id	sid	tid	token	lemma	pos
amwa-241	1	1	v38	v38	VERB
amwa-241	1	2	n1	n1	PROPN
amwa-241	1	3	/	/	SYM
amwa-241	1	4	2023	2023	NUM
amwa-241	1	5	©	©	PROPN
amwa-241	1	6	2023	2023	NUM
amwa-241	1	7	american	american	ADJ
amwa-241	1	8	medical	medical	PROPN
amwa-241	1	9	writers	writers	PROPN
amwa-241	1	10	association	association	PROPN
amwa-241	1	11	.	.	PUNCT
amwa-241	2	1	all	all	DET
amwa-241	2	2	rights	right	NOUN
amwa-241	2	3	reserved	reserve	VERB
amwa-241	2	4	.	.	PUNCT
amwa-241	3	1	issn	issn	PROPN
amwa-241	3	2	2163	2163	NUM
amwa-241	3	3	-	-	SYM
amwa-241	3	4	5315	5315	NUM
amwa-241	3	5	amwajournal.org	amwajournal.org	X
amwa-241	3	6	30	30	NUM
amwa-241	3	7	speaker	speaker	NOUN
amwa-241	3	8	j.	j.	PROPN
amwa-241	3	9	kelly	kelly	PROPN
amwa-241	3	10	byram	byram	PROPN
amwa-241	3	11	,	,	PUNCT
amwa-241	3	12	ms	ms	PROPN
amwa-241	3	13	,	,	PUNCT
amwa-241	3	14	mba	mba	NOUN
amwa-241	3	15	,	,	PUNCT
amwa-241	3	16	els	el	NOUN
amwa-241	3	17	founder	founder	NOUN
amwa-241	3	18	and	and	CCONJ
amwa-241	3	19	ceo	ceo	NOUN
amwa-241	3	20	,	,	PUNCT
amwa-241	3	21	duke	duke	PROPN
amwa-241	3	22	city	city	PROPN
amwa-241	3	23	consulting	consulting	PROPN
amwa-241	3	24	,	,	PUNCT
amwa-241	3	25	llc	llc	PROPN
amwa-241	3	26	,	,	PUNCT
amwa-241	3	27	albuquerque	albuquerque	PROPN
amwa-241	3	28	,	,	PUNCT
amwa-241	3	29	nm	nm	NOUN
amwa-241	3	30	by	by	ADP
amwa-241	3	31	noelle	noelle	PROPN
amwa-241	3	32	ochotny	ochotny	PROPN
amwa-241	3	33	,	,	PUNCT
amwa-241	3	34	phd	phd	NOUN
amwa-241	3	35	artificial	artificial	ADJ
amwa-241	3	36	intelligence	intelligence	NOUN
amwa-241	3	37	(	(	PUNCT
amwa-241	3	38	ai	ai	NOUN
amwa-241	3	39	)	)	PUNCT
amwa-241	3	40	projects	project	NOUN
amwa-241	3	41	are	be	AUX
amwa-241	3	42	becoming	become	VERB
amwa-241	3	43	more	more	ADV
amwa-241	3	44	common	common	ADJ
amwa-241	3	45	assignments	assignment	NOUN
amwa-241	3	46	for	for	ADP
amwa-241	3	47	medical	medical	ADJ
amwa-241	3	48	communicators	communicator	NOUN
amwa-241	3	49	.	.	PUNCT
amwa-241	4	1	in	in	ADP
amwa-241	4	2	fact	fact	NOUN
amwa-241	4	3	,	,	PUNCT
amwa-241	4	4	a	a	DET
amwa-241	4	5	show	show	NOUN
amwa-241	4	6	of	of	ADP
amwa-241	4	7	hands	hand	NOUN
amwa-241	4	8	in	in	ADP
amwa-241	4	9	this	this	DET
amwa-241	4	10	session	session	NOUN
amwa-241	4	11	revealed	reveal	VERB
amwa-241	4	12	that	that	SCONJ
amwa-241	4	13	approximately	approximately	ADV
amwa-241	4	14	one	one	NUM
amwa-241	4	15	-	-	PUNCT
amwa-241	4	16	third	third	NOUN
amwa-241	4	17	of	of	ADP
amwa-241	4	18	us	we	PRON
amwa-241	4	19	have	have	AUX
amwa-241	4	20	worked	work	VERB
amwa-241	4	21	on	on	ADP
amwa-241	4	22	a	a	DET
amwa-241	4	23	project	project	NOUN
amwa-241	4	24	involving	involve	VERB
amwa-241	4	25	ai	ai	NOUN
amwa-241	4	26	and	and	CCONJ
amwa-241	4	27	,	,	PUNCT
amwa-241	4	28	among	among	ADP
amwa-241	4	29	those	those	PRON
amwa-241	4	30	who	who	PRON
amwa-241	4	31	had	have	VERB
amwa-241	4	32	not	not	PART
amwa-241	4	33	,	,	PUNCT
amwa-241	4	34	many	many	ADJ
amwa-241	4	35	anticipated	anticipate	VERB
amwa-241	4	36	they	they	PRON
amwa-241	4	37	would	would	AUX
amwa-241	4	38	in	in	ADP
amwa-241	4	39	the	the	DET
amwa-241	4	40	coming	come	VERB
amwa-241	4	41	year	year	NOUN
amwa-241	4	42	.	.	PUNCT
amwa-241	5	1	the	the	DET
amwa-241	5	2	presentation	presentation	NOUN
amwa-241	5	3	was	be	AUX
amwa-241	5	4	organized	organize	VERB
amwa-241	5	5	into	into	ADP
amwa-241	5	6	3	3	NUM
amwa-241	5	7	sections	section	NOUN
amwa-241	5	8	.	.	PUNCT
amwa-241	6	1	the	the	DET
amwa-241	6	2	first	first	ADJ
amwa-241	6	3	discusses	discuss	VERB
amwa-241	6	4	the	the	DET
amwa-241	6	5	basics	basic	NOUN
amwa-241	6	6	of	of	ADP
amwa-241	6	7	ai	ai	NOUN
amwa-241	6	8	and	and	CCONJ
amwa-241	6	9	machine	machine	NOUN
amwa-241	6	10	learning	learning	NOUN
amwa-241	6	11	(	(	PUNCT
amwa-241	6	12	ml	ml	NOUN
amwa-241	6	13	)	)	PUNCT
amwa-241	6	14	technology	technology	NOUN
amwa-241	6	15	.	.	PUNCT
amwa-241	7	1	the	the	DET
amwa-241	7	2	second	second	ADJ
amwa-241	7	3	describes	describe	VERB
amwa-241	7	4	how	how	SCONJ
amwa-241	7	5	ai	ai	VERB
amwa-241	7	6	tools	tool	NOUN
amwa-241	7	7	are	be	AUX
amwa-241	7	8	developed	develop	VERB
amwa-241	7	9	and	and	CCONJ
amwa-241	7	10	implemented	implement	VERB
amwa-241	7	11	.	.	PUNCT
amwa-241	8	1	the	the	DET
amwa-241	8	2	third	third	ADJ
amwa-241	8	3	identifies	identifie	NOUN
amwa-241	8	4	and	and	CCONJ
amwa-241	8	5	provides	provide	VERB
amwa-241	8	6	examples	example	NOUN
amwa-241	8	7	of	of	ADP
amwa-241	8	8	the	the	DET
amwa-241	8	9	current	current	ADJ
amwa-241	8	10	and	and	CCONJ
amwa-241	8	11	emerging	emerge	VERB
amwa-241	8	12	applications	application	NOUN
amwa-241	8	13	of	of	ADP
amwa-241	8	14	ai	ai	VERB
amwa-241	8	15	in	in	ADP
amwa-241	8	16	clinical	clinical	ADJ
amwa-241	8	17	research	research	NOUN
amwa-241	8	18	and	and	CCONJ
amwa-241	8	19	health	health	NOUN
amwa-241	8	20	care	care	NOUN
amwa-241	8	21	.	.	PUNCT
amwa-241	9	1	the	the	DET
amwa-241	9	2	session	session	NOUN
amwa-241	9	3	’s	’s	PART
amwa-241	9	4	focus	focus	NOUN
amwa-241	9	5	is	be	AUX
amwa-241	9	6	on	on	ADP
amwa-241	9	7	narrow	narrow	ADJ
amwa-241	9	8	ai	ai	NOUN
amwa-241	9	9	,	,	PUNCT
amwa-241	9	10	specifically	specifically	ADV
amwa-241	9	11	,	,	PUNCT
amwa-241	9	12	on	on	ADP
amwa-241	9	13	a	a	DET
amwa-241	9	14	type	type	NOUN
amwa-241	9	15	of	of	ADP
amwa-241	9	16	ml	ml	NOUN
amwa-241	9	17	called	call	VERB
amwa-241	9	18	supervised	supervised	ADJ
amwa-241	9	19	learning	learning	NOUN
amwa-241	9	20	.	.	PUNCT
amwa-241	10	1	it	it	PRON
amwa-241	10	2	is	be	AUX
amwa-241	10	3	important	important	ADJ
amwa-241	10	4	to	to	PART
amwa-241	10	5	note	note	VERB
amwa-241	10	6	that	that	SCONJ
amwa-241	10	7	not	not	PART
amwa-241	10	8	all	all	DET
amwa-241	10	9	the	the	DET
amwa-241	10	10	ai	ai	PROPN
amwa-241	10	11	health	health	NOUN
amwa-241	10	12	applications	application	NOUN
amwa-241	10	13	discussed	discuss	VERB
amwa-241	10	14	in	in	ADP
amwa-241	10	15	this	this	DET
amwa-241	10	16	session	session	NOUN
amwa-241	10	17	are	be	AUX
amwa-241	10	18	implemented	implement	VERB
amwa-241	10	19	in	in	ADP
amwa-241	10	20	health	health	NOUN
amwa-241	10	21	care	care	NOUN
amwa-241	10	22	yet	yet	ADV
amwa-241	10	23	.	.	PUNCT
amwa-241	11	1	what	what	PRON
amwa-241	11	2	are	be	AUX
amwa-241	11	3	some	some	DET
amwa-241	11	4	challenges	challenge	NOUN
amwa-241	11	5	associated	associate	VERB
amwa-241	11	6	with	with	ADP
amwa-241	11	7	ai	ai	PROPN
amwa-241	11	8	?	?	PUNCT
amwa-241	11	9	ml	ml	PROPN
amwa-241	11	10	model	model	PROPN
amwa-241	11	11	creation	creation	NOUN
amwa-241	11	12	requires	require	VERB
amwa-241	11	13	data	datum	NOUN
amwa-241	11	14	and	and	CCONJ
amwa-241	11	15	computing	computing	NOUN
amwa-241	11	16	resources	resource	NOUN
amwa-241	11	17	.	.	PUNCT
amwa-241	12	1	creating	create	VERB
amwa-241	12	2	the	the	DET
amwa-241	12	3	complexity	complexity	NOUN
amwa-241	12	4	required	require	VERB
amwa-241	12	5	for	for	ADP
amwa-241	12	6	a	a	DET
amwa-241	12	7	valid	valid	ADJ
amwa-241	12	8	ml	ml	X
amwa-241	12	9	model	model	NOUN
amwa-241	12	10	can	can	AUX
amwa-241	12	11	require	require	VERB
amwa-241	12	12	extensive	extensive	ADJ
amwa-241	12	13	resources	resource	NOUN
amwa-241	12	14	.	.	PUNCT
amwa-241	13	1	there	there	PRON
amwa-241	13	2	are	be	VERB
amwa-241	13	3	also	also	ADV
amwa-241	13	4	issues	issue	NOUN
amwa-241	13	5	with	with	ADP
amwa-241	13	6	trust	trust	NOUN
amwa-241	13	7	in	in	ADP
amwa-241	13	8	the	the	DET
amwa-241	13	9	ability	ability	NOUN
amwa-241	13	10	of	of	ADP
amwa-241	13	11	the	the	DET
amwa-241	13	12	model	model	NOUN
amwa-241	13	13	to	to	PART
amwa-241	13	14	make	make	VERB
amwa-241	13	15	correct	correct	ADJ
amwa-241	13	16	decisions	decision	NOUN
amwa-241	13	17	that	that	PRON
amwa-241	13	18	are	be	AUX
amwa-241	13	19	for	for	ADP
amwa-241	13	20	the	the	DET
amwa-241	13	21	benefit	benefit	NOUN
amwa-241	13	22	of	of	ADP
amwa-241	13	23	the	the	DET
amwa-241	13	24	patient	patient	NOUN
amwa-241	13	25	.	.	PUNCT
amwa-241	14	1	therefore	therefore	ADV
amwa-241	14	2	,	,	PUNCT
amwa-241	14	3	data	datum	NOUN
amwa-241	14	4	and	and	CCONJ
amwa-241	14	5	privacy	privacy	NOUN
amwa-241	14	6	security	security	NOUN
amwa-241	14	7	need	need	VERB
amwa-241	14	8	to	to	PART
amwa-241	14	9	be	be	AUX
amwa-241	14	10	robust	robust	ADJ
amwa-241	14	11	.	.	PUNCT
amwa-241	15	1	having	have	VERB
amwa-241	15	2	strong	strong	ADJ
amwa-241	15	3	data	datum	NOUN
amwa-241	15	4	and	and	CCONJ
amwa-241	15	5	privacy	privacy	NOUN
amwa-241	15	6	security	security	NOUN
amwa-241	15	7	can	can	AUX
amwa-241	15	8	help	help	VERB
amwa-241	15	9	build	build	VERB
amwa-241	15	10	trust	trust	NOUN
amwa-241	15	11	in	in	ADP
amwa-241	15	12	the	the	DET
amwa-241	15	13	ml	ml	PROPN
amwa-241	15	14	model	model	NOUN
amwa-241	15	15	.	.	PUNCT
amwa-241	16	1	catalysts	catalyst	NOUN
amwa-241	16	2	for	for	ADP
amwa-241	16	3	the	the	DET
amwa-241	16	4	development	development	NOUN
amwa-241	16	5	of	of	ADP
amwa-241	16	6	ml	ml	NOUN
amwa-241	16	7	recent	recent	ADJ
amwa-241	16	8	developments	development	NOUN
amwa-241	16	9	have	have	AUX
amwa-241	16	10	catalyzed	catalyze	VERB
amwa-241	16	11	the	the	DET
amwa-241	16	12	development	development	NOUN
amwa-241	16	13	of	of	ADP
amwa-241	16	14	ml	ml	NOUN
amwa-241	16	15	models	model	NOUN
amwa-241	16	16	and	and	CCONJ
amwa-241	16	17	include	include	VERB
amwa-241	16	18	•	•	NUM
amwa-241	16	19	big	big	ADJ
amwa-241	16	20	data	datum	NOUN
amwa-241	16	21	,	,	PUNCT
amwa-241	16	22	which	which	PRON
amwa-241	16	23	provides	provide	VERB
amwa-241	16	24	the	the	DET
amwa-241	16	25	necessary	necessary	ADJ
amwa-241	16	26	data	datum	NOUN
amwa-241	16	27	and	and	CCONJ
amwa-241	16	28	resources	resource	NOUN
amwa-241	16	29	.	.	PUNCT
amwa-241	17	1	•	•	NUM
amwa-241	17	2	cloud	cloud	NOUN
amwa-241	17	3	storage	storage	NOUN
amwa-241	17	4	,	,	PUNCT
amwa-241	17	5	which	which	PRON
amwa-241	17	6	enables	enable	VERB
amwa-241	17	7	organizations	organization	NOUN
amwa-241	17	8	to	to	PART
amwa-241	17	9	store	store	VERB
amwa-241	17	10	,	,	PUNCT
amwa-241	17	11	access	access	NOUN
amwa-241	17	12	,	,	PUNCT
amwa-241	17	13	and	and	CCONJ
amwa-241	17	14	maintain	maintain	VERB
amwa-241	17	15	large	large	ADJ
amwa-241	17	16	amounts	amount	NOUN
amwa-241	17	17	of	of	ADP
amwa-241	17	18	data	datum	NOUN
amwa-241	17	19	required	require	VERB
amwa-241	17	20	for	for	ADP
amwa-241	17	21	ml	ml	PROPN
amwa-241	17	22	model	model	NOUN
amwa-241	17	23	development	development	NOUN
amwa-241	17	24	.	.	PUNCT
amwa-241	18	1	also	also	ADV
amwa-241	18	2	consider	consider	VERB
amwa-241	18	3	that	that	SCONJ
amwa-241	18	4	the	the	DET
amwa-241	18	5	volume	volume	NOUN
amwa-241	18	6	of	of	ADP
amwa-241	18	7	medical	medical	ADJ
amwa-241	18	8	data	datum	NOUN
amwa-241	18	9	doubles	double	VERB
amwa-241	18	10	every	every	DET
amwa-241	18	11	8	8	NUM
amwa-241	18	12	to	to	PART
amwa-241	18	13	12	12	NUM
amwa-241	18	14	months	month	NOUN
amwa-241	18	15	,	,	PUNCT
amwa-241	18	16	which	which	PRON
amwa-241	18	17	requires	require	VERB
amwa-241	18	18	a	a	DET
amwa-241	18	19	lot	lot	NOUN
amwa-241	18	20	of	of	ADP
amwa-241	18	21	storage	storage	NOUN
amwa-241	18	22	.	.	PUNCT
amwa-241	19	1	•	•	NUM
amwa-241	19	2	powerful	powerful	ADJ
amwa-241	19	3	computing	computing	NOUN
amwa-241	19	4	is	be	AUX
amwa-241	19	5	essential	essential	ADJ
amwa-241	19	6	.	.	PUNCT
amwa-241	20	1	ml	ml	AUX
amwa-241	20	2	can	can	AUX
amwa-241	20	3	be	be	AUX
amwa-241	20	4	a	a	DET
amwa-241	20	5	computationally	computationally	ADV
amwa-241	20	6	intensive	intensive	ADJ
amwa-241	20	7	process	process	NOUN
amwa-241	20	8	,	,	PUNCT
amwa-241	20	9	so	so	SCONJ
amwa-241	20	10	a	a	DET
amwa-241	20	11	powerful	powerful	ADJ
amwa-241	20	12	computer	computer	NOUN
amwa-241	20	13	is	be	AUX
amwa-241	20	14	needed	need	VERB
amwa-241	20	15	to	to	PART
amwa-241	20	16	handle	handle	VERB
amwa-241	20	17	the	the	DET
amwa-241	20	18	load	load	NOUN
amwa-241	20	19	.	.	PUNCT
amwa-241	21	1	•	•	NUM
amwa-241	21	2	parallel	parallel	ADJ
amwa-241	21	3	processing	processing	NOUN
amwa-241	21	4	,	,	PUNCT
amwa-241	21	5	which	which	PRON
amwa-241	21	6	allows	allow	VERB
amwa-241	21	7	the	the	DET
amwa-241	21	8	ml	ml	PROPN
amwa-241	21	9	model	model	NOUN
amwa-241	21	10	to	to	PART
amwa-241	21	11	be	be	AUX
amwa-241	21	12	deployed	deploy	VERB
amwa-241	21	13	across	across	ADP
amwa-241	21	14	multiple	multiple	ADJ
amwa-241	21	15	processors	processor	NOUN
amwa-241	21	16	.	.	PUNCT
amwa-241	22	1	this	this	PRON
amwa-241	22	2	is	be	AUX
amwa-241	22	3	necessary	necessary	ADJ
amwa-241	22	4	for	for	SCONJ
