id	sid	tid	token	lemma	pos
spir-13044	1	1	selected	select	VERB
spir-13044	1	2	papers	paper	NOUN
spir-13044	1	3	of	of	ADP
spir-13044	1	4	#	#	SYM
spir-13044	1	5	aoir2022	aoir2022	NOUN
spir-13044	1	6	:	:	PUNCT
spir-13044	1	7	the	the	DET
spir-13044	1	8	23rd	23rd	ADJ
spir-13044	1	9	annual	annual	ADJ
spir-13044	1	10	conference	conference	NOUN
spir-13044	1	11	of	of	ADP
spir-13044	1	12	the	the	DET
spir-13044	1	13	association	association	NOUN
spir-13044	1	14	of	of	ADP
spir-13044	1	15	internet	internet	NOUN
spir-13044	1	16	researchers	researcher	NOUN
spir-13044	1	17	dublin	dublin	PROPN
spir-13044	1	18	,	,	PUNCT
spir-13044	1	19	ireland	ireland	PROPN
spir-13044	1	20	/	/	SYM
spir-13044	1	21	2	2	NUM
spir-13044	1	22	-	-	SYM
spir-13044	1	23	5	5	NUM
spir-13044	1	24	nov	nov	PROPN
spir-13044	1	25	2022	2022	NUM
spir-13044	1	26	suggested	suggest	VERB
spir-13044	1	27	citation	citation	NOUN
spir-13044	1	28	(	(	PUNCT
spir-13044	1	29	apa	apa	PROPN
spir-13044	1	30	):	):	PUNCT
spir-13044	1	31	luitse	luitse	ADJ
spir-13044	1	32	,	,	PUNCT
spir-13044	1	33	d.m.r	d.m.r	NOUN
spir-13044	1	34	.	.	PUNCT
spir-13044	1	35	,	,	PUNCT
spir-13044	1	36	blanke	blanke	PROPN
spir-13044	1	37	t.	t.	PROPN
spir-13044	1	38	&	&	CCONJ
spir-13044	1	39	poell	poell	PROPN
spir-13044	1	40	,	,	PUNCT
spir-13044	1	41	t.	t.	PROPN
spir-13044	1	42	(	(	PUNCT
spir-13044	1	43	2022	2022	NUM
spir-13044	1	44	,	,	PUNCT
spir-13044	1	45	november	november	PROPN
spir-13044	1	46	)	)	PUNCT
spir-13044	1	47	.	.	PUNCT
spir-13044	2	1	ai	ai	VERB
spir-13044	2	2	competitions	competition	NOUN
spir-13044	2	3	as	as	ADP
spir-13044	2	4	infrastructures	infrastructure	NOUN
spir-13044	2	5	:	:	PUNCT
spir-13044	2	6	examining	examine	VERB
spir-13044	2	7	power	power	NOUN
spir-13044	2	8	relations	relation	NOUN
spir-13044	2	9	on	on	ADP
spir-13044	2	10	kaggle	kaggle	ADJ
spir-13044	2	11	and	and	CCONJ
spir-13044	2	12	grand	grand	ADJ
spir-13044	2	13	challenge	challenge	NOUN
spir-13044	2	14	in	in	ADP
spir-13044	2	15	ai	ai	ADJ
spir-13044	2	16	-	-	PUNCT
spir-13044	2	17	driven	drive	VERB
spir-13044	2	18	medical	medical	ADJ
spir-13044	2	19	imaging	imaging	NOUN
spir-13044	2	20	.	.	PUNCT
spir-13044	3	1	paper	paper	NOUN
spir-13044	3	2	(	(	PUNCT
spir-13044	3	3	or	or	CCONJ
spir-13044	3	4	panel	panel	NOUN
spir-13044	3	5	)	)	PUNCT
spir-13044	3	6	presented	present	VERB
spir-13044	3	7	at	at	ADP
spir-13044	3	8	aoir	aoir	NOUN
spir-13044	3	9	2022	2022	NUM
spir-13044	3	10	:	:	PUNCT
spir-13044	3	11	the	the	DET
spir-13044	3	12	23rd	23rd	ADJ
spir-13044	3	13	annual	annual	ADJ
spir-13044	3	14	conference	conference	NOUN
spir-13044	3	15	of	of	ADP
spir-13044	3	16	the	the	DET
spir-13044	3	17	association	association	NOUN
spir-13044	3	18	of	of	ADP
spir-13044	3	19	internet	internet	NOUN
spir-13044	3	20	researchers	researcher	NOUN
spir-13044	3	21	.	.	PUNCT
spir-13044	4	1	dublin	dublin	PROPN
spir-13044	4	2	,	,	PUNCT
spir-13044	4	3	ireland	ireland	PROPN
spir-13044	4	4	:	:	PUNCT
spir-13044	4	5	aoir	aoir	NOUN
spir-13044	4	6	.	.	PUNCT
spir-13044	4	7	retrieved	retrieve	VERB
spir-13044	4	8	from	from	ADP
spir-13044	4	9	http://spir.aoir.org	http://spir.aoir.org	PROPN
spir-13044	4	10	.	.	PUNCT
spir-13044	5	1	ai	ai	VERB
spir-13044	5	2	competitions	competition	NOUN
spir-13044	5	3	as	as	ADP
spir-13044	5	4	infrastructures	infrastructure	NOUN
spir-13044	5	5	:	:	PUNCT
spir-13044	5	6	examining	examine	VERB
spir-13044	5	7	power	power	NOUN
spir-13044	5	8	relations	relation	NOUN
spir-13044	5	9	on	on	ADP
spir-13044	5	10	kaggle	kaggle	ADJ
spir-13044	5	11	and	and	CCONJ
spir-13044	5	12	grand	grand	ADJ
spir-13044	5	13	challenge	challenge	NOUN
spir-13044	5	14	in	in	ADP
spir-13044	5	15	ai	ai	ADJ
spir-13044	5	16	-	-	PUNCT
spir-13044	5	17	driven	drive	VERB
spir-13044	5	18	medical	medical	ADJ
spir-13044	5	19	imaging	imaging	NOUN
spir-13044	5	20	dieuwertje	dieuwertje	PROPN
spir-13044	5	21	luitse	luitse	PROPN
spir-13044	5	22	university	university	PROPN
spir-13044	5	23	of	of	ADP
spir-13044	5	24	amsterdam	amsterdam	PROPN
spir-13044	5	25	tobias	tobias	PROPN
spir-13044	5	26	blanke	blanke	PROPN
spir-13044	5	27	university	university	PROPN
spir-13044	5	28	of	of	ADP
spir-13044	5	29	amsterdam	amsterdam	PROPN
spir-13044	5	30	thomas	thomas	PROPN
spir-13044	5	31	poell	poell	PROPN
spir-13044	5	32	university	university	PROPN
spir-13044	5	33	of	of	ADP
spir-13044	5	34	amsterdam	amsterdam	PROPN
spir-13044	5	35	artificial	artificial	PROPN
spir-13044	5	36	intelligence	intelligence	NOUN
spir-13044	5	37	(	(	PUNCT
spir-13044	5	38	ai	ai	VERB
spir-13044	5	39	)	)	PUNCT
spir-13044	5	40	is	be	AUX
spir-13044	5	41	quickly	quickly	ADV
spir-13044	5	42	being	be	AUX
spir-13044	5	43	taken	take	VERB
spir-13044	5	44	-	-	PUNCT
spir-13044	5	45	up	up	NOUN
spir-13044	5	46	across	across	ADP
spir-13044	5	47	scientific	scientific	ADJ
spir-13044	5	48	disciplines	discipline	NOUN
spir-13044	5	49	,	,	PUNCT
spir-13044	5	50	medical	medical	ADJ
spir-13044	5	51	imaging	imaging	NOUN
spir-13044	5	52	is	be	AUX
spir-13044	5	53	no	no	DET
spir-13044	5	54	exception	exception	NOUN
spir-13044	5	55	.	.	PUNCT
spir-13044	6	1	to	to	PART
spir-13044	6	2	stimulate	stimulate	VERB
spir-13044	6	3	development	development	NOUN
spir-13044	6	4	and	and	CCONJ
spir-13044	6	5	facilitate	facilitate	VERB
spir-13044	6	6	the	the	DET
spir-13044	6	7	scientific	scientific	ADJ
spir-13044	6	8	evaluation	evaluation	NOUN
spir-13044	6	9	of	of	ADP
spir-13044	6	10	new	new	ADJ
spir-13044	6	11	approaches	approach	NOUN
spir-13044	6	12	,	,	PUNCT
spir-13044	6	13	ai	ai	NOUN
spir-13044	6	14	-	-	PUNCT
spir-13044	6	15	based	base	VERB
spir-13044	6	16	research	research	NOUN
spir-13044	6	17	in	in	ADP
spir-13044	6	18	medical	medical	ADJ
spir-13044	6	19	imaging	imaging	NOUN
spir-13044	6	20	is	be	AUX
spir-13044	6	21	increasingly	increasingly	ADV
spir-13044	6	22	organised	organise	VERB
spir-13044	6	23	in	in	ADP
spir-13044	6	24	a	a	DET
spir-13044	6	25	competitive	competitive	ADJ
spir-13044	6	26	manner	manner	NOUN
spir-13044	6	27	through	through	ADP
spir-13044	6	28	machine	machine	NOUN
spir-13044	6	29	-	-	PUNCT
spir-13044	6	30	learning	learn	VERB
spir-13044	6	31	development	development	NOUN
spir-13044	6	32	platforms	platform	NOUN
spir-13044	6	33	.	.	PUNCT
spir-13044	7	1	these	these	DET
spir-13044	7	2	platformbased	platformbase	VERB
spir-13044	7	3	ai	ai	VERB
spir-13044	7	4	competitions	competition	NOUN
spir-13044	7	5	are	be	AUX
spir-13044	7	6	typically	typically	ADV
spir-13044	7	7	organised	organise	VERB
spir-13044	7	8	by	by	ADP
spir-13044	7	9	consortia	consortium	NOUN
spir-13044	7	10	that	that	PRON
spir-13044	7	11	issue	issue	VERB
spir-13044	7	12	dedicated	dedicated	ADJ
spir-13044	7	13	research	research	NOUN
spir-13044	7	14	problems	problem	NOUN
spir-13044	7	15	,	,	PUNCT
spir-13044	7	16	focusing	focus	VERB
spir-13044	7	17	on	on	ADP
spir-13044	7	18	specific	specific	ADJ
spir-13044	7	19	tasks	task	NOUN
spir-13044	7	20	,	,	PUNCT
spir-13044	7	21	such	such	ADJ
spir-13044	7	22	as	as	ADP
spir-13044	7	23	breast	breast	NOUN
spir-13044	7	24	cancer	cancer	NOUN
spir-13044	7	25	detection	detection	NOUN
spir-13044	7	26	.	.	PUNCT
spir-13044	8	1	participating	participate	VERB
spir-13044	8	2	teams	team	NOUN
spir-13044	8	3	can	can	AUX
