id	sid	tid	token	lemma	pos
fnp-6387	1	1	applying	apply	VERB
fnp-6387	1	2	machine	machine	NOUN
fnp-6387	1	3	learning	learn	VERB
fnp-6387	1	4	to	to	PART
fnp-6387	1	5	assist	assist	VERB
fnp-6387	1	6	in	in	ADP
fnp-6387	1	7	the	the	DET
fnp-6387	1	8	morphometric	morphometric	ADJ
fnp-6387	1	9	assessment	assessment	NOUN
fnp-6387	1	10	of	of	ADP
fnp-6387	1	11	brain	brain	NOUN
fnp-6387	1	12	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	1	13	through	through	ADP
fnp-6387	1	14	automation	automation	NOUN
fnp-6387	1	15	feel	feel	VERB
fnp-6387	1	16	free	free	ADJ
fnp-6387	1	17	to	to	PART
fnp-6387	1	18	add	add	VERB
fnp-6387	1	19	comments	comment	NOUN
fnp-6387	1	20	by	by	ADP
fnp-6387	1	21	clicking	click	VERB
fnp-6387	1	22	these	these	DET
fnp-6387	1	23	icons	icon	NOUN
fnp-6387	1	24	on	on	ADP
fnp-6387	1	25	the	the	DET
fnp-6387	1	26	sidebar	sidebar	NOUN
fnp-6387	1	27	free	free	ADJ
fnp-6387	1	28	neuropathology	neuropathology	NOUN
fnp-6387	1	29	6:12	6:12	NUM
fnp-6387	1	30	(	(	PUNCT
fnp-6387	1	31	2025	2025	NUM
fnp-6387	1	32	)	)	PUNCT
fnp-6387	1	33	original	original	ADJ
fnp-6387	1	34	paper	paper	NOUN
fnp-6387	1	35	applying	apply	VERB
fnp-6387	1	36	machine	machine	NOUN
fnp-6387	1	37	learning	learn	VERB
fnp-6387	1	38	to	to	PART
fnp-6387	1	39	assist	assist	VERB
fnp-6387	1	40	in	in	ADP
fnp-6387	1	41	the	the	DET
fnp-6387	1	42	morphometric	morphometric	ADJ
fnp-6387	1	43	assessment	assessment	NOUN
fnp-6387	1	44	of	of	ADP
fnp-6387	1	45	brain	brain	NOUN
fnp-6387	1	46	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	1	47	through	through	ADP
fnp-6387	1	48	automation	automation	NOUN
fnp-6387	1	49	jerry	jerry	PROPN
fnp-6387	1	50	j.	j.	PROPN
fnp-6387	1	51	lou1	lou1	PROPN
fnp-6387	1	52	,	,	PUNCT
fnp-6387	1	53	peter	peter	PROPN
fnp-6387	1	54	chang2	chang2	PROPN
fnp-6387	1	55	,	,	PUNCT
fnp-6387	1	56	kiana	kiana	PROPN
fnp-6387	1	57	d.	d.	PROPN
fnp-6387	1	58	nava3	nava3	PROPN
fnp-6387	1	59	,	,	PUNCT
fnp-6387	1	60	chanon	chanon	NOUN
fnp-6387	1	61	chantaduly2	chantaduly2	NOUN
fnp-6387	1	62	,	,	PUNCT
fnp-6387	1	63	hsin	hsin	PROPN
fnp-6387	1	64	-	-	PUNCT
fnp-6387	1	65	pei	pei	PROPN
fnp-6387	1	66	wang3	wang3	PROPN
fnp-6387	1	67	,	,	PUNCT
fnp-6387	1	68	william	william	PROPN
fnp-6387	1	69	h.	h.	PROPN
fnp-6387	1	70	yong1	yong1	PROPN
fnp-6387	1	71	,	,	PUNCT
fnp-6387	1	72	viharkumar	viharkumar	PROPN
fnp-6387	1	73	patel3	patel3	PROPN
fnp-6387	1	74	,	,	PUNCT
fnp-6387	1	75	ajinkya	ajinkya	PROPN
fnp-6387	1	76	j.	j.	PROPN
fnp-6387	1	77	chaudhari4	chaudhari4	PROPN
fnp-6387	1	78	,	,	PUNCT
fnp-6387	1	79	la	la	PROPN
fnp-6387	1	80	rissa	rissa	PROPN
fnp-6387	1	81	vasquez3	vasquez3	PROPN
fnp-6387	1	82	,	,	PUNCT
fnp-6387	1	83	edwin	edwin	PROPN
fnp-6387	1	84	monuki1	monuki1	PROPN
fnp-6387	1	85	,	,	PUNCT
fnp-6387	1	86	elizabeth	elizabeth	PROPN
fnp-6387	1	87	head1	head1	PROPN
fnp-6387	1	88	,	,	PUNCT
fnp-6387	1	89	harry	harry	PROPN
fnp-6387	1	90	v.	v.	PROPN
fnp-6387	1	91	vinters5	vinters5	PROPN
fnp-6387	1	92	,	,	PUNCT
fnp-6387	1	93	shino	shino	PROPN
fnp-6387	1	94	magaki6	magaki6	PROPN
fnp-6387	1	95	,	,	PUNCT
fnp-6387	1	96	danielle	danielle	PROPN
fnp-6387	1	97	j.	j.	PROPN
fnp-6387	1	98	harvey7	harvey7	PROPN
fnp-6387	1	99	,	,	PUNCT
fnp-6387	1	100	chen	chen	PROPN
fnp-6387	1	101	-	-	PUNCT
fnp-6387	1	102	nee	nee	PROPN
fnp-6387	1	103	chuah4	chuah4	PROPN
fnp-6387	1	104	,	,	PUNCT
fnp-6387	1	105	charles	charles	PROPN
fnp-6387	1	106	s.	s.	PROPN
fnp-6387	1	107	decarli8	decarli8	PROPN
fnp-6387	1	108	,	,	PUNCT
fnp-6387	1	109	christopher	christopher	PROPN
fnp-6387	1	110	k.	k.	PROPN
fnp-6387	1	111	williams6	williams6	PROPN
fnp-6387	1	112	,	,	PUNCT
fnp-6387	1	113	michael	michael	PROPN
fnp-6387	1	114	keiser9	keiser9	PROPN
fnp-6387	1	115	,	,	PUNCT
fnp-6387	1	116	brittany	brittany	PROPN
fnp-6387	1	117	n.	n.	PROPN
fnp-6387	1	118	dugger3	dugger3	PROPN
fnp-6387	1	119	department	department	PROPN
fnp-6387	1	120	of	of	ADP
fnp-6387	1	121	pathology	pathology	PROPN
fnp-6387	1	122	and	and	CCONJ
fnp-6387	1	123	laboratory	laboratory	NOUN
fnp-6387	1	124	medicine	medicine	NOUN
fnp-6387	1	125	,	,	PUNCT
fnp-6387	1	126	school	school	NOUN
fnp-6387	1	127	of	of	ADP
fnp-6387	1	128	medicine	medicine	NOUN
fnp-6387	1	129	,	,	PUNCT
fnp-6387	1	130	university	university	PROPN
fnp-6387	1	131	of	of	ADP
fnp-6387	1	132	california	california	PROPN
fnp-6387	1	133	irvine	irvine	PROPN
fnp-6387	1	134	,	,	PUNCT
fnp-6387	1	135	irvine	irvine	PROPN
fnp-6387	1	136	,	,	PUNCT
fnp-6387	1	137	usa	usa	PROPN
fnp-6387	1	138	department	department	PROPN
fnp-6387	1	139	of	of	ADP
fnp-6387	1	140	radiological	radiological	ADJ
fnp-6387	1	141	sciences	science	NOUN
fnp-6387	1	142	,	,	PUNCT
fnp-6387	1	143	center	center	NOUN
fnp-6387	1	144	for	for	ADP
fnp-6387	1	145	artificial	artificial	ADJ
fnp-6387	1	146	intelligence	intelligence	NOUN
fnp-6387	1	147	in	in	ADP
fnp-6387	1	148	diagnostic	diagnostic	ADJ
fnp-6387	1	149	medicine	medicine	NOUN
fnp-6387	1	150	,	,	PUNCT
fnp-6387	1	151	school	school	NOUN
fnp-6387	1	152	of	of	ADP
fnp-6387	1	153	medicine	medicine	NOUN
fnp-6387	1	154	,	,	PUNCT
fnp-6387	1	155	university	university	PROPN
fnp-6387	1	156	of	of	ADP
fnp-6387	1	157	california	california	PROPN
fnp-6387	1	158	irvine	irvine	PROPN
fnp-6387	1	159	,	,	PUNCT
fnp-6387	1	160	orange	orange	PROPN
fnp-6387	1	161	,	,	PUNCT
fnp-6387	1	162	usa	usa	PROPN
fnp-6387	1	163	department	department	PROPN
fnp-6387	1	164	of	of	ADP
fnp-6387	1	165	pathology	pathology	PROPN
fnp-6387	1	166	and	and	CCONJ
fnp-6387	1	167	laboratory	laboratory	NOUN
fnp-6387	1	168	medicine	medicine	NOUN
fnp-6387	1	169	,	,	PUNCT
fnp-6387	1	170	school	school	NOUN
fnp-6387	1	171	of	of	ADP
fnp-6387	1	172	medicine	medicine	NOUN
fnp-6387	1	173	,	,	PUNCT
fnp-6387	1	174	university	university	PROPN
fnp-6387	1	175	of	of	ADP
fnp-6387	1	176	california	california	PROPN
fnp-6387	1	177	davis	davis	PROPN
fnp-6387	1	178	,	,	PUNCT
fnp-6387	1	179	sacramento	sacramento	PROPN
fnp-6387	1	180	,	,	PUNCT
fnp-6387	1	181	usa	usa	PROPN
fnp-6387	1	182	department	department	PROPN
fnp-6387	1	183	of	of	ADP
fnp-6387	1	184	electrical	electrical	ADJ
fnp-6387	1	185	and	and	CCONJ
fnp-6387	1	186	computer	computer	NOUN
fnp-6387	1	187	engineering	engineering	NOUN
fnp-6387	1	188	,	,	PUNCT
fnp-6387	1	189	university	university	PROPN
fnp-6387	1	190	of	of	ADP
fnp-6387	1	191	california	california	PROPN
fnp-6387	1	192	davis	davis	PROPN
fnp-6387	1	193	,	,	PUNCT
fnp-6387	1	194	davis	davis	PROPN
fnp-6387	1	195	,	,	PUNCT
fnp-6387	1	196	usa	usa	PROPN
fnp-6387	1	197	department	department	PROPN
fnp-6387	1	198	of	of	ADP
fnp-6387	1	199	pathology	pathology	PROPN
fnp-6387	1	200	and	and	CCONJ
fnp-6387	1	201	laboratory	laboratory	NOUN
fnp-6387	1	202	medicine	medicine	NOUN
fnp-6387	1	203	and	and	CCONJ
fnp-6387	1	204	department	department	PROPN
fnp-6387	1	205	of	of	ADP
fnp-6387	1	206	neurology	neurology	NOUN
