id	sid	tid	token	lemma	pos
biht-176	1	1	1	1	X
biht-176	1	2	(	(	PUNCT
biht-176	1	3	page	page	NOUN
biht-176	1	4	number	number	NOUN
biht-176	1	5	not	not	PART
biht-176	1	6	for	for	ADP
biht-176	1	7	citation	citation	NOUN
biht-176	1	8	purpose	purpose	NOUN
biht-176	1	9	)	)	PUNCT
biht-176	1	10	blockchain	blockchain	PROPN
biht-176	1	11	in	in	ADP
biht-176	1	12	healthcare	healthcare	NOUN
biht-176	1	13	today	today	NOUN
biht-176	1	14	2021	2021	NUM
biht-176	1	15	.	.	PUNCT
biht-176	2	1	©	©	ADP
biht-176	2	2	2021	2021	NUM
biht-176	2	3	the	the	DET
biht-176	2	4	authors	author	NOUN
biht-176	2	5	.	.	PUNCT
biht-176	3	1	this	this	PRON
biht-176	3	2	is	be	AUX
biht-176	3	3	an	an	DET
biht-176	3	4	open	open	ADJ
biht-176	3	5	access	access	NOUN
biht-176	3	6	article	article	NOUN
biht-176	3	7	distributed	distribute	VERB
biht-176	3	8	under	under	ADP
biht-176	3	9	the	the	DET
biht-176	3	10	terms	term	NOUN
biht-176	3	11	of	of	ADP
biht-176	3	12	the	the	DET
biht-176	3	13	creative	creative	ADJ
biht-176	3	14	commons	common	NOUN
biht-176	3	15	attribution	attribution	NOUN
biht-176	3	16	-	-	PUNCT
biht-176	3	17	noncommercial	noncommercial	ADJ
biht-176	3	18	4.0	4.0	NUM
biht-176	3	19	international	international	ADJ
biht-176	3	20	license	license	NOUN
biht-176	3	21	(	(	PUNCT
biht-176	3	22	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	NOUN
biht-176	3	23	)	)	PUNCT
biht-176	3	24	,	,	PUNCT
biht-176	3	25	allowing	allow	VERB
biht-176	3	26	third	third	ADJ
biht-176	3	27	parties	party	NOUN
biht-176	3	28	to	to	PART
biht-176	3	29	copy	copy	VERB
biht-176	3	30	and	and	CCONJ
biht-176	3	31	redistribute	redistribute	VERB
biht-176	3	32	the	the	DET
biht-176	3	33	material	material	NOUN
biht-176	3	34	in	in	ADP
biht-176	3	35	any	any	DET
biht-176	3	36	medium	medium	ADJ
biht-176	3	37	or	or	CCONJ
biht-176	3	38	format	format	NOUN
biht-176	3	39	and	and	CCONJ
biht-176	3	40	to	to	ADP
biht-176	3	41	remix	remix	NOUN
biht-176	3	42	,	,	PUNCT
biht-176	3	43	transform	transform	NOUN
biht-176	3	44	,	,	PUNCT
biht-176	3	45	and	and	CCONJ
biht-176	3	46	build	build	VERB
biht-176	3	47	upon	upon	SCONJ
biht-176	3	48	the	the	DET
biht-176	3	49	material	material	NOUN
biht-176	3	50	for	for	ADP
biht-176	3	51	any	any	DET
biht-176	3	52	purpose	purpose	NOUN
biht-176	3	53	,	,	PUNCT
biht-176	3	54	even	even	ADV
biht-176	3	55	commercially	commercially	ADV
biht-176	3	56	,	,	PUNCT
biht-176	3	57	provided	provide	VERB
biht-176	3	58	the	the	DET
biht-176	3	59	original	original	ADJ
biht-176	3	60	work	work	NOUN
biht-176	3	61	is	be	AUX
biht-176	3	62	properly	properly	ADV
biht-176	3	63	cited	cite	VERB
biht-176	3	64	and	and	CCONJ
biht-176	3	65	states	state	VERB
biht-176	3	66	its	its	PRON
biht-176	3	67	license	license	NOUN
biht-176	3	68	.	.	PUNCT
biht-176	4	1	citation	citation	NOUN
biht-176	4	2	:	:	PUNCT
biht-176	5	1	blockchain	blockchain	PROPN
biht-176	5	2	in	in	ADP
biht-176	5	3	healthcare	healthcare	NOUN
biht-176	5	4	today	today	NOUN
biht-176	5	5	2021	2021	NUM
biht-176	5	6	,	,	PUNCT
biht-176	5	7	4	4	NUM
biht-176	5	8	:	:	SYM
biht-176	5	9	176	176	NUM
biht-176	5	10	http://dx.doi.org/10.30953/bhty.v4.176	http://dx.doi.org/10.30953/bhty.v4.176	NOUN
biht-176	5	11	proof	proof	NOUN
biht-176	5	12	of	of	ADP
biht-176	5	13	concept	concept	NOUN
biht-176	5	14	markit	markit	NOUN
biht-176	5	15	:	:	PUNCT
biht-176	5	16	a	a	DET
biht-176	5	17	collaborative	collaborative	ADJ
biht-176	5	18	artificial	artificial	ADJ
biht-176	5	19	intelligence	intelligence	NOUN
biht-176	5	20	annotation	annotation	NOUN
biht-176	5	21	platform	platform	NOUN
biht-176	5	22	leveraging	leverage	VERB
biht-176	5	23	blockchain	blockchain	NOUN
biht-176	5	24	for	for	ADP
biht-176	5	25	medical	medical	ADJ
biht-176	5	26	imaging	imaging	NOUN
biht-176	5	27	research	research	NOUN
biht-176	5	28	jan	jan	PROPN
biht-176	5	29	witowski1	witowski1	PROPN
biht-176	5	30	#	#	PROPN
biht-176	5	31	,	,	PUNCT
biht-176	5	32	jongmun	jongmun	PROPN
biht-176	5	33	choi1	choi1	NOUN
biht-176	5	34	#	#	NOUN
biht-176	5	35	,	,	PUNCT
biht-176	5	36	soomin	soomin	PROPN
biht-176	5	37	jeon1	jeon1	PROPN
biht-176	5	38	,	,	PUNCT
biht-176	5	39	doyun	doyun	PROPN
biht-176	5	40	kim1	kim1	PROPN
biht-176	5	41	,	,	PUNCT
biht-176	5	42	joowon	joowon	ADJ
biht-176	5	43	chung1	chung1	PROPN
biht-176	5	44	,	,	PUNCT
biht-176	5	45	john	john	PROPN
biht-176	5	46	conklin2	conklin2	PROPN
biht-176	5	47	,	,	PUNCT
biht-176	5	48	maria	maria	PROPN
biht-176	5	49	gabriela	gabriela	PROPN
biht-176	5	50	figueiro	figueiro	VERB
biht-176	5	51	longo2	longo2	PROPN
biht-176	5	52	,	,	PUNCT
biht-176	5	53	marc	marc	PROPN
biht-176	5	54	d.	d.	PROPN
biht-176	5	55	succi3	succi3	PROPN
biht-176	5	56	and	and	CCONJ
biht-176	5	57	synho	synho	VERB
biht-176	5	58	do1	do1	NOUN
biht-176	5	59	*	*	PROPN
biht-176	5	60	1laboratory	1laboratory	NUM
biht-176	5	61	of	of	ADP
biht-176	5	62	medical	medical	ADJ
biht-176	5	63	imaging	imaging	NOUN
biht-176	5	64	and	and	CCONJ
biht-176	5	65	computation	computation	NOUN
biht-176	5	66	,	,	PUNCT
biht-176	5	67	massachusetts	massachusetts	PROPN
biht-176	5	68	general	general	PROPN
biht-176	5	69	hospital	hospital	PROPN
biht-176	5	70	and	and	CCONJ
biht-176	5	71	harvard	harvard	PROPN
biht-176	5	72	medical	medical	PROPN
biht-176	5	73	school	school	PROPN
biht-176	5	74	,	,	PUNCT
biht-176	5	75	boston	boston	PROPN
biht-176	5	76	,	,	PUNCT
biht-176	5	77	ma	ma	PROPN
biht-176	5	78	,	,	PUNCT
biht-176	5	79	usa	usa	PROPN
biht-176	5	80	;	;	PUNCT
biht-176	5	81	2division	2division	NUM
biht-176	5	82	of	of	ADP
biht-176	5	83	emergency	emergency	NOUN
biht-176	5	84	imaging	imaging	NOUN
biht-176	5	85	,	,	PUNCT
biht-176	5	86	department	department	NOUN
biht-176	5	87	of	of	ADP
biht-176	5	88	radiology	radiology	NOUN
biht-176	5	89	,	,	PUNCT
biht-176	5	90	massachusetts	massachusetts	PROPN
biht-176	5	91	general	general	PROPN
biht-176	5	92	hospital	hospital	PROPN
biht-176	5	93	and	and	CCONJ
biht-176	5	94	harvard	harvard	PROPN
biht-176	5	95	medical	medical	PROPN
biht-176	5	96	school	school	PROPN
biht-176	5	97	,	,	PUNCT
biht-176	5	98	boston	boston	PROPN
biht-176	5	99	,	,	PUNCT
biht-176	5	100	ma	ma	PROPN
biht-176	5	101	,	,	PUNCT
biht-176	5	102	usa	usa	PROPN
biht-176	5	103	;	;	PUNCT
biht-176	5	104	3medically	3medically	ADV
biht-176	5	105	engineered	engineer	VERB
biht-176	5	106	solutions	solution	NOUN
biht-176	5	107	in	in	ADP
biht-176	5	108	healthcare	healthcare	PROPN
biht-176	5	109	(	(	PUNCT
biht-176	5	110	mesh	mesh	NOUN
biht-176	5	111	)	)	PUNCT
biht-176	5	112	incubator	incubator	NOUN
biht-176	5	113	,	,	PUNCT
biht-176	5	114	massachusetts	massachusetts	PROPN
biht-176	5	115	general	general	PROPN
biht-176	5	116	hospital	hospital	PROPN
biht-176	5	117	,	,	PUNCT
biht-176	5	118	boston	boston	PROPN
biht-176	5	119	,	,	PUNCT
biht-176	5	120	ma	ma	PROPN
biht-176	5	121	,	,	PUNCT
biht-176	5	122	usa	usa	PROPN
biht-176	5	123	abstract	abstract	ADJ
biht-176	5	124	current	current	ADJ
biht-176	5	125	research	research	NOUN
biht-176	5	126	on	on	ADP
biht-176	5	127	medical	medical	ADJ
biht-176	5	128	image	image	NOUN
biht-176	5	129	processing	processing	NOUN
biht-176	5	130	relies	rely	VERB
biht-176	5	131	heavily	heavily	ADV
biht-176	5	132	on	on	ADP
biht-176	5	133	the	the	DET
biht-176	5	134	amount	amount	NOUN
biht-176	5	135	and	and	CCONJ
biht-176	5	136	quality	quality	NOUN
biht-176	5	137	of	of	ADP
biht-176	5	138	input	input	NOUN
biht-176	5	139	data	datum	NOUN
biht-176	5	140	.	.	PUNCT
biht-176	6	1	specifically	specifically	ADV
biht-176	6	2	,	,	PUNCT
biht-176	6	3	supervised	supervised	ADJ
biht-176	6	4	machine	machine	NOUN
biht-176	6	5	learning	learning	NOUN
biht-176	6	6	methods	method	NOUN
biht-176	6	7	require	require	VERB
biht-176	6	8	well	well	ADV
biht-176	6	9	-	-	PUNCT
biht-176	6	10	annotated	annotate	VERB
biht-176	6	11	datasets	dataset	NOUN
biht-176	6	12	.	.	PUNCT
biht-176	7	1	a	a	DET
biht-176	7	2	lack	lack	NOUN
biht-176	7	3	of	of	ADP
biht-176	7	4	annotation	annotation	NOUN
biht-176	7	5	tools	tool	NOUN
biht-176	7	6	limits	limit	VERB
biht-176	7	7	the	the	DET
biht-176	7	8	potential	potential	NOUN
biht-176	7	9	to	to	PART
biht-176	7	10	achieve	achieve	VERB
biht-176	7	11	high	high	ADJ
biht-176	7	12	-	-	PUNCT
biht-176	7	13	volume	volume	NOUN
biht-176	7	14	processing	processing	NOUN
biht-176	7	15	and	and	CCONJ
biht-176	7	16	scaled	scale	VERB
biht-176	7	17	systems	system	NOUN
biht-176	7	18	with	with	ADP
biht-176	7	19	a	a	DET
biht-176	7	20	proper	proper	ADJ
biht-176	7	21	reward	reward	NOUN
biht-176	7	22	mechanism	mechanism	NOUN
biht-176	7	23	.	.	PUNCT
biht-176	8	1	we	we	PRON
biht-176	8	2	developed	develop	VERB
biht-176	8	3	markit	markit	NOUN
biht-176	8	4	,	,	PUNCT
biht-176	8	5	a	a	DET
biht-176	8	6	web	web	NOUN
biht-176	8	7	-	-	PUNCT
biht-176	8	8	based	base	VERB
biht-176	8	9	tool	tool	NOUN
biht-176	8	10	,	,	PUNCT
biht-176	8	11	for	for	ADP
biht-176	8	12	collaborative	collaborative	ADJ
biht-176	8	13	annotation	annotation	NOUN
biht-176	8	14	of	of	ADP
biht-176	8	15	medical	medical	ADJ
biht-176	8	16	imaging	imaging	NOUN
biht-176	8	17	data	datum	NOUN
biht-176	8	18	with	with	ADP
biht-176	8	19	artificial	artificial	ADJ
biht-176	8	20	intelligence	intelligence	NOUN
biht-176	8	21	and	and	CCONJ
biht-176	8	22	blockchain	blockchain	PROPN
biht-176	8	23	technologies	technologies	PROPN
biht-176	8	24	.	.	PUNCT
biht-176	9	1	our	our	PRON
biht-176	9	2	platform	platform	NOUN
biht-176	9	3	handles	handle	VERB
biht-176	9	4	both	both	DET
biht-176	9	5	digital	digital	ADJ
biht-176	9	6	imaging	imaging	NOUN
biht-176	9	7	and	and	CCONJ
biht-176	9	8	communications	communication	NOUN
biht-176	9	9	in	in	ADP
biht-176	9	10	medicine	medicine	NOUN
biht-176	9	11	(	(	PUNCT
biht-176	9	12	dicom	dicom	NOUN
biht-176	9	13	)	)	PUNCT
biht-176	9	14	and	and	CCONJ
biht-176	9	15	non	non	ADJ
biht-176	9	16	-	-	ADJ
biht-176	9	17	dicom	dicom	ADJ
biht-176	9	18	images	image	NOUN
biht-176	9	19	,	,	PUNCT
biht-176	9	20	and	and	CCONJ
biht-176	9	21	allows	allow	VERB
biht-176	9	22	users	user	NOUN
biht-176	9	23	to	to	PART
biht-176	9	24	annotate	annotate	VERB
biht-176	9	25	them	they	PRON
biht-176	9	26	for	for	ADP
biht-176	9	27	classification	classification	NOUN
biht-176	9	28	and	and	CCONJ
biht-176	9	29	object	object	NOUN
biht-176	9	30	detection	detection	NOUN
biht-176	9	31	tasks	task	NOUN
biht-176	9	32	in	in	ADP
biht-176	9	33	an	an	DET
biht-176	9	34	efficient	efficient	ADJ
biht-176	9	35	manner	manner	NOUN
biht-176	9	36	.	.	PUNCT
biht-176	10	1	markit	markit	NOUN
biht-176	10	2	can	can	AUX
biht-176	10	3	accelerate	accelerate	VERB
biht-176	10	4	the	the	DET
biht-176	10	5	annotation	annotation	NOUN
biht-176	10	6	process	process	NOUN
biht-176	10	7	and	and	CCONJ
biht-176	10	8	keep	keep	VERB
biht-176	10	9	track	track	NOUN
biht-176	10	10	of	of	ADP
biht-176	10	11	user	user	NOUN
biht-176	10	12	activities	activity	NOUN
biht-176	10	13	to	to	PART
biht-176	10	14	calculate	calculate	VERB
biht-176	10	15	a	a	DET
biht-176	10	16	fair	fair	ADJ
biht-176	10	17	reward	reward	NOUN
biht-176	10	18	.	.	PUNCT
biht-176	11	1	a	a	DET
biht-176	11	2	proof	proof	NOUN
biht-176	11	3	-	-	PUNCT
biht-176	11	4	of	of	ADP
biht-176	11	5	-	-	PUNCT
biht-176	11	6	concept	concept	NOUN
biht-176	11	7	experiment	experiment	NOUN
biht-176	11	8	was	be	AUX
biht-176	11	9	conducted	conduct	VERB
biht-176	11	10	with	with	ADP
biht-176	11	11	three	three	NUM
biht-176	11	12	fellowship	fellowship	NOUN
biht-176	11	13	-	-	PUNCT
biht-176	11	14	trained	train	VERB
biht-176	11	15	radiologists	radiologist	NOUN
biht-176	11	16	,	,	PUNCT
biht-176	11	17	each	each	PRON
biht-176	11	18	of	of	ADP
biht-176	11	19	whom	whom	PRON
biht-176	11	20	annotated	annotate	VERB
biht-176	11	21	1,000	1,000	NUM
biht-176	11	22	chest	chest	NOUN
biht-176	11	23	x	x	NOUN
biht-176	11	24	-	-	NOUN
biht-176	11	25	ray	ray	NOUN
biht-176	11	26	studies	study	NOUN
biht-176	11	27	for	for	ADP
biht-176	11	28	multi	multi	ADJ
biht-176	11	29	-	-	ADJ
biht-176	11	30	label	label	ADJ
biht-176	11	31	classification	classification	NOUN
biht-176	11	32	.	.	PUNCT
biht-176	12	1	we	we	PRON
biht-176	12	2	calculated	calculate	VERB
biht-176	12	3	the	the	DET
biht-176	12	4	inter	inter	ADJ
biht-176	12	5	-	-	ADJ
biht-176	12	6	rater	rater	ADJ
biht-176	12	7	agreement	agreement	NOUN
biht-176	12	8	and	and	CCONJ
biht-176	12	9	estimated	estimate	VERB
biht-176	12	10	the	the	DET
biht-176	12	11	value	value	NOUN
biht-176	12	12	of	of	ADP
biht-176	12	13	the	the	DET
biht-176	12	14	dataset	dataset	NOUN
biht-176	12	15	to	to	PART
biht-176	12	16	distribute	distribute	VERB
biht-176	12	17	the	the	DET
biht-176	12	18	reward	reward	NOUN
biht-176	12	19	for	for	ADP
biht-176	12	20	annotators	annotator	NOUN
biht-176	12	21	using	use	VERB
biht-176	12	22	a	a	DET
biht-176	12	23	crypto	crypto	NOUN
biht-176	12	24	currency	currency	NOUN
biht-176	12	25	.	.	PUNCT
biht-176	13	1	we	we	PRON
biht-176	13	2	hypothesize	hypothesize	VERB
biht-176	13	3	that	that	SCONJ
biht-176	13	4	markit	markit	NOUN
biht-176	13	5	allows	allow	VERB
biht-176	13	6	the	the	DET
biht-176	13	7	typically	typically	ADV
biht-176	13	8	arduous	arduous	ADJ
biht-176	13	9	annotation	annotation	NOUN
biht-176	13	10	task	task	NOUN
biht-176	13	11	to	to	PART
biht-176	13	12	become	become	VERB
biht-176	13	13	more	more	ADV
biht-176	13	14	efficient	efficient	ADJ
biht-176	13	15	.	.	PUNCT
biht-176	14	1	in	in	ADP
biht-176	14	2	addition	addition	NOUN
biht-176	14	3	,	,	PUNCT
biht-176	14	4	markit	markit	NOUN
biht-176	14	5	can	can	AUX
biht-176	14	6	serve	serve	VERB
biht-176	14	7	as	as	ADP
biht-176	14	8	a	a	DET
biht-176	14	9	platform	platform	NOUN
biht-176	14	10	to	to	PART
biht-176	14	11	evaluate	evaluate	VERB
biht-176	14	12	the	the	DET
biht-176	14	13	value	value	NOUN
biht-176	14	14	of	of	ADP
biht-176	14	15	data	datum	NOUN
biht-176	14	16	and	and	CCONJ
biht-176	14	17	trade	trade	VERB
biht-176	14	18	the	the	DET
biht-176	14	19	annotation	annotation	NOUN
biht-176	14	20	results	result	NOUN
biht-176	14	21	in	in	ADP
biht-176	14	22	a	a	DET
biht-176	14	23	more	more	ADV
biht-176	14	24	scalable	scalable	ADJ
biht-176	14	25	manner	manner	NOUN
biht-176	14	26	in	in	ADP
biht-176	14	27	the	the	DET
biht-176	14	28	future	future	NOUN
biht-176	14	29	.	.	PUNCT
biht-176	15	1	the	the	DET
biht-176	15	2	platform	platform	NOUN
biht-176	15	3	is	be	AUX
biht-176	15	4	publicly	publicly	ADV
biht-176	15	5	available	available	ADJ
biht-176	15	6	for	for	ADP
biht-176	15	7	testing	testing	NOUN
biht-176	15	8	on	on	ADP
biht-176	15	9	https://markit.mgh.harvard.edu	https://markit.mgh.harvard.edu	PROPN
biht-176	15	10	.	.	PUNCT
biht-176	16	1	keywords	keyword	NOUN
biht-176	16	2	:	:	PUNCT
biht-176	16	3	artificial	artificial	ADJ
biht-176	16	4	intelligence	intelligence	NOUN
biht-176	16	5	;	;	PUNCT
biht-176	16	6	data	datum	NOUN
biht-176	16	7	annotation	annotation	NOUN
biht-176	16	8	;	;	PUNCT
biht-176	16	9	learning	learn	VERB
biht-176	16	10	from	from	ADP
biht-176	16	11	crowds	crowd	NOUN
biht-176	16	12	;	;	PUNCT
biht-176	16	13	blockchain	blockchain	NOUN
biht-176	16	14	;	;	PUNCT
biht-176	16	15	rewarding	rewarding	ADJ
biht-176	16	16	system	system	NOUN
biht-176	16	17	received	receive	VERB
biht-176	16	18	:	:	PUNCT
biht-176	16	19	26	26	NUM
biht-176	16	20	february	february	NOUN
biht-176	16	21	2021	2021	NUM
biht-176	16	22	;	;	PUNCT
biht-176	16	23	accepted	accept	VERB
biht-176	16	24	:	:	PUNCT
biht-176	16	25	24	24	NUM
biht-176	16	26	march	march	NOUN
biht-176	16	27	2021	2021	NUM
biht-176	16	28	;	;	PUNCT
biht-176	16	29	revised	revise	VERB
biht-176	16	30	:	:	PUNCT
biht-176	16	31	24	24	NUM
biht-176	16	32	march	march	NOUN
biht-176	16	33	2021	2021	NUM
biht-176	16	34	;	;	PUNCT
biht-176	16	35	published	publish	VERB
biht-176	16	36	:	:	PUNCT
biht-176	16	37	22	22	NUM
biht-176	16	38	june	june	PROPN
biht-176	16	39	2021	2021	NUM
biht-176	16	40	as	as	ADP
biht-176	16	41	the	the	DET
biht-176	16	42	field	field	NOUN
biht-176	16	43	of	of	ADP
biht-176	16	44	supervised	supervised	ADJ
biht-176	16	45	machine	machine	NOUN
biht-176	16	46	learning	learning	NOUN
biht-176	16	47	(	(	PUNCT
biht-176	16	48	ml	ml	NOUN
biht-176	16	49	)	)	PUNCT
biht-176	16	50	and	and	CCONJ
biht-176	16	51	artificial	artificial	ADJ
biht-176	16	52	intelligence	intelligence	NOUN
biht-176	16	53	(	(	PUNCT
biht-176	16	54	ai	ai	NOUN
biht-176	16	55	)	)	PUNCT
biht-176	16	56	becomes	become	VERB
biht-176	16	57	more	more	ADV
biht-176	16	58	mature	mature	ADJ
biht-176	16	59	,	,	PUNCT
biht-176	16	60	researchers	researcher	NOUN
biht-176	16	61	working	work	VERB
biht-176	16	62	on	on	ADP
biht-176	16	63	medical	medical	ADJ
biht-176	16	64	ml	ml	NOUN
biht-176	16	65	or	or	CCONJ
biht-176	16	66	ai	ai	VERB
biht-176	16	67	aim	aim	NOUN
biht-176	16	68	to	to	PART
biht-176	16	69	integrate	integrate	VERB
biht-176	16	70	more	more	ADJ
biht-176	16	71	data	datum	NOUN
biht-176	16	72	to	to	PART
biht-176	16	73	improve	improve	VERB
biht-176	16	74	their	their	PRON
biht-176	16	75	models	model	NOUN
biht-176	16	76	,	,	PUNCT
biht-176	16	77	as	as	SCONJ
biht-176	16	78	opposed	oppose	VERB
biht-176	16	79	to	to	PART
biht-176	16	80	merely	merely	ADV
biht-176	16	81	changes	change	NOUN
biht-176	16	82	in	in	ADP
biht-176	16	83	the	the	DET
biht-176	16	84	algorithm	algorithm	NOUN
biht-176	16	85	architecture	architecture	NOUN
biht-176	16	86	(	(	PUNCT
biht-176	16	87	1–3	1–3	NOUN
biht-176	16	88	)	)	PUNCT
biht-176	16	89	.	.	PUNCT
biht-176	17	1	ensuring	ensure	VERB
biht-176	17	2	high	high	ADJ
biht-176	17	3	-	-	PUNCT
biht-176	17	4	quality	quality	NOUN
biht-176	17	5	annotations	annotation	NOUN
biht-176	17	6	is	be	AUX
biht-176	17	7	critically	critically	ADV
biht-176	17	8	important	important	ADJ
biht-176	17	9	in	in	ADP
biht-176	17	10	medicine	medicine	NOUN
biht-176	17	11	:	:	PUNCT
biht-176	17	12	imaging	imaging	NOUN
biht-176	17	13	can	can	AUX
biht-176	17	14	be	be	AUX
biht-176	17	15	non	non	ADJ
biht-176	17	16	-	-	ADJ
biht-176	17	17	diagnostic	diagnostic	ADJ
biht-176	17	18	,	,	PUNCT
biht-176	17	19	and	and	CCONJ
biht-176	17	20	intraand	intraand	ADV
biht-176	17	21	inter	inter	ADJ
biht-176	17	22	-	-	ADJ
biht-176	17	23	observer	observer	ADJ
biht-176	17	24	variability	variability	NOUN
biht-176	17	25	is	be	AUX
biht-176	17	26	high	high	ADJ
biht-176	17	27	.	.	PUNCT
biht-176	18	1	about	about	ADV
biht-176	18	2	25	25	NUM
biht-176	18	3	%	%	NOUN
biht-176	18	4	of	of	ADP
biht-176	18	5	radiologists	radiologist	NOUN
biht-176	18	6	do	do	AUX
biht-176	18	7	not	not	PART
biht-176	18	8	agree	agree	VERB
biht-176	18	9	with	with	ADP
biht-176	18	10	other	other	ADJ
biht-176	18	11	radiologists	radiologist	NOUN
biht-176	18	12	’	'	PUNCT
biht-176	18	13	diagnoses	diagnosis	NOUN
biht-176	18	14	and	and	CCONJ
biht-176	18	15	30	30	NUM
biht-176	18	16	%	%	NOUN
biht-176	18	17	do	do	AUX
biht-176	18	18	not	not	PART
biht-176	18	19	agree	agree	VERB
biht-176	18	20	with	with	ADP
biht-176	18	21	their	their	PRON
biht-176	18	22	own	own	ADJ
biht-176	18	23	previous	previous	ADJ
biht-176	18	24	decisions	decision	NOUN
biht-176	18	25	(	(	PUNCT
biht-176	18	26	4	4	NUM
biht-176	18	27	)	)	PUNCT
biht-176	18	28	.	.	PUNCT
biht-176	19	1	the	the	DET
biht-176	19	2	ultimate	ultimate	ADJ
biht-176	19	3	ground	ground	NOUN
biht-176	19	4	truth	truth	NOUN
biht-176	19	5	,	,	PUNCT
biht-176	19	6	such	such	ADJ
biht-176	19	7	as	as	ADP
biht-176	19	8	pathology	pathology	NOUN
biht-176	19	9	reports	report	NOUN
biht-176	19	10	,	,	PUNCT
biht-176	19	11	is	be	AUX
biht-176	19	12	not	not	PART
biht-176	19	13	always	always	ADV
biht-176	19	14	available	available	ADJ
biht-176	19	15	,	,	PUNCT
biht-176	19	16	and	and	CCONJ
biht-176	19	17	trained	train	VERB
biht-176	19	18	models	model	NOUN
biht-176	19	19	often	often	ADV
biht-176	19	20	rely	rely	VERB
biht-176	19	21	on	on	ADP
biht-176	19	22	the	the	DET
biht-176	19	23	‘	'	PUNCT
biht-176	19	24	soft	soft	ADJ
biht-176	19	25	’	'	PUNCT
biht-176	19	26	annotated	annotated	ADJ
biht-176	19	27	ground	ground	NOUN
biht-176	19	28	truth	truth	NOUN
biht-176	19	29	.	.	PUNCT
biht-176	20	1	biases	bias	NOUN
biht-176	20	2	from	from	ADP
biht-176	20	3	poorly	poorly	ADV
biht-176	20	4	annotated	annotate	VERB
biht-176	20	5	datasets	dataset	NOUN
biht-176	20	6	can	can	AUX
biht-176	20	7	result	result	VERB
biht-176	20	8	in	in	ADP
biht-176	20	9	critical	critical	ADJ
biht-176	20	10	consequences	consequence	NOUN
biht-176	20	11	for	for	ADP
biht-176	20	12	ml	ml	NOUN
biht-176	20	13	algorithms	algorithm	NOUN
biht-176	20	14	in	in	ADP
biht-176	20	15	clinical	clinical	ADJ
biht-176	20	16	use	use	NOUN
biht-176	20	17	.	.	PUNCT
biht-176	21	1	crowdsourcing	crowdsourcing	NOUN
biht-176	21	2	annotations	annotation	NOUN
biht-176	21	3	have	have	AUX
biht-176	21	4	been	be	AUX
biht-176	21	5	investigated	investigate	VERB
biht-176	21	6	for	for	ADP
biht-176	21	7	decades	decade	NOUN
biht-176	21	8	,	,	PUNCT
biht-176	21	9	including	include	VERB
biht-176	21	10	methods	method	NOUN
biht-176	21	11	of	of	ADP
biht-176	21	12	combating	combat	VERB
biht-176	21	13	noisy	noisy	ADJ
biht-176	21	14	labels	label	NOUN
biht-176	21	15	(	(	PUNCT
biht-176	21	16	5–9	5–9	NOUN
biht-176	21	17	)	)	PUNCT
biht-176	21	18	.	.	PUNCT
biht-176	22	1	however	however	ADV
biht-176	22	2	,	,	PUNCT
biht-176	22	3	to	to	ADP
biht-176	22	4	date	date	NOUN
biht-176	22	5	,	,	PUNCT
biht-176	22	6	there	there	PRON
biht-176	22	7	have	have	AUX
biht-176	22	8	been	be	AUX
biht-176	22	9	few	few	ADJ
biht-176	22	10	available	available	ADJ
biht-176	22	11	collaborative	collaborative	ADJ
biht-176	22	12	annotation	annotation	NOUN
biht-176	22	13	platforms	platform	NOUN
biht-176	22	14	for	for	ADP
biht-176	22	15	ml	ml	PROPN
biht-176	22	16	systems	system	NOUN
biht-176	22	17	capable	capable	ADJ
biht-176	22	18	of	of	ADP
biht-176	22	19	handling	handle	VERB
biht-176	22	20	medical	medical	ADJ
biht-176	22	21	imaging	imaging	NOUN
biht-176	22	22	datasets	dataset	NOUN
biht-176	22	23	.	.	PUNCT
biht-176	23	1	improving	improve	VERB
biht-176	23	2	the	the	DET
biht-176	23	3	quality	quality	NOUN
biht-176	23	4	of	of	ADP
biht-176	23	5	the	the	DET
biht-176	23	6	database	database	NOUN
biht-176	23	7	requires	require	VERB
biht-176	23	8	the	the	DET
biht-176	23	9	participation	participation	NOUN
biht-176	23	10	of	of	ADP
biht-176	23	11	well	well	ADV
biht-176	23	12	-	-	PUNCT
biht-176	23	13	trained	train	VERB
biht-176	23	14	experts	expert	NOUN
biht-176	23	15	and	and	CCONJ
biht-176	23	16	a	a	DET
biht-176	23	17	thorough	thorough	ADJ
biht-176	23	18	curation	curation	NOUN
biht-176	23	19	process	process	NOUN
biht-176	23	20	,	,	PUNCT
biht-176	23	21	which	which	PRON
biht-176	23	22	is	be	AUX
biht-176	23	23	based	base	VERB
biht-176	23	24	on	on	ADP
biht-176	23	25	voluntary	voluntary	ADJ
biht-176	23	26	commitment	commitment	NOUN
biht-176	23	27	.	.	PUNCT
biht-176	24	1	it	it	PRON
biht-176	24	2	is	be	AUX
biht-176	24	3	important	important	ADJ
biht-176	24	4	to	to	PART
biht-176	24	5	consider	consider	VERB
biht-176	24	6	that	that	DET
biht-176	24	7	crowdsourcing	crowdsource	VERB
biht-176	24	8	data	datum	NOUN
biht-176	24	9	*	*	NOUN
biht-176	24	10	correspondence	correspondence	NOUN
biht-176	24	11	:	:	PUNCT
biht-176	24	12	synho	synho	NOUN
biht-176	24	13	do	do	VERB
biht-176	24	14	.	.	PUNCT
biht-176	25	1	email	email	NOUN
biht-176	25	2	:	:	PUNCT
biht-176	25	3	sdo@mgh.harvard.edu	sdo@mgh.harvard.edu	PROPN
biht-176	25	4	#	#	SYM
biht-176	25	5	these	these	DET
biht-176	25	6	authors	author	NOUN
biht-176	25	7	contributed	contribute	VERB
biht-176	25	8	equally	equally	ADV
biht-176	25	9	to	to	ADP
biht-176	25	10	the	the	DET
biht-176	25	11	work	work	NOUN
biht-176	25	12	.	.	PUNCT
biht-176	26	1	to	to	PART
biht-176	26	2	access	access	VERB
biht-176	26	3	the	the	DET
biht-176	26	4	supplementary	supplementary	ADJ
biht-176	26	5	material	material	NOUN
biht-176	26	6	,	,	PUNCT
biht-176	26	7	please	please	INTJ
biht-176	26	8	visit	visit	VERB
biht-176	26	9	the	the	DET
biht-176	26	10	article	article	NOUN
biht-176	26	11	landing	landing	NOUN
biht-176	26	12	page	page	NOUN
biht-176	26	13	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	PRON
biht-176	26	14	http://dx.doi.org/10.30953/bhty.v4.176	http://dx.doi.org/10.30953/bhty.v4.176	NOUN
biht-176	26	15	https://orcid.org/0000-0001-6211-7050	https://orcid.org/0000-0001-6211-7050	VERB
biht-176	26	16	https://markit.mgh.harvard.edu	https://markit.mgh.harvard.edu	NOUN
biht-176	26	17	mailto:sdo@mgh.harvard.edu	mailto:sdo@mgh.harvard.edu	VERB
biht-176	26	18	http://dx.doi.org/10.30953/bhty.v4.176	http://dx.doi.org/10.30953/bhty.v4.176	NOUN
biht-176	26	19	citation	citation	NOUN
biht-176	26	20	:	:	PUNCT
biht-176	27	1	blockchain	blockchain	NOUN
biht-176	27	2	in	in	ADP
biht-176	27	3	healthcare	healthcare	NOUN
biht-176	27	4	today	today	NOUN
biht-176	27	5	2021	2021	NUM
biht-176	27	6	,	,	PUNCT
biht-176	27	7	4	4	NUM
biht-176	27	8	:	:	SYM
biht-176	27	9	176	176	NUM
biht-176	27	10	http://dx.doi.org/10.30953/bhty.v4.1762	http://dx.doi.org/10.30953/bhty.v4.1762	NOUN
biht-176	27	11	(	(	PUNCT
biht-176	27	12	page	page	NOUN
biht-176	27	13	number	number	NOUN
biht-176	27	14	not	not	PART
biht-176	27	15	for	for	ADP
biht-176	27	16	citation	citation	NOUN
