorithms	algorithm	NOUN
cana-3022	147	41	for	for	ADP
cana-3022	147	42	active	active	ADJ
cana-3022	147	43	pulmonic	pulmonic	NOUN
cana-3022	147	44	tb	tb	NOUN
cana-3022	147	45	on	on	ADP
cana-3022	147	46	crs	crs	PROPN
cana-3022	147	47	.	.	PUNCT
cana-3022	148	1	image	image	NOUN
cana-3022	148	2	-	-	PUNCT
cana-3022	148	3	wise	wise	ADJ
cana-3022	148	4	categorisation	categorisation	NOUN
cana-3022	148	5	and	and	CCONJ
cana-3022	148	6	lesion	lesion	NOUN
cana-3022	148	7	-	-	PUNCT
cana-3022	148	8	wise	wise	ADJ
cana-3022	148	9	localisation	localisation	NOUN
cana-3022	148	10	were	be	AUX
cana-3022	148	11	two	two	NUM
cana-3022	148	12	areas	area	NOUN
cana-3022	148	13	where	where	SCONJ
cana-3022	148	14	dlad	dlad	PROPN
cana-3022	148	15	surpassed	surpass	VERB
cana-3022	148	16	most	most	ADJ
cana-3022	148	17	physicians	physician	NOUN
cana-3022	148	18	,	,	PUNCT
cana-3022	148	19	even	even	ADV
cana-3022	148	20	thoracic	thoracic	NOUN
cana-3022	148	21	radiologists	radiologist	NOUN
cana-3022	148	22	.	.	PUNCT
cana-3022	149	1	researchers	researcher	NOUN
cana-3022	149	2	demonstrated	demonstrate	VERB
cana-3022	149	3	that	that	SCONJ
cana-3022	149	4	dlad	dlad	PROPN
cana-3022	149	5	improved	improve	VERB
cana-3022	149	6	the	the	DET
cana-3022	149	7	localisation	localisation	NOUN
cana-3022	149	8	of	of	ADP
cana-3022	149	9	lesions	lesion	NOUN
cana-3022	149	10	by	by	ADP
cana-3022	149	11	physicians	physician	NOUN
cana-3022	149	12	.	.	PUNCT
cana-3022	150	1	the	the	DET
cana-3022	150	2	dlad	dlad	ADJ
cana-3022	150	3	algorithm	algorithm	PROPN
cana-3022	150	4	has	have	VERB
cana-3022	150	5	the	the	DET
cana-3022	150	6	following	follow	VERB
cana-3022	150	7	strengths	strength	NOUN
cana-3022	150	8	:	:	PUNCT
cana-3022	150	9	first	first	ADV
cana-3022	150	10	,	,	PUNCT
cana-3022	150	11	tested	test	VERB
cana-3022	150	12	dlad	dlad	ADV
cana-3022	150	13	with	with	ADP
cana-3022	150	14	6	6	NUM
cana-3022	150	15	independent	independent	ADJ
cana-3022	150	16	datasets	dataset	NOUN
cana-3022	150	17	of	of	ADP
cana-3022	150	18	crs	crs	PROPN
cana-3022	150	19	from	from	ADP
cana-3022	150	20	various	various	ADJ
cana-3022	150	21	nations	nation	NOUN
cana-3022	150	22	and	and	CCONJ
cana-3022	150	23	quality	quality	NOUN
cana-3022	150	24	levels	level	NOUN
cana-3022	150	25	.	.	PUNCT
cana-3022	151	1	dlad	dlad	PROPN
cana-3022	151	2	performed	perform	VERB
cana-3022	151	3	better	well	ADV
cana-3022	151	4	than	than	ADP
cana-3022	151	5	a	a	DET
cana-3022	151	6	commercial	commercial	ADJ
cana-3022	151	7	software	software	NOUN
cana-3022	151	8	communications	communication	NOUN
cana-3022	151	9	on	on	ADP
cana-3022	151	10	applied	apply	VERB
cana-3022	151	11	nonlinear	nonlinear	ADJ
cana-3022	151	12	analysis	analysis	NOUN
cana-3022	151	13	issn	issn	NOUN
cana-3022	151	14	:	:	PUNCT
cana-3022	151	15	1074	1074	NUM
cana-3022	151	16	-	-	PUNCT
cana-3022	151	17	133x	133x	NUM
cana-3022	151	18	vol	vol	NOUN
cana-3022	151	19	32	32	NUM
cana-3022	151	20	no	no	NOUN
cana-3022	151	21	.	.	PUNCT
cana-3022	152	1	5s	5s	NUM
cana-3022	152	2	(	(	PUNCT
cana-3022	152	3	2025	2025	NUM
cana-3022	152	4	)	)	PUNCT
cana-3022	153	1	226	226	NUM
cana-3022	153	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3022	153	3	package	package	NOUN
cana-3022	153	4	in	in	ADP
cana-3022	153	5	all	all	DET
cana-3022	153	6	permutations	permutation	NOUN
cana-3022	153	7	,	,	PUNCT
cana-3022	153	8	demonstrating	demonstrate	VERB
cana-3022	153	9	good	good	ADJ
cana-3022	153	10	generalisability	generalisability	NOUN
cana-3022	153	11	.	.	PUNCT
cana-3022	154	1	second	second	ADJ
cana-3022	154	2	,	,	PUNCT
cana-3022	154	3	dlad	dlad	ADV
cana-3022	154	4	to	to	ADP
cana-3022	154	5	a	a	DET
cana-3022	154	6	variety	variety	NOUN
cana-3022	154	7	of	of	ADP
cana-3022	154	8	doctors	doctor	NOUN
cana-3022	154	9	,	,	PUNCT
cana-3022	154	10	including	include	VERB
cana-3022	154	11	thoracic	thoracic	NOUN
cana-3022	154	12	radiologists	radiologist	NOUN
cana-3022	154	13	.	.	PUNCT
cana-3022	155	1	despite	despite	SCONJ
cana-3022	155	2	earlier	early	ADJ
cana-3022	155	3	research	research	NOUN
cana-3022	155	4	comparing	compare	VERB
cana-3022	155	5	commercial	commercial	ADJ
cana-3022	155	6	software	software	NOUN
cana-3022	155	7	to	to	ADP
cana-3022	155	8	skilled	skilled	ADJ
cana-3022	155	9	nonexpert	nonexpert	ADJ
cana-3022	155	10	readers	reader	NOUN
cana-3022	155	11	,	,	PUNCT
cana-3022	155	12	its	its	PRON
cana-3022	155	13	performance	performance	NOUN
cana-3022	155	14	was	be	AUX
cana-3022	155	15	shown	show	VERB
cana-3022	155	16	to	to	PART
cana-3022	155	17	be	be	AUX
cana-3022	155	18	inferior	inferior	ADJ
cana-3022	155	19	to	to	ADP
cana-3022	155	20	radiologists	radiologist	NOUN
cana-3022	155	21	.	.	PUNCT
cana-3022	156	1	the	the	DET
cana-3022	156	2	work	work	NOUN
cana-3022	156	3	is	be	AUX
cana-3022	156	4	the	the	DET
cana-3022	156	5	first	first	ADJ
cana-3022	156	6	to	to	PART
cana-3022	156	7	reveal	reveal	VERB
cana-3022	156	8	an	an	DET
cana-3022	156	9	automated	automate	VERB
cana-3022	156	10	system	system	NOUN
cana-3022	156	11	that	that	PRON
cana-3022	156	12	can	can	AUX
cana-3022	156	13	diagnose	diagnose	VERB
cana-3022	156	14	active	active	ADJ
cana-3022	156	15	pulmonary	pulmonary	NOUN
cana-3022	156	16	tb	tb	ADP
cana-3022	156	17	better	well	ADJ
cana-3022	156	18	than	than	ADP
cana-3022	156	19	doctors	doctor	NOUN
cana-3022	156	20	and	and	CCONJ
cana-3022	156	21	thoracic	thoracic	NOUN
cana-3022	156	22	radiologists	radiologist	NOUN
cana-3022	156	23	.	.	PUNCT
cana-3022	157	1	finally	finally	ADV
cana-3022	157	2	,	,	PUNCT
cana-3022	157	3	the	the	DET
cana-3022	157	4	third	third	ADJ
cana-3022	157	5	and	and	CCONJ
cana-3022	157	6	most	most	ADV
cana-3022	157	7	prevalent	prevalent	ADJ
cana-3022	157	8	application	application	NOUN
cana-3022	157	9	of	of	ADP
cana-3022	157	10	automated	automate	VERB
cana-3022	157	11	detection	detection	NOUN
cana-3022	157	12	methods	method	NOUN
cana-3022	157	13	in	in	ADP
cana-3022	157	14	clinical	clinical	ADJ
cana-3022	157	15	settings	setting	NOUN
cana-3022	157	16	was	be	AUX
cana-3022	157	17	to	to	PART
cana-3022	157	18	evaluate	evaluate	VERB
cana-3022	157	19	the	the	DET
cana-3022	157	20	dlad	dlad	NOUN
cana-3022	157	21	in	in	ADP
cana-3022	157	22	a	a	DET
cana-3022	157	23	second	second	ADJ
cana-3022	157	24	reader	reader	NOUN
cana-3022	157	25	.	.	PUNCT
cana-3022	158	1	dlad	dlad	PROPN
cana-3022	158	2	improved	improve	VERB
cana-3022	158	3	the	the	DET
cana-3022	158	4	sensitivity	sensitivity	NOUN
cana-3022	158	5	and	and	CCONJ
cana-3022	158	6	specificity	specificity	NOUN
cana-3022	158	7	of	of	ADP
cana-3022	158	8	nonradiology	nonradiology	NOUN
cana-3022	158	9	physicians	physician	NOUN
cana-3022	158	10	.	.	PUNCT
cana-3022	159	1	dlad	dlad	PROPN
cana-3022	159	2	increased	increase	VERB
cana-3022	159	3	sensitivity	sensitivity	NOUN
cana-3022	159	4	in	in	ADP
cana-3022	159	5	radiologists	radiologist	NOUN
cana-3022	159	6	who	who	PRON
cana-3022	159	7	have	have	AUX
cana-3022	159	8	earned	earn	VERB
cana-3022	159	9	their	their	PRON
cana-3022	159	10	board	board	NOUN
cana-3022	159	11	certification	certification	NOUN
cana-3022	159	12	.	.	PUNCT
cana-3022	160	1	at	at	ADP
cana-3022	160	2	last	last	ADJ
cana-3022	160	3	,	,	PUNCT
cana-3022	160	4	our	our	PRON
cana-3022	160	5	dlad	dlad	NOUN
cana-3022	160	6	made	make	VERB
cana-3022	160	7	it	it	PRON
cana-3022	160	8	possible	possible	ADJ
cana-3022	160	9	to	to	PART
cana-3022	160	10	localise	localise	VERB
cana-3022	160	11	lesions	lesion	NOUN
cana-3022	160	12	and	and	CCONJ
cana-3022	160	13	classify	classify	VERB
cana-3022	160	14	images	image	NOUN
cana-3022	160	15	individually	individually	ADV
cana-3022	160	16	.	.	PUNCT
cana-3022	161	1	it	it	PRON
cana-3022	161	2	is	be	AUX
cana-3022	161	3	debatable	debatable	ADJ
cana-3022	161	4	if	if	SCONJ
cana-3022	161	5	image	image	NOUN
cana-3022	161	6	-	-	PUNCT
cana-3022	161	7	wise	wise	ADJ
cana-3022	161	8	classification	classification	NOUN