amwa-241	22	5	the	the	DET
amwa-241	22	6	ml	ml	PROPN
amwa-241	22	7	algorithm	algorithm	NOUN
amwa-241	22	8	to	to	PART
amwa-241	22	9	perform	perform	VERB
amwa-241	22	10	large	large	ADJ
amwa-241	22	11	amounts	amount	NOUN
amwa-241	22	12	of	of	ADP
amwa-241	22	13	computation	computation	NOUN
amwa-241	22	14	on	on	ADP
amwa-241	22	15	large	large	ADJ
amwa-241	22	16	data	datum	NOUN
amwa-241	22	17	sets	set	NOUN
amwa-241	22	18	,	,	PUNCT
amwa-241	22	19	especially	especially	ADV
amwa-241	22	20	in	in	ADP
amwa-241	22	21	the	the	DET
amwa-241	22	22	deep	deep	ADJ
amwa-241	22	23	learning	learning	NOUN
amwa-241	22	24	context	context	NOUN
amwa-241	22	25	.	.	PUNCT
amwa-241	23	1	•	•	NUM
amwa-241	23	2	maturation	maturation	NOUN
amwa-241	23	3	of	of	ADP
amwa-241	23	4	statistics	statistic	NOUN
amwa-241	23	5	and	and	CCONJ
amwa-241	23	6	mathematical	mathematical	ADJ
amwa-241	23	7	methods	method	NOUN
amwa-241	23	8	,	,	PUNCT
amwa-241	23	9	which	which	PRON
amwa-241	23	10	underlie	underlie	VERB
amwa-241	23	11	ml	ml	PROPN
amwa-241	23	12	.	.	PUNCT
amwa-241	23	13	session	session	NOUN
amwa-241	23	14	report	report	VERB
amwa-241	23	15	the	the	DET
amwa-241	23	16	use	use	NOUN
amwa-241	23	17	of	of	ADP
amwa-241	23	18	artificial	artificial	ADJ
amwa-241	23	19	intelligence	intelligence	NOUN
amwa-241	23	20	and	and	CCONJ
amwa-241	23	21	machine	machine	NOUN
amwa-241	23	22	learning	learning	NOUN
amwa-241	23	23	in	in	ADP
amwa-241	23	24	clinical	clinical	ADJ
amwa-241	23	25	research	research	NOUN
amwa-241	23	26	and	and	CCONJ
amwa-241	23	27	health	health	NOUN
amwa-241	23	28	care	care	NOUN
amwa-241	23	29	conference	conference	PROPN
amwa-241	23	30	artificial	artificial	ADJ
amwa-241	23	31	intelligence	intelligence	NOUN
amwa-241	23	32	and	and	CCONJ
amwa-241	23	33	machine	machine	NOUN
amwa-241	23	34	learning	learn	VERB
amwa-241	23	35	terms	term	NOUN
amwa-241	23	36	artificial	artificial	ADJ
amwa-241	23	37	intelligence	intelligence	NOUN
amwa-241	23	38	(	(	PUNCT
amwa-241	23	39	ai	ai	VERB
amwa-241	23	40	):	):	PUNCT
amwa-241	23	41	leverages	leverage	NOUN
amwa-241	23	42	computers	computer	NOUN
amwa-241	23	43	and	and	CCONJ
amwa-241	23	44	machines	machine	NOUN
amwa-241	23	45	to	to	PART
amwa-241	23	46	simulate	simulate	VERB
amwa-241	23	47	the	the	DET
amwa-241	23	48	problem	problem	NOUN
amwa-241	23	49	-	-	PUNCT
amwa-241	23	50	solving	solve	VERB
amwa-241	23	51	and	and	CCONJ
amwa-241	23	52	decision	decision	NOUN
amwa-241	23	53	-	-	PUNCT
amwa-241	23	54	making	make	VERB
amwa-241	23	55	capabilities	capability	NOUN
amwa-241	23	56	of	of	ADP
amwa-241	23	57	the	the	DET
amwa-241	23	58	human	human	ADJ
amwa-241	23	59	mind	mind	NOUN
amwa-241	23	60	.	.	PUNCT
amwa-241	24	1	weak	weak	ADJ
amwa-241	24	2	ai	ai	NOUN
amwa-241	24	3	,	,	PUNCT
amwa-241	24	4	also	also	ADV
amwa-241	24	5	called	call	VERB
amwa-241	24	6	narrow	narrow	ADJ
amwa-241	24	7	ai	ai	VERB
amwa-241	24	8	:	:	PUNCT
amwa-241	24	9	this	this	DET
amwa-241	24	10	type	type	NOUN
amwa-241	24	11	of	of	ADP
amwa-241	24	12	ai	ai	NOUN
amwa-241	24	13	is	be	AUX
amwa-241	24	14	limited	limit	VERB
amwa-241	24	15	to	to	ADP
amwa-241	24	16	a	a	DET
amwa-241	24	17	specific	specific	ADJ
amwa-241	24	18	task	task	NOUN
amwa-241	24	19	or	or	CCONJ
amwa-241	24	20	narrow	narrow	ADJ
amwa-241	24	21	area	area	NOUN
amwa-241	24	22	.	.	PUNCT
amwa-241	25	1	strong	strong	ADJ
amwa-241	25	2	ai	ai	NOUN
amwa-241	25	3	:	:	PUNCT
amwa-241	25	4	an	an	DET
amwa-241	25	5	ai	ai	NOUN
amwa-241	25	6	that	that	PRON
amwa-241	25	7	has	have	VERB
amwa-241	25	8	mental	mental	ADJ
amwa-241	25	9	capacities	capacity	NOUN
amwa-241	25	10	and	and	CCONJ
amwa-241	25	11	flexible	flexible	ADJ
amwa-241	25	12	intelligence	intelligence	NOUN
amwa-241	25	13	that	that	PRON
amwa-241	25	14	mimic	mimic	VERB
amwa-241	25	15	the	the	DET
amwa-241	25	16	human	human	ADJ
amwa-241	25	17	brain	brain	NOUN
amwa-241	25	18	.	.	PUNCT
amwa-241	26	1	this	this	DET
amwa-241	26	2	type	type	NOUN
amwa-241	26	3	of	of	ADP
amwa-241	26	4	ai	ai	NOUN
amwa-241	26	5	is	be	AUX
amwa-241	26	6	also	also	ADV
amwa-241	26	7	sometimes	sometimes	ADV
amwa-241	26	8	referred	refer	VERB
amwa-241	26	9	to	to	ADP
amwa-241	26	10	as	as	ADP
amwa-241	26	11	artificial	artificial	ADJ
amwa-241	26	12	general	general	ADJ
amwa-241	26	13	intelligence	intelligence	NOUN
amwa-241	26	14	,	,	PUNCT
amwa-241	26	15	artificial	artificial	ADJ
amwa-241	26	16	consciousness	consciousness	NOUN
amwa-241	26	17	,	,	PUNCT
amwa-241	26	18	or	or	CCONJ
amwa-241	26	19	sentience	sentience	NOUN
amwa-241	26	20	.	.	PUNCT
amwa-241	27	1	machine	machine	NOUN
amwa-241	27	2	learning	learning	NOUN
amwa-241	27	3	(	(	PUNCT
amwa-241	27	4	ml	ml	ADP
amwa-241	27	5	):	):	PUNCT
amwa-241	27	6	an	an	DET
amwa-241	27	7	ai	ai	NOUN
amwa-241	27	8	technique	technique	NOUN
amwa-241	27	9	that	that	PRON
amwa-241	27	10	teaches	teach	VERB
amwa-241	27	11	computers	computer	NOUN
amwa-241	27	12	to	to	PART
amwa-241	27	13	learn	learn	VERB
amwa-241	27	14	from	from	ADP
amwa-241	27	15	data	datum	NOUN
amwa-241	27	16	.	.	PUNCT
amwa-241	28	1	algorithm	algorithm	NOUN
amwa-241	28	2	:	:	PUNCT
amwa-241	28	3	a	a	DET
amwa-241	28	4	set	set	NOUN
amwa-241	28	5	of	of	ADP
amwa-241	28	6	instructions	instruction	NOUN
amwa-241	28	7	.	.	PUNCT
amwa-241	29	1	in	in	ADP
amwa-241	29	2	ml	ml	ADP
amwa-241	29	3	,	,	PUNCT
amwa-241	29	4	the	the	DET
amwa-241	29	5	algorithm	algorithm	NOUN
amwa-241	29	6	learns	learn	VERB
amwa-241	29	7	and	and	CCONJ
amwa-241	29	8	evolves	evolve	NOUN
amwa-241	29	9	without	without	ADP
amwa-241	29	10	human	human	ADJ
amwa-241	29	11	intervention	intervention	NOUN
amwa-241	29	12	based	base	VERB
amwa-241	29	13	on	on	ADP
amwa-241	29	14	the	the	DET
amwa-241	29	15	data	datum	NOUN
amwa-241	29	16	it	it	PRON
amwa-241	29	17	processes	process	VERB
amwa-241	29	18	.	.	PUNCT
amwa-241	30	1	the	the	DET
amwa-241	30	2	algorithm	algorithm	NOUN
amwa-241	30	3	builds	build	VERB
amwa-241	30	4	on	on	ADP
amwa-241	30	5	commonly	commonly	ADV
amwa-241	30	6	used	use	VERB
amwa-241	30	7	models	model	NOUN
amwa-241	30	8	such	such	ADJ
amwa-241	30	9	as	as	ADP
amwa-241	30	10	linear	linear	PROPN
amwa-241	30	11	regression	regression	NOUN
amwa-241	30	12	,	,	PUNCT
amwa-241	30	13	logistic	logistic	ADJ
amwa-241	30	14	regression	regression	NOUN
amwa-241	30	15	,	,	PUNCT
amwa-241	30	16	bayesian	bayesian	NOUN
amwa-241	30	17	algorithms	algorithm	NOUN
amwa-241	30	18	,	,	PUNCT
amwa-241	30	19	and	and	CCONJ
amwa-241	30	20	decision	decision	NOUN
amwa-241	30	21	trees	tree	NOUN
amwa-241	30	22	.	.	PUNCT
amwa-241	31	1	the	the	DET
amwa-241	31	2	terms	term	NOUN
amwa-241	31	3	algorithm	algorithm	PROPN
amwa-241	31	4	,	,	PUNCT
amwa-241	31	5	model	model	NOUN
amwa-241	31	6	,	,	PUNCT
amwa-241	31	7	and	and	CCONJ
amwa-241	31	8	tool	tool	NOUN
amwa-241	31	9	are	be	AUX
amwa-241	31	10	sometimes	sometimes	ADV
amwa-241	31	11	used	use	VERB
amwa-241	31	12	interchangeably	interchangeably	ADV
amwa-241	31	13	.	.	PUNCT
amwa-241	32	1	deep	deep	ADJ
amwa-241	32	2	learning	learning	NOUN
amwa-241	32	3	:	:	PUNCT
amwa-241	32	4	a	a	DET
amwa-241	32	5	type	type	NOUN
amwa-241	32	6	of	of	ADP
amwa-241	32	7	ml	ml	NOUN
amwa-241	32	8	that	that	PRON
amwa-241	32	9	uses	use	VERB
amwa-241	32	10	an	an	DET
amwa-241	32	11	artificial	artificial	ADJ
amwa-241	32	12	neural	neural	ADJ
amwa-241	32	13	network	network	NOUN
amwa-241	32	14	(	(	PUNCT
amwa-241	32	15	ann	ann	PROPN
amwa-241	32	16	)	)	PUNCT
amwa-241	32	17	.	.	PUNCT
amwa-241	33	1	anns	anns	PROPN
amwa-241	33	2	are	be	AUX
amwa-241	33	3	layers	layer	NOUN
amwa-241	33	4	of	of	ADP
amwa-241	33	5	connected	connect	VERB
amwa-241	33	6	nodes	node	NOUN
amwa-241	33	7	designed	design	VERB
amwa-241	33	8	to	to	PART
amwa-241	33	9	emulate	emulate	VERB
amwa-241	33	10	human	human	ADJ
amwa-241	33	11	processing	processing	NOUN
amwa-241	33	12	of	of	ADP
amwa-241	33	13	information	information	NOUN
amwa-241	33	14	.	.	PUNCT
amwa-241	33	15	http://www.amwajournal.org	http://www.amwajournal.org	X
amwa-241	34	1	amwajournal.org	amwajournal.org	X
amwa-241	34	2	31the	31the	DET
amwa-241	34	3	use	use	NOUN
amwa-241	34	4	of	of	ADP
amwa-241	34	5	ai	ai	NOUN
amwa-241	34	6	and	and	CCONJ
amwa-241	34	7	ml	ml	X
amwa-241	34	8	in	in	ADP
amwa-241	34	9	clinical	clinical	ADJ
amwa-241	34	10	research	research	NOUN
amwa-241	34	11	and	and	CCONJ
amwa-241	34	12	health	health	NOUN
amwa-241	34	13	care	care	NOUN
amwa-241	34	14	types	type	NOUN
amwa-241	34	15	of	of	ADP
amwa-241	34	16	ml	ml	NOUN
amwa-241	34	17	there	there	PRON
amwa-241	34	18	are	be	VERB
amwa-241	34	19	3	3	NUM
amwa-241	34	20	common	common	ADJ
amwa-241	34	21	types	type	NOUN
amwa-241	34	22	of	of	ADP
amwa-241	34	23	ml	ml	NOUN
amwa-241	34	24	models	model	NOUN
amwa-241	34	25	,	,	PUNCT
amwa-241	34	26	supervised	supervised	ADJ
amwa-241	34	27	,	,	PUNCT
amwa-241	34	28	unsupervised	unsupervised	ADJ
amwa-241	34	29	,	,	PUNCT
amwa-241	34	30	and	and	CCONJ
amwa-241	34	31	reinforcement	reinforcement	NOUN
amwa-241	34	32	learning	learning	NOUN
amwa-241	34	33	.	.	PUNCT
amwa-241	35	1	supervised	supervised	ADJ
amwa-241	35	2	learning	learn	VERB
amwa-241	35	3	uses	use	VERB
amwa-241	35	4	labeled	label	VERB
amwa-241	35	5	training	training	NOUN
amwa-241	35	6	data	datum	NOUN
amwa-241	35	7	that	that	PRON
amwa-241	35	8	pairs	pair	NOUN
amwa-241	35	9	inputs	input	VERB
amwa-241	35	10	with	with	ADP
amwa-241	35	11	outputs	output	NOUN
amwa-241	35	12	(	(	PUNCT
amwa-241	35	13	input	input	NOUN
amwa-241	35	14	-	-	PUNCT
amwa-241	35	15	output	output	NOUN
amwa-241	35	16	pairs	pair	NOUN
amwa-241	35	17	are	be	AUX
amwa-241	35	18	called	call	VERB
amwa-241	35	19	examples	example	NOUN
amwa-241	35	20	;	;	PUNCT
amwa-241	35	21	a	a	DET
amwa-241	35	22	collection	collection	NOUN
amwa-241	35	23	of	of	ADP
amwa-241	35	24	examples	example	NOUN
amwa-241	35	25	is	be	AUX
amwa-241	35	26	a	a	DET
amwa-241	35	27	data	data	NOUN
amwa-241	35	28	set	set	NOUN
amwa-241	35	29	)	)	PUNCT
amwa-241	35	30	.	.	PUNCT
amwa-241	36	1	an	an	DET
amwa-241	36	2	application	application	NOUN
amwa-241	36	3	of	of	ADP
amwa-241	36	4	this	this	DET
amwa-241	36	5	type	type	NOUN
amwa-241	36	6	of	of	ADP
amwa-241	36	7	learning	learning	NOUN
amwa-241	36	8	might	might	AUX
amwa-241	36	9	be	be	AUX
amwa-241	36	10	an	an	DET
amwa-241	36	11	application	application	NOUN
amwa-241	36	12	that	that	PRON
amwa-241	36	13	predicts	predict	VERB
amwa-241	36	14	if	if	SCONJ
amwa-241	36	15	a	a	DET
amwa-241	36	16	specific	specific	ADJ
amwa-241	36	17	type	type	NOUN
amwa-241	36	18	of	of	ADP
amwa-241	36	19	tumor	tumor	NOUN
amwa-241	36	20	is	be	AUX
amwa-241	36	21	likely	likely	ADJ
amwa-241	36	22	to	to	PART
amwa-241	36	23	be	be	AUX
amwa-241	36	24	malignant	malignant	ADJ
amwa-241	36	25	or	or	CCONJ
amwa-241	36	26	benign	benign	ADJ
amwa-241	36	27	based	base	VERB
amwa-241	36	28	on	on	ADP
amwa-241	36	29	its	its	PRON
amwa-241	36	30	size	size	NOUN
amwa-241	36	31	,	,	PUNCT
amwa-241	36	32	for	for	ADP
amwa-241	36	33	example	example	NOUN
amwa-241	36	34	.	.	PUNCT
amwa-241	37	1	algorithm	algorithm	NOUN
amwa-241	37	2	training	training	NOUN
amwa-241	37	3	,	,	PUNCT
amwa-241	37	4	validation	validation	NOUN
amwa-241	37	5	,	,	PUNCT
amwa-241	37	6	and	and	CCONJ
amwa-241	37	7	testing	testing	NOUN
amwa-241	37	8	require	require	VERB
amwa-241	37	9	a	a	DET
amwa-241	37	10	data	data	NOUN
amwa-241	37	11	set	set	VERB
amwa-241	37	12	be	be	AUX
amwa-241	37	13	subdivided	subdivide	VERB
amwa-241	37	14	into	into	ADP
amwa-241	37	15	a	a	DET
amwa-241	37	16	training	training	NOUN
amwa-241	37	17	data	datum	NOUN
amwa-241	37	18	set	set	VERB
amwa-241	37	19	,	,	PUNCT
amwa-241	37	20	a	a	DET
amwa-241	37	21	validation	validation	NOUN
amwa-241	37	22	data	datum	NOUN
amwa-241	37	23	set	set	NOUN
amwa-241	37	24	,	,	PUNCT
amwa-241	37	25	and	and	CCONJ
amwa-241	37	26	a	a	DET
amwa-241	37	27	testing	testing	NOUN
amwa-241	37	28	data	datum	NOUN
amwa-241	37	29	set	set	VERB
amwa-241	37	30	.	.	PUNCT
amwa-241	38	1	supervised	supervised	ADJ
amwa-241	38	2	learning	learning	NOUN
amwa-241	38	3	occurs	occur	VERB
amwa-241	38	4	via	via	ADP
amwa-241	38	5	a	a	DET
amwa-241	38	6	training	training	NOUN
amwa-241	38	7	loop	loop	NOUN
amwa-241	38	8	(	(	PUNCT
amwa-241	38	9	figure	figure	NOUN
amwa-241	38	10	)	)	PUNCT
amwa-241	38	11	.	.	PUNCT
amwa-241	39	1	in	in	ADP
amwa-241	39	2	supervised	supervised	ADJ
amwa-241	39	3	learning	learning	NOUN
amwa-241	39	4	,	,	PUNCT
amwa-241	39	5	the	the	DET
amwa-241	39	6	percentage	percentage	NOUN
amwa-241	39	7	of	of	ADP
amwa-241	39	8	the	the	DET