biht-176	27	17	purpose	purpose	NOUN
biht-176	27	18	)	)	PUNCT
biht-176	27	19	jan	jan	PROPN
biht-176	27	20	witowski	witowski	PROPN
biht-176	27	21	et	et	PROPN
biht-176	27	22	al	al	PROPN
biht-176	27	23	.	.	PUNCT
biht-176	28	1	collection	collection	NOUN
biht-176	28	2	methods	method	NOUN
biht-176	28	3	can	can	AUX
biht-176	28	4	be	be	AUX
biht-176	28	5	easily	easily	ADV
biht-176	28	6	contaminated	contaminate	VERB
biht-176	28	7	by	by	ADP
biht-176	28	8	mislabeling	mislabele	VERB
biht-176	28	9	caused	cause	VERB
biht-176	28	10	by	by	ADP
biht-176	28	11	undertrained	undertrained	ADJ
biht-176	28	12	participants	participant	NOUN
biht-176	28	13	.	.	PUNCT
biht-176	29	1	consider	consider	VERB
biht-176	29	2	that	that	SCONJ
biht-176	29	3	the	the	DET
biht-176	29	4	value	value	NOUN
biht-176	29	5	of	of	ADP
biht-176	29	6	the	the	DET
biht-176	29	7	data	datum	NOUN
biht-176	29	8	or	or	CCONJ
biht-176	29	9	accuracy	accuracy	NOUN
biht-176	29	10	of	of	ADP
biht-176	29	11	annotation	annotation	NOUN
biht-176	29	12	may	may	AUX
biht-176	29	13	be	be	AUX
biht-176	29	14	easily	easily	ADV
biht-176	29	15	estimated	estimate	VERB
biht-176	29	16	.	.	PUNCT
biht-176	30	1	in	in	ADP
biht-176	30	2	this	this	DET
biht-176	30	3	scenario	scenario	NOUN
biht-176	30	4	,	,	PUNCT
biht-176	30	5	it	it	PRON
biht-176	30	6	is	be	AUX
biht-176	30	7	possible	possible	ADJ
biht-176	30	8	to	to	PART
biht-176	30	9	construct	construct	VERB
biht-176	30	10	a	a	DET
biht-176	30	11	high	high	ADJ
biht-176	30	12	-	-	PUNCT
biht-176	30	13	quality	quality	NOUN
biht-176	30	14	dataset	dataset	NOUN
biht-176	30	15	with	with	ADP
biht-176	30	16	an	an	DET
biht-176	30	17	appropriate	appropriate	ADJ
biht-176	30	18	proportion	proportion	NOUN
biht-176	30	19	of	of	ADP
biht-176	30	20	positive	positive	ADJ
biht-176	30	21	features	feature	NOUN
biht-176	30	22	for	for	ADP
biht-176	30	23	ai	ai	PRON
biht-176	30	24	training	training	NOUN
biht-176	30	25	by	by	ADP
biht-176	30	26	exchanging	exchange	VERB
biht-176	30	27	or	or	CCONJ
biht-176	30	28	trading	trading	NOUN
biht-176	30	29	datasets	dataset	NOUN
biht-176	30	30	between	between	ADP
biht-176	30	31	researchers	researcher	NOUN
biht-176	30	32	and	and	CCONJ
biht-176	30	33	vendors	vendor	NOUN
biht-176	30	34	.	.	PUNCT
biht-176	31	1	furthermore	furthermore	ADV
biht-176	31	2	,	,	PUNCT
biht-176	31	3	this	this	DET
biht-176	31	4	transaction	transaction	NOUN
biht-176	31	5	can	can	AUX
biht-176	31	6	be	be	AUX
biht-176	31	7	fairly	fairly	ADV
biht-176	31	8	evaluated	evaluate	VERB
biht-176	31	9	and	and	CCONJ
biht-176	31	10	securely	securely	ADV
biht-176	31	11	monitored	monitor	VERB
biht-176	31	12	.	.	PUNCT
biht-176	32	1	this	this	DET
biht-176	32	2	research	research	NOUN
biht-176	32	3	study	study	NOUN
biht-176	32	4	introduces	introduce	VERB
biht-176	32	5	a	a	DET
biht-176	32	6	web	web	NOUN
biht-176	32	7	-	-	PUNCT
biht-176	32	8	based	base	VERB
biht-176	32	9	,	,	PUNCT
biht-176	32	10	zero	zero	NUM
biht-176	32	11	-	-	PUNCT
biht-176	32	12	footprint	footprint	NOUN
biht-176	32	13	collaborative	collaborative	ADJ
biht-176	32	14	annotation	annotation	NOUN
biht-176	32	15	tool	tool	NOUN
biht-176	32	16	for	for	ADP
biht-176	32	17	medical	medical	ADJ
biht-176	32	18	imaging	imaging	NOUN
biht-176	32	19	data	datum	NOUN
biht-176	32	20	,	,	PUNCT
biht-176	32	21	markit	markit	NOUN
biht-176	32	22	.	.	PUNCT
biht-176	33	1	the	the	DET
biht-176	33	2	proof	proof	NOUN
biht-176	33	3	-	-	PUNCT
biht-176	33	4	of	of	ADP
biht-176	33	5	-	-	PUNCT
biht-176	33	6	concept	concept	NOUN
biht-176	33	7	experiment	experiment	NOUN
biht-176	33	8	includes	include	VERB
biht-176	33	9	implementing	implement	VERB
biht-176	33	10	the	the	DET
biht-176	33	11	platform	platform	NOUN
biht-176	33	12	with	with	ADP
biht-176	33	13	pre	pre	ADJ
biht-176	33	14	-	-	ADJ
biht-176	33	15	trained	train	VERB
biht-176	33	16	ai	ai	NOUN
biht-176	33	17	models	model	NOUN
biht-176	33	18	and	and	CCONJ
biht-176	33	19	blockchain	blockchain	PROPN
biht-176	33	20	features	feature	NOUN
biht-176	33	21	,	,	PUNCT
biht-176	33	22	and	and	CCONJ
biht-176	33	23	using	use	VERB
biht-176	33	24	them	they	PRON
biht-176	33	25	to	to	PART
biht-176	33	26	create	create	VERB
biht-176	33	27	preliminary	preliminary	ADJ
biht-176	33	28	annotations	annotation	NOUN
biht-176	33	29	of	of	ADP
biht-176	33	30	a	a	DET
biht-176	33	31	chest	chest	NOUN
biht-176	33	32	x	x	NOUN
biht-176	33	33	-	-	NOUN
biht-176	33	34	ray	ray	NOUN
biht-176	33	35	dataset	dataset	NOUN
biht-176	33	36	for	for	ADP
biht-176	33	37	classification	classification	NOUN
biht-176	33	38	tasks	task	NOUN
biht-176	33	39	.	.	PUNCT
biht-176	34	1	methods	method	NOUN
biht-176	34	2	the	the	DET
biht-176	34	3	study	study	NOUN
biht-176	34	4	was	be	AUX
biht-176	34	5	approved	approve	VERB
biht-176	34	6	by	by	ADP
biht-176	34	7	institutional	institutional	ADJ
biht-176	34	8	review	review	NOUN
biht-176	34	9	board	board	NOUN
biht-176	34	10	of	of	ADP
biht-176	34	11	our	our	PRON
biht-176	34	12	hospital	hospital	NOUN
biht-176	34	13	.	.	PUNCT
biht-176	35	1	the	the	DET
biht-176	35	2	platform	platform	NOUN
biht-176	35	3	is	be	AUX
biht-176	35	4	currently	currently	ADV
biht-176	35	5	available	available	ADJ
biht-176	35	6	online	online	ADV
biht-176	35	7	using	use	VERB
biht-176	35	8	a	a	DET
biht-176	35	9	modern	modern	ADJ
biht-176	35	10	web	web	NOUN
biht-176	35	11	browser	browser	NOUN
biht-176	35	12	without	without	ADP
biht-176	35	13	the	the	DET
biht-176	35	14	need	need	NOUN
biht-176	35	15	for	for	ADP
biht-176	35	16	downloading	download	VERB
biht-176	35	17	or	or	CCONJ
biht-176	35	18	installing	instal	VERB
biht-176	35	19	additional	additional	ADJ
biht-176	35	20	software	software	NOUN
biht-176	35	21	.	.	PUNCT
biht-176	36	1	users	user	NOUN
biht-176	36	2	are	be	AUX
biht-176	36	3	required	require	VERB
biht-176	36	4	to	to	PART
biht-176	36	5	have	have	VERB
biht-176	36	6	an	an	DET
biht-176	36	7	internet	internet	NOUN
biht-176	36	8	connection	connection	NOUN
biht-176	36	9	and	and	CCONJ
biht-176	36	10	to	to	PART
biht-176	36	11	create	create	VERB
biht-176	36	12	an	an	DET
biht-176	36	13	account	account	NOUN
biht-176	36	14	to	to	PART
biht-176	36	15	access	access	VERB
biht-176	36	16	the	the	DET
biht-176	36	17	platform	platform	NOUN
biht-176	36	18	.	.	PUNCT
biht-176	37	1	the	the	DET
biht-176	37	2	platform	platform	NOUN
biht-176	37	3	is	be	AUX
biht-176	37	4	implemented	implement	VERB
biht-176	37	5	,	,	PUNCT
biht-176	37	6	including	include	VERB
biht-176	37	7	several	several	ADJ
biht-176	37	8	modularized	modularize	VERB
biht-176	37	9	functions	function	NOUN
biht-176	37	10	,	,	PUNCT
biht-176	37	11	as	as	SCONJ
biht-176	37	12	shown	show	VERB
biht-176	37	13	in	in	ADP
biht-176	37	14	fig	fig	NOUN
biht-176	37	15	.	.	PUNCT
biht-176	38	1	1	1	X
biht-176	38	2	.	.	X
biht-176	38	3	the	the	DET
biht-176	38	4	main	main	ADJ
biht-176	38	5	module	module	NOUN
biht-176	38	6	for	for	ADP
biht-176	38	7	image	image	NOUN
biht-176	38	8	annotation	annotation	NOUN
biht-176	38	9	consists	consist	VERB
biht-176	38	10	of	of	ADP
biht-176	38	11	a	a	DET
biht-176	38	12	simple	simple	ADJ
biht-176	38	13	digital	digital	ADJ
biht-176	38	14	imaging	imaging	NOUN
biht-176	38	15	and	and	CCONJ
biht-176	38	16	communications	communication	NOUN
biht-176	38	17	in	in	ADP
biht-176	38	18	medicine	medicine	NOUN
biht-176	38	19	(	(	PUNCT
biht-176	38	20	dicom	dicom	NOUN
biht-176	38	21	)	)	PUNCT
biht-176	38	22	viewer	viewer	VERB
biht-176	38	23	and	and	CCONJ
biht-176	38	24	labeling	labeling	NOUN
biht-176	38	25	tools	tool	NOUN
biht-176	38	26	.	.	PUNCT
biht-176	39	1	the	the	DET
biht-176	39	2	dicom	dicom	PROPN
biht-176	39	3	viewer	viewer	NOUN
biht-176	39	4	allows	allow	VERB
biht-176	39	5	annotators	annotator	NOUN
biht-176	39	6	to	to	PART
biht-176	39	7	change	change	VERB
biht-176	39	8	image	image	NOUN
biht-176	39	9	brightness	brightness	NOUN
biht-176	39	10	and	and	CCONJ
biht-176	39	11	contrast	contrast	NOUN
biht-176	39	12	,	,	PUNCT
biht-176	39	13	and	and	CCONJ
biht-176	39	14	to	to	PART
biht-176	39	15	zoom	zoom	VERB
biht-176	39	16	-	-	PUNCT
biht-176	39	17	in	in	NOUN
biht-176	39	18	to	to	PART
biht-176	39	19	read	read	VERB
biht-176	39	20	images	image	NOUN
biht-176	39	21	in	in	ADP
biht-176	39	22	full	full	ADJ
biht-176	39	23	resolution	resolution	NOUN
biht-176	39	24	(	(	PUNCT
biht-176	39	25	fig	fig	NOUN
biht-176	39	26	.	.	PUNCT
biht-176	40	1	2	2	NUM
biht-176	40	2	)	)	PUNCT
biht-176	40	3	.	.	PUNCT
biht-176	41	1	for	for	ADP
biht-176	41	2	classification	classification	NOUN
biht-176	41	3	,	,	PUNCT
biht-176	41	4	the	the	DET
biht-176	41	5	markit	markit	NOUN
biht-176	41	6	system	system	NOUN
biht-176	41	7	provides	provide	VERB
biht-176	41	8	the	the	DET
biht-176	41	9	ability	ability	NOUN
biht-176	41	10	to	to	PART
biht-176	41	11	save	save	VERB
biht-176	41	12	boolean	boolean	ADJ
biht-176	41	13	annotations	annotation	NOUN
biht-176	41	14	and	and	CCONJ
biht-176	41	15	associated	associated	ADJ
biht-176	41	16	confidence	confidence	NOUN
biht-176	41	17	levels	level	NOUN
biht-176	41	18	as	as	ADP
biht-176	41	19	six	six	NUM
biht-176	41	20	iterative	iterative	NOUN
biht-176	41	21	grades	grade	NOUN
biht-176	41	22	(	(	PUNCT
biht-176	41	23	0	0	NUM
biht-176	41	24	,	,	PUNCT
biht-176	41	25	20	20	NUM
biht-176	41	26	,	,	PUNCT
biht-176	41	27	40	40	NUM
biht-176	41	28	,	,	PUNCT
biht-176	41	29	60	60	NUM
biht-176	41	30	,	,	PUNCT
biht-176	41	31	80	80	NUM
biht-176	41	32	,	,	PUNCT
biht-176	41	33	and	and	CCONJ
biht-176	41	34	100	100	NUM
biht-176	41	35	%	%	NOUN
biht-176	41	36	)	)	PUNCT
biht-176	41	37	.	.	PUNCT
biht-176	42	1	for	for	ADP
biht-176	42	2	object	object	NOUN
biht-176	42	3	detection	detection	NOUN
biht-176	42	4	problems	problem	NOUN
biht-176	42	5	,	,	PUNCT
biht-176	42	6	rectangular	rectangular	ADJ
biht-176	42	7	or	or	CCONJ
biht-176	42	8	free	free	ADJ
biht-176	42	9	-	-	PUNCT
biht-176	42	10	line	line	NOUN
biht-176	42	11	region	region	NOUN
biht-176	42	12	-	-	PUNCT
biht-176	42	13	of	of	ADP
biht-176	42	14	-	-	PUNCT
biht-176	42	15	interest	interest	NOUN
biht-176	42	16	(	(	PUNCT
biht-176	42	17	roi	roi	NOUN
biht-176	42	18	)	)	PUNCT
biht-176	42	19	annotations	annotation	NOUN
biht-176	42	20	are	be	AUX
biht-176	42	21	available	available	ADJ
biht-176	42	22	.	.	PUNCT
biht-176	43	1	users	user	NOUN
biht-176	43	2	can	can	AUX
biht-176	43	3	easily	easily	ADV
biht-176	43	4	define	define	VERB
biht-176	43	5	their	their	PRON
biht-176	43	6	subcategories	subcategorie	NOUN
biht-176	43	7	of	of	ADP
biht-176	43	8	labels	label	NOUN
biht-176	43	9	for	for	ADP
biht-176	43	10	the	the	DET
biht-176	43	11	specific	specific	ADJ
biht-176	43	12	target	target	NOUN
biht-176	43	13	projects	project	NOUN
biht-176	43	14	when	when	SCONJ
biht-176	43	15	they	they	PRON
biht-176	43	16	set	set	VERB
biht-176	43	17	up	up	ADP
biht-176	43	18	a	a	DET
biht-176	43	19	project	project	NOUN
biht-176	43	20	.	.	PUNCT
biht-176	44	1	this	this	PRON
biht-176	44	2	can	can	AUX
biht-176	44	3	be	be	AUX
biht-176	44	4	easily	easily	ADV
biht-176	44	5	modified	modify	VERB
biht-176	44	6	if	if	SCONJ
biht-176	44	7	the	the	DET
biht-176	44	8	user	user	NOUN
biht-176	44	9	is	be	AUX
biht-176	44	10	either	either	CCONJ
biht-176	44	11	an	an	DET
biht-176	44	12	owner	owner	NOUN
biht-176	44	13	or	or	CCONJ
biht-176	44	14	manager	manager	NOUN
biht-176	44	15	of	of	ADP
biht-176	44	16	the	the	DET
biht-176	44	17	project	project	NOUN
biht-176	44	18	(	(	PUNCT
biht-176	44	19	fig	fig	NOUN
biht-176	44	20	.	.	PUNCT
biht-176	45	1	3	3	NUM
biht-176	45	2	)	)	PUNCT
biht-176	45	3	.	.	PUNCT
biht-176	46	1	the	the	DET
biht-176	46	2	dicom	dicom	PROPN
biht-176	46	3	viewer	viewer	NOUN
biht-176	46	4	and	and	CCONJ
biht-176	46	5	annotation	annotation	NOUN
biht-176	46	6	tools	tool	NOUN
biht-176	46	7	were	be	AUX
biht-176	46	8	implemented	implement	VERB
biht-176	46	9	utilizing	utilize	VERB
biht-176	46	10	the	the	DET
biht-176	46	11	open	open	ADJ
biht-176	46	12	-	-	PUNCT
biht-176	46	13	source	source	NOUN
biht-176	46	14	cornerstone.js	cornerstone.js	NOUN
biht-176	46	15	javascript	javascript	NOUN
biht-176	46	16	library	library	NOUN
biht-176	47	1	[	[	X
biht-176	47	2	https://docs.cornerstonejs.org/	https://docs.cornerstonejs.org/	X
biht-176	47	3	]	]	X
biht-176	47	4	.	.	PUNCT
biht-176	48	1	cornerstone.js	cornerstone.js	PRON
biht-176	48	2	includes	include	VERB
biht-176	48	3	features	feature	NOUN
biht-176	48	4	for	for	ADP
biht-176	48	5	image	image	NOUN
biht-176	48	6	loading	loading	NOUN
biht-176	48	7	,	,	PUNCT
biht-176	48	8	parsing	parsing	NOUN
biht-176	48	9	,	,	PUNCT
biht-176	48	10	decoding	decoding	NOUN
biht-176	48	11	,	,	PUNCT
biht-176	48	12	and	and	CCONJ
biht-176	48	13	tools	tool	NOUN
biht-176	48	14	commonly	commonly	ADV
biht-176	48	15	encountered	encounter	VERB
biht-176	48	16	in	in	ADP
biht-176	48	17	dicom	dicom	NOUN
biht-176	48	18	viewers	viewer	NOUN
biht-176	48	19	.	.	PUNCT
biht-176	49	1	our	our	PRON
biht-176	49	2	platform	platform	NOUN
biht-176	49	3	is	be	AUX
biht-176	49	4	capable	capable	ADJ
biht-176	49	5	of	of	ADP
biht-176	49	6	fetching	fetch	VERB
biht-176	49	7	images	image	NOUN
biht-176	49	8	from	from	ADP
biht-176	49	9	any	any	DET
biht-176	49	10	vendor	vendor	NOUN
biht-176	49	11	-	-	PUNCT
biht-176	49	12	neutral	neutral	ADJ
biht-176	49	13	dicom	dicom	NOUN
biht-176	49	14	storage	storage	NOUN
biht-176	49	15	.	.	PUNCT
biht-176	50	1	we	we	PRON
biht-176	50	2	implemented	implement	VERB
biht-176	50	3	a	a	DET
biht-176	50	4	connection	connection	NOUN
biht-176	50	5	with	with	ADP
biht-176	50	6	both	both	CCONJ
biht-176	50	7	standard	standard	ADJ
biht-176	50	8	picture	picture	NOUN
biht-176	50	9	archiving	archive	VERB
biht-176	50	10	and	and	CCONJ
biht-176	50	11	communication	communication	NOUN
biht-176	50	12	system	system	NOUN
biht-176	50	13	(	(	PUNCT
biht-176	50	14	pacs	pac	NOUN
biht-176	50	15	)	)	PUNCT
biht-176	50	16	systems	system	NOUN
biht-176	50	17	and	and	CCONJ
biht-176	50	18	dicom	dicom	NOUN
biht-176	50	19	web	web	NOUN
biht-176	50	20	-	-	PUNCT
biht-176	50	21	based	base	VERB
biht-176	50	22	restful	restful	ADJ
biht-176	50	23	web	web	NOUN
biht-176	50	24	services	service	NOUN
biht-176	50	25	and	and	CCONJ
biht-176	50	26	application	application	NOUN
biht-176	50	27	programming	programming	NOUN
biht-176	50	28	interfaces	interface	NOUN
biht-176	50	29	(	(	PUNCT
biht-176	50	30	apis	apis	ADJ
biht-176	50	31	)	)	PUNCT
biht-176	50	32	.	.	PUNCT
biht-176	51	1	in	in	ADP
biht-176	51	2	this	this	DET
biht-176	51	3	proof	proof	NOUN
biht-176	51	4	of	of	ADP
biht-176	51	5	concept	concept	NOUN
biht-176	51	6	,	,	PUNCT
biht-176	51	7	we	we	PRON
biht-176	51	8	fig	fig	VERB
biht-176	51	9	.	.	PUNCT
biht-176	52	1	1	1	X
biht-176	52	2	.	.	X
biht-176	52	3	high	high	ADJ
biht-176	52	4	-	-	PUNCT
biht-176	52	5	level	level	NOUN
biht-176	52	6	data	datum	NOUN
biht-176	52	7	flow	flow	NOUN
biht-176	52	8	of	of	ADP
biht-176	52	9	markit	markit	NOUN
biht-176	52	10	.	.	PUNCT
biht-176	53	1	blockchain	blockchain	NOUN
biht-176	53	2	ledger	ledger	NOUN
biht-176	53	3	storage	storage	NOUN
biht-176	53	4	and	and	CCONJ
biht-176	53	5	access	access	NOUN
biht-176	53	6	are	be	AUX
biht-176	53	7	separate	separate	ADJ
biht-176	53	8	from	from	ADP
biht-176	53	9	the	the	DET
biht-176	53	10	regular	regular	ADJ
biht-176	53	11	database	database	NOUN
biht-176	53	12	.	.	PUNCT
biht-176	54	1	artificial	artificial	ADJ
biht-176	54	2	intelligence	intelligence	NOUN
biht-176	54	3	interface	interface	NOUN
biht-176	54	4	allows	allow	VERB
biht-176	54	5	to	to	PART
biht-176	54	6	train	train	VERB
biht-176	54	7	new	new	ADJ
biht-176	54	8	models	model	NOUN
biht-176	54	9	based	base	VERB
biht-176	54	10	on	on	ADP
biht-176	54	11	gathered	gather	VERB
biht-176	54	12	annotations	annotation	NOUN
biht-176	54	13	and	and	CCONJ
biht-176	54	14	make	make	VERB
biht-176	54	15	annotation	annotation	NOUN
biht-176	54	16	suggestions	suggestion	NOUN
biht-176	54	17	to	to	PART
biht-176	54	18	speed	speed	VERB
biht-176	54	19	up	up	ADP
biht-176	54	20	the	the	DET
biht-176	54	21	workflow	workflow	NOUN
biht-176	54	22	.	.	PUNCT
biht-176	55	1	http://dx.doi.org/10.30953/bhty.v4.176	http://dx.doi.org/10.30953/bhty.v4.176	NOUN
biht-176	55	2	http://cornerstone.js	http://cornerstone.js	PROPN
biht-176	55	3	https://docs.cornerstonejs.org/	https://docs.cornerstonejs.org/	NOUN
biht-176	55	4	http://cornerstone.js	http://cornerstone.js	PROPN
biht-176	55	5	citation	citation	NOUN
biht-176	55	6	:	:	PUNCT
biht-176	55	7	blockchain	blockchain	NOUN
biht-176	55	8	in	in	ADP
biht-176	55	9	healthcare	healthcare	NOUN
biht-176	55	10	today	today	NOUN
biht-176	55	11	2021	2021	NUM
biht-176	55	12	,	,	PUNCT
biht-176	55	13	4	4	NUM
biht-176	55	14	:	:	SYM
biht-176	55	15	176	176	NUM
biht-176	55	16	http://dx.doi.org/10.30953/bhty.v4.176	http://dx.doi.org/10.30953/bhty.v4.176	NOUN
biht-176	55	17	3	3	NUM
biht-176	55	18	(	(	PUNCT
biht-176	55	19	page	page	NOUN
biht-176	55	20	number	number	NOUN
biht-176	55	21	not	not	PART
biht-176	55	22	for	for	ADP
biht-176	55	23	citation	citation	NOUN
biht-176	55	24	purpose	purpose	NOUN
biht-176	55	25	)	)	PUNCT
biht-176	55	26	markit	markit	NOUN
biht-176	55	27	:	:	PUNCT
biht-176	55	28	a	a	DET
biht-176	55	29	collaborative	collaborative	ADJ
biht-176	55	30	artificial	artificial	ADJ
biht-176	55	31	intelligence	intelligence	NOUN
biht-176	55	32	annotation	annotation	NOUN
biht-176	55	33	platform	platform	NOUN
biht-176	55	34	utilized	utilize	VERB
biht-176	55	35	orthanc	orthanc	NOUN
biht-176	55	36	[	[	X
biht-176	55	37	https://www.orthanc-server.com	https://www.orthanc-server.com	X
biht-176	55	38	,	,	PUNCT
biht-176	55	39	liege	liege	PROPN
biht-176	55	40	,	,	PUNCT
biht-176	55	41	belgium	belgium	NOUN
biht-176	55	42	]	]	PUNCT
biht-176	55	43	and	and	CCONJ
biht-176	55	44	google	google	PROPN
biht-176	55	45	dicom	dicom	PROPN
biht-176	55	46	store	store	NOUN
biht-176	55	47	(	(	PUNCT
biht-176	55	48	through	through	ADP
biht-176	55	49	google	google	PROPN
biht-176	55	50	healthcare	healthcare	PROPN
biht-176	55	51	api	api	PROPN
biht-176	55	52	,	,	PUNCT
biht-176	55	53	ca	ca	PROPN
biht-176	55	54	,	,	PUNCT
biht-176	55	55	usa	usa	PROPN
biht-176	55	56	)	)	PUNCT
biht-176	55	57	,	,	PUNCT
biht-176	55	58	where	where	SCONJ
biht-176	55	59	image	image	NOUN
biht-176	55	60	retrieval	retrieval	NOUN
biht-176	55	61	can	can	AUX
biht-176	55	62	be	be	AUX
biht-176	55	63	performed	perform	VERB
biht-176	55	64	through	through	ADP
biht-176	55	65	wado	wado	PROPN
biht-176	55	66	(	(	PUNCT
biht-176	55	67	web	web	NOUN
biht-176	55	68	access	access	NOUN
biht-176	55	69	to	to	ADP
biht-176	55	70	dicom	dicom	PROPN
biht-176	55	71	®	®	NOUN
biht-176	55	72	persistent	persistent	ADJ
biht-176	55	73	objects	object	NOUN
biht-176	55	74	)	)	PUNCT
biht-176	55	75	protocols	protocol	NOUN
biht-176	55	76	(	(	PUNCT
biht-176	55	77	10	10	NUM
biht-176	55	78	)	)	PUNCT
biht-176	55	79	.	.	PUNCT
biht-176	56	1	connecting	connect	VERB
biht-176	56	2	to	to	ADP
biht-176	56	3	standard	standard	ADJ
biht-176	56	4	pacs	pac	NOUN
biht-176	56	5	systems	system	NOUN
biht-176	56	6	and	and	CCONJ
biht-176	56	7	fetching	fetch	VERB
biht-176	56	8	images	image	NOUN
biht-176	56	9	with	with	ADP
biht-176	56	10	the	the	DET
biht-176	56	11	c	c	NOUN
biht-176	56	12	-	-	PUNCT
biht-176	56	13	get	get	NOUN
biht-176	56	14	protocol	protocol	NOUN
biht-176	56	15	were	be	AUX
biht-176	56	16	also	also	ADV
biht-176	56	17	implemented	implement	VERB
biht-176	56	18	.	.	PUNCT
biht-176	57	1	additionally	additionally	ADV
biht-176	57	2	,	,	PUNCT
biht-176	57	3	our	our	PRON
biht-176	57	4	platform	platform	NOUN
biht-176	57	5	allows	allow	VERB
biht-176	57	6	users	user	NOUN
biht-176	57	7	to	to	PART
biht-176	57	8	use	use	VERB
biht-176	57	9	non	non	ADJ
biht-176	57	10	-	-	ADJ
biht-176	57	11	dicom	dicom	ADJ
biht-176	57	12	image	image	NOUN
biht-176	57	13	files	file	NOUN
biht-176	57	14	,	,	PUNCT
biht-176	57	15	common	common	ADJ
biht-176	57	16	in	in	ADP
biht-176	57	17	fig	fig	NOUN
biht-176	57	18	.	.	PUNCT
biht-176	58	1	2	2	X
biht-176	58	2	.	.	X
biht-176	58	3	main	main	ADJ
biht-176	58	4	module	module	NOUN
biht-176	58	5	for	for	ADP
biht-176	58	6	image	image	NOUN
biht-176	58	7	annotation	annotation	NOUN
biht-176	58	8	combining	combine	VERB
biht-176	58	9	basic	basic	ADJ
biht-176	58	10	dicom	dicom	NOUN
biht-176	58	11	viewer	viewer	NOUN
biht-176	58	12	features	feature	NOUN
biht-176	58	13	(	(	PUNCT
biht-176	58	14	i.e.	i.e.	X
biht-176	58	15	change	change	NOUN
biht-176	58	16	brightness	brightness	NOUN
biht-176	58	17	or	or	CCONJ
biht-176	58	18	contrast	contrast	NOUN
biht-176	58	19	,	,	PUNCT
biht-176	58	20	zooming	zooming	NOUN
biht-176	58	21	,	,	PUNCT
biht-176	58	22	etc	etc	X
biht-176	58	23	.	.	X
biht-176	58	24	)	)	PUNCT
biht-176	58	25	,	,	PUNCT
biht-176	58	26	displaying	display	VERB
biht-176	58	27	radiological	radiological	ADJ
biht-176	58	28	reports	report	NOUN
biht-176	58	29	and	and	CCONJ
biht-176	58	30	annotation	annotation	NOUN
biht-176	58	31	tools	tool	NOUN
biht-176	58	32	(	(	PUNCT
biht-176	58	33	above	above	ADP
biht-176	58	34	the	the	DET
biht-176	58	35	x	x	NOUN
biht-176	58	36	-	-	NOUN
biht-176	58	37	ray	ray	NOUN
biht-176	58	38	image	image	NOUN
biht-176	58	39	)	)	PUNCT
biht-176	58	40	.	.	PUNCT
biht-176	59	1	annotators	annotator	NOUN
biht-176	59	2	can	can	AUX
biht-176	59	3	determine	determine	VERB
biht-176	59	4	their	their	PRON
biht-176	59	5	confidence	confidence	NOUN
biht-176	59	6	with	with	ADP
biht-176	59	7	regard	regard	NOUN
biht-176	59	8	to	to	ADP
biht-176	59	9	each	each	DET
biht-176	59	10	label	label	NOUN
biht-176	59	11	(	(	PUNCT
biht-176	59	12	blue	blue	ADJ
biht-176	59	13	bars	bar	NOUN
biht-176	59	14	on	on	ADP
biht-176	59	15	the	the	DET
biht-176	59	16	right	right	NOUN
biht-176	59	17	)	)	PUNCT
biht-176	59	18	and	and	CCONJ
biht-176	59	19	preview	preview	NOUN
biht-176	59	20	annotators	annotator	NOUN
biht-176	59	21	by	by	ADP
biht-176	59	22	other	other	ADJ
biht-176	59	23	team	team	NOUN
biht-176	59	24	members	member	NOUN
biht-176	59	25	(	(	PUNCT
biht-176	59	26	blue	blue	ADJ
biht-176	59	27	and	and	CCONJ
biht-176	59	28	red	red	ADJ
biht-176	59	29	rectangles	rectangle	NOUN
biht-176	59	30	)	)	PUNCT
biht-176	59	31	.	.	PUNCT
biht-176	60	1	fig	fig	NOUN
biht-176	60	2	.	.	PUNCT
biht-176	61	1	3	3	X
biht-176	61	2	.	.	X
biht-176	61	3	various	various	ADJ
biht-176	61	4	stakeholders	stakeholder	NOUN
biht-176	61	5	and	and	CCONJ
biht-176	61	6	their	their	PRON
biht-176	61	7	roles	role	NOUN
biht-176	61	8	in	in	ADP
biht-176	61	9	managing	manage	VERB
biht-176	61	10	large	large	ADJ
biht-176	61	11	projects	project	NOUN
biht-176	61	12	for	for	ADP
biht-176	61	13	scalable	scalable	ADJ
biht-176	61	14	medical	medical	ADJ
biht-176	61	15	image	image	NOUN
biht-176	61	16	datasets	dataset	NOUN
biht-176	61	17	.	.	PUNCT
biht-176	62	1	(	(	PUNCT
biht-176	62	2	a	a	X
biht-176	62	3	)	)	PUNCT
biht-176	62	4	the	the	DET
biht-176	62	5	platform	platform	NOUN
biht-176	62	6	described	describe	VERB
biht-176	62	7	in	in	ADP
biht-176	62	8	this	this	DET
biht-176	62	9	study	study	NOUN
biht-176	62	10	facilitates	facilitate	VERB
biht-176	62	11	workflow	workflow	NOUN
biht-176	62	12	for	for	ADP
biht-176	62	13	all	all	DET
biht-176	62	14	parties	party	NOUN
biht-176	62	15	,	,	PUNCT
biht-176	62	16	maximizing	maximize	VERB
biht-176	62	17	their	their	PRON
biht-176	62	18	focus	focus	NOUN
biht-176	62	19	on	on	ADP
biht-176	62	20	a	a	DET
biht-176	62	21	single	single	ADJ
biht-176	62	22	part	part	NOUN
biht-176	62	23	of	of	ADP
biht-176	62	24	the	the	DET
biht-176	62	25	process	process	NOUN
biht-176	62	26	,	,	PUNCT
biht-176	62	27	project	project	NOUN
biht-176	62	28	managers	manager	NOUN
biht-176	62	29	defining	define	VERB
biht-176	62	30	the	the	DET
biht-176	62	31	project	project	NOUN
biht-176	62	32	and	and	CCONJ
biht-176	62	33	managing	manage	VERB
biht-176	62	34	access	access	NOUN
biht-176	62	35	levels	level	NOUN
biht-176	62	36	,	,	PUNCT
biht-176	62	37	data	datum	NOUN
biht-176	62	38	owners	owner	NOUN
biht-176	62	39	on	on	ADP
biht-176	62	40	image	image	NOUN
biht-176	62	41	upload	upload	NOUN
biht-176	62	42	,	,	PUNCT
biht-176	62	43	and	and	CCONJ
biht-176	62	44	annotators	annotator	NOUN
biht-176	62	45	on	on	ADP
biht-176	62	46	labeling	labeling	NOUN
biht-176	62	47	.	.	PUNCT
biht-176	63	1	(	(	PUNCT
biht-176	63	2	b	b	X
biht-176	63	3	)	)	PUNCT
biht-176	63	4	project	project	NOUN
biht-176	63	5	managers	manager	NOUN
biht-176	63	6	can	can	AUX
biht-176	63	7	coordinate	coordinate	VERB
biht-176	63	8	projects	project	NOUN
biht-176	63	9	by	by	ADP
biht-176	63	10	specifying	specify	VERB
biht-176	63	11	labels	label	NOUN
biht-176	63	12	in	in	ADP
biht-176	63	13	accordance	accordance	NOUN
biht-176	63	14	with	with	ADP
biht-176	63	15	planned	plan	VERB
biht-176	63	16	ai	ai	PROPN
biht-176	63	17	tasks	task	NOUN
biht-176	63	18	,	,	PUNCT
biht-176	63	19	controlling	control	VERB
biht-176	63	20	visibility	visibility	NOUN
biht-176	63	21	for	for	ADP
biht-176	63	22	all	all	DET
biht-176	63	23	users	user	NOUN
biht-176	63	24	,	,	PUNCT
biht-176	63	25	as	as	ADV
biht-176	63	26	well	well	ADV
biht-176	63	27	as	as	ADP
biht-176	63	28	granting	grant	VERB
biht-176	63	29	and	and	CCONJ
