id	sid	tid	token	lemma	pos
dpc-735	1	1	dermatology	dermatology	NOUN
dpc-735	1	2	:	:	PUNCT
dpc-735	1	3	practical	practical	ADJ
dpc-735	1	4	and	and	CCONJ
dpc-735	1	5	conceptual	conceptual	ADJ
dpc-735	1	6	research	research	NOUN
dpc-735	1	7	|	|	ADV
dpc-735	1	8	dermatol	dermatol	ADJ
dpc-735	1	9	pract	pract	NOUN
dpc-735	1	10	concept	concept	NOUN
dpc-735	1	11	2020;10(1):e2020011	2020;10(1):e2020011	NUM
dpc-735	1	12	1	1	NUM
dpc-735	1	13	dermatology	dermatology	NOUN
dpc-735	1	14	practical	practical	ADJ
dpc-735	1	15	&	&	CCONJ
dpc-735	1	16	conceptual	conceptual	ADJ
dpc-735	1	17	detection	detection	NOUN
dpc-735	1	18	of	of	ADP
dpc-735	1	19	malignant	malignant	ADJ
dpc-735	1	20	melanoma	melanoma	NOUN
dpc-735	1	21	using	use	VERB
dpc-735	1	22	artificial	artificial	ADJ
dpc-735	1	23	intelligence	intelligence	NOUN
dpc-735	1	24	:	:	PUNCT
dpc-735	1	25	an	an	DET
dpc-735	1	26	observational	observational	ADJ
dpc-735	1	27	study	study	NOUN
dpc-735	1	28	of	of	ADP
dpc-735	1	29	diagnostic	diagnostic	ADJ
dpc-735	1	30	accuracy	accuracy	NOUN
dpc-735	1	31	michael	michael	PROPN
dpc-735	1	32	phillips,1	phillips,1	PROPN
dpc-735	1	33	jack	jack	PROPN
dpc-735	1	34	greenhalgh,2	greenhalgh,2	PROPN
dpc-735	1	35	helen	helen	PROPN
dpc-735	1	36	marsden,2	marsden,2	PROPN
dpc-735	1	37	ioulios	ioulio	NOUN
dpc-735	1	38	palamaras3	palamaras3	NOUN
dpc-735	1	39	1	1	NUM
dpc-735	1	40	royal	royal	PROPN
dpc-735	1	41	perth	perth	PROPN
dpc-735	1	42	hospital	hospital	PROPN
dpc-735	1	43	,	,	PUNCT
dpc-735	1	44	perth	perth	PROPN
dpc-735	1	45	,	,	PUNCT
dpc-735	1	46	australia	australia	PROPN
dpc-735	1	47	;	;	PUNCT
dpc-735	1	48	harry	harry	PROPN
dpc-735	1	49	perkins	perkins	PROPN
dpc-735	1	50	institute	institute	PROPN
dpc-735	1	51	for	for	ADP
dpc-735	1	52	medical	medical	ADJ
dpc-735	1	53	research	research	NOUN
dpc-735	1	54	,	,	PUNCT
dpc-735	1	55	perth	perth	PROPN
dpc-735	1	56	,	,	PUNCT
dpc-735	1	57	australia	australia	PROPN
dpc-735	1	58	;	;	PUNCT
dpc-735	1	59	and	and	CCONJ
dpc-735	1	60	centre	centre	NOUN
dpc-735	1	61	for	for	ADP
dpc-735	1	62	medical	medical	ADJ
dpc-735	1	63	research	research	NOUN
dpc-735	1	64	,	,	PUNCT
dpc-735	1	65	university	university	NOUN
dpc-735	1	66	of	of	ADP
dpc-735	1	67	western	western	PROPN
dpc-735	1	68	australia	australia	PROPN
dpc-735	1	69	,	,	PUNCT
dpc-735	1	70	perth	perth	PROPN
dpc-735	1	71	,	,	PUNCT
dpc-735	1	72	australia	australia	PROPN
dpc-735	1	73	2	2	NUM
dpc-735	1	74	skin	skin	NOUN
dpc-735	1	75	analytics	analytic	NOUN
dpc-735	1	76	ltd	ltd	PROPN
dpc-735	1	77	.	.	PROPN
dpc-735	1	78	,	,	PUNCT
dpc-735	1	79	london	london	PROPN
dpc-735	1	80	,	,	PUNCT
dpc-735	1	81	uk	uk	PROPN
dpc-735	1	82	3	3	NUM
dpc-735	1	83	barnet	barnet	NOUN
dpc-735	1	84	and	and	CCONJ
dpc-735	1	85	chase	chase	NOUN
dpc-735	1	86	farm	farm	NOUN
dpc-735	1	87	hospitals	hospital	NOUN
dpc-735	1	88	,	,	PUNCT
dpc-735	1	89	royal	royal	PROPN
dpc-735	1	90	free	free	PROPN
dpc-735	1	91	nhs	nhs	PROPN
dpc-735	1	92	foundation	foundation	PROPN
dpc-735	1	93	trust	trust	PROPN
dpc-735	1	94	,	,	PUNCT
dpc-735	1	95	london	london	PROPN
dpc-735	1	96	,	,	PUNCT
dpc-735	1	97	uk	uk	PROPN
dpc-735	1	98	key	key	ADJ
dpc-735	1	99	words	word	NOUN
dpc-735	1	100	:	:	PUNCT
dpc-735	1	101	melanoma	melanoma	NOUN
dpc-735	1	102	,	,	PUNCT
dpc-735	1	103	artificial	artificial	ADJ
dpc-735	1	104	intelligence	intelligence	NOUN
dpc-735	1	105	,	,	PUNCT
dpc-735	1	106	primary	primary	ADJ
dpc-735	1	107	care	care	NOUN
dpc-735	1	108	,	,	PUNCT
dpc-735	1	109	detection	detection	NOUN
dpc-735	1	110	,	,	PUNCT
dpc-735	1	111	identification	identification	NOUN
dpc-735	1	112	citation	citation	NOUN
dpc-735	1	113	:	:	PUNCT
dpc-735	1	114	phillips	phillips	PROPN
dpc-735	1	115	m	m	PROPN
dpc-735	1	116	,	,	PUNCT
dpc-735	1	117	greenhalgh	greenhalgh	PROPN
dpc-735	1	118	j	j	PROPN
dpc-735	1	119	,	,	PUNCT
dpc-735	1	120	marsden	marsden	PROPN
dpc-735	1	121	h	h	PROPN
dpc-735	1	122	,	,	PUNCT
dpc-735	1	123	palamaras	palamaras	PROPN
dpc-735	1	124	i.	i.	PROPN
dpc-735	1	125	detection	detection	PROPN
dpc-735	1	126	of	of	ADP
dpc-735	1	127	malignant	malignant	ADJ
dpc-735	1	128	melanoma	melanoma	NOUN
dpc-735	1	129	using	use	VERB
dpc-735	1	130	artificial	artificial	ADJ
dpc-735	1	131	intelligence	intelligence	NOUN
dpc-735	1	132	:	:	PUNCT
dpc-735	1	133	an	an	DET
dpc-735	1	134	observational	observational	ADJ
dpc-735	1	135	study	study	NOUN
dpc-735	1	136	of	of	ADP
dpc-735	1	137	diagnostic	diagnostic	ADJ
dpc-735	1	138	accuracy	accuracy	NOUN
dpc-735	1	139	.	.	PUNCT
dpc-735	2	1	dermatol	dermatol	NOUN
dpc-735	2	2	pract	pract	PROPN
dpc-735	2	3	concept	concept	NOUN
dpc-735	2	4	.	.	PUNCT
dpc-735	3	1	2020;10(1):e2020011	2020;10(1):e2020011	X
dpc-735	3	2	.	.	X
dpc-735	3	3	doi	doi	PROPN
dpc-735	3	4	:	:	PUNCT
dpc-735	3	5	https://doi.org/10.5826/dpc.1001a11	https://doi.org/10.5826/dpc.1001a11	PROPN
dpc-735	3	6	accepted	accepted	PROPN
dpc-735	3	7	:	:	PUNCT
dpc-735	3	8	july	july	PROPN
dpc-735	3	9	10	10	NUM
dpc-735	3	10	,	,	PUNCT
dpc-735	3	11	2019	2019	NUM
dpc-735	3	12	;	;	PUNCT
dpc-735	3	13	published	publish	VERB
dpc-735	3	14	:	:	PUNCT
dpc-735	3	15	december	december	PROPN
dpc-735	3	16	31	31	NUM
dpc-735	3	17	,	,	PUNCT
dpc-735	3	18	2019	2019	NUM
dpc-735	3	19	copyright	copyright	NOUN
dpc-735	3	20	:	:	PUNCT
dpc-735	4	1	©	©	PROPN
dpc-735	4	2	2019	2019	NUM
dpc-735	4	3	phillips	phillip	NOUN
dpc-735	4	4	et	et	PROPN
dpc-735	4	5	al	al	PROPN
dpc-735	4	6	.	.	PUNCT
dpc-735	5	1	this	this	PRON
dpc-735	5	2	is	be	AUX
dpc-735	5	3	an	an	DET
dpc-735	5	4	open	open	ADJ
dpc-735	5	5	-	-	PUNCT
dpc-735	5	6	access	access	NOUN
dpc-735	5	7	article	article	NOUN
dpc-735	5	8	distributed	distribute	VERB
dpc-735	5	9	under	under	ADP
dpc-735	5	10	the	the	DET
dpc-735	5	11	terms	term	NOUN
dpc-735	5	12	of	of	ADP
dpc-735	5	13	the	the	DET
dpc-735	5	14	creative	creative	ADJ
dpc-735	5	15	commons	common	NOUN
dpc-735	5	16	attribution	attribution	NOUN
dpc-735	5	17	license	license	NOUN
dpc-735	5	18	,	,	PUNCT
dpc-735	5	19	which	which	PRON
dpc-735	5	20	permits	permit	VERB
dpc-735	5	21	unrestricted	unrestricted	ADJ
dpc-735	5	22	use	use	NOUN
dpc-735	5	23	,	,	PUNCT
dpc-735	5	24	distribution	distribution	NOUN
dpc-735	5	25	,	,	PUNCT
dpc-735	5	26	and	and	CCONJ
dpc-735	5	27	reproduction	reproduction	NOUN
dpc-735	5	28	in	in	ADP
dpc-735	5	29	any	any	DET
dpc-735	5	30	medium	medium	NOUN
dpc-735	5	31	,	,	PUNCT
dpc-735	5	32	provided	provide	VERB
dpc-735	5	33	the	the	DET
dpc-735	5	34	original	original	ADJ
dpc-735	5	35	author	author	NOUN
dpc-735	5	36	and	and	CCONJ
dpc-735	5	37	source	source	NOUN
dpc-735	5	38	are	be	AUX
dpc-735	5	39	credited	credit	VERB
dpc-735	5	40	.	.	PUNCT
dpc-735	6	1	funding	funding	NOUN
dpc-735	6	2	:	:	PUNCT
dpc-735	6	3	none	none	NOUN
dpc-735	6	4	.	.	PUNCT
dpc-735	7	1	competing	compete	VERB
dpc-735	7	2	interests	interest	NOUN
dpc-735	7	3	:	:	PUNCT
dpc-735	7	4	the	the	DET
dpc-735	7	5	authors	author	NOUN
dpc-735	7	6	have	have	VERB
dpc-735	7	7	no	no	DET
dpc-735	7	8	conflicts	conflict	NOUN
dpc-735	7	9	of	of	ADP
dpc-735	7	10	interest	interest	NOUN
dpc-735	7	11	to	to	PART
dpc-735	7	12	disclose	disclose	VERB
dpc-735	7	13	.	.	PUNCT
dpc-735	8	1	authorship	authorship	NOUN
dpc-735	8	2	:	:	PUNCT
dpc-735	8	3	all	all	DET
dpc-735	8	4	authors	author	NOUN
dpc-735	8	5	have	have	AUX
dpc-735	8	6	contributed	contribute	VERB
dpc-735	8	7	significantly	significantly	ADV
dpc-735	8	8	to	to	ADP
dpc-735	8	9	this	this	DET
dpc-735	8	10	publication	publication	NOUN
dpc-735	8	11	.	.	PUNCT
dpc-735	9	1	corresponding	correspond	VERB
dpc-735	9	2	author	author	NOUN
dpc-735	9	3	:	:	PUNCT
dpc-735	9	4	michael	michael	PROPN
dpc-735	9	5	phillips	phillips	PROPN
dpc-735	9	6	,	,	PUNCT
dpc-735	9	7	mmedsci	mmedsci	PROPN
dpc-735	9	8	,	,	PUNCT
dpc-735	9	9	mrf	mrf	PROPN
dpc-735	9	10	biostatistics	biostatistics	PROPN
dpc-735	9	11	unit	unit	NOUN
dpc-735	9	12	,	,	PUNCT
dpc-735	9	13	6th	6th	ADJ
dpc-735	9	14	floor	floor	NOUN
dpc-735	9	15	mrf	mrf	PROPN
dpc-735	9	16	building	building	PROPN
dpc-735	9	17	,	,	PUNCT
dpc-735	9	18	royal	royal	PROPN
dpc-735	9	19	perth	perth	PROPN
dpc-735	9	20	hospital	hospital	PROPN
dpc-735	9	21	,	,	PUNCT
dpc-735	9	22	gpo	gpo	NOUN
dpc-735	9	23	box	box	PROPN
dpc-735	9	24	x2213	x2213	PROPN
dpc-735	9	25	,	,	PUNCT
dpc-735	9	26	perth	perth	PROPN
dpc-735	9	27	,	,	PUNCT
dpc-735	9	28	wa	wa	NOUN
dpc-735	9	29	6847	6847	NUM
dpc-735	9	30	,	,	PUNCT
dpc-735	9	31	australia	australia	PROPN
dpc-735	9	32	.	.	PUNCT
dpc-735	10	1	email	email	NOUN
dpc-735	10	2	:	:	PUNCT
dpc-735	10	3	michael.phillips@perkins.uwa.edu.au	michael.phillips@perkins.uwa.edu.au	PROPN
dpc-735	10	4	background	background	NOUN
dpc-735	10	5	:	:	PUNCT
dpc-735	10	6	malignant	malignant	ADJ
dpc-735	10	7	melanoma	melanoma	NOUN
dpc-735	10	8	can	can	AUX
dpc-735	10	9	most	most	ADV
dpc-735	10	10	successfully	successfully	ADV
dpc-735	10	11	be	be	AUX
dpc-735	10	12	cured	cure	VERB
dpc-735	10	13	when	when	SCONJ
dpc-735	10	14	diagnosed	diagnose	VERB
dpc-735	10	15	at	at	ADP
dpc-735	10	16	an	an	DET
dpc-735	10	17	early	early	ADJ
dpc-735	10	18	stage	stage	NOUN
dpc-735	10	19	in	in	ADP
dpc-735	10	20	the	the	DET
dpc-735	10	21	natural	natural	ADJ
dpc-735	10	22	history	history	NOUN
dpc-735	10	23	.	.	PUNCT
dpc-735	11	1	however	however	ADV
dpc-735	11	2	,	,	PUNCT
dpc-735	11	3	there	there	PRON
dpc-735	11	4	is	be	VERB
dpc-735	11	5	controversy	controversy	NOUN
dpc-735	11	6	over	over	ADP
dpc-735	11	7	screening	screen	VERB
dpc-735	11	8	programs	program	NOUN
dpc-735	11	9	and	and	CCONJ
dpc-735	11	10	many	many	ADJ
dpc-735	11	11	advocate	advocate	ADJ
dpc-735	11	12	screening	screen	VERB
dpc-735	11	13	only	only	ADV
dpc-735	11	14	for	for	ADP
dpc-735	11	15	high	high	ADJ
dpc-735	11	16	-	-	PUNCT
dpc-735	11	17	risk	risk	NOUN
dpc-735	11	18	individuals	individual	NOUN
dpc-735	11	19	.	.	PUNCT
dpc-735	12	1	objectives	objective	NOUN
dpc-735	12	2	:	:	PUNCT
dpc-735	13	1	this	this	DET
dpc-735	13	2	study	study	NOUN
dpc-735	13	3	aimed	aim	VERB
dpc-735	13	4	to	to	PART
dpc-735	13	5	evaluate	evaluate	VERB
dpc-735	13	6	the	the	DET
dpc-735	13	7	accuracy	accuracy	NOUN
dpc-735	13	8	of	of	ADP
dpc-735	13	9	an	an	DET
dpc-735	13	10	artificial	artificial	ADJ
dpc-735	13	11	intelligence	intelligence	NOUN
dpc-735	13	12	neural	neural	ADJ
dpc-735	13	13	network	network	NOUN
dpc-735	13	14	(	(	PUNCT
dpc-735	13	15	deep	deep	ADV
dpc-735	13	16	ensemble	ensemble	ADJ
dpc-735	13	17	for	for	ADP
dpc-735	13	18	recognition	recognition	NOUN
dpc-735	13	19	of	of	ADP
dpc-735	13	20	melanoma	melanoma	NOUN
dpc-735	13	21	[	[	X
dpc-735	13	22	derm	derm	NOUN
dpc-735	13	23	]	]	PUNCT
dpc-735	13	24	)	)	PUNCT
dpc-735	13	25	to	to	PART
dpc-735	13	26	identify	identify	VERB
dpc-735	13	27	malignant	malignant	ADJ
dpc-735	13	28	melanoma	melanoma	NOUN
dpc-735	13	29	from	from	ADP
dpc-735	13	30	dermoscopic	dermoscopic	ADJ
dpc-735	13	31	images	image	NOUN
dpc-735	13	32	of	of	ADP
dpc-735	13	33	pigmented	pigment	VERB
dpc-735	13	34	skin	skin	NOUN
dpc-735	13	35	lesions	lesion	NOUN
dpc-735	13	36	and	and	CCONJ
dpc-735	13	37	to	to	PART
dpc-735	13	38	show	show	VERB
dpc-735	13	39	how	how	SCONJ
dpc-735	13	40	this	this	PRON
dpc-735	13	41	compared	compare	VERB
dpc-735	13	42	to	to	ADP
dpc-735	13	43	doctors	doctor	NOUN
dpc-735	13	44	’	’	PART
dpc-735	13	45	performance	performance	NOUN
dpc-735	13	46	assessed	assess	VERB
dpc-735	13	47	by	by	ADP
dpc-735	13	48	meta	meta	ADJ
dpc-735	13	49	-	-	PUNCT
dpc-735	13	50	analysis	analysis	NOUN
dpc-735	13	51	.	.	PUNCT
dpc-735	14	1	methods	method	NOUN
dpc-735	14	2	:	:	PUNCT
dpc-735	14	3	derm	derm	NOUN
dpc-735	14	4	was	be	AUX
dpc-735	14	5	trained	train	VERB
dpc-735	14	6	and	and	CCONJ
dpc-735	14	7	tested	test	VERB
dpc-735	14	8	using	use	VERB
dpc-735	14	9	7,102	7,102	NUM
dpc-735	14	10	dermoscopic	dermoscopic	ADJ
dpc-735	14	11	images	image	NOUN
dpc-735	14	12	of	of	ADP
dpc-735	14	13	both	both	PRON
dpc-735	14	14	histologically	histologically	ADV
dpc-735	14	15	confirmed	confirm	VERB
dpc-735	14	16	melanoma	melanoma	NOUN
dpc-735	14	17	(	(	PUNCT
dpc-735	14	18	24	24	NUM
dpc-735	14	19	%	%	NOUN
dpc-735	14	20	)	)	PUNCT
dpc-735	14	21	and	and	CCONJ
dpc-735	14	22	benign	benign	ADJ
dpc-735	14	23	pigmented	pigmented	ADJ
dpc-735	14	24	lesions	lesion	NOUN
dpc-735	14	25	(	(	PUNCT
dpc-735	14	26	76	76	NUM
dpc-735	14	27	%	%	NOUN
dpc-735	14	28	)	)	PUNCT
dpc-735	14	29	.	.	PUNCT
dpc-735	15	1	a	a	DET
dpc-735	15	2	meta	meta	ADJ
dpc-735	15	3	-	-	PUNCT
dpc-735	15	4	analysis	analysis	NOUN
dpc-735	15	5	was	be	AUX
dpc-735	15	6	conducted	conduct	VERB
dpc-735	15	7	of	of	ADP
dpc-735	15	8	studies	study	NOUN
dpc-735	15	9	examining	examine	VERB
dpc-735	15	10	the	the	DET
dpc-735	15	11	accuracy	accuracy	NOUN
dpc-735	15	12	of	of	ADP
dpc-735	15	13	naked	naked	ADJ
dpc-735	15	14	-	-	PUNCT
dpc-735	15	15	eye	eye	NOUN
dpc-735	15	16	examination	examination	NOUN
dpc-735	15	17	,	,	PUNCT
dpc-735	15	18	with	with	ADP
dpc-735	15	19	or	or	CCONJ
dpc-735	15	20	without	without	ADP
dpc-735	15	21	dermoscopy	dermoscopy	NOUN
dpc-735	15	22	,	,	PUNCT
dpc-735	15	23	by	by	ADP
dpc-735	15	24	specialist	specialist	NOUN
dpc-735	15	25	and	and	CCONJ
dpc-735	15	26	general	general	ADJ
dpc-735	15	27	physicians	physician	NOUN
dpc-735	15	28	whose	whose	DET
dpc-735	15	29	clinical	clinical	ADJ
dpc-735	15	30	diagnosis	diagnosis	NOUN
dpc-735	15	31	was	be	AUX
dpc-735	15	32	compared	compare	VERB
dpc-735	15	33	to	to	ADP
dpc-735	15	34	histopathology	histopathology	NOUN
dpc-735	15	35	.	.	PUNCT
dpc-735	16	1	the	the	DET
dpc-735	16	2	meta	meta	ADJ
dpc-735	16	3	-	-	PUNCT
dpc-735	16	4	analysis	analysis	NOUN
dpc-735	16	5	was	be	AUX
dpc-735	16	6	based	base	VERB
dpc-735	16	7	on	on	ADP
dpc-735	16	8	evaluation	evaluation	NOUN
dpc-735	16	9	of	of	ADP
dpc-735	16	10	32,226	32,226	NUM
dpc-735	16	11	pigmented	pigmented	ADJ
dpc-735	16	12	lesions	lesion	NOUN
dpc-735	16	13	including	include	VERB
dpc-735	16	14	3,277	3,277	NUM
dpc-735	16	15	histopathology	histopathology	NOUN
dpc-735	16	16	-	-	PUNCT
dpc-735	16	17	confirmed	confirm	VERB
dpc-735	16	18	malignant	malignant	ADJ
dpc-735	16	19	melanoma	melanoma	NOUN
dpc-735	16	20	cases	case	NOUN
dpc-735	16	21	.	.	PUNCT
dpc-735	17	1	the	the	DET
dpc-735	17	2	receiver	receiver	NOUN
dpc-735	17	3	operating	operate	VERB
dpc-735	17	4	characteristic	characteristic	NOUN
dpc-735	17	5	(	(	PUNCT
dpc-735	17	6	roc	roc	PROPN
dpc-735	17	7	)	)	PUNCT
dpc-735	17	8	curve	curve	NOUN
dpc-735	17	9	was	be	AUX
dpc-735	17	10	used	use	VERB
dpc-735	17	11	to	to	PART
dpc-735	17	12	examine	examine	VERB
dpc-735	17	13	and	and	CCONJ
dpc-735	17	14	compare	compare	VERB
dpc-735	17	15	the	the	DET
dpc-735	17	16	diagnostic	diagnostic	ADJ
dpc-735	17	17	accuracy	accuracy	NOUN
dpc-735	17	18	.	.	PUNCT
dpc-735	18	1	results	result	NOUN
dpc-735	18	2	:	:	PUNCT
dpc-735	18	3	derm	derm	NOUN
dpc-735	18	4	achieved	achieve	VERB
dpc-735	18	5	a	a	DET
dpc-735	18	6	roc	roc	PROPN
dpc-735	18	7	area	area	NOUN
dpc-735	18	8	under	under	ADP
dpc-735	18	9	the	the	DET
dpc-735	18	10	curve	curve	NOUN
dpc-735	18	11	(	(	PUNCT
dpc-735	18	12	auc	auc	NOUN
dpc-735	18	13	)	)	PUNCT
dpc-735	18	14	of	of	ADP
dpc-735	18	15	0.93	0.93	NUM
dpc-735	18	16	(	(	PUNCT
dpc-735	18	17	95	95	NUM
dpc-735	18	18	%	%	NOUN
dpc-735	18	19	confidence	confidence	NOUN
dpc-735	18	20	interval	interval	NOUN
dpc-735	18	21	:	:	PUNCT
dpc-735	18	22	0.920.94	0.920.94	NOUN
dpc-735	18	23	)	)	PUNCT
dpc-735	18	24	,	,	PUNCT
dpc-735	18	25	and	and	CCONJ
dpc-735	18	26	sensitivity	sensitivity	NOUN
dpc-735	18	27	and	and	CCONJ
dpc-735	18	28	specificity	specificity	NOUN
dpc-735	18	29	of	of	ADP
dpc-735	18	30	85.0	85.0	NUM
dpc-735	18	31	%	%	NOUN
dpc-735	18	32	and	and	CCONJ
dpc-735	18	33	85.3	85.3	NUM
dpc-735	18	34	%	%	NOUN
dpc-735	18	35	,	,	PUNCT
dpc-735	18	36	respectively	respectively	ADV
dpc-735	18	37	.	.	PUNCT
dpc-735	19	1	avoidance	avoidance	NOUN
dpc-735	19	2	of	of	ADP
dpc-735	19	3	false	false	ADJ
dpc-735	19	4	-	-	PUNCT
dpc-735	19	5	negative	negative	ADJ
dpc-735	19	6	results	result	NOUN
dpc-735	19	7	is	be	AUX
dpc-735	19	8	essential	essential	ADJ
dpc-735	19	9	,	,	PUNCT
dpc-735	19	10	so	so	CCONJ
dpc-735	19	11	different	different	ADJ
dpc-735	19	12	decision	decision	NOUN
dpc-735	19	13	thresholds	threshold	NOUN
dpc-735	19	14	were	be	AUX
dpc-735	19	15	examined	examine	VERB
dpc-735	19	16	.	.	PUNCT
dpc-735	20	1	at	at	ADP
dpc-735	20	2	95	95	NUM
dpc-735	20	3	%	%	NOUN
dpc-735	20	4	sensitivity	sensitivity	NOUN
dpc-735	20	5	derm	derm	NOUN
dpc-735	20	6	achieved	achieve	VERB
dpc-735	20	7	a	a	DET
dpc-735	20	8	specificity	specificity	NOUN
dpc-735	20	9	of	of	ADP
dpc-735	20	10	64.1	64.1	NUM
dpc-735	20	11	%	%	NOUN
dpc-735	20	12	and	and	CCONJ
dpc-735	20	13	at	at	ADP
dpc-735	20	14	95	95	NUM
dpc-735	20	15	%	%	NOUN
dpc-735	20	16	specificity	specificity	NOUN
dpc-735	20	17	the	the	DET
dpc-735	20	18	sensitivity	sensitivity	NOUN
dpc-735	20	19	was	be	AUX
dpc-735	20	20	67	67	NUM
dpc-735	20	21	%	%	NOUN
dpc-735	20	22	.	.	PUNCT
dpc-735	21	1	the	the	DET
dpc-735	21	2	meta	meta	ADJ
dpc-735	21	3	-	-	PUNCT
dpc-735	21	4	analysis	analysis	NOUN
dpc-735	21	5	showed	show	VERB
dpc-735	21	6	primary	primary	ADJ
dpc-735	21	7	care	care	NOUN
dpc-735	21	8	physicians	physician	NOUN
dpc-735	21	9	(	(	PUNCT
dpc-735	21	10	10	10	NUM
dpc-735	21	11	studies	study	NOUN
dpc-735	21	12	)	)	PUNCT
dpc-735	21	13	achieve	achieve	VERB
dpc-735	21	14	an	an	DET
dpc-735	21	15	auc	auc	NOUN
dpc-735	21	16	of	of	ADP
dpc-735	21	17	0.83	0.83	NUM
dpc-735	21	18	(	(	PUNCT
dpc-735	21	19	95	95	NUM
dpc-735	21	20	%	%	NOUN
dpc-735	21	21	confidence	confidence	NOUN
dpc-735	21	22	interval	interval	NOUN
dpc-735	21	23	:	:	PUNCT
dpc-735	21	24	0.79	0.79	NUM
dpc-735	21	25	-	-	SYM
dpc-735	21	26	0.86	0.86	NUM
dpc-735	21	27	)	)	PUNCT
dpc-735	21	28	,	,	PUNCT
dpc-735	21	29	abstract	abstract	ADJ
dpc-735	21	30	mailto:michael.phillips@perkins.uwa.edu.au	mailto:michael.phillips@perkins.uwa.edu.au	PROPN
dpc-735	21	31	2	2	NUM
dpc-735	21	32	research	research	NOUN
dpc-735	21	33	|	|	ADV
dpc-735	21	34	dermatol	dermatol	NOUN
dpc-735	21	35	pract	pract	NOUN
dpc-735	21	36	concept	concept	NOUN
dpc-735	21	37	2020;10(1):e2020011	2020;10(1):e2020011	NUM
dpc-735	21	38	such	such	ADJ
dpc-735	21	39	as	as	ADP
dpc-735	21	40	the	the	DET
dpc-735	21	41	recent	recent	ADJ
dpc-735	21	42	cochrane	cochrane	NOUN
dpc-735	21	43	reviews	review	NOUN
dpc-735	21	44	of	of	ADP
dpc-735	21	45	skin	skin	NOUN
dpc-735	21	46	cancer	cancer	NOUN
dpc-735	21	47	.	.	PUNCT
dpc-735	22	1	methods	method	NOUN
dpc-735	22	2	derm	derm	NOUN
dpc-735	22	3	was	be	AUX
dpc-735	22	4	designed	design	VERB
dpc-735	22	5	and	and	CCONJ
dpc-735	22	6	developed	develop	VERB
dpc-735	22	7	using	use	VERB
dpc-735	22	8	deep	deep	ADJ
dpc-735	22	9	learning	learning	NOUN
dpc-735	22	10	techniques	technique	NOUN
dpc-735	22	11	that	that	PRON
dpc-735	22	12	identify	identify	VERB
dpc-735	22	13	and	and	CCONJ
dpc-735	22	14	assess	assess	VERB
dpc-735	22	15	features	feature	NOUN
dpc-735	22	16	of	of	ADP
dpc-735	22	17	pigmented	pigmented	ADJ
dpc-735	22	18	lesions	lesion	NOUN
dpc-735	22	19	that	that	PRON
dpc-735	22	20	are	be	AUX
dpc-735	22	21	associated	associate	VERB
dpc-735	22	22	with	with	ADP
dpc-735	22	23	mm	mm	PROPN
dpc-735	23	1	[	[	X
dpc-735	23	2	23	23	NUM
dpc-735	23	3	-	-	SYM
dpc-735	23	4	28	28	NUM
dpc-735	23	5	]	]	PUNCT
dpc-735	23	6	.	.	PUNCT
dpc-735	24	1	deep	deep	ADJ
dpc-735	24	2	learning	learning	NOUN
dpc-735	24	3	differs	differ	VERB
dpc-735	24	4	from	from	ADP
dpc-735	24	5	earlier	early	ADJ
dpc-735	24	6	machine	machine	NOUN
dpc-735	24	7	learning	learning	NOUN
dpc-735	24	8	methods	method	NOUN
dpc-735	24	9	by	by	ADP
dpc-735	24	10	learning	learn	VERB
dpc-735	24	11	features	feature	NOUN
dpc-735	24	12	that	that	PRON
dpc-735	24	13	are	be	AUX
dpc-735	24	14	associated	associate	VERB
dpc-735	24	15	with	with	ADP
dpc-735	24	16	mm	mm	PROPN
dpc-735	24	17	directly	directly	ADV
dpc-735	24	18	from	from	ADP
dpc-735	24	19	the	the	DET
dpc-735	24	20	data	datum	NOUN
dpc-735	24	21	,	,	PUNCT
dpc-735	24	22	rather	rather	ADV
dpc-735	24	23	than	than	ADP
dpc-735	24	24	using	use	VERB
dpc-735	24	25	features	feature	NOUN
dpc-735	24	26	predetermined	predetermine	VERB
dpc-735	24	27	by	by	ADP
dpc-735	24	28	a	a	DET
dpc-735	24	29	researcher	researcher	NOUN
dpc-735	24	30	.	.	PUNCT
dpc-735	25	1	the	the	DET
dpc-735	25	2	algorithm	algorithm	NOUN
dpc-735	25	3	was	be	AUX
dpc-735	25	4	trained	train	VERB
dpc-735	25	5	and	and	CCONJ
dpc-735	25	6	validated	validate	VERB
dpc-735	25	7	against	against	ADP
dpc-735	25	8	a	a	DET
dpc-735	25	9	dataset	dataset	NOUN
dpc-735	25	10	of	of	ADP
dpc-735	25	11	archived	archive	VERB
dpc-735	25	12	dermoscopic	dermoscopic	NOUN
dpc-735	25	13	images	image	NOUN
dpc-735	25	14	of	of	ADP
dpc-735	25	15	skin	skin	NOUN
dpc-735	25	16	lesions	lesion	NOUN
dpc-735	25	17	,	,	PUNCT
dpc-735	25	18	using	use	VERB
dpc-735	25	19	10	10	NUM
dpc-735	25	20	-	-	ADJ
dpc-735	25	21	fold	fold	ADJ
dpc-735	25	22	cross	cross	NOUN
dpc-735	25	23	-	-	NOUN
dpc-735	25	24	validation	validation	NOUN
dpc-735	25	25	.	.	PUNCT
dpc-735	26	1	this	this	DET
dpc-735	26	2	approach	approach	NOUN
dpc-735	26	3	allows	allow	VERB
dpc-735	26	4	every	every	DET
dpc-735	26	5	image	image	NOUN
dpc-735	26	6	to	to	PART
dpc-735	26	7	be	be	AUX
dpc-735	26	8	tested	test	VERB
dpc-735	26	9	once	once	ADV
dpc-735	26	10	,	,	PUNCT
dpc-735	26	11	while	while	SCONJ
dpc-735	26	12	ensuring	ensure	VERB
dpc-735	26	13	the	the	DET
dpc-735	26	14	same	same	ADJ
dpc-735	26	15	image	image	NOUN
dpc-735	26	16	does	do	AUX
dpc-735	26	17	not	not	PART
dpc-735	26	18	appear	appear	VERB
dpc-735	26	19	in	in	ADP
dpc-735	26	20	the	the	DET
dpc-735	26	21	training	training	NOUN
dpc-735	26	22	and	and	CCONJ
dpc-735	26	23	test	test	NOUN
dpc-735	26	24	datasets	dataset	NOUN
dpc-735	26	25	.	.	PUNCT
dpc-735	27	1	cross	cross	ADJ
dpc-735	27	2	-	-	ADJ
dpc-735	27	3	validation	validation	NOUN
dpc-735	27	4	is	be	AUX
dpc-735	27	5	performed	perform	VERB
dpc-735	27	6	by	by	ADP
dpc-735	27	7	splitting	split	VERB
dpc-735	27	8	the	the	DET
dpc-735	27	9	dataset	dataset	NOUN
dpc-735	27	10	into	into	ADP
dpc-735	27	11	several	several	ADJ
dpc-735	27	12	(	(	PUNCT
dpc-735	27	13	10	10	NUM
dpc-735	27	14	)	)	PUNCT
dpc-735	27	15	“	"	PUNCT
dpc-735	27	16	folds	fold	NOUN
dpc-735	27	17	”	"	PUNCT
dpc-735	27	18	(	(	PUNCT
dpc-735	27	19	datasets	dataset	NOUN
dpc-735	27	20	)	)	PUNCT
dpc-735	27	21	.	.	PUNCT
dpc-735	28	1	the	the	DET
dpc-735	28	2	algorithm	algorithm	NOUN
dpc-735	28	3	is	be	AUX
dpc-735	28	4	tested	test	VERB
dpc-735	28	5	against	against	ADP
dpc-735	28	6	each	each	DET
dpc-735	28	7	fold	fold	NOUN
dpc-735	28	8	,	,	PUNCT
dpc-735	28	9	with	with	SCONJ
dpc-735	28	10	the	the	DET
dpc-735	28	11	remainder	remainder	NOUN
dpc-735	28	12	used	use	VERB
dpc-735	28	13	for	for	ADP
dpc-735	28	14	training	training	NOUN
dpc-735	28	15	.	.	PUNCT
dpc-735	29	1	the	the	DET
dpc-735	29	2	results	result	NOUN
dpc-735	29	3	for	for	ADP
dpc-735	29	4	each	each	DET
dpc-735	29	5	fold	fold	NOUN
dpc-735	29	6	are	be	AUX
dpc-735	29	7	then	then	ADV
dpc-735	29	8	averaged	average	VERB
dpc-735	29	9	so	so	SCONJ
dpc-735	29	10	that	that	SCONJ
dpc-735	29	11	the	the	DET
dpc-735	29	12	overall	overall	ADJ
dpc-735	29	13	performance	performance	NOUN
dpc-735	29	14	can	can	AUX
dpc-735	29	15	be	be	AUX
dpc-735	29	16	assessed	assess	VERB
dpc-735	29	17	.	.	PUNCT
dpc-735	30	1	the	the	DET
dpc-735	30	2	image	image	NOUN
dpc-735	30	3	dataset	dataset	NOUN
dpc-735	30	4	was	be	AUX
dpc-735	30	5	collated	collate	VERB
dpc-735	30	6	from	from	ADP
dpc-735	30	7	several	several	ADJ
dpc-735	30	8	different	different	ADJ
dpc-735	30	9	sources	source	NOUN
dpc-735	30	10	including	include	VERB
dpc-735	30	11	the	the	DET
dpc-735	30	12	ph2	ph2	NOUN
dpc-735	30	13	dataset	dataset	NOUN
dpc-735	30	14	[	[	X
dpc-735	30	15	29	29	NUM
dpc-735	30	16	]	]	PUNCT
dpc-735	30	17	,	,	PUNCT
dpc-735	30	18	interactive	interactive	ADJ
dpc-735	30	19	atlas	atlas	PROPN
dpc-735	30	20	of	of	ADP
dpc-735	30	21	dermoscopy	dermoscopy	PROPN
dpc-735	30	22	[	[	X
dpc-735	30	23	30	30	NUM
dpc-735	30	24	]	]	PUNCT
dpc-735	30	25	,	,	PUNCT
dpc-735	30	26	and	and	CCONJ
dpc-735	30	27	isic	isic	PROPN
dpc-735	30	28	archive	archive	NOUN
dpc-735	31	1	[	[	X
dpc-735	31	2	31	31	NUM
dpc-735	31	3	]	]	PUNCT
dpc-735	31	4	.	.	PUNCT
dpc-735	32	1	an	an	DET
dpc-735	32	2	additional	additional	ADJ
dpc-735	32	3	672	672	NUM
dpc-735	32	4	dermoscopic	dermoscopic	ADJ
dpc-735	32	5	lesion	lesion	NOUN
dpc-735	32	6	images	image	NOUN
dpc-735	32	7	were	be	AUX
dpc-735	32	8	collected	collect	VERB
dpc-735	32	9	from	from	ADP
dpc-735	32	10	a	a	DET
dpc-735	32	11	variety	variety	NOUN
dpc-735	32	12	of	of	ADP
dpc-735	32	13	other	other	ADJ
dpc-735	32	14	sources	source	NOUN
dpc-735	32	15	.	.	PUNCT
dpc-735	33	1	the	the	DET
dpc-735	33	2	isic	isic	PROPN
dpc-735	33	3	archive	archive	NOUN
dpc-735	33	4	contains	contain	VERB
dpc-735	33	5	a	a	DET
dpc-735	33	6	large	large	ADJ
dpc-735	33	7	number	number	NOUN
dpc-735	33	8	of	of	ADP
dpc-735	33	9	images	image	NOUN
dpc-735	33	10	obtained	obtain	VERB
dpc-735	33	11	from	from	ADP
dpc-735	33	12	children	child	NOUN
dpc-735	33	13	,	,	PUNCT
dpc-735	33	14	which	which	PRON
dpc-735	33	15	are	be	AUX
dpc-735	33	16	easy	easy	ADJ
dpc-735	33	17	to	to	PART
dpc-735	33	18	classify	classify	VERB
dpc-735	33	19	as	as	ADP
dpc-735	33	20	benign	benign	ADJ
dpc-735	33	21	.	.	PUNCT
dpc-735	34	1	their	their	PRON
dpc-735	34	2	inclusion	inclusion	NOUN
dpc-735	34	3	in	in	ADP
dpc-735	34	4	the	the	DET
dpc-735	34	5	dataset	dataset	NOUN
dpc-735	34	6	was	be	AUX
dpc-735	34	7	found	find	VERB
dpc-735	34	8	to	to	PART
dpc-735	34	9	optimistically	optimistically	ADV
dpc-735	34	10	bias	bias	VERB
dpc-735	34	11	results	result	NOUN
dpc-735	34	12	so	so	SCONJ
dpc-735	34	13	they	they	PRON
dpc-735	34	14	were	be	AUX
dpc-735	34	15	excluded	exclude	VERB
dpc-735	34	16	from	from	ADP
dpc-735	34	17	the	the	DET
dpc-735	34	18	development	development	NOUN
dpc-735	34	19	work	work	NOUN
dpc-735	34	20	.	.	PUNCT
dpc-735	35	1	the	the	DET
dpc-735	35	2	isic	isic	PROPN
dpc-735	35	3	archive	archive	NOUN
dpc-735	35	4	also	also	ADV
dpc-735	35	5	contains	contain	VERB
dpc-735	35	6	a	a	DET
dpc-735	35	7	large	large	ADJ
dpc-735	35	8	number	number	NOUN
dpc-735	35	9	of	of	ADP
dpc-735	35	10	identical	identical	ADJ
dpc-735	35	11	and	and	CCONJ
dpc-735	35	12	near	near	ADJ
dpc-735	35	13	-	-	PUNCT
dpc-735	35	14	identical	identical	ADJ
dpc-735	35	15	images	image	NOUN
dpc-735	35	16	which	which	PRON
dpc-735	35	17	were	be	AUX
dpc-735	35	18	removed	remove	VERB
dpc-735	35	19	from	from	ADP
dpc-735	35	20	the	the	DET
dpc-735	35	21	dataset	dataset	NOUN
dpc-735	35	22	.	.	PUNCT
dpc-735	36	1	the	the	DET
dpc-735	36	2	involved	involved	ADJ
dpc-735	36	3	smartphone	smartphone	NOUN
dpc-735	36	4	photography	photography	NOUN
dpc-735	36	5	and	and	CCONJ
dpc-735	36	6	4	4	NUM
dpc-735	36	7	provided	provide	VERB
dpc-735	36	8	an	an	DET
dpc-735	36	9	estimate	estimate	NOUN
dpc-735	36	10	of	of	ADP
dpc-735	36	11	the	the	DET
dpc-735	36	12	probability	probability	NOUN
dpc-735	36	13	of	of	ADP
dpc-735	36	14	malignancy	malignancy	NOUN
dpc-735	36	15	.	.	PUNCT
dpc-735	37	1	none	none	NOUN
dpc-735	37	2	of	of	ADP
dpc-735	37	3	these	these	DET
dpc-735	37	4	apps	app	NOUN
dpc-735	37	5	had	have	AUX
dpc-735	37	6	been	be	AUX
dpc-735	37	7	assessed	assess	VERB
dpc-735	37	8	for	for	ADP
dpc-735	37	9	diagnostic	diagnostic	ADJ
dpc-735	37	10	accuracy	accuracy	NOUN
dpc-735	37	11	[	[	X
dpc-735	37	12	17	17	NUM
dpc-735	37	13	]	]	PUNCT
dpc-735	37	14	.	.	PUNCT
dpc-735	38	1	understandably	understandably	ADV
dpc-735	38	2	there	there	PRON
dpc-735	38	3	is	be	VERB
dpc-735	38	4	concern	concern	NOUN
dpc-735	38	5	about	about	ADP
dpc-735	38	6	the	the	DET
dpc-735	38	7	possible	possible	ADJ
dpc-735	38	8	harm	harm	NOUN
dpc-735	38	9	to	to	ADP
dpc-735	38	10	patients	patient	NOUN
dpc-735	38	11	that	that	PRON
dpc-735	38	12	poorly	poorly	ADV
dpc-735	38	13	designed	design	VERB
dpc-735	38	14	,	,	PUNCT
dpc-735	38	15	inaccurate	inaccurate	ADJ
dpc-735	38	16	,	,	PUNCT
dpc-735	38	17	and/or	and/or	CCONJ
dpc-735	38	18	misleading	mislead	VERB
dpc-735	38	19	consumer	consumer	NOUN
dpc-735	38	20	apps	app	NOUN
dpc-735	38	21	may	may	AUX
dpc-735	38	22	cause	cause	VERB
dpc-735	38	23	[	[	X
dpc-735	38	24	1820	1820	NUM
dpc-735	38	25	]	]	PUNCT
dpc-735	38	26	.	.	PUNCT
dpc-735	39	1	however	however	ADV
dpc-735	39	2	,	,	PUNCT
dpc-735	39	3	with	with	ADP
dpc-735	39	4	appropriate	appropriate	ADJ
dpc-735	39	5	development	development	NOUN
dpc-735	39	6	and	and	CCONJ
dpc-735	39	7	suitable	suitable	ADJ
dpc-735	39	8	evaluation	evaluation	NOUN
dpc-735	39	9	there	there	PRON
dpc-735	39	10	is	be	VERB
dpc-735	39	11	no	no	DET
dpc-735	39	12	reason	reason	NOUN
dpc-735	39	13	why	why	SCONJ
dpc-735	39	14	modern	modern	ADJ
dpc-735	39	15	electronic	electronic	ADJ
dpc-735	39	16	technology	technology	NOUN
dpc-735	39	17	could	could	AUX
dpc-735	39	18	not	not	PART
dpc-735	39	19	improve	improve	VERB
dpc-735	39	20	diagnostic	diagnostic	ADJ
dpc-735	39	21	accuracy	accuracy	NOUN
dpc-735	39	22	.	.	PUNCT
dpc-735	40	1	recently	recently	ADV
dpc-735	40	2	,	,	PUNCT
dpc-735	40	3	an	an	DET
dpc-735	40	4	artificial	artificial	ADJ
dpc-735	40	5	intelligence	intelligence	NOUN
dpc-735	40	6	(	(	PUNCT
dpc-735	40	7	ai	ai	NOUN
dpc-735	40	8	)	)	PUNCT
dpc-735	40	9	algorithm	algorithm	NOUN
dpc-735	40	10	categorizing	categorize	VERB
dpc-735	40	11	photographs	photograph	NOUN
dpc-735	40	12	of	of	ADP
dpc-735	40	13	pigmented	pigmented	ADJ
dpc-735	40	14	lesions	lesion	NOUN
dpc-735	40	15	has	have	AUX
dpc-735	40	16	been	be	AUX
dpc-735	40	17	shown	show	VERB
dpc-735	40	18	to	to	PART
dpc-735	40	19	be	be	AUX
dpc-735	40	20	capable	capable	ADJ
dpc-735	40	21	of	of	ADP
dpc-735	40	22	classifying	classify	VERB
dpc-735	40	23	mm	mm	PROPN
dpc-735	40	24	with	with	ADP
dpc-735	40	25	a	a	DET
dpc-735	40	26	level	level	NOUN
dpc-735	40	27	of	of	ADP
dpc-735	40	28	competence	competence	NOUN
dpc-735	40	29	comparable	comparable	ADJ
dpc-735	40	30	to	to	ADP
dpc-735	40	31	that	that	PRON
dpc-735	40	32	of	of	ADP
dpc-735	40	33	dermatologists	dermatologist	NOUN
dpc-735	40	34	[	[	X
dpc-735	40	35	21	21	NUM
dpc-735	40	36	]	]	PUNCT
dpc-735	40	37	.	.	PUNCT
dpc-735	41	1	as	as	ADP
dpc-735	41	2	obermeyer	obermeyer	NOUN
dpc-735	41	3	and	and	CCONJ
dpc-735	41	4	emanuel	emanuel	PROPN
dpc-735	41	5	state	state	PROPN
dpc-735	41	6	in	in	ADP
dpc-735	41	7	a	a	DET
dpc-735	41	8	recent	recent	ADJ
dpc-735	41	9	review	review	NOUN
dpc-735	41	10	,	,	PUNCT
dpc-735	41	11	“	"	PUNCT
dpc-735	41	12	machine	machine	NOUN
dpc-735	41	13	learning	learning	NOUN
dpc-735	41	14	has	have	AUX
dpc-735	41	15	become	become	VERB
dpc-735	41	16	ubiquitous	ubiquitous	ADJ
dpc-735	41	17	and	and	CCONJ
dpc-735	41	18	indispensable	indispensable	ADJ
dpc-735	41	19	for	for	ADP
dpc-735	41	20	solving	solve	VERB
dpc-735	41	21	complex	complex	ADJ
dpc-735	41	22	problems	problem	NOUN
dpc-735	41	23	in	in	ADP
dpc-735	41	24	most	most	ADJ
dpc-735	41	25	sciences	science	NOUN
dpc-735	41	26	.	.	PUNCT
dpc-735	42	1	the	the	DET
dpc-735	42	2	same	same	ADJ
dpc-735	42	3	methods	method	NOUN
dpc-735	42	4	will	will	AUX
dpc-735	42	5	open	open	VERB
dpc-735	42	6	up	up	ADP
dpc-735	42	7	vast	vast	ADJ
dpc-735	42	8	new	new	ADJ
dpc-735	42	9	possibilities	possibility	NOUN
dpc-735	42	10	in	in	ADP
dpc-735	42	11	medicine	medicine	NOUN
dpc-735	42	12	”	"	PUNCT
dpc-735	43	1	[	[	X
dpc-735	43	2	22	22	NUM
dpc-735	43	3	]	]	PUNCT
dpc-735	43	4	.	.	PUNCT
dpc-735	44	1	however	however	ADV
dpc-735	44	2	,	,	PUNCT
dpc-735	44	3	there	there	PRON
dpc-735	44	4	are	be	VERB
dpc-735	44	5	ethical	ethical	ADJ
dpc-735	44	6	issues	issue	NOUN
dpc-735	44	7	associated	associate	VERB
dpc-735	44	8	with	with	ADP
dpc-735	44	9	the	the	DET
dpc-735	44	10	clinical	clinical	ADJ
dpc-735	44	11	applications	application	NOUN
dpc-735	44	12	of	of	ADP
dpc-735	44	13	ai	ai	NOUN
dpc-735	44	14	in	in	ADP
dpc-735	44	15	medicine	medicine	NOUN
dpc-735	44	16	that	that	PRON
dpc-735	44	17	do	do	AUX
dpc-735	44	18	not	not	PART
dpc-735	44	19	apply	apply	VERB
dpc-735	44	20	to	to	ADP
dpc-735	44	21	current	current	ADJ
dpc-735	44	22	business	business	NOUN
dpc-735	44	23	applications	application	NOUN
dpc-735	44	24	,	,	PUNCT
dpc-735	44	25	astronomy	astronomy	NOUN
dpc-735	44	26	,	,	PUNCT
dpc-735	44	27	or	or	CCONJ
dpc-735	44	28	chemistry	chemistry	NOUN
dpc-735	44	29	,	,	PUNCT
dpc-735	44	30	and	and	CCONJ
dpc-735	44	31	these	these	PRON
dpc-735	44	32	can	can	AUX
dpc-735	44	33	not	not	PART
dpc-735	44	34	be	be	AUX
dpc-735	44	35	ignored	ignore	VERB
dpc-735	44	36	[	[	PRON
dpc-735	44	37	23	23	NUM
dpc-735	44	38	]	]	PUNCT
dpc-735	44	39	.	.	PUNCT
dpc-735	45	1	the	the	DET
dpc-735	45	2	primary	primary	ADJ
dpc-735	45	3	aim	aim	NOUN
dpc-735	45	4	of	of	ADP
dpc-735	45	5	this	this	DET
dpc-735	45	6	study	study	NOUN
dpc-735	45	7	was	be	AUX
dpc-735	45	8	to	to	PART
dpc-735	45	9	evaluate	evaluate	VERB
dpc-735	45	10	the	the	DET
dpc-735	45	11	diagnostic	diagnostic	ADJ
dpc-735	45	12	accuracy	accuracy	NOUN
dpc-735	45	13	of	of	ADP
dpc-735	45	14	an	an	DET
dpc-735	45	15	ai	ai	NOUN
dpc-735	45	16	algorithm	algorithm	NOUN
dpc-735	45	17	(	(	PUNCT
dpc-735	45	18	deep	deep	ADV
dpc-735	45	19	ensemble	ensemble	ADJ
dpc-735	45	20	for	for	ADP
dpc-735	45	21	recognition	recognition	NOUN
dpc-735	45	22	of	of	ADP
dpc-735	45	23	melanoma	melanoma	NOUN
dpc-735	45	24	[	[	X
dpc-735	45	25	derm	derm	NOUN
dpc-735	45	26	]	]	PUNCT
dpc-735	45	27	)	)	PUNCT
dpc-735	45	28	developed	develop	VERB
dpc-735	45	29	by	by	ADP
dpc-735	45	30	skin	skin	NOUN
dpc-735	45	31	analytics	analytic	NOUN
dpc-735	45	32	limited	limit	VERB
dpc-735	45	33	.	.	PUNCT
dpc-735	46	1	the	the	DET
dpc-735	46	2	secondary	secondary	ADJ
dpc-735	46	3	aim	aim	NOUN
dpc-735	46	4	was	be	AUX
dpc-735	46	5	to	to	PART
dpc-735	46	6	improve	improve	VERB
dpc-735	46	7	the	the	DET
dpc-735	46	8	methodology	methodology	NOUN
dpc-735	46	9	for	for	ADP
dpc-735	46	10	evaluating	evaluate	VERB
dpc-735	46	11	an	an	DET
dpc-735	46	12	ai	ai	NOUN
dpc-735	46	13	diagnostic	diagnostic	ADJ
dpc-735	46	14	tool	tool	NOUN
dpc-735	46	15	by	by	ADP
dpc-735	46	16	comparing	compare	VERB
dpc-735	46	17	derm	derm	NOUN
dpc-735	46	18	’s	’s	PART
dpc-735	46	19	performance	performance	NOUN
dpc-735	46	20	with	with	ADP
dpc-735	46	21	clinical	clinical	ADJ
dpc-735	46	22	examination	examination	NOUN
dpc-735	46	23	by	by	ADP
dpc-735	46	24	physicians	physician	NOUN
dpc-735	46	25	and	and	CCONJ
dpc-735	46	26	stratification	stratification	NOUN
dpc-735	46	27	based	base	VERB
dpc-735	46	28	on	on	ADP
dpc-735	46	29	level	level	NOUN
dpc-735	46	30	of	of	ADP
dpc-735	46	31	expertise	expertise	NOUN
dpc-735	46	32	and	and	CCONJ
dpc-735	46	33	use	use	NOUN
dpc-735	46	34	of	of	ADP
dpc-735	46	35	dermoscopy	dermoscopy	NOUN
dpc-735	46	36	using	use	VERB
dpc-735	46	37	a	a	DET
dpc-735	46	38	meta	meta	ADJ
dpc-735	46	39	-	-	PUNCT
dpc-735	46	40	analysis	analysis	NOUN
dpc-735	46	41	of	of	ADP
dpc-735	46	42	diagnostic	diagnostic	ADJ
dpc-735	46	43	studies	study	NOUN
dpc-735	46	44	.	.	PUNCT
dpc-735	47	1	but	but	CCONJ
dpc-735	47	2	it	it	PRON
dpc-735	47	3	should	should	AUX
dpc-735	47	4	be	be	AUX
dpc-735	47	5	noted	note	VERB
dpc-735	47	6	that	that	SCONJ
dpc-735	47	7	this	this	PRON
dpc-735	47	8	was	be	AUX
dpc-735	47	9	not	not	PART
dpc-735	47	10	designed	design	VERB
dpc-735	47	11	to	to	PART
dpc-735	47	12	be	be	AUX
dpc-735	47	13	a	a	DET
dpc-735	47	14	systematic	systematic	ADJ
dpc-735	47	15	review	review	NOUN
dpc-735	47	16	introduction	introduction	NOUN
dpc-735	47	17	malignant	malignant	ADJ
dpc-735	47	18	melanoma	melanoma	NOUN
dpc-735	47	19	(	(	PUNCT
dpc-735	47	20	mm	mm	NOUN
dpc-735	47	21	)	)	PUNCT
dpc-735	47	22	is	be	AUX
dpc-735	47	23	less	less	ADV
dpc-735	47	24	common	common	ADJ
dpc-735	47	25	than	than	ADP
dpc-735	47	26	basal	basal	ADJ
dpc-735	47	27	and	and	CCONJ
dpc-735	47	28	squamous	squamous	ADJ
dpc-735	47	29	cell	cell	NOUN
dpc-735	47	30	skin	skin	NOUN
dpc-735	47	31	cancer	cancer	NOUN
dpc-735	47	32	;	;	PUNCT
dpc-735	47	33	however	however	ADV
dpc-735	47	34	,	,	PUNCT
dpc-735	47	35	the	the	DET
dpc-735	47	36	incidence	incidence	NOUN
dpc-735	47	37	of	of	ADP
dpc-735	47	38	mm	mm	PROPN
dpc-735	47	39	is	be	AUX
dpc-735	47	40	increasing	increase	VERB
dpc-735	47	41	faster	fast	ADV
dpc-735	47	42	than	than	ADP
dpc-735	47	43	that	that	PRON
dpc-735	47	44	of	of	ADP
dpc-735	47	45	other	other	ADJ
dpc-735	47	46	forms	form	NOUN
dpc-735	47	47	of	of	ADP
dpc-735	47	48	cancer	cancer	NOUN
dpc-735	47	49	and	and	CCONJ
dpc-735	47	50	it	it	PRON
dpc-735	47	51	is	be	AUX
dpc-735	47	52	responsible	responsible	ADJ
dpc-735	47	53	for	for	ADP
dpc-735	47	54	the	the	DET
dpc-735	47	55	majority	majority	NOUN
dpc-735	47	56	of	of	ADP
dpc-735	47	57	skin	skin	NOUN
dpc-735	47	58	cancer	cancer	NOUN
dpc-735	47	59	deaths	death	NOUN
dpc-735	47	60	[	[	X
dpc-735	47	61	1	1	NUM
dpc-735	47	62	]	]	PUNCT
dpc-735	47	63	.	.	PUNCT
dpc-735	48	1	early	early	ADJ
dpc-735	48	2	diagnosis	diagnosis	NOUN
dpc-735	48	3	of	of	ADP
dpc-735	48	4	mm	mm	PROPN
dpc-735	48	5	(	(	PUNCT