cana-3022	161	9	is	be	AUX
cana-3022	161	10	more	more	ADV
cana-3022	161	11	therapeutically	therapeutically	ADV
cana-3022	161	12	relevant	relevant	ADJ
cana-3022	161	13	than	than	ADP
cana-3022	161	14	localising	localise	VERB
cana-3022	161	15	each	each	DET
cana-3022	161	16	tuberculosis	tuberculosis	NOUN
cana-3022	161	17	lesion	lesion	NOUN
cana-3022	161	18	on	on	ADP
cana-3022	161	19	cr	cr	PROPN
cana-3022	161	20	.	.	PUNCT
cana-3022	162	1	doctors	doctor	NOUN
cana-3022	162	2	'	'	PART
cana-3022	162	3	confidence	confidence	NOUN
cana-3022	162	4	in	in	ADP
cana-3022	162	5	the	the	DET
cana-3022	162	6	dlad	dlad	ADJ
cana-3022	162	7	model	model	NOUN
cana-3022	162	8	can	can	AUX
cana-3022	162	9	increase	increase	VERB
cana-3022	162	10	if	if	SCONJ
cana-3022	162	11	localisation	localisation	NOUN
cana-3022	162	12	helps	help	VERB
cana-3022	162	13	them	they	PRON
cana-3022	162	14	comprehend	comprehend	VERB
cana-3022	162	15	the	the	DET
cana-3022	162	16	model	model	NOUN
cana-3022	162	17	's	's	PART
cana-3022	162	18	output	output	NOUN
cana-3022	162	19	.	.	PUNCT
cana-3022	163	1	understanding	understand	VERB
cana-3022	163	2	how	how	SCONJ
cana-3022	163	3	a	a	DET
cana-3022	163	4	deep	deep	ADJ
cana-3022	163	5	learning	learning	NOUN
cana-3022	163	6	model	model	NOUN
cana-3022	163	7	explains	explain	VERB
cana-3022	163	8	its	its	PRON
cana-3022	163	9	output	output	NOUN
cana-3022	163	10	is	be	AUX
cana-3022	163	11	crucial	crucial	ADJ
cana-3022	163	12	for	for	ADP
cana-3022	163	13	determining	determine	VERB
cana-3022	163	14	its	its	PRON
cana-3022	163	15	reliability	reliability	NOUN
cana-3022	163	16	.	.	PUNCT
cana-3022	164	1	doctors	doctor	NOUN
cana-3022	164	2	may	may	AUX
cana-3022	164	3	be	be	AUX
cana-3022	164	4	hesitant	hesitant	ADJ
cana-3022	164	5	to	to	PART
cana-3022	164	6	adopt	adopt	VERB
cana-3022	164	7	black	black	ADJ
cana-3022	164	8	box	box	NOUN
cana-3022	164	9	algorithms	algorithm	NOUN
cana-3022	164	10	due	due	ADP
cana-3022	164	11	to	to	ADP
cana-3022	164	12	the	the	DET
cana-3022	164	13	lack	lack	NOUN
cana-3022	164	14	of	of	ADP
cana-3022	164	15	transparency	transparency	NOUN
cana-3022	164	16	around	around	ADP
cana-3022	164	17	its	its	PRON
cana-3022	164	18	inputs	input	NOUN
cana-3022	164	19	and	and	CCONJ
cana-3022	164	20	outputs	output	NOUN
cana-3022	164	21	,	,	PUNCT
cana-3022	164	22	which	which	PRON
cana-3022	164	23	might	might	AUX
cana-3022	164	24	lead	lead	VERB
cana-3022	164	25	to	to	ADP
cana-3022	164	26	catastrophic	catastrophic	ADJ
cana-3022	164	27	mistakes	mistake	NOUN
cana-3022	164	28	in	in	ADP
cana-3022	164	29	medical	medical	ADJ
cana-3022	164	30	applications	application	NOUN
cana-3022	164	31	.	.	PUNCT
cana-3022	165	1	by	by	ADP
cana-3022	165	2	surpassing	surpass	VERB
cana-3022	165	3	thoracic	thoracic	NOUN
cana-3022	165	4	radiologists	radiologist	NOUN
cana-3022	165	5	'	'	PART
cana-3022	165	6	(	(	PUNCT
cana-3022	165	7	dlad	dlad	ADJ
cana-3022	165	8	)	)	PUNCT
cana-3022	165	9	localisation	localisation	NOUN
cana-3022	165	10	performance	performance	NOUN
cana-3022	165	11	in	in	ADP
cana-3022	165	12	lesion	lesion	NOUN
cana-3022	165	13	-	-	PUNCT
cana-3022	165	14	wise	wise	ADJ
cana-3022	165	15	and	and	CCONJ
cana-3022	165	16	by	by	ADP
cana-3022	165	17	enhancing	enhance	VERB
cana-3022	165	18	doctors	doctor	NOUN
cana-3022	165	19	'	'	PART
cana-3022	165	20	localisation	localisation	NOUN
cana-3022	165	21	performance	performance	NOUN
cana-3022	165	22	after	after	ADP
cana-3022	165	23	dlad	dlad	PROPN
cana-3022	165	24	data	datum	NOUN
cana-3022	165	25	analysis	analysis	NOUN
cana-3022	165	26	,	,	PUNCT
cana-3022	165	27	our	our	PRON
cana-3022	165	28	dlad	dlad	NOUN
cana-3022	165	29	seems	seem	VERB
cana-3022	165	30	to	to	PART
cana-3022	165	31	be	be	AUX
cana-3022	165	32	capable	capable	ADJ
cana-3022	165	33	of	of	ADP
cana-3022	165	34	depicting	depict	VERB
cana-3022	165	35	the	the	DET
cana-3022	165	36	decision	decision	NOUN
cana-3022	165	37	reasoning	reasoning	NOUN
cana-3022	165	38	.	.	PUNCT
cana-3022	166	1	the	the	DET
cana-3022	166	2	dlad	dlad	NOUN
cana-3022	166	3	has	have	VERB
cana-3022	166	4	two	two	NUM
cana-3022	166	5	potential	potential	ADJ
cana-3022	166	6	uses	use	NOUN
cana-3022	166	7	in	in	ADP
cana-3022	166	8	the	the	DET
cana-3022	166	9	medical	medical	ADJ
cana-3022	166	10	field	field	NOUN
cana-3022	166	11	.	.	PUNCT
cana-3022	167	1	to	to	PART
cana-3022	167	2	begin	begin	VERB
cana-3022	167	3	with	with	ADP
cana-3022	167	4	,	,	PUNCT
cana-3022	167	5	the	the	DET
cana-3022	167	6	dlad	dlad	NOUN
cana-3022	167	7	has	have	VERB
cana-3022	167	8	the	the	DET
cana-3022	167	9	potential	potential	NOUN
cana-3022	167	10	to	to	PART
cana-3022	167	11	serve	serve	VERB
cana-3022	167	12	as	as	ADP
cana-3022	167	13	an	an	DET
cana-3022	167	14	additional	additional	ADJ
cana-3022	167	15	pair	pair	NOUN
cana-3022	167	16	of	of	ADP
cana-3022	167	17	eyes	eye	NOUN
cana-3022	167	18	in	in	ADP
cana-3022	167	19	clinical	clinical	ADJ
cana-3022	167	20	practice	practice	NOUN
cana-3022	167	21	,	,	PUNCT
cana-3022	167	22	enhancing	enhance	VERB
cana-3022	167	23	the	the	DET
cana-3022	167	24	efficiency	efficiency	NOUN
cana-3022	167	25	and	and	CCONJ
cana-3022	167	26	effectiveness	effectiveness	NOUN
cana-3022	167	27	of	of	ADP
cana-3022	167	28	doctors	doctor	NOUN
cana-3022	167	29	treating	treat	VERB
cana-3022	167	30	active	active	ADJ
cana-3022	167	31	tb	tb	NOUN
cana-3022	167	32	,	,	PUNCT
cana-3022	167	33	particularly	particularly	ADV
cana-3022	167	34	in	in	ADP
cana-3022	167	35	primary	primary	ADJ
cana-3022	167	36	care	care	NOUN
cana-3022	167	37	and	and	CCONJ
cana-3022	167	38	community	community	NOUN
cana-3022	167	39	-	-	PUNCT
cana-3022	167	40	based	base	VERB
cana-3022	167	41	settings	setting	NOUN
cana-3022	167	42	where	where	SCONJ
cana-3022	167	43	general	general	ADJ
cana-3022	167	44	practitioners	practitioner	NOUN
cana-3022	167	45	,	,	PUNCT
cana-3022	167	46	not	not	PART
cana-3022	167	47	radiologists	radiologist	NOUN
cana-3022	167	48	,	,	PUNCT
cana-3022	167	49	should	should	AUX
cana-3022	167	50	be	be	AUX
cana-3022	167	51	interpreting	interpret	VERB
cana-3022	167	52	clinical	clinical	ADJ
cana-3022	167	53	reports	report	NOUN
cana-3022	167	54	.	.	PUNCT
cana-3022	168	1	second	second	ADJ
cana-3022	168	2	,	,	PUNCT
cana-3022	168	3	when	when	SCONJ
cana-3022	168	4	it	it	PRON
cana-3022	168	5	comes	come	VERB
cana-3022	168	6	to	to	ADP
cana-3022	168	7	tb	tb	PROPN
cana-3022	168	8	cr	cr	PROPN
cana-3022	168	9	classification	classification	NOUN
cana-3022	168	10	,	,	PUNCT
cana-3022	168	11	our	our	PRON
cana-3022	168	12	dlad	dlad	NOUN
cana-3022	168	13	beats	beat	VERB
cana-3022	168	14	thoracic	thoracic	NOUN
cana-3022	168	15	radiologists	radiologist	NOUN
cana-3022	168	16	,	,	PUNCT
cana-3022	168	17	which	which	PRON
cana-3022	168	18	might	might	AUX
cana-3022	168	19	mean	mean	VERB
cana-3022	168	20	it	it	PRON
cana-3022	168	21	can	can	AUX
cana-3022	168	22	screen	screen	VERB
cana-3022	168	23	patients	patient	NOUN
cana-3022	168	24	or	or	CCONJ
cana-3022	168	25	triage	triage	NOUN
cana-3022	168	26	crs	crs	PROPN
cana-3022	168	27	who	who	PRON
cana-3022	168	28	need	need	VERB
cana-3022	168	29	professional	professional	ADJ
cana-3022	168	30	advice	advice	NOUN
cana-3022	168	31	.	.	PUNCT
cana-3022	169	1	many	many	ADJ
cana-3022	169	2	restrictions	restriction	NOUN
cana-3022	169	3	on	on	ADP
cana-3022	169	4	our	our	PRON
cana-3022	169	5	research	research	NOUN
cana-3022	169	6	are	be	AUX
cana-3022	169	7	in	in	ADP
cana-3022	169	8	place	place	NOUN
cana-3022	169	9	.	.	PUNCT
cana-3022	170	1	a	a	DET
cana-3022	170	2	retrospective	retrospective	ADJ
cana-3022	170	3	normal	normal	ADJ
cana-3022	170	4	and	and	CCONJ
cana-3022	170	5	tb	tb	ADP
cana-3022	170	6	cr	cr	PROPN
cana-3022	170	7	dataset	dataset	PROPN
cana-3022	170	8	was	be	AUX
cana-3022	170	9	used	use	VERB
cana-3022	170	10	to	to	PART
cana-3022	170	11	validate	validate	VERB
cana-3022	170	12	dlad	dlad	ADV
