id	sid	tid	token	lemma	pos
dpc-682	1	1	dermatology	dermatology	NOUN
dpc-682	1	2	:	:	PUNCT
dpc-682	1	3	practical	practical	ADJ
dpc-682	1	4	and	and	CCONJ
dpc-682	1	5	conceptual	conceptual	ADJ
dpc-682	1	6	editorial	editorial	NOUN
dpc-682	1	7	|	|	ADV
dpc-682	1	8	dermatol	dermatol	ADJ
dpc-682	1	9	pract	pract	NOUN
dpc-682	1	10	concept	concept	NOUN
dpc-682	1	11	2018;8(4):1	2018;8(4):1	PROPN
dpc-682	1	12	249	249	NUM
dpc-682	1	13	dermatology	dermatology	NOUN
dpc-682	1	14	practical	practical	ADJ
dpc-682	1	15	&	&	CCONJ
dpc-682	1	16	conceptual	conceptual	ADJ
dpc-682	1	17	www.derm101.com	www.derm101.com	X
dpc-682	1	18	having	having	AUX
dpc-682	1	19	spent	spend	VERB
dpc-682	1	20	most	most	ADJ
dpc-682	1	21	of	of	ADP
dpc-682	1	22	our	our	PRON
dpc-682	1	23	waking	wake	VERB
dpc-682	1	24	hours	hour	NOUN
dpc-682	1	25	of	of	ADP
dpc-682	1	26	the	the	DET
dpc-682	1	27	last	last	ADJ
dpc-682	1	28	decades	decade	NOUN
dpc-682	1	29	working	work	VERB
dpc-682	1	30	on	on	ADP
dpc-682	1	31	,	,	PUNCT
dpc-682	1	32	thinking	think	VERB
dpc-682	1	33	and	and	CCONJ
dpc-682	1	34	writing	write	VERB
dpc-682	1	35	about	about	ADP
dpc-682	1	36	,	,	PUNCT
dpc-682	1	37	teaching	teaching	NOUN
dpc-682	1	38	,	,	PUNCT
dpc-682	1	39	and	and	CCONJ
dpc-682	1	40	discussing	discuss	VERB
dpc-682	1	41	skin	skin	NOUN
dpc-682	1	42	cancer	cancer	NOUN
dpc-682	1	43	diagnosis	diagnosis	NOUN
dpc-682	1	44	,	,	PUNCT
dpc-682	1	45	this	this	PRON
dpc-682	1	46	is	be	AUX
dpc-682	1	47	the	the	DET
dpc-682	1	48	first	first	ADJ
dpc-682	1	49	time	time	NOUN
dpc-682	1	50	that	that	PRON
dpc-682	1	51	we	we	PRON
dpc-682	1	52	feel	feel	VERB
dpc-682	1	53	compelled	compel	VERB
dpc-682	1	54	to	to	PART
dpc-682	1	55	address	address	VERB
dpc-682	1	56	a	a	DET
dpc-682	1	57	question	question	NOUN
dpc-682	1	58	that	that	PRON
dpc-682	1	59	is	be	AUX
dpc-682	1	60	so	so	ADV
dpc-682	1	61	often	often	ADV
dpc-682	1	62	asked	ask	VERB
dpc-682	1	63	:	:	PUNCT
dpc-682	1	64	are	be	AUX
dpc-682	1	65	we	we	PRON
dpc-682	1	66	(	(	PUNCT
dpc-682	1	67	doctors	doctor	NOUN
dpc-682	1	68	)	)	PUNCT
dpc-682	1	69	going	go	VERB
dpc-682	1	70	to	to	PART
dpc-682	1	71	be	be	AUX
dpc-682	1	72	left	leave	VERB
dpc-682	1	73	out	out	ADP
dpc-682	1	74	of	of	ADP
dpc-682	1	75	the	the	DET
dpc-682	1	76	game	game	NOUN
dpc-682	1	77	by	by	ADP
dpc-682	1	78	artificial	artificial	ADJ
dpc-682	1	79	intelligence	intelligence	NOUN
dpc-682	1	80	(	(	PUNCT
dpc-682	1	81	ai	ai	NOUN
dpc-682	1	82	)	)	PUNCT
dpc-682	1	83	?	?	PUNCT
dpc-682	2	1	this	this	DET
dpc-682	2	2	question	question	NOUN
dpc-682	2	3	is	be	AUX
dpc-682	2	4	usually	usually	ADV
dpc-682	2	5	asked	ask	VERB
dpc-682	2	6	in	in	ADP
dpc-682	2	7	combination	combination	NOUN
dpc-682	2	8	with	with	ADP
dpc-682	2	9	an	an	DET
dpc-682	2	10	expression	expression	NOUN
dpc-682	2	11	strongly	strongly	ADV
dpc-682	2	12	suggestive	suggestive	ADJ
dpc-682	2	13	of	of	ADP
dpc-682	2	14	an	an	DET
dpc-682	2	15	underlying	underlying	ADJ
dpc-682	2	16	feeling	feeling	NOUN
dpc-682	2	17	:	:	PUNCT
dpc-682	2	18	fear	fear	NOUN
dpc-682	2	19	.	.	PUNCT
dpc-682	3	1	this	this	PRON
dpc-682	3	2	is	be	AUX
dpc-682	3	3	absolutely	absolutely	ADV
dpc-682	3	4	understandable	understandable	ADJ
dpc-682	3	5	,	,	PUNCT
dpc-682	3	6	to	to	PART
dpc-682	3	7	be	be	AUX
dpc-682	3	8	honest	honest	ADJ
dpc-682	3	9	.	.	PUNCT
dpc-682	4	1	what	what	PRON
dpc-682	4	2	kinds	kind	NOUN
dpc-682	4	3	of	of	ADP
dpc-682	4	4	feelings	feeling	NOUN
dpc-682	4	5	should	should	AUX
dpc-682	4	6	we	we	PRON
dpc-682	4	7	expect	expect	VERB
dpc-682	4	8	of	of	ADP
dpc-682	4	9	a	a	DET
dpc-682	4	10	doctor	doctor	NOUN
dpc-682	4	11	who	who	PRON
dpc-682	4	12	has	have	AUX
dpc-682	4	13	spent	spend	VERB
dpc-682	4	14	a	a	DET
dpc-682	4	15	lifetime	lifetime	NOUN
dpc-682	4	16	trying	try	VERB
dpc-682	4	17	to	to	PART
dpc-682	4	18	improve	improve	VERB
dpc-682	4	19	his	his	PRON
dpc-682	4	20	/	/	SYM
dpc-682	4	21	her	her	PRON
dpc-682	4	22	capacity	capacity	NOUN
dpc-682	4	23	to	to	PART
dpc-682	4	24	diagnose	diagnose	VERB
dpc-682	4	25	melanoma	melanoma	NOUN
dpc-682	4	26	and	and	CCONJ
dpc-682	4	27	who	who	PRON
dpc-682	4	28	then	then	ADV
dpc-682	4	29	reads	read	VERB
dpc-682	4	30	that	that	SCONJ
dpc-682	4	31	“	"	PUNCT
dpc-682	4	32	machines	machine	NOUN
dpc-682	4	33	perform	perform	VERB
dpc-682	4	34	at	at	ADP
dpc-682	4	35	expert	expert	ADJ
dpc-682	4	36	level	level	NOUN
dpc-682	4	37	or	or	CCONJ
dpc-682	4	38	above	above	ADV
dpc-682	4	39	”	"	PUNCT
dpc-682	4	40	in	in	ADP
dpc-682	4	41	recognizing	recognize	VERB
dpc-682	4	42	melanoma	melanoma	NOUN
dpc-682	4	43	?	?	PUNCT
dpc-682	5	1	joy	joy	NOUN
dpc-682	5	2	?	?	PUNCT
dpc-682	6	1	happiness	happiness	NOUN
dpc-682	6	2	?	?	PUNCT
dpc-682	7	1	hope	hope	NOUN
dpc-682	7	2	?	?	PUNCT
dpc-682	8	1	let	let	VERB
dpc-682	8	2	’s	’s	PRON
dpc-682	8	3	be	be	AUX
dpc-682	8	4	realistic	realistic	ADJ
dpc-682	8	5	—	—	PUNCT
dpc-682	8	6	they	they	PRON
dpc-682	8	7	are	be	AUX
dpc-682	8	8	confusion	confusion	NOUN
dpc-682	8	9	,	,	PUNCT
dpc-682	8	10	fear	fear	NOUN
dpc-682	8	11	,	,	PUNCT
dpc-682	8	12	and	and	CCONJ
dpc-682	8	13	anger	anger	NOUN
dpc-682	8	14	.	.	PUNCT
dpc-682	9	1	the	the	DET
dpc-682	9	2	resistance	resistance	NOUN
dpc-682	9	3	of	of	ADP
dpc-682	9	4	professionals	professional	NOUN
dpc-682	9	5	to	to	ADP
dpc-682	9	6	technological	technological	ADJ
dpc-682	9	7	developments	development	NOUN
dpc-682	9	8	that	that	PRON
dpc-682	9	9	threaten	threaten	VERB
dpc-682	9	10	to	to	PART
dpc-682	9	11	replace	replace	VERB
dpc-682	9	12	them	they	PRON
dpc-682	9	13	might	might	AUX
dpc-682	9	14	sound	sound	VERB
dpc-682	9	15	similar	similar	ADJ
dpc-682	9	16	to	to	ADP
dpc-682	9	17	what	what	PRON
dpc-682	9	18	happened	happen	VERB
dpc-682	9	19	at	at	ADP
dpc-682	9	20	the	the	DET
dpc-682	9	21	time	time	NOUN
dpc-682	9	22	of	of	ADP
dpc-682	9	23	the	the	DET
dpc-682	9	24	industrial	industrial	ADJ
dpc-682	9	25	revolution	revolution	NOUN
dpc-682	9	26	.	.	PUNCT
dpc-682	10	1	one	one	PRON
dpc-682	10	2	could	could	AUX
dpc-682	10	3	argue	argue	VERB
dpc-682	10	4	that	that	SCONJ
dpc-682	10	5	now	now	ADV
dpc-682	10	6	,	,	PUNCT
dpc-682	10	7	like	like	ADP
dpc-682	10	8	then	then	ADV
dpc-682	10	9	,	,	PUNCT
dpc-682	10	10	if	if	SCONJ
dpc-682	10	11	machines	machine	NOUN
dpc-682	10	12	can	can	AUX
dpc-682	10	13	indeed	indeed	ADV
dpc-682	10	14	perform	perform	VERB
dpc-682	10	15	better	well	ADV
dpc-682	10	16	than	than	ADP
dpc-682	10	17	humans	human	NOUN
dpc-682	10	18	,	,	PUNCT
dpc-682	10	19	the	the	DET
dpc-682	10	20	reluctance	reluctance	NOUN
dpc-682	10	21	of	of	ADP
dpc-682	10	22	doctors	doctor	NOUN
dpc-682	10	23	to	to	PART
dpc-682	10	24	accept	accept	VERB
dpc-682	10	25	this	this	PRON
dpc-682	10	26	will	will	AUX
dpc-682	10	27	not	not	PART
dpc-682	10	28	be	be	AUX
dpc-682	10	29	reason	reason	NOUN
dpc-682	10	30	enough	enough	ADJ
dpc-682	10	31	to	to	PART
dpc-682	10	32	delay	delay	VERB
dpc-682	10	33	the	the	DET
dpc-682	10	34	advance	advance	NOUN
dpc-682	10	35	of	of	ADP
dpc-682	10	36	this	this	DET
dpc-682	10	37	new	new	ADJ
dpc-682	10	38	development	development	NOUN
dpc-682	10	39	.	.	PUNCT
dpc-682	11	1	going	go	VERB
dpc-682	11	2	back	back	ADV
dpc-682	11	3	to	to	ADP
dpc-682	11	4	the	the	DET
dpc-682	11	5	key	key	ADJ
dpc-682	11	6	question	question	NOUN
dpc-682	11	7	about	about	ADP
dpc-682	11	8	whether	whether	SCONJ