dpc-735	48	6	stage	stage	NOUN
dpc-735	48	7	1	1	NUM
dpc-735	48	8	)	)	PUNCT
dpc-735	48	9	has	have	VERB
dpc-735	48	10	more	more	ADJ
dpc-735	48	11	than	than	ADP
dpc-735	48	12	95	95	NUM
dpc-735	48	13	%	%	NOUN
dpc-735	48	14	five	five	NUM
dpc-735	48	15	-	-	PUNCT
dpc-735	48	16	year	year	NOUN
dpc-735	48	17	relative	relative	ADJ
dpc-735	48	18	survival	survival	NOUN
dpc-735	48	19	rate	rate	NOUN
dpc-735	48	20	compared	compare	VERB
dpc-735	48	21	with	with	ADP
dpc-735	48	22	8	8	NUM
dpc-735	48	23	%	%	NOUN
dpc-735	48	24	to	to	PART
dpc-735	48	25	25	25	NUM
dpc-735	48	26	%	%	NOUN
dpc-735	48	27	for	for	ADP
dpc-735	48	28	mm	mm	PROPN
dpc-735	48	29	diagnosed	diagnose	VERB
dpc-735	48	30	at	at	ADP
dpc-735	48	31	later	later	ADJ
dpc-735	48	32	stages	stage	NOUN
dpc-735	48	33	[	[	X
dpc-735	48	34	2	2	NUM
dpc-735	48	35	]	]	PUNCT
dpc-735	48	36	.	.	PUNCT
dpc-735	49	1	current	current	ADJ
dpc-735	49	2	practice	practice	NOUN
dpc-735	49	3	guidelines	guideline	NOUN
dpc-735	49	4	in	in	ADP
dpc-735	49	5	the	the	DET
dpc-735	49	6	united	united	PROPN
dpc-735	49	7	kingdom	kingdom	PROPN
dpc-735	49	8	recommend	recommend	VERB
dpc-735	49	9	appropriately	appropriately	ADV
dpc-735	49	10	trained	train	VERB
dpc-735	49	11	health	health	NOUN
dpc-735	49	12	care	care	NOUN
dpc-735	49	13	professionals	professional	NOUN
dpc-735	49	14	assess	assess	VERB
dpc-735	49	15	all	all	DET
dpc-735	49	16	suspect	suspect	ADJ
dpc-735	49	17	pigmented	pigmented	ADJ
dpc-735	49	18	lesions	lesion	NOUN
dpc-735	49	19	using	use	VERB
dpc-735	49	20	dermoscopy	dermoscopy	NOUN
dpc-735	49	21	[	[	X
dpc-735	49	22	1,3	1,3	NUM
dpc-735	49	23	]	]	PUNCT
dpc-735	49	24	.	.	PUNCT
dpc-735	50	1	diagnosis	diagnosis	NOUN
dpc-735	50	2	is	be	AUX
dpc-735	50	3	confirmed	confirm	VERB
dpc-735	50	4	with	with	ADP
dpc-735	50	5	biopsy	biopsy	NOUN
dpc-735	50	6	,	,	PUNCT
dpc-735	50	7	histological	histological	ADJ
dpc-735	50	8	examination	examination	NOUN
dpc-735	50	9	,	,	PUNCT
dpc-735	50	10	and	and	CCONJ
dpc-735	50	11	specialist	specialist	ADJ
dpc-735	50	12	pathological	pathological	ADJ
dpc-735	50	13	interpretation	interpretation	NOUN
dpc-735	50	14	.	.	PUNCT
dpc-735	51	1	pressure	pressure	NOUN
dpc-735	51	2	to	to	PART
dpc-735	51	3	diagnose	diagnose	VERB
dpc-735	51	4	mm	mm	NOUN
dpc-735	51	5	early	early	ADV
dpc-735	51	6	leads	lead	VERB
dpc-735	51	7	to	to	ADP
dpc-735	51	8	a	a	DET
dpc-735	51	9	high	high	ADJ
dpc-735	51	10	proportion	proportion	NOUN
dpc-735	51	11	of	of	ADP
dpc-735	51	12	benign	benign	ADJ
dpc-735	51	13	pigmented	pigmented	ADJ
dpc-735	51	14	lesions	lesion	NOUN
dpc-735	51	15	being	be	AUX
dpc-735	51	16	referred	refer	VERB
dpc-735	51	17	from	from	ADP
dpc-735	51	18	primary	primary	ADJ
dpc-735	51	19	care	care	NOUN
dpc-735	51	20	to	to	ADP
dpc-735	51	21	specialist	specialist	NOUN
dpc-735	51	22	care	care	NOUN
dpc-735	51	23	,	,	PUNCT
dpc-735	51	24	and	and	CCONJ
dpc-735	51	25	a	a	DET
dpc-735	51	26	large	large	ADJ
dpc-735	51	27	proportion	proportion	NOUN
dpc-735	51	28	of	of	ADP
dpc-735	51	29	biopsied	biopsied	ADJ
dpc-735	51	30	lesions	lesion	NOUN
dpc-735	51	31	are	be	AUX
dpc-735	51	32	found	find	VERB
dpc-735	51	33	to	to	PART
dpc-735	51	34	be	be	AUX
dpc-735	51	35	benign	benign	ADJ
dpc-735	51	36	[	[	X
dpc-735	51	37	4,5	4,5	NUM
dpc-735	51	38	]	]	PUNCT
dpc-735	51	39	.	.	PUNCT
dpc-735	52	1	this	this	PRON
dpc-735	52	2	creates	create	VERB
dpc-735	52	3	increased	increase	VERB
dpc-735	52	4	demands	demand	NOUN
dpc-735	52	5	on	on	ADP
dpc-735	52	6	overburdened	overburden	VERB
dpc-735	52	7	secondary	secondary	ADJ
dpc-735	52	8	care	care	NOUN
dpc-735	52	9	and	and	CCONJ
dpc-735	52	10	pathology	pathology	NOUN
dpc-735	52	11	service	service	NOUN
dpc-735	52	12	resources	resource	NOUN
dpc-735	52	13	[	[	X
dpc-735	52	14	6	6	NUM
dpc-735	52	15	]	]	PUNCT
dpc-735	52	16	.	.	PUNCT
dpc-735	53	1	improved	improved	ADJ
dpc-735	53	2	accuracy	accuracy	NOUN
dpc-735	53	3	of	of	ADP
dpc-735	53	4	pigmented	pigmented	ADJ
dpc-735	53	5	lesion	lesion	NOUN
dpc-735	53	6	review	review	NOUN
dpc-735	53	7	in	in	ADP
dpc-735	53	8	primary	primary	ADJ
dpc-735	53	9	care	care	NOUN
dpc-735	53	10	would	would	AUX
dpc-735	53	11	help	help	VERB
dpc-735	53	12	reduce	reduce	VERB
dpc-735	53	13	this	this	DET
dpc-735	53	14	pressure	pressure	NOUN
dpc-735	53	15	.	.	PUNCT
dpc-735	54	1	techniques	technique	NOUN
dpc-735	54	2	such	such	ADJ
dpc-735	54	3	as	as	ADP
dpc-735	54	4	dermoscopy	dermoscopy	NOUN
dpc-735	54	5	with	with	ADP
dpc-735	54	6	classification	classification	NOUN
dpc-735	54	7	algorithms	algorithm	NOUN
dpc-735	54	8	,	,	PUNCT
dpc-735	54	9	reflectance	reflectance	NOUN
dpc-735	54	10	confocal	confocal	ADJ
dpc-735	54	11	microscopy	microscopy	NOUN
dpc-735	54	12	,	,	PUNCT
dpc-735	54	13	and	and	CCONJ
dpc-735	54	14	teledermatology	teledermatology	NOUN
dpc-735	54	15	have	have	AUX
dpc-735	54	16	been	be	AUX
dpc-735	54	17	reported	report	VERB
dpc-735	54	18	to	to	PART
dpc-735	54	19	improve	improve	VERB
dpc-735	54	20	diagnostic	diagnostic	ADJ
dpc-735	54	21	accuracy	accuracy	NOUN
dpc-735	54	22	of	of	ADP
dpc-735	54	23	mm	mm	PROPN
dpc-735	55	1	[	[	X
dpc-735	55	2	7	7	NUM
dpc-735	55	3	-	-	SYM
dpc-735	55	4	15	15	NUM
dpc-735	55	5	]	]	PUNCT
dpc-735	55	6	.	.	PUNCT
dpc-735	56	1	however	however	ADV
dpc-735	56	2	,	,	PUNCT
dpc-735	56	3	the	the	DET
dpc-735	56	4	diagnostic	diagnostic	ADJ
dpc-735	56	5	accuracy	accuracy	NOUN
dpc-735	56	6	is	be	AUX
dpc-735	56	7	still	still	ADV
dpc-735	56	8	dependent	dependent	ADJ
dpc-735	56	9	on	on	ADP
dpc-735	56	10	the	the	DET
dpc-735	56	11	degree	degree	NOUN
dpc-735	56	12	of	of	ADP
dpc-735	56	13	experience	experience	NOUN
dpc-735	56	14	of	of	ADP
dpc-735	56	15	the	the	DET
dpc-735	56	16	examiners	examiner	NOUN
dpc-735	56	17	and	and	CCONJ
dpc-735	56	18	the	the	DET
dpc-735	56	19	equipment	equipment	NOUN
dpc-735	56	20	required	require	VERB
dpc-735	56	21	is	be	AUX
dpc-735	56	22	costly	costly	ADJ
dpc-735	57	1	[	[	X
dpc-735	57	2	16	16	NUM
dpc-735	57	3	]	]	PUNCT
dpc-735	57	4	.	.	PUNCT
dpc-735	58	1	a	a	DET
dpc-735	58	2	large	large	ADJ
dpc-735	58	3	number	number	NOUN
dpc-735	58	4	of	of	ADP
dpc-735	58	5	smartphone	smartphone	NOUN
dpc-735	58	6	applications	application	NOUN
dpc-735	58	7	for	for	ADP
dpc-735	58	8	mm	mm	NOUN
dpc-735	58	9	detection	detection	NOUN
dpc-735	58	10	have	have	AUX
dpc-735	58	11	been	be	AUX
dpc-735	58	12	released	release	VERB
dpc-735	58	13	recently	recently	ADV
dpc-735	58	14	.	.	PUNCT
dpc-735	59	1	however	however	ADV
dpc-735	59	2	,	,	PUNCT
dpc-735	59	3	there	there	PRON
dpc-735	59	4	is	be	VERB
dpc-735	59	5	little	little	ADJ
dpc-735	59	6	evidence	evidence	NOUN
dpc-735	59	7	of	of	ADP
dpc-735	59	8	clinical	clinical	ADJ
dpc-735	59	9	validation	validation	NOUN
dpc-735	59	10	.	.	PUNCT
dpc-735	60	1	kassianos	kassiano	NOUN
dpc-735	60	2	et	et	PROPN
dpc-735	60	3	al	al	PROPN
dpc-735	60	4	reviewed	review	VERB
dpc-735	60	5	39	39	NUM
dpc-735	60	6	apps	app	NOUN
dpc-735	60	7	that	that	PRON
dpc-735	60	8	addressed	address	VERB
dpc-735	60	9	skin	skin	NOUN
dpc-735	60	10	cancer	cancer	NOUN
dpc-735	60	11	issues	issue	NOUN
dpc-735	60	12	;	;	PUNCT
dpc-735	60	13	19	19	NUM
dpc-735	60	14	with	with	ADP
dpc-735	60	15	sensitivity	sensitivity	NOUN
dpc-735	60	16	and	and	CCONJ
dpc-735	60	17	specificity	specificity	NOUN
dpc-735	60	18	of	of	ADP
dpc-735	60	19	79.9	79.9	NUM
dpc-735	60	20	%	%	NOUN
dpc-735	60	21	and	and	CCONJ
dpc-735	60	22	70.9	70.9	NUM
dpc-735	60	23	%	%	NOUN
dpc-735	60	24	;	;	PUNCT
dpc-735	60	25	and	and	CCONJ
dpc-735	60	26	dermatologists	dermatologist	NOUN
dpc-735	60	27	(	(	PUNCT
dpc-735	60	28	92	92	NUM
dpc-735	60	29	studies	study	NOUN
dpc-735	60	30	)	)	PUNCT
dpc-735	60	31	0.91	0.91	NUM
dpc-735	60	32	(	(	PUNCT
dpc-735	60	33	0.88	0.88	NUM
dpc-735	60	34	-	-	SYM
dpc-735	60	35	0.93	0.93	NUM
dpc-735	60	36	)	)	PUNCT
dpc-735	60	37	,	,	PUNCT
dpc-735	60	38	87.5	87.5	NUM
dpc-735	60	39	%	%	NOUN
dpc-735	60	40	,	,	PUNCT
dpc-735	60	41	and	and	CCONJ
dpc-735	60	42	81.4	81.4	NUM
dpc-735	60	43	%	%	NOUN
dpc-735	60	44	,	,	PUNCT
dpc-735	60	45	respectively	respectively	ADV
dpc-735	60	46	.	.	PUNCT
dpc-735	61	1	conclusions	conclusion	NOUN
dpc-735	61	2	:	:	PUNCT
dpc-735	61	3	derm	derm	NOUN
dpc-735	61	4	has	have	VERB
dpc-735	61	5	the	the	DET
dpc-735	61	6	potential	potential	NOUN
dpc-735	61	7	to	to	PART
dpc-735	61	8	be	be	AUX
dpc-735	61	9	used	use	VERB
dpc-735	61	10	as	as	ADP
dpc-735	61	11	a	a	DET
dpc-735	61	12	decision	decision	NOUN
dpc-735	61	13	support	support	NOUN
dpc-735	61	14	tool	tool	NOUN
dpc-735	61	15	in	in	ADP
dpc-735	61	16	primary	primary	ADJ
dpc-735	61	17	care	care	NOUN
dpc-735	61	18	,	,	PUNCT
dpc-735	61	19	by	by	ADP
dpc-735	61	20	providing	provide	VERB
dpc-735	61	21	dermatologist	dermatologist	NOUN
dpc-735	61	22	-	-	PUNCT
dpc-735	61	23	grade	grade	NOUN
dpc-735	61	24	recommendation	recommendation	NOUN
dpc-735	61	25	on	on	ADP
dpc-735	61	26	the	the	DET
dpc-735	61	27	likelihood	likelihood	NOUN
dpc-735	61	28	of	of	ADP
dpc-735	61	29	malignant	malignant	ADJ
dpc-735	61	30	melanoma	melanoma	NOUN
dpc-735	61	31	.	.	PUNCT
dpc-735	62	1	abstract	abstract	ADJ
dpc-735	62	2	research	research	NOUN
dpc-735	62	3	|	|	ADV
dpc-735	62	4	dermatol	dermatol	ADJ
dpc-735	62	5	pract	pract	NOUN
dpc-735	62	6	concept	concept	NOUN
dpc-735	62	7	2020;10(1):e2020011	2020;10(1):e2020011	NUM
dpc-735	62	8	3	3	NUM
dpc-735	62	9	number	number	NOUN
dpc-735	62	10	of	of	ADP
dpc-735	62	11	mm	mm	PROPN
dpc-735	62	12	diagnoses	diagnosis	NOUN
dpc-735	62	13	confirmed	confirm	VERB
dpc-735	62	14	by	by	ADP
dpc-735	62	15	histology	histology	NOUN
dpc-735	62	16	,	,	PUNCT
dpc-735	62	17	from	from	ADP
dpc-735	62	18	which	which	PRON
dpc-735	62	19	the	the	DET
dpc-735	62	20	counts	count	NOUN
dpc-735	62	21	could	could	AUX
dpc-735	62	22	be	be	AUX
dpc-735	62	23	derived	derive	VERB
dpc-735	62	24	.	.	PUNCT
dpc-735	63	1	the	the	DET
dpc-735	63	2	reports	report	NOUN
dpc-735	63	3	were	be	AUX
dpc-735	63	4	also	also	ADV
dpc-735	63	5	examined	examine	VERB
dpc-735	63	6	for	for	ADP
dpc-735	63	7	information	information	NOUN
dpc-735	63	8	concerning	concern	VERB
dpc-735	63	9	physician	physician	NOUN
dpc-735	63	10	experience	experience	NOUN
dpc-735	63	11	(	(	PUNCT
dpc-735	63	12	general	general	ADJ
dpc-735	63	13	vs	vs	ADP
dpc-735	63	14	specialist	specialist	ADJ
dpc-735	63	15	physician	physician	NOUN
dpc-735	63	16	)	)	PUNCT
dpc-735	63	17	and	and	CCONJ
dpc-735	63	18	context	context	NOUN
dpc-735	63	19	of	of	ADP
dpc-735	63	20	use	use	NOUN
dpc-735	63	21	(	(	PUNCT
dpc-735	63	22	primary	primary	ADJ
dpc-735	63	23	care	care	NOUN
dpc-735	63	24	,	,	PUNCT
dpc-735	63	25	secondary	secondary	ADJ
dpc-735	63	26	care	care	NOUN
dpc-735	63	27	)	)	PUNCT
dpc-735	63	28	.	.	PUNCT
dpc-735	64	1	a	a	DET
dpc-735	64	2	meta	meta	ADJ
dpc-735	64	3	-	-	PUNCT
dpc-735	64	4	analysis	analysis	NOUN
dpc-735	64	5	from	from	ADP
dpc-735	64	6	this	this	DET
dpc-735	64	7	data	datum	NOUN
dpc-735	64	8	was	be	AUX
dpc-735	64	9	conducted	conduct	VERB
dpc-735	64	10	.	.	PUNCT
dpc-735	65	1	the	the	DET
dpc-735	65	2	stata	stata	PROPN
dpc-735	65	3	user	user	NOUN
dpc-735	65	4	-	-	PUNCT
dpc-735	65	5	written	write	VERB
dpc-735	65	6	packages	package	NOUN
dpc-735	65	7	metandi	metandi	NOUN
dpc-735	65	8	[	[	X
dpc-735	65	9	42	42	NUM
dpc-735	65	10	]	]	PUNCT
dpc-735	65	11	and	and	CCONJ
dpc-735	65	12	midas	midas	PROPN
dpc-735	66	1	[	[	X
dpc-735	66	2	43	43	NUM
dpc-735	66	3	]	]	PUNCT
dpc-735	66	4	were	be	AUX
dpc-735	66	5	used	use	VERB
dpc-735	66	6	,	,	PUNCT
dpc-735	66	7	and	and	CCONJ
dpc-735	66	8	a	a	DET
dpc-735	66	9	meta	meta	ADJ
dpc-735	66	10	-	-	PUNCT
dpc-735	66	11	regression	regression	NOUN
dpc-735	66	12	was	be	AUX
dpc-735	66	13	used	use	VERB
dpc-735	66	14	to	to	PART
dpc-735	66	15	examine	examine	VERB
dpc-735	66	16	associations	association	NOUN
dpc-735	66	17	between	between	ADP
dpc-735	66	18	diagnostic	diagnostic	ADJ
dpc-735	66	19	accuracy	accuracy	NOUN
dpc-735	66	20	and	and	CCONJ
dpc-735	66	21	year	year	NOUN
dpc-735	66	22	of	of	ADP
dpc-735	66	23	study	study	NOUN
dpc-735	66	24	report	report	NOUN
dpc-735	66	25	,	,	PUNCT
dpc-735	66	26	level	level	NOUN
dpc-735	66	27	of	of	ADP
dpc-735	66	28	care	care	NOUN
dpc-735	66	29	,	,	PUNCT
dpc-735	66	30	and	and	CCONJ
dpc-735	66	31	expertise	expertise	NOUN
dpc-735	66	32	of	of	ADP
dpc-735	66	33	the	the	DET
dpc-735	66	34	practitioner	practitioner	NOUN
dpc-735	66	35	.	.	PUNCT
dpc-735	67	1	many	many	ADJ
dpc-735	67	2	of	of	ADP
dpc-735	67	3	the	the	DET
dpc-735	67	4	dermoscopy	dermoscopy	NOUN
dpc-735	67	5	studies	study	NOUN
dpc-735	67	6	reported	report	VERB
dpc-735	67	7	multiple	multiple	ADJ
dpc-735	67	8	results	result	NOUN
dpc-735	67	9	for	for	ADP
dpc-735	67	10	each	each	DET
dpc-735	67	11	lesion	lesion	NOUN
dpc-735	67	12	using	use	VERB
dpc-735	67	13	different	different	ADJ
dpc-735	67	14	dermoscopic	dermoscopic	ADJ
dpc-735	67	15	algorithms	algorithms	NOUN
dpc-735	67	16	(	(	PUNCT
dpc-735	67	17	eg	eg	NOUN
dpc-735	67	18	,	,	PUNCT
dpc-735	67	19	abcd	abcd	PROPN
dpc-735	67	20	,	,	PUNCT
dpc-735	67	21	7	7	NUM
dpc-735	67	22	-	-	PUNCT
dpc-735	67	23	point	point	NOUN
dpc-735	67	24	checklist	checklist	NOUN
dpc-735	67	25	,	,	PUNCT
dpc-735	67	26	etc	etc	X
dpc-735	67	27	.	.	X
dpc-735	68	1	[	[	X
dpc-735	68	2	44	44	NUM
dpc-735	68	3	]	]	PUNCT
dpc-735	68	4	)	)	PUNCT
dpc-735	68	5	;	;	PUNCT
dpc-735	68	6	all	all	PRON
dpc-735	68	7	of	of	ADP
dpc-735	68	8	these	these	DET
dpc-735	68	9	results	result	NOUN
dpc-735	68	10	were	be	AUX
dpc-735	68	11	included	include	VERB
dpc-735	68	12	in	in	ADP
dpc-735	68	13	the	the	DET
dpc-735	68	14	dataset	dataset	NOUN
dpc-735	68	15	.	.	PUNCT
dpc-735	69	1	since	since	SCONJ
dpc-735	69	2	this	this	PRON
dpc-735	69	3	produces	produce	VERB
dpc-735	69	4	a	a	DET
dpc-735	69	5	clustered	clustered	ADJ
dpc-735	69	6	dataset	dataset	NOUN
dpc-735	69	7	,	,	PUNCT
dpc-735	69	8	violating	violate	VERB
dpc-735	69	9	the	the	DET
dpc-735	69	10	statistical	statistical	ADJ
dpc-735	69	11	assumption	assumption	NOUN
dpc-735	69	12	of	of	ADP
dpc-735	69	13	the	the	DET
dpc-735	69	14	independence	independence	NOUN
dpc-735	69	15	of	of	ADP
dpc-735	69	16	observations	observation	NOUN
dpc-735	69	17	,	,	PUNCT
dpc-735	69	18	we	we	PRON
dpc-735	69	19	conducted	conduct	VERB
dpc-735	69	20	a	a	DET
dpc-735	69	21	sensitivity	sensitivity	NOUN
dpc-735	69	22	analysis	analysis	NOUN
dpc-735	69	23	.	.	PUNCT
dpc-735	70	1	multiple	multiple	ADJ
dpc-735	70	2	datasets	dataset	NOUN
dpc-735	70	3	were	be	AUX
dpc-735	70	4	generated	generate	VERB
dpc-735	70	5	in	in	ADP
dpc-735	70	6	which	which	PRON
dpc-735	70	7	1	1	NUM
dpc-735	70	8	estimate	estimate	NOUN
dpc-735	70	9	only	only	ADV
dpc-735	70	10	was	be	AUX
dpc-735	70	11	randomly	randomly	ADV
dpc-735	70	12	included	include	VERB
dpc-735	70	13	for	for	ADP
dpc-735	70	14	each	each	DET
dpc-735	70	15	study	study	NOUN
dpc-735	70	16	where	where	SCONJ
dpc-735	70	17	there	there	PRON
dpc-735	70	18	were	be	VERB
dpc-735	70	19	multiple	multiple	ADJ
dpc-735	70	20	estimates	estimate	NOUN
dpc-735	70	21	.	.	PUNCT
dpc-735	71	1	the	the	DET
dpc-735	71	2	results	result	NOUN
dpc-735	71	3	indicated	indicate	VERB
dpc-735	71	4	that	that	SCONJ
dpc-735	71	5	the	the	DET
dpc-735	71	6	initial	initial	ADJ
dpc-735	71	7	estimates	estimate	NOUN
dpc-735	71	8	were	be	AUX
dpc-735	71	9	not	not	PART
dpc-735	71	10	sensitive	sensitive	ADJ
dpc-735	71	11	to	to	ADP
dpc-735	71	12	the	the	DET
dpc-735	71	13	clustering	clustering	NOUN
dpc-735	71	14	(	(	PUNCT
dpc-735	71	15	details	detail	NOUN
dpc-735	71	16	of	of	ADP
dpc-735	71	17	this	this	DET
dpc-735	71	18	analysis	analysis	NOUN
dpc-735	71	19	are	be	AUX
dpc-735	71	20	not	not	PART
dpc-735	71	21	reported	report	VERB
dpc-735	71	22	here	here	ADV
dpc-735	71	23	)	)	PUNCT
dpc-735	71	24	.	.	PUNCT
dpc-735	72	1	and	and	CCONJ
dpc-735	72	2	a	a	DET
dpc-735	72	3	meta	meta	ADJ
dpc-735	72	4	-	-	PUNCT
dpc-735	72	5	analysis	analysis	NOUN
dpc-735	72	6	enables	enable	VERB
dpc-735	72	7	comparison	comparison	NOUN
dpc-735	72	8	to	to	ADP
dpc-735	72	9	a	a	DET
dpc-735	72	10	variety	variety	NOUN
dpc-735	72	11	of	of	ADP
dpc-735	72	12	different	different	ADJ
dpc-735	72	13	clinician	clinician	NOUN
dpc-735	72	14	experiences	experience	NOUN
dpc-735	72	15	and	and	CCONJ
dpc-735	72	16	evaluation	evaluation	NOUN
dpc-735	72	17	techniques	technique	NOUN
dpc-735	72	18	.	.	PUNCT
dpc-735	73	1	this	this	DET
dpc-735	73	2	analysis	analysis	NOUN
dpc-735	73	3	was	be	AUX
dpc-735	73	4	not	not	PART
dpc-735	73	5	intended	intend	VERB
dpc-735	73	6	to	to	PART
dpc-735	73	7	be	be	AUX
dpc-735	73	8	systematic	systematic	ADJ
dpc-735	73	9	review	review	NOUN
dpc-735	73	10	,	,	PUNCT
dpc-735	73	11	but	but	CCONJ
dpc-735	73	12	the	the	DET
dpc-735	73	13	prisma	prisma	NOUN
dpc-735	73	14	guidelines	guideline	NOUN
dpc-735	73	15	were	be	AUX
dpc-735	73	16	followed	follow	VERB
dpc-735	73	17	when	when	SCONJ
dpc-735	73	18	appropriate	appropriate	ADJ
dpc-735	73	19	.	.	PUNCT
dpc-735	74	1	a	a	DET
dpc-735	74	2	literature	literature	NOUN
dpc-735	74	3	search	search	NOUN
dpc-735	74	4	was	be	AUX
dpc-735	74	5	conducted	conduct	VERB
dpc-735	74	6	for	for	ADP
dpc-735	74	7	studies	study	NOUN
dpc-735	74	8	reporting	report	VERB
dpc-735	74	9	diagnostic	diagnostic	ADJ
dpc-735	74	10	accuracy	accuracy	NOUN
dpc-735	74	11	data	datum	NOUN
dpc-735	74	12	of	of	ADP
dpc-735	74	13	naked	naked	ADJ
dpc-735	74	14	-	-	PUNCT
dpc-735	74	15	eye	eye	NOUN
dpc-735	74	16	clinical	clinical	ADJ
dpc-735	74	17	examination	examination	NOUN
dpc-735	74	18	,	,	PUNCT
dpc-735	74	19	with	with	ADP
dpc-735	74	20	or	or	CCONJ
dpc-735	74	21	without	without	ADP
dpc-735	74	22	dermoscopy	dermoscopy	NOUN
dpc-735	74	23	,	,	PUNCT
dpc-735	74	24	compared	compare	VERB
dpc-735	74	25	with	with	ADP
dpc-735	74	26	histologically	histologically	ADV
dpc-735	74	27	confirmed	confirm	VERB
dpc-735	74	28	diagnosis	diagnosis	NOUN
dpc-735	74	29	.	.	PUNCT
dpc-735	75	1	medline	medline	NOUN
dpc-735	75	2	(	(	PUNCT
dpc-735	75	3	413	413	NUM
dpc-735	75	4	)	)	PUNCT
dpc-735	75	5	,	,	PUNCT
dpc-735	75	6	web	web	NOUN
dpc-735	75	7	of	of	ADP
dpc-735	75	8	science	science	NOUN
dpc-735	75	9	(	(	PUNCT
dpc-735	75	10	707	707	NUM
dpc-735	75	11	)	)	PUNCT
dpc-735	75	12	,	,	PUNCT
dpc-735	75	13	and	and	CCONJ
dpc-735	75	14	embase	embase	NOUN
dpc-735	75	15	(	(	PUNCT
dpc-735	75	16	322	322	NUM
dpc-735	75	17	)	)	PUNCT
dpc-735	75	18	were	be	AUX
dpc-735	75	19	searched	search	VERB
dpc-735	75	20	for	for	ADP
dpc-735	75	21	the	the	DET
dpc-735	75	22	period	period	NOUN
dpc-735	75	23	from	from	ADP
dpc-735	75	24	january	january	PROPN
dpc-735	75	25	1	1	NUM
dpc-735	75	26	,	,	PUNCT
dpc-735	75	27	1990	1990	NUM
dpc-735	75	28	,	,	PUNCT
dpc-735	75	29	to	to	ADP
dpc-735	75	30	september	september	PROPN
dpc-735	75	31	30	30	NUM
dpc-735	75	32	,	,	PUNCT
dpc-735	75	33	2017	2017	NUM
dpc-735	75	34	,	,	PUNCT
dpc-735	75	35	using	use	VERB
dpc-735	75	36	terms	term	NOUN
dpc-735	75	37	“	"	PUNCT
dpc-735	75	38	accuracy	accuracy	NOUN
dpc-735	75	39	pigmented	pigmented	ADJ
dpc-735	75	40	lesions	lesion	NOUN
dpc-735	75	41	plus	plus	CCONJ
dpc-735	75	42	melanoma	melanoma	NOUN
dpc-735	75	43	pigmented	pigment	VERB
dpc-735	75	44	lesions	lesion	NOUN
dpc-735	75	45	plus	plus	CCONJ
dpc-735	75	46	detection	detection	NOUN
dpc-735	75	47	,	,	PUNCT
dpc-735	75	48	”	"	PUNCT
dpc-735	75	49	“	"	PUNCT
dpc-735	75	50	dermoscopy	dermoscopy	VERB
dpc-735	75	51	pigmented	pigment	VERB
dpc-735	75	52	lesions	lesion	NOUN
dpc-735	75	53	plus	plus	CCONJ
dpc-735	75	54	melanoma	melanoma	NOUN
dpc-735	75	55	pigmented	pigment	VERB
dpc-735	75	56	lesions	lesion	NOUN
dpc-735	75	57	plus	plus	CCONJ
dpc-735	75	58	accuracy	accuracy	NOUN
dpc-735	75	59	,	,	PUNCT
dpc-735	75	60	”	"	PUNCT
dpc-735	75	61	and	and	CCONJ
dpc-735	75	62	“	"	PUNCT
dpc-735	75	63	melanoma	melanoma	NOUN
dpc-735	75	64	pigmented	pigment	VERB
dpc-735	75	65	lesions	lesion	NOUN
dpc-735	75	66	plus	plus	CCONJ
dpc-735	75	67	diagnosis	diagnosis	NOUN
dpc-735	75	68	pigmented	pigment	VERB
dpc-735	75	69	lesions	lesion	NOUN
dpc-735	75	70	plus	plus	CCONJ
dpc-735	75	71	primary	primary	ADJ
dpc-735	75	72	care	care	NOUN
dpc-735	75	73	.	.	PUNCT
dpc-735	75	74	”	"	PUNCT
dpc-735	76	1	studies	study	NOUN
dpc-735	76	2	included	include	VERB
dpc-735	76	3	in	in	ADP
dpc-735	76	4	previous	previous	ADJ
dpc-735	76	5	systematic	systematic	ADJ
dpc-735	76	6	reviews	review	NOUN
dpc-735	76	7	were	be	AUX
dpc-735	76	8	also	also	ADV
dpc-735	76	9	included	include	VERB
dpc-735	76	10	[	[	PUNCT
dpc-735	76	11	2,15,39	2,15,39	NUM
dpc-735	76	12	-	-	SYM
dpc-735	76	13	41	41	NUM
dpc-735	76	14	]	]	PUNCT
dpc-735	76	15	.	.	PUNCT
dpc-735	77	1	the	the	DET
dpc-735	77	2	prisma	prisma	PROPN
dpc-735	77	3	flow	flow	NOUN
dpc-735	77	4	diagram	diagram	NOUN
dpc-735	77	5	is	be	AUX
dpc-735	77	6	shown	show	VERB
dpc-735	77	7	in	in	ADP
dpc-735	77	8	figure	figure	NOUN
dpc-735	77	9	2	2	NUM
dpc-735	77	10	.	.	PUNCT
dpc-735	77	11	one	one	NUM
dpc-735	77	12	author	author	NOUN
dpc-735	77	13	(	(	PUNCT
dpc-735	77	14	m.p	m.p	PROPN
dpc-735	77	15	.	.	PROPN
dpc-735	77	16	)	)	PUNCT
dpc-735	77	17	conducted	conduct	VERB
dpc-735	77	18	the	the	DET
dpc-735	77	19	literature	literature	NOUN
dpc-735	77	20	search	search	NOUN
dpc-735	77	21	and	and	CCONJ
dpc-735	77	22	extracted	extract	VERB
dpc-735	77	23	counts	count	NOUN
dpc-735	77	24	of	of	ADP
dpc-735	77	25	true	true	ADJ
dpc-735	77	26	negative	negative	ADJ
dpc-735	77	27	;	;	PUNCT
dpc-735	77	28	true	true	ADJ
dpc-735	77	29	positive	positive	ADJ
dpc-735	77	30	;	;	PUNCT
dpc-735	77	31	false	false	ADJ
dpc-735	77	32	negative	negative	ADJ
dpc-735	77	33	;	;	PUNCT
dpc-735	77	34	false	false	ADJ
dpc-735	77	35	positive	positive	ADJ
dpc-735	77	36	;	;	PUNCT
dpc-735	77	37	or	or	CCONJ
dpc-735	77	38	estimates	estimate	NOUN
dpc-735	77	39	of	of	ADP
dpc-735	77	40	sensitivity	sensitivity	NOUN
dpc-735	77	41	,	,	PUNCT
dpc-735	77	42	specificity	specificity	NOUN
dpc-735	77	43	,	,	PUNCT
dpc-735	77	44	number	number	NOUN
dpc-735	77	45	of	of	ADP
dpc-735	77	46	lesions	lesion	NOUN
dpc-735	77	47	examined	examine	VERB
dpc-735	77	48	,	,	PUNCT
dpc-735	77	49	and	and	CCONJ
dpc-735	77	50	final	final	ADJ
dpc-735	77	51	dataset	dataset	NOUN
dpc-735	77	52	consists	consist	NOUN
dpc-735	77	53	of	of	ADP
dpc-735	77	54	a	a	DET
dpc-735	77	55	total	total	NOUN
dpc-735	77	56	of	of	ADP
dpc-735	77	57	7,102	7,102	NUM
dpc-735	77	58	unique	unique	ADJ
dpc-735	77	59	pigmented	pigment	VERB
dpc-735	77	60	lesion	lesion	NOUN
dpc-735	77	61	images	image	NOUN
dpc-735	77	62	,	,	PUNCT
dpc-735	77	63	24	24	NUM
dpc-735	77	64	%	%	NOUN
dpc-735	77	65	being	be	AUX
dpc-735	77	66	confirmed	confirm	VERB
dpc-735	77	67	as	as	ADP
dpc-735	77	68	mm	mm	NUM
dpc-735	77	69	by	by	ADP
dpc-735	77	70	histopathology	histopathology	NOUN
dpc-735	77	71	,	,	PUNCT
dpc-735	77	72	though	though	SCONJ
dpc-735	77	73	subtype	subtype	NOUN
dpc-735	77	74	information	information	NOUN
dpc-735	77	75	was	be	AUX
dpc-735	77	76	not	not	PART
dpc-735	77	77	available	available	ADJ
dpc-735	77	78	,	,	PUNCT
dpc-735	77	79	the	the	DET
dpc-735	77	80	rest	rest	NOUN
dpc-735	77	81	being	be	AUX
dpc-735	77	82	made	make	VERB
dpc-735	77	83	up	up	ADP
dpc-735	77	84	of	of	ADP
dpc-735	77	85	benign	benign	ADJ
dpc-735	77	86	and	and	CCONJ
dpc-735	77	87	nonbenign	nonbenign	NOUN
dpc-735	77	88	lesions	lesion	NOUN
dpc-735	77	89	.	.	PUNCT
dpc-735	78	1	derm	derm	NOUN
dpc-735	78	2	generates	generate	VERB
dpc-735	78	3	a	a	DET
dpc-735	78	4	continuous	continuous	ADJ
dpc-735	78	5	response	response	NOUN
dpc-735	78	6	to	to	ADP
dpc-735	78	7	an	an	DET
dpc-735	78	8	image	image	NOUN
dpc-735	78	9	with	with	ADP
dpc-735	78	10	limits	limit	NOUN
dpc-735	78	11	of	of	ADP
dpc-735	78	12	0	0	NUM
dpc-735	78	13	and	and	CCONJ
dpc-735	78	14	1	1	NUM
dpc-735	78	15	,	,	PUNCT
dpc-735	78	16	which	which	PRON
dpc-735	78	17	reflects	reflect	VERB
dpc-735	78	18	its	its	PRON
dpc-735	78	19	“	"	PUNCT
dpc-735	78	20	confidence	confidence	NOUN
dpc-735	78	21	”	"	PUNCT
dpc-735	78	22	that	that	PRON
dpc-735	78	23	the	the	DET
dpc-735	78	24	lesion	lesion	NOUN
dpc-735	78	25	is	be	AUX
dpc-735	78	26	mm	mm	NOUN
dpc-735	78	27	:	:	PUNCT
dpc-735	78	28	a	a	DET
dpc-735	78	29	value	value	NOUN
dpc-735	78	30	close	close	ADV
dpc-735	78	31	to	to	PART
dpc-735	78	32	1	1	NUM
dpc-735	78	33	indicates	indicate	VERB
dpc-735	78	34	mm	mm	PROPN
dpc-735	78	35	and	and	CCONJ
dpc-735	78	36	near	near	ADP
dpc-735	78	37	0	0	NUM
dpc-735	78	38	indicates	indicate	VERB
dpc-735	78	39	a	a	DET
dpc-735	78	40	benign	benign	ADJ
dpc-735	78	41	lesion	lesion	NOUN
dpc-735	78	42	.	.	PUNCT
dpc-735	79	1	a	a	DET
dpc-735	79	2	nonparametric	nonparametric	NOUN
dpc-735	79	3	receiver	receiver	NOUN
dpc-735	79	4	operating	operate	VERB
dpc-735	79	5	characteristic	characteristic	NOUN
dpc-735	79	6	(	(	PUNCT
dpc-735	79	7	roc	roc	PROPN
dpc-735	79	8	)	)	PUNCT
dpc-735	79	9	curve	curve	NOUN
dpc-735	79	10	analysis	analysis	NOUN
dpc-735	79	11	was	be	AUX
dpc-735	79	12	used	use	VERB
dpc-735	79	13	to	to	PART
dpc-735	79	14	examine	examine	VERB
dpc-735	79	15	the	the	DET
dpc-735	79	16	overall	overall	ADJ
dpc-735	79	17	diagnostic	diagnostic	ADJ
dpc-735	79	18	accuracy	accuracy	NOUN
dpc-735	79	19	of	of	ADP
dpc-735	79	20	the	the	DET
dpc-735	79	21	result	result	NOUN
dpc-735	79	22	using	use	VERB
dpc-735	79	23	pepe	pepe	PROPN
dpc-735	79	24	’s	’s	PART
dpc-735	79	25	nonparametric	nonparametric	NOUN
dpc-735	79	26	methods	method	NOUN
dpc-735	79	27	with	with	ADP
dpc-735	79	28	bootstrapped	bootstrappe	VERB
dpc-735	79	29	estimation	estimation	NOUN
dpc-735	79	30	[	[	X
dpc-735	79	31	32	32	NUM
dpc-735	79	32	]	]	PUNCT
dpc-735	79	33	.	.	PUNCT
dpc-735	80	1	the	the	DET
dpc-735	80	2	gold	gold	ADJ
dpc-735	80	3	standard	standard	NOUN
dpc-735	80	4	for	for	ADP
dpc-735	80	5	mm	mm	PROPN
dpc-735	80	6	was	be	AUX
dpc-735	80	7	histopathology	histopathology	NOUN
dpc-735	80	8	.	.	PUNCT
dpc-735	81	1	we	we	PRON
dpc-735	81	2	examined	examine	VERB
dpc-735	81	3	different	different	ADJ
dpc-735	81	4	cut	cut	NOUN
dpc-735	81	5	-	-	PUNCT
dpc-735	81	6	points	point	NOUN
dpc-735	81	7	used	use	VERB
dpc-735	81	8	by	by	ADP
dpc-735	81	9	derm	derm	NOUN
dpc-735	81	10	to	to	PART
dpc-735	81	11	categorize	categorize	VERB
dpc-735	81	12	lesions	lesion	NOUN
dpc-735	81	13	as	as	ADP
dpc-735	81	14	positive	positive	ADJ
dpc-735	81	15	or	or	CCONJ
dpc-735	81	16	negative	negative	ADJ
dpc-735	81	17	,	,	PUNCT
dpc-735	81	18	ie	ie	X
dpc-735	81	19	,	,	PUNCT
dpc-735	81	20	illustrating	illustrate	VERB
dpc-735	81	21	alternative	alternative	ADJ
dpc-735	81	22	diagnostic	diagnostic	ADJ
dpc-735	81	23	rules	rule	NOUN
dpc-735	81	24	from	from	ADP
dpc-735	81	25	the	the	DET
dpc-735	81	26	diagnostic	diagnostic	ADJ
dpc-735	81	27	model	model	NOUN
dpc-735	81	28	[	[	X
dpc-735	81	29	33	33	NUM
dpc-735	81	30	]	]	PUNCT
dpc-735	81	31	.	.	PUNCT
dpc-735	82	1	the	the	DET
dpc-735	82	2	methods	method	NOUN
dpc-735	82	3	of	of	ADP
dpc-735	82	4	youden	youden	NOUN
dpc-735	82	5	[	[	X
dpc-735	82	6	34	34	NUM
dpc-735	82	7	]	]	PUNCT
dpc-735	82	8	and	and	CCONJ
dpc-735	82	9	liu	liu	PROPN
dpc-735	83	1	[	[	X
dpc-735	83	2	35	35	NUM
dpc-735	83	3	]	]	PUNCT
dpc-735	83	4	were	be	AUX
dpc-735	83	5	used	use	VERB
dpc-735	83	6	,	,	PUNCT
dpc-735	83	7	as	as	ADV
dpc-735	83	8	well	well	ADV
dpc-735	83	9	as	as	ADP
dpc-735	83	10	the	the	DET
dpc-735	83	11	values	value	NOUN
dpc-735	83	12	that	that	PRON
dpc-735	83	13	maximized	maximize	VERB
dpc-735	83	14	the	the	DET
dpc-735	83	15	roc	roc	PROPN
dpc-735	83	16	area	area	NOUN
dpc-735	83	17	,	,	PUNCT
dpc-735	83	18	resulted	result	VERB
dpc-735	83	19	in	in	ADP
dpc-735	83	20	a	a	DET
dpc-735	83	21	sensitivity	sensitivity	NOUN
dpc-735	83	22	and	and	CCONJ
dpc-735	83	23	a	a	DET
dpc-735	83	24	specificity	specificity	NOUN
dpc-735	83	25	of	of	ADP
dpc-735	83	26	95	95	NUM
dpc-735	83	27	%	%	NOUN
dpc-735	83	28	,	,	PUNCT
dpc-735	83	29	and	and	CCONJ
dpc-735	83	30	generated	generate	VERB
dpc-735	83	31	less	less	ADJ
dpc-735	83	32	than	than	ADP
dpc-735	83	33	1	1	NUM
dpc-735	83	34	%	%	NOUN
dpc-735	83	35	false	false	ADJ
dpc-735	83	36	negative	negative	NOUN
dpc-735	83	37	.	.	PUNCT
dpc-735	84	1	the	the	DET
dpc-735	84	2	area	area	NOUN
dpc-735	84	3	under	under	ADP
dpc-735	84	4	the	the	DET
dpc-735	84	5	curve	curve	NOUN
dpc-735	84	6	(	(	PUNCT
dpc-735	84	7	auc	auc	NOUN
dpc-735	84	8	)	)	PUNCT
dpc-735	84	9	of	of	ADP
dpc-735	84	10	the	the	DET
dpc-735	84	11	roc	roc	PROPN
dpc-735	84	12	curve	curve	NOUN
dpc-735	84	13	,	,	PUNCT
dpc-735	84	14	specificity	specificity	NOUN
dpc-735	84	15	/	/	SYM
dpc-735	84	16	sensitivity	sensitivity	NOUN
dpc-735	84	17	,	,	PUNCT
dpc-735	84	18	and	and	CCONJ
dpc-735	84	19	diagnostic	diagnostic	ADJ
dpc-735	84	20	odds	odd	NOUN
dpc-735	84	21	ratios	ratio	NOUN
dpc-735	84	22	were	be	AUX
dpc-735	84	23	calculated	calculate	VERB
dpc-735	84	24	for	for	ADP
dpc-735	84	25	each	each	PRON
dpc-735	84	26	of	of	ADP
dpc-735	84	27	these	these	DET
dpc-735	84	28	cut	cut	VERB
dpc-735	84	29	-	-	PUNCT
dpc-735	84	30	points	point	NOUN
dpc-735	84	31	.	.	PUNCT
dpc-735	85	1	the	the	DET
dpc-735	85	2	roc	roc	PROPN
dpc-735	85	3	auc	auc	NOUN
dpc-735	85	4	is	be	AUX
dpc-735	85	5	not	not	PART
dpc-735	85	6	a	a	DET
dpc-735	85	7	perfect	perfect	ADJ
dpc-735	85	8	assessment	assessment	NOUN
dpc-735	85	9	measure	measure	NOUN
dpc-735	85	10	for	for	ADP
dpc-735	85	11	diagnostic	diagnostic	ADJ
dpc-735	85	12	methods	method	NOUN
dpc-735	85	13	when	when	SCONJ
dpc-735	85	14	the	the	DET
dpc-735	85	15	standard	standard	ADJ
dpc-735	85	16	error	error	NOUN
dpc-735	85	17	of	of	ADP
dpc-735	85	18	the	the	DET
dpc-735	85	19	estimator	estimator	NOUN
dpc-735	85	20	is	be	AUX
dpc-735	85	21	quite	quite	ADV
dpc-735	85	22	different	different	ADJ
dpc-735	85	23	for	for	ADP
dpc-735	85	24	the	the	DET
dpc-735	85	25	diagnostic	diagnostic	ADJ
dpc-735	85	26	alternatives	alternative	NOUN
dpc-735	85	27	(	(	PUNCT
dpc-735	85	28	benign	benign	ADJ
dpc-735	85	29	pigmented	pigmented	ADJ
dpc-735	85	30	lesions	lesion	NOUN
dpc-735	85	31	vs	vs	ADP
dpc-735	85	32	mm	mm	PROPN
dpc-735	85	33	)	)	PUNCT
dpc-735	85	34	,	,	PUNCT
dpc-735	85	35	as	as	SCONJ
dpc-735	85	36	is	be	AUX
dpc-735	85	37	the	the	DET
dpc-735	85	38	case	case	NOUN
dpc-735	85	39	for	for	ADP
dpc-735	85	40	derm	derm	NOUN
dpc-735	85	41	(	(	PUNCT
dpc-735	85	42	see	see	VERB
dpc-735	85	43	figure	figure	NOUN
dpc-735	85	44	1	1	NUM
dpc-735	85	45	)	)	PUNCT
dpc-735	86	1	[	[	X
dpc-735	86	2	36	36	NUM
dpc-735	86	3	]	]	PUNCT
dpc-735	86	4	.	.	PUNCT
dpc-735	87	1	this	this	DET
dpc-735	87	2	issue	issue	NOUN
dpc-735	87	3	was	be	AUX
dpc-735	87	4	addressed	address	VERB
dpc-735	87	5	by	by	ADP
dpc-735	87	6	constructing	construct	VERB
dpc-735	87	7	the	the	DET
dpc-735	87	8	lorenz	lorenz	PROPN
dpc-735	87	9	curve	curve	NOUN
dpc-735	87	10	(	(	PUNCT
dpc-735	87	11	a	a	DET
dpc-735	87	12	mirror	mirror	NOUN
dpc-735	87	13	image	image	NOUN
dpc-735	87	14	of	of	ADP
dpc-735	87	15	the	the	DET
dpc-735	87	16	roc	roc	PROPN
dpc-735	87	17	curve	curve	NOUN
dpc-735	87	18	)	)	PUNCT
dpc-735	87	19	with	with	ADP
dpc-735	87	20	the	the	DET
dpc-735	87	21	associated	associated	PROPN
dpc-735	87	22	gini	gini	PROPN
dpc-735	87	23	index	index	NOUN
dpc-735	87	24	[	[	X
dpc-735	87	25	37	37	NUM
dpc-735	87	26	]	]	PUNCT
dpc-735	87	27	.	.	PUNCT
dpc-735	88	1	to	to	PART
dpc-735	88	2	compare	compare	VERB
dpc-735	88	3	the	the	DET
dpc-735	88	4	accuracy	accuracy	NOUN
dpc-735	88	5	of	of	ADP
dpc-735	88	6	derm	derm	NOUN
dpc-735	88	7	with	with	ADP
dpc-735	88	8	that	that	PRON
dpc-735	88	9	of	of	ADP
dpc-735	88	10	current	current	ADJ
dpc-735	88	11	diagnostic	diagnostic	ADJ
dpc-735	88	12	practices	practice	NOUN
dpc-735	88	13	,	,	PUNCT
dpc-735	88	14	we	we	PRON
dpc-735	88	15	decided	decide	VERB
dpc-735	88	16	to	to	PART
dpc-735	88	17	conduct	conduct	VERB
dpc-735	88	18	a	a	DET
dpc-735	88	19	meta	meta	ADJ
dpc-735	88	20	-	-	PUNCT
dpc-735	88	21	analysis	analysis	NOUN
dpc-735	88	22	of	of	ADP
dpc-735	88	23	studies	study	NOUN
dpc-735	88	24	of	of	ADP
dpc-735	88	25	diagnostic	diagnostic	ADJ
dpc-735	88	26	accuracy	accuracy	NOUN
dpc-735	88	27	for	for	ADP
dpc-735	88	28	mm	mm	PROPN
dpc-735	88	29	rather	rather	ADV
dpc-735	88	30	than	than	ADP
dpc-735	88	31	have	have	VERB
dpc-735	88	32	a	a	DET
dpc-735	88	33	limited	limited	ADJ
dpc-735	88	34	panel	panel	NOUN
dpc-735	88	35	of	of	ADP
dpc-735	88	36	dermatologists	dermatologist	NOUN
dpc-735	88	37	conduct	conduct	VERB
dpc-735	88	38	parallel	parallel	ADJ
dpc-735	88	39	assessments	assessment	NOUN
dpc-735	88	40	,	,	PUNCT
dpc-735	88	41	as	as	SCONJ
dpc-735	88	42	has	have	AUX
dpc-735	88	43	been	be	AUX
dpc-735	88	44	done	do	VERB
dpc-735	88	45	in	in	ADP
dpc-735	88	46	other	other	ADJ
dpc-735	88	47	studies	study	NOUN
dpc-735	88	48	[	[	X
dpc-735	88	49	21,38	21,38	NUM
dpc-735	88	50	]	]	PUNCT
dpc-735	88	51	.	.	PUNCT
dpc-735	89	1	we	we	PRON
dpc-735	89	2	chose	choose	VERB
dpc-735	89	3	this	this	DET
dpc-735	89	4	approach	approach	NOUN
dpc-735	89	5	because	because	SCONJ
dpc-735	89	6	biopsy	biopsy	NOUN
dpc-735	89	7	-	-	PUNCT
dpc-735	89	8	based	base	VERB
dpc-735	89	9	histopathology	histopathology	NOUN
dpc-735	89	10	provides	provide	VERB
dpc-735	89	11	the	the	DET
dpc-735	89	12	gold	gold	NOUN
dpc-735	89	13	standard	standard	NOUN
dpc-735	89	14	for	for	ADP
dpc-735	89	15	mm	mm	NOUN
dpc-735	89	16	diagnosis	diagnosis	NOUN
dpc-735	89	17	,	,	PUNCT
dpc-735	89	18	figure	figure	NOUN
dpc-735	89	19	1	1	NUM
dpc-735	89	20	.	.	PUNCT
dpc-735	89	21	level	level	NOUN
dpc-735	89	22	of	of	ADP
dpc-735	89	23	confidence	confidence	NOUN
dpc-735	89	24	of	of	ADP
dpc-735	89	25	deep	deep	ADJ
dpc-735	89	26	ensemble	ensemble	ADJ
dpc-735	89	27	for	for	ADP
dpc-735	89	28	recognition	recognition	NOUN
dpc-735	89	29	of	of	ADP
dpc-735	89	30	melanoma	melanoma	NOUN
dpc-735	89	31	(	(	PUNCT
dpc-735	89	32	derm	derm	NOUN
dpc-735	89	33	)	)	PUNCT
dpc-735	89	34	algorithm	algorithm	NOUN
dpc-735	89	35	by	by	ADP
dpc-735	89	36	lesion	lesion	NOUN
dpc-735	89	37	type	type	NOUN
dpc-735	89	38	.	.	PUNCT
dpc-735	90	1	4	4	NUM
dpc-735	90	2	research	research	NOUN
dpc-735	90	3	|	|	ADV
dpc-735	90	4	dermatol	dermatol	ADJ
dpc-735	90	5	pract	pract	NOUN
dpc-735	90	6	concept	concept	NOUN
dpc-735	90	7	2020;10(1):e2020011	2020;10(1):e2020011	NUM
dpc-735	90	8	the	the	DET
dpc-735	90	9	empirical	empirical	ADJ
dpc-735	90	10	roc	roc	PROPN
dpc-735	90	11	curve	curve	NOUN
dpc-735	90	12	analysis	analysis	NOUN
dpc-735	90	13	showed	show	VERB
dpc-735	90	14	that	that	SCONJ
dpc-735	90	15	derm	derm	NOUN
dpc-735	90	16	has	have	VERB
dpc-735	90	17	a	a	DET
dpc-735	90	18	high	high	ADJ
dpc-735	90	19	level	level	NOUN
dpc-735	90	20	of	of	ADP
dpc-735	90	21	accuracy	accuracy	NOUN
dpc-735	90	22	with	with	ADP
dpc-735	90	23	an	an	DET
dpc-735	90	24	auc	auc	NOUN
dpc-735	90	25	of	of	ADP
dpc-735	90	26	0.928	0.928	NUM
dpc-735	90	27	(	(	PUNCT
dpc-735	90	28	95	95	NUM
dpc-735	90	29	%	%	NOUN
dpc-735	90	30	confidence	confidence	NOUN
dpc-735	90	31	interval	interval	NOUN
dpc-735	90	32	:	:	PUNCT
dpc-735	90	33	0.922	0.922	NUM
dpc-735	90	34	-	-	SYM
dpc-735	90	35	0.935	0.935	NUM
dpc-735	90	36	)	)	PUNCT
dpc-735	90	37	and	and	CCONJ
dpc-735	90	38	an	an	DET
dpc-735	90	39	acceptable	acceptable	ADJ
dpc-735	90	40	goodness	goodness	NOUN
dpc-735	90	41	-	-	PUNCT
dpc-735	90	42	of	of	ADP
dpc-735	90	43	-	-	PUNCT
dpc-735	90	44	fit	fit	NOUN
dpc-735	90	45	χ2	χ2	NOUN
dpc-735	90	46	=	=	PUNCT
dpc-735	90	47	6,078	6,078	NUM
dpc-735	90	48	(	(	PUNCT
dpc-735	90	49	p	p	X
dpc-735	90	50	=	=	NOUN
dpc-735	90	51	0.98	0.98	NUM
dpc-735	90	52	)	)	PUNCT
dpc-735	90	53	(	(	PUNCT
dpc-735	90	54	figure	figure	NOUN
dpc-735	90	55	3	3	NUM
dpc-735	90	56	)	)	PUNCT
dpc-735	90	57	.	.	PUNCT
dpc-735	91	1	the	the	DET
dpc-735	91	2	lorenz	lorenz	PROPN
dpc-735	91	3	curve	curve	PROPN
dpc-735	91	4	analysis	analysis	NOUN
dpc-735	91	5	gave	give	VERB
dpc-735	91	6	a	a	DET
dpc-735	91	7	gini	gini	NOUN
dpc-735	91	8	index	index	NOUN
dpc-735	91	9	of	of	ADP
dpc-735	91	10	0.857	0.857	NUM
dpc-735	91	11	.	.	PUNCT
dpc-735	92	1	the	the	DET
dpc-735	92	2	gini	gini	PROPN
dpc-735	92	3	index	index	NOUN
dpc-735	92	4	has	have	VERB
dpc-735	92	5	an	an	DET
dpc-735	92	6	upper	upper	ADJ
dpc-735	92	7	limit	limit	NOUN
dpc-735	92	8	of	of	ADP
dpc-735	92	9	1	1	NUM
dpc-735	92	10	and	and	CCONJ
dpc-735	92	11	the	the	DET
dpc-735	92	12	high	high	ADJ
dpc-735	92	13	value	value	NOUN
dpc-735	92	14	is	be	AUX
dpc-735	92	15	indicative	indicative	ADJ
dpc-735	92	16	of	of	ADP
dpc-735	92	17	high	high	ADJ
dpc-735	92	18	inequality	inequality	NOUN
dpc-735	92	19	estimated	estimate	VERB
dpc-735	92	20	the	the	DET
dpc-735	92	21	median	median	ADJ
dpc-735	92	22	level	level	NOUN
dpc-735	92	23	of	of	ADP
dpc-735	92	24	confidence	confidence	NOUN
dpc-735	92	25	as	as	ADP
dpc-735	92	26	0.059	0.059	NUM
dpc-735	92	27	(	(	PUNCT
dpc-735	92	28	interquartile	interquartile	NOUN
dpc-735	92	29	range	range	NOUN
dpc-735	92	30	:	:	PUNCT
dpc-735	92	31	0.016	0.016	NUM
dpc-735	92	32	-	-	PUNCT
dpc-735	92	33	0.171	0.171	NUM
dpc-735	92	34	)	)	PUNCT
dpc-735	92	35	when	when	SCONJ
dpc-735	92	36	the	the	DET
dpc-735	92	37	lesion	lesion	NOUN
dpc-735	92	38	was	be	AUX
dpc-735	92	39	a	a	DET
dpc-735	92	40	benign	benign	ADJ