amwa-241	39	9	data	datum	NOUN
amwa-241	39	10	set	set	VERB
amwa-241	39	11	dedicated	dedicated	ADJ
amwa-241	39	12	to	to	ADP
amwa-241	39	13	each	each	DET
amwa-241	39	14	function	function	NOUN
amwa-241	39	15	depends	depend	VERB
amwa-241	39	16	on	on	ADP
amwa-241	39	17	biostatistical	biostatistical	ADJ
amwa-241	39	18	calculations	calculation	NOUN
amwa-241	39	19	that	that	PRON
amwa-241	39	20	will	will	AUX
amwa-241	39	21	inform	inform	VERB
amwa-241	39	22	this	this	DET
amwa-241	39	23	decision	decision	NOUN
amwa-241	39	24	.	.	PUNCT
amwa-241	40	1	this	this	PRON
amwa-241	40	2	can	can	AUX
amwa-241	40	3	be	be	AUX
amwa-241	40	4	similar	similar	ADJ
amwa-241	40	5	to	to	ADP
amwa-241	40	6	the	the	DET
amwa-241	40	7	sample	sample	NOUN
amwa-241	40	8	size	size	NOUN
amwa-241	40	9	calculations	calculation	NOUN
amwa-241	40	10	used	use	VERB
amwa-241	40	11	to	to	PART
amwa-241	40	12	determine	determine	VERB
amwa-241	40	13	the	the	DET
amwa-241	40	14	sample	sample	NOUN
amwa-241	40	15	size	size	NOUN
amwa-241	40	16	in	in	ADP
amwa-241	40	17	clinical	clinical	ADJ
amwa-241	40	18	trials	trial	NOUN
amwa-241	40	19	.	.	PUNCT
amwa-241	41	1	it	it	PRON
amwa-241	41	2	is	be	AUX
amwa-241	41	3	important	important	ADJ
amwa-241	41	4	that	that	SCONJ
amwa-241	41	5	the	the	DET
amwa-241	41	6	data	data	NOUN
amwa-241	41	7	sets	set	NOUN
amwa-241	41	8	are	be	AUX
amwa-241	41	9	representative	representative	NOUN
amwa-241	41	10	of	of	ADP
amwa-241	41	11	the	the	DET
amwa-241	41	12	population	population	NOUN
amwa-241	41	13	so	so	SCONJ
amwa-241	41	14	that	that	SCONJ
amwa-241	41	15	the	the	DET
amwa-241	41	16	resulting	result	VERB
amwa-241	41	17	ml	ml	NOUN
amwa-241	41	18	model	model	NOUN
amwa-241	41	19	is	be	AUX
amwa-241	41	20	generalizable	generalizable	ADJ
amwa-241	41	21	.	.	PUNCT
amwa-241	42	1	unsupervised	unsupervised	ADJ
amwa-241	42	2	learning	learning	NOUN
amwa-241	42	3	uses	use	VERB
amwa-241	42	4	unlabeled	unlabeled	ADJ
amwa-241	42	5	training	training	NOUN
amwa-241	42	6	data	datum	NOUN
amwa-241	42	7	—	—	PUNCT
amwa-241	42	8	rather	rather	ADV
amwa-241	42	9	,	,	PUNCT
amwa-241	42	10	the	the	DET
amwa-241	42	11	computer	computer	NOUN
amwa-241	42	12	looks	look	VERB
amwa-241	42	13	for	for	ADP
amwa-241	42	14	patterns	pattern	NOUN
amwa-241	42	15	in	in	ADP
amwa-241	42	16	the	the	DET
amwa-241	42	17	data	datum	NOUN
amwa-241	42	18	.	.	PUNCT
amwa-241	43	1	some	some	DET
amwa-241	43	2	examples	example	NOUN
amwa-241	43	3	of	of	ADP
amwa-241	43	4	this	this	DET
amwa-241	43	5	type	type	NOUN
amwa-241	43	6	of	of	ADP
amwa-241	43	7	learning	learning	NOUN
amwa-241	43	8	are	be	AUX
amwa-241	43	9	images	image	NOUN
amwa-241	43	10	and	and	CCONJ
amwa-241	43	11	pathology	pathology	NOUN
amwa-241	43	12	data	data	PROPN
amwa-241	43	13	.	.	PUNCT
amwa-241	44	1	used	use	VERB
amwa-241	44	2	for	for	ADP
amwa-241	44	3	clustering	clustering	NOUN
amwa-241	44	4	,	,	PUNCT
amwa-241	44	5	segmentation	segmentation	NOUN
amwa-241	44	6	is	be	AUX
amwa-241	44	7	an	an	DET
amwa-241	44	8	example	example	NOUN
amwa-241	44	9	of	of	ADP
amwa-241	44	10	how	how	SCONJ
amwa-241	44	11	this	this	DET
amwa-241	44	12	type	type	NOUN
amwa-241	44	13	of	of	ADP
amwa-241	44	14	learning	learning	NOUN
amwa-241	44	15	can	can	AUX
amwa-241	44	16	be	be	AUX
amwa-241	44	17	applied	apply	VERB
amwa-241	44	18	.	.	PUNCT
amwa-241	45	1	reinforcement	reinforcement	NOUN
amwa-241	45	2	learning	learning	NOUN
amwa-241	45	3	is	be	AUX
amwa-241	45	4	a	a	DET
amwa-241	45	5	reward	reward	NOUN
amwa-241	45	6	-	-	PUNCT
amwa-241	45	7	and	and	CCONJ
amwa-241	45	8	-	-	PUNCT
amwa-241	45	9	penalty	penalty	NOUN
amwa-241	45	10	type	type	NOUN
amwa-241	45	11	of	of	ADP
amwa-241	45	12	learning	learn	VERB
amwa-241	45	13	beyond	beyond	ADP
amwa-241	45	14	the	the	DET
amwa-241	45	15	scope	scope	NOUN
amwa-241	45	16	of	of	ADP
amwa-241	45	17	this	this	DET
amwa-241	45	18	session	session	NOUN
amwa-241	45	19	.	.	PUNCT
amwa-241	46	1	deep	deep	ADJ
amwa-241	46	2	learning	learning	NOUN
amwa-241	46	3	has	have	VERB
amwa-241	46	4	more	more	ADV
amwa-241	46	5	complicated	complicated	ADJ
amwa-241	46	6	models	model	NOUN
amwa-241	46	7	composed	compose	VERB
amwa-241	46	8	of	of	ADP
amwa-241	46	9	nodes	node	NOUN
amwa-241	46	10	organized	organize	VERB
amwa-241	46	11	in	in	ADP
amwa-241	46	12	layers	layer	NOUN
amwa-241	46	13	.	.	PUNCT
amwa-241	47	1	each	each	DET
amwa-241	47	2	layer	layer	NOUN
amwa-241	47	3	transforms	transform	VERB
amwa-241	47	4	information	information	NOUN
amwa-241	47	5	and	and	CCONJ
amwa-241	47	6	passes	pass	VERB
amwa-241	47	7	it	it	PRON
amwa-241	47	8	to	to	ADP
amwa-241	47	9	another	another	DET
amwa-241	47	10	layer	layer	NOUN
amwa-241	47	11	.	.	PUNCT
amwa-241	48	1	the	the	DET
amwa-241	48	2	term	term	NOUN
amwa-241	48	3	“	"	PUNCT
amwa-241	48	4	deep	deep	ADJ
amwa-241	48	5	”	"	PUNCT
amwa-241	48	6	refers	refer	VERB
amwa-241	48	7	to	to	ADP
amwa-241	48	8	the	the	DET
amwa-241	48	9	number	number	NOUN
amwa-241	48	10	of	of	ADP
amwa-241	48	11	layers	layer	NOUN
amwa-241	48	12	through	through	ADP
amwa-241	48	13	which	which	PRON
amwa-241	48	14	the	the	DET
amwa-241	48	15	model	model	NOUN
amwa-241	48	16	operates	operate	VERB
amwa-241	48	17	.	.	PUNCT
amwa-241	49	1	in	in	ADP
amwa-241	49	2	this	this	DET
amwa-241	49	3	type	type	NOUN
amwa-241	49	4	of	of	ADP
amwa-241	49	5	learning	learning	NOUN
amwa-241	49	6	,	,	PUNCT
amwa-241	49	7	the	the	DET
amwa-241	49	8	model	model	NOUN
amwa-241	49	9	can	can	AUX
amwa-241	49	10	learn	learn	VERB
amwa-241	49	11	from	from	ADP
amwa-241	49	12	itself	itself	PRON
amwa-241	49	13	to	to	PART
amwa-241	49	14	create	create	VERB
amwa-241	49	15	new	new	ADJ
amwa-241	49	16	features	feature	NOUN
amwa-241	49	17	.	.	PUNCT
amwa-241	50	1	ground	ground	NOUN
amwa-241	50	2	truth	truth	NOUN
amwa-241	50	3	information	information	NOUN
amwa-241	50	4	is	be	AUX
amwa-241	50	5	fed	feed	VERB
amwa-241	50	6	back	back	ADV
amwa-241	50	7	into	into	ADP
amwa-241	50	8	the	the	DET
amwa-241	50	9	model	model	NOUN
amwa-241	50	10	to	to	PART
amwa-241	50	11	enable	enable	VERB
amwa-241	50	12	the	the	DET
amwa-241	50	13	deep	deep	ADJ
amwa-241	50	14	learning	learning	NOUN
amwa-241	50	15	model	model	NOUN
amwa-241	50	16	to	to	PART
amwa-241	50	17	learn	learn	VERB
amwa-241	50	18	from	from	ADP
amwa-241	50	19	itself	itself	PRON
amwa-241	50	20	.	.	PUNCT
amwa-241	51	1	(	(	PUNCT
amwa-241	51	2	ground	ground	NOUN
amwa-241	51	3	truthing	truthing	NOUN
amwa-241	51	4	is	be	AUX
amwa-241	51	5	a	a	DET
amwa-241	51	6	term	term	NOUN
amwa-241	51	7	used	use	VERB
amwa-241	51	8	in	in	ADP
amwa-241	51	9	ml	ml	NOUN
amwa-241	51	10	that	that	PRON
amwa-241	51	11	means	mean	VERB
amwa-241	51	12	checking	check	VERB
amwa-241	51	13	the	the	DET
amwa-241	51	14	results	result	NOUN
amwa-241	51	15	of	of	ADP
amwa-241	51	16	machine	machine	NOUN
amwa-241	51	17	learning	learn	VERB
amwa-241	51	18	for	for	ADP
amwa-241	51	19	accuracy	accuracy	NOUN
amwa-241	51	20	against	against	ADP
amwa-241	51	21	the	the	DET
amwa-241	51	22	real	real	ADJ
amwa-241	51	23	world	world	NOUN
amwa-241	51	24	.	.	PUNCT
amwa-241	51	25	)	)	PUNCT
amwa-241	52	1	an	an	DET
amwa-241	52	2	example	example	NOUN
amwa-241	52	3	of	of	ADP
amwa-241	52	4	deep	deep	ADJ
amwa-241	52	5	learning	learning	NOUN
amwa-241	52	6	is	be	AUX
amwa-241	52	7	facial	facial	ADJ
amwa-241	52	8	recognition	recognition	NOUN
amwa-241	52	9	.	.	PUNCT
amwa-241	53	1	deep	deep	ADJ
amwa-241	53	2	learning	learning	NOUN
amwa-241	53	3	requires	require	VERB
amwa-241	53	4	a	a	DET
amwa-241	53	5	vast	vast	ADJ
amwa-241	53	6	number	number	NOUN
amwa-241	53	7	of	of	ADP
amwa-241	53	8	resources	resource	NOUN
amwa-241	53	9	.	.	PUNCT
amwa-241	54	1	what	what	PRON
amwa-241	54	2	are	be	AUX
amwa-241	54	3	some	some	DET
amwa-241	54	4	ml	ml	NOUN
amwa-241	54	5	models	model	NOUN
amwa-241	54	6	being	be	AUX
amwa-241	54	7	developed	develop	VERB
amwa-241	54	8	in	in	ADP
amwa-241	54	9	health	health	NOUN
amwa-241	54	10	care	care	NOUN
amwa-241	54	11	and	and	CCONJ
amwa-241	54	12	clinical	clinical	ADJ
amwa-241	54	13	research	research	NOUN
amwa-241	54	14	?	?	PUNCT
amwa-241	55	1	1	1	X
amwa-241	55	2	.	.	X
amwa-241	55	3	risk	risk	NOUN
amwa-241	55	4	assessment	assessment	NOUN
amwa-241	55	5	and	and	CCONJ
amwa-241	55	6	prevention	prevention	NOUN
amwa-241	55	7	.	.	PUNCT
amwa-241	56	1	the	the	DET
amwa-241	56	2	patient	patient	NOUN
amwa-241	56	3	completes	complete	VERB
amwa-241	56	4	a	a	DET
amwa-241	56	5	questionnaire	questionnaire	NOUN
amwa-241	56	6	that	that	PRON
amwa-241	56	7	includes	include	VERB
amwa-241	56	8	a	a	DET
amwa-241	56	9	personal	personal	ADJ
amwa-241	56	10	and	and	CCONJ
amwa-241	56	11	family	family	NOUN
amwa-241	56	12	history	history	NOUN
amwa-241	56	13	,	,	PUNCT
amwa-241	56	14	and	and	CCONJ
amwa-241	56	15	the	the	DET
amwa-241	56	16	algorithm	algorithm	NOUN
amwa-241	56	17	can	can	AUX
amwa-241	56	18	calculate	calculate	VERB
amwa-241	56	19	the	the	DET
amwa-241	56	20	patient	patient	NOUN
amwa-241	56	21	’s	’s	PART
amwa-241	56	22	risk	risk	NOUN
amwa-241	56	23	for	for	ADP
amwa-241	56	24	cancer	cancer	NOUN
amwa-241	56	25	.	.	PUNCT
amwa-241	57	1	to	to	PART
amwa-241	57	2	do	do	VERB
amwa-241	57	3	this	this	PRON
amwa-241	57	4	,	,	PUNCT
amwa-241	57	5	the	the	DET
amwa-241	57	6	algorithm	algorithm	NOUN
amwa-241	57	7	uses	use	VERB
amwa-241	57	8	guidelines	guideline	NOUN
amwa-241	57	9	such	such	ADJ
amwa-241	57	10	as	as	ADP
amwa-241	57	11	the	the	DET
amwa-241	57	12	national	national	ADJ
amwa-241	57	13	comprehensive	comprehensive	ADJ
amwa-241	57	14	cancer	cancer	NOUN
amwa-241	57	15	network	network	NOUN
amwa-241	57	16	guidelines	guideline	NOUN
amwa-241	57	17	to	to	PART
amwa-241	57	18	determine	determine	VERB
amwa-241	57	19	a	a	DET
amwa-241	57	20	patient	patient	NOUN
amwa-241	57	21	’s	’s	PART
amwa-241	57	22	risk	risk	NOUN
amwa-241	57	23	for	for	ADP
amwa-241	57	24	certain	certain	ADJ
amwa-241	57	25	cancers	cancer	NOUN
amwa-241	57	26	.	.	PUNCT
amwa-241	58	1	the	the	DET
amwa-241	58	2	algorithm	algorithm	NOUN
amwa-241	58	3	then	then	ADV
amwa-241	58	4	goes	go	VERB
amwa-241	58	5	on	on	ADP
amwa-241	58	6	to	to	PART
amwa-241	58	7	suggest	suggest	VERB
amwa-241	58	8	risk	risk	NOUN
amwa-241	58	9	reduction	reduction	NOUN
amwa-241	58	10	strategies	strategy	NOUN
amwa-241	58	11	and	and	CCONJ
amwa-241	58	12	treatment	treatment	NOUN
amwa-241	58	13	plans	plan	NOUN
amwa-241	58	14	for	for	ADP
amwa-241	58	15	that	that	DET
amwa-241	58	16	patient	patient	NOUN
amwa-241	58	17	.	.	PUNCT
amwa-241	59	1	is	be	AUX
amwa-241	59	2	there	there	PRON
amwa-241	59	3	a	a	DET
amwa-241	59	4	role	role	NOUN
amwa-241	59	5	for	for	ADP
amwa-241	59	6	medical	medical	ADJ
amwa-241	59	7	writers	writer	NOUN
amwa-241	59	8	?	?	PUNCT
amwa-241	60	1	consider	consider	VERB
amwa-241	60	2	that	that	SCONJ
amwa-241	60	3	there	there	PRON
amwa-241	60	4	are	be	VERB
amwa-241	60	5	patient	patient	NOUN
amwa-241	60	6	-	-	PUNCT
amwa-241	60	7	facing	face	VERB
amwa-241	60	8	and	and	CCONJ
amwa-241	60	9	clinician	clinician	NOUN
amwa-241	60	10	-	-	PUNCT
amwa-241	60	11	facing	face	VERB
amwa-241	60	12	aspects	aspect	NOUN
amwa-241	60	13	related	relate	VERB
amwa-241	60	14	to	to	ADP
amwa-241	60	15	the	the	DET
amwa-241	60	16	model	model	NOUN
amwa-241	60	17	.	.	PUNCT
amwa-241	61	1	medical	medical	ADJ
amwa-241	61	2	communicators	communicator	NOUN
amwa-241	61	3	may	may	AUX
amwa-241	61	4	develop	develop	VERB
amwa-241	61	5	information	information	NOUN
amwa-241	61	6	regarding	regard	VERB
amwa-241	61	7	risk	risk	NOUN
amwa-241	61	8	reduction	reduction	NOUN
amwa-241	61	9	,	,	PUNCT
amwa-241	61	10	testing	testing	NOUN
amwa-241	61	11	,	,	PUNCT
amwa-241	61	12	and	and	CCONJ
amwa-241	61	13	treatment	treatment	NOUN
amwa-241	61	14	options	option	NOUN
amwa-241	61	15	that	that	PRON
amwa-241	61	16	is	be	AUX
amwa-241	61	17	provided	provide	VERB
amwa-241	61	18	to	to	ADP
amwa-241	61	19	those	those	DET
amwa-241	61	20	audiences	audience	NOUN
amwa-241	61	21	.	.	PUNCT
amwa-241	62	1	the	the	DET
amwa-241	62	2	medical	medical	ADJ
amwa-241	62	3	writer	writer	NOUN
amwa-241	62	4	can	can	AUX
amwa-241	62	5	communicate	communicate	VERB
amwa-241	62	6	what	what	PRON
amwa-241	62	7	is	be	AUX
amwa-241	62	8	going	go	VERB
amwa-241	62	9	into	into	ADP
amwa-241	62	10	the	the	DET
amwa-241	62	11	model	model	NOUN
amwa-241	62	12	and	and	CCONJ
amwa-241	62	13	what	what	PRON
amwa-241	62	14	is	be	AUX
amwa-241	62	15	coming	come	VERB
amwa-241	62	16	out	out	ADP
amwa-241	62	17	of	of	ADP
amwa-241	62	18	the	the	DET