dpc-682	11	9	doctors	doctor	NOUN
dpc-682	11	10	will	will	AUX
dpc-682	11	11	be	be	AUX
dpc-682	11	12	replaced	replace	VERB
dpc-682	11	13	by	by	ADP
dpc-682	11	14	automated	automate	VERB
dpc-682	11	15	algorithms	algorithm	NOUN
dpc-682	11	16	for	for	ADP
dpc-682	11	17	skin	skin	NOUN
dpc-682	11	18	cancer	cancer	NOUN
dpc-682	11	19	diagnosis	diagnosis	NOUN
dpc-682	11	20	,	,	PUNCT
dpc-682	11	21	our	our	PRON
dpc-682	11	22	honest	honest	ADJ
dpc-682	11	23	answer	answer	NOUN
dpc-682	11	24	is	be	AUX
dpc-682	11	25	,	,	PUNCT
dpc-682	11	26	we	we	PRON
dpc-682	11	27	do	do	AUX
dpc-682	11	28	n’t	not	PART
dpc-682	11	29	know	know	VERB
dpc-682	11	30	.	.	PUNCT
dpc-682	12	1	we	we	PRON
dpc-682	12	2	do	do	AUX
dpc-682	12	3	n’t	not	PART
dpc-682	12	4	think	think	VERB
dpc-682	12	5	so	so	ADV
dpc-682	12	6	,	,	PUNCT
dpc-682	12	7	but	but	CCONJ
dpc-682	12	8	we	we	PRON
dpc-682	12	9	are	be	AUX
dpc-682	12	10	not	not	PART
dpc-682	12	11	sure	sure	ADJ
dpc-682	12	12	.	.	PUNCT
dpc-682	13	1	in	in	ADP
dpc-682	13	2	contrast	contrast	NOUN
dpc-682	13	3	,	,	PUNCT
dpc-682	13	4	many	many	ADJ
dpc-682	13	5	other	other	ADJ
dpc-682	13	6	scientists	scientist	NOUN
dpc-682	13	7	are	be	AUX
dpc-682	13	8	much	much	ADV
dpc-682	13	9	more	more	ADV
dpc-682	13	10	confident	confident	ADJ
dpc-682	13	11	:	:	PUNCT
dpc-682	13	12	melanoma	melanoma	NOUN
dpc-682	13	13	in	in	ADP
dpc-682	13	14	the	the	DET
dpc-682	13	15	future	future	NOUN
dpc-682	13	16	will	will	AUX
dpc-682	13	17	be	be	AUX
dpc-682	13	18	diagnosed	diagnose	VERB
dpc-682	13	19	by	by	ADP
dpc-682	13	20	ai	ai	PROPN
dpc-682	13	21	,	,	PUNCT
dpc-682	13	22	the	the	DET
dpc-682	13	23	only	only	ADJ
dpc-682	13	24	question	question	NOUN
dpc-682	13	25	is	be	AUX
dpc-682	13	26	how	how	SCONJ
dpc-682	13	27	soon	soon	ADV
dpc-682	13	28	it	it	PRON
dpc-682	13	29	will	will	AUX
dpc-682	13	30	happen	happen	VERB
dpc-682	13	31	.	.	PUNCT
dpc-682	14	1	but	but	CCONJ
dpc-682	14	2	with	with	ADP
dpc-682	14	3	all	all	DET
dpc-682	14	4	the	the	DET
dpc-682	14	5	tremendous	tremendous	ADJ
dpc-682	14	6	efforts	effort	NOUN
dpc-682	14	7	of	of	ADP
dpc-682	14	8	scientists	scientist	NOUN
dpc-682	14	9	and	and	CCONJ
dpc-682	14	10	the	the	DET
dpc-682	14	11	investments	investment	NOUN
dpc-682	14	12	of	of	ADP
dpc-682	14	13	huge	huge	ADJ
dpc-682	14	14	companies	company	NOUN
dpc-682	14	15	,	,	PUNCT
dpc-682	14	16	it	it	PRON
dpc-682	14	17	should	should	AUX
dpc-682	14	18	be	be	AUX
dpc-682	14	19	quite	quite	ADV
dpc-682	14	20	soon	soon	ADV
dpc-682	14	21	.	.	PUNCT
dpc-682	15	1	in	in	ADP
dpc-682	15	2	fact	fact	NOUN
dpc-682	15	3	,	,	PUNCT
dpc-682	15	4	never	never	ADV
dpc-682	15	5	before	before	ADP
dpc-682	15	6	have	have	AUX
dpc-682	15	7	we	we	PRON
dpc-682	15	8	seen	see	VERB
dpc-682	15	9	so	so	ADV
dpc-682	15	10	many	many	ADJ
dpc-682	15	11	researchers	researcher	NOUN
dpc-682	15	12	in	in	ADP
dpc-682	15	13	our	our	PRON
dpc-682	15	14	field	field	NOUN
dpc-682	15	15	focusing	focus	VERB
dpc-682	15	16	their	their	PRON
dpc-682	15	17	efforts	effort	NOUN
dpc-682	15	18	on	on	ADP
dpc-682	15	19	the	the	DET
dpc-682	15	20	same	same	ADJ
dpc-682	15	21	topic	topic	NOUN
dpc-682	15	22	.	.	PUNCT
dpc-682	16	1	never	never	ADV
dpc-682	16	2	before	before	ADV
dpc-682	16	3	have	have	AUX
dpc-682	16	4	we	we	PRON
dpc-682	16	5	seen	see	VERB
dpc-682	16	6	so	so	ADV
dpc-682	16	7	many	many	ADJ
dpc-682	16	8	studies	study	NOUN
dpc-682	16	9	published	publish	VERB
dpc-682	16	10	in	in	ADP
dpc-682	16	11	such	such	DET
dpc-682	16	12	a	a	DET
dpc-682	16	13	short	short	ADJ
dpc-682	16	14	period	period	NOUN
dpc-682	16	15	of	of	ADP
dpc-682	16	16	time	time	NOUN
dpc-682	16	17	with	with	ADP
dpc-682	16	18	the	the	DET
dpc-682	16	19	same	same	ADJ
dpc-682	16	20	aim	aim	NOUN
dpc-682	16	21	:	:	PUNCT
dpc-682	16	22	to	to	PART
dpc-682	16	23	develop	develop	VERB
dpc-682	16	24	algorithms	algorithm	NOUN
dpc-682	16	25	that	that	PRON
dpc-682	16	26	diagnose	diagnose	VERB
dpc-682	16	27	melanoma	melanoma	NOUN
dpc-682	16	28	equally	equally	ADV
dpc-682	16	29	as	as	ADP
dpc-682	16	30	or	or	CCONJ
dpc-682	16	31	better	well	ADJ
dpc-682	16	32	than	than	ADP
dpc-682	16	33	doctors	doctor	NOUN
dpc-682	16	34	.	.	PUNCT
dpc-682	17	1	most	most	ADJ
dpc-682	17	2	of	of	ADP
dpc-682	17	3	them	they	PRON
dpc-682	17	4	succeed	succeed	VERB
dpc-682	17	5	in	in	ADP
dpc-682	17	6	demonstrating	demonstrate	VERB
dpc-682	17	7	this	this	PRON
dpc-682	17	8	is	be	AUX
dpc-682	17	9	so	so	ADV
dpc-682	17	10	.	.	PUNCT
dpc-682	18	1	without	without	ADP
dpc-682	18	2	aiming	aim	VERB
dpc-682	18	3	to	to	PART
dpc-682	18	4	shake	shake	VERB
dpc-682	18	5	the	the	DET
dpc-682	18	6	confidence	confidence	NOUN
dpc-682	18	7	of	of	ADP
dpc-682	18	8	those	those	PRON
dpc-682	18	9	who	who	PRON
dpc-682	18	10	foresee	foresee	VERB
dpc-682	18	11	algorithms	algorithm	NOUN
dpc-682	18	12	replacing	replace	VERB
dpc-682	18	13	doctors	doctor	NOUN
dpc-682	18	14	,	,	PUNCT
dpc-682	18	15	we	we	PRON
dpc-682	18	16	think	think	VERB
dpc-682	18	17	that	that	SCONJ
dpc-682	18	18	they	they	PRON
dpc-682	18	19	might	might	AUX
dpc-682	18	20	benefit	benefit	VERB
dpc-682	18	21	by	by	ADP
dpc-682	18	22	taking	take	VERB
dpc-682	18	23	into	into	ADP
dpc-682	18	24	account	account	NOUN
dpc-682	18	25	the	the	DET
dpc-682	18	26	following	follow	VERB
dpc-682	18	27	considerations	consideration	NOUN
dpc-682	18	28	:	:	PUNCT
dpc-682	18	29	1	1	X
dpc-682	18	30	.	.	X
dpc-682	18	31	what	what	PRON
dpc-682	18	32	has	have	AUX
dpc-682	18	33	been	be	AUX
dpc-682	18	34	shown	show	VERB
dpc-682	18	35	to	to	ADP
dpc-682	18	36	date	date	NOUN
dpc-682	18	37	:	:	PUNCT
dpc-682	18	38	all	all	DET
dpc-682	18	39	studies	study	NOUN
dpc-682	18	40	comparing	compare	VERB
dpc-682	18	41	melanoma	melanoma	ADJ
dpc-682	18	42	diagnosis	diagnosis	NOUN
dpc-682	18	43	by	by	ADP
dpc-682	18	44	ai	ai	VERB
dpc-682	18	45	with	with	ADP
dpc-682	18	46	diagnosis	diagnosis	NOUN
dpc-682	18	47	by	by	ADP
dpc-682	18	48	humans	human	NOUN
dpc-682	18	49	have	have	AUX
dpc-682	18	50	been	be	AUX
dpc-682	18	51	conducted	conduct	VERB
dpc-682	18	52	in	in	ADP
dpc-682	18	53	an	an	DET
dpc-682	18	54	experimental	experimental	ADJ
dpc-682	18	55	setting	setting	NOUN
dpc-682	18	56	.	.	PUNCT
dpc-682	19	1	to	to	PART
dpc-682	19	2	be	be	AUX
dpc-682	19	3	clear	clear	ADJ
dpc-682	19	4	,	,	PUNCT
dpc-682	19	5	these	these	DET
dpc-682	19	6	studies	study	NOUN
dpc-682	19	7	were	be	AUX
dpc-682	19	8	conducted	conduct	VERB
dpc-682	19	9	in	in	ADP
dpc-682	19	10	front	front	NOUN
dpc-682	19	11	of	of	ADP
dpc-682	19	12	a	a	DET
dpc-682	19	13	computer	computer	NOUN
dpc-682	19	14	,	,	PUNCT
dpc-682	19	15	tablet	tablet	NOUN
dpc-682	19	16	,	,	PUNCT
dpc-682	19	17	or	or	CCONJ
dpc-682	19	18	smartphone	smartphone	NOUN
dpc-682	19	19	and	and	CCONJ
dpc-682	19	20	were	be	AUX
dpc-682	19	21	based	base	VERB
dpc-682	19	22	on	on	ADP
dpc-682	19	23	evaluation	evaluation	NOUN
dpc-682	19	24	of	of	ADP
dpc-682	19	25	images	image	NOUN
dpc-682	19	26	.	.	PUNCT
dpc-682	20	1	none	none	NOUN
dpc-682	20	2	of	of	ADP
dpc-682	20	3	these	these	DET
dpc-682	20	4	algorithms	algorithm	NOUN
dpc-682	20	5	has	have	AUX
dpc-682	20	6	been	be	AUX
dpc-682	20	7	tested	test	VERB
dpc-682	20	8	in	in	ADP
dpc-682	20	9	a	a	DET
dpc-682	20	10	real	real	ADJ
dpc-682	20	11	clinical	clinical	ADJ
dpc-682	20	12	setting	setting	NOUN
dpc-682	20	13	(	(	PUNCT
dpc-682	20	14	though	though	SCONJ
