id	sid	tid	token	lemma	pos
bracis-33641	1	1	preserving	preserve	VERB
bracis-33641	1	2	privacy	privacy	NOUN
bracis-33641	1	3	,	,	PUNCT
bracis-33641	1	4	enhancing	enhance	VERB
bracis-33641	1	5	robustness	robustness	NOUN
bracis-33641	1	6	:	:	PUNCT
bracis-33641	1	7	federated	federate	VERB
bracis-33641	1	8	learning	learning	NOUN
bracis-33641	1	9	for	for	ADP
bracis-33641	1	10	 	 	SPACE
bracis-33641	1	11	lung	lung	NOUN
bracis-33641	1	12	disease	disease	NOUN
bracis-33641	1	13	identification	identification	NOUN
bracis-33641	1	14	in	in	ADP
bracis-33641	1	15	 	 	SPACE
bracis-33641	1	16	chest	chest	NOUN
bracis-33641	1	17	x	x	NOUN
bracis-33641	1	18	-	-	NOUN
bracis-33641	1	19	ray	ray	NOUN
bracis-33641	1	20	images	image	NOUN
bracis-33641	1	21	|	|	ADV
bracis-33641	1	22	springer	springer	NOUN
bracis-33641	1	23	nature	nature	NOUN
bracis-33641	1	24	link	link	PROPN
bracis-33641	1	25	(	(	PUNCT
bracis-33641	1	26	formerly	formerly	ADV
bracis-33641	1	27	springerlink	springerlink	NOUN
bracis-33641	1	28	)	)	PUNCT
bracis-33641	1	29	skip	skip	VERB
bracis-33641	1	30	to	to	ADP
bracis-33641	1	31	main	main	ADJ
bracis-33641	1	32	content	content	NOUN
bracis-33641	1	33	advertisement	advertisement	NOUN
bracis-33641	1	34	log	log	NOUN
bracis-33641	1	35	in	in	ADP
bracis-33641	1	36	menu	menu	NOUN
bracis-33641	1	37	find	find	VERB
bracis-33641	1	38	a	a	DET
bracis-33641	1	39	journal	journal	NOUN
bracis-33641	1	40	publish	publish	VERB
bracis-33641	1	41	with	with	ADP
bracis-33641	1	42	us	we	PRON
bracis-33641	1	43	track	track	VERB
bracis-33641	1	44	your	your	PRON
bracis-33641	1	45	research	research	NOUN
bracis-33641	1	46	search	search	NOUN
bracis-33641	1	47	cart	cart	NOUN
bracis-33641	1	48	home	home	NOUN
bracis-33641	1	49	intelligent	intelligent	ADJ
bracis-33641	1	50	systems	system	NOUN
bracis-33641	1	51	conference	conference	NOUN
bracis-33641	1	52	paper	paper	NOUN
bracis-33641	1	53	preserving	preserve	VERB
bracis-33641	1	54	privacy	privacy	NOUN
bracis-33641	1	55	,	,	PUNCT
bracis-33641	1	56	enhancing	enhance	VERB
bracis-33641	1	57	robustness	robustness	NOUN
bracis-33641	1	58	:	:	PUNCT
bracis-33641	1	59	federated	federate	VERB
bracis-33641	1	60	learning	learning	NOUN
bracis-33641	1	61	for	for	ADP
bracis-33641	1	62	 	 	SPACE
bracis-33641	1	63	lung	lung	NOUN
bracis-33641	1	64	disease	disease	NOUN
bracis-33641	1	65	identification	identification	NOUN
bracis-33641	1	66	in	in	ADP
bracis-33641	1	67	 	 	SPACE
bracis-33641	1	68	chest	chest	NOUN
bracis-33641	1	69	x	x	NOUN
bracis-33641	1	70	-	-	NOUN
bracis-33641	1	71	ray	ray	NOUN
bracis-33641	1	72	images	image	NOUN
bracis-33641	1	73	conference	conference	NOUN
bracis-33641	1	74	paper	paper	NOUN
bracis-33641	1	75	first	first	ADV
bracis-33641	1	76	online	online	ADV
bracis-33641	1	77	:	:	PUNCT
bracis-33641	1	78	30	30	NUM
bracis-33641	1	79	january	january	NOUN
bracis-33641	1	80	2025	2025	NUM
bracis-33641	2	1	pp	pp	PROPN
bracis-33641	2	2	402–411	402–411	NUM
bracis-33641	2	3	cite	cite	VERB
bracis-33641	2	4	this	this	DET
bracis-33641	2	5	conference	conference	NOUN
bracis-33641	2	6	paper	paper	NOUN
bracis-33641	2	7	access	access	NOUN
bracis-33641	2	8	provided	provide	VERB
bracis-33641	2	9	by	by	ADP
bracis-33641	2	10	university	university	PROPN
bracis-33641	2	11	of	of	ADP
bracis-33641	2	12	notre	notre	PROPN
bracis-33641	2	13	dame	dame	PROPN
bracis-33641	2	14	hesburgh	hesburgh	PROPN
bracis-33641	2	15	library	library	PROPN
bracis-33641	2	16	download	download	PROPN
bracis-33641	2	17	book	book	NOUN
bracis-33641	2	18	pdf	pdf	PROPN
bracis-33641	2	19	download	download	NOUN
bracis-33641	2	20	book	book	NOUN
bracis-33641	2	21	epub	epub	PROPN
bracis-33641	2	22	intelligent	intelligent	ADJ
bracis-33641	2	23	systems	system	NOUN
bracis-33641	2	24	(	(	PUNCT
bracis-33641	2	25	bracis	bracis	NOUN
bracis-33641	2	26	2024	2024	NUM
bracis-33641	2	27	)	)	PUNCT
bracis-33641	2	28	preserving	preserve	VERB
bracis-33641	2	29	privacy	privacy	NOUN
bracis-33641	2	30	,	,	PUNCT
bracis-33641	2	31	enhancing	enhance	VERB
bracis-33641	2	32	robustness	robustness	NOUN
bracis-33641	2	33	:	:	PUNCT
bracis-33641	2	34	federated	federate	VERB
bracis-33641	2	35	learning	learning	NOUN
bracis-33641	2	36	for	for	ADP
bracis-33641	2	37	 	 	SPACE
bracis-33641	2	38	lung	lung	NOUN
bracis-33641	2	39	disease	disease	NOUN
bracis-33641	2	40	identification	identification	NOUN
bracis-33641	2	41	in	in	ADP
bracis-33641	2	42	 	 	SPACE
bracis-33641	2	43	chest	chest	NOUN
bracis-33641	2	44	x	x	NOUN
bracis-33641	2	45	-	-	NOUN
bracis-33641	2	46	ray	ray	NOUN
bracis-33641	2	47	images	image	NOUN
bracis-33641	2	48	download	download	NOUN
bracis-33641	2	49	book	book	NOUN
bracis-33641	2	50	pdf	pdf	PROPN
bracis-33641	2	51	download	download	NOUN
bracis-33641	2	52	book	book	PROPN
bracis-33641	2	53	epub	epub	PROPN
bracis-33641	2	54	weld	weld	PROPN
bracis-33641	2	55	lucas	lucas	PROPN
bracis-33641	2	56	cunha	cunha	NOUN
bracis-33641	2	57	  	  	SPACE
bracis-33641	2	58	orcid	orcid	NOUN
bracis-33641	2	59	:	:	PUNCT
bracis-33641	2	60	orcid.org/0000-0001-9036-23879,11	orcid.org/0000-0001-9036-23879,11	PROPN
bracis-33641	2	61	,	,	PUNCT
bracis-33641	2	62	cesar	cesar	PROPN
bracis-33641	2	63	castelo	castelo	PROPN
bracis-33641	2	64	-	-	PUNCT
bracis-33641	2	65	fernandez	fernandez	PROPN
bracis-33641	2	66	  	  	SPACE
bracis-33641	2	67	orcid	orcid	NOUN
bracis-33641	2	68	:	:	PUNCT
bracis-33641	2	69	orcid.org/0000-0002-2900-87659,11	orcid.org/0000-0002-2900-87659,11	PROPN
bracis-33641	2	70	,	,	PUNCT
bracis-33641	2	71	rafael	rafael	PROPN
bracis-33641	2	72	simionato	simionato	PROPN
bracis-33641	2	73	  	  	SPACE
bracis-33641	2	74	orcid	orcid	NOUN
bracis-33641	2	75	:	:	PUNCT
bracis-33641	2	76	orcid.org/0000-0001-9392-65989,11	orcid.org/0000-0001-9392-65989,11	PROPN
bracis-33641	2	77	,	,	PUNCT
bracis-33641	2	78	matheus	matheus	PROPN
bracis-33641	2	79	soares	soares	PROPN
bracis-33641	2	80	de	de	PROPN
bracis-33641	2	81	lacerda	lacerda	PROPN
bracis-33641	2	82	  	  	SPACE
bracis-33641	2	83	orcid	orcid	NOUN
bracis-33641	2	84	:	:	PUNCT
bracis-33641	2	85	orcid.org/0000-0003-1550-37629	orcid.org/0000-0003-1550-37629	PROPN
bracis-33641	2	86	&	&	CCONJ
bracis-33641	2	87	…	…	PUNCT
bracis-33641	2	88	samuel	samuel	PROPN
bracis-33641	2	89	botter	botter	PROPN
bracis-33641	2	90	martins	martin	NOUN
bracis-33641	2	91	  	  	SPACE
bracis-33641	2	92	orcid	orcid	NOUN
bracis-33641	2	93	:	:	PUNCT
bracis-33641	2	94	orcid.org/0000-0002-2894-391110	orcid.org/0000-0002-2894-391110	NOUN
bracis-33641	2	95	  	  	SPACE
bracis-33641	2	96	show	show	VERB
bracis-33641	2	97	authors	author	NOUN
bracis-33641	2	98	part	part	NOUN
bracis-33641	2	99	of	of	ADP
bracis-33641	2	100	the	the	DET
bracis-33641	2	101	book	book	NOUN
bracis-33641	2	102	series	series	NOUN
bracis-33641	2	103	:	:	PUNCT
bracis-33641	2	104	lecture	lecture	NOUN
bracis-33641	2	105	notes	note	NOUN
bracis-33641	2	106	in	in	ADP
bracis-33641	2	107	computer	computer	NOUN
bracis-33641	2	108	science	science	NOUN
bracis-33641	2	109	(	(	PUNCT
bracis-33641	2	110	(	(	PUNCT
bracis-33641	2	111	lnai	lnai	ADJ
bracis-33641	2	112	,	,	PUNCT
bracis-33641	2	113	volume	volume	NOUN
bracis-33641	2	114	15414	15414	NUM
bracis-33641	2	115	)	)	PUNCT
bracis-33641	2	116	)	)	PUNCT
bracis-33641	2	117	included	include	VERB
bracis-33641	2	118	in	in	ADP
bracis-33641	2	119	the	the	DET
bracis-33641	2	120	following	follow	VERB
bracis-33641	2	121	conference	conference	NOUN
bracis-33641	2	122	series	series	NOUN
bracis-33641	2	123	:	:	PUNCT
bracis-33641	2	124	brazilian	brazilian	ADJ
bracis-33641	2	125	conference	conference	NOUN
bracis-33641	2	126	on	on	ADP
bracis-33641	2	127	intelligent	intelligent	ADJ
bracis-33641	2	128	systems	system	NOUN
bracis-33641	2	129	370	370	NUM
bracis-33641	2	130	accesses	access	NOUN
bracis-33641	2	131	abstract	abstract	ADJ
bracis-33641	2	132	while	while	SCONJ
bracis-33641	2	133	hospitals	hospital	NOUN
bracis-33641	2	134	routinely	routinely	ADV
bracis-33641	2	135	gather	gather	VERB
bracis-33641	2	136	patient	patient	ADJ
bracis-33641	2	137	data	datum	NOUN
bracis-33641	2	138	,	,	PUNCT
bracis-33641	2	139	such	such	ADJ
bracis-33641	2	140	as	as	ADP
bracis-33641	2	141	x	x	NOUN
bracis-33641	2	142	-	-	NOUN
bracis-33641	2	143	ray	ray	NOUN
bracis-33641	2	144	images	image	NOUN
bracis-33641	2	145	,	,	PUNCT
bracis-33641	2	146	the	the	DET
bracis-33641	2	147	challenge	challenge	NOUN
bracis-33641	2	148	of	of	ADP
bracis-33641	2	149	sharing	share	VERB
bracis-33641	2	150	this	this	DET
bracis-33641	2	151	data	datum	NOUN
bracis-33641	2	152	across	across	ADP
bracis-33641	2	153	multiple	multiple	ADJ
bracis-33641	2	154	institutions	institution	NOUN
bracis-33641	2	155	to	to	PART
bracis-33641	2	156	create	create	VERB
bracis-33641	2	157	a	a	DET
bracis-33641	2	158	comprehensive	comprehensive	ADJ
bracis-33641	2	159	and	and	CCONJ
bracis-33641	2	160	large	large	ADJ
bracis-33641	2	161	dataset	dataset	NOUN
bracis-33641	2	162	is	be	AUX
bracis-33641	2	163	hampered	hamper	VERB
bracis-33641	2	164	by	by	ADP
bracis-33641	2	165	privacy	privacy	NOUN
bracis-33641	2	166	concerns	concern	NOUN
bracis-33641	2	167	.	.	PUNCT
bracis-33641	3	1	consequently	consequently	ADV
bracis-33641	3	2	,	,	PUNCT
bracis-33641	3	3	this	this	DET
bracis-33641	3	4	limitation	limitation	NOUN
bracis-33641	3	5	affects	affect	VERB
bracis-33641	3	6	the	the	DET
bracis-33641	3	7	effectiveness	effectiveness	NOUN
bracis-33641	3	8	of	of	ADP
bracis-33641	3	9	state	state	NOUN
bracis-33641	3	10	-	-	PUNCT
bracis-33641	3	11	of	of	ADP
bracis-33641	3	12	-	-	PUNCT
bracis-33641	3	13	the	the	DET
bracis-33641	3	14	-	-	PUNCT
bracis-33641	3	15	art	art	NOUN
bracis-33641	3	16	deep	deep	ADJ
bracis-33641	3	17	neural	neural	ADJ
bracis-33641	3	18	networks	network	NOUN
bracis-33641	3	19	for	for	ADP
bracis-33641	3	20	tasks	task	NOUN
bracis-33641	3	21	like	like	ADP
bracis-33641	3	22	identifying	identify	VERB
bracis-33641	3	23	lung	lung	NOUN
bracis-33641	3	24	diseases	disease	NOUN
bracis-33641	3	25	in	in	ADP
bracis-33641	3	26	medical	medical	ADJ
bracis-33641	3	27	images	image	NOUN
bracis-33641	3	28	,	,	PUNCT
bracis-33641	3	29	as	as	SCONJ
bracis-33641	3	30	they	they	PRON
bracis-33641	3	31	require	require	VERB
bracis-33641	3	32	substantial	substantial	ADJ
bracis-33641	3	33	annotated	annotated	ADJ
bracis-33641	3	34	data	datum	NOUN
bracis-33641	3	35	.	.	PUNCT
bracis-33641	4	1	federated	federated	ADJ
bracis-33641	4	2	learning	learning	NOUN
bracis-33641	4	3	offers	offer	VERB
bracis-33641	4	4	a	a	DET
bracis-33641	4	5	solution	solution	NOUN
bracis-33641	4	6	by	by	ADP
bracis-33641	4	7	enabling	enable	VERB
bracis-33641	4	8	collaborative	collaborative	ADJ
bracis-33641	4	9	training	training	NOUN
bracis-33641	4	10	across	across	ADP
bracis-33641	4	11	multiple	multiple	ADJ
bracis-33641	4	12	edge	edge	NOUN
bracis-33641	4	13	devices	device	NOUN
bracis-33641	4	14	or	or	CCONJ
bracis-33641	4	15	sites	site	NOUN
bracis-33641	4	16	,	,	PUNCT
bracis-33641	4	17	where	where	SCONJ
bracis-33641	4	18	updates	update	NOUN
bracis-33641	4	19	(	(	PUNCT
bracis-33641	4	20	e.g.	e.g.	ADV
bracis-33641	4	21	,	,	PUNCT
bracis-33641	4	22	neural	neural	ADJ
bracis-33641	4	23	network	network	NOUN
bracis-33641	4	24	weights	weight	NOUN
bracis-33641	4	25	)	)	PUNCT
bracis-33641	4	26	are	be	AUX
bracis-33641	4	27	aggregated	aggregate	VERB
bracis-33641	4	28	without	without	ADP
bracis-33641	4	29	sharing	share	VERB
bracis-33641	4	30	patient	patient	ADJ
bracis-33641	4	31	data	datum	NOUN
bracis-33641	4	32	,	,	PUNCT
bracis-33641	4	33	thus	thus	ADV
bracis-33641	4	34	maintaining	maintain	VERB
bracis-33641	4	35	privacy	privacy	NOUN
bracis-33641	4	36	.	.	PUNCT
bracis-33641	5	1	this	this	DET
bracis-33641	5	2	work	work	NOUN
bracis-33641	5	3	introduces	introduce	VERB
bracis-33641	5	4	a	a	DET
bracis-33641	5	5	federated	federate	VERB
bracis-33641	5	6	-	-	PUNCT
bracis-33641	5	7	learning	learning	NOUN
bracis-33641	5	8	-	-	PUNCT
bracis-33641	5	9	based	base	VERB
bracis-33641	5	10	approach	approach	NOUN
bracis-33641	5	11	for	for	ADP
bracis-33641	5	12	automatically	automatically	ADV
bracis-33641	5	13	detecting	detect	VERB
bracis-33641	5	14	lung	lung	NOUN
bracis-33641	5	15	diseases	disease	NOUN
bracis-33641	5	16	in	in	ADP
bracis-33641	5	17	chest	chest	NOUN
bracis-33641	5	18	x	x	NOUN
bracis-33641	5	19	-	-	NOUN
bracis-33641	5	20	ray	ray	NOUN
bracis-33641	5	21	images	image	NOUN
bracis-33641	5	22	,	,	PUNCT
bracis-33641	5	23	focusing	focus	VERB
bracis-33641	5	24	on	on	ADP
bracis-33641	5	25	preserving	preserve	VERB
bracis-33641	5	26	data	datum	NOUN
bracis-33641	5	27	privacy	privacy	NOUN
bracis-33641	5	28	and	and	CCONJ
bracis-33641	5	29	enhancing	enhance	VERB
bracis-33641	5	30	robustness	robustness	NOUN
bracis-33641	5	31	.	.	PUNCT
bracis-33641	6	1	our	our	PRON
bracis-33641	6	2	approach	approach	NOUN
bracis-33641	6	3	follows	follow	VERB
bracis-33641	6	4	the	the	DET
bracis-33641	6	5	federated	federated	ADJ
bracis-33641	6	6	learning	learning	NOUN
bracis-33641	6	7	protocol	protocol	NOUN
bracis-33641	6	8	:	:	PUNCT
bracis-33641	6	9	decentralized	decentralize	VERB
bracis-33641	6	10	training	training	NOUN
bracis-33641	6	11	of	of	ADP
bracis-33641	6	12	neural	neural	ADJ
bracis-33641	6	13	networks	network	NOUN
bracis-33641	6	14	on	on	ADP
bracis-33641	6	15	data	datum	NOUN
bracis-33641	6	16	from	from	ADP
bracis-33641	6	17	multiple	multiple	ADJ
bracis-33641	6	18	sites	site	NOUN
bracis-33641	6	19	(	(	PUNCT
bracis-33641	6	20	hospitals	hospital	NOUN
bracis-33641	6	21	)	)	PUNCT
bracis-33641	6	22	and	and	CCONJ
bracis-33641	6	23	centralized	centralized	ADJ
bracis-33641	6	24	aggregation	aggregation	NOUN
bracis-33641	6	25	of	of	ADP
bracis-33641	6	26	knowledge	knowledge	NOUN
bracis-33641	6	27	in	in	ADP
bracis-33641	6	28	the	the	DET
bracis-33641	6	29	server	server	NOUN
bracis-33641	6	30	.	.	PUNCT
bracis-33641	7	1	the	the	DET
bracis-33641	7	2	solution	solution	NOUN
bracis-33641	7	3	presents	present	VERB
bracis-33641	7	4	promising	promise	VERB
bracis-33641	7	5	results	result	NOUN
bracis-33641	7	6	in	in	ADP
bracis-33641	7	7	identifying	identify	VERB
bracis-33641	7	8	fourteen	fourteen	NUM
bracis-33641	7	9	lung	lung	NOUN
bracis-33641	7	10	diseases	disease	NOUN
bracis-33641	7	11	compared	compare	VERB
bracis-33641	7	12	to	to	ADP
bracis-33641	7	13	three	three	NUM
bracis-33641	7	14	baselines	baseline	NOUN
bracis-33641	7	15	within	within	ADP
bracis-33641	7	16	a	a	DET
bracis-33641	7	17	simulated	simulated	ADJ
bracis-33641	7	18	environment	environment	NOUN
bracis-33641	7	19	comprising	comprise	VERB
bracis-33641	7	20	chest	chest	NOUN
bracis-33641	7	21	x	x	NOUN
bracis-33641	7	22	-	-	NOUN
bracis-33641	7	23	ray	ray	NOUN
bracis-33641	7	24	images	image	NOUN
bracis-33641	7	25	from	from	ADP
bracis-33641	7	26	five	five	NUM
bracis-33641	7	27	distinct	distinct	ADJ
bracis-33641	7	28	sites	site	NOUN
bracis-33641	7	29	.	.	PUNCT
bracis-33641	8	1	access	access	NOUN
bracis-33641	8	2	provided	provide	VERB
bracis-33641	8	3	by	by	ADP
bracis-33641	8	4	university	university	PROPN
bracis-33641	8	5	of	of	ADP
bracis-33641	8	6	notre	notre	PROPN
bracis-33641	8	7	dame	dame	PROPN
bracis-33641	8	8	hesburgh	hesburgh	PROPN
bracis-33641	8	9	library	library	PROPN
bracis-33641	8	10	.	.	PUNCT
bracis-33641	9	1	download	download	PROPN
bracis-33641	9	2	conference	conference	NOUN
bracis-33641	9	3	paper	paper	NOUN
bracis-33641	9	4	pdf	pdf	NOUN
bracis-33641	9	5	similar	similar	ADJ
bracis-33641	9	6	content	content	NOUN
bracis-33641	9	7	being	be	AUX
bracis-33641	9	8	viewed	view	VERB
bracis-33641	9	9	by	by	ADP
bracis-33641	9	10	others	other	NOUN
bracis-33641	9	11	a	a	DET
bracis-33641	9	12	study	study	NOUN
bracis-33641	9	13	on	on	ADP
bracis-33641	9	14	cnn	cnn	PROPN
bracis-33641	9	15	architectures	architecture	NOUN
bracis-33641	9	16	for	for	ADP
bracis-33641	9	17	chest	chest	NOUN
bracis-33641	9	18	x	x	NOUN
bracis-33641	9	19	-	-	NOUN
bracis-33641	9	20	rays	ray	NOUN
bracis-33641	9	21	multiclass	multiclass	ADJ
bracis-33641	9	22	computer	computer	NOUN
bracis-33641	9	23	-	-	PUNCT
bracis-33641	9	24	aided	aid	VERB
bracis-33641	9	25	diagnosis	diagnosis	NOUN
bracis-33641	9	26	chapter	chapter	NOUN
bracis-33641	9	27	©	©	NOUN
bracis-33641	9	28	2020	2020	NUM
bracis-33641	9	29	classification	classification	NOUN
bracis-33641	9	30	of	of	ADP
bracis-33641	9	31	chest	chest	NOUN
bracis-33641	9	32	diseases	disease	NOUN
bracis-33641	9	33	using	use	VERB
bracis-33641	9	34	convolutional	convolutional	ADJ
bracis-33641	9	35	neural	neural	ADJ
bracis-33641	9	36	network	network	NOUN
bracis-33641	9	37	chapter	chapter	NOUN
bracis-33641	9	38	©	©	PROPN
bracis-33641	9	39	2020	2020	NUM
bracis-33641	9	40	cxr	cxr	NOUN
bracis-33641	9	41	-	-	PUNCT
bracis-33641	9	42	fl	fl	NOUN
bracis-33641	9	43	:	:	PUNCT
bracis-33641	9	44	deep	deep	ADJ
bracis-33641	9	45	learning	learning	NOUN
bracis-33641	9	46	-	-	PUNCT
bracis-33641	9	47	based	base	VERB
bracis-33641	9	48	chest	chest	NOUN
bracis-33641	9	49	x	x	NOUN
bracis-33641	9	50	-	-	NOUN
bracis-33641	9	51	ray	ray	NOUN
bracis-33641	9	52	image	image	NOUN
bracis-33641	9	53	analysis	analysis	NOUN
bracis-33641	9	54	using	use	VERB
bracis-33641	9	55	federated	federated	ADJ
bracis-33641	9	56	learning	learning	NOUN
bracis-33641	9	57	chapter	chapter	NOUN
bracis-33641	9	58	©	©	PROPN
bracis-33641	9	59	2022	2022	NUM
bracis-33641	9	60	1	1	NUM
bracis-33641	9	61	introduction	introduction	NOUN
bracis-33641	9	62	the	the	DET
bracis-33641	9	63	significant	significant	ADJ
bracis-33641	9	64	generation	generation	NOUN
bracis-33641	9	65	of	of	ADP
bracis-33641	9	66	data	datum	NOUN
bracis-33641	9	67	,	,	PUNCT
bracis-33641	9	68	which	which	PRON
bracis-33641	9	69	is	be	AUX
bracis-33641	9	70	fundamental	fundamental	ADJ
bracis-33641	9	71	to	to	ADP
bracis-33641	9	72	modern	modern	ADJ
bracis-33641	9	73	systems	system	NOUN
bracis-33641	9	74	,	,	PUNCT
bracis-33641	9	75	has	have	AUX
bracis-33641	9	76	increasingly	increasingly	ADV
bracis-33641	9	77	become	become	VERB
bracis-33641	9	78	a	a	DET
bracis-33641	9	79	powerful	powerful	ADJ
bracis-33641	9	80	force	force	NOUN
bracis-33641	9	81	in	in	ADP
bracis-33641	9	82	integrating	integrate	VERB
bracis-33641	9	83	the	the	DET
bracis-33641	9	84	physical	physical	ADJ
bracis-33641	9	85	and	and	CCONJ
bracis-33641	9	86	digital	digital	ADJ
bracis-33641	9	87	worlds	world	NOUN
bracis-33641	9	88	.	.	PUNCT
bracis-33641	10	1	this	this	DET
bracis-33641	10	2	transformation	transformation	NOUN
bracis-33641	10	3	not	not	PART
bracis-33641	10	4	only	only	ADV
bracis-33641	10	5	changes	change	VERB
bracis-33641	10	6	the	the	DET
bracis-33641	10	7	way	way	NOUN
bracis-33641	10	8	we	we	PRON
bracis-33641	10	9	interact	interact	VERB
bracis-33641	10	10	with	with	ADP
bracis-33641	10	11	devices	device	NOUN
bracis-33641	10	12	around	around	ADP
bracis-33641	10	13	us	we	PRON
bracis-33641	10	14	but	but	CCONJ
bracis-33641	10	15	also	also	ADV
bracis-33641	10	16	reshapes	reshape	VERB
bracis-33641	10	17	entire	entire	ADJ
bracis-33641	10	18	industrial	industrial	ADJ
bracis-33641	10	19	sectors	sector	NOUN
bracis-33641	10	20	,	,	PUNCT
bracis-33641	10	21	opening	open	VERB
bracis-33641	10	22	up	up	ADP
bracis-33641	10	23	new	new	ADJ
bracis-33641	10	24	opportunities	opportunity	NOUN
bracis-33641	10	25	for	for	ADP
bracis-33641	10	26	countless	countless	ADJ
bracis-33641	10	27	innovations	innovation	NOUN
bracis-33641	10	28	.	.	PUNCT
bracis-33641	11	1	the	the	DET
bracis-33641	11	2	internet	internet	NOUN
bracis-33641	11	3	of	of	ADP
bracis-33641	11	4	things	thing	NOUN
bracis-33641	11	5	(	(	PUNCT
bracis-33641	11	6	iot	iot	NOUN
bracis-33641	11	7	)	)	PUNCT
bracis-33641	11	8	market	market	NOUN
bracis-33641	11	9	is	be	AUX
bracis-33641	11	10	expected	expect	VERB
bracis-33641	11	11	to	to	PART
bracis-33641	11	12	reach	reach	VERB
bracis-33641	11	13	a	a	DET
bracis-33641	11	14	value	value	NOUN
bracis-33641	11	15	of	of	ADP
bracis-33641	11	16	usd	usd	NOUN
bracis-33641	11	17	1.39	1.39	NUM
bracis-33641	11	18	trillion	trillion	NUM
bracis-33641	11	19	by	by	ADP
bracis-33641	11	20	2026	2026	NUM
bracis-33641	11	21	,	,	PUNCT
bracis-33641	11	22	making	make	VERB
bracis-33641	11	23	it	it	PRON
bracis-33641	11	24	a	a	DET
bracis-33641	11	25	major	major	ADJ
bracis-33641	11	26	contributor	contributor	NOUN
bracis-33641	11	27	to	to	ADP
bracis-33641	11	28	the	the	DET
bracis-33641	11	29	large	large	ADJ
bracis-33641	11	30	-	-	PUNCT
bracis-33641	11	31	scale	scale	NOUN
bracis-33641	11	32	generation	generation	NOUN
bracis-33641	11	33	of	of	ADP
bracis-33641	11	34	data	datum	NOUN
bracis-33641	11	35	.	.	PUNCT
bracis-33641	12	1	in	in	ADP
bracis-33641	12	2	brazil	brazil	PROPN
bracis-33641	12	3	,	,	PUNCT
bracis-33641	12	4	the	the	DET
bracis-33641	12	5	technology	technology	NOUN
bracis-33641	12	6	has	have	VERB
bracis-33641	12	7	significant	significant	ADJ
bracis-33641	12	8	potential	potential	NOUN
bracis-33641	12	9	,	,	PUNCT
bracis-33641	12	10	with	with	ADP
bracis-33641	12	11	the	the	DET
bracis-33641	12	12	national	national	PROPN
bracis-33641	12	13	bank	bank	PROPN
bracis-33641	12	14	for	for	ADP
bracis-33641	12	15	economic	economic	ADJ
bracis-33641	12	16	and	and	CCONJ
bracis-33641	12	17	social	social	ADJ
bracis-33641	12	18	development	development	NOUN
bracis-33641	12	19	(	(	PUNCT
bracis-33641	12	20	bndes	bnde	NOUN
bracis-33641	12	21	)	)	PUNCT
bracis-33641	12	22	estimating	estimate	VERB
bracis-33641	12	23	that	that	SCONJ
bracis-33641	12	24	the	the	DET
bracis-33641	12	25	country	country	NOUN
bracis-33641	12	26	will	will	AUX
bracis-33641	12	27	generate	generate	VERB
bracis-33641	12	28	around	around	ADP
bracis-33641	12	29	usd	usd	NOUN
bracis-33641	12	30	200	200	NUM
bracis-33641	12	31	billion	billion	NUM
bracis-33641	12	32	in	in	ADP
bracis-33641	12	33	revenue	revenue	NOUN
bracis-33641	12	34	from	from	ADP
bracis-33641	12	35	iot	iot	PROPN
bracis-33641	12	36	implementations	implementation	NOUN
bracis-33641	12	37	by	by	ADP
bracis-33641	12	38	2025	2025	NUM
bracis-33641	12	39	[	[	X
bracis-33641	12	40	5	5	NUM
bracis-33641	12	41	]	]	PUNCT
bracis-33641	12	42	.	.	PUNCT
bracis-33641	13	1	this	this	DET
bracis-33641	13	2	growth	growth	NOUN
bracis-33641	13	3	reflects	reflect	VERB
bracis-33641	13	4	not	not	PART
bracis-33641	13	5	only	only	ADV
bracis-33641	13	6	technological	technological	ADJ
bracis-33641	13	7	advancement	advancement	NOUN
bracis-33641	13	8	but	but	CCONJ
bracis-33641	13	9	also	also	ADV
bracis-33641	13	10	the	the	DET
bracis-33641	13	11	increasing	increase	VERB
bracis-33641	13	12	need	need	NOUN
bracis-33641	13	13	for	for	ADP
bracis-33641	13	14	personalized	personalized	ADJ
bracis-33641	13	15	solutions	solution	NOUN
bracis-33641	13	16	to	to	PART
bracis-33641	13	17	address	address	VERB