dpc-735	92	41	pigmented	pigmented	ADJ
dpc-735	92	42	lesion	lesion	NOUN
dpc-735	92	43	and	and	CCONJ
dpc-735	92	44	0.651	0.651	NUM
dpc-735	92	45	(	(	PUNCT
dpc-735	92	46	interquartile	interquartile	ADJ
dpc-735	92	47	range	range	NOUN
dpc-735	92	48	:	:	PUNCT
dpc-735	92	49	0.417	0.417	NUM
dpc-735	92	50	-	-	PUNCT
dpc-735	92	51	0.849	0.849	NUM
dpc-735	92	52	)	)	PUNCT
dpc-735	92	53	when	when	SCONJ
dpc-735	92	54	the	the	DET
dpc-735	92	55	lesion	lesion	NOUN
dpc-735	92	56	was	be	AUX
dpc-735	92	57	mm	mm	NOUN
dpc-735	92	58	.	.	PUNCT
dpc-735	93	1	the	the	DET
dpc-735	93	2	equality	equality	NOUN
dpc-735	93	3	of	of	ADP
dpc-735	93	4	the	the	DET
dpc-735	93	5	2	2	NUM
dpc-735	93	6	medians	median	NOUN
dpc-735	93	7	was	be	AUX
dpc-735	93	8	compared	compare	VERB
dpc-735	93	9	by	by	ADP
dpc-735	93	10	fisher	fisher	PROPN
dpc-735	93	11	exact	exact	ADJ
dpc-735	93	12	test	test	NOUN
dpc-735	93	13	and	and	CCONJ
dpc-735	93	14	found	find	VERB
dpc-735	93	15	to	to	PART
dpc-735	93	16	be	be	AUX
dpc-735	93	17	significantly	significantly	ADV
dpc-735	93	18	different	different	ADJ
dpc-735	93	19	(	(	PUNCT
dpc-735	93	20	p	p	X
dpc-735	93	21	<	<	X
dpc-735	93	22	0.0001	0.0001	NUM
dpc-735	93	23	)	)	PUNCT
dpc-735	93	24	.	.	PUNCT
dpc-735	94	1	all	all	DET
dpc-735	94	2	analysis	analysis	NOUN
dpc-735	94	3	was	be	AUX
dpc-735	94	4	conducted	conduct	VERB
dpc-735	94	5	by	by	ADP
dpc-735	94	6	m.p	m.p	PROPN
dpc-735	94	7	.	.	PROPN
dpc-735	94	8	using	use	VERB
dpc-735	94	9	the	the	DET
dpc-735	94	10	stata	stata	NOUN
dpc-735	94	11	statistical	statistical	ADJ
dpc-735	94	12	package	package	NOUN
dpc-735	94	13	(	(	PUNCT
dpc-735	94	14	statacorp	statacorp	PROPN
dpc-735	94	15	.	.	PROPN
dpc-735	94	16	2015	2015	NUM
dpc-735	94	17	.	.	PUNCT
dpc-735	95	1	stata	stata	VERB
dpc-735	95	2	statistical	statistical	ADJ
dpc-735	95	3	software	software	NOUN
dpc-735	95	4	:	:	PUNCT
dpc-735	95	5	release	release	VERB
dpc-735	95	6	15	15	NUM
dpc-735	95	7	.	.	PUNCT
dpc-735	96	1	college	college	NOUN
dpc-735	96	2	station	station	NOUN
dpc-735	96	3	,	,	PUNCT
dpc-735	96	4	tx	tx	PROPN
dpc-735	96	5	:	:	PUNCT
dpc-735	96	6	statacorp	statacorp	PROPN
dpc-735	96	7	lp	lp	NOUN
dpc-735	96	8	)	)	PUNCT
dpc-735	96	9	.	.	PUNCT
dpc-735	97	1	most	most	ADJ
dpc-735	97	2	of	of	ADP
dpc-735	97	3	the	the	DET
dpc-735	97	4	data	datum	NOUN
dpc-735	97	5	used	use	VERB
dpc-735	97	6	to	to	PART
dpc-735	97	7	create	create	VERB
dpc-735	97	8	the	the	DET
dpc-735	97	9	algorithm	algorithm	NOUN
dpc-735	97	10	were	be	AUX
dpc-735	97	11	based	base	VERB
dpc-735	97	12	on	on	ADP
dpc-735	97	13	anonymous	anonymous	ADJ
dpc-735	97	14	,	,	PUNCT
dpc-735	97	15	publicly	publicly	ADV
dpc-735	97	16	available	available	ADJ
dpc-735	97	17	images	image	NOUN
dpc-735	97	18	,	,	PUNCT
dpc-735	97	19	and	and	CCONJ
dpc-735	97	20	an	an	DET
dpc-735	97	21	additional	additional	ADJ
dpc-735	97	22	672	672	NUM
dpc-735	97	23	anonymized	anonymize	VERB
dpc-735	97	24	dermoscopic	dermoscopic	ADJ
dpc-735	97	25	lesion	lesion	NOUN
dpc-735	97	26	images	image	NOUN
dpc-735	97	27	were	be	AUX
dpc-735	97	28	generously	generously	ADV
dpc-735	97	29	made	make	VERB
dpc-735	97	30	available	available	ADJ
dpc-735	97	31	by	by	ADP
dpc-735	97	32	clinical	clinical	ADJ
dpc-735	97	33	dermatologists	dermatologist	NOUN
dpc-735	97	34	.	.	PUNCT
dpc-735	98	1	the	the	DET
dpc-735	98	2	meta	meta	ADJ
dpc-735	98	3	-	-	PUNCT
dpc-735	98	4	analysis	analysis	NOUN
dpc-735	98	5	data	datum	NOUN
dpc-735	98	6	were	be	AUX
dpc-735	98	7	derived	derive	VERB
dpc-735	98	8	from	from	ADP
dpc-735	98	9	published	publish	VERB
dpc-735	98	10	papers	paper	NOUN
dpc-735	98	11	that	that	PRON
dpc-735	98	12	did	do	AUX
dpc-735	98	13	not	not	PART
dpc-735	98	14	include	include	VERB
dpc-735	98	15	individual	individual	ADJ
dpc-735	98	16	patient	patient	ADJ
dpc-735	98	17	data	datum	NOUN
dpc-735	98	18	.	.	PUNCT
dpc-735	99	1	there	there	PRON
dpc-735	99	2	was	be	VERB
dpc-735	99	3	no	no	DET
dpc-735	99	4	requirement	requirement	NOUN
dpc-735	99	5	for	for	ADP
dpc-735	99	6	ethics	ethic	NOUN
dpc-735	99	7	approval	approval	NOUN
dpc-735	99	8	,	,	PUNCT
dpc-735	99	9	but	but	CCONJ
dpc-735	99	10	the	the	DET
dpc-735	99	11	ethics	ethic	NOUN
dpc-735	99	12	committee	committee	PROPN
dpc-735	99	13	of	of	ADP
dpc-735	99	14	royal	royal	PROPN
dpc-735	99	15	perth	perth	PROPN
dpc-735	99	16	hospital	hospital	NOUN
dpc-735	99	17	was	be	AUX
dpc-735	99	18	informed	inform	VERB
dpc-735	99	19	of	of	ADP
dpc-735	99	20	the	the	DET
dpc-735	99	21	study	study	NOUN
dpc-735	99	22	as	as	ADP
dpc-735	99	23	a	a	DET
dpc-735	99	24	courtesy	courtesy	NOUN
dpc-735	99	25	.	.	PUNCT
dpc-735	100	1	results	result	VERB
dpc-735	100	2	histograms	histogram	NOUN
dpc-735	100	3	showing	show	VERB
dpc-735	100	4	the	the	DET
dpc-735	100	5	distribution	distribution	NOUN
dpc-735	100	6	of	of	ADP
dpc-735	100	7	the	the	DET
dpc-735	100	8	derm	derm	NOUN
dpc-735	100	9	value	value	NOUN
dpc-735	100	10	for	for	ADP
dpc-735	100	11	mm	mm	PROPN
dpc-735	100	12	and	and	CCONJ
dpc-735	100	13	for	for	ADP
dpc-735	100	14	benign	benign	ADJ
dpc-735	100	15	lesions	lesion	NOUN
dpc-735	100	16	are	be	AUX
dpc-735	100	17	shown	show	VERB
dpc-735	100	18	in	in	ADP
dpc-735	100	19	figure	figure	NOUN
dpc-735	100	20	1	1	NUM
dpc-735	100	21	.	.	PUNCT
dpc-735	101	1	the	the	DET
dpc-735	101	2	histograms	histogram	NOUN
dpc-735	101	3	show	show	VERB
dpc-735	101	4	that	that	SCONJ
dpc-735	101	5	the	the	DET
dpc-735	101	6	value	value	NOUN
dpc-735	101	7	does	do	AUX
dpc-735	101	8	not	not	PART
dpc-735	101	9	follow	follow	VERB
dpc-735	101	10	a	a	DET
dpc-735	101	11	normal	normal	ADJ
dpc-735	101	12	distribution	distribution	NOUN
dpc-735	101	13	and	and	CCONJ
dpc-735	101	14	there	there	PRON
dpc-735	101	15	is	be	VERB
dpc-735	101	16	a	a	DET
dpc-735	101	17	different	different	ADJ
dpc-735	101	18	dispersion	dispersion	NOUN
dpc-735	101	19	of	of	ADP
dpc-735	101	20	data	datum	NOUN
dpc-735	101	21	for	for	ADP
dpc-735	101	22	the	the	DET
dpc-735	101	23	2	2	NUM
dpc-735	101	24	types	type	NOUN
dpc-735	101	25	of	of	ADP
dpc-735	101	26	lesion	lesion	NOUN
dpc-735	101	27	.	.	PUNCT
dpc-735	102	1	derm	derm	NOUN
dpc-735	102	2	figure	figure	NOUN
dpc-735	102	3	3	3	NUM
dpc-735	102	4	.	.	PUNCT
dpc-735	103	1	the	the	DET
dpc-735	103	2	receiver	receiver	NOUN
dpc-735	103	3	operating	operate	VERB
dpc-735	103	4	characteristic	characteristic	ADJ
dpc-735	103	5	curve	curve	NOUN
dpc-735	103	6	of	of	ADP
dpc-735	103	7	deep	deep	ADJ
dpc-735	103	8	ensemble	ensemble	ADJ
dpc-735	103	9	for	for	ADP
dpc-735	103	10	recognition	recognition	NOUN
dpc-735	103	11	of	of	ADP
dpc-735	103	12	melanoma	melanoma	NOUN
dpc-735	103	13	(	(	PUNCT
dpc-735	103	14	derm	derm	NOUN
dpc-735	103	15	)	)	PUNCT
dpc-735	103	16	results	result	NOUN
dpc-735	103	17	.	.	PUNCT
dpc-735	104	1	shaded	shaded	ADJ
dpc-735	104	2	area	area	NOUN
dpc-735	104	3	shows	show	VERB
dpc-735	104	4	95	95	NUM
dpc-735	104	5	%	%	NOUN
dpc-735	104	6	confidence	confidence	NOUN
dpc-735	104	7	interval	interval	NOUN
dpc-735	104	8	.	.	PUNCT
dpc-735	105	1	figure	figure	NOUN
dpc-735	105	2	2	2	NUM
dpc-735	105	3	.	.	PUNCT
dpc-735	105	4	prisma	prisma	PROPN
dpc-735	105	5	flow	flow	PROPN
dpc-735	105	6	diagram	diagram	NOUN
dpc-735	105	7	of	of	ADP
dpc-735	105	8	publications	publication	NOUN
dpc-735	105	9	searched	search	VERB
dpc-735	105	10	for	for	ADP
dpc-735	105	11	the	the	DET
dpc-735	105	12	meta	meta	ADJ
dpc-735	105	13	-	-	PUNCT
dpc-735	105	14	analysis	analysis	NOUN
dpc-735	105	15	.	.	PUNCT
dpc-735	106	1	research	research	NOUN
dpc-735	106	2	|	|	ADV
dpc-735	106	3	dermatol	dermatol	ADJ
dpc-735	106	4	pract	pract	NOUN
dpc-735	106	5	concept	concept	NOUN
dpc-735	106	6	2020;10(1):e2020011	2020;10(1):e2020011	NUM
dpc-735	106	7	5	5	NUM
dpc-735	106	8	table	table	NOUN
dpc-735	106	9	1	1	NUM
dpc-735	106	10	.	.	PUNCT
dpc-735	106	11	indices	index	NOUN
dpc-735	106	12	of	of	ADP
dpc-735	106	13	diagnostic	diagnostic	ADJ
dpc-735	106	14	accuracy	accuracy	NOUN
dpc-735	106	15	(	(	PUNCT
dpc-735	106	16	±95	±95	PROPN
dpc-735	106	17	%	%	NOUN
dpc-735	106	18	ci	ci	NOUN
dpc-735	106	19	)	)	PUNCT
dpc-735	106	20	at	at	ADP
dpc-735	106	21	different	different	ADJ
dpc-735	106	22	cut	cut	NOUN
dpc-735	106	23	-	-	PUNCT
dpc-735	106	24	points	point	NOUN
dpc-735	106	25	of	of	ADP
dpc-735	106	26	the	the	DET
dpc-735	106	27	derm	derm	NOUN
dpc-735	106	28	confidence	confidence	NOUN
dpc-735	106	29	value	value	NOUN
dpc-735	106	30	cut	cut	NOUN
dpc-735	106	31	-	-	PUNCT
dpc-735	106	32	point	point	NOUN
dpc-735	106	33	derm	derm	NOUN
dpc-735	106	34	value	value	NOUN
dpc-735	106	35	sensitivity	sensitivity	NOUN
dpc-735	106	36	(	(	PUNCT
dpc-735	106	37	%	%	INTJ
dpc-735	106	38	)	)	PUNCT
dpc-735	106	39	specificity	specificity	NOUN
dpc-735	106	40	(	(	PUNCT
dpc-735	106	41	%	%	INTJ
dpc-735	106	42	)	)	PUNCT
dpc-735	106	43	diagnostic	diagnostic	ADJ
dpc-735	106	44	odds	odd	NOUN
dpc-735	106	45	ratio	ratio	NOUN
dpc-735	106	46	optimum	optimum	ADJ
dpc-735	106	47	(	(	PUNCT
dpc-735	106	48	maximum	maximum	ADV
dpc-735	106	49	auc	auc	NOUN
dpc-735	106	50	)	)	PUNCT
dpc-735	106	51	0.272	0.272	NUM
dpc-735	106	52	85.0	85.0	NUM
dpc-735	106	53	(	(	PUNCT
dpc-735	106	54	83.2	83.2	NUM
dpc-735	106	55	-	-	SYM
dpc-735	106	56	86.7	86.7	NUM
dpc-735	106	57	)	)	PUNCT
dpc-735	106	58	85.3	85.3	NUM
dpc-735	106	59	(	(	PUNCT
dpc-735	106	60	84.4	84.4	NUM
dpc-735	106	61	-	-	SYM
dpc-735	106	62	86.3	86.3	NUM
dpc-735	106	63	)	)	PUNCT
dpc-735	106	64	33.0	33.0	NUM
dpc-735	106	65	(	(	PUNCT
dpc-735	106	66	28.3	28.3	NUM
dpc-735	106	67	-	-	SYM
dpc-735	106	68	38.4	38.4	NUM
dpc-735	106	69	)	)	PUNCT
dpc-735	106	70	confidence	confidence	NOUN
dpc-735	106	71	≥0.50	≥0.50	ADP
dpc-735	106	72	0.50	0.50	NUM
dpc-735	106	73	67.3	67.3	NUM
dpc-735	106	74	(	(	PUNCT
dpc-735	106	75	65.0	65.0	NUM
dpc-735	106	76	-	-	SYM
dpc-735	106	77	69.5	69.5	NUM
dpc-735	106	78	)	)	PUNCT
dpc-735	106	79	95.5	95.5	NUM
dpc-735	106	80	(	(	PUNCT
dpc-735	106	81	94.9	94.9	NUM
dpc-735	106	82	-	-	SYM
dpc-735	106	83	96.0	96.0	NUM
dpc-735	106	84	)	)	PUNCT
dpc-735	106	85	43.7	43.7	NUM
dpc-735	106	86	(	(	PUNCT
dpc-735	106	87	37.1	37.1	NUM
dpc-735	106	88	-	-	SYM
dpc-735	106	89	51.5	51.5	NUM
dpc-735	106	90	)	)	PUNCT
dpc-735	106	91	80	80	NUM
dpc-735	106	92	%	%	NOUN
dpc-735	106	93	sensitivity	sensitivity	NOUN
dpc-735	106	94	0.35	0.35	NUM
dpc-735	106	95	80	80	NUM
dpc-735	106	96	(	(	PUNCT
dpc-735	106	97	fixed	fix	VERB
dpc-735	106	98	)	)	PUNCT
dpc-735	106	99	90.8	90.8	NUM
dpc-735	106	100	(	(	PUNCT
dpc-735	106	101	90.0	90.0	NUM
dpc-735	106	102	-	-	SYM
dpc-735	106	103	91.5	91.5	NUM
dpc-735	106	104	)	)	PUNCT
dpc-735	106	105	37.1	37.1	NUM
dpc-735	106	106	(	(	PUNCT
dpc-735	106	107	32.1	32.1	NUM
dpc-735	106	108	-	-	SYM
dpc-735	106	109	42.9	42.9	NUM
dpc-735	106	110	)	)	PUNCT
dpc-735	106	111	95	95	NUM
dpc-735	106	112	%	%	NOUN
dpc-735	106	113	sensitivity	sensitivity	NOUN
dpc-735	106	114	0.11	0.11	NUM
dpc-735	106	115	95.0	95.0	NUM
dpc-735	106	116	(	(	PUNCT
dpc-735	106	117	93.8	93.8	NUM
dpc-735	106	118	-	-	SYM
dpc-735	106	119	96.0	96.0	NUM
dpc-735	106	120	)	)	PUNCT
dpc-735	106	121	64.1	64.1	NUM
dpc-735	106	122	(	(	PUNCT
dpc-735	106	123	62.8	62.8	NUM
dpc-735	106	124	-	-	SYM
dpc-735	106	125	65.4	65.4	NUM
dpc-735	106	126	)	)	PUNCT
dpc-735	106	127	33.6	33.6	NUM
dpc-735	106	128	(	(	PUNCT
dpc-735	106	129	26.8	26.8	NUM
dpc-735	106	130	-	-	SYM
dpc-735	106	131	42.1	42.1	NUM
dpc-735	106	132	)	)	PUNCT
dpc-735	106	133	high	high	ADJ
dpc-735	106	134	sensitivity	sensitivity	NOUN
dpc-735	106	135	0.05	0.05	NUM
dpc-735	106	136	98.6	98.6	NUM
dpc-735	106	137	(	(	PUNCT
dpc-735	106	138	98.0	98.0	NUM
dpc-735	106	139	-	-	SYM
dpc-735	106	140	99.1	99.1	NUM
dpc-735	106	141	)	)	PUNCT
dpc-735	106	142	46.5	46.5	NUM
dpc-735	106	143	(	(	PUNCT
dpc-735	106	144	45.2	45.2	NUM
dpc-735	106	145	-	-	SYM
dpc-735	106	146	47.9	47.9	NUM
dpc-735	106	147	)	)	PUNCT
dpc-735	106	148	62.9	62.9	NUM
dpc-735	106	149	(	(	PUNCT
dpc-735	106	150	41.7	41.7	NUM
dpc-735	106	151	-	-	SYM
dpc-735	106	152	95.0	95.0	NUM
dpc-735	106	153	)	)	PUNCT
dpc-735	106	154	80	80	NUM
dpc-735	106	155	%	%	NOUN
dpc-735	106	156	specificity	specificity	NOUN
dpc-735	106	157	0.21	0.21	NUM
dpc-735	106	158	88.2	88.2	NUM
dpc-735	106	159	(	(	PUNCT
dpc-735	106	160	86.6	86.6	NUM
dpc-735	106	161	-	-	SYM
dpc-735	106	162	89.7	89.7	NUM
dpc-735	106	163	)	)	PUNCT
dpc-735	106	164	80	80	NUM
dpc-735	106	165	(	(	PUNCT
dpc-735	106	166	fixed	fix	VERB
dpc-735	106	167	)	)	PUNCT
dpc-735	106	168	32.7	32.7	NUM
dpc-735	106	169	(	(	PUNCT
dpc-735	106	170	27.9	27.9	NUM
dpc-735	106	171	-	-	SYM
dpc-735	106	172	38.4	38.4	NUM
dpc-735	106	173	)	)	PUNCT
dpc-735	106	174	95	95	NUM
dpc-735	106	175	%	%	NOUN
dpc-735	106	176	specificity	specificity	NOUN
dpc-735	106	177	0.795	0.795	NUM
dpc-735	106	178	66.9	66.9	NUM
dpc-735	106	179	(	(	PUNCT
dpc-735	106	180	64.3	64.3	NUM
dpc-735	106	181	-	-	SYM
dpc-735	106	182	69.3	69.3	NUM
dpc-735	106	183	)	)	PUNCT
dpc-735	106	184	95	95	NUM
dpc-735	106	185	%	%	NOUN
dpc-735	106	186	(	(	PUNCT
dpc-735	106	187	fixed	fix	VERB
dpc-735	106	188	)	)	PUNCT
dpc-735	106	189	38.3	38.3	NUM
dpc-735	106	190	(	(	PUNCT
dpc-735	106	191	32.1	32.1	NUM
dpc-735	106	192	-	-	SYM
dpc-735	106	193	45.7	45.7	NUM
dpc-735	106	194	)	)	PUNCT
dpc-735	106	195	auc	auc	NOUN
dpc-735	106	196	=	=	SYM
dpc-735	106	197	area	area	NOUN
dpc-735	106	198	under	under	ADP
dpc-735	106	199	the	the	DET
dpc-735	106	200	curve	curve	NOUN
dpc-735	106	201	;	;	PUNCT
dpc-735	106	202	ci	ci	NOUN
dpc-735	106	203	=	=	NOUN
dpc-735	106	204	confidence	confidence	NOUN
dpc-735	106	205	interval	interval	NOUN
dpc-735	106	206	;	;	PUNCT
dpc-735	106	207	derm	derm	NOUN
dpc-735	106	208	=	=	SYM
dpc-735	106	209	deep	deep	ADV
dpc-735	106	210	ensemble	ensemble	ADJ
dpc-735	106	211	for	for	ADP
dpc-735	106	212	recognition	recognition	NOUN
dpc-735	106	213	of	of	ADP
dpc-735	106	214	melanoma	melanoma	NOUN
dpc-735	106	215	.	.	PUNCT
dpc-735	107	1	between	between	ADP
dpc-735	107	2	mm	mm	PROPN
dpc-735	107	3	and	and	CCONJ
dpc-735	107	4	benign	benign	ADJ
dpc-735	107	5	lesions	lesion	NOUN
dpc-735	107	6	,	,	PUNCT
dpc-735	107	7	which	which	PRON
dpc-735	107	8	supports	support	VERB
dpc-735	107	9	the	the	DET
dpc-735	107	10	roc	roc	PROPN
dpc-735	107	11	analysis	analysis	NOUN
dpc-735	107	12	.	.	PUNCT
dpc-735	108	1	the	the	DET
dpc-735	108	2	youden	youden	PROPN
dpc-735	108	3	,	,	PUNCT
dpc-735	108	4	liu	liu	PROPN
dpc-735	108	5	,	,	PUNCT
dpc-735	108	6	and	and	CCONJ
dpc-735	108	7	maximum	maximum	ADJ
dpc-735	108	8	auc	auc	NOUN
dpc-735	108	9	methods	method	NOUN
dpc-735	108	10	estimated	estimate	VERB
dpc-735	108	11	the	the	DET
dpc-735	108	12	same	same	ADJ
dpc-735	108	13	optimum	optimum	ADJ
dpc-735	108	14	cut	cut	NOUN
dpc-735	108	15	-	-	PUNCT
dpc-735	108	16	point	point	NOUN
dpc-735	108	17	at	at	ADP
dpc-735	108	18	a	a	DET
dpc-735	108	19	value	value	NOUN
dpc-735	108	20	of	of	ADP
dpc-735	108	21	0.272	0.272	NUM
dpc-735	108	22	(	(	PUNCT
dpc-735	108	23	95	95	NUM
dpc-735	108	24	%	%	NOUN
dpc-735	108	25	confidence	confidence	NOUN
dpc-735	108	26	interval	interval	NOUN
dpc-735	108	27	:	:	PUNCT
dpc-735	108	28	0.232	0.232	NUM
dpc-735	108	29	-	-	SYM
dpc-735	108	30	0.313	0.313	NUM
dpc-735	108	31	)	)	PUNCT
dpc-735	108	32	(	(	PUNCT
dpc-735	108	33	table	table	NOUN
dpc-735	108	34	1	1	NUM
dpc-735	108	35	)	)	PUNCT
dpc-735	108	36	.	.	PUNCT
dpc-735	109	1	as	as	SCONJ
dpc-735	109	2	the	the	DET
dpc-735	109	3	sensitivity	sensitivity	NOUN
dpc-735	109	4	increases	increase	VERB
dpc-735	109	5	,	,	PUNCT
dpc-735	109	6	the	the	DET
dpc-735	109	7	expected	expect	VERB
dpc-735	109	8	loss	loss	NOUN
dpc-735	109	9	of	of	ADP
dpc-735	109	10	specificity	specificity	NOUN
dpc-735	109	11	occurs	occur	VERB
dpc-735	109	12	,	,	PUNCT
dpc-735	109	13	but	but	CCONJ
dpc-735	109	14	when	when	SCONJ
dpc-735	109	15	the	the	DET
dpc-735	109	16	sensitivity	sensitivity	NOUN
dpc-735	109	17	is	be	AUX
dpc-735	109	18	fixed	fix	VERB
dpc-735	109	19	at	at	ADP
dpc-735	109	20	95	95	NUM
dpc-735	109	21	%	%	NOUN
dpc-735	109	22	,	,	PUNCT
dpc-735	109	23	specificity	specificity	NOUN
dpc-735	109	24	is	be	AUX
dpc-735	109	25	still	still	ADV
dpc-735	109	26	64	64	NUM
dpc-735	109	27	%	%	NOUN
dpc-735	109	28	.	.	PUNCT
dpc-735	110	1	the	the	DET
dpc-735	110	2	summary	summary	NOUN
dpc-735	110	3	of	of	ADP
dpc-735	110	4	82	82	NUM
dpc-735	110	5	studies	study	NOUN
dpc-735	110	6	that	that	PRON
dpc-735	110	7	investigated	investigate	VERB
dpc-735	110	8	the	the	DET
dpc-735	110	9	diagnostic	diagnostic	ADJ
dpc-735	110	10	accuracy	accuracy	NOUN
dpc-735	110	11	of	of	ADP
dpc-735	110	12	naked	naked	ADJ
dpc-735	110	13	-	-	PUNCT
dpc-735	110	14	eye	eye	NOUN
dpc-735	110	15	examination	examination	NOUN
dpc-735	110	16	(	(	PUNCT
dpc-735	110	17	n	n	NOUN
dpc-735	110	18	=	=	NUM
dpc-735	110	19	29	29	NUM
dpc-735	110	20	)	)	PUNCT
dpc-735	110	21	or	or	CCONJ
dpc-735	110	22	dermoscopy	dermoscopy	VERB
dpc-735	110	23	(	(	PUNCT
dpc-735	110	24	n	n	NOUN
dpc-735	110	25	=	=	SYM
dpc-735	110	26	53	53	NUM
dpc-735	110	27	)	)	PUNCT
dpc-735	110	28	for	for	ADP
dpc-735	110	29	pigmented	pigmented	ADJ
dpc-735	110	30	lesions	lesion	NOUN
dpc-735	110	31	and	and	CCONJ
dpc-735	110	32	mm	mm	NOUN
dpc-735	110	33	between	between	ADP
dpc-735	110	34	1990	1990	NUM
dpc-735	110	35	and	and	CCONJ
dpc-735	110	36	2017	2017	NUM
dpc-735	110	37	is	be	AUX
dpc-735	110	38	shown	show	VERB
dpc-735	110	39	in	in	ADP
dpc-735	110	40	table	table	NOUN
dpc-735	110	41	2	2	NUM
dpc-735	110	42	.	.	PUNCT
dpc-735	111	1	a	a	DET
dpc-735	111	2	visual	visual	ADJ
dpc-735	111	3	guide	guide	NOUN
dpc-735	111	4	to	to	ADP
dpc-735	111	5	the	the	DET
dpc-735	111	6	study	study	NOUN
dpc-735	111	7	accuracy	accuracy	NOUN
dpc-735	111	8	is	be	AUX
dpc-735	111	9	provided	provide	VERB
dpc-735	111	10	in	in	ADP
dpc-735	111	11	the	the	DET
dpc-735	111	12	forest	forest	NOUN
dpc-735	111	13	plots	plot	NOUN
dpc-735	111	14	in	in	ADP
dpc-735	111	15	figures	figure	NOUN
dpc-735	111	16	4	4	NUM
dpc-735	111	17	and	and	CCONJ
dpc-735	111	18	5	5	NUM
dpc-735	111	19	.	.	NOUN
dpc-735	111	20	table	table	NOUN
dpc-735	111	21	3	3	NUM
dpc-735	111	22	shows	show	VERB
dpc-735	111	23	the	the	DET
dpc-735	111	24	pooled	pooled	ADJ
dpc-735	111	25	and	and	CCONJ
dpc-735	111	26	weighted	weight	VERB
dpc-735	111	27	values	value	NOUN
dpc-735	111	28	of	of	ADP
dpc-735	111	29	sentable	sentable	ADJ
dpc-735	111	30	2	2	NUM
dpc-735	111	31	.	.	PUNCT
dpc-735	112	1	studies	study	NOUN
dpc-735	112	2	for	for	ADP
dpc-735	112	3	meta	meta	NOUN
dpc-735	112	4	-	-	PUNCT
dpc-735	112	5	analysis	analysis	NOUN
dpc-735	112	6	of	of	ADP
dpc-735	112	7	diagnostic	diagnostic	ADJ
dpc-735	112	8	accuracy	accuracy	NOUN
dpc-735	112	9	author	author	NOUN
dpc-735	112	10	[	[	X
dpc-735	112	11	ref	ref	X
dpc-735	112	12	]	]	X
dpc-735	112	13	date	date	NOUN
dpc-735	112	14	total	total	ADJ
dpc-735	112	15	lesions	lesion	NOUN
dpc-735	112	16	no	no	INTJ
dpc-735	112	17	.	.	PUNCT
dpc-735	113	1	of	of	ADP
dpc-735	113	2	malignant	malignant	ADJ
dpc-735	113	3	melanomas	melanomas	NOUN
dpc-735	113	4	(	(	PUNCT
dpc-735	113	5	%	%	INTJ
dpc-735	113	6	)	)	PUNCT
dpc-735	113	7	sensitivity	sensitivity	NOUN
dpc-735	113	8	(	(	PUNCT
dpc-735	113	9	%	%	INTJ
dpc-735	113	10	)	)	PUNCT
dpc-735	113	11	specificity	specificity	NOUN
dpc-735	113	12	(	(	PUNCT
dpc-735	113	13	%	%	INTJ
dpc-735	113	14	)	)	PUNCT
dpc-735	113	15	country	country	NOUN
dpc-735	113	16	of	of	ADP
dpc-735	113	17	patients	patient	NOUN
dpc-735	113	18	annessi	annessi	VERB
dpc-735	114	1	[	[	X
dpc-735	114	2	47	47	NUM
dpc-735	114	3	]	]	PUNCT
dpc-735	114	4	2007	2007	NUM
dpc-735	114	5	198	198	NUM
dpc-735	114	6	96	96	NUM
dpc-735	114	7	(	(	PUNCT
dpc-735	114	8	48.5	48.5	NUM
dpc-735	114	9	)	)	PUNCT
dpc-735	114	10	81.3	81.3	NUM
dpc-735	114	11	69.6	69.6	NUM
dpc-735	114	12	italy	italy	PROPN
dpc-735	114	13	argenziano	argenziano	NOUN
dpc-735	115	1	[	[	X
dpc-735	115	2	48	48	NUM
dpc-735	115	3	]	]	PUNCT
dpc-735	115	4	1998	1998	NUM
dpc-735	115	5	309	309	NUM
dpc-735	115	6	106	106	NUM
dpc-735	115	7	(	(	PUNCT
dpc-735	115	8	34.3	34.3	NUM
dpc-735	115	9	)	)	PUNCT
dpc-735	115	10	95.0	95.0	NUM
dpc-735	115	11	75.0	75.0	NUM
dpc-735	115	12	italy	italy	PROPN
dpc-735	115	13	argenziano	argenziano	NOUN
dpc-735	116	1	[	[	X
dpc-735	116	2	49	49	NUM
dpc-735	116	3	]	]	PUNCT
dpc-735	116	4	2006	2006	NUM
dpc-735	116	5	2,528	2,528	NUM
dpc-735	116	6	12	12	NUM
dpc-735	116	7	(	(	PUNCT
dpc-735	116	8	0.475	0.475	NUM
dpc-735	116	9	)	)	PUNCT
dpc-735	116	10	79.2	79.2	NUM
dpc-735	116	11	71.8	71.8	NUM
dpc-735	116	12	spain	spain	PROPN
dpc-735	116	13	,	,	PUNCT
dpc-735	116	14	italy	italy	PROPN
dpc-735	116	15	argenziano	argenziano	VERB
dpc-735	117	1	[	[	X
dpc-735	117	2	50	50	NUM
dpc-735	117	3	]	]	SYM
dpc-735	117	4	2011	2011	NUM
dpc-735	117	5	283	283	NUM
dpc-735	117	6	78	78	NUM
dpc-735	117	7	(	(	PUNCT
dpc-735	117	8	27.6	27.6	NUM
dpc-735	117	9	)	)	PUNCT
dpc-735	117	10	87.8	87.8	NUM
dpc-735	117	11	74.5	74.5	NUM
dpc-735	117	12	italy	italy	PROPN
dpc-735	117	13	ascierto	ascierto	NOUN
dpc-735	117	14	[	[	X
dpc-735	117	15	51	51	NUM
dpc-735	117	16	]	]	PUNCT
dpc-735	117	17	2010	2010	NUM
dpc-735	117	18	54	54	NUM
dpc-735	117	19	12	12	NUM
dpc-735	117	20	(	(	PUNCT
dpc-735	117	21	22.2	22.2	NUM
dpc-735	117	22	)	)	PUNCT
dpc-735	117	23	66.6	66.6	NUM
dpc-735	117	24	76.2	76.2	NUM
dpc-735	117	25	italy	italy	PROPN
dpc-735	117	26	barzegari	barzegari	PROPN
dpc-735	118	1	[	[	X
dpc-735	118	2	52	52	NUM
dpc-735	118	3	]	]	SYM
dpc-735	118	4	2005	2005	NUM
dpc-735	118	5	122	122	NUM
dpc-735	118	6	6	6	NUM
dpc-735	118	7	(	(	PUNCT
dpc-735	118	8	4.92	4.92	NUM
dpc-735	118	9	)	)	PUNCT
dpc-735	118	10	100	100	NUM
dpc-735	118	11	90.0	90.0	NUM
dpc-735	118	12	iran	iran	PROPN
dpc-735	118	13	benelli	benelli	PROPN
dpc-735	119	1	[	[	X
dpc-735	119	2	53	53	NUM
dpc-735	119	3	]	]	PUNCT
dpc-735	119	4	1999	1999	NUM
dpc-735	119	5	401	401	NUM
dpc-735	119	6	60	60	NUM
dpc-735	119	7	(	(	PUNCT
dpc-735	119	8	15.0	15.0	NUM
dpc-735	119	9	)	)	PUNCT
dpc-735	119	10	85.0	85.0	NUM
dpc-735	119	11	89.1	89.1	NUM
dpc-735	119	12	italy	italy	PROPN
dpc-735	119	13	benelli	benelli	PROPN
dpc-735	120	1	[	[	X
dpc-735	120	2	54	54	NUM
dpc-735	120	3	]	]	SYM
dpc-735	120	4	2000	2000	NUM
dpc-735	120	5	600	600	NUM
dpc-735	120	6	76	76	NUM
dpc-735	120	7	(	(	PUNCT
dpc-735	120	8	12.7	12.7	NUM
dpc-735	120	9	)	)	PUNCT
dpc-735	120	10	68.8	68.8	NUM
dpc-735	120	11	86.0	86.0	NUM
dpc-735	120	12	italy	italy	PROPN
dpc-735	120	13	binder	binder	NOUN
dpc-735	121	1	[	[	X
dpc-735	121	2	55	55	NUM
dpc-735	121	3	]	]	SYM
dpc-735	121	4	1995	1995	NUM
dpc-735	121	5	100	100	NUM
dpc-735	121	6	37	37	NUM
dpc-735	121	7	(	(	PUNCT
dpc-735	121	8	37.0	37.0	NUM
dpc-735	121	9	)	)	PUNCT
dpc-735	121	10	73.0	73.0	NUM
dpc-735	121	11	74.0	74.0	NUM
dpc-735	121	12	austria	austria	PROPN
dpc-735	121	13	binder	binder	NOUN
dpc-735	121	14	[	[	X
dpc-735	121	15	56	56	NUM
dpc-735	121	16	]	]	PUNCT
dpc-735	121	17	1997	1997	NUM
dpc-735	121	18	240	240	NUM
dpc-735	121	19	58	58	NUM
dpc-735	121	20	(	(	PUNCT
dpc-735	121	21	24.2	24.2	NUM
dpc-735	121	22	)	)	PUNCT
dpc-735	121	23	63.0	63.0	NUM
dpc-735	121	24	91.0	91.0	NUM
dpc-735	121	25	austria	austria	PROPN
dpc-735	121	26	blum	blum	PROPN
dpc-735	121	27	[	[	X
dpc-735	121	28	57	57	NUM
dpc-735	121	29	]	]	PUNCT
dpc-735	121	30	2004	2004	NUM
dpc-735	121	31	269	269	NUM
dpc-735	121	32	84	84	NUM
dpc-735	121	33	(	(	PUNCT
dpc-735	121	34	31.2	31.2	NUM
dpc-735	121	35	)	)	PUNCT
dpc-735	121	36	95.2	95.2	NUM
dpc-735	121	37	77.8	77.8	NUM
dpc-735	121	38	germany	germany	NOUN
dpc-735	121	39	bono	bono	X
dpc-735	122	1	[	[	X
dpc-735	122	2	58	58	NUM
dpc-735	122	3	]	]	PUNCT
dpc-735	122	4	2002	2002	NUM
dpc-735	122	5	313	313	NUM
dpc-735	122	6	125	125	NUM
dpc-735	122	7	(	(	PUNCT
dpc-735	122	8	39.9	39.9	NUM
dpc-735	122	9	)	)	PUNCT
dpc-735	122	10	88.5	88.5	NUM
dpc-735	122	11	75.5	75.5	NUM
dpc-735	122	12	italy	italy	X
dpc-735	122	13	bono	bono	X
dpc-735	123	1	[	[	X
dpc-735	123	2	59	59	NUM
dpc-735	123	3	]	]	PUNCT
dpc-735	123	4	2006	2006	NUM
dpc-735	123	5	206	206	NUM
dpc-735	123	6	76	76	NUM
dpc-735	123	7	(	(	PUNCT
dpc-735	123	8	36.9	36.9	NUM
dpc-735	123	9	)	)	PUNCT
dpc-735	123	10	63.0	63.0	NUM
dpc-735	123	11	80.0	80.0	NUM
dpc-735	123	12	italy	italy	PROPN
dpc-735	123	13	carli	carli	NOUN
dpc-735	124	1	[	[	X
dpc-735	124	2	60	60	NUM
dpc-735	124	3	]	]	PUNCT
dpc-735	124	4	1998	1998	NUM
dpc-735	124	5	15	15	NUM
dpc-735	124	6	4	4	NUM
dpc-735	124	7	(	(	PUNCT
dpc-735	124	8	26.7	26.7	NUM
dpc-735	124	9	)	)	PUNCT
dpc-735	124	10	58.5	58.5	NUM
dpc-735	124	11	83.5	83.5	NUM
dpc-735	124	12	italy	italy	PROPN
dpc-735	124	13	carli	carli	NOUN
dpc-735	125	1	[	[	X
dpc-735	125	2	61	61	NUM
dpc-735	125	3	]	]	PUNCT
dpc-735	125	4	2003	2003	NUM
dpc-735	125	5	200	200	NUM
dpc-735	125	6	44	44	NUM
dpc-735	125	7	(	(	PUNCT
dpc-735	125	8	22.0	22.0	NUM
dpc-735	125	9	)	)	PUNCT
dpc-735	125	10	91.9	91.9	NUM
dpc-735	125	11	35.2	35.2	NUM
dpc-735	125	12	italy	italy	PROPN
dpc-735	125	13	carli	carli	PROPN
dpc-735	126	1	[	[	X
dpc-735	126	2	62	62	NUM
dpc-735	126	3	]	]	PUNCT
dpc-735	126	4	2003	2003	NUM
dpc-735	126	5	311	311	NUM
dpc-735	126	6	28	28	NUM
dpc-735	126	7	(	(	PUNCT
dpc-735	126	8	9.00	9.00	NUM
dpc-735	126	9	)	)	PUNCT
dpc-735	126	10	100	100	NUM
dpc-735	126	11	88.5	88.5	NUM
dpc-735	126	12	italy	italy	PROPN
dpc-735	126	13	cristofolini	cristofolini	NOUN
dpc-735	126	14	[	[	X
dpc-735	126	15	63	63	NUM
dpc-735	126	16	]	]	SYM
dpc-735	126	17	1994	1994	NUM
dpc-735	126	18	220	220	NUM
dpc-735	126	19	33	33	NUM
dpc-735	126	20	(	(	PUNCT
dpc-735	126	21	15.0	15.0	NUM
dpc-735	126	22	)	)	PUNCT
dpc-735	126	23	86.5	86.5	NUM
dpc-735	126	24	77.0	77.0	NUM
dpc-735	126	25	italy	italy	PROPN
dpc-735	126	26	dal	dal	NOUN
dpc-735	126	27	pozzo	pozzo	PROPN
dpc-735	126	28	[	[	X
dpc-735	126	29	64	64	NUM
dpc-735	126	30	]	]	PUNCT
dpc-735	126	31	1999	1999	NUM
dpc-735	126	32	713	713	NUM
dpc-735	126	33	168	168	NUM
dpc-735	126	34	(	(	PUNCT
dpc-735	126	35	23.6	23.6	NUM
dpc-735	126	36	)	)	PUNCT
dpc-735	126	37	94.6	94.6	NUM
dpc-735	126	38	85.5	85.5	NUM
dpc-735	126	39	italy	italy	PROPN
dpc-735	126	40	doliantis	doliantis	NOUN
dpc-735	127	1	[	[	X
dpc-735	127	2	65	65	NUM
dpc-735	127	3	]	]	SYM
dpc-735	127	4	2005	2005	NUM
dpc-735	127	5	40	40	NUM
dpc-735	127	6	20	20	NUM
dpc-735	127	7	(	(	PUNCT
dpc-735	127	8	50.0	50.0	NUM
dpc-735	127	9	)	)	PUNCT
dpc-735	127	10	84.6	84.6	NUM
dpc-735	127	11	77.7	77.7	NUM
dpc-735	127	12	australia	australia	PROPN
dpc-735	127	13	dreiseitl	dreiseitl	NOUN
dpc-735	128	1	[	[	X
dpc-735	128	2	66	66	NUM
dpc-735	128	3	]	]	PUNCT
dpc-735	128	4	2009	2009	NUM
dpc-735	128	5	458	458	NUM
dpc-735	128	6	146	146	NUM
dpc-735	128	7	(	(	PUNCT
dpc-735	128	8	31.9	31.9	NUM
dpc-735	128	9	)	)	PUNCT
dpc-735	128	10	96.0	96.0	NUM
dpc-735	128	11	72.0	72.0	NUM
dpc-735	128	12	germany	germany	PROPN
dpc-735	128	13	dummer	dummer	PROPN
dpc-735	129	1	[	[	X
dpc-735	129	2	67	67	NUM
dpc-735	129	3	]	]	SYM
dpc-735	129	4	1993	1993	NUM
dpc-735	129	5	824	824	NUM
dpc-735	129	6	25	25	NUM
dpc-735	129	7	(	(	PUNCT
dpc-735	129	8	3.03	3.03	NUM
dpc-735	129	9	)	)	PUNCT
dpc-735	129	10	80.5	80.5	NUM
dpc-735	129	11	95.5	95.5	NUM
dpc-735	129	12	germany	germany	PROPN
dpc-735	129	13	feldmann	feldmann	PROPN
dpc-735	130	1	[	[	X
dpc-735	130	2	68	68	NUM
dpc-735	130	3	]	]	PUNCT
dpc-735	130	4	1998	1998	NUM
dpc-735	130	5	500	500	NUM
dpc-735	130	6	30	30	NUM
dpc-735	130	7	(	(	PUNCT
dpc-735	130	8	6.00	6.00	NUM
dpc-735	130	9	)	)	PUNCT
dpc-735	130	10	88.0	88.0	NUM
dpc-735	130	11	64.0	64.0	NUM
dpc-735	130	12	austria	austria	PROPN
dpc-735	130	13	fueyo	fueyo	NOUN
dpc-735	130	14	-	-	PUNCT
dpc-735	130	15	casado	casado	NOUN
dpc-735	131	1	[	[	X
dpc-735	131	2	69	69	NUM
dpc-735	131	3	]	]	SYM
dpc-735	131	4	2009	2009	NUM
dpc-735	131	5	303	303	NUM
dpc-735	131	6	16	16	NUM
dpc-735	131	7	(	(	PUNCT
dpc-735	131	8	5.28	5.28	NUM
dpc-735	131	9	)	)	PUNCT
dpc-735	131	10	100	100	NUM
dpc-735	131	11	97.0	97.0	NUM
dpc-735	131	12	brazil	brazil	PROPN
dpc-735	131	13	gereli	gereli	VERB
dpc-735	132	1	[	[	X
dpc-735	132	2	70	70	NUM
dpc-735	132	3	]	]	PUNCT
dpc-735	132	4	2010	2010	NUM
dpc-735	132	5	96	96	NUM
dpc-735	132	6	48	48	NUM
dpc-735	132	7	(	(	PUNCT
dpc-735	132	8	50.0	50.0	NUM
dpc-735	132	9	)	)	PUNCT
dpc-735	132	10	89.6	89.6	NUM
dpc-735	132	11	31.2	31.2	NUM
dpc-735	132	12	turkey	turkey	NOUN
dpc-735	132	13	(	(	PUNCT
dpc-735	132	14	table	table	NOUN
dpc-735	132	15	continues	continue	VERB
dpc-735	132	16	next	next	ADJ
dpc-735	132	17	page	page	NOUN
dpc-735	132	18	)	)	PUNCT
dpc-735	132	19	6	6	NUM
dpc-735	132	20	research	research	NOUN
dpc-735	132	21	|	|	ADV
dpc-735	132	22	dermatol	dermatol	ADJ
dpc-735	132	23	pract	pract	NOUN
dpc-735	132	24	concept	concept	NOUN
dpc-735	132	25	2020;10(1):e2020011	2020;10(1):e2020011	NUM
dpc-735	132	26	and	and	CCONJ
dpc-735	132	27	nonexperts	nonexpert	NOUN
dpc-735	132	28	both	both	CCONJ
dpc-735	132	29	for	for	ADP
dpc-735	132	30	naked	naked	ADJ
dpc-735	132	31	-	-	PUNCT
dpc-735	132	32	eye	eye	NOUN
dpc-735	132	33	visual	visual	ADJ
dpc-735	132	34	clinical	clinical	ADJ
dpc-735	132	35	examination	examination	NOUN
dpc-735	132	36	(	(	PUNCT
dpc-735	132	37	p	p	X
dpc-735	132	38	<	<	X
dpc-735	132	39	0.001	0.001	NUM
dpc-735	132	40	)	)	PUNCT
dpc-735	132	41	and	and	CCONJ
dpc-735	132	42	dermoscopy	dermoscopy	VERB
dpc-735	132	43	(	(	PUNCT
dpc-735	132	44	p	p	X
dpc-735	132	45	<	<	X
dpc-735	132	46	0.001	0.001	NUM
dpc-735	132	47	)	)	PUNCT
dpc-735	132	48	,	,	PUNCT
dpc-735	132	49	which	which	PRON
dpc-735	132	50	is	be	AUX
dpc-735	132	51	reflected	reflect	VERB
dpc-735	132	52	in	in	ADP
dpc-735	132	53	the	the	DET
dpc-735	132	54	estimated	estimate	VERB
dpc-735	132	55	values	value	NOUN
dpc-735	132	56	shown	show	VERB
dpc-735	132	57	in	in	ADP
dpc-735	132	58	table	table	NOUN
dpc-735	132	59	3	3	NUM
dpc-735	132	60	,	,	PUNCT
dpc-735	132	61	where	where	SCONJ
dpc-735	132	62	experts	expert	NOUN
dpc-735	132	63	have	have	VERB
dpc-735	132	64	both	both	CCONJ
dpc-735	132	65	higher	high	ADJ
dpc-735	132	66	sensitivity	sensitivity	NOUN
dpc-735	132	67	and	and	CCONJ
dpc-735	132	68	specificity	specificity	NOUN
dpc-735	132	69	than	than	ADP
dpc-735	132	70	nonexperts	nonexpert	NOUN
dpc-735	132	71	,	,	PUNCT
dpc-735	132	72	and	and	CCONJ
dpc-735	132	73	is	be	AUX
dpc-735	132	74	most	most	ADV
dpc-735	132	75	marked	mark	VERB
dpc-735	132	76	for	for	ADP
dpc-735	132	77	specificity	specificity	NOUN
dpc-735	132	78	for	for	ADP
dpc-735	132	79	both	both	DET
dpc-735	132	80	methods	method	NOUN
dpc-735	132	81	and	and	CCONJ
dpc-735	132	82	for	for	ADP
dpc-735	132	83	sensitivity	sensitivity	NOUN
dpc-735	132	84	only	only	ADV
dpc-735	132	85	for	for	ADP
dpc-735	132	86	dermoscopy	dermoscopy	NOUN
dpc-735	132	87	(	(	PUNCT
dpc-735	132	88	figure	figure	NOUN
dpc-735	132	89	6	6	NUM
dpc-735	132	90	)	)	PUNCT
dpc-735	132	91	.	.	PUNCT
dpc-735	133	1	the	the	DET
dpc-735	133	2	contrast	contrast	NOUN
dpc-735	133	3	in	in	ADP
dpc-735	133	4	accuracy	accuracy	NOUN
dpc-735	133	5	is	be	AUX
dpc-735	133	6	most	most	ADV
dpc-735	133	7	obvious	obvious	ADJ
dpc-735	133	8	for	for	ADP
dpc-735	133	9	primary	primary	ADJ
dpc-735	133	10	vs	vs	ADP
dpc-735	133	11	secondary	secondary	ADJ
dpc-735	133	12	care	care	NOUN
dpc-735	133	13	(	(	PUNCT
dpc-735	133	14	p	p	X
dpc-735	133	15	<	<	X
dpc-735	133	16	0.0001	0.0001	NUM
dpc-735	133	17	)	)	PUNCT
dpc-735	133	18	with	with	ADP
dpc-735	133	19	the	the	DET
dpc-735	133	20	auc	auc	NOUN
dpc-735	133	21	differing	differing	NOUN
dpc-735	133	22	by	by	ADP
dpc-735	133	23	8	8	NUM
dpc-735	133	24	%	%	NOUN
dpc-735	133	25	specificity	specificity	NOUN
dpc-735	133	26	=	=	SYM
dpc-735	133	27	83	83	NUM
dpc-735	133	28	%	%	NOUN
dpc-735	133	29	,	,	PUNCT
dpc-735	133	30	β	β	X
dpc-735	133	31	=	=	SYM
dpc-735	133	32	0.048	0.048	NUM
dpc-735	133	33	,	,	PUNCT
dpc-735	133	34	p	p	NOUN
dpc-735	133	35	=	=	NOUN
dpc-735	133	36	0.81	0.81	NUM
dpc-735	133	37	;	;	PUNCT
dpc-735	133	38	and	and	CCONJ
dpc-735	133	39	for	for	ADP
dpc-735	133	40	dermoscopy	dermoscopy	NOUN
dpc-735	133	41	the	the	DET
dpc-735	133	42	pooled	pooled	ADJ
dpc-735	133	43	results	result	NOUN
dpc-735	133	44	are	be	AUX
dpc-735	133	45	as	as	SCONJ
dpc-735	133	46	follows	follow	VERB
dpc-735	133	47	:	:	PUNCT
dpc-735	133	48	auc	auc	NOUN
dpc-735	133	49	=	=	PUNCT
dpc-735	133	50	0.91	0.91	NUM
dpc-735	133	51	,	,	PUNCT
dpc-735	133	52	sensitivity	sensitivity	NOUN
dpc-735	133	53	 	 	SPACE
dpc-735	133	54	=	=	SYM
dpc-735	133	55	86	86	NUM
dpc-735	133	56	%	%	NOUN
dpc-735	133	57	,	,	PUNCT
dpc-735	133	58	specificity	specificity	NOUN
dpc-735	133	59	=	=	NUM
dpc-735	133	60	81	81	NUM
dpc-735	133	61	%	%	NOUN
dpc-735	133	62	,	,	PUNCT
dpc-735	133	63	β	β	X
dpc-735	133	64	=	=	SYM
dpc-735	133	65	0.397	0.397	NUM
dpc-735	133	66	,	,	PUNCT
dpc-735	133	67	p	p	X
dpc-735	133	68	 	 	SPACE
dpc-735	133	69	=	=	NOUN
dpc-735	133	70	0.005	0.005	NUM
dpc-735	133	71	.	.	PUNCT
dpc-735	134	1	meta	meta	ADJ
dpc-735	134	2	-	-	PUNCT
dpc-735	134	3	regression	regression	NOUN
dpc-735	134	4	for	for	ADP
dpc-735	134	5	the	the	DET
dpc-735	134	6	year	year	NOUN
dpc-735	134	7	of	of	ADP
dpc-735	134	8	publication	publication	NOUN
dpc-735	134	9	showed	show	VERB
dpc-735	134	10	no	no	DET
dpc-735	134	11	significant	significant	ADJ
dpc-735	134	12	association	association	NOUN
dpc-735	134	13	assessed	assess	VERB
dpc-735	134	14	by	by	ADP
dpc-735	134	15	the	the	DET
dpc-735	134	16	combination	combination	NOUN
dpc-735	134	17	of	of	ADP
dpc-735	134	18	sensitivity	sensitivity	NOUN
dpc-735	134	19	and	and	CCONJ
dpc-735	134	20	specificity	specificity	NOUN
dpc-735	134	21	for	for	ADP
dpc-735	134	22	either	either	CCONJ
dpc-735	134	23	visual	visual	ADJ
dpc-735	134	24	clinical	clinical	ADJ
dpc-735	134	25	examination	examination	NOUN
dpc-735	134	26	(	(	PUNCT
dpc-735	134	27	p	p	X
dpc-735	134	28	=	=	NOUN
dpc-735	134	29	0.25	0.25	NUM
dpc-735	134	30	)	)	PUNCT
dpc-735	134	31	or	or	CCONJ
dpc-735	134	32	dermoscopy	dermoscopy	VERB
dpc-735	134	33	(	(	PUNCT
dpc-735	134	34	p	p	NOUN
dpc-735	134	35	=	=	NOUN
dpc-735	134	36	0.18	0.18	NUM
dpc-735	134	37	)	)	PUNCT
dpc-735	134	38	.	.	PUNCT
dpc-735	135	1	there	there	PRON
dpc-735	135	2	was	be	VERB
dpc-735	135	3	a	a	DET
dpc-735	135	4	significant	significant	ADJ
dpc-735	135	5	difference	difference	NOUN
dpc-735	135	6	between	between	ADP
dpc-735	135	7	experts	expert	NOUN
dpc-735	135	8	sitivity	sitivity	NOUN
dpc-735	135	9	,	,	PUNCT
dpc-735	135	10	specificity	specificity	NOUN
dpc-735	135	11	,	,	PUNCT
dpc-735	135	12	and	and	CCONJ
dpc-735	135	13	diagnostic	diagnostic	ADJ
dpc-735	135	14	odds	odd	NOUN
dpc-735	135	15	ratio	ratio	NOUN
dpc-735	135	16	for	for	ADP
dpc-735	135	17	the	the	DET
dpc-735	135	18	studies	study	NOUN
dpc-735	135	19	.	.	PUNCT
dpc-735	136	1	the	the	DET
dpc-735	136	2	pooled	pool	VERB
dpc-735	136	3	results	result	NOUN
dpc-735	136	4	for	for	ADP
dpc-735	136	5	all	all	DET
dpc-735	136	6	studies	study	NOUN
dpc-735	136	7	are	be	AUX
dpc-735	136	8	as	as	SCONJ
dpc-735	136	9	follows	follow	VERB
dpc-735	136	10	:	:	PUNCT
dpc-735	136	11	auc	auc	NOUN
dpc-735	136	12	=	=	NOUN
dpc-735	136	13	0.90	0.90	NUM
dpc-735	136	14	,	,	PUNCT
dpc-735	136	15	sensitivity	sensitivity	NOUN
dpc-735	136	16	=	=	SYM
dpc-735	136	17	85	85	NUM
dpc-735	136	18	%	%	NOUN
dpc-735	136	19	,	,	PUNCT
dpc-735	136	20	and	and	CCONJ
dpc-735	136	21	specificity	specificity	NOUN
dpc-735	136	22	 	 	SPACE
dpc-735	136	23	=	=	SYM
dpc-735	136	24	82	82	NUM
dpc-735	136	25	%	%	NOUN
dpc-735	136	26	.	.	PUNCT
dpc-735	137	1	the	the	DET
dpc-735	137	2	beta	beta	ADJ
dpc-735	137	3	value	value	NOUN
dpc-735	137	4	(	(	PUNCT
dpc-735	137	5	an	an	DET
dpc-735	137	6	indicator	indicator	NOUN
dpc-735	137	7	of	of	ADP
dpc-735	137	8	asymmetry	asymmetry	NOUN
dpc-735	137	9	of	of	ADP
dpc-735	137	10	the	the	DET
dpc-735	137	11	summary	summary	NOUN
dpc-735	137	12	roc	roc	PROPN
dpc-735	137	13	curve	curve	NOUN
dpc-735	137	14	)	)	PUNCT
dpc-735	137	15	is	be	AUX
dpc-735	137	16	statistically	statistically	ADV
dpc-735	137	17	significant	significant	ADJ
dpc-735	137	18	(	(	PUNCT
dpc-735	137	19	β	β	X
dpc-735	137	20	=	=	PUNCT
dpc-735	137	21	0.263	0.263	NUM
dpc-735	137	22	,	,	PUNCT
dpc-735	137	23	p	p	X
dpc-735	137	24	 	 	SPACE
dpc-735	137	25	=	=	SYM
dpc-735	137	26	0.022	0.022	NUM
dpc-735	137	27	)	)	PUNCT
dpc-735	137	28	,	,	PUNCT
dpc-735	137	29	indicating	indicate	VERB
dpc-735	137	30	that	that	SCONJ
dpc-735	137	31	the	the	DET
dpc-735	137	32	diagnostic	diagnostic	ADJ
dpc-735	137	33	odds	odd	NOUN
dpc-735	137	34	ratio	ratio	NOUN
dpc-735	137	35	shows	show	VERB
dpc-735	137	36	variation	variation	NOUN
dpc-735	137	37	across	across	ADP
dpc-735	137	38	the	the	DET
dpc-735	137	39	summary	summary	NOUN
dpc-735	137	40	roc	roc	PROPN
dpc-735	137	41	curve	curve	NOUN
dpc-735	137	42	.	.	PUNCT
dpc-735	138	1	for	for	ADP
dpc-735	138	2	naked	naked	ADJ
dpc-735	138	3	-	-	PUNCT
dpc-735	138	4	eye	eye	NOUN
dpc-735	138	5	examination	examination	NOUN
dpc-735	138	6	the	the	DET
dpc-735	138	7	pooled	pooled	ADJ
dpc-735	138	8	results	result	NOUN
dpc-735	138	9	are	be	AUX
dpc-735	138	10	as	as	SCONJ
dpc-735	138	11	follows	follow	VERB
dpc-735	138	12	:	:	PUNCT
dpc-735	138	13	auc	auc	NOUN
dpc-735	138	14	=	=	PUNCT