spir-13044	8	4	compete	compete	VERB
spir-13044	8	5	to	to	PART
spir-13044	8	6	develop	develop	VERB
spir-13044	8	7	and	and	CCONJ
spir-13044	8	8	evaluate	evaluate	VERB
spir-13044	8	9	their	their	PRON
spir-13044	8	10	machine	machine	NOUN
spir-13044	8	11	learning	learning	NOUN
spir-13044	8	12	models	model	NOUN
spir-13044	8	13	using	use	VERB
spir-13044	8	14	a	a	DET
spir-13044	8	15	given	give	VERB
spir-13044	8	16	dataset	dataset	NOUN
spir-13044	8	17	and	and	CCONJ
spir-13044	8	18	achieve	achieve	VERB
spir-13044	8	19	the	the	DET
spir-13044	8	20	highest	high	ADJ
spir-13044	8	21	performance	performance	NOUN
spir-13044	8	22	on	on	ADP
spir-13044	8	23	a	a	DET
spir-13044	8	24	set	set	NOUN
spir-13044	8	25	of	of	ADP
spir-13044	8	26	predefined	predefine	VERB
spir-13044	8	27	tasks	task	NOUN
spir-13044	8	28	.	.	PUNCT
spir-13044	9	1	subsequently	subsequently	ADV
spir-13044	9	2	,	,	PUNCT
spir-13044	9	3	teams	team	NOUN
spir-13044	9	4	are	be	AUX
spir-13044	9	5	ranked	rank	VERB
spir-13044	9	6	on	on	ADP
spir-13044	9	7	a	a	DET
spir-13044	9	8	platform	platform	NOUN
spir-13044	9	9	-	-	PUNCT
spir-13044	9	10	controlled	control	VERB
spir-13044	9	11	central	central	ADJ
spir-13044	9	12	leaderboard	leaderboard	NOUN
spir-13044	9	13	by	by	ADP
spir-13044	9	14	the	the	DET
spir-13044	9	15	calculated	calculate	VERB
spir-13044	9	16	score	score	NOUN
spir-13044	9	17	of	of	ADP
spir-13044	9	18	their	their	PRON
spir-13044	9	19	(	(	PUNCT
spir-13044	9	20	best	good	ADJ
spir-13044	9	21	)	)	PUNCT
spir-13044	9	22	submission	submission	NOUN
spir-13044	9	23	.	.	PUNCT
spir-13044	10	1	this	this	DET
spir-13044	10	2	paper	paper	NOUN
spir-13044	10	3	examines	examine	VERB
spir-13044	10	4	how	how	SCONJ
spir-13044	10	5	such	such	ADJ
spir-13044	10	6	platform	platform	NOUN
spir-13044	10	7	-	-	PUNCT
spir-13044	10	8	based	base	VERB
spir-13044	10	9	competitions	competition	NOUN
spir-13044	10	10	shape	shape	NOUN
spir-13044	10	11	power	power	NOUN
spir-13044	10	12	relations	relation	NOUN
spir-13044	10	13	in	in	ADP
spir-13044	10	14	medical	medical	ADJ
spir-13044	10	15	image	image	NOUN
spir-13044	10	16	ai	ai	VERB
spir-13044	10	17	research	research	NOUN
spir-13044	10	18	around	around	ADP
spir-13044	10	19	the	the	DET
spir-13044	10	20	globe	globe	NOUN
spir-13044	10	21	.	.	PUNCT
spir-13044	11	1	performance	performance	NOUN
spir-13044	11	2	competitions	competition	NOUN
spir-13044	11	3	follow	follow	VERB
spir-13044	11	4	a	a	DET
spir-13044	11	5	long	long	ADV
spir-13044	11	6	-	-	PUNCT
spir-13044	11	7	standing	stand	VERB
spir-13044	11	8	tradition	tradition	NOUN
spir-13044	11	9	in	in	ADP
spir-13044	11	10	ai	ai	ADJ
spir-13044	11	11	subfields	subfield	NOUN
spir-13044	11	12	like	like	ADP
spir-13044	11	13	computer	computer	NOUN
spir-13044	11	14	vision	vision	NOUN
spir-13044	11	15	or	or	CCONJ
spir-13044	11	16	natural	natural	ADJ
spir-13044	11	17	language	language	NOUN
spir-13044	11	18	processing	processing	NOUN
spir-13044	11	19	.	.	PUNCT
spir-13044	12	1	a	a	DET
spir-13044	12	2	prime	prime	ADJ
spir-13044	12	3	example	example	NOUN
spir-13044	12	4	of	of	ADP
spir-13044	12	5	how	how	SCONJ
spir-13044	12	6	they	they	PRON
spir-13044	12	7	play	play	VERB
spir-13044	12	8	a	a	DET
spir-13044	12	9	vital	vital	ADJ
spir-13044	12	10	role	role	NOUN
spir-13044	12	11	in	in	ADP
spir-13044	12	12	ai	ai	PROPN
spir-13044	12	13	research	research	NOUN
spir-13044	12	14	is	be	AUX
spir-13044	12	15	the	the	DET
spir-13044	12	16	imagenet	imagenet	ADJ
spir-13044	12	17	large	large	ADJ
spir-13044	12	18	scale	scale	NOUN
spir-13044	12	19	visual	visual	ADJ
spir-13044	12	20	recognition	recognition	NOUN
spir-13044	12	21	challenge	challenge	NOUN
spir-13044	12	22	(	(	PUNCT
spir-13044	12	23	ilsvrc	ilsvrc	PROPN
spir-13044	12	24	)	)	PUNCT
spir-13044	12	25	(	(	PUNCT
spir-13044	12	26	russakovsky	russakovsky	PROPN
spir-13044	12	27	et	et	PROPN
spir-13044	12	28	al	al	PROPN
spir-13044	12	29	.	.	PROPN
spir-13044	12	30	,	,	PUNCT
spir-13044	12	31	2015	2015	NUM
spir-13044	12	32	)	)	PUNCT
spir-13044	12	33	.	.	PUNCT
spir-13044	13	1	associated	associate	VERB
spir-13044	13	2	with	with	ADP
spir-13044	13	3	the	the	DET
spir-13044	13	4	imagenet	imagenet	NOUN
spir-13044	13	5	dataset	dataset	NOUN
spir-13044	13	6	(	(	PUNCT
spir-13044	13	7	deng	deng	PROPN
spir-13044	13	8	et	et	PROPN
spir-13044	13	9	al	al	PROPN
spir-13044	13	10	.	.	PROPN
spir-13044	13	11	,	,	PUNCT
spir-13044	13	12	2009	2009	NUM
spir-13044	13	13	)	)	PUNCT
spir-13044	13	14	,	,	PUNCT
spir-13044	13	15	this	this	DET
spir-13044	13	16	competition	competition	NOUN
spir-13044	13	17	ran	run	VERB
spir-13044	13	18	between	between	ADP
spir-13044	13	19	2010	2010	NUM
spir-13044	13	20	and	and	CCONJ
spir-13044	13	21	2017	2017	NUM
spir-13044	13	22	.	.	PUNCT
spir-13044	14	1	in	in	ADP
spir-13044	14	2	2012	2012	NUM
spir-13044	14	3	,	,	PUNCT
spir-13044	14	4	a	a	DET
spir-13044	14	5	team	team	NOUN
spir-13044	14	6	from	from	ADP
spir-13044	14	7	the	the	DET
spir-13044	14	8	university	university	PROPN
spir-13044	14	9	of	of	ADP
spir-13044	14	10	toronto	toronto	PROPN
spir-13044	14	11	won	win	VERB
spir-13044	14	12	the	the	DET
spir-13044	14	13	challenge	challenge	NOUN
spir-13044	14	14	with	with	ADP
spir-13044	14	15	a	a	DET
spir-13044	14	16	deep	deep	ADJ
spir-13044	14	17	neural	neural	ADJ
spir-13044	14	18	network	network	NOUN
spir-13044	14	19	-	-	PUNCT
spir-13044	14	20	driven	drive	VERB
spir-13044	14	21	model	model	NOUN
spir-13044	14	22	that	that	PRON
spir-13044	14	23	outperformed	outperform	VERB
spir-13044	14	24	all	all	DET
spir-13044	14	25	competing	compete	VERB
spir-13044	14	26	teams	team	NOUN
spir-13044	14	27	by	by	ADP
spir-13044	14	28	a	a	DET
spir-13044	14	29	significant	significant	ADJ
spir-13044	14	30	margin	margin	NOUN
spir-13044	14	31	using	use	VERB
spir-13044	14	32	gpus	gpu	NOUN
spir-13044	14	33	(	(	PUNCT
spir-13044	14	34	krizhevsky	krizhevsky	PROPN
spir-13044	14	35	et	et	PROPN
spir-13044	14	36	al	al	PROPN
spir-13044	14	37	.	.	PROPN
spir-13044	14	38	,	,	PUNCT
spir-13044	14	39	2012	2012	NUM
spir-13044	14	40	)	)	PUNCT
spir-13044	14	41	.	.	PUNCT
spir-13044	15	1	this	this	DET
spir-13044	15	2	moment	moment	NOUN
spir-13044	15	3	is	be	AUX
spir-13044	15	4	often	often	ADV
spir-13044	15	5	marked	mark	VERB
spir-13044	15	6	as	as	ADP
spir-13044	15	7	the	the	DET
spir-13044	15	8	turning	turning	NOUN
spir-13044	15	9	point	point	NOUN
spir-13044	15	10	in	in	ADP
spir-13044	15	11	ai	ai	PROPN
spir-13044	15	12	research	research	NOUN
spir-13044	15	13	,	,	PUNCT
spir-13044	15	14	shifting	shift	VERB
spir-13044	15	15	the	the	DET
spir-13044	15	16	field	field	NOUN
spir-13044	15	17	towards	towards	ADP
spir-13044	15	18	the	the	DET
spir-13044	15	19	currently	currently	ADV
spir-13044	15	20	dominant	dominant	ADJ
spir-13044	15	21	deep	deep	ADJ
spir-13044	15	22	learning	learning	NOUN
spir-13044	15	23	paradigm	paradigm	NOUN
spir-13044	15	24	,	,	PUNCT
spir-13044	15	25	which	which	PRON
spir-13044	15	26	is	be	AUX
spir-13044	15	27	heavily	heavily	ADV
spir-13044	15	28	data	data	NOUN
spir-13044	15	29	-	-	PUNCT
spir-13044	15	30	driven	drive	VERB
spir-13044	15	31	and	and	CCONJ
spir-13044	15	32	requires	require	VERB
spir-13044	15	33	large	large	ADJ
spir-13044	15	34	amounts	amount	NOUN
spir-13044	15	35	of	of	ADP