bracis-33641	13	18	specific	specific	ADJ
bracis-33641	13	19	challenges	challenge	NOUN
bracis-33641	13	20	,	,	PUNCT
bracis-33641	13	21	particularly	particularly	ADV
bracis-33641	13	22	those	those	PRON
bracis-33641	13	23	related	relate	VERB
bracis-33641	13	24	to	to	ADP
bracis-33641	13	25	privacy	privacy	NOUN
bracis-33641	13	26	.	.	PUNCT
bracis-33641	14	1	even	even	ADV
bracis-33641	14	2	simple	simple	ADJ
bracis-33641	14	3	activities	activity	NOUN
bracis-33641	14	4	generate	generate	VERB
bracis-33641	14	5	important	important	ADJ
bracis-33641	14	6	inputs	input	NOUN
bracis-33641	14	7	for	for	ADP
bracis-33641	14	8	the	the	DET
bracis-33641	14	9	use	use	NOUN
bracis-33641	14	10	of	of	ADP
bracis-33641	14	11	machine	machine	NOUN
bracis-33641	14	12	learning	learning	NOUN
bracis-33641	14	13	(	(	PUNCT
bracis-33641	14	14	ml	ml	NOUN
bracis-33641	14	15	)	)	PUNCT
bracis-33641	14	16	and	and	CCONJ
bracis-33641	14	17	thus	thus	ADV
bracis-33641	14	18	empower	empower	VERB
bracis-33641	14	19	the	the	DET
bracis-33641	14	20	development	development	NOUN
bracis-33641	14	21	of	of	ADP
bracis-33641	14	22	intelligent	intelligent	ADJ
bracis-33641	14	23	tasks	task	NOUN
bracis-33641	14	24	according	accord	VERB
bracis-33641	14	25	to	to	ADP
bracis-33641	14	26	business	business	NOUN
bracis-33641	14	27	needs	need	NOUN
bracis-33641	14	28	.	.	PUNCT
bracis-33641	15	1	hospitals	hospital	NOUN
bracis-33641	15	2	routinely	routinely	ADV
bracis-33641	15	3	collect	collect	VERB
bracis-33641	15	4	patient	patient	ADJ
bracis-33641	15	5	data	datum	NOUN
bracis-33641	15	6	(	(	PUNCT
bracis-33641	15	7	e.g.	e.g.	ADV
bracis-33641	15	8	,	,	PUNCT
bracis-33641	15	9	x	x	ADJ
bracis-33641	15	10	-	-	NOUN
bracis-33641	15	11	ray	ray	NOUN
bracis-33641	15	12	images	image	NOUN
bracis-33641	15	13	)	)	PUNCT
bracis-33641	15	14	,	,	PUNCT
bracis-33641	15	15	which	which	PRON
bracis-33641	15	16	constitutes	constitute	VERB
bracis-33641	15	17	a	a	DET
bracis-33641	15	18	valuable	valuable	ADJ
bracis-33641	15	19	resource	resource	NOUN
bracis-33641	15	20	for	for	ADP
bracis-33641	15	21	training	training	NOUN
bracis-33641	15	22	ml	ml	NOUN
bracis-33641	15	23	models	model	NOUN
bracis-33641	15	24	that	that	PRON
bracis-33641	15	25	aim	aim	VERB
bracis-33641	15	26	at	at	ADP
bracis-33641	15	27	detecting	detect	VERB
bracis-33641	15	28	diseases	disease	NOUN
bracis-33641	15	29	[	[	X
bracis-33641	15	30	14	14	NUM
bracis-33641	15	31	]	]	PUNCT
bracis-33641	15	32	.	.	PUNCT
bracis-33641	16	1	yet	yet	ADV
bracis-33641	16	2	,	,	PUNCT
bracis-33641	16	3	the	the	DET
bracis-33641	16	4	volume	volume	NOUN
bracis-33641	16	5	of	of	ADP
bracis-33641	16	6	disease	disease	NOUN
bracis-33641	16	7	-	-	PUNCT
bracis-33641	16	8	specific	specific	ADJ
bracis-33641	16	9	data	datum	NOUN
bracis-33641	16	10	(	(	PUNCT
bracis-33641	16	11	e.g.	e.g.	ADV
bracis-33641	16	12	,	,	PUNCT
bracis-33641	16	13	pneumonia	pneumonia	NOUN
bracis-33641	16	14	)	)	PUNCT
bracis-33641	16	15	collected	collect	VERB
bracis-33641	16	16	by	by	ADP
bracis-33641	16	17	each	each	DET
bracis-33641	16	18	hospital	hospital	NOUN
bracis-33641	16	19	often	often	ADV
bracis-33641	16	20	falls	fall	VERB
bracis-33641	16	21	short	short	ADV
bracis-33641	16	22	of	of	ADP
bracis-33641	16	23	supporting	support	VERB
bracis-33641	16	24	robust	robust	ADJ
bracis-33641	16	25	supervised	supervised	ADJ
bracis-33641	16	26	ml	ml	NOUN
bracis-33641	16	27	models	model	NOUN
bracis-33641	16	28	,	,	PUNCT
bracis-33641	16	29	particularly	particularly	ADV
bracis-33641	16	30	sophisticated	sophisticated	ADJ
bracis-33641	16	31	methodologies	methodology	NOUN
bracis-33641	16	32	like	like	ADP
bracis-33641	16	33	convolutional	convolutional	ADJ
bracis-33641	16	34	neural	neural	ADJ
bracis-33641	16	35	networks	network	NOUN
bracis-33641	16	36	(	(	PUNCT
bracis-33641	16	37	cnns	cnns	PROPN
bracis-33641	16	38	)	)	PUNCT
bracis-33641	17	1	[	[	X
bracis-33641	17	2	8	8	NUM
bracis-33641	17	3	,	,	PUNCT
bracis-33641	17	4	9	9	NUM
bracis-33641	17	5	]	]	PUNCT
bracis-33641	17	6	.	.	PUNCT
bracis-33641	18	1	so	so	ADV
bracis-33641	18	2	,	,	PUNCT
bracis-33641	18	3	sharing	share	VERB
bracis-33641	18	4	data	datum	NOUN
bracis-33641	18	5	from	from	ADP
bracis-33641	18	6	multiple	multiple	ADJ
bracis-33641	18	7	hospitals	hospital	NOUN
bracis-33641	18	8	to	to	PART
bracis-33641	18	9	establish	establish	VERB
bracis-33641	18	10	a	a	DET
bracis-33641	18	11	comprehensive	comprehensive	ADJ
bracis-33641	18	12	repository	repository	NOUN
bracis-33641	18	13	(	(	PUNCT
bracis-33641	18	14	large	large	ADJ
bracis-33641	18	15	dataset	dataset	NOUN
bracis-33641	18	16	)	)	PUNCT
bracis-33641	18	17	offers	offer	VERB
bracis-33641	18	18	a	a	DET
bracis-33641	18	19	promising	promising	ADJ
bracis-33641	18	20	avenue	avenue	NOUN
bracis-33641	18	21	to	to	PART
bracis-33641	18	22	overcome	overcome	VERB
bracis-33641	18	23	this	this	DET
bracis-33641	18	24	limitation	limitation	NOUN
bracis-33641	18	25	,	,	PUNCT
bracis-33641	18	26	facilitating	facilitate	VERB
bracis-33641	18	27	the	the	DET
bracis-33641	18	28	development	development	NOUN
bracis-33641	18	29	of	of	ADP
bracis-33641	18	30	more	more	ADV
bracis-33641	18	31	accurate	accurate	ADJ
bracis-33641	18	32	ml	ml	NOUN
bracis-33641	18	33	models	model	NOUN
bracis-33641	18	34	.	.	PUNCT
bracis-33641	19	1	nevertheless	nevertheless	ADV
bracis-33641	19	2	,	,	PUNCT
bracis-33641	19	3	keeping	keep	VERB
bracis-33641	19	4	patients	patient	NOUN
bracis-33641	19	5	’	’	PART
bracis-33641	19	6	privacy	privacy	NOUN
bracis-33641	19	7	is	be	AUX
bracis-33641	19	8	paramount	paramount	ADJ
bracis-33641	19	9	.	.	PUNCT
bracis-33641	20	1	recently	recently	ADV
bracis-33641	20	2	,	,	PUNCT
bracis-33641	20	3	the	the	DET
bracis-33641	20	4	american	american	ADJ
bracis-33641	20	5	government	government	NOUN
bracis-33641	20	6	issued	issue	VERB
bracis-33641	20	7	a	a	DET
bracis-33641	20	8	presidential	presidential	ADJ
bracis-33641	20	9	executive	executive	ADJ
bracis-33641	20	10	order	order	NOUN
bracis-33641	20	11	on	on	ADP
bracis-33641	20	12	safe	safe	ADJ
bracis-33641	20	13	,	,	PUNCT
bracis-33641	20	14	secure	secure	ADJ
bracis-33641	20	15	,	,	PUNCT
bracis-33641	20	16	and	and	CCONJ
bracis-33641	20	17	trustworthy	trustworthy	ADJ
bracis-33641	20	18	artificial	artificial	ADJ
bracis-33641	20	19	intelligence	intelligence	NOUN
bracis-33641	20	20	(	(	PUNCT
bracis-33641	20	21	ai	ai	NOUN
bracis-33641	20	22	)	)	PUNCT
bracis-33641	21	1	[	[	X
bracis-33641	21	2	18	18	NUM
bracis-33641	21	3	]	]	PUNCT
bracis-33641	21	4	which	which	PRON
bracis-33641	21	5	mentions	mention	VERB
bracis-33641	21	6	the	the	DET
bracis-33641	21	7	intention	intention	NOUN
bracis-33641	21	8	to	to	PART
bracis-33641	21	9	protect	protect	VERB
bracis-33641	21	10	americans	americans	PROPN
bracis-33641	21	11	’	’	PART
bracis-33641	21	12	privacy	privacy	NOUN
bracis-33641	21	13	,	,	PUNCT
bracis-33641	21	14	and	and	CCONJ
bracis-33641	21	15	explicitly	explicitly	ADV
bracis-33641	21	16	provides	provide	VERB
bracis-33641	21	17	mechanisms	mechanism	NOUN
bracis-33641	21	18	to	to	PART
bracis-33641	21	19	strengthen	strengthen	VERB
bracis-33641	21	20	research	research	NOUN
bracis-33641	21	21	into	into	ADP
bracis-33641	21	22	privacy	privacy	NOUN
bracis-33641	21	23	-	-	PUNCT
bracis-33641	21	24	preserving	preserve	VERB
bracis-33641	21	25	technologies	technology	NOUN
bracis-33641	21	26	prioritizing	prioritize	VERB
bracis-33641	21	27	federal	federal	ADJ
bracis-33641	21	28	support	support	NOUN
bracis-33641	21	29	to	to	PART
bracis-33641	21	30	accelerate	accelerate	VERB
bracis-33641	21	31	the	the	DET
bracis-33641	21	32	development	development	NOUN
bracis-33641	21	33	and	and	CCONJ
bracis-33641	21	34	use	use	NOUN
bracis-33641	21	35	of	of	ADP
bracis-33641	21	36	such	such	ADJ
bracis-33641	21	37	techniques	technique	NOUN
bracis-33641	21	38	.	.	PUNCT
bracis-33641	22	1	this	this	DET
bracis-33641	22	2	fact	fact	NOUN
bracis-33641	22	3	alongside	alongside	ADP
bracis-33641	22	4	many	many	ADJ
bracis-33641	22	5	others	other	NOUN
bracis-33641	22	6	,	,	PUNCT
bracis-33641	22	7	such	such	ADJ
bracis-33641	22	8	as	as	ADP
bracis-33641	22	9	the	the	DET
bracis-33641	22	10	publication	publication	NOUN
bracis-33641	22	11	of	of	ADP
bracis-33641	22	12	regulations	regulation	NOUN
bracis-33641	22	13	like	like	ADP
bracis-33641	22	14	the	the	DET
bracis-33641	22	15	gdpr	gdpr	NOUN
bracis-33641	22	16	[	[	X
bracis-33641	22	17	1	1	NUM
bracis-33641	22	18	]	]	PUNCT
bracis-33641	22	19	,	,	PUNCT
bracis-33641	22	20	highlights	highlight	VERB
bracis-33641	22	21	the	the	DET
bracis-33641	22	22	need	need	NOUN
bracis-33641	22	23	for	for	ADP
bracis-33641	22	24	new	new	ADJ
bracis-33641	22	25	technologies	technology	NOUN
bracis-33641	22	26	capable	capable	ADJ
bracis-33641	22	27	of	of	ADP
bracis-33641	22	28	meeting	meet	VERB
bracis-33641	22	29	privacy	privacy	NOUN
bracis-33641	22	30	preservation	preservation	NOUN
bracis-33641	22	31	requirements	requirement	NOUN
bracis-33641	22	32	while	while	SCONJ
bracis-33641	22	33	using	use	VERB
bracis-33641	22	34	techniques	technique	NOUN
bracis-33641	22	35	widely	widely	ADV
bracis-33641	22	36	recognized	recognize	VERB
bracis-33641	22	37	in	in	ADP
bracis-33641	22	38	the	the	DET
bracis-33641	22	39	context	context	NOUN
bracis-33641	22	40	of	of	ADP
bracis-33641	22	41	ai	ai	PROPN
bracis-33641	22	42	.	.	PROPN
bracis-33641	22	43	fig	fig	NOUN
bracis-33641	22	44	.	.	PUNCT
bracis-33641	23	1	1.adapted	1.adapted	NUM
bracis-33641	23	2	from	from	ADP
bracis-33641	23	3	bonawitz	bonawitz	PROPN
bracis-33641	23	4	 	 	SPACE
bracis-33641	23	5	et	et	PROPN
bracis-33641	23	6	al	al	PROPN
bracis-33641	23	7	.	.	PUNCT
bracis-33641	23	8	 	 	SPACE
bracis-33641	24	1	[	[	X
bracis-33641	24	2	3	3	NUM
bracis-33641	24	3	]	]	PUNCT
bracis-33641	24	4	.	.	PUNCT
bracis-33641	25	1	federated	federated	ADJ
bracis-33641	25	2	learning	learn	VERB
bracis-33641	25	3	training	training	NOUN
bracis-33641	25	4	protocol	protocol	NOUN
bracis-33641	25	5	.	.	PUNCT
bracis-33641	26	1	full	full	ADJ
bracis-33641	26	2	size	size	NOUN
bracis-33641	26	3	image	image	NOUN
bracis-33641	26	4	federated	federate	VERB
bracis-33641	26	5	learning	learning	NOUN
bracis-33641	26	6	(	(	PUNCT
bracis-33641	26	7	fl	fl	NOUN
bracis-33641	26	8	)	)	PUNCT
bracis-33641	27	1	[	[	X
bracis-33641	27	2	7	7	NUM
bracis-33641	27	3	,	,	PUNCT
bracis-33641	27	4	11	11	NUM
bracis-33641	27	5	]	]	PUNCT
bracis-33641	27	6	is	be	AUX
bracis-33641	27	7	a	a	DET
bracis-33641	27	8	machine	machine	NOUN
bracis-33641	27	9	learning	learn	VERB
bracis-33641	27	10	methodology	methodology	NOUN
bracis-33641	27	11	tailored	tailor	VERB
bracis-33641	27	12	to	to	ADP
bracis-33641	27	13	situations	situation	NOUN
bracis-33641	27	14	where	where	SCONJ
bracis-33641	27	15	there	there	PRON
bracis-33641	27	16	are	be	VERB
bracis-33641	27	17	decentralized	decentralized	ADJ
bracis-33641	27	18	clients	client	NOUN
bracis-33641	27	19	and/or	and/or	CCONJ
bracis-33641	27	20	when	when	SCONJ
bracis-33641	27	21	data	datum	NOUN
bracis-33641	27	22	privacy	privacy	NOUN
bracis-33641	27	23	is	be	AUX
bracis-33641	27	24	a	a	DET
bracis-33641	27	25	major	major	ADJ
bracis-33641	27	26	concern	concern	NOUN
bracis-33641	27	27	,	,	PUNCT
bracis-33641	27	28	as	as	SCONJ
bracis-33641	27	29	exemplified	exemplify	VERB
bracis-33641	27	30	by	by	ADP
bracis-33641	27	31	sensitive	sensitive	ADJ
bracis-33641	27	32	medical	medical	ADJ
bracis-33641	27	33	examination	examination	NOUN
bracis-33641	27	34	data	datum	NOUN
bracis-33641	27	35	.	.	PUNCT
bracis-33641	28	1	the	the	DET
bracis-33641	28	2	primary	primary	ADJ
bracis-33641	28	3	objective	objective	NOUN
bracis-33641	28	4	is	be	AUX
bracis-33641	28	5	to	to	PART
bracis-33641	28	6	aggregate	aggregate	VERB
bracis-33641	28	7	the	the	DET
bracis-33641	28	8	knowledge	knowledge	NOUN
bracis-33641	28	9	acquired	acquire	VERB
bracis-33641	28	10	from	from	ADP
bracis-33641	28	11	diverse	diverse	ADJ
bracis-33641	28	12	sources	source	NOUN
bracis-33641	28	13	throughout	throughout	ADP
bracis-33641	28	14	the	the	DET
bracis-33641	28	15	learning	learning	NOUN
bracis-33641	28	16	process	process	NOUN
bracis-33641	28	17	.	.	PUNCT
bracis-33641	29	1	this	this	DET
bracis-33641	29	2	operational	operational	ADJ
bracis-33641	29	3	principle	principle	NOUN
bracis-33641	29	4	entails	entail	VERB
bracis-33641	29	5	the	the	DET
bracis-33641	29	6	collaborative	collaborative	ADJ
bracis-33641	29	7	execution	execution	NOUN
bracis-33641	29	8	of	of	ADP
bracis-33641	29	9	training	training	NOUN
bracis-33641	29	10	across	across	ADP
bracis-33641	29	11	multiple	multiple	ADJ
bracis-33641	29	12	edge	edge	NOUN
bracis-33641	29	13	devices	device	NOUN
bracis-33641	29	14	or	or	CCONJ
bracis-33641	29	15	servers	server	NOUN
bracis-33641	29	16	,	,	PUNCT
bracis-33641	29	17	collaboratively	collaboratively	ADV
bracis-33641	29	18	aggregating	aggregate	VERB
bracis-33641	29	19	updates	update	NOUN
bracis-33641	29	20	(	(	PUNCT
bracis-33641	29	21	i.e.	i.e.	X
bracis-33641	29	22	,	,	PUNCT
bracis-33641	29	23	cnn	cnn	PROPN
bracis-33641	29	24	weights	weight	VERB
bracis-33641	29	25	)	)	PUNCT
bracis-33641	29	26	from	from	ADP
bracis-33641	29	27	these	these	DET
bracis-33641	29	28	entities	entity	NOUN
bracis-33641	29	29	without	without	ADP
bracis-33641	29	30	the	the	DET
bracis-33641	29	31	need	need	NOUN
bracis-33641	29	32	to	to	PART
bracis-33641	29	33	centralize	centralize	VERB
bracis-33641	29	34	the	the	DET
bracis-33641	29	35	data	datum	NOUN
bracis-33641	29	36	,	,	PUNCT
bracis-33641	29	37	thereby	thereby	ADV
bracis-33641	29	38	preserving	preserve	VERB
bracis-33641	29	39	privacy	privacy	NOUN
bracis-33641	29	40	and	and	CCONJ
bracis-33641	29	41	reducing	reduce	VERB
bracis-33641	29	42	communication	communication	NOUN
bracis-33641	29	43	overhead	overhead	ADV
bracis-33641	29	44	[	[	X
bracis-33641	29	45	10	10	NUM
bracis-33641	29	46	,	,	PUNCT
bracis-33641	29	47	12	12	NUM
bracis-33641	29	48	,	,	PUNCT
bracis-33641	29	49	15	15	NUM
bracis-33641	29	50	]	]	PUNCT
bracis-33641	29	51	.	.	PUNCT
bracis-33641	30	1	figure	figure	NOUN
bracis-33641	30	2	 	 	SPACE
bracis-33641	30	3	1	1	NUM
bracis-33641	30	4	illustrates	illustrate	VERB
bracis-33641	30	5	the	the	DET
bracis-33641	30	6	fl	fl	NOUN
bracis-33641	30	7	training	training	NOUN
bracis-33641	30	8	approach	approach	NOUN
bracis-33641	30	9	.	.	PUNCT
bracis-33641	31	1	the	the	DET
bracis-33641	31	2	server	server	NOUN
bracis-33641	31	3	selects	select	VERB
bracis-33641	31	4	all	all	DET
bracis-33641	31	5	the	the	DET
bracis-33641	31	6	available	available	ADJ
bracis-33641	31	7	clients	client	NOUN
bracis-33641	31	8	among	among	ADP
bracis-33641	31	9	all	all	DET
bracis-33641	31	10	n	n	DET
bracis-33641	31	11	clients	client	NOUN
bracis-33641	31	12	(	(	PUNCT
bracis-33641	31	13	a	a	DET
bracis-33641	31	14	client	client	NOUN
bracis-33641	31	15	may	may	AUX
bracis-33641	31	16	vary	vary	VERB
bracis-33641	31	17	from	from	ADP
bracis-33641	31	18	a	a	DET
bracis-33641	31	19	mobile	mobile	ADJ
bracis-33641	31	20	device	device	NOUN
bracis-33641	31	21	to	to	ADP
bracis-33641	31	22	an	an	DET
bracis-33641	31	23	institution	institution	NOUN
bracis-33641	31	24	,	,	PUNCT
bracis-33641	31	25	like	like	ADP
bracis-33641	31	26	a	a	DET
bracis-33641	31	27	hospital	hospital	NOUN
bracis-33641	31	28	or	or	CCONJ
bracis-33641	31	29	a	a	DET
bracis-33641	31	30	company	company	NOUN
bracis-33641	31	31	,	,	PUNCT
bracis-33641	31	32	for	for	ADP
bracis-33641	31	33	instance	instance	NOUN
bracis-33641	31	34	)	)	PUNCT
bracis-33641	31	35	.	.	PUNCT
bracis-33641	32	1	after	after	ADP
bracis-33641	32	2	selection	selection	NOUN
bracis-33641	32	3	,	,	PUNCT
bracis-33641	32	4	the	the	DET
bracis-33641	32	5	model	model	NOUN
bracis-33641	32	6	weights	weight	NOUN
bracis-33641	32	7	and	and	CCONJ
bracis-33641	32	8	settings	setting	NOUN
bracis-33641	32	9	are	be	AUX
bracis-33641	32	10	sent	send	VERB
bracis-33641	32	11	from	from	ADP
bracis-33641	32	12	the	the	DET
bracis-33641	32	13	server	server	NOUN
bracis-33641	32	14	to	to	ADP
bracis-33641	32	15	the	the	DET
bracis-33641	32	16	clients	client	NOUN
bracis-33641	32	17	to	to	PART
bracis-33641	32	18	initiate	initiate	VERB
bracis-33641	32	19	the	the	DET
bracis-33641	32	20	local	local	ADJ
bracis-33641	32	21	model	model	NOUN
bracis-33641	32	22	training	training	NOUN
bracis-33641	32	23	.	.	PUNCT
bracis-33641	33	1	the	the	DET
bracis-33641	33	2	training	training	NOUN
bracis-33641	33	3	time	time	NOUN
bracis-33641	33	4	may	may	AUX
bracis-33641	33	5	differ	differ	VERB
bracis-33641	33	6	from	from	ADP
bracis-33641	33	7	client	client	NOUN
bracis-33641	33	8	to	to	ADP
bracis-33641	33	9	client	client	NOUN
bracis-33641	33	10	,	,	PUNCT
bracis-33641	33	11	depending	depend	VERB
bracis-33641	33	12	on	on	ADP
bracis-33641	33	13	the	the	DET
bracis-33641	33	14	amount	amount	NOUN
bracis-33641	33	15	of	of	ADP
bracis-33641	33	16	data	datum	NOUN
bracis-33641	33	17	and	and	CCONJ
bracis-33641	33	18	the	the	DET
bracis-33641	33	19	computing	computing	NOUN
bracis-33641	33	20	power	power	NOUN
bracis-33641	33	21	available	available	ADJ
bracis-33641	33	22	at	at	ADP
bracis-33641	33	23	each	each	DET
bracis-33641	33	24	site	site	NOUN
bracis-33641	33	25	.	.	PUNCT
bracis-33641	34	1	following	follow	VERB
bracis-33641	34	2	the	the	DET
bracis-33641	34	3	training	training	NOUN
bracis-33641	34	4	stage	stage	NOUN
bracis-33641	34	5	,	,	PUNCT
bracis-33641	34	6	all	all	DET
bracis-33641	34	7	the	the	DET
bracis-33641	34	8	clients	client	NOUN
bracis-33641	34	9	should	should	AUX
bracis-33641	34	10	report	report	VERB
bracis-33641	34	11	their	their	PRON
bracis-33641	34	12	results	result	NOUN
bracis-33641	34	13	to	to	ADP
bracis-33641	34	14	the	the	DET
bracis-33641	34	15	server	server	NOUN
bracis-33641	34	16	by	by	ADP
bracis-33641	34	17	sending	send	VERB
bracis-33641	34	18	the	the	DET
bracis-33641	34	19	model	model	NOUN
bracis-33641	34	20	updates	update	NOUN
bracis-33641	34	21	.	.	PUNCT
bracis-33641	35	1	after	after	ADP
bracis-33641	35	2	receiving	receive	VERB
bracis-33641	35	3	all	all	DET
bracis-33641	35	4	the	the	DET
bracis-33641	35	5	updates	update	NOUN
bracis-33641	35	6	,	,	PUNCT
bracis-33641	35	7	the	the	DET
bracis-33641	35	8	server	server	NOUN
bracis-33641	35	9	will	will	AUX
bracis-33641	35	10	aggregate	aggregate	VERB
bracis-33641	35	11	the	the	DET
bracis-33641	35	12	knowledge	knowledge	NOUN
bracis-33641	35	13	from	from	ADP
bracis-33641	35	14	all	all	DET
bracis-33641	35	15	clients	client	NOUN
bracis-33641	35	16	into	into	ADP
bracis-33641	35	17	one	one	NUM
bracis-33641	35	18	single	single	ADJ
bracis-33641	35	19	model	model	NOUN
bracis-33641	35	20	,	,	PUNCT
bracis-33641	35	21	starting	start	VERB
bracis-33641	35	22	a	a	DET
bracis-33641	35	23	new	new	ADJ
bracis-33641	35	24	federated	federated	ADJ
bracis-33641	35	25	iteration	iteration	NOUN
bracis-33641	35	26	.	.	PUNCT
bracis-33641	36	1	this	this	DET
bracis-33641	36	2	work	work	NOUN
bracis-33641	36	3	presents	present	VERB
bracis-33641	36	4	a	a	DET
bracis-33641	36	5	federated	federated	ADJ
bracis-33641	36	6	-	-	PUNCT
bracis-33641	36	7	learning	learning	NOUN
bracis-33641	36	8	-	-	PUNCT
bracis-33641	36	9	based	base	VERB
bracis-33641	36	10	solution	solution	NOUN
bracis-33641	36	11	to	to	PART
bracis-33641	36	12	train	train	VERB
bracis-33641	36	13	a	a	DET
bracis-33641	36	14	supervised	supervised	ADJ
bracis-33641	36	15	neural	neural	ADJ
bracis-33641	36	16	network	network	NOUN
bracis-33641	36	17	with	with	ADP
bracis-33641	36	18	data	datum	NOUN
bracis-33641	36	19	from	from	ADP
bracis-33641	36	20	multiple	multiple	ADJ
bracis-33641	36	21	sites	site	NOUN
bracis-33641	36	22	(	(	PUNCT
bracis-33641	36	23	hospitals	hospital	NOUN
bracis-33641	36	24	)	)	PUNCT
bracis-33641	36	25	for	for	ADP
bracis-33641	36	26	lung	lung	NOUN
bracis-33641	36	27	disease	disease	NOUN
bracis-33641	36	28	identification	identification	NOUN
bracis-33641	36	29	in	in	ADP
bracis-33641	36	30	chest	chest	NOUN
bracis-33641	36	31	x	x	NOUN
bracis-33641	36	32	-	-	NOUN
bracis-33641	36	33	ray	ray	NOUN
bracis-33641	36	34	images	image	NOUN
bracis-33641	36	35	in	in	ADP
bracis-33641	36	36	a	a	DET
bracis-33641	36	37	decentralized	decentralized	ADJ
bracis-33641	36	38	way	way	NOUN
bracis-33641	36	39	.	.	PUNCT
bracis-33641	37	1	throughout	throughout	ADP
bracis-33641	37	2	successive	successive	ADJ
bracis-33641	37	3	learning	learn	VERB
bracis-33641	37	4	iterations	iteration	NOUN
bracis-33641	37	5	,	,	PUNCT
bracis-33641	37	6	our	our	PRON
bracis-33641	37	7	approach	approach	NOUN
bracis-33641	37	8	individually	individually	ADV
bracis-33641	37	9	trains	train	VERB
bracis-33641	37	10	a	a	DET
bracis-33641	37	11	local	local	ADJ
bracis-33641	37	12	model	model	NOUN
bracis-33641	37	13	for	for	ADP
bracis-33641	37	14	each	each	DET
bracis-33641	37	15	site	site	NOUN
bracis-33641	37	16	,	,	PUNCT
bracis-33641	37	17	leveraging	leverage	VERB
bracis-33641	37	18	solely	solely	ADV
bracis-33641	37	19	its	its	PRON
bracis-33641	37	20	own	own	ADJ
bracis-33641	37	21	data	datum	NOUN
bracis-33641	37	22	.	.	PUNCT
bracis-33641	38	1	at	at	ADP
bracis-33641	38	2	the	the	DET
bracis-33641	38	3	end	end	NOUN
bracis-33641	38	4	of	of	ADP
bracis-33641	38	5	each	each	DET
bracis-33641	38	6	round	round	NOUN
bracis-33641	38	7	,	,	PUNCT
bracis-33641	38	8	the	the	DET
bracis-33641	38	9	learned	learn	VERB
bracis-33641	38	10	weights	weight	NOUN
bracis-33641	38	11	from	from	ADP
bracis-33641	38	12	all	all	DET
bracis-33641	38	13	participating	participate	VERB
bracis-33641	38	14	sites	site	NOUN
bracis-33641	38	15	are	be	AUX
bracis-33641	38	16	shared	share	VERB
bracis-33641	38	17	with	with	ADP
bracis-33641	38	18	a	a	DET
bracis-33641	38	19	central	central	ADJ
bracis-33641	38	20	server	server	NOUN
bracis-33641	38	21	,	,	PUNCT
bracis-33641	38	22	ensuring	ensure	VERB
bracis-33641	38	23	data	datum	NOUN
bracis-33641	38	24	privacy	privacy	NOUN
bracis-33641	38	25	by	by	ADP
bracis-33641	38	26	refraining	refrain	VERB
bracis-33641	38	27	from	from	ADP
bracis-33641	38	28	sharing	share	VERB
bracis-33641	38	29	images	image	NOUN
bracis-33641	38	30	.	.	PUNCT
bracis-33641	39	1	the	the	DET
bracis-33641	39	2	central	central	ADJ
bracis-33641	39	3	server	server	NOUN
bracis-33641	39	4	then	then	ADV
bracis-33641	39	5	aggregates	aggregate	VERB
bracis-33641	39	6	these	these	DET
bracis-33641	39	7	weights	weight	NOUN
bracis-33641	39	8	into	into	ADP
bracis-33641	39	9	a	a	DET
bracis-33641	39	10	global	global	ADJ
bracis-33641	39	11	model	model	NOUN
bracis-33641	39	12	,	,	PUNCT
bracis-33641	39	13	subsequently	subsequently	ADV
bracis-33641	39	14	disseminating	disseminate	VERB
bracis-33641	39	15	it	it	PRON
bracis-33641	39	16	back	back	ADV
bracis-33641	39	17	to	to	ADP
bracis-33641	39	18	each	each	DET