dpc-735	138	15	0.88	0.88	NUM
dpc-735	138	16	,	,	PUNCT
dpc-735	138	17	sensitivity	sensitivity	NOUN
dpc-735	138	18	=	=	SYM
dpc-735	138	19	79	79	NUM
dpc-735	138	20	%	%	NOUN
dpc-735	138	21	,	,	PUNCT
dpc-735	138	22	table	table	NOUN
dpc-735	138	23	2	2	NUM
dpc-735	138	24	.	.	PUNCT
dpc-735	139	1	studies	study	NOUN
dpc-735	139	2	for	for	ADP
dpc-735	139	3	meta	meta	NOUN
dpc-735	139	4	-	-	PUNCT
dpc-735	139	5	analysis	analysis	NOUN
dpc-735	139	6	of	of	ADP
dpc-735	139	7	diagnostic	diagnostic	ADJ
dpc-735	139	8	accuracy	accuracy	NOUN
dpc-735	139	9	(	(	PUNCT
dpc-735	139	10	continued	continued	ADJ
dpc-735	139	11	)	)	PUNCT
dpc-735	139	12	author	author	NOUN
dpc-735	140	1	[	[	X
dpc-735	140	2	ref	ref	X
dpc-735	140	3	]	]	X
dpc-735	140	4	date	date	NOUN
dpc-735	140	5	total	total	ADJ
dpc-735	140	6	lesions	lesion	NOUN
dpc-735	140	7	no	no	INTJ
dpc-735	140	8	.	.	PUNCT
dpc-735	141	1	of	of	ADP
dpc-735	141	2	malignant	malignant	ADJ
dpc-735	141	3	melanomas	melanomas	NOUN
dpc-735	141	4	(	(	PUNCT
dpc-735	141	5	%	%	INTJ
dpc-735	141	6	)	)	PUNCT
dpc-735	141	7	sensitivity	sensitivity	NOUN
dpc-735	141	8	(	(	PUNCT
dpc-735	141	9	%	%	INTJ
dpc-735	141	10	)	)	PUNCT
dpc-735	141	11	specificity	specificity	NOUN
dpc-735	141	12	(	(	PUNCT
dpc-735	141	13	%	%	INTJ
dpc-735	141	14	)	)	PUNCT
dpc-735	141	15	country	country	NOUN
dpc-735	141	16	of	of	ADP
dpc-735	141	17	patients	patient	NOUN
dpc-735	141	18	glud	glud	VERB
dpc-735	141	19	[	[	X
dpc-735	141	20	71	71	NUM
dpc-735	141	21	]	]	SYM
dpc-735	141	22	2009	2009	NUM
dpc-735	141	23	83	83	NUM
dpc-735	141	24	12	12	NUM
dpc-735	141	25	(	(	PUNCT
dpc-735	141	26	14.5	14.5	NUM
dpc-735	141	27	)	)	PUNCT
dpc-735	141	28	92.0	92.0	NUM
dpc-735	141	29	81.0	81.0	NUM
dpc-735	141	30	denmark	denmark	NOUN
dpc-735	141	31	haenssle	haenssle	NOUN
dpc-735	142	1	[	[	X
dpc-735	142	2	72	72	NUM
dpc-735	142	3	]	]	PUNCT
dpc-735	142	4	2010	2010	NUM
dpc-735	142	5	1,219	1,219	NUM
dpc-735	142	6	127	127	NUM
dpc-735	142	7	(	(	PUNCT
dpc-735	142	8	10.4	10.4	NUM
dpc-735	142	9	)	)	PUNCT
dpc-735	142	10	62.0	62.0	NUM
dpc-735	142	11	97.0	97.0	NUM
dpc-735	142	12	germany	germany	PROPN
dpc-735	142	13	har	har	PROPN
dpc-735	142	14	-	-	PUNCT
dpc-735	142	15	shai	shai	PROPN
dpc-735	142	16	[	[	X
dpc-735	142	17	73	73	NUM
dpc-735	142	18	]	]	SYM
dpc-735	142	19	2005	2005	NUM
dpc-735	142	20	400	400	NUM
dpc-735	142	21	53	53	NUM
dpc-735	142	22	(	(	PUNCT
dpc-735	142	23	13.3	13.3	NUM
dpc-735	142	24	)	)	PUNCT
dpc-735	142	25	86.0	86.0	NUM
dpc-735	142	26	74.0	74.0	NUM
dpc-735	142	27	israel	israel	PROPN
dpc-735	142	28	henning	henning	PROPN
dpc-735	143	1	[	[	X
dpc-735	143	2	74	74	NUM
dpc-735	143	3	]	]	SYM
dpc-735	143	4	2008	2008	NUM
dpc-735	143	5	150	150	NUM
dpc-735	143	6	50	50	NUM
dpc-735	143	7	(	(	PUNCT
dpc-735	143	8	33.3	33.3	NUM
dpc-735	143	9	)	)	PUNCT
dpc-735	143	10	92.0	92.0	NUM
dpc-735	143	11	38.0	38.0	NUM
dpc-735	143	12	usa	usa	PROPN
dpc-735	143	13	keefe	keefe	PROPN
dpc-735	143	14	[	[	X
dpc-735	143	15	75	75	NUM
dpc-735	143	16	]	]	SYM
dpc-735	143	17	1990	1990	NUM
dpc-735	143	18	222	222	NUM
dpc-735	143	19	11	11	NUM
dpc-735	143	20	(	(	PUNCT
dpc-735	143	21	4.95	4.95	NUM
dpc-735	143	22	)	)	PUNCT
dpc-735	143	23	85.7	85.7	NUM
dpc-735	143	24	66.5	66.5	NUM
dpc-735	143	25	scotland	scotland	NOUN
dpc-735	143	26	krähn	krähn	VERB
dpc-735	143	27	[	[	X
dpc-735	143	28	76	76	NUM
dpc-735	143	29	]	]	PUNCT
dpc-735	143	30	1998	1998	NUM
dpc-735	143	31	80	80	NUM
dpc-735	143	32	39	39	NUM
dpc-735	143	33	(	(	PUNCT
dpc-735	143	34	48.8	48.8	NUM
dpc-735	143	35	)	)	PUNCT
dpc-735	143	36	90.0	90.0	NUM
dpc-735	143	37	93.0	93.0	NUM
dpc-735	143	38	germany	germany	PROPN
dpc-735	143	39	kreusch	kreusch	VERB
dpc-735	144	1	[	[	X
dpc-735	144	2	77	77	NUM
dpc-735	144	3	]	]	SYM
dpc-735	144	4	1992	1992	NUM
dpc-735	144	5	317	317	NUM
dpc-735	144	6	96	96	NUM
dpc-735	144	7	(	(	PUNCT
dpc-735	144	8	30.3	30.3	NUM
dpc-735	144	9	)	)	PUNCT
dpc-735	144	10	98.9	98.9	NUM
dpc-735	144	11	94.1	94.1	NUM
dpc-735	144	12	germany	germany	PROPN
dpc-735	144	13	lorentzen	lorentzen	NOUN
dpc-735	145	1	[	[	X
dpc-735	145	2	78	78	NUM
dpc-735	145	3	]	]	PUNCT
dpc-735	145	4	1999	1999	NUM
dpc-735	145	5	232	232	NUM
dpc-735	145	6	49	49	NUM
dpc-735	145	7	(	(	PUNCT
dpc-735	145	8	21.1	21.1	NUM
dpc-735	145	9	)	)	PUNCT
dpc-735	145	10	59.0	59.0	NUM
dpc-735	145	11	92.0	92.0	NUM
dpc-735	145	12	denmark	denmark	NOUN
dpc-735	145	13	lorentzen	lorentzen	NOUN
dpc-735	146	1	[	[	X
dpc-735	146	2	79	79	NUM
dpc-735	146	3	]	]	SYM
dpc-735	146	4	2000	2000	NUM
dpc-735	146	5	258	258	NUM
dpc-735	146	6	64	64	NUM
dpc-735	146	7	(	(	PUNCT
dpc-735	146	8	24.8	24.8	NUM
dpc-735	146	9	)	)	PUNCT
dpc-735	146	10	70.7	70.7	NUM
dpc-735	146	11	88.0	88.0	NUM
dpc-735	146	12	denmark	denmark	NOUN
dpc-735	146	13	luttrell	luttrell	PROPN
dpc-735	147	1	[	[	X
dpc-735	147	2	80	80	NUM
dpc-735	147	3	]	]	PUNCT
dpc-735	147	4	2012	2012	NUM
dpc-735	147	5	200	200	NUM
dpc-735	147	6	25	25	NUM
dpc-735	147	7	(	(	PUNCT
dpc-735	147	8	12.5	12.5	NUM
dpc-735	147	9	)	)	PUNCT
dpc-735	147	10	91.2	91.2	NUM
dpc-735	147	11	94.0	94.0	NUM
dpc-735	147	12	austria	austria	PROPN
dpc-735	147	13	mackie	mackie	NOUN
dpc-735	147	14	[	[	X
dpc-735	147	15	81	81	NUM
dpc-735	147	16	]	]	PUNCT
dpc-735	147	17	2002	2002	NUM
dpc-735	147	18	126	126	NUM
dpc-735	147	19	69	69	NUM
dpc-735	147	20	(	(	PUNCT
dpc-735	147	21	54.8	54.8	NUM
dpc-735	147	22	)	)	PUNCT
dpc-735	147	23	97.0	97.0	NUM
dpc-735	147	24	55.0	55.0	NUM
dpc-735	147	25	scotland	scotland	NOUN
dpc-735	147	26	mcgovern	mcgovern	VERB
dpc-735	148	1	[	[	X
dpc-735	148	2	82	82	NUM
dpc-735	148	3	]	]	SYM
dpc-735	148	4	1992	1992	NUM
dpc-735	148	5	237	237	NUM
dpc-735	148	6	16	16	NUM
dpc-735	148	7	(	(	PUNCT
dpc-735	148	8	6.75	6.75	NUM
dpc-735	148	9	)	)	PUNCT
dpc-735	148	10	44.0	44.0	NUM
dpc-735	148	11	94.0	94.0	NUM
dpc-735	148	12	usa	usa	PROPN
dpc-735	148	13	menzies	menzies	PROPN
dpc-735	148	14	[	[	X
dpc-735	148	15	83	83	NUM
dpc-735	148	16	]	]	SYM
dpc-735	148	17	1996	1996	NUM
dpc-735	148	18	385	385	NUM
dpc-735	148	19	107	107	NUM
dpc-735	148	20	(	(	PUNCT
dpc-735	148	21	27.8	27.8	NUM
dpc-735	148	22	)	)	PUNCT
dpc-735	148	23	92.0	92.0	NUM
dpc-735	148	24	71.0	71.0	NUM
dpc-735	148	25	australia	australia	PROPN
dpc-735	148	26	menzies	menzie	NOUN
dpc-735	149	1	[	[	X
dpc-735	149	2	84	84	NUM
dpc-735	149	3	]	]	SYM
dpc-735	149	4	2008	2008	NUM
dpc-735	149	5	497	497	NUM
dpc-735	149	6	105	105	NUM
dpc-735	149	7	(	(	PUNCT
dpc-735	149	8	21.1	21.1	NUM
dpc-735	149	9	)	)	PUNCT
dpc-735	149	10	95.0	95.0	NUM
dpc-735	149	11	80.0	80.0	NUM
dpc-735	149	12	australia	australia	PROPN
dpc-735	149	13	menzies	menzie	NOUN
dpc-735	149	14	[	[	X
dpc-735	149	15	85	85	NUM
dpc-735	149	16	]	]	PUNCT
dpc-735	149	17	2013	2013	NUM
dpc-735	149	18	465	465	NUM
dpc-735	149	19	217	217	NUM
dpc-735	149	20	(	(	PUNCT
dpc-735	149	21	46.7	46.7	NUM
dpc-735	149	22	)	)	PUNCT
dpc-735	149	23	93.0	93.0	NUM
dpc-735	149	24	70.0	70.0	NUM
dpc-735	149	25	australia	australia	PROPN
dpc-735	149	26	nachbar	nachbar	NOUN
dpc-735	149	27	[	[	X
dpc-735	149	28	86	86	NUM
dpc-735	149	29	]	]	SYM
dpc-735	149	30	1994	1994	NUM
dpc-735	149	31	172	172	NUM
dpc-735	149	32	69	69	NUM
dpc-735	149	33	(	(	PUNCT
dpc-735	149	34	40.1	40.1	NUM
dpc-735	149	35	)	)	PUNCT
dpc-735	149	36	92.8	92.8	NUM
dpc-735	149	37	91.2	91.2	NUM
dpc-735	149	38	germany	germany	PROPN
dpc-735	149	39	nilles	nille	NOUN
dpc-735	149	40	[	[	X
dpc-735	149	41	87	87	NUM
dpc-735	149	42	]	]	SYM
dpc-735	149	43	1994	1994	NUM
dpc-735	149	44	260	260	NUM
dpc-735	149	45	72	72	NUM
dpc-735	149	46	(	(	PUNCT
dpc-735	149	47	27.7	27.7	NUM
dpc-735	149	48	)	)	PUNCT
dpc-735	149	49	90.0	90.0	NUM
dpc-735	149	50	85.0	85.0	NUM
dpc-735	149	51	germany	germany	PROPN
dpc-735	149	52	perrinaud	perrinaud	NOUN
dpc-735	150	1	[	[	X
dpc-735	150	2	88	88	NUM
dpc-735	150	3	}	}	PUNCT
dpc-735	150	4	2007	2007	NUM
dpc-735	150	5	90	90	NUM
dpc-735	150	6	78	78	NUM
dpc-735	150	7	(	(	PUNCT
dpc-735	150	8	86.7	86.7	NUM
dpc-735	150	9	)	)	PUNCT
dpc-735	150	10	98.0	98.0	NUM
dpc-735	150	11	37.0	37.0	NUM
dpc-735	150	12	switzerland	switzerland	NOUN
dpc-735	150	13	piccolo	piccolo	NOUN
dpc-735	150	14	[	[	X
dpc-735	150	15	89	89	NUM
dpc-735	150	16	]	]	PUNCT
dpc-735	150	17	2014	2014	NUM
dpc-735	150	18	165	165	NUM
dpc-735	150	19	33	33	NUM
dpc-735	150	20	(	(	PUNCT
dpc-735	150	21	20.0	20.0	NUM
dpc-735	150	22	)	)	PUNCT
dpc-735	150	23	91.0	91.0	NUM
dpc-735	150	24	52.0	52.0	NUM
dpc-735	150	25	italy	italy	PROPN
dpc-735	150	26	rao	rao	NOUN
dpc-735	151	1	[	[	X
dpc-735	151	2	90	90	NUM
dpc-735	151	3	]	]	PUNCT
dpc-735	151	4	1997	1997	NUM
dpc-735	151	5	72	72	NUM
dpc-735	151	6	51	51	NUM
dpc-735	151	7	(	(	PUNCT
dpc-735	151	8	70.8	70.8	NUM
dpc-735	151	9	)	)	PUNCT
dpc-735	151	10	91.5	91.5	NUM
dpc-735	151	11	59.3	59.3	NUM
dpc-735	151	12	usa	usa	PROPN
dpc-735	151	13	rosendahl	rosendahl	NOUN
dpc-735	152	1	[	[	X
dpc-735	152	2	9	9	NUM
dpc-735	152	3	]	]	SYM
dpc-735	152	4	2011	2011	NUM
dpc-735	152	5	246	246	NUM
dpc-735	152	6	79	79	NUM
dpc-735	152	7	(	(	PUNCT
dpc-735	152	8	32.1	32.1	NUM
dpc-735	152	9	)	)	PUNCT
dpc-735	152	10	82.6	82.6	NUM
dpc-735	152	11	80.0	80.0	NUM
dpc-735	152	12	australia	australia	PROPN
dpc-735	152	13	skvara	skvara	NOUN
dpc-735	153	1	[	[	X
dpc-735	153	2	91	91	NUM
dpc-735	153	3	]	]	SYM
dpc-735	153	4	2005	2005	NUM
dpc-735	153	5	325	325	NUM
dpc-735	153	6	63	63	NUM
dpc-735	153	7	(	(	PUNCT
dpc-735	153	8	19.4	19.4	NUM
dpc-735	153	9	)	)	PUNCT
dpc-735	153	10	31.7	31.7	NUM
dpc-735	153	11	87.3	87.3	NUM
dpc-735	153	12	austria	austria	NOUN
dpc-735	153	13	soyer	soyer	NOUN
dpc-735	154	1	[	[	X
dpc-735	154	2	92	92	NUM
dpc-735	154	3	]	]	SYM
dpc-735	154	4	1995	1995	NUM
dpc-735	154	5	159	159	NUM
dpc-735	154	6	65	65	NUM
dpc-735	154	7	(	(	PUNCT
dpc-735	154	8	40.9	40.9	NUM
dpc-735	154	9	)	)	PUNCT
dpc-735	154	10	94.0	94.0	NUM
dpc-735	154	11	82.0	82.0	NUM
dpc-735	154	12	italy	italy	PROPN
dpc-735	154	13	soyer	soyer	NOUN
dpc-735	155	1	[	[	X
dpc-735	155	2	93	93	NUM
dpc-735	155	3	]	]	PUNCT
dpc-735	155	4	2004	2004	NUM
dpc-735	155	5	231	231	NUM
dpc-735	155	6	68	68	NUM
dpc-735	155	7	(	(	PUNCT
dpc-735	155	8	29.4	29.4	NUM
dpc-735	155	9	)	)	PUNCT
dpc-735	155	10	96.3	96.3	NUM
dpc-735	155	11	32.8	32.8	NUM
dpc-735	155	12	italy	italy	PROPN
dpc-735	155	13	stanganelli	stanganelli	NOUN
dpc-735	156	1	[	[	X
dpc-735	156	2	94	94	NUM
dpc-735	156	3	]	]	PUNCT
dpc-735	156	4	2000	2000	NUM
dpc-735	156	5	3,372	3,372	NUM
dpc-735	156	6	55	55	NUM
dpc-735	156	7	(	(	PUNCT
dpc-735	156	8	1.63	1.63	NUM
dpc-735	156	9	)	)	PUNCT
dpc-735	156	10	80.0	80.0	NUM
dpc-735	156	11	99.5	99.5	NUM
dpc-735	156	12	italy	italy	PROPN
dpc-735	156	13	unlu	unlu	NOUN
dpc-735	157	1	[	[	X
dpc-735	157	2	95	95	NUM
dpc-735	157	3	]	]	PUNCT
dpc-735	157	4	2014	2014	NUM
dpc-735	157	5	115	115	NUM
dpc-735	157	6	24	24	NUM
dpc-735	157	7	(	(	PUNCT
dpc-735	157	8	20.9	20.9	NUM
dpc-735	157	9	)	)	PUNCT
dpc-735	157	10	91.6	91.6	NUM
dpc-735	157	11	64.8	64.8	NUM
dpc-735	157	12	turkey	turkey	NOUN
dpc-735	157	13	walter	walter	NOUN
dpc-735	158	1	[	[	X
dpc-735	158	2	96	96	NUM
dpc-735	158	3	]	]	PUNCT
dpc-735	158	4	2013	2013	NUM
dpc-735	158	5	1,436	1,436	NUM
dpc-735	158	6	36	36	NUM
dpc-735	158	7	(	(	PUNCT
dpc-735	158	8	2.51	2.51	NUM
dpc-735	158	9	)	)	PUNCT
dpc-735	158	10	91.7	91.7	NUM
dpc-735	158	11	33.1	33.1	NUM
dpc-735	158	12	england	england	NOUN
dpc-735	158	13	westerhoff	westerhoff	NOUN
dpc-735	159	1	[	[	X
dpc-735	159	2	97	97	NUM
dpc-735	159	3	]	]	SYM
dpc-735	159	4	2000	2000	NUM
dpc-735	159	5	100	100	NUM
dpc-735	159	6	50	50	NUM
dpc-735	159	7	(	(	PUNCT
dpc-735	159	8	50.0	50.0	NUM
dpc-735	159	9	)	)	PUNCT
dpc-735	159	10	54.6	54.6	NUM
dpc-735	159	11	56.1	56.1	NUM
dpc-735	159	12	australia	australia	PROPN
dpc-735	159	13	zalaudek	zalaudek	NOUN
dpc-735	160	1	[	[	X
dpc-735	160	2	98	98	NUM
dpc-735	160	3	]	]	PUNCT
dpc-735	160	4	2006	2006	NUM
dpc-735	160	5	150	150	NUM
dpc-735	160	6	44	44	NUM
dpc-735	160	7	(	(	PUNCT
dpc-735	160	8	29.3	29.3	NUM
dpc-735	160	9	)	)	PUNCT
dpc-735	160	10	94.0	94.0	NUM
dpc-735	160	11	71.9	71.9	NUM
dpc-735	160	12	multiple	multiple	ADJ
dpc-735	160	13	youl	youl	PROPN
dpc-735	160	14	[	[	X
dpc-735	160	15	99	99	NUM
dpc-735	160	16	]	]	PUNCT
dpc-735	160	17	2007	2007	NUM
dpc-735	160	18	11,116	11,116	NUM
dpc-735	160	19	49	49	NUM
dpc-735	160	20	(	(	PUNCT
dpc-735	160	21	0.441	0.441	NUM
dpc-735	160	22	)	)	PUNCT
dpc-735	160	23	60.0	60.0	NUM
dpc-735	160	24	98.0	98.0	NUM
dpc-735	160	25	australia	australia	PROPN
dpc-735	160	26	all	all	DET
dpc-735	160	27	studies	study	NOUN
dpc-735	160	28	(	(	PUNCT
dpc-735	160	29	n	n	NOUN
dpc-735	160	30	=	=	SYM
dpc-735	160	31	55	55	NUM
dpc-735	160	32	)	)	PUNCT
dpc-735	160	33	32,226	32,226	NUM
dpc-735	160	34	3,277	3,277	NUM
dpc-735	160	35	(	(	PUNCT
dpc-735	160	36	10.2	10.2	NUM
dpc-735	160	37	)	)	PUNCT
dpc-735	160	38	research	research	NOUN
dpc-735	160	39	|	|	ADV
dpc-735	160	40	dermatol	dermatol	NOUN
dpc-735	160	41	pract	pract	NOUN
dpc-735	160	42	concept	concept	NOUN
dpc-735	160	43	2020;10(1):e2020011	2020;10(1):e2020011	NUM
dpc-735	160	44	7	7	NUM
dpc-735	160	45	figure	figure	NOUN
dpc-735	160	46	4	4	NUM
dpc-735	160	47	.	.	PUNCT
dpc-735	160	48	forest	forest	NOUN
dpc-735	160	49	plot	plot	NOUN
dpc-735	160	50	for	for	ADP
dpc-735	160	51	naked	naked	ADJ
dpc-735	160	52	-	-	PUNCT
dpc-735	160	53	eye	eye	NOUN
dpc-735	160	54	examination	examination	NOUN
dpc-735	160	55	.	.	PUNCT
dpc-735	161	1	figure	figure	NOUN
dpc-735	161	2	5	5	NUM
dpc-735	161	3	.	.	PUNCT
dpc-735	161	4	forest	forest	NOUN
dpc-735	161	5	plot	plot	NOUN
dpc-735	161	6	for	for	ADP
dpc-735	161	7	dermoscopy	dermoscopy	NOUN
dpc-735	161	8	.	.	PUNCT
dpc-735	162	1	8	8	NUM
dpc-735	162	2	research	research	NOUN
dpc-735	162	3	|	|	ADV
dpc-735	162	4	dermatol	dermatol	NOUN
dpc-735	162	5	pract	pract	NOUN
dpc-735	162	6	concept	concept	NOUN
dpc-735	162	7	2020;10(1):e2020011	2020;10(1):e2020011	NUM
dpc-735	162	8	results	result	NOUN
dpc-735	162	9	confirm	confirm	VERB
dpc-735	162	10	that	that	SCONJ
dpc-735	162	11	clinician	clinician	NOUN
dpc-735	162	12	experience	experience	NOUN
dpc-735	162	13	and	and	CCONJ
dpc-735	162	14	use	use	NOUN
dpc-735	162	15	of	of	ADP
dpc-735	162	16	dermoscopy	dermoscopy	NOUN
dpc-735	162	17	improve	improve	VERB
dpc-735	162	18	accuracy	accuracy	NOUN
dpc-735	162	19	.	.	PUNCT
dpc-735	163	1	derm	derm	NOUN
dpc-735	163	2	achieves	achieve	VERB
dpc-735	163	3	an	an	DET
dpc-735	163	4	auc	auc	NOUN
dpc-735	163	5	of	of	ADP
dpc-735	163	6	0.93	0.93	NUM
dpc-735	163	7	,	,	PUNCT
dpc-735	163	8	sensitivity	sensitivity	NOUN
dpc-735	163	9	and	and	CCONJ
dpc-735	163	10	specificity	specificity	NOUN
dpc-735	163	11	of	of	ADP
dpc-735	163	12	85	85	NUM
dpc-735	163	13	%	%	NOUN
dpc-735	163	14	and	and	CCONJ
dpc-735	163	15	85	85	NUM
dpc-735	163	16	%	%	NOUN
dpc-735	163	17	,	,	PUNCT
dpc-735	163	18	respectively	respectively	ADV
dpc-735	163	19	,	,	PUNCT
dpc-735	163	20	when	when	SCONJ
dpc-735	163	21	using	use	VERB
dpc-735	163	22	the	the	DET
dpc-735	163	23	estimated	estimate	VERB
dpc-735	163	24	optimum	optimum	ADJ
dpc-735	163	25	value	value	NOUN
dpc-735	163	26	of	of	ADP
dpc-735	163	27	0.28	0.28	NUM
dpc-735	163	28	.	.	PUNCT
dpc-735	164	1	this	this	PRON
dpc-735	164	2	is	be	AUX
dpc-735	164	3	higher	high	ADJ
dpc-735	164	4	than	than	ADP
dpc-735	164	5	naked	naked	ADJ
dpc-735	164	6	-	-	PUNCT
dpc-735	164	7	eye	eye	NOUN
dpc-735	164	8	visual	visual	ADJ
dpc-735	164	9	assessment	assessment	NOUN
dpc-735	164	10	(	(	PUNCT
dpc-735	164	11	0.88	0.88	NUM
dpc-735	164	12	,	,	PUNCT
dpc-735	164	13	80	80	NUM
dpc-735	164	14	%	%	NOUN
dpc-735	164	15	and	and	CCONJ
dpc-735	164	16	71	71	NUM
dpc-735	164	17	%	%	NOUN
dpc-735	164	18	)	)	PUNCT
dpc-735	164	19	,	,	PUNCT
dpc-735	164	20	and	and	CCONJ
dpc-735	164	21	similar	similar	ADJ
dpc-735	164	22	to	to	ADP
dpc-735	164	23	findings	finding	NOUN
dpc-735	164	24	for	for	ADP
dpc-735	164	25	dermatologists	dermatologist	NOUN
dpc-735	164	26	with	with	ADP
dpc-735	164	27	dermoscopy	dermoscopy	NOUN
dpc-735	164	28	(	(	PUNCT
dpc-735	164	29	0.91	0.91	NUM
dpc-735	164	30	,	,	PUNCT
dpc-735	164	31	85	85	NUM
dpc-735	164	32	%	%	NOUN
dpc-735	164	33	and	and	CCONJ
dpc-735	164	34	82	82	NUM
dpc-735	164	35	%	%	NOUN
dpc-735	164	36	)	)	PUNCT
dpc-735	164	37	.	.	PUNCT
dpc-735	165	1	this	this	PRON
dpc-735	165	2	is	be	AUX
dpc-735	165	3	illustrated	illustrate	VERB
dpc-735	165	4	by	by	ADP
dpc-735	165	5	plotting	plot	VERB
dpc-735	165	6	a	a	DET
dpc-735	165	7	roc	roc	NOUN
dpc-735	165	8	curve	curve	NOUN
dpc-735	165	9	of	of	ADP
dpc-735	165	10	the	the	DET
dpc-735	165	11	data	datum	NOUN
dpc-735	165	12	from	from	ADP
dpc-735	165	13	studies	study	NOUN
dpc-735	165	14	in	in	ADP
dpc-735	165	15	the	the	DET
dpc-735	165	16	meta	meta	ADJ
dpc-735	165	17	-	-	PUNCT
dpc-735	165	18	analysis	analysis	NOUN
dpc-735	165	19	,	,	PUNCT
dpc-735	165	20	and	and	CCONJ
dpc-735	165	21	superimposing	superimpose	VERB
dpc-735	165	22	the	the	DET
dpc-735	165	23	derm	derm	NOUN
dpc-735	165	24	data	datum	NOUN
dpc-735	165	25	from	from	ADP
dpc-735	165	26	4	4	NUM
dpc-735	165	27	cut	cut	NOUN
dpc-735	165	28	-	-	PUNCT
dpc-735	165	29	points	point	NOUN
dpc-735	165	30	(	(	PUNCT
dpc-735	165	31	figures	figure	NOUN
dpc-735	165	32	6	6	NUM
dpc-735	165	33	and	and	CCONJ
dpc-735	165	34	7	7	NUM
dpc-735	165	35	)	)	PUNCT
dpc-735	165	36	.	.	PUNCT
dpc-735	166	1	a	a	DET
dpc-735	166	2	recent	recent	ADJ
dpc-735	166	3	comprehensive	comprehensive	ADJ
dpc-735	166	4	series	series	NOUN
dpc-735	166	5	of	of	ADP
dpc-735	166	6	cochrane	cochrane	NOUN
dpc-735	166	7	reviews	review	NOUN
dpc-735	166	8	concluded	conclude	VERB
dpc-735	166	9	that	that	SCONJ
dpc-735	166	10	visual	visual	ADJ
dpc-735	166	11	inspection	inspection	NOUN
dpc-735	166	12	alone	alone	ADV
dpc-735	166	13	had	have	VERB
dpc-735	166	14	a	a	DET
dpc-735	166	15	specificity	specificity	NOUN
dpc-735	166	16	of	of	ADP
dpc-735	166	17	42	42	NUM
dpc-735	166	18	%	%	NOUN
dpc-735	166	19	at	at	ADP
dpc-735	166	20	a	a	DET
dpc-735	166	21	fixed	fix	VERB
dpc-735	166	22	sensitivity	sensitivity	NOUN
dpc-735	166	23	of	of	ADP
dpc-735	166	24	80	80	NUM
dpc-735	166	25	%	%	NOUN
dpc-735	166	26	and	and	CCONJ
dpc-735	166	27	a	a	DET
dpc-735	166	28	sensitivity	sensitivity	NOUN
dpc-735	166	29	of	of	ADP
dpc-735	166	30	76	76	NUM
dpc-735	166	31	%	%	NOUN
dpc-735	166	32	at	at	ADP
dpc-735	166	33	a	a	DET
dpc-735	166	34	fixed	fixed	ADJ
dpc-735	166	35	specificity	specificity	NOUN
dpc-735	166	36	of	of	ADP
dpc-735	166	37	80	80	NUM
dpc-735	166	38	%	%	NOUN
dpc-735	166	39	,	,	PUNCT
dpc-735	166	40	whereas	whereas	SCONJ
dpc-735	166	41	dermoscopy	dermoscopy	VERB
dpc-735	166	42	plus	plus	CCONJ
dpc-735	166	43	visual	visual	ADJ
dpc-735	166	44	inspection	inspection	NOUN
dpc-735	166	45	had	have	VERB
dpc-735	166	46	a	a	DET
dpc-735	166	47	specificity	specificity	NOUN
dpc-735	166	48	of	of	ADP
dpc-735	166	49	92	92	NUM
dpc-735	166	50	%	%	NOUN
dpc-735	166	51	at	at	ADP
dpc-735	166	52	a	a	DET
dpc-735	166	53	fixed	fix	VERB
dpc-735	166	54	sensitivity	sensitivity	NOUN
dpc-735	166	55	of	of	ADP
dpc-735	166	56	80	80	NUM
dpc-735	166	57	%	%	NOUN
dpc-735	166	58	and	and	CCONJ
dpc-735	166	59	a	a	DET
dpc-735	166	60	sensitivity	sensitivity	NOUN
dpc-735	166	61	of	of	ADP
dpc-735	166	62	82	82	NUM
dpc-735	166	63	%	%	NOUN
dpc-735	166	64	at	at	ADP
dpc-735	166	65	a	a	DET
dpc-735	166	66	fixed	fixed	ADJ
dpc-735	166	67	specificity	specificity	NOUN
dpc-735	166	68	of	of	ADP
dpc-735	166	69	80	80	NUM
dpc-735	166	70	%	%	NOUN
dpc-735	166	71	(	(	PUNCT
dpc-735	166	72	0.83	0.83	NUM
dpc-735	166	73	vs	vs	ADP
dpc-735	166	74	0.91	0.91	NUM
dpc-735	166	75	)	)	PUNCT
dpc-735	166	76	(	(	PUNCT
dpc-735	166	77	figure	figure	VERB
dpc-735	166	78	7	7	NUM
dpc-735	166	79	)	)	PUNCT
dpc-735	166	80	.	.	PUNCT
dpc-735	167	1	there	there	PRON
dpc-735	167	2	was	be	VERB
dpc-735	167	3	no	no	DET
dpc-735	167	4	association	association	NOUN
dpc-735	167	5	between	between	ADP
dpc-735	167	6	the	the	DET
dpc-735	167	7	auc	auc	NOUN
dpc-735	167	8	and	and	CCONJ
dpc-735	167	9	year	year	NOUN
dpc-735	167	10	of	of	ADP
dpc-735	167	11	study	study	NOUN
dpc-735	167	12	publication	publication	NOUN
dpc-735	167	13	,	,	PUNCT
dpc-735	167	14	suggesting	suggest	VERB
dpc-735	167	15	that	that	SCONJ
dpc-735	167	16	diagnostic	diagnostic	ADJ
dpc-735	167	17	accuracy	accuracy	NOUN
dpc-735	167	18	is	be	AUX
dpc-735	167	19	not	not	PART
dpc-735	167	20	improving	improve	VERB
dpc-735	167	21	over	over	ADP
dpc-735	167	22	time	time	NOUN
dpc-735	167	23	(	(	PUNCT
dpc-735	167	24	p	p	X
dpc-735	167	25	=	=	NOUN
dpc-735	167	26	0.63	0.63	NUM
dpc-735	167	27	)	)	PUNCT
dpc-735	167	28	.	.	PUNCT
dpc-735	168	1	discussion	discussion	NOUN
dpc-735	168	2	summary	summary	NOUN
dpc-735	168	3	herewith	herewith	NOUN
dpc-735	168	4	we	we	PRON
dpc-735	168	5	present	present	VERB
dpc-735	168	6	an	an	DET
dpc-735	168	7	extensive	extensive	ADJ
dpc-735	168	8	evaluation	evaluation	NOUN
dpc-735	168	9	of	of	ADP
dpc-735	168	10	the	the	DET
dpc-735	168	11	ability	ability	NOUN
dpc-735	168	12	of	of	ADP
dpc-735	168	13	derm	derm	NOUN
dpc-735	168	14	to	to	PART
dpc-735	168	15	identify	identify	VERB
dpc-735	168	16	mm	mm	PROPN
dpc-735	168	17	from	from	ADP
dpc-735	168	18	dermoscopic	dermoscopic	ADJ
dpc-735	168	19	images	image	NOUN
dpc-735	168	20	of	of	ADP
dpc-735	168	21	skin	skin	NOUN
dpc-735	168	22	lesions	lesion	NOUN
dpc-735	168	23	.	.	PUNCT
dpc-735	169	1	this	this	DET
dpc-735	169	2	preliminary	preliminary	ADJ
dpc-735	169	3	analysis	analysis	NOUN
dpc-735	169	4	demonstrates	demonstrate	VERB
dpc-735	169	5	the	the	DET
dpc-735	169	6	ability	ability	NOUN
dpc-735	169	7	of	of	ADP
dpc-735	169	8	an	an	DET
dpc-735	169	9	ai	ai	NOUN
dpc-735	169	10	-	-	PUNCT
dpc-735	169	11	based	base	VERB
dpc-735	169	12	system	system	NOUN
dpc-735	169	13	to	to	PART
dpc-735	169	14	learn	learn	VERB
dpc-735	169	15	features	feature	NOUN
dpc-735	169	16	of	of	ADP
dpc-735	169	17	a	a	DET
dpc-735	169	18	skin	skin	NOUN
dpc-735	169	19	lesion	lesion	NOUN
dpc-735	169	20	that	that	PRON
dpc-735	169	21	are	be	AUX
dpc-735	169	22	associated	associate	VERB
dpc-735	169	23	with	with	ADP
dpc-735	169	24	mm	mm	PROPN
dpc-735	169	25	,	,	PUNCT
dpc-735	169	26	which	which	PRON
dpc-735	169	27	can	can	AUX
dpc-735	169	28	then	then	ADV
dpc-735	169	29	be	be	AUX
dpc-735	169	30	applied	apply	VERB
dpc-735	169	31	to	to	ADP
dpc-735	169	32	the	the	DET
dpc-735	169	33	identification	identification	NOUN
dpc-735	169	34	of	of	ADP
dpc-735	169	35	mm	mm	PROPN
dpc-735	169	36	.	.	PUNCT
dpc-735	170	1	we	we	PRON
dpc-735	170	2	conducted	conduct	VERB
dpc-735	170	3	a	a	DET
dpc-735	170	4	meta	meta	ADJ
dpc-735	170	5	-	-	PUNCT
dpc-735	170	6	analysis	analysis	NOUN
dpc-735	170	7	of	of	ADP
dpc-735	170	8	mm	mm	NUM
dpc-735	170	9	diagnostic	diagnostic	ADJ
dpc-735	170	10	accuracy	accuracy	NOUN
dpc-735	170	11	to	to	PART
dpc-735	170	12	generate	generate	VERB
dpc-735	170	13	comparative	comparative	ADJ
dpc-735	170	14	values	value	NOUN
dpc-735	170	15	from	from	ADP
dpc-735	170	16	current	current	ADJ
dpc-735	170	17	primary	primary	ADJ
dpc-735	170	18	care	care	NOUN
dpc-735	170	19	and	and	CCONJ
dpc-735	170	20	specialist	specialist	NOUN
dpc-735	170	21	dermatologist	dermatologist	NOUN
dpc-735	170	22	practices	practice	NOUN
dpc-735	170	23	.	.	PUNCT
dpc-735	171	1	these	these	DET
dpc-735	171	2	table	table	NOUN
dpc-735	171	3	3	3	NUM
dpc-735	171	4	.	.	PUNCT
dpc-735	172	1	meta	meta	ADJ
dpc-735	172	2	-	-	PUNCT
dpc-735	172	3	analysis	analysis	NOUN
dpc-735	172	4	results	result	NOUN
dpc-735	172	5	subgroup	subgroup	NOUN
dpc-735	172	6	no	no	INTJ
dpc-735	172	7	.	.	PROPN
dpc-735	172	8	of	of	ADP
dpc-735	172	9	estimatesa	estimatesa	PROPN
dpc-735	172	10	no	no	PROPN
dpc-735	172	11	.	.	PUNCT
dpc-735	172	12	of	of	ADP
dpc-735	172	13	lesions	lesion	NOUN
dpc-735	172	14	no	no	INTJ
dpc-735	172	15	.	.	PUNCT
dpc-735	173	1	of	of	ADP
dpc-735	173	2	malignant	malignant	ADJ
dpc-735	173	3	melanoma	melanoma	NOUN
dpc-735	173	4	sensitivity	sensitivity	NOUN
dpc-735	173	5	(	(	PUNCT
dpc-735	173	6	%	%	INTJ
dpc-735	173	7	)	)	PUNCT
dpc-735	173	8	(	(	PUNCT
dpc-735	173	9	95	95	NUM
dpc-735	173	10	%	%	NOUN
dpc-735	173	11	ci	ci	NOUN
dpc-735	173	12	)	)	PUNCT
dpc-735	173	13	specificity	specificity	NOUN
dpc-735	173	14	(	(	PUNCT
dpc-735	173	15	%	%	INTJ
dpc-735	173	16	)	)	PUNCT
dpc-735	173	17	(	(	PUNCT
dpc-735	173	18	95	95	NUM
dpc-735	173	19	%	%	NOUN
dpc-735	173	20	ci	ci	NOUN
dpc-735	173	21	)	)	PUNCT
dpc-735	173	22	sroc	sroc	NOUN
dpc-735	173	23	area	area	NOUN
dpc-735	173	24	(	(	PUNCT
dpc-735	173	25	95	95	NUM
dpc-735	173	26	%	%	NOUN
dpc-735	173	27	ci	ci	NOUN
dpc-735	173	28	)	)	PUNCT
dpc-735	173	29	all	all	DET
dpc-735	173	30	studies	study	NOUN
dpc-735	173	31	naked	naked	ADJ
dpc-735	173	32	eye	eye	NOUN
dpc-735	173	33	29	29	NUM
dpc-735	173	34	23,930	23,930	NUM
dpc-735	173	35	2,140	2,140	NUM
dpc-735	173	36	79	79	NUM
dpc-735	173	37	(	(	PUNCT
dpc-735	173	38	72	72	NUM
dpc-735	173	39	-	-	SYM
dpc-735	173	40	85	85	NUM
dpc-735	173	41	)	)	PUNCT
dpc-735	173	42	83	83	NUM
dpc-735	173	43	(	(	PUNCT
dpc-735	173	44	76	76	NUM
dpc-735	173	45	-	-	SYM
dpc-735	173	46	88	88	NUM
dpc-735	173	47	)	)	PUNCT
dpc-735	173	48	0.88	0.88	NUM
dpc-735	173	49	(	(	PUNCT
dpc-735	173	50	0.85	0.85	NUM
dpc-735	173	51	-	-	SYM
dpc-735	173	52	0.91	0.91	NUM
dpc-735	173	53	)	)	PUNCT
dpc-735	173	54	dermoscopy	dermoscopy	VERB
dpc-735	173	55	79	79	NUM
dpc-735	173	56	33,749	33,749	NUM
dpc-735	173	57	5,031	5,031	NUM
dpc-735	173	58	86	86	NUM
dpc-735	173	59	(	(	PUNCT
dpc-735	173	60	83	83	NUM
dpc-735	173	61	-	-	SYM
dpc-735	173	62	89	89	NUM
dpc-735	173	63	)	)	PUNCT
dpc-735	173	64	81	81	NUM
dpc-735	173	65	(	(	PUNCT
dpc-735	173	66	76	76	NUM
dpc-735	173	67	-	-	SYM
dpc-735	173	68	86	86	NUM
dpc-735	173	69	)	)	PUNCT
dpc-735	173	70	0.91	0.91	NUM
dpc-735	173	71	(	(	PUNCT
dpc-735	173	72	0.88	0.88	NUM
dpc-735	173	73	-	-	SYM
dpc-735	173	74	0.93	0.93	NUM
dpc-735	173	75	)	)	PUNCT
dpc-735	173	76	all	all	DET
dpc-735	173	77	studies	study	NOUN
dpc-735	173	78	nonexperts	nonexpert	NOUN
dpc-735	173	79	20	20	NUM
dpc-735	173	80	22,580	22,580	NUM
dpc-735	173	81	1,630	1,630	NUM
dpc-735	173	82	82	82	NUM
dpc-735	173	83	(	(	PUNCT
dpc-735	173	84	73	73	NUM
dpc-735	173	85	-	-	SYM
dpc-735	173	86	89	89	NUM
dpc-735	173	87	)	)	PUNCT
dpc-735	173	88	73	73	NUM
dpc-735	173	89	(	(	PUNCT
dpc-735	173	90	60	60	NUM
dpc-735	173	91	-	-	SYM
dpc-735	173	92	83	83	NUM
dpc-735	173	93	)	)	PUNCT
dpc-735	173	94	0.85	0.85	NUM
dpc-735	173	95	(	(	PUNCT
dpc-735	173	96	0.82	0.82	NUM
dpc-735	173	97	-	-	SYM
dpc-735	173	98	0.88	0.88	NUM
dpc-735	173	99	)	)	PUNCT
dpc-735	173	100	experts	expert	NOUN
dpc-735	173	101	65	65	NUM
dpc-735	173	102	29,767	29,767	NUM
dpc-735	173	103	3,812	3,812	NUM
dpc-735	173	104	84	84	NUM
dpc-735	173	105	(	(	PUNCT
dpc-735	173	106	79	79	NUM
dpc-735	173	107	-	-	SYM
dpc-735	173	108	87	87	NUM
dpc-735	173	109	)	)	PUNCT
dpc-735	173	110	85	85	NUM
dpc-735	173	111	(	(	PUNCT
dpc-735	173	112	80	80	NUM
dpc-735	173	113	-	-	SYM
dpc-735	173	114	89	89	NUM
dpc-735	173	115	)	)	PUNCT
dpc-735	173	116	0.91	0.91	NUM
dpc-735	173	117	(	(	PUNCT
dpc-735	173	118	0.88	0.88	NUM
dpc-735	173	119	-	-	SYM
dpc-735	173	120	0.93	0.93	NUM
dpc-735	173	121	)	)	PUNCT
dpc-735	173	122	all	all	DET
dpc-735	173	123	studies	study	NOUN
dpc-735	173	124	primary	primary	ADJ
dpc-735	173	125	care	care	NOUN
dpc-735	173	126	10	10	NUM
dpc-735	173	127	19,152	19,152	NUM
dpc-735	173	128	867	867	NUM
dpc-735	173	129	80	80	NUM
dpc-735	173	130	(	(	PUNCT
dpc-735	173	131	65	65	NUM
dpc-735	173	132	-	-	SYM
dpc-735	173	133	89	89	NUM
dpc-735	173	134	)	)	PUNCT
dpc-735	173	135	71	71	NUM
dpc-735	173	136	(	(	PUNCT
dpc-735	173	137	52	52	NUM
dpc-735	173	138	-	-	SYM
dpc-735	173	139	85	85	NUM
dpc-735	173	140	)	)	PUNCT
dpc-735	173	141	0.83	0.83	NUM
dpc-735	173	142	(	(	PUNCT
dpc-735	173	143	0.79	0.79	NUM
dpc-735	173	144	-	-	SYM
dpc-735	173	145	0.86	0.86	NUM
dpc-735	173	146	)	)	PUNCT
dpc-735	173	147	secondary	secondary	ADJ
dpc-735	173	148	care	care	NOUN
dpc-735	173	149	87	87	NUM
dpc-735	173	150	36,673	36,673	NUM
dpc-735	173	151	5,480	5,480	NUM
dpc-735	173	152	85	85	NUM
dpc-735	173	153	(	(	PUNCT
dpc-735	173	154	82	82	NUM
dpc-735	173	155	-	-	SYM
dpc-735	173	156	88	88	NUM
dpc-735	173	157	)	)	PUNCT
dpc-735	173	158	82	82	NUM
dpc-735	173	159	(	(	PUNCT
dpc-735	173	160	77	77	NUM
dpc-735	173	161	-	-	SYM
dpc-735	173	162	87	87	NUM
dpc-735	173	163	)	)	PUNCT
dpc-735	173	164	0.91	0.91	NUM
dpc-735	173	165	(	(	PUNCT
dpc-735	173	166	0.88	0.88	NUM
dpc-735	173	167	-	-	SYM
dpc-735	173	168	0.93	0.93	NUM
dpc-735	173	169	)	)	PUNCT
dpc-735	173	170	nonexperts	nonexpert	NOUN
dpc-735	173	171	naked	naked	ADJ
dpc-735	173	172	eye	eye	NOUN
dpc-735	173	173	9	9	NUM
dpc-735	173	174	16,304	16,304	NUM
dpc-735	173	175	1,045	1,045	NUM
dpc-735	173	176	78	78	NUM
dpc-735	173	177	(	(	PUNCT
dpc-735	173	178	60	60	NUM
dpc-735	173	179	-	-	SYM
dpc-735	173	180	90	90	NUM
dpc-735	173	181	)	)	PUNCT
dpc-735	173	182	74	74	NUM
dpc-735	173	183	(	(	PUNCT
dpc-735	173	184	54	54	NUM
dpc-735	173	185	-	-	SYM
dpc-735	173	186	88	88	NUM
dpc-735	173	187	)	)	PUNCT
dpc-735	173	188	0.83	0.83	NUM
dpc-735	173	189	(	(	PUNCT
dpc-735	173	190	0.80	0.80	NUM
dpc-735	173	191	-	-	SYM
dpc-735	173	192	0.86	0.86	NUM
dpc-735	173	193	)	)	PUNCT
dpc-735	173	194	dermoscopy	dermoscopy	VERB
dpc-735	173	195	11	11	NUM
dpc-735	173	196	6,279	6,279	NUM
dpc-735	173	197	585	585	NUM
dpc-735	173	198	83	83	NUM
dpc-735	173	199	(	(	PUNCT
dpc-735	173	200	76	76	NUM
dpc-735	173	201	-	-	SYM
dpc-735	173	202	89	89	NUM
dpc-735	173	203	)	)	PUNCT
dpc-735	173	204	72	72	NUM
dpc-735	173	205	(	(	PUNCT
dpc-735	173	206	55	55	NUM
dpc-735	173	207	-	-	SYM
dpc-735	173	208	84	84	NUM
dpc-735	173	209	)	)	PUNCT
dpc-735	173	210	0.86	0.86	NUM
dpc-735	173	211	(	(	PUNCT
dpc-735	173	212	0.83	0.83	NUM
dpc-735	173	213	-	-	PUNCT
dpc-735	173	214	0.89	0.89	NUM
dpc-735	173	215	)	)	PUNCT
dpc-735	173	216	experts	expert	NOUN
dpc-735	173	217	naked	naked	ADJ
dpc-735	173	218	eye	eye	NOUN
dpc-735	173	219	16	16	NUM
dpc-735	173	220	7,115	7,115	NUM
dpc-735	173	221	922	922	NUM
dpc-735	173	222	79	79	NUM
dpc-735	173	223	(	(	PUNCT
dpc-735	173	224	70	70	NUM
dpc-735	173	225	-	-	SYM
dpc-735	173	226	86	86	NUM
dpc-735	173	227	)	)	PUNCT
dpc-735	173	228	86	86	NUM
dpc-735	173	229	(	(	PUNCT
dpc-735	173	230	79	79	NUM
dpc-735	173	231	-	-	SYM
dpc-735	173	232	91	91	NUM
dpc-735	173	233	)	)	PUNCT
dpc-735	173	234	0.90	0.90	NUM
dpc-735	173	235	(	(	PUNCT
dpc-735	173	236	0.87	0.87	NUM
dpc-735	173	237	-	-	PUNCT
dpc-735	173	238	0.92	0.92	NUM
dpc-735	173	239	)	)	PUNCT
dpc-735	173	240	dermoscopy	dermoscopy	VERB
dpc-735	173	241	49	49	NUM
dpc-735	173	242	22,652	22,652	NUM
dpc-735	173	243	2,890	2,890	NUM
dpc-735	173	244	85	85	NUM
dpc-735	173	245	(	(	PUNCT
dpc-735	173	246	79	79	NUM
dpc-735	173	247	-	-	SYM
dpc-735	173	248	89	89	NUM
dpc-735	173	249	)	)	PUNCT
dpc-735	173	250	85	85	NUM
dpc-735	173	251	(	(	PUNCT
dpc-735	173	252	77	77	NUM
dpc-735	173	253	-	-	SYM
dpc-735	173	254	90	90	NUM
dpc-735	173	255	)	)	PUNCT
dpc-735	173	256	0.91	0.91	NUM
dpc-735	173	257	(	(	PUNCT
dpc-735	173	258	0.89	0.89	NUM
dpc-735	173	259	-	-	PUNCT
dpc-735	173	260	0.94	0.94	NUM
dpc-735	173	261	)	)	PUNCT
dpc-735	174	1	primary	primary	ADJ
dpc-735	174	2	care	care	NOUN
dpc-735	174	3	naked	naked	ADJ
dpc-735	174	4	eye	eye	NOUN
dpc-735	174	5	6	6	NUM
dpc-735	174	6	14,822	14,822	NUM
dpc-735	174	7	595	595	NUM
dpc-735	174	8	78	78	NUM
dpc-735	174	9	(	(	PUNCT
dpc-735	174	10	52	52	NUM
dpc-735	174	11	-	-	SYM
dpc-735	174	12	92	92	NUM
dpc-735	174	13	)	)	PUNCT
dpc-735	174	14	74	74	NUM
dpc-735	174	15	(	(	PUNCT
dpc-735	174	16	43	43	NUM
dpc-735	174	17	-	-	SYM
dpc-735	174	18	91	91	NUM
dpc-735	174	19	)	)	PUNCT
dpc-735	174	20	0.83	0.83	NUM
dpc-735	174	21	(	(	PUNCT
dpc-735	174	22	0.80	0.80	NUM
dpc-735	174	23	-	-	SYM
dpc-735	174	24	0.86	0.86	NUM
dpc-735	174	25	)	)	PUNCT
dpc-735	174	26	dermoscopy	dermoscopy	VERB
dpc-735	174	27	4	4	NUM
dpc-735	174	28	4,330	4,330	NUM
dpc-735	174	29	272	272	NUM
dpc-735	174	30	82	82	NUM
dpc-735	174	31	(	(	PUNCT
dpc-735	174	32	74	74	NUM
dpc-735	174	33	-	-	SYM
dpc-735	174	34	87	87	NUM
dpc-735	174	35	)	)	PUNCT
dpc-735	174	36	66	66	NUM
dpc-735	174	37	(	(	PUNCT
dpc-735	174	38	57	57	NUM
dpc-735	174	39	-	-	SYM
dpc-735	174	40	74	74	NUM
dpc-735	174	41	)	)	PUNCT
dpc-735	174	42	0.83	0.83	NUM
dpc-735	174	43	(	(	PUNCT
dpc-735	174	44	0.79	0.79	NUM
dpc-735	174	45	-	-	SYM
dpc-735	174	46	0.86	0.86	NUM
dpc-735	174	47	)	)	PUNCT
dpc-735	174	48	secondary	secondary	ADJ
dpc-735	174	49	care	care	NOUN
dpc-735	174	50	naked	naked	ADJ
dpc-735	174	51	eye	eye	NOUN
dpc-735	174	52	19	19	NUM
dpc-735	174	53	8,597	8,597	NUM
dpc-735	174	54	1,372	1,372	NUM
dpc-735	174	55	79	79	NUM
dpc-735	174	56	(	(	PUNCT
dpc-735	174	57	71	71	NUM
dpc-735	174	58	-	-	SYM
dpc-735	174	59	86	86	NUM
dpc-735	174	60	)	)	PUNCT
dpc-735	174	61	85	85	NUM
dpc-735	174	62	(	(	PUNCT
dpc-735	174	63	78	78	NUM
dpc-735	174	64	-	-	SYM
dpc-735	174	65	90	90	NUM
dpc-735	174	66	)	)	PUNCT
dpc-735	174	67	0.89	0.89	NUM
dpc-735	174	68	(	(	PUNCT
dpc-735	174	69	0.86	0.86	NUM
dpc-735	174	70	-	-	PUNCT
dpc-735	174	71	0.91	0.91	NUM
dpc-735	174	72	)	)	PUNCT
dpc-735	174	73	dermoscopy	dermoscopy	VERB
dpc-735	174	74	68	68	NUM
dpc-735	174	75	28,076	28,076	NUM
dpc-735	174	76	4,108	4,108	NUM
dpc-735	174	77	87	87	NUM
dpc-735	174	78	(	(	PUNCT
dpc-735	174	79	83	83	NUM
dpc-735	174	80	-	-	SYM
dpc-735	174	81	90	90	NUM
dpc-735	174	82	)	)	PUNCT
dpc-735	174	83	82	82	NUM
dpc-735	174	84	(	(	PUNCT
dpc-735	174	85	75	75	NUM
dpc-735	174	86	-	-	SYM
dpc-735	174	87	87	87	NUM
dpc-735	174	88	)	)	PUNCT
dpc-735	174	89	0.91	0.91	NUM
dpc-735	174	90	(	(	PUNCT
dpc-735	174	91	0.88	0.88	NUM
dpc-735	174	92	-	-	SYM
dpc-735	174	93	0.93	0.93	NUM
dpc-735	174	94	)	)	PUNCT
dpc-735	174	95	athe	athe	ADJ
dpc-735	174	96	number	number	NOUN
dpc-735	174	97	of	of	ADP
dpc-735	174	98	estimates	estimate	NOUN
dpc-735	174	99	exceeds	exceed	VERB
dpc-735	174	100	the	the	DET
dpc-735	174	101	number	number	NOUN
dpc-735	174	102	of	of	ADP
dpc-735	174	103	studies	study	NOUN
dpc-735	174	104	because	because	SCONJ
dpc-735	174	105	multiple	multiple	ADJ
dpc-735	174	106	estimates	estimate	NOUN
dpc-735	174	107	are	be	AUX
dpc-735	174	108	made	make	VERB
dpc-735	174	109	using	use	VERB
dpc-735	174	110	dermoscopy	dermoscopy	NOUN
dpc-735	174	111	with	with	ADP
dpc-735	174	112	alternative	alternative	ADJ
dpc-735	174	113	diagnostic	diagnostic	ADJ
dpc-735	174	114	algorithms	algorithm	NOUN
dpc-735	174	115	.	.	PUNCT
dpc-735	175	1	ci	ci	NOUN
dpc-735	175	2	=	=	NOUN
dpc-735	175	3	confidence	confidence	NOUN
dpc-735	175	4	interval	interval	NOUN
dpc-735	175	5	;	;	PUNCT
dpc-735	175	6	sroc	sroc	NOUN
dpc-735	175	7	=	=	SYM
dpc-735	175	8	summary	summary	NOUN
dpc-735	175	9	receiver	receiver	NOUN
dpc-735	175	10	operating	operate	VERB
dpc-735	175	11	characteristic	characteristic	NOUN
dpc-735	175	12	.	.	PUNCT
dpc-735	175	13	  	  	SPACE
dpc-735	176	1	research	research	NOUN
dpc-735	176	2	|	|	ADV
dpc-735	176	3	dermatol	dermatol	NOUN
dpc-735	176	4	pract	pract	NOUN
dpc-735	176	5	concept	concept	NOUN
dpc-735	176	6	2020;10(1):e2020011	2020;10(1):e2020011	NUM
dpc-735	176	7	9	9	NUM
dpc-735	176	8	strengths	strength	NOUN
dpc-735	176	9	and	and	CCONJ
dpc-735	176	10	limitations	limitation	NOUN
dpc-735	176	11	we	we	PRON
dpc-735	176	12	trained	train	VERB
dpc-735	176	13	our	our	PRON
dpc-735	176	14	algorithm	algorithm	NOUN
dpc-735	176	15	using	use	VERB
dpc-735	176	16	archived	archive	VERB
dpc-735	176	17	images	image	NOUN
dpc-735	176	18	that	that	PRON
dpc-735	176	19	have	have	AUX
dpc-735	176	20	been	be	AUX
dpc-735	176	21	published	publish	VERB
dpc-735	176	22	to	to	PART
dpc-735	176	23	train	train	VERB
dpc-735	176	24	clinicians	clinician	NOUN
dpc-735	176	25	.	.	PUNCT
dpc-735	177	1	it	it	PRON
dpc-735	177	2	is	be	AUX
dpc-735	177	3	likely	likely	ADJ
dpc-735	177	4	that	that	SCONJ
dpc-735	177	5	biases	bias	NOUN
dpc-735	177	6	exist	exist	VERB
dpc-735	177	7	in	in	ADP
dpc-735	177	8	the	the	DET
dpc-735	177	9	datasets	dataset	NOUN
dpc-735	177	10	(	(	PUNCT
dpc-735	177	11	eg	eg	NOUN
dpc-735	177	12	,	,	PUNCT
dpc-735	177	13	patient	patient	ADJ
dpc-735	177	14	demographics	demographic	NOUN
dpc-735	177	15	,	,	PUNCT
dpc-735	177	16	mm	mm	NUM
dpc-735	177	17	subtypes	subtype	NOUN
dpc-735	177	18	,	,	PUNCT
dpc-735	177	19	image	image	NOUN
dpc-735	177	20	capture	capture	NOUN
dpc-735	177	21	methods	method	NOUN
dpc-735	177	22	)	)	PUNCT
dpc-735	177	23	,	,	PUNCT
dpc-735	177	24	but	but	CCONJ
dpc-735	177	25	it	it	PRON
dpc-735	177	26	is	be	AUX
dpc-735	177	27	very	very	ADV
dpc-735	177	28	difficult	difficult	ADJ
dpc-735	177	29	to	to	PART
dpc-735	177	30	determine	determine	VERB
dpc-735	177	31	whether	whether	SCONJ
dpc-735	177	32	such	such	ADJ
dpc-735	177	33	biases	bias	NOUN
dpc-735	177	34	exist	exist	VERB
dpc-735	177	35	and	and	CCONJ
dpc-735	177	36	thus	thus	ADV
dpc-735	177	37	have	have	AUX
dpc-735	177	38	been	be	AUX
dpc-735	177	39	introduced	introduce	VERB
dpc-735	177	40	into	into	ADP
dpc-735	177	41	derm	derm	NOUN
dpc-735	177	42	during	during	ADP
dpc-735	177	43	its	its	PRON
dpc-735	177	44	development	development	NOUN