cana-3022	170	13	first	first	ADV
cana-3022	170	14	.	.	PUNCT
cana-3022	171	1	the	the	DET
cana-3022	171	2	real	real	ADJ
cana-3022	171	3	reality	reality	NOUN
cana-3022	171	4	would	would	AUX
cana-3022	171	5	be	be	AUX
cana-3022	171	6	quite	quite	ADV
cana-3022	171	7	different	different	ADJ
cana-3022	171	8	from	from	ADP
cana-3022	171	9	our	our	PRON
cana-3022	171	10	current	current	ADJ
cana-3022	171	11	environment	environment	NOUN
cana-3022	171	12	.	.	PUNCT
cana-3022	172	1	there	there	PRON
cana-3022	172	2	could	could	AUX
cana-3022	172	3	be	be	AUX
cana-3022	172	4	other	other	ADJ
cana-3022	172	5	anomalies	anomaly	NOUN
cana-3022	172	6	,	,	PUNCT
cana-3022	172	7	and	and	CCONJ
cana-3022	172	8	the	the	DET
cana-3022	172	9	prevalence	prevalence	NOUN
cana-3022	172	10	of	of	ADP
cana-3022	172	11	active	active	ADJ
cana-3022	172	12	tuberculosis	tuberculosis	NOUN
cana-3022	172	13	in	in	ADP
cana-3022	172	14	the	the	DET
cana-3022	172	15	lungs	lung	NOUN
cana-3022	172	16	might	might	AUX
cana-3022	172	17	be	be	AUX
cana-3022	172	18	much	much	ADV
cana-3022	172	19	lower	low	ADJ
cana-3022	172	20	than	than	ADP
cana-3022	172	21	what	what	PRON
cana-3022	172	22	we	we	PRON
cana-3022	172	23	saw	see	VERB
cana-3022	172	24	in	in	ADP
cana-3022	172	25	our	our	PRON
cana-3022	172	26	study	study	NOUN
cana-3022	172	27	.	.	PUNCT
cana-3022	173	1	prospective	prospective	ADJ
cana-3022	173	2	studies	study	NOUN
cana-3022	173	3	to	to	PART
cana-3022	173	4	validate	validate	VERB
cana-3022	173	5	existing	exist	VERB
cana-3022	173	6	dlad	dlad	NOUN
cana-3022	173	7	in	in	ADP
cana-3022	173	8	clinical	clinical	ADJ
cana-3022	173	9	settings	setting	NOUN
cana-3022	173	10	may	may	AUX
cana-3022	173	11	be	be	AUX
cana-3022	173	12	able	able	ADJ
cana-3022	173	13	to	to	PART
cana-3022	173	14	build	build	VERB
cana-3022	173	15	on	on	ADP
cana-3022	173	16	our	our	PRON
cana-3022	173	17	results	result	NOUN
cana-3022	173	18	.	.	PUNCT
cana-3022	174	1	secondly	secondly	ADV
cana-3022	174	2	,	,	PUNCT
cana-3022	174	3	instead	instead	ADV
cana-3022	174	4	of	of	ADP
cana-3022	174	5	ct	ct	PROPN
cana-3022	174	6	,	,	PUNCT
cana-3022	174	7	radiologists	radiologist	NOUN
cana-3022	174	8	decide	decide	VERB
cana-3022	174	9	on	on	ADP
cana-3022	174	10	the	the	DET
cana-3022	174	11	reference	reference	NOUN
cana-3022	174	12	standards	standard	NOUN
cana-3022	174	13	for	for	ADP
cana-3022	174	14	the	the	DET
cana-3022	174	15	development	development	NOUN
cana-3022	174	16	dataset	dataset	NOUN
cana-3022	174	17	.	.	PUNCT
cana-3022	175	1	that	that	DET
cana-3022	175	2	reference	reference	NOUN
cana-3022	175	3	standard	standard	NOUN
cana-3022	175	4	may	may	AUX
cana-3022	175	5	be	be	AUX
cana-3022	175	6	reflective	reflective	ADJ
cana-3022	175	7	of	of	ADP
cana-3022	175	8	reality	reality	NOUN
cana-3022	175	9	as	as	ADP
cana-3022	175	10	,	,	PUNCT
cana-3022	175	11	in	in	ADP
cana-3022	175	12	actual	actual	ADJ
cana-3022	175	13	practice	practice	NOUN
cana-3022	175	14	,	,	PUNCT
cana-3022	175	15	doctors	doctor	NOUN
cana-3022	175	16	visually	visually	ADV
cana-3022	175	17	examine	examine	VERB
cana-3022	175	18	crs	crs	PROPN
cana-3022	175	19	to	to	PART
cana-3022	175	20	detect	detect	VERB
cana-3022	175	21	and	and	CCONJ
cana-3022	175	22	track	track	VERB
cana-3022	175	23	active	active	ADJ
cana-3022	175	24	pulmonary	pulmonary	ADJ
cana-3022	175	25	tuberculosis	tuberculosis	NOUN
cana-3022	175	26	.	.	PUNCT
cana-3022	176	1	due	due	ADP
cana-3022	176	2	to	to	ADP
cana-3022	176	3	the	the	DET
cana-3022	176	4	importance	importance	NOUN
cana-3022	176	5	of	of	ADP
cana-3022	176	6	evaluating	evaluate	VERB
cana-3022	176	7	diagnostic	diagnostic	ADJ
cana-3022	176	8	performance	performance	NOUN
cana-3022	176	9	,	,	PUNCT
cana-3022	176	10	ct	ct	NOUN
cana-3022	176	11	-	-	PUNCT
cana-3022	176	12	based	base	VERB
cana-3022	176	13	methods	method	NOUN
cana-3022	176	14	used	use	VERB
cana-3022	176	15	external	external	ADJ
cana-3022	176	16	validation	validation	NOUN
cana-3022	176	17	datasets	dataset	NOUN
cana-3022	176	18	with	with	ADP
cana-3022	176	19	standards	standard	NOUN
cana-3022	176	20	of	of	ADP
cana-3022	176	21	reference	reference	NOUN
cana-3022	176	22	for	for	ADP
cana-3022	176	23	tb	tb	NOUN
cana-3022	176	24	and	and	CCONJ
cana-3022	176	25	actual	actual	ADJ
cana-3022	176	26	normal	normal	ADJ
cana-3022	176	27	crs	crs	PROPN
cana-3022	176	28	.	.	PUNCT
cana-3022	177	1	when	when	SCONJ
cana-3022	177	2	tested	test	VERB
cana-3022	177	3	on	on	ADP
cana-3022	177	4	datasets	dataset	NOUN
cana-3022	177	5	used	use	VERB
cana-3022	177	6	for	for	ADP
cana-3022	177	7	third	third	ADJ
cana-3022	177	8	-	-	PUNCT
cana-3022	177	9	party	party	NOUN
cana-3022	177	10	verification	verification	NOUN
cana-3022	177	11	,	,	PUNCT
cana-3022	177	12	dlad	dlad	PROPN
cana-3022	177	13	performed	perform	VERB
cana-3022	177	14	satisfactorily	satisfactorily	ADV
cana-3022	177	15	.	.	PUNCT
cana-3022	178	1	third	third	ADJ
cana-3022	178	2	,	,	PUNCT
cana-3022	178	3	active	active	ADJ
cana-3022	178	4	tuberculosis	tuberculosis	NOUN
cana-3022	178	5	in	in	ADP
cana-3022	178	6	the	the	DET
cana-3022	178	7	lungs	lung	NOUN
cana-3022	178	8	is	be	AUX
cana-3022	178	9	the	the	DET
cana-3022	178	10	focus	focus	NOUN
cana-3022	178	11	of	of	ADP
cana-3022	178	12	our	our	PRON
cana-3022	178	13	dlad	dlad	ADJ
cana-3022	178	14	algorithm	algorithm	NOUN
cana-3022	178	15	.	.	PUNCT
cana-3022	179	1	the	the	DET
cana-3022	179	2	result	result	NOUN
cana-3022	179	3	was	be	AUX
cana-3022	179	4	a	a	DET
cana-3022	179	5	failure	failure	NOUN
cana-3022	179	6	to	to	PART
cana-3022	179	7	handle	handle	VERB
cana-3022	179	8	tb	tb	ADP
cana-3022	179	9	pleurisy	pleurisy	ADJ
cana-3022	179	10	and	and	CCONJ
cana-3022	179	11	other	other	ADJ
cana-3022	179	12	important	important	ADJ
cana-3022	179	13	thoracic	thoracic	NOUN
cana-3022	179	14	diseases	disease	NOUN
cana-3022	179	15	,	,	PUNCT
cana-3022	179	16	such	such	ADJ
cana-3022	179	17	as	as	ADP
cana-3022	179	18	lung	lung	NOUN
cana-3022	179	19	cancer	cancer	NOUN
cana-3022	179	20	.	.	PUNCT
cana-3022	180	1	it	it	PRON
cana-3022	180	2	is	be	AUX
cana-3022	180	3	also	also	ADV
cana-3022	180	4	not	not	PART
cana-3022	180	5	known	know	VERB
cana-3022	180	6	whether	whether	SCONJ
cana-3022	180	7	dlad	dlad	ADV
cana-3022	180	8	can	can	AUX
cana-3022	180	9	differentiate	differentiate	VERB
cana-3022	180	10	active	active	ADJ
cana-3022	180	11	pulmonary	pulmonary	ADJ
cana-3022	180	12	tuberculosis	tuberculosis	NOUN
cana-3022	180	13	from	from	ADP
cana-3022	180	14	different	different	ADJ
cana-3022	180	15	pulmonary	pulmonary	ADJ
cana-3022	180	16	abnormalities	abnormality	NOUN
cana-3022	180	17	or	or	CCONJ
cana-3022	180	18	detect	detect	VERB
cana-3022	180	19	radiologic	radiologic	ADJ
cana-3022	180	20	abnormalities	abnormality	NOUN
cana-3022	180	21	outside	outside	ADP
cana-3022	180	22	of	of	ADP
cana-3022	180	23	the	the	DET
cana-3022	180	24	lung	lung	NOUN
cana-3022	180	25	.	.	PUNCT
cana-3022	181	1	these	these	DET
cana-3022	181	2	challenges	challenge	NOUN
cana-3022	181	3	should	should	AUX
cana-3022	181	4	be	be	AUX
cana-3022	181	5	addressed	address	VERB
cana-3022	181	6	in	in	ADP
cana-3022	181	7	future	future	ADJ
cana-3022	181	8	studies	study	NOUN
cana-3022	181	9	.	.	PUNCT
cana-3022	182	1	to	to	PART
cana-3022	182	2	sum	sum	VERB
cana-3022	182	3	up	up	ADP
cana-3022	182	4	,	,	PUNCT
cana-3022	182	5	the	the	DET
cana-3022	182	6	dlad	dlad	NOUN
cana-3022	182	7	outperformed	outperform	VERB
cana-3022	182	8	most	most	ADJ
cana-3022	182	9	physicians	physician	NOUN
cana-3022	182	10	,	,	PUNCT
cana-3022	182	11	including	include	VERB
cana-3022	182	12	thoracic	thoracic	NOUN
cana-3022	182	13	radiotherapists	radiotherapist	NOUN
cana-3022	182	14	,	,	PUNCT
cana-3022	182	15	in	in	ADP
cana-3022	182	16	the	the	DET
cana-3022	182	17	detection	detection	NOUN
cana-3022	182	18	active	active	ADJ
cana-3022	182	19	pulmonic	pulmonic	NOUN
cana-3022	182	20	tb	tb	NOUN
cana-3022	182	21	on	on	ADP