bracis-33641	39	19	site	site	NOUN
bracis-33641	39	20	for	for	ADP
bracis-33641	39	21	further	further	ADJ
bracis-33641	39	22	refinement	refinement	NOUN
bracis-33641	39	23	as	as	ADP
bracis-33641	39	24	part	part	NOUN
bracis-33641	39	25	of	of	ADP
bracis-33641	39	26	a	a	DET
bracis-33641	39	27	new	new	ADJ
bracis-33641	39	28	federated	federated	ADJ
bracis-33641	39	29	iteration	iteration	NOUN
bracis-33641	39	30	.	.	PUNCT
bracis-33641	40	1	this	this	DET
bracis-33641	40	2	iterative	iterative	NOUN
bracis-33641	40	3	process	process	NOUN
bracis-33641	40	4	runs	run	VERB
bracis-33641	40	5	across	across	ADP
bracis-33641	40	6	multiple	multiple	ADJ
bracis-33641	40	7	rounds	round	NOUN
bracis-33641	40	8	.	.	PUNCT
bracis-33641	41	1	we	we	PRON
bracis-33641	41	2	evaluated	evaluate	VERB
bracis-33641	41	3	our	our	PRON
bracis-33641	41	4	solution	solution	NOUN
bracis-33641	41	5	within	within	ADP
bracis-33641	41	6	a	a	DET
bracis-33641	41	7	simulated	simulated	ADJ
bracis-33641	41	8	environment	environment	NOUN
bracis-33641	41	9	containing	contain	VERB
bracis-33641	41	10	chest	chest	NOUN
bracis-33641	41	11	x	x	NOUN
bracis-33641	41	12	-	-	NOUN
bracis-33641	41	13	ray	ray	NOUN
bracis-33641	41	14	images	image	NOUN
bracis-33641	41	15	from	from	ADP
bracis-33641	41	16	five	five	NUM
bracis-33641	41	17	distinct	distinct	ADJ
bracis-33641	41	18	sites	site	NOUN
bracis-33641	41	19	.	.	PUNCT
bracis-33641	42	1	our	our	PRON
bracis-33641	42	2	approach	approach	NOUN
bracis-33641	42	3	relies	rely	VERB
bracis-33641	42	4	on	on	ADP
bracis-33641	42	5	a	a	DET
bracis-33641	42	6	dense	dense	ADJ
bracis-33641	42	7	convolutional	convolutional	ADJ
bracis-33641	42	8	neural	neural	ADJ
bracis-33641	42	9	network	network	NOUN
bracis-33641	42	10	,	,	PUNCT
bracis-33641	42	11	densenet	densenet	NOUN
bracis-33641	43	1	[	[	X
bracis-33641	43	2	6	6	NUM
bracis-33641	43	3	]	]	PUNCT
bracis-33641	43	4	,	,	PUNCT
bracis-33641	43	5	based	base	VERB
bracis-33641	43	6	on	on	ADP
bracis-33641	43	7	the	the	DET
bracis-33641	43	8	chexnet	chexnet	NOUN
bracis-33641	43	9	architecture	architecture	NOUN
bracis-33641	43	10	proposed	propose	VERB
bracis-33641	43	11	by	by	ADP
bracis-33641	43	12	rajpurkar	rajpurkar	PROPN
bracis-33641	43	13	 	 	SPACE
bracis-33641	43	14	et	et	PROPN
bracis-33641	43	15	al	al	PROPN
bracis-33641	43	16	.	.	PUNCT
bracis-33641	43	17	 	 	SPACE
bracis-33641	44	1	[	[	X
bracis-33641	44	2	14	14	NUM
bracis-33641	44	3	]	]	PUNCT
bracis-33641	44	4	for	for	ADP
bracis-33641	44	5	lung	lung	NOUN
bracis-33641	44	6	diseases	disease	NOUN
bracis-33641	44	7	identification	identification	NOUN
bracis-33641	44	8	.	.	PUNCT
bracis-33641	45	1	our	our	PRON
bracis-33641	45	2	solution	solution	NOUN
bracis-33641	45	3	presented	present	VERB
bracis-33641	45	4	promising	promise	VERB
bracis-33641	45	5	results	result	NOUN
bracis-33641	45	6	in	in	ADP
bracis-33641	45	7	identifying	identify	VERB
bracis-33641	45	8	fourteen	fourteen	NUM
bracis-33641	45	9	lung	lung	NOUN
bracis-33641	45	10	diseases	disease	NOUN
bracis-33641	45	11	when	when	SCONJ
bracis-33641	45	12	compared	compare	VERB
bracis-33641	45	13	against	against	ADP
bracis-33641	45	14	three	three	NUM
bracis-33641	45	15	baselines	baseline	NOUN
bracis-33641	45	16	trained	train	VERB
bracis-33641	45	17	on	on	ADP
bracis-33641	45	18	the	the	DET
bracis-33641	45	19	whole	whole	ADJ
bracis-33641	45	20	dataset	dataset	NOUN
bracis-33641	45	21	.	.	PUNCT
bracis-33641	46	1	1.1	1.1	NUM
bracis-33641	46	2	motivation	motivation	NOUN
bracis-33641	46	3	we	we	PRON
bracis-33641	46	4	were	be	AUX
bracis-33641	46	5	motivated	motivate	VERB
bracis-33641	46	6	by	by	ADP
bracis-33641	46	7	two	two	NUM
bracis-33641	46	8	main	main	ADJ
bracis-33641	46	9	factors	factor	NOUN
bracis-33641	46	10	in	in	ADP
bracis-33641	46	11	our	our	PRON
bracis-33641	46	12	work	work	NOUN
bracis-33641	46	13	.	.	PUNCT
bracis-33641	47	1	the	the	DET
bracis-33641	47	2	first	first	ADJ
bracis-33641	47	3	is	be	AUX
bracis-33641	47	4	related	relate	VERB
bracis-33641	47	5	to	to	ADP
bracis-33641	47	6	the	the	DET
bracis-33641	47	7	promotion	promotion	NOUN
bracis-33641	47	8	of	of	ADP
bracis-33641	47	9	techniques	technique	NOUN
bracis-33641	47	10	that	that	PRON
bracis-33641	47	11	prioritize	prioritize	VERB
bracis-33641	47	12	collaborative	collaborative	ADJ
bracis-33641	47	13	approaches	approach	NOUN
bracis-33641	47	14	over	over	ADP
bracis-33641	47	15	private	private	ADJ
bracis-33641	47	16	data	datum	NOUN
bracis-33641	47	17	strategies	strategy	NOUN
bracis-33641	47	18	.	.	PUNCT
bracis-33641	48	1	while	while	SCONJ
bracis-33641	48	2	there	there	PRON
bracis-33641	48	3	are	be	VERB
bracis-33641	48	4	many	many	ADJ
bracis-33641	48	5	open	open	ADJ
bracis-33641	48	6	datasets	dataset	NOUN
bracis-33641	48	7	available	available	ADJ
bracis-33641	48	8	from	from	ADP
bracis-33641	48	9	different	different	ADJ
bracis-33641	48	10	medical	medical	ADJ
bracis-33641	48	11	fields	field	NOUN
bracis-33641	48	12	[	[	X
bracis-33641	48	13	16	16	NUM
bracis-33641	48	14	]	]	PUNCT
bracis-33641	48	15	,	,	PUNCT
bracis-33641	48	16	it	it	PRON
bracis-33641	48	17	is	be	AUX
bracis-33641	48	18	estimated	estimate	VERB
bracis-33641	48	19	that	that	SCONJ
bracis-33641	48	20	a	a	DET
bracis-33641	48	21	model	model	NOUN
bracis-33641	48	22	trained	train	VERB
bracis-33641	48	23	with	with	ADP
bracis-33641	48	24	such	such	ADJ
bracis-33641	48	25	datasets	dataset	NOUN
bracis-33641	48	26	would	would	AUX
bracis-33641	48	27	not	not	PART
bracis-33641	48	28	be	be	AUX
bracis-33641	48	29	as	as	ADV
bracis-33641	48	30	effective	effective	ADJ
bracis-33641	48	31	as	as	ADP
bracis-33641	48	32	a	a	DET
bracis-33641	48	33	collaborative	collaborative	ADJ
bracis-33641	48	34	model	model	NOUN
bracis-33641	48	35	due	due	ADP
bracis-33641	48	36	to	to	ADP
bracis-33641	48	37	the	the	DET
bracis-33641	48	38	size	size	NOUN
bracis-33641	48	39	of	of	ADP
bracis-33641	48	40	the	the	DET
bracis-33641	48	41	federated	federated	ADJ
bracis-33641	48	42	dataset	dataset	NOUN
bracis-33641	48	43	needed	need	VERB
bracis-33641	48	44	for	for	ADP
bracis-33641	48	45	widespread	widespread	ADJ
bracis-33641	48	46	adoption	adoption	NOUN
bracis-33641	48	47	by	by	ADP
bracis-33641	48	48	multiple	multiple	ADJ
bracis-33641	48	49	entities	entity	NOUN
bracis-33641	48	50	.	.	PUNCT
bracis-33641	49	1	this	this	PRON
bracis-33641	49	2	could	could	AUX
bracis-33641	49	3	usher	usher	VERB
bracis-33641	49	4	in	in	ADP
bracis-33641	49	5	a	a	DET
bracis-33641	49	6	new	new	ADJ
bracis-33641	49	7	era	era	NOUN
bracis-33641	49	8	of	of	ADP
bracis-33641	49	9	improved	improved	ADJ
bracis-33641	49	10	diagnosis	diagnosis	NOUN
bracis-33641	49	11	accuracy	accuracy	NOUN
bracis-33641	49	12	.	.	PUNCT
bracis-33641	50	1	the	the	DET
bracis-33641	50	2	other	other	ADJ
bracis-33641	50	3	motivating	motivating	NOUN
bracis-33641	50	4	factor	factor	NOUN
bracis-33641	50	5	is	be	AUX
bracis-33641	50	6	related	relate	VERB
bracis-33641	50	7	to	to	ADP
bracis-33641	50	8	the	the	DET
bracis-33641	50	9	importance	importance	NOUN
bracis-33641	50	10	of	of	ADP
bracis-33641	50	11	human	human	ADJ
bracis-33641	50	12	life	life	NOUN
bracis-33641	50	13	.	.	PUNCT
bracis-33641	51	1	a	a	DET
bracis-33641	51	2	recent	recent	ADJ
bracis-33641	51	3	study	study	NOUN
bracis-33641	51	4	from	from	ADP
bracis-33641	51	5	the	the	DET
bracis-33641	51	6	johns	johns	PROPN
bracis-33641	51	7	hopkins	hopkins	PROPN
bracis-33641	51	8	armstrong	armstrong	PROPN
bracis-33641	51	9	institute	institute	PROPN
bracis-33641	51	10	has	have	AUX
bracis-33641	51	11	estimated	estimate	VERB
bracis-33641	51	12	that	that	SCONJ
bracis-33641	51	13	more	more	ADJ
bracis-33641	51	14	than	than	ADP
bracis-33641	51	15	795,000	795,000	NUM
bracis-33641	51	16	americans	american	NOUN
bracis-33641	51	17	suffer	suffer	VERB
bracis-33641	51	18	from	from	ADP
bracis-33641	51	19	serious	serious	ADJ
bracis-33641	51	20	harm	harm	NOUN
bracis-33641	51	21	due	due	ADP
bracis-33641	51	22	to	to	ADP
bracis-33641	51	23	misdiagnosis	misdiagnosis	NOUN
bracis-33641	51	24	every	every	DET
bracis-33641	51	25	year	year	NOUN
bracis-33641	51	26	[	[	X
bracis-33641	51	27	13	13	NUM
bracis-33641	51	28	]	]	PUNCT
bracis-33641	51	29	.	.	PUNCT
bracis-33641	52	1	some	some	PRON
bracis-33641	52	2	of	of	ADP
bracis-33641	52	3	them	they	PRON
bracis-33641	52	4	live	live	VERB
bracis-33641	52	5	permanently	permanently	ADV
bracis-33641	52	6	disabled	disabled	ADJ
bracis-33641	52	7	,	,	PUNCT
bracis-33641	52	8	while	while	SCONJ
bracis-33641	52	9	others	other	NOUN
bracis-33641	52	10	lose	lose	VERB
bracis-33641	52	11	their	their	PRON
bracis-33641	52	12	lives	life	NOUN
bracis-33641	52	13	.	.	PUNCT
bracis-33641	53	1	we	we	PRON
bracis-33641	53	2	believe	believe	VERB
bracis-33641	53	3	that	that	SCONJ
bracis-33641	53	4	to	to	PART
bracis-33641	53	5	overcome	overcome	VERB
bracis-33641	53	6	this	this	DET
bracis-33641	53	7	situation	situation	NOUN
bracis-33641	53	8	,	,	PUNCT
bracis-33641	53	9	the	the	DET
bracis-33641	53	10	medical	medical	ADJ
bracis-33641	53	11	field	field	NOUN
bracis-33641	53	12	can	can	AUX
bracis-33641	53	13	utilize	utilize	VERB
bracis-33641	53	14	the	the	DET
bracis-33641	53	15	benefits	benefit	NOUN
bracis-33641	53	16	of	of	ADP
bracis-33641	53	17	ai	ai	VERB
bracis-33641	53	18	to	to	PART
bracis-33641	53	19	support	support	VERB
bracis-33641	53	20	its	its	PRON
bracis-33641	53	21	professionals	professional	NOUN
bracis-33641	53	22	in	in	ADP
bracis-33641	53	23	making	make	VERB
bracis-33641	53	24	diagnoses	diagnosis	NOUN
bracis-33641	53	25	.	.	PUNCT
bracis-33641	54	1	as	as	SCONJ
bracis-33641	54	2	shown	show	VERB
bracis-33641	54	3	in	in	ADP
bracis-33641	54	4	a	a	DET
bracis-33641	54	5	recent	recent	ADJ
bracis-33641	54	6	study	study	NOUN
bracis-33641	54	7	[	[	X
bracis-33641	54	8	17	17	NUM
bracis-33641	54	9	]	]	PUNCT
bracis-33641	54	10	,	,	PUNCT
bracis-33641	54	11	even	even	ADV
bracis-33641	54	12	simple	simple	ADJ
bracis-33641	54	13	techniques	technique	NOUN
bracis-33641	54	14	like	like	ADP
bracis-33641	54	15	logistic	logistic	ADJ
bracis-33641	54	16	regression	regression	NOUN
bracis-33641	54	17	and	and	CCONJ
bracis-33641	54	18	statistical	statistical	ADJ
bracis-33641	54	19	analysis	analysis	NOUN
bracis-33641	54	20	,	,	PUNCT
bracis-33641	54	21	when	when	SCONJ
bracis-33641	54	22	applied	apply	VERB
bracis-33641	54	23	to	to	ADP
bracis-33641	54	24	tabular	tabular	PROPN
bracis-33641	54	25	data	datum	NOUN
bracis-33641	54	26	,	,	PUNCT
bracis-33641	54	27	can	can	AUX
bracis-33641	54	28	provide	provide	VERB
bracis-33641	54	29	crucial	crucial	ADJ
bracis-33641	54	30	information	information	NOUN
bracis-33641	54	31	to	to	PART
bracis-33641	54	32	support	support	VERB
bracis-33641	54	33	better	well	ADJ
bracis-33641	54	34	medical	medical	ADJ
bracis-33641	54	35	decision	decision	NOUN
bracis-33641	54	36	-	-	PUNCT
bracis-33641	54	37	making	making	NOUN
bracis-33641	54	38	.	.	PUNCT
bracis-33641	55	1	1.2	1.2	NUM
bracis-33641	55	2	organization	organization	NOUN
bracis-33641	55	3	the	the	DET
bracis-33641	55	4	remainder	remainder	NOUN
bracis-33641	55	5	of	of	ADP
bracis-33641	55	6	this	this	DET
bracis-33641	55	7	article	article	NOUN
bracis-33641	55	8	is	be	AUX
bracis-33641	55	9	organized	organize	VERB
bracis-33641	55	10	as	as	SCONJ
bracis-33641	55	11	follows	follow	VERB
bracis-33641	55	12	.	.	PUNCT
bracis-33641	56	1	in	in	ADP
bracis-33641	56	2	sect	sect	NOUN
bracis-33641	56	3	.	.	PUNCT
bracis-33641	56	4	 	 	SPACE
bracis-33641	56	5	2	2	NUM
bracis-33641	56	6	,	,	PUNCT
bracis-33641	56	7	we	we	PRON
bracis-33641	56	8	present	present	VERB
bracis-33641	56	9	the	the	DET
bracis-33641	56	10	methods	method	NOUN
bracis-33641	56	11	and	and	CCONJ
bracis-33641	56	12	materials	material	NOUN
bracis-33641	56	13	used	use	VERB
bracis-33641	56	14	in	in	ADP
bracis-33641	56	15	the	the	DET
bracis-33641	56	16	experiment	experiment	NOUN
bracis-33641	56	17	held	hold	VERB
bracis-33641	56	18	by	by	ADP
bracis-33641	56	19	this	this	DET
bracis-33641	56	20	work	work	NOUN
bracis-33641	56	21	.	.	PUNCT
bracis-33641	57	1	in	in	ADP
bracis-33641	57	2	sect	sect	NOUN
bracis-33641	57	3	.	.	PUNCT
bracis-33641	57	4	 	 	SPACE
bracis-33641	57	5	3	3	NUM
bracis-33641	57	6	,	,	PUNCT
bracis-33641	57	7	we	we	PRON
bracis-33641	57	8	show	show	VERB
bracis-33641	57	9	in	in	ADP
bracis-33641	57	10	detail	detail	NOUN
bracis-33641	57	11	the	the	DET
bracis-33641	57	12	obtained	obtain	VERB
bracis-33641	57	13	results	result	NOUN
bracis-33641	57	14	and	and	CCONJ
bracis-33641	57	15	discuss	discuss	VERB
bracis-33641	57	16	them	they	PRON
bracis-33641	57	17	compared	compare	VERB
bracis-33641	57	18	to	to	ADP
bracis-33641	57	19	other	other	ADJ
bracis-33641	57	20	works	work	NOUN
bracis-33641	57	21	.	.	PUNCT
bracis-33641	58	1	and	and	CCONJ
bracis-33641	58	2	finally	finally	ADV
bracis-33641	58	3	,	,	PUNCT
bracis-33641	58	4	in	in	ADP
bracis-33641	58	5	sect	sect	NOUN
bracis-33641	58	6	.	.	PUNCT
bracis-33641	58	7	 	 	SPACE
bracis-33641	58	8	4	4	NUM
bracis-33641	58	9	,	,	PUNCT
bracis-33641	58	10	we	we	PRON
bracis-33641	58	11	conclude	conclude	VERB
bracis-33641	58	12	our	our	PRON
bracis-33641	58	13	article	article	NOUN
bracis-33641	58	14	with	with	ADP
bracis-33641	58	15	a	a	DET
bracis-33641	58	16	summary	summary	NOUN
bracis-33641	58	17	of	of	ADP
bracis-33641	58	18	our	our	PRON
bracis-33641	58	19	main	main	ADJ
bracis-33641	58	20	findings	finding	NOUN
bracis-33641	58	21	and	and	CCONJ
bracis-33641	58	22	future	future	ADJ
bracis-33641	58	23	work	work	NOUN
bracis-33641	58	24	.	.	PUNCT
bracis-33641	59	1	2	2	NUM
bracis-33641	59	2	materials	material	NOUN
bracis-33641	59	3	and	and	CCONJ
bracis-33641	59	4	 	 	SPACE
bracis-33641	59	5	methods	method	NOUN
bracis-33641	59	6	the	the	DET
bracis-33641	59	7	presented	present	VERB
bracis-33641	59	8	solution	solution	NOUN
bracis-33641	59	9	employs	employ	VERB
bracis-33641	59	10	the	the	DET
bracis-33641	59	11	principles	principle	NOUN
bracis-33641	59	12	of	of	ADP
bracis-33641	59	13	federated	federated	ADJ
bracis-33641	59	14	learning	learning	NOUN
bracis-33641	59	15	to	to	PART
bracis-33641	59	16	train	train	VERB
bracis-33641	59	17	a	a	DET
bracis-33641	59	18	decentralized	decentralize	VERB
bracis-33641	59	19	supervised	supervised	ADJ
bracis-33641	59	20	neural	neural	ADJ
bracis-33641	59	21	network	network	NOUN
bracis-33641	59	22	specifically	specifically	ADV
bracis-33641	59	23	designed	design	VERB
bracis-33641	59	24	to	to	PART
bracis-33641	59	25	automate	automate	VERB
bracis-33641	59	26	the	the	DET
bracis-33641	59	27	identification	identification	NOUN
bracis-33641	59	28	of	of	ADP
bracis-33641	59	29	lung	lung	NOUN
bracis-33641	59	30	diseases	disease	NOUN
bracis-33641	59	31	within	within	ADP
bracis-33641	59	32	chest	chest	NOUN
bracis-33641	59	33	x	x	NOUN
bracis-33641	59	34	-	-	NOUN
bracis-33641	59	35	ray	ray	NOUN
bracis-33641	59	36	images	image	NOUN
bracis-33641	59	37	.	.	PUNCT
bracis-33641	60	1	tailored	tailor	VERB
bracis-33641	60	2	for	for	ADP
bracis-33641	60	3	multilabel	multilabel	NOUN
bracis-33641	60	4	classification	classification	NOUN
bracis-33641	60	5	,	,	PUNCT
bracis-33641	60	6	wherein	wherein	SCONJ
bracis-33641	60	7	each	each	DET
bracis-33641	60	8	patient	patient	ADJ
bracis-33641	60	9	image	image	NOUN
bracis-33641	60	10	can	can	AUX
bracis-33641	60	11	be	be	AUX
bracis-33641	60	12	assigned	assign	VERB
bracis-33641	60	13	zero	zero	NUM
bracis-33641	60	14	or	or	CCONJ
bracis-33641	60	15	more	more	ADJ
bracis-33641	60	16	labels	label	NOUN
bracis-33641	60	17	(	(	PUNCT
bracis-33641	60	18	in	in	ADP
bracis-33641	60	19	our	our	PRON
bracis-33641	60	20	case	case	NOUN
bracis-33641	60	21	,	,	PUNCT
bracis-33641	60	22	lung	lung	NOUN
bracis-33641	60	23	diseases	disease	NOUN
bracis-33641	60	24	)	)	PUNCT
bracis-33641	60	25	,	,	PUNCT
bracis-33641	60	26	the	the	DET
bracis-33641	60	27	proposed	propose	VERB
bracis-33641	60	28	solution	solution	NOUN
bracis-33641	60	29	is	be	AUX
bracis-33641	60	30	application	application	NOUN
bracis-33641	60	31	-	-	PUNCT
bracis-33641	60	32	independent	independent	ADJ
bracis-33641	60	33	,	,	PUNCT
bracis-33641	60	34	thus	thus	ADV
bracis-33641	60	35	adaptable	adaptable	ADJ
bracis-33641	60	36	for	for	ADP
bracis-33641	60	37	other	other	ADJ
bracis-33641	60	38	domains	domain	NOUN
bracis-33641	60	39	and	and	CCONJ
bracis-33641	60	40	image	image	NOUN
bracis-33641	60	41	modalities	modality	NOUN
bracis-33641	60	42	,	,	PUNCT
bracis-33641	60	43	such	such	ADJ
bracis-33641	60	44	as	as	ADP
bracis-33641	60	45	identifying	identify	VERB
bracis-33641	60	46	brain	brain	NOUN
bracis-33641	60	47	lesions	lesion	NOUN
bracis-33641	60	48	in	in	ADP
bracis-33641	60	49	magnetic	magnetic	ADJ
bracis-33641	60	50	resonance	resonance	NOUN
bracis-33641	60	51	(	(	PUNCT
bracis-33641	60	52	mr	mr	PROPN
bracis-33641	60	53	)	)	PUNCT
bracis-33641	60	54	images	image	NOUN
bracis-33641	60	55	,	,	PUNCT
bracis-33641	60	56	for	for	ADP
bracis-33641	60	57	instance	instance	NOUN
bracis-33641	60	58	.	.	PUNCT
bracis-33641	61	1	however	however	ADV
bracis-33641	61	2	,	,	PUNCT
bracis-33641	61	3	a	a	DET
bracis-33641	61	4	fundamental	fundamental	ADJ
bracis-33641	61	5	requirement	requirement	NOUN
bracis-33641	61	6	for	for	ADP
bracis-33641	61	7	its	its	PRON
bracis-33641	61	8	implementation	implementation	NOUN
bracis-33641	61	9	remains	remain	VERB
bracis-33641	61	10	the	the	DET
bracis-33641	61	11	utilization	utilization	NOUN
bracis-33641	61	12	of	of	ADP
bracis-33641	61	13	neural	neural	ADJ
bracis-33641	61	14	networks	network	NOUN
bracis-33641	61	15	.	.	PUNCT
bracis-33641	62	1	fig	fig	NOUN
bracis-33641	62	2	.	.	PUNCT
bracis-33641	63	1	2	2	X
bracis-33641	63	2	.	.	X
bracis-33641	63	3	sample	sample	NOUN
bracis-33641	63	4	images	image	NOUN
bracis-33641	63	5	from	from	ADP
bracis-33641	63	6	the	the	DET
bracis-33641	63	7	chestx	chestx	NOUN
bracis-33641	63	8	-	-	PUNCT
bracis-33641	63	9	ray14	ray14	NOUN
bracis-33641	63	10	image	image	NOUN
bracis-33641	63	11	dataset	dataset	NOUN
bracis-33641	63	12	.	.	PUNCT
bracis-33641	64	1	the	the	DET
bracis-33641	64	2	text	text	NOUN
bracis-33641	64	3	positioned	position	VERB
bracis-33641	64	4	above	above	ADP
bracis-33641	64	5	each	each	DET
bracis-33641	64	6	image	image	NOUN
bracis-33641	64	7	denotes	denote	VERB
bracis-33641	64	8	its	its	PRON
bracis-33641	64	9	corresponding	correspond	VERB
bracis-33641	64	10	labels	label	NOUN
bracis-33641	64	11	(	(	PUNCT
bracis-33641	64	12	diseases	disease	NOUN
bracis-33641	64	13	)	)	PUNCT
bracis-33641	64	14	.	.	PUNCT
bracis-33641	65	1	full	full	ADJ
bracis-33641	65	2	size	size	NOUN
bracis-33641	65	3	image	image	NOUN
bracis-33641	65	4	2.1	2.1	NUM
bracis-33641	65	5	data	datum	NOUN
bracis-33641	65	6	while	while	SCONJ
bracis-33641	65	7	our	our	PRON
bracis-33641	65	8	solution	solution	NOUN
bracis-33641	65	9	is	be	AUX
bracis-33641	65	10	application	application	NOUN
bracis-33641	65	11	-	-	PUNCT
bracis-33641	65	12	independent	independent	ADJ
bracis-33641	65	13	,	,	PUNCT
bracis-33641	65	14	evaluating	evaluate	VERB
bracis-33641	65	15	it	it	PRON
bracis-33641	65	16	proves	prove	VERB
bracis-33641	65	17	challenging	challenge	VERB
bracis-33641	65	18	due	due	ADP
bracis-33641	65	19	to	to	ADP
bracis-33641	65	20	the	the	DET
bracis-33641	65	21	absence	absence	NOUN
bracis-33641	65	22	of	of	ADP
bracis-33641	65	23	publicly	publicly	ADV
bracis-33641	65	24	available	available	ADJ
bracis-33641	65	25	large	large	ADJ
bracis-33641	65	26	annotated	annotate	VERB
bracis-33641	65	27	datasets	dataset	NOUN
bracis-33641	65	28	for	for	ADP
bracis-33641	65	29	various	various	ADJ
bracis-33641	65	30	medical	medical	ADJ
bracis-33641	65	31	conditions	condition	NOUN
bracis-33641	65	32	.	.	PUNCT
bracis-33641	66	1	in	in	ADP
bracis-33641	66	2	this	this	DET
bracis-33641	66	3	context	context	NOUN
bracis-33641	66	4	,	,	PUNCT
bracis-33641	66	5	we	we	PRON
bracis-33641	66	6	opted	opt	VERB
bracis-33641	66	7	to	to	PART
bracis-33641	66	8	utilize	utilize	VERB
bracis-33641	66	9	the	the	DET
bracis-33641	66	10	chestx	chestx	NOUN
bracis-33641	66	11	-	-	PUNCT
bracis-33641	66	12	ray14	ray14	NOUN
bracis-33641	66	13	dataset	dataset	NOUN
bracis-33641	66	14	 	 	SPACE
bracis-33641	67	1	[	[	X
bracis-33641	67	2	19	19	NUM
bracis-33641	67	3	]	]	PUNCT
bracis-33641	67	4	for	for	ADP
bracis-33641	67	5	assessment	assessment	NOUN
bracis-33641	67	6	,	,	PUNCT
bracis-33641	67	7	comprising	comprise	VERB
bracis-33641	67	8	a	a	DET
bracis-33641	67	9	substantial	substantial	ADJ
bracis-33641	67	10	collection	collection	NOUN
bracis-33641	67	11	of	of	ADP
bracis-33641	67	12	112	112	NUM
bracis-33641	67	13	,	,	PUNCT
bracis-33641	67	14	 	 	SPACE
bracis-33641	67	15	120	120	NUM
bracis-33641	67	16	frontal	frontal	ADJ
bracis-33641	67	17	-	-	PUNCT
bracis-33641	67	18	view	view	NOUN
bracis-33641	67	19	chest	chest	NOUN
bracis-33641	67	20	x	x	NOUN
bracis-33641	67	21	-	-	NOUN
bracis-33641	67	22	ray	ray	NOUN
bracis-33641	67	23	images	image	NOUN
bracis-33641	67	24	sourced	source	VERB
bracis-33641	67	25	from	from	ADP
bracis-33641	67	26	30	30	NUM
bracis-33641	67	27	,	,	PUNCT
bracis-33641	67	28	 	 	SPACE
bracis-33641	67	29	805	805	NUM
bracis-33641	67	30	distinct	distinct	ADJ
bracis-33641	67	31	patients	patient	NOUN
bracis-33641	67	32	.	.	PUNCT
bracis-33641	68	1	figure	figure	VERB
bracis-33641	68	2	 	 	SPACE
bracis-33641	68	3	2	2	NUM
bracis-33641	68	4	presents	present	NOUN
bracis-33641	68	5	a	a	DET
bracis-33641	68	6	few	few	ADJ
bracis-33641	68	7	examples	example	NOUN
bracis-33641	68	8	of	of	ADP
bracis-33641	68	9	images	image	NOUN
bracis-33641	68	10	for	for	ADP
bracis-33641	68	11	multiple	multiple	ADJ
bracis-33641	68	12	diseases	disease	NOUN
bracis-33641	68	13	.	.	PUNCT
bracis-33641	69	1	each	each	DET
bracis-33641	69	2	image	image	NOUN
bracis-33641	69	3	was	be	AUX
bracis-33641	69	4	annotated	annotate	VERB
bracis-33641	69	5	with	with	ADP
bracis-33641	69	6	as	as	ADV
bracis-33641	69	7	many	many	ADJ
bracis-33641	69	8	as	as	ADP
bracis-33641	69	9	14	14	NUM
bracis-33641	69	10	distinct	distinct	ADJ
bracis-33641	69	11	lung	lung	NOUN
bracis-33641	69	12	disease	disease	NOUN
bracis-33641	69	13	labels	label	NOUN
bracis-33641	69	14	,	,	PUNCT
bracis-33641	69	15	acquired	acquire	VERB
bracis-33641	69	16	through	through	ADP
bracis-33641	69	17	automated	automate	VERB
bracis-33641	69	18	extraction	extraction	NOUN
bracis-33641	69	19	methods	method	NOUN
bracis-33641	69	20	applied	apply	VERB
bracis-33641	69	21	to	to	ADP
bracis-33641	69	22	radiology	radiology	NOUN
bracis-33641	69	23	reports	report	NOUN
bracis-33641	69	24	.	.	PUNCT
bracis-33641	70	1	these	these	DET
bracis-33641	70	2	labels	label	NOUN
bracis-33641	70	3	encompass	encompass	VERB
bracis-33641	70	4	atelectasis	atelectasis	NOUN