dpc-735	177	45	.	.	PUNCT
dpc-735	178	1	in	in	ADP
dpc-735	178	2	addition	addition	NOUN
dpc-735	178	3	,	,	PUNCT
dpc-735	178	4	it	it	PRON
dpc-735	178	5	must	must	AUX
dpc-735	178	6	be	be	AUX
dpc-735	178	7	[	[	X
dpc-735	178	8	45	45	NUM
dpc-735	178	9	]	]	PUNCT
dpc-735	178	10	.	.	PUNCT
dpc-735	179	1	our	our	PRON
dpc-735	179	2	meta	meta	ADJ
dpc-735	179	3	-	-	PUNCT
dpc-735	179	4	analysis	analysis	NOUN
dpc-735	179	5	showed	show	VERB
dpc-735	179	6	for	for	ADP
dpc-735	179	7	visual	visual	ADJ
dpc-735	179	8	inspection	inspection	NOUN
dpc-735	179	9	alone	alone	ADJ
dpc-735	179	10	specificity	specificity	NOUN
dpc-735	179	11	of	of	ADP
dpc-735	179	12	83	83	NUM
dpc-735	179	13	%	%	NOUN
dpc-735	179	14	when	when	SCONJ
dpc-735	179	15	sensitivity	sensitivity	NOUN
dpc-735	179	16	was	be	AUX
dpc-735	179	17	80	80	NUM
dpc-735	179	18	%	%	NOUN
dpc-735	179	19	;	;	PUNCT
dpc-735	179	20	sensitivity	sensitivity	NOUN
dpc-735	179	21	of	of	ADP
dpc-735	179	22	78	78	NUM
dpc-735	179	23	%	%	NOUN
dpc-735	179	24	when	when	SCONJ
dpc-735	179	25	specificity	specificity	NOUN
dpc-735	179	26	was	be	AUX
dpc-735	179	27	80	80	NUM
dpc-735	179	28	%	%	NOUN
dpc-735	179	29	;	;	PUNCT
dpc-735	179	30	specificity	specificity	NOUN
dpc-735	179	31	of	of	ADP
dpc-735	179	32	86	86	NUM
dpc-735	179	33	%	%	NOUN
dpc-735	179	34	when	when	SCONJ
dpc-735	179	35	sensitivity	sensitivity	NOUN
dpc-735	179	36	was	be	AUX
dpc-735	179	37	80	80	NUM
dpc-735	179	38	%	%	NOUN
dpc-735	179	39	;	;	PUNCT
dpc-735	179	40	and	and	CCONJ
dpc-735	179	41	sensitivity	sensitivity	NOUN
dpc-735	179	42	of	of	ADP
dpc-735	179	43	87	87	NUM
dpc-735	179	44	%	%	NOUN
dpc-735	179	45	when	when	SCONJ
dpc-735	179	46	specificity	specificity	NOUN
dpc-735	179	47	was	be	AUX
dpc-735	179	48	80	80	NUM
dpc-735	179	49	%	%	NOUN
dpc-735	179	50	.	.	PUNCT
dpc-735	180	1	derm	derm	NOUN
dpc-735	180	2	gave	give	VERB
dpc-735	180	3	comparable	comparable	ADJ
dpc-735	180	4	indices	index	NOUN
dpc-735	180	5	of	of	ADP
dpc-735	180	6	specificity	specificity	NOUN
dpc-735	180	7	of	of	ADP
dpc-735	180	8	89	89	NUM
dpc-735	180	9	%	%	NOUN
dpc-735	180	10	at	at	ADP
dpc-735	180	11	sensitivity	sensitivity	NOUN
dpc-735	180	12	of	of	ADP
dpc-735	180	13	80	80	NUM
dpc-735	180	14	%	%	NOUN
dpc-735	180	15	and	and	CCONJ
dpc-735	180	16	a	a	DET
dpc-735	180	17	sensitivity	sensitivity	NOUN
dpc-735	180	18	of	of	ADP
dpc-735	180	19	90	90	NUM
dpc-735	180	20	%	%	NOUN
dpc-735	180	21	at	at	ADP
dpc-735	180	22	specificity	specificity	NOUN
dpc-735	180	23	of	of	ADP
dpc-735	180	24	80	80	NUM
dpc-735	180	25	%	%	NOUN
dpc-735	180	26	.	.	PUNCT
dpc-735	181	1	figure	figure	VERB
dpc-735	181	2	7	7	NUM
dpc-735	181	3	.	.	PUNCT
dpc-735	181	4	summary	summary	NOUN
dpc-735	181	5	receiver	receiver	NOUN
dpc-735	181	6	operating	operate	VERB
dpc-735	181	7	characteristic	characteristic	ADJ
dpc-735	181	8	curves	curve	NOUN
dpc-735	181	9	for	for	ADP
dpc-735	181	10	primary	primary	ADJ
dpc-735	181	11	and	and	CCONJ
dpc-735	181	12	secondary	secondary	ADJ
dpc-735	181	13	care	care	NOUN
dpc-735	181	14	overlaid	overlay	VERB
dpc-735	181	15	with	with	ADP
dpc-735	181	16	the	the	DET
dpc-735	181	17	deep	deep	ADJ
dpc-735	181	18	ensemble	ensemble	ADJ
dpc-735	181	19	for	for	ADP
dpc-735	181	20	recognition	recognition	NOUN
dpc-735	181	21	of	of	ADP
dpc-735	181	22	melanoma	melanoma	NOUN
dpc-735	181	23	(	(	PUNCT
dpc-735	181	24	derm	derm	NOUN
dpc-735	181	25	)	)	PUNCT
dpc-735	181	26	sensitivity	sensitivity	NOUN
dpc-735	181	27	and	and	CCONJ
dpc-735	181	28	specificity	specificity	NOUN
dpc-735	181	29	at	at	ADP
dpc-735	181	30	cut	cut	NOUN
dpc-735	181	31	-	-	PUNCT
dpc-735	181	32	points	point	NOUN
dpc-735	181	33	from	from	ADP
dpc-735	181	34	table	table	NOUN
dpc-735	181	35	1	1	NUM
dpc-735	181	36	(	(	PUNCT
dpc-735	181	37	the	the	DET
dpc-735	181	38	shaded	shade	VERB
dpc-735	181	39	rectangle	rectangle	NOUN
dpc-735	181	40	shows	show	VERB
dpc-735	181	41	the	the	DET
dpc-735	181	42	summary	summary	NOUN
dpc-735	181	43	point	point	NOUN
dpc-735	181	44	from	from	ADP
dpc-735	181	45	the	the	DET
dpc-735	181	46	meta	meta	ADJ
dpc-735	181	47	-	-	PUNCT
dpc-735	181	48	analysis	analysis	NOUN
dpc-735	181	49	)	)	PUNCT
dpc-735	181	50	.	.	PUNCT
dpc-735	182	1	figure	figure	VERB
dpc-735	182	2	6	6	NUM
dpc-735	182	3	.	.	PUNCT
dpc-735	183	1	summary	summary	NOUN
dpc-735	183	2	receiver	receiver	NOUN
dpc-735	183	3	operating	operate	VERB
dpc-735	183	4	characteristic	characteristic	ADJ
dpc-735	183	5	curves	curve	NOUN
dpc-735	183	6	for	for	ADP
dpc-735	183	7	naked	naked	ADJ
dpc-735	183	8	eye	eye	NOUN
dpc-735	183	9	and	and	CCONJ
dpc-735	183	10	dermoscopic	dermoscopic	ADJ
dpc-735	183	11	diagnosis	diagnosis	NOUN
dpc-735	183	12	overlaid	overlay	VERB
dpc-735	183	13	with	with	ADP
dpc-735	183	14	the	the	DET
dpc-735	183	15	deep	deep	ADJ
dpc-735	183	16	ensemble	ensemble	ADJ
dpc-735	183	17	for	for	ADP
dpc-735	183	18	recognition	recognition	NOUN
dpc-735	183	19	of	of	ADP
dpc-735	183	20	melanoma	melanoma	NOUN
dpc-735	183	21	(	(	PUNCT
dpc-735	183	22	derm	derm	NOUN
dpc-735	183	23	)	)	PUNCT
dpc-735	183	24	sensitivity	sensitivity	NOUN
dpc-735	183	25	and	and	CCONJ
dpc-735	183	26	specificity	specificity	NOUN
dpc-735	183	27	at	at	ADP
dpc-735	183	28	cut	cut	NOUN
dpc-735	183	29	-	-	PUNCT
dpc-735	183	30	points	point	NOUN
dpc-735	183	31	from	from	ADP
dpc-735	183	32	table	table	NOUN
dpc-735	183	33	1	1	NUM
dpc-735	183	34	(	(	PUNCT
dpc-735	183	35	the	the	DET
dpc-735	183	36	shaded	shade	VERB
dpc-735	183	37	rectangle	rectangle	NOUN
dpc-735	183	38	shows	show	VERB
dpc-735	183	39	the	the	DET
dpc-735	183	40	summary	summary	NOUN
dpc-735	183	41	point	point	NOUN
dpc-735	183	42	from	from	ADP
dpc-735	183	43	the	the	DET
dpc-735	183	44	meta	meta	ADJ
dpc-735	183	45	-	-	PUNCT
dpc-735	183	46	analysis	analysis	NOUN
dpc-735	183	47	)	)	PUNCT
dpc-735	183	48	.	.	PUNCT
dpc-735	184	1	auc	auc	NOUN
dpc-735	184	2	=	=	PUNCT
dpc-735	184	3	area	area	NOUN
dpc-735	184	4	under	under	ADP
dpc-735	184	5	the	the	DET
dpc-735	184	6	curve	curve	NOUN
dpc-735	184	7	.	.	PUNCT
dpc-735	185	1	10	10	NUM
dpc-735	185	2	research	research	NOUN
dpc-735	185	3	|	|	ADV
dpc-735	185	4	dermatol	dermatol	NOUN
dpc-735	185	5	pract	pract	NOUN
dpc-735	185	6	concept	concept	NOUN
dpc-735	185	7	2020;10(1):e2020011	2020;10(1):e2020011	NUM
dpc-735	185	8	false	false	ADJ
dpc-735	185	9	-	-	PUNCT
dpc-735	185	10	negative	negative	ADJ
dpc-735	185	11	and	and	CCONJ
dpc-735	185	12	false	false	ADJ
dpc-735	185	13	-	-	PUNCT
dpc-735	185	14	positive	positive	ADJ
dpc-735	185	15	results	result	NOUN
dpc-735	185	16	have	have	VERB
dpc-735	185	17	equal	equal	ADJ
dpc-735	185	18	importance	importance	NOUN
dpc-735	185	19	.	.	PUNCT
dpc-735	186	1	this	this	PRON
dpc-735	186	2	is	be	AUX
dpc-735	186	3	not	not	PART
dpc-735	186	4	the	the	DET
dpc-735	186	5	case	case	NOUN
dpc-735	186	6	when	when	SCONJ
dpc-735	186	7	dealing	deal	VERB
dpc-735	186	8	with	with	ADP
dpc-735	186	9	a	a	DET
dpc-735	186	10	life	life	NOUN
dpc-735	186	11	-	-	PUNCT
dpc-735	186	12	threatening	threaten	VERB
dpc-735	186	13	disease	disease	NOUN
dpc-735	186	14	,	,	PUNCT
dpc-735	186	15	such	such	ADJ
dpc-735	186	16	as	as	ADP
dpc-735	186	17	mm	mm	PROPN
dpc-735	186	18	,	,	PUNCT
dpc-735	186	19	where	where	SCONJ
dpc-735	186	20	a	a	DET
dpc-735	186	21	cut	cut	NOUN
dpc-735	186	22	-	-	PUNCT
dpc-735	186	23	point	point	NOUN
dpc-735	186	24	that	that	PRON
dpc-735	186	25	maximizes	maximize	VERB
dpc-735	186	26	sensitivity	sensitivity	NOUN
dpc-735	186	27	—	—	PUNCT
dpc-735	186	28	thus	thus	ADV
dpc-735	186	29	reducing	reduce	VERB
dpc-735	186	30	the	the	DET
dpc-735	186	31	number	number	NOUN
dpc-735	186	32	of	of	ADP
dpc-735	186	33	false	false	ADJ
dpc-735	186	34	-	-	PUNCT
dpc-735	186	35	negative	negative	ADJ
dpc-735	186	36	cases	case	NOUN
dpc-735	186	37	—	—	PUNCT
dpc-735	186	38	should	should	AUX
dpc-735	186	39	be	be	AUX
dpc-735	186	40	adopted	adopt	VERB
dpc-735	186	41	.	.	PUNCT
dpc-735	187	1	however	however	ADV
dpc-735	187	2	,	,	PUNCT
dpc-735	187	3	this	this	PRON
dpc-735	187	4	results	result	VERB
dpc-735	187	5	in	in	ADP
dpc-735	187	6	a	a	DET
dpc-735	187	7	higher	high	ADJ
dpc-735	187	8	false	false	ADJ
dpc-735	187	9	-	-	PUNCT
dpc-735	187	10	positive	positive	ADJ
dpc-735	187	11	rate	rate	NOUN
dpc-735	187	12	,	,	PUNCT
dpc-735	187	13	which	which	PRON
dpc-735	187	14	has	have	VERB
dpc-735	187	15	health	health	NOUN
dpc-735	187	16	care	care	NOUN
dpc-735	187	17	and	and	CCONJ
dpc-735	187	18	patient	patient	ADJ
dpc-735	187	19	costs	cost	NOUN
dpc-735	187	20	associated	associate	VERB
dpc-735	187	21	with	with	ADP
dpc-735	187	22	further	further	ADJ
dpc-735	187	23	investigations	investigation	NOUN
dpc-735	187	24	.	.	PUNCT
dpc-735	188	1	the	the	DET
dpc-735	188	2	most	most	ADV
dpc-735	188	3	appropriate	appropriate	ADJ
dpc-735	188	4	cut	cut	NOUN
dpc-735	188	5	-	-	PUNCT
dpc-735	188	6	point	point	NOUN
dpc-735	188	7	for	for	ADP
dpc-735	188	8	use	use	NOUN
dpc-735	188	9	in	in	ADP
dpc-735	188	10	a	a	DET
dpc-735	188	11	clinical	clinical	ADJ
dpc-735	188	12	setting	setting	NOUN
dpc-735	188	13	will	will	AUX
dpc-735	188	14	need	need	VERB
dpc-735	188	15	to	to	PART
dpc-735	188	16	be	be	AUX
dpc-735	188	17	determined	determine	VERB
dpc-735	188	18	by	by	ADP
dpc-735	188	19	consensus	consensus	NOUN
dpc-735	188	20	agreement	agreement	NOUN
dpc-735	188	21	taking	take	VERB
dpc-735	188	22	into	into	ADP
dpc-735	188	23	account	account	NOUN
dpc-735	188	24	both	both	CCONJ
dpc-735	188	25	clinical	clinical	ADJ
dpc-735	188	26	and	and	CCONJ
dpc-735	188	27	economic	economic	ADJ
dpc-735	188	28	factors	factor	NOUN
dpc-735	188	29	and	and	CCONJ
dpc-735	188	30	is	be	AUX
dpc-735	188	31	likely	likely	ADJ
dpc-735	188	32	to	to	PART
dpc-735	188	33	be	be	AUX
dpc-735	188	34	different	different	ADJ
dpc-735	188	35	for	for	ADP
dpc-735	188	36	different	different	ADJ
dpc-735	188	37	clinical	clinical	ADJ
dpc-735	188	38	settings	setting	NOUN
dpc-735	188	39	and	and	CCONJ
dpc-735	188	40	levels	level	NOUN
dpc-735	188	41	of	of	ADP
dpc-735	188	42	care	care	NOUN
dpc-735	188	43	.	.	PUNCT
dpc-735	189	1	at	at	ADP
dpc-735	189	2	high	high	ADJ
dpc-735	189	3	levels	level	NOUN
dpc-735	189	4	of	of	ADP
dpc-735	189	5	sensitivity	sensitivity	NOUN
dpc-735	189	6	,	,	PUNCT
dpc-735	189	7	derm	derm	NOUN
dpc-735	189	8	offers	offer	VERB
dpc-735	189	9	comparable	comparable	ADJ
dpc-735	189	10	specificity	specificity	NOUN
dpc-735	189	11	to	to	ADP
dpc-735	189	12	dermatologists	dermatologist	NOUN
dpc-735	189	13	with	with	ADP
dpc-735	189	14	dermatoscopes	dermatoscope	NOUN
dpc-735	189	15	.	.	PUNCT
dpc-735	190	1	derm	derm	NOUN
dpc-735	190	2	could	could	AUX
dpc-735	190	3	therefore	therefore	ADV
dpc-735	190	4	provide	provide	VERB
dpc-735	190	5	dermatologist	dermatologist	NOUN
dpc-735	190	6	-	-	PUNCT
dpc-735	190	7	grade	grade	NOUN
dpc-735	190	8	advice	advice	NOUN
dpc-735	190	9	on	on	ADP
dpc-735	190	10	likelihood	likelihood	NOUN
dpc-735	190	11	of	of	ADP
dpc-735	190	12	mm	mm	NUM
dpc-735	190	13	to	to	ADP
dpc-735	190	14	general	general	ADJ
dpc-735	190	15	practitioners	practitioner	NOUN
dpc-735	190	16	without	without	ADP
dpc-735	190	17	the	the	DET
dpc-735	190	18	cost	cost	NOUN
dpc-735	190	19	and	and	CCONJ
dpc-735	190	20	training	training	NOUN
dpc-735	190	21	requirements	requirement	NOUN
dpc-735	190	22	of	of	ADP
dpc-735	190	23	dermoscopy	dermoscopy	NOUN
dpc-735	190	24	.	.	PUNCT
dpc-735	191	1	while	while	SCONJ
dpc-735	191	2	diagnostic	diagnostic	ADJ
dpc-735	191	3	accuracy	accuracy	NOUN
dpc-735	191	4	plays	play	VERB
dpc-735	191	5	a	a	DET
dpc-735	191	6	pivotal	pivotal	ADJ
dpc-735	191	7	role	role	NOUN
dpc-735	191	8	in	in	ADP
dpc-735	191	9	the	the	DET
dpc-735	191	10	clinical	clinical	ADJ
dpc-735	191	11	evaluation	evaluation	NOUN
dpc-735	191	12	of	of	ADP
dpc-735	191	13	diagnostic	diagnostic	ADJ
dpc-735	191	14	tests	test	NOUN
dpc-735	191	15	,	,	PUNCT
dpc-735	191	16	it	it	PRON
dpc-735	191	17	does	do	AUX
dpc-735	191	18	not	not	PART
dpc-735	191	19	prove	prove	VERB
dpc-735	191	20	that	that	SCONJ
dpc-735	191	21	the	the	DET
dpc-735	191	22	test	test	NOUN
dpc-735	191	23	improves	improve	VERB
dpc-735	191	24	outcomes	outcome	NOUN
dpc-735	191	25	in	in	ADP
dpc-735	191	26	relevant	relevant	ADJ
dpc-735	191	27	patient	patient	ADJ
dpc-735	191	28	populations	population	NOUN
dpc-735	191	29	or	or	CCONJ
dpc-735	191	30	that	that	SCONJ
dpc-735	191	31	it	it	PRON
dpc-735	191	32	enhances	enhance	VERB
dpc-735	191	33	health	health	NOUN
dpc-735	191	34	care	care	NOUN
dpc-735	191	35	quality	quality	NOUN
dpc-735	191	36	,	,	PUNCT
dpc-735	191	37	efficiency	efficiency	NOUN
dpc-735	191	38	,	,	PUNCT
dpc-735	191	39	and	and	CCONJ
dpc-735	191	40	cost	cost	NOUN
dpc-735	191	41	-	-	PUNCT
dpc-735	191	42	effectiveness	effectiveness	NOUN
dpc-735	191	43	.	.	PUNCT
dpc-735	192	1	the	the	DET
dpc-735	192	2	only	only	ADJ
dpc-735	192	3	way	way	NOUN
dpc-735	192	4	to	to	PART
dpc-735	192	5	truly	truly	ADV
dpc-735	192	6	determine	determine	VERB
dpc-735	192	7	a	a	DET
dpc-735	192	8	test	test	NOUN
dpc-735	192	9	’s	’s	PART
dpc-735	192	10	utility	utility	NOUN
dpc-735	192	11	in	in	ADP
dpc-735	192	12	the	the	DET
dpc-735	192	13	real	real	ADJ
dpc-735	192	14	-	-	PUNCT
dpc-735	192	15	life	life	NOUN
dpc-735	192	16	decision	decision	NOUN
dpc-735	192	17	-	-	PUNCT
dpc-735	192	18	making	making	NOUN
dpc-735	192	19	setting	setting	NOUN
dpc-735	192	20	of	of	ADP
dpc-735	192	21	clinics	clinic	NOUN
dpc-735	192	22	is	be	AUX
dpc-735	192	23	by	by	ADP
dpc-735	192	24	conducting	conduct	VERB
dpc-735	192	25	prospective	prospective	ADJ
dpc-735	192	26	clinical	clinical	ADJ
dpc-735	192	27	trials	trial	NOUN
dpc-735	192	28	.	.	PUNCT
dpc-735	193	1	we	we	PRON
dpc-735	193	2	are	be	AUX
dpc-735	193	3	currently	currently	ADV
dpc-735	193	4	conducting	conduct	VERB
dpc-735	193	5	clinical	clinical	ADJ
dpc-735	193	6	validation	validation	NOUN
dpc-735	193	7	studies	study	NOUN
dpc-735	193	8	of	of	ADP
dpc-735	193	9	derm	derm	NOUN
dpc-735	193	10	.	.	PUNCT
dpc-735	194	1	to	to	ADP
dpc-735	194	2	our	our	PRON
dpc-735	194	3	knowledge	knowledge	NOUN
dpc-735	194	4	,	,	PUNCT
dpc-735	194	5	no	no	DET
dpc-735	194	6	other	other	ADJ
dpc-735	194	7	ai	ai	VERB
dpc-735	194	8	-	-	PUNCT
dpc-735	194	9	based	base	VERB
dpc-735	194	10	mm	mm	PROPN
dpc-735	194	11	diagnostic	diagnostic	ADJ
dpc-735	194	12	test	test	NOUN
dpc-735	194	13	is	be	AUX
dpc-735	194	14	undergoing	undergo	VERB
dpc-735	194	15	such	such	ADJ
dpc-735	194	16	extensive	extensive	ADJ
dpc-735	194	17	clinical	clinical	ADJ
dpc-735	194	18	utility	utility	NOUN
dpc-735	194	19	testing	testing	NOUN
dpc-735	194	20	[	[	X
dpc-735	194	21	23,46,47	23,46,47	NUM
dpc-735	194	22	]	]	PUNCT
dpc-735	194	23	.	.	PUNCT
dpc-735	195	1	conclusions	conclusion	NOUN
dpc-735	195	2	our	our	PRON
dpc-735	195	3	study	study	NOUN
dpc-735	195	4	demonstrates	demonstrate	VERB
dpc-735	195	5	the	the	DET
dpc-735	195	6	ability	ability	NOUN
dpc-735	195	7	of	of	ADP
dpc-735	195	8	an	an	DET
dpc-735	195	9	ai	ai	NOUN
dpc-735	195	10	-	-	PUNCT
dpc-735	195	11	based	base	VERB
dpc-735	195	12	system	system	NOUN
dpc-735	195	13	to	to	PART
dpc-735	195	14	learn	learn	VERB
dpc-735	195	15	features	feature	NOUN
dpc-735	195	16	of	of	ADP
dpc-735	195	17	a	a	DET
dpc-735	195	18	skin	skin	NOUN
dpc-735	195	19	lesion	lesion	NOUN
dpc-735	195	20	photograph	photograph	NOUN
dpc-735	195	21	that	that	PRON
dpc-735	195	22	are	be	AUX
dpc-735	195	23	associated	associate	VERB
dpc-735	195	24	with	with	ADP
dpc-735	195	25	mm	mm	PROPN
dpc-735	195	26	.	.	PUNCT
dpc-735	195	27	derm	derm	NOUN
dpc-735	195	28	has	have	VERB
dpc-735	195	29	the	the	DET
dpc-735	195	30	potential	potential	NOUN
dpc-735	195	31	to	to	PART
dpc-735	195	32	be	be	AUX
dpc-735	195	33	used	use	VERB
dpc-735	195	34	in	in	ADP
dpc-735	195	35	primary	primary	ADJ
dpc-735	195	36	care	care	NOUN
dpc-735	195	37	to	to	PART
dpc-735	195	38	provide	provide	VERB
dpc-735	195	39	dermatologist	dermatologist	NOUN
dpc-735	195	40	-	-	PUNCT
dpc-735	195	41	grade	grade	NOUN
dpc-735	195	42	decision	decision	NOUN
dpc-735	195	43	support	support	NOUN
dpc-735	195	44	.	.	PUNCT
dpc-735	196	1	it	it	PRON
dpc-735	196	2	is	be	AUX
dpc-735	196	3	too	too	ADV
dpc-735	196	4	early	early	ADJ
dpc-735	196	5	to	to	PART
dpc-735	196	6	say	say	VERB
dpc-735	196	7	deployment	deployment	NOUN
dpc-735	196	8	of	of	ADP
dpc-735	196	9	derm	derm	NOUN
dpc-735	196	10	would	would	AUX
dpc-735	196	11	reduce	reduce	VERB
dpc-735	196	12	onward	onward	ADJ
dpc-735	196	13	referral	referral	NOUN
dpc-735	196	14	,	,	PUNCT
dpc-735	196	15	but	but	CCONJ
dpc-735	196	16	such	such	ADJ
dpc-735	196	17	clinical	clinical	ADJ
dpc-735	196	18	validation	validation	NOUN
dpc-735	196	19	is	be	AUX
dpc-735	196	20	ongoing	ongoing	ADJ
dpc-735	196	21	.	.	PUNCT
dpc-735	197	1	references	reference	NOUN
dpc-735	197	2	1	1	NUM
dpc-735	197	3	.	.	PUNCT
dpc-735	198	1	marsden	marsden	PROPN
dpc-735	198	2	jr	jr	PROPN
dpc-735	198	3	,	,	PUNCT
dpc-735	198	4	newton	newton	PROPN
dpc-735	198	5	-	-	PUNCT
dpc-735	198	6	bishop	bishop	PROPN
dpc-735	198	7	ja	ja	PROPN
dpc-735	198	8	,	,	PUNCT
dpc-735	198	9	burrows	burrow	VERB
dpc-735	198	10	l	l	PROPN
dpc-735	198	11	,	,	PUNCT
dpc-735	198	12	et	et	PROPN
dpc-735	198	13	al	al	PROPN
dpc-735	198	14	.	.	PROPN
dpc-735	199	1	revised	revised	PROPN
dpc-735	199	2	u.k	u.k	PROPN
dpc-735	199	3	.	.	PROPN
dpc-735	199	4	guidelines	guideline	NOUN
dpc-735	199	5	for	for	ADP
dpc-735	199	6	the	the	DET
dpc-735	199	7	management	management	NOUN
dpc-735	199	8	of	of	ADP
dpc-735	199	9	cutaneous	cutaneous	ADJ
dpc-735	199	10	melanoma	melanoma	NOUN
dpc-735	199	11	2010	2010	NUM
dpc-735	199	12	.	.	PUNCT
dpc-735	200	1	br	br	PROPN
dpc-735	200	2	j	j	PROPN
dpc-735	200	3	dermatol	dermatol	NOUN
dpc-735	200	4	.	.	PUNCT
dpc-735	201	1	2010;163(2):238	2010;163(2):238	NUM
dpc-735	201	2	-	-	SYM
dpc-735	201	3	256	256	NUM
dpc-735	201	4	.	.	NOUN
dpc-735	202	1	2	2	NUM
dpc-735	202	2	.	.	X
dpc-735	202	3	wernli	wernli	PROPN
dpc-735	202	4	kj	kj	PROPN
dpc-735	202	5	,	,	PUNCT
dpc-735	202	6	henrikson	henrikson	PROPN
dpc-735	202	7	nb	nb	PROPN
dpc-735	202	8	,	,	PUNCT
dpc-735	202	9	morrison	morrison	PROPN
dpc-735	202	10	cc	cc	PROPN
dpc-735	202	11	,	,	PUNCT
dpc-735	202	12	nguyen	nguyen	PROPN
dpc-735	202	13	m	m	PROPN
dpc-735	202	14	,	,	PUNCT
dpc-735	202	15	pocobelli	pocobelli	NOUN
dpc-735	202	16	g	g	PROPN
dpc-735	202	17	,	,	PUNCT
dpc-735	202	18	whitlock	whitlock	PROPN
dpc-735	202	19	ep	ep	PROPN
dpc-735	202	20	.	.	PUNCT
dpc-735	203	1	screening	screen	VERB
dpc-735	203	2	for	for	ADP
dpc-735	203	3	skin	skin	NOUN
dpc-735	203	4	cancer	cancer	NOUN
dpc-735	203	5	in	in	ADP
dpc-735	203	6	adults	adult	NOUN
dpc-735	203	7	:	:	PUNCT
dpc-735	203	8	an	an	DET
dpc-735	203	9	updated	update	VERB
dpc-735	203	10	systematic	systematic	ADJ
dpc-735	203	11	evidence	evidence	NOUN
dpc-735	203	12	review	review	NOUN
dpc-735	203	13	for	for	ADP
dpc-735	203	14	the	the	DET
dpc-735	203	15	us	us	PROPN
dpc-735	203	16	preventive	preventive	ADJ
dpc-735	203	17	services	service	NOUN
dpc-735	203	18	task	task	NOUN
dpc-735	203	19	force	force	NOUN
dpc-735	203	20	[	[	X
dpc-735	203	21	internet	internet	NOUN
dpc-735	203	22	]	]	PUNCT
dpc-735	203	23	.	.	PUNCT
dpc-735	204	1	u.s	u.s	PROPN
dpc-735	204	2	.	.	PROPN
dpc-735	204	3	preventive	preventive	ADJ
dpc-735	204	4	services	service	NOUN
dpc-735	204	5	task	task	PROPN
dpc-735	204	6	force	force	NOUN
dpc-735	204	7	evidence	evidence	NOUN
dpc-735	204	8	syntheses	synthesis	NOUN
dpc-735	204	9	,	,	PUNCT
dpc-735	204	10	formerly	formerly	ADV
dpc-735	204	11	systematic	systematic	ADJ
dpc-735	204	12	evidence	evidence	NOUN
dpc-735	204	13	reviews	review	NOUN
dpc-735	204	14	.	.	PUNCT
dpc-735	205	1	rockville	rockville	PROPN
dpc-735	205	2	,	,	PUNCT
dpc-735	205	3	md	md	PROPN
dpc-735	205	4	:	:	PUNCT
dpc-735	205	5	agency	agency	PROPN
dpc-735	205	6	for	for	ADP
dpc-735	205	7	healthcare	healthcare	PROPN
dpc-735	205	8	research	research	NOUN
dpc-735	205	9	and	and	CCONJ
dpc-735	205	10	quality	quality	NOUN
dpc-735	205	11	(	(	PUNCT
dpc-735	205	12	us	us	PROPN
dpc-735	205	13	)	)	PUNCT
dpc-735	205	14	;	;	PUNCT
dpc-735	205	15	2016	2016	NUM
dpc-735	205	16	.	.	PUNCT
dpc-735	206	1	3	3	X
dpc-735	206	2	.	.	X
dpc-735	206	3	national	national	PROPN
dpc-735	206	4	 	 	SPACE
dpc-735	206	5	collaborating	collaborate	VERB
dpc-735	206	6	centre	centre	NOUN
dpc-735	206	7	for	for	ADP
dpc-735	206	8	 	 	SPACE
dpc-735	206	9	cancer	cancer	NOUN
dpc-735	206	10	 	 	SPACE
dpc-735	206	11	(	(	PUNCT
dpc-735	206	12	uk	uk	PROPN
dpc-735	206	13	)	)	PUNCT
dpc-735	206	14	.	.	PUNCT
dpc-735	207	1	melanoma	melanoma	NOUN
dpc-735	207	2	:	:	PUNCT
dpc-735	207	3	assessment	assessment	NOUN
dpc-735	207	4	and	and	CCONJ
dpc-735	207	5	management	management	NOUN
dpc-735	207	6	.	.	PUNCT
dpc-735	208	1	national	national	PROPN
dpc-735	208	2	institute	institute	PROPN
dpc-735	208	3	for	for	ADP
dpc-735	208	4	health	health	NOUN
dpc-735	208	5	and	and	CCONJ
dpc-735	208	6	care	care	PROPN
dpc-735	208	7	excellence	excellence	PROPN
dpc-735	208	8	:	:	PUNCT
dpc-735	208	9	clinical	clinical	ADJ
dpc-735	208	10	guidelines	guideline	NOUN
dpc-735	208	11	.	.	PUNCT
dpc-735	209	1	london	london	PROPN
dpc-735	209	2	:	:	PUNCT
dpc-735	209	3	national	national	PROPN
dpc-735	209	4	institute	institute	PROPN
dpc-735	209	5	for	for	ADP
dpc-735	209	6	health	health	NOUN
dpc-735	209	7	and	and	CCONJ
dpc-735	209	8	care	care	PROPN
dpc-735	209	9	excellence	excellence	PROPN
dpc-735	209	10	(	(	PUNCT
dpc-735	209	11	uk	uk	PROPN
dpc-735	209	12	)	)	PUNCT
dpc-735	209	13	;	;	PUNCT
dpc-735	209	14	2015	2015	NUM
dpc-735	209	15	.	.	PUNCT
dpc-735	210	1	4	4	X
dpc-735	210	2	.	.	NUM
dpc-735	210	3	welch	welch	PROPN
dpc-735	210	4	hg	hg	PROPN
dpc-735	210	5	,	,	PUNCT
dpc-735	210	6	woloshin	woloshin	PROPN
dpc-735	210	7	s	s	PROPN
dpc-735	210	8	,	,	PUNCT
dpc-735	210	9	schwartz	schwartz	PROPN
dpc-735	210	10	lm	lm	PROPN
dpc-735	210	11	.	.	PROPN
dpc-735	210	12	skin	skin	PROPN
dpc-735	210	13	biopsy	biopsy	NOUN
dpc-735	210	14	rates	rate	NOUN
dpc-735	210	15	and	and	CCONJ
dpc-735	210	16	incidence	incidence	NOUN
dpc-735	210	17	of	of	ADP
dpc-735	210	18	melanoma	melanoma	NOUN
dpc-735	210	19	:	:	PUNCT
dpc-735	210	20	population	population	NOUN
dpc-735	210	21	based	base	VERB
dpc-735	210	22	ecological	ecological	ADJ
dpc-735	210	23	study	study	NOUN
dpc-735	210	24	.	.	PUNCT
dpc-735	211	1	bmj	bmj	PROPN
dpc-735	211	2	.	.	PUNCT
dpc-735	212	1	2005;331(7515):481	2005;331(7515):481	NUM
dpc-735	212	2	.	.	PUNCT
dpc-735	212	3	emphasized	emphasize	VERB
dpc-735	212	4	that	that	SCONJ
dpc-735	212	5	the	the	DET
dpc-735	212	6	algorithm	algorithm	NOUN
dpc-735	212	7	was	be	AUX
dpc-735	212	8	trained	train	VERB
dpc-735	212	9	predominantly	predominantly	ADV
dpc-735	212	10	using	use	VERB
dpc-735	212	11	images	image	NOUN
dpc-735	212	12	of	of	ADP
dpc-735	212	13	images	image	NOUN
dpc-735	212	14	rather	rather	ADV
dpc-735	212	15	than	than	ADP
dpc-735	212	16	images	image	NOUN
dpc-735	212	17	created	create	VERB
dpc-735	212	18	in	in	ADP
dpc-735	212	19	a	a	DET
dpc-735	212	20	clinical	clinical	ADJ
dpc-735	212	21	setting	setting	NOUN
dpc-735	212	22	.	.	PUNCT
dpc-735	213	1	we	we	PRON
dpc-735	213	2	are	be	AUX
dpc-735	213	3	currently	currently	ADV
dpc-735	213	4	collecting	collect	VERB
dpc-735	213	5	such	such	ADJ
dpc-735	213	6	images	image	NOUN
dpc-735	213	7	during	during	ADP
dpc-735	213	8	a	a	DET
dpc-735	213	9	clinical	clinical	ADJ
dpc-735	213	10	trial	trial	NOUN
dpc-735	213	11	and	and	CCONJ
dpc-735	213	12	plan	plan	NOUN
dpc-735	213	13	to	to	PART
dpc-735	213	14	report	report	VERB
dpc-735	213	15	the	the	DET
dpc-735	213	16	results	result	NOUN
dpc-735	213	17	in	in	ADP
dpc-735	213	18	the	the	DET
dpc-735	213	19	near	near	ADJ
dpc-735	213	20	future	future	NOUN
dpc-735	213	21	.	.	PUNCT
dpc-735	214	1	by	by	ADP
dpc-735	214	2	using	use	VERB
dpc-735	214	3	postbiopsy	postbiopsy	NOUN
dpc-735	214	4	histology	histology	NOUN
dpc-735	214	5	as	as	ADP
dpc-735	214	6	the	the	DET
dpc-735	214	7	gold	gold	NOUN
dpc-735	214	8	standard	standard	NOUN
dpc-735	214	9	for	for	ADP
dpc-735	214	10	both	both	DET
dpc-735	214	11	derm	derm	NOUN
dpc-735	214	12	and	and	CCONJ
dpc-735	214	13	the	the	DET
dpc-735	214	14	inclusion	inclusion	NOUN
dpc-735	214	15	criteria	criterion	NOUN
dpc-735	214	16	for	for	ADP
dpc-735	214	17	our	our	PRON
dpc-735	214	18	meta	meta	ADJ
dpc-735	214	19	-	-	PUNCT
dpc-735	214	20	analysis	analysis	NOUN
dpc-735	214	21	,	,	PUNCT
dpc-735	214	22	images	image	NOUN
dpc-735	214	23	of	of	ADP
dpc-735	214	24	nonsuspicious	nonsuspicious	ADJ
dpc-735	214	25	lesions	lesion	NOUN
dpc-735	214	26	have	have	AUX
dpc-735	214	27	not	not	PART
dpc-735	214	28	been	be	AUX
dpc-735	214	29	included	include	VERB
dpc-735	214	30	when	when	SCONJ
dpc-735	214	31	training	training	NOUN
dpc-735	214	32	or	or	CCONJ
dpc-735	214	33	evaluating	evaluate	VERB
dpc-735	214	34	derm	derm	NOUN
dpc-735	214	35	.	.	PUNCT
dpc-735	215	1	we	we	PRON
dpc-735	215	2	have	have	AUX
dpc-735	215	3	therefore	therefore	ADV
dpc-735	215	4	not	not	PART
dpc-735	215	5	shown	show	VERB
dpc-735	215	6	the	the	DET
dpc-735	215	7	ability	ability	NOUN
dpc-735	215	8	of	of	ADP
dpc-735	215	9	derm	derm	NOUN
dpc-735	215	10	(	(	PUNCT
dpc-735	215	11	or	or	CCONJ
dpc-735	215	12	clinicians	clinician	NOUN
dpc-735	215	13	)	)	PUNCT
dpc-735	215	14	to	to	PART
dpc-735	215	15	accurately	accurately	ADV
dpc-735	215	16	classify	classify	VERB
dpc-735	215	17	nonsuspicious	nonsuspicious	ADJ
dpc-735	215	18	lesions	lesion	NOUN
dpc-735	215	19	,	,	PUNCT
dpc-735	215	20	which	which	PRON
dpc-735	215	21	could	could	AUX
dpc-735	215	22	lead	lead	VERB
dpc-735	215	23	to	to	ADP
dpc-735	215	24	verification	verification	NOUN
dpc-735	215	25	bias	bias	NOUN
dpc-735	215	26	as	as	SCONJ
dpc-735	215	27	was	be	AUX
dpc-735	215	28	observed	observe	VERB
dpc-735	215	29	by	by	ADP
dpc-735	215	30	a	a	DET
dpc-735	215	31	study	study	NOUN
dpc-735	215	32	of	of	ADP
dpc-735	215	33	cancer	cancer	NOUN
dpc-735	215	34	registry	registry	PROPN
dpc-735	215	35	data	datum	NOUN
dpc-735	215	36	during	during	ADP
dpc-735	215	37	a	a	DET
dpc-735	215	38	prospective	prospective	ADJ
dpc-735	215	39	follow	follow	NOUN
dpc-735	215	40	-	-	PUNCT
dpc-735	215	41	up	up	NOUN
dpc-735	215	42	[	[	X
dpc-735	215	43	46	46	NUM
dpc-735	215	44	]	]	PUNCT
dpc-735	215	45	.	.	PUNCT
dpc-735	216	1	however	however	ADV
dpc-735	216	2	,	,	PUNCT
dpc-735	216	3	this	this	DET
dpc-735	216	4	bias	bias	NOUN
dpc-735	216	5	will	will	AUX
dpc-735	216	6	apply	apply	VERB
dpc-735	216	7	to	to	ADP
dpc-735	216	8	both	both	DET
dpc-735	216	9	the	the	DET
dpc-735	216	10	evaluation	evaluation	NOUN
dpc-735	216	11	of	of	ADP
dpc-735	216	12	derm	derm	NOUN
dpc-735	216	13	and	and	CCONJ
dpc-735	216	14	the	the	DET
dpc-735	216	15	meta	meta	ADJ
dpc-735	216	16	-	-	PUNCT
dpc-735	216	17	analysis	analysis	NOUN
dpc-735	216	18	results	result	NOUN
dpc-735	216	19	,	,	PUNCT
dpc-735	216	20	so	so	CCONJ
dpc-735	216	21	it	it	PRON
dpc-735	216	22	seems	seem	VERB
dpc-735	216	23	unlikely	unlikely	ADJ
dpc-735	216	24	that	that	SCONJ
dpc-735	216	25	the	the	DET
dpc-735	216	26	comparison	comparison	NOUN
dpc-735	216	27	of	of	ADP
dpc-735	216	28	the	the	DET
dpc-735	216	29	2	2	NUM
dpc-735	216	30	would	would	AUX
dpc-735	216	31	be	be	AUX
dpc-735	216	32	affected	affect	VERB
dpc-735	216	33	,	,	PUNCT
dpc-735	216	34	but	but	CCONJ
dpc-735	216	35	it	it	PRON
dpc-735	216	36	remains	remain	VERB
dpc-735	216	37	a	a	DET
dpc-735	216	38	possibility	possibility	NOUN
dpc-735	216	39	.	.	PUNCT
dpc-735	217	1	a	a	DET
dpc-735	217	2	strength	strength	NOUN
dpc-735	217	3	of	of	ADP
dpc-735	217	4	our	our	PRON
dpc-735	217	5	study	study	NOUN
dpc-735	217	6	is	be	AUX
dpc-735	217	7	that	that	SCONJ
dpc-735	217	8	the	the	DET
dpc-735	217	9	use	use	NOUN
dpc-735	217	10	of	of	ADP
dpc-735	217	11	a	a	DET
dpc-735	217	12	meta	meta	ADJ
dpc-735	217	13	-	-	PUNCT
dpc-735	217	14	analysis	analysis	NOUN
dpc-735	217	15	of	of	ADP
dpc-735	217	16	naked	naked	ADJ
dpc-735	217	17	-	-	PUNCT
dpc-735	217	18	eye	eye	NOUN
dpc-735	217	19	examination	examination	NOUN
dpc-735	217	20	and	and	CCONJ
dpc-735	217	21	dermoscopy	dermoscopy	NOUN
dpc-735	217	22	,	,	PUNCT
dpc-735	217	23	the	the	DET
dpc-735	217	24	most	most	ADV
dpc-735	217	25	common	common	ADJ
dpc-735	217	26	current	current	ADJ
dpc-735	217	27	diagnostic	diagnostic	ADJ
dpc-735	217	28	methods	method	NOUN
dpc-735	217	29	for	for	ADP
dpc-735	217	30	mm	mm	PROPN
dpc-735	217	31	used	use	VERB
dpc-735	217	32	in	in	ADP
dpc-735	217	33	primary	primary	ADJ
dpc-735	217	34	care	care	NOUN
dpc-735	217	35	,	,	PUNCT
dpc-735	217	36	is	be	AUX
dpc-735	217	37	based	base	VERB
dpc-735	217	38	on	on	ADP
dpc-735	217	39	evaluation	evaluation	NOUN
dpc-735	217	40	of	of	ADP
dpc-735	217	41	32,226	32,226	NUM
dpc-735	217	42	pigmented	pigmented	ADJ
dpc-735	217	43	lesions	lesion	NOUN
dpc-735	217	44	including	include	VERB
dpc-735	217	45	3,277	3,277	NUM
dpc-735	217	46	histopathology	histopathology	NOUN
dpc-735	217	47	-	-	PUNCT
dpc-735	217	48	confirmed	confirm	VERB
dpc-735	217	49	mm	mm	PROPN
dpc-735	217	50	.	.	PROPN
dpc-735	217	51	comparison	comparison	NOUN
dpc-735	217	52	with	with	ADP
dpc-735	217	53	existing	exist	VERB
dpc-735	217	54	literature	literature	NOUN
dpc-735	217	55	recently	recently	ADV
dpc-735	217	56	,	,	PUNCT
dpc-735	217	57	2	2	NUM
dpc-735	217	58	other	other	ADJ
dpc-735	217	59	groups	group	NOUN
dpc-735	217	60	who	who	PRON
dpc-735	217	61	retooled	retool	VERB
dpc-735	217	62	versions	version	NOUN
dpc-735	217	63	of	of	ADP
dpc-735	217	64	google	google	PROPN
dpc-735	217	65	’s	’s	PART
dpc-735	217	66	inception	inception	NOUN
dpc-735	217	67	network	network	NOUN
dpc-735	217	68	for	for	ADP
dpc-735	217	69	the	the	DET
dpc-735	217	70	identification	identification	NOUN
dpc-735	217	71	of	of	ADP
dpc-735	217	72	melanoma	melanoma	NOUN
dpc-735	217	73	showed	show	VERB
dpc-735	217	74	accuracy	accuracy	NOUN
dpc-735	217	75	equivalent	equivalent	ADJ
dpc-735	217	76	to	to	ADP
dpc-735	217	77	or	or	CCONJ
dpc-735	217	78	better	well	ADJ
dpc-735	217	79	than	than	ADP
dpc-735	217	80	that	that	PRON
dpc-735	217	81	of	of	ADP
dpc-735	217	82	a	a	DET
dpc-735	217	83	panel	panel	NOUN
dpc-735	217	84	of	of	ADP
dpc-735	217	85	dermatologists	dermatologist	NOUN
dpc-735	217	86	[	[	X
dpc-735	217	87	22,23	22,23	NOUN
dpc-735	217	88	]	]	X
dpc-735	217	89	.	.	PUNCT
dpc-735	218	1	however	however	ADV
dpc-735	218	2	,	,	PUNCT
dpc-735	218	3	this	this	DET
dpc-735	218	4	approach	approach	NOUN
dpc-735	218	5	is	be	AUX
dpc-735	218	6	likely	likely	ADJ
dpc-735	218	7	to	to	PART
dpc-735	218	8	generate	generate	VERB
dpc-735	218	9	issues	issue	NOUN
dpc-735	218	10	such	such	ADJ
dpc-735	218	11	as	as	ADP
dpc-735	218	12	overfitting	overfitte	VERB
dpc-735	218	13	(	(	PUNCT
dpc-735	218	14	because	because	SCONJ
dpc-735	218	15	of	of	ADP
dpc-735	218	16	the	the	DET
dpc-735	218	17	small	small	ADJ
dpc-735	218	18	size	size	NOUN
dpc-735	218	19	of	of	ADP
dpc-735	218	20	the	the	DET
dpc-735	218	21	review	review	NOUN
dpc-735	218	22	panel	panel	NOUN
dpc-735	218	23	)	)	PUNCT
dpc-735	218	24	and	and	CCONJ
dpc-735	218	25	a	a	DET
dpc-735	218	26	lack	lack	NOUN
dpc-735	218	27	of	of	ADP
dpc-735	218	28	generalization	generalization	NOUN
dpc-735	218	29	(	(	PUNCT
dpc-735	218	30	because	because	SCONJ
dpc-735	218	31	of	of	ADP
dpc-735	218	32	the	the	DET
dpc-735	218	33	selected	select	VERB
dpc-735	218	34	nature	nature	NOUN
dpc-735	218	35	of	of	ADP
dpc-735	218	36	the	the	DET
dpc-735	218	37	voluntary	voluntary	ADJ
dpc-735	218	38	reviewers	reviewer	NOUN
dpc-735	218	39	)	)	PUNCT
dpc-735	218	40	.	.	PUNCT
dpc-735	219	1	a	a	DET
dpc-735	219	2	recent	recent	ADJ
dpc-735	219	3	addition	addition	NOUN
dpc-735	219	4	to	to	ADP
dpc-735	219	5	the	the	DET
dpc-735	219	6	literature	literature	NOUN
dpc-735	219	7	was	be	AUX
dpc-735	219	8	the	the	DET
dpc-735	219	9	publication	publication	NOUN
dpc-735	219	10	of	of	ADP
dpc-735	219	11	an	an	DET
dpc-735	219	12	extensive	extensive	ADJ
dpc-735	219	13	systematic	systematic	ADJ
dpc-735	219	14	review	review	NOUN
dpc-735	219	15	by	by	ADP
dpc-735	219	16	the	the	DET
dpc-735	219	17	cochrane	cochrane	NOUN
dpc-735	219	18	collaboration	collaboration	NOUN
dpc-735	219	19	skin	skin	NOUN
dpc-735	219	20	group	group	NOUN
dpc-735	219	21	[	[	X
dpc-735	219	22	45	45	NUM
dpc-735	219	23	]	]	PUNCT
dpc-735	219	24	.	.	PUNCT
dpc-735	220	1	four	four	NUM
dpc-735	220	2	studies	study	NOUN
dpc-735	220	3	were	be	AUX
dpc-735	220	4	conducted	conduct	VERB
dpc-735	220	5	on	on	ADP
dpc-735	220	6	melanoma	melanoma	ADJ
dpc-735	220	7	diagnosis	diagnosis	NOUN
dpc-735	220	8	in	in	ADP
dpc-735	220	9	adults	adult	NOUN
dpc-735	220	10	by	by	ADP
dpc-735	220	11	visual	visual	ADJ
dpc-735	220	12	inspection	inspection	NOUN
dpc-735	220	13	,	,	PUNCT
dpc-735	220	14	dermoscopy	dermoscopy	VERB
dpc-735	220	15	with	with	ADP
dpc-735	220	16	and	and	CCONJ
dpc-735	220	17	without	without	ADP
dpc-735	220	18	visual	visual	ADJ
dpc-735	220	19	inspection	inspection	NOUN
dpc-735	220	20	,	,	PUNCT
dpc-735	220	21	reflectance	reflectance	NOUN
dpc-735	220	22	confocal	confocal	ADJ
dpc-735	220	23	microscopy	microscopy	NOUN
dpc-735	220	24	,	,	PUNCT
dpc-735	220	25	and	and	CCONJ
dpc-735	220	26	smartphone	smartphone	NOUN
dpc-735	220	27	applications	application	NOUN
dpc-735	220	28	for	for	ADP
dpc-735	220	29	triaging	triage	VERB
dpc-735	220	30	suspicious	suspicious	ADJ
dpc-735	220	31	lesions	lesion	NOUN
dpc-735	220	32	.	.	PUNCT
dpc-735	221	1	the	the	DET
dpc-735	221	2	dates	date	NOUN
dpc-735	221	3	of	of	ADP
dpc-735	221	4	publication	publication	NOUN
dpc-735	221	5	were	be	AUX
dpc-735	221	6	slightly	slightly	ADV
dpc-735	221	7	different	different	ADJ
dpc-735	221	8	from	from	ADP
dpc-735	221	9	our	our	PRON
dpc-735	221	10	study	study	NOUN
dpc-735	221	11	dates	date	NOUN
dpc-735	221	12	(	(	PUNCT
dpc-735	221	13	up	up	ADP
dpc-735	221	14	to	to	ADP
dpc-735	221	15	august	august	PROPN
dpc-735	221	16	2016	2016	NUM
dpc-735	221	17	compared	compare	VERB
dpc-735	221	18	with	with	ADP
dpc-735	221	19	september	september	PROPN
dpc-735	221	20	2017	2017	NUM
dpc-735	221	21	)	)	PUNCT
dpc-735	221	22	,	,	PUNCT
dpc-735	221	23	they	they	PRON
dpc-735	221	24	searched	search	VERB
dpc-735	221	25	more	more	ADJ
dpc-735	221	26	databases	database	NOUN
dpc-735	221	27	,	,	PUNCT
dpc-735	221	28	and	and	CCONJ
dpc-735	221	29	they	they	PRON
dpc-735	221	30	did	do	AUX
dpc-735	221	31	not	not	PART
dpc-735	221	32	limit	limit	VERB
dpc-735	221	33	themselves	themselves	PRON
dpc-735	221	34	to	to	ADP
dpc-735	221	35	histology	histology	NOUN
dpc-735	221	36	-	-	PUNCT
dpc-735	221	37	confirmed	confirm	VERB
dpc-735	221	38	pathology	pathology	NOUN
dpc-735	221	39	as	as	ADP
dpc-735	221	40	the	the	DET
dpc-735	221	41	diagnostic	diagnostic	ADJ
dpc-735	221	42	outcome	outcome	NOUN
dpc-735	221	43	but	but	CCONJ
dpc-735	221	44	also	also	ADV
dpc-735	221	45	included	include	VERB
dpc-735	221	46	clinical	clinical	ADJ
dpc-735	221	47	follow	follow	NOUN
dpc-735	221	48	-	-	PUNCT
dpc-735	221	49	up	up	NOUN
dpc-735	221	50	of	of	ADP
dpc-735	221	51	benign	benign	NOUN
dpc-735	221	52	-	-	PUNCT
dpc-735	221	53	appearing	appear	VERB
dpc-735	221	54	lesions	lesion	NOUN
dpc-735	221	55	,	,	PUNCT
dpc-735	221	56	cancer	cancer	NOUN
dpc-735	221	57	registry	registry	NOUN
dpc-735	221	58	follow	follow	NOUN
dpc-735	221	59	-	-	PUNCT
dpc-735	221	60	up	up	NOUN
dpc-735	221	61	,	,	PUNCT
dpc-735	221	62	and	and	CCONJ
dpc-735	221	63	“	"	PUNCT
dpc-735	221	64	expert	expert	ADJ
dpc-735	221	65	opinion	opinion	NOUN
dpc-735	221	66	with	with	ADP
dpc-735	221	67	no	no	DET
dpc-735	221	68	histology	histology	NOUN
dpc-735	221	69	or	or	CCONJ
dpc-735	221	70	follow	follow	VERB
dpc-735	221	71	-	-	PUNCT
dpc-735	221	72	up	up	NOUN
dpc-735	221	73	.	.	PUNCT
dpc-735	221	74	”	"	PUNCT
dpc-735	222	1	despite	despite	SCONJ
dpc-735	222	2	these	these	DET
dpc-735	222	3	differences	difference	NOUN
dpc-735	222	4	,	,	PUNCT
dpc-735	222	5	the	the	DET
dpc-735	222	6	number	number	NOUN
dpc-735	222	7	of	of	ADP
dpc-735	222	8	studies	study	NOUN
dpc-735	222	9	is	be	AUX
dpc-735	222	10	very	very	ADV
dpc-735	222	11	similar	similar	ADJ
dpc-735	222	12	.	.	PUNCT
dpc-735	223	1	we	we	PRON
dpc-735	223	2	identified	identify	VERB
dpc-735	223	3	108	108	NUM
dpc-735	223	4	studies	study	NOUN
dpc-735	223	5	(	(	PUNCT
dpc-735	223	6	29	29	NUM
dpc-735	223	7	visual	visual	ADJ
dpc-735	223	8	and	and	CCONJ
dpc-735	223	9	79	79	NUM
dpc-735	223	10	dermoscopy	dermoscopy	NOUN
dpc-735	223	11	)	)	PUNCT
dpc-735	223	12	and	and	CCONJ
dpc-735	223	13	they	they	PRON
dpc-735	223	14	identified	identify	VERB
dpc-735	223	15	104	104	NUM
dpc-735	223	16	(	(	PUNCT
dpc-735	223	17	24	24	NUM
dpc-735	223	18	visual	visual	ADJ
dpc-735	223	19	and	and	CCONJ
dpc-735	223	20	86	86	NUM
dpc-735	223	21	dermoscopy	dermoscopy	NOUN
dpc-735	223	22	)	)	PUNCT
dpc-735	223	23	.	.	PUNCT
dpc-735	224	1	implications	implication	NOUN
dpc-735	224	2	for	for	ADP
dpc-735	224	3	research	research	NOUN
dpc-735	224	4	and	and	CCONJ
dpc-735	224	5	practice	practice	NOUN
dpc-735	224	6	using	use	VERB