spir-13044	15	36	computing	compute	VERB
spir-13044	15	37	power	power	NOUN
spir-13044	15	38	(	(	PUNCT
spir-13044	15	39	dotan	dotan	PROPN
spir-13044	15	40	and	and	CCONJ
spir-13044	15	41	milli	milli	ADJ
spir-13044	15	42	,	,	PUNCT
spir-13044	15	43	2020	2020	NUM
spir-13044	15	44	)	)	PUNCT
spir-13044	15	45	.	.	PUNCT
spir-13044	16	1	while	while	SCONJ
spir-13044	16	2	many	many	ADJ
spir-13044	16	3	competitions	competition	NOUN
spir-13044	16	4	have	have	AUX
spir-13044	16	5	been	be	AUX
spir-13044	16	6	organised	organise	VERB
spir-13044	16	7	independently	independently	ADV
spir-13044	16	8	or	or	CCONJ
spir-13044	16	9	in	in	ADP
spir-13044	16	10	conjunction	conjunction	NOUN
spir-13044	16	11	with	with	ADP
spir-13044	16	12	prestigious	prestigious	ADJ
spir-13044	16	13	ai	ai	PROPN
spir-13044	16	14	conferences	conference	NOUN
spir-13044	16	15	,	,	PUNCT
spir-13044	16	16	the	the	DET
spir-13044	16	17	last	last	ADJ
spir-13044	16	18	decade	decade	NOUN
spir-13044	16	19	has	have	AUX
spir-13044	16	20	seen	see	VERB
spir-13044	16	21	an	an	DET
spir-13044	16	22	increase	increase	NOUN
spir-13044	16	23	of	of	ADP
spir-13044	16	24	competitions	competition	NOUN
spir-13044	16	25	organised	organise	VERB
spir-13044	16	26	on	on	ADP
spir-13044	16	27	machine	machine	NOUN
spir-13044	16	28	-	-	PUNCT
spir-13044	16	29	learning	learn	VERB
spir-13044	16	30	development	development	NOUN
spir-13044	16	31	platforms	platform	NOUN
spir-13044	16	32	such	such	ADJ
spir-13044	16	33	as	as	ADP
spir-13044	16	34	kaggle	kaggle	ADJ
spir-13044	16	35	and	and	CCONJ
spir-13044	16	36	grand	grand	ADJ
spir-13044	16	37	challenge	challenge	NOUN
spir-13044	16	38	—	—	PUNCT
spir-13044	16	39	two	two	NUM
spir-13044	16	40	of	of	ADP
spir-13044	16	41	the	the	DET
spir-13044	16	42	leading	lead	VERB
spir-13044	16	43	platforms	platform	NOUN
spir-13044	16	44	in	in	ADP
spir-13044	16	45	ai	ai	NOUN
spir-13044	16	46	-	-	PUNCT
spir-13044	16	47	based	base	VERB
spir-13044	16	48	medical	medical	ADJ
spir-13044	16	49	imaging	imaging	NOUN
spir-13044	16	50	.	.	PUNCT
spir-13044	17	1	such	such	ADJ
spir-13044	17	2	platforms	platform	NOUN
spir-13044	17	3	provide	provide	VERB
spir-13044	17	4	the	the	DET
spir-13044	17	5	infrastructure	infrastructure	NOUN
spir-13044	17	6	to	to	PART
spir-13044	17	7	run	run	VERB
spir-13044	17	8	competitions	competition	NOUN
spir-13044	17	9	and	and	CCONJ
spir-13044	17	10	the	the	DET
spir-13044	17	11	necessary	necessary	ADJ
spir-13044	17	12	tools	tool	NOUN
spir-13044	17	13	for	for	SCONJ
spir-13044	17	14	teams	team	NOUN
spir-13044	17	15	to	to	PART
spir-13044	17	16	participate	participate	VERB
spir-13044	17	17	.	.	PUNCT
spir-13044	18	1	in	in	ADP
spir-13044	18	2	addition	addition	NOUN
spir-13044	18	3	,	,	PUNCT
spir-13044	18	4	teams	team	NOUN
spir-13044	18	5	are	be	AUX
spir-13044	18	6	commonly	commonly	ADV
spir-13044	18	7	awarded	award	VERB
spir-13044	18	8	prizes	prize	NOUN
spir-13044	18	9	that	that	PRON
spir-13044	18	10	can	can	AUX
spir-13044	18	11	be	be	AUX
spir-13044	18	12	over	over	ADP
spir-13044	18	13	$	$	SYM
spir-13044	18	14	1	1	NUM
spir-13044	18	15	million	million	NUM
spir-13044	18	16	.	.	PUNCT
spir-13044	19	1	for	for	ADP
spir-13044	19	2	medical	medical	ADJ
spir-13044	19	3	image	image	NOUN
spir-13044	19	4	analysis	analysis	NOUN
spir-13044	19	5	,	,	PUNCT
spir-13044	19	6	platform	platform	NOUN
spir-13044	19	7	-	-	PUNCT
spir-13044	19	8	hosted	host	VERB
spir-13044	19	9	competitions	competition	NOUN
spir-13044	19	10	constitute	constitute	VERB
spir-13044	19	11	an	an	DET
spir-13044	19	12	important	important	ADJ
spir-13044	19	13	research	research	NOUN
spir-13044	19	14	infrastructure	infrastructure	NOUN
spir-13044	19	15	,	,	PUNCT
spir-13044	19	16	steering	steer	VERB
spir-13044	19	17	global	global	ADJ
spir-13044	19	18	research	research	NOUN
spir-13044	19	19	and	and	CCONJ
spir-13044	19	20	development	development	NOUN
spir-13044	19	21	in	in	ADP
spir-13044	19	22	this	this	DET
spir-13044	19	23	dedicated	dedicate	VERB
spir-13044	19	24	ai	ai	PROPN
spir-13044	19	25	subfield	subfield	NOUN
spir-13044	19	26	.	.	PUNCT
spir-13044	20	1	these	these	DET
spir-13044	20	2	research	research	NOUN
spir-13044	20	3	infrastructures	infrastructure	NOUN
spir-13044	20	4	have	have	AUX
spir-13044	20	5	been	be	AUX
spir-13044	20	6	celebrated	celebrate	VERB
spir-13044	20	7	as	as	ADP
spir-13044	20	8	“	"	PUNCT
spir-13044	20	9	accelerators	accelerator	NOUN
spir-13044	20	10	for	for	ADP
spir-13044	20	11	medical	medical	ADJ
spir-13044	20	12	imaging	imaging	NOUN
spir-13044	20	13	innovations	innovation	NOUN
spir-13044	20	14	”	"	PUNCT
spir-13044	20	15	(	(	PUNCT
spir-13044	20	16	bulten	bulten	VERB
spir-13044	20	17	et	et	PROPN
spir-13044	20	18	al	al	PROPN
spir-13044	20	19	.	.	PROPN
spir-13044	20	20	2022	2022	NUM
spir-13044	20	21	:	:	PUNCT
spir-13044	20	22	154	154	NUM
spir-13044	20	23	)	)	PUNCT
spir-13044	20	24	and	and	CCONJ
spir-13044	20	25	models	model	NOUN
spir-13044	20	26	that	that	PRON
spir-13044	20	27	perform	perform	VERB
spir-13044	20	28	well	well	ADV
spir-13044	20	29	in	in	ADP
spir-13044	20	30	these	these	DET
spir-13044	20	31	competitions	competition	NOUN
spir-13044	20	32	are	be	AUX
spir-13044	20	33	more	more	ADV
spir-13044	20	34	likely	likely	ADJ
spir-13044	20	35	to	to	PART
spir-13044	20	36	be	be	AUX
spir-13044	20	37	adapted	adapt	VERB
spir-13044	20	38	for	for	ADP
spir-13044	20	39	clinical	clinical	ADJ
spir-13044	20	40	practice	practice	NOUN
spir-13044	20	41	.	.	PUNCT
spir-13044	21	1	furthermore	furthermore	ADV
spir-13044	21	2	,	,	PUNCT
spir-13044	21	3	they	they	PRON
spir-13044	21	4	further	far	ADV
spir-13044	21	5	steer	steer	VERB
spir-13044	21	6	the	the	DET
spir-13044	21	7	individual	individual	ADJ
spir-13044	21	8	careers	career	NOUN
spir-13044	21	9	of	of	ADP
spir-13044	21	10	winning	win	VERB
spir-13044	21	11	participants	participant	NOUN
spir-13044	21	12	through	through	ADP
spir-13044	21	13	the	the	DET
spir-13044	21	14	publication	publication	NOUN
spir-13044	21	15	of	of	ADP
spir-13044	21	16	competition	competition	NOUN
spir-13044	21	17	research	research	NOUN
spir-13044	21	18	papers	paper	NOUN
spir-13044	21	19	(	(	PUNCT
spir-13044	21	20	reinke	reinke	NOUN
spir-13044	21	21	et	et	PROPN
spir-13044	21	22	al	al	PROPN
spir-13044	21	23	.	.	PROPN
spir-13044	21	24	,	,	PUNCT
spir-13044	21	25	2021	2021	NUM
spir-13044	21	26	)	)	PUNCT
spir-13044	21	27	.	.	PUNCT
spir-13044	22	1	yet	yet	ADV
spir-13044	22	2	,	,	PUNCT
spir-13044	22	3	little	little	ADJ
spir-13044	22	4	is	be	AUX
spir-13044	22	5	known	know	VERB
spir-13044	22	6	about	about	ADP
spir-13044	22	7	how	how	SCONJ
spir-13044	22	8	these	these	DET
spir-13044	22	9	platform	platform	NOUN
spir-13044	22	10	-	-	PUNCT
spir-13044	22	11	infrastructures	infrastructure	NOUN
spir-13044	22	12	shape	shape	VERB
spir-13044	22	13	the	the	DET
spir-13044	22	14	conditions	condition	NOUN
spir-13044	22	15	for	for	ADP
spir-13044	22	16	medical	medical	ADJ
spir-13044	22	17	image	image	NOUN
spir-13044	22	18	-	-	PUNCT
spir-13044	22	19	ai	ai	NOUN
spir-13044	22	20	research	research	NOUN
spir-13044	22	21	,	,	PUNCT
spir-13044	22	22	including	include	VERB
spir-13044	22	23	model	model	NOUN
spir-13044	22	24	production	production	NOUN
spir-13044	22	25	and	and	CCONJ