bracis-33641	70	5	,	,	PUNCT
bracis-33641	70	6	cardiomegaly	cardiomegaly	NOUN
bracis-33641	70	7	,	,	PUNCT
bracis-33641	70	8	consolidation	consolidation	NOUN
bracis-33641	70	9	,	,	PUNCT
bracis-33641	70	10	edema	edema	NOUN
bracis-33641	70	11	,	,	PUNCT
bracis-33641	70	12	effusion	effusion	NOUN
bracis-33641	70	13	,	,	PUNCT
bracis-33641	70	14	emphysema	emphysema	ADJ
bracis-33641	70	15	,	,	PUNCT
bracis-33641	70	16	fibrosis	fibrosis	NOUN
bracis-33641	70	17	,	,	PUNCT
bracis-33641	70	18	hernia	hernia	NOUN
bracis-33641	70	19	,	,	PUNCT
bracis-33641	70	20	infiltration	infiltration	NOUN
bracis-33641	70	21	,	,	PUNCT
bracis-33641	70	22	mass	mass	PROPN
bracis-33641	70	23	,	,	PUNCT
bracis-33641	70	24	nodule	nodule	NOUN
bracis-33641	70	25	,	,	PUNCT
bracis-33641	70	26	pleural	pleural	ADJ
bracis-33641	70	27	thickening	thickening	NOUN
bracis-33641	70	28	,	,	PUNCT
bracis-33641	70	29	pneumonia	pneumonia	NOUN
bracis-33641	70	30	,	,	PUNCT
bracis-33641	70	31	and	and	CCONJ
bracis-33641	70	32	pneumothorax	pneumothorax	NOUN
bracis-33641	70	33	.	.	PUNCT
bracis-33641	71	1	images	image	NOUN
bracis-33641	71	2	with	with	ADP
bracis-33641	71	3	no	no	DET
bracis-33641	71	4	diseases	disease	NOUN
bracis-33641	71	5	are	be	AUX
bracis-33641	71	6	labeled	label	VERB
bracis-33641	71	7	as	as	ADP
bracis-33641	71	8	‘	'	PUNCT
bracis-33641	71	9	no	no	DET
bracis-33641	71	10	finding	finding	NOUN
bracis-33641	71	11	’	'	PUNCT
bracis-33641	71	12	.	.	PUNCT
bracis-33641	72	1	2.2	2.2	NUM
bracis-33641	72	2	model	model	NOUN
bracis-33641	72	3	our	our	PRON
bracis-33641	72	4	model	model	NOUN
bracis-33641	72	5	is	be	AUX
bracis-33641	72	6	a	a	DET
bracis-33641	72	7	convolutional	convolutional	ADJ
bracis-33641	72	8	neural	neural	ADJ
bracis-33641	72	9	network	network	NOUN
bracis-33641	72	10	with	with	ADP
bracis-33641	72	11	121	121	NUM
bracis-33641	72	12	layers	layer	NOUN
bracis-33641	72	13	.	.	PUNCT
bracis-33641	73	1	the	the	DET
bracis-33641	73	2	network	network	NOUN
bracis-33641	73	3	is	be	AUX
bracis-33641	73	4	initialized	initialize	VERB
bracis-33641	73	5	with	with	ADP
bracis-33641	73	6	weights	weight	NOUN
bracis-33641	73	7	pre	pre	ADJ
bracis-33641	73	8	-	-	VERB
bracis-33641	73	9	trained	train	VERB
bracis-33641	73	10	in	in	ADP
bracis-33641	73	11	the	the	DET
bracis-33641	73	12	imagenet	imagenet	NOUN
bracis-33641	73	13	dataset	dataset	NOUN
bracis-33641	73	14	 	 	SPACE
bracis-33641	74	1	[	[	X
bracis-33641	74	2	4	4	NUM
bracis-33641	74	3	]	]	PUNCT
bracis-33641	74	4	.	.	PUNCT
bracis-33641	75	1	the	the	DET
bracis-33641	75	2	network	network	NOUN
bracis-33641	75	3	is	be	AUX
bracis-33641	75	4	trained	train	VERB
bracis-33641	75	5	using	use	VERB
bracis-33641	75	6	the	the	DET
bracis-33641	75	7	adam	adam	PROPN
bracis-33641	75	8	optimizer	optimizer	NOUN
bracis-33641	75	9	with	with	ADP
bracis-33641	75	10	default	default	NOUN
bracis-33641	75	11	parameters	parameter	NOUN
bracis-33641	75	12	(	(	PUNCT
bracis-33641	75	13	\(\beta	\(\beta	X
bracis-33641	75	14	_	_	NOUN
bracis-33641	75	15	{	{	PUNCT
bracis-33641	75	16	1}\	1}\	NUM
bracis-33641	75	17	)	)	PUNCT
bracis-33641	75	18	=	=	SYM
bracis-33641	75	19	0.9	0.9	NUM
bracis-33641	75	20	and	and	CCONJ
bracis-33641	75	21	\(\beta	\(\beta	ADP
bracis-33641	75	22	_	_	NOUN
bracis-33641	75	23	{	{	PUNCT
bracis-33641	75	24	2}\	2}\	NUM
bracis-33641	75	25	)	)	PUNCT
bracis-33641	75	26	=	=	PUNCT
bracis-33641	75	27	0.999	0.999	NUM
bracis-33641	75	28	)	)	PUNCT
bracis-33641	75	29	.	.	PUNCT
bracis-33641	76	1	we	we	PRON
bracis-33641	76	2	train	train	VERB
bracis-33641	76	3	the	the	DET
bracis-33641	76	4	model	model	NOUN
bracis-33641	76	5	using	use	VERB
bracis-33641	76	6	mini	mini	NOUN
bracis-33641	76	7	-	-	NOUN
bracis-33641	76	8	batches	batch	NOUN
bracis-33641	76	9	of	of	ADP
bracis-33641	76	10	size	size	NOUN
bracis-33641	76	11	16	16	NUM
bracis-33641	76	12	.	.	PUNCT
bracis-33641	77	1	since	since	SCONJ
bracis-33641	77	2	the	the	DET
bracis-33641	77	3	dataset	dataset	NOUN
bracis-33641	77	4	has	have	VERB
bracis-33641	77	5	fourteen	fourteen	NUM
bracis-33641	77	6	labels	label	NOUN
bracis-33641	77	7	(	(	PUNCT
bracis-33641	77	8	see	see	VERB
bracis-33641	77	9	sect	sect	NOUN
bracis-33641	77	10	.	.	PUNCT
bracis-33641	77	11	 	 	SPACE
bracis-33641	77	12	2.1	2.1	NUM
bracis-33641	77	13	)	)	PUNCT
bracis-33641	77	14	,	,	PUNCT
bracis-33641	77	15	we	we	PRON
bracis-33641	77	16	replaced	replace	VERB
bracis-33641	77	17	the	the	DET
bracis-33641	77	18	final	final	ADJ
bracis-33641	77	19	layer	layer	NOUN
bracis-33641	77	20	with	with	ADP
bracis-33641	77	21	a	a	DET
bracis-33641	77	22	14	14	NUM
bracis-33641	77	23	-	-	PUNCT
bracis-33641	77	24	output	output	NOUN
bracis-33641	77	25	fully	fully	ADV
bracis-33641	77	26	connected	connect	VERB
bracis-33641	77	27	layer	layer	NOUN
bracis-33641	77	28	,	,	PUNCT
bracis-33641	77	29	where	where	SCONJ
bracis-33641	77	30	we	we	PRON
bracis-33641	77	31	applied	apply	VERB
bracis-33641	77	32	an	an	DET
bracis-33641	77	33	element	element	ADJ
bracis-33641	77	34	-	-	ADJ
bracis-33641	77	35	wise	wise	ADJ
bracis-33641	77	36	sigmoidal	sigmoidal	NOUN
bracis-33641	77	37	function	function	NOUN
bracis-33641	77	38	.	.	PUNCT
bracis-33641	78	1	2.3	2.3	NUM
bracis-33641	78	2	federated	federate	VERB
bracis-33641	78	3	training	training	NOUN
bracis-33641	78	4	following	follow	VERB
bracis-33641	78	5	the	the	DET
bracis-33641	78	6	federated	federated	ADJ
bracis-33641	78	7	learning	learning	NOUN
bracis-33641	78	8	protocol	protocol	NOUN
bracis-33641	78	9	illustrated	illustrate	VERB
bracis-33641	78	10	in	in	ADP
bracis-33641	78	11	fig	fig	NOUN
bracis-33641	78	12	.	.	PUNCT
bracis-33641	78	13	 	 	SPACE
bracis-33641	79	1	1	1	NUM
bracis-33641	79	2	,	,	PUNCT
bracis-33641	79	3	we	we	PRON
bracis-33641	79	4	conducted	conduct	VERB
bracis-33641	79	5	a	a	DET
bracis-33641	79	6	simulation	simulation	NOUN
bracis-33641	79	7	involving	involve	VERB
bracis-33641	79	8	five	five	NUM
bracis-33641	79	9	hospitals	hospital	NOUN
bracis-33641	79	10	,	,	PUNCT
bracis-33641	79	11	leveraging	leverage	VERB
bracis-33641	79	12	x	x	NOUN
bracis-33641	79	13	-	-	NOUN
bracis-33641	79	14	ray	ray	NOUN
bracis-33641	79	15	images	image	NOUN
bracis-33641	79	16	from	from	ADP
bracis-33641	79	17	each	each	DET
bracis-33641	79	18	hospital	hospital	NOUN
bracis-33641	79	19	to	to	PART
bracis-33641	79	20	facilitate	facilitate	VERB
bracis-33641	79	21	the	the	DET
bracis-33641	79	22	identification	identification	NOUN
bracis-33641	79	23	of	of	ADP
bracis-33641	79	24	lung	lung	NOUN
bracis-33641	79	25	diseases	disease	NOUN
bracis-33641	79	26	.	.	PUNCT
bracis-33641	80	1	our	our	PRON
bracis-33641	80	2	methodology	methodology	NOUN
bracis-33641	80	3	entails	entail	VERB
bracis-33641	80	4	the	the	DET
bracis-33641	80	5	utilization	utilization	NOUN
bracis-33641	80	6	of	of	ADP
bracis-33641	80	7	local	local	ADJ
bracis-33641	80	8	hospital	hospital	NOUN
bracis-33641	80	9	datasets	dataset	NOUN
bracis-33641	80	10	to	to	PART
bracis-33641	80	11	train	train	VERB
bracis-33641	80	12	individual	individual	ADJ
bracis-33641	80	13	local	local	ADJ
bracis-33641	80	14	models	model	NOUN
bracis-33641	80	15	,	,	PUNCT
bracis-33641	80	16	one	one	NUM
bracis-33641	80	17	per	per	ADP
bracis-33641	80	18	hospital	hospital	NOUN
bracis-33641	80	19	.	.	PUNCT
bracis-33641	81	1	after	after	ADP
bracis-33641	81	2	local	local	ADJ
bracis-33641	81	3	training	training	NOUN
bracis-33641	81	4	,	,	PUNCT
bracis-33641	81	5	the	the	DET
bracis-33641	81	6	resultant	resultant	NOUN
bracis-33641	81	7	model	model	NOUN
bracis-33641	81	8	weights	weight	NOUN
bracis-33641	81	9	from	from	ADP
bracis-33641	81	10	all	all	DET
bracis-33641	81	11	hospitals	hospital	NOUN
bracis-33641	81	12	are	be	AUX
bracis-33641	81	13	sent	send	VERB
bracis-33641	81	14	to	to	ADP
bracis-33641	81	15	a	a	DET
bracis-33641	81	16	central	central	ADJ
bracis-33641	81	17	server	server	NOUN
bracis-33641	81	18	,	,	PUNCT
bracis-33641	81	19	and	and	CCONJ
bracis-33641	81	20	the	the	DET
bracis-33641	81	21	weights	weight	NOUN
bracis-33641	81	22	are	be	AUX
bracis-33641	81	23	aggregated	aggregate	VERB
bracis-33641	81	24	through	through	ADP
bracis-33641	81	25	the	the	DET
bracis-33641	81	26	federated	federated	ADJ
bracis-33641	81	27	averaging	averaging	NOUN
bracis-33641	81	28	[	[	X
bracis-33641	81	29	12	12	NUM
bracis-33641	81	30	]	]	PUNCT
bracis-33641	81	31	method	method	NOUN
bracis-33641	81	32	,	,	PUNCT
bracis-33641	81	33	within	within	ADP
bracis-33641	81	34	a	a	DET
bracis-33641	81	35	single	single	ADJ
bracis-33641	81	36	global	global	ADJ
bracis-33641	81	37	model	model	NOUN
bracis-33641	81	38	that	that	PRON
bracis-33641	81	39	synthesizes	synthesize	VERB
bracis-33641	81	40	the	the	DET
bracis-33641	81	41	learned	learn	VERB
bracis-33641	81	42	knowledge	knowledge	NOUN
bracis-33641	81	43	.	.	PUNCT
bracis-33641	82	1	this	this	DET
bracis-33641	82	2	global	global	ADJ
bracis-33641	82	3	model	model	NOUN
bracis-33641	82	4	is	be	AUX
bracis-33641	82	5	then	then	ADV
bracis-33641	82	6	returned	return	VERB
bracis-33641	82	7	to	to	ADP
bracis-33641	82	8	all	all	DET
bracis-33641	82	9	participating	participate	VERB
bracis-33641	82	10	hospitals	hospital	NOUN
bracis-33641	82	11	,	,	PUNCT
bracis-33641	82	12	perpetuating	perpetuate	VERB
bracis-33641	82	13	the	the	DET
bracis-33641	82	14	federated	federated	ADJ
bracis-33641	82	15	training	training	NOUN
bracis-33641	82	16	process	process	NOUN
bracis-33641	82	17	.	.	PUNCT
bracis-33641	83	1	this	this	DET
bracis-33641	83	2	process	process	NOUN
bracis-33641	83	3	is	be	AUX
bracis-33641	83	4	shown	show	VERB
bracis-33641	83	5	in	in	ADP
bracis-33641	83	6	fig	fig	NOUN
bracis-33641	83	7	.	.	PUNCT
bracis-33641	83	8	 	 	SPACE
bracis-33641	84	1	3	3	NUM
bracis-33641	84	2	.	.	X
bracis-33641	84	3	fig	fig	NOUN
bracis-33641	84	4	.	.	PUNCT
bracis-33641	85	1	3	3	X
bracis-33641	85	2	.	.	NUM
bracis-33641	85	3	federated	federated	ADJ
bracis-33641	85	4	training	training	NOUN
bracis-33641	85	5	:	:	PUNCT
bracis-33641	85	6	experimental	experimental	ADJ
bracis-33641	85	7	implementation	implementation	NOUN
bracis-33641	85	8	.	.	PUNCT
bracis-33641	86	1	full	full	ADJ
bracis-33641	86	2	size	size	NOUN
bracis-33641	86	3	image	image	NOUN
bracis-33641	86	4	for	for	ADP
bracis-33641	86	5	our	our	PRON
bracis-33641	86	6	experimental	experimental	ADJ
bracis-33641	86	7	setup	setup	NOUN
bracis-33641	86	8	,	,	PUNCT
bracis-33641	86	9	we	we	PRON
bracis-33641	86	10	initially	initially	ADV
bracis-33641	86	11	partitioned	partition	VERB
bracis-33641	86	12	the	the	DET
bracis-33641	86	13	chestx	chestx	NOUN
bracis-33641	86	14	-	-	PUNCT
bracis-33641	86	15	ray14	ray14	NOUN
bracis-33641	86	16	dataset	dataset	VERB
bracis-33641	86	17	into	into	ADP
bracis-33641	86	18	two	two	NUM
bracis-33641	86	19	distinct	distinct	ADJ
bracis-33641	86	20	subsets	subset	NOUN
bracis-33641	86	21	:	:	PUNCT
bracis-33641	86	22	a	a	DET
bracis-33641	86	23	training	training	NOUN
bracis-33641	86	24	set	set	NOUN
bracis-33641	86	25	denoted	denote	VERB
bracis-33641	86	26	as	as	ADP
bracis-33641	86	27	\(d_{train}\	\(d_{train}\	PROPN
bracis-33641	86	28	)	)	PUNCT
bracis-33641	86	29	(	(	PUNCT
bracis-33641	86	30	comprising	comprise	VERB
bracis-33641	86	31	\(80\%\	\(80\%\	VERB
bracis-33641	86	32	)	)	PUNCT
bracis-33641	86	33	of	of	ADP
bracis-33641	86	34	the	the	DET
bracis-33641	86	35	data	datum	NOUN
bracis-33641	86	36	)	)	PUNCT
bracis-33641	86	37	and	and	CCONJ
bracis-33641	86	38	a	a	DET
bracis-33641	86	39	separate	separate	ADJ
bracis-33641	86	40	testing	testing	NOUN
bracis-33641	86	41	set	set	VERB
bracis-33641	86	42	labeled	label	VERB
bracis-33641	86	43	as	as	ADP
bracis-33641	86	44	\(d_{test}\	\(d_{test}\	NOUN
bracis-33641	86	45	)	)	PUNCT
bracis-33641	86	46	(	(	PUNCT
bracis-33641	86	47	accounting	account	VERB
bracis-33641	86	48	for	for	ADP
bracis-33641	86	49	\(20\%\	\(20\%\	NUM
bracis-33641	86	50	)	)	PUNCT
bracis-33641	86	51	of	of	ADP
bracis-33641	86	52	the	the	DET
bracis-33641	86	53	data	datum	NOUN
bracis-33641	86	54	)	)	PUNCT
bracis-33641	86	55	.	.	PUNCT
bracis-33641	87	1	subsequently	subsequently	ADV
bracis-33641	87	2	,	,	PUNCT
bracis-33641	87	3	we	we	PRON
bracis-33641	87	4	further	far	ADV
bracis-33641	87	5	subdivided	subdivide	VERB
bracis-33641	87	6	\(d_{train}\	\(d_{train}\	PROPN
bracis-33641	87	7	)	)	PUNCT
bracis-33641	87	8	into	into	ADP
bracis-33641	87	9	five	five	NUM
bracis-33641	87	10	distinct	distinct	ADJ
bracis-33641	87	11	subsets	subset	NOUN
bracis-33641	87	12	,	,	PUNCT
bracis-33641	87	13	simulating	simulate	VERB
bracis-33641	87	14	a	a	DET
bracis-33641	87	15	scenario	scenario	NOUN
bracis-33641	87	16	involving	involve	VERB
bracis-33641	87	17	five	five	NUM
bracis-33641	87	18	distinct	distinct	ADJ
bracis-33641	87	19	hospitals	hospital	NOUN
bracis-33641	87	20	.	.	PUNCT
bracis-33641	88	1	each	each	DET
bracis-33641	88	2	hospital	hospital	NOUN
bracis-33641	88	3	dataset	dataset	NOUN
bracis-33641	88	4	,	,	PUNCT
bracis-33641	88	5	referred	refer	VERB
bracis-33641	88	6	to	to	ADP
bracis-33641	88	7	as	as	ADP
bracis-33641	88	8	\(h^i\	\(h^i\	NOUN
bracis-33641	88	9	)	)	PUNCT
bracis-33641	88	10	,	,	PUNCT
bracis-33641	88	11	comprised	comprise	VERB
bracis-33641	88	12	approximately	approximately	ADV
bracis-33641	88	13	18	18	NUM
bracis-33641	88	14	,	,	PUNCT
bracis-33641	88	15	 	 	SPACE
bracis-33641	89	1	000	000	NUM
bracis-33641	89	2	images	image	NOUN
bracis-33641	89	3	.	.	PUNCT
bracis-33641	90	1	finally	finally	ADV
bracis-33641	90	2	,	,	PUNCT
bracis-33641	90	3	we	we	PRON
bracis-33641	90	4	divided	divide	VERB
bracis-33641	90	5	each	each	DET
bracis-33641	90	6	hospital	hospital	NOUN
bracis-33641	90	7	’s	’s	PART
bracis-33641	90	8	dataset	dataset	VERB
bracis-33641	90	9	into	into	ADP
bracis-33641	90	10	two	two	NUM
bracis-33641	90	11	distinct	distinct	ADJ
bracis-33641	90	12	portions	portion	NOUN
bracis-33641	90	13	:	:	PUNCT
bracis-33641	90	14	a	a	DET
bracis-33641	90	15	hospital	hospital	NOUN
bracis-33641	90	16	training	training	NOUN
bracis-33641	90	17	subset	subset	NOUN
bracis-33641	90	18	,	,	PUNCT
bracis-33641	90	19	designated	designate	VERB
bracis-33641	90	20	as	as	ADP
bracis-33641	90	21	\(h^i_{train}\	\(h^i_{train}\	NUM
bracis-33641	90	22	)	)	PUNCT
bracis-33641	90	23	(	(	PUNCT
bracis-33641	90	24	constituting	constitute	VERB
bracis-33641	90	25	\(75\%\	\(75\%\	PRON
bracis-33641	90	26	)	)	PUNCT
bracis-33641	90	27	of	of	ADP
bracis-33641	90	28	\(h^i\	\(h^i\	NOUN
bracis-33641	90	29	)	)	PUNCT
bracis-33641	90	30	)	)	PUNCT
bracis-33641	90	31	to	to	PART
bracis-33641	90	32	train	train	VERB
bracis-33641	90	33	the	the	DET
bracis-33641	90	34	local	local	ADJ
bracis-33641	90	35	model	model	NOUN
bracis-33641	90	36	,	,	PUNCT
bracis-33641	90	37	and	and	CCONJ
bracis-33641	90	38	a	a	DET
bracis-33641	90	39	separate	separate	ADJ
bracis-33641	90	40	hospital	hospital	NOUN
bracis-33641	90	41	validation	validation	NOUN
bracis-33641	90	42	subset	subset	NOUN
bracis-33641	90	43	,	,	PUNCT
bracis-33641	90	44	denoted	denote	VERB
bracis-33641	90	45	as	as	ADP
bracis-33641	90	46	\(h^i_{val}\	\(h^i_{val}\	PROPN
bracis-33641	90	47	)	)	PUNCT
bracis-33641	90	48	(	(	PUNCT
bracis-33641	90	49	comprising	comprise	VERB
bracis-33641	90	50	\(25\%\	\(25\%\	NOUN
bracis-33641	90	51	)	)	PUNCT
bracis-33641	90	52	of	of	ADP
bracis-33641	90	53	\(h^i\	\(h^i\	NOUN
bracis-33641	90	54	)	)	PUNCT
bracis-33641	90	55	)	)	PUNCT
bracis-33641	90	56	for	for	ADP
bracis-33641	90	57	local	local	ADJ
bracis-33641	90	58	validation	validation	NOUN
bracis-33641	90	59	.	.	PUNCT
bracis-33641	91	1	it	it	PRON
bracis-33641	91	2	is	be	AUX
bracis-33641	91	3	worth	worth	ADJ
bracis-33641	91	4	highlighting	highlight	VERB
bracis-33641	91	5	that	that	SCONJ
bracis-33641	91	6	after	after	ADP
bracis-33641	91	7	\(d_{train}\	\(d_{train}\	PROPN
bracis-33641	91	8	)	)	PUNCT
bracis-33641	91	9	is	be	AUX
bracis-33641	91	10	split	split	VERB
bracis-33641	91	11	into	into	ADP
bracis-33641	91	12	five	five	NUM
bracis-33641	91	13	subsets	subset	NOUN
bracis-33641	91	14	,	,	PUNCT
bracis-33641	91	15	the	the	DET
bracis-33641	91	16	images	image	NOUN
bracis-33641	91	17	themselves	themselves	PRON
bracis-33641	91	18	remain	remain	VERB
bracis-33641	91	19	localized	localized	ADJ
bracis-33641	91	20	within	within	ADP
bracis-33641	91	21	each	each	DET
bracis-33641	91	22	hospital	hospital	NOUN
bracis-33641	91	23	site	site	NOUN
bracis-33641	91	24	.	.	PUNCT
bracis-33641	92	1	only	only	ADV
bracis-33641	92	2	the	the	DET
bracis-33641	92	3	weights	weight	NOUN
bracis-33641	92	4	of	of	ADP
bracis-33641	92	5	each	each	DET
bracis-33641	92	6	neural	neural	ADJ
bracis-33641	92	7	network	network	NOUN
bracis-33641	92	8	,	,	PUNCT
bracis-33641	92	9	trained	train	VERB
bracis-33641	92	10	individually	individually	ADV
bracis-33641	92	11	at	at	ADP
bracis-33641	92	12	each	each	DET
bracis-33641	92	13	site	site	NOUN
bracis-33641	92	14	,	,	PUNCT
bracis-33641	92	15	are	be	AUX
bracis-33641	92	16	shared	share	VERB
bracis-33641	92	17	with	with	ADP
bracis-33641	92	18	the	the	DET
bracis-33641	92	19	central	central	ADJ
bracis-33641	92	20	server	server	NOUN
bracis-33641	92	21	.	.	PUNCT
bracis-33641	93	1	the	the	DET
bracis-33641	93	2	federated	federated	ADJ
bracis-33641	93	3	learning	learning	NOUN
bracis-33641	93	4	process	process	NOUN
bracis-33641	93	5	encompassed	encompass	VERB
bracis-33641	93	6	30	30	NUM
bracis-33641	93	7	rounds	round	NOUN
bracis-33641	93	8	,	,	PUNCT
bracis-33641	93	9	each	each	PRON
bracis-33641	93	10	comprising	comprise	VERB
bracis-33641	93	11	10	10	NUM
bracis-33641	93	12	local	local	ADJ
bracis-33641	93	13	epochs	epoch	NOUN
bracis-33641	93	14	,	,	PUNCT
bracis-33641	93	15	resulting	result	VERB
bracis-33641	93	16	in	in	ADP
bracis-33641	93	17	a	a	DET
bracis-33641	93	18	cumulative	cumulative	ADJ
bracis-33641	93	19	total	total	NOUN
bracis-33641	93	20	of	of	ADP
bracis-33641	93	21	300	300	NUM
bracis-33641	93	22	training	training	NOUN
bracis-33641	93	23	iterations	iteration	NOUN
bracis-33641	93	24	per	per	ADP
bracis-33641	93	25	site	site	NOUN
bracis-33641	93	26	.	.	PUNCT
bracis-33641	94	1	in	in	ADP
bracis-33641	94	2	each	each	DET
bracis-33641	94	3	round	round	NOUN
bracis-33641	94	4	,	,	PUNCT
bracis-33641	94	5	the	the	DET
bracis-33641	94	6	global	global	ADJ
bracis-33641	94	7	model	model	NOUN
bracis-33641	94	8	,	,	PUNCT
bracis-33641	94	9	with	with	ADP
bracis-33641	94	10	the	the	DET
bracis-33641	94	11	aggregated	aggregate	VERB
bracis-33641	94	12	weights	weight	NOUN
bracis-33641	94	13	,	,	PUNCT
bracis-33641	94	14	was	be	AUX
bracis-33641	94	15	evaluated	evaluate	VERB
bracis-33641	94	16	using	use	VERB
bracis-33641	94	17	\(d_{test}\	\(d_{test}\	NUM
bracis-33641	94	18	)	)	PUNCT
bracis-33641	94	19	.	.	PUNCT
bracis-33641	95	1	the	the	DET
bracis-33641	95	2	orchestration	orchestration	NOUN
bracis-33641	95	3	of	of	ADP
bracis-33641	95	4	training	training	NOUN
bracis-33641	95	5	and	and	CCONJ
bracis-33641	95	6	communication	communication	NOUN
bracis-33641	95	7	across	across	ADP
bracis-33641	95	8	these	these	DET
bracis-33641	95	9	training	training	NOUN
bracis-33641	95	10	sites	site	NOUN
bracis-33641	95	11	is	be	AUX
bracis-33641	95	12	coordinated	coordinate	VERB
bracis-33641	95	13	via	via	ADP
bracis-33641	95	14	the	the	DET
bracis-33641	95	15	flower	flower	NOUN
bracis-33641	95	16	framework	framework	NOUN
bracis-33641	95	17	 	 	SPACE
bracis-33641	96	1	[	[	X
bracis-33641	96	2	2	2	X
bracis-33641	96	3	]	]	PUNCT
bracis-33641	96	4	in	in	ADP
bracis-33641	96	5	simulation	simulation	NOUN
bracis-33641	96	6	mode	mode	PROPN
bracis-33641	96	7	.	.	PUNCT
bracis-33641	97	1	our	our	PRON
bracis-33641	97	2	simulation	simulation	NOUN
bracis-33641	97	3	required	require	VERB
bracis-33641	97	4	approximately	approximately	ADV
bracis-33641	97	5	72	72	NUM
bracis-33641	97	6	 	 	SPACE
bracis-33641	97	7	h	h	NOUN
bracis-33641	97	8	to	to	PART
bracis-33641	97	9	complete	complete	VERB
bracis-33641	97	10	the	the	DET
bracis-33641	97	11	training	training	NOUN
bracis-33641	97	12	phase	phase	NOUN
bracis-33641	97	13	on	on	ADP
bracis-33641	97	14	a	a	DET
bracis-33641	97	15	single	single	ADJ
bracis-33641	97	16	computer	computer	NOUN
bracis-33641	97	17	equipped	equip	VERB
bracis-33641	97	18	with	with	ADP
bracis-33641	97	19	the	the	DET
bracis-33641	97	20	following	follow	VERB
bracis-33641	97	21	hardware	hardware	NOUN
bracis-33641	97	22	specifications	specification	NOUN
bracis-33641	97	23	:	:	PUNCT
bracis-33641	97	24	an	an	DET
bracis-33641	97	25	intel	intel	PROPN
bracis-33641	97	26	core	core	NOUN
bracis-33641	97	27	i7	i7	NOUN
bracis-33641	97	28	cpu	cpu	NOUN
bracis-33641	97	29	clocked	clock	VERB
bracis-33641	97	30	at	at	ADP
bracis-33641	97	31	1.80ghz	1.80ghz	NUM
bracis-33641	97	32	(	(	PUNCT
bracis-33641	97	33	8th	8th	ADJ
bracis-33641	97	34	generation	generation	NOUN
bracis-33641	97	35	)	)	PUNCT
bracis-33641	97	36	,	,	PUNCT
bracis-33641	97	37	with	with	ADP
bracis-33641	97	38	16	16	NUM
bracis-33641	97	39	gb	gb	NOUN
bracis-33641	97	40	of	of	ADP
bracis-33641	97	41	ram	ram	NOUN
bracis-33641	97	42	,	,	PUNCT
bracis-33641	97	43	and	and	CCONJ
bracis-33641	97	44	4	4	NUM
bracis-33641	97	45	gb	gb	NOUN
bracis-33641	97	46	of	of	ADP
bracis-33641	97	47	dedicated	dedicated	ADJ
bracis-33641	97	48	gpu	gpu	NOUN
bracis-33641	97	49	memory	memory	NOUN
bracis-33641	97	50	(	(	PUNCT
bracis-33641	97	51	nvidia	nvidia	PROPN
bracis-33641	97	52	geforce	geforce	NOUN
bracis-33641	97	53	)	)	PUNCT
bracis-33641	97	54	.	.	PUNCT
bracis-33641	98	1	3	3	NUM
bracis-33641	98	2	results	result	NOUN
bracis-33641	98	3	and	and	CCONJ
bracis-33641	98	4	 	 	SPACE
bracis-33641	98	5	discussion	discussion	NOUN
bracis-33641	98	6	we	we	PRON
bracis-33641	98	7	used	use	VERB
bracis-33641	98	8	the	the	DET
bracis-33641	98	9	per	per	ADP
bracis-33641	98	10	-	-	PUNCT
bracis-33641	98	11	class	class	NOUN
bracis-33641	98	12	auroc	auroc	NOUN
bracis-33641	98	13	(	(	PUNCT
bracis-33641	98	14	area	area	NOUN
bracis-33641	98	15	under	under	ADP
bracis-33641	98	16	the	the	DET
bracis-33641	98	17	receiver	receiver	NOUN
bracis-33641	98	18	operating	operate	VERB
bracis-33641	98	19	characteristic	characteristic	ADJ
bracis-33641	98	20	curve	curve	NOUN
bracis-33641	98	21	)	)	PUNCT
bracis-33641	98	22	to	to	PART
bracis-33641	98	23	evaluate	evaluate	VERB
bracis-33641	98	24	and	and	CCONJ
bracis-33641	98	25	compare	compare	VERB
bracis-33641	98	26	our	our	PRON
bracis-33641	98	27	results	result	NOUN
bracis-33641	98	28	against	against	ADP
bracis-33641	98	29	three	three	NUM
bracis-33641	98	30	baselines	baseline	NOUN
bracis-33641	98	31	.	.	PUNCT
bracis-33641	99	1	these	these	DET
bracis-33641	99	2	baselines	baseline	NOUN
bracis-33641	99	3	are	be	AUX
bracis-33641	99	4	:	:	PUNCT
bracis-33641	99	5	1	1	X
bracis-33641	99	6	)	)	PUNCT