cana-3022	182	22	cr	cr	PROPN
cana-3022	182	23	.	.	PUNCT
cana-3022	183	1	communications	communication	NOUN
cana-3022	183	2	on	on	ADP
cana-3022	183	3	applied	apply	VERB
cana-3022	183	4	nonlinear	nonlinear	ADJ
cana-3022	183	5	analysis	analysis	NOUN
cana-3022	183	6	issn	issn	NOUN
cana-3022	183	7	:	:	PUNCT
cana-3022	183	8	1074	1074	NUM
cana-3022	183	9	-	-	PUNCT
cana-3022	183	10	133x	133x	NUM
cana-3022	183	11	vol	vol	NOUN
cana-3022	183	12	32	32	NUM
cana-3022	183	13	no	no	NOUN
cana-3022	183	14	.	.	PUNCT
cana-3022	184	1	5s	5s	NUM
cana-3022	184	2	(	(	PUNCT
cana-3022	184	3	2025	2025	NUM
cana-3022	184	4	)	)	PUNCT
cana-3022	185	1	227	227	NUM
cana-3022	185	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3022	185	3	reference	reference	NOUN
cana-3022	185	4	:	:	PUNCT
cana-3022	185	5	[	[	X
cana-3022	185	6	1	1	NUM
cana-3022	185	7	]	]	X
cana-3022	185	8	nath	nath	PROPN
cana-3022	185	9	,	,	PUNCT
cana-3022	185	10	alok	alok	PROPN
cana-3022	185	11	,	,	PUNCT
cana-3022	185	12	et	et	PROPN
cana-3022	185	13	al	al	PROPN
cana-3022	185	14	.	.	PUNCT
cana-3022	186	1	"	"	PUNCT
cana-3022	186	2	assessing	assess	VERB
cana-3022	186	3	diagnostic	diagnostic	ADJ
cana-3022	186	4	accuracy	accuracy	NOUN
cana-3022	186	5	and	and	CCONJ
cana-3022	186	6	viability	viability	NOUN
cana-3022	186	7	of	of	ADP
cana-3022	186	8	ai	ai	VERB
cana-3022	186	9	-	-	PUNCT
cana-3022	186	10	assisted	assist	VERB
cana-3022	186	11	tuberculosis	tuberculosis	NOUN
cana-3022	186	12	detection	detection	NOUN
cana-3022	186	13	in	in	ADP
cana-3022	186	14	northern	northern	ADJ
cana-3022	186	15	indian	indian	ADJ
cana-3022	186	16	healthcare	healthcare	PROPN
cana-3022	186	17	facilities	facility	NOUN
cana-3022	186	18	:	:	PUNCT
cana-3022	186	19	a	a	DET
cana-3022	186	20	multicenter	multicenter	ADJ
cana-3022	186	21	study	study	NOUN
cana-3022	186	22	.	.	PUNCT
cana-3022	186	23	"	"	PUNCT
cana-3022	187	1	(	(	PUNCT
cana-3022	187	2	2024	2024	NUM
cana-3022	187	3	)	)	PUNCT
cana-3022	187	4	.	.	PUNCT
cana-3022	188	1	[	[	X
cana-3022	188	2	2	2	NUM
cana-3022	188	3	]	]	X
cana-3022	188	4	ghaderinia	ghaderinia	PROPN
cana-3022	188	5	,	,	PUNCT
cana-3022	188	6	mohammadreza	mohammadreza	NOUN
cana-3022	188	7	,	,	PUNCT
cana-3022	188	8	et	et	PROPN
cana-3022	188	9	al	al	PROPN
cana-3022	188	10	.	.	PUNCT
cana-3022	189	1	"	"	PUNCT
cana-3022	189	2	smartphone	smartphone	NOUN
cana-3022	189	3	-	-	PUNCT
cana-3022	189	4	based	base	VERB
cana-3022	189	5	device	device	NOUN
cana-3022	189	6	for	for	ADP
cana-3022	189	7	point	point	NOUN
cana-3022	189	8	-	-	PUNCT
cana-3022	189	9	of	of	ADP
cana-3022	189	10	-	-	PUNCT
cana-3022	189	11	care	care	NOUN
cana-3022	189	12	diagnostics	diagnostic	NOUN
cana-3022	189	13	of	of	ADP
cana-3022	189	14	pulmonary	pulmonary	ADJ
cana-3022	189	15	inflammation	inflammation	NOUN
cana-3022	189	16	using	use	VERB
cana-3022	189	17	convolutional	convolutional	ADJ
cana-3022	189	18	neural	neural	ADJ
cana-3022	189	19	networks	network	NOUN
cana-3022	189	20	(	(	PUNCT
cana-3022	189	21	cnns	cnns	PROPN
cana-3022	189	22	)	)	PUNCT
cana-3022	189	23	.	.	PUNCT
cana-3022	189	24	"	"	PUNCT
cana-3022	190	1	scientific	scientific	ADJ
cana-3022	190	2	reports	report	NOUN
cana-3022	190	3	14.1	14.1	NUM
cana-3022	190	4	(	(	PUNCT
cana-3022	190	5	2024	2024	NUM
cana-3022	190	6	):	):	PUNCT
cana-3022	190	7	6912	6912	NUM
cana-3022	190	8	.	.	PUNCT
cana-3022	191	1	[	[	X
cana-3022	191	2	3	3	NUM
cana-3022	191	3	]	]	PUNCT
cana-3022	191	4	karac	karac	NOUN
cana-3022	191	5	,	,	PUNCT
cana-3022	191	6	abdulkadir	abdulkadir	NOUN
cana-3022	191	7	.	.	PUNCT
cana-3022	192	1	"	"	PUNCT
cana-3022	192	2	predicting	predict	VERB
cana-3022	192	3	covid-19	covid-19	PROPN
cana-3022	192	4	cases	case	NOUN
cana-3022	192	5	on	on	ADP
cana-3022	192	6	a	a	DET
cana-3022	192	7	large	large	ADJ
cana-3022	192	8	chest	chest	NOUN
cana-3022	192	9	x	x	NOUN
cana-3022	192	10	-	-	NOUN
cana-3022	192	11	ray	ray	NOUN
cana-3022	192	12	dataset	dataset	NOUN
cana-3022	192	13	using	use	VERB
cana-3022	192	14	modified	modify	VERB
cana-3022	192	15	pre	pre	ADJ
cana-3022	192	16	-	-	ADJ
cana-3022	192	17	trained	train	VERB
cana-3022	192	18	cnn	cnn	PROPN
cana-3022	192	19	architectures	architecture	NOUN
cana-3022	192	20	.	.	PUNCT
cana-3022	192	21	"	"	PUNCT
cana-3022	193	1	applied	apply	VERB
cana-3022	193	2	computer	computer	NOUN
cana-3022	193	3	systems	system	NOUN
cana-3022	193	4	28.1	28.1	NUM
cana-3022	193	5	(	(	PUNCT
cana-3022	193	6	2023	2023	NUM
cana-3022	193	7	):	):	PUNCT
cana-3022	193	8	44	44	NUM
cana-3022	193	9	-	-	SYM
cana-3022	193	10	57	57	NUM
cana-3022	193	11	.	.	PUNCT
cana-3022	194	1	[	[	X
cana-3022	194	2	4	4	NUM
cana-3022	194	3	]	]	X
cana-3022	194	4	kaluarachchi	kaluarachchi	ADJ
cana-3022	194	5	,	,	PUNCT
cana-3022	194	6	tharindu	tharindu	NOUN
cana-3022	194	7	,	,	PUNCT
cana-3022	194	8	andrew	andrew	PROPN
cana-3022	194	9	reis	reis	PROPN
cana-3022	194	10	,	,	PUNCT
cana-3022	194	11	and	and	CCONJ
cana-3022	194	12	suranga	suranga	ADJ
cana-3022	194	13	nanayakkara	nanayakkara	NOUN
cana-3022	194	14	.	.	PUNCT
cana-3022	195	1	"	"	PUNCT
cana-3022	195	2	a	a	DET
cana-3022	195	3	review	review	NOUN
cana-3022	195	4	of	of	ADP
cana-3022	195	5	recent	recent	ADJ
cana-3022	195	6	deep	deep	ADJ
cana-3022	195	7	learning	learning	NOUN
cana-3022	195	8	approaches	approach	NOUN
cana-3022	195	9	in	in	ADP
cana-3022	195	10	human	human	ADJ
cana-3022	195	11	-	-	PUNCT
cana-3022	195	12	centred	centre	VERB
cana-3022	195	13	machine	machine	NOUN
cana-3022	195	14	learning	learning	NOUN
cana-3022	195	15	.	.	PUNCT
cana-3022	195	16	"	"	PUNCT
cana-3022	196	1	sensors	sensor	NOUN
cana-3022	196	2	21.7	21.7	NUM
cana-3022	196	3	(	(	PUNCT
cana-3022	196	4	2021	2021	NUM
cana-3022	196	5	):	):	PUNCT
cana-3022	196	6	2514	2514	NUM
cana-3022	196	7	.	.	PUNCT
cana-3022	197	1	[	[	X
cana-3022	197	2	5	5	NUM
cana-3022	197	3	]	]	PUNCT
cana-3022	197	4	marcinkevičs	marcinkevičs	PROPN
cana-3022	197	5	,	,	PUNCT
cana-3022	197	6	ričards	ričard	NOUN
cana-3022	197	7	,	,	PUNCT
cana-3022	197	8	ece	ece	PROPN
cana-3022	197	9	ozkan	ozkan	PROPN
cana-3022	197	10	,	,	PUNCT
cana-3022	197	11	and	and	CCONJ
cana-3022	197	12	julia	julia	PROPN
cana-3022	197	13	e.	e.	PROPN
cana-3022	197	14	vogt	vogt	PROPN
cana-3022	197	15	.	.	PUNCT
cana-3022	198	1	"	"	PUNCT
cana-3022	198	2	introduction	introduction	NOUN
cana-3022	198	3	to	to	ADP
cana-3022	198	4	machine	machine	NOUN
cana-3022	198	5	learning	learning	NOUN
cana-3022	198	6	for	for	ADP
cana-3022	198	7	physicians	physician	NOUN
cana-3022	198	8	:	:	PUNCT
cana-3022	198	9	a	a	DET
cana-3022	198	10	survival	survival	NOUN
cana-3022	198	11	guide	guide	NOUN
cana-3022	198	12	for	for	ADP
cana-3022	198	13	data	datum	NOUN
cana-3022	198	14	deluge	deluge	NOUN
cana-3022	198	15	.	.	PUNCT
cana-3022	198	16	"	"	PUNCT
cana-3022	199	1	arxiv	arxiv	PROPN
cana-3022	199	2	preprint	preprint	NOUN
cana-3022	199	3	arxiv:2212.12303	arxiv:2212.12303	PROPN
cana-3022	199	4	(	(	PUNCT
cana-3022	199	5	2022	2022	NUM
cana-3022	199	6	)	)	PUNCT
cana-3022	199	7	.	.	PUNCT
cana-3022	200	1	[	[	X
cana-3022	200	2	6	6	NUM
cana-3022	200	3	]	]	SYM
cana-3022	200	4	bramahhazela	bramahhazela	PROPN
cana-3022	200	5	,	,	PUNCT
cana-3022	200	6	et	et	PROPN
cana-3022	200	7	al	al	PROPN
cana-3022	200	8	.	.	PUNCT
cana-3022	201	1	"	"	PUNCT
cana-3022	201	2	machine	machine	NOUN
cana-3022	201	3	learning	learning	NOUN
cana-3022	201	4	:	:	PUNCT
cana-3022	201	5	supervised	supervise	VERB
cana-3022	201	6	algorithms	algorithm	NOUN
cana-3022	201	7	to	to	PART
cana-3022	201	8	determine	determine	VERB
cana-3022	201	9	the	the	DET
cana-3022	201	10	defect	defect	NOUN
cana-3022	201	11	in	in	ADP
cana-3022	201	12	high‐precision	high‐precision	NOUN
cana-3022	201	13	foundry	foundry	NOUN
cana-3022	201	14	operation	operation	NOUN
cana-3022	201	15	.	.	PUNCT
cana-3022	201	16	"	"	PUNCT
cana-3022	201	17	journal	journal	NOUN
cana-3022	201	18	of	of	ADP
cana-3022	201	19	nanomaterials	nanomaterial	NOUN
cana-3022	201	20	2022.1	2022.1	NUM