spir-13044	22	26	evaluation	evaluation	NOUN
spir-13044	22	27	.	.	PUNCT
spir-13044	23	1	it	it	PRON
spir-13044	23	2	is	be	AUX
spir-13044	23	3	,	,	PUNCT
spir-13044	23	4	however	however	ADV
spir-13044	23	5	,	,	PUNCT
spir-13044	23	6	vital	vital	ADJ
spir-13044	23	7	to	to	PART
spir-13044	23	8	gain	gain	VERB
spir-13044	23	9	such	such	ADJ
spir-13044	23	10	insights	insight	NOUN
spir-13044	23	11	,	,	PUNCT
spir-13044	23	12	as	as	SCONJ
spir-13044	23	13	there	there	PRON
spir-13044	23	14	are	be	VERB
spir-13044	23	15	growing	grow	VERB
spir-13044	23	16	concerns	concern	NOUN
spir-13044	23	17	over	over	ADP
spir-13044	23	18	the	the	DET
spir-13044	23	19	power	power	NOUN
spir-13044	23	20	dynamics	dynamic	NOUN
spir-13044	23	21	in	in	ADP
spir-13044	23	22	(	(	PUNCT
spir-13044	23	23	medical	medical	ADJ
spir-13044	23	24	)	)	PUNCT
spir-13044	23	25	ai	ai	VERB
spir-13044	23	26	research	research	NOUN
spir-13044	23	27	and	and	CCONJ
spir-13044	23	28	the	the	DET
spir-13044	23	29	development	development	NOUN
spir-13044	23	30	of	of	ADP
spir-13044	23	31	machine	machine	NOUN
spir-13044	23	32	-	-	PUNCT
spir-13044	23	33	learning	learn	VERB
spir-13044	23	34	applications	application	NOUN
spir-13044	23	35	that	that	PRON
spir-13044	23	36	amplify	amplify	VERB
spir-13044	23	37	existing	exist	VERB
spir-13044	23	38	inequalities	inequality	NOUN
spir-13044	23	39	towards	towards	ADP
spir-13044	23	40	historically	historically	ADV
spir-13044	23	41	disadvantaged	disadvantaged	ADJ
spir-13044	23	42	communities	community	NOUN
spir-13044	23	43	(	(	PUNCT
spir-13044	23	44	benjamin	benjamin	PROPN
spir-13044	23	45	2019	2019	NUM
spir-13044	23	46	;	;	PUNCT
spir-13044	23	47	thomas	thomas	PROPN
spir-13044	23	48	,	,	PUNCT
spir-13044	23	49	2022	2022	NUM
spir-13044	23	50	)	)	PUNCT
spir-13044	23	51	.	.	PUNCT
spir-13044	24	1	so	so	ADV
spir-13044	24	2	far	far	ADV
spir-13044	24	3	,	,	PUNCT
spir-13044	24	4	critical	critical	ADJ
spir-13044	24	5	work	work	NOUN
spir-13044	24	6	has	have	AUX
spir-13044	24	7	primarily	primarily	ADV
spir-13044	24	8	focused	focus	VERB
spir-13044	24	9	on	on	ADP
spir-13044	24	10	power	power	NOUN
spir-13044	24	11	imbalances	imbalance	NOUN
spir-13044	24	12	in	in	ADP
spir-13044	24	13	the	the	DET
spir-13044	24	14	construction	construction	NOUN
spir-13044	24	15	of	of	ADP
spir-13044	24	16	single	single	ADJ
spir-13044	24	17	research	research	NOUN
spir-13044	24	18	components	component	NOUN
spir-13044	24	19	like	like	ADP
spir-13044	24	20	medical	medical	ADJ
spir-13044	24	21	imaging	imaging	NOUN
spir-13044	24	22	datasets	dataset	NOUN
spir-13044	24	23	(	(	PUNCT
spir-13044	24	24	e.g.	e.g.	ADV
spir-13044	24	25	,	,	PUNCT
spir-13044	24	26	oakden	oakden	ADJ
spir-13044	24	27	-	-	PUNCT
spir-13044	24	28	rayner	rayner	NOUN
spir-13044	24	29	,	,	PUNCT
spir-13044	24	30	2020	2020	NUM
spir-13044	24	31	;	;	PUNCT
spir-13044	24	32	rostamzadeh	rostamzadeh	PROPN
spir-13044	24	33	et	et	PROPN
spir-13044	24	34	al	al	PROPN
spir-13044	24	35	.	.	PROPN
spir-13044	24	36	,	,	PUNCT
spir-13044	24	37	2022	2022	NUM
spir-13044	24	38	)	)	PUNCT
spir-13044	24	39	.	.	PUNCT
spir-13044	25	1	but	but	CCONJ
spir-13044	25	2	while	while	SCONJ
spir-13044	25	3	such	such	ADJ
spir-13044	25	4	individual	individual	ADJ
spir-13044	25	5	elements	element	NOUN
spir-13044	25	6	are	be	AUX
spir-13044	25	7	significant	significant	ADJ
spir-13044	25	8	,	,	PUNCT
spir-13044	25	9	platform	platform	NOUN
spir-13044	25	10	-	-	PUNCT
spir-13044	25	11	hosted	host	VERB
spir-13044	25	12	medical	medical	ADJ
spir-13044	25	13	imaging	imaging	NOUN
spir-13044	25	14	competitions	competition	NOUN
spir-13044	25	15	operate	operate	VERB
spir-13044	25	16	across	across	ADP
spir-13044	25	17	the	the	DET
spir-13044	25	18	medical	medical	ADJ
spir-13044	25	19	ai	ai	PROPN
spir-13044	25	20	research	research	NOUN
spir-13044	25	21	pipeline	pipeline	NOUN
spir-13044	25	22	.	.	PUNCT
spir-13044	26	1	they	they	PRON
spir-13044	26	2	structure	structure	VERB
spir-13044	26	3	the	the	DET
spir-13044	26	4	definition	definition	NOUN
spir-13044	26	5	of	of	ADP
spir-13044	26	6	research	research	NOUN
spir-13044	26	7	problems	problem	NOUN
spir-13044	26	8	and	and	CCONJ
spir-13044	26	9	the	the	DET
spir-13044	26	10	construction	construction	NOUN
spir-13044	26	11	of	of	ADP
spir-13044	26	12	datasets	dataset	NOUN
spir-13044	26	13	,	,	PUNCT
spir-13044	26	14	as	as	ADV
spir-13044	26	15	well	well	ADV
spir-13044	26	16	as	as	ADP
spir-13044	26	17	how	how	SCONJ
spir-13044	26	18	models	model	NOUN
spir-13044	26	19	are	be	AUX
spir-13044	26	20	produced	produce	VERB
spir-13044	26	21	and	and	CCONJ
spir-13044	26	22	evaluated	evaluate	VERB
spir-13044	26	23	by	by	ADP
spir-13044	26	24	introducing	introduce	VERB
spir-13044	26	25	tasks	task	NOUN
spir-13044	26	26	and	and	CCONJ
spir-13044	26	27	metrics	metric	NOUN
spir-13044	26	28	.	.	PUNCT
spir-13044	27	1	it	it	PRON
spir-13044	27	2	is	be	AUX
spir-13044	27	3	therefore	therefore	ADV
spir-13044	27	4	critical	critical	ADJ
spir-13044	27	5	to	to	PART
spir-13044	27	6	understand	understand	VERB
spir-13044	27	7	the	the	DET
spir-13044	27	8	organisation	organisation	NOUN
spir-13044	27	9	of	of	ADP
spir-13044	27	10	these	these	DET
spir-13044	27	11	competitions	competition	NOUN
spir-13044	27	12	in	in	ADP
spir-13044	27	13	their	their	PRON
spir-13044	27	14	entirety	entirety	NOUN
spir-13044	27	15	,	,	PUNCT
spir-13044	27	16	and	and	CCONJ
spir-13044	27	17	the	the	DET
spir-13044	27	18	position	position	NOUN
spir-13044	27	19	key	key	ADJ
spir-13044	27	20	actors	actor	NOUN
spir-13044	27	21	—	—	PUNCT
spir-13044	27	22	platforms	platform	NOUN
spir-13044	27	23	,	,	PUNCT
spir-13044	27	24	organising	organise	VERB
spir-13044	27	25	institutions	institution	NOUN
spir-13044	27	26	,	,	PUNCT
spir-13044	27	27	and	and	CCONJ
spir-13044	27	28	competition	competition	NOUN
spir-13044	27	29	participants	participant	NOUN
spir-13044	27	30	—	—	PUNCT
spir-13044	27	31	occupy	occupy	VERB
spir-13044	27	32	within	within	ADP
spir-13044	27	33	them	they	PRON
spir-13044	27	34	.	.	PUNCT
spir-13044	28	1	this	this	DET
spir-13044	28	2	paper	paper	NOUN
spir-13044	28	3	addresses	address	VERB
spir-13044	28	4	this	this	DET
spir-13044	28	5	issue	issue	NOUN
spir-13044	28	6	through	through	ADP
spir-13044	28	7	a	a	DET
spir-13044	28	8	critical	critical	ADJ
spir-13044	28	9	empirical	empirical	ADJ
spir-13044	28	10	case	case	NOUN
spir-13044	28	11	study	study	NOUN
spir-13044	28	12	of	of	ADP
spir-13044	28	13	120	120	NUM
spir-13044	28	14	medical	medical	ADJ
spir-13044	28	15	imaging	imaging	NOUN
spir-13044	28	16	competitions	competition	NOUN
spir-13044	28	17	on	on	ADP
spir-13044	28	18	kaggle	kaggle	ADJ
spir-13044	28	19	and	and	CCONJ
spir-13044	28	20	grand	grand	ADJ
spir-13044	28	21	challenge	challenge	NOUN
spir-13044	28	22	between	between	ADP
spir-13044	28	23	2017	2017	NUM
spir-13044	28	24	and	and	CCONJ
spir-13044	28	25	2022	2022	NUM
spir-13044	28	26	.	.	PUNCT
spir-13044	29	1	combining	combine	VERB
spir-13044	29	2	a	a	DET
spir-13044	29	3	critical	critical	ADJ
spir-13044	29	4	ai	ai	NOUN
spir-13044	29	5	and	and	CCONJ
spir-13044	29	6	platform	platform	NOUN
spir-13044	29	7	studies	study	NOUN
spir-13044	29	8	research	research	NOUN
spir-13044	29	9	approach	approach	NOUN