fnp-6387	1	207	,	,	PUNCT
fnp-6387	1	208	david	david	PROPN
fnp-6387	1	209	geffen	geffen	PROPN
fnp-6387	1	210	school	school	PROPN
fnp-6387	1	211	of	of	ADP
fnp-6387	1	212	medicine	medicine	NOUN
fnp-6387	1	213	,	,	PUNCT
fnp-6387	1	214	university	university	PROPN
fnp-6387	1	215	of	of	ADP
fnp-6387	1	216	california	california	PROPN
fnp-6387	1	217	los	los	PROPN
fnp-6387	1	218	angeles	angeles	PROPN
fnp-6387	1	219	,	,	PUNCT
fnp-6387	1	220	los	los	PROPN
fnp-6387	1	221	angeles	angeles	PROPN
fnp-6387	1	222	,	,	PUNCT
fnp-6387	1	223	usa	usa	PROPN
fnp-6387	1	224	department	department	PROPN
fnp-6387	1	225	of	of	ADP
fnp-6387	1	226	pathology	pathology	PROPN
fnp-6387	1	227	and	and	CCONJ
fnp-6387	1	228	laboratory	laboratory	NOUN
fnp-6387	1	229	medicine	medicine	NOUN
fnp-6387	1	230	,	,	PUNCT
fnp-6387	1	231	david	david	PROPN
fnp-6387	1	232	geffen	geffen	PROPN
fnp-6387	1	233	school	school	PROPN
fnp-6387	1	234	of	of	ADP
fnp-6387	1	235	medicine	medicine	NOUN
fnp-6387	1	236	,	,	PUNCT
fnp-6387	1	237	university	university	PROPN
fnp-6387	1	238	of	of	ADP
fnp-6387	1	239	california	california	PROPN
fnp-6387	1	240	los	los	PROPN
fnp-6387	1	241	angeles	angeles	PROPN
fnp-6387	1	242	,	,	PUNCT
fnp-6387	1	243	los	los	PROPN
fnp-6387	1	244	angeles	angeles	PROPN
fnp-6387	1	245	,	,	PUNCT
fnp-6387	1	246	usa	usa	PROPN
fnp-6387	1	247	department	department	PROPN
fnp-6387	1	248	of	of	ADP
fnp-6387	1	249	public	public	ADJ
fnp-6387	1	250	health	health	NOUN
fnp-6387	1	251	sciences	science	NOUN
fnp-6387	1	252	,	,	PUNCT
fnp-6387	1	253	school	school	NOUN
fnp-6387	1	254	of	of	ADP
fnp-6387	1	255	medicine	medicine	NOUN
fnp-6387	1	256	,	,	PUNCT
fnp-6387	1	257	university	university	PROPN
fnp-6387	1	258	of	of	ADP
fnp-6387	1	259	california	california	PROPN
fnp-6387	1	260	davis	davis	PROPN
fnp-6387	1	261	,	,	PUNCT
fnp-6387	1	262	davis	davis	PROPN
fnp-6387	1	263	,	,	PUNCT
fnp-6387	1	264	usa	usa	PROPN
fnp-6387	1	265	department	department	PROPN
fnp-6387	1	266	of	of	ADP
fnp-6387	1	267	neurology	neurology	NOUN
fnp-6387	1	268	,	,	PUNCT
fnp-6387	1	269	school	school	NOUN
fnp-6387	1	270	of	of	ADP
fnp-6387	1	271	medicine	medicine	NOUN
fnp-6387	1	272	,	,	PUNCT
fnp-6387	1	273	university	university	PROPN
fnp-6387	1	274	of	of	ADP
fnp-6387	1	275	california	california	PROPN
fnp-6387	1	276	davis	davis	PROPN
fnp-6387	1	277	,	,	PUNCT
fnp-6387	1	278	sacramento	sacramento	PROPN
fnp-6387	1	279	,	,	PUNCT
fnp-6387	1	280	usa	usa	PROPN
fnp-6387	1	281	department	department	PROPN
fnp-6387	1	282	of	of	ADP
fnp-6387	1	283	pharmaceutical	pharmaceutical	ADJ
fnp-6387	1	284	chemistry	chemistry	NOUN
fnp-6387	1	285	,	,	PUNCT
fnp-6387	1	286	department	department	NOUN
fnp-6387	1	287	of	of	ADP
fnp-6387	1	288	bioengineering	bioengineering	NOUN
fnp-6387	1	289	and	and	CCONJ
fnp-6387	1	290	therapeutic	therapeutic	ADJ
fnp-6387	1	291	sciences	science	NOUN
fnp-6387	1	292	,	,	PUNCT
fnp-6387	1	293	institute	institute	NOUN
fnp-6387	1	294	for	for	ADP
fnp-6387	1	295	neurodegenerative	neurodegenerative	ADJ
fnp-6387	1	296	diseases	disease	NOUN
fnp-6387	1	297	;	;	PUNCT
fnp-6387	1	298	bakar	bakar	PROPN
fnp-6387	1	299	computational	computational	PROPN
fnp-6387	1	300	health	health	PROPN
fnp-6387	1	301	sciences	sciences	PROPN
fnp-6387	1	302	institute	institute	PROPN
fnp-6387	1	303	,	,	PUNCT
fnp-6387	1	304	university	university	PROPN
fnp-6387	1	305	of	of	ADP
fnp-6387	1	306	california	california	PROPN
fnp-6387	1	307	san	san	PROPN
fnp-6387	1	308	francisco	francisco	PROPN
fnp-6387	1	309	,	,	PUNCT
fnp-6387	1	310	san	san	PROPN
fnp-6387	1	311	francisco	francisco	PROPN
fnp-6387	1	312	,	,	PUNCT
fnp-6387	1	313	usa	usa	PROPN
fnp-6387	1	314	corresponding	corresponding	PROPN
fnp-6387	1	315	authors	author	NOUN
fnp-6387	1	316	:	:	PUNCT
fnp-6387	1	317	jerry	jerry	PROPN
fnp-6387	1	318	j.	j.	PROPN
fnp-6387	1	319	lou	lou	PROPN
fnp-6387	1	320	·	·	PUNCT
fnp-6387	1	321	department	department	PROPN
fnp-6387	1	322	of	of	ADP
fnp-6387	1	323	pathology	pathology	PROPN
fnp-6387	1	324	and	and	CCONJ
fnp-6387	1	325	laboratory	laboratory	NOUN
fnp-6387	1	326	medicine	medicine	NOUN
fnp-6387	1	327	·	·	PUNCT
fnp-6387	1	328	school	school	NOUN
fnp-6387	1	329	of	of	ADP
fnp-6387	1	330	medicine	medicine	NOUN
fnp-6387	1	331	,	,	PUNCT
fnp-6387	1	332	university	university	PROPN
fnp-6387	1	333	of	of	ADP
fnp-6387	1	334	california	california	PROPN
fnp-6387	1	335	irvine	irvine	PROPN
fnp-6387	1	336	·	·	PUNCT
fnp-6387	2	1	d440	d440	PROPN
fnp-6387	2	2	medical	medical	ADJ
fnp-6387	2	3	sciences	science	NOUN
fnp-6387	2	4	i	i	PRON
fnp-6387	2	5	,	,	PUNCT
fnp-6387	2	6	ca	ca	PROPN
fnp-6387	2	7	92697	92697	NUM
fnp-6387	2	8	-	-	SYM
fnp-6387	2	9	4800	4800	NUM
fnp-6387	2	10	·	·	PUNCT
fnp-6387	2	11	irvine	irvine	PROPN
fnp-6387	2	12	·	·	PUNCT
fnp-6387	2	13	usa	usa	PROPN
fnp-6387	2	14	jerry.jierui.lou@gmail.com	jerry.jierui.lou@gmail.com	PROPN
fnp-6387	2	15	brittany	brittany	PROPN
fnp-6387	2	16	n.	n.	PROPN
fnp-6387	2	17	dugger	dugger	PROPN
fnp-6387	2	18	·	·	PUNCT
fnp-6387	2	19	department	department	NOUN
fnp-6387	2	20	of	of	ADP
fnp-6387	2	21	pathology	pathology	PROPN
fnp-6387	2	22	and	and	CCONJ
fnp-6387	2	23	laboratory	laboratory	NOUN
fnp-6387	2	24	medicine	medicine	NOUN
fnp-6387	2	25	·	·	PUNCT
fnp-6387	2	26	school	school	NOUN
fnp-6387	2	27	of	of	ADP
fnp-6387	2	28	medicine	medicine	NOUN
fnp-6387	2	29	,	,	PUNCT
fnp-6387	2	30	university	university	PROPN
fnp-6387	2	31	of	of	ADP
fnp-6387	2	32	california	california	PROPN
fnp-6387	2	33	davis	davis	PROPN
fnp-6387	2	34	·	·	PUNCT
fnp-6387	2	35	4400	4400	NUM
fnp-6387	2	36	v	v	ADP
fnp-6387	2	37	street	street	NOUN
fnp-6387	2	38	,	,	PUNCT
fnp-6387	2	39	pathology	pathology	NOUN
fnp-6387	2	40	building	building	NOUN
fnp-6387	2	41	,	,	PUNCT
fnp-6387	2	42	ca	ca	PROPN
fnp-6387	2	43	95817	95817	NUM
fnp-6387	2	44	·	·	PUNCT
fnp-6387	2	45	sacramento	sacramento	PROPN
fnp-6387	2	46	·	·	PUNCT
fnp-6387	2	47	usa	usa	PROPN
fnp-6387	2	48	bndugger@ucdavis.edu	bndugger@ucdavis.edu	PROPN
fnp-6387	2	49	additional	additional	ADJ
fnp-6387	2	50	resources	resource	NOUN
fnp-6387	2	51	and	and	CCONJ
fnp-6387	2	52	electronic	electronic	ADJ
fnp-6387	2	53	supplementary	supplementary	ADJ
fnp-6387	2	54	material	material	NOUN
fnp-6387	2	55	:	:	PUNCT
fnp-6387	2	56	supplementary	supplementary	ADJ
fnp-6387	2	57	material	material	NOUN
fnp-6387	2	58	submitted	submit	VERB
fnp-6387	2	59	:	:	PUNCT
fnp-6387	2	60	18	18	NUM
fnp-6387	2	61	march	march	NOUN
fnp-6387	2	62	2025	2025	NUM
fnp-6387	2	63	accepted	accept	VERB
fnp-6387	2	64	:	:	PUNCT
fnp-6387	2	65	15	15	NUM
fnp-6387	2	66	may	may	AUX
fnp-6387	2	67	2025	2025	NUM
fnp-6387	2	68	copyedited	copyedit	VERB
fnp-6387	2	69	by	by	ADP
fnp-6387	2	70	:	:	PUNCT
fnp-6387	2	71	cinthya	cinthya	NOUN
fnp-6387	2	72	agüero	agüero	NOUN
fnp-6387	2	73	published	publish	VERB
fnp-6387	2	74	:	:	PUNCT
fnp-6387	2	75	02	02	NUM