biht-176	63	30	revoking	revoke	VERB
biht-176	63	31	permissions	permission	NOUN
biht-176	63	32	for	for	ADP
biht-176	63	33	annotators	annotator	NOUN
biht-176	63	34	(	(	PUNCT
biht-176	63	35	c	c	NOUN
biht-176	63	36	)	)	PUNCT
biht-176	63	37	data	data	NOUN
biht-176	63	38	owners	owner	NOUN
biht-176	63	39	can	can	AUX
biht-176	63	40	upload	upload	VERB
biht-176	63	41	images	image	NOUN
biht-176	63	42	with	with	ADP
biht-176	63	43	additional	additional	ADJ
biht-176	63	44	options	option	NOUN
biht-176	63	45	for	for	ADP
biht-176	63	46	choosing	choose	VERB
biht-176	63	47	desired	desire	VERB
biht-176	63	48	data	datum	NOUN
biht-176	63	49	storage	storage	NOUN
biht-176	63	50	systems	system	NOUN
biht-176	63	51	and	and	CCONJ
biht-176	63	52	file	file	VERB
biht-176	63	53	naming	name	VERB
biht-176	63	54	conventions	convention	NOUN
biht-176	63	55	.	.	PUNCT
biht-176	64	1	(	(	PUNCT
biht-176	64	2	d	d	X
biht-176	64	3	)	)	PUNCT
biht-176	64	4	project	project	NOUN
biht-176	64	5	managers	manager	NOUN
biht-176	64	6	can	can	AUX
biht-176	64	7	also	also	ADV
biht-176	64	8	export	export	VERB
biht-176	64	9	project	project	NOUN
biht-176	64	10	-	-	PUNCT
biht-176	64	11	related	relate	VERB
biht-176	64	12	data	datum	NOUN
biht-176	64	13	,	,	PUNCT
biht-176	64	14	including	include	VERB
biht-176	64	15	annotations	annotation	NOUN
biht-176	64	16	by	by	ADP
biht-176	64	17	all	all	DET
biht-176	64	18	team	team	NOUN
biht-176	64	19	members	member	NOUN
biht-176	64	20	and	and	CCONJ
biht-176	64	21	information	information	NOUN
biht-176	64	22	about	about	ADP
biht-176	64	23	the	the	DET
biht-176	64	24	time	time	NOUN
biht-176	64	25	spent	spend	VERB
biht-176	64	26	on	on	ADP
biht-176	64	27	labeling	labeling	NOUN
biht-176	64	28	by	by	ADP
biht-176	64	29	users	user	NOUN
biht-176	64	30	.	.	PUNCT
biht-176	65	1	http://dx.doi.org/10.30953/bhty.v4.176	http://dx.doi.org/10.30953/bhty.v4.176	NOUN
biht-176	65	2	https://www.orthanc-server.com	https://www.orthanc-server.com	X
biht-176	65	3	citation	citation	NOUN
biht-176	65	4	:	:	PUNCT
biht-176	66	1	blockchain	blockchain	NOUN
biht-176	66	2	in	in	ADP
biht-176	66	3	healthcare	healthcare	NOUN
biht-176	66	4	today	today	NOUN
biht-176	66	5	2021	2021	NUM
biht-176	66	6	,	,	PUNCT
biht-176	66	7	4	4	NUM
biht-176	66	8	:	:	SYM
biht-176	66	9	176	176	NUM
biht-176	66	10	http://dx.doi.org/10.30953/bhty.v4.1764	http://dx.doi.org/10.30953/bhty.v4.1764	NOUN
biht-176	66	11	(	(	PUNCT
biht-176	66	12	page	page	NOUN
biht-176	66	13	number	number	NOUN
biht-176	66	14	not	not	PART
biht-176	66	15	for	for	ADP
biht-176	66	16	citation	citation	NOUN
biht-176	66	17	purpose	purpose	NOUN
biht-176	66	18	)	)	PUNCT
biht-176	66	19	jan	jan	PROPN
biht-176	66	20	witowski	witowski	PROPN
biht-176	66	21	et	et	PROPN
biht-176	66	22	al	al	PROPN
biht-176	66	23	.	.	PUNCT
biht-176	67	1	large	large	ADJ
biht-176	67	2	-	-	PUNCT
biht-176	67	3	scale	scale	NOUN
biht-176	67	4	non	non	ADJ
biht-176	67	5	-	-	ADJ
biht-176	67	6	volumetric	volumetric	ADJ
biht-176	67	7	medical	medical	ADJ
biht-176	67	8	datasets	dataset	NOUN
biht-176	67	9	,	,	PUNCT
biht-176	67	10	for	for	ADP
biht-176	67	11	example	example	NOUN
biht-176	67	12	,	,	PUNCT
biht-176	67	13	national	national	ADJ
biht-176	67	14	institutes	institutes	PROPN
biht-176	67	15	of	of	ADP
biht-176	67	16	health	health	PROPN
biht-176	67	17	(	(	PUNCT
biht-176	67	18	nih	nih	PROPN
biht-176	67	19	)	)	PUNCT
biht-176	67	20	and	and	CCONJ
biht-176	67	21	stanford	stanford	PROPN
biht-176	67	22	chest	chest	PROPN
biht-176	67	23	x	x	NOUN
biht-176	67	24	-	-	NOUN
biht-176	67	25	ray	ray	NOUN
biht-176	67	26	datasets	dataset	NOUN
biht-176	67	27	(	(	PUNCT
biht-176	67	28	11	11	NUM
biht-176	67	29	,	,	PUNCT
biht-176	67	30	12	12	NUM
biht-176	67	31	)	)	PUNCT
biht-176	67	32	.	.	PUNCT
biht-176	68	1	in	in	ADP
biht-176	68	2	markit	markit	NOUN
biht-176	68	3	,	,	PUNCT
biht-176	68	4	all	all	DET
biht-176	68	5	patient	patient	ADJ
biht-176	68	6	information	information	NOUN
biht-176	68	7	is	be	AUX
biht-176	68	8	anonymized	anonymize	VERB
biht-176	68	9	.	.	PUNCT
biht-176	69	1	all	all	DET
biht-176	69	2	stored	store	VERB
biht-176	69	3	studies	study	NOUN
biht-176	69	4	are	be	AUX
biht-176	69	5	organized	organize	VERB
biht-176	69	6	privately	privately	ADV
biht-176	69	7	by	by	ADP
biht-176	69	8	users	user	NOUN
biht-176	69	9	into	into	ADP
biht-176	69	10	projects	project	NOUN
biht-176	69	11	.	.	PUNCT
biht-176	70	1	the	the	DET
biht-176	70	2	platform	platform	NOUN
biht-176	70	3	allows	allow	VERB
biht-176	70	4	project	project	NOUN
biht-176	70	5	managers	manager	NOUN
biht-176	70	6	to	to	PART
biht-176	70	7	assign	assign	VERB
biht-176	70	8	access	access	NOUN
biht-176	70	9	privileges	privilege	NOUN
biht-176	70	10	to	to	ADP
biht-176	70	11	the	the	DET
biht-176	70	12	project	project	NOUN
biht-176	70	13	for	for	ADP
biht-176	70	14	other	other	ADJ
biht-176	70	15	readers	reader	NOUN
biht-176	70	16	and	and	CCONJ
biht-176	70	17	annotators	annotator	NOUN
biht-176	70	18	,	,	PUNCT
biht-176	70	19	thereby	thereby	ADV
biht-176	70	20	preventing	prevent	VERB
biht-176	70	21	unwanted	unwanted	ADJ
biht-176	70	22	access	access	NOUN
biht-176	70	23	to	to	ADP
biht-176	70	24	sensitive	sensitive	ADJ
biht-176	70	25	medical	medical	ADJ
biht-176	70	26	data	datum	NOUN
biht-176	70	27	.	.	PUNCT
biht-176	71	1	in	in	ADP
biht-176	71	2	addition	addition	NOUN
biht-176	71	3	,	,	PUNCT
biht-176	71	4	specific	specific	ADJ
biht-176	71	5	users	user	NOUN
biht-176	71	6	can	can	AUX
biht-176	71	7	have	have	VERB
biht-176	71	8	various	various	ADJ
biht-176	71	9	access	access	NOUN
biht-176	71	10	levels	level	NOUN
biht-176	71	11	,	,	PUNCT
biht-176	71	12	limiting	limit	VERB
biht-176	71	13	some	some	DET
biht-176	71	14	features	feature	NOUN
biht-176	71	15	,	,	PUNCT
biht-176	71	16	such	such	ADJ
biht-176	71	17	as	as	ADP
biht-176	71	18	data	data	NOUN
biht-176	71	19	export	export	NOUN
biht-176	71	20	,	,	PUNCT
biht-176	71	21	progress	progress	NOUN
biht-176	71	22	tracking	tracking	NOUN
biht-176	71	23	,	,	PUNCT
biht-176	71	24	project	project	NOUN
biht-176	71	25	statistics	statistic	NOUN
biht-176	71	26	,	,	PUNCT
biht-176	71	27	and	and	CCONJ
biht-176	71	28	management	management	NOUN
biht-176	71	29	(	(	PUNCT
biht-176	71	30	fig	fig	NOUN
biht-176	71	31	.	.	PUNCT
biht-176	72	1	3	3	NUM
biht-176	72	2	)	)	PUNCT
biht-176	72	3	.	.	PUNCT
biht-176	73	1	all	all	DET
biht-176	73	2	annotations	annotation	NOUN
biht-176	73	3	are	be	AUX
biht-176	73	4	saved	save	VERB
biht-176	73	5	in	in	ADP
biht-176	73	6	the	the	DET
biht-176	73	7	database	database	NOUN
biht-176	73	8	and	and	CCONJ
biht-176	73	9	include	include	VERB
biht-176	73	10	information	information	NOUN
biht-176	73	11	on	on	ADP
biht-176	73	12	the	the	DET
biht-176	73	13	time	time	NOUN
biht-176	73	14	spent	spend	VERB
biht-176	73	15	on	on	ADP
biht-176	73	16	a	a	DET
biht-176	73	17	single	single	ADJ
biht-176	73	18	case	case	NOUN
biht-176	73	19	from	from	ADP
biht-176	73	20	the	the	DET
biht-176	73	21	moment	moment	NOUN
biht-176	73	22	the	the	DET
biht-176	73	23	image	image	NOUN
biht-176	73	24	is	be	AUX
biht-176	73	25	completely	completely	ADV
biht-176	73	26	loaded	load	VERB
biht-176	73	27	to	to	ADP
biht-176	73	28	the	the	DET
biht-176	73	29	click	click	NOUN
biht-176	73	30	of	of	ADP
biht-176	73	31	the	the	DET
biht-176	73	32	submit	submit	NOUN
biht-176	73	33	button	button	NOUN
biht-176	73	34	,	,	PUNCT
biht-176	73	35	the	the	DET
biht-176	73	36	time	time	NOUN
biht-176	73	37	of	of	ADP
biht-176	73	38	mouse	mouse	NOUN
biht-176	73	39	clicking	click	VERB
biht-176	73	40	for	for	ADP
biht-176	73	41	labeling	labeling	NOUN
biht-176	73	42	,	,	PUNCT
biht-176	73	43	or	or	CCONJ
biht-176	73	44	motionless	motionless	ADJ
biht-176	73	45	duration	duration	NOUN
biht-176	73	46	to	to	PART
biht-176	73	47	evaluate	evaluate	VERB
biht-176	73	48	each	each	DET
biht-176	73	49	label	label	NOUN
biht-176	73	50	’s	’s	PART
biht-176	73	51	duration	duration	NOUN
biht-176	73	52	of	of	ADP
biht-176	73	53	tasks	task	NOUN
biht-176	73	54	.	.	PUNCT
biht-176	74	1	users	user	NOUN
biht-176	74	2	are	be	AUX
biht-176	74	3	allowed	allow	VERB
biht-176	74	4	to	to	PART
biht-176	74	5	export	export	VERB
biht-176	74	6	annotations	annotation	NOUN
biht-176	74	7	in	in	ADP
biht-176	74	8	comma	comma	NOUN
biht-176	74	9	-	-	PUNCT
biht-176	74	10	separated	separate	VERB
biht-176	74	11	values	value	NOUN
biht-176	74	12	(	(	PUNCT
biht-176	74	13	csv	csv	NOUN
biht-176	74	14	)	)	PUNCT
biht-176	74	15	format	format	NOUN
biht-176	74	16	for	for	ADP
biht-176	74	17	both	both	PRON
biht-176	74	18	classification	classification	NOUN
biht-176	74	19	results	result	NOUN
biht-176	74	20	and	and	CCONJ
biht-176	74	21	roi	roi	NOUN
biht-176	74	22	labels	label	NOUN
biht-176	74	23	.	.	PUNCT
biht-176	75	1	it	it	PRON
biht-176	75	2	is	be	AUX
biht-176	75	3	also	also	ADV
biht-176	75	4	possible	possible	ADJ
biht-176	75	5	to	to	PART
biht-176	75	6	import	import	VERB
biht-176	75	7	radiological	radiological	ADJ
biht-176	75	8	reports	report	NOUN
biht-176	75	9	to	to	ADP
biht-176	75	10	the	the	DET
biht-176	75	11	platform	platform	NOUN
biht-176	75	12	,	,	PUNCT
biht-176	75	13	matching	match	VERB
biht-176	75	14	them	they	PRON
biht-176	75	15	with	with	ADP
biht-176	75	16	specific	specific	ADJ
biht-176	75	17	cases	case	NOUN
biht-176	75	18	.	.	PUNCT
biht-176	76	1	markit	markit	NOUN
biht-176	76	2	is	be	AUX
biht-176	76	3	developed	develop	VERB
biht-176	76	4	to	to	PART
biht-176	76	5	optimize	optimize	VERB
biht-176	76	6	annotation	annotation	NOUN
biht-176	76	7	workflow	workflow	NOUN
biht-176	76	8	,	,	PUNCT
biht-176	76	9	especially	especially	ADV
biht-176	76	10	in	in	ADP
biht-176	76	11	large	large	ADJ
biht-176	76	12	-	-	PUNCT
biht-176	76	13	scale	scale	NOUN
biht-176	76	14	datasets	dataset	NOUN
biht-176	76	15	with	with	ADP
biht-176	76	16	multiple	multiple	ADJ
biht-176	76	17	collaborators	collaborator	NOUN
biht-176	76	18	and	and	CCONJ
biht-176	76	19	stakeholders	stakeholder	NOUN
biht-176	76	20	,	,	PUNCT
biht-176	76	21	and	and	CCONJ
biht-176	76	22	their	their	PRON
biht-176	76	23	roles	role	NOUN
biht-176	76	24	were	be	AUX
biht-176	76	25	taken	take	VERB
biht-176	76	26	into	into	ADP
biht-176	76	27	account	account	NOUN
biht-176	76	28	when	when	SCONJ
biht-176	76	29	designing	design	VERB
biht-176	76	30	the	the	DET
biht-176	76	31	platform	platform	NOUN
biht-176	76	32	,	,	PUNCT
biht-176	76	33	as	as	SCONJ
biht-176	76	34	shown	show	VERB
biht-176	76	35	in	in	ADP
biht-176	76	36	fig	fig	NOUN
biht-176	76	37	.	.	PUNCT
biht-176	77	1	3	3	X
biht-176	77	2	.	.	X
biht-176	77	3	the	the	DET
biht-176	77	4	markit	markit	NOUN
biht-176	77	5	system	system	NOUN
biht-176	77	6	is	be	AUX
biht-176	77	7	also	also	ADV
biht-176	77	8	connected	connect	VERB
biht-176	77	9	with	with	ADP
biht-176	77	10	a	a	DET
biht-176	77	11	locally	locally	ADV
biht-176	77	12	developed	develop	VERB
biht-176	77	13	ai	ai	PROPN
biht-176	77	14	inference	inference	NOUN
biht-176	77	15	restful	restful	ADJ
biht-176	77	16	(	(	PUNCT
biht-176	77	17	representational	representational	ADJ
biht-176	77	18	status	status	NOUN
biht-176	77	19	transfer	transfer	NOUN
biht-176	77	20	)	)	PUNCT
biht-176	77	21	service	service	NOUN
biht-176	77	22	,	,	PUNCT
biht-176	77	23	running	run	VERB
biht-176	77	24	on	on	ADP
biht-176	77	25	the	the	DET
biht-176	77	26	same	same	ADJ
biht-176	77	27	device	device	NOUN
biht-176	77	28	through	through	ADP
biht-176	77	29	a	a	DET
biht-176	77	30	docker	docker	NOUN
biht-176	77	31	container	container	NOUN
biht-176	77	32	[	[	X
biht-176	77	33	https://www.docker.com	https://www.docker.com	PROPN
biht-176	77	34	,	,	PUNCT
biht-176	77	35	ca	ca	PROPN
biht-176	77	36	,	,	PUNCT
biht-176	77	37	usa	usa	PROPN
biht-176	77	38	]	]	X
biht-176	77	39	.	.	PUNCT
biht-176	78	1	this	this	DET
biht-176	78	2	service	service	NOUN
biht-176	78	3	includes	include	VERB
biht-176	78	4	four	four	NUM
biht-176	78	5	ai	ai	ADJ
biht-176	78	6	classification	classification	NOUN
biht-176	78	7	models	model	NOUN
biht-176	78	8	for	for	ADP
biht-176	78	9	chest	chest	NOUN
biht-176	78	10	x	x	NOUN
biht-176	78	11	-	-	NOUN
biht-176	78	12	ray	ray	NOUN
biht-176	78	13	data	datum	NOUN
biht-176	78	14	,	,	PUNCT
biht-176	78	15	predicting	predict	VERB
biht-176	78	16	view	view	NOUN
biht-176	78	17	position	position	NOUN
biht-176	78	18	(	(	PUNCT
biht-176	78	19	i.e.	i.e.	X
biht-176	78	20	ap	ap	ADJ
biht-176	78	21	:	:	PUNCT
biht-176	78	22	anterior	anterior	ADJ
biht-176	78	23	-	-	ADJ
biht-176	78	24	posterior	posterior	ADJ
biht-176	78	25	vs.	vs.	X
biht-176	78	26	pa	pa	NOUN
biht-176	78	27	:	:	PUNCT
biht-176	78	28	posterior	posterior	ADJ
biht-176	78	29	-	-	NOUN
biht-176	78	30	anterior	anterior	ADJ
biht-176	78	31	)	)	PUNCT
biht-176	78	32	,	,	PUNCT
biht-176	78	33	pathological	pathological	ADJ
biht-176	78	34	features	feature	NOUN
biht-176	78	35	,	,	PUNCT
biht-176	78	36	gender	gender	NOUN
biht-176	78	37	,	,	PUNCT
biht-176	78	38	and	and	CCONJ
biht-176	78	39	age	age	NOUN
biht-176	78	40	.	.	PUNCT
biht-176	79	1	view	view	NOUN
biht-176	79	2	position	position	NOUN
biht-176	79	3	and	and	CCONJ
biht-176	79	4	gender	gender	NOUN
biht-176	79	5	predictions	prediction	NOUN
biht-176	79	6	are	be	AUX
biht-176	79	7	framed	frame	VERB
biht-176	79	8	as	as	ADP
biht-176	79	9	binary	binary	ADJ
biht-176	79	10	classification	classification	NOUN
biht-176	79	11	tasks	task	NOUN
biht-176	79	12	,	,	PUNCT
biht-176	79	13	feature	feature	NOUN
biht-176	79	14	prediction	prediction	NOUN
biht-176	79	15	as	as	ADP
biht-176	79	16	a	a	DET
biht-176	79	17	multi	multi	ADJ
biht-176	79	18	-	-	ADJ
biht-176	79	19	label	label	ADJ
biht-176	79	20	classification	classification	NOUN
biht-176	79	21	task	task	NOUN
biht-176	79	22	,	,	PUNCT
biht-176	79	23	and	and	CCONJ
biht-176	79	24	age	age	NOUN
biht-176	79	25	prediction	prediction	NOUN
biht-176	79	26	as	as	ADP
biht-176	79	27	a	a	DET
biht-176	79	28	regression	regression	NOUN
biht-176	79	29	task	task	NOUN
biht-176	79	30	.	.	PUNCT
biht-176	80	1	we	we	PRON
biht-176	80	2	plan	plan	VERB
biht-176	80	3	to	to	PART
biht-176	80	4	further	far	ADV
biht-176	80	5	expand	expand	VERB
biht-176	80	6	the	the	DET
biht-176	80	7	collection	collection	NOUN
biht-176	80	8	of	of	ADP
biht-176	80	9	available	available	ADJ
biht-176	80	10	pre	pre	ADJ
biht-176	80	11	-	-	ADJ
biht-176	80	12	trained	train	VERB
biht-176	80	13	models	model	NOUN
biht-176	80	14	and	and	CCONJ
biht-176	80	15	to	to	PART
biht-176	80	16	improve	improve	VERB
biht-176	80	17	the	the	DET
biht-176	80	18	performance	performance	NOUN
biht-176	80	19	of	of	ADP
biht-176	80	20	current	current	ADJ
biht-176	80	21	models	model	NOUN
biht-176	80	22	by	by	ADP
biht-176	80	23	changing	change	VERB
biht-176	80	24	datasets	dataset	NOUN
biht-176	80	25	or	or	CCONJ
biht-176	80	26	model	model	NOUN
biht-176	80	27	architectures	architecture	NOUN
biht-176	80	28	.	.	PUNCT
biht-176	81	1	users	user	NOUN
biht-176	81	2	of	of	ADP
biht-176	81	3	the	the	DET
biht-176	81	4	platform	platform	NOUN
biht-176	81	5	can	can	AUX
biht-176	81	6	request	request	VERB
biht-176	81	7	model	model	NOUN
biht-176	81	8	prediction	prediction	NOUN
biht-176	81	9	on	on	ADP
biht-176	81	10	the	the	DET
biht-176	81	11	loaded	load	VERB
biht-176	81	12	image	image	NOUN
biht-176	81	13	in	in	ADP
biht-176	81	14	real	real	ADJ
biht-176	81	15	-	-	PUNCT
biht-176	81	16	time	time	NOUN
biht-176	81	17	by	by	ADP
biht-176	81	18	passing	pass	VERB
biht-176	81	19	the	the	DET
biht-176	81	20	input	input	NOUN
biht-176	81	21	through	through	ADP
biht-176	81	22	a	a	DET
biht-176	81	23	gpu	gpu	NOUN
biht-176	81	24	-	-	PUNCT
biht-176	81	25	accelerated	accelerate	VERB
biht-176	81	26	inference	inference	NOUN
biht-176	81	27	service	service	NOUN
biht-176	81	28	.	.	PUNCT
biht-176	82	1	images	image	NOUN
biht-176	82	2	are	be	AUX
biht-176	82	3	sent	send	VERB
biht-176	82	4	to	to	ADP
biht-176	82	5	the	the	DET
biht-176	82	6	service	service	NOUN
biht-176	82	7	from	from	ADP
biht-176	82	8	dicom	dicom	NOUN
biht-176	82	9	storage	storage	NOUN
biht-176	82	10	via	via	ADP
biht-176	82	11	an	an	DET
biht-176	82	12	api	api	NOUN
biht-176	82	13	that	that	PRON
biht-176	82	14	evaluates	evaluate	VERB
biht-176	82	15	sent	send	VERB
biht-176	82	16	data	datum	NOUN
biht-176	82	17	and	and	CCONJ
biht-176	82	18	returns	return	NOUN
biht-176	82	19	predictions	prediction	NOUN
biht-176	82	20	,	,	PUNCT
biht-176	82	21	probabilities	probability	NOUN
biht-176	82	22	,	,	PUNCT
biht-176	82	23	and	and	CCONJ
biht-176	82	24	feature	feature	NOUN
biht-176	82	25	activation	activation	NOUN
biht-176	82	26	maps	map	NOUN
biht-176	82	27	.	.	PUNCT
biht-176	83	1	predictions	prediction	NOUN
biht-176	83	2	are	be	AUX
biht-176	83	3	returned	return	VERB
biht-176	83	4	to	to	ADP
biht-176	83	5	users	user	NOUN
biht-176	83	6	onto	onto	ADP
biht-176	83	7	a	a	DET
biht-176	83	8	markit	markit	NOUN
biht-176	83	9	user	user	NOUN
biht-176	83	10	interface	interface	NOUN
biht-176	83	11	.	.	PUNCT
biht-176	84	1	feature	feature	NOUN
biht-176	84	2	activation	activation	NOUN
biht-176	84	3	maps	map	NOUN
biht-176	84	4	in	in	ADP
biht-176	84	5	the	the	DET
biht-176	84	6	form	form	NOUN
biht-176	84	7	of	of	ADP
biht-176	84	8	gradient	gradient	NOUN
biht-176	84	9	-	-	PUNCT
biht-176	84	10	weighted	weight	VERB
biht-176	84	11	class	class	NOUN
biht-176	84	12	activation	activation	NOUN
biht-176	84	13	mapping	mapping	NOUN
biht-176	84	14	(	(	PUNCT
biht-176	84	15	grad	grad	NOUN
biht-176	84	16	-	-	PUNCT
biht-176	84	17	cam	cam	NOUN
biht-176	84	18	)	)	PUNCT
biht-176	84	19	(	(	PUNCT
biht-176	84	20	13	13	NUM
biht-176	84	21	)	)	PUNCT
biht-176	84	22	are	be	AUX
biht-176	84	23	overlaid	overlay	VERB
biht-176	84	24	over	over	ADP
biht-176	84	25	a	a	DET
biht-176	84	26	dicom	dicom	NOUN
biht-176	84	27	image	image	NOUN
biht-176	84	28	as	as	ADP
biht-176	84	29	a	a	DET
biht-176	84	30	red	red	ADJ
biht-176	84	31	-	-	PUNCT
biht-176	84	32	green	green	ADJ
biht-176	84	33	-	-	PUNCT
biht-176	84	34	bluealpha	bluealpha	NOUN
biht-176	84	35	(	(	PUNCT
biht-176	84	36	rgba	rgba	PROPN
biht-176	84	37	)	)	PUNCT
biht-176	84	38	matrix	matrix	NOUN
biht-176	84	39	with	with	ADP
biht-176	84	40	adjustable	adjustable	ADJ
biht-176	84	41	opacity	opacity	NOUN
biht-176	84	42	.	.	PUNCT
biht-176	85	1	the	the	DET
biht-176	85	2	markit	markit	NOUN
biht-176	85	3	system	system	NOUN
biht-176	85	4	provides	provide	VERB
biht-176	85	5	a	a	DET
biht-176	85	6	‘	'	PUNCT
biht-176	85	7	review	review	NOUN
biht-176	85	8	mode	mode	NOUN
biht-176	85	9	’	'	PUNCT
biht-176	85	10	to	to	PART
biht-176	85	11	evaluate	evaluate	VERB
biht-176	85	12	discrepancies	discrepancy	NOUN
biht-176	85	13	between	between	ADP
biht-176	85	14	annotators	annotator	NOUN
biht-176	85	15	.	.	PUNCT
biht-176	86	1	the	the	DET
biht-176	86	2	process	process	NOUN
biht-176	86	3	of	of	ADP
biht-176	86	4	annotating	annotate	VERB
biht-176	86	5	medical	medical	ADJ
biht-176	86	6	imaging	imaging	NOUN
biht-176	86	7	data	datum	NOUN
biht-176	86	8	for	for	ADP
biht-176	86	9	ml	ml	NOUN
biht-176	86	10	purposes	purpose	NOUN
biht-176	86	11	is	be	AUX
biht-176	86	12	different	different	ADJ
biht-176	86	13	from	from	ADP
biht-176	86	14	making	make	VERB
biht-176	86	15	diagnosis	diagnosis	NOUN
biht-176	86	16	in	in	ADP
biht-176	86	17	the	the	DET
biht-176	86	18	actual	actual	ADJ
biht-176	86	19	clinical	clinical	ADJ
biht-176	86	20	environment	environment	NOUN
biht-176	86	21	,	,	PUNCT
biht-176	86	22	and	and	CCONJ
biht-176	86	23	annotators	annotator	NOUN
biht-176	86	24	may	may	AUX
biht-176	86	25	have	have	VERB
biht-176	86	26	different	different	ADJ
biht-176	86	27	standards	standard	NOUN
biht-176	86	28	for	for	ADP
biht-176	86	29	determining	determine	VERB
biht-176	86	30	whether	whether	SCONJ
biht-176	86	31	a	a	DET
biht-176	86	32	particular	particular	ADJ
biht-176	86	33	feature	feature	NOUN
biht-176	86	34	exists	exist	VERB
biht-176	86	35	.	.	PUNCT
biht-176	87	1	therefore	therefore	ADV
biht-176	87	2	,	,	PUNCT
biht-176	87	3	a	a	DET
biht-176	87	4	plan	plan	NOUN
biht-176	87	5	to	to	PART
biht-176	87	6	resolve	resolve	VERB
biht-176	87	7	disagreements	disagreement	NOUN
biht-176	87	8	is	be	AUX
biht-176	87	9	desirable	desirable	ADJ
biht-176	87	10	to	to	PART
biht-176	87	11	maintain	maintain	VERB
biht-176	87	12	consistency	consistency	NOUN
biht-176	87	13	of	of	ADP
biht-176	87	14	the	the	DET
biht-176	87	15	dataset	dataset	NOUN
biht-176	87	16	.	.	PUNCT
biht-176	88	1	project	project	NOUN
biht-176	88	2	managers	manager	NOUN
biht-176	88	3	may	may	AUX
biht-176	88	4	save	save	VERB
biht-176	88	5	time	time	NOUN
biht-176	88	6	by	by	ADP
biht-176	88	7	running	run	VERB
biht-176	88	8	smaller	small	ADJ
biht-176	88	9	sample	sample	NOUN
biht-176	88	10	projects	project	NOUN
biht-176	88	11	before	before	ADP
biht-176	88	12	the	the	DET
biht-176	88	13	main	main	ADJ
biht-176	88	14	annotation	annotation	NOUN
biht-176	88	15	project	project	NOUN
biht-176	88	16	to	to	PART
biht-176	88	17	assess	assess	VERB
biht-176	88	18	the	the	DET
biht-176	88	19	presence	presence	NOUN
biht-176	88	20	of	of	ADP
biht-176	88	21	various	various	ADJ
biht-176	88	22	problems	problem	NOUN
biht-176	88	23	.	.	PUNCT
biht-176	89	1	this	this	DET
biht-176	89	2	function	function	NOUN
biht-176	89	3	shows	show	VERB
biht-176	89	4	the	the	DET
biht-176	89	5	labeling	labeling	NOUN
biht-176	89	6	results	result	NOUN
biht-176	89	7	and	and	CCONJ
biht-176	89	8	reliability	reliability	NOUN
biht-176	89	9	of	of	ADP
biht-176	89	10	annotators	annotator	NOUN
biht-176	89	11	in	in	ADP
biht-176	89	12	the	the	DET
biht-176	89	13	form	form	NOUN
biht-176	89	14	of	of	ADP
biht-176	89	15	a	a	DET
biht-176	89	16	heatmap	heatmap	NOUN
biht-176	89	17	,	,	PUNCT
biht-176	89	18	and	and	CCONJ
biht-176	89	19	allows	allow	VERB
biht-176	89	20	the	the	DET
biht-176	89	21	second	second	ADJ
biht-176	89	22	annotators	annotator	NOUN
biht-176	89	23	to	to	PART
biht-176	89	24	check	check	VERB
biht-176	89	25	whether	whether	SCONJ
biht-176	89	26	their	their	PRON
biht-176	89	27	results	result	NOUN
biht-176	89	28	are	be	AUX
biht-176	89	29	in	in	ADP
biht-176	89	30	agreement	agreement	NOUN
biht-176	89	31	with	with	ADP
biht-176	89	32	the	the	DET
biht-176	89	33	preceding	precede	VERB
biht-176	89	34	annotators	annotator	NOUN
biht-176	89	35	.	.	PUNCT
biht-176	90	1	with	with	ADP
biht-176	90	2	this	this	DET
biht-176	90	3	mode	mode	NOUN
biht-176	90	4	,	,	PUNCT
biht-176	90	5	annotators	annotator	NOUN
biht-176	90	6	can	can	AUX
biht-176	90	7	develop	develop	VERB
biht-176	90	8	better	well	ADJ
biht-176	90	9	annotating	annotating	NOUN
biht-176	90	10	strategies	strategy	NOUN
biht-176	90	11	and	and	CCONJ
biht-176	90	12	prevent	prevent	VERB
biht-176	90	13	trial	trial	NOUN
biht-176	90	14	and	and	CCONJ
biht-176	90	15	error	error	NOUN
biht-176	90	16	in	in	ADP
biht-176	90	17	main	main	ADJ
biht-176	90	18	annotation	annotation	NOUN
biht-176	90	19	projects	project	NOUN
biht-176	90	20	.	.	PUNCT
biht-176	91	1	furthermore	furthermore	ADV
biht-176	91	2	,	,	PUNCT
biht-176	91	3	we	we	PRON
biht-176	91	4	can	can	AUX
biht-176	91	5	take	take	VERB
biht-176	91	6	advantage	advantage	NOUN
biht-176	91	7	of	of	ADP
biht-176	91	8	this	this	DET
biht-176	91	9	mode	mode	NOUN
biht-176	91	10	for	for	ADP
biht-176	91	11	training	training	NOUN
biht-176	91	12	or	or	CCONJ
biht-176	91	13	education	education	NOUN
biht-176	91	14	purposes	purpose	NOUN
biht-176	91	15	.	.	PUNCT
biht-176	92	1	before	before	ADP
biht-176	92	2	implementing	implement	VERB
biht-176	92	3	the	the	DET
biht-176	92	4	main	main	ADJ
biht-176	92	5	project	project	NOUN
biht-176	92	6	,	,	PUNCT
biht-176	92	7	it	it	PRON
biht-176	92	8	has	have	VERB
biht-176	92	9	a	a	DET
biht-176	92	10	combined	combine	VERB
biht-176	92	11	function	function	NOUN
biht-176	92	12	that	that	PRON
biht-176	92	13	reduces	reduce	VERB
biht-176	92	14	unnecessary	unnecessary	ADJ
biht-176	92	15	mistakes	mistake	NOUN
biht-176	92	16	and	and	CCONJ
biht-176	92	17	pre	pre	ADJ
biht-176	92	18	-	-	ADJ
biht-176	92	19	training	training	ADJ
biht-176	92	20	sessions	session	NOUN
biht-176	92	21	using	use	VERB
biht-176	92	22	the	the	DET
biht-176	92	23	review	review	NOUN
biht-176	92	24	mode	mode	NOUN
biht-176	92	25	.	.	PUNCT
biht-176	93	1	users	user	NOUN
biht-176	93	2	can	can	AUX
biht-176	93	3	quickly	quickly	ADV
biht-176	93	4	check	check	VERB
biht-176	93	5	and	and	CCONJ
biht-176	93	6	resolve	resolve	VERB
biht-176	93	7	their	their	PRON
biht-176	93	8	discordance	discordance	NOUN
biht-176	93	9	problem	problem	NOUN
biht-176	93	10	in	in	ADP
biht-176	93	11	pre	pre	ADJ
biht-176	93	12	-	-	ADJ
biht-176	93	13	training	training	ADJ
biht-176	93	14	sessions	session	NOUN
biht-176	93	15	with	with	ADP
biht-176	93	16	markit	markit	NOUN
biht-176	93	17	using	use	VERB
biht-176	93	18	a	a	DET
biht-176	93	19	review	review	NOUN
biht-176	93	20	mode	mode	NOUN
biht-176	93	21	.	.	PUNCT
biht-176	94	1	finally	finally	ADV
biht-176	94	2	,	,	PUNCT
biht-176	94	3	the	the	DET
biht-176	94	4	presented	present	VERB
biht-176	94	5	platform	platform	NOUN
biht-176	94	6	includes	include	VERB
biht-176	94	7	an	an	DET
biht-176	94	8	experimental	experimental	ADJ