spir-13044	29	10	,	,	PUNCT
spir-13044	29	11	we	we	PRON
spir-13044	29	12	investigate	investigate	VERB
spir-13044	29	13	how	how	SCONJ
spir-13044	29	14	competitions	competition	NOUN
spir-13044	29	15	on	on	ADP
spir-13044	29	16	kaggle	kaggle	ADJ
spir-13044	29	17	and	and	CCONJ
spir-13044	29	18	grand	grand	ADJ
spir-13044	29	19	challenge	challenge	NOUN
spir-13044	29	20	are	be	AUX
spir-13044	29	21	organised	organise	VERB
spir-13044	29	22	—	—	PUNCT
spir-13044	29	23	under	under	ADP
spir-13044	29	24	what	what	PRON
spir-13044	29	25	infrastructural	infrastructural	ADJ
spir-13044	29	26	conditions	condition	NOUN
spir-13044	29	27	and	and	CCONJ
spir-13044	29	28	by	by	ADP
spir-13044	29	29	whom	whom	PRON
spir-13044	29	30	—	—	PUNCT
spir-13044	29	31	and	and	CCONJ
spir-13044	29	32	how	how	SCONJ
spir-13044	29	33	this	this	DET
spir-13044	29	34	shapes	shape	NOUN
spir-13044	29	35	processes	process	NOUN
spir-13044	29	36	of	of	ADP
spir-13044	29	37	model	model	NOUN
spir-13044	29	38	production	production	NOUN
spir-13044	29	39	and	and	CCONJ
spir-13044	29	40	evaluation	evaluation	NOUN
spir-13044	29	41	in	in	ADP
spir-13044	29	42	ai	ai	ADJ
spir-13044	29	43	-	-	PUNCT
spir-13044	29	44	driven	drive	VERB
spir-13044	29	45	medical	medical	ADJ
spir-13044	29	46	imaging	imaging	NOUN
spir-13044	29	47	.	.	PUNCT
spir-13044	30	1	studying	study	VERB
spir-13044	30	2	competitions	competition	NOUN
spir-13044	30	3	on	on	ADP
spir-13044	30	4	kaggle	kaggle	ADJ
spir-13044	30	5	and	and	CCONJ
spir-13044	30	6	grand	grand	ADJ
spir-13044	30	7	challenge	challenge	NOUN
spir-13044	30	8	to	to	PART
spir-13044	30	9	understand	understand	VERB
spir-13044	30	10	how	how	SCONJ
spir-13044	30	11	competitions	competition	NOUN
spir-13044	30	12	on	on	ADP
spir-13044	30	13	kaggle	kaggle	ADJ
spir-13044	30	14	and	and	CCONJ
spir-13044	30	15	grand	grand	ADJ
spir-13044	30	16	challenge	challenge	NOUN
spir-13044	30	17	shape	shape	NOUN
spir-13044	30	18	production	production	NOUN
spir-13044	30	19	and	and	CCONJ
spir-13044	30	20	evaluation	evaluation	NOUN
spir-13044	30	21	processes	process	NOUN
spir-13044	30	22	in	in	ADP
spir-13044	30	23	ai	ai	ADV
spir-13044	30	24	-	-	PUNCT
spir-13044	30	25	based	base	VERB
spir-13044	30	26	medical	medical	ADJ
spir-13044	30	27	image	image	NOUN
spir-13044	30	28	research	research	NOUN
spir-13044	30	29	,	,	PUNCT
spir-13044	30	30	we	we	PRON
spir-13044	30	31	developed	develop	VERB
spir-13044	30	32	a	a	DET
spir-13044	30	33	digital	digital	ADJ
spir-13044	30	34	methods	method	NOUN
spir-13044	30	35	approach	approach	NOUN
spir-13044	30	36	that	that	PRON
spir-13044	30	37	draws	draw	VERB
spir-13044	30	38	from	from	ADP
spir-13044	30	39	various	various	ADJ
spir-13044	30	40	primary	primary	ADJ
spir-13044	30	41	materials	material	NOUN
spir-13044	30	42	.	.	PUNCT
spir-13044	31	1	the	the	DET
spir-13044	31	2	empirical	empirical	ADJ
spir-13044	31	3	analysis	analysis	NOUN
spir-13044	31	4	proceeded	proceed	VERB
spir-13044	31	5	along	along	ADP
spir-13044	31	6	three	three	NUM
spir-13044	31	7	main	main	ADJ
spir-13044	31	8	lines	line	NOUN
spir-13044	31	9	of	of	ADP
spir-13044	31	10	inquiry	inquiry	NOUN
spir-13044	31	11	.	.	PUNCT
spir-13044	32	1	first	first	ADV
spir-13044	32	2	,	,	PUNCT
spir-13044	32	3	we	we	PRON
spir-13044	32	4	analysed	analyse	VERB
spir-13044	32	5	kaggle	kaggle	ADJ
spir-13044	32	6	and	and	CCONJ
spir-13044	32	7	grand	grand	ADJ
spir-13044	32	8	challenge	challenge	NOUN
spir-13044	32	9	’s	’s	PART
spir-13044	32	10	platform	platform	NOUN
spir-13044	32	11	documentation	documentation	NOUN
spir-13044	32	12	to	to	PART
spir-13044	32	13	identify	identify	VERB
spir-13044	32	14	the	the	DET
spir-13044	32	15	ways	way	NOUN
spir-13044	32	16	in	in	ADP
spir-13044	32	17	which	which	PRON
spir-13044	32	18	both	both	DET
spir-13044	32	19	platforms	platform	NOUN
spir-13044	32	20	regulate	regulate	VERB
spir-13044	32	21	the	the	DET
spir-13044	32	22	organisation	organisation	NOUN
spir-13044	32	23	of	of	ADP
spir-13044	32	24	competitions	competition	NOUN
spir-13044	32	25	through	through	ADP
spir-13044	32	26	their	their	PRON
spir-13044	32	27	set	set	VERB
spir-13044	32	28	up	up	ADP
spir-13044	32	29	guidelines	guideline	NOUN
spir-13044	32	30	and	and	CCONJ
spir-13044	32	31	their	their	PRON
spir-13044	32	32	several	several	ADJ
spir-13044	32	33	infrastructural	infrastructural	ADJ
spir-13044	32	34	components	component	NOUN
spir-13044	32	35	.	.	PUNCT
spir-13044	33	1	second	second	ADJ
spir-13044	33	2	,	,	PUNCT
spir-13044	33	3	we	we	PRON
spir-13044	33	4	draw	draw	VERB
spir-13044	33	5	from	from	ADP
spir-13044	33	6	a	a	DET
spir-13044	33	7	set	set	NOUN
spir-13044	33	8	of	of	ADP
spir-13044	33	9	collected	collect	VERB
spir-13044	33	10	competition	competition	NOUN
spir-13044	33	11	descriptions	description	NOUN
spir-13044	33	12	to	to	PART
spir-13044	33	13	analyse	analyse	VERB
spir-13044	33	14	the	the	DET
spir-13044	33	15	institutional	institutional	ADJ
spir-13044	33	16	backgrounds	background	NOUN
spir-13044	33	17	of	of	ADP
spir-13044	33	18	competition	competition	NOUN
spir-13044	33	19	organisers	organiser	NOUN
spir-13044	33	20	,	,	PUNCT
spir-13044	33	21	the	the	DET
spir-13044	33	22	medical	medical	ADJ
spir-13044	33	23	imaging	imaging	NOUN
spir-13044	33	24	datasets	dataset	NOUN
spir-13044	33	25	they	they	PRON
spir-13044	33	26	provide	provide	VERB
spir-13044	33	27	and	and	CCONJ
spir-13044	33	28	the	the	DET
spir-13044	33	29	ways	way	NOUN
spir-13044	33	30	in	in	ADP
spir-13044	33	31	which	which	PRON
spir-13044	33	32	these	these	DET
spir-13044	33	33	actors	actor	NOUN
spir-13044	33	34	define	define	VERB
spir-13044	33	35	research	research	NOUN
spir-13044	33	36	problems	problem	NOUN
spir-13044	33	37	and	and	CCONJ
spir-13044	33	38	set	set	VERB
spir-13044	33	39	metrics	metric	NOUN
spir-13044	33	40	of	of	ADP
spir-13044	33	41	model	model	NOUN
spir-13044	33	42	evaluation	evaluation	NOUN
spir-13044	33	43	.	.	PUNCT
spir-13044	34	1	lastly	lastly	ADV
spir-13044	34	2	,	,	PUNCT
spir-13044	34	3	we	we	PRON
spir-13044	34	4	analysed	analyse	VERB
spir-13044	34	5	information	information	NOUN
spir-13044	34	6	from	from	ADP
spir-13044	34	7	leaderboards	leaderboard	NOUN
spir-13044	34	8	to	to	PART
spir-13044	34	9	map	map	VERB
spir-13044	34	10	the	the	DET
spir-13044	34	11	distribution	distribution	NOUN
spir-13044	34	12	of	of	ADP
spir-13044	34	13	competition	competition	NOUN
spir-13044	34	14	participants	participant	NOUN
spir-13044	34	15	in	in	ADP
spir-13044	34	16	terms	term	NOUN
spir-13044	34	17	of	of	ADP
spir-13044	34	18	geographical	geographical	ADJ
spir-13044	34	19	location	location	NOUN
spir-13044	34	20	and	and	CCONJ
spir-13044	34	21	institutional	institutional	ADJ
spir-13044	34	22	background	background	NOUN
spir-13044	34	23	.	.	PUNCT
spir-13044	35	1	this	this	DET
spir-13044	35	2	mapping	mapping	NOUN
spir-13044	35	3	provided	provide	VERB
spir-13044	35	4	insight	insight	NOUN
spir-13044	35	5	into	into	ADP
spir-13044	35	6	the	the	DET
spir-13044	35	7	geographical	geographical	ADJ
spir-13044	35	8	context	context	NOUN
spir-13044	35	9	submitted	submit	VERB
spir-13044	35	10	—	—	PUNCT
spir-13044	35	11	well	well	ADV
spir-13044	35	12	-	-	PUNCT
spir-13044	35	13	performing	perform	VERB
spir-13044	35	14	—	—	PUNCT