fnp-6387	2	76	june	june	PROPN
fnp-6387	2	77	2025	2025	NUM
fnp-6387	2	78	https://doi.org/10.17879/freeneuropathology-2025-6387	https://doi.org/10.17879/freeneuropathology-2025-6387	PROPN
fnp-6387	2	79	keywords	keyword	NOUN
fnp-6387	2	80	:	:	PUNCT
fnp-6387	2	81	machine	machine	NOUN
fnp-6387	2	82	learning	learning	NOUN
fnp-6387	2	83	,	,	PUNCT
fnp-6387	2	84	artificial	artificial	ADJ
fnp-6387	2	85	intelligence	intelligence	NOUN
fnp-6387	2	86	,	,	PUNCT
fnp-6387	2	87	neuropathology	neuropathology	NOUN
fnp-6387	2	88	,	,	PUNCT
fnp-6387	2	89	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	2	90	,	,	PUNCT
fnp-6387	2	91	blood	blood	NOUN
fnp-6387	2	92	vessel	vessel	NOUN
fnp-6387	2	93	,	,	PUNCT
fnp-6387	2	94	morphometry	morphometry	NOUN
fnp-6387	2	95	abstract	abstract	ADJ
fnp-6387	2	96	objective	objective	ADJ
fnp-6387	2	97	quantification	quantification	NOUN
fnp-6387	2	98	of	of	ADP
fnp-6387	2	99	brain	brain	NOUN
fnp-6387	2	100	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	2	101	remains	remain	VERB
fnp-6387	2	102	an	an	DET
fnp-6387	2	103	area	area	NOUN
fnp-6387	2	104	of	of	ADP
fnp-6387	2	105	ongoing	ongoing	ADJ
fnp-6387	2	106	refinement	refinement	NOUN
fnp-6387	2	107	in	in	ADP
fnp-6387	2	108	neuropathology	neuropathology	NOUN
fnp-6387	2	109	,	,	PUNCT
fnp-6387	2	110	with	with	ADP
fnp-6387	2	111	current	current	ADJ
fnp-6387	2	112	methods	method	NOUN
fnp-6387	2	113	primarily	primarily	ADV
fnp-6387	2	114	utilizing	utilize	VERB
fnp-6387	2	115	semi	semi	ADJ
fnp-6387	2	116	-	-	ADJ
fnp-6387	2	117	quantitative	quantitative	ADJ
fnp-6387	2	118	scales	scale	NOUN
fnp-6387	2	119	completed	complete	VERB
fnp-6387	2	120	through	through	ADP
fnp-6387	2	121	manual	manual	ADJ
fnp-6387	2	122	histological	histological	ADJ
fnp-6387	2	123	examination	examination	NOUN
fnp-6387	2	124	.	.	PUNCT
fnp-6387	3	1	these	these	DET
fnp-6387	3	2	approaches	approach	NOUN
fnp-6387	3	3	offer	offer	VERB
fnp-6387	3	4	modest	modest	ADJ
fnp-6387	3	5	inter	inter	ADJ
fnp-6387	3	6	-	-	ADJ
fnp-6387	3	7	rater	rater	ADJ
fnp-6387	3	8	reliability	reliability	NOUN
fnp-6387	3	9	and	and	CCONJ
fnp-6387	3	10	do	do	AUX
fnp-6387	3	11	not	not	PART
fnp-6387	3	12	provide	provide	VERB
fnp-6387	3	13	precise	precise	ADJ
fnp-6387	3	14	quantitative	quantitative	ADJ
fnp-6387	3	15	metrics	metric	NOUN
fnp-6387	3	16	.	.	PUNCT
fnp-6387	4	1	to	to	PART
fnp-6387	4	2	address	address	VERB
fnp-6387	4	3	this	this	DET
fnp-6387	4	4	gap	gap	NOUN
fnp-6387	4	5	,	,	PUNCT
fnp-6387	4	6	we	we	PRON
fnp-6387	4	7	present	present	VERB
fnp-6387	4	8	a	a	DET
fnp-6387	4	9	prototype	prototype	NOUN
fnp-6387	4	10	end	end	NOUN
fnp-6387	4	11	-	-	PUNCT
fnp-6387	4	12	to	to	ADP
fnp-6387	4	13	-	-	PUNCT
fnp-6387	4	14	end	end	NOUN
fnp-6387	4	15	machine	machine	NOUN
fnp-6387	4	16	learning	learning	NOUN
fnp-6387	4	17	(	(	PUNCT
fnp-6387	4	18	ml)-based	ml)-based	ADJ
fnp-6387	4	19	algorithm	algorithm	NOUN
fnp-6387	4	20	,	,	PUNCT
fnp-6387	4	21	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	4	22	segmentation	segmentation	NOUN
fnp-6387	4	23	(	(	PUNCT
fnp-6387	4	24	artseg	artseg	PROPN
fnp-6387	4	25	)	)	PUNCT
fnp-6387	4	26	,	,	PUNCT
fnp-6387	4	27	followed	follow	VERB
fnp-6387	4	28	by	by	ADP
fnp-6387	4	29	vascular	vascular	ADJ
fnp-6387	4	30	morphometry	morphometry	NOUN
fnp-6387	4	31	(	(	PUNCT
fnp-6387	4	32	vasmorph	vasmorph	PROPN
fnp-6387	4	33	)	)	PUNCT
fnp-6387	4	34	–	–	PUNCT
fnp-6387	4	35	to	to	PART
fnp-6387	4	36	assist	assist	VERB
fnp-6387	4	37	persons	person	NOUN
fnp-6387	4	38	in	in	ADP
fnp-6387	4	39	the	the	DET
fnp-6387	4	40	morphometric	morphometric	ADJ
fnp-6387	4	41	analysis	analysis	NOUN
fnp-6387	4	42	of	of	ADP
fnp-6387	4	43	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	4	44	vessels	vessel	NOUN
fnp-6387	4	45	on	on	ADP
fnp-6387	4	46	whole	whole	ADJ
fnp-6387	4	47	slide	slide	NOUN
fnp-6387	4	48	images	image	NOUN
fnp-6387	4	49	(	(	PUNCT
fnp-6387	4	50	wsis	wsis	NOUN
fnp-6387	4	51	)	)	PUNCT
fnp-6387	4	52	.	.	PUNCT
fnp-6387	5	1	we	we	PRON
fnp-6387	5	2	digitized	digitize	VERB
fnp-6387	5	3	hematoxylin	hematoxylin	NOUN
fnp-6387	5	4	and	and	CCONJ
fnp-6387	5	5	eosin	eosin	NOUN
fnp-6387	5	6	-	-	PUNCT
fnp-6387	5	7	stained	stain	VERB
fnp-6387	5	8	glass	glass	NOUN
fnp-6387	5	9	slides	slide	NOUN
fnp-6387	5	10	(	(	PUNCT
fnp-6387	5	11	13	13	NUM
fnp-6387	5	12	participants	participant	NOUN
fnp-6387	5	13	,	,	PUNCT
fnp-6387	5	14	total	total	VERB
fnp-6387	5	15	42	42	NUM
fnp-6387	5	16	wsis	wsis	NOUN
fnp-6387	5	17	)	)	PUNCT
fnp-6387	5	18	of	of	ADP
fnp-6387	5	19	human	human	ADJ
fnp-6387	5	20	brain	brain	NOUN
fnp-6387	5	21	frontal	frontal	ADJ
fnp-6387	5	22	or	or	CCONJ
fnp-6387	5	23	occipital	occipital	NOUN
fnp-6387	5	24	lobe	lobe	VERB
fnp-6387	5	25	cortical	cortical	ADJ
fnp-6387	5	26	and/or	and/or	CCONJ
fnp-6387	5	27	periventricular	periventricular	ADJ
fnp-6387	5	28	white	white	ADJ
fnp-6387	5	29	matter	matter	NOUN
fnp-6387	5	30	collected	collect	VERB
fnp-6387	5	31	from	from	ADP
fnp-6387	5	32	three	three	NUM
fnp-6387	5	33	brain	brain	NOUN
fnp-6387	5	34	banks	bank	NOUN
fnp-6387	5	35	(	(	PUNCT
fnp-6387	5	36	university	university	PROPN
fnp-6387	5	37	of	of	ADP
fnp-6387	5	38	california	california	PROPN
fnp-6387	5	39	,	,	PUNCT
fnp-6387	5	40	davis	davis	PROPN
fnp-6387	5	41	,	,	PUNCT
fnp-6387	5	42	irvine	irvine	PROPN
fnp-6387	5	43	,	,	PUNCT
fnp-6387	5	44	and	and	CCONJ
fnp-6387	5	45	los	los	PROPN
fnp-6387	5	46	angeles	angeles	PROPN
fnp-6387	5	47	alzheimer	alzheimer	PROPN
fnp-6387	5	48	’s	’s	PART
fnp-6387	5	49	disease	disease	NOUN
fnp-6387	5	50	research	research	NOUN
fnp-6387	5	51	centers	center	NOUN
fnp-6387	5	52	)	)	PUNCT
fnp-6387	5	53	.	.	PUNCT
fnp-6387	6	1	artseg	artseg	PROPN
fnp-6387	6	2	comprises	comprise	VERB
fnp-6387	6	3	three	three	NUM
fnp-6387	6	4	ml	ml	NOUN
fnp-6387	6	5	models	model	NOUN
fnp-6387	6	6	for	for	ADP
fnp-6387	6	7	blood	blood	NOUN
fnp-6387	6	8	vessel	vessel	NOUN
fnp-6387	6	9	detection	detection	NOUN
fnp-6387	6	10	,	,	PUNCT
fnp-6387	6	11	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	6	12	classification	classification	NOUN
fnp-6387	6	13	,	,	PUNCT
fnp-6387	6	14	and	and	CCONJ
fnp-6387	6	15	segmentation	segmentation	NOUN
fnp-6387	6	16	of	of	ADP
fnp-6387	6	17	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	6	18	vessel	vessel	NOUN
fnp-6387	6	19	walls	wall	NOUN
fnp-6387	6	20	and	and	CCONJ
fnp-6387	6	21	lumens	lumen	NOUN
fnp-6387	6	22	.	.	PUNCT
fnp-6387	7	1	for	for	ADP
fnp-6387	7	2	blood	blood	NOUN
fnp-6387	7	3	vessel	vessel	NOUN
fnp-6387	7	4	detection	detection	NOUN
fnp-6387	7	5	,	,	PUNCT
fnp-6387	7	6	artseg	artseg	PROPN
fnp-6387	7	7	achieved	achieve	VERB
fnp-6387	7	8	area	area	NOUN
fnp-6387	7	9	under	under	ADP
fnp-6387	7	10	the	the	DET
fnp-6387	7	11	receiver	receiver	NOUN
fnp-6387	7	12	operating	operate	VERB
fnp-6387	7	13	characteristic	characteristic	ADJ
fnp-6387	7	14	curve	curve	NOUN