amwa-241	62	19	model	model	NOUN
amwa-241	62	20	using	use	VERB
amwa-241	62	21	language	language	NOUN
amwa-241	62	22	specific	specific	ADJ
amwa-241	62	23	to	to	ADP
amwa-241	62	24	the	the	DET
amwa-241	62	25	2	2	NUM
amwa-241	62	26	audiences	audience	NOUN
amwa-241	62	27	:	:	PUNCT
amwa-241	62	28	clinicians	clinician	NOUN
amwa-241	62	29	and	and	CCONJ
amwa-241	62	30	patients	patient	NOUN
amwa-241	62	31	.	.	PUNCT
amwa-241	63	1	in	in	ADP
amwa-241	63	2	addition	addition	NOUN
amwa-241	63	3	,	,	PUNCT
amwa-241	63	4	trust	trust	NOUN
amwa-241	63	5	in	in	ADP
amwa-241	63	6	the	the	DET
amwa-241	63	7	model	model	NOUN
amwa-241	63	8	is	be	AUX
amwa-241	63	9	an	an	DET
amwa-241	63	10	ongoing	ongoing	ADJ
amwa-241	63	11	issue	issue	NOUN
amwa-241	63	12	.	.	PUNCT
amwa-241	64	1	the	the	DET
amwa-241	64	2	medical	medical	ADJ
amwa-241	64	3	writer	writer	NOUN
amwa-241	64	4	plays	play	VERB
amwa-241	64	5	an	an	DET
amwa-241	64	6	important	important	ADJ
amwa-241	64	7	role	role	NOUN
amwa-241	64	8	to	to	PART
amwa-241	64	9	develop	develop	VERB
amwa-241	64	10	trust	trust	NOUN
amwa-241	64	11	.	.	PUNCT
amwa-241	65	1	attendees	attendee	NOUN
amwa-241	65	2	were	be	AUX
amwa-241	65	3	interested	interested	ADJ
amwa-241	65	4	in	in	ADP
amwa-241	65	5	whether	whether	SCONJ
amwa-241	65	6	there	there	PRON
amwa-241	65	7	are	be	VERB
amwa-241	65	8	guidelines	guideline	NOUN
amwa-241	65	9	in	in	ADP
amwa-241	65	10	place	place	NOUN
amwa-241	65	11	on	on	ADP
amwa-241	65	12	how	how	SCONJ
amwa-241	65	13	to	to	PART
amwa-241	65	14	communicate	communicate	VERB
amwa-241	65	15	the	the	DET
amwa-241	65	16	risk	risk	NOUN
amwa-241	65	17	assessment	assessment	NOUN
amwa-241	65	18	and	and	CCONJ
amwa-241	65	19	prevention	prevention	NOUN
amwa-241	65	20	tools	tool	NOUN
amwa-241	65	21	to	to	ADP
amwa-241	65	22	patients	patient	NOUN
amwa-241	65	23	in	in	ADP
amwa-241	65	24	order	order	NOUN
amwa-241	65	25	to	to	PART
amwa-241	65	26	obtain	obtain	VERB
amwa-241	65	27	informed	informed	ADJ
amwa-241	65	28	consent	consent	NOUN
amwa-241	65	29	.	.	PUNCT
amwa-241	66	1	these	these	DET
amwa-241	66	2	tools	tool	NOUN
amwa-241	66	3	collect	collect	VERB
amwa-241	66	4	sensitive	sensitive	ADJ
amwa-241	66	5	data	datum	NOUN
amwa-241	66	6	from	from	ADP
amwa-241	66	7	patients	patient	NOUN
amwa-241	66	8	and	and	CCONJ
amwa-241	66	9	their	their	PRON
amwa-241	66	10	families	family	NOUN
amwa-241	66	11	,	,	PUNCT
amwa-241	66	12	so	so	CCONJ
amwa-241	66	13	the	the	DET
amwa-241	66	14	patient	patient	NOUN
amwa-241	66	15	and	and	CCONJ
amwa-241	66	16	the	the	DET
amwa-241	66	17	family	family	NOUN
amwa-241	66	18	need	need	VERB
amwa-241	66	19	to	to	PART
amwa-241	66	20	provide	provide	VERB
amwa-241	66	21	informed	informed	ADJ
amwa-241	66	22	consent	consent	NOUN
amwa-241	66	23	.	.	PUNCT
amwa-241	67	1	the	the	DET
amwa-241	67	2	attendees	attendee	NOUN
amwa-241	67	3	were	be	AUX
amwa-241	67	4	also	also	ADV
amwa-241	67	5	interested	interested	ADJ
amwa-241	67	6	in	in	ADP
amwa-241	67	7	whether	whether	SCONJ
amwa-241	67	8	medical	medical	ADJ
amwa-241	67	9	students	student	NOUN
amwa-241	67	10	and	and	CCONJ
amwa-241	67	11	residents	resident	NOUN
amwa-241	67	12	are	be	AUX
amwa-241	67	13	receiving	receive	VERB
amwa-241	67	14	training	training	NOUN
amwa-241	67	15	on	on	ADP
amwa-241	67	16	ai	ai	PROPN
amwa-241	67	17	and	and	CCONJ
amwa-241	67	18	ml	ml	PROPN
amwa-241	67	19	.	.	PUNCT
amwa-241	68	1	one	one	NUM
amwa-241	68	2	attendee	attendee	NOUN
amwa-241	68	3	reported	report	VERB
amwa-241	68	4	that	that	SCONJ
amwa-241	68	5	their	their	PRON
amwa-241	68	6	institution	institution	NOUN
amwa-241	68	7	,	,	PUNCT
amwa-241	68	8	the	the	DET
amwa-241	68	9	university	university	PROPN
amwa-241	68	10	of	of	ADP
amwa-241	68	11	florida	florida	PROPN
amwa-241	68	12	,	,	PUNCT
amwa-241	68	13	launched	launch	VERB
amwa-241	68	14	a	a	DET
amwa-241	68	15	curriculum	curriculum	NOUN
amwa-241	68	16	on	on	ADP
amwa-241	68	17	ai	ai	PRON
amwa-241	68	18	development	development	NOUN
amwa-241	68	19	for	for	ADP
amwa-241	68	20	physicians	physician	NOUN
amwa-241	68	21	and	and	CCONJ
amwa-241	68	22	clinicians	clinician	NOUN
amwa-241	68	23	.	.	PUNCT
amwa-241	69	1	ai	ai	VERB
amwa-241	69	2	and	and	CCONJ
amwa-241	69	3	ml	ml	ADP
amwa-241	69	4	models	model	NOUN
amwa-241	69	5	may	may	AUX
amwa-241	69	6	affect	affect	VERB
amwa-241	69	7	how	how	SCONJ
amwa-241	69	8	medical	medical	ADJ
amwa-241	69	9	students	student	NOUN
amwa-241	69	10	and	and	CCONJ
amwa-241	69	11	residents	resident	NOUN
amwa-241	69	12	receive	receive	VERB
amwa-241	69	13	training	training	NOUN
amwa-241	69	14	.	.	PUNCT
amwa-241	70	1	for	for	ADP
amwa-241	70	2	example	example	NOUN
amwa-241	70	3	,	,	PUNCT
amwa-241	70	4	a	a	DET
amwa-241	70	5	radiologist	radiologist	NOUN
amwa-241	70	6	has	have	AUX
amwa-241	70	7	seen	see	VERB
amwa-241	70	8	thousands	thousand	NOUN
amwa-241	70	9	of	of	ADP
amwa-241	70	10	images	image	NOUN
amwa-241	70	11	,	,	PUNCT
amwa-241	70	12	and	and	CCONJ
amwa-241	70	13	current	current	ADJ
amwa-241	70	14	medical	medical	ADJ
amwa-241	70	15	students	student	NOUN
amwa-241	70	16	may	may	AUX
amwa-241	70	17	not	not	PART
amwa-241	70	18	get	get	VERB
amwa-241	70	19	that	that	DET
amwa-241	70	20	experience	experience	NOUN
amwa-241	70	21	.	.	PUNCT
amwa-241	71	1	2	2	X
amwa-241	71	2	.	.	X
amwa-241	71	3	clinical	clinical	ADJ
amwa-241	71	4	decision	decision	NOUN
amwa-241	71	5	support	support	NOUN
amwa-241	71	6	software	software	NOUN
amwa-241	71	7	.	.	PUNCT
amwa-241	72	1	there	there	PRON
amwa-241	72	2	is	be	VERB
amwa-241	72	3	an	an	DET
amwa-241	72	4	ongoing	ongoing	ADJ
amwa-241	72	5	debate	debate	NOUN
amwa-241	72	6	about	about	ADP
amwa-241	72	7	which	which	DET
amwa-241	72	8	software	software	NOUN
amwa-241	72	9	is	be	AUX
amwa-241	72	10	regulated	regulate	VERB
amwa-241	72	11	as	as	ADP
amwa-241	72	12	a	a	DET
amwa-241	72	13	device	device	NOUN
amwa-241	72	14	.	.	PUNCT
amwa-241	73	1	the	the	DET
amwa-241	73	2	united	united	PROPN
amwa-241	73	3	states	states	PROPN
amwa-241	73	4	food	food	PROPN
amwa-241	73	5	and	and	CCONJ
amwa-241	73	6	drug	drug	PROPN
amwa-241	73	7	administration	administration	PROPN
amwa-241	73	8	(	(	PUNCT
amwa-241	73	9	fda	fda	PROPN
amwa-241	73	10	)	)	PUNCT
amwa-241	73	11	issued	issue	VERB
amwa-241	73	12	a	a	DET
amwa-241	73	13	guidance1	guidance1	NOUN
amwa-241	73	14	regarding	regard	VERB
amwa-241	73	15	clinical	clinical	ADJ
amwa-241	73	16	decision	decision	NOUN
amwa-241	73	17	support	support	NOUN
amwa-241	73	18	software	software	NOUN
amwa-241	73	19	to	to	PART
amwa-241	73	20	describe	describe	VERB
amwa-241	73	21	the	the	DET
amwa-241	73	22	fda	fda	PROPN
amwa-241	73	23	’s	’s	PART
amwa-241	73	24	regulatory	regulatory	ADJ
amwa-241	73	25	approach	approach	NOUN
amwa-241	73	26	to	to	ADP
amwa-241	73	27	clinical	clinical	ADJ
amwa-241	73	28	decision	decision	NOUN
amwa-241	73	29	figure	figure	NOUN
amwa-241	73	30	.	.	PUNCT
amwa-241	74	1	supervised	supervise	VERB
amwa-241	74	2	learning	learn	VERB
amwa-241	74	3	training	training	NOUN
amwa-241	74	4	loop	loop	NOUN
amwa-241	74	5	.	.	PUNCT
amwa-241	75	1	copyright	copyright	NOUN
amwa-241	75	2	2022	2022	NUM
amwa-241	75	3	duke	duke	PROPN
amwa-241	75	4	city	city	NOUN
amwa-241	75	5	consulting	consulting	NOUN
amwa-241	75	6	,	,	PUNCT
amwa-241	75	7	llc	llc	PROPN
amwa-241	75	8	.	.	PUNCT
amwa-241	75	9	http://www.amwajournal.org	http://www.amwajournal.org	PUNCT
amwa-241	76	1	amwajournal.org	amwajournal.org	X
amwa-241	76	2	32the	32the	NOUN
amwa-241	76	3	use	use	NOUN
amwa-241	76	4	of	of	ADP
amwa-241	76	5	ai	ai	NOUN
amwa-241	76	6	and	and	CCONJ
amwa-241	76	7	ml	ml	X
amwa-241	76	8	in	in	ADP
amwa-241	76	9	clinical	clinical	ADJ
amwa-241	76	10	research	research	NOUN
amwa-241	76	11	and	and	CCONJ
amwa-241	76	12	health	health	NOUN
amwa-241	76	13	care	care	NOUN
amwa-241	76	14	support	support	NOUN
amwa-241	76	15	software	software	NOUN
amwa-241	76	16	functions	function	NOUN
amwa-241	76	17	.	.	PUNCT
amwa-241	77	1	consult	consult	VERB
amwa-241	77	2	the	the	DET
amwa-241	77	3	guidance	guidance	NOUN
amwa-241	77	4	for	for	ADP
amwa-241	77	5	a	a	DET
amwa-241	77	6	complete	complete	ADJ
amwa-241	77	7	discussion	discussion	NOUN
amwa-241	77	8	and	and	CCONJ
amwa-241	77	9	examples	example	NOUN
amwa-241	77	10	.	.	PUNCT
amwa-241	78	1	keep	keep	VERB
amwa-241	78	2	in	in	ADP
amwa-241	78	3	mind	mind	NOUN
amwa-241	78	4	that	that	SCONJ
amwa-241	78	5	if	if	SCONJ
amwa-241	78	6	the	the	DET
amwa-241	78	7	software	software	NOUN
amwa-241	78	8	contains	contain	VERB
amwa-241	78	9	ml	ml	ADP
amwa-241	78	10	,	,	PUNCT
amwa-241	78	11	then	then	ADV
amwa-241	78	12	the	the	DET
amwa-241	78	13	fda	fda	PROPN
amwa-241	78	14	considers	consider	VERB
amwa-241	78	15	it	it	PRON
amwa-241	78	16	to	to	PART
amwa-241	78	17	be	be	AUX
amwa-241	78	18	a	a	DET
amwa-241	78	19	device	device	NOUN
amwa-241	78	20	.	.	PUNCT
amwa-241	79	1	the	the	DET
amwa-241	79	2	fda	fda	PROPN
amwa-241	79	3	consistently	consistently	ADV
amwa-241	79	4	updates	update	VERB
amwa-241	79	5	guidelines	guideline	NOUN
amwa-241	79	6	for	for	ADP
amwa-241	79	7	ai	ai	NOUN
amwa-241	79	8	/	/	SYM
amwa-241	79	9	ml	ml	NOUN
amwa-241	79	10	applications	application	NOUN
amwa-241	79	11	.	.	PUNCT
amwa-241	80	1	3	3	X
amwa-241	80	2	.	.	X
amwa-241	80	3	diagnosing	diagnose	VERB
amwa-241	80	4	retinal	retinal	ADJ
amwa-241	80	5	disease	disease	NOUN
amwa-241	80	6	.	.	PUNCT
amwa-241	81	1	this	this	PRON
amwa-241	81	2	is	be	AUX
amwa-241	81	3	a	a	DET
amwa-241	81	4	fast	fast	ADV
amwa-241	81	5	-	-	PUNCT
amwa-241	81	6	growing	grow	VERB
amwa-241	81	7	market	market	NOUN
amwa-241	81	8	that	that	PRON
amwa-241	81	9	includes	include	VERB
amwa-241	81	10	diabetic	diabetic	ADJ
amwa-241	81	11	retinopathy	retinopathy	NOUN
amwa-241	81	12	,	,	PUNCT
amwa-241	81	13	a	a	DET
amwa-241	81	14	common	common	ADJ
amwa-241	81	15	complication	complication	NOUN
amwa-241	81	16	of	of	ADP
amwa-241	81	17	diabetes	diabetes	NOUN
amwa-241	81	18	.	.	PUNCT
amwa-241	82	1	to	to	PART
amwa-241	82	2	diagnose	diagnose	VERB
amwa-241	82	3	retinal	retinal	ADJ
amwa-241	82	4	disease	disease	NOUN
amwa-241	82	5	,	,	PUNCT
amwa-241	82	6	a	a	DET
amwa-241	82	7	camera	camera	NOUN
amwa-241	82	8	takes	take	VERB
amwa-241	82	9	an	an	DET
amwa-241	82	10	image	image	NOUN
amwa-241	82	11	of	of	ADP
amwa-241	82	12	the	the	DET
amwa-241	82	13	patient	patient	NOUN
amwa-241	82	14	’s	’s	PART
amwa-241	82	15	retina	retina	NOUN
amwa-241	82	16	that	that	PRON
amwa-241	82	17	is	be	AUX
amwa-241	82	18	then	then	ADV
amwa-241	82	19	analyzed	analyze	VERB
amwa-241	82	20	using	use	VERB
amwa-241	82	21	ml	ml	NOUN
amwa-241	82	22	.	.	PUNCT
amwa-241	83	1	several	several	ADJ
amwa-241	83	2	papers	paper	NOUN
amwa-241	83	3	reported	report	VERB
amwa-241	83	4	an	an	DET
amwa-241	83	5	ai	ai	NOUN
amwa-241	83	6	detection	detection	NOUN
amwa-241	83	7	rate	rate	NOUN
amwa-241	83	8	of	of	ADP
amwa-241	83	9	retinal	retinal	ADJ
amwa-241	83	10	disease	disease	NOUN
amwa-241	83	11	that	that	PRON
amwa-241	83	12	is	be	AUX
amwa-241	83	13	better	well	ADJ
amwa-241	83	14	than	than	ADP
amwa-241	83	15	the	the	DET
amwa-241	83	16	detection	detection	NOUN
amwa-241	83	17	rate	rate	NOUN
amwa-241	83	18	of	of	ADP
amwa-241	83	19	clinicians	clinician	NOUN
amwa-241	83	20	.	.	PUNCT
amwa-241	84	1	however	however	ADV
amwa-241	84	2	,	,	PUNCT
amwa-241	84	3	the	the	DET
amwa-241	84	4	ai	ai	NOUN
amwa-241	84	5	performed	perform	VERB
amwa-241	84	6	worse	bad	ADJ
amwa-241	84	7	at	at	ADP
amwa-241	84	8	diagnosing	diagnose	VERB
amwa-241	84	9	negative	negative	ADJ
amwa-241	84	10	cases.2,3	cases.2,3	ADJ
amwa-241	84	11	4	4	NUM
amwa-241	84	12	.	.	PUNCT
amwa-241	84	13	reading	read	VERB
amwa-241	84	14	and	and	CCONJ
amwa-241	84	15	segmenting	segment	VERB
amwa-241	84	16	medical	medical	ADJ
amwa-241	84	17	images	image	NOUN
amwa-241	84	18	.	.	PUNCT
amwa-241	85	1	several	several	ADJ
amwa-241	85	2	ml	ml	NOUN
amwa-241	85	3	tools	tool	NOUN
amwa-241	85	4	are	be	AUX
amwa-241	85	5	being	be	AUX
amwa-241	85	6	used	use	VERB
amwa-241	85	7	in	in	ADP
amwa-241	85	8	the	the	DET
amwa-241	85	9	radiology	radiology	NOUN
amwa-241	85	10	field	field	NOUN
amwa-241	85	11	.	.	PUNCT
amwa-241	86	1	radiologists	radiologist	NOUN
amwa-241	86	2	who	who	PRON
amwa-241	86	3	used	use	VERB
amwa-241	86	4	ml	ml	NOUN
amwa-241	86	5	to	to	PART
amwa-241	86	6	read	read	VERB
amwa-241	86	7	medical	medical	ADJ
amwa-241	86	8	images	image	NOUN
amwa-241	86	9	worked	work	VERB
amwa-241	86	10	65	65	NUM
amwa-241	86	11	%	%	NOUN
amwa-241	86	12	faster.4	faster.4	ADJ