cana-3022	201	21	(	(	PUNCT
cana-3022	201	22	2022	2022	NUM
cana-3022	201	23	):	):	PUNCT
cana-3022	201	24	1732441	1732441	NUM
cana-3022	201	25	.	.	PUNCT
cana-3022	202	1	[	[	X
cana-3022	202	2	7	7	NUM
cana-3022	202	3	]	]	X
cana-3022	202	4	amiri	amiri	PROPN
cana-3022	202	5	,	,	PUNCT
cana-3022	202	6	zahra	zahra	PROPN
cana-3022	202	7	,	,	PUNCT
cana-3022	202	8	et	et	PROPN
cana-3022	202	9	al	al	PROPN
cana-3022	202	10	.	.	PUNCT
cana-3022	203	1	"	"	PUNCT
cana-3022	203	2	the	the	DET
cana-3022	203	3	personal	personal	ADJ
cana-3022	203	4	health	health	NOUN
cana-3022	203	5	applications	application	NOUN
cana-3022	203	6	of	of	ADP
cana-3022	203	7	machine	machine	NOUN
cana-3022	203	8	learning	learn	VERB
cana-3022	203	9	techniques	technique	NOUN
cana-3022	203	10	in	in	ADP
cana-3022	203	11	the	the	DET
cana-3022	203	12	internet	internet	NOUN
cana-3022	203	13	of	of	ADP
cana-3022	203	14	behaviours	behaviour	NOUN
cana-3022	203	15	.	.	PUNCT
cana-3022	203	16	"	"	PUNCT
cana-3022	204	1	sustainability	sustainability	NOUN
cana-3022	204	2	15.16	15.16	NUM
cana-3022	204	3	(	(	PUNCT
cana-3022	204	4	2023	2023	NUM
cana-3022	204	5	):	):	PUNCT
cana-3022	204	6	12406	12406	NUM
cana-3022	204	7	.	.	PUNCT
cana-3022	205	1	[	[	X
cana-3022	205	2	8	8	NUM
cana-3022	205	3	]	]	X
cana-3022	205	4	brereton	brereton	NOUN
cana-3022	205	5	,	,	PUNCT
cana-3022	205	6	margot	margot	PROPN
cana-3022	205	7	,	,	PUNCT
cana-3022	205	8	et	et	PROPN
cana-3022	205	9	al	al	PROPN
cana-3022	205	10	.	.	PUNCT
cana-3022	206	1	"	"	PUNCT
cana-3022	206	2	designing	design	VERB
cana-3022	206	3	interaction	interaction	NOUN
cana-3022	206	4	with	with	ADP
cana-3022	206	5	ai	ai	NOUN
cana-3022	206	6	for	for	ADP
cana-3022	206	7	human	human	ADJ
cana-3022	206	8	learning	learning	NOUN
cana-3022	206	9	:	:	PUNCT
cana-3022	206	10	towards	towards	ADP
cana-3022	206	11	human	human	NOUN
cana-3022	206	12	-	-	PUNCT
cana-3022	206	13	machine	machine	NOUN
cana-3022	206	14	teaming	teaming	NOUN
cana-3022	206	15	in	in	ADP
cana-3022	206	16	radiology	radiology	NOUN
cana-3022	206	17	training	training	NOUN
cana-3022	206	18	.	.	PUNCT
cana-3022	206	19	"	"	PUNCT
cana-3022	207	1	proceedings	proceeding	NOUN
cana-3022	207	2	of	of	ADP
cana-3022	207	3	the	the	DET
cana-3022	207	4	35th	35th	ADJ
cana-3022	207	5	australian	australian	ADJ
cana-3022	207	6	computer	computer	NOUN
cana-3022	207	7	-	-	PUNCT
cana-3022	207	8	human	human	NOUN
cana-3022	207	9	interaction	interaction	NOUN
cana-3022	207	10	conference	conference	NOUN
cana-3022	207	11	.	.	PUNCT
cana-3022	208	1	2023	2023	NUM
cana-3022	208	2	.	.	PUNCT
cana-3022	209	1	[	[	X
cana-3022	209	2	9	9	NUM
cana-3022	209	3	]	]	SYM
cana-3022	209	4	vogt	vogt	PROPN
cana-3022	209	5	,	,	PUNCT
cana-3022	209	6	julia	julia	PROPN
cana-3022	209	7	e.	e.	PROPN
cana-3022	209	8	,	,	PUNCT
cana-3022	209	9	ece	ece	PROPN
cana-3022	209	10	ozkan	ozkan	PROPN
cana-3022	209	11	,	,	PUNCT
cana-3022	209	12	and	and	CCONJ
cana-3022	209	13	riĉards	riĉard	NOUN
cana-3022	209	14	marcinkeviĉs	marcinkeviĉ	NOUN
cana-3022	209	15	.	.	PUNCT
cana-3022	210	1	"	"	PUNCT
cana-3022	210	2	introduction	introduction	NOUN
cana-3022	210	3	to	to	ADP
cana-3022	210	4	machine	machine	NOUN
cana-3022	210	5	learning	learning	NOUN
cana-3022	210	6	for	for	ADP
cana-3022	210	7	physicians	physician	NOUN
cana-3022	210	8	:	:	PUNCT
cana-3022	210	9	a	a	DET
cana-3022	210	10	survival	survival	NOUN
cana-3022	210	11	guide	guide	NOUN
cana-3022	210	12	for	for	ADP
cana-3022	210	13	data	datum	NOUN
cana-3022	210	14	deluge	deluge	NOUN
cana-3022	210	15	.	.	PUNCT
cana-3022	210	16	"	"	PUNCT
cana-3022	211	1	digital	digital	ADJ
cana-3022	211	2	medicine	medicine	NOUN
cana-3022	211	3	.	.	PUNCT
cana-3022	212	1	jenny	jenny	PROPN
cana-3022	212	2	stanford	stanford	PROPN
cana-3022	212	3	publishing	publishing	PROPN
cana-3022	212	4	,	,	PUNCT
cana-3022	212	5	2023	2023	NUM
cana-3022	212	6	.	.	PUNCT
cana-3022	213	1	3	3	NUM
cana-3022	213	2	-	-	SYM
cana-3022	213	3	34	34	NUM
cana-3022	213	4	.	.	PUNCT
cana-3022	214	1	[	[	X
cana-3022	214	2	10	10	NUM
cana-3022	214	3	]	]	X
cana-3022	214	4	helaly	helaly	PROPN
cana-3022	214	5	,	,	PUNCT
cana-3022	214	6	hadeer	hadeer	NOUN
cana-3022	214	7	a.	a.	PROPN
cana-3022	214	8	,	,	PUNCT
cana-3022	214	9	et	et	PROPN
cana-3022	214	10	al	al	PROPN
cana-3022	214	11	.	.	PUNCT
cana-3022	215	1	"	"	PUNCT
cana-3022	215	2	elcd	elcd	NOUN
cana-3022	215	3	-	-	ADJ
cana-3022	215	4	nsc2	nsc2	ADJ
cana-3022	215	5	:	:	PUNCT
cana-3022	215	6	a	a	DET
cana-3022	215	7	novel	novel	ADJ
cana-3022	215	8	early	early	ADJ
cana-3022	215	9	lung	lung	NOUN
cana-3022	215	10	cancer	cancer	NOUN
cana-3022	215	11	detection	detection	NOUN
cana-3022	215	12	and	and	CCONJ
cana-3022	215	13	non	non	ADJ
cana-3022	215	14	-	-	ADJ
cana-3022	215	15	small	small	ADJ
cana-3022	215	16	cell	cell	NOUN
cana-3022	215	17	classification	classification	NOUN
cana-3022	215	18	framework	framework	NOUN
cana-3022	215	19	.	.	PUNCT
cana-3022	215	20	"	"	PUNCT
cana-3022	215	21	neural	neural	ADJ
cana-3022	215	22	computing	computing	NOUN
cana-3022	215	23	and	and	CCONJ
cana-3022	215	24	applications	application	NOUN
cana-3022	215	25	(	(	PUNCT
cana-3022	215	26	2024	2024	NUM
cana-3022	215	27	):	):	PUNCT
cana-3022	215	28	1	1	NUM
cana-3022	215	29	-	-	SYM
cana-3022	215	30	16	16	NUM
cana-3022	215	31	.	.	PUNCT
cana-3022	216	1	[	[	X
cana-3022	216	2	11	11	NUM
cana-3022	216	3	]	]	X
cana-3022	216	4	ephraim	ephraim	PROPN
cana-3022	216	5	,	,	PUNCT
cana-3022	216	6	richard	richard	PROPN
cana-3022	216	7	kobina	kobina	PROPN
cana-3022	216	8	dadzie	dadzie	PROPN
cana-3022	216	9	,	,	PUNCT
cana-3022	216	10	et	et	PROPN
cana-3022	216	11	al	al	PROPN
cana-3022	216	12	.	.	PUNCT
cana-3022	217	1	"	"	PUNCT
cana-3022	217	2	application	application	NOUN
cana-3022	217	3	of	of	ADP
cana-3022	217	4	medical	medical	ADJ
cana-3022	217	5	artificial	artificial	ADJ
cana-3022	217	6	intelligence	intelligence	NOUN
cana-3022	217	7	technology	technology	NOUN
cana-3022	217	8	in	in	ADP
cana-3022	217	9	sub	sub	ADJ
cana-3022	217	10	-	-	ADJ
cana-3022	217	11	saharan	saharan	ADJ
cana-3022	217	12	africa	africa	PROPN
cana-3022	217	13	:	:	PUNCT
cana-3022	217	14	prospects	prospect	NOUN
cana-3022	217	15	for	for	ADP
cana-3022	217	16	medical	medical	ADJ
cana-3022	217	17	laboratories	laboratory	NOUN
cana-3022	217	18	.	.	PUNCT
cana-3022	217	19	"	"	PUNCT
cana-3022	218	1	smart	smart	ADJ
cana-3022	218	2	health	health	NOUN
cana-3022	218	3	(	(	PUNCT
cana-3022	218	4	2024	2024	NUM
cana-3022	218	5	):	):	PUNCT
cana-3022	218	6	100505	100505	NUM
cana-3022	218	7	.	.	PUNCT
cana-3022	219	1	[	[	X
cana-3022	219	2	12	12	NUM
cana-3022	219	3	]	]	X
cana-3022	219	4	golden	golden	ADJ
cana-3022	219	5	,	,	PUNCT
cana-3022	219	6	grace	grace	NOUN
cana-3022	219	7	,	,	PUNCT
cana-3022	219	8	et	et	PROPN
cana-3022	219	9	al	al	PROPN
cana-3022	219	10	.	.	PUNCT
cana-3022	220	1	"	"	PUNCT
cana-3022	220	2	applying	apply	VERB
cana-3022	220	3	artificial	artificial	ADJ
cana-3022	220	4	intelligence	intelligence	NOUN
cana-3022	220	5	to	to	ADP
cana-3022	220	6	clinical	clinical	ADJ
cana-3022	220	7	decision	decision	NOUN
cana-3022	220	8	support	support	NOUN
cana-3022	220	9	in	in	ADP
cana-3022	220	10	mental	mental	ADJ
cana-3022	220	11	health	health	NOUN
cana-3022	220	12	:	:	PUNCT
cana-3022	220	13	what	what	PRON
cana-3022	220	14	have	have	AUX
cana-3022	220	15	we	we	PRON
cana-3022	220	16	learned	learn	VERB
cana-3022	220	17	?	?	PUNCT
cana-3022	220	18	"	"	PUNCT
cana-3022	220	19	health	health	NOUN
cana-3022	220	20	policy	policy	NOUN
cana-3022	220	21	and	and	CCONJ
cana-3022	220	22	technology	technology	NOUN
cana-3022	220	23	13.2	13.2	NUM
cana-3022	220	24	(	(	PUNCT
cana-3022	220	25	2024	2024	NUM
cana-3022	220	26	):	):	PUNCT
cana-3022	220	27	100844	100844	NUM
cana-3022	220	28	.	.	PUNCT
cana-3022	221	1	[	[	X
cana-3022	221	2	13	13	NUM
cana-3022	221	3	]	]	X
cana-3022	221	4	zhao	zhao	X
cana-3022	221	5	,	,	PUNCT
cana-3022	221	6	yujiao	yujiao	NOUN