dpc-735	224	7	different	different	ADJ
dpc-735	224	8	cut	cut	NOUN
dpc-735	224	9	-	-	PUNCT
dpc-735	224	10	points	point	NOUN
dpc-735	224	11	at	at	ADP
dpc-735	224	12	which	which	PRON
dpc-735	224	13	derm	derm	NOUN
dpc-735	224	14	defines	define	VERB
dpc-735	224	15	a	a	DET
dpc-735	224	16	lesion	lesion	NOUN
dpc-735	224	17	as	as	ADP
dpc-735	224	18	mm	mm	PROPN
dpc-735	224	19	,	,	PUNCT
dpc-735	224	20	the	the	DET
dpc-735	224	21	sensitivity	sensitivity	NOUN
dpc-735	224	22	and	and	CCONJ
dpc-735	224	23	specificity	specificity	NOUN
dpc-735	224	24	ranged	range	VERB
dpc-735	224	25	between	between	ADP
dpc-735	224	26	85.0	85.0	NUM
dpc-735	224	27	%	%	NOUN
dpc-735	224	28	to	to	PART
dpc-735	224	29	98.6	98.6	NUM
dpc-735	224	30	%	%	NOUN
dpc-735	224	31	and	and	CCONJ
dpc-735	224	32	85.3	85.3	NUM
dpc-735	224	33	%	%	NOUN
dpc-735	224	34	to	to	ADP
dpc-735	224	35	62.9	62.9	NUM
dpc-735	224	36	%	%	NOUN
dpc-735	224	37	,	,	PUNCT
dpc-735	224	38	respectively	respectively	ADV
dpc-735	224	39	.	.	PUNCT
dpc-735	225	1	the	the	DET
dpc-735	225	2	cut	cut	VERB
dpc-735	225	3	-	-	PUNCT
dpc-735	225	4	points	point	NOUN
dpc-735	225	5	calculated	calculate	VERB
dpc-735	225	6	by	by	ADP
dpc-735	225	7	the	the	DET
dpc-735	225	8	youden	youden	PROPN
dpc-735	225	9	and	and	CCONJ
dpc-735	225	10	liu	liu	PROPN
dpc-735	225	11	methods	method	NOUN
dpc-735	225	12	assume	assume	VERB
dpc-735	225	13	that	that	SCONJ
dpc-735	225	14	research	research	NOUN
dpc-735	225	15	|	|	ADV
dpc-735	225	16	dermatol	dermatol	ADJ
dpc-735	225	17	pract	pract	NOUN
dpc-735	225	18	concept	concept	NOUN
dpc-735	225	19	2020;10(1):e2020011	2020;10(1):e2020011	NUM
dpc-735	225	20	11	11	NUM
dpc-735	225	21	24	24	NUM
dpc-735	225	22	.	.	PUNCT
dpc-735	225	23	simonyan	simonyan	PROPN
dpc-735	226	1	k	k	NOUN
dpc-735	226	2	,	,	PUNCT
dpc-735	226	3	zisserman	zisserman	NOUN
dpc-735	226	4	a.	a.	NOUN
dpc-735	226	5	very	very	ADV
dpc-735	226	6	deep	deep	ADJ
dpc-735	226	7	convolutional	convolutional	ADJ
dpc-735	226	8	networks	network	NOUN
dpc-735	226	9	.	.	PUNCT
dpc-735	227	1	presented	present	VERB
dpc-735	227	2	at	at	ADP
dpc-735	227	3	international	international	ADJ
dpc-735	227	4	conference	conference	NOUN
dpc-735	227	5	on	on	ADP
dpc-735	227	6	machine	machine	NOUN
dpc-735	227	7	learning	learning	NOUN
dpc-735	227	8	and	and	CCONJ
dpc-735	227	9	applications	application	NOUN
dpc-735	227	10	(	(	PUNCT
dpc-735	227	11	ieee	ieee	NOUN
dpc-735	227	12	icmla’15	icmla’15	PROPN
dpc-735	227	13	)	)	PUNCT
dpc-735	227	14	;	;	PUNCT
dpc-735	227	15	miami	miami	PROPN
dpc-735	227	16	,	,	PUNCT
dpc-735	227	17	fl	fl	PROPN
dpc-735	227	18	:	:	PUNCT
dpc-735	227	19	ieee	ieee	NOUN
dpc-735	227	20	;	;	PUNCT
dpc-735	227	21	2015	2015	NUM
dpc-735	227	22	.	.	PUNCT
dpc-735	228	1	https://	https://	PROPN
dpc-735	228	2	arxiv.org/abs/1602.07261	arxiv.org/abs/1602.07261	PROPN
dpc-735	228	3	.	.	PROPN
dpc-735	228	4	25	25	NUM
dpc-735	228	5	.	.	PUNCT
dpc-735	228	6	szegedy	szegedy	VERB
dpc-735	228	7	c	c	PROPN
dpc-735	228	8	,	,	PUNCT
dpc-735	228	9	ioffe	ioffe	PROPN
dpc-735	228	10	s	s	PART
dpc-735	228	11	,	,	PUNCT
dpc-735	228	12	vanhoucke	vanhoucke	NOUN
dpc-735	228	13	v	v	PROPN
dpc-735	228	14	,	,	PUNCT
dpc-735	228	15	alemi	alemi	PROPN
dpc-735	228	16	a.	a.	PROPN
dpc-735	228	17	inception	inception	PROPN
dpc-735	228	18	-	-	PUNCT
dpc-735	228	19	v4	v4	NOUN
dpc-735	228	20	,	,	PUNCT
dpc-735	228	21	inception	inception	NOUN
dpc-735	228	22	-	-	PUNCT
dpc-735	228	23	resnet	resnet	NOUN
dpc-735	228	24	and	and	CCONJ
dpc-735	228	25	the	the	DET
dpc-735	228	26	impact	impact	NOUN
dpc-735	228	27	of	of	ADP
dpc-735	228	28	residual	residual	ADJ
dpc-735	228	29	connections	connection	NOUN
dpc-735	228	30	on	on	ADP
dpc-735	228	31	learning	learn	VERB
dpc-735	228	32	.	.	PUNCT
dpc-735	229	1	2016	2016	NUM
dpc-735	229	2	.	.	PUNCT
dpc-735	230	1	https://arxiv.org/abs/1602.07261	https://arxiv.org/abs/1602.07261	PROPN
dpc-735	230	2	.	.	PROPN
dpc-735	231	1	26	26	NUM
dpc-735	231	2	.	.	PUNCT
dpc-735	232	1	ronneberger	ronneberger	NOUN
dpc-735	232	2	o	o	PROPN
dpc-735	232	3	,	,	PUNCT
dpc-735	232	4	fischer	fischer	PROPN
dpc-735	232	5	p	p	PROPN
dpc-735	232	6	,	,	PUNCT
dpc-735	232	7	brox	brox	PROPN
dpc-735	232	8	t.	t.	PROPN
dpc-735	232	9	u	u	PROPN
dpc-735	232	10	-	-	NOUN
dpc-735	232	11	net	net	ADJ
dpc-735	232	12	:	:	PUNCT
dpc-735	232	13	convolutional	convolutional	ADJ
dpc-735	232	14	networks	network	NOUN
dpc-735	232	15	for	for	ADP
dpc-735	232	16	biomedical	biomedical	ADJ
dpc-735	232	17	image	image	NOUN
dpc-735	232	18	segmentation	segmentation	NOUN
dpc-735	232	19	.	.	PUNCT
dpc-735	233	1	navab	navab	PROPN
dpc-735	233	2	n	n	PROPN
dpc-735	233	3	et	et	PROPN
dpc-735	233	4	al	al	PROPN
dpc-735	233	5	,	,	PUNCT
dpc-735	233	6	eds	eds	PROPN
dpc-735	233	7	.	.	PUNCT
dpc-735	234	1	miccai	miccai	PROPN
dpc-735	234	2	2015	2015	NUM
dpc-735	234	3	,	,	PUNCT
dpc-735	234	4	part	part	NOUN
dpc-735	234	5	iii	iii	NOUN
dpc-735	234	6	,	,	PUNCT
dpc-735	234	7	lncs	lncs	VERB
dpc-735	234	8	9351	9351	NUM
dpc-735	234	9	,	,	PUNCT
dpc-735	234	10	pp	pp	ADV
dpc-735	234	11	234	234	NUM
dpc-735	234	12	-	-	SYM
dpc-735	234	13	241	241	NUM
dpc-735	234	14	,	,	PUNCT
dpc-735	234	15	2015	2015	NUM
dpc-735	234	16	.	.	PUNCT
dpc-735	235	1	doi	doi	NOUN
dpc-735	235	2	:	:	PUNCT
dpc-735	235	3	10.1007/9783	10.1007/9783	NUM
dpc-735	235	4	-	-	NUM
dpc-735	235	5	319	319	NUM
dpc-735	235	6	-	-	PUNCT
dpc-735	235	7	24574	24574	NUM
dpc-735	235	8	-	-	SYM
dpc-735	235	9	4_28	4_28	NUM
dpc-735	235	10	.	.	PUNCT
dpc-735	236	1	https://arxiv.org/abs/1505.04597	https://arxiv.org/abs/1505.04597	NOUN
dpc-735	236	2	.	.	PUNCT
dpc-735	237	1	27	27	NUM
dpc-735	237	2	.	.	PUNCT
dpc-735	237	3	codella	codella	PROPN
dpc-735	237	4	n	n	CCONJ
dpc-735	237	5	,	,	PUNCT
dpc-735	237	6	nguyen	nguyen	ADJ
dpc-735	237	7	q	q	PROPN
dpc-735	237	8	-	-	PUNCT
dpc-735	237	9	b	b	NOUN
dpc-735	237	10	,	,	PUNCT
dpc-735	237	11	pankanti	pankanti	PROPN
dpc-735	237	12	s	s	PROPN
dpc-735	237	13	,	,	PUNCT
dpc-735	237	14	et	et	PROPN
dpc-735	237	15	al	al	PROPN
dpc-735	237	16	.	.	PUNCT
dpc-735	238	1	deep	deep	ADJ
dpc-735	238	2	learning	learning	NOUN
dpc-735	238	3	ensembles	ensemble	NOUN
dpc-735	238	4	for	for	ADP
dpc-735	238	5	melanoma	melanoma	NOUN
dpc-735	238	6	recognition	recognition	NOUN
dpc-735	238	7	in	in	ADP
dpc-735	238	8	dermoscopy	dermoscopy	NOUN
dpc-735	238	9	images	image	NOUN
dpc-735	238	10	.	.	PUNCT
dpc-735	239	1	ibm	ibm	PROPN
dpc-735	239	2	j	j	PROPN
dpc-735	239	3	res	res	PROPN
dpc-735	239	4	dev	dev	PROPN
dpc-735	239	5	.	.	PROPN
dpc-735	239	6	2017;61(4/5):5:1	2017;61(4/5):5:1	NUM
dpc-735	239	7	-	-	SYM
dpc-735	239	8	5:15	5:15	NUM
dpc-735	239	9	.	.	PUNCT
dpc-735	240	1	https://arxiv.org/abs/1610.04662	https://arxiv.org/abs/1610.04662	NOUN
dpc-735	240	2	.	.	PUNCT
dpc-735	241	1	28	28	NUM
dpc-735	241	2	.	.	PUNCT
dpc-735	242	1	clevert	clevert	PROPN
dpc-735	242	2	d	d	PROPN
dpc-735	242	3	,	,	PUNCT
dpc-735	242	4	unterthiner	unterthiner	PROPN
dpc-735	242	5	t	t	PROPN
dpc-735	242	6	,	,	PUNCT
dpc-735	242	7	hochreiter	hochreiter	PROPN
dpc-735	242	8	s.	s.	PROPN
dpc-735	242	9	fast	fast	VERB
dpc-735	242	10	and	and	CCONJ
dpc-735	242	11	accurate	accurate	ADJ
dpc-735	242	12	deep	deep	ADJ
dpc-735	242	13	network	network	NOUN
dpc-735	242	14	learning	learn	VERB
dpc-735	242	15	by	by	ADP
dpc-735	242	16	exponential	exponential	ADJ
dpc-735	242	17	linear	linear	PROPN
dpc-735	242	18	units	unit	NOUN
dpc-735	242	19	(	(	PUNCT
dpc-735	242	20	elus	elus	ADJ
dpc-735	242	21	)	)	PUNCT
dpc-735	242	22	.	.	PUNCT
dpc-735	243	1	presented	present	VERB
dpc-735	243	2	at	at	ADP
dpc-735	243	3	international	international	ADJ
dpc-735	243	4	conference	conference	NOUN
dpc-735	243	5	on	on	ADP
dpc-735	243	6	learning	learn	VERB
dpc-735	243	7	representations	representation	NOUN
dpc-735	243	8	,	,	PUNCT
dpc-735	243	9	san	san	PROPN
dpc-735	243	10	juan	juan	PROPN
dpc-735	243	11	,	,	PUNCT
dpc-735	243	12	puerto	puerto	PROPN
dpc-735	243	13	rico	rico	PROPN
dpc-735	243	14	,	,	PUNCT
dpc-735	243	15	2016	2016	NUM
dpc-735	243	16	.	.	PUNCT
dpc-735	244	1	https://arxiv.org/abs/1511.07289	https://arxiv.org/abs/1511.07289	ADJ
dpc-735	244	2	.	.	PUNCT
dpc-735	245	1	29	29	NUM
dpc-735	245	2	.	.	X
dpc-735	245	3	mendonca	mendonca	PROPN
dpc-735	245	4	t	t	PROPN
dpc-735	245	5	,	,	PUNCT
dpc-735	245	6	ferreira	ferreira	PROPN
dpc-735	245	7	p	p	PROPN
dpc-735	245	8	,	,	PUNCT
dpc-735	245	9	marques	marques	PROPN
dpc-735	245	10	j	j	PROPN
dpc-735	245	11	,	,	PUNCT
dpc-735	245	12	marcal	marcal	ADJ
dpc-735	245	13	a	a	PRON
dpc-735	245	14	,	,	PUNCT
dpc-735	245	15	rozeira	rozeira	PROPN
dpc-735	245	16	j.	j.	PROPN
dpc-735	245	17	ph2	ph2	PROPN
dpc-735	245	18	—	—	PUNCT
dpc-735	245	19	a	a	DET
dpc-735	245	20	dermoscopic	dermoscopic	ADJ
dpc-735	245	21	image	image	NOUN
dpc-735	245	22	database	database	NOUN
dpc-735	245	23	for	for	ADP
dpc-735	245	24	research	research	NOUN
dpc-735	245	25	and	and	CCONJ
dpc-735	245	26	benchmarking	benchmarking	NOUN
dpc-735	245	27	.	.	PUNCT
dpc-735	246	1	35th	35th	ADJ
dpc-735	246	2	annual	annual	ADJ
dpc-735	246	3	international	international	ADJ
dpc-735	246	4	conference	conference	NOUN
dpc-735	246	5	of	of	ADP
dpc-735	246	6	the	the	DET
dpc-735	246	7	ieee	ieee	NOUN
dpc-735	246	8	engineering	engineering	NOUN
dpc-735	246	9	in	in	ADP
dpc-735	246	10	medicine	medicine	NOUN
dpc-735	246	11	and	and	CCONJ
dpc-735	246	12	biology	biology	NOUN
dpc-735	246	13	society	society	NOUN
dpc-735	246	14	:	:	PUNCT
dpc-735	246	15	osaka	osaka	PROPN
dpc-735	246	16	,	,	PUNCT
dpc-735	246	17	japan	japan	PROPN
dpc-735	246	18	,	,	PUNCT
dpc-735	246	19	2013	2013	NUM
dpc-735	246	20	.	.	PUNCT
dpc-735	247	1	doi	doi	NOUN
dpc-735	247	2	:	:	PUNCT
dpc-735	247	3	10	10	NUM
dpc-735	247	4	.	.	PUNCT
dpc-735	248	1	1109	1109	NUM
dpc-735	248	2	/	/	SYM
dpc-735	248	3	embc.2013.6610779	embc.2013.6610779	PROPN
dpc-735	248	4	.	.	PUNCT
dpc-735	248	5	https://www.ncbi.nlm.nih.gov/	https://www.ncbi.nlm.nih.gov/	PROPN
dpc-735	248	6	pubmed/24110966	pubmed/24110966	PROPN
dpc-735	248	7	.	.	PUNCT
dpc-735	249	1	30	30	NUM
dpc-735	249	2	.	.	PUNCT
dpc-735	250	1	argenziano	argenziano	PROPN
dpc-735	250	2	g	g	PROPN
dpc-735	250	3	,	,	PUNCT
dpc-735	250	4	soyer	soyer	PROPN
dpc-735	250	5	p	p	X
dpc-735	250	6	,	,	PUNCT
dpc-735	250	7	de	de	X
dpc-735	250	8	giorgio	giorgio	PROPN
dpc-735	250	9	v	v	PROPN
dpc-735	250	10	,	,	PUNCT
dpc-735	250	11	et	et	PROPN
dpc-735	250	12	al	al	PROPN
dpc-735	250	13	.	.	PROPN
dpc-735	250	14	interactive	interactive	PROPN
dpc-735	250	15	atlas	atlas	PROPN
dpc-735	250	16	of	of	ADP
dpc-735	250	17	dermoscopy	dermoscopy	PROPN
dpc-735	250	18	.	.	PUNCT
dpc-735	251	1	milan	milan	PROPN
dpc-735	251	2	,	,	PUNCT
dpc-735	251	3	italy	italy	PROPN
dpc-735	251	4	:	:	PUNCT
dpc-735	251	5	edra	edra	VERB
dpc-735	251	6	medical	medical	ADJ
dpc-735	251	7	publishing	publishing	NOUN
dpc-735	251	8	and	and	CCONJ
dpc-735	251	9	new	new	ADJ
dpc-735	251	10	media	medium	NOUN
dpc-735	251	11	;	;	PUNCT
dpc-735	251	12	2000	2000	NUM
dpc-735	251	13	:	:	PUNCT
dpc-735	251	14	208	208	NUM
dpc-735	251	15	.	.	X
dpc-735	252	1	31	31	NUM
dpc-735	252	2	.	.	PUNCT
dpc-735	253	1	isic	isic	PROPN
dpc-735	253	2	.	.	PUNCT
dpc-735	254	1	addi	addi	ADJ
dpc-735	254	2	project	project	NOUN
dpc-735	254	3	2012	2012	NUM
dpc-735	254	4	.	.	PUNCT
dpc-735	255	1	ph2	ph2	NOUN
dpc-735	255	2	database	database	NOUN
dpc-735	255	3	.	.	PUNCT
dpc-735	256	1	available	available	ADJ
dpc-735	256	2	at	at	ADP
dpc-735	256	3	:	:	PUNCT
dpc-735	256	4	https://	https://	PROPN
dpc-735	256	5	www.fc.up.pt/addi/ph2%20database.html	www.fc.up.pt/addi/ph2%20database.html	PROPN
dpc-735	256	6	.	.	PROPN
dpc-735	256	7	accessed	access	VERB
dpc-735	256	8	15/5/2017	15/5/2017	NUM
dpc-735	256	9	.	.	PUNCT
dpc-735	257	1	32	32	NUM
dpc-735	257	2	.	.	PUNCT
dpc-735	258	1	pepe	pepe	PROPN
dpc-735	258	2	ms	ms	PROPN
dpc-735	258	3	.	.	PROPN
dpc-735	259	1	the	the	DET
dpc-735	259	2	statistical	statistical	ADJ
dpc-735	259	3	evaluation	evaluation	NOUN
dpc-735	259	4	of	of	ADP
dpc-735	259	5	medical	medical	ADJ
dpc-735	259	6	tests	test	NOUN
dpc-735	259	7	for	for	ADP
dpc-735	259	8	classification	classification	NOUN
dpc-735	259	9	and	and	CCONJ
dpc-735	259	10	prediction	prediction	NOUN
dpc-735	259	11	.	.	PUNCT
dpc-735	260	1	oxford	oxford	NOUN
dpc-735	260	2	:	:	PUNCT
dpc-735	260	3	oxford	oxford	PROPN
dpc-735	260	4	university	university	PROPN
dpc-735	260	5	press	press	NOUN
dpc-735	260	6	;	;	PUNCT
dpc-735	260	7	2003	2003	NUM
dpc-735	260	8	.	.	PUNCT
dpc-735	261	1	33	33	NUM
dpc-735	261	2	.	.	PUNCT
dpc-735	262	1	steyerberg	steyerberg	PROPN
dpc-735	262	2	ew	ew	PROPN
dpc-735	262	3	,	,	PUNCT
dpc-735	262	4	pencina	pencina	PROPN
dpc-735	262	5	mj	mj	PROPN
dpc-735	262	6	,	,	PUNCT
dpc-735	262	7	lingsma	lingsma	PROPN
dpc-735	262	8	hf	hf	PROPN
dpc-735	262	9	,	,	PUNCT
dpc-735	262	10	kattan	kattan	PROPN
dpc-735	262	11	mw	mw	PROPN
dpc-735	262	12	,	,	PUNCT
dpc-735	262	13	vickers	vickers	PROPN
dpc-735	262	14	aj	aj	PROPN
dpc-735	262	15	,	,	PUNCT
dpc-735	262	16	van	van	PROPN
dpc-735	262	17	calster	calster	PROPN
dpc-735	262	18	b.	b.	PROPN
dpc-735	263	1	assessing	assess	VERB
dpc-735	263	2	the	the	DET
dpc-735	263	3	incremental	incremental	ADJ
dpc-735	263	4	value	value	NOUN
dpc-735	263	5	of	of	ADP
dpc-735	263	6	diagnostic	diagnostic	ADJ
dpc-735	263	7	and	and	CCONJ
dpc-735	263	8	prognostic	prognostic	ADJ
dpc-735	263	9	markers	marker	NOUN
dpc-735	263	10	:	:	PUNCT
dpc-735	263	11	a	a	DET
dpc-735	263	12	review	review	NOUN
dpc-735	263	13	and	and	CCONJ
dpc-735	263	14	illustration	illustration	NOUN
dpc-735	263	15	.	.	PUNCT
dpc-735	264	1	eur	eur	PROPN
dpc-735	264	2	j	j	PROPN
dpc-735	264	3	clin	clin	PROPN
dpc-735	264	4	invest	invest	PROPN
dpc-735	264	5	.	.	PUNCT
dpc-735	265	1	2012;42(2):216	2012;42(2):216	NUM
dpc-735	265	2	-	-	SYM
dpc-735	265	3	228	228	NUM
dpc-735	265	4	.	.	PUNCT
dpc-735	266	1	34	34	NUM
dpc-735	266	2	.	.	PUNCT
dpc-735	267	1	youden	youden	PROPN
dpc-735	267	2	wj	wj	PROPN
dpc-735	267	3	.	.	PUNCT
dpc-735	267	4	index	index	NOUN
dpc-735	267	5	for	for	ADP
dpc-735	267	6	rating	rate	VERB
dpc-735	267	7	diagnostic	diagnostic	ADJ
dpc-735	267	8	tests	test	NOUN
dpc-735	267	9	.	.	PUNCT
dpc-735	268	1	cancer	cancer	NOUN
dpc-735	268	2	.	.	PUNCT
dpc-735	269	1	1950;3(1):3235	1950;3(1):3235	X
dpc-735	269	2	.	.	NOUN
dpc-735	269	3	35	35	NUM
dpc-735	269	4	.	.	PUNCT
dpc-735	270	1	liu	liu	PROPN
dpc-735	270	2	x.	x.	PROPN
dpc-735	270	3	classification	classification	NOUN
dpc-735	270	4	accuracy	accuracy	NOUN
dpc-735	270	5	and	and	CCONJ
dpc-735	270	6	cut	cut	NOUN
dpc-735	270	7	point	point	NOUN
dpc-735	270	8	selection	selection	NOUN
dpc-735	270	9	.	.	PUNCT
dpc-735	271	1	stat	stat	PROPN
dpc-735	271	2	med	med	PROPN
dpc-735	271	3	.	.	PUNCT
dpc-735	272	1	2012;31(23):2676	2012;31(23):2676	NUM
dpc-735	272	2	-	-	SYM
dpc-735	272	3	2686	2686	NUM
dpc-735	272	4	.	.	PUNCT
dpc-735	273	1	36	36	NUM
dpc-735	273	2	.	.	PUNCT
dpc-735	274	1	lee	lee	PROPN
dpc-735	274	2	wc	wc	PROPN
dpc-735	274	3	.	.	PROPN
dpc-735	275	1	probabilistic	probabilistic	ADJ
dpc-735	275	2	analysis	analysis	NOUN
dpc-735	275	3	of	of	ADP
dpc-735	275	4	global	global	ADJ
dpc-735	275	5	performances	performance	NOUN
dpc-735	275	6	of	of	ADP
dpc-735	275	7	diagnostic	diagnostic	ADJ
dpc-735	275	8	tests	test	NOUN
dpc-735	275	9	:	:	PUNCT
dpc-735	275	10	interpreting	interpret	VERB
dpc-735	275	11	the	the	DET
dpc-735	275	12	lorenz	lorenz	PROPN
dpc-735	275	13	curve	curve	NOUN
dpc-735	275	14	-	-	PUNCT
dpc-735	275	15	based	base	VERB
dpc-735	275	16	summary	summary	NOUN
dpc-735	275	17	measures	measure	NOUN
dpc-735	275	18	.	.	PUNCT
dpc-735	276	1	stat	stat	PROPN
dpc-735	276	2	med	med	PROPN
dpc-735	276	3	.	.	PUNCT
dpc-735	277	1	1999;18(4):455	1999;18(4):455	NUM
dpc-735	277	2	-	-	PUNCT
dpc-735	277	3	471	471	NUM
dpc-735	277	4	.	.	PUNCT
dpc-735	278	1	37	37	NUM
dpc-735	278	2	.	.	PUNCT
dpc-735	279	1	irwin	irwin	PROPN
dpc-735	279	2	jr	jr	PROPN
dpc-735	279	3	,	,	PUNCT
dpc-735	279	4	hautus	hautus	PROPN
dpc-735	279	5	mj	mj	PROPN
dpc-735	279	6	.	.	PROPN
dpc-735	279	7	lognormal	lognormal	PROPN
dpc-735	279	8	lorenz	lorenz	PROPN
dpc-735	279	9	and	and	CCONJ
dpc-735	279	10	normal	normal	ADJ
dpc-735	279	11	receiver	receiver	NOUN
dpc-735	279	12	operating	operate	VERB
dpc-735	279	13	characteristic	characteristic	ADJ
dpc-735	279	14	curves	curve	NOUN
dpc-735	279	15	as	as	ADP
dpc-735	279	16	mirror	mirror	NOUN
dpc-735	279	17	images	image	NOUN
dpc-735	279	18	.	.	PUNCT
dpc-735	280	1	r	r	NOUN
dpc-735	280	2	soc	soc	NOUN
dpc-735	280	3	open	open	VERB
dpc-735	280	4	sci	sci	PROPN
dpc-735	280	5	.	.	PUNCT
dpc-735	280	6	2015;2(2):140280	2015;2(2):140280	NUM
dpc-735	280	7	.	.	PUNCT
dpc-735	281	1	38	38	NUM
dpc-735	281	2	.	.	PUNCT
dpc-735	282	1	haenssle	haenssle	PROPN
dpc-735	282	2	ha	ha	INTJ
dpc-735	282	3	,	,	PUNCT
dpc-735	282	4	fink	fink	PROPN
dpc-735	282	5	c	c	PROPN
dpc-735	282	6	,	,	PUNCT
dpc-735	282	7	schneiderbauer	schneiderbauer	PROPN
dpc-735	282	8	r	r	NOUN
dpc-735	282	9	,	,	PUNCT
dpc-735	282	10	et	et	PROPN
dpc-735	282	11	al	al	PROPN
dpc-735	282	12	.	.	PROPN
dpc-735	282	13	man	man	NOUN
dpc-735	282	14	against	against	ADP
dpc-735	282	15	machine	machine	NOUN
dpc-735	282	16	:	:	PUNCT
dpc-735	282	17	diagnostic	diagnostic	ADJ
dpc-735	282	18	performance	performance	NOUN
dpc-735	282	19	of	of	ADP
dpc-735	282	20	a	a	DET
dpc-735	282	21	deep	deep	ADJ
dpc-735	282	22	learning	learning	NOUN
dpc-735	282	23	convolutional	convolutional	ADJ
dpc-735	282	24	neural	neural	ADJ
dpc-735	282	25	network	network	NOUN
dpc-735	282	26	for	for	ADP
dpc-735	282	27	dermoscopic	dermoscopic	ADJ
dpc-735	282	28	melanoma	melanoma	NOUN
dpc-735	282	29	recognition	recognition	NOUN
dpc-735	282	30	in	in	ADP
dpc-735	282	31	comparison	comparison	NOUN
dpc-735	282	32	to	to	ADP
dpc-735	282	33	58	58	NUM
dpc-735	282	34	dermatologists	dermatologist	NOUN
dpc-735	282	35	.	.	PUNCT
dpc-735	283	1	ann	ann	PROPN
dpc-735	283	2	oncol	oncol	PROPN
dpc-735	283	3	.	.	PUNCT
dpc-735	284	1	2018;29(8):1836	2018;29(8):1836	NOUN
dpc-735	284	2	-	-	SYM
dpc-735	284	3	1842	1842	NUM
dpc-735	284	4	.	.	PUNCT
dpc-735	285	1	39	39	NUM
dpc-735	285	2	.	.	PUNCT
dpc-735	286	1	rajpara	rajpara	PROPN
dpc-735	286	2	sm	sm	PROPN
dpc-735	286	3	,	,	PUNCT
dpc-735	286	4	botello	botello	PROPN
dpc-735	286	5	ap	ap	PROPN
dpc-735	286	6	,	,	PUNCT
dpc-735	286	7	townend	townend	PROPN
dpc-735	286	8	j	j	PROPN
dpc-735	286	9	,	,	PUNCT
dpc-735	286	10	ormerod	ormerod	VERB
dpc-735	286	11	ad	ad	NOUN
dpc-735	286	12	.	.	PUNCT
dpc-735	287	1	systematic	systematic	ADJ
dpc-735	287	2	review	review	NOUN
dpc-735	287	3	of	of	ADP
dpc-735	287	4	dermoscopy	dermoscopy	NOUN
dpc-735	287	5	and	and	CCONJ
dpc-735	287	6	digital	digital	ADJ
dpc-735	287	7	dermoscopy	dermoscopy	NOUN
dpc-735	287	8	/	/	SYM
dpc-735	287	9	artificial	artificial	ADJ
dpc-735	287	10	intelligence	intelligence	NOUN
dpc-735	287	11	for	for	ADP
dpc-735	287	12	the	the	DET
dpc-735	287	13	diagnosis	diagnosis	NOUN
dpc-735	287	14	of	of	ADP
dpc-735	287	15	melanoma	melanoma	NOUN
dpc-735	287	16	.	.	PUNCT
dpc-735	288	1	br	br	PROPN
dpc-735	288	2	j	j	PROPN
dpc-735	288	3	dermatol	dermatol	NOUN
dpc-735	288	4	.	.	PUNCT
dpc-735	289	1	2009;161(3):591604	2009;161(3):591604	NUM
dpc-735	289	2	.	.	PROPN
dpc-735	290	1	40	40	NUM
dpc-735	290	2	.	.	PUNCT
dpc-735	291	1	harrington	harrington	PROPN
dpc-735	291	2	e	e	PROPN
dpc-735	291	3	,	,	PUNCT
dpc-735	291	4	clyne	clyne	PROPN
dpc-735	291	5	b	b	PROPN
dpc-735	291	6	,	,	PUNCT
dpc-735	291	7	wesseling	wesseling	NOUN
dpc-735	291	8	n	n	PRON
dpc-735	291	9	,	,	PUNCT
dpc-735	291	10	et	et	PROPN
dpc-735	291	11	al	al	PROPN
dpc-735	291	12	.	.	PUNCT
dpc-735	291	13	diagnosing	diagnose	VERB
dpc-735	291	14	malignant	malignant	ADJ
dpc-735	291	15	melanoma	melanoma	NOUN
dpc-735	291	16	in	in	ADP
dpc-735	291	17	ambulatory	ambulatory	ADJ
dpc-735	291	18	care	care	NOUN
dpc-735	291	19	:	:	PUNCT
dpc-735	291	20	a	a	DET
dpc-735	291	21	systematic	systematic	ADJ
dpc-735	291	22	review	review	NOUN
dpc-735	291	23	of	of	ADP
dpc-735	291	24	clinical	clinical	ADJ
dpc-735	291	25	prediction	prediction	NOUN
dpc-735	291	26	rules	rule	NOUN
dpc-735	291	27	.	.	PUNCT
dpc-735	292	1	bmj	bmj	PROPN
dpc-735	292	2	open	open	ADJ
dpc-735	292	3	.	.	PUNCT
dpc-735	293	1	2017;7(3):e014096	2017;7(3):e014096	NOUN
dpc-735	293	2	.	.	PUNCT
dpc-735	294	1	41	41	NUM
dpc-735	294	2	.	.	PUNCT
dpc-735	295	1	bafounta	bafounta	PROPN
dpc-735	295	2	ml	ml	NOUN
dpc-735	295	3	,	,	PUNCT
dpc-735	295	4	beauchet	beauchet	NOUN
dpc-735	295	5	a	a	PRON
dpc-735	295	6	,	,	PUNCT
dpc-735	295	7	aegerter	aegerter	ADP
dpc-735	295	8	p	p	X
dpc-735	295	9	,	,	PUNCT
dpc-735	295	10	saiag	saiag	SCONJ
dpc-735	295	11	p.	p.	PROPN
dpc-735	295	12	is	be	AUX
dpc-735	295	13	dermoscopy	dermoscopy	NOUN
dpc-735	295	14	(	(	PUNCT
dpc-735	295	15	epiluminescence	epiluminescence	NOUN
dpc-735	295	16	microscopy	microscopy	NOUN
dpc-735	295	17	)	)	PUNCT
dpc-735	295	18	useful	useful	ADJ
dpc-735	295	19	for	for	ADP
dpc-735	295	20	the	the	DET
dpc-735	295	21	diagnosis	diagnosis	NOUN
dpc-735	295	22	of	of	ADP
dpc-735	295	23	melanoma	melanoma	NOUN
dpc-735	295	24	?	?	PUNCT
dpc-735	296	1	results	result	NOUN
dpc-735	296	2	of	of	ADP
dpc-735	296	3	a	a	DET
dpc-735	296	4	meta	meta	ADJ
dpc-735	296	5	-	-	PUNCT
dpc-735	296	6	analysis	analysis	NOUN
dpc-735	296	7	using	use	VERB
dpc-735	296	8	techniques	technique	NOUN
dpc-735	296	9	adapted	adapt	VERB
dpc-735	296	10	to	to	ADP
dpc-735	296	11	the	the	DET
dpc-735	296	12	eval	eval	NOUN
dpc-735	296	13	5	5	NUM
dpc-735	296	14	.	.	PUNCT
dpc-735	297	1	chen	chen	PROPN
dpc-735	297	2	sc	sc	PROPN
dpc-735	297	3	,	,	PUNCT
dpc-735	297	4	pennie	pennie	PROPN
dpc-735	297	5	ml	ml	PROPN
dpc-735	297	6	,	,	PUNCT
dpc-735	297	7	kolm	kolm	NOUN
dpc-735	297	8	p	p	X
dpc-735	297	9	,	,	PUNCT
dpc-735	297	10	et	et	PROPN
dpc-735	297	11	al	al	PROPN
dpc-735	297	12	.	.	PUNCT
dpc-735	297	13	diagnosing	diagnose	VERB
dpc-735	297	14	and	and	CCONJ
dpc-735	297	15	managing	manage	VERB
dpc-735	297	16	cutaneous	cutaneous	ADJ
dpc-735	297	17	pigmented	pigmented	ADJ
dpc-735	297	18	lesions	lesion	NOUN
dpc-735	297	19	:	:	PUNCT
dpc-735	297	20	primary	primary	ADJ
dpc-735	297	21	care	care	NOUN
dpc-735	297	22	physicians	physician	NOUN
dpc-735	297	23	versus	versus	ADP
dpc-735	297	24	dermatologists	dermatologist	NOUN
dpc-735	297	25	.	.	PUNCT
dpc-735	298	1	j	j	PROPN
dpc-735	298	2	gen	gen	PROPN
dpc-735	298	3	intern	intern	NOUN
dpc-735	298	4	med	me	VERB
dpc-735	298	5	.	.	PUNCT
dpc-735	299	1	2006;21(7):678	2006;21(7):678	NUM
dpc-735	299	2	-	-	PUNCT
dpc-735	299	3	682	682	NUM
dpc-735	299	4	.	.	PUNCT
dpc-735	299	5	6	6	NUM
dpc-735	299	6	.	.	X
dpc-735	299	7	goodson	goodson	PROPN
dpc-735	299	8	ag	ag	PROPN
dpc-735	299	9	,	,	PUNCT
dpc-735	299	10	grossman	grossman	PROPN
dpc-735	299	11	d.	d.	PROPN
dpc-735	299	12	strategies	strategy	NOUN
dpc-735	299	13	for	for	ADP
dpc-735	299	14	early	early	ADJ
dpc-735	299	15	melanoma	melanoma	NOUN
dpc-735	299	16	detection	detection	NOUN
dpc-735	299	17	:	:	PUNCT
dpc-735	299	18	approaches	approach	NOUN
dpc-735	299	19	to	to	ADP
dpc-735	299	20	the	the	DET
dpc-735	299	21	patient	patient	NOUN
dpc-735	299	22	with	with	ADP
dpc-735	299	23	nevi	nevi	PROPN
dpc-735	299	24	.	.	PUNCT
dpc-735	300	1	j	j	PROPN
dpc-735	300	2	am	be	AUX
dpc-735	300	3	acad	acad	ADJ
dpc-735	300	4	dermatol	dermatol	NOUN
dpc-735	300	5	.	.	PUNCT
dpc-735	301	1	2009;60(5):719	2009;60(5):719	NUM
dpc-735	301	2	-	-	PUNCT
dpc-735	301	3	735	735	NUM
dpc-735	301	4	.	.	NOUN
dpc-735	301	5	7	7	NUM
dpc-735	301	6	.	.	X
dpc-735	301	7	vestergaard	vestergaard	PROPN
dpc-735	301	8	me	i	PRON
dpc-735	301	9	,	,	PUNCT
dpc-735	301	10	macaskill	macaskill	PROPN
dpc-735	301	11	p	p	PROPN
dpc-735	301	12	,	,	PUNCT
dpc-735	301	13	holt	holt	PROPN
dpc-735	301	14	pe	pe	PROPN
dpc-735	301	15	,	,	PUNCT
dpc-735	301	16	menzies	menzies	PROPN
dpc-735	301	17	sw	sw	PROPN
dpc-735	301	18	.	.	PROPN
dpc-735	301	19	dermoscopy	dermoscopy	PROPN
dpc-735	301	20	compared	compare	VERB
dpc-735	301	21	with	with	ADP
dpc-735	301	22	naked	naked	ADJ
dpc-735	301	23	eye	eye	NOUN
dpc-735	301	24	examination	examination	NOUN
dpc-735	301	25	for	for	ADP
dpc-735	301	26	the	the	DET
dpc-735	301	27	diagnosis	diagnosis	NOUN
dpc-735	301	28	of	of	ADP
dpc-735	301	29	primary	primary	ADJ
dpc-735	301	30	melanoma	melanoma	NOUN
dpc-735	301	31	:	:	PUNCT
dpc-735	301	32	a	a	DET
dpc-735	301	33	meta	meta	ADJ
dpc-735	301	34	-	-	PUNCT
dpc-735	301	35	analysis	analysis	NOUN
dpc-735	301	36	of	of	ADP
dpc-735	301	37	studies	study	NOUN
dpc-735	301	38	performed	perform	VERB
dpc-735	301	39	in	in	ADP
dpc-735	301	40	a	a	DET
dpc-735	301	41	clinical	clinical	ADJ
dpc-735	301	42	setting	setting	NOUN
dpc-735	301	43	.	.	PUNCT
dpc-735	302	1	br	br	PROPN
dpc-735	302	2	j	j	PROPN
dpc-735	302	3	dermatol	dermatol	NOUN
dpc-735	302	4	.	.	PUNCT
dpc-735	303	1	2008;159(3):669	2008;159(3):669	NUM
dpc-735	303	2	-	-	SYM
dpc-735	303	3	676	676	NUM
dpc-735	303	4	.	.	NOUN
dpc-735	303	5	8	8	NUM
dpc-735	303	6	.	.	PUNCT
dpc-735	304	1	menzies	menzies	PROPN
dpc-735	304	2	sw	sw	PROPN
dpc-735	304	3	.	.	PUNCT
dpc-735	304	4	evidence	evidence	NOUN
dpc-735	304	5	-	-	PUNCT
dpc-735	304	6	based	base	VERB
dpc-735	304	7	dermoscopy	dermoscopy	NOUN
dpc-735	304	8	.	.	PUNCT
dpc-735	305	1	dermatol	dermatol	NOUN
dpc-735	305	2	clin	clin	PROPN
dpc-735	305	3	.	.	PUNCT
dpc-735	306	1	2013;31(4):521	2013;31(4):521	NUM
dpc-735	306	2	-	-	SYM
dpc-735	306	3	524	524	NUM
dpc-735	306	4	,	,	PUNCT
dpc-735	306	5	vii	vii	PROPN
dpc-735	306	6	.	.	PROPN
dpc-735	306	7	9	9	NUM
dpc-735	306	8	.	.	X
dpc-735	306	9	rosendahl	rosendahl	NOUN
dpc-735	307	1	c	c	PROPN
dpc-735	307	2	,	,	PUNCT
dpc-735	307	3	tschandl	tschandl	NOUN
dpc-735	307	4	p	p	NOUN
dpc-735	307	5	,	,	PUNCT
dpc-735	307	6	cameron	cameron	PROPN
dpc-735	307	7	a	a	PROPN
dpc-735	307	8	,	,	PUNCT
dpc-735	307	9	kittler	kittler	NOUN
dpc-735	307	10	h.	h.	PROPN
dpc-735	307	11	diagnostic	diagnostic	ADJ
dpc-735	307	12	accuracy	accuracy	NOUN
dpc-735	307	13	of	of	ADP
dpc-735	307	14	dermatoscopy	dermatoscopy	NOUN
dpc-735	307	15	for	for	ADP
dpc-735	307	16	melanocytic	melanocytic	ADJ
dpc-735	307	17	and	and	CCONJ
dpc-735	307	18	nonmelanocytic	nonmelanocytic	ADJ
dpc-735	307	19	pigmented	pigmented	ADJ
dpc-735	307	20	lesions	lesion	NOUN
dpc-735	307	21	.	.	PUNCT
dpc-735	308	1	j	j	PROPN
dpc-735	308	2	am	be	AUX
dpc-735	308	3	acad	acad	ADJ
dpc-735	308	4	dermatol	dermatol	NOUN
dpc-735	308	5	.	.	PUNCT
dpc-735	309	1	2011;64(6):1068	2011;64(6):1068	NUM
dpc-735	309	2	-	-	PUNCT
dpc-735	309	3	1073	1073	NUM
dpc-735	309	4	.	.	PUNCT
dpc-735	310	1	10	10	NUM
dpc-735	310	2	.	.	PUNCT
dpc-735	311	1	herschorn	herschorn	ADJ
dpc-735	311	2	a.	a.	NOUN
dpc-735	311	3	dermoscopy	dermoscopy	NOUN
dpc-735	311	4	for	for	ADP
dpc-735	311	5	melanoma	melanoma	NOUN
dpc-735	311	6	detection	detection	NOUN
dpc-735	311	7	in	in	ADP
dpc-735	311	8	family	family	NOUN
dpc-735	311	9	practice	practice	NOUN
dpc-735	311	10	.	.	PUNCT
dpc-735	312	1	can	can	AUX
dpc-735	312	2	fam	fam	VERB
dpc-735	312	3	physician	physician	NOUN
dpc-735	312	4	.	.	PUNCT
dpc-735	313	1	2012;58(7):740	2012;58(7):740	NUM
dpc-735	313	2	-	-	SYM
dpc-735	313	3	745	745	NUM
dpc-735	313	4	,	,	PUNCT
dpc-735	313	5	e372	e372	PROPN
dpc-735	313	6	-	-	PUNCT
dpc-735	313	7	e378	e378	PROPN
dpc-735	313	8	.	.	PROPN
dpc-735	314	1	11	11	NUM
dpc-735	314	2	.	.	PUNCT
dpc-735	315	1	creighton	creighton	PROPN
dpc-735	315	2	-	-	PUNCT
dpc-735	315	3	smith	smith	PROPN
dpc-735	315	4	m	m	PROPN
dpc-735	315	5	,	,	PUNCT
dpc-735	315	6	murgia	murgia	PROPN
dpc-735	315	7	rd	rd	PROPN
dpc-735	315	8	3rd	3rd	NOUN
dpc-735	315	9	,	,	PUNCT
dpc-735	315	10	konnikov	konnikov	NOUN
dpc-735	315	11	n	n	CCONJ
dpc-735	315	12	,	,	PUNCT
dpc-735	315	13	dornelles	dornelle	NOUN
dpc-735	315	14	a	a	PRON
dpc-735	315	15	,	,	PUNCT
dpc-735	315	16	garber	garber	PROPN
dpc-735	315	17	c	c	PROPN
dpc-735	315	18	,	,	PUNCT
dpc-735	315	19	nguyen	nguyen	PROPN
dpc-735	315	20	bt	bt	PROPN
dpc-735	315	21	.	.	PROPN
dpc-735	315	22	incidence	incidence	NOUN
dpc-735	315	23	of	of	ADP
dpc-735	315	24	melanoma	melanoma	NOUN
dpc-735	315	25	and	and	CCONJ
dpc-735	315	26	keratinocytic	keratinocytic	ADJ
dpc-735	315	27	carcinomas	carcinoma	NOUN
dpc-735	315	28	in	in	ADP
dpc-735	315	29	patients	patient	NOUN
dpc-735	315	30	evaluated	evaluate	VERB
dpc-735	315	31	by	by	ADP
dpc-735	315	32	store	store	NOUN
dpc-735	315	33	-	-	PUNCT
dpc-735	315	34	and	and	CCONJ
dpc-735	315	35	-	-	PUNCT
dpc-735	315	36	forward	forward	NOUN
dpc-735	315	37	teledermatology	teledermatology	NOUN
dpc-735	315	38	vs.	vs.	ADP
dpc-735	315	39	dermatology	dermatology	NOUN
dpc-735	315	40	clinic	clinic	NOUN
dpc-735	315	41	.	.	PUNCT
dpc-735	316	1	int	int	PROPN
dpc-735	316	2	j	j	PROPN
dpc-735	316	3	dermatol	dermatol	NOUN
dpc-735	316	4	.	.	PUNCT
dpc-735	317	1	2017;56(10):10261031	2017;56(10):10261031	NUM
dpc-735	317	2	.	.	PROPN
dpc-735	318	1	12	12	NUM
dpc-735	318	2	.	.	PUNCT
dpc-735	319	1	borsari	borsari	PROPN
dpc-735	319	2	s	s	PROPN
dpc-735	319	3	,	,	PUNCT
dpc-735	319	4	pampena	pampena	ADJ
dpc-735	319	5	r	r	NOUN
dpc-735	319	6	,	,	PUNCT
dpc-735	319	7	lallas	lallas	PROPN
dpc-735	319	8	a	a	PRON
dpc-735	319	9	,	,	PUNCT
dpc-735	319	10	et	et	PROPN
dpc-735	319	11	al	al	PROPN
dpc-735	319	12	.	.	PUNCT
dpc-735	320	1	clinical	clinical	ADJ
dpc-735	320	2	indications	indication	NOUN
dpc-735	320	3	for	for	ADP
dpc-735	320	4	use	use	NOUN
dpc-735	320	5	of	of	ADP
dpc-735	320	6	reflectance	reflectance	NOUN
dpc-735	320	7	confocal	confocal	ADJ
dpc-735	320	8	microscopy	microscopy	NOUN
dpc-735	320	9	for	for	ADP
dpc-735	320	10	skin	skin	NOUN
dpc-735	320	11	cancer	cancer	NOUN
dpc-735	320	12	diagnosis	diagnosis	NOUN
dpc-735	320	13	.	.	PUNCT
dpc-735	321	1	jama	jama	PROPN
dpc-735	321	2	dermatol	dermatol	NOUN
dpc-735	321	3	.	.	PUNCT
dpc-735	322	1	2016;152(10):1093	2016;152(10):1093	NUM
dpc-735	322	2	-	-	SYM
dpc-735	322	3	1098	1098	NUM
dpc-735	322	4	.	.	PUNCT
dpc-735	323	1	13	13	NUM
dpc-735	323	2	.	.	PUNCT
dpc-735	323	3	xiong	xiong	PROPN
dpc-735	323	4	yq	yq	PROPN
dpc-735	323	5	,	,	PUNCT
dpc-735	323	6	ma	ma	PROPN
dpc-735	323	7	sj	sj	PROPN
dpc-735	323	8	,	,	PUNCT
dpc-735	323	9	mo	mo	PROPN
dpc-735	323	10	y	y	PROPN
dpc-735	323	11	,	,	PUNCT
dpc-735	323	12	huo	huo	PROPN
dpc-735	323	13	st	st	PROPN
dpc-735	323	14	,	,	PUNCT
dpc-735	323	15	wen	wen	PROPN
dpc-735	323	16	yq	yq	PROPN
dpc-735	323	17	,	,	PUNCT
dpc-735	323	18	chen	chen	PROPN
dpc-735	323	19	q.	q.	PROPN
dpc-735	323	20	comparison	comparison	NOUN
dpc-735	323	21	of	of	ADP
dpc-735	323	22	dermoscopy	dermoscopy	NOUN
dpc-735	323	23	and	and	CCONJ
dpc-735	323	24	reflectance	reflectance	NOUN
dpc-735	323	25	confocal	confocal	ADJ
dpc-735	323	26	microscopy	microscopy	NOUN
dpc-735	323	27	for	for	ADP
dpc-735	323	28	the	the	DET
dpc-735	323	29	diagnosis	diagnosis	NOUN
dpc-735	323	30	of	of	ADP
dpc-735	323	31	malignant	malignant	ADJ
dpc-735	323	32	skin	skin	NOUN
dpc-735	323	33	tumours	tumour	VERB
dpc-735	323	34	:	:	PUNCT
dpc-735	323	35	a	a	DET
dpc-735	323	36	meta	meta	ADJ
dpc-735	323	37	-	-	PUNCT
dpc-735	323	38	analysis	analysis	NOUN
dpc-735	323	39	.	.	PUNCT
dpc-735	324	1	j	j	PROPN
dpc-735	324	2	cancer	cancer	NOUN
dpc-735	324	3	res	re	VERB
dpc-735	324	4	clin	clin	PROPN
dpc-735	324	5	oncol	oncol	PROPN
dpc-735	324	6	.	.	PUNCT
dpc-735	325	1	2017;143(9):1627	2017;143(9):1627	NUM
dpc-735	325	2	-	-	SYM
dpc-735	325	3	1635	1635	NUM
dpc-735	325	4	.	.	PUNCT
dpc-735	326	1	14	14	NUM
dpc-735	326	2	.	.	PUNCT
dpc-735	327	1	kardynal	kardynal	PROPN
dpc-735	327	2	a	a	PRON
dpc-735	327	3	,	,	PUNCT
dpc-735	327	4	olszewska	olszewska	PROPN
dpc-735	327	5	m.	m.	NOUN
dpc-735	327	6	modern	modern	ADJ
dpc-735	327	7	non	non	ADJ
dpc-735	327	8	-	-	ADJ
dpc-735	327	9	invasive	invasive	ADJ
dpc-735	327	10	diagnostic	diagnostic	ADJ
dpc-735	327	11	techniques	technique	NOUN
dpc-735	327	12	in	in	ADP
dpc-735	327	13	the	the	DET
dpc-735	327	14	detection	detection	NOUN
dpc-735	327	15	of	of	ADP
dpc-735	327	16	early	early	ADJ
dpc-735	327	17	cutaneous	cutaneous	ADJ
dpc-735	327	18	melanoma	melanoma	NOUN
dpc-735	327	19	.	.	PUNCT
dpc-735	328	1	j	j	PROPN
dpc-735	328	2	dermatol	dermatol	NOUN
dpc-735	328	3	case	case	NOUN
dpc-735	328	4	rep	rep	PROPN
dpc-735	328	5	.	.	PROPN
dpc-735	328	6	2014;8(1):1	2014;8(1):1	PROPN
dpc-735	328	7	-	-	PUNCT
dpc-735	328	8	8	8	NUM
dpc-735	328	9	.	.	NOUN
dpc-735	328	10	15	15	NUM
dpc-735	328	11	.	.	PUNCT
dpc-735	329	1	kittler	kittler	PROPN
dpc-735	329	2	h	h	PROPN
dpc-735	329	3	,	,	PUNCT
dpc-735	329	4	pehamberger	pehamberger	ADJ
dpc-735	329	5	h	h	NOUN
dpc-735	329	6	,	,	PUNCT
dpc-735	329	7	wolff	wolff	PROPN
dpc-735	329	8	k	k	PROPN
dpc-735	329	9	,	,	PUNCT
dpc-735	329	10	binder	binder	NOUN
dpc-735	329	11	m.	m.	NOUN
dpc-735	329	12	diagnostic	diagnostic	ADJ
dpc-735	329	13	accuracy	accuracy	NOUN
dpc-735	329	14	of	of	ADP
dpc-735	329	15	dermoscopy	dermoscopy	NOUN
dpc-735	329	16	.	.	PUNCT
dpc-735	330	1	lancet	lancet	PROPN
dpc-735	330	2	oncol	oncol	PROPN
dpc-735	330	3	.	.	PUNCT
dpc-735	331	1	2002;3(3):159	2002;3(3):159	NUM
dpc-735	331	2	-	-	SYM
dpc-735	331	3	165	165	NUM
dpc-735	331	4	.	.	PUNCT
dpc-735	332	1	16	16	NUM
dpc-735	332	2	.	.	PUNCT
dpc-735	333	1	brewer	brewer	PROPN
dpc-735	333	2	ac	ac	PROPN
dpc-735	333	3	,	,	PUNCT
dpc-735	333	4	endly	endly	ADV
dpc-735	333	5	dc	dc	PROPN
dpc-735	333	6	,	,	PUNCT
dpc-735	333	7	henley	henley	PROPN
dpc-735	333	8	j	j	PROPN
dpc-735	333	9	,	,	PUNCT
dpc-735	333	10	et	et	PROPN
dpc-735	333	11	al	al	PROPN
dpc-735	333	12	.	.	PUNCT
dpc-735	333	13	mobile	mobile	ADJ
dpc-735	333	14	applications	application	NOUN
dpc-735	333	15	in	in	ADP
dpc-735	333	16	dermatology	dermatology	NOUN
dpc-735	333	17	.	.	PUNCT
dpc-735	334	1	jama	jama	PROPN
dpc-735	334	2	dermatol	dermatol	NOUN
dpc-735	334	3	.	.	PUNCT
dpc-735	335	1	2013;149(11):1300	2013;149(11):1300	NUM
dpc-735	335	2	-	-	SYM
dpc-735	335	3	1304	1304	NUM
dpc-735	335	4	.	.	PUNCT
dpc-735	336	1	17	17	NUM
dpc-735	336	2	.	.	PUNCT
dpc-735	337	1	kassianos	kassianos	PROPN
dpc-735	337	2	ap	ap	PROPN
dpc-735	337	3	,	,	PUNCT
dpc-735	337	4	emery	emery	PROPN
dpc-735	337	5	jd	jd	PROPN
dpc-735	337	6	,	,	PUNCT
dpc-735	337	7	murchie	murchie	VERB
dpc-735	337	8	p	p	PRON
dpc-735	337	9	,	,	PUNCT
dpc-735	337	10	walter	walter	PROPN
dpc-735	337	11	fm	fm	PROPN
dpc-735	337	12	.	.	PUNCT
dpc-735	338	1	smartphone	smartphone	NOUN
dpc-735	338	2	applications	application	NOUN
dpc-735	338	3	for	for	ADP
dpc-735	338	4	melanoma	melanoma	NOUN
dpc-735	338	5	detection	detection	NOUN
dpc-735	338	6	by	by	ADP
dpc-735	338	7	community	community	NOUN
dpc-735	338	8	,	,	PUNCT
dpc-735	338	9	patient	patient	ADJ
dpc-735	338	10	and	and	CCONJ
dpc-735	338	11	generalist	generalist	ADJ
dpc-735	338	12	clinician	clinician	ADJ
dpc-735	338	13	users	user	NOUN
dpc-735	338	14	:	:	PUNCT
dpc-735	338	15	a	a	DET
dpc-735	338	16	review	review	NOUN
dpc-735	338	17	.	.	PUNCT
dpc-735	339	1	br	br	PROPN
dpc-735	339	2	j	j	PROPN
dpc-735	339	3	dermatol	dermatol	NOUN
dpc-735	339	4	.	.	PUNCT
dpc-735	340	1	2015;172(6):15071518	2015;172(6):15071518	NUM
dpc-735	340	2	.	.	PROPN
dpc-735	340	3	18	18	NUM
dpc-735	340	4	.	.	PUNCT
dpc-735	341	1	ferrero	ferrero	PROPN
dpc-735	341	2	na	na	PROPN
dpc-735	341	3	,	,	PUNCT
dpc-735	341	4	morrell	morrell	PROPN
dpc-735	341	5	ds	ds	PROPN
dpc-735	341	6	,	,	PUNCT
dpc-735	341	7	burkhart	burkhart	PROPN
dpc-735	341	8	cn	cn	PROPN
dpc-735	341	9	.	.	PROPN
dpc-735	341	10	skin	skin	PROPN
dpc-735	341	11	scan	scan	PROPN
dpc-735	341	12	:	:	PUNCT
dpc-735	341	13	a	a	DET
dpc-735	341	14	demonstration	demonstration	NOUN
dpc-735	341	15	of	of	ADP
dpc-735	341	16	the	the	DET
dpc-735	341	17	need	need	NOUN
dpc-735	341	18	for	for	ADP
dpc-735	341	19	fda	fda	PROPN
dpc-735	341	20	regulation	regulation	NOUN
dpc-735	341	21	of	of	ADP
dpc-735	341	22	medical	medical	ADJ
dpc-735	341	23	apps	app	NOUN
dpc-735	341	24	on	on	ADP
dpc-735	341	25	iphone	iphone	NOUN
dpc-735	341	26	.	.	PUNCT
dpc-735	342	1	j	j	PROPN
dpc-735	342	2	am	be	AUX
dpc-735	342	3	acad	acad	ADJ
dpc-735	342	4	dermatol	dermatol	NOUN
dpc-735	342	5	.	.	PUNCT
dpc-735	343	1	2013;68(3):515	2013;68(3):515	NOUN
dpc-735	343	2	-	-	PUNCT
dpc-735	343	3	516	516	NUM
dpc-735	343	4	.	.	PUNCT
dpc-735	343	5	19	19	NUM
dpc-735	343	6	.	.	PUNCT
dpc-735	344	1	wolfe	wolfe	PROPN
dpc-735	344	2	ja	ja	PROPN
dpc-735	344	3	,	,	PUNCT
dpc-735	344	4	ferris	ferris	PROPN
dpc-735	344	5	lk	lk	PROPN
dpc-735	344	6	.	.	PROPN
dpc-735	344	7	diagnostic	diagnostic	ADJ
dpc-735	344	8	inaccuracy	inaccuracy	NOUN
dpc-735	344	9	of	of	ADP
dpc-735	344	10	smartphone	smartphone	NOUN
dpc-735	344	11	applications	application	NOUN
dpc-735	344	12	for	for	ADP
dpc-735	344	13	melanoma	melanoma	NOUN
dpc-735	344	14	detection	detection	NOUN
dpc-735	344	15	:	:	PUNCT
dpc-735	344	16	reply	reply	NOUN
dpc-735	344	17	.	.	PUNCT
dpc-735	345	1	jama	jama	PROPN
dpc-735	345	2	dermatol	dermatol	NOUN
dpc-735	345	3	.	.	PUNCT
dpc-735	346	1	2013;149(7):885	2013;149(7):885	NUM
dpc-735	346	2	.	.	NOUN
dpc-735	346	3	20	20	NUM
dpc-735	346	4	.	.	PUNCT
dpc-735	347	1	stoecker	stoecker	PROPN