amwa-241	86	13	it	it	PRON
amwa-241	86	14	is	be	AUX
amwa-241	86	15	important	important	ADJ
amwa-241	86	16	to	to	PART
amwa-241	86	17	note	note	VERB
amwa-241	86	18	that	that	SCONJ
amwa-241	86	19	the	the	DET
amwa-241	86	20	use	use	NOUN
amwa-241	86	21	of	of	ADP
amwa-241	86	22	ml	ml	NOUN
amwa-241	86	23	tools	tool	NOUN
amwa-241	86	24	improves	improve	VERB
amwa-241	86	25	workflow	workflow	NOUN
amwa-241	86	26	but	but	CCONJ
amwa-241	86	27	does	do	AUX
amwa-241	86	28	not	not	PART
amwa-241	86	29	replace	replace	VERB
amwa-241	86	30	the	the	DET
amwa-241	86	31	radiologist.4	radiologist.4	NOUN
amwa-241	86	32	many	many	ADJ
amwa-241	86	33	of	of	ADP
amwa-241	86	34	the	the	DET
amwa-241	86	35	ml	ml	NOUN
amwa-241	86	36	tools	tool	NOUN
amwa-241	86	37	listed	list	VERB
amwa-241	86	38	on	on	ADP
amwa-241	86	39	the	the	DET
amwa-241	86	40	fda	fda	PROPN
amwa-241	86	41	website	website	NOUN
amwa-241	86	42	as	as	ADP
amwa-241	86	43	being	be	AUX
amwa-241	86	44	approved	approve	VERB
amwa-241	86	45	are	be	AUX
amwa-241	86	46	developed	develop	VERB
amwa-241	86	47	for	for	ADP
amwa-241	86	48	radiology	radiology	NOUN
amwa-241	86	49	.	.	PUNCT
amwa-241	87	1	5	5	X
amwa-241	87	2	.	.	X
amwa-241	87	3	predictive	predictive	ADJ
amwa-241	87	4	modeling	modeling	NOUN
amwa-241	87	5	.	.	PUNCT
amwa-241	88	1	these	these	DET
amwa-241	88	2	models	model	NOUN
amwa-241	88	3	help	help	VERB
amwa-241	88	4	predict	predict	VERB
amwa-241	88	5	outcomes	outcome	NOUN
amwa-241	88	6	like	like	ADP
amwa-241	88	7	who	who	PRON
amwa-241	88	8	will	will	AUX
amwa-241	88	9	require	require	VERB
amwa-241	88	10	readmission	readmission	NOUN
amwa-241	88	11	to	to	ADP
amwa-241	88	12	the	the	DET
amwa-241	88	13	hospital	hospital	NOUN
amwa-241	88	14	within	within	ADP
amwa-241	88	15	30	30	NUM
amwa-241	88	16	days	day	NOUN
amwa-241	88	17	of	of	ADP
amwa-241	88	18	discharge	discharge	NOUN
amwa-241	88	19	,	,	PUNCT
amwa-241	88	20	among	among	ADP
amwa-241	88	21	others	other	NOUN
amwa-241	88	22	.	.	PUNCT
amwa-241	89	1	predictive	predictive	ADJ
amwa-241	89	2	modeling	modeling	NOUN
amwa-241	89	3	can	can	AUX
amwa-241	89	4	be	be	AUX
amwa-241	89	5	added	add	VERB
amwa-241	89	6	to	to	ADP
amwa-241	89	7	a	a	DET
amwa-241	89	8	hospital	hospital	NOUN
amwa-241	89	9	’s	’s	PART
amwa-241	89	10	electronic	electronic	ADJ
amwa-241	89	11	health	health	NOUN
amwa-241	89	12	record	record	NOUN
amwa-241	89	13	package	package	NOUN
amwa-241	89	14	.	.	PUNCT
amwa-241	90	1	the	the	DET
amwa-241	90	2	process	process	NOUN
amwa-241	90	3	to	to	PART
amwa-241	90	4	add	add	VERB
amwa-241	90	5	predictive	predictive	ADJ
amwa-241	90	6	modeling	modeling	NOUN
amwa-241	90	7	to	to	ADP
amwa-241	90	8	an	an	DET
amwa-241	90	9	electronic	electronic	ADJ
amwa-241	90	10	health	health	NOUN
amwa-241	90	11	record	record	NOUN
amwa-241	90	12	package	package	NOUN
amwa-241	90	13	is	be	AUX
amwa-241	90	14	straightforward	straightforward	ADJ
amwa-241	90	15	because	because	SCONJ
amwa-241	90	16	there	there	PRON
amwa-241	90	17	are	be	VERB
amwa-241	90	18	vendors	vendor	NOUN
amwa-241	90	19	who	who	PRON
amwa-241	90	20	can	can	AUX
amwa-241	90	21	add	add	VERB
amwa-241	90	22	the	the	DET
amwa-241	90	23	models	model	NOUN
amwa-241	90	24	.	.	PUNCT
amwa-241	91	1	for	for	ADP
amwa-241	91	2	example	example	NOUN
amwa-241	91	3	,	,	PUNCT
amwa-241	91	4	the	the	DET
amwa-241	91	5	tracking	tracking	NOUN
amwa-241	91	6	of	of	ADP
amwa-241	91	7	fall	fall	NOUN
amwa-241	91	8	risk	risk	NOUN
amwa-241	91	9	,	,	PUNCT
amwa-241	91	10	heart	heart	NOUN
amwa-241	91	11	failure	failure	NOUN
amwa-241	91	12	,	,	PUNCT
amwa-241	91	13	and	and	CCONJ
amwa-241	91	14	early	early	ADJ
amwa-241	91	15	detection	detection	NOUN
amwa-241	91	16	of	of	ADP
amwa-241	91	17	sepsis	sepsis	NOUN
amwa-241	91	18	can	can	AUX
amwa-241	91	19	be	be	AUX
amwa-241	91	20	electronic	electronic	ADJ
amwa-241	91	21	health	health	NOUN
amwa-241	91	22	record	record	NOUN
amwa-241	91	23	add	add	NOUN
amwa-241	91	24	-	-	PUNCT
amwa-241	91	25	ons	ons	NOUN
amwa-241	91	26	.	.	PUNCT
amwa-241	92	1	however	however	ADV
amwa-241	92	2	,	,	PUNCT
amwa-241	92	3	it	it	PRON
amwa-241	92	4	is	be	AUX
amwa-241	92	5	vital	vital	ADJ
amwa-241	92	6	that	that	SCONJ
amwa-241	92	7	these	these	DET
amwa-241	92	8	add	add	ADJ
amwa-241	92	9	-	-	PUNCT
amwa-241	92	10	ons	ons	NOUN
amwa-241	92	11	meet	meet	NOUN
amwa-241	92	12	guidelines	guideline	NOUN
amwa-241	92	13	requiring	require	VERB
amwa-241	92	14	model	model	NOUN
amwa-241	92	15	reporting	reporting	NOUN
amwa-241	92	16	,	,	PUNCT
amwa-241	92	17	be	be	AUX
amwa-241	92	18	useful	useful	ADJ
amwa-241	92	19	,	,	PUNCT
amwa-241	92	20	fair	fair	ADJ
amwa-241	92	21	,	,	PUNCT
amwa-241	92	22	and	and	CCONJ
amwa-241	92	23	reliable	reliable	ADJ
amwa-241	92	24	,	,	PUNCT
amwa-241	92	25	and	and	CCONJ
amwa-241	92	26	are	be	AUX
amwa-241	92	27	generalizable	generalizable	ADJ
amwa-241	92	28	and	and	CCONJ
amwa-241	92	29	transparent	transparent	ADJ
amwa-241	92	30	.	.	PUNCT
amwa-241	93	1	a	a	DET
amwa-241	93	2	lack	lack	NOUN
amwa-241	93	3	of	of	ADP
amwa-241	93	4	transparency	transparency	NOUN
amwa-241	93	5	in	in	ADP
amwa-241	93	6	an	an	DET
amwa-241	93	7	ai	ai	NOUN
amwa-241	93	8	model	model	NOUN
amwa-241	93	9	can	can	AUX
amwa-241	93	10	pose	pose	VERB
amwa-241	93	11	a	a	DET
amwa-241	93	12	significant	significant	ADJ
amwa-241	93	13	barrier	barrier	NOUN
amwa-241	93	14	to	to	ADP
amwa-241	93	15	gaining	gain	VERB
amwa-241	93	16	the	the	DET
amwa-241	93	17	trust	trust	NOUN
amwa-241	93	18	of	of	ADP
amwa-241	93	19	patients	patient	NOUN
amwa-241	93	20	and	and	CCONJ
amwa-241	93	21	clinicians	clinician	NOUN
amwa-241	93	22	.	.	PUNCT
amwa-241	94	1	6	6	X
amwa-241	94	2	.	.	X
amwa-241	94	3	drug	drug	NOUN
amwa-241	94	4	discovery	discovery	NOUN
amwa-241	94	5	and	and	CCONJ
amwa-241	94	6	development	development	NOUN
amwa-241	94	7	.	.	PUNCT
amwa-241	95	1	deepmind	deepmind	PROPN
amwa-241	95	2	’s	’s	PART
amwa-241	95	3	alphafold	alphafold	ADJ
amwa-241	95	4	2	2	NUM
amwa-241	95	5	can	can	AUX
amwa-241	95	6	predict	predict	VERB
amwa-241	95	7	how	how	SCONJ
amwa-241	95	8	a	a	DET
amwa-241	95	9	protein	protein	NOUN
amwa-241	95	10	folds	fold	VERB
amwa-241	95	11	with	with	ADP
amwa-241	95	12	an	an	DET
amwa-241	95	13	accuracy	accuracy	NOUN
amwa-241	95	14	rate	rate	NOUN
amwa-241	95	15	similar	similar	ADJ
amwa-241	95	16	to	to	ADP
amwa-241	95	17	crystallography	crystallography	NOUN
amwa-241	95	18	,	,	PUNCT
amwa-241	95	19	but	but	CCONJ
amwa-241	95	20	in	in	ADP
amwa-241	95	21	hours	hour	NOUN
amwa-241	95	22	rather	rather	ADV
amwa-241	95	23	than	than	ADP
amwa-241	95	24	months.5	months.5	NOUN
amwa-241	95	25	alphafold	alphafold	ADJ
amwa-241	95	26	2	2	NUM
amwa-241	95	27	radically	radically	ADV
amwa-241	95	28	shortens	shorten	VERB
amwa-241	95	29	the	the	DET
amwa-241	95	30	identification	identification	NOUN
amwa-241	95	31	and	and	CCONJ
amwa-241	95	32	development	development	NOUN
amwa-241	95	33	cycles	cycle	NOUN
amwa-241	95	34	for	for	ADP
amwa-241	95	35	new	new	ADJ
amwa-241	95	36	drugs	drug	NOUN
amwa-241	95	37	,	,	PUNCT
amwa-241	95	38	a	a	DET
amwa-241	95	39	great	great	ADJ
amwa-241	95	40	boon	boon	NOUN
amwa-241	95	41	to	to	ADP
amwa-241	95	42	biomedical	biomedical	ADJ
amwa-241	95	43	researchers	researcher	NOUN
amwa-241	95	44	.	.	PUNCT
amwa-241	96	1	7	7	X
amwa-241	96	2	.	.	X
amwa-241	96	3	nanotechnology	nanotechnology	NOUN
amwa-241	96	4	.	.	PUNCT
amwa-241	97	1	there	there	PRON
amwa-241	97	2	is	be	VERB
amwa-241	97	3	hope	hope	NOUN
amwa-241	97	4	that	that	SCONJ
amwa-241	97	5	this	this	DET
amwa-241	97	6	emerging	emerge	VERB
amwa-241	97	7	technology	technology	NOUN
amwa-241	97	8	field	field	NOUN
amwa-241	97	9	can	can	AUX
amwa-241	97	10	be	be	AUX
amwa-241	97	11	applied	apply	VERB
amwa-241	97	12	to	to	ADP
amwa-241	97	13	cancer	cancer	NOUN
amwa-241	97	14	diagnostics	diagnostic	NOUN
amwa-241	97	15	and	and	CCONJ
amwa-241	97	16	cancer	cancer	NOUN
amwa-241	97	17	therapeutics	therapeutic	NOUN
amwa-241	97	18	;	;	PUNCT
amwa-241	97	19	however	however	ADV
amwa-241	97	20	,	,	PUNCT
amwa-241	97	21	intratumor	intratumor	ADJ
amwa-241	97	22	and	and	CCONJ
amwa-241	97	23	interpatient	interpatient	NOUN
amwa-241	97	24	heterogeneity	heterogeneity	NOUN
amwa-241	97	25	have	have	AUX
amwa-241	97	26	posed	pose	VERB
amwa-241	97	27	significant	significant	ADJ
amwa-241	97	28	barriers	barrier	NOUN
amwa-241	97	29	in	in	ADP
amwa-241	97	30	this	this	DET
amwa-241	97	31	area	area	NOUN
amwa-241	97	32	.	.	PUNCT
amwa-241	98	1	application	application	NOUN
amwa-241	98	2	of	of	ADP
amwa-241	98	3	ai	ai	PROPN
amwa-241	98	4	methods	method	NOUN
amwa-241	98	5	to	to	ADP
amwa-241	98	6	the	the	DET
amwa-241	98	7	design	design	NOUN
amwa-241	98	8	and	and	CCONJ
amwa-241	98	9	analysis	analysis	NOUN
amwa-241	98	10	of	of	ADP
amwa-241	98	11	outcomes	outcome	NOUN
amwa-241	98	12	have	have	AUX
amwa-241	98	13	met	meet	VERB
amwa-241	98	14	with	with	ADP
amwa-241	98	15	some	some	DET
amwa-241	98	16	success	success	NOUN
amwa-241	98	17	.	.	PUNCT
amwa-241	99	1	what	what	PRON
amwa-241	99	2	is	be	AUX
amwa-241	99	3	generative	generative	ADJ
amwa-241	99	4	ai	ai	VERB
amwa-241	99	5	?	?	PUNCT
amwa-241	99	6	generative	generative	ADJ
amwa-241	99	7	ai	ai	VERB
amwa-241	99	8	is	be	AUX
amwa-241	99	9	a	a	DET
amwa-241	99	10	type	type	NOUN
amwa-241	99	11	of	of	ADP
amwa-241	99	12	ml	ml	ADP
amwa-241	99	13	algorithm	algorithm	NOUN
amwa-241	99	14	that	that	PRON
amwa-241	99	15	is	be	AUX
amwa-241	99	16	designed	design	VERB
amwa-241	99	17	to	to	PART
amwa-241	99	18	generate	generate	VERB
amwa-241	99	19	new	new	ADJ
amwa-241	99	20	data	datum	NOUN
amwa-241	99	21	based	base	VERB
amwa-241	99	22	on	on	ADP
amwa-241	99	23	what	what	PRON
amwa-241	99	24	it	it	PRON
amwa-241	99	25	has	have	AUX
amwa-241	99	26	learned	learn	VERB
amwa-241	99	27	from	from	ADP
amwa-241	99	28	the	the	DET
amwa-241	99	29	data	datum	NOUN
amwa-241	99	30	that	that	PRON
amwa-241	99	31	it	it	PRON
amwa-241	99	32	has	have	AUX
amwa-241	99	33	been	be	AUX
amwa-241	99	34	trained	train	VERB
amwa-241	99	35	on	on	ADP
amwa-241	99	36	.	.	PUNCT
amwa-241	100	1	this	this	PRON
amwa-241	100	2	can	can	AUX
amwa-241	100	3	be	be	AUX
amwa-241	100	4	used	use	VERB
amwa-241	100	5	to	to	PART
amwa-241	100	6	create	create	VERB
amwa-241	100	7	new	new	ADJ
amwa-241	100	8	images	image	NOUN
amwa-241	100	9	,	,	PUNCT
amwa-241	100	10	text	text	NOUN
amwa-241	100	11	,	,	PUNCT
amwa-241	100	12	or	or	CCONJ
amwa-241	100	13	other	other	ADJ
amwa-241	100	14	forms	form	NOUN
amwa-241	100	15	of	of	ADP
amwa-241	100	16	data	datum	NOUN
amwa-241	100	17	that	that	PRON
amwa-241	100	18	mimic	mimic	VERB
amwa-241	100	19	the	the	DET
amwa-241	100	20	characteristics	characteristic	NOUN
amwa-241	100	21	of	of	ADP
amwa-241	100	22	the	the	DET
amwa-241	100	23	training	training	NOUN
amwa-241	100	24	data	datum	NOUN
amwa-241	100	25	.	.	PUNCT
amwa-241	101	1	for	for	ADP
amwa-241	101	2	example	example	NOUN
amwa-241	101	3	,	,	PUNCT
amwa-241	101	4	ai	ai	VERB
amwa-241	101	5	can	can	AUX
amwa-241	101	6	create	create	VERB
amwa-241	101	7	images	image	NOUN
amwa-241	101	8	of	of	ADP
amwa-241	101	9	people	people	NOUN
amwa-241	101	10	that	that	PRON
amwa-241	101	11	look	look	VERB
amwa-241	101	12	real	real	ADJ
amwa-241	101	13	but	but	CCONJ
amwa-241	101	14	who	who	PRON
amwa-241	101	15	do	do	AUX
amwa-241	101	16	not	not	PART
amwa-241	101	17	exist.6	exist.6	VERB
amwa-241	101	18	what	what	PRON
amwa-241	101	19	are	be	AUX
amwa-241	101	20	funders	funder	NOUN
amwa-241	101	21	and	and	CCONJ
amwa-241	101	22	the	the	DET
amwa-241	101	23	fda	fda	PROPN
amwa-241	101	24	looking	look	VERB
amwa-241	101	25	for	for	ADP
amwa-241	101	26	?	?	PUNCT
amwa-241	102	1	the	the	DET
amwa-241	102	2	main	main	ADJ
amwa-241	102	3	concerns	concern	NOUN
amwa-241	102	4	of	of	ADP
amwa-241	102	5	funders	funder	NOUN
amwa-241	102	6	and	and	CCONJ
amwa-241	102	7	the	the	DET
amwa-241	102	8	fda	fda	PROPN
amwa-241	102	9	are	be	AUX
amwa-241	102	10	found	find	VERB
amwa-241	102	11	in	in	ADP
amwa-241	102	12	the	the	DET
amwa-241	102	13	good	good	ADJ
amwa-241	102	14	machine	machine	NOUN
amwa-241	102	15	learning	learn	VERB
amwa-241	102	16	practice	practice	NOUN
amwa-241	102	17	for	for	ADP
amwa-241	102	18	medical	medical	ADJ
amwa-241	102	19	device	device	NOUN
amwa-241	102	20	development	development	NOUN
amwa-241	102	21	:	:	PUNCT
amwa-241	102	22	guiding	guide	VERB
amwa-241	102	23	principles	principle	NOUN
amwa-241	102	24	document.7	document.7	PRON
amwa-241	102	25	the	the	DET