bracis-33641	99	7	wang	wang	PROPN
bracis-33641	99	8	 	 	SPACE
bracis-33641	99	9	et	et	PROPN
bracis-33641	99	10	al	al	PROPN
bracis-33641	99	11	.	.	PUNCT
bracis-33641	99	12	 	 	SPACE
bracis-33641	100	1	[	[	X
bracis-33641	100	2	19	19	NUM
bracis-33641	100	3	]	]	PUNCT
bracis-33641	100	4	,	,	PUNCT
bracis-33641	100	5	the	the	DET
bracis-33641	100	6	work	work	NOUN
bracis-33641	100	7	that	that	PRON
bracis-33641	100	8	released	release	VERB
bracis-33641	100	9	the	the	DET
bracis-33641	100	10	chestx	chestx	NOUN
bracis-33641	100	11	-	-	PUNCT
bracis-33641	100	12	ray14	ray14	NOUN
bracis-33641	100	13	dataset	dataset	NOUN
bracis-33641	100	14	and	and	CCONJ
bracis-33641	100	15	former	former	ADJ
bracis-33641	100	16	state	state	NOUN
bracis-33641	100	17	-	-	PUNCT
bracis-33641	100	18	of	of	ADP
bracis-33641	100	19	-	-	PUNCT
bracis-33641	100	20	the	the	DET
bracis-33641	100	21	-	-	PUNCT
bracis-33641	100	22	art	art	NOUN
bracis-33641	100	23	for	for	ADP
bracis-33641	100	24	1	1	NUM
bracis-33641	100	25	class	class	NOUN
bracis-33641	100	26	;	;	PUNCT
bracis-33641	100	27	2	2	NUM
bracis-33641	100	28	)	)	PUNCT
bracis-33641	100	29	yao	yao	NOUN
bracis-33641	100	30	 	 	SPACE
bracis-33641	100	31	et	et	PROPN
bracis-33641	100	32	al	al	PROPN
bracis-33641	100	33	.	.	PUNCT
bracis-33641	100	34	 	 	SPACE
bracis-33641	101	1	[	[	X
bracis-33641	101	2	20	20	NUM
bracis-33641	101	3	]	]	PUNCT
bracis-33641	101	4	,	,	PUNCT
bracis-33641	101	5	the	the	DET
bracis-33641	101	6	former	former	ADJ
bracis-33641	101	7	state	state	NOUN
bracis-33641	101	8	-	-	PUNCT
bracis-33641	101	9	of	of	ADP
bracis-33641	101	10	-	-	PUNCT
bracis-33641	101	11	the	the	DET
bracis-33641	101	12	-	-	PUNCT
bracis-33641	101	13	art	art	NOUN
bracis-33641	101	14	for	for	ADP
bracis-33641	101	15	13	13	NUM
bracis-33641	101	16	classes	class	NOUN
bracis-33641	101	17	;	;	PUNCT
bracis-33641	101	18	and	and	CCONJ
bracis-33641	101	19	3	3	X
bracis-33641	101	20	)	)	PUNCT
bracis-33641	101	21	chexnet	chexnet	NOUN
bracis-33641	101	22	 	 	SPACE
bracis-33641	101	23	[	[	X
bracis-33641	101	24	14	14	NUM
bracis-33641	101	25	]	]	PUNCT
bracis-33641	101	26	,	,	PUNCT
bracis-33641	101	27	which	which	PRON
bracis-33641	101	28	,	,	PUNCT
bracis-33641	101	29	as	as	ADV
bracis-33641	101	30	far	far	ADV
bracis-33641	101	31	as	as	SCONJ
bracis-33641	101	32	we	we	PRON
bracis-33641	101	33	know	know	VERB
bracis-33641	101	34	,	,	PUNCT
bracis-33641	101	35	is	be	AUX
bracis-33641	101	36	the	the	DET
bracis-33641	101	37	current	current	ADJ
bracis-33641	101	38	state	state	NOUN
bracis-33641	101	39	-	-	PUNCT
bracis-33641	101	40	of	of	ADP
bracis-33641	101	41	-	-	PUNCT
bracis-33641	101	42	the	the	DET
bracis-33641	101	43	-	-	PUNCT
bracis-33641	101	44	art	art	NOUN
bracis-33641	101	45	model	model	NOUN
bracis-33641	101	46	for	for	ADP
bracis-33641	101	47	lung	lung	NOUN
bracis-33641	101	48	disease	disease	NOUN
bracis-33641	101	49	identification	identification	NOUN
bracis-33641	101	50	in	in	ADP
bracis-33641	101	51	the	the	DET
bracis-33641	101	52	chestx	chestx	NOUN
bracis-33641	101	53	-	-	PUNCT
bracis-33641	101	54	ray14	ray14	NOUN
bracis-33641	101	55	dataset	dataset	NOUN
bracis-33641	101	56	.	.	PUNCT
bracis-33641	102	1	we	we	PRON
bracis-33641	102	2	highlight	highlight	VERB
bracis-33641	102	3	that	that	SCONJ
bracis-33641	102	4	all	all	DET
bracis-33641	102	5	baselines	baseline	NOUN
bracis-33641	102	6	were	be	AUX
bracis-33641	102	7	trained	train	VERB
bracis-33641	102	8	over	over	ADP
bracis-33641	102	9	the	the	DET
bracis-33641	102	10	full	full	ADJ
bracis-33641	102	11	training	training	NOUN
bracis-33641	102	12	set	set	NOUN
bracis-33641	102	13	\(d_{train}\	\(d_{train}\	PROPN
bracis-33641	102	14	)	)	PUNCT
bracis-33641	102	15	while	while	SCONJ
bracis-33641	102	16	our	our	PRON
bracis-33641	102	17	solution	solution	NOUN
bracis-33641	102	18	used	use	VERB
bracis-33641	102	19	about	about	ADV
bracis-33641	102	20	5	5	NUM
bracis-33641	102	21	times	time	NOUN
bracis-33641	102	22	less	less	ADJ
bracis-33641	102	23	training	training	NOUN
bracis-33641	102	24	data	datum	NOUN
bracis-33641	102	25	per	per	ADP
bracis-33641	102	26	site	site	NOUN
bracis-33641	102	27	.	.	PUNCT
bracis-33641	103	1	although	although	SCONJ
bracis-33641	103	2	we	we	PRON
bracis-33641	103	3	do	do	AUX
bracis-33641	103	4	not	not	PART
bracis-33641	103	5	expect	expect	VERB
bracis-33641	103	6	our	our	PRON
bracis-33641	103	7	results	result	NOUN
bracis-33641	103	8	to	to	PART
bracis-33641	103	9	surpass	surpass	VERB
bracis-33641	103	10	the	the	DET
bracis-33641	103	11	state	state	NOUN
bracis-33641	103	12	-	-	PUNCT
bracis-33641	103	13	of	of	ADP
bracis-33641	103	14	-	-	PUNCT
bracis-33641	103	15	the	the	DET
bracis-33641	103	16	-	-	PUNCT
bracis-33641	103	17	art	art	NOUN
bracis-33641	103	18	performance	performance	NOUN
bracis-33641	103	19	,	,	PUNCT
bracis-33641	103	20	we	we	PRON
bracis-33641	103	21	do	do	AUX
bracis-33641	103	22	expect	expect	VERB
bracis-33641	103	23	them	they	PRON
bracis-33641	103	24	to	to	PART
bracis-33641	103	25	be	be	AUX
bracis-33641	103	26	comparable	comparable	ADJ
bracis-33641	103	27	.	.	PUNCT
bracis-33641	104	1	table	table	NOUN
bracis-33641	104	2	 	 	SPACE
bracis-33641	104	3	1	1	NUM
bracis-33641	104	4	shows	show	VERB
bracis-33641	104	5	the	the	DET
bracis-33641	104	6	per	per	ADP
bracis-33641	104	7	-	-	PUNCT
bracis-33641	104	8	class	class	NOUN
bracis-33641	104	9	auroc	auroc	NOUN
bracis-33641	104	10	of	of	ADP
bracis-33641	104	11	our	our	PRON
bracis-33641	104	12	solution	solution	NOUN
bracis-33641	104	13	(	(	PUNCT
bracis-33641	104	14	fl	fl	NOUN
bracis-33641	104	15	)	)	PUNCT
bracis-33641	104	16	compared	compare	VERB
bracis-33641	104	17	to	to	ADP
bracis-33641	104	18	the	the	DET
bracis-33641	104	19	baselines	baseline	NOUN
bracis-33641	104	20	.	.	PUNCT
bracis-33641	105	1	we	we	PRON
bracis-33641	105	2	have	have	AUX
bracis-33641	105	3	highlighted	highlight	VERB
bracis-33641	105	4	in	in	ADP
bracis-33641	105	5	bold	bold	ADJ
bracis-33641	105	6	the	the	DET
bracis-33641	105	7	diseases	disease	NOUN
bracis-33641	105	8	for	for	ADP
bracis-33641	105	9	which	which	PRON
bracis-33641	105	10	our	our	PRON
bracis-33641	105	11	method	method	NOUN
bracis-33641	105	12	outperformed	outperform	VERB
bracis-33641	105	13	wang	wang	PROPN
bracis-33641	105	14	 	 	SPACE
bracis-33641	105	15	et	et	PROPN
bracis-33641	105	16	al	al	PROPN
bracis-33641	105	17	.	.	PUNCT
bracis-33641	105	18	 	 	SPACE
bracis-33641	106	1	[	[	X
bracis-33641	106	2	19	19	NUM
bracis-33641	106	3	]	]	PUNCT
bracis-33641	106	4	and	and	CCONJ
bracis-33641	106	5	underlined	underline	VERB
bracis-33641	106	6	the	the	DET
bracis-33641	106	7	diseases	disease	NOUN
bracis-33641	106	8	for	for	ADP
bracis-33641	106	9	which	which	PRON
bracis-33641	106	10	we	we	PRON
bracis-33641	106	11	obtained	obtain	VERB
bracis-33641	106	12	virtually	virtually	ADV
bracis-33641	106	13	the	the	DET
bracis-33641	106	14	same	same	ADJ
bracis-33641	106	15	results	result	NOUN
bracis-33641	106	16	when	when	SCONJ
bracis-33641	106	17	compared	compare	VERB
bracis-33641	106	18	to	to	ADP
bracis-33641	106	19	other	other	ADJ
bracis-33641	106	20	methods	method	NOUN
bracis-33641	106	21	.	.	PUNCT
bracis-33641	107	1	table	table	NOUN
bracis-33641	107	2	1	1	NUM
bracis-33641	107	3	.	.	PUNCT
bracis-33641	108	1	experimental	experimental	ADJ
bracis-33641	108	2	results	result	NOUN
bracis-33641	108	3	(	(	PUNCT
bracis-33641	108	4	per	per	ADP
bracis-33641	108	5	-	-	PUNCT
bracis-33641	108	6	class	class	NOUN
bracis-33641	108	7	auroc	auroc	NOUN
bracis-33641	108	8	)	)	PUNCT
bracis-33641	108	9	for	for	ADP
bracis-33641	108	10	lung	lung	NOUN
bracis-33641	108	11	disease	disease	NOUN
bracis-33641	108	12	detection	detection	NOUN
bracis-33641	108	13	in	in	ADP
bracis-33641	108	14	the	the	DET
bracis-33641	108	15	chestx	chestx	NOUN
bracis-33641	108	16	-	-	PUNCT
bracis-33641	108	17	ray14	ray14	NOUN
bracis-33641	108	18	dataset.full	dataset.full	NOUN
bracis-33641	108	19	size	size	NOUN
bracis-33641	108	20	table	table	NOUN
bracis-33641	108	21	our	our	PRON
bracis-33641	108	22	solution	solution	NOUN
bracis-33641	108	23	demonstrated	demonstrate	VERB
bracis-33641	108	24	comparable	comparable	ADJ
bracis-33641	108	25	performance	performance	NOUN
bracis-33641	108	26	to	to	ADP
bracis-33641	108	27	wang	wang	PROPN
bracis-33641	108	28	 	 	SPACE
bracis-33641	108	29	et	et	PROPN
bracis-33641	108	30	al	al	PROPN
bracis-33641	108	31	.	.	PUNCT
bracis-33641	108	32	 	 	SPACE
bracis-33641	109	1	[	[	X
bracis-33641	109	2	19	19	NUM
bracis-33641	109	3	]	]	PUNCT
bracis-33641	109	4	,	,	PUNCT
bracis-33641	109	5	yielding	yield	VERB
bracis-33641	109	6	improved	improved	ADJ
bracis-33641	109	7	scores	score	NOUN
bracis-33641	109	8	(	(	PUNCT
bracis-33641	109	9	in	in	ADP
bracis-33641	109	10	bold	bold	ADJ
bracis-33641	109	11	)	)	PUNCT
bracis-33641	109	12	for	for	ADP
bracis-33641	109	13	specific	specific	ADJ
bracis-33641	109	14	diseases	disease	NOUN
bracis-33641	109	15	such	such	ADJ
bracis-33641	109	16	as	as	ADP
bracis-33641	109	17	atelectasis	atelectasis	NOUN
bracis-33641	109	18	,	,	PUNCT
bracis-33641	109	19	infiltration	infiltration	NOUN
bracis-33641	109	20	,	,	PUNCT
bracis-33641	109	21	nodule	nodule	NOUN
bracis-33641	109	22	,	,	PUNCT
bracis-33641	109	23	pneumonia	pneumonia	NOUN
bracis-33641	109	24	,	,	PUNCT
bracis-33641	109	25	consolidation	consolidation	NOUN
bracis-33641	109	26	,	,	PUNCT
bracis-33641	109	27	and	and	CCONJ
bracis-33641	109	28	hernia	hernia	NOUN
bracis-33641	109	29	,	,	PUNCT
bracis-33641	109	30	and	and	CCONJ
bracis-33641	109	31	virtually	virtually	ADV
bracis-33641	109	32	the	the	DET
bracis-33641	109	33	same	same	ADJ
bracis-33641	109	34	performance	performance	NOUN
bracis-33641	109	35	(	(	PUNCT
bracis-33641	109	36	underlined	underline	VERB
bracis-33641	109	37	values	value	NOUN
bracis-33641	109	38	)	)	PUNCT
bracis-33641	109	39	for	for	ADP
bracis-33641	109	40	effusion	effusion	NOUN
bracis-33641	109	41	,	,	PUNCT
bracis-33641	109	42	mass	mass	PROPN
bracis-33641	109	43	,	,	PUNCT
bracis-33641	109	44	pneumothorax	pneumothorax	NOUN
bracis-33641	109	45	,	,	PUNCT
bracis-33641	109	46	fibrosis	fibrosis	NOUN
bracis-33641	109	47	and	and	CCONJ
bracis-33641	109	48	pleural	pleural	ADJ
bracis-33641	109	49	thickening	thickening	NOUN
bracis-33641	109	50	.	.	PUNCT
bracis-33641	110	1	conversely	conversely	ADV
bracis-33641	110	2	,	,	PUNCT
bracis-33641	110	3	it	it	PRON
bracis-33641	110	4	presented	present	VERB
bracis-33641	110	5	inferior	inferior	ADJ
bracis-33641	110	6	results	result	NOUN
bracis-33641	110	7	than	than	ADP
bracis-33641	110	8	yao	yao	NOUN
bracis-33641	110	9	 	 	SPACE
bracis-33641	110	10	et	et	PROPN
bracis-33641	110	11	al	al	PROPN
bracis-33641	110	12	.	.	PUNCT
bracis-33641	110	13	 	 	SPACE
bracis-33641	111	1	[	[	X
bracis-33641	111	2	20	20	NUM
bracis-33641	111	3	]	]	PUNCT
bracis-33641	111	4	and	and	CCONJ
bracis-33641	111	5	chexnet	chexnet	NOUN
bracis-33641	111	6	 	 	SPACE
bracis-33641	112	1	[	[	X
bracis-33641	112	2	14	14	NUM
bracis-33641	112	3	]	]	PUNCT
bracis-33641	112	4	in	in	ADP
bracis-33641	112	5	all	all	DET
bracis-33641	112	6	diseases	disease	NOUN
bracis-33641	112	7	.	.	PUNCT
bracis-33641	113	1	this	this	DET
bracis-33641	113	2	discrepancy	discrepancy	NOUN
bracis-33641	113	3	can	can	AUX
bracis-33641	113	4	be	be	AUX
bracis-33641	113	5	attributed	attribute	VERB
bracis-33641	113	6	to	to	ADP
bracis-33641	113	7	the	the	DET
bracis-33641	113	8	fact	fact	NOUN
bracis-33641	113	9	that	that	SCONJ
bracis-33641	113	10	both	both	DET
bracis-33641	113	11	baselines	baseline	NOUN
bracis-33641	113	12	were	be	AUX
bracis-33641	113	13	trained	train	VERB
bracis-33641	113	14	using	use	VERB
bracis-33641	113	15	the	the	DET
bracis-33641	113	16	complete	complete	ADJ
bracis-33641	113	17	training	training	NOUN
bracis-33641	113	18	set	set	NOUN
bracis-33641	113	19	\(d_{train}\	\(d_{train}\	PROPN
bracis-33641	113	20	)	)	PUNCT
bracis-33641	113	21	.	.	PUNCT
bracis-33641	114	1	at	at	ADP
bracis-33641	114	2	the	the	DET
bracis-33641	114	3	same	same	ADJ
bracis-33641	114	4	time	time	NOUN
bracis-33641	114	5	,	,	PUNCT
bracis-33641	114	6	fl	fl	PROPN
bracis-33641	114	7	utilized	utilize	VERB
bracis-33641	114	8	substantially	substantially	ADV
bracis-33641	114	9	less	less	ADJ
bracis-33641	114	10	data	datum	NOUN
bracis-33641	114	11	—	—	PUNCT
bracis-33641	114	12	each	each	DET
bracis-33641	114	13	hospital	hospital	NOUN
bracis-33641	114	14	’s	’s	PART
bracis-33641	114	15	training	training	NOUN
bracis-33641	114	16	set	set	NOUN
bracis-33641	114	17	is	be	AUX
bracis-33641	114	18	approximately	approximately	ADV
bracis-33641	114	19	one	one	NUM
bracis-33641	114	20	-	-	PUNCT
bracis-33641	114	21	fifth	fifth	NOUN
bracis-33641	114	22	the	the	DET
bracis-33641	114	23	size	size	NOUN
bracis-33641	114	24	of	of	ADP
bracis-33641	114	25	\(d_{train}\	\(d_{train}\	PROPN
bracis-33641	114	26	)	)	PUNCT
bracis-33641	114	27	.	.	PUNCT
bracis-33641	115	1	hence	hence	ADV
bracis-33641	115	2	,	,	PUNCT
bracis-33641	115	3	this	this	DET
bracis-33641	115	4	comparison	comparison	NOUN
bracis-33641	115	5	lacks	lack	VERB
bracis-33641	115	6	parity	parity	NOUN
bracis-33641	115	7	,	,	PUNCT
bracis-33641	115	8	and	and	CCONJ
bracis-33641	115	9	the	the	DET
bracis-33641	115	10	anticipation	anticipation	NOUN
bracis-33641	115	11	of	of	ADP
bracis-33641	115	12	suboptimal	suboptimal	ADJ
bracis-33641	115	13	results	result	NOUN
bracis-33641	115	14	is	be	AUX
bracis-33641	115	15	justified	justify	VERB
bracis-33641	115	16	.	.	PUNCT
bracis-33641	116	1	nevertheless	nevertheless	ADV
bracis-33641	116	2	,	,	PUNCT
bracis-33641	116	3	fl	fl	PROPN
bracis-33641	116	4	presented	present	VERB
bracis-33641	116	5	promising	promise	VERB
bracis-33641	116	6	results	result	NOUN
bracis-33641	116	7	for	for	ADP
bracis-33641	116	8	certain	certain	ADJ
bracis-33641	116	9	diseases	disease	NOUN
bracis-33641	116	10	in	in	ADP
bracis-33641	116	11	comparison	comparison	NOUN
bracis-33641	116	12	to	to	ADP
bracis-33641	116	13	yao	yao	NOUN
bracis-33641	116	14	 	 	SPACE
bracis-33641	116	15	et	et	NOUN
bracis-33641	116	16	al.and	al.and	PROPN
bracis-33641	116	17	chexnet	chexnet	NOUN
bracis-33641	116	18	,	,	PUNCT
bracis-33641	116	19	particularly	particularly	ADV
bracis-33641	116	20	evident	evident	ADJ
bracis-33641	116	21	in	in	ADP
bracis-33641	116	22	the	the	DET
bracis-33641	116	23	cases	case	NOUN
bracis-33641	116	24	of	of	ADP
bracis-33641	116	25	‘	'	PUNCT
bracis-33641	116	26	infiltration	infiltration	NOUN
bracis-33641	116	27	,	,	PUNCT
bracis-33641	116	28	’	'	PUNCT
bracis-33641	116	29	‘	'	PUNCT
bracis-33641	116	30	consolidation	consolidation	NOUN
bracis-33641	116	31	,	,	PUNCT
bracis-33641	116	32	’	'	PUNCT
bracis-33641	116	33	and	and	CCONJ
bracis-33641	116	34	‘	'	PUNCT
bracis-33641	116	35	fibrosis	fibrosis	NOUN
bracis-33641	116	36	,	,	PUNCT
bracis-33641	116	37	’	'	PUNCT
bracis-33641	116	38	as	as	SCONJ
bracis-33641	116	39	highlighted	highlight	VERB
bracis-33641	116	40	in	in	ADP
bracis-33641	116	41	table	table	NOUN
bracis-33641	116	42	 	 	SPACE
bracis-33641	116	43	1	1	NUM
bracis-33641	116	44	.	.	PUNCT
bracis-33641	117	1	it	it	PRON
bracis-33641	117	2	is	be	AUX
bracis-33641	117	3	important	important	ADJ
bracis-33641	117	4	to	to	PART
bracis-33641	117	5	highlight	highlight	VERB
bracis-33641	117	6	a	a	DET
bracis-33641	117	7	few	few	ADJ
bracis-33641	117	8	considerations	consideration	NOUN
bracis-33641	117	9	.	.	PUNCT
bracis-33641	118	1	firstly	firstly	ADV
bracis-33641	118	2	,	,	PUNCT
bracis-33641	118	3	the	the	DET
bracis-33641	118	4	effectiveness	effectiveness	NOUN
bracis-33641	118	5	of	of	ADP
bracis-33641	118	6	the	the	DET
bracis-33641	118	7	baseline	baseline	NOUN
bracis-33641	118	8	methods	method	NOUN
bracis-33641	118	9	,	,	PUNCT
bracis-33641	118	10	notably	notably	ADV
bracis-33641	118	11	chexnet	chexnet	NOUN
bracis-33641	118	12	,	,	PUNCT
bracis-33641	118	13	is	be	AUX
bracis-33641	118	14	contingent	contingent	ADJ
bracis-33641	118	15	upon	upon	SCONJ
bracis-33641	118	16	access	access	NOUN
bracis-33641	118	17	to	to	ADP
bracis-33641	118	18	a	a	DET
bracis-33641	118	19	large	large	ADJ
bracis-33641	118	20	annotated	annotated	ADJ
bracis-33641	118	21	dataset	dataset	NOUN
bracis-33641	118	22	(	(	PUNCT
bracis-33641	118	23	e.g.	e.g.	ADV
bracis-33641	118	24	,	,	PUNCT
bracis-33641	118	25	encompassing	encompass	VERB
bracis-33641	118	26	tens	ten	NOUN
bracis-33641	118	27	of	of	ADP
bracis-33641	118	28	thousands	thousand	NOUN
bracis-33641	118	29	of	of	ADP
bracis-33641	118	30	labeled	label	VERB
bracis-33641	118	31	images	image	NOUN
bracis-33641	118	32	)	)	PUNCT
bracis-33641	118	33	.	.	PUNCT
bracis-33641	119	1	yet	yet	ADV
bracis-33641	119	2	,	,	PUNCT
bracis-33641	119	3	this	this	DET
bracis-33641	119	4	prerequisite	prerequisite	NOUN
bracis-33641	119	5	proves	prove	VERB
bracis-33641	119	6	impracticable	impracticable	ADJ
bracis-33641	119	7	in	in	ADP
bracis-33641	119	8	most	most	ADJ
bracis-33641	119	9	practical	practical	ADJ
bracis-33641	119	10	clinical	clinical	ADJ
bracis-33641	119	11	routines	routine	NOUN
bracis-33641	119	12	,	,	PUNCT
bracis-33641	119	13	given	give	VERB
bracis-33641	119	14	the	the	DET
bracis-33641	119	15	challenges	challenge	NOUN
bracis-33641	119	16	of	of	ADP
bracis-33641	119	17	obtaining	obtain	VERB
bracis-33641	119	18	such	such	DET
bracis-33641	119	19	a	a	DET
bracis-33641	119	20	volume	volume	NOUN
bracis-33641	119	21	of	of	ADP
bracis-33641	119	22	annotated	annotate	VERB
bracis-33641	119	23	data	datum	NOUN
bracis-33641	119	24	for	for	ADP
bracis-33641	119	25	a	a	DET
bracis-33641	119	26	specific	specific	ADJ
bracis-33641	119	27	disease	disease	NOUN
bracis-33641	119	28	,	,	PUNCT
bracis-33641	119	29	coupled	couple	VERB
bracis-33641	119	30	with	with	ADP
bracis-33641	119	31	the	the	DET
bracis-33641	119	32	labor	labor	NOUN
bracis-33641	119	33	-	-	PUNCT
bracis-33641	119	34	intensive	intensive	ADJ
bracis-33641	119	35	and	and	CCONJ
bracis-33641	119	36	time	time	NOUN
bracis-33641	119	37	-	-	PUNCT
bracis-33641	119	38	consuming	consume	VERB
bracis-33641	119	39	nature	nature	NOUN
bracis-33641	119	40	of	of	ADP
bracis-33641	119	41	data	datum	NOUN
bracis-33641	119	42	annotation	annotation	NOUN
bracis-33641	119	43	.	.	PUNCT
bracis-33641	120	1	consequently	consequently	ADV
bracis-33641	120	2	,	,	PUNCT
bracis-33641	120	3	these	these	DET
bracis-33641	120	4	baseline	baseline	ADJ
bracis-33641	120	5	methods	method	NOUN
bracis-33641	120	6	tend	tend	VERB
bracis-33641	120	7	to	to	PART
bracis-33641	120	8	exhibit	exhibit	VERB
bracis-33641	120	9	poorer	poor	ADJ
bracis-33641	120	10	results	result	NOUN
bracis-33641	120	11	when	when	SCONJ
bracis-33641	120	12	such	such	ADJ
bracis-33641	120	13	circumstances	circumstance	NOUN
bracis-33641	120	14	can	can	AUX
bracis-33641	120	15	not	not	PART
bracis-33641	120	16	be	be	AUX
bracis-33641	120	17	held	hold	VERB
bracis-33641	120	18	.	.	PUNCT
bracis-33641	121	1	in	in	ADP
bracis-33641	121	2	contrast	contrast	NOUN
bracis-33641	121	3	,	,	PUNCT
bracis-33641	121	4	while	while	SCONJ
bracis-33641	121	5	prioritizing	prioritize	VERB
bracis-33641	121	6	data	data	NOUN
bracis-33641	121	7	privacy	privacy	NOUN
bracis-33641	121	8	,	,	PUNCT
bracis-33641	121	9	fl	fl	PROPN
bracis-33641	121	10	operates	operate	VERB
bracis-33641	121	11	under	under	ADP
bracis-33641	121	12	the	the	DET
bracis-33641	121	13	premise	premise	NOUN
bracis-33641	121	14	of	of	ADP
bracis-33641	121	15	a	a	DET
bracis-33641	121	16	substantially	substantially	ADV
bracis-33641	121	17	smaller	small	ADJ
bracis-33641	121	18	annotated	annotate	VERB
bracis-33641	121	19	dataset	dataset	NOUN
bracis-33641	121	20	and	and	CCONJ
bracis-33641	121	21	strives	strive	VERB
bracis-33641	121	22	to	to	ADP
bracis-33641	121	23	harness	harness	ADJ
bracis-33641	121	24	collective	collective	ADJ
bracis-33641	121	25	learning	learning	NOUN
bracis-33641	121	26	from	from	ADP
bracis-33641	121	27	diverse	diverse	ADJ
bracis-33641	121	28	sources	source	NOUN
bracis-33641	121	29	.	.	PUNCT
bracis-33641	122	1	this	this	PRON
bracis-33641	122	2	underscores	underscore	VERB
bracis-33641	122	3	both	both	CCONJ
bracis-33641	122	4	the	the	DET
bracis-33641	122	5	potential	potential	ADJ
bracis-33641	122	6	inherent	inherent	ADJ
bracis-33641	122	7	in	in	ADP
bracis-33641	122	8	our	our	PRON
bracis-33641	122	9	proposed	propose	VERB
bracis-33641	122	10	solution	solution	NOUN
bracis-33641	122	11	and	and	CCONJ
bracis-33641	122	12	the	the	DET
bracis-33641	122	13	substantial	substantial	ADJ
bracis-33641	122	14	room	room	NOUN
bracis-33641	122	15	for	for	ADP
bracis-33641	122	16	further	further	ADJ
bracis-33641	122	17	enhancement	enhancement	NOUN
bracis-33641	122	18	.	.	PUNCT
bracis-33641	123	1	4	4	NUM
bracis-33641	123	2	conclusion	conclusion	NOUN
bracis-33641	123	3	this	this	DET
bracis-33641	123	4	work	work	NOUN
bracis-33641	123	5	presented	present	VERB
bracis-33641	123	6	a	a	DET
bracis-33641	123	7	federated	federate	VERB
bracis-33641	123	8	-	-	PUNCT
bracis-33641	123	9	learning	learning	NOUN
bracis-33641	123	10	-	-	PUNCT
bracis-33641	123	11	based	base	VERB
bracis-33641	123	12	solution	solution	NOUN
bracis-33641	123	13	for	for	ADP
bracis-33641	123	14	automatically	automatically	ADV
bracis-33641	123	15	identifying	identify	VERB
bracis-33641	123	16	lung	lung	NOUN
bracis-33641	123	17	diseases	disease	NOUN
bracis-33641	123	18	in	in	ADP
bracis-33641	123	19	chest	chest	NOUN
bracis-33641	123	20	x	x	NOUN
bracis-33641	123	21	-	-	NOUN
bracis-33641	123	22	ray	ray	NOUN
bracis-33641	123	23	images	image	NOUN
bracis-33641	123	24	,	,	PUNCT
bracis-33641	123	25	effectively	effectively	ADV
bracis-33641	123	26	tackling	tackle	VERB
bracis-33641	123	27	privacy	privacy	NOUN
bracis-33641	123	28	challenges	challenge	NOUN
bracis-33641	123	29	inherent	inherent	ADJ
bracis-33641	123	30	to	to	ADP
bracis-33641	123	31	medical	medical	ADJ
bracis-33641	123	32	imaging	imaging	NOUN
bracis-33641	123	33	and	and	CCONJ
bracis-33641	123	34	enhancing	enhance	VERB
bracis-33641	123	35	identification	identification	NOUN
bracis-33641	123	36	robustness	robustness	NOUN
bracis-33641	123	37	through	through	ADP
bracis-33641	123	38	federated	federated	ADJ
bracis-33641	123	39	learning	learning	NOUN
bracis-33641	123	40	.	.	PUNCT
bracis-33641	124	1	this	this	DET
bracis-33641	124	2	approach	approach	NOUN
bracis-33641	124	3	facilitates	facilitate	VERB
bracis-33641	124	4	decentralized	decentralized	ADJ
bracis-33641	124	5	and	and	CCONJ
bracis-33641	124	6	collaborative	collaborative	ADJ
bracis-33641	124	7	model	model	NOUN
bracis-33641	124	8	training	training	NOUN
bracis-33641	124	9	,	,	PUNCT
bracis-33641	124	10	embracing	embrace	VERB
bracis-33641	124	11	data	datum	NOUN
bracis-33641	124	12	from	from	ADP