dpc-682	20	15	the	the	DET
dpc-682	20	16	reason	reason	NOUN
dpc-682	20	17	is	be	AUX
dpc-682	20	18	not	not	PART
dpc-682	20	19	known	know	VERB
dpc-682	20	20	)	)	PUNCT
dpc-682	20	21	.	.	PUNCT
dpc-682	21	1	comparing	compare	VERB
dpc-682	21	2	a	a	DET
dpc-682	21	3	game	game	NOUN
dpc-682	21	4	with	with	ADP
dpc-682	21	5	images	image	NOUN
dpc-682	21	6	played	play	VERB
dpc-682	21	7	in	in	ADP
dpc-682	21	8	front	front	NOUN
dpc-682	21	9	of	of	ADP
dpc-682	21	10	a	a	DET
dpc-682	21	11	computer	computer	NOUN
dpc-682	21	12	with	with	ADP
dpc-682	21	13	a	a	DET
dpc-682	21	14	diagnosis	diagnosis	NOUN
dpc-682	21	15	made	make	VERB
dpc-682	21	16	in	in	ADP
dpc-682	21	17	a	a	DET
dpc-682	21	18	clinical	clinical	ADJ
dpc-682	21	19	setting	setting	NOUN
dpc-682	21	20	is	be	AUX
dpc-682	21	21	like	like	ADP
dpc-682	21	22	comparing	compare	VERB
dpc-682	21	23	a	a	DET
dpc-682	21	24	car	car	NOUN
dpc-682	21	25	racing	race	VERB
dpc-682	21	26	video	video	NOUN
dpc-682	21	27	game	game	NOUN
dpc-682	21	28	with	with	ADP
dpc-682	21	29	a	a	DET
dpc-682	21	30	live	live	ADJ
dpc-682	21	31	formula	formula	NOUN
dpc-682	21	32	 	 	SPACE
dpc-682	21	33	1	1	NUM
dpc-682	21	34	 	 	SPACE
dpc-682	21	35	race	race	NOUN
dpc-682	21	36	.	.	PUNCT
dpc-682	22	1	the	the	DET
dpc-682	22	2	clinical	clinical	ADJ
dpc-682	22	3	artificial	artificial	ADJ
dpc-682	22	4	intelligence	intelligence	NOUN
dpc-682	22	5	and	and	CCONJ
dpc-682	22	6	melanoma	melanoma	NOUN
dpc-682	22	7	diagnosis	diagnosis	NOUN
dpc-682	22	8	:	:	PUNCT
dpc-682	22	9	ignoring	ignore	VERB
dpc-682	22	10	human	human	ADJ
dpc-682	22	11	nature	nature	NOUN
dpc-682	22	12	may	may	AUX
dpc-682	22	13	lead	lead	VERB
dpc-682	22	14	to	to	ADP
dpc-682	22	15	false	false	ADJ
dpc-682	22	16	predictions	prediction	NOUN
dpc-682	22	17	aimilios	aimilio	NOUN
dpc-682	22	18	lallas1	lallas1	PROPN
dpc-682	22	19	,	,	PUNCT
dpc-682	22	20	giuseppe	giuseppe	PROPN
dpc-682	22	21	argenziano2	argenziano2	PROPN
dpc-682	23	1	1	1	NUM
dpc-682	23	2	 	 	SPACE
dpc-682	23	3	first	first	ADJ
dpc-682	23	4	department	department	NOUN
dpc-682	23	5	of	of	ADP
dpc-682	23	6	dermatology	dermatology	NOUN
dpc-682	23	7	and	and	CCONJ
dpc-682	23	8	venereology	venereology	NOUN
dpc-682	23	9	,	,	PUNCT
dpc-682	23	10	aristotle	aristotle	PROPN
dpc-682	23	11	university	university	PROPN
dpc-682	23	12	,	,	PUNCT
dpc-682	23	13	thessaloniki	thessaloniki	PROPN
dpc-682	23	14	,	,	PUNCT
dpc-682	23	15	greece	greece	PROPN
dpc-682	23	16	2	2	NUM
dpc-682	23	17	 	 	SPACE
dpc-682	23	18	dermatology	dermatology	NOUN
dpc-682	23	19	unit	unit	NOUN
dpc-682	23	20	,	,	PUNCT
dpc-682	23	21	university	university	PROPN
dpc-682	23	22	of	of	ADP
dpc-682	23	23	campania	campania	PROPN
dpc-682	23	24	,	,	PUNCT
dpc-682	23	25	naples	naples	PROPN
dpc-682	23	26	,	,	PUNCT
dpc-682	23	27	italy	italy	PROPN
dpc-682	23	28	citation	citation	PROPN
dpc-682	23	29	:	:	PUNCT
dpc-682	23	30	lallas	lallas	PROPN
dpc-682	23	31	a	a	PRON
dpc-682	23	32	,	,	PUNCT
dpc-682	23	33	argenziano	argenziano	ADJ
dpc-682	23	34	g.	g.	PROPN
dpc-682	23	35	artificial	artificial	ADJ
dpc-682	23	36	intelligence	intelligence	NOUN
dpc-682	23	37	and	and	CCONJ
dpc-682	23	38	melanoma	melanoma	NOUN
dpc-682	23	39	diagnosis	diagnosis	NOUN
dpc-682	23	40	:	:	PUNCT
dpc-682	23	41	ignoring	ignore	VERB
dpc-682	23	42	human	human	ADJ
dpc-682	23	43	nature	nature	NOUN
dpc-682	23	44	may	may	AUX
dpc-682	23	45	lead	lead	VERB
dpc-682	23	46	to	to	ADP
dpc-682	23	47	false	false	ADJ
dpc-682	23	48	predictions	prediction	NOUN
dpc-682	23	49	.	.	PUNCT
dpc-682	24	1	dermatol	dermatol	NOUN
dpc-682	24	2	pract	pract	PROPN
dpc-682	24	3	concept	concept	NOUN
dpc-682	24	4	.	.	PUNCT
dpc-682	25	1	2018;8(4):249	2018;8(4):249	NUM
dpc-682	25	2	-	-	SYM
dpc-682	25	3	251	251	NUM
dpc-682	25	4	.	.	PUNCT
dpc-682	26	1	doi	doi	NOUN
dpc-682	26	2	:	:	PUNCT
dpc-682	26	3	https://doi.org/10.5826/dpc.0804a01	https://doi.org/10.5826/dpc.0804a01	NOUN
dpc-682	26	4	published	publish	VERB
dpc-682	26	5	:	:	PUNCT
dpc-682	26	6	october	october	PROPN
dpc-682	26	7	31	31	NUM
dpc-682	26	8	,	,	PUNCT
dpc-682	26	9	2018	2018	NUM
dpc-682	26	10	copyright	copyright	NOUN
dpc-682	26	11	:	:	PUNCT
dpc-682	26	12	©	©	PROPN
dpc-682	26	13	2018	2018	NUM
dpc-682	26	14	 	 	SPACE
dpc-682	26	15	lallas	lalla	NOUN
dpc-682	26	16	et	et	PROPN
dpc-682	26	17	 	 	SPACE
dpc-682	26	18	al	al	PROPN
dpc-682	26	19	.	.	PUNCT
dpc-682	27	1	this	this	PRON
dpc-682	27	2	is	be	AUX
dpc-682	27	3	an	an	DET
dpc-682	27	4	open	open	ADJ
dpc-682	27	5	-	-	PUNCT
dpc-682	27	6	access	access	NOUN
dpc-682	27	7	article	article	NOUN
dpc-682	27	8	distributed	distribute	VERB
dpc-682	27	9	under	under	ADP
dpc-682	27	10	the	the	DET
dpc-682	27	11	terms	term	NOUN
dpc-682	27	12	of	of	ADP
dpc-682	27	13	the	the	DET
dpc-682	27	14	creative	creative	ADJ
dpc-682	27	15	commons	common	NOUN
dpc-682	27	16	attribution	attribution	NOUN
dpc-682	27	17	license	license	NOUN
dpc-682	27	18	,	,	PUNCT
dpc-682	27	19	which	which	PRON
dpc-682	27	20	permits	permit	VERB
dpc-682	27	21	unrestricted	unrestricted	ADJ
dpc-682	27	22	use	use	NOUN
dpc-682	27	23	,	,	PUNCT
dpc-682	27	24	distribution	distribution	NOUN
dpc-682	27	25	,	,	PUNCT
dpc-682	27	26	and	and	CCONJ
dpc-682	27	27	reproduction	reproduction	NOUN
dpc-682	27	28	in	in	ADP
dpc-682	27	29	any	any	DET
dpc-682	27	30	medium	medium	NOUN
dpc-682	27	31	,	,	PUNCT
dpc-682	27	32	provided	provide	VERB
dpc-682	27	33	the	the	DET
dpc-682	27	34	original	original	ADJ
dpc-682	27	35	author	author	NOUN
dpc-682	27	36	and	and	CCONJ
dpc-682	27	37	source	source	NOUN
dpc-682	27	38	are	be	AUX
dpc-682	27	39	credited	credit	VERB
dpc-682	27	40	.	.	PUNCT
dpc-682	28	1	corresponding	correspond	VERB
dpc-682	28	2	author	author	NOUN
dpc-682	28	3	:	:	PUNCT
dpc-682	28	4	aimilios	aimilios	PROPN
dpc-682	28	5	lallas	lalla	NOUN
dpc-682	28	6	,	,	PUNCT
dpc-682	28	7	md	md	PROPN
dpc-682	28	8	,	,	PUNCT
dpc-682	28	9	first	first	ADJ
dpc-682	28	10	department	department	NOUN
dpc-682	28	11	of	of	ADP
dpc-682	28	12	dermatology	dermatology	NOUN
dpc-682	28	13	and	and	CCONJ
dpc-682	28	14	venereology	venereology	NOUN
dpc-682	28	15	,	,	PUNCT
dpc-682	28	16	aristotle	aristotle	PROPN
dpc-682	28	17	university	university	PROPN
dpc-682	28	18	,	,	PUNCT
dpc-682	28	19	124	124	NUM
dpc-682	28	20	 	 	SPACE
dpc-682	28	21	delfon	delfon	NOUN
dpc-682	28	22	street	street	PROPN
dpc-682	28	23	,	,	PUNCT
dpc-682	28	24	54623	54623	NUM
dpc-682	28	25	,	,	PUNCT
dpc-682	28	26	thessaloniki	thessaloniki	PROPN
dpc-682	28	27	,	,	PUNCT
dpc-682	28	28	greece	greece	PROPN
dpc-682	28	29	.	.	PUNCT
dpc-682	28	30	email	email	NOUN
dpc-682	28	31	:	:	PUNCT
dpc-682	28	32	emlallas@gmail.com	emlallas@gmail.com	X
dpc-682	29	1	250	250	NUM
dpc-682	29	2	editorial	editorial	NOUN
dpc-682	29	3	|	|	INTJ
dpc-682	29	4	dermatol	dermatol	ADJ
dpc-682	29	5	pract	pract	NOUN
dpc-682	29	6	concept	concept	NOUN
dpc-682	29	7	2018;8(4):1	2018;8(4):1	PROPN
dpc-682	29	8	and	and	CCONJ
dpc-682	29	9	nuclear	nuclear	ADJ
dpc-682	29	10	weapons	weapon	NOUN
dpc-682	29	11	was	be	AUX
dpc-682	29	12	a	a	DET
dpc-682	29	13	great	great	ADJ
dpc-682	29	14	innovation	innovation	NOUN
dpc-682	29	15	that	that	PRON
dpc-682	29	16	killed	kill	VERB
dpc-682	29	17	millions	million	NOUN
dpc-682	29	18	of	of	ADP
dpc-682	29	19	people	people	NOUN
dpc-682	29	20	.	.	PUNCT
dpc-682	30	1	it	it	PRON