biht-176	94	9	blockchain	blockchain	NOUN
biht-176	94	10	implementation	implementation	NOUN
biht-176	94	11	to	to	PART
biht-176	94	12	partially	partially	ADV
biht-176	94	13	track	track	VERB
biht-176	94	14	user	user	NOUN
biht-176	94	15	activity	activity	NOUN
biht-176	94	16	,	,	PUNCT
biht-176	94	17	including	include	VERB
biht-176	94	18	annotating	annotate	VERB
biht-176	94	19	images	image	NOUN
biht-176	94	20	,	,	PUNCT
biht-176	94	21	and	and	CCONJ
biht-176	94	22	uploading	uploading	NOUN
biht-176	94	23	and	and	CCONJ
biht-176	94	24	exporting	export	VERB
biht-176	94	25	data	datum	NOUN
biht-176	94	26	.	.	PUNCT
biht-176	95	1	in	in	ADP
biht-176	95	2	the	the	DET
biht-176	95	3	future	future	NOUN
biht-176	95	4	,	,	PUNCT
biht-176	95	5	blockchain	blockchain	PROPN
biht-176	95	6	may	may	AUX
biht-176	95	7	facilitate	facilitate	VERB
biht-176	95	8	better	well	ADJ
biht-176	95	9	security	security	NOUN
biht-176	95	10	and	and	CCONJ
biht-176	95	11	traceability	traceability	NOUN
biht-176	95	12	of	of	ADP
biht-176	95	13	medical	medical	ADJ
biht-176	95	14	imaging	imaging	NOUN
biht-176	95	15	datasets	dataset	NOUN
biht-176	95	16	,	,	PUNCT
biht-176	95	17	especially	especially	ADV
biht-176	95	18	when	when	SCONJ
biht-176	95	19	considering	consider	VERB
biht-176	95	20	global	global	ADJ
biht-176	95	21	platforms	platform	NOUN
biht-176	95	22	that	that	PRON
biht-176	95	23	deal	deal	VERB
biht-176	95	24	with	with	ADP
biht-176	95	25	sensitive	sensitive	ADJ
biht-176	95	26	data	datum	NOUN
biht-176	95	27	,	,	PUNCT
biht-176	95	28	such	such	ADJ
biht-176	95	29	as	as	ADP
biht-176	95	30	medical	medical	ADJ
biht-176	95	31	imaging	imaging	NOUN
biht-176	95	32	.	.	PUNCT
biht-176	96	1	experiments	experiment	NOUN
biht-176	96	2	and	and	CCONJ
biht-176	96	3	results	result	VERB
biht-176	96	4	three	three	NUM
biht-176	96	5	fellowship	fellowship	NOUN
biht-176	96	6	-	-	PUNCT
biht-176	96	7	trained	train	VERB
biht-176	96	8	radiologists	radiologist	NOUN
biht-176	96	9	classified	classify	VERB
biht-176	96	10	the	the	DET
biht-176	96	11	chest	chest	NOUN
biht-176	96	12	x	x	NOUN
biht-176	96	13	-	-	NOUN
biht-176	96	14	ray	ray	NOUN
biht-176	96	15	images	image	NOUN
biht-176	96	16	as	as	ADP
biht-176	96	17	proof	proof	NOUN
biht-176	96	18	of	of	ADP
biht-176	96	19	concept	concept	NOUN
biht-176	96	20	in	in	ADP
biht-176	96	21	the	the	DET
biht-176	96	22	private	private	ADJ
biht-176	96	23	project	project	NOUN
biht-176	96	24	.	.	PUNCT
biht-176	97	1	in	in	ADP
biht-176	97	2	total	total	ADJ
biht-176	97	3	,	,	PUNCT
biht-176	97	4	1,000	1,000	NUM
biht-176	97	5	anonymized	anonymize	VERB
biht-176	97	6	pa	pa	PROPN
biht-176	97	7	-	-	PUNCT
biht-176	97	8	view	view	NOUN
biht-176	97	9	chest	chest	NOUN
biht-176	97	10	x	x	NOUN
biht-176	97	11	-	-	NOUN
biht-176	97	12	ray	ray	NOUN
biht-176	97	13	images	image	NOUN
biht-176	97	14	with	with	ADP
biht-176	97	15	dicom	dicom	ADJ
biht-176	97	16	format	format	NOUN
biht-176	97	17	of	of	ADP
biht-176	97	18	massachusetts	massachusetts	PROPN
biht-176	97	19	general	general	PROPN
biht-176	97	20	hospital	hospital	NOUN
biht-176	97	21	were	be	AUX
biht-176	97	22	uploaded	upload	VERB
biht-176	97	23	to	to	ADP
biht-176	97	24	the	the	DET
biht-176	97	25	markit	markit	NOUN
biht-176	97	26	platform	platform	NOUN
biht-176	97	27	.	.	PUNCT
biht-176	98	1	twenty	twenty	NUM
biht-176	98	2	-	-	PUNCT
biht-176	98	3	five	five	NUM
biht-176	98	4	classification	classification	NOUN
biht-176	98	5	labels	label	NOUN
biht-176	98	6	were	be	AUX
biht-176	98	7	determined	determine	VERB
biht-176	98	8	and	and	CCONJ
biht-176	98	9	assigned	assign	VERB
biht-176	98	10	to	to	ADP
biht-176	98	11	the	the	DET
biht-176	98	12	project	project	NOUN
biht-176	98	13	(	(	PUNCT
biht-176	98	14	fig	fig	NOUN
biht-176	98	15	.	.	PUNCT
biht-176	99	1	2	2	NUM
biht-176	99	2	,	,	PUNCT
biht-176	99	3	supplementary	supplementary	ADJ
biht-176	99	4	material	material	NOUN
biht-176	99	5	1	1	NUM
biht-176	99	6	)	)	PUNCT
biht-176	99	7	.	.	PUNCT
biht-176	100	1	we	we	PRON
biht-176	100	2	compared	compare	VERB
biht-176	100	3	these	these	DET
biht-176	100	4	binary	binary	ADJ
biht-176	100	5	classification	classification	NOUN
biht-176	100	6	results	result	NOUN
biht-176	100	7	with	with	ADP
biht-176	100	8	ai	ai	ADJ
biht-176	100	9	-	-	PUNCT
biht-176	100	10	generated	generate	VERB
biht-176	100	11	prediction	prediction	NOUN
biht-176	100	12	results	result	NOUN
biht-176	100	13	from	from	ADP
biht-176	100	14	in	in	ADP
biht-176	100	15	-	-	PUNCT
biht-176	100	16	house	house	NOUN
biht-176	100	17	data	datum	NOUN
biht-176	100	18	,	,	PUNCT
biht-176	100	19	generated	generate	VERB
biht-176	100	20	the	the	DET
biht-176	100	21	time	time	NOUN
biht-176	100	22	statistics	statistic	NOUN
biht-176	100	23	,	,	PUNCT
biht-176	100	24	and	and	CCONJ
biht-176	100	25	estimated	estimate	VERB
biht-176	100	26	the	the	DET
biht-176	100	27	task	task	NOUN
biht-176	100	28	difficulty	difficulty	NOUN
biht-176	100	29	.	.	PUNCT
biht-176	101	1	detailed	detail	VERB
biht-176	101	2	ai	ai	PROPN
biht-176	101	3	algorithms	algorithm	NOUN
biht-176	101	4	are	be	AUX
biht-176	101	5	not	not	PART
biht-176	101	6	included	include	VERB
biht-176	101	7	because	because	SCONJ
biht-176	101	8	they	they	PRON
biht-176	101	9	are	be	AUX
biht-176	101	10	not	not	PART
biht-176	101	11	related	relate	VERB
biht-176	101	12	to	to	ADP
biht-176	101	13	the	the	DET
biht-176	101	14	scope	scope	NOUN
biht-176	101	15	of	of	ADP
biht-176	101	16	this	this	DET
biht-176	101	17	study	study	NOUN
biht-176	101	18	.	.	PUNCT
biht-176	102	1	you	you	PRON
biht-176	102	2	can	can	AUX
biht-176	102	3	think	think	VERB
biht-176	102	4	that	that	SCONJ
biht-176	102	5	it	it	PRON
biht-176	102	6	is	be	AUX
biht-176	102	7	not	not	PART
biht-176	102	8	different	different	ADJ
biht-176	102	9	from	from	ADP
biht-176	102	10	the	the	DET
biht-176	102	11	general	general	ADJ
biht-176	102	12	ml	ml	NOUN
biht-176	102	13	or	or	CCONJ
biht-176	102	14	ai	ai	VERB
biht-176	102	15	algorithm	algorithm	NOUN
biht-176	102	16	.	.	PUNCT
biht-176	103	1	to	to	PART
biht-176	103	2	suggest	suggest	VERB
biht-176	103	3	a	a	DET
biht-176	103	4	clear	clear	ADJ
biht-176	103	5	analysis	analysis	NOUN
biht-176	103	6	method	method	NOUN
biht-176	103	7	,	,	PUNCT
biht-176	103	8	we	we	PRON
biht-176	103	9	only	only	ADV
biht-176	103	10	concentrated	concentrate	VERB
biht-176	103	11	on	on	ADP
biht-176	103	12	seven	seven	NUM
biht-176	103	13	critical	critical	ADJ
biht-176	103	14	labels	label	NOUN
biht-176	103	15	with	with	ADP
biht-176	103	16	a	a	DET
biht-176	103	17	clinically	clinically	ADV
biht-176	103	18	high	high	ADJ
biht-176	103	19	value	value	NOUN
biht-176	103	20	(	(	PUNCT
biht-176	103	21	i.e.	i.e.	X
biht-176	103	22	interstitial	interstitial	ADJ
biht-176	103	23	lung	lung	NOUN
biht-176	103	24	disease	disease	NOUN
biht-176	103	25	,	,	PUNCT
biht-176	103	26	pneumonia	pneumonia	NOUN
biht-176	103	27	,	,	PUNCT
biht-176	103	28	pulmonary	pulmonary	ADJ
biht-176	103	29	edema	edema	NOUN
biht-176	103	30	,	,	PUNCT
biht-176	103	31	pleural	pleural	ADJ
biht-176	103	32	effusion	effusion	NOUN
biht-176	103	33	,	,	PUNCT
biht-176	103	34	cardiomegaly	cardiomegaly	NOUN
biht-176	103	35	,	,	PUNCT
biht-176	103	36	pneumothorax	pneumothorax	NOUN
biht-176	103	37	,	,	PUNCT
biht-176	103	38	and	and	CCONJ
biht-176	103	39	atelectasis	atelectasis	ADJ
biht-176	103	40	)	)	PUNCT
biht-176	103	41	.	.	PUNCT
biht-176	104	1	other	other	ADJ
biht-176	104	2	features	feature	NOUN
biht-176	104	3	can	can	AUX
biht-176	104	4	also	also	ADV
biht-176	104	5	be	be	AUX
biht-176	104	6	analyzed	analyze	VERB
biht-176	104	7	in	in	ADP
biht-176	104	8	the	the	DET
biht-176	104	9	same	same	ADJ
biht-176	104	10	way	way	NOUN
biht-176	104	11	and	and	CCONJ
biht-176	104	12	have	have	VERB
biht-176	104	13	similar	similar	ADJ
biht-176	104	14	characteristics	characteristic	NOUN
biht-176	104	15	.	.	PUNCT
biht-176	105	1	the	the	DET
biht-176	105	2	inter	inter	ADJ
biht-176	105	3	-	-	ADJ
biht-176	105	4	rater	rater	ADJ
biht-176	105	5	agreement	agreement	NOUN
biht-176	105	6	between	between	ADP
biht-176	105	7	the	the	DET
biht-176	105	8	three	three	NUM
biht-176	105	9	annotators	annotator	NOUN
biht-176	105	10	was	be	AUX
biht-176	105	11	measured	measure	VERB
biht-176	105	12	(	(	PUNCT
biht-176	105	13	0.90	0.90	NUM
biht-176	105	14	)	)	PUNCT
biht-176	105	15	by	by	ADP
biht-176	105	16	matching	match	VERB
biht-176	105	17	the	the	DET
biht-176	105	18	results	result	NOUN
biht-176	105	19	of	of	ADP
biht-176	105	20	three	three	NUM
biht-176	105	21	annotators	annotator	NOUN
biht-176	105	22	,	,	PUNCT
biht-176	105	23	and	and	CCONJ
biht-176	105	24	we	we	PRON
biht-176	105	25	also	also	ADV
biht-176	105	26	measured	measure	VERB
biht-176	105	27	fleiss	fleiss	PROPN
biht-176	105	28	’s	’s	PART
biht-176	105	29	kappa	kappa	PROPN
biht-176	105	30	value	value	NOUN
biht-176	105	31	(	(	PUNCT
biht-176	105	32	0.63	0.63	NUM
biht-176	105	33	)	)	PUNCT
biht-176	105	34	to	to	PART
biht-176	105	35	assess	assess	VERB
biht-176	105	36	the	the	DET
biht-176	105	37	reliability	reliability	NOUN
biht-176	105	38	of	of	ADP
biht-176	105	39	agreement	agreement	NOUN
biht-176	105	40	between	between	ADP
biht-176	105	41	three	three	NUM
biht-176	105	42	raters	rater	NOUN
biht-176	105	43	when	when	SCONJ
biht-176	105	44	assigning	assign	VERB
biht-176	105	45	categorical	categorical	ADJ
biht-176	105	46	ratings	rating	NOUN
biht-176	105	47	in	in	ADP
biht-176	105	48	this	this	DET
biht-176	105	49	case	case	NOUN
biht-176	105	50	,	,	PUNCT
biht-176	105	51	seven	seven	NUM
biht-176	105	52	pathological	pathological	ADJ
biht-176	105	53	feature	feature	NOUN
biht-176	105	54	annotations	annotation	NOUN
biht-176	105	55	.	.	PUNCT
biht-176	106	1	of	of	ADP
biht-176	106	2	7,000	7,000	NUM
biht-176	106	3	labels	label	NOUN
biht-176	106	4	that	that	PRON
biht-176	106	5	were	be	AUX
biht-176	106	6	annotated	annotate	VERB
biht-176	106	7	,	,	PUNCT
biht-176	106	8	in	in	ADP
biht-176	106	9	total	total	ADJ
biht-176	106	10	(	(	PUNCT
biht-176	106	11	7	7	NUM
biht-176	106	12	labels	label	NOUN
biht-176	106	13	times	time	NOUN
biht-176	106	14	1,000	1,000	NUM
biht-176	106	15	images	image	NOUN
biht-176	106	16	)	)	PUNCT
biht-176	106	17	,	,	PUNCT
biht-176	106	18	http://dx.doi.org/10.30953/bhty.v4.176	http://dx.doi.org/10.30953/bhty.v4.176	NOUN
biht-176	106	19	https://www.docker.com	https://www.docker.com	X
biht-176	106	20	citation	citation	PROPN
biht-176	106	21	:	:	PUNCT
biht-176	106	22	blockchain	blockchain	NOUN
biht-176	106	23	in	in	ADP
biht-176	106	24	healthcare	healthcare	NOUN
biht-176	106	25	today	today	NOUN
biht-176	106	26	2021	2021	NUM
biht-176	106	27	,	,	PUNCT
biht-176	106	28	4	4	NUM
biht-176	106	29	:	:	SYM
biht-176	106	30	176	176	NUM
biht-176	106	31	http://dx.doi.org/10.30953/bhty.v4.176	http://dx.doi.org/10.30953/bhty.v4.176	NOUN
biht-176	106	32	5	5	NUM
biht-176	106	33	(	(	PUNCT
biht-176	106	34	page	page	NOUN
biht-176	106	35	number	number	NOUN
biht-176	106	36	not	not	PART
biht-176	106	37	for	for	ADP
biht-176	106	38	citation	citation	NOUN
biht-176	106	39	purpose	purpose	NOUN
biht-176	106	40	)	)	PUNCT
biht-176	106	41	markit	markit	NOUN
biht-176	106	42	:	:	PUNCT
biht-176	106	43	a	a	DET
biht-176	106	44	collaborative	collaborative	ADJ
biht-176	106	45	artificial	artificial	ADJ
biht-176	106	46	intelligence	intelligence	NOUN
biht-176	106	47	annotation	annotation	NOUN
biht-176	106	48	platform	platform	NOUN
biht-176	106	49	370	370	NUM
biht-176	106	50	were	be	AUX
biht-176	106	51	labeled	label	VERB
biht-176	106	52	by	by	ADP
biht-176	106	53	all	all	DET
biht-176	106	54	annotators	annotator	NOUN
biht-176	106	55	as	as	ADP
biht-176	106	56	positive	positive	ADJ
biht-176	106	57	and	and	CCONJ
biht-176	106	58	5,954	5,954	NUM
biht-176	106	59	as	as	ADP
biht-176	106	60	negative	negative	ADJ
biht-176	106	61	.	.	PUNCT
biht-176	107	1	the	the	DET
biht-176	107	2	remaining	remain	VERB
biht-176	107	3	676	676	NUM
biht-176	107	4	labels	label	NOUN
biht-176	107	5	had	have	VERB
biht-176	107	6	differences	difference	NOUN
biht-176	107	7	in	in	ADP
biht-176	107	8	assessments	assessment	NOUN
biht-176	107	9	between	between	ADP
biht-176	107	10	readers	reader	NOUN
biht-176	107	11	.	.	PUNCT
biht-176	108	1	the	the	DET
biht-176	108	2	95	95	NUM
biht-176	108	3	%	%	NOUN
biht-176	108	4	confidence	confidence	NOUN
biht-176	108	5	interval	interval	NOUN
biht-176	108	6	of	of	ADP
biht-176	108	7	total	total	ADJ
biht-176	108	8	mean	mean	ADJ
biht-176	108	9	labeling	labeling	NOUN
biht-176	108	10	time	time	NOUN
biht-176	108	11	was	be	AUX
biht-176	108	12	6.16	6.16	NUM
biht-176	108	13	±	±	NUM
biht-176	108	14	0.21	0.21	NUM
biht-176	108	15	sec	sec	PROPN
biht-176	108	16	,	,	PUNCT
biht-176	108	17	and	and	CCONJ
biht-176	108	18	cardiomegaly	cardiomegaly	NOUN
biht-176	108	19	cases	case	NOUN
biht-176	108	20	took	take	VERB
biht-176	108	21	the	the	DET
biht-176	108	22	shortest	short	ADJ
biht-176	108	23	labeling	labeling	NOUN
biht-176	108	24	time	time	NOUN
biht-176	108	25	(	(	PUNCT
biht-176	108	26	4.63	4.63	NUM
biht-176	108	27	±	±	NUM
biht-176	108	28	0.54	0.54	NUM
biht-176	108	29	sec	sec	PROPN
biht-176	108	30	)	)	PUNCT
biht-176	108	31	;	;	PUNCT
biht-176	108	32	in	in	ADP
biht-176	108	33	contrast	contrast	NOUN
biht-176	108	34	,	,	PUNCT
biht-176	108	35	pneumothorax	pneumothorax	ADJ
biht-176	108	36	cases	case	NOUN
biht-176	108	37	required	require	VERB
biht-176	108	38	the	the	DET
biht-176	108	39	longest	long	ADJ
biht-176	108	40	labeling	labeling	NOUN
biht-176	108	41	time	time	NOUN
biht-176	108	42	(	(	PUNCT
biht-176	108	43	13.92	13.92	NUM
biht-176	108	44	±	±	NUM
biht-176	108	45	3.93	3.93	NUM
biht-176	108	46	sec	sec	PROPN
biht-176	108	47	,	,	PUNCT
biht-176	108	48	supplementary	supplementary	ADJ
biht-176	108	49	material	material	NOUN
biht-176	108	50	2	2	NUM
biht-176	108	51	)	)	PUNCT
biht-176	108	52	.	.	PUNCT
biht-176	109	1	as	as	SCONJ
biht-176	109	2	shown	show	VERB
biht-176	109	3	in	in	ADP
biht-176	109	4	fig	fig	NOUN
biht-176	109	5	.	.	PUNCT
biht-176	110	1	4	4	NUM
biht-176	110	2	,	,	PUNCT
biht-176	110	3	distribution	distribution	NOUN
biht-176	110	4	of	of	ADP
biht-176	110	5	the	the	DET
biht-176	110	6	time	time	NOUN
biht-176	110	7	spent	spend	VERB
biht-176	110	8	annotating	annotate	VERB
biht-176	110	9	varied	varied	ADJ
biht-176	110	10	depending	depend	VERB
biht-176	110	11	on	on	ADP
biht-176	110	12	both	both	CCONJ
biht-176	110	13	the	the	DET
biht-176	110	14	label	label	NOUN
biht-176	110	15	type	type	NOUN
biht-176	110	16	and	and	CCONJ
biht-176	110	17	radiologist	radiologist	NOUN
biht-176	110	18	.	.	PUNCT
biht-176	111	1	when	when	SCONJ
biht-176	111	2	annotations	annotation	NOUN
biht-176	111	3	on	on	ADP
biht-176	111	4	a	a	DET
biht-176	111	5	new	new	ADJ
biht-176	111	6	dataset	dataset	NOUN
biht-176	111	7	are	be	AUX
biht-176	111	8	received	receive	VERB
biht-176	111	9	,	,	PUNCT
biht-176	111	10	it	it	PRON
biht-176	111	11	is	be	AUX
biht-176	111	12	important	important	ADJ
biht-176	111	13	to	to	PART
biht-176	111	14	understand	understand	VERB
biht-176	111	15	the	the	DET
biht-176	111	16	following	following	NOUN
biht-176	111	17	:	:	PUNCT
biht-176	111	18	1	1	X
biht-176	111	19	)	)	PUNCT
biht-176	111	20	how	how	SCONJ
biht-176	111	21	much	much	ADJ
biht-176	111	22	is	be	AUX
biht-176	111	23	the	the	DET
biht-176	111	24	data	datum	NOUN
biht-176	111	25	worth	worth	ADJ
biht-176	111	26	?	?	NOUN
biht-176	112	1	2	2	X
biht-176	112	2	)	)	PUNCT
biht-176	112	3	how	how	SCONJ
biht-176	112	4	much	much	ADJ
biht-176	112	5	is	be	AUX
biht-176	112	6	any	any	DET
biht-176	112	7	annotation	annotation	NOUN
biht-176	112	8	worth	worth	ADJ
biht-176	112	9	?	?	PUNCT
biht-176	112	10	3	3	X
biht-176	112	11	)	)	PUNCT
biht-176	112	12	which	which	PRON
biht-176	112	13	annotator	annotator	NOUN
biht-176	112	14	contributed	contribute	VERB
biht-176	112	15	and	and	CCONJ
biht-176	112	16	how	how	SCONJ
biht-176	112	17	much	much	ADJ
biht-176	112	18	?	?	PUNCT
biht-176	113	1	for	for	ADP
biht-176	113	2	that	that	PRON
biht-176	113	3	,	,	PUNCT
biht-176	113	4	we	we	PRON
biht-176	113	5	formulate	formulate	VERB
biht-176	113	6	the	the	DET
biht-176	113	7	value	value	NOUN
biht-176	113	8	of	of	ADP
biht-176	113	9	the	the	DET
biht-176	113	10	data	datum	NOUN
biht-176	113	11	based	base	VERB
biht-176	113	12	on	on	ADP
biht-176	113	13	the	the	DET
biht-176	113	14	dataset	dataset	NOUN
biht-176	113	15	characteristics	characteristic	NOUN
biht-176	113	16	,	,	PUNCT
biht-176	113	17	time	time	NOUN
biht-176	113	18	cost	cost	NOUN
biht-176	113	19	of	of	ADP
biht-176	113	20	entering	enter	VERB
biht-176	113	21	the	the	DET
biht-176	113	22	annotation	annotation	NOUN
biht-176	113	23	,	,	PUNCT
biht-176	113	24	and	and	CCONJ
biht-176	113	25	its	its	PRON
biht-176	113	26	annotation	annotation	NOUN
biht-176	113	27	accuracy	accuracy	NOUN
biht-176	113	28	.	.	PUNCT
biht-176	114	1	the	the	DET
biht-176	114	2	average	average	ADJ
biht-176	114	3	labeling	labeling	NOUN
biht-176	114	4	time	time	NOUN
biht-176	114	5	was	be	AUX
biht-176	114	6	identified	identify	VERB
biht-176	114	7	as	as	ADP
biht-176	114	8	an	an	DET
biht-176	114	9	indicator	indicator	NOUN
biht-176	114	10	for	for	ADP
biht-176	114	11	estimating	estimate	VERB
biht-176	114	12	the	the	DET
biht-176	114	13	labor	labor	NOUN
biht-176	114	14	in	in	ADP
biht-176	114	15	the	the	DET
biht-176	114	16	annotation	annotation	NOUN
biht-176	114	17	.	.	PUNCT
biht-176	115	1	to	to	PART
biht-176	115	2	calculate	calculate	VERB
biht-176	115	3	accuracy	accuracy	NOUN
biht-176	115	4	,	,	PUNCT
biht-176	115	5	we	we	PRON
biht-176	115	6	measured	measure	VERB
biht-176	115	7	agreement	agreement	NOUN
biht-176	115	8	between	between	ADP
biht-176	115	9	the	the	DET
biht-176	115	10	annotated	annotate	VERB
biht-176	115	11	label	label	NOUN
biht-176	115	12	and	and	CCONJ
biht-176	115	13	pseudo	pseudo	NOUN
biht-176	115	14	-	-	NOUN
biht-176	115	15	ground	ground	NOUN
biht-176	115	16	truth	truth	NOUN
biht-176	115	17	,	,	PUNCT
biht-176	115	18	defined	define	VERB
biht-176	115	19	as	as	ADP
biht-176	115	20	the	the	DET
biht-176	115	21	majority	majority	NOUN
biht-176	115	22	rule	rule	NOUN
biht-176	115	23	between	between	ADP
biht-176	115	24	annotators	annotator	NOUN
biht-176	115	25	.	.	PUNCT
biht-176	116	1	to	to	PART
biht-176	116	2	evaluate	evaluate	VERB
biht-176	116	3	the	the	DET
biht-176	116	4	annotator	annotator	NOUN
biht-176	116	5	’s	’s	PART
biht-176	116	6	contribution	contribution	NOUN
biht-176	116	7	for	for	ADP
biht-176	116	8	cxr	cxr	NOUN
biht-176	116	9	pa	pa	PROPN
biht-176	116	10	dataset	dataset	PROPN
biht-176	116	11	,	,	PUNCT
biht-176	116	12	we	we	PRON
biht-176	116	13	exported	export	VERB
biht-176	116	14	the	the	DET
biht-176	116	15	binary	binary	ADJ
biht-176	116	16	classification	classification	NOUN
biht-176	116	17	data	datum	NOUN
biht-176	116	18	and	and	CCONJ
biht-176	116	19	generated	generate	VERB
biht-176	116	20	the	the	DET
biht-176	116	21	annotation	annotation	NOUN
biht-176	116	22	evaluation	evaluation	NOUN
biht-176	116	23	sheet	sheet	NOUN
biht-176	116	24	consisting	consist	VERB
biht-176	116	25	of	of	ADP
biht-176	116	26	true	true	ADJ
biht-176	116	27	or	or	CCONJ
biht-176	116	28	false	false	ADJ
biht-176	116	29	.	.	PUNCT
biht-176	117	1	as	as	SCONJ
biht-176	117	2	shown	show	VERB
biht-176	117	3	in	in	ADP
biht-176	117	4	fig	fig	NOUN
biht-176	117	5	.	.	PUNCT
biht-176	118	1	5	5	NUM
biht-176	118	2	,	,	PUNCT
biht-176	118	3	for	for	ADP
biht-176	118	4	the	the	DET
biht-176	118	5	k	k	NOUN
biht-176	118	6	-	-	PUNCT
biht-176	118	7	th	th	VERB
biht-176	118	8	label	label	NOUN
biht-176	118	9	of	of	ADP
biht-176	118	10	j	j	PROPN
biht-176	118	11	-	-	PUNCT
biht-176	118	12	th	th	VERB
biht-176	118	13	image	image	NOUN
biht-176	118	14	,	,	PUNCT
biht-176	118	15	the	the	DET
biht-176	118	16	i	i	PROPN
biht-176	118	17	-	-	PUNCT
biht-176	118	18	th	th	X
biht-176	118	19	annotator	annotator	NOUN
biht-176	118	20	’s	’s	PART
biht-176	118	21	annotation	annotation	NOUN
biht-176	118	22	results	result	NOUN
biht-176	118	23	(	(	PUNCT
biht-176	118	24	true	true	ADJ
biht-176	118	25	or	or	CCONJ
biht-176	118	26	false	false	ADJ
biht-176	118	27	)	)	PUNCT
biht-176	118	28	are	be	AUX
biht-176	118	29	recorded	record	VERB
biht-176	118	30	as	as	ADP
biht-176	118	31	aijk	aijk	NOUN
biht-176	118	32	.	.	PUNCT
biht-176	119	1	we	we	PRON
biht-176	119	2	consider	consider	VERB
biht-176	119	3	the	the	DET
biht-176	119	4	seven	seven	NUM
biht-176	119	5	labels	label	NOUN
biht-176	119	6	(	(	PUNCT
biht-176	119	7	fig	fig	NOUN
biht-176	119	8	.	.	PUNCT
biht-176	119	9	4	4	NUM
biht-176	119	10	)	)	PUNCT
biht-176	119	11	for	for	ADP
biht-176	119	12	1000	1000	NUM
biht-176	119	13	cases	case	NOUN
biht-176	119	14	annotated	annotate	VERB
biht-176	119	15	by	by	ADP
biht-176	119	16	three	three	NUM
biht-176	119	17	annotators	annotator	NOUN
biht-176	119	18	,	,	PUNCT
biht-176	119	19	so	so	ADV
biht-176	119	20	i=3	i=3	PROPN
biht-176	119	21	,	,	PUNCT
biht-176	119	22	j=1,000	j=1,000	PROPN
biht-176	119	23	,	,	PUNCT
biht-176	119	24	k=7	k=7	PROPN
biht-176	119	25	.	.	PUNCT
biht-176	120	1	using	use	VERB
biht-176	120	2	the	the	DET
biht-176	120	3	table	table	NOUN
biht-176	120	4	,	,	PUNCT
biht-176	120	5	we	we	PRON
biht-176	120	6	devise	devise	VERB
biht-176	120	7	an	an	DET
biht-176	120	8	algorithm	algorithm	NOUN
biht-176	120	9	1	1	NUM
biht-176	120	10	to	to	PART
biht-176	120	11	estimate	estimate	VERB
biht-176	120	12	each	each	DET
biht-176	120	13	annotators	annotator	NOUN
biht-176	120	14	’	'	PUNCT
biht-176	120	15	contribution	contribution	NOUN
biht-176	120	16	,	,	PUNCT
biht-176	120	17	level	level	NOUN
biht-176	120	18	of	of	ADP
biht-176	120	19	challenge	challenge	NOUN
biht-176	120	20	of	of	ADP
biht-176	120	21	each	each	DET
biht-176	120	22	image	image	NOUN
biht-176	120	23	and	and	CCONJ
biht-176	120	24	task	task	NOUN
biht-176	120	25	,	,	PUNCT
biht-176	120	26	respectively	respectively	ADV
biht-176	120	27	,	,	PUNCT
biht-176	120	28	and	and	CCONJ
biht-176	120	29	to	to	PART
biht-176	120	30	evaluate	evaluate	VERB
biht-176	120	31	each	each	DET
biht-176	120	32	annotator	annotator	NOUN
biht-176	120	33	’s	’s	PART
biht-176	120	34	reward	reward	NOUN
biht-176	120	35	(	(	PUNCT
biht-176	120	36	eq	eq	NOUN
biht-176	120	37	.	.	PROPN
biht-176	120	38	1	1	NUM
biht-176	120	39	)	)	PUNCT
biht-176	120	40	.	.	PUNCT
biht-176	121	1	in	in	ADP
biht-176	121	2	algorithm	algorithm	NOUN
biht-176	121	3	1	1	NUM
biht-176	121	4	,	,	PUNCT
biht-176	121	5	we	we	PRON
biht-176	121	6	evaluate	evaluate	VERB
biht-176	121	7	the	the	DET
biht-176	121	8	contribution	contribution	NOUN
biht-176	121	9	credit	credit	NOUN
biht-176	121	10	of	of	ADP
biht-176	121	11	i	i	PROPN
biht-176	121	12	-	-	PUNCT
biht-176	121	13	th	th	X
biht-176	121	14	annotator	annotator	NOUN
biht-176	121	15	for	for	ADP
biht-176	121	16	the	the	DET
biht-176	121	17	k	k	NOUN
biht-176	121	18	-	-	PUNCT
biht-176	121	19	th	th	VERB
biht-176	121	20	label	label	NOUN
biht-176	121	21	of	of	ADP
biht-176	121	22	j	j	PROPN
biht-176	121	23	-	-	PUNCT
biht-176	121	24	th	th	VERB
biht-176	121	25	image	image	NOUN
biht-176	121	26	rkji	rkji	NOUN
biht-176	121	27	,	,	PUNCT
biht-176	121	28	the	the	DET
biht-176	121	29	value	value	NOUN
biht-176	121	30	of	of	ADP
biht-176	121	31	k	k	NOUN
biht-176	121	32	-	-	PUNCT
biht-176	121	33	th	th	VERB
biht-176	121	34	label	label	NOUN
biht-176	121	35	of	of	ADP
biht-176	121	36	j	j	PROPN
biht-176	121	37	-	-	PUNCT
biht-176	121	38	th	th	VERB
biht-176	121	39	image	image	NOUN
biht-176	121	40	for	for	ADP
biht-176	121	41	data	data	NOUN
biht-176	121	42	dkj	dkj	PROPN
biht-176	121	43	,	,	PUNCT
biht-176	121	44	and	and	CCONJ
biht-176	121	45	the	the	DET
biht-176	121	46	task	task	PROPN
biht-176	121	47	value	value	NOUN
biht-176	121	48	tk	tk	PROPN
biht-176	121	49	.	.	PUNCT
biht-176	122	1	basically	basically	ADV
biht-176	122	2	,	,	PUNCT
biht-176	122	3	the	the	PRON
biht-176	122	4	lower	low	ADJ
biht-176	122	5	the	the	DET
biht-176	122	6	correct	correct	ADJ
biht-176	122	7	answer	answer	NOUN
biht-176	122	8	rate	rate	NOUN
biht-176	122	9	,	,	PUNCT
biht-176	122	10	the	the	PRON
biht-176	122	11	higher	high	ADJ
biht-176	122	12	the	the	DET
biht-176	122	13	value	value	NOUN
biht-176	122	14	of	of	ADP
biht-176	122	15	the	the	DET
biht-176	122	16	image	image	NOUN
biht-176	122	17	and	and	CCONJ
biht-176	122	18	task	task	NOUN
biht-176	122	19	and	and	CCONJ
biht-176	122	20	the	the	DET
biht-176	122	21	annotators	annotator	NOUN
biht-176	122	22	’	'	PUNCT
biht-176	122	23	contribution	contribution	NOUN
biht-176	122	24	.	.	PUNCT
biht-176	123	1	we	we	PRON
biht-176	123	2	set	set	VERB
biht-176	123	3	the	the	DET
biht-176	123	4	pseudo	pseudo	NOUN
biht-176	123	5	answer	answer	NOUN
biht-176	123	6	akj	akj	ADV
biht-176	123	7	for	for	ADP
biht-176	123	8	the	the	DET
biht-176	123	9	k	k	NOUN
biht-176	123	10	-	-	PUNCT
biht-176	123	11	th	th	VERB
biht-176	123	12	label	label	NOUN
biht-176	123	13	of	of	ADP
biht-176	123	14	j	j	PROPN
biht-176	123	15	-	-	PUNCT
biht-176	123	16	th	th	VERB
biht-176	123	17	image	image	NOUN
biht-176	123	18	and	and	CCONJ
biht-176	123	19	consider	consider	VERB
biht-176	123	20	it	it	PRON