amwa-241	102	26	concerns	concern	NOUN
amwa-241	102	27	that	that	PRON
amwa-241	102	28	some	some	DET
amwa-241	102	29	application	application	NOUN
amwa-241	102	30	developers	developer	NOUN
amwa-241	102	31	tend	tend	VERB
amwa-241	102	32	to	to	PART
amwa-241	102	33	neglect	neglect	VERB
amwa-241	102	34	,	,	PUNCT
amwa-241	102	35	in	in	ADP
amwa-241	102	36	byram	byram	PROPN
amwa-241	102	37	’s	’s	PART
amwa-241	102	38	experience	experience	NOUN
amwa-241	102	39	,	,	PUNCT
amwa-241	102	40	are	be	AUX
amwa-241	102	41	included	include	VERB
amwa-241	102	42	in	in	ADP
amwa-241	102	43	the	the	DET
amwa-241	102	44	following	follow	VERB
amwa-241	102	45	list	list	NOUN
amwa-241	102	46	.	.	PUNCT
amwa-241	103	1	of	of	ADP
amwa-241	103	2	particular	particular	ADJ
amwa-241	103	3	focus	focus	NOUN
amwa-241	103	4	is	be	AUX
amwa-241	103	5	improving	improve	VERB
amwa-241	103	6	the	the	DET
amwa-241	103	7	performance	performance	NOUN
amwa-241	103	8	of	of	ADP
amwa-241	103	9	the	the	DET
amwa-241	103	10	human	human	NOUN
amwa-241	103	11	-	-	PUNCT
amwa-241	103	12	ai	ai	NOUN
amwa-241	103	13	team	team	NOUN
amwa-241	103	14	.	.	PUNCT
amwa-241	104	1	another	another	DET
amwa-241	104	2	concern	concern	NOUN
amwa-241	104	3	is	be	AUX
amwa-241	104	4	that	that	SCONJ
amwa-241	104	5	models	model	NOUN
amwa-241	104	6	degrade	degrade	VERB
amwa-241	104	7	over	over	ADP
amwa-241	104	8	time	time	NOUN
amwa-241	104	9	and	and	CCONJ
amwa-241	104	10	need	need	VERB
amwa-241	104	11	to	to	PART
amwa-241	104	12	be	be	AUX
amwa-241	104	13	retrained	retrain	VERB
amwa-241	104	14	.	.	PUNCT
amwa-241	105	1	key	key	ADJ
amwa-241	105	2	takeaways	takeaway	NOUN
amwa-241	105	3	from	from	ADP
amwa-241	105	4	this	this	DET
amwa-241	105	5	guideline	guideline	NOUN
amwa-241	105	6	include	include	VERB
amwa-241	105	7	1	1	NUM
amwa-241	105	8	.	.	PUNCT
amwa-241	106	1	the	the	DET
amwa-241	106	2	multidisciplinary	multidisciplinary	ADJ
amwa-241	106	3	team	team	NOUN
amwa-241	106	4	should	should	AUX
amwa-241	106	5	work	work	VERB
amwa-241	106	6	together	together	ADV
amwa-241	106	7	throughout	throughout	ADP
amwa-241	106	8	the	the	DET
amwa-241	106	9	total	total	ADJ
amwa-241	106	10	product	product	NOUN
amwa-241	106	11	life	life	NOUN
amwa-241	106	12	cycle	cycle	NOUN
amwa-241	106	13	to	to	PART
amwa-241	106	14	ensure	ensure	VERB
amwa-241	106	15	that	that	SCONJ
amwa-241	106	16	the	the	DET
amwa-241	106	17	ai	ai	NOUN
amwa-241	106	18	remains	remain	VERB
amwa-241	106	19	relevant	relevant	ADJ
amwa-241	106	20	.	.	PUNCT
amwa-241	107	1	2	2	X
amwa-241	107	2	.	.	X
amwa-241	107	3	make	make	VERB
amwa-241	107	4	sure	sure	ADJ
amwa-241	107	5	that	that	SCONJ
amwa-241	107	6	clinical	clinical	ADJ
amwa-241	107	7	study	study	NOUN
amwa-241	107	8	participants	participant	NOUN
amwa-241	107	9	and	and	CCONJ
amwa-241	107	10	data	datum	NOUN
amwa-241	107	11	sets	set	NOUN
amwa-241	107	12	are	be	AUX
amwa-241	107	13	representative	representative	NOUN
amwa-241	107	14	of	of	ADP
amwa-241	107	15	the	the	DET
amwa-241	107	16	population	population	NOUN
amwa-241	107	17	,	,	PUNCT
amwa-241	107	18	so	so	CCONJ
amwa-241	107	19	the	the	DET
amwa-241	107	20	models	model	NOUN
amwa-241	107	21	developed	develop	VERB
amwa-241	107	22	on	on	ADP
amwa-241	107	23	them	they	PRON
amwa-241	107	24	are	be	AUX
amwa-241	107	25	generalizable	generalizable	ADJ
amwa-241	107	26	.	.	PUNCT
amwa-241	108	1	3	3	X
amwa-241	108	2	.	.	X
amwa-241	108	3	be	be	AUX
amwa-241	108	4	sure	sure	ADJ
amwa-241	108	5	to	to	PART
amwa-241	108	6	emphasize	emphasize	VERB
amwa-241	108	7	the	the	DET
amwa-241	108	8	performance	performance	NOUN
amwa-241	108	9	of	of	ADP
amwa-241	108	10	the	the	DET
amwa-241	108	11	human‐ai	human‐ai	PROPN
amwa-241	108	12	team	team	NOUN
amwa-241	108	13	.	.	PUNCT
amwa-241	109	1	4	4	X
amwa-241	109	2	.	.	X
amwa-241	109	3	ensure	ensure	VERB
amwa-241	109	4	that	that	SCONJ
amwa-241	109	5	deployed	deploy	VERB
amwa-241	109	6	models	model	NOUN
amwa-241	109	7	have	have	VERB
amwa-241	109	8	the	the	DET
amwa-241	109	9	capacity	capacity	NOUN
amwa-241	109	10	to	to	PART
amwa-241	109	11	be	be	AUX
amwa-241	109	12	monitored	monitor	VERB
amwa-241	109	13	with	with	ADP
amwa-241	109	14	a	a	DET
amwa-241	109	15	focus	focus	NOUN
amwa-241	109	16	on	on	ADP
amwa-241	109	17	improved	improved	ADJ
amwa-241	109	18	safety	safety	NOUN
amwa-241	109	19	and	and	CCONJ
amwa-241	109	20	performance	performance	NOUN
amwa-241	109	21	,	,	PUNCT
amwa-241	109	22	and	and	CCONJ
amwa-241	109	23	appropriate	appropriate	ADJ
amwa-241	109	24	controls	control	NOUN
amwa-241	109	25	are	be	AUX
amwa-241	109	26	in	in	ADP
amwa-241	109	27	place	place	NOUN
amwa-241	109	28	to	to	PART
amwa-241	109	29	manage	manage	VERB
amwa-241	109	30	retraining	retrain	VERB
amwa-241	109	31	risks	risk	NOUN
amwa-241	109	32	.	.	PUNCT
amwa-241	110	1	attendees	attendee	NOUN
amwa-241	110	2	were	be	AUX
amwa-241	110	3	curious	curious	ADJ
amwa-241	110	4	about	about	ADP
amwa-241	110	5	the	the	DET
amwa-241	110	6	intersection	intersection	NOUN
amwa-241	110	7	of	of	ADP
amwa-241	110	8	privacy	privacy	NOUN
amwa-241	110	9	laws	law	NOUN
amwa-241	110	10	and	and	CCONJ
amwa-241	110	11	training	training	NOUN
amwa-241	110	12	data	datum	NOUN
amwa-241	110	13	sets	set	NOUN
amwa-241	110	14	.	.	PUNCT
amwa-241	111	1	attendees	attendee	NOUN
amwa-241	111	2	indicated	indicate	VERB
amwa-241	111	3	that	that	SCONJ
amwa-241	111	4	,	,	PUNCT
amwa-241	111	5	in	in	ADP
amwa-241	111	6	their	their	PRON
amwa-241	111	7	experience	experience	NOUN
amwa-241	111	8	at	at	ADP
amwa-241	111	9	their	their	PRON
amwa-241	111	10	institutions	institution	NOUN
amwa-241	111	11	,	,	PUNCT
amwa-241	111	12	the	the	DET
amwa-241	111	13	patient	patient	NOUN
amwa-241	111	14	provides	provide	VERB
amwa-241	111	15	consent	consent	NOUN
amwa-241	111	16	for	for	SCONJ
amwa-241	111	17	their	their	PRON
amwa-241	111	18	data	datum	NOUN
amwa-241	111	19	to	to	PART
amwa-241	111	20	be	be	AUX
amwa-241	111	21	used	use	VERB
amwa-241	111	22	in	in	ADP
amwa-241	111	23	data	data	NOUN
amwa-241	111	24	training	training	NOUN
amwa-241	111	25	sets	set	NOUN
amwa-241	111	26	.	.	PUNCT
amwa-241	112	1	to	to	PART
amwa-241	112	2	build	build	VERB
amwa-241	112	3	and	and	CCONJ
amwa-241	112	4	maintain	maintain	VERB
amwa-241	112	5	trust	trust	NOUN
amwa-241	112	6	with	with	ADP
amwa-241	112	7	the	the	DET
amwa-241	112	8	patient	patient	NOUN
amwa-241	112	9	,	,	PUNCT
amwa-241	112	10	the	the	DET
amwa-241	112	11	consent	consent	NOUN
amwa-241	112	12	form	form	NOUN
amwa-241	112	13	should	should	AUX
amwa-241	112	14	include	include	VERB
amwa-241	112	15	a	a	DET
amwa-241	112	16	statement	statement	NOUN
amwa-241	112	17	that	that	SCONJ
amwa-241	112	18	all	all	DET
amwa-241	112	19	patient	patient	ADJ
amwa-241	112	20	data	datum	NOUN
amwa-241	112	21	will	will	AUX
amwa-241	112	22	be	be	AUX
amwa-241	112	23	kept	keep	VERB
amwa-241	112	24	secure	secure	ADJ
amwa-241	112	25	,	,	PUNCT
amwa-241	112	26	and	and	CCONJ
amwa-241	112	27	the	the	DET
amwa-241	112	28	data	datum	NOUN
amwa-241	112	29	used	use	VERB
amwa-241	112	30	for	for	ADP
amwa-241	112	31	ml	ml	NOUN
amwa-241	112	32	is	be	AUX
amwa-241	112	33	deidentified	deidentifie	VERB
amwa-241	112	34	using	use	VERB
amwa-241	112	35	protected	protect	VERB
amwa-241	112	36	health	health	NOUN
amwa-241	112	37	information	information	NOUN
amwa-241	112	38	guidelines	guideline	NOUN
amwa-241	112	39	.	.	PUNCT
amwa-241	113	1	closing	close	VERB
amwa-241	113	2	byram	byram	PROPN
amwa-241	113	3	closed	close	VERB
amwa-241	113	4	the	the	DET
amwa-241	113	5	presentation	presentation	NOUN
amwa-241	113	6	by	by	ADP
amwa-241	113	7	emphasizing	emphasize	VERB
amwa-241	113	8	the	the	DET
amwa-241	113	9	importance	importance	NOUN
amwa-241	113	10	of	of	ADP
amwa-241	113	11	being	be	AUX
amwa-241	113	12	aware	aware	ADJ
amwa-241	113	13	of	of	ADP
amwa-241	113	14	the	the	DET
amwa-241	113	15	fda	fda	PROPN
amwa-241	113	16	and	and	CCONJ
amwa-241	113	17	funder	funder	NOUN
amwa-241	113	18	guidelines	guideline	NOUN
amwa-241	113	19	and	and	CCONJ
amwa-241	113	20	to	to	PART
amwa-241	113	21	consult	consult	VERB
amwa-241	113	22	the	the	DET
amwa-241	113	23	references	reference	NOUN
amwa-241	113	24	provided	provide	VERB
amwa-241	113	25	in	in	ADP
amwa-241	113	26	the	the	DET
amwa-241	113	27	presentation	presentation	NOUN
amwa-241	113	28	for	for	ADP
amwa-241	113	29	further	further	ADJ
amwa-241	113	30	guidance	guidance	NOUN
amwa-241	113	31	.	.	PUNCT
amwa-241	113	32	http://www.amwajournal.org	http://www.amwajournal.org	X
amwa-241	114	1	amwajournal.org	amwajournal.org	X
amwa-241	114	2	33the	33the	DET
amwa-241	114	3	use	use	NOUN
amwa-241	114	4	of	of	ADP
amwa-241	114	5	ai	ai	NOUN
amwa-241	114	6	and	and	CCONJ
amwa-241	114	7	ml	ml	X
amwa-241	114	8	in	in	ADP
amwa-241	114	9	clinical	clinical	ADJ
amwa-241	114	10	research	research	NOUN
amwa-241	114	11	and	and	CCONJ
amwa-241	114	12	health	health	NOUN
amwa-241	114	13	care	care	PROPN
amwa-241	114	14	noelle	noelle	PROPN
amwa-241	114	15	ochotny	ochotny	NOUN
amwa-241	114	16	is	be	AUX
amwa-241	114	17	a	a	DET
amwa-241	114	18	medical	medical	ADJ
amwa-241	114	19	writer	writer	NOUN
amwa-241	114	20	at	at	ADP
amwa-241	114	21	foremost	foremost	ADJ
amwa-241	114	22	medical	medical	ADJ
amwa-241	114	23	communications	communication	NOUN
amwa-241	114	24	in	in	ADP
amwa-241	114	25	mississauga	mississauga	PROPN
amwa-241	114	26	,	,	PUNCT
amwa-241	114	27	ontario	ontario	PROPN
amwa-241	114	28	,	,	PUNCT
amwa-241	114	29	canada	canada	PROPN
amwa-241	114	30	.	.	PUNCT
amwa-241	115	1	author	author	NOUN
amwa-241	115	2	declaration	declaration	PROPN
amwa-241	115	3	and	and	CCONJ
amwa-241	115	4	disclosures	disclosure	NOUN
amwa-241	115	5	:	:	PUNCT
amwa-241	115	6	the	the	DET
amwa-241	115	7	author	author	NOUN
amwa-241	115	8	notes	note	VERB
amwa-241	115	9	no	no	DET
amwa-241	115	10	commercial	commercial	ADJ
amwa-241	115	11	associations	association	NOUN
amwa-241	115	12	that	that	PRON
amwa-241	115	13	may	may	AUX
amwa-241	115	14	pose	pose	VERB
amwa-241	115	15	a	a	DET
amwa-241	115	16	conflict	conflict	NOUN
amwa-241	115	17	of	of	ADP
amwa-241	115	18	interest	interest	NOUN
amwa-241	115	19	in	in	ADP
amwa-241	115	20	relation	relation	NOUN
amwa-241	115	21	to	to	ADP
amwa-241	115	22	this	this	DET
amwa-241	115	23	article	article	NOUN
amwa-241	115	24	.	.	PUNCT
amwa-241	116	1	author	author	NOUN
amwa-241	116	2	contact	contact	PROPN
amwa-241	116	3	:	:	PUNCT
amwa-241	116	4	nochotny@fmc.cc	nochotny@fmc.cc	PROPN
amwa-241	116	5	references	reference	NOUN
amwa-241	116	6	1	1	NUM
amwa-241	116	7	.	.	PUNCT
amwa-241	117	1	us	us	PROPN
amwa-241	117	2	food	food	NOUN
amwa-241	117	3	and	and	CCONJ
amwa-241	117	4	drug	drug	NOUN
amwa-241	117	5	administration	administration	NOUN
amwa-241	117	6	.	.	PUNCT
amwa-241	118	1	clinical	clinical	ADJ
amwa-241	118	2	decision	decision	NOUN
amwa-241	118	3	support	support	NOUN
amwa-241	118	4	software	software	NOUN
amwa-241	118	5	:	:	PUNCT
amwa-241	118	6	guidance	guidance	NOUN
amwa-241	118	7	for	for	ADP
amwa-241	118	8	industry	industry	NOUN
amwa-241	118	9	and	and	CCONJ
amwa-241	118	10	food	food	NOUN
amwa-241	118	11	and	and	CCONJ
amwa-241	118	12	drug	drug	PROPN
amwa-241	118	13	administration	administration	NOUN
amwa-241	118	14	staff	staff	NOUN
amwa-241	118	15	.	.	PUNCT
amwa-241	119	1	us	we	PRON
amwa-241	119	2	food	food	NOUN
amwa-241	119	3	and	and	CCONJ
amwa-241	119	4	drug	drug	NOUN
amwa-241	119	5	administration	administration	NOUN
amwa-241	119	6	,	,	PUNCT
amwa-241	119	7	2022	2022	NUM
amwa-241	119	8	.	.	PUNCT
amwa-241	120	1	accessed	access	VERB
amwa-241	120	2	december	december	PROPN
amwa-241	120	3	20	20	NUM
amwa-241	120	4	,	,	PUNCT
amwa-241	120	5	2022	2022	NUM
amwa-241	120	6	.	.	PUNCT
amwa-241	121	1	https://www.fda.gov/	https://www.fda.gov/	PROPN
amwa-241	121	2	media/109618	media/109618	PROPN
amwa-241	121	3	/	/	SYM
amwa-241	121	4	download#:~:text	download#:~:text	PROPN
amwa-241	121	5	=	=	SYM
amwa-241	121	6	the%20food%20and%20	the%20food%20and%20	PROPN
amwa-241	121	7	drug%20administration%20%28fda%29%20has%20	drug%20administration%20%28fda%29%20has%20	PROPN
amwa-241	121	8	long	long	ADV
amwa-241	121	9	,	,	PUNCT
amwa-241	121	10	therefore%20subject%20to%20fda%20oversight%20as%20	therefore%20subject%20to%20fda%20oversight%20as%20	PROPN
amwa-241	121	11	a%20device	a%20device	PROPN
amwa-241	121	12	2	2	NUM
amwa-241	121	13	.	.	PUNCT
amwa-241	122	1	gulshan	gulshan	PROPN
amwa-241	122	2	v	v	PROPN
amwa-241	122	3	,	,	PUNCT