cana-3022	221	7	,	,	PUNCT
cana-3022	221	8	et	et	PROPN
cana-3022	221	9	al	al	PROPN
cana-3022	221	10	.	.	PUNCT
cana-3022	222	1	"	"	PUNCT
cana-3022	222	2	whole	whole	ADJ
cana-3022	222	3	-	-	PUNCT
cana-3022	222	4	body	body	NOUN
cana-3022	222	5	magnetic	magnetic	ADJ
cana-3022	222	6	resonance	resonance	NOUN
cana-3022	222	7	imaging	imaging	NOUN
cana-3022	222	8	at	at	ADP
cana-3022	222	9	0.05	0.05	NUM
cana-3022	222	10	tesla	tesla	NOUN
cana-3022	222	11	.	.	PUNCT
cana-3022	222	12	"	"	PUNCT
cana-3022	223	1	science	science	NOUN
cana-3022	223	2	384.6696	384.6696	NUM
cana-3022	223	3	(	(	PUNCT
cana-3022	223	4	2024	2024	NUM
cana-3022	223	5	):	):	PUNCT
cana-3022	223	6	eadm7168	eadm7168	NOUN
cana-3022	223	7	.	.	PUNCT
cana-3022	224	1	[	[	X
cana-3022	224	2	14	14	NUM
cana-3022	224	3	]	]	X
cana-3022	224	4	gautam	gautam	PROPN
cana-3022	224	5	,	,	PUNCT
cana-3022	224	6	nitesh	nitesh	PROPN
cana-3022	224	7	,	,	PUNCT
cana-3022	224	8	et	et	PROPN
cana-3022	224	9	al	al	PROPN
cana-3022	224	10	.	.	PUNCT
cana-3022	225	1	"	"	PUNCT
cana-3022	225	2	current	current	ADJ
cana-3022	225	3	and	and	CCONJ
cana-3022	225	4	future	future	ADJ
cana-3022	225	5	applications	application	NOUN
cana-3022	225	6	of	of	ADP
cana-3022	225	7	artificial	artificial	ADJ
cana-3022	225	8	intelligence	intelligence	NOUN
cana-3022	225	9	in	in	ADP
cana-3022	225	10	coronary	coronary	ADJ
cana-3022	225	11	artery	artery	NOUN
cana-3022	225	12	disease	disease	NOUN
cana-3022	225	13	.	.	PUNCT
cana-3022	225	14	"	"	PUNCT
cana-3022	226	1	healthcare	healthcare	PROPN
cana-3022	226	2	.	.	PUNCT
cana-3022	227	1	vol	vol	NOUN
cana-3022	227	2	.	.	PROPN
cana-3022	228	1	10	10	NUM
cana-3022	228	2	.	.	PUNCT
cana-3022	229	1	no	no	INTJ
cana-3022	229	2	.	.	NOUN
cana-3022	230	1	2	2	X
cana-3022	230	2	.	.	X
cana-3022	230	3	mdpi	mdpi	PROPN
cana-3022	230	4	,	,	PUNCT
cana-3022	230	5	2022	2022	NUM
cana-3022	230	6	.	.	PUNCT
cana-3022	231	1	[	[	X
cana-3022	231	2	15	15	NUM
cana-3022	231	3	]	]	X
cana-3022	231	4	hameed	hameed	PROPN
cana-3022	231	5	,	,	PUNCT
cana-3022	231	6	kauser	kauser	PROPN
cana-3022	231	7	,	,	PUNCT
cana-3022	231	8	surbhi	surbhi	PROPN
cana-3022	231	9	bhatia	bhatia	PROPN
cana-3022	231	10	khan	khan	PROPN
cana-3022	231	11	,	,	PUNCT
cana-3022	231	12	and	and	CCONJ
cana-3022	231	13	syed	syed	ADJ
cana-3022	231	14	tousi	tousi	PROPN
cana-3022	231	15	ahmed	ahmed	PROPN
cana-3022	231	16	,	,	PUNCT
cana-3022	231	17	eds	eds	PROPN
cana-3022	231	18	.	.	NOUN
cana-3022	231	19	researches	research	NOUN
cana-3022	231	20	and	and	CCONJ
cana-3022	231	21	applications	application	NOUN
cana-3022	231	22	of	of	ADP
cana-3022	231	23	artificial	artificial	ADJ
cana-3022	231	24	intelligence	intelligence	NOUN
cana-3022	231	25	to	to	PART
cana-3022	231	26	mitigate	mitigate	VERB
cana-3022	231	27	pandemics	pandemic	NOUN
cana-3022	231	28	:	:	PUNCT
cana-3022	231	29	history	history	NOUN
cana-3022	231	30	,	,	PUNCT
cana-3022	231	31	diagnostic	diagnostic	ADJ
cana-3022	231	32	tools	tool	NOUN
cana-3022	231	33	,	,	PUNCT
cana-3022	231	34	epidemiology	epidemiology	NOUN
cana-3022	231	35	,	,	PUNCT
cana-3022	231	36	healthcare	healthcare	PROPN
cana-3022	231	37	,	,	PUNCT
cana-3022	231	38	and	and	CCONJ
cana-3022	231	39	technology	technology	NOUN
cana-3022	231	40	.	.	PUNCT
cana-3022	232	1	academic	academic	ADJ
cana-3022	232	2	press	press	NOUN
cana-3022	232	3	,	,	PUNCT
cana-3022	232	4	2021	2021	NUM
cana-3022	232	5	.	.	PUNCT
cana-3022	233	1	[	[	X
cana-3022	233	2	16	16	NUM
cana-3022	233	3	]	]	X
cana-3022	233	4	hafi	hafi	PROPN
cana-3022	233	5	,	,	PUNCT
cana-3022	233	6	houda	houda	PROPN
cana-3022	233	7	,	,	PUNCT
cana-3022	233	8	et	et	PROPN
cana-3022	233	9	al	al	PROPN
cana-3022	233	10	.	.	PUNCT
cana-3022	234	1	"	"	PUNCT
cana-3022	234	2	split	split	VERB
cana-3022	234	3	federated	federated	ADJ
cana-3022	234	4	learning	learning	NOUN
cana-3022	234	5	for	for	ADP
cana-3022	234	6	6	6	NUM
cana-3022	234	7	g	g	NOUN
cana-3022	234	8	enabled	enable	VERB
cana-3022	234	9	-	-	PUNCT
cana-3022	234	10	networks	network	NOUN
cana-3022	234	11	:	:	PUNCT
cana-3022	234	12	requirements	requirement	NOUN
cana-3022	234	13	,	,	PUNCT
cana-3022	234	14	challenges	challenge	NOUN
cana-3022	234	15	and	and	CCONJ
cana-3022	234	16	future	future	ADJ
cana-3022	234	17	directions	direction	NOUN
cana-3022	234	18	.	.	PUNCT
cana-3022	234	19	"	"	PUNCT
cana-3022	235	1	ieee	ieee	NOUN
cana-3022	235	2	access	access	NOUN
cana-3022	235	3	(	(	PUNCT
cana-3022	235	4	2024	2024	NUM
cana-3022	235	5	)	)	PUNCT
cana-3022	235	6	.	.	PUNCT
cana-3022	236	1	[	[	X
cana-3022	236	2	17	17	NUM
cana-3022	236	3	]	]	X
cana-3022	236	4	fu	fu	ADJ
cana-3022	236	5	,	,	PUNCT
cana-3022	236	6	wanyi	wanyi	PROPN
cana-3022	236	7	.	.	PUNCT
cana-3022	236	8	patient	patient	NOUN
cana-3022	236	9	-	-	PUNCT
cana-3022	236	10	specific	specific	ADJ
cana-3022	236	11	organ	organ	NOUN
cana-3022	236	12	-	-	PUNCT
cana-3022	236	13	based	base	VERB
cana-3022	236	14	dosimetry	dosimetry	NOUN
cana-3022	236	15	and	and	CCONJ
cana-3022	236	16	image	image	NOUN
cana-3022	236	17	quality	quality	NOUN
cana-3022	236	18	estimation	estimation	NOUN
cana-3022	236	19	in	in	ADP
cana-3022	236	20	clinical	clinical	ADJ
cana-3022	236	21	computed	compute	VERB
cana-3022	236	22	tomography	tomography	NOUN
cana-3022	236	23	.	.	PUNCT
cana-3022	237	1	diss	diss	PROPN
cana-3022	237	2	.	.	PROPN
cana-3022	237	3	duke	duke	PROPN
cana-3022	237	4	university	university	PROPN
cana-3022	237	5	,	,	PUNCT
cana-3022	237	6	2021	2021	NUM
cana-3022	237	7	.	.	PUNCT
cana-3022	238	1	[	[	X
cana-3022	238	2	18	18	NUM
cana-3022	238	3	]	]	SYM
cana-3022	238	4	burger	burger	NOUN
cana-3022	238	5	,	,	PUNCT
cana-3022	238	6	mitchell	mitchell	PROPN
cana-3022	238	7	.	.	PUNCT
cana-3022	239	1	"	"	PUNCT
cana-3022	239	2	the	the	DET
cana-3022	239	3	risk	risk	NOUN
cana-3022	239	4	to	to	ADP
cana-3022	239	5	population	population	NOUN
cana-3022	239	6	health	health	NOUN
cana-3022	239	7	equity	equity	NOUN
cana-3022	239	8	posed	pose	VERB
cana-3022	239	9	by	by	ADP
cana-3022	239	10	automated	automate	VERB
cana-3022	239	11	decision	decision	NOUN
cana-3022	239	12	systems	system	NOUN
cana-3022	239	13	:	:	PUNCT
cana-3022	239	14	a	a	DET
cana-3022	239	15	narrative	narrative	NOUN
cana-3022	239	16	review	review	NOUN
cana-3022	239	17	.	.	PUNCT
cana-3022	239	18	"	"	PUNCT
cana-3022	240	1	arxiv	arxiv	PROPN
cana-3022	240	2	preprint	preprint	NOUN
cana-3022	240	3	arxiv:2001.06615	arxiv:2001.06615	NUM
cana-3022	240	4	(	(	PUNCT
cana-3022	240	5	2020	2020	NUM
cana-3022	240	6	)	)	PUNCT
cana-3022	240	7	.	.	PUNCT
cana-3022	241	1	[	[	X
cana-3022	241	2	19	19	NUM
cana-3022	241	3	]	]	SYM
cana-3022	241	4	alwhbi	alwhbi	PROPN
cana-3022	241	5	,	,	PUNCT
cana-3022	241	6	ibrahim	ibrahim	PROPN
cana-3022	241	7	a.	a.	NOUN
cana-3022	241	8	"	"	PUNCT
cana-3022	241	9	eavesdropping	eavesdropping	NOUN
cana-3022	241	10	-	-	PUNCT
cana-3022	241	11	driven	drive	VERB
cana-3022	241	12	profiling	profiling	NOUN
cana-3022	241	13	attacks	attack	NOUN
cana-3022	241	14	on	on	ADP
cana-3022	241	15	encrypted	encrypt	VERB
cana-3022	241	16	wifi	wifi	NOUN
cana-3022	241	17	networks	network	NOUN
cana-3022	241	18	:	:	PUNCT
cana-3022	241	19	unveiling	unveil	VERB
cana-3022	241	20	vulnerabilities	vulnerability	NOUN
cana-3022	241	21	in	in	ADP
cana-3022	241	22	iot	iot	ADJ
cana-3022	241	23	device	device	NOUN
cana-3022	241	24	security	security	NOUN
cana-3022	241	25	.	.	PUNCT
cana-3022	241	26	"	"	PUNCT
cana-3022	242	1	(	(	PUNCT
cana-3022	242	2	2024	2024	NUM
cana-3022	242	3	)	)	PUNCT
cana-3022	242	4	.	.	PUNCT
cana-3022	243	1	[	[	X
cana-3022	243	2	20	20	NUM
cana-3022	243	3	]	]	X
cana-3022	243	4	naeem	naeem	PROPN
cana-3022	243	5	,	,	PUNCT
cana-3022	243	6	hamad	hamad	PROPN
cana-3022	243	7	,	,	PUNCT
cana-3022	243	8	farhan	farhan	PROPN
cana-3022	243	9	ullah	ullah	PROPN
cana-3022	243	10	,	,	PUNCT
cana-3022	243	11	and	and	CCONJ
cana-3022	243	12	gautam	gautam	PROPN
cana-3022	243	13	srivastava	srivastava	PROPN