fnp-6387	7	15	(	(	PUNCT
fnp-6387	7	16	auc	auc	NOUN
fnp-6387	7	17	-	-	PUNCT
fnp-6387	7	18	roc	roc	NOUN
fnp-6387	7	19	)	)	PUNCT
fnp-6387	7	20	values	value	NOUN
fnp-6387	7	21	of	of	ADP
fnp-6387	7	22	0.79	0.79	NUM
fnp-6387	7	23	(	(	PUNCT
fnp-6387	7	24	internal	internal	ADJ
fnp-6387	7	25	hold	hold	VERB
fnp-6387	7	26	-	-	PUNCT
fnp-6387	7	27	out	out	ADP
fnp-6387	7	28	testing	testing	NOUN
fnp-6387	7	29	)	)	PUNCT
fnp-6387	7	30	and	and	CCONJ
fnp-6387	7	31	0.77	0.77	NUM
fnp-6387	7	32	(	(	PUNCT
fnp-6387	7	33	external	external	ADJ
fnp-6387	7	34	testing	testing	NOUN
fnp-6387	7	35	)	)	PUNCT
fnp-6387	7	36	,	,	PUNCT
fnp-6387	7	37	dice	dice	VERB
fnp-6387	7	38	scores	score	NOUN
fnp-6387	7	39	of	of	ADP
fnp-6387	7	40	0.56	0.56	NUM
fnp-6387	7	41	(	(	PUNCT
fnp-6387	7	42	internal	internal	ADJ
fnp-6387	7	43	hold	hold	NOUN
fnp-6387	7	44	-	-	PUNCT
fnp-6387	7	45	out	out	NOUN
fnp-6387	7	46	)	)	PUNCT
fnp-6387	7	47	and	and	CCONJ
fnp-6387	7	48	0.74	0.74	NUM
fnp-6387	7	49	(	(	PUNCT
fnp-6387	7	50	external	external	ADJ
fnp-6387	7	51	)	)	PUNCT
fnp-6387	7	52	,	,	PUNCT
fnp-6387	7	53	and	and	CCONJ
fnp-6387	7	54	hausdorff	hausdorff	NOUN
fnp-6387	7	55	distances	distance	NOUN
fnp-6387	7	56	of	of	ADP
fnp-6387	7	57	2.53	2.53	NUM
fnp-6387	7	58	(	(	PUNCT
fnp-6387	7	59	internal	internal	ADJ
fnp-6387	7	60	hold	hold	NOUN
fnp-6387	7	61	-	-	PUNCT
fnp-6387	7	62	out	out	NOUN
fnp-6387	7	63	)	)	PUNCT
fnp-6387	7	64	and	and	CCONJ
fnp-6387	7	65	2.15	2.15	NUM
fnp-6387	7	66	(	(	PUNCT
fnp-6387	7	67	external	external	ADJ
fnp-6387	7	68	)	)	PUNCT
fnp-6387	7	69	.	.	PUNCT
fnp-6387	8	1	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	8	2	classification	classification	NOUN
fnp-6387	8	3	demonstrated	demonstrate	VERB
fnp-6387	8	4	accuracies	accuracy	NOUN
fnp-6387	8	5	of	of	ADP
fnp-6387	8	6	0.94	0.94	NUM
fnp-6387	8	7	(	(	PUNCT
fnp-6387	8	8	mean	mean	ADJ
fnp-6387	8	9	,	,	PUNCT
fnp-6387	8	10	3	3	NUM
fnp-6387	8	11	-	-	ADJ
fnp-6387	8	12	fold	fold	ADJ
fnp-6387	8	13	cross	cross	NOUN
fnp-6387	8	14	-	-	NOUN
fnp-6387	8	15	validation	validation	NOUN
fnp-6387	8	16	)	)	PUNCT
fnp-6387	8	17	,	,	PUNCT
fnp-6387	8	18	0.86	0.86	NUM
fnp-6387	8	19	(	(	PUNCT
fnp-6387	8	20	internal	internal	ADJ
fnp-6387	8	21	hold	hold	NOUN
fnp-6387	8	22	-	-	PUNCT
fnp-6387	8	23	out	out	NOUN
fnp-6387	8	24	)	)	PUNCT
fnp-6387	8	25	,	,	PUNCT
fnp-6387	8	26	and	and	CCONJ
fnp-6387	8	27	0.77	0.77	NUM
fnp-6387	8	28	(	(	PUNCT
fnp-6387	8	29	external	external	ADJ
fnp-6387	8	30	)	)	PUNCT
fnp-6387	8	31	,	,	PUNCT
fnp-6387	8	32	alongside	alongside	ADP
fnp-6387	8	33	auc	auc	NOUN
fnp-6387	8	34	-	-	PUNCT
fnp-6387	8	35	roc	roc	NOUN
fnp-6387	8	36	values	value	NOUN
fnp-6387	8	37	of	of	ADP
fnp-6387	8	38	0.69	0.69	NUM
fnp-6387	8	39	(	(	PUNCT
fnp-6387	8	40	mean	mean	ADJ
fnp-6387	8	41	,	,	PUNCT
fnp-6387	8	42	3	3	NUM
fnp-6387	8	43	-	-	ADJ
fnp-6387	8	44	fold	fold	ADJ
fnp-6387	8	45	cross	cross	NOUN
fnp-6387	8	46	-	-	NOUN
fnp-6387	8	47	validation	validation	NOUN
fnp-6387	8	48	)	)	PUNCT
fnp-6387	8	49	,	,	PUNCT
fnp-6387	8	50	0.87	0.87	NUM
fnp-6387	8	51	(	(	PUNCT
fnp-6387	8	52	internal	internal	ADJ
fnp-6387	8	53	hold	hold	NOUN
fnp-6387	8	54	-	-	PUNCT
fnp-6387	8	55	out	out	NOUN
fnp-6387	8	56	)	)	PUNCT
fnp-6387	8	57	,	,	PUNCT
fnp-6387	8	58	and	and	CCONJ
fnp-6387	8	59	0.83	0.83	NUM
fnp-6387	8	60	(	(	PUNCT
fnp-6387	8	61	external	external	ADJ
fnp-6387	8	62	)	)	PUNCT
fnp-6387	8	63	.	.	PUNCT
fnp-6387	9	1	for	for	ADP
fnp-6387	9	2	arteriolosclerotic	arteriolosclerotic	PROPN
fnp-6387	9	3	vessel	vessel	NOUN
fnp-6387	9	4	segmentation	segmentation	NOUN
fnp-6387	9	5	,	,	PUNCT
fnp-6387	9	6	artseg	artseg	PROPN
fnp-6387	9	7	yielded	yield	VERB
fnp-6387	9	8	dice	dice	NOUN
fnp-6387	9	9	scores	score	NOUN
fnp-6387	9	10	of	of	ADP
fnp-6387	9	11	0.68	0.68	NUM
fnp-6387	9	12	(	(	PUNCT
fnp-6387	9	13	mean	mean	ADJ
fnp-6387	9	14	,	,	PUNCT
fnp-6387	9	15	3	3	NUM
fnp-6387	9	16	-	-	ADJ
fnp-6387	9	17	fold	fold	ADJ
fnp-6387	9	18	cross	cross	NOUN
fnp-6387	9	19	-	-	NOUN
fnp-6387	9	20	validation	validation	NOUN
fnp-6387	9	21	)	)	PUNCT
fnp-6387	9	22	,	,	PUNCT
fnp-6387	9	23	0.73	0.73	NUM
fnp-6387	9	24	(	(	PUNCT
fnp-6387	9	25	internal	internal	ADJ
fnp-6387	9	26	hold	hold	NOUN
fnp-6387	9	27	-	-	PUNCT
fnp-6387	9	28	out	out	NOUN
fnp-6387	9	29	)	)	PUNCT
fnp-6387	9	30	,	,	PUNCT
fnp-6387	9	31	and	and	CCONJ
fnp-6387	9	32	0.71	0.71	NUM
fnp-6387	9	33	(	(	PUNCT
fnp-6387	9	34	external	external	ADJ
fnp-6387	9	35	)	)	PUNCT
fnp-6387	9	36	;	;	PUNCT
fnp-6387	9	37	hausdorff	hausdorff	NOUN
fnp-6387	9	38	distances	distance	NOUN
fnp-6387	9	39	of	of	ADP
fnp-6387	9	40	7.63	7.63	NUM
fnp-6387	9	41	(	(	PUNCT
fnp-6387	9	42	mean	mean	ADJ
fnp-6387	9	43	,	,	PUNCT
fnp-6387	9	44	3	3	NUM
fnp-6387	9	45	-	-	ADJ
fnp-6387	9	46	fold	fold	ADJ
fnp-6387	9	47	cross	cross	NOUN
fnp-6387	9	48	-	-	NOUN
fnp-6387	9	49	validation	validation	NOUN
fnp-6387	9	50	)	)	PUNCT
fnp-6387	9	51	,	,	PUNCT
fnp-6387	9	52	6.93	6.93	NUM
fnp-6387	9	53	(	(	PUNCT
fnp-6387	9	54	internal	internal	ADJ
fnp-6387	9	55	hold	hold	NOUN
fnp-6387	9	56	-	-	PUNCT
fnp-6387	9	57	out	out	NOUN
fnp-6387	9	58	)	)	PUNCT
fnp-6387	9	59	,	,	PUNCT
fnp-6387	9	60	and	and	CCONJ
fnp-6387	9	61	7.80	7.80	NUM
fnp-6387	9	62	(	(	PUNCT
fnp-6387	9	63	external	external	ADJ
fnp-6387	9	64	)	)	PUNCT
fnp-6387	9	65	;	;	PUNCT
fnp-6387	9	66	and	and	CCONJ
fnp-6387	9	67	auc	auc	NOUN
fnp-6387	9	68	-	-	PUNCT
fnp-6387	9	69	roc	roc	NOUN
fnp-6387	9	70	values	value	NOUN
fnp-6387	9	71	of	of	ADP
fnp-6387	9	72	0.90	0.90	NUM
fnp-6387	9	73	(	(	PUNCT
fnp-6387	9	74	mean	mean	ADJ
fnp-6387	9	75	,	,	PUNCT
fnp-6387	9	76	3	3	NUM
fnp-6387	9	77	-	-	ADJ
fnp-6387	9	78	fold	fold	ADJ
fnp-6387	9	79	cross	cross	NOUN
fnp-6387	9	80	-	-	NOUN
fnp-6387	9	81	validation	validation	NOUN
fnp-6387	9	82	)	)	PUNCT
fnp-6387	9	83	,	,	PUNCT
fnp-6387	9	84	0.92	0.92	NUM
fnp-6387	9	85	(	(	PUNCT
fnp-6387	9	86	internal	internal	ADJ
fnp-6387	9	87	hold	hold	NOUN
fnp-6387	9	88	-	-	PUNCT
fnp-6387	9	89	out	out	NOUN
fnp-6387	9	90	)	)	PUNCT
fnp-6387	9	91	,	,	PUNCT
fnp-6387	9	92	and	and	CCONJ
fnp-6387	9	93	0.87	0.87	NUM
fnp-6387	9	94	(	(	PUNCT
fnp-6387	9	95	external	external	ADJ
fnp-6387	9	96	)	)	PUNCT
fnp-6387	9	97	.	.	PUNCT
fnp-6387	10	1	vasmorph	vasmorph	PROPN
fnp-6387	10	2	successfully	successfully	ADV
fnp-6387	10	3	derived	derive	VERB
fnp-6387	10	4	sclerotic	sclerotic	ADJ
fnp-6387	10	5	indices	index	NOUN
fnp-6387	10	6	,	,	PUNCT
fnp-6387	10	7	vessel	vessel	NOUN
fnp-6387	10	8	wall	wall	NOUN
fnp-6387	10	9	thicknesses	thickness	NOUN
fnp-6387	10	10	,	,	PUNCT
fnp-6387	10	11	and	and	CCONJ
fnp-6387	10	12	vessel	vessel	NOUN
fnp-6387	10	13	wall	wall	NOUN
fnp-6387	10	14	to	to	ADP
fnp-6387	10	15	lumen	luman	NOUN
fnp-6387	10	16	area	area	NOUN
fnp-6387	10	17	ratios	ratio	NOUN
fnp-6387	10	18	from	from	ADP
fnp-6387	10	19	artseg	artseg	NOUN
fnp-6387	10	20	-	-	PUNCT
fnp-6387	10	21	segmented	segment	VERB