dpc-682	30	2	goes	go	VERB
dpc-682	30	3	without	without	ADP
dpc-682	30	4	saying	say	VERB
dpc-682	30	5	that	that	SCONJ
dpc-682	30	6	these	these	DET
dpc-682	30	7	 	 	SPACE
dpc-682	30	8	2	2	NUM
dpc-682	30	9	 	 	SPACE
dpc-682	30	10	discoveries	discovery	NOUN
dpc-682	30	11	did	do	AUX
dpc-682	30	12	not	not	PART
dpc-682	30	13	produce	produce	VERB
dpc-682	30	14	results	result	NOUN
dpc-682	30	15	with	with	ADP
dpc-682	30	16	the	the	DET
dpc-682	30	17	same	same	ADJ
dpc-682	30	18	value	value	NOUN
dpc-682	30	19	.	.	PUNCT
dpc-682	31	1	in	in	ADP
dpc-682	31	2	fact	fact	NOUN
dpc-682	31	3	,	,	PUNCT
dpc-682	31	4	the	the	DET
dpc-682	31	5	results	result	NOUN
dpc-682	31	6	were	be	AUX
dpc-682	31	7	polar	polar	ADJ
dpc-682	31	8	opposites	opposite	NOUN
dpc-682	31	9	:	:	PUNCT
dpc-682	31	10	extremely	extremely	ADV
dpc-682	31	11	beneficial	beneficial	ADJ
dpc-682	31	12	and	and	CCONJ
dpc-682	31	13	extremely	extremely	ADV
dpc-682	31	14	detrimental	detrimental	ADJ
dpc-682	31	15	.	.	PUNCT
dpc-682	32	1	if	if	SCONJ
dpc-682	32	2	we	we	PRON
dpc-682	32	3	can	can	AUX
dpc-682	32	4	agree	agree	VERB
dpc-682	32	5	that	that	SCONJ
dpc-682	32	6	the	the	DET
dpc-682	32	7	principal	principal	ADJ
dpc-682	32	8	value	value	NOUN
dpc-682	32	9	of	of	ADP
dpc-682	32	10	our	our	PRON
dpc-682	32	11	ethical	ethical	ADJ
dpc-682	32	12	system	system	NOUN
dpc-682	32	13	is	be	AUX
dpc-682	32	14	human	human	ADJ
dpc-682	32	15	life	life	NOUN
dpc-682	32	16	,	,	PUNCT
dpc-682	32	17	then	then	ADV
dpc-682	32	18	the	the	DET
dpc-682	32	19	value	value	NOUN
dpc-682	32	20	of	of	ADP
dpc-682	32	21	research	research	NOUN
dpc-682	32	22	is	be	AUX
dpc-682	32	23	assessed	assess	VERB
dpc-682	32	24	by	by	ADP
dpc-682	32	25	the	the	DET
dpc-682	32	26	impact	impact	NOUN
dpc-682	32	27	on	on	ADP
dpc-682	32	28	it	it	PRON
dpc-682	32	29	.	.	PUNCT
dpc-682	33	1	in	in	ADP
dpc-682	33	2	our	our	PRON
dpc-682	33	3	field	field	NOUN
dpc-682	33	4	,	,	PUNCT
dpc-682	33	5	for	for	ADP
dpc-682	33	6	example	example	NOUN
dpc-682	33	7	,	,	PUNCT
dpc-682	33	8	the	the	DET
dpc-682	33	9	research	research	NOUN
dpc-682	33	10	on	on	ADP
dpc-682	33	11	epidemiology	epidemiology	NOUN
dpc-682	33	12	of	of	ADP
dpc-682	33	13	melanoma	melanoma	NOUN
dpc-682	33	14	has	have	AUX
dpc-682	33	15	been	be	AUX
dpc-682	33	16	of	of	ADP
dpc-682	33	17	high	high	ADJ
dpc-682	33	18	value	value	NOUN
dpc-682	33	19	because	because	SCONJ
dpc-682	33	20	it	it	PRON
dpc-682	33	21	identified	identify	VERB
dpc-682	33	22	high	high	ADJ
dpc-682	33	23	-	-	PUNCT
dpc-682	33	24	risk	risk	NOUN
dpc-682	33	25	groups	group	NOUN
dpc-682	33	26	,	,	PUNCT
dpc-682	33	27	positively	positively	ADV
dpc-682	33	28	affecting	affect	VERB
dpc-682	33	29	humanity	humanity	NOUN
dpc-682	33	30	.	.	PUNCT
dpc-682	34	1	the	the	DET
dpc-682	34	2	research	research	NOUN
dpc-682	34	3	on	on	ADP
dpc-682	34	4	histopathology	histopathology	NOUN
dpc-682	34	5	of	of	ADP
dpc-682	34	6	melanoma	melanoma	NOUN
dpc-682	34	7	has	have	AUX
dpc-682	34	8	been	be	AUX
dpc-682	34	9	of	of	ADP
dpc-682	34	10	high	high	ADJ
dpc-682	34	11	value	value	NOUN
dpc-682	34	12	because	because	SCONJ
dpc-682	34	13	it	it	PRON
dpc-682	34	14	identified	identify	VERB
dpc-682	34	15	prognostic	prognostic	ADJ
dpc-682	34	16	factors	factor	NOUN
dpc-682	34	17	,	,	PUNCT
dpc-682	34	18	positively	positively	ADV
dpc-682	34	19	affecting	affect	VERB
dpc-682	34	20	humanity	humanity	NOUN
dpc-682	34	21	.	.	PUNCT
dpc-682	35	1	the	the	DET
dpc-682	35	2	research	research	NOUN
dpc-682	35	3	on	on	ADP
dpc-682	35	4	dermoscopy	dermoscopy	NOUN
dpc-682	35	5	of	of	ADP
dpc-682	35	6	melanoma	melanoma	NOUN
dpc-682	35	7	has	have	AUX
dpc-682	35	8	been	be	AUX
dpc-682	35	9	of	of	ADP
dpc-682	35	10	high	high	ADJ
dpc-682	35	11	value	value	NOUN
dpc-682	35	12	because	because	SCONJ
dpc-682	35	13	it	it	PRON
dpc-682	35	14	allowed	allow	VERB
dpc-682	35	15	for	for	ADP
dpc-682	35	16	earlier	early	ADJ
dpc-682	35	17	detection	detection	NOUN
dpc-682	35	18	,	,	PUNCT
dpc-682	35	19	positively	positively	ADV
dpc-682	35	20	affecting	affect	VERB
dpc-682	35	21	humanity	humanity	NOUN
dpc-682	35	22	.	.	PUNCT
dpc-682	36	1	the	the	DET
dpc-682	36	2	research	research	NOUN
dpc-682	36	3	on	on	ADP
dpc-682	36	4	genetics	genetic	NOUN
dpc-682	36	5	of	of	ADP
dpc-682	36	6	melanoma	melanoma	NOUN
dpc-682	36	7	has	have	AUX
dpc-682	36	8	been	be	AUX
dpc-682	36	9	of	of	ADP
dpc-682	36	10	high	high	ADJ
dpc-682	36	11	value	value	NOUN
dpc-682	36	12	because	because	SCONJ
dpc-682	36	13	it	it	PRON
dpc-682	36	14	identified	identify	VERB
dpc-682	36	15	mutations	mutation	NOUN
dpc-682	36	16	that	that	PRON
dpc-682	36	17	might	might	AUX
dpc-682	36	18	be	be	AUX
dpc-682	36	19	potential	potential	ADJ
dpc-682	36	20	targets	target	NOUN
dpc-682	36	21	of	of	ADP
dpc-682	36	22	drugs	drug	NOUN
dpc-682	36	23	.	.	PUNCT
dpc-682	37	1	the	the	DET
dpc-682	37	2	research	research	NOUN
dpc-682	37	3	on	on	ADP
dpc-682	37	4	drugs	drug	NOUN
dpc-682	37	5	for	for	ADP
dpc-682	37	6	metastatic	metastatic	ADJ
dpc-682	37	7	melanoma	melanoma	NOUN
dpc-682	37	8	has	have	AUX
dpc-682	37	9	been	be	AUX
dpc-682	37	10	of	of	ADP
dpc-682	37	11	high	high	ADJ
dpc-682	37	12	value	value	NOUN
dpc-682	37	13	because	because	SCONJ
dpc-682	37	14	it	it	PRON
dpc-682	37	15	prolonged	prolong	VERB
dpc-682	37	16	the	the	DET
dpc-682	37	17	survival	survival	NOUN
dpc-682	37	18	of	of	ADP
dpc-682	37	19	patients	patient	NOUN
dpc-682	37	20	.	.	PUNCT
dpc-682	38	1	the	the	DET
dpc-682	38	2	research	research	NOUN
dpc-682	38	3	on	on	ADP
dpc-682	38	4	melanoma	melanoma	ADJ
dpc-682	38	5	diagnosis	diagnosis	NOUN
dpc-682	38	6	with	with	ADP
dpc-682	38	7	ai	ai	NOUN
dpc-682	38	8	has	have	AUX
dpc-682	38	9	not	not	PART
dpc-682	38	10	,	,	PUNCT
dpc-682	38	11	as	as	ADP
dpc-682	38	12	of	of	ADP
dpc-682	38	13	this	this	DET
dpc-682	38	14	date	date	NOUN
dpc-682	38	15	,	,	PUNCT
dpc-682	38	16	had	have	VERB
dpc-682	38	17	a	a	DET
dpc-682	38	18	positive	positive	ADJ
dpc-682	38	19	effect	effect	NOUN
dpc-682	38	20	on	on	ADP
dpc-682	38	21	humans	human	NOUN
dpc-682	38	22	.	.	PUNCT
dpc-682	39	1	the	the	DET
dpc-682	39	2	only	only	ADJ
dpc-682	39	3	system	system	NOUN
dpc-682	39	4	that	that	PRON
dpc-682	39	5	attempted	attempt	VERB
dpc-682	39	6	to	to	PART
dpc-682	39	7	enter	enter	VERB
dpc-682	39	8	the	the	DET
dpc-682	39	9	clinical	clinical	ADJ
dpc-682	39	10	practice	practice	NOUN
dpc-682	39	11	(	(	PUNCT
dpc-682	39	12	that	that	DET
dpc-682	39	13	one	one	NUM
dpc-682	39	14	with	with	ADP
dpc-682	39	15	 	 	SPACE
dpc-682	39	16	98.5	98.5	NUM
dpc-682	39	17	%	%	NOUN
dpc-682	39	18	sensitivity	sensitivity	NOUN
dpc-682	39	19	but	but	CCONJ
dpc-682	39	20	 	 	SPACE
dpc-682	39	21	10	10	NUM
dpc-682	39	22	%	%	NOUN
dpc-682	39	23	specificity	specificity	NOUN
dpc-682	39	24	)	)	PUNCT
dpc-682	39	25	was	be	AUX
dpc-682	39	26	never	never	ADV
dpc-682	39	27	adopted	adopt	VERB
dpc-682	39	28	by	by	ADP
dpc-682	39	29	clinicians	clinician	NOUN
dpc-682	39	30	because	because	SCONJ
dpc-682	39	31	it	it	PRON
dpc-682	39	32	would	would	AUX
dpc-682	39	33	have	have	AUX
dpc-682	39	34	resulted	result	VERB
dpc-682	39	35	in	in	ADP
dpc-682	39	36	the	the	DET
dpc-682	39	37	unnecessary	unnecessary	ADJ
dpc-682	39	38	excision	excision	NOUN
dpc-682	39	39	of	of	ADP
dpc-682	39	40	millions	million	NOUN
dpc-682	39	41	of	of	ADP
dpc-682	39	42	nevi	nevi	NOUN
dpc-682	40	1	[	[	X