bracis-33641	124	13	diverse	diverse	ADJ
bracis-33641	124	14	sources	source	NOUN
bracis-33641	124	15	.	.	PUNCT
bracis-33641	125	1	our	our	PRON
bracis-33641	125	2	solution	solution	NOUN
bracis-33641	125	3	was	be	AUX
bracis-33641	125	4	trained	train	VERB
bracis-33641	125	5	on	on	ADP
bracis-33641	125	6	considerably	considerably	ADV
bracis-33641	125	7	fewer	few	ADJ
bracis-33641	125	8	data	datum	NOUN
bracis-33641	125	9	per	per	ADP
bracis-33641	125	10	site	site	NOUN
bracis-33641	125	11	than	than	ADP
bracis-33641	125	12	the	the	DET
bracis-33641	125	13	baselines	baseline	NOUN
bracis-33641	125	14	,	,	PUNCT
bracis-33641	125	15	mirroring	mirror	VERB
bracis-33641	125	16	a	a	DET
bracis-33641	125	17	more	more	ADV
bracis-33641	125	18	realistic	realistic	ADJ
bracis-33641	125	19	clinical	clinical	ADJ
bracis-33641	125	20	setting	setting	NOUN
bracis-33641	125	21	.	.	PUNCT
bracis-33641	126	1	yet	yet	ADV
bracis-33641	126	2	,	,	PUNCT
bracis-33641	126	3	it	it	PRON
bracis-33641	126	4	endeavors	endeavor	VERB
bracis-33641	126	5	to	to	PART
bracis-33641	126	6	compete	compete	VERB
bracis-33641	126	7	with	with	ADP
bracis-33641	126	8	state	state	NOUN
bracis-33641	126	9	-	-	PUNCT
bracis-33641	126	10	of	of	ADP
bracis-33641	126	11	-	-	PUNCT
bracis-33641	126	12	the	the	DET
bracis-33641	126	13	-	-	PUNCT
bracis-33641	126	14	art	art	NOUN
bracis-33641	126	15	methods	method	NOUN
bracis-33641	126	16	that	that	PRON
bracis-33641	126	17	may	may	AUX
bracis-33641	126	18	not	not	PART
bracis-33641	126	19	be	be	AUX
bracis-33641	126	20	feasible	feasible	ADJ
bracis-33641	126	21	in	in	ADP
bracis-33641	126	22	a	a	DET
bracis-33641	126	23	clinical	clinical	ADJ
bracis-33641	126	24	scenario	scenario	NOUN
bracis-33641	126	25	since	since	SCONJ
bracis-33641	126	26	they	they	PRON
bracis-33641	126	27	demand	demand	VERB
bracis-33641	126	28	large	large	ADJ
bracis-33641	126	29	annotated	annotate	VERB
bracis-33641	126	30	sensitive	sensitive	ADJ
bracis-33641	126	31	datasets	dataset	NOUN
bracis-33641	126	32	due	due	ADJ
bracis-33641	126	33	to	to	ADP
bracis-33641	126	34	privacy	privacy	NOUN
bracis-33641	126	35	constraints	constraint	NOUN
bracis-33641	126	36	.	.	PUNCT
bracis-33641	127	1	our	our	PRON
bracis-33641	127	2	federated	federated	ADJ
bracis-33641	127	3	learning	learning	NOUN
bracis-33641	127	4	model	model	NOUN
bracis-33641	127	5	exhibits	exhibit	VERB
bracis-33641	127	6	significant	significant	ADJ
bracis-33641	127	7	potential	potential	NOUN
bracis-33641	127	8	for	for	ADP
bracis-33641	127	9	improvements	improvement	NOUN
bracis-33641	127	10	(	(	PUNCT
bracis-33641	127	11	e.g.	e.g.	ADV
bracis-33641	127	12	,	,	PUNCT
bracis-33641	127	13	fine	fine	ADV
bracis-33641	127	14	-	-	PUNCT
bracis-33641	127	15	tuning	tuning	NOUN
bracis-33641	127	16	)	)	PUNCT
bracis-33641	127	17	,	,	PUNCT
bracis-33641	127	18	allowing	allow	VERB
bracis-33641	127	19	it	it	PRON
bracis-33641	127	20	to	to	PART
bracis-33641	127	21	contend	contend	VERB
bracis-33641	127	22	with	with	ADP
bracis-33641	127	23	state	state	NOUN
bracis-33641	127	24	-	-	PUNCT
bracis-33641	127	25	of	of	ADP
bracis-33641	127	26	-	-	PUNCT
bracis-33641	127	27	the	the	DET
bracis-33641	127	28	-	-	PUNCT
bracis-33641	127	29	art	art	NOUN
bracis-33641	127	30	benchmarks	benchmark	NOUN
bracis-33641	127	31	following	follow	VERB
bracis-33641	127	32	further	further	ADJ
bracis-33641	127	33	refinements	refinement	NOUN
bracis-33641	127	34	.	.	PUNCT
bracis-33641	128	1	while	while	SCONJ
bracis-33641	128	2	hospitals	hospital	NOUN
bracis-33641	128	3	routinely	routinely	ADV
bracis-33641	128	4	collect	collect	VERB
bracis-33641	128	5	patient	patient	ADJ
bracis-33641	128	6	data	datum	NOUN
bracis-33641	128	7	,	,	PUNCT
bracis-33641	128	8	sharing	share	VERB
bracis-33641	128	9	these	these	DET
bracis-33641	128	10	data	datum	NOUN
bracis-33641	128	11	across	across	ADP
bracis-33641	128	12	multiple	multiple	ADJ
bracis-33641	128	13	hospitals	hospital	NOUN
bracis-33641	128	14	to	to	PART
bracis-33641	128	15	establish	establish	VERB
bracis-33641	128	16	a	a	DET
bracis-33641	128	17	comprehensive	comprehensive	ADJ
bracis-33641	128	18	large	large	ADJ
bracis-33641	128	19	dataset	dataset	NOUN
bracis-33641	128	20	is	be	AUX
bracis-33641	128	21	impractical	impractical	ADJ
bracis-33641	128	22	due	due	ADJ
bracis-33641	128	23	to	to	ADP
bracis-33641	128	24	privacy	privacy	NOUN
bracis-33641	128	25	constraints	constraint	NOUN
bracis-33641	128	26	.	.	PUNCT
bracis-33641	129	1	our	our	PRON
bracis-33641	129	2	solution	solution	NOUN
bracis-33641	129	3	followed	follow	VERB
bracis-33641	129	4	the	the	DET
bracis-33641	129	5	federated	federated	ADJ
bracis-33641	129	6	learning	learning	NOUN
bracis-33641	129	7	protocol	protocol	NOUN
bracis-33641	129	8	to	to	PART
bracis-33641	129	9	train	train	VERB
bracis-33641	129	10	decentralized	decentralize	VERB
bracis-33641	129	11	dense	dense	ADJ
bracis-33641	129	12	convolutional	convolutional	ADJ
bracis-33641	129	13	neural	neural	ADJ
bracis-33641	129	14	networks	network	NOUN
bracis-33641	129	15	across	across	ADP
bracis-33641	129	16	data	datum	NOUN
bracis-33641	129	17	from	from	ADP
bracis-33641	129	18	multiple	multiple	ADJ
bracis-33641	129	19	sites	site	NOUN
bracis-33641	129	20	(	(	PUNCT
bracis-33641	129	21	hospitals	hospital	NOUN
bracis-33641	129	22	)	)	PUNCT
bracis-33641	129	23	.	.	PUNCT
bracis-33641	130	1	throughout	throughout	ADP
bracis-33641	130	2	successive	successive	ADJ
bracis-33641	130	3	learning	learning	NOUN
bracis-33641	130	4	rounds	round	NOUN
bracis-33641	130	5	,	,	PUNCT
bracis-33641	130	6	each	each	DET
bracis-33641	130	7	hospital	hospital	NOUN
bracis-33641	130	8	’s	’s	PART
bracis-33641	130	9	learned	learn	VERB
bracis-33641	130	10	model	model	NOUN
bracis-33641	130	11	weights	weight	NOUN
bracis-33641	130	12	(	(	PUNCT
bracis-33641	130	13	knowledge	knowledge	NOUN
bracis-33641	130	14	)	)	PUNCT
bracis-33641	130	15	are	be	AUX
bracis-33641	130	16	shared	share	VERB
bracis-33641	130	17	with	with	ADP
bracis-33641	130	18	a	a	DET
bracis-33641	130	19	central	central	ADJ
bracis-33641	130	20	server	server	NOUN
bracis-33641	130	21	and	and	CCONJ
bracis-33641	130	22	aggregated	aggregate	VERB
bracis-33641	130	23	to	to	PART
bracis-33641	130	24	build	build	VERB
bracis-33641	130	25	a	a	DET
bracis-33641	130	26	global	global	ADJ
bracis-33641	130	27	model	model	NOUN
bracis-33641	130	28	,	,	PUNCT
bracis-33641	130	29	thus	thus	ADV
bracis-33641	130	30	preserving	preserve	VERB
bracis-33641	130	31	data	datum	NOUN
bracis-33641	130	32	privacy	privacy	NOUN
bracis-33641	130	33	and	and	CCONJ
bracis-33641	130	34	enhancing	enhance	VERB
bracis-33641	130	35	robustness	robustness	NOUN
bracis-33641	130	36	.	.	PUNCT
bracis-33641	131	1	our	our	PRON
bracis-33641	131	2	solution	solution	NOUN
bracis-33641	131	3	reported	report	VERB
bracis-33641	131	4	promising	promise	VERB
bracis-33641	131	5	results	result	NOUN
bracis-33641	131	6	in	in	ADP
bracis-33641	131	7	identifying	identify	VERB
bracis-33641	131	8	fourteen	fourteen	NUM
bracis-33641	131	9	lung	lung	NOUN
bracis-33641	131	10	diseases	disease	NOUN
bracis-33641	131	11	for	for	ADP
bracis-33641	131	12	a	a	DET
bracis-33641	131	13	comprehensive	comprehensive	ADJ
bracis-33641	131	14	chest	chest	NOUN
bracis-33641	131	15	x	x	NOUN
bracis-33641	131	16	-	-	NOUN
bracis-33641	131	17	ray	ray	NOUN
bracis-33641	131	18	dataset	dataset	NOUN
bracis-33641	131	19	.	.	PUNCT
bracis-33641	132	1	although	although	SCONJ
bracis-33641	132	2	it	it	PRON
bracis-33641	132	3	presented	present	VERB
bracis-33641	132	4	inferior	inferior	ADJ
bracis-33641	132	5	results	result	NOUN
bracis-33641	132	6	than	than	ADP
bracis-33641	132	7	state	state	NOUN
bracis-33641	132	8	-	-	PUNCT
bracis-33641	132	9	of	of	ADP
bracis-33641	132	10	-	-	PUNCT
bracis-33641	132	11	the	the	DET
bracis-33641	132	12	-	-	PUNCT
bracis-33641	132	13	art	art	NOUN
bracis-33641	132	14	methods	method	NOUN
bracis-33641	132	15	,	,	PUNCT
bracis-33641	132	16	their	their	PRON
bracis-33641	132	17	efficacy	efficacy	NOUN
bracis-33641	132	18	depends	depend	VERB
bracis-33641	132	19	on	on	ADP
bracis-33641	132	20	a	a	DET
bracis-33641	132	21	large	large	ADJ
bracis-33641	132	22	annotated	annotated	ADJ
bracis-33641	132	23	dataset	dataset	NOUN
bracis-33641	132	24	,	,	PUNCT
bracis-33641	132	25	a	a	DET
bracis-33641	132	26	demand	demand	NOUN
bracis-33641	132	27	often	often	ADV
bracis-33641	132	28	unfeasible	unfeasible	ADJ
bracis-33641	132	29	within	within	ADP
bracis-33641	132	30	practical	practical	ADJ
bracis-33641	132	31	clinical	clinical	ADJ
bracis-33641	132	32	workflows	workflow	NOUN
bracis-33641	132	33	.	.	PUNCT
bracis-33641	133	1	the	the	DET
bracis-33641	133	2	hurdles	hurdle	NOUN
bracis-33641	133	3	of	of	ADP
bracis-33641	133	4	assembling	assemble	VERB
bracis-33641	133	5	a	a	DET
bracis-33641	133	6	substantial	substantial	ADJ
bracis-33641	133	7	volume	volume	NOUN
bracis-33641	133	8	of	of	ADP
bracis-33641	133	9	annotated	annotate	VERB
bracis-33641	133	10	data	datum	NOUN
bracis-33641	133	11	for	for	ADP
bracis-33641	133	12	a	a	DET
bracis-33641	133	13	particular	particular	ADJ
bracis-33641	133	14	ailment	ailment	NOUN
bracis-33641	133	15	,	,	PUNCT
bracis-33641	133	16	combined	combine	VERB
bracis-33641	133	17	with	with	ADP
bracis-33641	133	18	the	the	DET
bracis-33641	133	19	laborious	laborious	ADJ
bracis-33641	133	20	and	and	CCONJ
bracis-33641	133	21	time	time	NOUN
bracis-33641	133	22	-	-	PUNCT
bracis-33641	133	23	intensive	intensive	ADJ
bracis-33641	133	24	data	datum	NOUN
bracis-33641	133	25	annotation	annotation	NOUN
bracis-33641	133	26	process	process	NOUN
bracis-33641	133	27	,	,	PUNCT
bracis-33641	133	28	underscore	underscore	VERB
bracis-33641	133	29	these	these	DET
bracis-33641	133	30	limitations	limitation	NOUN
bracis-33641	133	31	.	.	PUNCT
bracis-33641	134	1	in	in	ADP
bracis-33641	134	2	contrast	contrast	NOUN
bracis-33641	134	3	,	,	PUNCT
bracis-33641	134	4	our	our	PRON
bracis-33641	134	5	solution	solution	NOUN
bracis-33641	134	6	leverages	leverage	VERB
bracis-33641	134	7	lung	lung	NOUN
bracis-33641	134	8	disease	disease	NOUN
bracis-33641	134	9	identification	identification	NOUN
bracis-33641	134	10	by	by	ADP
bracis-33641	134	11	aggregating	aggregate	VERB
bracis-33641	134	12	the	the	DET
bracis-33641	134	13	knowledge	knowledge	NOUN
bracis-33641	134	14	learned	learn	VERB
bracis-33641	134	15	from	from	ADP
bracis-33641	134	16	smaller	small	ADJ
bracis-33641	134	17	datasets	dataset	NOUN
bracis-33641	134	18	across	across	ADP
bracis-33641	134	19	multiple	multiple	ADJ
bracis-33641	134	20	sites	site	NOUN
bracis-33641	134	21	,	,	PUNCT
bracis-33641	134	22	mirroring	mirror	VERB
bracis-33641	134	23	a	a	DET
bracis-33641	134	24	more	more	ADV
bracis-33641	134	25	realistic	realistic	ADJ
bracis-33641	134	26	clinical	clinical	ADJ
bracis-33641	134	27	setting	setting	NOUN
bracis-33641	134	28	.	.	PUNCT
bracis-33641	135	1	for	for	ADP
bracis-33641	135	2	future	future	ADJ
bracis-33641	135	3	work	work	NOUN
bracis-33641	135	4	,	,	PUNCT
bracis-33641	135	5	we	we	PRON
bracis-33641	135	6	first	first	ADV
bracis-33641	135	7	intend	intend	VERB
bracis-33641	135	8	to	to	PART
bracis-33641	135	9	refine	refine	VERB
bracis-33641	135	10	our	our	PRON
bracis-33641	135	11	dense	dense	ADJ
bracis-33641	135	12	cnn	cnn	PROPN
bracis-33641	135	13	through	through	ADP
bracis-33641	135	14	fine	fine	ADV
bracis-33641	135	15	-	-	PUNCT
bracis-33641	135	16	tuning	tuning	NOUN
bracis-33641	135	17	,	,	PUNCT
bracis-33641	135	18	regularization	regularization	NOUN
bracis-33641	135	19	methods	method	NOUN
bracis-33641	135	20	,	,	PUNCT
bracis-33641	135	21	and	and	CCONJ
bracis-33641	135	22	addressing	address	VERB
bracis-33641	135	23	the	the	DET
bracis-33641	135	24	class	class	NOUN
bracis-33641	135	25	imbalance	imbalance	NOUN
bracis-33641	135	26	.	.	PUNCT
bracis-33641	136	1	second	second	ADJ
bracis-33641	136	2	,	,	PUNCT
bracis-33641	136	3	we	we	PRON
bracis-33641	136	4	aspire	aspire	VERB
bracis-33641	136	5	to	to	PART
bracis-33641	136	6	assess	assess	VERB
bracis-33641	136	7	other	other	ADJ
bracis-33641	136	8	deep	deep	ADJ
bracis-33641	136	9	neural	neural	ADJ
bracis-33641	136	10	networks	network	NOUN
bracis-33641	136	11	for	for	ADP
bracis-33641	136	12	lung	lung	NOUN
bracis-33641	136	13	disease	disease	NOUN
bracis-33641	136	14	identification	identification	NOUN
bracis-33641	136	15	and	and	CCONJ
bracis-33641	136	16	consider	consider	VERB
bracis-33641	136	17	different	different	ADJ
bracis-33641	136	18	data	datum	NOUN
bracis-33641	136	19	volumes	volume	NOUN
bracis-33641	136	20	per	per	ADP
bracis-33641	136	21	site	site	NOUN
bracis-33641	136	22	,	,	PUNCT
bracis-33641	136	23	on	on	ADP
bracis-33641	136	24	non	non	ADJ
bracis-33641	136	25	-	-	ADJ
bracis-33641	136	26	iid	iid	ADJ
bracis-33641	136	27	scenarios	scenario	NOUN
bracis-33641	136	28	,	,	PUNCT
bracis-33641	136	29	and	and	CCONJ
bracis-33641	136	30	various	various	ADJ
bracis-33641	136	31	numbers	number	NOUN
bracis-33641	136	32	of	of	ADP
bracis-33641	136	33	sites	site	NOUN
bracis-33641	136	34	.	.	PUNCT
bracis-33641	137	1	finally	finally	ADV
bracis-33641	137	2	,	,	PUNCT
bracis-33641	137	3	we	we	PRON
bracis-33641	137	4	intend	intend	VERB
bracis-33641	137	5	to	to	PART
bracis-33641	137	6	evaluate	evaluate	VERB
bracis-33641	137	7	our	our	PRON
bracis-33641	137	8	solution	solution	NOUN
bracis-33641	137	9	in	in	ADP
bracis-33641	137	10	other	other	ADJ
bracis-33641	137	11	medical	medical	ADJ
bracis-33641	137	12	imaging	imaging	NOUN
bracis-33641	137	13	problems	problem	NOUN
bracis-33641	137	14	,	,	PUNCT
bracis-33641	137	15	such	such	ADJ
bracis-33641	137	16	as	as	ADP
bracis-33641	137	17	detecting	detect	VERB
bracis-33641	137	18	brain	brain	NOUN
bracis-33641	137	19	lesions	lesion	NOUN
bracis-33641	137	20	in	in	ADP
bracis-33641	137	21	mr	mr	PROPN
bracis-33641	137	22	images	image	NOUN
bracis-33641	137	23	.	.	PUNCT
bracis-33641	138	1	references	reference	NOUN
bracis-33641	138	2	regulation	regulation	NOUN
bracis-33641	138	3	(	(	PUNCT
bracis-33641	138	4	eu	eu	NOUN
bracis-33641	138	5	)	)	PUNCT
bracis-33641	138	6	2016/679	2016/679	NOUN
bracis-33641	138	7	of	of	ADP
bracis-33641	138	8	the	the	DET
bracis-33641	138	9	european	european	ADJ
bracis-33641	138	10	parliament	parliament	NOUN
bracis-33641	138	11	and	and	CCONJ
bracis-33641	138	12	of	of	ADP
bracis-33641	138	13	the	the	DET
bracis-33641	138	14	council	council	NOUN
bracis-33641	138	15	of	of	ADP
bracis-33641	138	16	27	27	NUM
bracis-33641	138	17	april	april	PROPN
bracis-33641	138	18	2016	2016	NUM
bracis-33641	138	19	on	on	ADP
bracis-33641	138	20	the	the	DET
bracis-33641	138	21	protection	protection	NOUN
bracis-33641	138	22	of	of	ADP
bracis-33641	138	23	natural	natural	ADJ
bracis-33641	138	24	persons	person	NOUN
bracis-33641	138	25	with	with	ADP
bracis-33641	138	26	regard	regard	NOUN
bracis-33641	138	27	to	to	ADP
bracis-33641	138	28	the	the	DET
bracis-33641	138	29	processing	processing	NOUN
bracis-33641	138	30	of	of	ADP
bracis-33641	138	31	personal	personal	ADJ
bracis-33641	138	32	data	datum	NOUN
bracis-33641	138	33	and	and	CCONJ
bracis-33641	138	34	on	on	ADP
bracis-33641	138	35	the	the	DET
bracis-33641	138	36	free	free	ADJ
bracis-33641	138	37	movement	movement	NOUN
bracis-33641	138	38	of	of	ADP
bracis-33641	138	39	such	such	ADJ
bracis-33641	138	40	data	datum	NOUN
bracis-33641	138	41	,	,	PUNCT
bracis-33641	138	42	and	and	CCONJ
bracis-33641	138	43	repealing	repeal	VERB
bracis-33641	138	44	directive	directive	NOUN
bracis-33641	138	45	95/46	95/46	NUM
bracis-33641	138	46	/	/	SYM
bracis-33641	138	47	ec	ec	PROPN
bracis-33641	138	48	(	(	PUNCT
bracis-33641	138	49	general	general	ADJ
bracis-33641	138	50	data	datum	NOUN
bracis-33641	138	51	protection	protection	PROPN
bracis-33641	138	52	regulation	regulation	PROPN
bracis-33641	138	53	)	)	PUNCT
bracis-33641	138	54	.	.	PUNCT
bracis-33641	139	1	official	official	ADJ
bracis-33641	139	2	journal	journal	NOUN
bracis-33641	139	3	of	of	ADP
bracis-33641	139	4	the	the	DET
bracis-33641	139	5	european	european	PROPN
bracis-33641	139	6	union	union	PROPN
bracis-33641	139	7	(	(	PUNCT
bracis-33641	139	8	2016	2016	NUM
bracis-33641	139	9	)	)	PUNCT
bracis-33641	139	10	.	.	PUNCT
bracis-33641	140	1	https://eur-lex.europa.eu/legal-content/en/txt/pdf/?uri=celex:32016r0679	https://eur-lex.europa.eu/legal-content/en/txt/pdf/?uri=celex:32016r0679	X
bracis-33641	140	2	.	.	PROPN
bracis-33641	140	3	accessed	access	VERB
bracis-33641	140	4	08	08	NUM
bracis-33641	140	5	july	july	PROPN
bracis-33641	140	6	2023	2023	NUM
bracis-33641	140	7	beutel	beutel	NOUN
bracis-33641	140	8	,	,	PUNCT
bracis-33641	140	9	d.j	d.j	PROPN
bracis-33641	140	10	.	.	PROPN
bracis-33641	140	11	,	,	PUNCT
bracis-33641	140	12	et	et	PROPN
bracis-33641	140	13	al	al	PROPN
bracis-33641	140	14	.	.	PROPN
bracis-33641	140	15	:	:	PUNCT
bracis-33641	141	1	flower	flower	NOUN
bracis-33641	141	2	:	:	PUNCT
bracis-33641	141	3	a	a	DET
bracis-33641	141	4	friendly	friendly	ADJ
bracis-33641	141	5	federated	federated	ADJ
bracis-33641	141	6	learning	learn	VERB
bracis-33641	141	7	research	research	NOUN
bracis-33641	141	8	framework	framework	NOUN
bracis-33641	141	9	.	.	PUNCT
bracis-33641	142	1	arxiv	arxiv	PROPN
bracis-33641	142	2	preprint	preprint	PROPN
bracis-33641	142	3	arxiv:2007.14390	arxiv:2007.14390	PROPN
bracis-33641	142	4	(	(	PUNCT
bracis-33641	142	5	2020	2020	NUM
bracis-33641	142	6	)	)	PUNCT
bracis-33641	142	7	bonawitz	bonawitz	NOUN
bracis-33641	142	8	,	,	PUNCT
bracis-33641	142	9	k.	k.	PROPN
bracis-33641	142	10	,	,	PUNCT
bracis-33641	142	11	et	et	PROPN
bracis-33641	142	12	al	al	PROPN
bracis-33641	142	13	.	.	PROPN
bracis-33641	142	14	:	:	PUNCT
bracis-33641	143	1	towards	towards	ADP
bracis-33641	143	2	federated	federated	ADJ
bracis-33641	143	3	learning	learning	NOUN
bracis-33641	143	4	at	at	ADP
bracis-33641	143	5	scale	scale	NOUN
bracis-33641	143	6	:	:	PUNCT
bracis-33641	143	7	system	system	NOUN
bracis-33641	143	8	design	design	NOUN
bracis-33641	143	9	.	.	PUNCT
bracis-33641	144	1	proc	proc	NOUN
bracis-33641	144	2	.	.	PUNCT
bracis-33641	145	1	mach	mach	PROPN
bracis-33641	145	2	.	.	PUNCT
bracis-33641	146	1	learn	learn	VERB
bracis-33641	146	2	.	.	PUNCT
bracis-33641	147	1	syst	syst	PROPN
bracis-33641	147	2	.	.	PUNCT
bracis-33641	148	1	1	1	NUM
bracis-33641	148	2	,	,	PUNCT
bracis-33641	148	3	374–388	374–388	NUM
bracis-33641	148	4	(	(	PUNCT
bracis-33641	148	5	2019	2019	NUM
bracis-33641	148	6	)	)	PUNCT
bracis-33641	148	7	math	math	NOUN
bracis-33641	148	8	  	  	SPACE
bracis-33641	148	9	google	google	PROPN
bracis-33641	148	10	scholar	scholar	NOUN
bracis-33641	148	11	  	  	SPACE
bracis-33641	148	12	deng	deng	PROPN
bracis-33641	148	13	,	,	PUNCT
bracis-33641	148	14	j.	j.	PROPN
bracis-33641	148	15	,	,	PUNCT
bracis-33641	148	16	dong	dong	PROPN
bracis-33641	148	17	,	,	PUNCT
bracis-33641	148	18	w.	w.	PROPN
bracis-33641	148	19	,	,	PUNCT
bracis-33641	148	20	socher	socher	PROPN
bracis-33641	148	21	,	,	PUNCT
bracis-33641	148	22	r.	r.	PROPN
bracis-33641	148	23	,	,	PUNCT
bracis-33641	148	24	li	li	PROPN
bracis-33641	148	25	,	,	PUNCT
bracis-33641	148	26	l.j	l.j	PROPN
bracis-33641	148	27	.	.	PROPN
bracis-33641	148	28	,	,	PUNCT
bracis-33641	148	29	li	li	PROPN
bracis-33641	148	30	,	,	PUNCT
bracis-33641	148	31	k.	k.	PROPN
bracis-33641	148	32	,	,	PUNCT
bracis-33641	148	33	fei	fei	PROPN
bracis-33641	148	34	-	-	PUNCT
bracis-33641	148	35	fei	fei	PROPN
bracis-33641	148	36	,	,	PUNCT
bracis-33641	148	37	l.	l.	PROPN
bracis-33641	148	38	:	:	PUNCT
bracis-33641	148	39	imagenet	imagenet	PROPN
bracis-33641	148	40	:	:	PUNCT
bracis-33641	148	41	a	a	DET
bracis-33641	148	42	large	large	ADJ
bracis-33641	148	43	-	-	PUNCT
bracis-33641	148	44	scale	scale	NOUN
bracis-33641	148	45	hierarchical	hierarchical	ADJ
bracis-33641	148	46	image	image	NOUN
bracis-33641	148	47	database	database	NOUN
bracis-33641	148	48	.	.	PUNCT
bracis-33641	149	1	in	in	ADP
bracis-33641	149	2	:	:	PUNCT
bracis-33641	149	3	2009	2009	NUM
bracis-33641	149	4	ieee	ieee	NOUN
bracis-33641	149	5	conference	conference	NOUN
bracis-33641	149	6	on	on	ADP
bracis-33641	149	7	computer	computer	NOUN
bracis-33641	149	8	vision	vision	NOUN
bracis-33641	149	9	and	and	CCONJ
bracis-33641	149	10	pattern	pattern	NOUN
bracis-33641	149	11	recognition	recognition	NOUN
bracis-33641	149	12	,	,	PUNCT
bracis-33641	149	13	pp	pp	ADP
bracis-33641	149	14	.	.	PUNCT
bracis-33641	150	1	248–255	248–255	NUM
bracis-33641	150	2	.	.	X
bracis-33641	150	3	ieee	ieee	NOUN
bracis-33641	150	4	(	(	PUNCT
bracis-33641	150	5	2009	2009	NUM
bracis-33641	150	6	)	)	PUNCT
bracis-33641	150	7	google	google	PROPN
bracis-33641	150	8	scholar	scholar	NOUN
bracis-33641	150	9	  	  	SPACE
bracis-33641	150	10	gr01	gr01	PROPN
bracis-33641	150	11	:	:	PUNCT
bracis-33641	150	12	as	as	ADP
bracis-33641	150	13	9	9	NUM
bracis-33641	150	14	maiores	maiore	NOUN
bracis-33641	150	15	tendências	tendências	PROPN
bracis-33641	150	16	da	da	X
bracis-33641	150	17	iot	iot	PROPN
bracis-33641	150	18	para	para	PROPN
bracis-33641	150	19	o	o	PROPN
bracis-33641	150	20	mundo	mundo	PROPN
bracis-33641	150	21	moderno	moderno	PROPN
bracis-33641	150	22	(	(	PUNCT
bracis-33641	150	23	2022	2022	NUM
bracis-33641	150	24	)	)	PUNCT
bracis-33641	150	25	.	.	PUNCT
bracis-33641	151	1	https://gr1d.io/2022/09/02/inteligencia-artificial-3	https://gr1d.io/2022/09/02/inteligencia-artificial-3	PROPN
bracis-33641	151	2	.	.	PUNCT
bracis-33641	152	1	accessed	access	VERB
bracis-33641	152	2	13	13	NUM
bracis-33641	152	3	dec	dec	PROPN
bracis-33641	152	4	2023	2023	NUM
bracis-33641	152	5	huang	huang	PROPN
bracis-33641	152	6	,	,	PUNCT
bracis-33641	152	7	g.	g.	PROPN
bracis-33641	152	8	,	,	PUNCT
bracis-33641	152	9	liu	liu	PROPN
bracis-33641	152	10	,	,	PUNCT
bracis-33641	152	11	z.	z.	PROPN
bracis-33641	152	12	,	,	PUNCT
bracis-33641	152	13	van	van	PROPN
bracis-33641	152	14	 	 	SPACE
bracis-33641	152	15	der	der	NOUN
bracis-33641	152	16	maaten	maaten	VERB
bracis-33641	152	17	,	,	PUNCT
bracis-33641	152	18	l.	l.	PROPN
bracis-33641	152	19	,	,	PUNCT
bracis-33641	152	20	weinberger	weinberger	PROPN
bracis-33641	152	21	,	,	PUNCT
bracis-33641	152	22	k.q	k.q	PROPN
bracis-33641	152	23	.	.	PROPN
bracis-33641	152	24	:	:	PUNCT
bracis-33641	152	25	densely	densely	ADV
bracis-33641	152	26	connected	connect	VERB
bracis-33641	152	27	convolutional	convolutional	ADJ
bracis-33641	152	28	networks	network	NOUN
bracis-33641	152	29	.	.	PUNCT
bracis-33641	153	1	in	in	ADP
bracis-33641	153	2	:	:	PUNCT
bracis-33641	153	3	proceedings	proceeding	NOUN
bracis-33641	153	4	of	of	ADP
bracis-33641	153	5	the	the	DET
bracis-33641	153	6	ieee	ieee	NOUN
bracis-33641	153	7	conference	conference	NOUN
bracis-33641	153	8	on	on	ADP