fnp-6387	10	22	vessels	vessel	NOUN
fnp-6387	10	23	,	,	PUNCT
fnp-6387	10	24	producing	produce	VERB
fnp-6387	10	25	results	result	NOUN
fnp-6387	10	26	comparable	comparable	ADJ
fnp-6387	10	27	to	to	ADP
fnp-6387	10	28	expert	expert	ADJ
fnp-6387	10	29	assessment	assessment	NOUN
fnp-6387	10	30	.	.	PUNCT
fnp-6387	11	1	this	this	DET
fnp-6387	11	2	integrated	integrate	VERB
fnp-6387	11	3	approach	approach	NOUN
fnp-6387	11	4	shows	show	VERB
fnp-6387	11	5	promise	promise	NOUN
fnp-6387	11	6	as	as	ADP
fnp-6387	11	7	an	an	DET
fnp-6387	11	8	assistive	assistive	ADJ
fnp-6387	11	9	tool	tool	NOUN
fnp-6387	11	10	to	to	PART
fnp-6387	11	11	enhance	enhance	VERB
fnp-6387	11	12	current	current	ADJ
fnp-6387	11	13	neuropathological	neuropathological	ADJ
fnp-6387	11	14	evaluation	evaluation	NOUN
fnp-6387	11	15	of	of	ADP
fnp-6387	11	16	brain	brain	NOUN
fnp-6387	11	17	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	11	18	,	,	PUNCT
fnp-6387	11	19	offering	offer	VERB
fnp-6387	11	20	potential	potential	NOUN
fnp-6387	11	21	for	for	ADP
fnp-6387	11	22	improved	improved	ADJ
fnp-6387	11	23	inter	inter	ADJ
fnp-6387	11	24	-	-	ADJ
fnp-6387	11	25	rater	rater	ADJ
fnp-6387	11	26	reliability	reliability	NOUN
fnp-6387	11	27	and	and	CCONJ
fnp-6387	11	28	quantification	quantification	NOUN
fnp-6387	11	29	.	.	PUNCT
fnp-6387	12	1	introduction	introduction	NOUN
fnp-6387	12	2	the	the	DET
fnp-6387	12	3	study	study	NOUN
fnp-6387	12	4	of	of	ADP
fnp-6387	12	5	vascular	vascular	ADJ
fnp-6387	12	6	morphology	morphology	NOUN
fnp-6387	12	7	pertains	pertain	VERB
fnp-6387	12	8	to	to	ADP
fnp-6387	12	9	several	several	ADJ
fnp-6387	12	10	neurological	neurological	ADJ
fnp-6387	12	11	disorders	disorder	NOUN
fnp-6387	12	12	,	,	PUNCT
fnp-6387	12	13	including	include	VERB
fnp-6387	12	14	dementia	dementia	NOUN
fnp-6387	12	15	,	,	PUNCT
fnp-6387	12	16	stroke	stroke	NOUN
fnp-6387	12	17	,	,	PUNCT
fnp-6387	12	18	and	and	CCONJ
fnp-6387	12	19	cerebral	cerebral	ADJ
fnp-6387	12	20	vasculopathies	vasculopathie	NOUN
fnp-6387	12	21	.	.	PUNCT
fnp-6387	13	1	vascular	vascular	ADJ
fnp-6387	13	2	contributions	contribution	NOUN
fnp-6387	13	3	to	to	ADP
fnp-6387	13	4	cognitive	cognitive	ADJ
fnp-6387	13	5	impairment	impairment	NOUN
fnp-6387	13	6	and	and	CCONJ
fnp-6387	13	7	dementia	dementia	NOUN
fnp-6387	13	8	have	have	AUX
fnp-6387	13	9	emerged	emerge	VERB
fnp-6387	13	10	from	from	ADP
fnp-6387	13	11	decades	decade	NOUN
fnp-6387	13	12	of	of	ADP
fnp-6387	13	13	study	study	NOUN
fnp-6387	13	14	,	,	PUNCT
fnp-6387	13	15	including	include	VERB
fnp-6387	13	16	the	the	DET
fnp-6387	13	17	honolulu	honolulu	PROPN
fnp-6387	13	18	asia	asia	PROPN
fnp-6387	13	19	aging	aging	NOUN
fnp-6387	13	20	study,1	study,1	NOUN
fnp-6387	13	21	the	the	DET
fnp-6387	13	22	rotterdam	rotterdam	PROPN
fnp-6387	13	23	study,2	study,2	NOUN
fnp-6387	13	24	and	and	CCONJ
fnp-6387	13	25	the	the	DET
fnp-6387	13	26	religious	religious	ADJ
fnp-6387	13	27	orders	order	NOUN
fnp-6387	13	28	study	study	VERB
fnp-6387	13	29	and	and	CCONJ
fnp-6387	13	30	memory	memory	NOUN
fnp-6387	13	31	and	and	CCONJ
fnp-6387	13	32	aging	age	VERB
fnp-6387	13	33	project.3,4	project.3,4	ADJ
fnp-6387	13	34	vascular	vascular	ADJ
fnp-6387	13	35	abnormalities	abnormality	NOUN
fnp-6387	13	36	can	can	AUX
fnp-6387	13	37	encompass	encompass	VERB
fnp-6387	13	38	numerous	numerous	ADJ
fnp-6387	13	39	entities	entity	NOUN
fnp-6387	13	40	,	,	PUNCT
fnp-6387	13	41	including	include	VERB
fnp-6387	13	42	brain	brain	NOUN
fnp-6387	13	43	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	13	44	.	.	PUNCT
fnp-6387	14	1	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	14	2	can	can	AUX
fnp-6387	14	3	be	be	AUX
fnp-6387	14	4	associated	associate	VERB
fnp-6387	14	5	with	with	ADP
fnp-6387	14	6	an	an	DET
fnp-6387	14	7	increased	increase	VERB
fnp-6387	14	8	likelihood	likelihood	NOUN
fnp-6387	14	9	of	of	ADP
fnp-6387	14	10	microinfarcts5	microinfarcts5	PROPN
fnp-6387	14	11	and	and	CCONJ
fnp-6387	14	12	subsequently	subsequently	ADV
fnp-6387	14	13	dementia	dementia	NOUN
fnp-6387	14	14	,	,	PUNCT
fnp-6387	14	15	including	include	VERB
fnp-6387	14	16	alzheimer	alzheimer	NOUN
fnp-6387	14	17	disease	disease	NOUN
fnp-6387	14	18	(	(	PUNCT
fnp-6387	14	19	ad).6,7	ad).6,7	PROPN
fnp-6387	14	20	currently	currently	ADV
fnp-6387	14	21	,	,	PUNCT
fnp-6387	14	22	the	the	DET
fnp-6387	14	23	guidelines	guideline	NOUN
fnp-6387	14	24	used	use	VERB
fnp-6387	14	25	in	in	ADP
fnp-6387	14	26	vascular	vascular	ADJ
fnp-6387	14	27	cognitive	cognitive	ADJ
fnp-6387	14	28	impairment	impairment	NOUN
fnp-6387	14	29	neuropathology	neuropathology	NOUN
fnp-6387	14	30	guidelines	guideline	NOUN
fnp-6387	14	31	(	(	PUNCT
fnp-6387	14	32	vcing)8	vcing)8	NOUN
fnp-6387	14	33	and	and	CCONJ
fnp-6387	14	34	the	the	DET
fnp-6387	14	35	national	national	PROPN
fnp-6387	14	36	alzheimer	alzheimer	PROPN
fnp-6387	14	37	’s	’s	PART
fnp-6387	14	38	coordinating	coordinate	VERB
fnp-6387	14	39	center	center	NOUN
fnp-6387	14	40	neuropathology	neuropathology	NOUN
fnp-6387	14	41	data	datum	NOUN
fnp-6387	14	42	set9	set9	PROPN
fnp-6387	14	43	for	for	ADP
fnp-6387	14	44	assessing	assess	VERB
fnp-6387	14	45	the	the	DET
fnp-6387	14	46	severity	severity	NOUN
fnp-6387	14	47	of	of	ADP
fnp-6387	14	48	vascular	vascular	ADJ
fnp-6387	14	49	pathology	pathology	NOUN
fnp-6387	14	50	such	such	ADJ
fnp-6387	14	51	as	as	ADP
fnp-6387	14	52	brain	brain	NOUN
fnp-6387	14	53	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	14	54	(	(	PUNCT
fnp-6387	14	55	b	b	X
fnp-6387	14	56	-	-	PUNCT
fnp-6387	14	57	asc	asc	PROPN
fnp-6387	14	58	)	)	PUNCT
fnp-6387	14	59	consists	consist	VERB
fnp-6387	14	60	of	of	ADP
fnp-6387	14	61	a	a	DET
fnp-6387	14	62	semi	semi	ADJ
fnp-6387	14	63	-	-	ADJ
fnp-6387	14	64	quantitative	quantitative	ADJ
fnp-6387	14	65	scale	scale	NOUN
fnp-6387	14	66	that	that	PRON
fnp-6387	14	67	divides	divide	VERB
fnp-6387	14	68	vascular	vascular	ADJ
fnp-6387	14	69	pathologic	pathologic	ADJ
fnp-6387	14	70	change	change	NOUN
fnp-6387	14	71	categorically	categorically	ADV
fnp-6387	14	72	into	into	ADP
fnp-6387	14	73	“	"	PUNCT
fnp-6387	14	74	none	none	NOUN
fnp-6387	14	75	”	"	PUNCT
fnp-6387	14	76	,	,	PUNCT
fnp-6387	14	77	“	"	PUNCT
fnp-6387	14	78	mild	mild	ADJ
fnp-6387	14	79	”	"	PUNCT
fnp-6387	14	80	,	,	PUNCT
fnp-6387	14	81	“	"	PUNCT
fnp-6387	14	82	moderate	moderate	ADJ
fnp-6387	14	83	”	"	PUNCT
fnp-6387	14	84	,	,	PUNCT
fnp-6387	14	85	and	and	CCONJ
fnp-6387	14	86	“	"	PUNCT
fnp-6387	14	87	severe”.10	severe”.10	SYM
fnp-6387	14	88	according	accord	VERB
fnp-6387	14	89	to	to	ADP
fnp-6387	14	90	vcing	vcing	NOUN
fnp-6387	14	91	,	,	PUNCT
fnp-6387	14	92	occipital	occipital	ADJ
fnp-6387	14	93	cortex	cortex	NOUN
fnp-6387	14	94	white	white	ADJ
fnp-6387	14	95	matter	matter	NOUN
fnp-6387	14	96	may	may	AUX
fnp-6387	14	97	be	be	AUX
fnp-6387	14	98	the	the	DET
fnp-6387	14	99	optimal	optimal	ADJ