dpc-682	40	2	2	2	NUM
dpc-682	40	3	]	]	PUNCT
dpc-682	40	4	.	.	PUNCT
dpc-682	41	1	what	what	PRON
dpc-682	41	2	is	be	AUX
dpc-682	41	3	good	good	ADJ
dpc-682	41	4	and	and	CCONJ
dpc-682	41	5	what	what	PRON
dpc-682	41	6	is	be	AUX
dpc-682	41	7	bad	bad	ADJ
dpc-682	41	8	is	be	AUX
dpc-682	41	9	decided	decide	VERB
dpc-682	41	10	by	by	ADP
dpc-682	41	11	the	the	DET
dpc-682	41	12	ethics	ethic	NOUN
dpc-682	41	13	of	of	ADP
dpc-682	41	14	a	a	DET
dpc-682	41	15	society	society	NOUN
dpc-682	41	16	and	and	CCONJ
dpc-682	41	17	not	not	PART
dpc-682	41	18	by	by	ADP
dpc-682	41	19	mathematical	mathematical	ADJ
dpc-682	41	20	models	model	NOUN
dpc-682	41	21	.	.	PUNCT
dpc-682	42	1	ai	ai	VERB
dpc-682	42	2	recognizes	recognize	VERB
dpc-682	42	3	no	no	DET
dpc-682	42	4	ethics	ethic	NOUN
dpc-682	42	5	—	—	PUNCT
dpc-682	42	6	only	only	ADJ
dpc-682	42	7	mathematical	mathematical	ADJ
dpc-682	42	8	models	model	NOUN
dpc-682	42	9	.	.	PUNCT
dpc-682	43	1	are	be	AUX
dpc-682	43	2	we	we	PRON
dpc-682	43	3	so	so	ADV
dpc-682	43	4	sure	sure	ADJ
dpc-682	43	5	that	that	SCONJ
dpc-682	43	6	we	we	PRON
dpc-682	43	7	are	be	AUX
dpc-682	43	8	(	(	PUNCT
dpc-682	43	9	or	or	CCONJ
dpc-682	43	10	will	will	AUX
dpc-682	43	11	be	be	AUX
dpc-682	43	12	)	)	PUNCT
dpc-682	43	13	able	able	ADJ
dpc-682	43	14	to	to	PART
dpc-682	43	15	protect	protect	VERB
dpc-682	43	16	our	our	PRON
dpc-682	43	17	ethics	ethic	NOUN
dpc-682	43	18	if	if	SCONJ
dpc-682	43	19	ai	ai	ADV
dpc-682	43	20	takes	take	VERB
dpc-682	43	21	the	the	DET
dpc-682	43	22	lead	lead	NOUN
dpc-682	43	23	?	?	PUNCT
dpc-682	44	1	5	5	X
dpc-682	44	2	.	.	X
dpc-682	44	3	the	the	DET
dpc-682	44	4	nature	nature	NOUN
dpc-682	44	5	of	of	ADP
dpc-682	44	6	humans	human	NOUN
dpc-682	44	7	:	:	PUNCT
dpc-682	44	8	humans	human	NOUN
dpc-682	44	9	like	like	VERB
dpc-682	44	10	to	to	PART
dpc-682	44	11	interact	interact	VERB
dpc-682	44	12	with	with	ADP
dpc-682	44	13	humans	human	NOUN
dpc-682	44	14	,	,	PUNCT
dpc-682	44	15	in	in	ADP
dpc-682	44	16	general	general	ADJ
dpc-682	44	17	,	,	PUNCT
dpc-682	44	18	and	and	CCONJ
dpc-682	44	19	even	even	ADV
dpc-682	44	20	more	more	ADV
dpc-682	44	21	in	in	ADP
dpc-682	44	22	medicine	medicine	NOUN
dpc-682	44	23	.	.	PUNCT
dpc-682	45	1	the	the	DET
dpc-682	45	2	moment	moment	NOUN
dpc-682	45	3	that	that	SCONJ
dpc-682	45	4	a	a	DET
dpc-682	45	5	physician	physician	NOUN
dpc-682	45	6	examines	examine	VERB
dpc-682	45	7	a	a	DET
dpc-682	45	8	patient	patient	NOUN
dpc-682	45	9	is	be	AUX
dpc-682	45	10	a	a	DET
dpc-682	45	11	unique	unique	ADJ
dpc-682	45	12	interaction	interaction	NOUN
dpc-682	45	13	during	during	ADP
dpc-682	45	14	which	which	PRON
dpc-682	45	15	a	a	DET
dpc-682	45	16	human	human	ADJ
dpc-682	45	17	being	being	NOUN
dpc-682	45	18	uses	use	VERB
dpc-682	45	19	all	all	DET
dpc-682	45	20	available	available	ADJ
dpc-682	45	21	knowledge	knowledge	NOUN
dpc-682	45	22	and	and	CCONJ
dpc-682	45	23	mental	mental	ADJ
dpc-682	45	24	effort	effort	NOUN
dpc-682	45	25	to	to	PART
dpc-682	45	26	help	help	VERB
dpc-682	45	27	another	another	DET
dpc-682	45	28	human	human	ADJ
dpc-682	45	29	being	being	NOUN
dpc-682	45	30	.	.	PUNCT
dpc-682	46	1	there	there	PRON
dpc-682	46	2	is	be	VERB
dpc-682	46	3	a	a	DET
dpc-682	46	4	lot	lot	NOUN
dpc-682	46	5	of	of	ADP
dpc-682	46	6	interchange	interchange	NOUN
dpc-682	46	7	of	of	ADP
dpc-682	46	8	energy	energy	NOUN
dpc-682	46	9	in	in	ADP
dpc-682	46	10	this	this	DET
dpc-682	46	11	procedure	procedure	NOUN
dpc-682	46	12	.	.	PUNCT
dpc-682	47	1	this	this	PRON
dpc-682	47	2	is	be	AUX
dpc-682	47	3	very	very	ADV
dpc-682	47	4	much	much	ADV
dpc-682	47	5	superior	superior	ADJ
dpc-682	47	6	to	to	ADP
dpc-682	47	7	a	a	DET
dpc-682	47	8	simple	simple	ADJ
dpc-682	47	9	judgment	judgment	NOUN
dpc-682	47	10	on	on	ADP
dpc-682	47	11	the	the	DET
dpc-682	47	12	benign	benign	ADJ
dpc-682	47	13	or	or	CCONJ
dpc-682	47	14	malignant	malignant	ADJ
dpc-682	47	15	nature	nature	NOUN
dpc-682	47	16	of	of	ADP
dpc-682	47	17	a	a	DET
dpc-682	47	18	lesion	lesion	NOUN
dpc-682	47	19	.	.	PUNCT
dpc-682	48	1	the	the	DET
dpc-682	48	2	result	result	NOUN
dpc-682	48	3	of	of	ADP
dpc-682	48	4	a	a	DET
dpc-682	48	5	medical	medical	ADJ
dpc-682	48	6	consultation	consultation	NOUN
dpc-682	48	7	is	be	AUX
dpc-682	48	8	not	not	PART
dpc-682	48	9	measured	measure	VERB
dpc-682	48	10	only	only	ADV
dpc-682	48	11	by	by	ADP
dpc-682	48	12	the	the	DET
dpc-682	48	13	absolute	absolute	ADJ
dpc-682	48	14	improvement	improvement	NOUN
dpc-682	48	15	of	of	ADP
dpc-682	48	16	the	the	DET
dpc-682	48	17	patient	patient	NOUN
dpc-682	48	18	’s	’s	PART
dpc-682	48	19	physical	physical	ADJ
dpc-682	48	20	health	health	NOUN
dpc-682	48	21	.	.	PUNCT
dpc-682	49	1	think	think	VERB
dpc-682	49	2	for	for	ADP
dpc-682	49	3	a	a	DET
dpc-682	49	4	moment	moment	NOUN
dpc-682	49	5	about	about	ADP
dpc-682	49	6	patients	patient	NOUN
dpc-682	49	7	with	with	ADP
dpc-682	49	8	end	end	NOUN
dpc-682	49	9	-	-	PUNCT
dpc-682	49	10	stage	stage	NOUN
dpc-682	49	11	metastatic	metastatic	ADJ
dpc-682	49	12	cancer	cancer	NOUN
dpc-682	49	13	,	,	PUNCT
dpc-682	49	14	those	those	PRON
dpc-682	49	15	not	not	PART
dpc-682	49	16	responsive	responsive	ADJ
dpc-682	49	17	to	to	ADP
dpc-682	49	18	treatment	treatment	NOUN
dpc-682	49	19	,	,	PUNCT
dpc-682	49	20	or	or	CCONJ
dpc-682	49	21	patients	patient	NOUN
dpc-682	49	22	with	with	ADP
dpc-682	49	23	diseases	disease	NOUN
dpc-682	49	24	with	with	ADP
dpc-682	49	25	no	no	DET
dpc-682	49	26	available	available	ADJ
dpc-682	49	27	treatments	treatment	NOUN
dpc-682	49	28	.	.	PUNCT
dpc-682	50	1	they	they	PRON
dpc-682	50	2	build	build	VERB
dpc-682	50	3	a	a	DET
dpc-682	50	4	strong	strong	ADJ
dpc-682	50	5	relationship	relationship	NOUN
dpc-682	50	6	with	with	ADP
dpc-682	50	7	their	their	PRON
dpc-682	50	8	doctor	doctor	NOUN
dpc-682	50	9	,	,	PUNCT
dpc-682	50	10	which	which	PRON
dpc-682	50	11	is	be	AUX
dpc-682	50	12	not	not	PART
dpc-682	50	13	measurable	measurable	ADJ
dpc-682	50	14	or	or	CCONJ
dpc-682	50	15	explainable	explainable	ADJ
dpc-682	50	16	by	by	ADP
dpc-682	50	17	the	the	DET
dpc-682	50	18	absolute	absolute	ADJ
dpc-682	50	19	improvement	improvement	NOUN
dpc-682	50	20	of	of	ADP
dpc-682	50	21	their	their	PRON
dpc-682	50	22	physical	physical	ADJ
dpc-682	50	23	health	health	NOUN
dpc-682	50	24	.	.	PUNCT
dpc-682	51	1	to	to	PART
dpc-682	51	2	think	think	VERB
dpc-682	51	3	that	that	SCONJ
dpc-682	51	4	medical	medical	ADJ
dpc-682	51	5	care	care	NOUN
dpc-682	51	6	can	can	AUX
dpc-682	51	7	be	be	AUX
dpc-682	51	8	simply	simply	ADV
dpc-682	51	9	conducted	conduct	VERB
dpc-682	51	10	by	by	ADP
dpc-682	51	11	mathematical	mathematical	ADJ
dpc-682	51	12	models	model	NOUN
dpc-682	51	13	is	be	AUX
dpc-682	51	14	tantamount	tantamount	ADJ
dpc-682	51	15	to	to	ADP
dpc-682	51	16	ignoring	ignore	VERB
dpc-682	51	17	human	human	ADJ
dpc-682	51	18	nature	nature	NOUN
dpc-682	51	19	.	.	PUNCT
dpc-682	52	1	even	even	ADV
dpc-682	52	2	if	if	SCONJ
dpc-682	52	3	someday	someday	ADV
dpc-682	52	4	it	it	PRON
dpc-682	52	5	will	will	AUX
dpc-682	52	6	be	be	AUX
dpc-682	52	7	possible	possible	ADJ
dpc-682	52	8	to	to	PART
dpc-682	52	9	satisfactorily	satisfactorily	ADV
dpc-682	52	10	address	address	VERB
dpc-682	52	11	points	point	NOUN
dpc-682	52	12	 	 	SPACE
dpc-682	52	13	1	1	NUM
dpc-682	52	14	 	 	SPACE
dpc-682	52	15	through	through	ADP