dpc-735	347	2	wv	wv	PROPN
dpc-735	347	3	,	,	PUNCT
dpc-735	347	4	rader	rader	PROPN
dpc-735	347	5	rk	rk	PROPN
dpc-735	347	6	,	,	PUNCT
dpc-735	347	7	halpern	halpern	PROPN
dpc-735	347	8	a.	a.	PROPN
dpc-735	347	9	diagnostic	diagnostic	PROPN
dpc-735	347	10	inaccuracy	inaccuracy	NOUN
dpc-735	347	11	of	of	ADP
dpc-735	347	12	smartphone	smartphone	NOUN
dpc-735	347	13	applications	application	NOUN
dpc-735	347	14	for	for	ADP
dpc-735	347	15	melanoma	melanoma	NOUN
dpc-735	347	16	detection	detection	NOUN
dpc-735	347	17	:	:	PUNCT
dpc-735	347	18	representative	representative	ADJ
dpc-735	347	19	lesion	lesion	NOUN
dpc-735	347	20	sets	set	NOUN
dpc-735	347	21	and	and	CCONJ
dpc-735	347	22	the	the	DET
dpc-735	347	23	role	role	NOUN
dpc-735	347	24	for	for	ADP
dpc-735	347	25	adjunctive	adjunctive	ADJ
dpc-735	347	26	technologies	technology	NOUN
dpc-735	347	27	.	.	PUNCT
dpc-735	348	1	jama	jama	PROPN
dpc-735	348	2	dermatol	dermatol	NOUN
dpc-735	348	3	.	.	PUNCT
dpc-735	349	1	2013;149(7):884	2013;149(7):884	NUM
dpc-735	349	2	.	.	PUNCT
dpc-735	350	1	21	21	NUM
dpc-735	350	2	.	.	PUNCT
dpc-735	351	1	esteva	esteva	PROPN
dpc-735	351	2	a	a	PRON
dpc-735	351	3	,	,	PUNCT
dpc-735	351	4	kuprel	kuprel	NOUN
dpc-735	351	5	b	b	NOUN
dpc-735	351	6	,	,	PUNCT
dpc-735	351	7	novoa	novoa	ADJ
dpc-735	351	8	ra	ra	PROPN
dpc-735	351	9	,	,	PUNCT
dpc-735	351	10	et	et	PROPN
dpc-735	351	11	al	al	PROPN
dpc-735	351	12	.	.	PROPN
dpc-735	351	13	dermatologist	dermatologist	NOUN
dpc-735	351	14	-	-	PUNCT
dpc-735	351	15	level	level	NOUN
dpc-735	351	16	classification	classification	NOUN
dpc-735	351	17	of	of	ADP
dpc-735	351	18	skin	skin	NOUN
dpc-735	351	19	cancer	cancer	NOUN
dpc-735	351	20	with	with	ADP
dpc-735	351	21	deep	deep	ADJ
dpc-735	351	22	neural	neural	ADJ
dpc-735	351	23	networks	network	NOUN
dpc-735	351	24	.	.	PUNCT
dpc-735	352	1	nature	nature	NOUN
dpc-735	352	2	.	.	PUNCT
dpc-735	353	1	2017;542(7639):115	2017;542(7639):115	NUM
dpc-735	353	2	-	-	SYM
dpc-735	353	3	118	118	NUM
dpc-735	353	4	.	.	PUNCT
dpc-735	354	1	22	22	NUM
dpc-735	354	2	.	.	PUNCT
dpc-735	355	1	obermeyer	obermeyer	PROPN
dpc-735	355	2	z	z	PROPN
dpc-735	355	3	,	,	PUNCT
dpc-735	355	4	emanuel	emanuel	PROPN
dpc-735	355	5	ej	ej	PROPN
dpc-735	355	6	.	.	PROPN
dpc-735	355	7	predicting	predict	VERB
dpc-735	355	8	the	the	DET
dpc-735	355	9	future	future	NOUN
dpc-735	355	10	—	—	PUNCT
dpc-735	355	11	big	big	ADJ
dpc-735	355	12	data	datum	NOUN
dpc-735	355	13	,	,	PUNCT
dpc-735	355	14	machine	machine	NOUN
dpc-735	355	15	learning	learning	NOUN
dpc-735	355	16	,	,	PUNCT
dpc-735	355	17	and	and	CCONJ
dpc-735	355	18	clinical	clinical	ADJ
dpc-735	355	19	medicine	medicine	NOUN
dpc-735	355	20	.	.	PUNCT
dpc-735	356	1	n	n	PRON
dpc-735	356	2	engl	engl	PROPN
dpc-735	356	3	j	j	PROPN
dpc-735	356	4	med	med	PROPN
dpc-735	356	5	.	.	PUNCT
dpc-735	357	1	2016;375(13):1216	2016;375(13):1216	NUM
dpc-735	357	2	-	-	SYM
dpc-735	357	3	1219	1219	NUM
dpc-735	357	4	.	.	PUNCT
dpc-735	358	1	23	23	NUM
dpc-735	358	2	.	.	PUNCT
dpc-735	359	1	char	char	PROPN
dpc-735	359	2	ds	ds	PROPN
dpc-735	359	3	,	,	PUNCT
dpc-735	359	4	shah	shah	PROPN
dpc-735	359	5	nh	nh	PROPN
dpc-735	359	6	.	.	PUNCT
dpc-735	359	7	implementing	implement	VERB
dpc-735	359	8	machine	machine	NOUN
dpc-735	359	9	learning	learning	NOUN
dpc-735	359	10	in	in	ADP
dpc-735	359	11	health	health	NOUN
dpc-735	359	12	care	care	NOUN
dpc-735	359	13	—	—	PUNCT
dpc-735	359	14	addressing	address	VERB
dpc-735	359	15	ethical	ethical	ADJ
dpc-735	359	16	challenges	challenge	NOUN
dpc-735	359	17	.	.	PUNCT
dpc-735	360	1	n	n	X
dpc-735	360	2	engl	engl	PROPN
dpc-735	360	3	j	j	PROPN
dpc-735	360	4	med	med	PROPN
dpc-735	360	5	.	.	PUNCT
dpc-735	361	1	2018;378(11):981	2018;378(11):981	NUM
dpc-735	361	2	-	-	SYM
dpc-735	361	3	983	983	NUM
dpc-735	361	4	.	.	PUNCT
dpc-735	362	1	https://arxiv.org/abs/1602.07261	https://arxiv.org/abs/1602.07261	PROPN
dpc-735	362	2	https://arxiv.org/abs/1602.07261	https://arxiv.org/abs/1602.07261	PROPN
dpc-735	362	3	https://arxiv.org/abs/1602.07261	https://arxiv.org/abs/1602.07261	PROPN
dpc-735	362	4	https://arxiv.org/abs/1610.04662	https://arxiv.org/abs/1610.04662	NOUN
dpc-735	362	5	https://arxiv.org/abs/1511.07289	https://arxiv.org/abs/1511.07289	ADJ
dpc-735	362	6	12	12	NUM
dpc-735	362	7	research	research	NOUN
dpc-735	362	8	|	|	ADV
dpc-735	362	9	dermatol	dermatol	NOUN
dpc-735	362	10	pract	pract	NOUN
dpc-735	362	11	concept	concept	NOUN
dpc-735	362	12	2020;10(1):e2020011	2020;10(1):e2020011	NUM
dpc-735	362	13	60	60	NUM
dpc-735	362	14	.	.	PUNCT
dpc-735	363	1	carli	carli	PROPN
dpc-735	363	2	p	p	X
dpc-735	363	3	,	,	PUNCT
dpc-735	363	4	de	de	PROPN
dpc-735	363	5	giorgi	giorgi	PROPN
dpc-735	363	6	v	v	NOUN
dpc-735	363	7	,	,	PUNCT
dpc-735	363	8	naldi	naldi	PROPN
dpc-735	363	9	l	l	PROPN
dpc-735	363	10	,	,	PUNCT
dpc-735	363	11	dosi	dosi	NOUN
dpc-735	363	12	g.	g.	NOUN
dpc-735	363	13	reliability	reliability	NOUN
dpc-735	363	14	and	and	CCONJ
dpc-735	363	15	inter	inter	ADJ
dpc-735	363	16	-	-	ADJ
dpc-735	363	17	observer	observer	ADJ
dpc-735	363	18	agreement	agreement	NOUN
dpc-735	363	19	of	of	ADP
dpc-735	363	20	dermoscopic	dermoscopic	ADJ
dpc-735	363	21	diagnosis	diagnosis	NOUN
dpc-735	363	22	of	of	ADP
dpc-735	363	23	melanoma	melanoma	NOUN
dpc-735	363	24	and	and	CCONJ
dpc-735	363	25	melanocytic	melanocytic	ADJ
dpc-735	363	26	naevi	naevi	NOUN
dpc-735	363	27	:	:	PUNCT
dpc-735	363	28	dermoscopy	dermoscopy	NOUN
dpc-735	363	29	panel	panel	NOUN
dpc-735	363	30	.	.	PUNCT
dpc-735	364	1	eur	eur	PROPN
dpc-735	364	2	j	j	PROPN
dpc-735	364	3	cancer	cancer	NOUN
dpc-735	364	4	prev	prev	X
dpc-735	364	5	.	.	PUNCT
dpc-735	365	1	1998;7(5):397402	1998;7(5):397402	NUM
dpc-735	365	2	.	.	NOUN
dpc-735	365	3	61	61	NUM
dpc-735	365	4	.	.	PUNCT
dpc-735	366	1	carli	carli	PROPN
dpc-735	366	2	p	p	PROPN
dpc-735	366	3	,	,	PUNCT
dpc-735	366	4	quercioli	quercioli	NOUN
dpc-735	366	5	e	e	NOUN
dpc-735	366	6	,	,	PUNCT
dpc-735	366	7	sestini	sestini	NOUN
dpc-735	366	8	s	s	PROPN
dpc-735	366	9	,	,	PUNCT
dpc-735	366	10	et	et	PROPN
dpc-735	366	11	al	al	PROPN
dpc-735	366	12	.	.	PROPN
dpc-735	367	1	pattern	pattern	NOUN
dpc-735	367	2	analysis	analysis	NOUN
dpc-735	367	3	,	,	PUNCT
dpc-735	367	4	not	not	PART
dpc-735	367	5	simplified	simplified	ADJ
dpc-735	367	6	algorithms	algorithm	NOUN
dpc-735	367	7	,	,	PUNCT
dpc-735	367	8	is	be	AUX
dpc-735	367	9	the	the	DET
dpc-735	367	10	most	most	ADV
dpc-735	367	11	reliable	reliable	ADJ
dpc-735	367	12	method	method	NOUN
dpc-735	367	13	for	for	ADP
dpc-735	367	14	teaching	teaching	NOUN
dpc-735	367	15	dermoscopy	dermoscopy	NOUN
dpc-735	367	16	for	for	ADP
dpc-735	367	17	melanoma	melanoma	ADJ
dpc-735	367	18	diagnosis	diagnosis	NOUN
dpc-735	367	19	to	to	ADP
dpc-735	367	20	residents	resident	NOUN
dpc-735	367	21	in	in	ADP
dpc-735	367	22	dermatology	dermatology	NOUN
dpc-735	367	23	.	.	PUNCT
dpc-735	368	1	br	br	PROPN
dpc-735	368	2	j	j	PROPN
dpc-735	368	3	dermatol	dermatol	NOUN
dpc-735	368	4	.	.	PUNCT
dpc-735	369	1	2003;148(5):981	2003;148(5):981	NUM
dpc-735	369	2	-	-	SYM
dpc-735	369	3	984	984	NUM
dpc-735	369	4	.	.	PUNCT
dpc-735	370	1	62	62	NUM
dpc-735	370	2	.	.	PUNCT
dpc-735	371	1	carli	carli	PROPN
dpc-735	371	2	p	p	NOUN
dpc-735	371	3	,	,	PUNCT
dpc-735	371	4	mannone	mannone	PROPN
dpc-735	371	5	f	f	X
dpc-735	371	6	,	,	PUNCT
dpc-735	371	7	de	de	PROPN
dpc-735	371	8	giorgi	giorgi	PROPN
dpc-735	371	9	v	v	PROPN
dpc-735	371	10	,	,	PUNCT
dpc-735	371	11	nardini	nardini	PROPN
dpc-735	371	12	p	p	PROPN
dpc-735	371	13	,	,	PUNCT
dpc-735	371	14	chiarugi	chiarugi	VERB
dpc-735	371	15	a	a	DET
dpc-735	371	16	,	,	PUNCT
dpc-735	371	17	giannotti	giannotti	PROPN
dpc-735	371	18	b.	b.	PROPN
dpc-735	372	1	the	the	DET
dpc-735	372	2	problem	problem	NOUN
dpc-735	372	3	of	of	ADP
dpc-735	372	4	false	false	ADJ
dpc-735	372	5	-	-	PUNCT
dpc-735	372	6	positive	positive	ADJ
dpc-735	372	7	diagnosis	diagnosis	NOUN
dpc-735	372	8	in	in	ADP
dpc-735	372	9	melanoma	melanoma	NOUN
dpc-735	372	10	screening	screening	NOUN
dpc-735	372	11	:	:	PUNCT
dpc-735	372	12	the	the	DET
dpc-735	372	13	impact	impact	NOUN
dpc-735	372	14	of	of	ADP
dpc-735	372	15	dermoscopy	dermoscopy	NOUN
dpc-735	372	16	.	.	PUNCT
dpc-735	373	1	melanoma	melanoma	NOUN
dpc-735	373	2	res	re	NOUN
dpc-735	373	3	.	.	PUNCT
dpc-735	374	1	2003;13(2):179	2003;13(2):179	NUM
dpc-735	374	2	-	-	SYM
dpc-735	374	3	182	182	NUM
dpc-735	374	4	.	.	PUNCT
dpc-735	375	1	63	63	NUM
dpc-735	375	2	.	.	PUNCT
dpc-735	375	3	cristofolini	cristofolini	PROPN
dpc-735	375	4	m	m	PROPN
dpc-735	375	5	,	,	PUNCT
dpc-735	375	6	zumiani	zumiani	PROPN
dpc-735	375	7	g	g	PROPN
dpc-735	375	8	,	,	PUNCT
dpc-735	375	9	bauer	bauer	PROPN
dpc-735	375	10	p	p	PROPN
dpc-735	375	11	,	,	PUNCT
dpc-735	375	12	cristofolini	cristofolini	NOUN
dpc-735	375	13	p	p	NOUN
dpc-735	375	14	,	,	PUNCT
dpc-735	375	15	boi	boi	NOUN
dpc-735	375	16	s	s	PART
dpc-735	375	17	,	,	PUNCT
dpc-735	375	18	micciolo	micciolo	PROPN
dpc-735	375	19	r.	r.	PROPN
dpc-735	375	20	dermatoscopy	dermatoscopy	NOUN
dpc-735	375	21	:	:	PUNCT
dpc-735	375	22	usefulness	usefulness	NOUN
dpc-735	375	23	in	in	ADP
dpc-735	375	24	the	the	DET
dpc-735	375	25	differential	differential	ADJ
dpc-735	375	26	diagnosis	diagnosis	NOUN
dpc-735	375	27	of	of	ADP
dpc-735	375	28	cutaneous	cutaneous	ADJ
dpc-735	375	29	pigmentary	pigmentary	ADJ
dpc-735	375	30	lesions	lesion	NOUN
dpc-735	375	31	.	.	PUNCT
dpc-735	376	1	melanoma	melanoma	NOUN
dpc-735	376	2	res	re	NOUN
dpc-735	376	3	.	.	PUNCT
dpc-735	377	1	1994;4(6):391	1994;4(6):391	NUM
dpc-735	377	2	-	-	SYM
dpc-735	377	3	394	394	NUM
dpc-735	377	4	.	.	NOUN
dpc-735	378	1	64	64	NUM
dpc-735	378	2	.	.	PUNCT
dpc-735	379	1	dal	dal	NOUN
dpc-735	379	2	pozzo	pozzo	PROPN
dpc-735	379	3	v	v	PROPN
dpc-735	379	4	,	,	PUNCT
dpc-735	379	5	benelli	benelli	PROPN
dpc-735	379	6	c	c	PROPN
dpc-735	379	7	,	,	PUNCT
dpc-735	379	8	roscetti	roscetti	PROPN
dpc-735	379	9	e.	e.	PROPN
dpc-735	380	1	the	the	DET
dpc-735	380	2	seven	seven	NUM
dpc-735	380	3	features	feature	NOUN
dpc-735	380	4	for	for	ADP
dpc-735	380	5	melanoma	melanoma	NOUN
dpc-735	380	6	:	:	PUNCT
dpc-735	380	7	a	a	DET
dpc-735	380	8	new	new	ADJ
dpc-735	380	9	dermoscopic	dermoscopic	ADJ
dpc-735	380	10	algorithm	algorithm	NOUN
dpc-735	380	11	for	for	ADP
dpc-735	380	12	the	the	DET
dpc-735	380	13	diagnosis	diagnosis	NOUN
dpc-735	380	14	of	of	ADP
dpc-735	380	15	malignant	malignant	ADJ
dpc-735	380	16	melanoma	melanoma	NOUN
dpc-735	380	17	.	.	PUNCT
dpc-735	381	1	eur	eur	PROPN
dpc-735	381	2	j	j	PROPN
dpc-735	381	3	dermatol	dermatol	NOUN
dpc-735	381	4	.	.	PUNCT
dpc-735	382	1	1999;9(4):303	1999;9(4):303	NUM
dpc-735	382	2	-	-	SYM
dpc-735	382	3	308	308	NUM
dpc-735	382	4	.	.	PUNCT
dpc-735	383	1	65	65	NUM
dpc-735	383	2	.	.	PUNCT
dpc-735	384	1	dolianitis	dolianitis	PROPN
dpc-735	384	2	c	c	PROPN
dpc-735	384	3	,	,	PUNCT
dpc-735	384	4	kelly	kelly	PROPN
dpc-735	384	5	j	j	PROPN
dpc-735	384	6	,	,	PUNCT
dpc-735	384	7	wolfe	wolfe	PROPN
dpc-735	384	8	r	r	PROPN
dpc-735	384	9	,	,	PUNCT
dpc-735	384	10	simpson	simpson	PROPN
dpc-735	384	11	p.	p.	PROPN
dpc-735	384	12	comparative	comparative	ADJ
dpc-735	384	13	performance	performance	NOUN
dpc-735	384	14	of	of	ADP
dpc-735	384	15	4	4	NUM
dpc-735	384	16	dermoscopic	dermoscopic	ADJ
dpc-735	384	17	algorithms	algorithm	NOUN
dpc-735	384	18	by	by	ADP
dpc-735	384	19	nonexperts	nonexpert	NOUN
dpc-735	384	20	for	for	ADP
dpc-735	384	21	the	the	DET
dpc-735	384	22	diagnosis	diagnosis	NOUN
dpc-735	384	23	of	of	ADP
dpc-735	384	24	melanocytic	melanocytic	ADJ
dpc-735	384	25	lesions	lesion	NOUN
dpc-735	384	26	.	.	PUNCT
dpc-735	385	1	arch	arch	ADJ
dpc-735	385	2	dermatol	dermatol	NOUN
dpc-735	385	3	.	.	PUNCT
dpc-735	386	1	2005;141(8):10081014	2005;141(8):10081014	NUM
dpc-735	386	2	.	.	PROPN
dpc-735	386	3	66	66	NUM
dpc-735	386	4	.	.	PUNCT
dpc-735	387	1	dreiseitl	dreiseitl	PROPN
dpc-735	387	2	s	s	PROPN
dpc-735	387	3	,	,	PUNCT
dpc-735	387	4	binder	binder	NOUN
dpc-735	387	5	m	m	PROPN
dpc-735	387	6	,	,	PUNCT
dpc-735	387	7	hable	hable	ADJ
dpc-735	387	8	k	k	PROPN
dpc-735	387	9	,	,	PUNCT
dpc-735	387	10	kittler	kittler	PROPN
dpc-735	387	11	h.	h.	PROPN
dpc-735	387	12	computer	computer	PROPN
dpc-735	387	13	versus	versus	ADP
dpc-735	387	14	human	human	ADJ
dpc-735	387	15	diagnosis	diagnosis	NOUN
dpc-735	387	16	of	of	ADP
dpc-735	387	17	melanoma	melanoma	NOUN
dpc-735	387	18	:	:	PUNCT
dpc-735	387	19	evaluation	evaluation	NOUN
dpc-735	387	20	of	of	ADP
dpc-735	387	21	the	the	DET
dpc-735	387	22	feasibility	feasibility	NOUN
dpc-735	387	23	of	of	ADP
dpc-735	387	24	an	an	DET
dpc-735	387	25	automated	automate	VERB
dpc-735	387	26	diagnostic	diagnostic	ADJ
dpc-735	387	27	system	system	NOUN
dpc-735	387	28	in	in	ADP
dpc-735	387	29	a	a	DET
dpc-735	387	30	prospective	prospective	ADJ
dpc-735	387	31	clinical	clinical	ADJ
dpc-735	387	32	trial	trial	NOUN
dpc-735	387	33	.	.	PUNCT
dpc-735	388	1	melanoma	melanoma	NOUN
dpc-735	388	2	res	re	NOUN
dpc-735	388	3	.	.	PUNCT
dpc-735	389	1	2009;19(3):180	2009;19(3):180	NUM
dpc-735	389	2	-	-	SYM
dpc-735	389	3	184	184	NUM
dpc-735	389	4	.	.	NOUN
dpc-735	389	5	67	67	NUM
dpc-735	389	6	.	.	PUNCT
dpc-735	389	7	dummer	dummer	PROPN
dpc-735	389	8	w	w	PROPN
dpc-735	389	9	,	,	PUNCT
dpc-735	389	10	doehnel	doehnel	PROPN
dpc-735	389	11	ka	ka	PROPN
dpc-735	389	12	,	,	PUNCT
dpc-735	389	13	remy	remy	PROPN
dpc-735	389	14	w.	w.	PROPN
dpc-735	389	15	videomicroscopy	videomicroscopy	PROPN
dpc-735	389	16	in	in	ADP
dpc-735	389	17	differential	differential	ADJ
dpc-735	389	18	diagnosis	diagnosis	NOUN
dpc-735	389	19	of	of	ADP
dpc-735	389	20	skin	skin	NOUN
dpc-735	389	21	tumors	tumor	NOUN
dpc-735	389	22	and	and	CCONJ
dpc-735	389	23	secondary	secondary	ADJ
dpc-735	389	24	prevention	prevention	NOUN
dpc-735	389	25	of	of	ADP
dpc-735	389	26	malignant	malignant	ADJ
dpc-735	389	27	melanoma	melanoma	NOUN
dpc-735	390	1	[	[	X
dpc-735	390	2	in	in	ADP
dpc-735	390	3	german	german	NOUN
dpc-735	390	4	]	]	PUNCT
dpc-735	390	5	.	.	PUNCT
dpc-735	391	1	hautarzt	hautarzt	PROPN
dpc-735	391	2	.	.	PUNCT
dpc-735	392	1	1993;44(12):772	1993;44(12):772	PROPN
dpc-735	392	2	-	-	PUNCT
dpc-735	392	3	776	776	NUM
dpc-735	392	4	.	.	PUNCT
dpc-735	393	1	68	68	NUM
dpc-735	393	2	.	.	PUNCT
dpc-735	393	3	feldmann	feldmann	PROPN
dpc-735	393	4	r	r	PROPN
dpc-735	393	5	,	,	PUNCT
dpc-735	393	6	fellenz	fellenz	NOUN
dpc-735	393	7	c	c	NOUN
dpc-735	393	8	,	,	PUNCT
dpc-735	393	9	gschnait	gschnait	PROPN
dpc-735	393	10	f.	f.	PROPN
dpc-735	394	1	the	the	DET
dpc-735	394	2	abcd	abcd	PROPN
dpc-735	394	3	rule	rule	NOUN
dpc-735	394	4	in	in	ADP
dpc-735	394	5	dermatoscopy	dermatoscopy	NOUN
dpc-735	394	6	:	:	PUNCT
dpc-735	394	7	analysis	analysis	NOUN
dpc-735	394	8	of	of	ADP
dpc-735	394	9	500	500	NUM
dpc-735	394	10	melanocytic	melanocytic	ADJ
dpc-735	394	11	lesions	lesion	NOUN
dpc-735	394	12	[	[	X
dpc-735	394	13	in	in	ADP
dpc-735	394	14	german	german	NOUN
dpc-735	394	15	]	]	PUNCT
dpc-735	394	16	.	.	PUNCT
dpc-735	395	1	hautarzt	hautarzt	NOUN
dpc-735	395	2	.	.	PUNCT
dpc-735	396	1	1998;49(6):473	1998;49(6):473	NUM
dpc-735	396	2	-	-	SYM
dpc-735	396	3	476	476	NUM
dpc-735	396	4	.	.	PUNCT
dpc-735	397	1	69	69	NUM
dpc-735	397	2	.	.	PUNCT
dpc-735	398	1	fueyo	fueyo	NOUN
dpc-735	398	2	-	-	PUNCT
dpc-735	398	3	casado	casado	PROPN
dpc-735	398	4	a	a	PRON
dpc-735	398	5	,	,	PUNCT
dpc-735	398	6	vázquez	vázquez	NOUN
dpc-735	398	7	-	-	PUNCT
dpc-735	398	8	lopez	lopez	NOUN
dpc-735	398	9	f	f	PROPN
dpc-735	398	10	,	,	PUNCT
dpc-735	398	11	sanchez	sanchez	PROPN
dpc-735	398	12	-	-	PUNCT
dpc-735	398	13	martin	martin	PROPN
dpc-735	398	14	j	j	PROPN
dpc-735	398	15	,	,	PUNCT
dpc-735	398	16	garcia	garcia	PROPN
dpc-735	398	17	-	-	PUNCT
dpc-735	398	18	garcia	garcia	PROPN
dpc-735	398	19	b	b	PROPN
dpc-735	398	20	,	,	PUNCT
dpc-735	398	21	pérez	pérez	NOUN
dpc-735	398	22	-	-	PUNCT
dpc-735	398	23	oliva	oliva	PROPN
dpc-735	398	24	n.	n.	PROPN
dpc-735	398	25	evaluation	evaluation	NOUN
dpc-735	398	26	of	of	ADP
dpc-735	398	27	a	a	DET
dpc-735	398	28	program	program	NOUN
dpc-735	398	29	for	for	ADP
dpc-735	398	30	the	the	DET
dpc-735	398	31	automatic	automatic	ADJ
dpc-735	398	32	dermoscopic	dermoscopic	ADJ
dpc-735	398	33	diagnosis	diagnosis	NOUN
dpc-735	398	34	of	of	ADP
dpc-735	398	35	melanoma	melanoma	NOUN
dpc-735	398	36	in	in	ADP
dpc-735	398	37	a	a	DET
dpc-735	398	38	general	general	ADJ
dpc-735	398	39	dermatology	dermatology	NOUN
dpc-735	398	40	setting	setting	NOUN
dpc-735	398	41	.	.	PUNCT
dpc-735	399	1	dermatol	dermatol	NOUN
dpc-735	399	2	surg	surg	NOUN
dpc-735	399	3	.	.	PUNCT
dpc-735	400	1	2009;35(2):257	2009;35(2):257	NOUN
dpc-735	400	2	-	-	SYM
dpc-735	400	3	262	262	NUM
dpc-735	400	4	.	.	PUNCT
dpc-735	401	1	70	70	NUM
dpc-735	401	2	.	.	PUNCT
dpc-735	402	1	gereli	gereli	PROPN
dpc-735	402	2	mc	mc	PROPN
dpc-735	402	3	,	,	PUNCT
dpc-735	402	4	onsun	onsun	PROPN
dpc-735	402	5	n	n	CCONJ
dpc-735	402	6	,	,	PUNCT
dpc-735	402	7	atilganoglu	atilganoglu	PROPN
dpc-735	402	8	u	u	NOUN
dpc-735	402	9	,	,	PUNCT
dpc-735	402	10	demirkesen	demirkesen	VERB
dpc-735	402	11	c.	c.	PROPN
dpc-735	402	12	comparison	comparison	NOUN
dpc-735	402	13	of	of	ADP
dpc-735	402	14	two	two	NUM
dpc-735	402	15	dermoscopic	dermoscopic	ADJ
dpc-735	402	16	techniques	technique	NOUN
dpc-735	402	17	in	in	ADP
dpc-735	402	18	the	the	DET
dpc-735	402	19	diagnosis	diagnosis	NOUN
dpc-735	402	20	of	of	ADP
dpc-735	402	21	clinically	clinically	ADV
dpc-735	402	22	atypical	atypical	ADJ
dpc-735	402	23	pigmented	pigmented	ADJ
dpc-735	402	24	skin	skin	NOUN
dpc-735	402	25	lesions	lesion	NOUN
dpc-735	402	26	and	and	CCONJ
dpc-735	402	27	melanoma	melanoma	NOUN
dpc-735	402	28	:	:	PUNCT
dpc-735	402	29	seven	seven	NUM
dpc-735	402	30	-	-	PUNCT
dpc-735	402	31	point	point	NOUN
dpc-735	402	32	and	and	CCONJ
dpc-735	402	33	three	three	NUM
dpc-735	402	34	-	-	PUNCT
dpc-735	402	35	point	point	NOUN
dpc-735	402	36	checklists	checklist	NOUN
dpc-735	402	37	.	.	PUNCT
dpc-735	403	1	int	int	NOUN
dpc-735	403	2	j	j	PROPN
dpc-735	403	3	dermatol	dermatol	NOUN
dpc-735	403	4	.	.	PUNCT
dpc-735	404	1	2010;49(1):33	2010;49(1):33	NUM
dpc-735	404	2	-	-	SYM
dpc-735	404	3	38	38	NUM
dpc-735	404	4	.	.	PUNCT
dpc-735	405	1	71	71	NUM
dpc-735	405	2	.	.	PUNCT
dpc-735	406	1	glud	glud	PROPN
dpc-735	406	2	m	m	PROPN
dpc-735	406	3	,	,	PUNCT
dpc-735	406	4	gniadecki	gniadecki	NOUN
dpc-735	406	5	r	r	NOUN
dpc-735	406	6	,	,	PUNCT
dpc-735	406	7	drzewiecki	drzewiecki	PROPN
dpc-735	406	8	kt	kt	PROPN
dpc-735	406	9	.	.	PROPN
dpc-735	406	10	spectrophotometric	spectrophotometric	ADJ
dpc-735	406	11	intracutaneous	intracutaneous	ADJ
dpc-735	406	12	analysis	analysis	NOUN
dpc-735	406	13	versus	versus	ADP
dpc-735	406	14	dermoscopy	dermoscopy	VERB
dpc-735	406	15	for	for	ADP
dpc-735	406	16	the	the	DET
dpc-735	406	17	diagnosis	diagnosis	NOUN
dpc-735	406	18	of	of	ADP
dpc-735	406	19	pigmented	pigmented	ADJ
dpc-735	406	20	skin	skin	NOUN
dpc-735	406	21	lesions	lesion	NOUN
dpc-735	406	22	:	:	PUNCT
dpc-735	406	23	prospective	prospective	ADJ
dpc-735	406	24	,	,	PUNCT
dpc-735	406	25	double	double	ADJ
dpc-735	406	26	-	-	PUNCT
dpc-735	406	27	blind	blind	ADJ
dpc-735	406	28	study	study	NOUN
dpc-735	406	29	in	in	ADP
dpc-735	406	30	a	a	DET
dpc-735	406	31	secondary	secondary	ADJ
dpc-735	406	32	reference	reference	NOUN
dpc-735	406	33	centre	centre	NOUN
dpc-735	406	34	.	.	PUNCT
dpc-735	407	1	melanoma	melanoma	NOUN
dpc-735	407	2	res	re	NOUN
dpc-735	407	3	.	.	PUNCT
dpc-735	408	1	2009;19(3):176	2009;19(3):176	NUM
dpc-735	408	2	-	-	SYM
dpc-735	408	3	179	179	NUM
dpc-735	408	4	.	.	PUNCT
dpc-735	409	1	72	72	NUM
dpc-735	409	2	.	.	PUNCT
dpc-735	410	1	haenssle	haenssle	PROPN
dpc-735	410	2	ha	ha	INTJ
dpc-735	410	3	,	,	PUNCT
dpc-735	410	4	korpas	korpas	PROPN
dpc-735	410	5	b	b	NUM
dpc-735	410	6	,	,	PUNCT
dpc-735	410	7	hansen	hansen	PROPN
dpc-735	410	8	-	-	PUNCT
dpc-735	410	9	hagge	hagge	PROPN
dpc-735	410	10	c	c	NOUN
dpc-735	410	11	,	,	PUNCT
dpc-735	410	12	et	et	PROPN
dpc-735	410	13	al	al	PROPN
dpc-735	410	14	.	.	PROPN
dpc-735	411	1	seven	seven	NUM
dpc-735	411	2	-	-	PUNCT
dpc-735	411	3	point	point	NOUN
dpc-735	411	4	checklist	checklist	NOUN
dpc-735	411	5	for	for	ADP
dpc-735	411	6	dermatoscopy	dermatoscopy	NOUN
dpc-735	411	7	:	:	PUNCT
dpc-735	411	8	performance	performance	NOUN
dpc-735	411	9	during	during	ADP
dpc-735	411	10	10	10	NUM
dpc-735	411	11	years	year	NOUN
dpc-735	411	12	of	of	ADP
dpc-735	411	13	prospective	prospective	ADJ
dpc-735	411	14	surveillance	surveillance	NOUN
dpc-735	411	15	of	of	ADP
dpc-735	411	16	patients	patient	NOUN
dpc-735	411	17	at	at	ADP
dpc-735	411	18	increased	increase	VERB
dpc-735	411	19	melanoma	melanoma	NOUN
dpc-735	411	20	risk	risk	NOUN
dpc-735	411	21	.	.	PUNCT
dpc-735	412	1	j	j	PROPN
dpc-735	412	2	am	be	AUX
dpc-735	412	3	acad	acad	ADJ
dpc-735	412	4	dermatol	dermatol	NOUN
dpc-735	412	5	.	.	PUNCT
dpc-735	413	1	2010;62(5):785	2010;62(5):785	NUM
dpc-735	413	2	-	-	SYM
dpc-735	413	3	793	793	NUM
dpc-735	413	4	.	.	NOUN
dpc-735	414	1	73	73	NUM
dpc-735	414	2	.	.	PUNCT
dpc-735	415	1	har	har	PROPN
dpc-735	415	2	-	-	PUNCT
dpc-735	415	3	shai	shai	PROPN
dpc-735	415	4	y	y	PROPN
dpc-735	415	5	,	,	PUNCT
dpc-735	415	6	glickman	glickman	PROPN
dpc-735	415	7	ya	ya	PROPN
dpc-735	415	8	,	,	PUNCT
dpc-735	415	9	siller	siller	VERB
dpc-735	415	10	g	g	NOUN
dpc-735	415	11	,	,	PUNCT
dpc-735	415	12	et	et	PROPN
dpc-735	415	13	al	al	PROPN
dpc-735	415	14	.	.	PUNCT
dpc-735	416	1	electrical	electrical	ADJ
dpc-735	416	2	impedance	impedance	NOUN
dpc-735	416	3	scanning	scanning	NOUN
dpc-735	416	4	for	for	ADP
dpc-735	416	5	melanoma	melanoma	ADJ
dpc-735	416	6	diagnosis	diagnosis	NOUN
dpc-735	416	7	:	:	PUNCT
dpc-735	416	8	a	a	DET
dpc-735	416	9	validation	validation	NOUN
dpc-735	416	10	study	study	NOUN
dpc-735	416	11	.	.	PUNCT
dpc-735	417	1	plast	plast	PROPN
dpc-735	417	2	reconstr	reconstr	NOUN
dpc-735	417	3	surg	surg	NOUN
dpc-735	417	4	.	.	PUNCT
dpc-735	418	1	2005;116(3):782	2005;116(3):782	NUM
dpc-735	418	2	-	-	SYM
dpc-735	418	3	790	790	NUM
dpc-735	418	4	.	.	PUNCT
dpc-735	419	1	74	74	NUM
dpc-735	419	2	.	.	PUNCT
dpc-735	420	1	henning	henning	PROPN
dpc-735	420	2	js	js	PROPN
dpc-735	420	3	,	,	PUNCT
dpc-735	420	4	stein	stein	PROPN
dpc-735	420	5	ja	ja	PROPN
dpc-735	420	6	,	,	PUNCT
dpc-735	420	7	yeung	yeung	PROPN
dpc-735	420	8	j	j	PROPN
dpc-735	420	9	,	,	PUNCT
dpc-735	420	10	et	et	PROPN
dpc-735	420	11	al	al	PROPN
dpc-735	420	12	.	.	PUNCT
dpc-735	420	13	cash	cash	NOUN
dpc-735	420	14	algorithm	algorithm	NOUN
dpc-735	420	15	for	for	ADP
dpc-735	420	16	dermoscopy	dermoscopy	NOUN
dpc-735	420	17	revisited	revisit	VERB
dpc-735	420	18	.	.	PUNCT
dpc-735	421	1	arch	arch	ADJ
dpc-735	421	2	dermatol	dermatol	NOUN
dpc-735	421	3	.	.	PUNCT
dpc-735	422	1	2008;144(4):554	2008;144(4):554	NUM
dpc-735	422	2	-	-	SYM
dpc-735	422	3	555	555	NUM
dpc-735	422	4	.	.	PUNCT
dpc-735	423	1	75	75	NUM
dpc-735	423	2	.	.	PUNCT
dpc-735	424	1	keefe	keefe	PROPN
dpc-735	424	2	m	m	PROPN
dpc-735	424	3	,	,	PUNCT
dpc-735	424	4	dick	dick	PROPN
dpc-735	424	5	dc	dc	PROPN
dpc-735	424	6	,	,	PUNCT
dpc-735	424	7	waleel	waleel	PROPN
dpc-735	424	8	ra	ra	PROPN
dpc-735	424	9	.	.	PUNCT
dpc-735	425	1	a	a	DET
dpc-735	425	2	study	study	NOUN
dpc-735	425	3	of	of	ADP
dpc-735	425	4	the	the	DET
dpc-735	425	5	value	value	NOUN
dpc-735	425	6	of	of	ADP
dpc-735	425	7	the	the	DET
dpc-735	425	8	seven	seven	NUM
dpc-735	425	9	-	-	PUNCT
dpc-735	425	10	point	point	NOUN
dpc-735	425	11	checklist	checklist	NOUN
dpc-735	425	12	in	in	ADP
dpc-735	425	13	distinguishing	distinguish	VERB
dpc-735	425	14	benign	benign	ADJ
dpc-735	425	15	pigmented	pigmented	ADJ
dpc-735	425	16	lesions	lesion	NOUN
dpc-735	425	17	from	from	ADP
dpc-735	425	18	melanoma	melanoma	NOUN
dpc-735	425	19	.	.	PUNCT
dpc-735	426	1	clin	clin	PROPN
dpc-735	426	2	exp	exp	NOUN
dpc-735	426	3	dermatol	dermatol	NOUN
dpc-735	426	4	.	.	PUNCT
dpc-735	427	1	1990;15(3):167	1990;15(3):167	NUM
dpc-735	427	2	-	-	PUNCT
dpc-735	427	3	171	171	NUM
dpc-735	427	4	.	.	PUNCT
dpc-735	428	1	76	76	NUM
dpc-735	428	2	.	.	PUNCT
dpc-735	429	1	krähn	krähn	PROPN
dpc-735	429	2	g	g	PROPN
dpc-735	429	3	,	,	PUNCT
dpc-735	429	4	gottlöber	gottlöber	NOUN
dpc-735	429	5	p	p	NOUN
dpc-735	429	6	,	,	PUNCT
dpc-735	429	7	sander	sander	PROPN
dpc-735	429	8	c	c	PROPN
dpc-735	429	9	,	,	PUNCT
dpc-735	429	10	peter	peter	PROPN
dpc-735	429	11	ru	ru	PROPN
dpc-735	429	12	.	.	PROPN
dpc-735	429	13	dermatoscopy	dermatoscopy	VERB
dpc-735	429	14	and	and	CCONJ
dpc-735	429	15	high	high	ADJ
dpc-735	429	16	frequency	frequency	NOUN
dpc-735	429	17	sonography	sonography	NOUN
dpc-735	429	18	:	:	PUNCT
dpc-735	429	19	two	two	NUM
dpc-735	429	20	useful	useful	ADJ
dpc-735	429	21	non	non	ADJ
dpc-735	429	22	-	-	ADJ
dpc-735	429	23	invasive	invasive	ADJ
dpc-735	429	24	methods	method	NOUN
dpc-735	429	25	to	to	PART
dpc-735	429	26	increase	increase	VERB
dpc-735	429	27	preoperative	preoperative	ADJ
dpc-735	429	28	diagnostic	diagnostic	ADJ
dpc-735	429	29	accuracy	accuracy	NOUN
dpc-735	429	30	in	in	ADP
dpc-735	429	31	pigmented	pigmented	ADJ
dpc-735	429	32	skin	skin	NOUN
dpc-735	429	33	lesions	lesion	NOUN
dpc-735	429	34	.	.	PUNCT
dpc-735	430	1	pigment	pigment	NOUN
dpc-735	430	2	cell	cell	NOUN
dpc-735	430	3	res	re	NOUN
dpc-735	430	4	.	.	PUNCT
dpc-735	431	1	1998;11(3):151	1998;11(3):151	NUM
dpc-735	431	2	-	-	SYM
dpc-735	431	3	154	154	NUM
dpc-735	431	4	.	.	PUNCT
dpc-735	432	1	uation	uation	NOUN
dpc-735	432	2	of	of	ADP
dpc-735	432	3	diagnostic	diagnostic	ADJ
dpc-735	432	4	tests	test	NOUN
dpc-735	432	5	.	.	PUNCT
dpc-735	433	1	arch	arch	ADJ
dpc-735	433	2	dermatol	dermatol	NOUN
dpc-735	433	3	.	.	PUNCT
dpc-735	434	1	2001;137(10):13431350	2001;137(10):13431350	NUM
dpc-735	434	2	.	.	PUNCT
dpc-735	435	1	42	42	NUM
dpc-735	435	2	.	.	PUNCT
dpc-735	436	1	harbord	harbord	PROPN
dpc-735	436	2	rm	rm	PROPN
dpc-735	436	3	,	,	PUNCT
dpc-735	436	4	whiting	white	VERB
dpc-735	436	5	p.	p.	NOUN
dpc-735	436	6	metandi	metandi	NOUN
dpc-735	436	7	:	:	PUNCT
dpc-735	437	1	meta	meta	VERB
dpc-735	437	2	-	-	PUNCT
dpc-735	437	3	analysis	analysis	NOUN
dpc-735	437	4	of	of	ADP
dpc-735	437	5	diagnostic	diagnostic	ADJ
dpc-735	437	6	accuracy	accuracy	NOUN
dpc-735	437	7	using	use	VERB
dpc-735	437	8	hierarchical	hierarchical	ADJ
dpc-735	437	9	logistic	logistic	ADJ
dpc-735	437	10	regression	regression	NOUN
dpc-735	437	11	.	.	PUNCT
dpc-735	438	1	stata	stata	PROPN
dpc-735	438	2	journal	journal	PROPN
dpc-735	438	3	.	.	PUNCT
dpc-735	439	1	2009;9(2):211	2009;9(2):211	NUM
dpc-735	439	2	-	-	SYM
dpc-735	439	3	229	229	NUM
dpc-735	439	4	.	.	PUNCT
dpc-735	440	1	43	43	NUM
dpc-735	440	2	.	.	PUNCT
dpc-735	441	1	dwamena	dwamena	PROPN
dpc-735	441	2	b.	b.	PROPN
dpc-735	441	3	stata	stata	PROPN
dpc-735	441	4	module	module	NOUN
dpc-735	441	5	for	for	ADP
dpc-735	441	6	meta	meta	ADJ
dpc-735	441	7	-	-	ADJ
dpc-735	441	8	analytical	analytical	ADJ
dpc-735	441	9	integration	integration	NOUN
dpc-735	441	10	of	of	ADP
dpc-735	441	11	diagnostic	diagnostic	ADJ
dpc-735	441	12	test	test	NOUN
dpc-735	441	13	accuracy	accuracy	NOUN
dpc-735	441	14	studies	study	NOUN
dpc-735	441	15	.	.	PUNCT
dpc-735	442	1	statistical	statistical	ADJ
dpc-735	442	2	software	software	NOUN
dpc-735	442	3	components	component	NOUN
dpc-735	442	4	s456880	s456880	PART
dpc-735	442	5	,	,	PUNCT
dpc-735	442	6	department	department	NOUN
dpc-735	442	7	of	of	ADP
dpc-735	442	8	economics	economic	NOUN
dpc-735	442	9	,	,	PUNCT
dpc-735	442	10	boston	boston	PROPN
dpc-735	442	11	college	college	PROPN
dpc-735	442	12	.	.	PUNCT
dpc-735	443	1	https://	https://	PROPN
dpc-735	443	2	ideas.repec.org/c/boc/bocode/s456880.html	ideas.repec.org/c/boc/bocode/s456880.html	NOUN
dpc-735	443	3	.	.	PUNCT
dpc-735	444	1	44	44	NUM
dpc-735	444	2	.	.	PUNCT
dpc-735	445	1	lee	lee	PROPN
dpc-735	445	2	jb	jb	PROPN
dpc-735	445	3	,	,	PUNCT
dpc-735	445	4	hirokawa	hirokawa	PROPN
dpc-735	445	5	d.	d.	PROPN
dpc-735	445	6	dermatoscopy	dermatoscopy	PROPN
dpc-735	445	7	:	:	PUNCT
dpc-735	445	8	facts	fact	NOUN
dpc-735	445	9	and	and	CCONJ
dpc-735	445	10	controversies	controversy	NOUN
dpc-735	445	11	.	.	PUNCT
dpc-735	446	1	clin	clin	PROPN
dpc-735	446	2	dermatol	dermatol	NOUN
dpc-735	446	3	.	.	PUNCT
dpc-735	447	1	2010;28(3):303	2010;28(3):303	NUM
dpc-735	447	2	-	-	PUNCT
dpc-735	447	3	310	310	NUM
dpc-735	447	4	.	.	NOUN
dpc-735	448	1	45	45	NUM
dpc-735	448	2	.	.	PUNCT
dpc-735	449	1	dinnes	dinnes	PROPN
dpc-735	449	2	j	j	PROPN
dpc-735	449	3	,	,	PUNCT
dpc-735	449	4	deeks	deeks	PROPN
dpc-735	449	5	jj	jj	PROPN
dpc-735	449	6	,	,	PUNCT
dpc-735	449	7	chuchu	chuchu	PROPN
dpc-735	449	8	n	n	CCONJ
dpc-735	449	9	,	,	PUNCT
dpc-735	449	10	et	et	PROPN
dpc-735	449	11	al	al	PROPN
dpc-735	449	12	.	.	PROPN
dpc-735	449	13	dermoscopy	dermoscopy	PROPN
dpc-735	449	14	,	,	PUNCT
dpc-735	449	15	with	with	ADP
dpc-735	449	16	and	and	CCONJ
dpc-735	449	17	without	without	ADP
dpc-735	449	18	visual	visual	ADJ
dpc-735	449	19	inspection	inspection	NOUN
dpc-735	449	20	,	,	PUNCT
dpc-735	449	21	for	for	ADP
dpc-735	449	22	diagnosing	diagnose	VERB
dpc-735	449	23	melanoma	melanoma	NOUN
dpc-735	449	24	in	in	ADP
dpc-735	449	25	adults	adult	NOUN
dpc-735	449	26	.	.	PUNCT
dpc-735	450	1	cochrane	cochrane	NOUN
dpc-735	450	2	database	database	PROPN
dpc-735	450	3	syst	syst	PROPN
dpc-735	450	4	rev	rev	PROPN
dpc-735	450	5	.	.	PROPN
dpc-735	450	6	2018;12	2018;12	NUM
dpc-735	450	7	:	:	PUNCT
dpc-735	450	8	cd011901	cd011901	NOUN
dpc-735	450	9	.	.	PUNCT
dpc-735	451	1	46	46	NUM
dpc-735	451	2	.	.	PUNCT
dpc-735	452	1	begg	begg	PROPN
dpc-735	452	2	c	c	PROPN
dpc-735	452	3	,	,	PUNCT
dpc-735	452	4	greenes	greenes	PROPN
dpc-735	452	5	r.	r.	PROPN
dpc-735	452	6	assessment	assessment	NOUN
dpc-735	452	7	of	of	ADP
dpc-735	452	8	diagnostic	diagnostic	ADJ
dpc-735	452	9	tests	test	NOUN
dpc-735	452	10	when	when	SCONJ
dpc-735	452	11	disease	disease	NOUN
dpc-735	452	12	verification	verification	NOUN
dpc-735	452	13	is	be	AUX
dpc-735	452	14	subject	subject	ADJ
dpc-735	452	15	to	to	ADP
dpc-735	452	16	selection	selection	NOUN
dpc-735	452	17	bias	bias	NOUN
dpc-735	452	18	.	.	PUNCT
dpc-735	453	1	biometrics	biometric	NOUN
dpc-735	453	2	.	.	PUNCT
dpc-735	454	1	1983;39(1):207	1983;39(1):207	NOUN
dpc-735	454	2	-	-	SYM
dpc-735	454	3	215	215	NUM
dpc-735	454	4	.	.	PUNCT
dpc-735	455	1	47	47	NUM
dpc-735	455	2	.	.	PUNCT
dpc-735	456	1	annessi	annessi	PROPN
dpc-735	456	2	g	g	PROPN
dpc-735	456	3	,	,	PUNCT
dpc-735	456	4	bono	bono	X
dpc-735	456	5	r	r	NOUN
dpc-735	456	6	,	,	PUNCT
dpc-735	456	7	sampogna	sampogna	NOUN
dpc-735	456	8	f	f	NOUN
dpc-735	456	9	,	,	PUNCT
dpc-735	456	10	faraggiana	faraggiana	PROPN
dpc-735	456	11	t	t	PROPN
dpc-735	456	12	,	,	PUNCT
dpc-735	456	13	abeni	abeni	PROPN
dpc-735	456	14	d.	d.	PROPN
dpc-735	456	15	sensitivity	sensitivity	NOUN
dpc-735	456	16	,	,	PUNCT
dpc-735	456	17	specificity	specificity	NOUN
dpc-735	456	18	,	,	PUNCT
dpc-735	456	19	and	and	CCONJ
dpc-735	456	20	diagnostic	diagnostic	ADJ
dpc-735	456	21	accuracy	accuracy	NOUN
dpc-735	456	22	of	of	ADP
dpc-735	456	23	three	three	NUM
dpc-735	456	24	dermoscopic	dermoscopic	ADJ
dpc-735	456	25	algorithmic	algorithmic	ADJ
dpc-735	456	26	methods	method	NOUN
dpc-735	456	27	in	in	ADP
dpc-735	456	28	the	the	DET
dpc-735	456	29	diagnosis	diagnosis	NOUN
dpc-735	456	30	of	of	ADP
dpc-735	456	31	doubtful	doubtful	ADJ
dpc-735	456	32	melanocytic	melanocytic	ADJ
dpc-735	456	33	lesions	lesion	NOUN
dpc-735	456	34	:	:	PUNCT
dpc-735	456	35	the	the	DET
dpc-735	456	36	importance	importance	NOUN
dpc-735	456	37	of	of	ADP
dpc-735	456	38	light	light	ADJ
dpc-735	456	39	brown	brown	ADJ
dpc-735	456	40	structureless	structureless	ADJ
dpc-735	456	41	areas	area	NOUN
dpc-735	456	42	in	in	ADP
dpc-735	456	43	differentiating	differentiate	VERB
dpc-735	456	44	atypical	atypical	ADJ
dpc-735	456	45	melanocytic	melanocytic	ADJ
dpc-735	456	46	nevi	nevi	NOUN
dpc-735	456	47	from	from	ADP
dpc-735	456	48	thin	thin	ADJ
dpc-735	456	49	melanomas	melanoma	NOUN
dpc-735	456	50	.	.	PUNCT
dpc-735	457	1	j	j	PROPN
dpc-735	457	2	am	be	AUX
dpc-735	457	3	acad	acad	ADJ
dpc-735	457	4	dermatol	dermatol	NOUN
dpc-735	457	5	.	.	PUNCT
dpc-735	458	1	2007;56(5):759	2007;56(5):759	NUM
dpc-735	458	2	-	-	SYM
dpc-735	458	3	767	767	NUM
dpc-735	458	4	.	.	PUNCT
dpc-735	459	1	48	48	NUM
dpc-735	459	2	.	.	PUNCT
dpc-735	460	1	argenziano	argenziano	ADJ
dpc-735	460	2	g	g	NOUN
dpc-735	460	3	,	,	PUNCT
dpc-735	460	4	fabbrocini	fabbrocini	NOUN
dpc-735	460	5	g	g	NOUN
dpc-735	460	6	,	,	PUNCT
dpc-735	460	7	carli	carli	NOUN
dpc-735	460	8	p	p	X
dpc-735	460	9	,	,	PUNCT
dpc-735	460	10	de	de	PROPN
dpc-735	460	11	giorgi	giorgi	PROPN
dpc-735	460	12	v	v	NOUN
dpc-735	460	13	,	,	PUNCT
dpc-735	460	14	sammarco	sammarco	NOUN
dpc-735	460	15	e	e	PROPN
dpc-735	460	16	,	,	PUNCT
dpc-735	460	17	delfino	delfino	PROPN
dpc-735	460	18	m.	m.	NOUN
dpc-735	460	19	epiluminescence	epiluminescence	NOUN
dpc-735	460	20	microscopy	microscopy	NOUN
dpc-735	460	21	for	for	ADP
dpc-735	460	22	the	the	DET
dpc-735	460	23	diagnosis	diagnosis	NOUN
dpc-735	460	24	of	of	ADP
dpc-735	460	25	doubtful	doubtful	ADJ
dpc-735	460	26	melanocytic	melanocytic	ADJ
dpc-735	460	27	skin	skin	NOUN
dpc-735	460	28	lesions	lesion	NOUN
dpc-735	460	29	:	:	PUNCT
dpc-735	460	30	comparison	comparison	NOUN
dpc-735	460	31	of	of	ADP
dpc-735	460	32	the	the	DET
dpc-735	460	33	abcd	abcd	PROPN
dpc-735	460	34	rule	rule	NOUN
dpc-735	460	35	of	of	ADP
dpc-735	460	36	dermatoscopy	dermatoscopy	NOUN
dpc-735	460	37	and	and	CCONJ
dpc-735	460	38	a	a	DET
dpc-735	460	39	new	new	ADJ
dpc-735	460	40	7	7	NUM
dpc-735	460	41	-	-	PUNCT
dpc-735	460	42	point	point	NOUN
dpc-735	460	43	checklist	checklist	NOUN
dpc-735	460	44	based	base	VERB
dpc-735	460	45	on	on	ADP
dpc-735	460	46	pattern	pattern	NOUN
dpc-735	460	47	analysis	analysis	NOUN
dpc-735	460	48	.	.	PUNCT
dpc-735	461	1	arch	arch	ADJ
dpc-735	461	2	dermatol	dermatol	NOUN
dpc-735	461	3	.	.	PUNCT
dpc-735	462	1	1998;134(12):1563	1998;134(12):1563	NUM
dpc-735	462	2	-	-	SYM
dpc-735	462	3	1570	1570	NUM
dpc-735	462	4	.	.	PUNCT
dpc-735	463	1	49	49	NUM
dpc-735	463	2	.	.	PUNCT
dpc-735	464	1	argenziano	argenziano	PROPN
dpc-735	464	2	g	g	PROPN
dpc-735	464	3	,	,	PUNCT
dpc-735	464	4	puig	puig	X
dpc-735	464	5	s	s	PROPN
dpc-735	464	6	,	,	PUNCT
dpc-735	464	7	zalaudek	zalaudek	PROPN
dpc-735	464	8	i	i	PROPN
dpc-735	464	9	,	,	PUNCT
dpc-735	465	1	et	et	PROPN
dpc-735	465	2	al	al	PROPN
dpc-735	465	3	.	.	PROPN
dpc-735	465	4	dermoscopy	dermoscopy	NOUN
dpc-735	465	5	improves	improve	VERB
dpc-735	465	6	accuracy	accuracy	NOUN
dpc-735	465	7	of	of	ADP
dpc-735	465	8	primary	primary	ADJ
dpc-735	465	9	care	care	NOUN
dpc-735	465	10	physicians	physician	NOUN
dpc-735	465	11	to	to	PART
dpc-735	465	12	triage	triage	VERB
dpc-735	465	13	lesions	lesion	NOUN
dpc-735	465	14	suggestive	suggestive	ADJ
dpc-735	465	15	of	of	ADP
dpc-735	465	16	skin	skin	NOUN
dpc-735	465	17	cancer	cancer	NOUN
dpc-735	465	18	.	.	PUNCT
dpc-735	466	1	j	j	PROPN
dpc-735	466	2	clin	clin	PROPN
dpc-735	466	3	oncol	oncol	PROPN
dpc-735	466	4	.	.	PUNCT
dpc-735	467	1	2006;24(12):1877	2006;24(12):1877	NUM
dpc-735	467	2	-	-	SYM
dpc-735	467	3	1882	1882	NUM
dpc-735	467	4	.	.	PUNCT
dpc-735	468	1	50	50	NUM
dpc-735	468	2	.	.	PUNCT
dpc-735	469	1	argenziano	argenziano	PROPN
dpc-735	469	2	g	g	PROPN
dpc-735	469	3	,	,	PUNCT
dpc-735	469	4	longo	longo	PROPN
dpc-735	469	5	c	c	PROPN
dpc-735	469	6	,	,	PUNCT
dpc-735	469	7	cameron	cameron	PROPN
dpc-735	469	8	a	a	PROPN
dpc-735	469	9	,	,	PUNCT
dpc-735	469	10	et	et	PROPN
dpc-735	469	11	al	al	PROPN
dpc-735	469	12	.	.	PUNCT
dpc-735	469	13	blue	blue	ADJ
dpc-735	469	14	-	-	PUNCT
dpc-735	469	15	black	black	ADJ
dpc-735	469	16	rule	rule	NOUN
dpc-735	469	17	:	:	PUNCT
dpc-735	469	18	a	a	DET
dpc-735	469	19	simple	simple	ADJ
dpc-735	469	20	dermoscopic	dermoscopic	ADJ
dpc-735	469	21	clue	clue	NOUN
dpc-735	469	22	to	to	PART
dpc-735	469	23	recognize	recognize	VERB
dpc-735	469	24	pigmented	pigment	VERB
dpc-735	469	25	nodular	nodular	ADJ
dpc-735	469	26	melanoma	melanoma	NOUN
dpc-735	469	27	.	.	PUNCT
dpc-735	470	1	br	br	PROPN
dpc-735	470	2	j	j	PROPN
dpc-735	470	3	dermatol	dermatol	NOUN
dpc-735	470	4	.	.	PUNCT
dpc-735	471	1	2011;165(6):1251	2011;165(6):1251	NUM
dpc-735	471	2	-	-	SYM
dpc-735	471	3	1255	1255	NUM
dpc-735	471	4	.	.	PUNCT
dpc-735	472	1	51	51	NUM
dpc-735	472	2	.	.	PUNCT
dpc-735	473	1	ascierto	ascierto	PROPN
dpc-735	473	2	pa	pa	PROPN
dpc-735	473	3	,	,	PUNCT
dpc-735	473	4	palla	palla	PROPN
dpc-735	473	5	m	m	PROPN
dpc-735	473	6	,	,	PUNCT
dpc-735	473	7	ayala	ayala	PROPN
dpc-735	473	8	f	f	PROPN
dpc-735	473	9	,	,	PUNCT
dpc-735	473	10	et	et	PROPN
dpc-735	473	11	al	al	PROPN
dpc-735	473	12	.	.	PUNCT
dpc-735	474	1	the	the	DET
dpc-735	474	2	role	role	NOUN
dpc-735	474	3	of	of	ADP
dpc-735	474	4	spectrophotometry	spectrophotometry	NOUN
dpc-735	474	5	in	in	ADP
dpc-735	474	6	the	the	DET
dpc-735	474	7	diagnosis	diagnosis	NOUN
dpc-735	474	8	of	of	ADP
dpc-735	474	9	melanoma	melanoma	NOUN
dpc-735	474	10	.	.	PUNCT
dpc-735	475	1	bmc	bmc	ADJ