spir-13044	35	15	models	model	NOUN
spir-13044	35	16	have	have	AUX
spir-13044	35	17	been	be	AUX
spir-13044	35	18	produced	produce	VERB
spir-13044	35	19	,	,	PUNCT
spir-13044	35	20	as	as	ADV
spir-13044	35	21	well	well	ADV
spir-13044	35	22	as	as	ADP
spir-13044	35	23	the	the	DET
spir-13044	35	24	types	type	NOUN
spir-13044	35	25	of	of	ADP
spir-13044	35	26	intellectual	intellectual	ADJ
spir-13044	35	27	backgrounds	background	NOUN
spir-13044	35	28	they	they	PRON
spir-13044	35	29	build	build	VERB
spir-13044	35	30	upon	upon	SCONJ
spir-13044	35	31	.	.	PUNCT
spir-13044	36	1	examining	examine	VERB
spir-13044	36	2	ai	ai	VERB
spir-13044	36	3	competitions	competition	NOUN
spir-13044	36	4	as	as	ADP
spir-13044	36	5	research	research	NOUN
spir-13044	36	6	infrastructures	infrastructure	NOUN
spir-13044	36	7	,	,	PUNCT
spir-13044	36	8	we	we	PRON
spir-13044	36	9	show	show	VERB
spir-13044	36	10	that	that	SCONJ
spir-13044	36	11	kaggle	kaggle	VERB
spir-13044	36	12	and	and	CCONJ
spir-13044	36	13	grand	grand	ADJ
spir-13044	36	14	challenge	challenge	NOUN
spir-13044	36	15	as	as	ADV
spir-13044	36	16	well	well	ADV
spir-13044	36	17	as	as	ADP
spir-13044	36	18	competition	competition	NOUN
spir-13044	36	19	organisers	organiser	NOUN
spir-13044	36	20	shape	shape	VERB
spir-13044	36	21	power	power	NOUN
spir-13044	36	22	relations	relation	NOUN
spir-13044	36	23	in	in	ADP
spir-13044	36	24	medical	medical	ADJ
spir-13044	36	25	ai	ai	PROPN
spir-13044	36	26	research	research	NOUN
spir-13044	36	27	at	at	ADP
spir-13044	36	28	the	the	DET
spir-13044	36	29	level	level	NOUN
spir-13044	36	30	of	of	ADP
spir-13044	36	31	data	datum	NOUN
spir-13044	36	32	and	and	CCONJ
spir-13044	36	33	task	task	NOUN
spir-13044	36	34	design	design	NOUN
spir-13044	36	35	,	,	PUNCT
spir-13044	36	36	model	model	NOUN
spir-13044	36	37	production	production	NOUN
spir-13044	36	38	and	and	CCONJ
spir-13044	36	39	evaluation	evaluation	NOUN
spir-13044	36	40	in	in	ADP
spir-13044	36	41	several	several	ADJ
spir-13044	36	42	distinct	distinct	ADJ
spir-13044	36	43	ways	way	NOUN
spir-13044	36	44	.	.	PUNCT
spir-13044	37	1	for	for	ADP
spir-13044	37	2	example	example	NOUN
spir-13044	37	3	,	,	PUNCT
spir-13044	37	4	the	the	DET
spir-13044	37	5	platforms	platform	NOUN
spir-13044	37	6	exercise	exercise	VERB
spir-13044	37	7	infrastructural	infrastructural	ADJ
spir-13044	37	8	power	power	NOUN
spir-13044	37	9	by	by	ADP
spir-13044	37	10	prestructuring	prestructure	VERB
spir-13044	37	11	task	task	NOUN
spir-13044	37	12	design	design	NOUN
spir-13044	37	13	,	,	PUNCT
spir-13044	37	14	metrics	metric	NOUN
spir-13044	37	15	for	for	ADP
spir-13044	37	16	model	model	NOUN
spir-13044	37	17	evaluation	evaluation	NOUN
spir-13044	37	18	and	and	CCONJ
spir-13044	37	19	use	use	NOUN
spir-13044	37	20	of	of	ADP
spir-13044	37	21	computer	computer	NOUN
spir-13044	37	22	power	power	NOUN
spir-13044	37	23	.	.	PUNCT
spir-13044	38	1	organising	organise	VERB
spir-13044	38	2	institutions	institution	NOUN
spir-13044	38	3	,	,	PUNCT
spir-13044	38	4	on	on	ADP
spir-13044	38	5	the	the	DET
spir-13044	38	6	other	other	ADJ
spir-13044	38	7	hand	hand	NOUN
spir-13044	38	8	,	,	PUNCT
spir-13044	38	9	can	can	AUX
spir-13044	38	10	be	be	AUX
spir-13044	38	11	seen	see	VERB
spir-13044	38	12	to	to	PART
spir-13044	38	13	use	use	VERB
spir-13044	38	14	their	their	PRON
spir-13044	38	15	powerful	powerful	ADJ
spir-13044	38	16	position	position	NOUN
spir-13044	38	17	to	to	PART
spir-13044	38	18	direct	direct	ADJ
spir-13044	38	19	research	research	NOUN
spir-13044	38	20	focus	focus	NOUN
spir-13044	38	21	towards	towards	ADP
spir-13044	38	22	segmentation	segmentation	NOUN
spir-13044	38	23	as	as	SCONJ
spir-13044	38	24	they	they	PRON
spir-13044	38	25	mainly	mainly	ADV
spir-13044	38	26	design	design	VERB
spir-13044	38	27	competitions	competition	NOUN
spir-13044	38	28	towards	towards	ADP
spir-13044	38	29	this	this	DET
spir-13044	38	30	task	task	NOUN
spir-13044	38	31	.	.	PUNCT
spir-13044	39	1	in	in	ADP
spir-13044	39	2	addition	addition	NOUN
spir-13044	39	3	,	,	PUNCT
spir-13044	39	4	the	the	DET
spir-13044	39	5	datasets	dataset	NOUN
spir-13044	39	6	underlying	underlie	VERB
spir-13044	39	7	these	these	DET
spir-13044	39	8	competitions	competition	NOUN
spir-13044	39	9	are	be	AUX
spir-13044	39	10	mainly	mainly	ADV
spir-13044	39	11	constructed	construct	VERB
spir-13044	39	12	with	with	ADP
spir-13044	39	13	data	datum	NOUN
spir-13044	39	14	from	from	ADP
spir-13044	39	15	patients	patient	NOUN
spir-13044	39	16	in	in	ADP
spir-13044	39	17	the	the	DET
spir-13044	39	18	united	united	PROPN
spir-13044	39	19	states	states	PROPN
spir-13044	39	20	,	,	PUNCT
spir-13044	39	21	western	western	PROPN
spir-13044	39	22	europe	europe	PROPN
spir-13044	39	23	and	and	CCONJ
spir-13044	39	24	china	china	PROPN
spir-13044	39	25	,	,	PUNCT
spir-13044	39	26	while	while	SCONJ
spir-13044	39	27	dataset	dataset	ADJ
spir-13044	39	28	diversity	diversity	NOUN
spir-13044	39	29	is	be	AUX
spir-13044	39	30	approached	approach	VERB
spir-13044	39	31	technically	technically	ADV
spir-13044	39	32	,	,	PUNCT
spir-13044	39	33	and	and	CCONJ
spir-13044	39	34	descriptions	description	NOUN
spir-13044	39	35	rarely	rarely	ADV
spir-13044	39	36	include	include	VERB
spir-13044	39	37	information	information	NOUN
spir-13044	39	38	on	on	ADP
spir-13044	39	39	patient	patient	ADJ
spir-13044	39	40	distribution	distribution	NOUN
spir-13044	39	41	in	in	ADP
spir-13044	39	42	terms	term	NOUN
spir-13044	39	43	of	of	ADP
spir-13044	39	44	gender	gender	NOUN
spir-13044	39	45	and	and	CCONJ
spir-13044	39	46	race	race	NOUN
spir-13044	39	47	.	.	PUNCT
spir-13044	40	1	because	because	SCONJ
spir-13044	40	2	competitions	competition	NOUN
spir-13044	40	3	play	play	VERB
spir-13044	40	4	such	such	DET
spir-13044	40	5	an	an	DET
spir-13044	40	6	important	important	ADJ
spir-13044	40	7	role	role	NOUN
spir-13044	40	8	in	in	ADP
spir-13044	40	9	steering	steer	VERB
spir-13044	40	10	medical	medical	ADJ
spir-13044	40	11	image	image	NOUN
spir-13044	40	12	ai	ai	VERB
spir-13044	40	13	research	research	NOUN
spir-13044	40	14	directions	direction	NOUN
spir-13044	40	15	and	and	CCONJ
spir-13044	40	16	influence	influence	VERB
spir-13044	40	17	the	the	DET
spir-13044	40	18	types	type	NOUN
spir-13044	40	19	of	of	ADP
spir-13044	40	20	models	model	NOUN
spir-13044	40	21	that	that	PRON
spir-13044	40	22	are	be	AUX
spir-13044	40	23	implemented	implement	VERB
spir-13044	40	24	into	into	ADP
spir-13044	40	25	clinical	clinical	ADJ
spir-13044	40	26	settings	setting	NOUN
spir-13044	40	27	,	,	PUNCT
spir-13044	40	28	these	these	DET
spir-13044	40	29	findings	finding	NOUN
spir-13044	40	30	highlight	highlight	VERB
spir-13044	40	31	the	the	DET
spir-13044	40	32	impact	impact	NOUN
spir-13044	40	33	these	these	DET
spir-13044	40	34	powerful	powerful	ADJ
spir-13044	40	35	actors	actor	NOUN
spir-13044	40	36	ultimately	ultimately	ADV
spir-13044	40	37	have	have	VERB
spir-13044	40	38	on	on	ADP
spir-13044	40	39	these	these	DET
spir-13044	40	40	issues	issue	NOUN
spir-13044	40	41	.	.	PUNCT
spir-13044	41	1	therefore	therefore	ADV
spir-13044	41	2	,	,	PUNCT
spir-13044	41	3	we	we	PRON
spir-13044	41	4	stress	stress	VERB
spir-13044	41	5	the	the	DET
spir-13044	41	6	importance	importance	NOUN