dpc-682	52	16	 	 	SPACE
dpc-682	52	17	4	4	NUM
dpc-682	52	18	 	 	SPACE
dpc-682	52	19	made	make	VERB
dpc-682	52	20	above	above	ADV
dpc-682	52	21	,	,	PUNCT
dpc-682	52	22	ignoring	ignore	VERB
dpc-682	52	23	human	human	ADJ
dpc-682	52	24	nature	nature	NOUN
dpc-682	52	25	and	and	CCONJ
dpc-682	52	26	investing	invest	VERB
dpc-682	52	27	against	against	ADP
dpc-682	52	28	it	it	PRON
dpc-682	52	29	is	be	AUX
dpc-682	52	30	very	very	ADV
dpc-682	52	31	likely	likely	ADJ
dpc-682	52	32	a	a	DET
dpc-682	52	33	prelude	prelude	NOUN
dpc-682	52	34	to	to	ADP
dpc-682	52	35	failure	failure	NOUN
dpc-682	52	36	.	.	PUNCT
dpc-682	53	1	we	we	PRON
dpc-682	53	2	are	be	AUX
dpc-682	53	3	convinced	convinced	ADJ
dpc-682	53	4	that	that	SCONJ
dpc-682	53	5	ai	ai	VERB
dpc-682	53	6	has	have	VERB
dpc-682	53	7	the	the	DET
dpc-682	53	8	potential	potential	NOUN
dpc-682	53	9	,	,	PUNCT
dpc-682	53	10	in	in	ADP
dpc-682	53	11	several	several	ADJ
dpc-682	53	12	ways	way	NOUN
dpc-682	53	13	,	,	PUNCT
dpc-682	53	14	to	to	PART
dpc-682	53	15	become	become	VERB
dpc-682	53	16	an	an	DET
dpc-682	53	17	additional	additional	ADJ
dpc-682	53	18	precious	precious	ADJ
dpc-682	53	19	tool	tool	NOUN
dpc-682	53	20	in	in	ADP
dpc-682	53	21	the	the	DET
dpc-682	53	22	hands	hand	NOUN
dpc-682	53	23	of	of	ADP
dpc-682	53	24	doctors	doctor	NOUN
dpc-682	53	25	struggling	struggle	VERB
dpc-682	53	26	to	to	PART
dpc-682	53	27	reduce	reduce	VERB
dpc-682	53	28	melanoma	melanoma	NOUN
dpc-682	53	29	mortality	mortality	NOUN
dpc-682	53	30	.	.	PUNCT
dpc-682	54	1	the	the	DET
dpc-682	54	2	main	main	ADJ
dpc-682	54	3	examination	examination	NOUN
dpc-682	54	4	of	of	ADP
dpc-682	54	5	patients	patient	NOUN
dpc-682	54	6	is	be	AUX
dpc-682	54	7	a	a	DET
dpc-682	54	8	much	much	ADV
dpc-682	54	9	more	more	ADV
dpc-682	54	10	multifactorial	multifactorial	ADJ
dpc-682	54	11	,	,	PUNCT
dpc-682	54	12	unpredictable	unpredictable	ADJ
dpc-682	54	13	,	,	PUNCT
dpc-682	54	14	and	and	CCONJ
dpc-682	54	15	complicated	complicated	ADJ
dpc-682	54	16	process	process	NOUN
dpc-682	54	17	,	,	PUNCT
dpc-682	54	18	as	as	SCONJ
dpc-682	54	19	compared	compare	VERB
dpc-682	54	20	to	to	ADP
dpc-682	54	21	evaluation	evaluation	NOUN
dpc-682	54	22	of	of	ADP
dpc-682	54	23	a	a	DET
dpc-682	54	24	clinical	clinical	ADJ
dpc-682	54	25	or	or	CCONJ
dpc-682	54	26	dermoscopic	dermoscopic	ADJ
dpc-682	54	27	photograph	photograph	NOUN
dpc-682	54	28	in	in	ADP
dpc-682	54	29	front	front	NOUN
dpc-682	54	30	of	of	ADP
dpc-682	54	31	a	a	DET
dpc-682	54	32	computer	computer	NOUN
dpc-682	54	33	.	.	PUNCT
dpc-682	55	1	this	this	PRON
dpc-682	55	2	is	be	AUX
dpc-682	55	3	quite	quite	ADV
dpc-682	55	4	clear	clear	ADJ
dpc-682	55	5	for	for	ADP
dpc-682	55	6	any	any	DET
dpc-682	55	7	doctor	doctor	NOUN
dpc-682	55	8	who	who	PRON
dpc-682	55	9	works	work	VERB
dpc-682	55	10	in	in	ADP
dpc-682	55	11	clinical	clinical	ADJ
dpc-682	55	12	practice	practice	NOUN
dpc-682	55	13	even	even	ADV
dpc-682	55	14	for	for	ADP
dpc-682	55	15	a	a	DET
dpc-682	55	16	short	short	ADJ
dpc-682	55	17	period	period	NOUN
dpc-682	55	18	.	.	PUNCT
dpc-682	56	1	2	2	X
dpc-682	56	2	.	.	X
dpc-682	56	3	the	the	DET
dpc-682	56	4	accuracy	accuracy	NOUN
dpc-682	56	5	of	of	ADP
dpc-682	56	6	diagnosis	diagnosis	NOUN
dpc-682	56	7	:	:	PUNCT
dpc-682	56	8	most	most	ADJ
dpc-682	56	9	of	of	ADP
dpc-682	56	10	the	the	DET
dpc-682	56	11	algorithms	algorithm	NOUN
dpc-682	56	12	are	be	AUX
dpc-682	56	13	fed	feed	VERB
dpc-682	56	14	by	by	ADP
dpc-682	56	15	images	image	NOUN
dpc-682	56	16	of	of	ADP
dpc-682	56	17	histopathologically	histopathologically	ADV
dpc-682	56	18	diagnosed	diagnose	VERB
dpc-682	56	19	lesions	lesion	NOUN
dpc-682	56	20	.	.	PUNCT
dpc-682	57	1	therefore	therefore	ADV
dpc-682	57	2	,	,	PUNCT
dpc-682	57	3	their	their	PRON
dpc-682	57	4	great	great	ADJ
dpc-682	57	5	performance	performance	NOUN
dpc-682	57	6	always	always	ADV
dpc-682	57	7	has	have	VERB
dpc-682	57	8	histopathology	histopathology	NOUN
dpc-682	57	9	as	as	ADP
dpc-682	57	10	a	a	DET
dpc-682	57	11	reference	reference	NOUN
dpc-682	57	12	point	point	NOUN
dpc-682	57	13	and	and	CCONJ
dpc-682	57	14	presupposes	presuppose	VERB
dpc-682	57	15	that	that	SCONJ
dpc-682	57	16	the	the	DET
dpc-682	57	17	histopathological	histopathological	ADJ
dpc-682	57	18	diagnosis	diagnosis	NOUN
dpc-682	57	19	was	be	AUX
dpc-682	57	20	correct	correct	ADJ
dpc-682	57	21	.	.	PUNCT
dpc-682	58	1	however	however	ADV
dpc-682	58	2	,	,	PUNCT
dpc-682	58	3	it	it	PRON
dpc-682	58	4	has	have	AUX
dpc-682	58	5	been	be	AUX
dpc-682	58	6	well	well	ADV
dpc-682	58	7	documented	document	VERB
dpc-682	58	8	that	that	SCONJ
dpc-682	58	9	the	the	DET
dpc-682	58	10	interpretation	interpretation	NOUN
dpc-682	58	11	of	of	ADP
dpc-682	58	12	histopathology	histopathology	NOUN
dpc-682	58	13	,	,	PUNCT
dpc-682	58	14	especially	especially	ADV
dpc-682	58	15	for	for	ADP
dpc-682	58	16	“	"	PUNCT
dpc-682	58	17	borderline	borderline	NOUN
dpc-682	58	18	”	"	PUNCT
dpc-682	58	19	melanocytic	melanocytic	ADJ
dpc-682	58	20	lesions	lesion	NOUN
dpc-682	58	21	,	,	PUNCT
dpc-682	58	22	is	be	AUX
dpc-682	58	23	far	far	ADV
dpc-682	58	24	from	from	ADP
dpc-682	58	25	what	what	PRON
dpc-682	58	26	we	we	PRON
dpc-682	58	27	would	would	AUX
dpc-682	58	28	expect	expect	VERB
dpc-682	58	29	from	from	ADP
dpc-682	58	30	a	a	DET
dpc-682	58	31	“	"	PUNCT
dpc-682	58	32	gold	gold	ADJ
dpc-682	58	33	standard	standard	NOUN
dpc-682	58	34	”	"	PUNCT
dpc-682	58	35	method	method	NOUN
dpc-682	58	36	.	.	PUNCT
dpc-682	59	1	last	last	ADJ
dpc-682	59	2	year	year	NOUN
dpc-682	59	3	,	,	PUNCT
dpc-682	59	4	in	in	ADP
dpc-682	59	5	the	the	DET
dpc-682	59	6	bmj	bmj	NOUN
dpc-682	59	7	,	,	PUNCT
dpc-682	59	8	elmore	elmore	PROPN
dpc-682	59	9	et	et	NOUN
dpc-682	59	10	 	 	SPACE
dpc-682	59	11	al	al	PROPN
dpc-682	59	12	reported	report	VERB
dpc-682	59	13	a	a	DET
dpc-682	59	14	disagreement	disagreement	ADJ
dpc-682	59	15	rate	rate	NOUN
dpc-682	59	16	among	among	ADP
dpc-682	59	17	different	different	ADJ
dpc-682	59	18	pathologists	pathologist	NOUN
dpc-682	59	19	up	up	ADP
dpc-682	59	20	to	to	ADP
dpc-682	59	21	 	 	SPACE
dpc-682	59	22	75	75	NUM
dpc-682	59	23	%	%	NOUN
dpc-682	59	24	(	(	PUNCT
dpc-682	59	25	!	!	PUNCT
dpc-682	59	26	)	)	PUNCT
dpc-682	60	1	when	when	SCONJ
dpc-682	60	2	trying	try	VERB
dpc-682	60	3	to	to	PART
dpc-682	60	4	differentiate	differentiate	VERB
dpc-682	60	5	between	between	ADP
dpc-682	60	6	nevi	nevi	NOUN
dpc-682	60	7	with	with	ADP
dpc-682	60	8	moderate	moderate	ADJ
dpc-682	60	9	to	to	ADP
dpc-682	60	10	severe	severe	ADJ
dpc-682	60	11	dysplasia	dysplasia	NOUN
dpc-682	60	12	and	and	CCONJ
dpc-682	60	13	early	early	ADJ
dpc-682	60	14	melanoma	melanoma	NOUN
dpc-682	60	15	[	[	X
dpc-682	60	16	1	1	NUM
dpc-682	60	17	]	]	PUNCT
dpc-682	60	18	.	.	PUNCT
dpc-682	61	1	therefore	therefore	ADV
dpc-682	61	2	,	,	PUNCT
dpc-682	61	3	ai	ai	AUX
dpc-682	61	4	algorithms	algorithm	NOUN
dpc-682	61	5	are	be	AUX
dpc-682	61	6	supplied	supply	VERB
dpc-682	61	7	with	with	ADP
dpc-682	61	8	images	image	NOUN
dpc-682	61	9	of	of	ADP
dpc-682	61	10	melanomas	melanoma	NOUN
dpc-682	61	11	that	that	PRON
dpc-682	61	12	might	might	AUX
dpc-682	61	13	have	have	AUX
dpc-682	61	14	been	be	AUX
dpc-682	61	15	diagnosed	diagnose	VERB
dpc-682	61	16	as	as	ADP
dpc-682	61	17	nevi	nevi	ADJ
dpc-682	61	18	by	by	ADP
dpc-682	61	19	another	another	DET