fnp-6387	14	100	brain	brain	NOUN
fnp-6387	14	101	region	region	NOUN
fnp-6387	14	102	for	for	ADP
fnp-6387	14	103	brain	brain	NOUN
fnp-6387	14	104	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	14	105	assessment	assessment	NOUN
fnp-6387	14	106	in	in	ADP
fnp-6387	14	107	terms	term	NOUN
fnp-6387	14	108	of	of	ADP
fnp-6387	14	109	reliability	reliability	NOUN
fnp-6387	14	110	and	and	CCONJ
fnp-6387	14	111	association	association	NOUN
fnp-6387	14	112	with	with	ADP
fnp-6387	14	113	cognitive	cognitive	ADJ
fnp-6387	14	114	status.8	status.8	SCONJ
fnp-6387	14	115	the	the	DET
fnp-6387	14	116	semi	semi	ADJ
fnp-6387	14	117	-	-	ADJ
fnp-6387	14	118	quantitative	quantitative	ADJ
fnp-6387	14	119	b	b	PROPN
fnp-6387	14	120	-	-	PUNCT
fnp-6387	14	121	asc	asc	PROPN
fnp-6387	14	122	scale	scale	NOUN
fnp-6387	14	123	showed	show	VERB
fnp-6387	14	124	“	"	PUNCT
fnp-6387	14	125	moderate	moderate	ADJ
fnp-6387	14	126	”	"	PUNCT
fnp-6387	14	127	inter	inter	ADJ
fnp-6387	14	128	-	-	ADJ
fnp-6387	14	129	rater	rater	ADJ
fnp-6387	14	130	reliability	reliability	NOUN
fnp-6387	14	131	(	(	PUNCT
fnp-6387	14	132	gwet	gwet	PROPN
fnp-6387	14	133	’s	’s	PART
fnp-6387	14	134	ac2	ac2	PROPN
fnp-6387	14	135	coefficient	coefficient	NOUN
fnp-6387	14	136	0.52	0.52	NUM
fnp-6387	14	137	)	)	PUNCT
fnp-6387	14	138	in	in	ADP
fnp-6387	14	139	the	the	DET
fnp-6387	14	140	vcing	vcing	NOUN
fnp-6387	14	141	study.8	study.8	PRON
fnp-6387	14	142	alternative	alternative	ADJ
fnp-6387	14	143	methods	method	NOUN
fnp-6387	14	144	have	have	AUX
fnp-6387	14	145	been	be	AUX
fnp-6387	14	146	proposed	propose	VERB
fnp-6387	14	147	for	for	ADP
fnp-6387	14	148	the	the	DET
fnp-6387	14	149	analysis	analysis	NOUN
fnp-6387	14	150	of	of	ADP
fnp-6387	14	151	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	14	152	,	,	PUNCT
fnp-6387	14	153	including	include	VERB
fnp-6387	14	154	quantitative	quantitative	ADJ
fnp-6387	14	155	assessments	assessment	NOUN
fnp-6387	14	156	such	such	ADJ
fnp-6387	14	157	as	as	ADP
fnp-6387	14	158	the	the	DET
fnp-6387	14	159	sclerotic	sclerotic	ADJ
fnp-6387	14	160	index	index	NOUN
fnp-6387	15	1	[	[	X
fnp-6387	15	2	1-(internal	1-(internal	ADJ
fnp-6387	15	3	diameter	diameter	NOUN
fnp-6387	15	4	/	/	SYM
fnp-6387	15	5	external	external	ADJ
fnp-6387	15	6	diameter)].11,12	diameter)].11,12	NOUN
fnp-6387	15	7	however	however	ADV
fnp-6387	15	8	,	,	PUNCT
fnp-6387	15	9	implementing	implement	VERB
fnp-6387	15	10	these	these	DET
fnp-6387	15	11	methods	method	NOUN
fnp-6387	15	12	on	on	ADP
fnp-6387	15	13	a	a	DET
fnp-6387	15	14	large	large	ADJ
fnp-6387	15	15	scale	scale	NOUN
fnp-6387	15	16	may	may	AUX
fnp-6387	15	17	not	not	PART
fnp-6387	15	18	be	be	AUX
fnp-6387	15	19	feasible	feasible	ADJ
fnp-6387	15	20	.	.	PUNCT
fnp-6387	16	1	scalable	scalable	ADJ
fnp-6387	16	2	means	mean	NOUN
fnp-6387	16	3	for	for	ADP
fnp-6387	16	4	deep	deep	ADJ
fnp-6387	16	5	phenotyping	phenotyping	NOUN
fnp-6387	16	6	of	of	ADP
fnp-6387	16	7	vascular	vascular	ADJ
fnp-6387	16	8	pathology	pathology	NOUN
fnp-6387	16	9	to	to	PART
fnp-6387	16	10	assess	assess	VERB
fnp-6387	16	11	morphological	morphological	ADJ
fnp-6387	16	12	features	feature	NOUN
fnp-6387	16	13	such	such	ADJ
fnp-6387	16	14	as	as	ADP
fnp-6387	16	15	vessel	vessel	NOUN
fnp-6387	16	16	shape	shape	NOUN
fnp-6387	16	17	,	,	PUNCT
fnp-6387	16	18	wall	wall	NOUN
fnp-6387	16	19	thickness	thickness	NOUN
fnp-6387	16	20	,	,	PUNCT
fnp-6387	16	21	and/or	and/or	CCONJ
fnp-6387	16	22	degree	degree	NOUN
fnp-6387	16	23	of	of	ADP
fnp-6387	16	24	hyaline	hyaline	NOUN
fnp-6387	16	25	change	change	NOUN
fnp-6387	16	26	are	be	AUX
fnp-6387	16	27	needed	need	VERB
fnp-6387	16	28	.	.	PUNCT
fnp-6387	17	1	the	the	DET
fnp-6387	17	2	demand	demand	NOUN
fnp-6387	17	3	for	for	ADP
fnp-6387	17	4	reproducible	reproducible	ADJ
fnp-6387	17	5	and	and	CCONJ
fnp-6387	17	6	high	high	ADJ
fnp-6387	17	7	-	-	PUNCT
fnp-6387	17	8	resolution	resolution	NOUN
fnp-6387	17	9	quantitative	quantitative	ADJ
fnp-6387	17	10	metrics	metric	NOUN
fnp-6387	17	11	motivates	motivate	VERB
fnp-6387	17	12	the	the	DET
fnp-6387	17	13	development	development	NOUN
fnp-6387	17	14	of	of	ADP
fnp-6387	17	15	robust	robust	ADJ
fnp-6387	17	16	computational	computational	ADJ
fnp-6387	17	17	methods	method	NOUN
fnp-6387	17	18	to	to	PART
fnp-6387	17	19	segment	segment	VERB
fnp-6387	17	20	vascular	vascular	ADJ
fnp-6387	17	21	structures	structure	NOUN
fnp-6387	17	22	.	.	PUNCT
fnp-6387	18	1	machine	machine	NOUN
fnp-6387	18	2	learning	learning	NOUN
fnp-6387	18	3	(	(	PUNCT
fnp-6387	18	4	ml	ml	NOUN
fnp-6387	18	5	)	)	PUNCT
fnp-6387	18	6	is	be	AUX
fnp-6387	18	7	a	a	DET
fnp-6387	18	8	promising	promising	ADJ
fnp-6387	18	9	computational	computational	ADJ
fnp-6387	18	10	paradigm	paradigm	NOUN
fnp-6387	18	11	capable	capable	ADJ
fnp-6387	18	12	of	of	ADP
fnp-6387	18	13	delivering	deliver	VERB
fnp-6387	18	14	expert	expert	NOUN
fnp-6387	18	15	-	-	PUNCT
fnp-6387	18	16	level	level	NOUN
fnp-6387	18	17	performance	performance	NOUN
fnp-6387	18	18	in	in	ADP
fnp-6387	18	19	complex	complex	ADJ
fnp-6387	18	20	visual	visual	ADJ
fnp-6387	18	21	recognition	recognition	NOUN
fnp-6387	18	22	tasks	task	NOUN
fnp-6387	18	23	,	,	PUNCT
fnp-6387	18	24	including	include	VERB
fnp-6387	18	25	the	the	DET
fnp-6387	18	26	classification	classification	NOUN
fnp-6387	18	27	of	of	ADP
fnp-6387	18	28	amyloid	amyloid	NOUN
fnp-6387	18	29	plaques,13	plaques,13	NOUN
fnp-6387	18	30	neurofibrillary	neurofibrillary	VERB
fnp-6387	18	31	tangles,14	tangles,14	ADV
fnp-6387	18	32	and	and	CCONJ
fnp-6387	18	33	glial	glial	ADJ
fnp-6387	18	34	tauopathies.15	tauopathies.15	NOUN
fnp-6387	18	35	additional	additional	ADJ
fnp-6387	18	36	work	work	NOUN
fnp-6387	18	37	has	have	AUX
fnp-6387	18	38	correlated	correlate	VERB
fnp-6387	18	39	machine	machine	NOUN
fnp-6387	18	40	learning	learning	NOUN
fnp-6387	18	41	generated	generate	VERB
fnp-6387	18	42	quantitative	quantitative	ADJ
fnp-6387	18	43	findings	finding	NOUN
fnp-6387	18	44	with	with	ADP
fnp-6387	18	45	clinical	clinical	ADJ
fnp-6387	18	46	,	,	PUNCT
fnp-6387	18	47	demographic	demographic	ADJ
fnp-6387	18	48	,	,	PUNCT
fnp-6387	18	49	and	and	CCONJ
fnp-6387	18	50	pathological	pathological	ADJ
fnp-6387	18	51	metrics.16	metrics.16	NOUN
fnp-6387	18	52	these	these	DET
fnp-6387	18	53	ml	ml	NOUN
fnp-6387	18	54	models	model	NOUN
fnp-6387	18	55	trained	train	VERB
fnp-6387	18	56	on	on	ADP
fnp-6387	18	57	whole	whole	ADJ
fnp-6387	18	58	slide	slide	NOUN
fnp-6387	18	59	image	image	NOUN
fnp-6387	18	60	(	(	PUNCT
fnp-6387	18	61	wsi	wsi	NOUN
fnp-6387	18	62	)	)	PUNCT
fnp-6387	18	63	datasets	dataset	NOUN
fnp-6387	18	64	recognize	recognize	VERB
fnp-6387	18	65	features	feature	NOUN
fnp-6387	18	66	and	and	CCONJ
fnp-6387	18	67	patterns	pattern	NOUN
fnp-6387	18	68	specific	specific	ADJ
fnp-6387	18	69	to	to	PART
fnp-6387	18	70	target	target	VERB