biht-176	123	21	as	as	ADP
biht-176	123	22	a	a	DET
biht-176	123	23	ground	ground	NOUN
biht-176	123	24	truth	truth	NOUN
biht-176	123	25	for	for	ADP
biht-176	123	26	each	each	DET
biht-176	123	27	task	task	NOUN
biht-176	123	28	(	(	PUNCT
biht-176	123	29	k	k	NOUN
biht-176	123	30	-	-	PUNCT
biht-176	123	31	th	th	VERB
biht-176	123	32	label	label	NOUN
biht-176	123	33	of	of	ADP
biht-176	123	34	j	j	PROPN
biht-176	123	35	-	-	PUNCT
biht-176	123	36	th	th	VERB
biht-176	123	37	image	image	NOUN
biht-176	123	38	)	)	PUNCT
biht-176	123	39	.	.	PUNCT
biht-176	124	1	to	to	PART
biht-176	124	2	count	count	VERB
biht-176	124	3	the	the	DET
biht-176	124	4	laboring	labor	VERB
biht-176	124	5	factor	factor	NOUN
biht-176	124	6	,	,	PUNCT
biht-176	124	7	we	we	PRON
biht-176	124	8	put	put	VERB
biht-176	124	9	the	the	DET
biht-176	124	10	normalized	normalize	VERB
biht-176	124	11	time	time	NOUN
biht-176	124	12	mean	mean	VERB
biht-176	124	13	for	for	ADP
biht-176	124	14	k	k	NOUN
biht-176	124	15	-	-	PUNCT
biht-176	124	16	th	th	VERB
biht-176	124	17	label	label	NOUN
biht-176	124	18	t̄k	t̄k	PROPN
biht-176	124	19	.	.	PUNCT
biht-176	125	1	here	here	ADV
biht-176	125	2	,	,	PUNCT
biht-176	125	3	χ{condition	χ{condition	NOUN
biht-176	125	4	}	}	PUNCT
biht-176	125	5	is	be	AUX
biht-176	125	6	a	a	DET
biht-176	125	7	characteristic	characteristic	ADJ
biht-176	125	8	function	function	NOUN
biht-176	125	9	having	have	VERB
biht-176	125	10	the	the	DET
biht-176	125	11	value	value	NOUN
biht-176	125	12	1	1	NUM
biht-176	125	13	if	if	SCONJ
biht-176	125	14	the	the	DET
biht-176	125	15	condition	condition	NOUN
biht-176	125	16	is	be	AUX
biht-176	125	17	true	true	ADJ
biht-176	125	18	,	,	PUNCT
biht-176	125	19	otherwise	otherwise	ADV
biht-176	125	20	0	0	X
biht-176	125	21	.	.	PUNCT
biht-176	126	1	it	it	PRON
biht-176	126	2	is	be	AUX
biht-176	126	3	obvious	obvious	ADJ
biht-176	126	4	that	that	SCONJ
biht-176	126	5	x	x	SYM
biht-176	126	6	∈	∈	PROPN
biht-176	126	7	[	[	X
biht-176	126	8	a	a	X
biht-176	126	9	,	,	PUNCT
biht-176	126	10	b	b	NOUN
biht-176	126	11	]	]	X
biht-176	126	12	can	can	AUX
biht-176	126	13	be	be	AUX
biht-176	126	14	normalized	normalize	VERB
biht-176	126	15	oppositely	oppositely	ADV
biht-176	126	16	(	(	PUNCT
biht-176	126	17	b	b	X
biht-176	126	18	maps	map	NOUN
biht-176	126	19	to	to	PART
biht-176	126	20	−1	−1	VERB
biht-176	126	21	,	,	PUNCT
biht-176	126	22	a	a	DET
biht-176	126	23	maps	map	NOUN
biht-176	126	24	to	to	ADP
biht-176	126	25	1	1	NUM
biht-176	126	26	)	)	PUNCT
biht-176	126	27	as	as	ADP
biht-176	126	28	[	[	PUNCT
biht-176	126	29	]	]	X
biht-176	126	30	−	−	PROPN
biht-176	127	1	+	+	CCONJ
biht-176	127	2	−	−	VERB
biht-176	127	3			PROPN
biht-176	127	4			NOUN
biht-176	127	5			PUNCT
biht-176	127	6	∈	∈	PROPN
biht-176	127	7	−	−	PROPN
biht-176	127	8	b	b	PROPN
biht-176	127	9	a	a	DET
biht-176	127	10	a	a	DET
biht-176	127	11	b	b	NOUN
biht-176	127	12	x	x	SYM
biht-176	127	13	2	2	NUM
biht-176	127	14	2	2	NUM
biht-176	127	15	1,1	1,1	NUM
biht-176	127	16	fig	fig	NOUN
biht-176	127	17	.	.	PUNCT
biht-176	128	1	5	5	NUM
biht-176	128	2	.	.	X
biht-176	128	3	annotation	annotation	NOUN
biht-176	128	4	evaluation	evaluation	NOUN
biht-176	128	5	sheet	sheet	NOUN
biht-176	128	6	.	.	PUNCT
biht-176	129	1	fig	fig	NOUN
biht-176	129	2	.	.	PUNCT
biht-176	130	1	4	4	NUM
biht-176	130	2	.	.	NOUN
biht-176	130	3	time	time	NOUN
biht-176	130	4	distribution	distribution	NOUN
biht-176	130	5	of	of	ADP
biht-176	130	6	each	each	DET
biht-176	130	7	label	label	NOUN
biht-176	130	8	and	and	CCONJ
biht-176	130	9	annotators	annotator	NOUN
biht-176	130	10	.	.	PUNCT
biht-176	131	1	annotator	annotator	PROPN
biht-176	131	2	c	c	PROPN
biht-176	131	3	spent	spend	VERB
biht-176	131	4	the	the	DET
biht-176	131	5	shortest	short	ADJ
biht-176	131	6	time	time	NOUN
biht-176	131	7	among	among	ADP
biht-176	131	8	the	the	DET
biht-176	131	9	annotators	annotator	NOUN
biht-176	131	10	for	for	ADP
biht-176	131	11	all	all	DET
biht-176	131	12	labels	label	NOUN
biht-176	131	13	,	,	PUNCT
biht-176	131	14	except	except	SCONJ
biht-176	131	15	pneumothorax	pneumothorax	NOUN
biht-176	131	16	.	.	PUNCT
biht-176	132	1	the	the	DET
biht-176	132	2	pneumothorax	pneumothorax	NOUN
biht-176	132	3	labeling	labeling	NOUN
biht-176	132	4	requires	require	VERB
biht-176	132	5	the	the	DET
biht-176	132	6	longest	long	ADJ
biht-176	132	7	time	time	NOUN
biht-176	132	8	,	,	PUNCT
biht-176	132	9	in	in	ADP
biht-176	132	10	general	general	ADJ
biht-176	132	11	,	,	PUNCT
biht-176	132	12	likely	likely	ADJ
biht-176	132	13	due	due	ADP
biht-176	132	14	to	to	ADP
biht-176	132	15	the	the	DET
biht-176	132	16	use	use	NOUN
biht-176	132	17	of	of	ADP
biht-176	132	18	ancillary	ancillary	ADJ
biht-176	132	19	tools	tool	NOUN
biht-176	132	20	such	such	ADJ
biht-176	132	21	as	as	ADP
biht-176	132	22	zoom	zoom	NOUN
biht-176	132	23	to	to	PART
biht-176	132	24	view	view	VERB
biht-176	132	25	the	the	DET
biht-176	132	26	pleural	pleural	ADJ
biht-176	132	27	line	line	NOUN
biht-176	132	28	,	,	PUNCT
biht-176	132	29	compared	compare	VERB
biht-176	132	30	with	with	ADP
biht-176	132	31	the	the	DET
biht-176	132	32	cardiomegaly	cardiomegaly	NOUN
biht-176	132	33	cases	case	NOUN
biht-176	132	34	requiring	require	VERB
biht-176	132	35	the	the	DET
biht-176	132	36	shortest	short	ADJ
biht-176	132	37	time	time	NOUN
biht-176	132	38	.	.	PUNCT
biht-176	133	1	algorithm	algorithm	NOUN
biht-176	133	2	1	1	NUM
biht-176	133	3	.	.	PUNCT
biht-176	134	1	an	an	DET
biht-176	134	2	algorithm	algorithm	NOUN
biht-176	134	3	for	for	ADP
biht-176	134	4	calculating	calculate	VERB
biht-176	134	5	reward	reward	NOUN
biht-176	134	6	factors	factor	NOUN
biht-176	134	7	.	.	PUNCT
biht-176	135	1	for	for	ADP
biht-176	135	2	k	k	PROPN
biht-176	135	3	=	=	SYM
biht-176	135	4	1	1	NUM
biht-176	135	5	,	,	PUNCT
biht-176	135	6	2	2	NUM
biht-176	135	7	,	,	PUNCT
biht-176	135	8	3	3	NUM
biht-176	135	9	,	,	PUNCT
biht-176	135	10	…	…	PUNCT
biht-176	135	11	,	,	PUNCT
biht-176	135	12	k	k	ADJ
biht-176	135	13	#	#	NOUN
biht-176	135	14	for	for	ADP
biht-176	135	15	each	each	DET
biht-176	135	16	task	task	NOUN
biht-176	135	17	for	for	ADP
biht-176	135	18	j	j	PROPN
biht-176	135	19	=	=	SYM
biht-176	135	20	1	1	NUM
biht-176	135	21	,	,	PUNCT
biht-176	135	22	2	2	NUM
biht-176	135	23	,	,	PUNCT
biht-176	135	24	3	3	NUM
biht-176	135	25	,	,	PUNCT
biht-176	135	26	…	…	PUNCT
biht-176	135	27	,	,	PUNCT
biht-176	135	28	j	j	PROPN
biht-176	135	29	#	#	NOUN
biht-176	135	30	for	for	ADP
biht-176	135	31	each	each	DET
biht-176	135	32	image	image	NOUN
biht-176	135	33	=	=	SYM
biht-176	135	34	0	0	NUM
biht-176	135	35	,	,	PUNCT
biht-176	135	36	=	=	SYM
biht-176	135	37	0	0	NUM
biht-176	135	38	#	#	NOUN
biht-176	135	39	number	number	NOUN
biht-176	135	40	of	of	ADP
biht-176	135	41	true	true	ADJ
biht-176	135	42	(	(	PUNCT
biht-176	135	43	nt	not	PART
biht-176	135	44	)	)	PUNCT
biht-176	135	45	and	and	CCONJ
biht-176	135	46	number	number	NOUN
biht-176	135	47	of	of	ADP
biht-176	135	48	false	false	ADJ
biht-176	135	49	(	(	PUNCT
biht-176	135	50	nf	nf	INTJ
biht-176	135	51	)	)	PUNCT
biht-176	135	52	for	for	ADP
biht-176	135	53	i	i	PROPN
biht-176	135	54	=	=	SYM
biht-176	135	55	1	1	NUM
biht-176	135	56	,	,	PUNCT
biht-176	135	57	2	2	NUM
biht-176	135	58	,	,	PUNCT
biht-176	135	59	3	3	NUM
biht-176	135	60	,	,	PUNCT
biht-176	135	61	…	…	PUNCT
biht-176	135	62	,	,	PUNCT
biht-176	135	63	i	i	PRON
biht-176	135	64	#	#	NOUN
biht-176	135	65	for	for	ADP
biht-176	135	66	each	each	DET
biht-176	135	67	annotator	annotator	NOUN
biht-176	135	68	=	=	PUNCT
biht-176	136	1	+	+	CCONJ
biht-176	136	2	{	{	PUNCT
biht-176	136	3	=	=	SYM
biht-176	136	4	=	=	SYM
biht-176	136	5	}	}	PUNCT
biht-176	136	6	#	#	NOUN
biht-176	136	7	count	count	VERB
biht-176	136	8	the	the	DET
biht-176	136	9	number	number	NOUN
biht-176	136	10	of	of	ADP
biht-176	136	11	true	true	ADJ
biht-176	136	12	=	=	NOUN
biht-176	136	13	+	+	CCONJ
biht-176	136	14	{	{	PUNCT
biht-176	136	15	=	=	SYM
biht-176	136	16	=	=	SYM
biht-176	136	17	}	}	PUNCT
biht-176	136	18	#	#	NOUN
biht-176	136	19	count	count	VERB
biht-176	136	20	the	the	DET
biht-176	136	21	number	number	NOUN
biht-176	136	22	of	of	ADP
biht-176	136	23	false	false	ADJ
biht-176	136	24	end	end	NOUN
biht-176	136	25	if	if	SCONJ
biht-176	136	26	>	>	X
biht-176	136	27	;	;	PUNCT
biht-176	136	28	=	=	SYM
biht-176	136	29	1	1	NUM
biht-176	136	30	,	,	PUNCT
biht-176	136	31	=	=	SYM
biht-176	136	32	#	#	NOUN
biht-176	136	33	determine	determine	VERB
biht-176	136	34	the	the	DET
biht-176	136	35	ground	ground	NOUN
biht-176	136	36	truth	truth	NOUN
biht-176	136	37	else	else	ADV
biht-176	136	38	=	=	SYM
biht-176	136	39	0	0	NUM
biht-176	136	40	,	,	PUNCT
biht-176	136	41	=	=	PUNCT
biht-176	136	42	for	for	ADP
biht-176	136	43	i	i	PRON
biht-176	136	44	=	=	NOUN
biht-176	136	45	1	1	NUM
biht-176	136	46	,	,	PUNCT
biht-176	136	47	2	2	NUM
biht-176	136	48	,	,	PUNCT
biht-176	136	49	…	…	PUNCT
biht-176	136	50	,	,	PUNCT
biht-176	136	51	i	i	PRON
biht-176	136	52	(	(	PUNCT
biht-176	136	53	annotator	annotator	NOUN
biht-176	136	54	)	)	PUNCT
biht-176	136	55	=	=	PRON
biht-176	136	56	{	{	PUNCT
biht-176	136	57	=	=	PUNCT
biht-176	136	58	=	=	PUNCT
biht-176	136	59	}	}	PUNCT
biht-176	136	60	/	/	SYM
biht-176	136	61	(	(	PUNCT
biht-176	136	62	{	{	PUNCT
biht-176	136	63	=	=	PUNCT
biht-176	136	64	}	}	PUNCT
biht-176	136	65	+	+	CCONJ
biht-176	136	66	{	{	PUNCT
biht-176	136	67	=	=	SYM
biht-176	136	68	}	}	PUNCT
biht-176	136	69	)	)	PUNCT
biht-176	136	70	#	#	NOUN
biht-176	136	71	add	add	VERB
biht-176	136	72	a	a	DET
biht-176	136	73	credit	credit	NOUN
biht-176	136	74	to	to	ADP
biht-176	136	75	the	the	DET
biht-176	136	76	correct	correct	ADJ
biht-176	136	77	annotator	annotator	NOUN
biht-176	136	78	end	end	NOUN
biht-176	136	79	=	=	PUNCT
biht-176	136	80	(	(	PUNCT
biht-176	136	81	{	{	PUNCT
biht-176	136	82	=	=	SYM
biht-176	136	83	}	}	PUNCT
biht-176	136	84	+	+	CCONJ
biht-176	136	85	{	{	PUNCT
biht-176	136	86	=	=	NOUN
biht-176	136	87	}	}	PUNCT
biht-176	136	88	)	)	PUNCT
biht-176	136	89	/	/	SYM
biht-176	136	90	(	(	PUNCT
biht-176	136	91	+	+	X
biht-176	136	92	)	)	PUNCT
biht-176	136	93	#	#	NOUN
biht-176	136	94	compute	compute	NOUN
biht-176	136	95	the	the	DET
biht-176	136	96	image	image	NOUN
biht-176	136	97	difficulty	difficulty	NOUN
biht-176	136	98	end	end	VERB
biht-176	136	99	=	=	PUNCT
biht-176	136	100	∑	∑	PUNCT
biht-176	136	101	/=	/=	NOUN
biht-176	136	102	1	1	NUM
biht-176	136	103	#	#	NOUN
biht-176	136	104	compute	compute	NOUN
biht-176	136	105	the	the	DET
biht-176	136	106	task	task	NOUN
biht-176	136	107	value	value	NOUN
biht-176	136	108	end	end	VERB
biht-176	136	109	http://dx.doi.org/10.30953/bhty.v4.176	http://dx.doi.org/10.30953/bhty.v4.176	NOUN
biht-176	136	110	citation	citation	NOUN
biht-176	136	111	:	:	PUNCT
biht-176	137	1	blockchain	blockchain	NOUN
biht-176	137	2	in	in	ADP
biht-176	137	3	healthcare	healthcare	NOUN
biht-176	137	4	today	today	NOUN
biht-176	137	5	2021	2021	NUM
biht-176	137	6	,	,	PUNCT
biht-176	137	7	4	4	NUM
biht-176	137	8	:	:	SYM
biht-176	137	9	176	176	NUM
biht-176	137	10	http://dx.doi.org/10.30953/bhty.v4.1766	http://dx.doi.org/10.30953/bhty.v4.1766	PROPN
biht-176	137	11	(	(	PUNCT
biht-176	137	12	page	page	NOUN
biht-176	137	13	number	number	NOUN
biht-176	137	14	not	not	PART
biht-176	137	15	for	for	ADP
biht-176	137	16	citation	citation	NOUN
biht-176	137	17	purpose	purpose	NOUN
biht-176	137	18	)	)	PUNCT
biht-176	137	19	jan	jan	PROPN
biht-176	137	20	witowski	witowski	PROPN
biht-176	137	21	et	et	PROPN
biht-176	137	22	al	al	PROPN
biht-176	137	23	.	.	PUNCT
biht-176	137	24	applying	apply	VERB
biht-176	137	25	it	it	PRON
biht-176	137	26	on	on	ADP
biht-176	137	27	dkj	dkj	NOUN
biht-176	137	28	∈	∈	PROPN
biht-176	138	1	[	[	X
biht-176	138	2	0,1	0,1	NUM
biht-176	138	3	]	]	PUNCT
biht-176	138	4	and	and	CCONJ
biht-176	138	5	rkji	rkji	PROPN
biht-176	138	6	∈	∈	PROPN
biht-176	139	1	[	[	X
biht-176	139	2	0,0.5	0,0.5	NUM
biht-176	139	3	]	]	X
biht-176	139	4	,	,	PUNCT
biht-176	139	5	we	we	PRON
biht-176	139	6	scale	scale	VERB
biht-176	139	7	them	they	PRON
biht-176	139	8	as	as	SCONJ
biht-176	139	9	follows	follow	VERB
biht-176	139	10	:	:	PUNCT
biht-176	139	11			NOUN
biht-176	139	12	(	(	PUNCT
biht-176	139	13	)	)	PUNCT
biht-176	140	1	[	[	PUNCT
biht-176	140	2	]=	]=	NUM
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biht-176	140	4	−	−	PROPN
biht-176	140	5	∈	∈	PROPN
biht-176	140	6	−d	−d	PROPN
biht-176	140	7	d2	d2	PROPN
biht-176	140	8	0.5	0.5	NUM
biht-176	140	9	1,1kj	1,1kj	NUM
biht-176	140	10	kj	kj	PROPN
biht-176	140	11			NOUN
biht-176	140	12	(	(	PUNCT
biht-176	140	13	)	)	PUNCT
biht-176	140	14	[	[	PUNCT
biht-176	140	15	]=	]=	NUM
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biht-176	140	17	−	−	NOUN
biht-176	140	18	∈	∈	PROPN
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biht-176	140	20	r4	r4	PROPN
biht-176	140	21	0.25	0.25	NUM
biht-176	140	22	1,1	1,1	NUM
biht-176	140	23	.kji	.kji	PUNCT
biht-176	140	24	kji	kji	VERB
biht-176	140	25	each	each	DET
biht-176	140	26	annotator	annotator	NOUN
biht-176	140	27	’s	’s	PART
biht-176	140	28	reward	reward	NOUN
biht-176	140	29	reward	reward	NOUN
biht-176	140	30	(	(	PUNCT
biht-176	140	31	i	i	NOUN
biht-176	140	32	)	)	PUNCT
biht-176	141	1	can	can	AUX
biht-176	141	2	be	be	AUX
biht-176	141	3	formulated	formulate	VERB
biht-176	141	4	as	as	ADP
biht-176	141	5	a	a	DET
biht-176	141	6	linear	linear	ADJ
biht-176	141	7	combination	combination	NOUN
biht-176	141	8	of	of	ADP
biht-176	141	9	each	each	DET
biht-176	141	10	factor	factor	NOUN
biht-176	141	11	as	as	SCONJ
biht-176	141	12	follows	follow	VERB
biht-176	141	13	:	:	PUNCT
biht-176	141	14			ADJ
biht-176	141	15			X
biht-176	141	16			PROPN
biht-176	141	17			NOUN
biht-176	141	18	(	(	PUNCT
biht-176	141	19	)	)	PUNCT
biht-176	141	20	(	(	PUNCT
biht-176	141	21	)	)	PUNCT
biht-176	141	22	(	(	PUNCT
biht-176	141	23	)	)	PUNCT
biht-176	141	24	(	(	PUNCT
biht-176	141	25	)	)	PUNCT
biht-176	141	26	=	=	SYM
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biht-176	141	28	σ	σ	NOUN
biht-176	141	29	+	+	PROPN
biht-176	141	30	σ	σ	PROPN
biht-176	141	31	σ	σ	PROPN
biht-176	141	32	σ	σ	PROPN
biht-176	141	33	+	+	PROPN
biht-176	141	34	σ	σ	X
biht-176	141	35	=	=	SYM
biht-176	142	1	=	=	PUNCT
biht-176	142	2	=	=	PUNCT
biht-176	142	3	=	=	PUNCT
biht-176	142	4	=	=	PUNCT
biht-176	142	5	reward	reward	NOUN
biht-176	142	6	i	i	PRON
biht-176	142	7	total	total	VERB
biht-176	142	8	budget	budget	NOUN
biht-176	142	9	t	t	PROPN
biht-176	142	10	t	t	PROPN
biht-176	143	1	d	d	NOUN
biht-176	143	2	r	r	NOUN
biht-176	143	3	t	t	NOUN
biht-176	143	4	t	t	NOUN
biht-176	143	5	d	d	NOUN
biht-176	143	6	r	r	NOUN
biht-176	143	7	/k	/k	PUNCT
biht-176	144	1	k	k	PROPN
biht-176	144	2	k	k	PROPN
biht-176	145	1	k	k	PROPN
biht-176	145	2	j	j	PROPN
biht-176	146	1	j	j	PROPN
biht-176	146	2	kj	kj	PROPN
biht-176	146	3	kji	kji	INTJ
biht-176	147	1	i	i	PRON
biht-176	148	1	i	i	PRON
biht-176	148	2	k	k	PROPN
biht-176	149	1	k	k	PROPN
biht-176	149	2	k	k	PROPN
biht-176	150	1	k	k	PROPN
biht-176	150	2	j	j	PROPN
biht-176	151	1	j	j	PROPN
biht-176	151	2	kj	kj	PROPN
biht-176	151	3	kji	kji	PROPN
biht-176	151	4	1	1	NUM
biht-176	151	5	1	1	NUM
biht-176	151	6	1	1	NUM
biht-176	151	7	1	1	NUM
biht-176	151	8	1	1	NUM
biht-176	151	9	(	(	PUNCT
biht-176	151	10	eq	eq	NOUN
biht-176	151	11	.	.	PROPN
biht-176	151	12	1	1	NUM
biht-176	151	13	)	)	PUNCT
biht-176	151	14	.	.	PUNCT
biht-176	152	1	this	this	DET
biht-176	152	2	approach	approach	NOUN
biht-176	152	3	considers	consider	VERB
biht-176	152	4	the	the	DET
biht-176	152	5	information	information	NOUN
biht-176	152	6	on	on	ADP
biht-176	152	7	the	the	DET
biht-176	152	8	dataset	dataset	NOUN
biht-176	152	9	and	and	CCONJ
biht-176	152	10	the	the	DET
biht-176	152	11	estimated	estimate	VERB
biht-176	152	12	annotation	annotation	NOUN
biht-176	152	13	quality	quality	NOUN
biht-176	152	14	and	and	CCONJ
biht-176	152	15	the	the	DET
biht-176	152	16	time	time	NOUN
biht-176	152	17	it	it	PRON
biht-176	152	18	takes	take	VERB
biht-176	152	19	to	to	PART
biht-176	152	20	determine	determine	VERB
biht-176	152	21	it	it	PRON
biht-176	152	22	,	,	PUNCT
biht-176	152	23	and	and	CCONJ
biht-176	152	24	the	the	DET
biht-176	152	25	label	label	NOUN
biht-176	152	26	-	-	PUNCT
biht-176	152	27	specific	specific	ADJ
biht-176	152	28	accuracy	accuracy	NOUN
biht-176	152	29	of	of	ADP
biht-176	152	30	the	the	DET
biht-176	152	31	annotator	annotator	NOUN
biht-176	152	32	.	.	PUNCT
biht-176	153	1	for	for	ADP
biht-176	153	2	our	our	PRON
biht-176	153	3	experiment	experiment	NOUN
biht-176	153	4	,	,	PUNCT
biht-176	153	5	we	we	PRON
biht-176	153	6	assumed	assume	VERB
biht-176	153	7	the	the	DET
biht-176	153	8	value	value	NOUN
biht-176	153	9	of	of	ADP
biht-176	153	10	the	the	DET
biht-176	153	11	entire	entire	ADJ
biht-176	153	12	dataset	dataset	NOUN
biht-176	153	13	as	as	ADP
biht-176	153	14	1000	1000	NUM
biht-176	153	15	t	t	NOUN
biht-176	153	16	med	me	VERB
biht-176	153	17	token	token	VERB
biht-176	153	18	(	(	PUNCT
biht-176	153	19	a	a	DET
biht-176	153	20	cryptocurrency	cryptocurrency	NOUN
biht-176	153	21	used	use	VERB
biht-176	153	22	in	in	ADP
biht-176	153	23	the	the	DET
biht-176	153	24	current	current	ADJ
biht-176	153	25	research	research	NOUN
biht-176	153	26	;	;	PUNCT
biht-176	153	27	any	any	DET
biht-176	153	28	cryptocurrency	cryptocurrency	NOUN
biht-176	153	29	could	could	AUX
biht-176	153	30	potentially	potentially	ADV
biht-176	153	31	be	be	AUX
biht-176	153	32	used	use	VERB
biht-176	153	33	in	in	ADP
biht-176	153	34	the	the	DET
biht-176	153	35	platform	platform	NOUN
biht-176	153	36	)	)	PUNCT
biht-176	153	37	for	for	ADP
biht-176	153	38	the	the	DET
biht-176	153	39	seed	seed	NOUN
biht-176	153	40	money	money	NOUN
biht-176	153	41	of	of	ADP
biht-176	153	42	the	the	DET
biht-176	153	43	data	data	NOUN
biht-176	153	44	trading	trading	NOUN
biht-176	153	45	system	system	NOUN
biht-176	153	46	,	,	PUNCT
biht-176	153	47	and	and	CCONJ
biht-176	153	48	distributed	distribute	VERB
biht-176	153	49	the	the	DET
biht-176	153	50	markit	markit	NOUN
biht-176	153	51	currency	currency	NOUN
biht-176	153	52	to	to	ADP
biht-176	153	53	three	three	NUM
biht-176	153	54	annotators	annotator	NOUN
biht-176	153	55	(	(	PUNCT
biht-176	153	56	i.e.	i.e.	X
biht-176	153	57	annotator	annotator	VERB
biht-176	153	58	a	a	PRON
biht-176	153	59	:	:	PUNCT
biht-176	153	60	371	371	NUM
biht-176	153	61	t	t	NOUN
biht-176	153	62	,	,	PUNCT
biht-176	153	63	annotator	annotator	NOUN
biht-176	153	64	b	b	X
biht-176	153	65	:	:	PUNCT
biht-176	153	66	347	347	NUM
biht-176	153	67	t	t	NOUN
biht-176	153	68	,	,	PUNCT
biht-176	153	69	and	and	CCONJ
biht-176	153	70	annotator	annotator	NOUN
biht-176	153	71	c	c	PROPN
biht-176	153	72	:	:	PUNCT
biht-176	153	73	282	282	NUM
biht-176	153	74	t	t	NOUN
biht-176	153	75	med	me	VERB
biht-176	153	76	token	token	VERB
biht-176	153	77	)	)	PUNCT
biht-176	153	78	from	from	ADP
biht-176	153	79	(	(	PUNCT
biht-176	153	80	eq	eq	NOUN
biht-176	153	81	.	.	NOUN
biht-176	153	82	1	1	NUM
biht-176	153	83	,	,	PUNCT
biht-176	153	84	supplementary	supplementary	ADJ
biht-176	153	85	material	material	NOUN
biht-176	153	86	3	3	NUM
biht-176	153	87	)	)	PUNCT
biht-176	153	88	.	.	PUNCT
biht-176	154	1	equation	equation	NOUN
biht-176	154	2	1	1	NUM
biht-176	154	3	is	be	AUX
biht-176	154	4	the	the	DET
biht-176	154	5	most	most	ADV
biht-176	154	6	fundamental	fundamental	ADJ
biht-176	154	7	formula	formula	NOUN
biht-176	154	8	that	that	PRON
biht-176	154	9	can	can	AUX
biht-176	154	10	be	be	AUX
biht-176	154	11	modified	modify	VERB
biht-176	154	12	in	in	ADP
biht-176	154	13	different	different	ADJ
biht-176	154	14	ways	way	NOUN
biht-176	154	15	depending	depend	VERB
biht-176	154	16	on	on	ADP
biht-176	154	17	the	the	DET
biht-176	154	18	situation	situation	NOUN
biht-176	154	19	,	,	PUNCT
biht-176	154	20	for	for	ADP
biht-176	154	21	example	example	NOUN
biht-176	154	22	,	,	PUNCT
biht-176	154	23	the	the	DET
biht-176	154	24	importance	importance	NOUN
biht-176	154	25	of	of	ADP
biht-176	154	26	various	various	ADJ
biht-176	154	27	factors	factor	NOUN
biht-176	154	28	can	can	AUX
biht-176	154	29	be	be	AUX
biht-176	154	30	considered	consider	VERB
biht-176	154	31	through	through	ADP
biht-176	154	32	the	the	DET
biht-176	154	33	sum	sum	NOUN
biht-176	154	34	of	of	ADP
biht-176	154	35	weights	weight	NOUN
biht-176	154	36	.	.	PUNCT
biht-176	155	1	in	in	ADP
biht-176	155	2	reality	reality	NOUN
biht-176	155	3	,	,	PUNCT
biht-176	155	4	the	the	DET
biht-176	155	5	value	value	NOUN
biht-176	155	6	of	of	ADP
biht-176	155	7	data	datum	NOUN
biht-176	155	8	will	will	AUX
biht-176	155	9	change	change	VERB
biht-176	155	10	.	.	PUNCT
biht-176	156	1	initially	initially	ADV
biht-176	156	2	,	,	PUNCT
biht-176	156	3	we	we	PRON
biht-176	156	4	will	will	AUX
biht-176	156	5	start	start	VERB
biht-176	156	6	with	with	ADP
biht-176	156	7	a	a	DET
biht-176	156	8	small	small	ADJ
biht-176	156	9	amount	amount	NOUN
biht-176	156	10	of	of	ADP
biht-176	156	11	data	datum	NOUN
biht-176	156	12	,	,	PUNCT
biht-176	156	13	and	and	CCONJ
biht-176	156	14	the	the	DET
biht-176	156	15	performance	performance	NOUN
biht-176	156	16	of	of	ADP
biht-176	156	17	ai	ai	AUX
biht-176	156	18	developed	develop	VERB
biht-176	156	19	using	use	VERB
biht-176	156	20	these	these	DET
biht-176	156	21	data	datum	NOUN
biht-176	156	22	will	will	AUX
biht-176	156	23	also	also	ADV
biht-176	156	24	have	have	VERB
biht-176	156	25	limitations	limitation	NOUN
biht-176	156	26	.	.	PUNCT
biht-176	157	1	as	as	SCONJ
biht-176	157	2	a	a	DET
biht-176	157	3	large	large	ADJ
biht-176	157	4	amount	amount	NOUN
biht-176	157	5	of	of	ADP
biht-176	157	6	data	datum	NOUN
biht-176	157	7	are	be	AUX
biht-176	157	8	,	,	PUNCT
biht-176	157	9	however	however	ADV
biht-176	157	10	,	,	PUNCT
biht-176	157	11	added	add	VERB
biht-176	157	12	gradually	gradually	ADV
biht-176	157	13	and	and	CCONJ
biht-176	157	14	more	more	ADJ
biht-176	157	15	annotators	annotator	NOUN
biht-176	157	16	label	label	VERB
biht-176	157	17	the	the	DET
biht-176	157	18	data	datum	NOUN
biht-176	157	19	,	,	PUNCT
biht-176	157	20	the	the	DET
biht-176	157	21	data	datum	NOUN
biht-176	157	22	’s	’s	PART
biht-176	157	23	value	value	NOUN
biht-176	157	24	will	will	AUX
biht-176	157	25	increase	increase	VERB
biht-176	157	26	,	,	PUNCT
biht-176	157	27	and	and	CCONJ
biht-176	157	28	the	the	DET
biht-176	157	29	entire	entire	ADJ
biht-176	157	30	data	datum	NOUN
biht-176	157	31	’s	’s	PART
biht-176	157	32	value	value	NOUN
biht-176	157	33	will	will	AUX
biht-176	157	34	increase	increase	VERB
biht-176	157	35	.	.	PUNCT
biht-176	158	1	in	in	ADP
biht-176	158	2	this	this	DET
biht-176	158	3	case	case	NOUN
biht-176	158	4	,	,	PUNCT
biht-176	158	5	what	what	PRON
biht-176	158	6	is	be	AUX
biht-176	158	7	calculated	calculate	VERB
biht-176	158	8	by	by	ADP
biht-176	158	9	equation	equation	NOUN
biht-176	158	10	1	1	NUM
biht-176	158	11	is	be	AUX
biht-176	158	12	repeated	repeat	VERB
biht-176	158	13	according	accord	VERB
biht-176	158	14	to	to	ADP
biht-176	158	15	the	the	DET
biht-176	158	16	change	change	NOUN
biht-176	158	17	in	in	ADP
biht-176	158	18	the	the	DET
biht-176	158	19	quantity	quantity	NOUN
biht-176	158	20	and	and	CCONJ
biht-176	158	21	quality	quality	NOUN
biht-176	158	22	of	of	ADP
biht-176	158	23	the	the	DET
biht-176	158	24	data	datum	NOUN
biht-176	158	25	,	,	PUNCT
biht-176	158	26	and	and	CCONJ
biht-176	158	27	the	the	DET
biht-176	158	28	value	value	NOUN
biht-176	158	29	will	will	AUX
biht-176	158	30	change	change	VERB
biht-176	158	31	accordingly	accordingly	ADV
biht-176	158	32	.	.	PUNCT
biht-176	159	1	to	to	PART
biht-176	159	2	prevent	prevent	VERB
biht-176	159	3	non	non	ADJ
biht-176	159	4	-	-	ADJ
biht-176	159	5	expert	expert	ADJ
biht-176	159	6	annotators	annotator	NOUN
biht-176	159	7	from	from	ADP
biht-176	159	8	exceeding	exceed	VERB
biht-176	159	9	experts	expert	NOUN
biht-176	159	10	in	in	ADP
biht-176	159	11	number	number	NOUN
biht-176	159	12	making	make	VERB
biht-176	159	13	wrong	wrong	ADJ
biht-176	159	14	ground	ground	NOUN
biht-176	159	15	truth	truth	NOUN
biht-176	159	16	,	,	PUNCT
biht-176	159	17	we	we	PRON
biht-176	159	18	introduced	introduce	VERB
biht-176	159	19	the	the	DET
biht-176	159	20	ai	ai	NOUN
biht-176	159	21	as	as	ADP
biht-176	159	22	a	a	DET
biht-176	159	23	quality	quality	NOUN
biht-176	159	24	controller	controller	NOUN
biht-176	159	25	.	.	PUNCT
biht-176	160	1	another	another	DET
biht-176	160	2	research	research	NOUN
biht-176	160	3	group	group	NOUN
biht-176	160	4	developed	develop	VERB
biht-176	160	5	this	this	DET
biht-176	160	6	ai	ai	VERB
biht-176	160	7	in	in	ADP
biht-176	160	8	our	our	PRON
biht-176	160	9	laboratory	laboratory	NOUN
biht-176	160	10	for	for	ADP
biht-176	160	11	chest	chest	NOUN
biht-176	160	12	x	x	NOUN
biht-176	160	13	-	-	NOUN
biht-176	160	14	ray	ray	NOUN
biht-176	160	15	analysis	analysis	NOUN
biht-176	160	16	.	.	PUNCT
biht-176	161	1	according	accord	VERB
biht-176	161	2	to	to	ADP
biht-176	161	3	the	the	DET
biht-176	161	4	ai	ai	NOUN
biht-176	161	5	result	result	NOUN
biht-176	161	6	,	,	PUNCT
biht-176	161	7	we	we	PRON
biht-176	161	8	set	set	VERB