dpc-682	61	20	pathologist	pathologist	NOUN
dpc-682	61	21	and	and	CCONJ
dpc-682	61	22	nevi	nevi	NOUN
dpc-682	61	23	that	that	PRON
dpc-682	61	24	might	might	AUX
dpc-682	61	25	have	have	AUX
dpc-682	61	26	been	be	AUX
dpc-682	61	27	diagnosed	diagnose	VERB
dpc-682	61	28	as	as	ADP
dpc-682	61	29	melanomas	melanomas	NOUN
dpc-682	61	30	by	by	ADP
dpc-682	61	31	another	another	DET
dpc-682	61	32	pathologist	pathologist	NOUN
dpc-682	61	33	.	.	PUNCT
dpc-682	62	1	can	can	AUX
dpc-682	62	2	we	we	PRON
dpc-682	62	3	imagine	imagine	VERB
dpc-682	62	4	the	the	DET
dpc-682	62	5	potential	potential	ADJ
dpc-682	62	6	effects	effect	NOUN
dpc-682	62	7	of	of	ADP
dpc-682	62	8	this	this	PRON
dpc-682	62	9	?	?	PUNCT
dpc-682	63	1	clinicians	clinician	NOUN
dpc-682	63	2	are	be	AUX
dpc-682	63	3	able	able	ADJ
dpc-682	63	4	to	to	PART
dpc-682	63	5	deal	deal	VERB
dpc-682	63	6	with	with	ADP
dpc-682	63	7	this	this	DET
dpc-682	63	8	problem	problem	NOUN
dpc-682	63	9	because	because	SCONJ
dpc-682	63	10	they	they	PRON
dpc-682	63	11	are	be	AUX
dpc-682	63	12	aware	aware	ADJ
dpc-682	63	13	of	of	ADP
dpc-682	63	14	this	this	DET
dpc-682	63	15	limitation	limitation	NOUN
dpc-682	63	16	.	.	PUNCT
dpc-682	64	1	they	they	PRON
dpc-682	64	2	also	also	ADV
dpc-682	64	3	know	know	VERB
dpc-682	64	4	that	that	PRON
dpc-682	64	5	morphology	morphology	NOUN
dpc-682	64	6	(	(	PUNCT
dpc-682	64	7	clinical	clinical	ADJ
dpc-682	64	8	,	,	PUNCT
dpc-682	64	9	dermoscopic	dermoscopic	NOUN
dpc-682	64	10	,	,	PUNCT
dpc-682	64	11	histopathological	histopathological	ADJ
dpc-682	64	12	)	)	PUNCT
dpc-682	64	13	does	do	AUX
dpc-682	64	14	not	not	PART
dpc-682	64	15	always	always	ADV
dpc-682	64	16	accurately	accurately	ADV
dpc-682	64	17	predict	predict	VERB
dpc-682	64	18	biology	biology	NOUN
dpc-682	64	19	.	.	PUNCT
dpc-682	65	1	melanomas	melanoma	NOUN
dpc-682	65	2	that	that	PRON
dpc-682	65	3	look	look	VERB
dpc-682	65	4	like	like	ADP
dpc-682	65	5	nevi	nevi	NOUN
dpc-682	65	6	do	do	AUX
dpc-682	65	7	exist	exist	VERB
dpc-682	65	8	and	and	CCONJ
dpc-682	65	9	the	the	DET
dpc-682	65	10	inverse	inverse	NOUN
dpc-682	65	11	is	be	AUX
dpc-682	65	12	true	true	ADJ
dpc-682	65	13	as	as	ADV
dpc-682	65	14	well	well	ADV
dpc-682	65	15	.	.	PUNCT
dpc-682	66	1	for	for	ADP
dpc-682	66	2	this	this	DET
dpc-682	66	3	reason	reason	NOUN
dpc-682	66	4	,	,	PUNCT
dpc-682	66	5	clinical	clinical	ADJ
dpc-682	66	6	management	management	NOUN
dpc-682	66	7	decisions	decision	NOUN
dpc-682	66	8	are	be	AUX
dpc-682	66	9	not	not	PART
dpc-682	66	10	made	make	VERB
dpc-682	66	11	only	only	ADV
dpc-682	66	12	on	on	ADP
dpc-682	66	13	the	the	DET
dpc-682	66	14	basis	basis	NOUN
dpc-682	66	15	of	of	ADP
dpc-682	66	16	morphology	morphology	NOUN
dpc-682	66	17	.	.	PUNCT
dpc-682	67	1	for	for	ADP
dpc-682	67	2	ai	ai	VERB
dpc-682	67	3	,	,	PUNCT
dpc-682	67	4	all	all	DET
dpc-682	67	5	this	this	PRON
dpc-682	67	6	is	be	AUX
dpc-682	67	7	not	not	PART
dpc-682	67	8	comprehensible	comprehensible	ADJ
dpc-682	67	9	.	.	PUNCT
dpc-682	68	1	ai	ai	VERB
dpc-682	68	2	requires	require	VERB
dpc-682	68	3	clear	clear	ADJ
dpc-682	68	4	endpoints	endpoint	NOUN
dpc-682	68	5	(	(	PUNCT
dpc-682	68	6	benignmalignant	benignmalignant	NOUN
dpc-682	68	7	)	)	PUNCT
dpc-682	68	8	.	.	PUNCT
dpc-682	69	1	“	"	PUNCT
dpc-682	69	2	do	do	AUX
dpc-682	69	3	n’t	not	PART
dpc-682	69	4	know	know	VERB
dpc-682	69	5	”	"	PUNCT
dpc-682	69	6	does	do	AUX
dpc-682	69	7	not	not	PART
dpc-682	69	8	exist	exist	VERB
dpc-682	69	9	for	for	ADP
dpc-682	69	10	ai	ai	NOUN
dpc-682	69	11	,	,	PUNCT
dpc-682	69	12	and	and	CCONJ
dpc-682	69	13	this	this	PRON
dpc-682	69	14	creates	create	VERB
dpc-682	69	15	a	a	DET
dpc-682	69	16	huge	huge	ADJ
dpc-682	69	17	risk	risk	NOUN
dpc-682	69	18	.	.	PUNCT
dpc-682	70	1	3	3	X
dpc-682	70	2	.	.	X
dpc-682	70	3	the	the	DET
dpc-682	70	4	usefulness	usefulness	NOUN
dpc-682	70	5	of	of	ADP
dpc-682	70	6	mistakes	mistake	NOUN
dpc-682	70	7	:	:	PUNCT
dpc-682	70	8	throughout	throughout	ADP
dpc-682	70	9	history	history	NOUN
dpc-682	70	10	,	,	PUNCT
dpc-682	70	11	scientific	scientific	ADJ
dpc-682	70	12	knowledge	knowledge	NOUN
dpc-682	70	13	has	have	AUX
dpc-682	70	14	improved	improve	VERB
dpc-682	70	15	principally	principally	ADV
dpc-682	70	16	by	by	ADP
dpc-682	70	17	learning	learn	VERB
dpc-682	70	18	from	from	ADP
dpc-682	70	19	human	human	ADJ
dpc-682	70	20	error	error	NOUN
dpc-682	70	21	.	.	PUNCT
dpc-682	71	1	humans	human	NOUN
dpc-682	71	2	learn	learn	VERB
dpc-682	71	3	from	from	ADP
dpc-682	71	4	their	their	PRON
dpc-682	71	5	mistakes	mistake	NOUN
dpc-682	71	6	,	,	PUNCT
dpc-682	71	7	and	and	CCONJ
dpc-682	71	8	this	this	PRON
dpc-682	71	9	has	have	AUX
dpc-682	71	10	proved	prove	VERB
dpc-682	71	11	to	to	PART
dpc-682	71	12	be	be	AUX
dpc-682	71	13	the	the	DET
dpc-682	71	14	foundation	foundation	NOUN
dpc-682	71	15	for	for	ADP
dpc-682	71	16	progress	progress	NOUN
dpc-682	71	17	.	.	PUNCT
dpc-682	72	1	as	as	ADV
dpc-682	72	2	soon	soon	ADV
dpc-682	72	3	as	as	SCONJ
dpc-682	72	4	a	a	DET
dpc-682	72	5	doctor	doctor	NOUN
dpc-682	72	6	identifies	identify	VERB
dpc-682	72	7	a	a	DET
dpc-682	72	8	mistake	mistake	NOUN
dpc-682	72	9	,	,	PUNCT
dpc-682	72	10	he	he	PRON
dpc-682	72	11	/	/	SYM
dpc-682	72	12	she	she	PRON
dpc-682	72	13	tries	try	VERB
dpc-682	72	14	to	to	PART
dpc-682	72	15	explain	explain	VERB
dpc-682	72	16	why	why	SCONJ
dpc-682	72	17	it	it	PRON
dpc-682	72	18	happened	happen	VERB
dpc-682	72	19	and	and	CCONJ
dpc-682	72	20	what	what	PRON
dpc-682	72	21	should	should	AUX
dpc-682	72	22	be	be	AUX
dpc-682	72	23	done	do	VERB
dpc-682	72	24	to	to	PART
dpc-682	72	25	avoid	avoid	VERB
dpc-682	72	26	repeating	repeat	VERB
dpc-682	72	27	it	it	PRON
dpc-682	72	28	.	.	PUNCT
dpc-682	73	1	ai	ai	AUX
dpc-682	73	2	systems	system	NOUN
dpc-682	73	3	train	train	VERB
dpc-682	73	4	themselves	themselves	PRON
dpc-682	73	5	,	,	PUNCT
dpc-682	73	6	without	without	ADP
dpc-682	73	7	human	human	ADJ
dpc-682	73	8	guidance	guidance	NOUN
dpc-682	73	9	.	.	PUNCT
dpc-682	74	1	they	they	PRON
dpc-682	74	2	learn	learn	VERB
dpc-682	74	3	fast	fast	ADV
dpc-682	74	4	—	—	PUNCT
dpc-682	74	5	much	much	ADV
dpc-682	74	6	faster	fast	ADV
dpc-682	74	7	than	than	SCONJ
dpc-682	74	8	we	we	PRON
dpc-682	74	9	do	do	VERB
dpc-682	74	10	—	—	PUNCT
dpc-682	74	11	and	and	CCONJ
dpc-682	74	12	we	we	PRON
dpc-682	74	13	are	be	AUX
dpc-682	74	14	unable	unable	ADJ
dpc-682	74	15	to	to	PART
dpc-682	74	16	fully	fully	ADV
dpc-682	74	17	understand	understand	VERB
dpc-682	74	18	the	the	DET
dpc-682	74	19	way	way	NOUN
dpc-682	74	20	they	they	PRON
dpc-682	74	21	become	become	VERB
dpc-682	74	22	so	so	ADV
dpc-682	74	23	accurate	accurate	ADJ
dpc-682	74	24	so	so	ADV
dpc-682	74	25	quickly	quickly	ADV
dpc-682	74	26	.	.	PUNCT
dpc-682	75	1	as	as	ADV
dpc-682	75	2	much	much	ADV
dpc-682	75	3	as	as	SCONJ
dpc-682	75	4	we	we	PRON
dpc-682	75	5	fail	fail	VERB
dpc-682	75	6	to	to	PART
dpc-682	75	7	understand	understand	VERB
dpc-682	75	8	how	how	SCONJ
dpc-682	75	9	an	an	DET
dpc-682	75	10	algorithm	algorithm	NOUN
dpc-682	75	11	is	be	AUX
dpc-682	75	12	able	able	ADJ
dpc-682	75	13	to	to	PART
dpc-682	75	14	accurately	accurately	ADV
dpc-682	75	15	classify	classify	VERB
dpc-682	75	16	a	a	DET
dpc-682	75	17	lesion	lesion	NOUN
dpc-682	75	18	when	when	SCONJ
dpc-682	75	19	humans	human	NOUN
dpc-682	75	20	do	do	VERB