amwa-241	122	4	peng	peng	PROPN
amwa-241	122	5	l	l	PROPN
amwa-241	122	6	,	,	PUNCT
amwa-241	122	7	coram	coram	PROPN
amwa-241	122	8	m	m	PROPN
amwa-241	122	9	,	,	PUNCT
amwa-241	122	10	et	et	PROPN
amwa-241	122	11	al	al	PROPN
amwa-241	122	12	.	.	PROPN
amwa-241	122	13	development	development	PROPN
amwa-241	122	14	and	and	CCONJ
amwa-241	122	15	validation	validation	NOUN
amwa-241	122	16	of	of	ADP
amwa-241	122	17	a	a	DET
amwa-241	122	18	deep	deep	ADJ
amwa-241	122	19	learning	learning	NOUN
amwa-241	122	20	algorithm	algorithm	NOUN
amwa-241	122	21	for	for	ADP
amwa-241	122	22	detection	detection	NOUN
amwa-241	122	23	of	of	ADP
amwa-241	122	24	diabetic	diabetic	ADJ
amwa-241	122	25	retinopathy	retinopathy	NOUN
amwa-241	122	26	in	in	ADP
amwa-241	122	27	retinal	retinal	ADJ
amwa-241	122	28	fundus	fundus	NOUN
amwa-241	122	29	photographs	photograph	NOUN
amwa-241	122	30	.	.	PUNCT
amwa-241	123	1	jama	jama	PROPN
amwa-241	123	2	.	.	PUNCT
amwa-241	124	1	2016;316(22):2402	2016;316(22):2402	X
amwa-241	124	2	-	-	SYM
amwa-241	124	3	2410	2410	NUM
amwa-241	124	4	.	.	PUNCT
amwa-241	125	1	3	3	X
amwa-241	125	2	.	.	X
amwa-241	125	3	raumviboonsuk	raumviboonsuk	PROPN
amwa-241	125	4	p	p	X
amwa-241	125	5	,	,	PUNCT
amwa-241	125	6	krause	krause	PROPN
amwa-241	125	7	j	j	PROPN
amwa-241	125	8	,	,	PUNCT
amwa-241	125	9	chotcomwongse	chotcomwongse	VERB
amwa-241	125	10	p	p	X
amwa-241	125	11	,	,	PUNCT
amwa-241	125	12	et	et	PROPN
amwa-241	125	13	al	al	PROPN
amwa-241	125	14	.	.	PUNCT
amwa-241	126	1	deep	deep	ADJ
amwa-241	126	2	learning	learning	NOUN
amwa-241	126	3	versus	versus	ADP
amwa-241	126	4	human	human	ADJ
amwa-241	126	5	graders	grader	NOUN
amwa-241	126	6	for	for	ADP
amwa-241	126	7	classifying	classify	VERB
amwa-241	126	8	diabetic	diabetic	ADJ
amwa-241	126	9	retinopathy	retinopathy	ADJ
amwa-241	126	10	severity	severity	NOUN
amwa-241	126	11	in	in	ADP
amwa-241	126	12	a	a	DET
amwa-241	126	13	nationwide	nationwide	ADJ
amwa-241	126	14	screening	screening	NOUN
amwa-241	126	15	program	program	NOUN
amwa-241	126	16	.	.	PUNCT
amwa-241	127	1	npj	npj	PROPN
amwa-241	127	2	digit	digit	NOUN
amwa-241	127	3	med	med	PROPN
amwa-241	127	4	.	.	PUNCT
amwa-241	128	1	2019;2:25	2019;2:25	PROPN
amwa-241	128	2	.	.	PUNCT
amwa-241	129	1	4	4	X
amwa-241	129	2	.	.	X
amwa-241	129	3	hosny	hosny	PROPN
amwa-241	129	4	a	a	PRON
amwa-241	129	5	,	,	PUNCT
amwa-241	129	6	bitterman	bitterman	NOUN
amwa-241	129	7	ds	ds	PROPN
amwa-241	129	8	,	,	PUNCT
amwa-241	129	9	guthier	guthier	PROPN
amwa-241	129	10	cv	cv	PROPN
amwa-241	129	11	,	,	PUNCT
amwa-241	129	12	et	et	PROPN
amwa-241	129	13	al	al	PROPN
amwa-241	129	14	.	.	PROPN
amwa-241	130	1	clinical	clinical	ADJ
amwa-241	130	2	validation	validation	NOUN
amwa-241	130	3	of	of	ADP
amwa-241	130	4	deep	deep	ADJ
amwa-241	130	5	learning	learning	NOUN
amwa-241	130	6	algorithms	algorithm	NOUN
amwa-241	130	7	for	for	ADP
amwa-241	130	8	radiotherapy	radiotherapy	NOUN
amwa-241	130	9	targeting	target	VERB
amwa-241	130	10	of	of	ADP
amwa-241	130	11	non‐small‐	non‐small‐	PROPN
amwa-241	130	12	cell	cell	NOUN
amwa-241	130	13	lung	lung	NOUN
amwa-241	130	14	cancer	cancer	NOUN
amwa-241	130	15	:	:	PUNCT
amwa-241	130	16	an	an	DET
amwa-241	130	17	observational	observational	ADJ
amwa-241	130	18	study	study	NOUN
amwa-241	130	19	.	.	PUNCT
amwa-241	131	1	lancet	lancet	NOUN
amwa-241	131	2	digit	digit	NOUN
amwa-241	131	3	health	health	NOUN
amwa-241	131	4	.	.	PUNCT
amwa-241	132	1	2022;4(9):3657‐3666	2022;4(9):3657‐3666	NUM
amwa-241	132	2	.	.	NOUN
amwa-241	133	1	5	5	NUM
amwa-241	133	2	.	.	X
amwa-241	133	3	alphafold	alphafold	ADJ
amwa-241	133	4	.	.	PUNCT
amwa-241	134	1	alphafold	alphafold	ADJ
amwa-241	134	2	:	:	PUNCT
amwa-241	134	3	a	a	DET
amwa-241	134	4	solution	solution	NOUN
amwa-241	134	5	to	to	ADP
amwa-241	134	6	a	a	DET
amwa-241	134	7	50‐year‐old	50‐year‐old	NUM
amwa-241	134	8	grand	grand	ADJ
amwa-241	134	9	challenge	challenge	NOUN
amwa-241	134	10	in	in	ADP
amwa-241	134	11	biology	biology	NOUN
amwa-241	134	12	.	.	PUNCT
amwa-241	135	1	deepmind	deepmind	PROPN
amwa-241	135	2	.	.	PUNCT
amwa-241	136	1	published	publish	VERB
amwa-241	136	2	november	november	PROPN
amwa-241	136	3	30	30	NUM
amwa-241	136	4	,	,	PUNCT
amwa-241	136	5	2020	2020	NUM
amwa-241	136	6	.	.	PUNCT
amwa-241	137	1	accessed	access	VERB
amwa-241	137	2	october	october	PROPN
amwa-241	137	3	21	21	NUM
amwa-241	137	4	,	,	PUNCT
amwa-241	137	5	2022	2022	NUM
amwa-241	137	6	.	.	PUNCT
amwa-241	138	1	https://www.deepmind.com/blog/alphafold-asolution-to-a-50-year-old-grand-challenge-in-biology	https://www.deepmind.com/blog/alphafold-asolution-to-a-50-year-old-grand-challenge-in-biology	NOUN
amwa-241	139	1	6	6	NUM
amwa-241	139	2	.	.	PUNCT
amwa-241	139	3	hill	hill	PROPN
amwa-241	139	4	k	k	PROPN
amwa-241	139	5	,	,	PUNCT
amwa-241	139	6	white	white	PROPN
amwa-241	139	7	j.	j.	PROPN
amwa-241	139	8	designed	design	VERB
amwa-241	139	9	to	to	PART
amwa-241	139	10	deceive	deceive	VERB
amwa-241	139	11	:	:	PUNCT
amwa-241	139	12	do	do	AUX
amwa-241	139	13	these	these	DET
amwa-241	139	14	people	people	NOUN
amwa-241	139	15	look	look	VERB
amwa-241	139	16	real	real	ADJ
amwa-241	139	17	to	to	ADP
amwa-241	139	18	you	you	PRON
amwa-241	139	19	?	?	PUNCT
amwa-241	140	1	the	the	DET
amwa-241	140	2	new	new	PROPN
amwa-241	140	3	york	york	PROPN
amwa-241	140	4	times	times	PROPN
amwa-241	140	5	.	.	PUNCT
amwa-241	141	1	published	publish	VERB
amwa-241	141	2	november	november	PROPN
amwa-241	141	3	21	21	NUM
amwa-241	141	4	,	,	PUNCT
amwa-241	141	5	2020	2020	NUM
amwa-241	141	6	.	.	PUNCT
amwa-241	142	1	accessed	access	VERB
amwa-241	142	2	october	october	PROPN
amwa-241	142	3	21	21	NUM
amwa-241	142	4	,	,	PUNCT
amwa-241	142	5	2022	2022	NUM
amwa-241	142	6	.	.	PUNCT
amwa-241	143	1	https://www.nytimes.com/	https://www.nytimes.com/	PROPN
amwa-241	143	2	interactive/2020/11/21	interactive/2020/11/21	PROPN
amwa-241	143	3	/	/	SYM
amwa-241	143	4	science	science	NOUN
amwa-241	143	5	/	/	SYM
amwa-241	143	6	artificial	artificial	ADJ
amwa-241	143	7	-	-	PUNCT
amwa-241	143	8	intelligence	intelligence	NOUN
amwa-241	143	9	-	-	PUNCT
amwa-241	143	10	fakepeople	fakepeople	NOUN
amwa-241	143	11	-	-	PUNCT
amwa-241	143	12	faces.html	faces.html	NUM
amwa-241	143	13	7	7	NUM
amwa-241	143	14	.	.	PUNCT
amwa-241	144	1	good	good	ADJ
amwa-241	144	2	machine	machine	NOUN
amwa-241	144	3	learning	learning	NOUN
amwa-241	144	4	practice	practice	NOUN
amwa-241	144	5	for	for	ADP
amwa-241	144	6	medical	medical	ADJ
amwa-241	144	7	device	device	NOUN
amwa-241	144	8	development	development	NOUN
amwa-241	144	9	:	:	PUNCT
amwa-241	144	10	guiding	guide	VERB
amwa-241	144	11	principles	principle	NOUN
amwa-241	144	12	.	.	PUNCT
amwa-241	145	1	us	we	PRON
amwa-241	145	2	food	food	NOUN
amwa-241	145	3	and	and	CCONJ
amwa-241	145	4	drug	drug	PROPN
amwa-241	145	5	administration	administration	NOUN
amwa-241	145	6	.	.	PUNCT
amwa-241	146	1	published	publish	VERB
amwa-241	146	2	october	october	PROPN
amwa-241	146	3	27	27	NUM
amwa-241	146	4	,	,	PUNCT
amwa-241	146	5	2021	2021	NUM
amwa-241	146	6	.	.	PUNCT
amwa-241	147	1	accessed	access	VERB
amwa-241	147	2	october	october	PROPN
amwa-241	147	3	20	20	NUM
amwa-241	147	4	,	,	PUNCT
amwa-241	147	5	2022	2022	NUM
amwa-241	147	6	.	.	PUNCT
amwa-241	148	1	https://www.fda	https://www.fda	PROPN
amwa-241	148	2	.	.	PUNCT
amwa-241	148	3	gov	gov	PROPN
amwa-241	148	4	/	/	SYM
amwa-241	148	5	medical	medical	ADJ
amwa-241	148	6	-	-	PUNCT
amwa-241	148	7	devices	device	NOUN
amwa-241	148	8	/	/	SYM
amwa-241	148	9	software	software	NOUN
amwa-241	148	10	-	-	PUNCT
amwa-241	148	11	medical	medical	ADJ
amwa-241	148	12	-	-	PUNCT
amwa-241	148	13	device	device	NOUN
amwa-241	148	14	-	-	PUNCT
amwa-241	148	15	samd	samd	ADJ
amwa-241	148	16	/	/	SYM
amwa-241	148	17	goodmachine	goodmachine	NOUN
amwa-241	148	18	-	-	PUNCT
amwa-241	148	19	learning	learning	NOUN
amwa-241	148	20	-	-	PUNCT
amwa-241	148	21	practice	practice	NOUN
amwa-241	148	22	-	-	PUNCT
amwa-241	148	23	medical	medical	ADJ
amwa-241	148	24	-	-	PUNCT
amwa-241	148	25	device	device	NOUN
amwa-241	148	26	-	-	PUNCT
amwa-241	148	27	developmentguiding	developmentguiding	NOUN
amwa-241	148	28	-	-	PUNCT
amwa-241	148	29	principles	principle	NOUN
amwa-241	148	30	additional	additional	ADJ
amwa-241	148	31	resources	resource	NOUN
amwa-241	148	32	adir	adir	NOUN
amwa-241	148	33	o	o	NOUN
amwa-241	148	34	,	,	PUNCT
amwa-241	148	35	poley	poley	PROPN
amwa-241	148	36	m	m	PROPN
amwa-241	148	37	,	,	PUNCT
amwa-241	148	38	chen	chen	PROPN
amwa-241	148	39	g	g	PROPN
amwa-241	148	40	,	,	PUNCT
amwa-241	148	41	et	et	PROPN
amwa-241	148	42	al	al	PROPN
amwa-241	148	43	.	.	PUNCT
amwa-241	148	44	integrating	integrate	VERB
amwa-241	148	45	artificial	artificial	ADJ
amwa-241	148	46	intelligence	intelligence	NOUN
amwa-241	148	47	and	and	CCONJ
amwa-241	148	48	nanotechnology	nanotechnology	NOUN
amwa-241	148	49	for	for	ADP
amwa-241	148	50	precision	precision	NOUN
amwa-241	148	51	cancer	cancer	NOUN
amwa-241	148	52	medicine	medicine	NOUN
amwa-241	148	53	.	.	PUNCT
amwa-241	149	1	adv	adv	PROPN
amwa-241	149	2	mater	mater	PROPN
amwa-241	149	3	.	.	PUNCT
amwa-241	150	1	2020;32(13):e1901989	2020;32(13):e1901989	NUM
amwa-241	150	2	.	.	PUNCT
amwa-241	151	1	artificial	artificial	ADJ
amwa-241	151	2	intelligence	intelligence	NOUN
amwa-241	151	3	and	and	CCONJ
amwa-241	151	4	machine	machine	NOUN
amwa-241	151	5	learning	learn	VERB
amwa-241	151	6	in	in	ADP
amwa-241	151	7	software	software	NOUN
amwa-241	151	8	as	as	ADP
amwa-241	151	9	a	a	DET
amwa-241	151	10	medical	medical	ADJ
amwa-241	151	11	device	device	NOUN
amwa-241	151	12	.	.	PUNCT
amwa-241	152	1	us	we	PRON
amwa-241	152	2	food	food	NOUN
amwa-241	152	3	and	and	CCONJ
amwa-241	152	4	drug	drug	PROPN
amwa-241	152	5	administration	administration	NOUN
amwa-241	152	6	.	.	PUNCT
amwa-241	153	1	published	publish	VERB
amwa-241	153	2	september	september	PROPN
amwa-241	153	3	22	22	NUM
amwa-241	153	4	,	,	PUNCT
amwa-241	153	5	2021	2021	NUM
amwa-241	153	6	.	.	PUNCT
amwa-241	154	1	accessed	access	VERB
amwa-241	154	2	october	october	PROPN
amwa-241	154	3	20	20	NUM
amwa-241	154	4	,	,	PUNCT
amwa-241	154	5	2022	2022	NUM
amwa-241	154	6	.	.	PUNCT
amwa-241	155	1	https://www.fda.gov/medical-devices/software-medicaldevice-samd/artificial-intelligence-and-machine-learningsoftware-medical-device	https://www.fda.gov/medical-devices/software-medicaldevice-samd/artificial-intelligence-and-machine-learningsoftware-medical-device	PROPN
amwa-241	155	2	jaber	jaber	PROPN
amwa-241	155	3	n.	n.	PROPN
amwa-241	155	4	can	can	AUX
amwa-241	155	5	artificial	artificial	ADJ
amwa-241	155	6	intelligence	intelligence	NOUN
amwa-241	155	7	help	help	NOUN
amwa-241	155	8	see	see	VERB
amwa-241	155	9	cancer	cancer	NOUN
amwa-241	155	10	in	in	ADP
amwa-241	155	11	new	new	ADJ
amwa-241	155	12	,	,	PUNCT
amwa-241	155	13	and	and	CCONJ
amwa-241	155	14	better	well	ADJ
amwa-241	155	15	,	,	PUNCT
amwa-241	155	16	ways	way	NOUN
amwa-241	155	17	?	?	PUNCT
amwa-241	156	1	national	national	PROPN
amwa-241	156	2	cancer	cancer	PROPN
amwa-241	156	3	institute	institute	PROPN
amwa-241	156	4	.	.	PUNCT
amwa-241	157	1	published	publish	VERB
amwa-241	157	2	march	march	PROPN
amwa-241	157	3	22	22	NUM
amwa-241	157	4	,	,	PUNCT
amwa-241	157	5	2022	2022	NUM
amwa-241	157	6	.	.	PUNCT
amwa-241	158	1	accessed	access	VERB
amwa-241	158	2	october	october	PROPN
amwa-241	158	3	20	20	NUM
amwa-241	158	4	,	,	PUNCT
amwa-241	158	5	2022	2022	NUM
amwa-241	158	6	.	.	PUNCT
amwa-241	159	1	https://www	https://www	PROPN
amwa-241	159	2	.	.	PUNCT
amwa-241	160	1	cancer.gov/news-events/cancer-currents-blog/2022/	cancer.gov/news-events/cancer-currents-blog/2022/	VERB
amwa-241	160	2	artificial	artificial	ADJ
amwa-241	160	3	-	-	PUNCT
amwa-241	160	4	intelligence	intelligence	NOUN
amwa-241	160	5	-	-	PUNCT
amwa-241	160	6	cancer	cancer	NOUN
amwa-241	160	7	-	-	PUNCT
amwa-241	160	8	imaging	imaging	NOUN
amwa-241	160	9	iwano	iwano	PROPN
amwa-241	160	10	t	t	PROPN
amwa-241	160	11	,	,	PUNCT
amwa-241	160	12	yoshimura	yoshimura	PROPN
amwa-241	160	13	k	k	PROPN
amwa-241	160	14	,	,	PUNCT
amwa-241	160	15	watanabe	watanabe	PROPN
amwa-241	160	16	g	g	PROPN
amwa-241	160	17	,	,	PUNCT
amwa-241	160	18	et	et	PROPN
amwa-241	160	19	al	al	PROPN
amwa-241	160	20	.	.	PROPN
amwa-241	160	21	high	high	ADJ
amwa-241	160	22	-	-	PUNCT
amwa-241	160	23	performance	performance	NOUN
amwa-241	160	24	collective	collective	ADJ