fnp-6387	18	71	objects	object	NOUN
fnp-6387	18	72	and	and	CCONJ
fnp-6387	18	73	demonstrate	demonstrate	VERB
fnp-6387	18	74	remarkable	remarkable	ADJ
fnp-6387	18	75	adaptability	adaptability	NOUN
fnp-6387	18	76	to	to	ADP
fnp-6387	18	77	variations	variation	NOUN
fnp-6387	18	78	generated	generate	VERB
fnp-6387	18	79	by	by	ADP
fnp-6387	18	80	disparate	disparate	ADJ
fnp-6387	18	81	institutional	institutional	ADJ
fnp-6387	18	82	procedures	procedure	NOUN
fnp-6387	18	83	in	in	ADP
fnp-6387	18	84	the	the	DET
fnp-6387	18	85	production	production	NOUN
fnp-6387	18	86	of	of	ADP
fnp-6387	18	87	wsis	wsis	NOUN
fnp-6387	18	88	.	.	PUNCT
fnp-6387	19	1	in	in	ADP
fnp-6387	19	2	addition	addition	NOUN
fnp-6387	19	3	to	to	ADP
fnp-6387	19	4	classification	classification	NOUN
fnp-6387	19	5	,	,	PUNCT
fnp-6387	19	6	ml	ml	ADP
fnp-6387	19	7	models	model	NOUN
fnp-6387	19	8	can	can	AUX
fnp-6387	19	9	perform	perform	VERB
fnp-6387	19	10	semantic	semantic	ADJ
fnp-6387	19	11	segmentation	segmentation	NOUN
fnp-6387	19	12	by	by	ADP
fnp-6387	19	13	which	which	PRON
fnp-6387	19	14	a	a	DET
fnp-6387	19	15	class	class	NOUN
fnp-6387	19	16	label	label	NOUN
fnp-6387	19	17	is	be	AUX
fnp-6387	19	18	assigned	assign	VERB
fnp-6387	19	19	to	to	ADP
fnp-6387	19	20	each	each	DET
fnp-6387	19	21	pixel	pixel	NOUN
fnp-6387	19	22	in	in	ADP
fnp-6387	19	23	an	an	DET
fnp-6387	19	24	image	image	NOUN
fnp-6387	19	25	,	,	PUNCT
fnp-6387	19	26	generating	generating	NOUN
fnp-6387	19	27	collections	collection	NOUN
fnp-6387	19	28	of	of	ADP
fnp-6387	19	29	pixels	pixel	NOUN
fnp-6387	19	30	called	call	VERB
fnp-6387	19	31	segmentation	segmentation	NOUN
fnp-6387	19	32	masks	mask	NOUN
fnp-6387	19	33	that	that	PRON
fnp-6387	19	34	form	form	VERB
fnp-6387	19	35	distinct	distinct	ADJ
fnp-6387	19	36	objects	object	NOUN
fnp-6387	19	37	within	within	ADP
fnp-6387	19	38	an	an	DET
fnp-6387	19	39	image	image	NOUN
fnp-6387	19	40	.	.	PUNCT
fnp-6387	20	1	these	these	DET
fnp-6387	20	2	masks	mask	NOUN
fnp-6387	20	3	may	may	AUX
fnp-6387	20	4	be	be	AUX
fnp-6387	20	5	used	use	VERB
fnp-6387	20	6	for	for	ADP
fnp-6387	20	7	downstream	downstream	ADJ
fnp-6387	20	8	analysis	analysis	NOUN
fnp-6387	20	9	of	of	ADP
fnp-6387	20	10	the	the	DET
fnp-6387	20	11	shape	shape	NOUN
fnp-6387	20	12	,	,	PUNCT
fnp-6387	20	13	diameter	diameter	NOUN
fnp-6387	20	14	,	,	PUNCT
fnp-6387	20	15	and/or	and/or	CCONJ
fnp-6387	20	16	other	other	ADJ
fnp-6387	20	17	features	feature	NOUN
fnp-6387	20	18	of	of	ADP
fnp-6387	20	19	the	the	DET
fnp-6387	20	20	segmented	segment	VERB
fnp-6387	20	21	object	object	NOUN
fnp-6387	20	22	.	.	PUNCT
fnp-6387	21	1	generally	generally	ADV
fnp-6387	21	2	,	,	PUNCT
fnp-6387	21	3	classification	classification	NOUN
fnp-6387	21	4	requires	require	VERB
fnp-6387	21	5	recognition	recognition	NOUN
fnp-6387	21	6	of	of	ADP
fnp-6387	21	7	only	only	ADV
fnp-6387	21	8	a	a	DET
fnp-6387	21	9	minimum	minimum	ADJ
fnp-6387	21	10	number	number	NOUN
fnp-6387	21	11	of	of	ADP
fnp-6387	21	12	object	object	NOUN
fnp-6387	21	13	-	-	PUNCT
fnp-6387	21	14	specific	specific	ADJ
fnp-6387	21	15	features	feature	NOUN
fnp-6387	21	16	to	to	PART
fnp-6387	21	17	categorize	categorize	VERB
fnp-6387	21	18	images	image	NOUN
fnp-6387	21	19	into	into	ADP
fnp-6387	21	20	the	the	DET
fnp-6387	21	21	correct	correct	ADJ
fnp-6387	21	22	class	class	NOUN
fnp-6387	21	23	,	,	PUNCT
fnp-6387	21	24	whereas	whereas	SCONJ
fnp-6387	21	25	segmentation	segmentation	NOUN
fnp-6387	21	26	demands	demand	VERB
fnp-6387	21	27	recognition	recognition	NOUN
fnp-6387	21	28	of	of	ADP
fnp-6387	21	29	all	all	DET
fnp-6387	21	30	object	object	NOUN
fnp-6387	21	31	-	-	PUNCT
fnp-6387	21	32	specific	specific	ADJ
fnp-6387	21	33	features	feature	NOUN
fnp-6387	21	34	to	to	PART
fnp-6387	21	35	classify	classify	VERB
fnp-6387	21	36	all	all	DET
fnp-6387	21	37	pixels	pixel	NOUN
fnp-6387	21	38	belonging	belong	VERB
fnp-6387	21	39	to	to	ADP
fnp-6387	21	40	the	the	DET
fnp-6387	21	41	target	target	NOUN
fnp-6387	21	42	.	.	PUNCT
fnp-6387	22	1	non	non	ADJ
fnp-6387	22	2	-	-	ADJ
fnp-6387	22	3	ml	ml	ADJ
fnp-6387	22	4	methods	method	NOUN
fnp-6387	22	5	for	for	ADP
fnp-6387	22	6	segmentation	segmentation	NOUN
fnp-6387	22	7	and	and	CCONJ
fnp-6387	22	8	quantification	quantification	NOUN
fnp-6387	22	9	of	of	ADP
fnp-6387	22	10	blood	blood	NOUN
fnp-6387	22	11	vessels	vessel	NOUN
fnp-6387	22	12	have	have	AUX
fnp-6387	22	13	been	be	AUX
fnp-6387	22	14	explored	explore	VERB
fnp-6387	22	15	,	,	PUNCT
fnp-6387	22	16	however	however	ADV
fnp-6387	22	17	,	,	PUNCT
fnp-6387	22	18	these	these	DET
fnp-6387	22	19	methods	method	NOUN
fnp-6387	22	20	were	be	AUX
fnp-6387	22	21	not	not	PART
fnp-6387	22	22	extensively	extensively	ADV
fnp-6387	22	23	evaluated	evaluate	VERB
fnp-6387	22	24	and	and	CCONJ
fnp-6387	22	25	compared	compare	VERB
fnp-6387	22	26	to	to	ADP
fnp-6387	22	27	expert	expert	NOUN
fnp-6387	22	28	annotations.17	annotations.17	PROPN
fnp-6387	22	29	prior	prior	ADJ
fnp-6387	22	30	works	work	NOUN
fnp-6387	22	31	have	have	AUX
fnp-6387	22	32	shown	show	VERB
fnp-6387	22	33	that	that	SCONJ
fnp-6387	22	34	ml	ml	NOUN
fnp-6387	22	35	models	model	NOUN
fnp-6387	22	36	can	can	AUX
fnp-6387	22	37	segment	segment	VERB
fnp-6387	22	38	non	non	ADJ
fnp-6387	22	39	-	-	ADJ
fnp-6387	22	40	arteriolosclerotic	arteriolosclerotic	ADJ
fnp-6387	22	41	blood	blood	NOUN
fnp-6387	22	42	vessels	vessel	NOUN
fnp-6387	22	43	in	in	ADP
fnp-6387	22	44	neoplastic	neoplastic	ADJ
fnp-6387	22	45	tissue.18–22	tissue.18–22	NOUN
fnp-6387	22	46	we	we	PRON
fnp-6387	22	47	build	build	VERB
fnp-6387	22	48	upon	upon	SCONJ
fnp-6387	22	49	these	these	DET
fnp-6387	22	50	prior	prior	ADJ
fnp-6387	22	51	efforts	effort	NOUN
fnp-6387	22	52	and	and	CCONJ
fnp-6387	22	53	hypothesize	hypothesize	VERB
fnp-6387	22	54	that	that	PRON
fnp-6387	22	55	ml	ml	NOUN
fnp-6387	22	56	models	model	NOUN
fnp-6387	22	57	could	could	AUX
fnp-6387	22	58	(	(	PUNCT
fnp-6387	22	59	1	1	X
fnp-6387	22	60	)	)	PUNCT
fnp-6387	22	61	detect	detect	VERB
fnp-6387	22	62	and	and	CCONJ
fnp-6387	22	63	localize	localize	VERB
fnp-6387	22	64	blood	blood	NOUN
fnp-6387	22	65	vessels	vessel	NOUN
fnp-6387	22	66	in	in	ADP
fnp-6387	22	67	brain	brain	NOUN
fnp-6387	22	68	tissue	tissue	NOUN
fnp-6387	22	69	,	,	PUNCT
fnp-6387	22	70	(	(	PUNCT
fnp-6387	22	71	2	2	X
fnp-6387	22	72	)	)	PUNCT
fnp-6387	22	73	classify	classify	VERB
fnp-6387	22	74	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	22	75	,	,	PUNCT
fnp-6387	22	76	(	(	PUNCT
fnp-6387	22	77	3	3	X
fnp-6387	22	78	)	)	PUNCT
fnp-6387	22	79	segment	segment	NOUN
fnp-6387	22	80	the	the	DET
fnp-6387	22	81	walls	wall	NOUN
fnp-6387	22	82	and	and	CCONJ
fnp-6387	22	83	lumens	lumen	NOUN
fnp-6387	22	84	of	of	ADP
fnp-6387	22	85	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	22	86	vessels	vessel	NOUN
fnp-6387	22	87	,	,	PUNCT