cana-3022	243	14	.	.	PUNCT
cana-3022	244	1	"	"	PUNCT
cana-3022	244	2	classification	classification	NOUN
cana-3022	244	3	of	of	ADP
cana-3022	244	4	intrusion	intrusion	NOUN
cana-3022	244	5	cyber‐attacks	cyber‐attack	NOUN
cana-3022	244	6	in	in	ADP
cana-3022	244	7	smart	smart	ADJ
cana-3022	244	8	power	power	NOUN
cana-3022	244	9	grids	grid	NOUN
cana-3022	244	10	using	use	VERB
cana-3022	244	11	deep	deep	ADJ
cana-3022	244	12	ensemble	ensemble	ADJ
cana-3022	244	13	learning	learning	NOUN
cana-3022	244	14	with	with	ADP
cana-3022	244	15	metaheuristic‐based	metaheuristic‐based	ADJ
cana-3022	244	16	optimization	optimization	NOUN
cana-3022	244	17	.	.	PUNCT
cana-3022	244	18	"	"	PUNCT
cana-3022	245	1	expert	expert	NOUN
cana-3022	245	2	systems	system	NOUN
cana-3022	245	3	(	(	PUNCT
cana-3022	245	4	2024	2024	NUM
cana-3022	245	5	):	):	PUNCT
cana-3022	245	6	e13556	e13556	NOUN
cana-3022	245	7	.	.	PUNCT
cana-3022	246	1	[	[	X
cana-3022	246	2	21	21	NUM
cana-3022	246	3	]	]	X
cana-3022	246	4	waqas	waqas	PROPN
cana-3022	246	5	,	,	PUNCT
cana-3022	246	6	asim	asim	PROPN
cana-3022	246	7	.	.	PUNCT
cana-3022	247	1	from	from	ADP
cana-3022	247	2	graph	graph	NOUN
cana-3022	247	3	theory	theory	NOUN
cana-3022	247	4	for	for	ADP
cana-3022	247	5	robust	robust	ADJ
cana-3022	247	6	deep	deep	ADJ
cana-3022	247	7	networks	network	NOUN
cana-3022	247	8	to	to	PART
cana-3022	247	9	graph	graph	VERB
cana-3022	247	10	learning	learn	VERB
cana-3022	247	11	for	for	ADP
cana-3022	247	12	multimodal	multimodal	ADJ
cana-3022	247	13	cancer	cancer	NOUN
cana-3022	247	14	analysis	analysis	NOUN
cana-3022	247	15	.	.	PUNCT
cana-3022	248	1	diss	diss	PROPN
cana-3022	248	2	.	.	PUNCT
cana-3022	248	3	university	university	PROPN
cana-3022	248	4	of	of	ADP
cana-3022	248	5	south	south	PROPN
cana-3022	248	6	florida	florida	PROPN
cana-3022	248	7	,	,	PUNCT
cana-3022	248	8	2024	2024	NUM
cana-3022	248	9	.	.	PUNCT
cana-3022	249	1	[	[	X
cana-3022	249	2	22	22	NUM
cana-3022	249	3	]	]	X
cana-3022	249	4	lähteenmäki	lähteenmäki	NOUN
cana-3022	249	5	,	,	PUNCT
cana-3022	249	6	jaakko	jaakko	PROPN
cana-3022	249	7	,	,	PUNCT
cana-3022	249	8	et	et	PROPN
cana-3022	249	9	al	al	PROPN
cana-3022	249	10	.	.	PUNCT
cana-3022	250	1	"	"	PUNCT
cana-3022	250	2	data	data	NOUN
cana-3022	250	3	-	-	PUNCT
cana-3022	250	4	driven	drive	VERB
cana-3022	250	5	precision	precision	NOUN
cana-3022	250	6	medicine	medicine	NOUN
cana-3022	250	7	ecosystem	ecosystem	NOUN
cana-3022	250	8	-	-	PUNCT
cana-3022	250	9	stakeholder	stakeholder	NOUN
cana-3022	250	10	needs	need	NOUN
cana-3022	250	11	and	and	CCONJ
cana-3022	250	12	opportunities	opportunity	NOUN
cana-3022	250	13	.	.	PUNCT
cana-3022	250	14	"	"	PUNCT
cana-3022	251	1	(	(	PUNCT
cana-3022	251	2	2018	2018	NUM
cana-3022	251	3	)	)	PUNCT
cana-3022	251	4	.	.	PUNCT
cana-3022	252	1	[	[	X
cana-3022	252	2	23	23	NUM
cana-3022	252	3	]	]	PUNCT
cana-3022	252	4	r.senthamil	r.senthamil	NOUN
cana-3022	252	5	selvan	selvan	VERB
cana-3022	252	6	“	"	PUNCT
cana-3022	252	7	automatic	automatic	ADJ
cana-3022	252	8	liver	liver	NOUN
cana-3022	252	9	cancer	cancer	NOUN
cana-3022	252	10	detection	detection	NOUN
cana-3022	252	11	in	in	ADP
cana-3022	252	12	abdominal	abdominal	ADJ
cana-3022	252	13	liver	liver	NOUN
cana-3022	252	14	images	image	NOUN
cana-3022	252	15	using	use	VERB
cana-3022	252	16	soft	soft	ADJ
cana-3022	252	17	optimization	optimization	NOUN
cana-3022	252	18	techniques	technique	NOUN
cana-3022	252	19	by	by	ADP
cana-3022	252	20	2022	2022	NUM
cana-3022	252	21	international	international	ADJ
cana-3022	252	22	conference	conference	NOUN
cana-3022	252	23	on	on	ADP
cana-3022	252	24	knowledge	knowledge	NOUN
cana-3022	252	25	engineering	engineering	NOUN
cana-3022	252	26	and	and	CCONJ
cana-3022	252	27	communication	communication	NOUN
cana-3022	252	28	systems	system	NOUN
cana-3022	252	29	(	(	PUNCT
cana-3022	252	30	ickes),issn:0018	ickes),issn:0018	X
cana-3022	252	31	-	-	PUNCT
cana-3022	252	32	9219,e	9219,e	NUM
cana-3022	252	33	-	-	PUNCT
cana-3022	252	34	issn:1558	issn:1558	ADJ
cana-3022	252	35	-	-	ADJ
cana-3022	252	36	2256,17	2256,17	ADJ
cana-3022	252	37	march	march	NOUN
cana-3022	252	38	2023	2023	NUM
cana-3022	252	39	,	,	PUNCT
cana-3022	252	40	10.1109	10.1109	NUM
cana-3022	252	41	/	/	SYM
cana-3022	252	42	ickecs56523.2022.10060747	ickecs56523.2022.10060747	PROPN
cana-3022	252	43	.	.	PUNCT
cana-3022	253	1	communications	communication	NOUN
cana-3022	253	2	on	on	ADP
cana-3022	253	3	applied	apply	VERB
cana-3022	253	4	nonlinear	nonlinear	ADJ
cana-3022	253	5	analysis	analysis	NOUN
cana-3022	253	6	issn	issn	NOUN
cana-3022	253	7	:	:	PUNCT
cana-3022	253	8	1074	1074	NUM
cana-3022	253	9	-	-	PUNCT
cana-3022	253	10	133x	133x	NUM
cana-3022	253	11	vol	vol	NOUN
cana-3022	253	12	32	32	NUM
cana-3022	253	13	no	no	NOUN
cana-3022	253	14	.	.	PUNCT
cana-3022	254	1	5s	5s	NUM
cana-3022	254	2	(	(	PUNCT
cana-3022	254	3	2025	2025	NUM
cana-3022	254	4	)	)	PUNCT
cana-3022	254	5	228	228	NUM
cana-3022	254	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3022	255	1	[	[	X
cana-3022	255	2	24	24	NUM
cana-3022	255	3	]	]	PUNCT
cana-3022	255	4	r.senthamil	r.senthamil	NOUN
cana-3022	255	5	selvan	selvan	PROPN
cana-3022	255	6	,	,	PUNCT
cana-3022	255	7	“	"	PUNCT
cana-3022	255	8	tumor	tumor	NOUN
cana-3022	255	9	infiltration	infiltration	NOUN
cana-3022	255	10	of	of	ADP
cana-3022	255	11	microrobot	microrobot	NOUN
cana-3022	255	12	using	use	VERB
cana-3022	255	13	magnetic	magnetic	ADJ
cana-3022	255	14	torque	torque	NOUN
cana-3022	255	15	and	and	CCONJ
cana-3022	255	16	ai	ai	PROPN
cana-3022	255	17	technique	technique	NOUN
cana-3022	255	18	”	"	PUNCT
cana-3022	255	19	by	by	ADP
cana-3022	255	20	2023	2023	NUM
cana-3022	255	21	2nd	2nd	ADJ
cana-3022	255	22	international	international	ADJ
cana-3022	255	23	conference	conference	NOUN
cana-3022	255	24	on	on	ADP
cana-3022	255	25	vision	vision	NOUN
cana-3022	255	26	towards	towards	ADP
cana-3022	255	27	emerging	emerge	VERB
cana-3022	255	28	trends	trend	NOUN
cana-3022	255	29	in	in	ADP
cana-3022	255	30	communication	communication	NOUN
cana-3022	255	31	and	and	CCONJ
cana-3022	255	32	networking	networking	NOUN
cana-3022	255	33	technologies	technology	NOUN
cana-3022	255	34	(	(	PUNCT
cana-3022	255	35	vitecon	vitecon	NOUN
cana-3022	255	36	)	)	PUNCT
cana-3022	255	37	,	,	PUNCT
cana-3022	255	38	issn:0018	issn:0018	NOUN
cana-3022	255	39	-	-	PUNCT
cana-3022	255	40	9219,e	9219,e	NUM
cana-3022	255	41	-	-	PUNCT
cana-3022	255	42	issn:1558	issn:1558	NOUN
cana-3022	255	43	-	-	ADJ
cana-3022	255	44	2256,26	2256,26	NUM
cana-3022	255	45	june	june	PROPN
cana-3022	255	46	2023	2023	NUM
cana-3022	255	47	,	,	PUNCT
cana-3022	255	48	10.1109	10.1109	NUM
cana-3022	255	49	/	/	SYM
cana-3022	255	50	vitecon58111.2023.10157336	vitecon58111.2023.10157336	NOUN
cana-3022	255	51	.	.	PUNCT
cana-3022	256	1	[	[	X
cana-3022	256	2	25	25	NUM
cana-3022	256	3	]	]	PUNCT
cana-3022	256	4	sadi	sadi	NOUN
cana-3022	256	5	,	,	PUNCT
cana-3022	256	6	ram	ram	NOUN
cana-3022	256	7	prasad	prasad	PROPN
cana-3022	256	8	reddy	reddy	PROPN
cana-3022	256	9	,	,	PUNCT
cana-3022	256	10	et	et	PROPN
cana-3022	256	11	al	al	PROPN
cana-3022	256	12	.	.	PUNCT
cana-3022	256	13	ai	ai	PROPN
cana-3022	256	14	applications	application	NOUN
cana-3022	256	15	.	.	PUNCT
cana-3022	257	1	gcs	gcs	PROPN
cana-3022	257	2	publishers	publisher	NOUN
cana-3022	257	3	,	,	PUNCT
cana-3022	257	4	2022	2022	NUM
cana-3022	257	5	.	.	PUNCT
cana-3022	258	1	[	[	X
cana-3022	258	2	26	26	NUM
cana-3022	258	3	]	]	X
cana-3022	258	4	eben	eben	PROPN
cana-3022	258	5	,	,	PUNCT
cana-3022	258	6	j.	j.	PROPN
cana-3022	258	7	lysa	lysa	PROPN
cana-3022	258	8	,	,	PUNCT
cana-3022	258	9	chamandeep	chamandeep	PROPN
cana-3022	258	10	kaur	kaur	PROPN
cana-3022	258	11	,	,	PUNCT
cana-3022	258	12	and	and	CCONJ
cana-3022	258	13	mathews	mathews	PROPN
cana-3022	258	14	t.	t.	PROPN
cana-3022	258	15	thelly	thelly	PROPN
cana-3022	258	16	.	.	PUNCT