dpc-682	75	21	not	not	PART
dpc-682	75	22	,	,	PUNCT
dpc-682	75	23	we	we	PRON
dpc-682	75	24	also	also	ADV
dpc-682	75	25	fail	fail	VERB
dpc-682	75	26	to	to	PART
dpc-682	75	27	adequately	adequately	ADV
dpc-682	75	28	explain	explain	VERB
dpc-682	75	29	why	why	SCONJ
dpc-682	75	30	ai	ai	VERB
dpc-682	75	31	is	be	AUX
dpc-682	75	32	wrong	wrong	ADJ
dpc-682	75	33	when	when	SCONJ
dpc-682	75	34	it	it	PRON
dpc-682	75	35	is	be	AUX
dpc-682	75	36	wrong	wrong	ADJ
dpc-682	75	37	.	.	PUNCT
dpc-682	76	1	therefore	therefore	ADV
dpc-682	76	2	,	,	PUNCT
dpc-682	76	3	we	we	PRON
dpc-682	76	4	will	will	AUX
dpc-682	76	5	never	never	ADV
dpc-682	76	6	really	really	ADV
dpc-682	76	7	know	know	VERB
dpc-682	76	8	why	why	SCONJ
dpc-682	76	9	a	a	DET
dpc-682	76	10	mistake	mistake	NOUN
dpc-682	76	11	happened	happen	VERB
dpc-682	76	12	,	,	PUNCT
dpc-682	76	13	and	and	CCONJ
dpc-682	76	14	it	it	PRON
dpc-682	76	15	is	be	AUX
dpc-682	76	16	quite	quite	ADV
dpc-682	76	17	likely	likely	ADJ
dpc-682	76	18	that	that	SCONJ
dpc-682	76	19	ai	ai	VERB
dpc-682	76	20	will	will	AUX
dpc-682	76	21	repeat	repeat	VERB
dpc-682	76	22	the	the	DET
dpc-682	76	23	same	same	ADJ
dpc-682	76	24	mistakes	mistake	NOUN
dpc-682	76	25	because	because	SCONJ
dpc-682	76	26	we	we	PRON
dpc-682	76	27	can	can	AUX
dpc-682	76	28	not	not	PART
dpc-682	76	29	train	train	VERB
dpc-682	76	30	it	it	PRON
dpc-682	76	31	to	to	PART
dpc-682	76	32	avoid	avoid	VERB
dpc-682	76	33	them	they	PRON
dpc-682	76	34	.	.	PUNCT
dpc-682	77	1	4	4	X
dpc-682	77	2	.	.	X
dpc-682	77	3	the	the	DET
dpc-682	77	4	value	value	NOUN
dpc-682	77	5	of	of	ADP
dpc-682	77	6	research	research	NOUN
dpc-682	77	7	:	:	PUNCT
dpc-682	77	8	innovation	innovation	NOUN
dpc-682	77	9	is	be	AUX
dpc-682	77	10	great	great	ADJ
dpc-682	77	11	,	,	PUNCT
dpc-682	77	12	but	but	CCONJ
dpc-682	77	13	the	the	DET
dpc-682	77	14	value	value	NOUN
dpc-682	77	15	of	of	ADP
dpc-682	77	16	research	research	NOUN
dpc-682	77	17	is	be	AUX
dpc-682	77	18	not	not	PART
dpc-682	77	19	measured	measure	VERB
dpc-682	77	20	by	by	ADP
dpc-682	77	21	how	how	SCONJ
dpc-682	77	22	innovative	innovative	ADJ
dpc-682	77	23	it	it	PRON
dpc-682	77	24	is	be	AUX
dpc-682	77	25	or	or	CCONJ
dpc-682	77	26	by	by	ADP
dpc-682	77	27	the	the	DET
dpc-682	77	28	impact	impact	NOUN
dpc-682	77	29	factor	factor	NOUN
dpc-682	77	30	of	of	ADP
dpc-682	77	31	the	the	DET
dpc-682	77	32	journal	journal	NOUN
dpc-682	77	33	in	in	ADP
dpc-682	77	34	which	which	PRON
dpc-682	77	35	it	it	PRON
dpc-682	77	36	is	be	AUX
dpc-682	77	37	published	publish	VERB
dpc-682	77	38	.	.	PUNCT
dpc-682	78	1	the	the	DET
dpc-682	78	2	value	value	NOUN
dpc-682	78	3	of	of	ADP
dpc-682	78	4	research	research	NOUN
dpc-682	78	5	is	be	AUX
dpc-682	78	6	measured	measure	VERB
dpc-682	78	7	by	by	ADP
dpc-682	78	8	its	its	PRON
dpc-682	78	9	impact	impact	NOUN
dpc-682	78	10	on	on	ADP
dpc-682	78	11	humans	human	NOUN
dpc-682	78	12	.	.	PUNCT
dpc-682	79	1	the	the	DET
dpc-682	79	2	discovery	discovery	NOUN
dpc-682	79	3	of	of	ADP
dpc-682	79	4	penicillin	penicillin	NOUN
dpc-682	79	5	was	be	AUX
dpc-682	79	6	a	a	DET
dpc-682	79	7	great	great	ADJ
dpc-682	79	8	innovation	innovation	NOUN
dpc-682	79	9	that	that	PRON
dpc-682	79	10	saved	save	VERB
dpc-682	79	11	millions	million	NOUN
dpc-682	79	12	of	of	ADP
dpc-682	79	13	people	people	NOUN
dpc-682	79	14	.	.	PUNCT
dpc-682	80	1	the	the	DET
dpc-682	80	2	discovery	discovery	NOUN
dpc-682	80	3	of	of	ADP
dpc-682	80	4	atomic	atomic	ADJ
dpc-682	80	5	bombs	bomb	NOUN
dpc-682	80	6	editorial	editorial	NOUN
dpc-682	80	7	|	|	ADV
dpc-682	80	8	dermatol	dermatol	ADJ
dpc-682	80	9	pract	pract	NOUN
dpc-682	80	10	concept	concept	NOUN
dpc-682	80	11	2018;8(4):1	2018;8(4):1	PROPN
dpc-682	80	12	251	251	NUM
dpc-682	80	13	2	2	NUM
dpc-682	80	14	.	.	PUNCT
dpc-682	81	1	monheit	monheit	PROPN
dpc-682	81	2	g	g	PROPN
dpc-682	81	3	,	,	PUNCT
dpc-682	81	4	cognetta	cognetta	PROPN
dpc-682	81	5	ab	ab	PROPN
dpc-682	81	6	,	,	PUNCT
dpc-682	81	7	ferris	ferris	PROPN
dpc-682	81	8	l	l	PROPN
dpc-682	81	9	,	,	PUNCT
dpc-682	81	10	et	et	PROPN
dpc-682	81	11	 	 	SPACE
dpc-682	81	12	al	al	PROPN
dpc-682	81	13	.	.	PUNCT
dpc-682	82	1	the	the	DET
dpc-682	82	2	performance	performance	NOUN
dpc-682	82	3	of	of	ADP
dpc-682	82	4	melafind	melafind	NOUN
dpc-682	82	5	:	:	PUNCT
dpc-682	82	6	a	a	DET
dpc-682	82	7	prospective	prospective	ADJ
dpc-682	82	8	multicenter	multicenter	NOUN
dpc-682	82	9	study	study	NOUN
dpc-682	82	10	.	.	PUNCT
dpc-682	83	1	arch	arch	ADJ
dpc-682	83	2	dermatol	dermatol	NOUN
dpc-682	83	3	.	.	PUNCT
dpc-682	84	1	2011;147(2):188	2011;147(2):188	NUM
dpc-682	84	2	-	-	SYM
dpc-682	84	3	194	194	NUM
dpc-682	84	4	.	.	PUNCT
dpc-682	85	1	aimilios	aimilios	PROPN
dpc-682	85	2	lallas	lalla	NOUN
dpc-682	85	3	,	,	PUNCT
dpc-682	85	4	md	md	PROPN
dpc-682	85	5	deputy	deputy	PROPN
dpc-682	85	6	editor	editor	NOUN
dpc-682	85	7	giuseppe	giuseppe	PROPN
dpc-682	85	8	argenziano	argenziano	PROPN
dpc-682	85	9	,	,	PUNCT
dpc-682	85	10	md	md	PROPN
dpc-682	85	11	editor	editor	NOUN
dpc-682	85	12	-	-	PUNCT
dpc-682	85	13	in	in	ADP
dpc-682	85	14	-	-	PUNCT
dpc-682	85	15	chief	chief	NOUN
dpc-682	85	16	obstacles	obstacle	NOUN
dpc-682	85	17	of	of	ADP
dpc-682	85	18	this	this	DET
dpc-682	85	19	goal	goal	NOUN
dpc-682	85	20	are	be	AUX
dpc-682	85	21	the	the	DET
dpc-682	85	22	misconceptions	misconception	NOUN
dpc-682	85	23	about	about	ADP
dpc-682	85	24	our	our	PRON
dpc-682	85	25	role	role	NOUN
dpc-682	85	26	as	as	ADP
dpc-682	85	27	doctors	doctor	NOUN
dpc-682	85	28	.	.	PUNCT
dpc-682	86	1	maybe	maybe	ADV
dpc-682	86	2	by	by	ADP
dpc-682	86	3	rereading	reread	VERB
dpc-682	86	4	and	and	CCONJ
dpc-682	86	5	rethinking	rethink	VERB
dpc-682	86	6	what	what	PRON
dpc-682	86	7	hippocrates	hippocrates	PROPN
dpc-682	86	8	said	say	VERB
dpc-682	86	9	 	 	SPACE
dpc-682	86	10	2,500	2,500	NUM
dpc-682	86	11	 	 	SPACE
dpc-682	86	12	years	year	NOUN
dpc-682	86	13	ago	ago	ADV
dpc-682	86	14	we	we	PRON
dpc-682	86	15	could	could	AUX
dpc-682	86	16	find	find	VERB
dpc-682	86	17	the	the	DET
dpc-682	86	18	way	way	NOUN
dpc-682	86	19	.	.	PUNCT
dpc-682	87	1	references	reference	NOUN
dpc-682	87	2	1	1	NUM
dpc-682	87	3	.	.	PUNCT
dpc-682	88	1	elmore	elmore	PROPN
dpc-682	88	2	jg	jg	PROPN
dpc-682	88	3	,	,	PUNCT
dpc-682	88	4	barnhill	barnhill	PROPN
dpc-682	88	5	rl	rl	PROPN
dpc-682	88	6	,	,	PUNCT
dpc-682	88	7	elder	elder	NOUN
dpc-682	88	8	de	de	PROPN
dpc-682	88	9	,	,	PUNCT
dpc-682	88	10	et	et	NOUN
dpc-682	88	11	 	 	SPACE
dpc-682	88	12	al	al	PROPN
dpc-682	88	13	.	.	PUNCT
dpc-682	88	14	pathologists	pathologist	NOUN
dpc-682	88	15	’	'	PUNCT
dpc-682	88	16	diagnosis	diagnosis	NOUN
dpc-682	88	17	of	of	ADP
dpc-682	88	18	invasive	invasive	ADJ
dpc-682	88	19	melanoma	melanoma	NOUN
dpc-682	88	20	and	and	CCONJ
dpc-682	88	21	melanocytic	melanocytic	ADJ
dpc-682	88	22	proliferations	proliferation	NOUN
dpc-682	88	23	:	:	PUNCT
dpc-682	88	24	observer	observer	NOUN
dpc-682	88	25	accuracy	accuracy	NOUN
dpc-682	88	26	and	and	CCONJ
dpc-682	88	27	reproducibility	reproducibility	NOUN
dpc-682	88	28	study	study	NOUN
dpc-682	88	29	.	.	PUNCT
dpc-682	89	1	bmj	bmj	PROPN
dpc-682	89	2	.	.	PROPN
dpc-682	90	1	2017	2017	NUM
dpc-682	90	2	 	 	SPACE
dpc-682	90	3	jun	jun	PROPN
dpc-682	90	4	 	 	SPACE
dpc-682	90	5	28;357	28;357	NUM
dpc-682	90	6	:	:	PUNCT
dpc-682	90	7	j2813	j2813	NUM
dpc-682	90	8	.	.	PUNCT