dpc-735	475	2	dermatol	dermatol	NOUN
dpc-735	475	3	.	.	PUNCT
dpc-735	476	1	2010;10:5	2010;10:5	X
dpc-735	476	2	.	.	PUNCT
dpc-735	477	1	52	52	NUM
dpc-735	477	2	.	.	PUNCT
dpc-735	478	1	barzegari	barzegari	PROPN
dpc-735	478	2	m	m	PROPN
dpc-735	478	3	,	,	PUNCT
dpc-735	478	4	ghaninezhad	ghaninezhad	VERB
dpc-735	478	5	h	h	NOUN
dpc-735	478	6	,	,	PUNCT
dpc-735	478	7	mansoori	mansoori	VERB
dpc-735	478	8	p	p	NOUN
dpc-735	478	9	,	,	PUNCT
dpc-735	478	10	taheri	taheri	NOUN
dpc-735	478	11	a	a	DET
dpc-735	478	12	,	,	PUNCT
dpc-735	478	13	naraghi	naraghi	PROPN
dpc-735	478	14	zs	zs	PROPN
dpc-735	478	15	,	,	PUNCT
dpc-735	478	16	asgari	asgari	PROPN
dpc-735	478	17	m.	m.	NOUN
dpc-735	478	18	computer	computer	NOUN
dpc-735	478	19	-	-	PUNCT
dpc-735	478	20	aided	aid	VERB
dpc-735	478	21	dermoscopy	dermoscopy	NOUN
dpc-735	478	22	for	for	ADP
dpc-735	478	23	diagnosis	diagnosis	NOUN
dpc-735	478	24	of	of	ADP
dpc-735	478	25	melanoma	melanoma	NOUN
dpc-735	478	26	.	.	PUNCT
dpc-735	479	1	bmc	bmc	ADJ
dpc-735	479	2	dermatol	dermatol	NOUN
dpc-735	479	3	.	.	PUNCT
dpc-735	480	1	2005;5:8	2005;5:8	NOUN
dpc-735	480	2	.	.	PUNCT
dpc-735	481	1	53	53	NUM
dpc-735	481	2	.	.	PUNCT
dpc-735	482	1	benelli	benelli	PROPN
dpc-735	482	2	c	c	PROPN
dpc-735	482	3	,	,	PUNCT
dpc-735	482	4	roscetti	roscetti	PROPN
dpc-735	482	5	e	e	NOUN
dpc-735	482	6	,	,	PUNCT
dpc-735	482	7	dal	dal	NOUN
dpc-735	482	8	pozzo	pozzo	PROPN
dpc-735	482	9	v	v	NOUN
dpc-735	482	10	,	,	PUNCT
dpc-735	482	11	gasparini	gasparini	NOUN
dpc-735	482	12	g	g	NOUN
dpc-735	482	13	,	,	PUNCT
dpc-735	482	14	cavicchini	cavicchini	PROPN
dpc-735	482	15	s.	s.	PROPN
dpc-735	482	16	the	the	DET
dpc-735	482	17	dermoscopic	dermoscopic	PROPN
dpc-735	482	18	versus	versus	ADP
dpc-735	482	19	the	the	DET
dpc-735	482	20	clinical	clinical	ADJ
dpc-735	482	21	diagnosis	diagnosis	NOUN
dpc-735	482	22	of	of	ADP
dpc-735	482	23	melanoma	melanoma	NOUN
dpc-735	482	24	.	.	PUNCT
dpc-735	483	1	eur	eur	PROPN
dpc-735	483	2	j	j	PROPN
dpc-735	483	3	dermatol	dermatol	NOUN
dpc-735	483	4	.	.	PUNCT
dpc-735	484	1	1999;9(6):470	1999;9(6):470	X
dpc-735	484	2	-	-	PUNCT
dpc-735	484	3	476	476	NUM
dpc-735	484	4	.	.	PUNCT
dpc-735	485	1	54	54	NUM
dpc-735	485	2	.	.	PUNCT
dpc-735	486	1	benelli	benelli	PROPN
dpc-735	486	2	c	c	PROPN
dpc-735	486	3	,	,	PUNCT
dpc-735	486	4	roscetti	roscetti	PROPN
dpc-735	486	5	e	e	NOUN
dpc-735	486	6	,	,	PUNCT
dpc-735	486	7	pozzo	pozzo	X
dpc-735	486	8	vd	vd	NOUN
dpc-735	486	9	.	.	PUNCT
dpc-735	487	1	the	the	DET
dpc-735	487	2	dermoscopic	dermoscopic	NOUN
dpc-735	487	3	(	(	PUNCT
dpc-735	487	4	7ffm	7ffm	NOUN
dpc-735	487	5	)	)	PUNCT
dpc-735	487	6	versus	versus	ADP
dpc-735	487	7	the	the	DET
dpc-735	487	8	clinical	clinical	ADJ
dpc-735	487	9	(	(	PUNCT
dpc-735	487	10	abcde	abcde	NOUN
dpc-735	487	11	)	)	PUNCT
dpc-735	487	12	diagnosis	diagnosis	NOUN
dpc-735	487	13	of	of	ADP
dpc-735	487	14	small	small	ADJ
dpc-735	487	15	diameter	diameter	NOUN
dpc-735	487	16	melanoma	melanoma	NOUN
dpc-735	487	17	.	.	PUNCT
dpc-735	488	1	eur	eur	PROPN
dpc-735	488	2	j	j	PROPN
dpc-735	488	3	dermatol	dermatol	NOUN
dpc-735	488	4	,	,	PUNCT
dpc-735	488	5	2000;10(4):282	2000;10(4):282	PROPN
dpc-735	488	6	-	-	SYM
dpc-735	488	7	287	287	NUM
dpc-735	488	8	.	.	PUNCT
dpc-735	489	1	55	55	NUM
dpc-735	489	2	.	.	PUNCT
dpc-735	489	3	binder	binder	PROPN
dpc-735	489	4	m	m	PROPN
dpc-735	489	5	,	,	PUNCT
dpc-735	489	6	schwarz	schwarz	PROPN
dpc-735	489	7	m	m	PROPN
dpc-735	489	8	,	,	PUNCT
dpc-735	489	9	winkler	winkler	PROPN
dpc-735	489	10	a	a	NOUN
dpc-735	489	11	,	,	PUNCT
dpc-735	489	12	et	et	PROPN
dpc-735	489	13	al	al	PROPN
dpc-735	489	14	.	.	PROPN
dpc-735	489	15	epiluminescence	epiluminescence	PROPN
dpc-735	489	16	microscopy	microscopy	PROPN
dpc-735	489	17	:	:	PUNCT
dpc-735	489	18	a	a	DET
dpc-735	489	19	useful	useful	ADJ
dpc-735	489	20	tool	tool	NOUN
dpc-735	489	21	for	for	ADP
dpc-735	489	22	the	the	DET
dpc-735	489	23	diagnosis	diagnosis	NOUN
dpc-735	489	24	of	of	ADP
dpc-735	489	25	pigmented	pigmented	ADJ
dpc-735	489	26	skin	skin	NOUN
dpc-735	489	27	lesions	lesion	NOUN
dpc-735	489	28	for	for	ADP
dpc-735	489	29	formally	formally	ADV
dpc-735	489	30	trained	train	VERB
dpc-735	489	31	dermatologists	dermatologist	NOUN
dpc-735	489	32	.	.	PUNCT
dpc-735	490	1	arch	arch	ADJ
dpc-735	490	2	dermatol	dermatol	NOUN
dpc-735	490	3	.	.	PUNCT
dpc-735	491	1	1995;131(3):286	1995;131(3):286	NUM
dpc-735	491	2	-	-	SYM
dpc-735	491	3	291	291	NUM
dpc-735	491	4	.	.	PUNCT
dpc-735	492	1	56	56	NUM
dpc-735	492	2	.	.	PUNCT
dpc-735	492	3	binder	binder	PROPN
dpc-735	492	4	m	m	PROPN
dpc-735	492	5	,	,	PUNCT
dpc-735	492	6	puespoeck	puespoeck	PROPN
dpc-735	492	7	-	-	PROPN
dpc-735	492	8	schwarz	schwarz	PROPN
dpc-735	492	9	m	m	PROPN
dpc-735	492	10	,	,	PUNCT
dpc-735	492	11	steiner	steiner	PROPN
dpc-735	492	12	a	a	PROPN
dpc-735	492	13	,	,	PUNCT
dpc-735	492	14	et	et	PROPN
dpc-735	492	15	al	al	PROPN
dpc-735	492	16	.	.	PROPN
dpc-735	492	17	epiluminescence	epiluminescence	NOUN
dpc-735	492	18	microscopy	microscopy	NOUN
dpc-735	492	19	of	of	ADP
dpc-735	492	20	small	small	ADJ
dpc-735	492	21	pigmented	pigmented	ADJ
dpc-735	492	22	skin	skin	NOUN
dpc-735	492	23	lesions	lesion	NOUN
dpc-735	492	24	:	:	PUNCT
dpc-735	492	25	short	short	ADJ
dpc-735	492	26	-	-	PUNCT
dpc-735	492	27	term	term	NOUN
dpc-735	492	28	formal	formal	ADJ
dpc-735	492	29	training	training	NOUN
dpc-735	492	30	improves	improve	VERB
dpc-735	492	31	the	the	DET
dpc-735	492	32	diagnostic	diagnostic	ADJ
dpc-735	492	33	performance	performance	NOUN
dpc-735	492	34	of	of	ADP
dpc-735	492	35	dermatologists	dermatologist	NOUN
dpc-735	492	36	.	.	PUNCT
dpc-735	493	1	j	j	PROPN
dpc-735	493	2	am	be	AUX
dpc-735	493	3	acad	acad	ADJ
dpc-735	493	4	dermatol	dermatol	NOUN
dpc-735	493	5	.	.	PUNCT
dpc-735	494	1	1997;36:197	1997;36:197	X
dpc-735	494	2	-	-	SYM
dpc-735	494	3	202	202	NUM
dpc-735	494	4	.	.	PUNCT
dpc-735	495	1	57	57	NUM
dpc-735	495	2	.	.	PUNCT
dpc-735	496	1	blum	blum	PROPN
dpc-735	496	2	a	a	PROPN
dpc-735	496	3	,	,	PUNCT
dpc-735	496	4	clemens	clemens	PROPN
dpc-735	496	5	j	j	PROPN
dpc-735	496	6	,	,	PUNCT
dpc-735	496	7	argenziano	argenziano	ADJ
dpc-735	496	8	g.	g.	PROPN
dpc-735	496	9	three	three	NUM
dpc-735	496	10	-	-	PUNCT
dpc-735	496	11	colour	colour	NOUN
dpc-735	496	12	test	test	NOUN
dpc-735	496	13	in	in	ADP
dpc-735	496	14	dermoscopy	dermoscopy	NOUN
dpc-735	496	15	:	:	PUNCT
dpc-735	496	16	a	a	DET
dpc-735	496	17	re	re	NOUN
dpc-735	496	18	-	-	NOUN
dpc-735	496	19	evaluation	evaluation	NOUN
dpc-735	496	20	.	.	PUNCT
dpc-735	497	1	br	br	PROPN
dpc-735	497	2	j	j	PROPN
dpc-735	497	3	dermatol	dermatol	NOUN
dpc-735	497	4	.	.	PUNCT
dpc-735	498	1	2004;150(5):1040	2004;150(5):1040	NUM
dpc-735	498	2	.	.	X
dpc-735	499	1	58	58	NUM
dpc-735	499	2	.	.	PUNCT
dpc-735	499	3	bono	bono	X
dpc-735	499	4	a	a	PRON
dpc-735	499	5	,	,	PUNCT
dpc-735	499	6	bartoli	bartoli	NOUN
dpc-735	499	7	c	c	NOUN
dpc-735	499	8	,	,	PUNCT
dpc-735	499	9	cascinelli	cascinelli	NOUN
dpc-735	499	10	n	n	CCONJ
dpc-735	499	11	,	,	PUNCT
dpc-735	499	12	et	et	PROPN
dpc-735	499	13	al	al	PROPN
dpc-735	499	14	.	.	PUNCT
dpc-735	500	1	melanoma	melanoma	PROPN
dpc-735	500	2	detection	detection	NOUN
dpc-735	500	3	.	.	PUNCT
dpc-735	501	1	dermatology	dermatology	NOUN
dpc-735	501	2	.	.	PUNCT
dpc-735	502	1	2002;205(4):362	2002;205(4):362	VERB
dpc-735	502	2	-	-	SYM
dpc-735	502	3	366	366	NUM
dpc-735	502	4	.	.	PUNCT
dpc-735	503	1	59	59	NUM
dpc-735	503	2	.	.	X
dpc-735	503	3	bono	bono	X
dpc-735	503	4	a	a	DET
dpc-735	503	5	,	,	PUNCT
dpc-735	503	6	tolomio	tolomio	NOUN
dpc-735	503	7	e	e	NOUN
dpc-735	503	8	,	,	PUNCT
dpc-735	503	9	trincone	trincone	NOUN
dpc-735	503	10	s	s	PROPN
dpc-735	503	11	,	,	PUNCT
dpc-735	503	12	et	et	PROPN
dpc-735	503	13	al	al	PROPN
dpc-735	503	14	.	.	PROPN
dpc-735	503	15	micro	micro	ADJ
dpc-735	503	16	-	-	ADJ
dpc-735	503	17	melanoma	melanoma	ADJ
dpc-735	503	18	detection	detection	NOUN
dpc-735	503	19	:	:	PUNCT
dpc-735	503	20	a	a	DET
dpc-735	503	21	clinical	clinical	ADJ
dpc-735	503	22	study	study	NOUN
dpc-735	503	23	on	on	ADP
dpc-735	503	24	206	206	NUM
dpc-735	503	25	consecutive	consecutive	ADJ
dpc-735	503	26	cases	case	NOUN
dpc-735	503	27	of	of	ADP
dpc-735	503	28	pigmented	pigmented	ADJ
dpc-735	503	29	skin	skin	NOUN
dpc-735	503	30	lesions	lesion	NOUN
dpc-735	503	31	with	with	ADP
dpc-735	503	32	a	a	DET
dpc-735	503	33	diameter	diameter	NOUN
dpc-735	503	34	≤3	≤3	PROPN
dpc-735	503	35	mm	mm	PROPN
dpc-735	503	36	.	.	PUNCT
dpc-735	504	1	br	br	PROPN
dpc-735	504	2	j	j	PROPN
dpc-735	504	3	dermatol	dermatol	NOUN
dpc-735	504	4	.	.	PUNCT
dpc-735	505	1	2006;155(3):570	2006;155(3):570	NUM
dpc-735	505	2	-	-	SYM
dpc-735	505	3	573	573	NUM
dpc-735	505	4	.	.	NUM
dpc-735	506	1	https://ideas.repec.org/c/boc/bocode/s456880.html	https://ideas.repec.org/c/boc/bocode/s456880.html	X
dpc-735	506	2	https://ideas.repec.org/c/boc/bocode/s456880.html	https://ideas.repec.org/c/boc/bocode/s456880.html	X
dpc-735	506	3	research	research	NOUN
dpc-735	506	4	|	|	INTJ
dpc-735	506	5	dermatol	dermatol	NOUN
dpc-735	506	6	pract	pract	NOUN
dpc-735	506	7	concept	concept	NOUN
dpc-735	506	8	2020;10(1):e2020011	2020;10(1):e2020011	NUM
dpc-735	506	9	13	13	NUM
dpc-735	506	10	provide	provide	VERB
dpc-735	506	11	added	add	VERB
dpc-735	506	12	benefit	benefit	NOUN
dpc-735	506	13	for	for	ADP
dpc-735	506	14	the	the	DET
dpc-735	506	15	dermatologist	dermatologist	NOUN
dpc-735	506	16	?	?	PUNCT
dpc-735	507	1	a	a	DET
dpc-735	507	2	study	study	NOUN
dpc-735	507	3	comparing	compare	VERB
dpc-735	507	4	the	the	DET
dpc-735	507	5	results	result	NOUN
dpc-735	507	6	of	of	ADP
dpc-735	507	7	three	three	NUM
dpc-735	507	8	systems	system	NOUN
dpc-735	507	9	.	.	PUNCT
dpc-735	508	1	br	br	PROPN
dpc-735	508	2	j	j	PROPN
dpc-735	508	3	dermatol	dermatol	NOUN
dpc-735	508	4	.	.	PUNCT
dpc-735	509	1	2007;157(5):926	2007;157(5):926	NUM
dpc-735	509	2	-	-	SYM
dpc-735	509	3	933	933	NUM
dpc-735	509	4	.	.	PUNCT
dpc-735	510	1	89	89	NUM
dpc-735	510	2	.	.	PUNCT
dpc-735	511	1	piccolo	piccolo	PROPN
dpc-735	511	2	d	d	PROPN
dpc-735	511	3	,	,	PUNCT
dpc-735	511	4	crisman	crisman	NOUN
dpc-735	511	5	g	g	PROPN
dpc-735	511	6	,	,	PUNCT
dpc-735	511	7	schoinas	schoinas	PROPN
dpc-735	511	8	s	s	PROPN
dpc-735	511	9	,	,	PUNCT
dpc-735	511	10	altamura	altamura	PROPN
dpc-735	511	11	d	d	PROPN
dpc-735	511	12	,	,	PUNCT
dpc-735	511	13	peris	peris	PROPN
dpc-735	511	14	k.	k.	PROPN
dpc-735	511	15	computer	computer	PROPN
dpc-735	511	16	-	-	PUNCT
dpc-735	511	17	automated	automate	VERB
dpc-735	511	18	abcd	abcd	NOUN
dpc-735	511	19	versus	versus	ADP
dpc-735	511	20	dermatologists	dermatologist	NOUN
dpc-735	511	21	with	with	ADP
dpc-735	511	22	different	different	ADJ
dpc-735	511	23	degrees	degree	NOUN
dpc-735	511	24	of	of	ADP
dpc-735	511	25	experience	experience	NOUN
dpc-735	511	26	in	in	ADP
dpc-735	511	27	dermoscopy	dermoscopy	NOUN
dpc-735	511	28	.	.	PUNCT
dpc-735	512	1	eur	eur	PROPN
dpc-735	512	2	j	j	PROPN
dpc-735	512	3	dermatol	dermatol	NOUN
dpc-735	512	4	.	.	PUNCT
dpc-735	513	1	2014;24(4):477481	2014;24(4):477481	NUM
dpc-735	513	2	.	.	PUNCT
dpc-735	514	1	90	90	NUM
dpc-735	514	2	.	.	PUNCT
dpc-735	515	1	rao	rao	PROPN
dpc-735	515	2	bk	bk	PROPN
dpc-735	515	3	,	,	PUNCT
dpc-735	515	4	marghoob	marghoob	VERB
dpc-735	515	5	aa	aa	NOUN
dpc-735	515	6	,	,	PUNCT
dpc-735	515	7	stolz	stolz	PROPN
dpc-735	515	8	w	w	PROPN
dpc-735	515	9	,	,	PUNCT
dpc-735	515	10	et	et	PROPN
dpc-735	515	11	al	al	PROPN
dpc-735	515	12	.	.	PROPN
dpc-735	516	1	can	can	AUX
dpc-735	516	2	early	early	ADV
dpc-735	516	3	malignant	malignant	ADJ
dpc-735	516	4	melanoma	melanoma	NOUN
dpc-735	516	5	be	be	AUX
dpc-735	516	6	differentiated	differentiate	VERB
dpc-735	516	7	from	from	ADP
dpc-735	516	8	atypical	atypical	ADJ
dpc-735	516	9	melanocytic	melanocytic	ADJ
dpc-735	516	10	nevi	nevi	NOUN
dpc-735	516	11	by	by	ADP
dpc-735	516	12	in	in	ADP
dpc-735	516	13	vivo	vivo	ADJ
dpc-735	516	14	techniques	technique	NOUN
dpc-735	516	15	?	?	PUNCT
dpc-735	517	1	skin	skin	NOUN
dpc-735	517	2	res	re	NOUN
dpc-735	517	3	technol	technol	NOUN
dpc-735	517	4	.	.	PUNCT
dpc-735	518	1	1997;3(1):8	1997;3(1):8	PROPN
dpc-735	518	2	-	-	SYM
dpc-735	518	3	14	14	NUM
dpc-735	518	4	.	.	PUNCT
dpc-735	518	5	91	91	NUM
dpc-735	518	6	.	.	PUNCT
dpc-735	519	1	skvara	skvara	PROPN
dpc-735	519	2	h	h	NOUN
dpc-735	519	3	,	,	PUNCT
dpc-735	519	4	teban	teban	NOUN
dpc-735	519	5	l	l	NOUN
dpc-735	519	6	,	,	PUNCT
dpc-735	519	7	fiebiger	fiebiger	PROPN
dpc-735	519	8	m	m	PROPN
dpc-735	519	9	,	,	PUNCT
dpc-735	519	10	binder	binder	NOUN
dpc-735	519	11	m	m	PROPN
dpc-735	519	12	,	,	PUNCT
dpc-735	519	13	kittler	kittler	PROPN
dpc-735	519	14	h.	h.	PROPN
dpc-735	519	15	limitations	limitation	NOUN
dpc-735	519	16	of	of	ADP
dpc-735	519	17	dermoscopy	dermoscopy	NOUN
dpc-735	519	18	in	in	ADP
dpc-735	519	19	the	the	DET
dpc-735	519	20	recognition	recognition	NOUN
dpc-735	519	21	of	of	ADP
dpc-735	519	22	melanoma	melanoma	NOUN
dpc-735	519	23	.	.	PUNCT
dpc-735	520	1	arch	arch	ADJ
dpc-735	520	2	dermatol	dermatol	NOUN
dpc-735	520	3	.	.	PUNCT
dpc-735	521	1	2005;141(2):155	2005;141(2):155	NUM
dpc-735	521	2	-	-	SYM
dpc-735	521	3	160	160	NUM
dpc-735	521	4	.	.	NOUN
dpc-735	522	1	92	92	NUM
dpc-735	522	2	.	.	PUNCT
dpc-735	523	1	soyer	soyer	PROPN
dpc-735	523	2	hp	hp	PROPN
dpc-735	523	3	,	,	PUNCT
dpc-735	523	4	smolle	smolle	PROPN
dpc-735	523	5	j	j	PROPN
dpc-735	523	6	,	,	PUNCT
dpc-735	523	7	leitinger	leitinger	NOUN
dpc-735	523	8	g	g	PROPN
dpc-735	523	9	,	,	PUNCT
dpc-735	523	10	rieger	rieger	PROPN
dpc-735	523	11	e	e	PROPN
dpc-735	523	12	,	,	PUNCT
dpc-735	523	13	kerl	kerl	PROPN
dpc-735	523	14	h.	h.	PROPN
dpc-735	523	15	diagnostic	diagnostic	ADJ
dpc-735	523	16	reliability	reliability	NOUN
dpc-735	523	17	of	of	ADP
dpc-735	523	18	dermoscopic	dermoscopic	ADJ
dpc-735	523	19	criteria	criterion	NOUN
dpc-735	523	20	for	for	ADP
dpc-735	523	21	detecting	detect	VERB
dpc-735	523	22	malignant	malignant	ADJ
dpc-735	523	23	melanoma	melanoma	NOUN
dpc-735	523	24	.	.	PUNCT
dpc-735	524	1	dermatology	dermatology	NOUN
dpc-735	524	2	.	.	PUNCT
dpc-735	525	1	1995;190(1):25	1995;190(1):25	NUM
dpc-735	525	2	-	-	SYM
dpc-735	525	3	30	30	NUM
dpc-735	525	4	.	.	PUNCT
dpc-735	526	1	93	93	NUM
dpc-735	526	2	.	.	PUNCT
dpc-735	527	1	soyer	soyer	PROPN
dpc-735	527	2	hp	hp	PROPN
dpc-735	527	3	,	,	PUNCT
dpc-735	527	4	argenziano	argenziano	ADJ
dpc-735	527	5	g	g	PROPN
dpc-735	527	6	,	,	PUNCT
dpc-735	527	7	zalaudek	zalaudek	PROPN
dpc-735	528	1	i	i	PROPN
dpc-735	528	2	,	,	PUNCT
dpc-735	528	3	et	et	PROPN
dpc-735	528	4	al	al	PROPN
dpc-735	528	5	.	.	PROPN
dpc-735	529	1	three	three	NUM
dpc-735	529	2	-	-	PUNCT
dpc-735	529	3	point	point	NOUN
dpc-735	529	4	checklist	checklist	NOUN
dpc-735	529	5	of	of	ADP
dpc-735	529	6	dermoscopy	dermoscopy	NOUN
dpc-735	529	7	:	:	PUNCT
dpc-735	529	8	a	a	DET
dpc-735	529	9	new	new	ADJ
dpc-735	529	10	screening	screening	NOUN
dpc-735	529	11	method	method	NOUN
dpc-735	529	12	for	for	ADP
dpc-735	529	13	early	early	ADJ
dpc-735	529	14	detection	detection	NOUN
dpc-735	529	15	of	of	ADP
dpc-735	529	16	melanoma	melanoma	NOUN
dpc-735	529	17	.	.	PUNCT
dpc-735	530	1	dermatology	dermatology	NOUN
dpc-735	530	2	.	.	PUNCT
dpc-735	531	1	2004;208(1):27	2004;208(1):27	NUM
dpc-735	531	2	-	-	SYM
dpc-735	531	3	31	31	NUM
dpc-735	531	4	.	.	PUNCT
dpc-735	532	1	94	94	NUM
dpc-735	532	2	.	.	PUNCT
dpc-735	533	1	stanganelli	stanganelli	PROPN
dpc-735	533	2	i	i	PRON
dpc-735	533	3	,	,	PUNCT
dpc-735	533	4	serafini	serafini	PROPN
dpc-735	533	5	m	m	PROPN
dpc-735	533	6	,	,	PUNCT
dpc-735	533	7	bucch	bucch	PROPN
dpc-735	533	8	l.	l.	PROPN
dpc-735	533	9	a	a	DET
dpc-735	533	10	cancer	cancer	NOUN
dpc-735	533	11	-	-	PUNCT
dpc-735	533	12	registry	registry	NOUN
dpc-735	533	13	-	-	PUNCT
dpc-735	533	14	assisted	assist	VERB
dpc-735	533	15	evaluation	evaluation	NOUN
dpc-735	533	16	of	of	ADP
dpc-735	533	17	the	the	DET
dpc-735	533	18	accuracy	accuracy	NOUN
dpc-735	533	19	of	of	ADP
dpc-735	533	20	digital	digital	ADJ
dpc-735	533	21	epiluminescence	epiluminescence	NOUN
dpc-735	533	22	microscopy	microscopy	NOUN
dpc-735	533	23	associated	associate	VERB
dpc-735	533	24	with	with	ADP
dpc-735	533	25	clinical	clinical	ADJ
dpc-735	533	26	examination	examination	NOUN
dpc-735	533	27	of	of	ADP
dpc-735	533	28	pigmented	pigmented	ADJ
dpc-735	533	29	skin	skin	NOUN
dpc-735	533	30	lesions	lesion	NOUN
dpc-735	533	31	.	.	PUNCT
dpc-735	534	1	dermatology	dermatology	NOUN
dpc-735	534	2	.	.	PUNCT
dpc-735	535	1	2000;200(1):11	2000;200(1):11	NUM
dpc-735	535	2	-	-	SYM
dpc-735	535	3	16	16	NUM
dpc-735	535	4	.	.	PUNCT
dpc-735	536	1	95	95	NUM
dpc-735	536	2	.	.	PUNCT
dpc-735	537	1	unlu	unlu	ADJ
dpc-735	537	2	e	e	NOUN
dpc-735	537	3	,	,	PUNCT
dpc-735	537	4	akay	akay	PROPN
dpc-735	537	5	bn	bn	PROPN
dpc-735	537	6	,	,	PUNCT
dpc-735	537	7	erdem	erdem	PROPN
dpc-735	537	8	c.	c.	PROPN
dpc-735	537	9	comparison	comparison	NOUN
dpc-735	537	10	of	of	ADP
dpc-735	537	11	dermatoscopic	dermatoscopic	ADJ
dpc-735	537	12	diagnostic	diagnostic	ADJ
dpc-735	537	13	algorithms	algorithm	NOUN
dpc-735	537	14	based	base	VERB
dpc-735	537	15	on	on	ADP
dpc-735	537	16	calculation	calculation	NOUN
dpc-735	537	17	:	:	PUNCT
dpc-735	537	18	the	the	DET
dpc-735	537	19	abcd	abcd	PROPN
dpc-735	537	20	rule	rule	NOUN
dpc-735	537	21	of	of	ADP
dpc-735	537	22	dermatoscopy	dermatoscopy	NOUN
dpc-735	537	23	,	,	PUNCT
dpc-735	537	24	the	the	DET
dpc-735	537	25	seven	seven	NUM
dpc-735	537	26	-	-	PUNCT
dpc-735	537	27	point	point	NOUN
dpc-735	537	28	checklist	checklist	NOUN
dpc-735	537	29	,	,	PUNCT
dpc-735	537	30	the	the	DET
dpc-735	537	31	three	three	NUM
dpc-735	537	32	-	-	PUNCT
dpc-735	537	33	point	point	NOUN
dpc-735	537	34	checklist	checklist	NOUN
dpc-735	537	35	and	and	CCONJ
dpc-735	537	36	the	the	DET
dpc-735	537	37	cash	cash	NOUN
dpc-735	537	38	algorithm	algorithm	NOUN
dpc-735	537	39	in	in	ADP
dpc-735	537	40	dermatoscopic	dermatoscopic	ADJ
dpc-735	537	41	evaluation	evaluation	NOUN
dpc-735	537	42	of	of	ADP
dpc-735	537	43	melanocytic	melanocytic	ADJ
dpc-735	537	44	lesions	lesion	NOUN
dpc-735	537	45	.	.	PUNCT
dpc-735	538	1	j	j	PROPN
dpc-735	538	2	dermatol	dermatol	NOUN
dpc-735	538	3	.	.	PUNCT
dpc-735	539	1	2014;41(7):598	2014;41(7):598	NUM
dpc-735	539	2	-	-	PUNCT
dpc-735	539	3	603	603	NUM
dpc-735	539	4	.	.	PUNCT
dpc-735	540	1	96	96	NUM
dpc-735	540	2	.	.	PUNCT
dpc-735	541	1	walter	walter	PROPN
dpc-735	541	2	fm	fm	PROPN
dpc-735	541	3	,	,	PUNCT
dpc-735	541	4	prevost	prevost	PROPN
dpc-735	541	5	at	at	ADP
dpc-735	541	6	,	,	PUNCT
dpc-735	541	7	vasconcelos	vasconcelos	PROPN
dpc-735	541	8	j	j	PROPN
dpc-735	541	9	,	,	PUNCT
dpc-735	541	10	et	et	PROPN
dpc-735	541	11	al	al	PROPN
dpc-735	541	12	.	.	PUNCT
dpc-735	542	1	using	use	VERB
dpc-735	542	2	the	the	DET
dpc-735	542	3	7	7	NUM
dpc-735	542	4	-	-	PUNCT
dpc-735	542	5	point	point	NOUN
dpc-735	542	6	checklist	checklist	NOUN
dpc-735	542	7	as	as	ADP
dpc-735	542	8	a	a	DET
dpc-735	542	9	diagnostic	diagnostic	ADJ
dpc-735	542	10	aid	aid	NOUN
dpc-735	542	11	for	for	ADP
dpc-735	542	12	pigmented	pigmented	ADJ
dpc-735	542	13	skin	skin	NOUN
dpc-735	542	14	lesions	lesion	NOUN
dpc-735	542	15	in	in	ADP
dpc-735	542	16	general	general	ADJ
dpc-735	542	17	practice	practice	NOUN
dpc-735	542	18	:	:	PUNCT
dpc-735	542	19	a	a	DET
dpc-735	542	20	diagnostic	diagnostic	ADJ
dpc-735	542	21	validation	validation	NOUN
dpc-735	542	22	study	study	NOUN
dpc-735	542	23	.	.	PUNCT
dpc-735	543	1	br	br	PROPN
dpc-735	544	1	j	j	PROPN
dpc-735	544	2	gen	gen	PROPN
dpc-735	544	3	pract	pract	NOUN
dpc-735	544	4	.	.	PUNCT
dpc-735	545	1	2013;63(610):e345	2013;63(610):e345	NUM
dpc-735	545	2	-	-	PUNCT
dpc-735	545	3	e353	e353	PROPN
dpc-735	545	4	.	.	PROPN
dpc-735	546	1	97	97	NUM
dpc-735	546	2	.	.	PUNCT
dpc-735	546	3	westerhoff	westerhoff	PROPN
dpc-735	547	1	k	k	PROPN
dpc-735	547	2	,	,	PUNCT
dpc-735	547	3	mccarthy	mccarthy	PROPN
dpc-735	547	4	wh	wh	PROPN
dpc-735	547	5	,	,	PUNCT
dpc-735	547	6	menzies	menzies	PROPN
dpc-735	547	7	sw	sw	PROPN
dpc-735	547	8	.	.	PUNCT
dpc-735	547	9	increase	increase	NOUN
dpc-735	547	10	in	in	ADP
dpc-735	547	11	the	the	DET
dpc-735	547	12	sensitivity	sensitivity	NOUN
dpc-735	547	13	for	for	ADP
dpc-735	547	14	melanoma	melanoma	ADJ
dpc-735	547	15	diagnosis	diagnosis	NOUN
dpc-735	547	16	by	by	ADP
dpc-735	547	17	primary	primary	ADJ
dpc-735	547	18	care	care	NOUN
dpc-735	547	19	physicians	physician	NOUN
dpc-735	547	20	using	use	VERB
dpc-735	547	21	skin	skin	NOUN
dpc-735	547	22	surface	surface	NOUN
dpc-735	547	23	microscopy	microscopy	NOUN
dpc-735	547	24	.	.	PUNCT
dpc-735	548	1	br	br	PROPN
dpc-735	548	2	j	j	PROPN
dpc-735	548	3	dermatol	dermatol	NOUN
dpc-735	548	4	.	.	PUNCT
dpc-735	549	1	2000;143(5):1016	2000;143(5):1016	NUM
dpc-735	549	2	-	-	SYM
dpc-735	549	3	1020	1020	NUM
dpc-735	549	4	.	.	PUNCT
dpc-735	550	1	98	98	NUM
dpc-735	550	2	.	.	X
dpc-735	551	1	zalaudek	zalaudek	PROPN
dpc-735	551	2	i	i	PRON
dpc-735	551	3	,	,	PUNCT
dpc-735	551	4	argenziano	argenziano	VERB
dpc-735	551	5	g	g	PROPN
dpc-735	551	6	,	,	PUNCT
dpc-735	551	7	soyer	soyer	PROPN
dpc-735	551	8	hp	hp	PROPN
dpc-735	551	9	,	,	PUNCT
dpc-735	551	10	et	et	PROPN
dpc-735	551	11	al	al	PROPN
dpc-735	551	12	.	.	PROPN
dpc-735	552	1	three	three	NUM
dpc-735	552	2	-	-	PUNCT
dpc-735	552	3	point	point	NOUN
dpc-735	552	4	checklist	checklist	NOUN
dpc-735	552	5	of	of	ADP
dpc-735	552	6	dermoscopy	dermoscopy	NOUN
dpc-735	552	7	:	:	PUNCT
dpc-735	552	8	an	an	DET
dpc-735	552	9	open	open	ADJ
dpc-735	552	10	internet	internet	NOUN
dpc-735	552	11	study	study	NOUN
dpc-735	552	12	.	.	PUNCT
dpc-735	553	1	br	br	PROPN
dpc-735	553	2	j	j	PROPN
dpc-735	553	3	dermatol	dermatol	NOUN
dpc-735	553	4	.	.	PUNCT
dpc-735	554	1	2006;154(3):431	2006;154(3):431	NUM
dpc-735	554	2	-	-	SYM
dpc-735	554	3	437	437	NUM
dpc-735	554	4	.	.	PUNCT
dpc-735	555	1	99	99	NUM
dpc-735	555	2	.	.	PUNCT
dpc-735	556	1	youl	youl	PROPN
dpc-735	556	2	ph	ph	PROPN
dpc-735	556	3	,	,	PUNCT
dpc-735	556	4	baade	baade	PROPN
dpc-735	556	5	pd	pd	PROPN
dpc-735	556	6	,	,	PUNCT
dpc-735	556	7	janda	janda	PROPN
dpc-735	556	8	m	m	PROPN
dpc-735	556	9	,	,	PUNCT
dpc-735	556	10	del	del	PROPN
dpc-735	556	11	mar	mar	PROPN
dpc-735	556	12	cb	cb	PROPN
dpc-735	556	13	,	,	PUNCT
dpc-735	556	14	whiteman	whiteman	PROPN
dpc-735	556	15	dc	dc	PROPN
dpc-735	556	16	,	,	PUNCT
dpc-735	556	17	aitken	aitken	PROPN
dpc-735	556	18	jf	jf	PROPN
dpc-735	556	19	.	.	PUNCT
dpc-735	556	20	diagnosing	diagnose	VERB
dpc-735	556	21	skin	skin	NOUN
dpc-735	556	22	cancer	cancer	NOUN
dpc-735	556	23	in	in	ADP
dpc-735	556	24	primary	primary	ADJ
dpc-735	556	25	care	care	NOUN
dpc-735	556	26	:	:	PUNCT
dpc-735	556	27	how	how	SCONJ
dpc-735	556	28	do	do	AUX
dpc-735	556	29	mainstream	mainstream	ADJ
dpc-735	556	30	general	general	ADJ
dpc-735	556	31	practitioners	practitioner	NOUN
dpc-735	556	32	compare	compare	VERB
dpc-735	556	33	with	with	ADP
dpc-735	556	34	primary	primary	ADJ
dpc-735	556	35	care	care	NOUN
dpc-735	556	36	skin	skin	NOUN
dpc-735	556	37	cancer	cancer	NOUN
dpc-735	556	38	clinic	clinic	NOUN
dpc-735	556	39	doctors	doctor	NOUN
dpc-735	556	40	?	?	PUNCT
dpc-735	557	1	med	med	PROPN
dpc-735	557	2	j	j	PROPN
dpc-735	557	3	aust	aust	PROPN
dpc-735	557	4	.	.	PUNCT
dpc-735	558	1	2007;187(4):215	2007;187(4):215	NUM
dpc-735	558	2	-	-	SYM
dpc-735	558	3	220	220	NUM
dpc-735	558	4	.	.	PUNCT
dpc-735	559	1	77	77	NUM
dpc-735	559	2	.	.	PUNCT
dpc-735	560	1	kreusch	kreusch	PROPN
dpc-735	560	2	j	j	PROPN
dpc-735	560	3	,	,	PUNCT
dpc-735	560	4	rassner	rassner	NOUN
dpc-735	560	5	g	g	NOUN
dpc-735	560	6	,	,	PUNCT
dpc-735	560	7	trahn	trahn	NOUN
dpc-735	560	8	c	c	NOUN
dpc-735	560	9	,	,	PUNCT
dpc-735	560	10	pietsch	pietsch	NOUN
dpc-735	560	11	-	-	PUNCT
dpc-735	560	12	breitfeld	breitfeld	VERB
dpc-735	560	13	b	b	NOUN
dpc-735	560	14	,	,	PUNCT
dpc-735	560	15	henke	henke	PROPN
dpc-735	560	16	d	d	PROPN
dpc-735	560	17	,	,	PUNCT
dpc-735	560	18	selbmann	selbmann	PROPN
dpc-735	560	19	hk	hk	PROPN
dpc-735	560	20	.	.	PUNCT
dpc-735	561	1	epiluminescent	epiluminescent	PROPN
dpc-735	561	2	microscopy	microscopy	PROPN
dpc-735	561	3	:	:	PUNCT
dpc-735	561	4	a	a	DET
dpc-735	561	5	score	score	NOUN
dpc-735	561	6	of	of	ADP
dpc-735	561	7	morphological	morphological	ADJ
dpc-735	561	8	features	feature	NOUN
dpc-735	561	9	to	to	PART
dpc-735	561	10	identify	identify	VERB
dpc-735	561	11	malignant	malignant	ADJ
dpc-735	561	12	melanoma	melanoma	NOUN
dpc-735	561	13	.	.	PUNCT
dpc-735	562	1	pigment	pigment	NOUN
dpc-735	562	2	cell	cell	NOUN
dpc-735	562	3	res	re	NOUN
dpc-735	562	4	.	.	PUNCT
dpc-735	563	1	1992;suppl	1992;suppl	NUM
dpc-735	563	2	2:295	2:295	NUM
dpc-735	563	3	-	-	SYM
dpc-735	563	4	298	298	NUM
dpc-735	563	5	.	.	PUNCT
dpc-735	564	1	78	78	NUM
dpc-735	564	2	.	.	PUNCT
dpc-735	565	1	lorentzen	lorentzen	PROPN
dpc-735	565	2	h	h	NOUN
dpc-735	565	3	,	,	PUNCT
dpc-735	565	4	weismann	weismann	PROPN
dpc-735	565	5	k	k	PROPN
dpc-735	565	6	,	,	PUNCT
dpc-735	565	7	petersen	petersen	PROPN
dpc-735	565	8	cs	cs	PROPN
dpc-735	565	9	,	,	PUNCT
dpc-735	565	10	larsen	larsen	PROPN
dpc-735	565	11	fg	fg	PROPN
dpc-735	565	12	,	,	PUNCT
dpc-735	565	13	secher	secher	NOUN
dpc-735	565	14	l	l	NOUN
dpc-735	565	15	,	,	PUNCT
dpc-735	565	16	skødt	skødt	NOUN
dpc-735	565	17	v.	v.	ADP
dpc-735	565	18	clinical	clinical	ADJ
dpc-735	565	19	and	and	CCONJ
dpc-735	565	20	dermatoscopic	dermatoscopic	ADJ
dpc-735	565	21	diagnosis	diagnosis	NOUN
dpc-735	565	22	of	of	ADP
dpc-735	565	23	malignant	malignant	ADJ
dpc-735	565	24	melanoma	melanoma	NOUN
dpc-735	565	25	:	:	PUNCT
dpc-735	565	26	assessed	assess	VERB
dpc-735	565	27	by	by	ADP
dpc-735	565	28	expert	expert	NOUN
dpc-735	565	29	and	and	CCONJ
dpc-735	565	30	non	non	ADJ
dpc-735	565	31	-	-	ADJ
dpc-735	565	32	expert	expert	ADJ
dpc-735	565	33	groups	group	NOUN
dpc-735	565	34	.	.	PUNCT
dpc-735	566	1	acta	acta	PROPN
dpc-735	566	2	derm	derm	PROPN
dpc-735	566	3	venereol	venereol	NOUN
dpc-735	566	4	.	.	PUNCT
dpc-735	567	1	1999;79(4):301	1999;79(4):301	NUM
dpc-735	567	2	-	-	SYM
dpc-735	567	3	304	304	NUM
dpc-735	567	4	.	.	PUNCT
dpc-735	568	1	79	79	NUM
dpc-735	568	2	.	.	PUNCT
dpc-735	569	1	lorentzen	lorentzen	PROPN
dpc-735	569	2	h	h	NOUN
dpc-735	569	3	,	,	PUNCT
dpc-735	569	4	weismann	weismann	PROPN
dpc-735	569	5	k	k	NOUN
dpc-735	569	6	,	,	PUNCT
dpc-735	569	7	kenet	kenet	PROPN
dpc-735	569	8	ro	ro	PROPN
dpc-735	569	9	,	,	PUNCT
dpc-735	569	10	secher	secher	PROPN
dpc-735	569	11	l	l	PROPN
dpc-735	569	12	,	,	PUNCT
dpc-735	569	13	larsen	larsen	PROPN
dpc-735	569	14	fg	fg	PROPN
dpc-735	569	15	.	.	PROPN
dpc-735	569	16	comparison	comparison	NOUN
dpc-735	569	17	of	of	ADP
dpc-735	569	18	dermatoscopic	dermatoscopic	ADJ
dpc-735	569	19	abcd	abcd	NOUN
dpc-735	569	20	rule	rule	NOUN
dpc-735	569	21	and	and	CCONJ
dpc-735	569	22	risk	risk	NOUN
dpc-735	569	23	stratification	stratification	NOUN
dpc-735	569	24	in	in	ADP
dpc-735	569	25	the	the	DET
dpc-735	569	26	diagnosis	diagnosis	NOUN
dpc-735	569	27	of	of	ADP
dpc-735	569	28	malignant	malignant	ADJ
dpc-735	569	29	melanoma	melanoma	NOUN
dpc-735	569	30	.	.	PUNCT
dpc-735	570	1	acta	acta	PROPN
dpc-735	570	2	derm	derm	PROPN
dpc-735	570	3	venereol	venereol	NOUN
dpc-735	570	4	.	.	PUNCT
dpc-735	571	1	2000;80(2):122	2000;80(2):122	NUM
dpc-735	571	2	-	-	SYM
dpc-735	571	3	126	126	NUM
dpc-735	571	4	.	.	PUNCT
dpc-735	572	1	80	80	NUM
dpc-735	572	2	.	.	PUNCT
dpc-735	573	1	luttrell	luttrell	PROPN
dpc-735	573	2	mj	mj	PROPN
dpc-735	573	3	,	,	PUNCT
dpc-735	573	4	mcclenahan	mcclenahan	PROPN
dpc-735	573	5	p	p	PROPN
dpc-735	573	6	,	,	PUNCT
dpc-735	573	7	hofmann	hofmann	PROPN
dpc-735	573	8	-	-	PUNCT
dpc-735	573	9	wellenhof	wellenhof	NOUN
dpc-735	573	10	r	r	NOUN
dpc-735	573	11	,	,	PUNCT
dpc-735	573	12	fink	fink	NOUN
dpc-735	573	13	-	-	PUNCT
dpc-735	573	14	puches	puche	NOUN
dpc-735	574	1	r	r	NOUN
dpc-735	574	2	,	,	PUNCT
dpc-735	574	3	soyer	soyer	PROPN
dpc-735	574	4	hp	hp	PROPN
dpc-735	574	5	.	.	PROPN
dpc-735	574	6	laypersons	layperson	NOUN
dpc-735	574	7	’	'	PUNCT
dpc-735	574	8	sensitivity	sensitivity	NOUN
dpc-735	574	9	for	for	ADP
dpc-735	574	10	melanoma	melanoma	NOUN
dpc-735	574	11	identification	identification	NOUN
dpc-735	574	12	is	be	AUX
dpc-735	574	13	higher	high	ADJ
dpc-735	574	14	with	with	ADP
dpc-735	574	15	dermoscopy	dermoscopy	NOUN
dpc-735	574	16	images	image	NOUN
dpc-735	574	17	than	than	ADP
dpc-735	574	18	clinical	clinical	ADJ
dpc-735	574	19	photographs	photograph	NOUN
dpc-735	574	20	.	.	PUNCT
dpc-735	575	1	br	br	PROPN
dpc-735	575	2	j	j	PROPN
dpc-735	575	3	dermatol	dermatol	NOUN
dpc-735	575	4	.	.	PUNCT
dpc-735	576	1	2012;167(5):1037	2012;167(5):1037	NUM
dpc-735	576	2	-	-	SYM
dpc-735	576	3	1041	1041	NUM
dpc-735	576	4	.	.	PUNCT
dpc-735	577	1	81	81	NUM
dpc-735	577	2	.	.	PUNCT
dpc-735	577	3	mackie	mackie	PROPN
dpc-735	577	4	rm	rm	PROPN
dpc-735	577	5	,	,	PUNCT
dpc-735	577	6	fleming	fleme	VERB
dpc-735	577	7	c	c	PROPN
dpc-735	577	8	,	,	PUNCT
dpc-735	577	9	mcmahon	mcmahon	PROPN
dpc-735	577	10	ad	ad	NOUN
dpc-735	577	11	,	,	PUNCT
dpc-735	577	12	jarrett	jarrett	PROPN
dpc-735	577	13	p.	p.	PROPN
dpc-735	578	1	the	the	DET
dpc-735	578	2	use	use	NOUN
dpc-735	578	3	of	of	ADP
dpc-735	578	4	the	the	DET
dpc-735	578	5	dermatoscope	dermatoscope	NOUN
dpc-735	578	6	to	to	PART
dpc-735	578	7	identify	identify	VERB
dpc-735	578	8	early	early	ADJ
dpc-735	578	9	melanoma	melanoma	NOUN
dpc-735	578	10	using	use	VERB
dpc-735	578	11	the	the	DET
dpc-735	578	12	three	three	NUM
dpc-735	578	13	-	-	PUNCT
dpc-735	578	14	colour	colour	NOUN
dpc-735	578	15	test	test	NOUN
dpc-735	578	16	.	.	PUNCT
dpc-735	579	1	br	br	PROPN
dpc-735	579	2	j	j	PROPN
dpc-735	579	3	dermatol.2002;146(3):481	dermatol.2002;146(3):481	PROPN
dpc-735	579	4	-	-	SYM
dpc-735	579	5	484	484	NUM
dpc-735	579	6	.	.	PUNCT
dpc-735	580	1	82	82	NUM
dpc-735	580	2	.	.	PUNCT
dpc-735	581	1	mcgovern	mcgovern	PROPN
dpc-735	581	2	twm	twm	PROPN
dpc-735	581	3	,	,	PUNCT
dpc-735	581	4	litaker	litaker	ADJ
dpc-735	581	5	msm	msm	NOUN
dpc-735	581	6	.	.	PUNCT
dpc-735	582	1	clinical	clinical	ADJ
dpc-735	582	2	predictors	predictor	NOUN
dpc-735	582	3	of	of	ADP
dpc-735	582	4	malignant	malignant	ADJ
dpc-735	582	5	pigmented	pigmented	ADJ
dpc-735	582	6	lesions	lesion	NOUN
dpc-735	582	7	:	:	PUNCT
dpc-735	582	8	a	a	DET
dpc-735	582	9	comparison	comparison	NOUN
dpc-735	582	10	of	of	ADP
dpc-735	582	11	the	the	DET
dpc-735	582	12	glasgow	glasgow	ADJ
dpc-735	582	13	seven	seven	NUM
dpc-735	582	14	-	-	PUNCT
dpc-735	582	15	point	point	NOUN
dpc-735	582	16	checklist	checklist	NOUN
dpc-735	582	17	and	and	CCONJ
dpc-735	582	18	the	the	DET
dpc-735	582	19	american	american	PROPN
dpc-735	582	20	cancer	cancer	PROPN
dpc-735	582	21	society	society	PROPN
dpc-735	582	22	’s	’s	PART
dpc-735	582	23	abcds	abcds	NOUN
dpc-735	582	24	of	of	ADP
dpc-735	582	25	pigmented	pigmented	ADJ
dpc-735	582	26	lesions	lesion	NOUN
dpc-735	582	27	.	.	PUNCT
dpc-735	583	1	j	j	PROPN
dpc-735	583	2	dermatol	dermatol	PROPN
dpc-735	583	3	surg	surg	PROPN
dpc-735	583	4	oncol	oncol	PROPN
dpc-735	583	5	.	.	PUNCT
dpc-735	584	1	1992;18(1):22	1992;18(1):22	NUM
dpc-735	584	2	-	-	SYM
dpc-735	584	3	26	26	NUM
dpc-735	584	4	.	.	PUNCT
dpc-735	585	1	83	83	NUM
dpc-735	585	2	.	.	PUNCT
dpc-735	586	1	menzies	menzies	PROPN
dpc-735	586	2	sw	sw	PROPN
dpc-735	586	3	,	,	PUNCT
dpc-735	586	4	ingvar	ingvar	PROPN
dpc-735	586	5	c	c	PROPN
dpc-735	586	6	,	,	PUNCT
dpc-735	586	7	crotty	crotty	PROPN
dpc-735	586	8	ka	ka	PROPN
dpc-735	586	9	,	,	PUNCT
dpc-735	586	10	mccarthy	mccarthy	PROPN
dpc-735	586	11	wh	wh	PROPN
dpc-735	586	12	.	.	PROPN
dpc-735	586	13	frequency	frequency	PROPN
dpc-735	586	14	and	and	CCONJ
dpc-735	586	15	morphologic	morphologic	ADJ
dpc-735	586	16	characteristics	characteristic	NOUN
dpc-735	586	17	of	of	ADP
dpc-735	586	18	invasive	invasive	ADJ
dpc-735	586	19	melanomas	melanoma	NOUN
dpc-735	586	20	lacking	lack	VERB
dpc-735	586	21	specific	specific	ADJ
dpc-735	586	22	surface	surface	NOUN
dpc-735	586	23	microscopic	microscopic	NOUN
dpc-735	586	24	features	feature	NOUN
dpc-735	586	25	.	.	PUNCT
dpc-735	587	1	arch	arch	ADJ
dpc-735	587	2	dermatol	dermatol	NOUN
dpc-735	587	3	.	.	PUNCT
dpc-735	588	1	1996;132(10):1178	1996;132(10):1178	NUM
dpc-735	588	2	-	-	SYM
dpc-735	588	3	1182	1182	NUM
dpc-735	588	4	.	.	PUNCT
dpc-735	589	1	84	84	NUM
dpc-735	589	2	.	.	PUNCT
dpc-735	590	1	menzies	menzies	PROPN
dpc-735	590	2	sw	sw	PROPN
dpc-735	590	3	,	,	PUNCT
dpc-735	590	4	kreusch	kreusch	PROPN
dpc-735	590	5	j	j	PROPN
dpc-735	590	6	,	,	PUNCT
dpc-735	590	7	byth	byth	PROPN
dpc-735	590	8	k	k	PROPN
dpc-735	590	9	,	,	PUNCT
dpc-735	590	10	et	et	PROPN
dpc-735	590	11	al	al	PROPN
dpc-735	590	12	.	.	PROPN
dpc-735	591	1	dermoscopic	dermoscopic	PROPN
dpc-735	591	2	evaluation	evaluation	NOUN
dpc-735	591	3	of	of	ADP
dpc-735	591	4	amelanotic	amelanotic	ADJ
dpc-735	591	5	and	and	CCONJ
dpc-735	591	6	hypomelanotic	hypomelanotic	ADJ
dpc-735	591	7	melanoma	melanoma	NOUN
dpc-735	591	8	.	.	PUNCT
dpc-735	592	1	arch	arch	ADJ
dpc-735	592	2	dermatol	dermatol	NOUN
dpc-735	592	3	.	.	PUNCT
dpc-735	593	1	2008;144(9):1120	2008;144(9):1120	NUM
dpc-735	593	2	-	-	SYM
dpc-735	593	3	1127	1127	NUM
dpc-735	593	4	.	.	PUNCT
dpc-735	594	1	85	85	NUM
dpc-735	594	2	.	.	PUNCT
dpc-735	595	1	menzies	menzies	PROPN
dpc-735	595	2	sw	sw	PROPN
dpc-735	595	3	,	,	PUNCT
dpc-735	595	4	moloney	moloney	PROPN
dpc-735	595	5	fj	fj	PROPN
dpc-735	595	6	,	,	PUNCT
dpc-735	595	7	byth	byth	PROPN
dpc-735	595	8	k	k	PROPN
dpc-735	595	9	,	,	PUNCT
dpc-735	595	10	et	et	PROPN
dpc-735	595	11	al	al	PROPN
dpc-735	595	12	.	.	PROPN
dpc-735	595	13	dermoscopic	dermoscopic	PROPN
dpc-735	595	14	evaluation	evaluation	NOUN
dpc-735	595	15	of	of	ADP
dpc-735	595	16	nodular	nodular	ADJ
dpc-735	595	17	melanoma	melanoma	NOUN
dpc-735	595	18	.	.	PUNCT
dpc-735	596	1	jama	jama	PROPN
dpc-735	596	2	dermatol	dermatol	NOUN
dpc-735	596	3	.	.	PUNCT
dpc-735	597	1	2013;149(6):699	2013;149(6):699	NUM
dpc-735	597	2	-	-	SYM
dpc-735	597	3	709	709	NUM
dpc-735	597	4	.	.	PUNCT
dpc-735	598	1	86	86	NUM
dpc-735	598	2	.	.	PUNCT
dpc-735	599	1	nachbar	nachbar	PROPN
dpc-735	599	2	f	f	PROPN
dpc-735	599	3	,	,	PUNCT
dpc-735	599	4	stolz	stolz	PROPN
dpc-735	599	5	w	w	PROPN
dpc-735	599	6	,	,	PUNCT
dpc-735	599	7	merkle	merkle	PROPN
dpc-735	599	8	t	t	PROPN
dpc-735	599	9	,	,	PUNCT
dpc-735	599	10	et	et	PROPN
dpc-735	599	11	al	al	PROPN
dpc-735	599	12	.	.	PUNCT
dpc-735	600	1	the	the	DET
dpc-735	600	2	abcd	abcd	PROPN
dpc-735	600	3	rule	rule	NOUN
dpc-735	600	4	of	of	ADP
dpc-735	600	5	dermatoscopy	dermatoscopy	NOUN
dpc-735	600	6	:	:	PUNCT
dpc-735	600	7	high	high	ADJ
dpc-735	600	8	prospective	prospective	ADJ
dpc-735	600	9	value	value	NOUN
dpc-735	600	10	in	in	ADP
dpc-735	600	11	the	the	DET
dpc-735	600	12	diagnosis	diagnosis	NOUN
dpc-735	600	13	of	of	ADP
dpc-735	600	14	doubtful	doubtful	ADJ
dpc-735	600	15	melanocytic	melanocytic	ADJ
dpc-735	600	16	skin	skin	NOUN
dpc-735	600	17	lesions	lesion	NOUN
dpc-735	600	18	.	.	PUNCT
dpc-735	601	1	j	j	PROPN
dpc-735	601	2	am	be	AUX
dpc-735	601	3	acad	acad	ADJ
dpc-735	601	4	dermatol	dermatol	NOUN
dpc-735	601	5	.	.	PUNCT
dpc-735	602	1	1994;30(4):551	1994;30(4):551	NUM
dpc-735	602	2	-	-	PUNCT
dpc-735	602	3	559	559	NUM
dpc-735	602	4	.	.	PUNCT
dpc-735	603	1	87	87	NUM
dpc-735	603	2	.	.	PUNCT
dpc-735	604	1	nilles	nilles	PROPN
dpc-735	604	2	m	m	PROPN
dpc-735	604	3	,	,	PUNCT
dpc-735	604	4	boedeker	boedeker	PROPN
dpc-735	604	5	rh	rh	PROPN
dpc-735	604	6	,	,	PUNCT
dpc-735	604	7	schill	schill	NOUN
dpc-735	604	8	wb	wb	PROPN
dpc-735	604	9	.	.	PUNCT
dpc-735	604	10	s.	s.	PROPN
dpc-735	604	11	surface	surface	PROPN
dpc-735	604	12	microscopy	microscopy	NOUN
dpc-735	604	13	of	of	ADP
dpc-735	604	14	naevi	naevi	NOUN
dpc-735	604	15	and	and	CCONJ
dpc-735	604	16	melanomas	melanoma	NOUN
dpc-735	604	17	—	—	PUNCT
dpc-735	604	18	clues	clue	NOUN
dpc-735	604	19	to	to	ADP
dpc-735	604	20	melanoma	melanoma	VERB
dpc-735	604	21	.	.	PUNCT
dpc-735	605	1	br	br	PROPN
dpc-735	605	2	j	j	PROPN
dpc-735	605	3	dermatol	dermatol	NOUN
dpc-735	605	4	.	.	PUNCT
dpc-735	606	1	1994;130(3):349	1994;130(3):349	NUM
dpc-735	606	2	-	-	SYM
dpc-735	606	3	355	355	NUM
dpc-735	606	4	.	.	PUNCT
dpc-735	607	1	88	88	NUM
dpc-735	607	2	.	.	PUNCT
dpc-735	608	1	perrinaud	perrinaud	VERB
dpc-735	608	2	a	a	DET
dpc-735	608	3	,	,	PUNCT
dpc-735	608	4	gaide	gaide	NOUN
dpc-735	608	5	o	o	NOUN
dpc-735	608	6	,	,	PUNCT
dpc-735	608	7	french	french	ADJ
dpc-735	608	8	le	le	X
dpc-735	608	9	,	,	PUNCT
dpc-735	608	10	saurat	saurat	PROPN
dpc-735	608	11	j	j	PROPN
dpc-735	608	12	-	-	PROPN
dpc-735	608	13	h	h	PROPN
dpc-735	608	14	,	,	PUNCT
dpc-735	608	15	marghoob	marghoob	ADJ
dpc-735	608	16	aa	aa	NOUN
dpc-735	608	17	,	,	PUNCT
dpc-735	608	18	braun	braun	PROPN
dpc-735	608	19	rp	rp	NOUN
dpc-735	608	20	.	.	PROPN
dpc-735	608	21	can	can	AUX
dpc-735	608	22	automated	automate	VERB
dpc-735	608	23	dermoscopy	dermoscopy	NOUN
dpc-735	608	24	image	image	NOUN
dpc-735	608	25	analysis	analysis	NOUN
dpc-735	608	26	instruments	instrument	NOUN