cana-3022	259	1	"	"	PUNCT
cana-3022	259	2	iot	iot	PROPN
cana-3022	259	3	based	base	VERB
cana-3022	259	4	monitoring	monitoring	NOUN
cana-3022	259	5	of	of	ADP
cana-3022	259	6	mushroom	mushroom	NOUN
cana-3022	259	7	.	.	PUNCT
cana-3022	259	8	"	"	PUNCT
cana-3022	260	1	2023	2023	NUM
cana-3022	260	2	international	international	ADJ
cana-3022	260	3	conference	conference	NOUN
cana-3022	260	4	on	on	ADP
cana-3022	260	5	sustainable	sustainable	ADJ
cana-3022	260	6	computing	computing	NOUN
cana-3022	260	7	and	and	CCONJ
cana-3022	260	8	data	datum	NOUN
cana-3022	260	9	communication	communication	NOUN
cana-3022	260	10	systems	system	NOUN
cana-3022	260	11	(	(	PUNCT
cana-3022	260	12	icscds	icscds	PROPN
cana-3022	260	13	)	)	PUNCT
cana-3022	260	14	.	.	PUNCT
cana-3022	261	1	ieee	ieee	NOUN
cana-3022	261	2	,	,	PUNCT
cana-3022	261	3	2023	2023	NUM
cana-3022	261	4	.	.	PUNCT
cana-3022	262	1	[	[	X
cana-3022	262	2	27	27	NUM
cana-3022	262	3	]	]	SYM
cana-3022	262	4	sharmila	sharmila	PROPN
cana-3022	262	5	,	,	PUNCT
cana-3022	262	6	v.	v.	PROPN
cana-3022	262	7	,	,	PUNCT
cana-3022	262	8	et	et	PROPN
cana-3022	262	9	al	al	PROPN
cana-3022	262	10	.	.	PUNCT
cana-3022	263	1	"	"	PUNCT
cana-3022	263	2	analysis	analysis	NOUN
cana-3022	263	3	of	of	ADP
cana-3022	263	4	the	the	DET
cana-3022	263	5	impact	impact	NOUN
cana-3022	263	6	of	of	ADP
cana-3022	263	7	digital	digital	ADJ
cana-3022	263	8	trends	trend	NOUN
cana-3022	263	9	and	and	CCONJ
cana-3022	263	10	iot	iot	ADJ
cana-3022	263	11	procedural	procedural	ADJ
cana-3022	263	12	scheme	scheme	NOUN
cana-3022	263	13	on	on	ADP
cana-3022	263	14	traditional	traditional	ADJ
cana-3022	263	15	banking	banking	NOUN
cana-3022	263	16	system	system	NOUN
cana-3022	263	17	.	.	PUNCT
cana-3022	263	18	"	"	PUNCT
cana-3022	264	1	2022	2022	NUM
cana-3022	264	2	international	international	ADJ
cana-3022	264	3	conference	conference	NOUN
cana-3022	264	4	on	on	ADP
cana-3022	264	5	advances	advance	NOUN
cana-3022	264	6	in	in	ADP
cana-3022	264	7	computing	computing	NOUN
cana-3022	264	8	,	,	PUNCT
cana-3022	264	9	communication	communication	NOUN
cana-3022	264	10	and	and	CCONJ
cana-3022	264	11	applied	apply	VERB
cana-3022	264	12	informatics	informatic	NOUN
cana-3022	264	13	(	(	PUNCT
cana-3022	264	14	accai	accai	ADJ
cana-3022	264	15	)	)	PUNCT
cana-3022	264	16	.	.	PUNCT
cana-3022	265	1	ieee	ieee	NOUN
cana-3022	265	2	,	,	PUNCT
cana-3022	265	3	2022	2022	NUM
cana-3022	265	4	.	.	PUNCT
cana-3022	266	1	[	[	X
cana-3022	266	2	28	28	NUM
cana-3022	266	3	]	]	X
cana-3022	266	4	r.senthamil	r.senthamil	PROPN
cana-3022	266	5	selvan	selvan	PROPN
cana-3022	266	6	,	,	PUNCT
cana-3022	266	7	“	"	PUNCT
cana-3022	266	8	tumor	tumor	NOUN
cana-3022	266	9	infiltration	infiltration	NOUN
cana-3022	266	10	of	of	ADP
cana-3022	266	11	microrobot	microrobot	NOUN
cana-3022	266	12	using	use	VERB
cana-3022	266	13	magnetic	magnetic	ADJ
cana-3022	266	14	torque	torque	NOUN
cana-3022	266	15	and	and	CCONJ
cana-3022	266	16	ai	ai	PROPN
cana-3022	266	17	technique	technique	NOUN
cana-3022	266	18	”	"	PUNCT
cana-3022	266	19	by	by	ADP
cana-3022	266	20	2023	2023	NUM
cana-3022	266	21	2nd	2nd	ADJ
cana-3022	266	22	international	international	ADJ
cana-3022	266	23	conference	conference	NOUN
cana-3022	266	24	on	on	ADP
cana-3022	266	25	vision	vision	NOUN
cana-3022	266	26	towards	towards	ADP
cana-3022	266	27	emerging	emerge	VERB
cana-3022	266	28	trends	trend	NOUN
cana-3022	266	29	in	in	ADP
cana-3022	266	30	communication	communication	NOUN
cana-3022	266	31	and	and	CCONJ
cana-3022	266	32	networking	networking	NOUN
cana-3022	266	33	technologies	technology	NOUN
cana-3022	266	34	(	(	PUNCT
cana-3022	266	35	vitecon	vitecon	NOUN
cana-3022	266	36	)	)	PUNCT
cana-3022	266	37	,	,	PUNCT
cana-3022	266	38	issn:0018	issn:0018	NOUN
cana-3022	266	39	-	-	PUNCT
cana-3022	266	40	9219,e	9219,e	NUM
cana-3022	266	41	-	-	PUNCT
cana-3022	266	42	issn:1558	issn:1558	NOUN
cana-3022	266	43	-	-	ADJ
cana-3022	266	44	2256,26	2256,26	NUM
cana-3022	266	45	june	june	PROPN
cana-3022	266	46	2023	2023	NUM
cana-3022	266	47	,	,	PUNCT
cana-3022	266	48	10.1109	10.1109	NUM
cana-3022	266	49	/	/	SYM
cana-3022	266	50	vitecon58111.2023.10157336	vitecon58111.2023.10157336	NOUN
cana-3022	266	51	.	.	PUNCT
cana-3022	267	1	[	[	X
cana-3022	267	2	29	29	NUM
cana-3022	267	3	]	]	PUNCT
cana-3022	267	4	r.senthamil	r.senthamil	NOUN
cana-3022	267	5	selvan	selvan	VERB
cana-3022	267	6	“	"	PUNCT
cana-3022	267	7	automatic	automatic	ADJ
cana-3022	267	8	liver	liver	NOUN
cana-3022	267	9	cancer	cancer	NOUN
cana-3022	267	10	detection	detection	NOUN
cana-3022	267	11	in	in	ADP
cana-3022	267	12	abdominal	abdominal	ADJ
cana-3022	267	13	liver	liver	NOUN
cana-3022	267	14	images	image	NOUN
cana-3022	267	15	using	use	VERB
cana-3022	267	16	soft	soft	ADJ
cana-3022	267	17	optimization	optimization	NOUN
cana-3022	267	18	techniques	technique	NOUN
cana-3022	267	19	by	by	ADP
cana-3022	267	20	2022	2022	NUM
cana-3022	267	21	international	international	ADJ
cana-3022	267	22	conference	conference	NOUN
cana-3022	267	23	on	on	ADP
cana-3022	267	24	knowledge	knowledge	NOUN
cana-3022	267	25	engineering	engineering	NOUN
cana-3022	267	26	and	and	CCONJ
cana-3022	267	27	communication	communication	NOUN
cana-3022	267	28	systems	system	NOUN
cana-3022	267	29	(	(	PUNCT
cana-3022	267	30	ickes),issn:0018	ickes),issn:0018	X
cana-3022	267	31	-	-	PUNCT
cana-3022	267	32	9219,e	9219,e	NUM
cana-3022	267	33	-	-	PUNCT
cana-3022	267	34	issn:1558	issn:1558	ADJ
cana-3022	267	35	-	-	ADJ
cana-3022	267	36	2256,17	2256,17	ADJ
cana-3022	267	37	march	march	NOUN
cana-3022	267	38	2023	2023	NUM
cana-3022	267	39	,	,	PUNCT
cana-3022	267	40	10.1109	10.1109	NUM
cana-3022	267	41	/	/	SYM
cana-3022	267	42	ickecs56523.2022.10060747	ickecs56523.2022.10060747	PROPN
cana-3022	267	43	.	.	PUNCT
cana-3022	268	1	[	[	X
cana-3022	268	2	30	30	NUM
cana-3022	268	3	]	]	PUNCT
cana-3022	268	4	r.senthamil	r.senthamil	NOUN
cana-3022	268	5	selvan	selvan	VERB
cana-3022	268	6	“	"	PUNCT
cana-3022	268	7	analysis	analysis	NOUN
cana-3022	268	8	of	of	ADP
cana-3022	268	9	alzheimer	alzheimer	PROPN
cana-3022	268	10	disease	disease	NOUN
cana-3022	268	11	with	with	ADP
cana-3022	268	12	k	k	PROPN
cana-3022	268	13	means	mean	VERB
cana-3022	268	14	algorithm	algorithm	NOUN
cana-3022	268	15	and	and	CCONJ
cana-3022	268	16	pso	pso	NOUN
cana-3022	268	17	segmentation	segmentation	NOUN
cana-3022	268	18	”	"	PUNCT
cana-3022	268	19	by	by	ADP
cana-3022	268	20	2022	2022	NUM
cana-3022	268	21	ieee	ieee	PROPN
cana-3022	268	22	2nd	2nd	PROPN
cana-3022	268	23	mysore	mysore	PROPN
cana-3022	268	24	sub	sub	NOUN
cana-3022	268	25	section	section	PROPN
cana-3022	268	26	international	international	ADJ
cana-3022	268	27	conference	conference	NOUN
cana-3022	268	28	(	(	PUNCT
cana-3022	268	29	mysurucon	mysurucon	NOUN
cana-3022	268	30	)	)	PUNCT
cana-3022	268	31	,	,	PUNCT
cana-3022	268	32	issn:0018	issn:0018	NOUN
cana-3022	268	33	-	-	PUNCT
cana-3022	268	34	9219,e	9219,e	NUM
cana-3022	268	35	-	-	PUNCT
cana-3022	268	36	issn:1558	issn:1558	NOUN
cana-3022	268	37	-	-	ADJ
cana-3022	268	38	2256,13	2256,13	NUM
cana-3022	268	39	december	december	PROPN
cana-3022	268	40	2022	2022	NUM
cana-3022	268	41	,	,	PUNCT
cana-3022	268	42	10.1109	10.1109	NUM
cana-3022	268	43	/	/	SYM
cana-3022	268	44	mysurucon55714.2022.9972409	mysurucon55714.2022.9972409	NOUN
cana-3022	268	45	.	.	NOUN
cana-3022	269	1	https://ieeexplore.ieee.org/xpl/conhome/10059457/proceeding	https://ieeexplore.ieee.org/xpl/conhome/10059457/proceede	VERB
cana-3022	269	2	https://ieeexplore.ieee.org/xpl/conhome/10059457/proceeding	https://ieeexplore.ieee.org/xpl/conhome/10059457/proceede	VERB
cana-3022	269	3	https://ieeexplore.ieee.org/xpl/conhome/9972337/proceeding	https://ieeexplore.ieee.org/xpl/conhome/9972337/proceede	VERB
cana-3022	269	4	https://ieeexplore.ieee.org/xpl/conhome/9972337/proceeding	https://ieeexplore.ieee.org/xpl/conhome/9972337/proceede	VERB