bracis-33641	153	9	computer	computer	NOUN
bracis-33641	153	10	vision	vision	NOUN
bracis-33641	153	11	and	and	CCONJ
bracis-33641	153	12	pattern	pattern	NOUN
bracis-33641	153	13	recognition	recognition	NOUN
bracis-33641	153	14	(	(	PUNCT
bracis-33641	153	15	cvpr	cvpr	NOUN
bracis-33641	153	16	)	)	PUNCT
bracis-33641	153	17	(	(	PUNCT
bracis-33641	153	18	2017	2017	NUM
bracis-33641	153	19	)	)	PUNCT
bracis-33641	153	20	google	google	PROPN
bracis-33641	153	21	scholar	scholar	NOUN
bracis-33641	153	22	  	  	SPACE
bracis-33641	153	23	kairouz	kairouz	NOUN
bracis-33641	153	24	,	,	PUNCT
bracis-33641	153	25	p.	p.	PROPN
bracis-33641	153	26	,	,	PUNCT
bracis-33641	153	27	et	et	PROPN
bracis-33641	153	28	al	al	PROPN
bracis-33641	153	29	.	.	PROPN
bracis-33641	153	30	:	:	PUNCT
bracis-33641	154	1	advances	advance	NOUN
bracis-33641	154	2	and	and	CCONJ
bracis-33641	154	3	open	open	ADJ
bracis-33641	154	4	problems	problem	NOUN
bracis-33641	154	5	in	in	ADP
bracis-33641	154	6	federated	federated	ADJ
bracis-33641	154	7	learning	learning	NOUN
bracis-33641	154	8	.	.	PUNCT
bracis-33641	154	9	found	find	VERB
bracis-33641	154	10	.	.	PUNCT
bracis-33641	155	1	trends	trend	NOUN
bracis-33641	155	2	®	®	NOUN
bracis-33641	155	3	mach	mach	NOUN
bracis-33641	155	4	.	.	PUNCT
bracis-33641	156	1	learn	learn	VERB
bracis-33641	156	2	.	.	PUNCT
bracis-33641	157	1	14(1–2	14(1–2	NOUN
bracis-33641	157	2	)	)	PUNCT
bracis-33641	157	3	,	,	PUNCT
bracis-33641	157	4	1–210	1–210	NUM
bracis-33641	157	5	(	(	PUNCT
bracis-33641	157	6	2021	2021	NUM
bracis-33641	157	7	)	)	PUNCT
bracis-33641	157	8	google	google	NOUN
bracis-33641	157	9	scholar	scholar	NOUN
bracis-33641	157	10	  	  	SPACE
bracis-33641	157	11	lecun	lecun	ADJ
bracis-33641	157	12	,	,	PUNCT
bracis-33641	157	13	y.	y.	PROPN
bracis-33641	157	14	,	,	PUNCT
bracis-33641	157	15	bengio	bengio	PROPN
bracis-33641	157	16	,	,	PUNCT
bracis-33641	157	17	y.	y.	PROPN
bracis-33641	157	18	,	,	PUNCT
bracis-33641	157	19	hinton	hinton	PROPN
bracis-33641	157	20	,	,	PUNCT
bracis-33641	157	21	g.	g.	PROPN
bracis-33641	157	22	:	:	PUNCT
bracis-33641	157	23	deep	deep	ADJ
bracis-33641	157	24	learning	learning	NOUN
bracis-33641	157	25	.	.	PUNCT
bracis-33641	158	1	nature	nature	NOUN
bracis-33641	158	2	521(7553	521(7553	NUM
bracis-33641	158	3	)	)	PUNCT
bracis-33641	158	4	,	,	PUNCT
bracis-33641	158	5	436–444	436–444	NUM
bracis-33641	158	6	(	(	PUNCT
bracis-33641	158	7	2015	2015	NUM
bracis-33641	158	8	)	)	PUNCT
bracis-33641	158	9	article	article	NOUN
bracis-33641	158	10	  	  	SPACE
bracis-33641	158	11	math	math	NOUN
bracis-33641	158	12	  	  	SPACE
bracis-33641	158	13	google	google	PROPN
bracis-33641	158	14	scholar	scholar	NOUN
bracis-33641	158	15	  	  	SPACE
bracis-33641	158	16	lecun	lecun	ADJ
bracis-33641	158	17	,	,	PUNCT
bracis-33641	158	18	y.	y.	PROPN
bracis-33641	158	19	,	,	PUNCT
bracis-33641	158	20	bottou	bottou	PROPN
bracis-33641	158	21	,	,	PUNCT
bracis-33641	158	22	l.	l.	PROPN
bracis-33641	158	23	,	,	PUNCT
bracis-33641	158	24	bengio	bengio	PROPN
bracis-33641	158	25	,	,	PUNCT
bracis-33641	158	26	y.	y.	PROPN
bracis-33641	158	27	,	,	PUNCT
bracis-33641	158	28	haffner	haffner	NOUN
bracis-33641	158	29	,	,	PUNCT
bracis-33641	158	30	p.	p.	NOUN
bracis-33641	158	31	:	:	PUNCT
bracis-33641	158	32	gradient	gradient	NOUN
bracis-33641	158	33	-	-	PUNCT
bracis-33641	158	34	based	base	VERB
bracis-33641	158	35	learning	learning	NOUN
bracis-33641	158	36	applied	apply	VERB
bracis-33641	158	37	to	to	ADP
bracis-33641	158	38	document	document	NOUN
bracis-33641	158	39	recognition	recognition	NOUN
bracis-33641	158	40	.	.	PUNCT
bracis-33641	159	1	proc	proc	PROPN
bracis-33641	159	2	.	.	PUNCT
bracis-33641	160	1	ieee	ieee	PROPN
bracis-33641	160	2	86(11	86(11	NUM
bracis-33641	160	3	)	)	PUNCT
bracis-33641	160	4	,	,	PUNCT
bracis-33641	160	5	2278–2324	2278–2324	NUM
bracis-33641	160	6	(	(	PUNCT
bracis-33641	160	7	1998	1998	NUM
bracis-33641	160	8	)	)	PUNCT
bracis-33641	160	9	article	article	NOUN
bracis-33641	160	10	  	  	SPACE
bracis-33641	160	11	math	math	NOUN
bracis-33641	160	12	  	  	SPACE
bracis-33641	160	13	google	google	PROPN
bracis-33641	160	14	scholar	scholar	NOUN
bracis-33641	160	15	  	  	SPACE
bracis-33641	160	16	lim	lim	PROPN
bracis-33641	160	17	,	,	PUNCT
bracis-33641	160	18	w.y.b	w.y.b	NOUN
bracis-33641	160	19	.	.	PUNCT
bracis-33641	160	20	,	,	PUNCT
bracis-33641	160	21	et	et	PROPN
bracis-33641	160	22	al	al	PROPN
bracis-33641	160	23	.	.	PROPN
bracis-33641	160	24	:	:	PUNCT
bracis-33641	160	25	federated	federated	ADJ
bracis-33641	160	26	learning	learning	NOUN
bracis-33641	160	27	in	in	ADP
bracis-33641	160	28	mobile	mobile	ADJ
bracis-33641	160	29	edge	edge	NOUN
bracis-33641	160	30	networks	network	NOUN
bracis-33641	160	31	:	:	PUNCT
bracis-33641	160	32	a	a	DET
bracis-33641	160	33	comprehensive	comprehensive	ADJ
bracis-33641	160	34	survey	survey	NOUN
bracis-33641	160	35	.	.	PUNCT
bracis-33641	161	1	ieee	ieee	PROPN
bracis-33641	161	2	commun	commun	PROPN
bracis-33641	161	3	.	.	PUNCT
bracis-33641	162	1	surv	surv	PROPN
bracis-33641	162	2	.	.	PUNCT
bracis-33641	163	1	tutor	tutor	NOUN
bracis-33641	163	2	.	.	PUNCT
bracis-33641	164	1	22(3	22(3	NUM
bracis-33641	164	2	)	)	PUNCT
bracis-33641	164	3	,	,	PUNCT
bracis-33641	164	4	2031–2063	2031–2063	NUM
bracis-33641	164	5	(	(	PUNCT
bracis-33641	164	6	2020	2020	NUM
bracis-33641	164	7	)	)	PUNCT
bracis-33641	164	8	article	article	NOUN
bracis-33641	164	9	  	  	SPACE
bracis-33641	164	10	math	math	NOUN
bracis-33641	164	11	  	  	SPACE
bracis-33641	164	12	google	google	PROPN
bracis-33641	164	13	scholar	scholar	NOUN
bracis-33641	164	14	  	  	SPACE
bracis-33641	164	15	mcmahan	mcmahan	PROPN
bracis-33641	164	16	,	,	PUNCT
bracis-33641	164	17	b.	b.	PROPN
bracis-33641	164	18	,	,	PUNCT
bracis-33641	164	19	moore	moore	PROPN
bracis-33641	164	20	,	,	PUNCT
bracis-33641	164	21	e.	e.	PROPN
bracis-33641	164	22	,	,	PUNCT
bracis-33641	164	23	ramage	ramage	NOUN
bracis-33641	164	24	,	,	PUNCT
bracis-33641	164	25	d.	d.	PROPN
bracis-33641	164	26	,	,	PUNCT
bracis-33641	164	27	hampson	hampson	PROPN
bracis-33641	164	28	,	,	PUNCT
bracis-33641	164	29	s.	s.	PROPN
bracis-33641	164	30	,	,	PUNCT
bracis-33641	164	31	arcas	arcas	NOUN
bracis-33641	164	32	,	,	PUNCT
bracis-33641	164	33	b.a.y	b.a.y	NOUN
bracis-33641	164	34	.	.	PUNCT
bracis-33641	164	35	:	:	PUNCT
bracis-33641	165	1	communication	communication	NOUN
bracis-33641	165	2	-	-	PUNCT
bracis-33641	165	3	efficient	efficient	ADJ
bracis-33641	165	4	learning	learning	NOUN
bracis-33641	165	5	of	of	ADP
bracis-33641	165	6	deep	deep	ADJ
bracis-33641	165	7	networks	network	NOUN
bracis-33641	165	8	from	from	ADP
bracis-33641	165	9	decentralized	decentralized	ADJ
bracis-33641	165	10	data	datum	NOUN
bracis-33641	165	11	.	.	PUNCT
bracis-33641	166	1	in	in	ADP
bracis-33641	166	2	:	:	PUNCT
bracis-33641	166	3	singh	singh	PROPN
bracis-33641	166	4	,	,	PUNCT
bracis-33641	166	5	a.	a.	PROPN
bracis-33641	166	6	,	,	PUNCT
bracis-33641	166	7	zhu	zhu	PROPN
bracis-33641	166	8	,	,	PUNCT
bracis-33641	166	9	j.	j.	PROPN
bracis-33641	166	10	(	(	PUNCT
bracis-33641	166	11	eds	eds	PROPN
bracis-33641	166	12	.	.	PUNCT
bracis-33641	166	13	)	)	PUNCT
bracis-33641	166	14	proceedings	proceeding	NOUN
bracis-33641	166	15	of	of	ADP
bracis-33641	166	16	the	the	DET
bracis-33641	166	17	20th	20th	ADJ
bracis-33641	166	18	international	international	ADJ
bracis-33641	166	19	conference	conference	NOUN
bracis-33641	166	20	on	on	ADP
bracis-33641	166	21	artificial	artificial	ADJ
bracis-33641	166	22	intelligence	intelligence	NOUN
bracis-33641	166	23	and	and	CCONJ
bracis-33641	166	24	statistics	statistic	NOUN
bracis-33641	166	25	.	.	PUNCT
bracis-33641	167	1	proceedings	proceeding	NOUN
bracis-33641	167	2	of	of	ADP
bracis-33641	167	3	machine	machine	NOUN
bracis-33641	167	4	learning	learn	VERB
bracis-33641	167	5	research	research	NOUN
bracis-33641	167	6	,	,	PUNCT
bracis-33641	167	7	vol	vol	NOUN
bracis-33641	167	8	.	.	PUNCT
bracis-33641	167	9	 	 	SPACE
bracis-33641	167	10	54	54	NUM
bracis-33641	167	11	,	,	PUNCT
bracis-33641	167	12	pp	pp	ADJ
bracis-33641	167	13	.	.	PUNCT
bracis-33641	168	1	1273–1282	1273–1282	NUM
bracis-33641	168	2	.	.	PUNCT
bracis-33641	169	1	pmlr	pmlr	NOUN
bracis-33641	169	2	(	(	PUNCT
bracis-33641	169	3	2017	2017	NUM
bracis-33641	169	4	)	)	PUNCT
bracis-33641	169	5	.	.	PUNCT
bracis-33641	170	1	https://proceedings.mlr.press/v54/mcmahan17a.html	https://proceedings.mlr.press/v54/mcmahan17a.html	PROPN
bracis-33641	170	2	mcmahan	mcmahan	PROPN
bracis-33641	170	3	,	,	PUNCT
bracis-33641	170	4	h.b	h.b	PROPN
bracis-33641	170	5	.	.	PROPN
bracis-33641	170	6	,	,	PUNCT
bracis-33641	170	7	moore	moore	PROPN
bracis-33641	170	8	,	,	PUNCT
bracis-33641	170	9	e.	e.	PROPN
bracis-33641	170	10	,	,	PUNCT
bracis-33641	170	11	ramage	ramage	NOUN
bracis-33641	170	12	,	,	PUNCT
bracis-33641	170	13	d.	d.	PROPN
bracis-33641	170	14	,	,	PUNCT
bracis-33641	170	15	arcas	arcas	PROPN
bracis-33641	170	16	,	,	PUNCT
bracis-33641	170	17	b.a	b.a	PROPN
bracis-33641	170	18	.	.	PROPN
bracis-33641	170	19	:	:	PUNCT
bracis-33641	170	20	federated	federated	ADJ
bracis-33641	170	21	learning	learning	NOUN
bracis-33641	170	22	of	of	ADP
bracis-33641	170	23	deep	deep	ADJ
bracis-33641	170	24	networks	network	NOUN
bracis-33641	170	25	using	use	VERB
bracis-33641	170	26	model	model	NOUN
bracis-33641	170	27	averaging	averaging	NOUN
bracis-33641	170	28	.	.	PUNCT
bracis-33641	171	1	arxiv	arxiv	PROPN
bracis-33641	171	2	preprint	preprint	NOUN
bracis-33641	171	3	arxiv:1602.05629	arxiv:1602.05629	NOUN
bracis-33641	171	4	2	2	NUM
bracis-33641	171	5	(	(	PUNCT
bracis-33641	171	6	2016	2016	NUM
bracis-33641	171	7	)	)	PUNCT
bracis-33641	171	8	newman	newman	PROPN
bracis-33641	171	9	-	-	PUNCT
bracis-33641	171	10	toker	toker	PROPN
bracis-33641	171	11	,	,	PUNCT
bracis-33641	171	12	d.e	d.e	PROPN
bracis-33641	171	13	.	.	PROPN
bracis-33641	171	14	,	,	PUNCT
bracis-33641	171	15	et	et	PROPN
bracis-33641	171	16	al	al	PROPN
bracis-33641	171	17	.	.	PUNCT
bracis-33641	171	18	:	:	PUNCT
bracis-33641	172	1	burden	burden	NOUN
bracis-33641	172	2	of	of	ADP
bracis-33641	172	3	serious	serious	ADJ
bracis-33641	172	4	harms	harm	NOUN
bracis-33641	172	5	from	from	ADP
bracis-33641	172	6	diagnostic	diagnostic	ADJ
bracis-33641	172	7	error	error	NOUN
bracis-33641	172	8	in	in	ADP
bracis-33641	172	9	the	the	DET
bracis-33641	172	10	usa	usa	PROPN
bracis-33641	172	11	.	.	PROPN
bracis-33641	172	12	bmj	bmj	PROPN
bracis-33641	172	13	qual	qual	PROPN
bracis-33641	172	14	.	.	PUNCT
bracis-33641	172	15	saf	saf	PROPN
bracis-33641	172	16	.	.	PROPN
bracis-33641	172	17	(	(	PUNCT
bracis-33641	172	18	2023	2023	NUM
bracis-33641	172	19	)	)	PUNCT
bracis-33641	172	20	.	.	PUNCT
bracis-33641	173	1	https://doi.org/10.1136/bmjqs-2021-014130	https://doi.org/10.1136/bmjqs-2021-014130	NOUN
bracis-33641	173	2	article	article	NOUN
bracis-33641	173	3	  	  	SPACE
bracis-33641	173	4	math	math	NOUN
bracis-33641	173	5	  	  	SPACE
bracis-33641	173	6	google	google	PROPN
bracis-33641	173	7	scholar	scholar	NOUN
bracis-33641	173	8	  	  	SPACE
bracis-33641	173	9	rajpurkar	rajpurkar	NOUN
bracis-33641	173	10	,	,	PUNCT
bracis-33641	173	11	p.	p.	PROPN
bracis-33641	173	12	,	,	PUNCT
bracis-33641	173	13	et	et	PROPN
bracis-33641	173	14	 	 	SPACE
bracis-33641	173	15	al	al	PROPN
bracis-33641	173	16	.	.	PROPN
bracis-33641	173	17	:	:	PUNCT
bracis-33641	174	1	chexnet	chexnet	NOUN
bracis-33641	174	2	:	:	PUNCT
bracis-33641	174	3	radiologist	radiologist	NOUN
bracis-33641	174	4	-	-	PUNCT
bracis-33641	174	5	level	level	NOUN
bracis-33641	174	6	pneumonia	pneumonia	NOUN
bracis-33641	174	7	detection	detection	NOUN
bracis-33641	174	8	on	on	ADP
bracis-33641	174	9	chest	chest	NOUN
bracis-33641	174	10	x	x	NOUN
bracis-33641	174	11	-	-	NOUN
bracis-33641	174	12	rays	ray	NOUN
bracis-33641	174	13	with	with	ADP
bracis-33641	174	14	deep	deep	ADJ
bracis-33641	174	15	learning	learning	NOUN
bracis-33641	174	16	.	.	PUNCT
bracis-33641	175	1	arxiv	arxiv	PROPN
bracis-33641	175	2	preprint	preprint	VERB
bracis-33641	175	3	arxiv:1711.05225	arxiv:1711.05225	NOUN
bracis-33641	175	4	(	(	PUNCT
bracis-33641	175	5	2017	2017	NUM
bracis-33641	175	6	)	)	PUNCT
bracis-33641	175	7	ryffel	ryffel	NOUN
bracis-33641	175	8	,	,	PUNCT
bracis-33641	175	9	t.	t.	PROPN
bracis-33641	175	10	,	,	PUNCT
bracis-33641	175	11	et	et	PROPN
bracis-33641	175	12	al	al	PROPN
bracis-33641	175	13	.	.	PROPN
bracis-33641	175	14	:	:	PUNCT
bracis-33641	176	1	a	a	DET
bracis-33641	176	2	generic	generic	ADJ
bracis-33641	176	3	framework	framework	NOUN
bracis-33641	176	4	for	for	ADP
bracis-33641	176	5	privacy	privacy	NOUN
bracis-33641	176	6	preserving	preserve	VERB
bracis-33641	176	7	deep	deep	ADJ
bracis-33641	176	8	learning	learning	NOUN
bracis-33641	176	9	.	.	PUNCT
bracis-33641	177	1	arxiv	arxiv	PROPN
bracis-33641	177	2	preprint	preprint	VERB
bracis-33641	177	3	arxiv:1811.04017	arxiv:1811.04017	NOUN
bracis-33641	177	4	(	(	PUNCT
bracis-33641	177	5	2018	2018	NUM
bracis-33641	177	6	)	)	PUNCT
bracis-33641	177	7	sheller	sheller	NOUN
bracis-33641	177	8	,	,	PUNCT
bracis-33641	177	9	m.j	m.j	PROPN
bracis-33641	177	10	.	.	PROPN
bracis-33641	177	11	,	,	PUNCT
bracis-33641	177	12	et	et	PROPN
bracis-33641	177	13	al	al	PROPN
bracis-33641	177	14	.	.	PROPN
bracis-33641	177	15	:	:	PUNCT
bracis-33641	177	16	federated	federated	ADJ
bracis-33641	177	17	learning	learning	NOUN
bracis-33641	177	18	in	in	ADP
bracis-33641	177	19	medicine	medicine	NOUN
bracis-33641	177	20	:	:	PUNCT
bracis-33641	177	21	facilitating	facilitate	VERB
bracis-33641	177	22	multi	multi	ADJ
bracis-33641	177	23	-	-	ADJ
bracis-33641	177	24	institutional	institutional	ADJ
bracis-33641	177	25	collaborations	collaboration	NOUN
bracis-33641	177	26	without	without	ADP
bracis-33641	177	27	sharing	share	VERB
bracis-33641	177	28	patient	patient	ADJ
bracis-33641	177	29	data	datum	NOUN
bracis-33641	177	30	.	.	PUNCT
bracis-33641	178	1	sci	sci	PROPN
bracis-33641	178	2	.	.	PROPN
bracis-33641	178	3	rep	rep	PROPN
bracis-33641	178	4	.	.	PROPN
bracis-33641	178	5	10(1	10(1	NUM
bracis-33641	178	6	)	)	PUNCT
bracis-33641	178	7	,	,	PUNCT
bracis-33641	178	8	12598	12598	NUM
bracis-33641	178	9	(	(	PUNCT
bracis-33641	178	10	2020	2020	NUM
bracis-33641	178	11	)	)	PUNCT
bracis-33641	178	12	article	article	NOUN
bracis-33641	178	13	  	  	SPACE
bracis-33641	178	14	math	math	NOUN
bracis-33641	178	15	  	  	SPACE
bracis-33641	178	16	google	google	PROPN
bracis-33641	178	17	scholar	scholar	NOUN
bracis-33641	178	18	  	  	SPACE
bracis-33641	178	19	takao	takao	PROPN
bracis-33641	178	20	,	,	PUNCT
bracis-33641	178	21	m.m.v	m.m.v	PROPN
bracis-33641	178	22	.	.	PROPN
bracis-33641	178	23	,	,	PUNCT
bracis-33641	178	24	et	et	PROPN
bracis-33641	178	25	al	al	PROPN
bracis-33641	178	26	.	.	PROPN
bracis-33641	178	27	:	:	PUNCT
bracis-33641	179	1	artificial	artificial	ADJ
bracis-33641	179	2	intelligence	intelligence	NOUN
bracis-33641	179	3	in	in	ADP
bracis-33641	179	4	allergy	allergy	NOUN
bracis-33641	179	5	and	and	CCONJ
bracis-33641	179	6	immunology	immunology	NOUN
bracis-33641	179	7	:	:	PUNCT
bracis-33641	179	8	comparing	compare	VERB
bracis-33641	179	9	risk	risk	NOUN
bracis-33641	179	10	prediction	prediction	NOUN
bracis-33641	179	11	models	model	NOUN
bracis-33641	179	12	to	to	PART
bracis-33641	179	13	help	help	VERB
bracis-33641	179	14	screen	screen	VERB
bracis-33641	179	15	inborn	inborn	ADJ
bracis-33641	179	16	errors	error	NOUN
bracis-33641	179	17	of	of	ADP
bracis-33641	179	18	immunity	immunity	NOUN
bracis-33641	179	19	.	.	PUNCT
bracis-33641	180	1	int	int	NOUN
bracis-33641	180	2	.	.	PUNCT
bracis-33641	181	1	arch	arch	PROPN
bracis-33641	181	2	.	.	PUNCT
bracis-33641	182	1	allergy	allergy	PROPN
bracis-33641	182	2	immunol	immunol	NOUN
bracis-33641	182	3	.	.	PUNCT
bracis-33641	183	1	183(11	183(11	NUM
bracis-33641	183	2	)	)	PUNCT
bracis-33641	183	3	,	,	PUNCT
bracis-33641	183	4	1226–1230	1226–1230	NUM
bracis-33641	183	5	(	(	PUNCT
bracis-33641	183	6	2022	2022	NUM
bracis-33641	183	7	)	)	PUNCT
bracis-33641	183	8	article	article	NOUN
bracis-33641	183	9	  	  	SPACE
bracis-33641	183	10	math	math	NOUN
bracis-33641	183	11	  	  	SPACE
bracis-33641	183	12	google	google	PROPN
bracis-33641	183	13	scholar	scholar	NOUN
bracis-33641	183	14	  	  	SPACE
bracis-33641	183	15	the	the	DET
bracis-33641	183	16	white	white	PROPN
bracis-33641	183	17	house	house	PROPN
bracis-33641	183	18	:	:	PUNCT
bracis-33641	183	19	fact	fact	NOUN
bracis-33641	183	20	sheet	sheet	NOUN
bracis-33641	183	21	:	:	PUNCT
bracis-33641	183	22	president	president	PROPN
bracis-33641	183	23	biden	biden	PROPN
bracis-33641	183	24	issues	issue	VERB
bracis-33641	183	25	executive	executive	ADJ
bracis-33641	183	26	order	order	NOUN
bracis-33641	183	27	on	on	ADP
bracis-33641	183	28	safe	safe	ADJ
bracis-33641	183	29	,	,	PUNCT
bracis-33641	183	30	secure	secure	ADJ
bracis-33641	183	31	,	,	PUNCT
bracis-33641	183	32	and	and	CCONJ
bracis-33641	183	33	trustworthy	trustworthy	ADJ
bracis-33641	183	34	artificial	artificial	ADJ
bracis-33641	183	35	intelligence	intelligence	NOUN
bracis-33641	183	36	(	(	PUNCT
bracis-33641	183	37	2023	2023	NUM
bracis-33641	183	38	)	)	PUNCT
bracis-33641	183	39	.	.	PUNCT
bracis-33641	184	1	https://www.whitehouse.gov/briefing-room/statements-releases/2023/10/30	https://www.whitehouse.gov/briefing-room/statements-releases/2023/10/30	PROPN
bracis-33641	184	2	.	.	PROPN
bracis-33641	184	3	accessed	access	VERB
bracis-33641	184	4	13	13	NUM
bracis-33641	184	5	dec	dec	PROPN
bracis-33641	184	6	2023	2023	NUM
bracis-33641	184	7	wang	wang	PROPN
bracis-33641	184	8	,	,	PUNCT
bracis-33641	184	9	x.	x.	PROPN
bracis-33641	184	10	,	,	PUNCT
bracis-33641	184	11	peng	peng	PROPN
bracis-33641	184	12	,	,	PUNCT
bracis-33641	184	13	y.	y.	PROPN
bracis-33641	184	14	,	,	PUNCT
bracis-33641	184	15	lu	lu	PROPN
bracis-33641	184	16	,	,	PUNCT
bracis-33641	184	17	l.	l.	PROPN
bracis-33641	184	18	,	,	PUNCT
bracis-33641	184	19	lu	lu	PROPN
bracis-33641	184	20	,	,	PUNCT
bracis-33641	184	21	z.	z.	PROPN
bracis-33641	184	22	,	,	PUNCT
bracis-33641	184	23	bagheri	bagheri	PROPN
bracis-33641	184	24	,	,	PUNCT
bracis-33641	184	25	m.	m.	NOUN
bracis-33641	184	26	,	,	PUNCT
bracis-33641	184	27	summers	summer	NOUN
bracis-33641	184	28	,	,	PUNCT
bracis-33641	184	29	r.m	r.m	PROPN
bracis-33641	184	30	.	.	PROPN
bracis-33641	184	31	:	:	PUNCT
bracis-33641	185	1	chestx	chestx	NOUN
bracis-33641	185	2	-	-	PUNCT
bracis-33641	185	3	ray8	ray8	PROPN
bracis-33641	185	4	:	:	PUNCT
bracis-33641	185	5	hospital	hospital	NOUN
bracis-33641	185	6	-	-	PUNCT
bracis-33641	185	7	scale	scale	NOUN
bracis-33641	185	8	chest	chest	NOUN
bracis-33641	185	9	x	x	NOUN
bracis-33641	185	10	-	-	NOUN
bracis-33641	185	11	ray	ray	NOUN
bracis-33641	185	12	database	database	NOUN
bracis-33641	185	13	and	and	CCONJ
bracis-33641	185	14	benchmarks	benchmark	NOUN
bracis-33641	185	15	on	on	ADP
bracis-33641	185	16	weakly	weakly	ADV
bracis-33641	185	17	-	-	PUNCT
bracis-33641	185	18	supervised	supervise	VERB
bracis-33641	185	19	classification	classification	NOUN
bracis-33641	185	20	and	and	CCONJ
bracis-33641	185	21	localization	localization	NOUN
bracis-33641	185	22	of	of	ADP
bracis-33641	185	23	common	common	ADJ
bracis-33641	185	24	thorax	thorax	NOUN
bracis-33641	185	25	diseases	disease	NOUN
bracis-33641	185	26	.	.	PUNCT
bracis-33641	186	1	in	in	ADP
bracis-33641	186	2	:	:	PUNCT
bracis-33641	186	3	proceedings	proceeding	NOUN
bracis-33641	186	4	of	of	ADP
bracis-33641	186	5	the	the	DET
bracis-33641	186	6	ieee	ieee	NOUN
bracis-33641	186	7	conference	conference	NOUN
bracis-33641	186	8	on	on	ADP
bracis-33641	186	9	computer	computer	NOUN
bracis-33641	186	10	vision	vision	NOUN
bracis-33641	186	11	and	and	CCONJ
bracis-33641	186	12	pattern	pattern	NOUN
bracis-33641	186	13	recognition	recognition	NOUN
bracis-33641	186	14	,	,	PUNCT
bracis-33641	186	15	pp	pp	ADP
bracis-33641	186	16	.	.	PUNCT
bracis-33641	187	1	2097–2106	2097–2106	NUM
bracis-33641	187	2	(	(	PUNCT
bracis-33641	187	3	2017	2017	NUM
bracis-33641	187	4	)	)	PUNCT
bracis-33641	187	5	google	google	PROPN
bracis-33641	187	6	scholar	scholar	NOUN
bracis-33641	187	7	  	  	SPACE
bracis-33641	187	8	yao	yao	PROPN
bracis-33641	187	9	,	,	PUNCT
bracis-33641	187	10	l.	l.	PROPN
bracis-33641	187	11	,	,	PUNCT
bracis-33641	187	12	poblenz	poblenz	PROPN
bracis-33641	187	13	,	,	PUNCT
bracis-33641	187	14	e.	e.	PROPN
bracis-33641	187	15	,	,	PUNCT
bracis-33641	187	16	dagunts	dagunt	NOUN
bracis-33641	187	17	,	,	PUNCT
bracis-33641	187	18	d.	d.	PROPN
bracis-33641	187	19	,	,	PUNCT
bracis-33641	187	20	covington	covington	PROPN
bracis-33641	187	21	,	,	PUNCT
bracis-33641	187	22	b.	b.	PROPN
bracis-33641	187	23	,	,	PUNCT
bracis-33641	187	24	bernard	bernard	PROPN
bracis-33641	187	25	,	,	PUNCT
bracis-33641	187	26	d.	d.	PROPN
bracis-33641	187	27	,	,	PUNCT
bracis-33641	187	28	lyman	lyman	PROPN
bracis-33641	187	29	,	,	PUNCT
bracis-33641	187	30	k.	k.	PROPN
bracis-33641	187	31	:	:	PUNCT
bracis-33641	187	32	learning	learn	VERB
bracis-33641	187	33	to	to	PART
bracis-33641	187	34	diagnose	diagnose	VERB
bracis-33641	187	35	from	from	ADP
bracis-33641	187	36	scratch	scratch	NOUN
bracis-33641	187	37	by	by	ADP
bracis-33641	187	38	exploiting	exploit	VERB
bracis-33641	187	39	dependencies	dependency	NOUN
bracis-33641	187	40	among	among	ADP
bracis-33641	187	41	labels	label	NOUN
bracis-33641	187	42	.	.	PUNCT
bracis-33641	188	1	arxiv	arxiv	PROPN
bracis-33641	188	2	preprint	preprint	NOUN
bracis-33641	188	3	arxiv:1710.10501	arxiv:1710.10501	VERB
bracis-33641	188	4	(	(	PUNCT
bracis-33641	188	5	2017	2017	NUM
bracis-33641	188	6	)	)	PUNCT
bracis-33641	188	7	download	download	NOUN
bracis-33641	188	8	references	reference	NOUN
bracis-33641	188	9	acknowledgments	acknowledgment	NOUN
bracis-33641	188	10	this	this	DET
bracis-33641	188	11	work	work	NOUN
bracis-33641	188	12	was	be	AUX
bracis-33641	188	13	made	make	VERB
bracis-33641	188	14	possible	possible	ADJ
bracis-33641	188	15	through	through	ADP
bracis-33641	188	16	the	the	DET
bracis-33641	188	17	invaluable	invaluable	ADJ
bracis-33641	188	18	support	support	NOUN
bracis-33641	188	19	of	of	ADP
bracis-33641	188	20	sidi	sidi	NOUN
bracis-33641	188	21	,	,	PUNCT
bracis-33641	188	22	a	a	DET
bracis-33641	188	23	brazilian	brazilian	ADJ
bracis-33641	188	24	institute	institute	NOUN
bracis-33641	188	25	of	of	ADP
bracis-33641	188	26	science	science	NOUN
bracis-33641	188	27	and	and	CCONJ
bracis-33641	188	28	technology	technology	NOUN
bracis-33641	188	29	committed	commit	VERB
bracis-33641	188	30	to	to	ADP
bracis-33641	188	31	innovating	innovate	VERB
bracis-33641	188	32	everyday	everyday	ADJ
bracis-33641	188	33	applications	application	NOUN
bracis-33641	188	34	.	.	PUNCT