biht-176	161	9	a	a	DET
biht-176	161	10	temporary	temporary	ADJ
biht-176	161	11	ground	ground	NOUN
biht-176	161	12	truth	truth	NOUN
biht-176	161	13	and	and	CCONJ
biht-176	161	14	assumed	assume	VERB
biht-176	161	15	that	that	SCONJ
biht-176	161	16	it	it	PRON
biht-176	161	17	has	have	VERB
biht-176	161	18	better	well	ADJ
biht-176	161	19	performance	performance	NOUN
biht-176	161	20	than	than	ADP
biht-176	161	21	a	a	DET
biht-176	161	22	random	random	ADJ
biht-176	161	23	choice	choice	NOUN
biht-176	161	24	(	(	PUNCT
biht-176	161	25	i.e.	i.e.	X
biht-176	161	26	coin	coin	NOUN
biht-176	161	27	tossing	tossing	NOUN
biht-176	161	28	)	)	PUNCT
biht-176	161	29	.	.	PUNCT
biht-176	162	1	we	we	PRON
biht-176	162	2	calculated	calculate	VERB
biht-176	162	3	cohen	cohen	PROPN
biht-176	162	4	’s	’s	PART
biht-176	162	5	kappa	kappa	PROPN
biht-176	162	6	values	value	NOUN
biht-176	162	7	between	between	ADP
biht-176	162	8	ai	ai	NOUN
biht-176	162	9	and	and	CCONJ
biht-176	162	10	each	each	DET
biht-176	162	11	annotator	annotator	NOUN
biht-176	162	12	.	.	PUNCT
biht-176	163	1	if	if	SCONJ
biht-176	163	2	this	this	DET
biht-176	163	3	value	value	NOUN
biht-176	163	4	was	be	AUX
biht-176	163	5	greater	great	ADJ
biht-176	163	6	than	than	ADP
biht-176	163	7	0.05	0.05	NUM
biht-176	163	8	,	,	PUNCT
biht-176	163	9	we	we	PRON
biht-176	163	10	assumed	assume	VERB
biht-176	163	11	that	that	SCONJ
biht-176	163	12	this	this	DET
biht-176	163	13	annotator	annotator	NOUN
biht-176	163	14	has	have	VERB
biht-176	163	15	a	a	DET
biht-176	163	16	better	well	ADJ
biht-176	163	17	prediction	prediction	NOUN
biht-176	163	18	power	power	NOUN
biht-176	163	19	than	than	ADP
biht-176	163	20	random	random	ADJ
biht-176	163	21	selection	selection	NOUN
biht-176	163	22	.	.	PUNCT
biht-176	164	1	all	all	DET
biht-176	164	2	annotators	annotator	NOUN
biht-176	164	3	show	show	VERB
biht-176	164	4	better	well	ADJ
biht-176	164	5	performance	performance	NOUN
biht-176	164	6	than	than	ADP
biht-176	164	7	the	the	DET
biht-176	164	8	threshold	threshold	NOUN
biht-176	164	9	in	in	ADP
biht-176	164	10	each	each	DET
biht-176	164	11	label	label	NOUN
biht-176	164	12	(	(	PUNCT
biht-176	164	13	supplementary	supplementary	ADJ
biht-176	164	14	material	material	NOUN
biht-176	164	15	4	4	NUM
biht-176	164	16	)	)	PUNCT
biht-176	164	17	,	,	PUNCT
biht-176	164	18	so	so	ADV
biht-176	164	19	we	we	PRON
biht-176	164	20	used	use	VERB
biht-176	164	21	all	all	DET
biht-176	164	22	labels	label	NOUN
biht-176	164	23	for	for	ADP
biht-176	164	24	reward	reward	NOUN
biht-176	164	25	calculations	calculation	NOUN
biht-176	164	26	[	[	X
biht-176	164	27	https://github.com/	https://github.com/	PROPN
biht-176	164	28	mgh	mgh	NOUN
biht-176	164	29	-	-	PUNCT
biht-176	164	30	lmic	lmic	ADJ
biht-176	164	31	/	/	SYM
biht-176	164	32	annotation_blockchain_share_calculation	annotation_blockchain_share_calculation	NOUN
biht-176	164	33	]	]	PUNCT
biht-176	164	34	.	.	PUNCT
biht-176	165	1	we	we	PRON
biht-176	165	2	tested	test	VERB
biht-176	165	3	a	a	DET
biht-176	165	4	panacea	panacea	NOUN
biht-176	165	5	blockchain	blockchain	NOUN
biht-176	165	6	in	in	ADP
biht-176	165	7	our	our	PRON
biht-176	165	8	implementation	implementation	NOUN
biht-176	165	9	,	,	PUNCT
biht-176	165	10	which	which	PRON
biht-176	165	11	is	be	AUX
biht-176	165	12	developed	develop	VERB
biht-176	165	13	on	on	ADP
biht-176	165	14	top	top	NOUN
biht-176	165	15	of	of	ADP
biht-176	165	16	cosmos	cosmos	PROPN
biht-176	165	17	sdk	sdk	PROPN
biht-176	166	1	[	[	X
biht-176	166	2	https://	https://	PROPN
biht-176	166	3	cosmos.network/sdk	cosmos.network/sdk	PROPN
biht-176	166	4	]	]	PUNCT
biht-176	166	5	and	and	CCONJ
biht-176	166	6	tendermint	tendermint	NOUN
biht-176	166	7	framework	framework	NOUN
biht-176	166	8	[	[	X
biht-176	166	9	https://	https://	PROPN
biht-176	166	10	tendermint.com/sdk/	tendermint.com/sdk/	PROPN
biht-176	166	11	]	]	X
biht-176	166	12	;	;	PUNCT
biht-176	166	13	however	however	ADV
biht-176	166	14	,	,	PUNCT
biht-176	166	15	markit	markit	NOUN
biht-176	166	16	can	can	AUX
biht-176	166	17	be	be	AUX
biht-176	166	18	integrated	integrate	VERB
biht-176	166	19	into	into	ADP
biht-176	166	20	any	any	DET
biht-176	166	21	framework	framework	NOUN
biht-176	166	22	that	that	PRON
biht-176	166	23	supports	support	VERB
biht-176	166	24	blockchain	blockchain	NOUN
biht-176	166	25	implementations	implementation	NOUN
biht-176	166	26	.	.	PUNCT
biht-176	167	1	interacting	interact	VERB
biht-176	167	2	with	with	ADP
biht-176	167	3	the	the	DET
biht-176	167	4	blockchain	blockchain	NOUN
biht-176	167	5	can	can	AUX
biht-176	167	6	be	be	AUX
biht-176	167	7	executed	execute	VERB
biht-176	167	8	through	through	ADP
biht-176	167	9	the	the	DET
biht-176	167	10	restful	restful	ADJ
biht-176	167	11	api	api	NOUN
biht-176	167	12	and	and	CCONJ
biht-176	167	13	the	the	DET
biht-176	167	14	command	command	NOUN
biht-176	167	15	-	-	PUNCT
biht-176	167	16	line	line	NOUN
biht-176	167	17	interface	interface	NOUN
biht-176	167	18	(	(	PUNCT
biht-176	167	19	cli	cli	NOUN
biht-176	167	20	)	)	PUNCT
biht-176	167	21	for	for	ADP
biht-176	167	22	a	a	DET
biht-176	167	23	go	go	NOUN
biht-176	167	24	(	(	PUNCT
biht-176	167	25	programming	programming	NOUN
biht-176	167	26	language	language	NOUN
biht-176	167	27	)	)	PUNCT
biht-176	167	28	application	application	NOUN
biht-176	167	29	.	.	PUNCT
biht-176	168	1	in	in	ADP
biht-176	168	2	our	our	PRON
biht-176	168	3	experiments	experiment	NOUN
biht-176	168	4	,	,	PUNCT
biht-176	168	5	we	we	PRON
biht-176	168	6	were	be	AUX
biht-176	168	7	saving	save	VERB
biht-176	168	8	user	user	NOUN
biht-176	168	9	activity	activity	NOUN
biht-176	168	10	as	as	ADP
biht-176	168	11	hashed	hashed	ADJ
biht-176	168	12	information	information	NOUN
biht-176	168	13	in	in	ADP
biht-176	168	14	separate	separate	ADJ
biht-176	168	15	transactions	transaction	NOUN
biht-176	168	16	on	on	ADP
biht-176	168	17	the	the	DET
biht-176	168	18	blockchain	blockchain	NOUN
biht-176	168	19	.	.	PUNCT
biht-176	169	1	using	use	VERB
biht-176	169	2	this	this	DET
biht-176	169	3	information	information	NOUN
biht-176	169	4	,	,	PUNCT
biht-176	169	5	we	we	PRON
biht-176	169	6	tried	try	VERB
biht-176	169	7	to	to	PART
biht-176	169	8	calculate	calculate	VERB
biht-176	169	9	the	the	DET
biht-176	169	10	dataset	dataset	NOUN
biht-176	169	11	’s	’s	PART
biht-176	169	12	value	value	NOUN
biht-176	169	13	and	and	CCONJ
biht-176	169	14	estimated	estimate	VERB
biht-176	169	15	the	the	DET
biht-176	169	16	awards	award	NOUN
biht-176	169	17	for	for	ADP
biht-176	169	18	annotators	annotator	NOUN
biht-176	169	19	via	via	ADP
biht-176	169	20	a	a	DET
biht-176	169	21	blockchain	blockchain	PROPN
biht-176	169	22	currency	currency	NOUN
biht-176	169	23	to	to	PART
biht-176	169	24	facilitate	facilitate	VERB
biht-176	169	25	accurate	accurate	ADJ
biht-176	169	26	annotation	annotation	NOUN
biht-176	169	27	.	.	PUNCT
biht-176	170	1	in	in	ADP
biht-176	170	2	addition	addition	NOUN
biht-176	170	3	,	,	PUNCT
biht-176	170	4	you	you	PRON
biht-176	170	5	will	will	AUX
biht-176	170	6	be	be	AUX
biht-176	170	7	able	able	ADJ
biht-176	170	8	to	to	PART
biht-176	170	9	add	add	VERB
biht-176	170	10	various	various	ADJ
biht-176	170	11	applications	application	NOUN
biht-176	170	12	and	and	CCONJ
biht-176	170	13	services	service	NOUN
biht-176	170	14	.	.	PUNCT
biht-176	171	1	however	however	ADV
biht-176	171	2	,	,	PUNCT
biht-176	171	3	in	in	ADP
biht-176	171	4	this	this	DET
biht-176	171	5	proof	proof	NOUN
biht-176	171	6	-	-	PUNCT
biht-176	171	7	of	of	ADP
biht-176	171	8	-	-	PUNCT
biht-176	171	9	concept	concept	NOUN
biht-176	171	10	experiment	experiment	NOUN
biht-176	171	11	,	,	PUNCT
biht-176	171	12	everything	everything	PRON
biht-176	171	13	is	be	AUX
biht-176	171	14	not	not	PART
biht-176	171	15	completely	completely	ADV
biht-176	171	16	implemented	implement	VERB
biht-176	171	17	and	and	CCONJ
biht-176	171	18	is	be	AUX
biht-176	171	19	continuously	continuously	ADV
biht-176	171	20	added	add	VERB
biht-176	171	21	in	in	ADP
biht-176	171	22	the	the	DET
biht-176	171	23	future	future	NOUN
biht-176	171	24	.	.	PUNCT
biht-176	172	1	discussion	discussion	NOUN
biht-176	172	2	crowdsourcing	crowdsourcing	NOUN
biht-176	172	3	annotations	annotation	NOUN
biht-176	172	4	for	for	ADP
biht-176	172	5	training	training	NOUN
biht-176	172	6	ai	ai	NOUN
biht-176	172	7	models	model	NOUN
biht-176	172	8	have	have	AUX
biht-176	172	9	been	be	AUX
biht-176	172	10	used	use	VERB
biht-176	172	11	extensively	extensively	ADV
biht-176	172	12	and	and	CCONJ
biht-176	172	13	effectively	effectively	ADV
biht-176	172	14	for	for	ADP
biht-176	172	15	various	various	ADJ
biht-176	172	16	computer	computer	NOUN
biht-176	172	17	vision	vision	NOUN
biht-176	172	18	tasks	task	NOUN
biht-176	172	19	.	.	PUNCT
biht-176	173	1	however	however	ADV
biht-176	173	2	,	,	PUNCT
biht-176	173	3	in	in	ADP
biht-176	173	4	the	the	DET
biht-176	173	5	medical	medical	ADJ
biht-176	173	6	imaging	imaging	NOUN
biht-176	173	7	field	field	NOUN
biht-176	173	8	,	,	PUNCT
biht-176	173	9	annotation	annotation	NOUN
biht-176	173	10	tasks	task	NOUN
biht-176	173	11	require	require	VERB
biht-176	173	12	the	the	DET
biht-176	173	13	expertise	expertise	NOUN
biht-176	173	14	of	of	ADP
biht-176	173	15	a	a	DET
biht-176	173	16	trained	train	VERB
biht-176	173	17	radiologist	radiologist	NOUN
biht-176	173	18	,	,	PUNCT
biht-176	173	19	and	and	CCONJ
biht-176	173	20	even	even	ADV
biht-176	173	21	for	for	ADP
biht-176	173	22	simple	simple	ADJ
biht-176	173	23	tasks	task	NOUN
biht-176	173	24	,	,	PUNCT
biht-176	173	25	crowdsourced	crowdsource	VERB
biht-176	173	26	annotations	annotation	NOUN
biht-176	173	27	can	can	AUX
biht-176	173	28	be	be	AUX
biht-176	173	29	noisy	noisy	ADJ
biht-176	173	30	or	or	CCONJ
biht-176	173	31	inaccurate	inaccurate	ADJ
biht-176	173	32	.	.	PUNCT
biht-176	174	1	a	a	DET
biht-176	174	2	successful	successful	ADJ
biht-176	174	3	crowdsourcing	crowdsourcing	NOUN
biht-176	174	4	platform	platform	NOUN
biht-176	174	5	include	include	VERB
biht-176	174	6	the	the	DET
biht-176	174	7	following	follow	VERB
biht-176	174	8	benefits	benefit	NOUN
biht-176	174	9	:	:	PUNCT
biht-176	174	10	•	•	NUM
biht-176	174	11	faster	fast	ADJ
biht-176	174	12	production	production	NOUN
biht-176	174	13	of	of	ADP
biht-176	174	14	high	high	ADJ
biht-176	174	15	-	-	PUNCT
biht-176	174	16	quality	quality	NOUN
biht-176	174	17	labeled	label	VERB
biht-176	174	18	datasets	dataset	NOUN
biht-176	174	19	,	,	PUNCT
biht-176	174	20	•	•	ADV
biht-176	174	21	more	more	ADV
biht-176	174	22	economical	economical	ADJ
biht-176	174	23	cost	cost	NOUN
biht-176	174	24	of	of	ADP
biht-176	174	25	obtaining	obtain	VERB
biht-176	174	26	annotations	annotation	NOUN
biht-176	174	27	on	on	ADP
biht-176	174	28	the	the	DET
biht-176	174	29	large	large	ADJ
biht-176	174	30	datasets	dataset	NOUN
biht-176	174	31	,	,	PUNCT
biht-176	174	32	•	•	NUM
biht-176	174	33	accelerated	accelerate	VERB
biht-176	174	34	development	development	NOUN
biht-176	174	35	of	of	ADP
biht-176	174	36	ml	ml	NOUN
biht-176	174	37	or	or	CCONJ
biht-176	174	38	ai	ai	VERB
biht-176	174	39	for	for	ADP
biht-176	174	40	multiple	multiple	ADJ
biht-176	174	41	medical	medical	ADJ
biht-176	174	42	imaging	imaging	NOUN
biht-176	174	43	tasks	task	NOUN
biht-176	174	44	.	.	PUNCT
biht-176	175	1	the	the	DET
biht-176	175	2	presented	present	VERB
biht-176	175	3	platform	platform	NOUN
biht-176	175	4	allows	allow	VERB
biht-176	175	5	researchers	researcher	NOUN
biht-176	175	6	and	and	CCONJ
biht-176	175	7	commercial	commercial	ADJ
biht-176	175	8	vendors	vendor	NOUN
biht-176	175	9	to	to	PART
biht-176	175	10	accelerate	accelerate	VERB
biht-176	175	11	the	the	DET
biht-176	175	12	annotation	annotation	NOUN
biht-176	175	13	and	and	CCONJ
biht-176	175	14	development	development	NOUN
biht-176	175	15	of	of	ADP
biht-176	175	16	medical	medical	ADJ
biht-176	175	17	imaging	imaging	NOUN
biht-176	175	18	datasets	dataset	NOUN
biht-176	175	19	.	.	PUNCT
biht-176	176	1	current	current	ADJ
biht-176	176	2	tools	tool	NOUN
biht-176	176	3	enable	enable	VERB
biht-176	176	4	labeling	labeling	NOUN
biht-176	176	5	for	for	ADP
biht-176	176	6	classification	classification	NOUN
biht-176	176	7	and	and	CCONJ
biht-176	176	8	object	object	VERB
biht-176	176	9	detection	detection	NOUN
biht-176	176	10	tasks	task	NOUN
biht-176	176	11	,	,	PUNCT
biht-176	176	12	and	and	CCONJ
biht-176	176	13	provide	provide	VERB
biht-176	176	14	various	various	ADJ
biht-176	176	15	data	datum	NOUN
biht-176	176	16	and	and	CCONJ
biht-176	176	17	project	project	NOUN
biht-176	176	18	management	management	NOUN
biht-176	176	19	tools	tool	NOUN
biht-176	176	20	.	.	PUNCT
biht-176	177	1	integration	integration	NOUN
biht-176	177	2	of	of	ADP
biht-176	177	3	ai	ai	NOUN
biht-176	177	4	can	can	AUX
biht-176	177	5	already	already	ADV
biht-176	177	6	assist	assist	VERB
biht-176	177	7	users	user	NOUN
biht-176	177	8	by	by	ADP
biht-176	177	9	providing	provide	VERB
biht-176	177	10	activation	activation	NOUN
biht-176	177	11	maps	map	NOUN
biht-176	177	12	as	as	ADP
biht-176	177	13	a	a	DET
biht-176	177	14	suggestion	suggestion	NOUN
biht-176	177	15	of	of	ADP
biht-176	177	16	the	the	DET
biht-176	177	17	area	area	NOUN
biht-176	177	18	of	of	ADP
biht-176	177	19	interest	interest	NOUN
biht-176	177	20	.	.	PUNCT
biht-176	178	1	in	in	ADP
biht-176	178	2	the	the	DET
biht-176	178	3	future	future	NOUN
biht-176	178	4	,	,	PUNCT
biht-176	178	5	connected	connect	VERB
biht-176	178	6	ml	ml	ADV
biht-176	178	7	or	or	CCONJ
biht-176	178	8	ai	ai	VERB
biht-176	178	9	models	model	NOUN
biht-176	178	10	will	will	AUX
biht-176	178	11	further	far	ADV
biht-176	178	12	speed	speed	VERB
biht-176	178	13	up	up	ADP
biht-176	178	14	the	the	DET
biht-176	178	15	annotation	annotation	NOUN
biht-176	178	16	process	process	NOUN
biht-176	178	17	by	by	ADP
biht-176	178	18	offering	offer	VERB
biht-176	178	19	users	user	NOUN
biht-176	178	20	ai	ai	VERB
biht-176	178	21	-	-	PUNCT
biht-176	178	22	processed	process	VERB
biht-176	178	23	labels	label	NOUN
biht-176	178	24	.	.	PUNCT
biht-176	179	1	this	this	DET
biht-176	179	2	study	study	NOUN
biht-176	179	3	confirms	confirm	VERB
biht-176	179	4	that	that	SCONJ
biht-176	179	5	quick	quick	ADJ
biht-176	179	6	annotation	annotation	NOUN
biht-176	179	7	of	of	ADP
biht-176	179	8	largescale	largescale	NOUN
biht-176	179	9	images	image	NOUN
biht-176	179	10	is	be	AUX
biht-176	179	11	possible	possible	ADJ
biht-176	179	12	in	in	ADP
biht-176	179	13	the	the	DET
biht-176	179	14	above	above	ADV
biht-176	179	15	-	-	PUNCT
biht-176	179	16	mentioned	mention	VERB
biht-176	179	17	platform	platform	NOUN
biht-176	179	18	.	.	PUNCT
biht-176	180	1	the	the	DET
biht-176	180	2	results	result	NOUN
biht-176	180	3	show	show	VERB
biht-176	180	4	high	high	ADJ
biht-176	180	5	variability	variability	NOUN
biht-176	180	6	of	of	ADP
biht-176	180	7	the	the	DET
biht-176	180	8	annotation	annotation	NOUN
biht-176	180	9	speed	speed	NOUN
biht-176	180	10	between	between	ADP
biht-176	180	11	readers	reader	NOUN
biht-176	180	12	,	,	PUNCT
biht-176	180	13	which	which	PRON
biht-176	180	14	may	may	AUX
biht-176	180	15	help	help	VERB
biht-176	180	16	determine	determine	VERB
biht-176	180	17	annotator	annotator	NOUN
biht-176	180	18	engagement	engagement	NOUN
biht-176	180	19	in	in	ADP
biht-176	180	20	the	the	DET
biht-176	180	21	process	process	NOUN
biht-176	180	22	.	.	PUNCT
biht-176	181	1	demirer	demirer	VERB
biht-176	181	2	et	et	PROPN
biht-176	181	3	al	al	PROPN
biht-176	181	4	.	.	PUNCT
biht-176	182	1	(	(	PUNCT
biht-176	182	2	14	14	NUM
biht-176	182	3	)	)	PUNCT
biht-176	182	4	showed	show	VERB
biht-176	182	5	a	a	DET
biht-176	182	6	locally	locally	ADV
biht-176	182	7	designed	design	VERB
biht-176	182	8	graphical	graphical	ADJ
biht-176	182	9	user	user	NOUN
biht-176	182	10	interface	interface	NOUN
biht-176	182	11	,	,	PUNCT
biht-176	182	12	where	where	SCONJ
biht-176	182	13	a	a	DET
biht-176	182	14	single	single	ADJ
biht-176	182	15	radiologist	radiologist	NOUN
biht-176	182	16	performed	perform	VERB
biht-176	182	17	single	single	ADJ
biht-176	182	18	-	-	PUNCT
biht-176	182	19	label	label	NOUN
biht-176	182	20	classification	classification	NOUN
biht-176	182	21	and	and	CCONJ
biht-176	182	22	http://dx.doi.org/10.30953/bhty.v4.176	http://dx.doi.org/10.30953/bhty.v4.176	NOUN
biht-176	182	23	https://github.com/mgh-lmic/annotation_blockchain_share_calculation	https://github.com/mgh-lmic/annotation_blockchain_share_calculation	NOUN
biht-176	182	24	https://github.com/mgh-lmic/annotation_blockchain_share_calculation	https://github.com/mgh-lmic/annotation_blockchain_share_calculation	NOUN
biht-176	182	25	https://cosmos.network/sdk	https://cosmos.network/sdk	PROPN
biht-176	182	26	https://cosmos.network/sdk	https://cosmos.network/sdk	PROPN
biht-176	182	27	https://tendermint.com/sdk/	https://tendermint.com/sdk/	NOUN
biht-176	182	28	https://tendermint.com/sdk/	https://tendermint.com/sdk/	NOUN
biht-176	182	29	citation	citation	NOUN
biht-176	182	30	:	:	PUNCT
biht-176	183	1	blockchain	blockchain	NOUN
biht-176	183	2	in	in	ADP
biht-176	183	3	healthcare	healthcare	NOUN
biht-176	183	4	today	today	NOUN
biht-176	183	5	2021	2021	NUM
biht-176	183	6	,	,	PUNCT
biht-176	183	7	4	4	NUM
biht-176	183	8	:	:	SYM
biht-176	183	9	176	176	NUM
biht-176	183	10	http://dx.doi.org/10.30953/bhty.v4.176	http://dx.doi.org/10.30953/bhty.v4.176	NOUN
biht-176	183	11	7	7	NUM
biht-176	183	12	(	(	PUNCT
biht-176	183	13	page	page	NOUN
biht-176	183	14	number	number	NOUN
biht-176	183	15	not	not	PART
biht-176	183	16	for	for	ADP
biht-176	183	17	citation	citation	NOUN
biht-176	183	18	purpose	purpose	NOUN
biht-176	183	19	)	)	PUNCT
biht-176	183	20	markit	markit	NOUN
biht-176	183	21	:	:	PUNCT
biht-176	183	22	a	a	DET
biht-176	183	23	collaborative	collaborative	ADJ
biht-176	183	24	artificial	artificial	ADJ
biht-176	183	25	intelligence	intelligence	NOUN
biht-176	183	26	annotation	annotation	NOUN
biht-176	183	27	platform	platform	NOUN
biht-176	183	28	object	object	NOUN
biht-176	183	29	detection	detection	NOUN
biht-176	183	30	of	of	ADP
biht-176	183	31	proximal	proximal	ADJ
biht-176	183	32	femoral	femoral	ADJ
biht-176	183	33	fractures	fracture	NOUN
biht-176	183	34	on	on	ADP
biht-176	183	35	radiographs	radiograph	NOUN
biht-176	183	36	.	.	PUNCT
biht-176	184	1	expert	expert	NOUN
biht-176	184	2	annotators	annotator	NOUN
biht-176	184	3	spent	spend	VERB
biht-176	184	4	about	about	ADV
biht-176	184	5	10	10	NUM
biht-176	184	6	sec	sec	PROPN
biht-176	184	7	per	per	ADP
biht-176	184	8	study	study	NOUN
biht-176	184	9	(	(	PUNCT
biht-176	184	10	iqr	iqr	NOUN
biht-176	184	11	:	:	PUNCT
biht-176	184	12	interquartile	interquartile	ADJ
biht-176	184	13	range	range	NOUN
biht-176	184	14	,	,	PUNCT
biht-176	184	15	3	3	NUM
biht-176	184	16	-	-	SYM
biht-176	184	17	21	21	NUM
biht-176	184	18	sec	sec	PROPN
biht-176	184	19	per	per	ADP
biht-176	184	20	study	study	NOUN
biht-176	184	21	)	)	PUNCT
biht-176	184	22	,	,	PUNCT
biht-176	184	23	labeling	label	VERB
biht-176	184	24	over	over	ADP
biht-176	184	25	1,000	1,000	NUM
biht-176	184	26	radiographs	radiograph	NOUN
biht-176	184	27	over	over	ADP
biht-176	184	28	7	7	NUM
biht-176	184	29	days	day	NOUN
biht-176	184	30	.	.	PUNCT
biht-176	185	1	their	their	PRON
biht-176	185	2	study	study	NOUN
biht-176	185	3	results	result	NOUN
biht-176	185	4	confirm	confirm	VERB
biht-176	185	5	that	that	SCONJ
biht-176	185	6	a	a	DET
biht-176	185	7	layout	layout	NOUN
biht-176	185	8	familiar	familiar	ADJ
biht-176	185	9	to	to	ADP
biht-176	185	10	radiologists	radiologist	NOUN
biht-176	185	11	might	might	AUX
biht-176	185	12	speed	speed	VERB
biht-176	185	13	up	up	ADP
biht-176	185	14	the	the	DET
biht-176	185	15	annotation	annotation	NOUN
biht-176	185	16	process	process	NOUN
biht-176	185	17	.	.	PUNCT
biht-176	186	1	however	however	ADV
biht-176	186	2	,	,	PUNCT
biht-176	186	3	their	their	PRON
biht-176	186	4	solution	solution	NOUN
biht-176	186	5	was	be	AUX
biht-176	186	6	limited	limit	VERB
biht-176	186	7	in	in	ADP
biht-176	186	8	terms	term	NOUN
biht-176	186	9	of	of	ADP
biht-176	186	10	scalability	scalability	NOUN
biht-176	186	11	and	and	CCONJ
biht-176	186	12	accessibility	accessibility	NOUN
biht-176	186	13	outside	outside	ADV
biht-176	186	14	of	of	ADP
biht-176	186	15	a	a	DET
biht-176	186	16	single	single	ADJ
biht-176	186	17	institution	institution	NOUN
biht-176	186	18	.	.	PUNCT
biht-176	187	1	this	this	DET
biht-176	187	2	research	research	NOUN
biht-176	187	3	study	study	NOUN
biht-176	187	4	presents	present	VERB
biht-176	187	5	the	the	DET
biht-176	187	6	development	development	NOUN
biht-176	187	7	of	of	ADP
biht-176	187	8	a	a	DET
biht-176	187	9	zero	zero	NUM
biht-176	187	10	-	-	PUNCT
biht-176	187	11	footprint	footprint	NOUN
biht-176	187	12	,	,	PUNCT
biht-176	187	13	web	web	NOUN
biht-176	187	14	-	-	PUNCT
biht-176	187	15	based	base	VERB
biht-176	187	16	tool	tool	NOUN
biht-176	187	17	that	that	PRON
biht-176	187	18	is	be	AUX
biht-176	187	19	easy	easy	ADJ
biht-176	187	20	to	to	PART
biht-176	187	21	implement	implement	VERB
biht-176	187	22	on	on	ADP
biht-176	187	23	both	both	CCONJ
biht-176	187	24	the	the	DET
biht-176	187	25	local	local	ADJ
biht-176	187	26	and	and	CCONJ
biht-176	187	27	global	global	ADJ
biht-176	187	28	scale	scale	NOUN
biht-176	187	29	.	.	PUNCT
biht-176	188	1	our	our	PRON
biht-176	188	2	approach	approach	NOUN
biht-176	188	3	suggests	suggest	VERB
biht-176	188	4	using	use	VERB
biht-176	188	5	a	a	DET
biht-176	188	6	minimal	minimal	ADJ
biht-176	188	7	number	number	NOUN
biht-176	188	8	of	of	ADP
biht-176	188	9	features	feature	NOUN
biht-176	188	10	for	for	ADP
biht-176	188	11	the	the	DET
biht-176	188	12	user	user	NOUN
biht-176	188	13	-	-	PUNCT
biht-176	188	14	friendliness	friendliness	NOUN
biht-176	188	15	of	of	ADP
biht-176	188	16	the	the	DET
biht-176	188	17	interface	interface	NOUN
biht-176	188	18	.	.	PUNCT
biht-176	189	1	furthermore	furthermore	ADV
biht-176	189	2	,	,	PUNCT
biht-176	189	3	we	we	PRON
biht-176	189	4	provide	provide	VERB
biht-176	189	5	annotators	annotator	NOUN
biht-176	189	6	with	with	ADP
biht-176	189	7	additional	additional	ADJ
biht-176	189	8	clinical	clinical	ADJ
biht-176	189	9	information	information	NOUN
biht-176	189	10	,	,	PUNCT
biht-176	189	11	including	include	VERB
biht-176	189	12	radiological	radiological	ADJ
biht-176	189	13	reports	report	NOUN
biht-176	189	14	or	or	CCONJ
biht-176	189	15	patient	patient	ADJ
biht-176	189	16	history	history	NOUN
biht-176	189	17	,	,	PUNCT
biht-176	189	18	to	to	PART
biht-176	189	19	improve	improve	VERB
biht-176	189	20	annotation	annotation	NOUN
biht-176	189	21	accuracy	accuracy	NOUN
biht-176	189	22	as	as	ADP
biht-176	189	23	an	an	DET
biht-176	189	24	option	option	NOUN
biht-176	189	25	.	.	PUNCT
biht-176	190	1	the	the	DET
biht-176	190	2	results	result	NOUN
biht-176	190	3	of	of	ADP
biht-176	190	4	high	high	ADJ
biht-176	190	5	-	-	PUNCT
biht-176	190	6	reliability	reliability	NOUN
biht-176	190	7	annotation	annotation	NOUN
biht-176	190	8	can	can	AUX
biht-176	190	9	be	be	AUX
biht-176	190	10	obtained	obtain	VERB
biht-176	190	11	by	by	ADP
biht-176	190	12	providing	provide	VERB
biht-176	190	13	annotators	annotator	NOUN
biht-176	190	14	with	with	ADP
biht-176	190	15	information	information	NOUN
biht-176	190	16	comparable	comparable	ADJ
biht-176	190	17	with	with	ADP
biht-176	190	18	the	the	DET
biht-176	190	19	real	real	ADJ
biht-176	190	20	clinical	clinical	ADJ
biht-176	190	21	environment	environment	NOUN
biht-176	190	22	.	.	PUNCT
biht-176	191	1	to	to	PART
biht-176	191	2	combat	combat	VERB
biht-176	191	3	the	the	DET
biht-176	191	4	widely	widely	ADV
biht-176	191	5	known	know	VERB
biht-176	191	6	problem	problem	NOUN
biht-176	191	7	of	of	ADP
biht-176	191	8	‘	'	PUNCT
biht-176	191	9	soft	soft	ADJ
biht-176	191	10	ground	ground	NOUN
biht-176	191	11	truth	truth	NOUN
biht-176	191	12	’	'	PUNCT
biht-176	191	13	,	,	PUNCT
biht-176	191	14	imaging	imaging	NOUN
biht-176	191	15	does	do	AUX
biht-176	191	16	not	not	PART
biht-176	191	17	always	always	ADV
biht-176	191	18	correlate	correlate	VERB
biht-176	191	19	with	with	ADP
biht-176	191	20	hidden	hide	VERB
biht-176	191	21	clinical	clinical	ADJ
biht-176	191	22	information	information	NOUN
biht-176	191	23	.	.	PUNCT
biht-176	192	1	previously	previously	ADV
biht-176	192	2	,	,	PUNCT
biht-176	192	3	a	a	DET
biht-176	192	4	few	few	ADJ
biht-176	192	5	other	other	ADJ
biht-176	192	6	image	image	NOUN
biht-176	192	7	annotation	annotation	NOUN
biht-176	192	8	tools	tool	NOUN
biht-176	192	9	were	be	AUX
biht-176	192	10	presented	present	VERB
biht-176	192	11	in	in	ADP
biht-176	192	12	the	the	DET
biht-176	192	13	literature	literature	NOUN
biht-176	192	14	.	.	PUNCT
biht-176	193	1	rubin	rubin	PROPN
biht-176	193	2	et	et	PROPN
biht-176	193	3	al	al	PROPN
biht-176	193	4	.	.	PROPN
biht-176	193	5	presented	presented	PROPN
biht-176	193	6	epad	epad	PROPN
biht-176	193	7	,	,	PUNCT
biht-176	193	8	an	an	DET
biht-176	193	9	online	online	ADJ
biht-176	193	10	platform	platform	NOUN