amwa-241	160	25	biomarker	biomarker	NOUN
amwa-241	160	26	from	from	ADP
amwa-241	160	27	liquid	liquid	ADJ
amwa-241	160	28	biopsy	biopsy	NOUN
amwa-241	160	29	for	for	ADP
amwa-241	160	30	diagnosis	diagnosis	NOUN
amwa-241	160	31	of	of	ADP
amwa-241	160	32	pancreatic	pancreatic	ADJ
amwa-241	160	33	cancer	cancer	NOUN
amwa-241	160	34	based	base	VERB
amwa-241	160	35	on	on	ADP
amwa-241	160	36	mass	mass	ADJ
amwa-241	160	37	spectrometry	spectrometry	NOUN
amwa-241	160	38	and	and	CCONJ
amwa-241	160	39	machine	machine	NOUN
amwa-241	160	40	learning	learning	NOUN
amwa-241	160	41	.	.	PUNCT
amwa-241	161	1	j	j	PROPN
amwa-241	161	2	cancer	cancer	NOUN
amwa-241	161	3	.	.	PUNCT
amwa-241	162	1	2021;12(24):7477	2021;12(24):7477	X
amwa-241	162	2	-	-	SYM
amwa-241	162	3	7487	7487	NUM
amwa-241	162	4	.	.	PUNCT
amwa-241	163	1	jumper	jumper	PROPN
amwa-241	163	2	j	j	PROPN
amwa-241	163	3	,	,	PUNCT
amwa-241	163	4	evans	evans	PROPN
amwa-241	163	5	r	r	PROPN
amwa-241	163	6	,	,	PUNCT
amwa-241	163	7	pritzel	pritzel	NOUN
amwa-241	163	8	a	a	X
amwa-241	163	9	,	,	PUNCT
amwa-241	163	10	et	et	PROPN
amwa-241	163	11	al	al	PROPN
amwa-241	163	12	.	.	PUNCT
amwa-241	163	13	highly	highly	ADV
amwa-241	163	14	accurate	accurate	ADJ
amwa-241	163	15	protein	protein	NOUN
amwa-241	163	16	structure	structure	NOUN
amwa-241	163	17	prediction	prediction	NOUN
amwa-241	163	18	with	with	ADP
amwa-241	163	19	alphafold	alphafold	ADJ
amwa-241	163	20	.	.	PUNCT
amwa-241	164	1	nature	nature	NOUN
amwa-241	164	2	.	.	PUNCT
amwa-241	165	1	2021;596(7873):583	2021;596(7873):583	NUM
amwa-241	165	2	-	-	SYM
amwa-241	165	3	589	589	NUM
amwa-241	165	4	.	.	PUNCT
amwa-241	166	1	kann	kann	PROPN
amwa-241	166	2	bh	bh	PROPN
amwa-241	166	3	,	,	PUNCT
amwa-241	166	4	hosny	hosny	PROPN
amwa-241	166	5	a	a	PROPN
amwa-241	166	6	,	,	PUNCT
amwa-241	166	7	aerts	aert	NOUN
amwa-241	166	8	hjwl	hjwl	NOUN
amwa-241	166	9	.	.	PUNCT
amwa-241	167	1	artificial	artificial	ADJ
amwa-241	167	2	intelligence	intelligence	NOUN
amwa-241	167	3	for	for	ADP
amwa-241	167	4	clinical	clinical	ADJ
amwa-241	167	5	oncology	oncology	NOUN
amwa-241	167	6	.	.	PUNCT
amwa-241	168	1	cancer	cancer	NOUN
amwa-241	168	2	cell	cell	NOUN
amwa-241	168	3	.	.	PUNCT
amwa-241	169	1	2021;39(7):916	2021;39(7):916	NUM
amwa-241	169	2	-	-	SYM
amwa-241	169	3	927	927	NUM
amwa-241	169	4	.	.	PUNCT
amwa-241	170	1	lu	lu	PROPN
amwa-241	170	2	jh	jh	PROPN
amwa-241	170	3	,	,	PUNCT
amwa-241	170	4	callahan	callahan	PROPN
amwa-241	170	5	a	a	PROPN
amwa-241	170	6	,	,	PUNCT
amwa-241	170	7	patel	patel	PROPN
amwa-241	170	8	bs	bs	PROPN
amwa-241	170	9	,	,	PUNCT
amwa-241	170	10	et	et	PROPN
amwa-241	170	11	al	al	PROPN
amwa-241	170	12	.	.	PROPN
amwa-241	170	13	assessment	assessment	NOUN
amwa-241	170	14	of	of	ADP
amwa-241	170	15	adherence	adherence	NOUN
amwa-241	170	16	to	to	ADP
amwa-241	170	17	reporting	report	VERB
amwa-241	170	18	guidelines	guideline	NOUN
amwa-241	170	19	by	by	ADP
amwa-241	170	20	commonly	commonly	ADV
amwa-241	170	21	used	use	VERB
amwa-241	170	22	prediction	prediction	NOUN
amwa-241	170	23	models	model	NOUN
amwa-241	170	24	from	from	ADP
amwa-241	170	25	a	a	DET
amwa-241	170	26	single	single	ADJ
amwa-241	170	27	vendor	vendor	NOUN
amwa-241	170	28	:	:	PUNCT
amwa-241	170	29	a	a	DET
amwa-241	170	30	systematic	systematic	ADJ
amwa-241	170	31	review	review	NOUN
amwa-241	170	32	.	.	PUNCT
amwa-241	171	1	jama	jama	PROPN
amwa-241	171	2	netw	netw	PROPN
amwa-241	171	3	open	open	ADJ
amwa-241	171	4	.	.	PUNCT
amwa-241	172	1	2022;5(8):e2227779	2022;5(8):e2227779	X
amwa-241	172	2	.	.	PUNCT
amwa-241	173	1	roose	roose	PROPN
amwa-241	173	2	k.	k.	PROPN
amwa-241	174	1	a	a	DET
amwa-241	174	2	coming	come	VERB
amwa-241	174	3	-	-	PUNCT
amwa-241	174	4	out	out	ADP
amwa-241	174	5	party	party	NOUN
amwa-241	174	6	for	for	ADP
amwa-241	174	7	generative	generative	ADJ
amwa-241	174	8	a.i	a.i	PROPN
amwa-241	174	9	.	.	PROPN
amwa-241	174	10	,	,	PUNCT
amwa-241	174	11	silicon	silicon	PROPN
amwa-241	174	12	valley	valley	PROPN
amwa-241	174	13	’s	’s	PART
amwa-241	174	14	new	new	ADJ
amwa-241	174	15	craze	craze	NOUN
amwa-241	174	16	.	.	PUNCT
amwa-241	175	1	the	the	DET
amwa-241	175	2	new	new	PROPN
amwa-241	175	3	york	york	PROPN
amwa-241	175	4	times	times	PROPN
amwa-241	175	5	.	.	PUNCT
amwa-241	176	1	published	publish	VERB
amwa-241	176	2	october	october	PROPN
amwa-241	176	3	21	21	NUM
amwa-241	176	4	,	,	PUNCT
amwa-241	176	5	2022	2022	NUM
amwa-241	176	6	.	.	PUNCT
amwa-241	177	1	accessed	access	VERB
amwa-241	177	2	october	october	PROPN
amwa-241	177	3	21	21	NUM
amwa-241	177	4	,	,	PUNCT
amwa-241	177	5	2022	2022	NUM
amwa-241	177	6	.	.	PUNCT
amwa-241	178	1	https://www.nytimes	https://www.nytime	NOUN
amwa-241	178	2	.	.	PUNCT
amwa-241	179	1	com/2022/10/21	com/2022/10/21	NOUN
amwa-241	179	2	/	/	SYM
amwa-241	179	3	technology	technology	NOUN
amwa-241	179	4	/	/	SYM
amwa-241	179	5	generative	generative	NOUN
amwa-241	179	6	-	-	PUNCT
amwa-241	179	7	ai.html	ai.html	VERB
amwa-241	179	8	stable	stable	ADJ
amwa-241	179	9	diffusion	diffusion	NOUN
amwa-241	179	10	2.1	2.1	NUM
amwa-241	179	11	demo	demo	NOUN
amwa-241	179	12	.	.	PUNCT
amwa-241	180	1	hugging	hug	VERB
amwa-241	180	2	face	face	NOUN
amwa-241	180	3	.	.	PUNCT
amwa-241	181	1	accessed	access	VERB
amwa-241	181	2	october	october	PROPN
amwa-241	181	3	21	21	NUM
amwa-241	181	4	,	,	PUNCT
amwa-241	181	5	2022	2022	NUM
amwa-241	181	6	.	.	PUNCT
amwa-241	182	1	https://huggingface.co/spaces/stabilityai/stablediffusion	https://huggingface.co/spaces/stabilityai/stablediffusion	PRON
amwa-241	182	2	tran	tran	PROPN
amwa-241	182	3	ka	ka	PROPN
amwa-241	182	4	,	,	PUNCT
amwa-241	182	5	kondrashova	kondrashova	PROPN
amwa-241	182	6	o	o	NOUN
amwa-241	182	7	,	,	PUNCT
amwa-241	182	8	bradley	bradley	PROPN
amwa-241	182	9	a	a	PROPN
amwa-241	182	10	,	,	PUNCT
amwa-241	182	11	williams	williams	PROPN
amwa-241	182	12	ed	ed	PROPN
amwa-241	182	13	,	,	PUNCT
amwa-241	182	14	pearson	pearson	PROPN
amwa-241	182	15	jv	jv	PROPN
amwa-241	182	16	,	,	PUNCT
amwa-241	182	17	waddell	waddell	PROPN
amwa-241	182	18	n.	n.	PROPN
amwa-241	182	19	deep	deep	PROPN
amwa-241	182	20	learning	learning	NOUN
amwa-241	182	21	in	in	ADP
amwa-241	182	22	cancer	cancer	NOUN
amwa-241	182	23	diagnosis	diagnosis	NOUN
amwa-241	182	24	,	,	PUNCT
amwa-241	182	25	prognosis	prognosis	NOUN
amwa-241	182	26	and	and	CCONJ
amwa-241	182	27	treatment	treatment	NOUN
amwa-241	182	28	selection	selection	NOUN
amwa-241	182	29	.	.	PUNCT
amwa-241	183	1	genome	genome	NOUN
amwa-241	183	2	med	me	VERB
amwa-241	183	3	.	.	PUNCT
amwa-241	184	1	2021;13(1):152	2021;13(1):152	NUM
amwa-241	184	2	.	.	PUNCT
amwa-241	184	3	http://www.amwajournal.org	http://www.amwajournal.org	X
amwa-241	184	4	https://www.fda.gov/media/109618/download#:~:text=the%20food%20and%20drug%20administration%20%28fda%29%20has%20long,therefore%20subject%20to%20fda%20oversight%20as%20a%20device	https://www.fda.gov/media/109618/download#:~:text=the%20food%20and%20drug%20administration%20%28fda%29%20has%20long,therefore%20subject%20to%20fda%20oversight%20as%20a%20device	VERB
amwa-241	184	5	https://www.fda.gov/media/109618/download#:~:text=the%20food%20and%20drug%20administration%20%28fda%29%20has%20long,therefore%20subject%20to%20fda%20oversight%20as%20a%20device	https://www.fda.gov/media/109618/download#:~:text=the%20food%20and%20drug%20administration%20%28fda%29%20has%20long,therefore%20subject%20to%20fda%20oversight%20as%20a%20device	NOUN
amwa-241	184	6	https://www.fda.gov/media/109618/download#:~:text=the%20food%20and%20drug%20administration%20%28fda%29%20has%20long,therefore%20subject%20to%20fda%20oversight%20as%20a%20device	https://www.fda.gov/media/109618/download#:~:text=the%20food%20and%20drug%20administration%20%28fda%29%20has%20long,therefore%20subject%20to%20fda%20oversight%20as%20a%20device	NOUN
amwa-241	184	7	https://www.fda.gov/media/109618/download#:~:text=the%20food%20and%20drug%20administration%20%28fda%29%20has%20long,therefore%20subject%20to%20fda%20oversight%20as%20a%20device	https://www.fda.gov/media/109618/download#:~:text=the%20food%20and%20drug%20administration%20%28fda%29%20has%20long,therefore%20subject%20to%20fda%20oversight%20as%20a%20device	NOUN
amwa-241	184	8	https://www.fda.gov/media/109618/download#:~:text=the%20food%20and%20drug%20administration%20%28fda%29%20has%20long,therefore%20subject%20to%20fda%20oversight%20as%20a%20device	https://www.fda.gov/media/109618/download#:~:text=the%20food%20and%20drug%20administration%20%28fda%29%20has%20long,therefore%20subject%20to%20fda%20oversight%20as%20a%20device	NOUN
amwa-241	184	9	https://www.deepmind.com/blog/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology	https://www.deepmind.com/blog/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology	NOUN
amwa-241	184	10	https://www.deepmind.com/blog/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology	https://www.deepmind.com/blog/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology	NOUN
amwa-241	184	11	https://www.deepmind.com/blog/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology	https://www.deepmind.com/blog/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology	PROPN
amwa-241	184	12	https://www.nytimes.com/interactive/2020/11/21/science/artificial-intelligence-fake-people-faces.html	https://www.nytimes.com/interactive/2020/11/21/science/artificial-intelligence-fake-people-faces.html	PROPN
amwa-241	184	13	https://www.nytimes.com/interactive/2020/11/21/science/artificial-intelligence-fake-people-faces.html	https://www.nytimes.com/interactive/2020/11/21/science/artificial-intelligence-fake-people-faces.html	PROPN
amwa-241	184	14	https://www.nytimes.com/interactive/2020/11/21/science/artificial-intelligence-fake-people-faces.html	https://www.nytimes.com/interactive/2020/11/21/science/artificial-intelligence-fake-people-faces.html	PROPN
amwa-241	184	15	https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles	https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles	PROPN
amwa-241	184	16	https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles	https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principle	NOUN
amwa-241	184	17	https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles	https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principle	NOUN
amwa-241	184	18	https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles	https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principle	NOUN
amwa-241	184	19	https://www.fda.gov/medical-devices/software-medical-device-samd/artificial-intelligence-and-machine-learning-software-medical-device	https://www.fda.gov/medical-devices/software-medical-device-samd/artificial-intelligence-and-machine-learning-software-medical-device	NOUN
amwa-241	184	20	https://www.fda.gov/medical-devices/software-medical-device-samd/artificial-intelligence-and-machine-learning-software-medical-device	https://www.fda.gov/medical-devices/software-medical-device-samd/artificial-intelligence-and-machine-learning-software-medical-device	NOUN
amwa-241	184	21	https://www.fda.gov/medical-devices/software-medical-device-samd/artificial-intelligence-and-machine-learning-software-medical-device	https://www.fda.gov/medical-devices/software-medical-device-samd/artificial-intelligence-and-machine-learning-software-medical-device	NOUN
amwa-241	184	22	https://www.cancer.gov/news-events/cancer-currents-blog/2022/artificial-intelligence-cancer-imaging	https://www.cancer.gov/news-events/cancer-currents-blog/2022/artificial-intelligence-cancer-image	VERB
amwa-241	184	23	https://www.cancer.gov/news-events/cancer-currents-blog/2022/artificial-intelligence-cancer-imaging	https://www.cancer.gov/news-events/cancer-currents-blog/2022/artificial-intelligence-cancer-image	VERB
amwa-241	184	24	https://www.nytimes.com/2022/10/21/technology/generative-ai.html	https://www.nytimes.com/2022/10/21/technology/generative-ai.html	PROPN
amwa-241	184	25	https://www.nytimes.com/2022/10/21/technology/generative-ai.html	https://www.nytimes.com/2022/10/21/technology/generative-ai.html	PROPN
amwa-241	184	26	https://huggingface.co/spaces/stabilityai/stable-diffusion	https://huggingface.co/spaces/stabilityai/stable-diffusion	NOUN
amwa-241	184	27	https://huggingface.co/spaces/stabilityai/stable-diffusion	https://huggingface.co/spaces/stabilityai/stable-diffusion	NOUN