spir-13044	41	7	of	of	ADP
spir-13044	41	8	further	far	ADV
spir-13044	41	9	considering	consider	VERB
spir-13044	41	10	platform	platform	NOUN
spir-13044	41	11	-	-	PUNCT
spir-13044	41	12	based	base	VERB
spir-13044	41	13	competitions	competition	NOUN
spir-13044	41	14	as	as	ADP
spir-13044	41	15	key	key	ADJ
spir-13044	41	16	ai	ai	NOUN
spir-13044	41	17	research	research	NOUN
spir-13044	41	18	infrastructures	infrastructure	NOUN
spir-13044	41	19	to	to	PART
spir-13044	41	20	locate	locate	VERB
spir-13044	41	21	the	the	DET
spir-13044	41	22	power	power	NOUN
spir-13044	41	23	differentials	differential	NOUN
spir-13044	41	24	in	in	ADP
spir-13044	41	25	the	the	DET
spir-13044	41	26	development	development	NOUN
spir-13044	41	27	of	of	ADP
spir-13044	41	28	machine	machine	NOUN
spir-13044	41	29	-	-	PUNCT
spir-13044	41	30	learning	learn	VERB
spir-13044	41	31	models	model	NOUN
spir-13044	41	32	,	,	PUNCT
spir-13044	41	33	not	not	PART
spir-13044	41	34	just	just	ADV
spir-13044	41	35	in	in	ADP
spir-13044	41	36	subfields	subfield	NOUN
spir-13044	41	37	of	of	ADP
spir-13044	41	38	ai	ai	NOUN
spir-13044	41	39	-	-	PUNCT
spir-13044	41	40	based	base	VERB
spir-13044	41	41	medicine	medicine	NOUN
spir-13044	41	42	,	,	PUNCT
spir-13044	41	43	but	but	CCONJ
spir-13044	41	44	also	also	ADV
spir-13044	41	45	beyond	beyond	ADP
spir-13044	41	46	.	.	PUNCT
spir-13044	42	1	references	reference	NOUN
spir-13044	42	2	benjamin	benjamin	PROPN
spir-13044	42	3	,	,	PUNCT
spir-13044	42	4	r.	r.	PROPN
spir-13044	42	5	(	(	PUNCT
spir-13044	42	6	2019	2019	NUM
spir-13044	42	7	)	)	PUNCT
spir-13044	42	8	.	.	PUNCT
spir-13044	43	1	race	race	NOUN
spir-13044	43	2	after	after	ADP
spir-13044	43	3	technology	technology	NOUN
spir-13044	43	4	:	:	PUNCT
spir-13044	43	5	abolitionist	abolitionist	NOUN
spir-13044	43	6	tools	tool	NOUN
spir-13044	43	7	for	for	ADP
spir-13044	43	8	the	the	DET
spir-13044	43	9	new	new	ADJ
spir-13044	43	10	jim	jim	PROPN
spir-13044	43	11	code	code	PROPN
spir-13044	43	12	.	.	PUNCT
spir-13044	44	1	cambridge	cambridge	PROPN
spir-13044	44	2	:	:	PUNCT
spir-13044	44	3	polity	polity	NOUN
spir-13044	44	4	press	press	NOUN
spir-13044	44	5	bulten	bulten	VERB
spir-13044	44	6	,	,	PUNCT
spir-13044	44	7	w.	w.	PROPN
spir-13044	44	8	,	,	PUNCT
spir-13044	44	9	kartasalo	kartasalo	PROPN
spir-13044	44	10	,	,	PUNCT
spir-13044	44	11	k.	k.	PROPN
spir-13044	44	12	,	,	PUNCT
spir-13044	44	13	chen	chen	PROPN
spir-13044	44	14	,	,	PUNCT
spir-13044	44	15	p.-h	p.-h	PROPN
spir-13044	44	16	.	.	PUNCT
spir-13044	45	1	c.	c.	PROPN
spir-13044	45	2	,	,	PUNCT
spir-13044	45	3	et	et	PROPN
spir-13044	45	4	al	al	PROPN
spir-13044	45	5	.	.	PROPN
spir-13044	45	6	(	(	PUNCT
spir-13044	45	7	2022	2022	NUM
spir-13044	45	8	)	)	PUNCT
spir-13044	45	9	.	.	PUNCT
spir-13044	46	1	artificial	artificial	ADJ
spir-13044	46	2	intelligence	intelligence	NOUN
spir-13044	46	3	for	for	ADP
spir-13044	46	4	diagnosis	diagnosis	NOUN
spir-13044	46	5	and	and	CCONJ
spir-13044	46	6	gleason	gleason	NOUN
spir-13044	46	7	grading	grade	VERB
spir-13044	46	8	of	of	ADP
spir-13044	46	9	prostate	prostate	NOUN
spir-13044	46	10	cancer	cancer	NOUN
spir-13044	46	11	:	:	PUNCT
spir-13044	46	12	the	the	DET
spir-13044	46	13	panda	panda	NOUN
spir-13044	46	14	challenge	challenge	NOUN
spir-13044	46	15	.	.	PUNCT
spir-13044	47	1	nature	nature	NOUN
spir-13044	47	2	medicine	medicine	NOUN
spir-13044	47	3	,	,	PUNCT
spir-13044	47	4	28(1	28(1	NOUN
spir-13044	47	5	)	)	PUNCT
spir-13044	47	6	,	,	PUNCT
spir-13044	47	7	154–163	154–163	NUM
spir-13044	47	8	.	.	PUNCT
spir-13044	48	1	deng	deng	PROPN
spir-13044	48	2	,	,	PUNCT
spir-13044	48	3	j.	j.	PROPN
spir-13044	48	4	,	,	PUNCT
spir-13044	48	5	dong	dong	PROPN
spir-13044	48	6	,	,	PUNCT
spir-13044	48	7	w.	w.	PROPN
spir-13044	48	8	,	,	PUNCT
spir-13044	48	9	socher	socher	PROPN
spir-13044	48	10	,	,	PUNCT
spir-13044	48	11	r.	r.	PROPN
spir-13044	48	12	,	,	PUNCT
spir-13044	48	13	li	li	PROPN
spir-13044	48	14	,	,	PUNCT
spir-13044	48	15	l.-j	l.-j	PROPN
spir-13044	48	16	.	.	PROPN
spir-13044	48	17	,	,	PUNCT
spir-13044	48	18	li	li	PROPN
spir-13044	48	19	,	,	PUNCT
spir-13044	48	20	k.	k.	PROPN
spir-13044	48	21	,	,	PUNCT
spir-13044	48	22	&	&	CCONJ
spir-13044	48	23	fei	fei	PROPN
spir-13044	48	24	-	-	PUNCT
spir-13044	48	25	fei	fei	PROPN
spir-13044	48	26	,	,	PUNCT
spir-13044	48	27	l.	l.	PROPN
spir-13044	48	28	(	(	PUNCT
spir-13044	48	29	2009	2009	NUM
spir-13044	48	30	)	)	PUNCT
spir-13044	48	31	.	.	PUNCT
spir-13044	49	1	imagenet	imagenet	NOUN
spir-13044	49	2	:	:	PUNCT
spir-13044	49	3	a	a	DET
spir-13044	49	4	largescale	largescale	ADJ
spir-13044	49	5	hierarchical	hierarchical	ADJ
spir-13044	49	6	image	image	NOUN
spir-13044	49	7	database	database	NOUN
spir-13044	49	8	.	.	PUNCT
spir-13044	50	1	2009	2009	NUM
spir-13044	50	2	ieee	ieee	NOUN
spir-13044	50	3	conference	conference	NOUN
spir-13044	50	4	on	on	ADP
spir-13044	50	5	computer	computer	NOUN
spir-13044	50	6	vision	vision	NOUN
spir-13044	50	7	and	and	CCONJ
spir-13044	50	8	pattern	pattern	NOUN
spir-13044	50	9	recognition	recognition	NOUN
spir-13044	50	10	,	,	PUNCT
spir-13044	50	11	248–255	248–255	NUM
spir-13044	50	12	.	.	PUNCT
spir-13044	50	13	dotan	dotan	PROPN
spir-13044	50	14	,	,	PUNCT
spir-13044	50	15	r.	r.	PROPN
spir-13044	50	16	&	&	CCONJ
spir-13044	50	17	milli	milli	PROPN
spir-13044	50	18	,	,	PUNCT
spir-13044	50	19	s.	s.	PROPN
spir-13044	50	20	(	(	PUNCT
spir-13044	50	21	2020	2020	NUM
spir-13044	50	22	)	)	PUNCT
spir-13044	50	23	.	.	PUNCT
spir-13044	51	1	value	value	NOUN
spir-13044	51	2	-	-	PUNCT
spir-13044	51	3	laden	laden	ADJ
spir-13044	51	4	disciplinary	disciplinary	ADJ
spir-13044	51	5	shifts	shift	NOUN
spir-13044	51	6	in	in	ADP
spir-13044	51	7	machine	machine	NOUN
spir-13044	51	8	learning	learning	NOUN
spir-13044	51	9	.	.	PUNCT
spir-13044	52	1	proceedings	proceeding	NOUN
spir-13044	52	2	of	of	ADP
spir-13044	52	3	the	the	DET
spir-13044	52	4	2020	2020	NUM
spir-13044	52	5	conference	conference	NOUN
spir-13044	52	6	on	on	ADP
spir-13044	52	7	fairness	fairness	NOUN
spir-13044	52	8	,	,	PUNCT
spir-13044	52	9	accountability	accountability	NOUN
spir-13044	52	10	,	,	PUNCT
spir-13044	52	11	and	and	CCONJ
spir-13044	52	12	transparency	transparency	NOUN
spir-13044	52	13	,	,	PUNCT
spir-13044	52	14	barcelona	barcelona	PROPN
spir-13044	52	15	,	,	PUNCT
spir-13044	52	16	spain	spain	PROPN
spir-13044	52	17	.	.	PUNCT
spir-13044	53	1	krizhevsky	krizhevsky	PROPN
spir-13044	53	2	a.	a.	PROPN
spir-13044	53	3	,	,	PUNCT
spir-13044	53	4	sutskever	sutskever	PROPN
spir-13044	53	5	i.	i.	PROPN
spir-13044	53	6	&	&	CCONJ
spir-13044	53	7	hinton	hinton	PROPN
spir-13044	53	8	g.e	g.e	PROPN
spir-13044	53	9	.	.	PUNCT
spir-13044	54	1	(	(	PUNCT
spir-13044	54	2	2012	2012	NUM
spir-13044	54	3	)	)	PUNCT
spir-13044	54	4	.	.	PUNCT
spir-13044	55	1	imagenet	imagenet	PROPN
spir-13044	55	2	classification	classification	NOUN
spir-13044	55	3	with	with	ADP
spir-13044	55	4	deep	deep	ADJ
spir-13044	55	5	convolutional	convolutional	ADJ
spir-13044	55	6	neural	neural	ADJ
spir-13044	55	7	networks	network	NOUN
spir-13044	55	8	.	.	PUNCT
spir-13044	56	1	25th	25th	ADJ
spir-13044	56	2	international	international	ADJ
spir-13044	56	3	conference	conference	NOUN
spir-13044	56	4	on	on	ADP
spir-13044	56	5	neural	neural	ADJ