biht-176	193	11	for	for	ADP
biht-176	193	12	quantitative	quantitative	ADJ
biht-176	193	13	imaging	imaging	NOUN
biht-176	193	14	(	(	PUNCT
biht-176	193	15	15	15	NUM
biht-176	193	16	)	)	PUNCT
biht-176	193	17	.	.	PUNCT
biht-176	194	1	their	their	PRON
biht-176	194	2	solution	solution	NOUN
biht-176	194	3	was	be	AUX
biht-176	194	4	focused	focus	VERB
biht-176	194	5	more	more	ADV
biht-176	194	6	on	on	ADP
biht-176	194	7	clinical	clinical	ADJ
biht-176	194	8	trials	trial	NOUN
biht-176	194	9	and	and	CCONJ
biht-176	194	10	cancer	cancer	NOUN
biht-176	194	11	imaging	imaging	NOUN
biht-176	194	12	,	,	PUNCT
biht-176	194	13	providing	provide	VERB
biht-176	194	14	annotation	annotation	NOUN
biht-176	194	15	templates	template	NOUN
biht-176	194	16	for	for	ADP
biht-176	194	17	quantitative	quantitative	ADJ
biht-176	194	18	image	image	NOUN
biht-176	194	19	features	feature	NOUN
biht-176	194	20	and	and	CCONJ
biht-176	194	21	tools	tool	NOUN
biht-176	194	22	for	for	ADP
biht-176	194	23	size	size	NOUN
biht-176	194	24	measurements	measurement	NOUN
biht-176	194	25	and	and	CCONJ
biht-176	194	26	several	several	ADJ
biht-176	194	27	additional	additional	ADJ
biht-176	194	28	plugins	plugin	NOUN
biht-176	194	29	.	.	PUNCT
biht-176	195	1	the	the	DET
biht-176	195	2	proposed	propose	VERB
biht-176	195	3	platform	platform	NOUN
biht-176	195	4	did	do	AUX
biht-176	195	5	not	not	PART
biht-176	195	6	have	have	VERB
biht-176	195	7	tools	tool	NOUN
biht-176	195	8	or	or	CCONJ
biht-176	195	9	workflows	workflow	NOUN
biht-176	195	10	optimized	optimize	VERB
biht-176	195	11	specifically	specifically	ADV
biht-176	195	12	for	for	ADP
biht-176	195	13	tasks	task	NOUN
biht-176	195	14	typical	typical	ADJ
biht-176	195	15	in	in	ADP
biht-176	195	16	computer	computer	NOUN
biht-176	195	17	vision	vision	NOUN
biht-176	195	18	.	.	PUNCT
biht-176	196	1	lesiontracker	lesiontracker	PROPN
biht-176	196	2	is	be	AUX
biht-176	196	3	a	a	DET
biht-176	196	4	platform	platform	NOUN
biht-176	196	5	with	with	ADP
biht-176	196	6	very	very	ADV
biht-176	196	7	similar	similar	ADJ
biht-176	196	8	functionalities	functionality	NOUN
biht-176	196	9	,	,	PUNCT
biht-176	196	10	which	which	PRON
biht-176	196	11	is	be	AUX
biht-176	196	12	also	also	ADV
biht-176	196	13	dedicated	dedicate	VERB
biht-176	196	14	to	to	ADP
biht-176	196	15	cancer	cancer	NOUN
biht-176	196	16	imaging	imaging	NOUN
biht-176	196	17	research	research	NOUN
biht-176	196	18	(	(	PUNCT
biht-176	196	19	16	16	NUM
biht-176	196	20	)	)	PUNCT
biht-176	196	21	.	.	PUNCT
biht-176	197	1	other	other	ADJ
biht-176	197	2	developed	develop	VERB
biht-176	197	3	tools	tool	NOUN
biht-176	197	4	,	,	PUNCT
biht-176	197	5	such	such	ADJ
biht-176	197	6	as	as	ADP
biht-176	197	7	ril	ril	ADJ
biht-176	197	8	-	-	ADJ
biht-176	197	9	contour	contour	NOUN
biht-176	197	10	proposed	propose	VERB
biht-176	197	11	by	by	ADP
biht-176	197	12	philbrick	philbrick	PROPN
biht-176	197	13	et	et	PROPN
biht-176	197	14	al	al	PROPN
biht-176	197	15	.	.	PROPN
biht-176	197	16	,	,	PUNCT
biht-176	197	17	are	be	AUX
biht-176	197	18	often	often	ADV
biht-176	197	19	more	more	ADJ
biht-176	197	20	task	task	NOUN
biht-176	197	21	specific	specific	ADJ
biht-176	197	22	(	(	PUNCT
biht-176	197	23	17	17	NUM
biht-176	197	24	)	)	PUNCT
biht-176	197	25	.	.	PUNCT
biht-176	198	1	the	the	DET
biht-176	198	2	authors	author	NOUN
biht-176	198	3	presented	present	VERB
biht-176	198	4	software	software	NOUN
biht-176	198	5	focused	focus	VERB
biht-176	198	6	on	on	ADP
biht-176	198	7	volumetric	volumetric	NOUN
biht-176	198	8	annotation	annotation	NOUN
biht-176	198	9	,	,	PUNCT
biht-176	198	10	especially	especially	ADV
biht-176	198	11	image	image	NOUN
biht-176	198	12	segmentation	segmentation	NOUN
biht-176	198	13	.	.	PUNCT
biht-176	199	1	they	they	PRON
biht-176	199	2	also	also	ADV
biht-176	199	3	included	include	VERB
biht-176	199	4	using	use	VERB
biht-176	199	5	locally	locally	ADV
biht-176	199	6	developed	develop	VERB
biht-176	199	7	ai	ai	NOUN
biht-176	199	8	models	model	NOUN
biht-176	199	9	and	and	CCONJ
biht-176	199	10	displaying	display	VERB
biht-176	199	11	saliency	saliency	NOUN
biht-176	199	12	maps	map	NOUN
biht-176	199	13	to	to	PART
biht-176	199	14	understand	understand	VERB
biht-176	199	15	model	model	NOUN
biht-176	199	16	interference	interference	NOUN
biht-176	199	17	better	well	ADV
biht-176	199	18	.	.	PUNCT
biht-176	200	1	however	however	ADV
biht-176	200	2	,	,	PUNCT
biht-176	200	3	their	their	PRON
biht-176	200	4	solution	solution	NOUN
biht-176	200	5	is	be	AUX
biht-176	200	6	not	not	PART
biht-176	200	7	web	web	NOUN
biht-176	200	8	-	-	PUNCT
biht-176	200	9	based	base	VERB
biht-176	200	10	and	and	CCONJ
biht-176	200	11	synchronized	synchronize	VERB
biht-176	200	12	,	,	PUNCT
biht-176	200	13	which	which	PRON
biht-176	200	14	drastically	drastically	ADV
biht-176	200	15	limits	limit	VERB
biht-176	200	16	the	the	DET
biht-176	200	17	potential	potential	NOUN
biht-176	200	18	for	for	ADP
biht-176	200	19	crowdsourcing	crowdsourcing	NOUN
biht-176	200	20	annotations	annotation	NOUN
biht-176	200	21	.	.	PUNCT
biht-176	201	1	in	in	ADP
biht-176	201	2	addition	addition	NOUN
biht-176	201	3	,	,	PUNCT
biht-176	201	4	they	they	PRON
biht-176	201	5	used	use	VERB
biht-176	201	6	the	the	DET
biht-176	201	7	nifti	nifti	NOUN
biht-176	201	8	file	file	NOUN
biht-176	201	9	format	format	NOUN
biht-176	201	10	instead	instead	ADV
biht-176	201	11	of	of	ADP
biht-176	201	12	the	the	DET
biht-176	201	13	dicom	dicom	PROPN
biht-176	201	14	standard	standard	PROPN
biht-176	201	15	.	.	PUNCT
biht-176	202	1	deeplnanno	deeplnanno	PROPN
biht-176	202	2	proposed	propose	VERB
biht-176	202	3	by	by	ADP
biht-176	202	4	chen	chen	PROPN
biht-176	202	5	et	et	PROPN
biht-176	202	6	al	al	PROPN
biht-176	202	7	.	.	PROPN
biht-176	202	8	,	,	PUNCT
biht-176	202	9	which	which	PRON
biht-176	202	10	is	be	AUX
biht-176	202	11	another	another	DET
biht-176	202	12	web	web	NOUN
biht-176	202	13	-	-	PUNCT
biht-176	202	14	based	base	VERB
biht-176	202	15	system	system	NOUN
biht-176	202	16	that	that	PRON
biht-176	202	17	implements	implement	VERB
biht-176	202	18	deep	deep	ADJ
biht-176	202	19	learning	learning	NOUN
biht-176	202	20	models	model	NOUN
biht-176	202	21	inside	inside	ADP
biht-176	202	22	the	the	DET
biht-176	202	23	platform	platform	NOUN
biht-176	202	24	for	for	ADP
biht-176	202	25	pre	pre	NOUN
biht-176	202	26	-	-	NOUN
biht-176	202	27	annotation	annotation	NOUN
biht-176	202	28	(	(	PUNCT
biht-176	202	29	18	18	NUM
biht-176	202	30	)	)	PUNCT
biht-176	202	31	.	.	PUNCT
biht-176	203	1	having	having	AUX
biht-176	203	2	said	say	VERB
biht-176	203	3	that	that	SCONJ
biht-176	203	4	their	their	PRON
biht-176	203	5	solution	solution	NOUN
biht-176	203	6	is	be	AUX
biht-176	203	7	explicitly	explicitly	ADV
biht-176	203	8	dedicated	dedicate	VERB
biht-176	203	9	to	to	ADP
biht-176	203	10	lung	lung	NOUN
biht-176	203	11	nodule	nodule	NOUN
biht-176	203	12	annotation	annotation	NOUN
biht-176	203	13	in	in	ADP
biht-176	203	14	ct	ct	PROPN
biht-176	203	15	studies	study	NOUN
biht-176	203	16	.	.	PUNCT
biht-176	204	1	in	in	ADP
biht-176	204	2	contrast	contrast	NOUN
biht-176	204	3	,	,	PUNCT
biht-176	204	4	markit	markit	VERB
biht-176	204	5	attempts	attempt	NOUN
biht-176	204	6	to	to	PART
biht-176	204	7	overcome	overcome	VERB
biht-176	204	8	previous	previous	ADJ
biht-176	204	9	research	research	NOUN
biht-176	204	10	limitations	limitation	NOUN
biht-176	204	11	,	,	PUNCT
biht-176	204	12	presenting	present	VERB
biht-176	204	13	a	a	DET
biht-176	204	14	robust	robust	ADJ
biht-176	204	15	platform	platform	NOUN
biht-176	204	16	dedicated	dedicate	VERB
biht-176	204	17	to	to	ADP
biht-176	204	18	cnn	cnn	PROPN
biht-176	204	19	-	-	PUNCT
biht-176	204	20	based	base	VERB
biht-176	204	21	ml	ml	NOUN
biht-176	204	22	or	or	CCONJ
biht-176	204	23	ai	ai	VERB
biht-176	204	24	research	research	NOUN
biht-176	204	25	in	in	ADP
biht-176	204	26	the	the	DET
biht-176	204	27	medical	medical	ADJ
biht-176	204	28	imaging	imaging	NOUN
biht-176	204	29	field	field	NOUN
biht-176	204	30	.	.	PUNCT
biht-176	205	1	connecting	connect	VERB
biht-176	205	2	multiple	multiple	ADJ
biht-176	205	3	restful	restful	ADJ
biht-176	205	4	services	service	NOUN
biht-176	205	5	allows	allow	VERB
biht-176	205	6	this	this	DET
biht-176	205	7	platform	platform	NOUN
biht-176	205	8	to	to	PART
biht-176	205	9	scale	scale	VERB
biht-176	205	10	and	and	CCONJ
biht-176	205	11	rapidly	rapidly	ADV
biht-176	205	12	increase	increase	VERB
biht-176	205	13	further	further	ADJ
biht-176	205	14	functionality	functionality	NOUN
biht-176	205	15	.	.	PUNCT
biht-176	206	1	the	the	DET
biht-176	206	2	blockchain	blockchain	PROPN
biht-176	206	3	technology	technology	PROPN
biht-176	206	4	has	have	AUX
biht-176	206	5	been	be	AUX
biht-176	206	6	widely	widely	ADV
biht-176	206	7	recognized	recognize	VERB
biht-176	206	8	to	to	PART
biht-176	206	9	deliver	deliver	VERB
biht-176	206	10	decentralization	decentralization	NOUN
biht-176	206	11	and	and	CCONJ
biht-176	206	12	transparency	transparency	NOUN
biht-176	206	13	to	to	ADP
biht-176	206	14	solutions	solution	NOUN
biht-176	206	15	in	in	ADP
biht-176	206	16	many	many	ADJ
biht-176	206	17	areas	area	NOUN
biht-176	206	18	.	.	PUNCT
biht-176	207	1	some	some	DET
biht-176	207	2	attempts	attempt	NOUN
biht-176	207	3	have	have	AUX
biht-176	207	4	been	be	AUX
biht-176	207	5	made	make	VERB
biht-176	207	6	in	in	ADP
biht-176	207	7	medicine	medicine	NOUN
biht-176	207	8	to	to	PART
biht-176	207	9	utilize	utilize	VERB
biht-176	207	10	those	those	DET
biht-176	207	11	benefits	benefit	NOUN
biht-176	207	12	,	,	PUNCT
biht-176	207	13	mostly	mostly	ADV
biht-176	207	14	when	when	SCONJ
biht-176	207	15	handling	handle	VERB
biht-176	207	16	electronic	electronic	ADJ
biht-176	207	17	health	health	NOUN
biht-176	207	18	records	record	NOUN
biht-176	207	19	,	,	PUNCT
biht-176	207	20	promising	promise	VERB
biht-176	207	21	better	well	ADJ
biht-176	207	22	management	management	NOUN
biht-176	207	23	for	for	ADP
biht-176	207	24	data	datum	NOUN
biht-176	207	25	ownership	ownership	NOUN
biht-176	207	26	,	,	PUNCT
biht-176	207	27	sharing	sharing	NOUN
biht-176	207	28	,	,	PUNCT
biht-176	207	29	or	or	CCONJ
biht-176	207	30	authorization	authorization	NOUN
biht-176	207	31	(	(	PUNCT
biht-176	207	32	19	19	NUM
biht-176	207	33	)	)	PUNCT
biht-176	207	34	.	.	PUNCT
biht-176	208	1	nevertheless	nevertheless	ADV
biht-176	208	2	,	,	PUNCT
biht-176	208	3	only	only	ADV
biht-176	208	4	rarely	rarely	ADV
biht-176	208	5	attempts	attempt	VERB
biht-176	208	6	to	to	PART
biht-176	208	7	utilize	utilize	VERB
biht-176	208	8	blockchain	blockchain	PROPN
biht-176	208	9	have	have	AUX
biht-176	208	10	resulted	result	VERB
biht-176	208	11	in	in	ADP
biht-176	208	12	developing	develop	VERB
biht-176	208	13	a	a	DET
biht-176	208	14	tool	tool	NOUN
biht-176	208	15	useful	useful	ADJ
biht-176	208	16	in	in	ADP
biht-176	208	17	the	the	DET
biht-176	208	18	clinical	clinical	ADJ
biht-176	208	19	setting	setting	NOUN
biht-176	208	20	.	.	PUNCT
biht-176	209	1	our	our	PRON
biht-176	209	2	experiments	experiment	NOUN
biht-176	209	3	explored	explore	VERB
biht-176	209	4	how	how	SCONJ
biht-176	209	5	the	the	DET
biht-176	209	6	blockchain	blockchain	PROPN
biht-176	209	7	technology	technology	NOUN
biht-176	209	8	could	could	AUX
biht-176	209	9	encourage	encourage	VERB
biht-176	209	10	transparency	transparency	NOUN
biht-176	209	11	and	and	CCONJ
biht-176	209	12	trust	trust	NOUN
biht-176	209	13	when	when	SCONJ
biht-176	209	14	crowdsourcing	crowdsourcing	NOUN
biht-176	209	15	annotations	annotation	NOUN
biht-176	209	16	are	be	AUX
biht-176	209	17	practiced	practice	VERB
biht-176	209	18	by	by	ADP
biht-176	209	19	saving	save	VERB
biht-176	209	20	their	their	PRON
biht-176	209	21	activity	activity	NOUN
biht-176	209	22	in	in	ADP
biht-176	209	23	an	an	DET
biht-176	209	24	immutable	immutable	ADJ
biht-176	209	25	ledger	ledger	NOUN
biht-176	209	26	.	.	PUNCT
biht-176	210	1	the	the	DET
biht-176	210	2	blockchain	blockchain	PROPN
biht-176	210	3	technology	technology	PROPN
biht-176	210	4	has	have	VERB
biht-176	210	5	the	the	DET
biht-176	210	6	advantage	advantage	NOUN
biht-176	210	7	of	of	ADP
biht-176	210	8	defending	defend	VERB
biht-176	210	9	against	against	ADP
biht-176	210	10	data	datum	NOUN
biht-176	210	11	manipulation	manipulation	NOUN
biht-176	210	12	without	without	ADP
biht-176	210	13	the	the	DET
biht-176	210	14	installation	installation	NOUN
biht-176	210	15	of	of	ADP
biht-176	210	16	an	an	DET
biht-176	210	17	additional	additional	ADJ
biht-176	210	18	security	security	NOUN
biht-176	210	19	system	system	NOUN
biht-176	210	20	.	.	PUNCT
biht-176	211	1	we	we	PRON
biht-176	211	2	could	could	AUX
biht-176	211	3	achieve	achieve	VERB
biht-176	211	4	security	security	NOUN
biht-176	211	5	for	for	ADP
biht-176	211	6	image	image	NOUN
biht-176	211	7	upload	upload	VERB
biht-176	211	8	or	or	CCONJ
biht-176	211	9	annotation	annotation	NOUN
biht-176	211	10	record	record	NOUN
biht-176	211	11	modulation	modulation	NOUN
biht-176	211	12	without	without	ADP
biht-176	211	13	compromising	compromise	VERB
biht-176	211	14	user	user	NOUN
biht-176	211	15	convenience	convenience	NOUN
biht-176	211	16	.	.	PUNCT
biht-176	212	1	in	in	ADP
biht-176	212	2	the	the	DET
biht-176	212	3	future	future	NOUN
biht-176	212	4	,	,	PUNCT
biht-176	212	5	blockchain	blockchain	PROPN
biht-176	212	6	might	might	AUX
biht-176	212	7	give	give	VERB
biht-176	212	8	incentives	incentive	NOUN
biht-176	212	9	for	for	ADP
biht-176	212	10	annotators	annotator	NOUN
biht-176	212	11	or	or	CCONJ
biht-176	212	12	inspire	inspire	VERB
biht-176	212	13	anonymous	anonymous	ADJ
biht-176	212	14	data	datum	NOUN
biht-176	212	15	sharing	sharing	NOUN
biht-176	212	16	.	.	PUNCT
biht-176	213	1	it	it	PRON
biht-176	213	2	is	be	AUX
biht-176	213	3	still	still	ADV
biht-176	213	4	not	not	PART
biht-176	213	5	fully	fully	ADV
biht-176	213	6	clear	clear	ADJ
biht-176	213	7	when	when	SCONJ
biht-176	213	8	and	and	CCONJ
biht-176	213	9	where	where	SCONJ
biht-176	213	10	the	the	DET
biht-176	213	11	blockchain	blockchain	PROPN
biht-176	213	12	technology	technology	PROPN
biht-176	213	13	might	might	AUX
biht-176	213	14	serve	serve	VERB
biht-176	213	15	better	well	ADJ
biht-176	213	16	than	than	ADP
biht-176	213	17	the	the	DET
biht-176	213	18	standard	standard	ADJ
biht-176	213	19	approaches	approach	NOUN
biht-176	213	20	(	(	PUNCT
biht-176	213	21	e.g.	e.g.	ADV
biht-176	213	22	traditional	traditional	ADJ
biht-176	213	23	databases	database	NOUN
biht-176	213	24	)	)	PUNCT
biht-176	213	25	in	in	ADP
biht-176	213	26	radiological	radiological	ADJ
biht-176	213	27	tools	tool	NOUN
biht-176	213	28	,	,	PUNCT
biht-176	213	29	but	but	CCONJ
biht-176	213	30	further	further	ADJ
biht-176	213	31	research	research	NOUN
biht-176	213	32	will	will	AUX
biht-176	213	33	most	most	ADV
biht-176	213	34	likely	likely	ADV
biht-176	213	35	maximize	maximize	VERB
biht-176	213	36	their	their	PRON
biht-176	213	37	benefits	benefit	NOUN
biht-176	213	38	.	.	PUNCT
biht-176	214	1	currently	currently	ADV
biht-176	214	2	,	,	PUNCT
biht-176	214	3	markit	markit	NOUN
biht-176	214	4	still	still	ADV
biht-176	214	5	has	have	VERB
biht-176	214	6	a	a	DET
biht-176	214	7	few	few	ADJ
biht-176	214	8	limitations	limitation	NOUN
biht-176	214	9	.	.	PUNCT
biht-176	215	1	first	first	ADV
biht-176	215	2	,	,	PUNCT
biht-176	215	3	our	our	PRON
biht-176	215	4	software	software	NOUN
biht-176	215	5	does	do	AUX
biht-176	215	6	not	not	PART
biht-176	215	7	yet	yet	ADV
biht-176	215	8	include	include	VERB
biht-176	215	9	tools	tool	NOUN
biht-176	215	10	for	for	ADP
biht-176	215	11	image	image	NOUN
biht-176	215	12	segmentation	segmentation	NOUN
biht-176	215	13	.	.	PUNCT
biht-176	216	1	although	although	SCONJ
biht-176	216	2	cornerstone.js	cornerstone.js	PRON
biht-176	216	3	library	library	NOUN
biht-176	216	4	does	do	AUX
biht-176	216	5	offer	offer	VERB
biht-176	216	6	basic	basic	ADJ
biht-176	216	7	segmentation	segmentation	NOUN
biht-176	216	8	tools	tool	NOUN
biht-176	216	9	,	,	PUNCT
biht-176	216	10	we	we	PRON
biht-176	216	11	believe	believe	VERB
biht-176	216	12	that	that	SCONJ
biht-176	216	13	other	other	ADJ
biht-176	216	14	tools	tool	NOUN
biht-176	216	15	,	,	PUNCT
biht-176	216	16	such	such	ADJ
biht-176	216	17	as	as	ADP
biht-176	216	18	3d	3d	NUM
biht-176	216	19	slicer	slicer	NOUN
biht-176	216	20	,	,	PUNCT
biht-176	216	21	are	be	AUX
biht-176	216	22	more	more	ADV
biht-176	216	23	appropriate	appropriate	ADJ
biht-176	216	24	for	for	ADP
biht-176	216	25	complex	complex	ADJ
biht-176	216	26	image	image	NOUN
biht-176	216	27	segmentation	segmentation	NOUN
biht-176	216	28	,	,	PUNCT
biht-176	216	29	which	which	PRON
biht-176	216	30	often	often	ADV
biht-176	216	31	requires	require	VERB
biht-176	216	32	more	more	ADJ
biht-176	216	33	complex	complex	ADJ
biht-176	216	34	workflow	workflow	NOUN
biht-176	216	35	and	and	CCONJ
biht-176	216	36	multiple	multiple	ADJ
biht-176	216	37	manual	manual	NOUN
biht-176	216	38	and/or	and/or	CCONJ
biht-176	216	39	semi	semi	ADJ
biht-176	216	40	-	-	ADJ
biht-176	216	41	automatic	automatic	ADJ
biht-176	216	42	segmentation	segmentation	NOUN
biht-176	216	43	processes	process	NOUN
biht-176	216	44	.	.	PUNCT
biht-176	217	1	second	second	ADJ
biht-176	217	2	,	,	PUNCT
biht-176	217	3	at	at	ADP
biht-176	217	4	present	present	ADJ
biht-176	217	5	,	,	PUNCT
biht-176	217	6	our	our	PRON
biht-176	217	7	platform	platform	NOUN
biht-176	217	8	does	do	AUX
biht-176	217	9	not	not	PART
biht-176	217	10	fully	fully	ADV
biht-176	217	11	support	support	VERB
biht-176	217	12	volumetric	volumetric	NOUN
biht-176	217	13	images	image	NOUN
biht-176	217	14	and	and	CCONJ
biht-176	217	15	non	non	ADJ
biht-176	217	16	-	-	ADJ
biht-176	217	17	image	image	ADJ
biht-176	217	18	dicom	dicom	NOUN
biht-176	217	19	instances	instance	NOUN
biht-176	217	20	,	,	PUNCT
biht-176	217	21	such	such	ADJ
biht-176	217	22	as	as	ADP
biht-176	217	23	dicom	dicom	NOUN
biht-176	217	24	-	-	PUNCT
biht-176	217	25	seg	seg	PROPN
biht-176	217	26	and	and	CCONJ
biht-176	217	27	dicom	dicom	PROPN
biht-176	217	28	-	-	PUNCT
biht-176	217	29	sr	sr	PROPN
biht-176	217	30	.	.	PUNCT
biht-176	218	1	finally	finally	ADV
biht-176	218	2	,	,	PUNCT
biht-176	218	3	although	although	SCONJ
biht-176	218	4	markit	markit	NOUN
biht-176	218	5	enables	enable	VERB
biht-176	218	6	users	user	NOUN
biht-176	218	7	to	to	PART
biht-176	218	8	upload	upload	VERB
biht-176	218	9	dicom	dicom	NOUN
biht-176	218	10	and	and	CCONJ
biht-176	218	11	non	non	ADJ
biht-176	218	12	-	-	ADJ
biht-176	218	13	dicom	dicom	ADJ
biht-176	218	14	(	(	PUNCT
biht-176	218	15	e.g.	e.g.	ADV
biht-176	218	16	jpg	jpg	NOUN
biht-176	218	17	)	)	PUNCT
biht-176	218	18	image	image	NOUN
biht-176	218	19	files	file	NOUN
biht-176	218	20	,	,	PUNCT
biht-176	218	21	several	several	ADJ
biht-176	218	22	other	other	ADJ
biht-176	218	23	simple	simple	ADJ
biht-176	218	24	imaging	imaging	NOUN
biht-176	218	25	formats	format	NOUN
biht-176	218	26	are	be	AUX
biht-176	218	27	commonly	commonly	ADV
biht-176	218	28	used	use	VERB
biht-176	218	29	in	in	ADP
biht-176	218	30	the	the	DET
biht-176	218	31	radiology	radiology	NOUN
biht-176	218	32	research	research	NOUN
biht-176	218	33	community	community	NOUN
biht-176	218	34	,	,	PUNCT
biht-176	218	35	for	for	ADP
biht-176	218	36	example	example	NOUN
biht-176	218	37	,	,	PUNCT
biht-176	218	38	nifti	nifti	NOUN
biht-176	218	39	(	(	PUNCT
biht-176	218	40	especially	especially	ADV
biht-176	218	41	in	in	ADP
biht-176	218	42	the	the	DET
biht-176	218	43	neuroimaging	neuroimaging	NOUN
biht-176	218	44	community	community	NOUN
biht-176	218	45	)	)	PUNCT
biht-176	218	46	or	or	CCONJ
biht-176	218	47	nrrd	nrrd	PROPN
biht-176	218	48	(	(	PUNCT
biht-176	218	49	nearly	nearly	ADV
biht-176	218	50	raw	raw	ADJ
biht-176	218	51	raster	raster	NOUN
biht-176	218	52	data	data	PROPN
biht-176	218	53	)	)	PUNCT
biht-176	218	54	.	.	PUNCT
biht-176	219	1	as	as	SCONJ
biht-176	219	2	this	this	DET
biht-176	219	3	study	study	NOUN
biht-176	219	4	was	be	AUX
biht-176	219	5	conducted	conduct	VERB
biht-176	219	6	by	by	ADP
biht-176	219	7	three	three	NUM
biht-176	219	8	radiologists	radiologist	NOUN
biht-176	219	9	of	of	ADP
biht-176	219	10	similar	similar	ADJ
biht-176	219	11	levels	level	NOUN
biht-176	219	12	belonging	belong	VERB
biht-176	219	13	to	to	ADP
biht-176	219	14	a	a	DET
biht-176	219	15	hospital	hospital	NOUN
biht-176	219	16	,	,	PUNCT
biht-176	219	17	it	it	PRON
biht-176	219	18	would	would	AUX
biht-176	219	19	be	be	AUX
biht-176	219	20	exciting	exciting	ADJ
biht-176	219	21	to	to	PART
biht-176	219	22	see	see	VERB
biht-176	219	23	how	how	SCONJ
biht-176	219	24	annotators	annotator	NOUN
biht-176	219	25	of	of	ADP
biht-176	219	26	various	various	ADJ
biht-176	219	27	hospitals	hospital	NOUN
biht-176	219	28	’	'	PUNCT
biht-176	219	29	at	at	ADP
biht-176	219	30	different	different	ADJ
biht-176	219	31	levels	level	NOUN
biht-176	219	32	participated	participate	VERB
biht-176	219	33	.	.	PUNCT
biht-176	220	1	although	although	SCONJ
biht-176	220	2	not	not	PART
biht-176	220	3	yet	yet	ADV
biht-176	220	4	realized	realize	VERB
biht-176	220	5	,	,	PUNCT
biht-176	220	6	the	the	DET
biht-176	220	7	blockchain	blockchain	PROPN
biht-176	220	8	technology	technology	PROPN
biht-176	220	9	will	will	AUX
biht-176	220	10	enable	enable	VERB
biht-176	220	11	us	we	PRON
biht-176	220	12	to	to	PART
biht-176	220	13	obtain	obtain	VERB
biht-176	220	14	a	a	DET
biht-176	220	15	free	free	ADJ
biht-176	220	16	and	and	CCONJ
biht-176	220	17	fair	fair	ADJ
biht-176	220	18	data	datum	NOUN
biht-176	220	19	exchange	exchange	NOUN
biht-176	220	20	system	system	NOUN
biht-176	220	21	among	among	ADP
biht-176	220	22	researchers	researcher	NOUN
biht-176	220	23	in	in	ADP
biht-176	220	24	the	the	DET
biht-176	220	25	near	near	ADJ
biht-176	220	26	future	future	NOUN
biht-176	220	27	.	.	PUNCT
biht-176	221	1	currently	currently	ADV
biht-176	221	2	,	,	PUNCT
biht-176	221	3	most	most	ADJ
biht-176	221	4	of	of	ADP
biht-176	221	5	the	the	DET
biht-176	221	6	data	datum	NOUN
biht-176	221	7	are	be	AUX
biht-176	221	8	owned	own	VERB
biht-176	221	9	by	by	ADP
biht-176	221	10	healthcare	healthcare	NOUN
biht-176	221	11	providers	provider	NOUN
biht-176	221	12	,	,	PUNCT
biht-176	221	13	major	major	ADJ
biht-176	221	14	national	national	ADJ
biht-176	221	15	research	research	NOUN
biht-176	221	16	institutes	institute	NOUN
biht-176	221	17	,	,	PUNCT
biht-176	221	18	and	and	CCONJ
biht-176	221	19	large	large	ADJ
biht-176	221	20	research	research	NOUN
biht-176	221	21	institutes	institute	NOUN
biht-176	221	22	.	.	PUNCT
biht-176	222	1	ultimately	ultimately	ADV
biht-176	222	2	,	,	PUNCT
biht-176	222	3	sharing	share	VERB
biht-176	222	4	all	all	DET
biht-176	222	5	data	datum	NOUN
biht-176	222	6	without	without	ADP
biht-176	222	7	condition	condition	NOUN
biht-176	222	8	will	will	AUX
biht-176	222	9	help	help	VERB
biht-176	222	10	create	create	VERB
biht-176	222	11	a	a	DET
biht-176	222	12	new	new	ADJ
biht-176	222	13	value	value	NOUN
biht-176	222	14	.	.	PUNCT
biht-176	223	1	still	still	ADV
biht-176	223	2	,	,	PUNCT
biht-176	223	3	it	it	PRON
biht-176	223	4	would	would	AUX
biht-176	223	5	not	not	PART
biht-176	223	6	be	be	AUX
biht-176	223	7	easy	easy	ADJ
biht-176	223	8	to	to	PART
biht-176	223	9	actively	actively	ADV
biht-176	223	10	share	share	VERB
biht-176	223	11	data	datum	NOUN
biht-176	223	12	without	without	ADP
biht-176	223	13	compensation	compensation	NOUN
biht-176	223	14	for	for	ADP
biht-176	223	15	intellectual	intellectual	ADJ
biht-176	223	16	labor	labor	NOUN
biht-176	223	17	,	,	PUNCT
biht-176	223	18	such	such	ADJ
biht-176	223	19	as	as	ADP
biht-176	223	20	annotation	annotation	NOUN
biht-176	223	21	and	and	CCONJ
biht-176	223	22	curation	curation	NOUN
biht-176	223	23	,	,	PUNCT
biht-176	223	24	reflecting	reflect	VERB
biht-176	223	25	the	the	DET
biht-176	223	26	benefits	benefit	NOUN
biht-176	223	27	of	of	ADP
biht-176	223	28	the	the	DET
biht-176	223	29	institution	institution	NOUN
biht-176	223	30	that	that	PRON
biht-176	223	31	owns	own	VERB
biht-176	223	32	it	it	PRON
biht-176	223	33	.	.	PUNCT
biht-176	224	1	we	we	PRON
biht-176	224	2	aim	aim	VERB
biht-176	224	3	to	to	PART
biht-176	224	4	continue	continue	VERB
biht-176	224	5	to	to	PART
biht-176	224	6	improve	improve	VERB
biht-176	224	7	the	the	DET
biht-176	224	8	markit	markit	NOUN
biht-176	224	9	system	system	NOUN
biht-176	224	10	and	and	CCONJ
biht-176	224	11	leverage	leverage	VERB
biht-176	224	12	the	the	DET
biht-176	224	13	potential	potential	NOUN
biht-176	224	14	of	of	ADP
biht-176	224	15	blockchain	blockchain	PROPN
biht-176	224	16	technology	technology	PROPN
biht-176	224	17	to	to	PART
biht-176	224	18	reflect	reflect	VERB
biht-176	224	19	the	the	DET
biht-176	224	20	value	value	NOUN
biht-176	224	21	of	of	ADP
biht-176	224	22	the	the	DET
biht-176	224	23	data	datum	NOUN
biht-176	224	24	and	and	CCONJ
biht-176	224	25	use	use	VERB
biht-176	224	26	it	it	PRON
biht-176	224	27	as	as	ADP
biht-176	224	28	a	a	DET