bracis-33641	189	1	we	we	PRON
bracis-33641	189	2	also	also	ADV
bracis-33641	189	3	extend	extend	VERB
bracis-33641	189	4	our	our	PRON
bracis-33641	189	5	sincere	sincere	ADJ
bracis-33641	189	6	gratitude	gratitude	NOUN
bracis-33641	189	7	to	to	ADP
bracis-33641	189	8	the	the	DET
bracis-33641	189	9	federal	federal	PROPN
bracis-33641	189	10	institute	institute	PROPN
bracis-33641	189	11	of	of	ADP
bracis-33641	189	12	são	são	PROPN
bracis-33641	189	13	paulo	paulo	PROPN
bracis-33641	189	14	for	for	ADP
bracis-33641	189	15	their	their	PRON
bracis-33641	189	16	collaboration	collaboration	NOUN
bracis-33641	189	17	throughout	throughout	ADP
bracis-33641	189	18	the	the	DET
bracis-33641	189	19	conception	conception	NOUN
bracis-33641	189	20	and	and	CCONJ
bracis-33641	189	21	development	development	NOUN
bracis-33641	189	22	of	of	ADP
bracis-33641	189	23	this	this	DET
bracis-33641	189	24	project	project	NOUN
bracis-33641	189	25	.	.	PUNCT
bracis-33641	190	1	furthermore	furthermore	ADV
bracis-33641	190	2	,	,	PUNCT
bracis-33641	190	3	we	we	PRON
bracis-33641	190	4	would	would	AUX
bracis-33641	190	5	like	like	VERB
bracis-33641	190	6	to	to	PART
bracis-33641	190	7	thank	thank	VERB
bracis-33641	190	8	the	the	DET
bracis-33641	190	9	state	state	NOUN
bracis-33641	190	10	university	university	PROPN
bracis-33641	190	11	of	of	ADP
bracis-33641	190	12	campinas	campinas	PROPN
bracis-33641	190	13	,	,	PUNCT
bracis-33641	190	14	where	where	SCONJ
bracis-33641	190	15	three	three	NUM
bracis-33641	190	16	of	of	ADP
bracis-33641	190	17	the	the	DET
bracis-33641	190	18	authors	author	NOUN
bracis-33641	190	19	are	be	AUX
bracis-33641	190	20	currently	currently	ADV
bracis-33641	190	21	pursuing	pursue	VERB
bracis-33641	190	22	their	their	PRON
bracis-33641	190	23	phd	phd	NOUN
bracis-33641	190	24	and	and	CCONJ
bracis-33641	190	25	master	master	NOUN
bracis-33641	190	26	’s	’s	PART
bracis-33641	190	27	degrees	degree	NOUN
bracis-33641	190	28	,	,	PUNCT
bracis-33641	190	29	for	for	ADP
bracis-33641	190	30	its	its	PRON
bracis-33641	190	31	ongoing	ongoing	ADJ
bracis-33641	190	32	academic	academic	ADJ
bracis-33641	190	33	support	support	NOUN
bracis-33641	190	34	.	.	PUNCT
bracis-33641	191	1	author	author	NOUN
bracis-33641	191	2	information	information	NOUN
bracis-33641	191	3	authors	author	NOUN
bracis-33641	191	4	and	and	CCONJ
bracis-33641	191	5	affiliations	affiliation	NOUN
bracis-33641	191	6	sidi	sidi	PROPN
bracis-33641	191	7	,	,	PUNCT
bracis-33641	191	8	campinas	campinas	PROPN
bracis-33641	191	9	,	,	PUNCT
bracis-33641	191	10	sp	sp	PROPN
bracis-33641	191	11	,	,	PUNCT
bracis-33641	191	12	brazil	brazil	PROPN
bracis-33641	191	13	weld	weld	PROPN
bracis-33641	191	14	lucas	lucas	PROPN
bracis-33641	191	15	cunha	cunha	PROPN
bracis-33641	191	16	,	,	PUNCT
bracis-33641	191	17	 	 	SPACE
bracis-33641	191	18	cesar	cesar	PROPN
bracis-33641	191	19	castelo	castelo	PROPN
bracis-33641	191	20	-	-	PUNCT
bracis-33641	191	21	fernandez	fernandez	PROPN
bracis-33641	191	22	,	,	PUNCT
bracis-33641	191	23	 	 	SPACE
bracis-33641	191	24	rafael	rafael	PROPN
bracis-33641	191	25	simionato	simionato	PROPN
bracis-33641	191	26	 	 	SPACE
bracis-33641	191	27	&	&	CCONJ
bracis-33641	191	28	 	 	SPACE
bracis-33641	191	29	matheus	matheus	PROPN
bracis-33641	191	30	soares	soares	PROPN
bracis-33641	191	31	de	de	PROPN
bracis-33641	191	32	lacerda	lacerda	PROPN
bracis-33641	191	33	federal	federal	PROPN
bracis-33641	191	34	institute	institute	PROPN
bracis-33641	191	35	of	of	ADP
bracis-33641	191	36	são	são	PROPN
bracis-33641	191	37	paulo	paulo	PROPN
bracis-33641	191	38	,	,	PUNCT
bracis-33641	191	39	campinas	campinas	PROPN
bracis-33641	191	40	,	,	PUNCT
bracis-33641	191	41	sp	sp	PROPN
bracis-33641	191	42	,	,	PUNCT
bracis-33641	191	43	brazil	brazil	PROPN
bracis-33641	191	44	samuel	samuel	PROPN
bracis-33641	191	45	botter	botter	PROPN
bracis-33641	191	46	martins	martins	PROPN
bracis-33641	191	47	state	state	PROPN
bracis-33641	191	48	university	university	PROPN
bracis-33641	191	49	of	of	ADP
bracis-33641	191	50	campinas	campinas	PROPN
bracis-33641	191	51	,	,	PUNCT
bracis-33641	191	52	campinas	campinas	PROPN
bracis-33641	191	53	,	,	PUNCT
bracis-33641	191	54	sp	sp	PROPN
bracis-33641	191	55	,	,	PUNCT
bracis-33641	191	56	brazil	brazil	PROPN
bracis-33641	191	57	weld	weld	PROPN
bracis-33641	191	58	lucas	lucas	PROPN
bracis-33641	191	59	cunha	cunha	PROPN
bracis-33641	191	60	,	,	PUNCT
bracis-33641	191	61	 	 	SPACE
bracis-33641	191	62	cesar	cesar	PROPN
bracis-33641	191	63	castelo	castelo	PROPN
bracis-33641	191	64	-	-	PUNCT
bracis-33641	191	65	fernandez	fernandez	PROPN
bracis-33641	191	66	 	 	SPACE
bracis-33641	191	67	&	&	CCONJ
bracis-33641	191	68	 	 	SPACE
bracis-33641	191	69	rafael	rafael	PROPN
bracis-33641	191	70	simionato	simionato	PROPN
bracis-33641	191	71	authors	author	NOUN
bracis-33641	191	72	weld	weld	VERB
bracis-33641	191	73	lucas	lucas	PROPN
bracis-33641	191	74	cunhaview	cunhaview	PROPN
bracis-33641	191	75	author	author	NOUN
bracis-33641	191	76	publications	publication	NOUN
bracis-33641	191	77	search	search	NOUN
bracis-33641	191	78	author	author	NOUN
bracis-33641	191	79	on	on	ADP
bracis-33641	191	80	:	:	PUNCT
bracis-33641	191	81	pubmed	pubmed	PROPN
bracis-33641	191	82	 	 	SPACE
bracis-33641	191	83	google	google	PROPN
bracis-33641	191	84	scholar	scholar	NOUN
bracis-33641	191	85	cesar	cesar	VERB
bracis-33641	191	86	castelo	castelo	PROPN
bracis-33641	191	87	-	-	PUNCT
bracis-33641	191	88	fernandezview	fernandezview	NOUN
bracis-33641	191	89	author	author	NOUN
bracis-33641	191	90	publications	publication	NOUN
bracis-33641	191	91	search	search	NOUN
bracis-33641	191	92	author	author	NOUN
bracis-33641	191	93	on	on	ADP
bracis-33641	191	94	:	:	PUNCT
bracis-33641	191	95	pubmed	pubmed	PROPN
bracis-33641	191	96	 	 	SPACE
bracis-33641	191	97	google	google	PROPN
bracis-33641	191	98	scholar	scholar	NOUN
bracis-33641	191	99	rafael	rafael	PROPN
bracis-33641	191	100	simionatoview	simionatoview	PROPN
bracis-33641	191	101	author	author	NOUN
bracis-33641	191	102	publications	publication	NOUN
bracis-33641	191	103	search	search	NOUN
bracis-33641	191	104	author	author	NOUN
bracis-33641	191	105	on	on	ADP
bracis-33641	191	106	:	:	PUNCT
bracis-33641	191	107	pubmed	pubmed	PROPN
bracis-33641	191	108	 	 	SPACE
bracis-33641	191	109	google	google	PROPN
bracis-33641	191	110	scholar	scholar	PROPN
bracis-33641	191	111	matheus	matheus	PROPN
bracis-33641	191	112	soares	soar	VERB
bracis-33641	191	113	de	de	PROPN
bracis-33641	191	114	lacerdaview	lacerdaview	PROPN
bracis-33641	191	115	author	author	NOUN
bracis-33641	191	116	publications	publication	NOUN
bracis-33641	191	117	search	search	NOUN
bracis-33641	191	118	author	author	NOUN
bracis-33641	191	119	on	on	ADP
bracis-33641	191	120	:	:	PUNCT
bracis-33641	191	121	pubmed	pubmed	PROPN
bracis-33641	191	122	 	 	SPACE
bracis-33641	191	123	google	google	PROPN
bracis-33641	191	124	scholar	scholar	NOUN
bracis-33641	191	125	samuel	samuel	PROPN
bracis-33641	191	126	botter	botter	PROPN
bracis-33641	191	127	martinsview	martinsview	PROPN
bracis-33641	191	128	author	author	NOUN
bracis-33641	191	129	publications	publication	NOUN
bracis-33641	191	130	search	search	NOUN
bracis-33641	191	131	author	author	NOUN
bracis-33641	191	132	on	on	ADP
bracis-33641	191	133	:	:	PUNCT
bracis-33641	191	134	pubmed	pubmed	PROPN
bracis-33641	191	135	 	 	SPACE
bracis-33641	191	136	google	google	PROPN
bracis-33641	191	137	scholar	scholar	NOUN
bracis-33641	191	138	corresponding	correspond	VERB
bracis-33641	191	139	authors	author	NOUN
bracis-33641	191	140	correspondence	correspondence	NOUN
bracis-33641	191	141	to	to	PART
bracis-33641	191	142	weld	weld	PROPN
bracis-33641	191	143	lucas	lucas	PROPN
bracis-33641	191	144	cunha	cunha	PROPN
bracis-33641	191	145	,	,	PUNCT
bracis-33641	191	146	cesar	cesar	PROPN
bracis-33641	191	147	castelo	castelo	PROPN
bracis-33641	191	148	-	-	PUNCT
bracis-33641	191	149	fernandez	fernandez	PROPN
bracis-33641	191	150	,	,	PUNCT
bracis-33641	191	151	rafael	rafael	PROPN
bracis-33641	191	152	simionato	simionato	PROPN
bracis-33641	191	153	,	,	PUNCT
bracis-33641	191	154	matheus	matheus	PROPN
bracis-33641	191	155	soares	soares	PROPN
bracis-33641	191	156	de	de	PROPN
bracis-33641	191	157	lacerda	lacerda	PROPN
bracis-33641	191	158	or	or	CCONJ
bracis-33641	191	159	samuel	samuel	PROPN
bracis-33641	191	160	botter	botter	PROPN
bracis-33641	191	161	martins	martin	NOUN
bracis-33641	191	162	.	.	PUNCT
bracis-33641	192	1	editor	editor	NOUN
bracis-33641	192	2	information	information	NOUN
bracis-33641	192	3	editors	editor	NOUN
bracis-33641	192	4	and	and	CCONJ
bracis-33641	192	5	affiliations	affiliation	NOUN
bracis-33641	192	6	universidade	universidade	VERB
bracis-33641	192	7	federal	federal	PROPN
bracis-33641	192	8	fluminense	fluminense	PROPN
bracis-33641	192	9	,	,	PUNCT
bracis-33641	192	10	niterói	niterói	PROPN
bracis-33641	192	11	,	,	PUNCT
bracis-33641	192	12	brazil	brazil	PROPN
bracis-33641	192	13	aline	aline	PROPN
bracis-33641	192	14	paes	paes	PROPN
bracis-33641	192	15	instituto	instituto	PROPN
bracis-33641	192	16	tecnológico	tecnológico	PROPN
bracis-33641	192	17	de	de	PROPN
bracis-33641	192	18	aeronáutica	aeronáutica	PROPN
bracis-33641	192	19	,	,	PUNCT
bracis-33641	192	20	são	são	PROPN
bracis-33641	192	21	josé	josé	PROPN
bracis-33641	192	22	dos	dos	PROPN
bracis-33641	192	23	campos	campos	PROPN
bracis-33641	192	24	,	,	PUNCT
bracis-33641	192	25	brazil	brazil	PROPN
bracis-33641	192	26	filipe	filipe	PROPN
bracis-33641	192	27	a.	a.	PROPN
bracis-33641	192	28	n.	n.	PROPN
bracis-33641	192	29	verri	verri	PROPN
bracis-33641	192	30	rights	right	NOUN
bracis-33641	192	31	and	and	CCONJ
bracis-33641	192	32	permissions	permission	NOUN
bracis-33641	192	33	reprints	reprint	NOUN
bracis-33641	192	34	and	and	CCONJ
bracis-33641	192	35	permissions	permission	VERB
bracis-33641	192	36	copyright	copyright	NOUN
bracis-33641	192	37	information	information	NOUN
bracis-33641	192	38	©	©	ADP
bracis-33641	192	39	2025	2025	NUM
bracis-33641	192	40	the	the	DET
bracis-33641	192	41	author(s	author(s	NOUN
bracis-33641	192	42	)	)	PUNCT
bracis-33641	192	43	,	,	PUNCT
bracis-33641	192	44	under	under	ADP
bracis-33641	192	45	exclusive	exclusive	ADJ
bracis-33641	192	46	license	license	NOUN
bracis-33641	192	47	to	to	ADP
bracis-33641	192	48	springer	springer	NOUN
bracis-33641	192	49	nature	nature	PROPN
bracis-33641	192	50	switzerland	switzerland	PROPN
bracis-33641	192	51	ag	ag	PROPN
bracis-33641	192	52	about	about	ADP
bracis-33641	192	53	this	this	DET
bracis-33641	192	54	paper	paper	NOUN
bracis-33641	192	55	cite	cite	VERB
bracis-33641	192	56	this	this	DET
bracis-33641	192	57	paper	paper	NOUN
bracis-33641	192	58	cunha	cunha	NOUN
bracis-33641	192	59	,	,	PUNCT
bracis-33641	192	60	w.l	w.l	PROPN
bracis-33641	192	61	.	.	PROPN
bracis-33641	192	62	,	,	PUNCT
bracis-33641	192	63	castelo	castelo	PROPN
bracis-33641	192	64	-	-	PUNCT
bracis-33641	192	65	fernandez	fernandez	PROPN
bracis-33641	192	66	,	,	PUNCT
bracis-33641	192	67	c.	c.	PROPN
bracis-33641	192	68	,	,	PUNCT
bracis-33641	192	69	simionato	simionato	PROPN
bracis-33641	192	70	,	,	PUNCT
bracis-33641	192	71	r.	r.	PROPN
bracis-33641	192	72	,	,	PUNCT
bracis-33641	192	73	de	de	PROPN
bracis-33641	192	74	lacerda	lacerda	PROPN
bracis-33641	192	75	,	,	PUNCT
bracis-33641	192	76	m.s	m.s	PROPN
bracis-33641	192	77	.	.	PROPN
bracis-33641	192	78	,	,	PUNCT
bracis-33641	192	79	martins	martins	PROPN
bracis-33641	192	80	,	,	PUNCT
bracis-33641	192	81	s.b	s.b	PROPN
bracis-33641	192	82	.	.	PROPN
bracis-33641	193	1	(	(	PUNCT
bracis-33641	193	2	2025	2025	NUM
bracis-33641	193	3	)	)	PUNCT
bracis-33641	193	4	.	.	PUNCT
bracis-33641	194	1	preserving	preserve	VERB
bracis-33641	194	2	privacy	privacy	NOUN
bracis-33641	194	3	,	,	PUNCT
bracis-33641	194	4	enhancing	enhance	VERB
bracis-33641	194	5	robustness	robustness	NOUN
bracis-33641	194	6	:	:	PUNCT
bracis-33641	194	7	federated	federate	VERB
bracis-33641	194	8	learning	learning	NOUN
bracis-33641	194	9	for	for	ADP
bracis-33641	194	10	 	 	SPACE
bracis-33641	194	11	lung	lung	NOUN
bracis-33641	194	12	disease	disease	NOUN
bracis-33641	194	13	identification	identification	NOUN
bracis-33641	194	14	in	in	ADP
bracis-33641	194	15	 	 	SPACE
bracis-33641	194	16	chest	chest	NOUN
bracis-33641	194	17	x	x	NOUN
bracis-33641	194	18	-	-	NOUN
bracis-33641	194	19	ray	ray	NOUN
bracis-33641	194	20	images	image	NOUN
bracis-33641	194	21	.	.	PUNCT
bracis-33641	195	1	in	in	ADP
bracis-33641	195	2	:	:	PUNCT
bracis-33641	195	3	paes	paes	PROPN
bracis-33641	195	4	,	,	PUNCT
bracis-33641	195	5	a.	a.	PROPN
bracis-33641	195	6	,	,	PUNCT
bracis-33641	195	7	verri	verri	NOUN
bracis-33641	195	8	,	,	PUNCT
bracis-33641	195	9	f.a.n	f.a.n	ADJ
bracis-33641	195	10	.	.	PUNCT
bracis-33641	195	11	(	(	PUNCT
bracis-33641	195	12	eds	ed	NOUN
bracis-33641	195	13	)	)	PUNCT
bracis-33641	195	14	intelligent	intelligent	ADJ
bracis-33641	195	15	systems	system	NOUN
bracis-33641	195	16	.	.	PUNCT
bracis-33641	195	17	bracis	bracis	PROPN
bracis-33641	195	18	2024	2024	NUM
bracis-33641	195	19	.	.	PUNCT
bracis-33641	196	1	lecture	lecture	NOUN
bracis-33641	196	2	notes	note	NOUN
bracis-33641	196	3	in	in	ADP
bracis-33641	196	4	computer	computer	NOUN
bracis-33641	196	5	science	science	NOUN
bracis-33641	196	6	(	(	PUNCT
bracis-33641	196	7	)	)	PUNCT
bracis-33641	196	8	,	,	PUNCT
bracis-33641	196	9	vol	vol	NOUN
bracis-33641	196	10	15414	15414	NUM
bracis-33641	196	11	.	.	PUNCT
bracis-33641	197	1	springer	springer	NOUN
bracis-33641	197	2	,	,	PUNCT
bracis-33641	197	3	cham	cham	PROPN
bracis-33641	197	4	.	.	PUNCT
bracis-33641	198	1	https://doi.org/10.1007/978-3-031-79035-5_28	https://doi.org/10.1007/978-3-031-79035-5_28	NOUN
bracis-33641	198	2	download	download	NOUN
bracis-33641	198	3	citation	citation	NOUN
bracis-33641	198	4	.ris	.ris	PUNCT
bracis-33641	198	5	.enw	.enw	PROPN
bracis-33641	198	6	.bib	.bib	PUNCT
bracis-33641	199	1	doi	doi	PROPN
bracis-33641	199	2	:	:	PUNCT
bracis-33641	199	3	https://doi.org/10.1007/978-3-031-79035-5_28	https://doi.org/10.1007/978-3-031-79035-5_28	NOUN
bracis-33641	199	4	published	publish	VERB
bracis-33641	199	5	:	:	PUNCT
bracis-33641	199	6	30	30	NUM
bracis-33641	199	7	january	january	PROPN
bracis-33641	199	8	2025	2025	NUM
bracis-33641	199	9	publisher	publisher	NOUN
bracis-33641	199	10	name	name	NOUN
bracis-33641	199	11	:	:	PUNCT
bracis-33641	199	12	springer	springer	NOUN
bracis-33641	199	13	,	,	PUNCT
bracis-33641	199	14	cham	cham	PROPN
bracis-33641	199	15	print	print	PROPN
bracis-33641	199	16	isbn	isbn	PROPN
bracis-33641	199	17	:	:	PUNCT
bracis-33641	199	18	978	978	NUM
bracis-33641	199	19	-	-	SYM
bracis-33641	199	20	3	3	NUM
bracis-33641	199	21	-	-	PUNCT
bracis-33641	199	22	031	031	NUM
bracis-33641	199	23	-	-	PUNCT
bracis-33641	199	24	79034	79034	NUM
bracis-33641	199	25	-	-	SYM
bracis-33641	199	26	8	8	NUM
bracis-33641	199	27	online	online	ADJ
bracis-33641	199	28	isbn	isbn	NOUN
bracis-33641	199	29	:	:	PUNCT
bracis-33641	199	30	978	978	NUM
bracis-33641	199	31	-	-	SYM
bracis-33641	199	32	3	3	NUM
bracis-33641	199	33	-	-	PUNCT
bracis-33641	199	34	031	031	NUM
bracis-33641	199	35	-	-	PUNCT
bracis-33641	199	36	79035	79035	NUM
bracis-33641	199	37	-	-	PUNCT
bracis-33641	199	38	5	5	NUM
bracis-33641	199	39	ebook	ebook	NOUN
bracis-33641	199	40	packages	package	NOUN
bracis-33641	199	41	:	:	PUNCT
bracis-33641	199	42	computer	computer	NOUN
bracis-33641	199	43	sciencecomputer	sciencecomputer	NOUN
bracis-33641	199	44	science	science	NOUN
bracis-33641	199	45	(	(	PUNCT
bracis-33641	199	46	r0	r0	NOUN
bracis-33641	199	47	)	)	PUNCT
bracis-33641	199	48	share	share	VERB
bracis-33641	199	49	this	this	DET
bracis-33641	199	50	paper	paper	NOUN
bracis-33641	199	51	anyone	anyone	PRON
bracis-33641	199	52	you	you	PRON
bracis-33641	199	53	share	share	VERB
bracis-33641	199	54	the	the	DET
bracis-33641	199	55	following	follow	VERB
bracis-33641	199	56	link	link	NOUN
bracis-33641	199	57	with	with	ADP
bracis-33641	199	58	will	will	AUX
bracis-33641	199	59	be	be	AUX
bracis-33641	199	60	able	able	ADJ
bracis-33641	199	61	to	to	PART
bracis-33641	199	62	read	read	VERB
bracis-33641	199	63	this	this	DET
bracis-33641	199	64	content	content	NOUN
bracis-33641	199	65	:	:	PUNCT
bracis-33641	199	66	get	get	VERB
bracis-33641	199	67	shareable	shareable	ADJ
bracis-33641	199	68	linksorry	linksorry	NOUN
bracis-33641	199	69	,	,	PUNCT
bracis-33641	199	70	a	a	DET
bracis-33641	199	71	shareable	shareable	ADJ
bracis-33641	199	72	link	link	NOUN
bracis-33641	199	73	is	be	AUX
bracis-33641	199	74	not	not	PART
bracis-33641	199	75	currently	currently	ADV
bracis-33641	199	76	available	available	ADJ
bracis-33641	199	77	for	for	ADP
bracis-33641	199	78	this	this	DET
bracis-33641	199	79	article	article	NOUN
bracis-33641	199	80	.	.	PUNCT
bracis-33641	200	1	copy	copy	VERB
bracis-33641	200	2	shareable	shareable	ADJ
bracis-33641	200	3	link	link	NOUN
bracis-33641	200	4	to	to	PART
bracis-33641	200	5	clipboard	clipboard	NOUN
bracis-33641	200	6	provided	provide	VERB
bracis-33641	200	7	by	by	ADP
bracis-33641	200	8	the	the	DET
bracis-33641	200	9	springer	springer	NOUN
bracis-33641	200	10	nature	nature	PROPN
bracis-33641	200	11	sharedit	sharedit	PROPN
bracis-33641	200	12	content	content	NOUN
bracis-33641	200	13	-	-	PUNCT
bracis-33641	200	14	sharing	share	VERB
bracis-33641	200	15	initiative	initiative	NOUN
bracis-33641	200	16	keywords	keyword	NOUN
bracis-33641	200	17	federated	federate	VERB
bracis-33641	200	18	learning	learn	VERB
bracis-33641	200	19	privacy	privacy	NOUN
bracis-33641	200	20	medical	medical	ADJ
bracis-33641	200	21	imaging	imaging	NOUN
bracis-33641	200	22	lung	lung	NOUN
bracis-33641	200	23	diseases	disease	NOUN
bracis-33641	200	24	publish	publish	VERB
bracis-33641	200	25	with	with	ADP
bracis-33641	200	26	us	us	PROPN
bracis-33641	200	27	policies	policy	NOUN
bracis-33641	200	28	and	and	CCONJ
bracis-33641	200	29	ethics	ethic	NOUN
bracis-33641	200	30	search	search	NOUN
bracis-33641	200	31	search	search	NOUN
bracis-33641	200	32	by	by	ADP
bracis-33641	200	33	keyword	keyword	NOUN
bracis-33641	200	34	or	or	CCONJ
bracis-33641	200	35	author	author	NOUN
bracis-33641	200	36	search	search	NOUN
bracis-33641	200	37	navigation	navigation	NOUN
bracis-33641	200	38	find	find	VERB
bracis-33641	200	39	a	a	DET
bracis-33641	200	40	journal	journal	NOUN
bracis-33641	200	41	publish	publish	VERB
bracis-33641	200	42	with	with	ADP
bracis-33641	200	43	us	we	PRON
bracis-33641	200	44	track	track	VERB
bracis-33641	200	45	your	your	PRON
bracis-33641	200	46	research	research	NOUN
bracis-33641	200	47	discover	discover	VERB
bracis-33641	200	48	content	content	NOUN
bracis-33641	200	49	journals	journal	NOUN
bracis-33641	200	50	a	a	DET
bracis-33641	200	51	-	-	PUNCT
bracis-33641	200	52	z	z	NOUN
bracis-33641	200	53	books	book	NOUN
bracis-33641	200	54	a	a	DET
bracis-33641	200	55	-	-	PUNCT
bracis-33641	200	56	z	z	NOUN
bracis-33641	200	57	publish	publish	NOUN
bracis-33641	200	58	with	with	ADP
bracis-33641	200	59	us	us	PROPN
bracis-33641	200	60	journal	journal	PROPN
bracis-33641	200	61	finder	finder	PROPN
bracis-33641	200	62	publish	publish	VERB
bracis-33641	200	63	your	your	PRON
bracis-33641	200	64	research	research	NOUN
bracis-33641	200	65	language	language	NOUN
bracis-33641	200	66	editing	edit	VERB
bracis-33641	200	67	open	open	ADJ
bracis-33641	200	68	access	access	NOUN
bracis-33641	200	69	publishing	publishing	NOUN
bracis-33641	200	70	products	product	NOUN
bracis-33641	200	71	and	and	CCONJ
bracis-33641	200	72	services	service	NOUN
bracis-33641	200	73	our	our	PRON
bracis-33641	200	74	products	product	NOUN
bracis-33641	200	75	librarians	librarian	VERB
bracis-33641	200	76	societies	society	NOUN
bracis-33641	200	77	partners	partner	NOUN
bracis-33641	200	78	and	and	CCONJ
bracis-33641	200	79	advertisers	advertiser	NOUN
bracis-33641	200	80	our	our	PRON
bracis-33641	200	81	brands	brand	NOUN
bracis-33641	200	82	springer	springer	NOUN
bracis-33641	200	83	nature	nature	PROPN
bracis-33641	200	84	portfolio	portfolio	PROPN
bracis-33641	200	85	bmc	bmc	PROPN
bracis-33641	200	86	palgrave	palgrave	PROPN
bracis-33641	200	87	macmillan	macmillan	PROPN
bracis-33641	200	88	apress	apress	PROPN
bracis-33641	200	89	discover	discover	VERB
bracis-33641	200	90	your	your	PRON
bracis-33641	200	91	privacy	privacy	NOUN
bracis-33641	200	92	choices	choice	NOUN
bracis-33641	200	93	/	/	SYM
bracis-33641	200	94	manage	manage	NOUN
bracis-33641	200	95	cookies	cookie	NOUN
bracis-33641	200	96	your	your	PRON
bracis-33641	200	97	us	us	PROPN
bracis-33641	201	1	state	state	NOUN
bracis-33641	201	2	privacy	privacy	NOUN
bracis-33641	201	3	rights	right	NOUN
bracis-33641	201	4	accessibility	accessibility	NOUN
bracis-33641	201	5	statement	statement	NOUN
bracis-33641	201	6	terms	term	NOUN
bracis-33641	201	7	and	and	CCONJ
bracis-33641	201	8	conditions	condition	NOUN
bracis-33641	201	9	privacy	privacy	NOUN
bracis-33641	201	10	policy	policy	NOUN
bracis-33641	201	11	help	help	NOUN
bracis-33641	201	12	and	and	CCONJ
bracis-33641	201	13	support	support	VERB
bracis-33641	201	14	legal	legal	ADJ
bracis-33641	201	15	notice	notice	NOUN
bracis-33641	201	16	cancel	cancel	VERB
bracis-33641	201	17	contracts	contract	NOUN
bracis-33641	201	18	here	here	ADV
bracis-33641	201	19	129.74.145.123	129.74.145.123	NUM
bracis-33641	201	20	hesburgh	hesburgh	PROPN
bracis-33641	201	21	library	library	PROPN
bracis-33641	201	22	er	er	INTJ
bracis-33641	201	23	unit	unit	NOUN
bracis-33641	201	24	(	(	PUNCT
bracis-33641	201	25	3005732405	3005732405	NUM
bracis-33641	201	26	)	)	PUNCT
bracis-33641	201	27	northeast	northeast	ADJ
bracis-33641	201	28	research	research	NOUN
bracis-33641	201	29	libraries	library	NOUN
bracis-33641	201	30	(	(	PUNCT
bracis-33641	201	31	nerl	nerl	PROPN
bracis-33641	201	32	)	)	PUNCT
bracis-33641	201	33	(	(	PUNCT
bracis-33641	201	34	8200828607	8200828607	NUM
bracis-33641	201	35	)	)	PUNCT
bracis-33641	201	36	nerl	nerl	VERB
bracis-33641	201	37	ta	ta	X
bracis-33641	201	38	account	account	NOUN
bracis-33641	201	39	(	(	PUNCT
bracis-33641	201	40	3006206169	3006206169	NUM
bracis-33641	201	41	)	)	PUNCT
bracis-33641	201	42	university	university	NOUN
bracis-33641	201	43	of	of	ADP
bracis-33641	201	44	notre	notre	PROPN
bracis-33641	201	45	dame	dame	PROPN
bracis-33641	201	46	hesburgh	hesburgh	PROPN
bracis-33641	201	47	library	library	NOUN
bracis-33641	201	48	(	(	PUNCT
bracis-33641	201	49	3000184373	3000184373	NUM
bracis-33641	201	50	)	)	PUNCT
bracis-33641	202	1	©	©	ADP
bracis-33641	202	2	2025	2025	NUM
bracis-33641	202	3	springer	springer	NOUN
bracis-33641	202	4	nature	nature	NOUN