spir-13044	56	6	information	information	NOUN
spir-13044	56	7	processing	processing	NOUN
spir-13044	56	8	systems	system	NOUN
spir-13044	56	9	—	—	PUNCT
spir-13044	56	10	volume	volume	NOUN
spir-13044	56	11	1	1	NUM
spir-13044	56	12	(	(	PUNCT
spir-13044	56	13	nips’12	nips’12	PROPN
spir-13044	56	14	)	)	PUNCT
spir-13044	56	15	,	,	PUNCT
spir-13044	56	16	1097–1105	1097–1105	NUM
spir-13044	56	17	.	.	PUNCT
spir-13044	57	1	oakden	oakden	ADJ
spir-13044	57	2	-	-	PUNCT
spir-13044	57	3	rayner	rayner	PROPN
spir-13044	57	4	,	,	PUNCT
spir-13044	57	5	l.	l.	PROPN
spir-13044	57	6	(	(	PUNCT
spir-13044	57	7	2019	2019	NUM
spir-13044	57	8	)	)	PUNCT
spir-13044	57	9	.	.	PUNCT
spir-13044	58	1	exploring	explore	VERB
spir-13044	58	2	large	large	ADJ
spir-13044	58	3	scale	scale	NOUN
spir-13044	58	4	public	public	ADJ
spir-13044	58	5	medical	medical	ADJ
spir-13044	58	6	image	image	NOUN
spir-13044	58	7	datasets	dataset	NOUN
spir-13044	58	8	(	(	PUNCT
spir-13044	58	9	arxiv:1907.12720	arxiv:1907.12720	ADJ
spir-13044	58	10	)	)	PUNCT
spir-13044	58	11	.	.	PUNCT
spir-13044	59	1	arxiv	arxiv	PROPN
spir-13044	59	2	.	.	PUNCT
spir-13044	60	1	http://arxiv.org/abs/1907.12720	http://arxiv.org/abs/1907.12720	NOUN
spir-13044	60	2	reinke	reinke	PROPN
spir-13044	60	3	,	,	PUNCT
spir-13044	60	4	a.	a.	NOUN
spir-13044	60	5	,	,	PUNCT
spir-13044	60	6	tizabi	tizabi	NOUN
spir-13044	60	7	,	,	PUNCT
spir-13044	60	8	m.	m.	NOUN
spir-13044	60	9	d.	d.	PROPN
spir-13044	60	10	,	,	PUNCT
spir-13044	60	11	eisenmann	eisenmann	PROPN
spir-13044	60	12	,	,	PUNCT
spir-13044	60	13	m.	m.	NOUN
spir-13044	60	14	,	,	PUNCT
spir-13044	60	15	&	&	CCONJ
spir-13044	60	16	maier	maier	PROPN
spir-13044	60	17	-	-	PUNCT
spir-13044	60	18	hein	hein	PROPN
spir-13044	60	19	,	,	PUNCT
spir-13044	60	20	l.	l.	PROPN
spir-13044	60	21	(	(	PUNCT
spir-13044	60	22	2021	2021	NUM
spir-13044	60	23	)	)	PUNCT
spir-13044	60	24	.	.	PUNCT
spir-13044	61	1	common	common	ADJ
spir-13044	61	2	pitfalls	pitfall	NOUN
spir-13044	61	3	and	and	CCONJ
spir-13044	61	4	recommendations	recommendation	NOUN
spir-13044	61	5	for	for	ADP
spir-13044	61	6	grand	grand	ADJ
spir-13044	61	7	challenges	challenge	NOUN
spir-13044	61	8	in	in	ADP
spir-13044	61	9	medical	medical	ADJ
spir-13044	61	10	artificial	artificial	ADJ
spir-13044	61	11	intelligence	intelligence	NOUN
spir-13044	61	12	.	.	PUNCT
spir-13044	62	1	european	european	ADJ
spir-13044	62	2	urology	urology	NOUN
spir-13044	62	3	focus	focus	NOUN
spir-13044	62	4	,	,	PUNCT
spir-13044	62	5	7(4	7(4	NUM
spir-13044	62	6	)	)	PUNCT
spir-13044	62	7	,	,	PUNCT
spir-13044	63	1	710–712	710–712	X
spir-13044	63	2	.	.	PUNCT
spir-13044	63	3	rostamzadeh	rostamzadeh	PROPN
spir-13044	63	4	,	,	PUNCT
spir-13044	63	5	n.	n.	NOUN
spir-13044	63	6	,	,	PUNCT
spir-13044	63	7	mincu	mincu	PROPN
spir-13044	63	8	,	,	PUNCT
spir-13044	63	9	d.	d.	PROPN
spir-13044	63	10	,	,	PUNCT
spir-13044	63	11	roy	roy	PROPN
spir-13044	63	12	,	,	PUNCT
spir-13044	63	13	s.	s.	PROPN
spir-13044	63	14	,	,	PUNCT
spir-13044	63	15	smart	smart	ADJ
spir-13044	63	16	,	,	PUNCT
spir-13044	63	17	a.	a.	NOUN
spir-13044	63	18	,	,	PUNCT
spir-13044	63	19	wilcox	wilcox	PROPN
spir-13044	63	20	,	,	PUNCT
spir-13044	63	21	l.	l.	PROPN
spir-13044	63	22	,	,	PUNCT
spir-13044	63	23	pushkarna	pushkarna	NOUN
spir-13044	63	24	,	,	PUNCT
spir-13044	63	25	m.	m.	NOUN
spir-13044	63	26	,	,	PUNCT
spir-13044	63	27	schrouff	schrouff	PROPN
spir-13044	63	28	,	,	PUNCT
spir-13044	63	29	j.	j.	PROPN
spir-13044	63	30	,	,	PUNCT
spir-13044	63	31	amironesei	amironesei	PROPN
spir-13044	63	32	,	,	PUNCT
spir-13044	63	33	r.	r.	PROPN
spir-13044	63	34	,	,	PUNCT
spir-13044	63	35	moorosi	moorosi	PROPN
spir-13044	63	36	,	,	PUNCT
spir-13044	63	37	n.	n.	NOUN
spir-13044	63	38	,	,	PUNCT
spir-13044	63	39	&	&	CCONJ
spir-13044	63	40	heller	heller	PROPN
spir-13044	63	41	,	,	PUNCT
spir-13044	63	42	k.	k.	PROPN
spir-13044	63	43	(	(	PUNCT
spir-13044	63	44	2022	2022	NUM
spir-13044	63	45	)	)	PUNCT
spir-13044	63	46	.	.	PUNCT
spir-13044	64	1	healthsheet	healthsheet	PROPN
spir-13044	64	2	:	:	PUNCT
spir-13044	64	3	development	development	NOUN
spir-13044	64	4	of	of	ADP
spir-13044	64	5	a	a	DET
spir-13044	64	6	transparency	transparency	NOUN
spir-13044	64	7	artifact	artifact	NOUN
spir-13044	64	8	for	for	ADP
spir-13044	64	9	health	health	NOUN
spir-13044	64	10	datasets	dataset	NOUN
spir-13044	64	11	.	.	PUNCT
spir-13044	65	1	2022	2022	NUM
spir-13044	65	2	acm	acm	PROPN
spir-13044	65	3	conference	conference	NOUN
spir-13044	65	4	on	on	ADP
spir-13044	65	5	fairness	fairness	NOUN
spir-13044	65	6	,	,	PUNCT
spir-13044	65	7	accountability	accountability	NOUN
spir-13044	65	8	,	,	PUNCT
spir-13044	65	9	and	and	CCONJ
spir-13044	65	10	transparency	transparency	NOUN
spir-13044	65	11	,	,	PUNCT
spir-13044	65	12	1943–1961	1943–1961	NUM
spir-13044	65	13	.	.	PUNCT
spir-13044	66	1	russakovsky	russakovsky	PROPN
spir-13044	66	2	,	,	PUNCT
spir-13044	66	3	o.	o.	PROPN
spir-13044	66	4	,	,	PUNCT
spir-13044	66	5	deng	deng	PROPN
spir-13044	66	6	,	,	PUNCT
spir-13044	66	7	j.	j.	PROPN
spir-13044	66	8	,	,	PUNCT
spir-13044	66	9	su	su	PROPN
spir-13044	66	10	,	,	PUNCT
spir-13044	66	11	h.	h.	PROPN
spir-13044	66	12	,	,	PUNCT
spir-13044	66	13	et	et	PROPN
spir-13044	66	14	al	al	PROPN
spir-13044	66	15	.	.	PUNCT
spir-13044	67	1	(	(	PUNCT
spir-13044	67	2	2015	2015	NUM
spir-13044	67	3	)	)	PUNCT
spir-13044	67	4	.	.	PUNCT
spir-13044	68	1	imagenet	imagenet	PROPN
spir-13044	68	2	large	large	ADJ
spir-13044	68	3	scale	scale	NOUN
spir-13044	68	4	visual	visual	ADJ
spir-13044	68	5	recognition	recognition	NOUN
spir-13044	68	6	challenge	challenge	NOUN
spir-13044	68	7	.	.	PUNCT
spir-13044	69	1	international	international	ADJ
spir-13044	69	2	journal	journal	NOUN
spir-13044	69	3	of	of	ADP
spir-13044	69	4	computer	computer	NOUN
spir-13044	69	5	vision	vision	NOUN
spir-13044	69	6	,	,	PUNCT
spir-13044	69	7	115(3	115(3	NUM
spir-13044	69	8	):	):	PUNCT
spir-13044	69	9	211–252	211–252	NUM
spir-13044	69	10	.	.	PUNCT
spir-13044	70	1	thomas	thomas	PROPN
spir-13044	70	2	,	,	PUNCT
spir-13044	70	3	r.	r.	PROPN
spir-13044	70	4	(	(	PUNCT
spir-13044	70	5	2021	2021	NUM
spir-13044	70	6	,	,	PUNCT
spir-13044	70	7	january	january	PROPN
spir-13044	70	8	)	)	PUNCT
spir-13044	70	9	.	.	PUNCT
spir-13044	71	1	medicine	medicine	NOUN
spir-13044	71	2	’s	’s	PART
spir-13044	71	3	machine	machine	NOUN
spir-13044	71	4	learning	learning	NOUN
spir-13044	71	5	problem	problem	NOUN
spir-13044	71	6	.	.	PUNCT
spir-13044	72	1	boston	boston	PROPN
spir-13044	72	2	review	review	PROPN
spir-13044	72	3	.	.	PUNCT
spir-13044	73	1	retrieved	retrieve	VERB
spir-13044	73	2	september	september	PROPN
spir-13044	73	3	29	29	NUM
spir-13044	73	4	,	,	PUNCT
spir-13044	73	5	2022	2022	NUM
spir-13044	73	6	,	,	PUNCT
spir-13044	73	7	from	from	ADP
spir-13044	73	8	https://bostonreview.net/articles/	https://bostonreview.net/articles/	PROPN
spir-13044	73	9	rachel	rachel	PROPN
spir-13044	73	10	-	-	PUNCT
spir-13044	73	11	thomas	thomas	PROPN
spir-13044	73	12	-	-	PUNCT
spir-13044	73	13	medicines	medicine	NOUN
spir-13044	73	14	-	-	PUNCT
spir-13044	73	15	machine	machine	NOUN
spir-13044	73	16	-	-	PUNCT
spir-13044	73	17	learning	learning	NOUN
spir-13044	73	18	-	-	PUNCT
spir-13044	73	19	problem/	problem/	NOUN