biht-176	224	29	currency	currency	NOUN
biht-176	224	30	for	for	ADP
biht-176	224	31	data	data	NOUN
biht-176	224	32	transactions	transaction	NOUN
biht-176	224	33	in	in	ADP
biht-176	224	34	the	the	DET
biht-176	224	35	near	near	ADJ
biht-176	224	36	future	future	NOUN
biht-176	224	37	.	.	PUNCT
biht-176	225	1	the	the	DET
biht-176	225	2	issuance	issuance	NOUN
biht-176	225	3	of	of	ADP
biht-176	225	4	currencies	currency	NOUN
biht-176	225	5	with	with	ADP
biht-176	225	6	a	a	DET
biht-176	225	7	specific	specific	ADJ
biht-176	225	8	purpose	purpose	NOUN
biht-176	225	9	for	for	ADP
biht-176	225	10	data	datum	NOUN
biht-176	225	11	exchange	exchange	NOUN
biht-176	225	12	may	may	AUX
biht-176	225	13	also	also	ADV
biht-176	225	14	help	help	VERB
biht-176	225	15	in	in	ADP
biht-176	225	16	data	datum	NOUN
biht-176	225	17	acquisition	acquisition	NOUN
biht-176	225	18	for	for	ADP
biht-176	225	19	ai	ai	PROPN
biht-176	225	20	development	development	NOUN
biht-176	225	21	while	while	SCONJ
biht-176	225	22	being	be	AUX
biht-176	225	23	less	less	ADV
biht-176	225	24	likely	likely	ADJ
biht-176	225	25	to	to	PART
biht-176	225	26	cause	cause	VERB
biht-176	225	27	ethical	ethical	ADJ
biht-176	225	28	problems	problem	NOUN
biht-176	225	29	related	relate	VERB
biht-176	225	30	to	to	ADP
biht-176	225	31	data	data	NOUN
biht-176	225	32	ownership	ownership	NOUN
biht-176	225	33	issues	issue	NOUN
biht-176	225	34	.	.	PUNCT
biht-176	226	1	http://dx.doi.org/10.30953/bhty.v4.176	http://dx.doi.org/10.30953/bhty.v4.176	NOUN
biht-176	226	2	http://cornerstone.js	http://cornerstone.js	PROPN
biht-176	226	3	citation	citation	NOUN
biht-176	226	4	:	:	PUNCT
biht-176	226	5	blockchain	blockchain	NOUN
biht-176	226	6	in	in	ADP
biht-176	226	7	healthcare	healthcare	NOUN
biht-176	226	8	today	today	NOUN
biht-176	226	9	2021	2021	NUM
biht-176	226	10	,	,	PUNCT
biht-176	226	11	4	4	NUM
biht-176	226	12	:	:	SYM
biht-176	226	13	176	176	NUM
biht-176	226	14	http://dx.doi.org/10.30953/bhty.v4.1768	http://dx.doi.org/10.30953/bhty.v4.1768	NOUN
biht-176	226	15	(	(	PUNCT
biht-176	226	16	page	page	NOUN
biht-176	226	17	number	number	NOUN
biht-176	226	18	not	not	PART
biht-176	226	19	for	for	ADP
biht-176	226	20	citation	citation	NOUN
biht-176	226	21	purpose	purpose	NOUN
biht-176	226	22	)	)	PUNCT
biht-176	226	23	jan	jan	PROPN
biht-176	226	24	witowski	witowski	PROPN
biht-176	226	25	et	et	PROPN
biht-176	226	26	al	al	PROPN
biht-176	226	27	.	.	PROPN
biht-176	227	1	conclusions	conclusion	VERB
biht-176	227	2	the	the	DET
biht-176	227	3	value	value	NOUN
biht-176	227	4	of	of	ADP
biht-176	227	5	data	datum	NOUN
biht-176	227	6	is	be	AUX
biht-176	227	7	variable	variable	ADJ
biht-176	227	8	,	,	PUNCT
biht-176	227	9	and	and	CCONJ
biht-176	227	10	therefore	therefore	ADV
biht-176	227	11	,	,	PUNCT
biht-176	227	12	it	it	PRON
biht-176	227	13	would	would	AUX
biht-176	227	14	be	be	AUX
biht-176	227	15	challenging	challenge	VERB
biht-176	227	16	to	to	PART
biht-176	227	17	adjust	adjust	VERB
biht-176	227	18	prices	price	NOUN
biht-176	227	19	according	accord	VERB
biht-176	227	20	to	to	ADP
biht-176	227	21	supply	supply	NOUN
biht-176	227	22	and	and	CCONJ
biht-176	227	23	demand	demand	NOUN
biht-176	227	24	principles	principle	NOUN
biht-176	227	25	.	.	PUNCT
biht-176	228	1	our	our	PRON
biht-176	228	2	mathematical	mathematical	ADJ
biht-176	228	3	evaluation	evaluation	NOUN
biht-176	228	4	tool	tool	NOUN
biht-176	228	5	is	be	AUX
biht-176	228	6	based	base	VERB
biht-176	228	7	on	on	ADP
biht-176	228	8	various	various	ADJ
biht-176	228	9	factors	factor	NOUN
biht-176	228	10	,	,	PUNCT
biht-176	228	11	and	and	CCONJ
biht-176	228	12	it	it	PRON
biht-176	228	13	reflects	reflect	VERB
biht-176	228	14	the	the	DET
biht-176	228	15	accuracy	accuracy	NOUN
biht-176	228	16	of	of	ADP
biht-176	228	17	annotators	annotator	NOUN
biht-176	228	18	,	,	PUNCT
biht-176	228	19	the	the	DET
biht-176	228	20	balance	balance	NOUN
biht-176	228	21	of	of	ADP
biht-176	228	22	labels	label	NOUN
biht-176	228	23	,	,	PUNCT
biht-176	228	24	and	and	CCONJ
biht-176	228	25	the	the	DET
biht-176	228	26	depth	depth	NOUN
biht-176	228	27	of	of	ADP
biht-176	228	28	information	information	NOUN
biht-176	228	29	.	.	PUNCT
biht-176	229	1	researchers	researcher	NOUN
biht-176	229	2	can	can	AUX
biht-176	229	3	quickly	quickly	ADV
biht-176	229	4	evaluate	evaluate	VERB
biht-176	229	5	the	the	DET
biht-176	229	6	value	value	NOUN
biht-176	229	7	of	of	ADP
biht-176	229	8	a	a	DET
biht-176	229	9	dataset	dataset	NOUN
biht-176	229	10	and	and	CCONJ
biht-176	229	11	prevent	prevent	VERB
biht-176	229	12	data	datum	NOUN
biht-176	229	13	contamination	contamination	NOUN
biht-176	229	14	caused	cause	VERB
biht-176	229	15	by	by	ADP
biht-176	229	16	the	the	DET
biht-176	229	17	wrong	wrong	ADJ
biht-176	229	18	annotation	annotation	NOUN
biht-176	229	19	.	.	PUNCT
biht-176	230	1	we	we	PRON
biht-176	230	2	used	use	VERB
biht-176	230	3	the	the	DET
biht-176	230	4	mean	mean	ADJ
biht-176	230	5	annotation	annotation	NOUN
biht-176	230	6	time	time	NOUN
biht-176	230	7	to	to	PART
biht-176	230	8	measure	measure	VERB
biht-176	230	9	each	each	DET
biht-176	230	10	label	label	NOUN
biht-176	230	11	’	'	PUNCT
biht-176	230	12	’s	’s	PART
biht-176	230	13	labor	labor	NOUN
biht-176	230	14	intensity	intensity	NOUN
biht-176	230	15	,	,	PUNCT
biht-176	230	16	and	and	CCONJ
biht-176	230	17	the	the	DET
biht-176	230	18	ai	ai	PROPN
biht-176	230	19	prediction	prediction	NOUN
biht-176	230	20	value	value	NOUN
biht-176	230	21	was	be	AUX
biht-176	230	22	used	use	VERB
biht-176	230	23	to	to	PART
biht-176	230	24	estimate	estimate	VERB
biht-176	230	25	the	the	DET
biht-176	230	26	ground	ground	NOUN
biht-176	230	27	truth	truth	NOUN
biht-176	230	28	.	.	PUNCT
biht-176	231	1	owing	owe	VERB
biht-176	231	2	to	to	ADP
biht-176	231	3	the	the	DET
biht-176	231	4	nature	nature	NOUN
biht-176	231	5	of	of	ADP
biht-176	231	6	cloudsourcing	cloudsourcing	NOUN
biht-176	231	7	notations	notation	NOUN
biht-176	231	8	,	,	PUNCT
biht-176	231	9	it	it	PRON
biht-176	231	10	is	be	AUX
biht-176	231	11	difficult	difficult	ADJ
biht-176	231	12	to	to	PART
biht-176	231	13	clearly	clearly	ADV
biht-176	231	14	assess	assess	VERB
biht-176	231	15	the	the	DET
biht-176	231	16	ability	ability	NOUN
biht-176	231	17	of	of	ADP
biht-176	231	18	annotators	annotator	NOUN
biht-176	231	19	,	,	PUNCT
biht-176	231	20	leading	lead	VERB
biht-176	231	21	to	to	ADP
biht-176	231	22	problems	problem	NOUN
biht-176	231	23	in	in	ADP
biht-176	231	24	estimating	estimate	VERB
biht-176	231	25	the	the	DET
biht-176	231	26	ground	ground	NOUN
biht-176	231	27	truth	truth	NOUN
biht-176	231	28	by	by	ADP
biht-176	231	29	majority	majority	NOUN
biht-176	231	30	rule	rule	NOUN
biht-176	231	31	.	.	PUNCT
biht-176	232	1	the	the	DET
biht-176	232	2	participation	participation	NOUN
biht-176	232	3	of	of	ADP
biht-176	232	4	many	many	ADJ
biht-176	232	5	people	people	NOUN
biht-176	232	6	who	who	PRON
biht-176	232	7	do	do	AUX
biht-176	232	8	not	not	PART
biht-176	232	9	have	have	VERB
biht-176	232	10	prior	prior	ADJ
biht-176	232	11	knowledge	knowledge	NOUN
biht-176	232	12	of	of	ADP
biht-176	232	13	the	the	DET
biht-176	232	14	annotation	annotation	NOUN
biht-176	232	15	task	task	NOUN
biht-176	232	16	can	can	AUX
biht-176	232	17	cause	cause	VERB
biht-176	232	18	serious	serious	ADJ
biht-176	232	19	problems	problem	NOUN
biht-176	232	20	with	with	ADP
biht-176	232	21	data	datum	NOUN
biht-176	232	22	reliability	reliability	NOUN
biht-176	232	23	.	.	PUNCT
biht-176	233	1	it	it	PRON
biht-176	233	2	will	will	AUX
biht-176	233	3	be	be	AUX
biht-176	233	4	an	an	DET
biht-176	233	5	exciting	exciting	ADJ
biht-176	233	6	research	research	NOUN
biht-176	233	7	topic	topic	NOUN
biht-176	233	8	on	on	ADP
biht-176	233	9	how	how	SCONJ
biht-176	233	10	markit	markit	NOUN
biht-176	233	11	and	and	CCONJ
biht-176	233	12	blockchain	blockchain	PROPN
biht-176	233	13	technologies	technology	NOUN
biht-176	233	14	can	can	AUX
biht-176	233	15	induce	induce	VERB
biht-176	233	16	positive	positive	ADJ
biht-176	233	17	effects	effect	NOUN
biht-176	233	18	on	on	ADP
biht-176	233	19	crowdsourcing	crowdsource	VERB
biht-176	233	20	annotation	annotation	NOUN
biht-176	233	21	and	and	CCONJ
biht-176	233	22	data	datum	NOUN
biht-176	233	23	exchanges	exchange	NOUN
biht-176	233	24	.	.	PUNCT
biht-176	234	1	we	we	PRON
biht-176	234	2	presented	present	VERB
biht-176	234	3	a	a	DET
biht-176	234	4	collaborative	collaborative	ADJ
biht-176	234	5	annotation	annotation	NOUN
biht-176	234	6	platform	platform	NOUN
biht-176	234	7	dedicated	dedicate	VERB
biht-176	234	8	to	to	ADP
biht-176	234	9	medical	medical	ADJ
biht-176	234	10	imaging	imaging	NOUN
biht-176	234	11	.	.	PUNCT
biht-176	235	1	the	the	DET
biht-176	235	2	markit	markit	NOUN
biht-176	235	3	system	system	NOUN
biht-176	235	4	efficiently	efficiently	ADV
biht-176	235	5	performs	perform	VERB
biht-176	235	6	crowdsourcing	crowdsource	VERB
biht-176	235	7	annotation	annotation	NOUN
biht-176	235	8	and	and	CCONJ
biht-176	235	9	provides	provide	VERB
biht-176	235	10	indicators	indicator	NOUN
biht-176	235	11	to	to	PART
biht-176	235	12	evaluate	evaluate	VERB
biht-176	235	13	the	the	DET
biht-176	235	14	value	value	NOUN
biht-176	235	15	of	of	ADP
biht-176	235	16	data	datum	NOUN
biht-176	235	17	and	and	CCONJ
biht-176	235	18	efforts	effort	NOUN
biht-176	235	19	of	of	ADP
biht-176	235	20	annotators	annotator	NOUN
biht-176	235	21	.	.	PUNCT
biht-176	236	1	funding	fund	VERB
biht-176	236	2	this	this	DET
biht-176	236	3	research	research	NOUN
biht-176	236	4	was	be	AUX
biht-176	236	5	conducted	conduct	VERB
biht-176	236	6	in	in	ADP
biht-176	236	7	part	part	NOUN
biht-176	236	8	with	with	ADP
biht-176	236	9	the	the	DET
biht-176	236	10	help	help	NOUN
biht-176	236	11	of	of	ADP
biht-176	236	12	medibloc	medibloc	NOUN
biht-176	236	13	and	and	CCONJ
biht-176	236	14	google	google	PROPN
biht-176	236	15	cloud	cloud	PROPN
biht-176	236	16	.	.	PUNCT
biht-176	237	1	the	the	DET
biht-176	237	2	sponsors	sponsor	NOUN
biht-176	237	3	took	take	VERB
biht-176	237	4	no	no	DET
biht-176	237	5	role	role	NOUN
biht-176	237	6	in	in	ADP
biht-176	237	7	the	the	DET
biht-176	237	8	study	study	NOUN
biht-176	237	9	design	design	NOUN
biht-176	237	10	,	,	PUNCT
biht-176	237	11	data	data	NOUN
biht-176	237	12	collection	collection	NOUN
biht-176	237	13	,	,	PUNCT
biht-176	237	14	analysis	analysis	NOUN
biht-176	237	15	,	,	PUNCT
biht-176	237	16	decision	decision	NOUN
biht-176	237	17	to	to	PART
biht-176	237	18	publish	publish	VERB
biht-176	237	19	,	,	PUNCT
biht-176	237	20	or	or	CCONJ
biht-176	237	21	manuscript	manuscript	NOUN
biht-176	237	22	preparation	preparation	NOUN
biht-176	237	23	.	.	PUNCT
biht-176	238	1	conflict	conflict	NOUN
biht-176	238	2	of	of	ADP
biht-176	238	3	interest	interest	NOUN
biht-176	238	4	the	the	DET
biht-176	238	5	authors	author	NOUN
biht-176	238	6	declare	declare	VERB
biht-176	238	7	no	no	DET
biht-176	238	8	potential	potential	ADJ
biht-176	238	9	conflicts	conflict	NOUN
biht-176	238	10	of	of	ADP
biht-176	238	11	interest	interest	NOUN
biht-176	238	12	.	.	PUNCT
biht-176	239	1	acknowledgements	acknowledgement	NOUN
biht-176	239	2	we	we	PRON
biht-176	239	3	acknowledge	acknowledge	VERB
biht-176	239	4	the	the	DET
biht-176	239	5	financial	financial	ADJ
biht-176	239	6	and	and	CCONJ
biht-176	239	7	technical	technical	ADJ
biht-176	239	8	support	support	NOUN
biht-176	239	9	of	of	ADP
biht-176	239	10	medibloc	medibloc	NOUN
biht-176	239	11	and	and	CCONJ
biht-176	239	12	the	the	DET
biht-176	239	13	massachusetts	massachusetts	PROPN
biht-176	239	14	general	general	PROPN
biht-176	239	15	hospital	hospital	PROPN
biht-176	239	16	it	it	PRON
biht-176	239	17	team	team	NOUN
biht-176	239	18	and	and	CCONJ
biht-176	239	19	dr	dr	PROPN
biht-176	239	20	.	.	PROPN
biht-176	239	21	michael	michael	PROPN
biht-176	239	22	c.	c.	PROPN
biht-176	239	23	muelly	muelly	PROPN
biht-176	239	24	(	(	PUNCT
biht-176	239	25	former	former	ADJ
biht-176	239	26	google	google	PROPN
biht-176	239	27	cloud	cloud	PROPN
biht-176	239	28	)	)	PUNCT
biht-176	239	29	in	in	ADP
biht-176	239	30	supporting	support	VERB
biht-176	239	31	this	this	DET
biht-176	239	32	study	study	NOUN
biht-176	239	33	.	.	PUNCT
biht-176	240	1	thank	thank	VERB
biht-176	240	2	you	you	PRON
biht-176	240	3	for	for	ADP
biht-176	240	4	the	the	DET
biht-176	240	5	foundational	foundational	ADJ
biht-176	240	6	research	research	NOUN
biht-176	240	7	of	of	ADP
biht-176	240	8	the	the	DET
biht-176	240	9	early	early	ADJ
biht-176	240	10	lab	lab	NOUN
biht-176	240	11	members	member	NOUN
biht-176	240	12	,	,	PUNCT
biht-176	240	13	sehyo	sehyo	ADJ
biht-176	240	14	yune	yune	PROPN
biht-176	240	15	,	,	PUNCT
biht-176	240	16	myeongchan	myeongchan	PROPN
biht-176	240	17	kim	kim	PROPN
biht-176	240	18	,	,	PUNCT
biht-176	240	19	and	and	CCONJ
biht-176	240	20	jinserk	jinserk	PROPN
biht-176	240	21	paik	paik	NOUN
biht-176	240	22	.	.	PUNCT
biht-176	241	1	thank	thank	VERB
biht-176	241	2	you	you	PRON
biht-176	241	3	to	to	ADP
biht-176	241	4	the	the	DET
biht-176	241	5	members	member	NOUN
biht-176	241	6	of	of	ADP
biht-176	241	7	dr	dr	PROPN
biht-176	241	8	.	.	PROPN
biht-176	241	9	joseph	joseph	PROPN
biht-176	241	10	schwab	schwab	PROPN
biht-176	241	11	's	's	PART
biht-176	241	12	team	team	NOUN
biht-176	241	13	(	(	PUNCT
biht-176	241	14	orthopaedic	orthopaedic	ADJ
biht-176	241	15	spine	spine	ADJ
biht-176	241	16	surgery	surgery	NOUN
biht-176	241	17	and	and	CCONJ
biht-176	241	18	spine	spine	ADJ
biht-176	241	19	oncology	oncology	NOUN
biht-176	241	20	)	)	PUNCT
biht-176	241	21	who	who	PRON
biht-176	241	22	are	be	AUX
biht-176	241	23	still	still	ADV
biht-176	241	24	actively	actively	ADV
biht-176	241	25	using	use	VERB
biht-176	241	26	markit	markit	NOUN
biht-176	241	27	.	.	PUNCT
biht-176	242	1	references	reference	NOUN
biht-176	242	2	1	1	NUM
biht-176	242	3	.	.	PUNCT
biht-176	242	4	abaho	abaho	PROPN
biht-176	242	5	m	m	PROPN
biht-176	242	6	,	,	PUNCT
biht-176	242	7	bollegala	bollegala	PROPN
biht-176	242	8	d	d	PROPN
biht-176	242	9	,	,	PUNCT
biht-176	242	10	williamson	williamson	PROPN
biht-176	242	11	p	p	PROPN
biht-176	242	12	,	,	PUNCT
biht-176	242	13	dodd	dodd	PROPN
biht-176	242	14	s.	s.	PROPN
biht-176	242	15	correcting	correct	VERB
biht-176	242	16	crowdsourced	crowdsourced	ADJ
biht-176	242	17	annotations	annotation	NOUN
biht-176	242	18	to	to	PART
biht-176	242	19	improve	improve	VERB
biht-176	242	20	detection	detection	NOUN
biht-176	242	21	of	of	ADP
biht-176	242	22	outcome	outcome	NOUN
biht-176	242	23	types	type	NOUN
biht-176	242	24	in	in	ADP
biht-176	242	25	evidence	evidence	NOUN
biht-176	242	26	based	base	VERB
biht-176	242	27	medicine	medicine	NOUN
biht-176	242	28	.	.	PUNCT
biht-176	243	1	ceur	ceur	NOUN
biht-176	243	2	workshop	workshop	NOUN
biht-176	243	3	proc	proc	NOUN
biht-176	244	1	[	[	X
biht-176	244	2	internet	internet	NOUN
biht-176	244	3	]	]	PUNCT
biht-176	244	4	.	.	PUNCT
biht-176	245	1	2019	2019	NUM
biht-176	246	1	[	[	X
biht-176	246	2	cited	cite	VERB
biht-176	246	3	10	10	NUM
biht-176	246	4	march	march	NOUN
biht-176	246	5	2021	2021	NUM
biht-176	246	6	]	]	PUNCT
biht-176	246	7	.	.	PUNCT
biht-176	247	1	available	available	ADJ
biht-176	247	2	from	from	ADP
biht-176	247	3	:	:	PUNCT
biht-176	247	4	https://livrepository.liverpool.ac.uk/3047267	https://livrepository.liverpool.ac.uk/3047267	PROPN
biht-176	247	5	2	2	NUM
biht-176	247	6	.	.	PUNCT
biht-176	248	1	greenspan	greenspan	PROPN
biht-176	248	2	h	h	PROPN
biht-176	248	3	,	,	PUNCT
biht-176	248	4	van	van	PROPN
biht-176	248	5	ginneken	ginneken	PROPN
biht-176	248	6	b	b	PROPN
biht-176	248	7	,	,	PUNCT
biht-176	248	8	summers	summers	PROPN
biht-176	248	9	rm	rm	PROPN
biht-176	248	10	.	.	PUNCT
biht-176	248	11	guest	guest	PROPN
biht-176	248	12	editorial	editorial	NOUN
biht-176	248	13	deep	deep	ADJ
biht-176	248	14	learning	learning	NOUN
biht-176	248	15	in	in	ADP
biht-176	248	16	medical	medical	ADJ
biht-176	248	17	imaging	imaging	NOUN
biht-176	248	18	:	:	PUNCT
biht-176	248	19	overview	overview	NOUN
biht-176	248	20	and	and	CCONJ
biht-176	248	21	future	future	ADJ
biht-176	248	22	promise	promise	NOUN
biht-176	248	23	of	of	ADP
biht-176	248	24	an	an	DET
biht-176	248	25	exciting	exciting	ADJ
biht-176	248	26	new	new	ADJ
biht-176	248	27	technique	technique	NOUN
biht-176	248	28	.	.	PUNCT
biht-176	249	1	ieee	ieee	PROPN
biht-176	249	2	trans	trans	PROPN
biht-176	249	3	med	med	PROPN
biht-176	249	4	imaging	image	VERB
biht-176	249	5	2016	2016	NUM
biht-176	249	6	;	;	PUNCT
biht-176	249	7	35(5	35(5	NUM
biht-176	249	8	):	):	PUNCT
biht-176	249	9	1153–9	1153–9	NUM
biht-176	249	10	.	.	PUNCT
biht-176	249	11	doi	doi	NOUN
biht-176	249	12	:	:	PUNCT
biht-176	249	13	10.1109	10.1109	NUM
biht-176	249	14	/	/	SYM
biht-176	249	15	tmi.2016.2553401	tmi.2016.2553401	NUM
biht-176	249	16	3	3	NUM
biht-176	249	17	.	.	PUNCT
biht-176	249	18	albarqouni	albarqouni	PROPN
biht-176	249	19	s	s	PROPN
biht-176	249	20	,	,	PUNCT
biht-176	249	21	baur	baur	PROPN
biht-176	249	22	c	c	PROPN
biht-176	249	23	,	,	PUNCT
biht-176	249	24	achilles	achilles	PROPN
biht-176	249	25	f	f	AUX
biht-176	249	26	,	,	PUNCT
biht-176	249	27	belagiannis	belagiannis	PROPN
biht-176	249	28	v	v	NOUN
biht-176	249	29	,	,	PUNCT
biht-176	249	30	demirci	demirci	VERB
biht-176	249	31	s	s	PROPN
biht-176	249	32	,	,	PUNCT
biht-176	249	33	navab	navab	PROPN
biht-176	249	34	n.	n.	PROPN
biht-176	249	35	aggnet	aggnet	PROPN
biht-176	249	36	:	:	PUNCT
biht-176	249	37	deep	deep	ADJ
biht-176	249	38	learning	learning	NOUN
biht-176	249	39	from	from	ADP
biht-176	249	40	crowds	crowd	NOUN
biht-176	249	41	for	for	ADP
biht-176	249	42	mitosis	mitosis	NOUN
biht-176	249	43	detection	detection	NOUN
biht-176	249	44	in	in	ADP
biht-176	249	45	breast	breast	NOUN
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biht-176	250	7	35(5	35(5	NUM
biht-176	250	8	):	):	PUNCT
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biht-176	250	10	.	.	PUNCT
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biht-176	251	7	.	.	PUNCT
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biht-176	252	6	,	,	PUNCT
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biht-176	252	9	,	,	PUNCT
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biht-176	252	13	halpern	halpern	PROPN
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biht-176	252	15	,	,	PUNCT
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biht-176	252	18	,	,	PUNCT
biht-176	252	19	et	et	PROPN
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biht-176	252	21	.	.	PUNCT
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biht-176	253	16	.	.	PUNCT
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biht-176	254	4	;	;	PUNCT
biht-176	254	5	20(8	20(8	NUM
biht-176	254	6	):	):	PUNCT
biht-176	254	7	1952–7	1952–7	NUM
biht-176	254	8	.	.	PUNCT
biht-176	254	9	doi	doi	NOUN
biht-176	254	10	:	:	PUNCT
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biht-176	254	13	-	-	PUNCT
biht-176	254	14	010	010	NUM
biht-176	254	15	-	-	PUNCT
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biht-176	254	17	-	-	SYM
biht-176	254	18	1	1	NUM
biht-176	254	19	5	5	NUM
biht-176	254	20	.	.	PUNCT
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biht-176	255	3	,	,	PUNCT
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biht-176	255	9	,	,	PUNCT
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biht-176	255	18	,	,	PUNCT
biht-176	255	19	et	et	PROPN
biht-176	255	20	al	al	PROPN
biht-176	255	21	.	.	PROPN
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biht-176	255	34	a	a	DET
biht-176	255	35	bit	bit	NOUN
biht-176	255	36	.	.	PUNCT
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biht-176	256	6	[	[	X
biht-176	256	7	internet	internet	NOUN
biht-176	256	8	]	]	PUNCT
biht-176	256	9	.	.	PUNCT
biht-176	257	1	2009	2009	NUM
biht-176	258	1	[	[	X
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biht-176	258	6	]	]	PUNCT
biht-176	258	7	.	.	PUNCT
biht-176	259	1	available	available	ADJ
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biht-176	259	5	.	.	PUNCT
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biht-176	259	10	.	.	PUNCT
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biht-176	260	6	,	,	PUNCT
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biht-176	260	9	,	,	PUNCT
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biht-176	260	19	et	et	PROPN
biht-176	260	20	 	 	SPACE
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biht-176	260	22	.	.	PUNCT
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biht-176	261	4	.	.	PUNCT
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biht-176	262	6	;	;	PUNCT
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biht-176	262	8	):	):	PUNCT
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biht-176	262	10	.	.	PUNCT
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biht-176	263	2	.	.	X
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biht-176	264	17	,	,	PUNCT
biht-176	264	18	et	et	PROPN
biht-176	264	19	al	al	PROPN
biht-176	264	20	.	.	PROPN
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biht-176	266	4	[	[	X
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biht-176	266	7	.	.	PUNCT
biht-176	267	1	2010	2010	NUM
biht-176	268	1	[	[	X
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biht-176	268	7	.	.	PUNCT
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biht-176	269	3	:	:	PUNCT
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biht-176	269	5	.	.	PUNCT
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biht-176	269	8	.	.	PUNCT
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biht-176	271	6	;	;	PUNCT
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biht-176	271	8	):	):	PUNCT
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biht-176	271	10	.	.	NOUN
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biht-176	272	2	.	.	X
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biht-176	274	1	[	[	X
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biht-176	274	4	.	.	PUNCT
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biht-176	275	1	[	[	X
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biht-176	275	7	.	.	PUNCT
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biht-176	276	5	.	.	PUNCT
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biht-176	279	5	;	;	PUNCT
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biht-176	279	7	):	):	PUNCT
biht-176	279	8	341–52	341–52	NUM
biht-176	279	9	.	.	PUNCT
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biht-176	280	6	-	-	PUNCT
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biht-176	280	8	-	-	PUNCT
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biht-176	280	10	-	-	PUNCT
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biht-176	280	13	.	.	PUNCT
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biht-176	283	1	[	[	X
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biht-176	283	5	[	[	X
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biht-176	283	11	;	;	PUNCT
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biht-176	283	13	):	):	PUNCT
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biht-176	283	15	.	.	PUNCT
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biht-176	294	7	.	.	PUNCT
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biht-176	313	4	rothenberg	rothenberg	PROPN
biht-176	313	5	s	s	PROPN
biht-176	313	6	,	,	PUNCT
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biht-176	313	8	e	e	PROPN
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biht-176	313	10	kim	kim	PROPN
biht-176	313	11	w.	w.	PROPN
biht-176	313	12	school	school	PROPN
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biht-176	313	14	block	block	NOUN
biht-176	313	15	-	-	PUNCT
biht-176	313	16	review	review	NOUN
biht-176	313	17	of	of	ADP
biht-176	313	18	blockchain	blockchain	NOUN
biht-176	313	19	for	for	ADP
biht-176	313	20	the	the	DET
biht-176	313	21	radiologists	radiologist	NOUN
biht-176	313	22	.	.	PUNCT
biht-176	314	1	acad	acad	PROPN
biht-176	314	2	radiol	radiol	NOUN
biht-176	314	3	2020	2020	NUM
biht-176	314	4	;	;	PUNCT
biht-176	314	5	27(1	27(1	NUM
biht-176	314	6	):	):	PUNCT
biht-176	315	1	47–57	47–57	NOUN
biht-176	315	2	.	.	PUNCT
biht-176	316	1	doi	doi	NOUN
biht-176	316	2	:	:	PUNCT
biht-176	316	3	10.1016	10.1016	NUM
biht-176	316	4	/	/	SYM
biht-176	316	5	j.acra.2019.06.025	j.acra.2019.06.025	PROPN
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biht-176	316	7	https://doi.org/10.1158/0008-5472.can-17-0334	https://doi.org/10.1158/0008-5472.can-17-0334	X
biht-176	316	8	https://doi.org/10.1158/0008-5472.can-17-0334	https://doi.org/10.1158/0008-5472.can-17-0334	X
biht-176	316	9	https://doi.org/10.1007/s10278-019-00232-0	https://doi.org/10.1007/s10278-019-00232-0	NOUN
biht-176	317	1	https://doi.org/10.1007/s10916-019-1258-9	https://doi.org/10.1007/s10916-019-1258-9	NUM
biht-176	317	2	https://doi.org/10.1016/j.acra.2019.06.025	https://doi.org/10.1016/j.acra.2019.06.025	PROPN