fnp-6387	22	88	and	and	CCONJ
fnp-6387	22	89	(	(	PUNCT
fnp-6387	22	90	4	4	X
fnp-6387	22	91	)	)	PUNCT
fnp-6387	22	92	facilitate	facilitate	NOUN
fnp-6387	22	93	morphometric	morphometric	ADJ
fnp-6387	22	94	analysis	analysis	NOUN
fnp-6387	22	95	of	of	ADP
fnp-6387	22	96	vascular	vascular	ADJ
fnp-6387	22	97	structure	structure	NOUN
fnp-6387	22	98	.	.	PUNCT
fnp-6387	23	1	as	as	SCONJ
fnp-6387	23	2	object	object	NOUN
fnp-6387	23	3	occlusion	occlusion	NOUN
fnp-6387	23	4	has	have	AUX
fnp-6387	23	5	been	be	AUX
fnp-6387	23	6	shown	show	VERB
fnp-6387	23	7	to	to	PART
fnp-6387	23	8	reduce	reduce	VERB
fnp-6387	23	9	model	model	NOUN
fnp-6387	23	10	performance,23	performance,23	NOUN
fnp-6387	23	11	we	we	PRON
fnp-6387	23	12	additionally	additionally	ADV
fnp-6387	23	13	hypothesized	hypothesize	VERB
fnp-6387	23	14	centering	center	VERB
fnp-6387	23	15	image	image	NOUN
fnp-6387	23	16	patches	patch	NOUN
fnp-6387	23	17	onto	onto	ADP
fnp-6387	23	18	the	the	DET
fnp-6387	23	19	object	object	NOUN
fnp-6387	23	20	of	of	ADP
fnp-6387	23	21	interest	interest	NOUN
fnp-6387	23	22	,	,	PUNCT
fnp-6387	23	23	the	the	DET
fnp-6387	23	24	blood	blood	NOUN
fnp-6387	23	25	vessel	vessel	NOUN
fnp-6387	23	26	in	in	ADP
fnp-6387	23	27	this	this	DET
fnp-6387	23	28	study	study	NOUN
fnp-6387	23	29	,	,	PUNCT
fnp-6387	23	30	mitigates	mitigate	VERB
fnp-6387	23	31	occlusion	occlusion	NOUN
fnp-6387	23	32	and	and	CCONJ
fnp-6387	23	33	improves	improve	VERB
fnp-6387	23	34	downstream	downstream	ADJ
fnp-6387	23	35	segmentation	segmentation	NOUN
fnp-6387	23	36	performance	performance	NOUN
fnp-6387	23	37	.	.	PUNCT
fnp-6387	24	1	in	in	ADP
fnp-6387	24	2	this	this	DET
fnp-6387	24	3	pilot	pilot	NOUN
fnp-6387	24	4	study	study	NOUN
fnp-6387	24	5	,	,	PUNCT
fnp-6387	24	6	we	we	PRON
fnp-6387	24	7	present	present	VERB
fnp-6387	24	8	a	a	DET
fnp-6387	24	9	prototype	prototype	NOUN
fnp-6387	24	10	end	end	NOUN
fnp-6387	24	11	-	-	PUNCT
fnp-6387	24	12	to	to	ADP
fnp-6387	24	13	-	-	PUNCT
fnp-6387	24	14	end	end	NOUN
fnp-6387	24	15	ml	ml	NOUN
fnp-6387	24	16	-	-	PUNCT
fnp-6387	24	17	based	base	VERB
fnp-6387	24	18	algorithm	algorithm	NOUN
fnp-6387	24	19	–	–	PUNCT
fnp-6387	24	20	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	24	21	segmentation	segmentation	NOUN
fnp-6387	24	22	(	(	PUNCT
fnp-6387	24	23	artseg	artseg	PROPN
fnp-6387	24	24	)	)	PUNCT
fnp-6387	24	25	,	,	PUNCT
fnp-6387	24	26	followed	follow	VERB
fnp-6387	24	27	by	by	ADP
fnp-6387	24	28	vascular	vascular	ADJ
fnp-6387	24	29	morphometry	morphometry	NOUN
fnp-6387	24	30	(	(	PUNCT
fnp-6387	24	31	vasmorph	vasmorph	PROPN
fnp-6387	24	32	)	)	PUNCT
fnp-6387	24	33	–	–	PUNCT
fnp-6387	24	34	to	to	PART
fnp-6387	24	35	assist	assist	VERB
fnp-6387	24	36	persons	person	NOUN
fnp-6387	24	37	in	in	ADP
fnp-6387	24	38	the	the	DET
fnp-6387	24	39	morphometric	morphometric	ADJ
fnp-6387	24	40	analysis	analysis	NOUN
fnp-6387	24	41	of	of	ADP
fnp-6387	24	42	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	24	43	vessels	vessel	NOUN
fnp-6387	24	44	on	on	ADP
fnp-6387	24	45	wsis	wsis	NOUN
fnp-6387	24	46	.	.	PUNCT
fnp-6387	25	1	while	while	SCONJ
fnp-6387	25	2	previous	previous	ADJ
fnp-6387	25	3	software	software	NOUN
fnp-6387	25	4	for	for	ADP
fnp-6387	25	5	manual	manual	ADJ
fnp-6387	25	6	measurement	measurement	NOUN
fnp-6387	25	7	of	of	ADP
fnp-6387	25	8	sclerotic	sclerotic	ADJ
fnp-6387	25	9	index	index	NOUN
fnp-6387	25	10	on	on	ADP
fnp-6387	25	11	digital	digital	ADJ
fnp-6387	25	12	histology	histology	NOUN
fnp-6387	25	13	images	image	NOUN
fnp-6387	25	14	(	(	PUNCT
fnp-6387	25	15	vascalc)24	vascalc)24	NOUN
fnp-6387	25	16	has	have	AUX
fnp-6387	25	17	been	be	AUX
fnp-6387	25	18	described	describe	VERB
fnp-6387	25	19	,	,	PUNCT
fnp-6387	25	20	vasmorph	vasmorph	ADV
fnp-6387	25	21	represents	represent	VERB
fnp-6387	25	22	an	an	DET
fnp-6387	25	23	automated	automate	VERB
fnp-6387	25	24	method	method	NOUN
fnp-6387	25	25	to	to	PART
fnp-6387	25	26	measure	measure	VERB
fnp-6387	25	27	sclerotic	sclerotic	ADJ
fnp-6387	25	28	index	index	NOUN
fnp-6387	25	29	,	,	PUNCT
fnp-6387	25	30	vessel	vessel	NOUN
fnp-6387	25	31	wall	wall	NOUN
fnp-6387	25	32	thickness	thickness	PROPN
fnp-6387	25	33	,	,	PUNCT
fnp-6387	25	34	and	and	CCONJ
fnp-6387	25	35	vessel	vessel	NOUN
fnp-6387	25	36	wall	wall	NOUN
fnp-6387	25	37	to	to	ADP
fnp-6387	25	38	lumen	luman	NOUN
fnp-6387	25	39	area	area	PROPN
fnp-6387	25	40	ratio	ratio	NOUN
fnp-6387	25	41	from	from	ADP
fnp-6387	25	42	artseg	artseg	NOUN
fnp-6387	25	43	-	-	PUNCT
fnp-6387	25	44	segmented	segment	VERB
fnp-6387	25	45	vessels	vessel	NOUN
fnp-6387	25	46	.	.	PUNCT
fnp-6387	26	1	furthermore	furthermore	ADV
fnp-6387	26	2	,	,	PUNCT
fnp-6387	26	3	we	we	PRON
fnp-6387	26	4	describe	describe	VERB
fnp-6387	26	5	a	a	DET
fnp-6387	26	6	novel	novel	ADJ
fnp-6387	26	7	custom	custom	NOUN
fnp-6387	26	8	recursive	recursive	ADJ
fnp-6387	26	9	wrapper	wrapper	NOUN
fnp-6387	26	10	algorithm	algorithm	NOUN
fnp-6387	26	11	–	–	PUNCT
fnp-6387	26	12	object	object	NOUN
fnp-6387	26	13	of	of	ADP
fnp-6387	26	14	interest	interest	NOUN
fnp-6387	26	15	recursive	recursive	ADJ
fnp-6387	26	16	centering	center	VERB
fnp-6387	26	17	algorithm	algorithm	NOUN
fnp-6387	26	18	(	(	PUNCT
fnp-6387	26	19	orca	orca	PROPN
fnp-6387	26	20	)	)	PUNCT
fnp-6387	26	21	–	–	PUNCT
fnp-6387	26	22	that	that	PRON
fnp-6387	26	23	can	can	AUX
fnp-6387	26	24	flexibly	flexibly	ADV
fnp-6387	26	25	interface	interface	VERB
fnp-6387	26	26	with	with	ADP
fnp-6387	26	27	any	any	DET
fnp-6387	26	28	segmentation	segmentation	NOUN
fnp-6387	26	29	ml	ml	NOUN
fnp-6387	26	30	model	model	NOUN
fnp-6387	26	31	to	to	PART
fnp-6387	26	32	recursively	recursively	ADV
fnp-6387	26	33	generate	generate	VERB
fnp-6387	26	34	patches	patch	NOUN
fnp-6387	26	35	centered	center	VERB
fnp-6387	26	36	on	on	ADP
fnp-6387	26	37	an	an	DET
fnp-6387	26	38	object	object	NOUN
fnp-6387	26	39	of	of	ADP
fnp-6387	26	40	interest	interest	NOUN
fnp-6387	26	41	.	.	PUNCT
fnp-6387	27	1	we	we	PRON
fnp-6387	27	2	evaluated	evaluate	VERB
fnp-6387	27	3	three	three	NUM
fnp-6387	27	4	ml	ml	NOUN
fnp-6387	27	5	models	model	NOUN
fnp-6387	27	6	within	within	ADP
fnp-6387	27	7	artseg	artseg	PROPN
fnp-6387	27	8	that	that	PRON
fnp-6387	27	9	show	show	VERB
fnp-6387	27	10	promising	promising	ADJ
fnp-6387	27	11	performance	performance	NOUN
fnp-6387	27	12	for	for	ADP
fnp-6387	27	13	the	the	DET
fnp-6387	27	14	detection	detection	NOUN
fnp-6387	27	15	of	of	ADP
fnp-6387	27	16	blood	blood	NOUN
fnp-6387	27	17	vessels	vessel	NOUN
fnp-6387	27	18	,	,	PUNCT
fnp-6387	27	19	recognition	recognition	NOUN
fnp-6387	27	20	of	of	ADP
fnp-6387	27	21	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	27	22	,	,	PUNCT
fnp-6387	27	23	and	and	CCONJ
fnp-6387	27	24	segmentation	segmentation	NOUN
fnp-6387	27	25	of	of	ADP
fnp-6387	27	26	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	27	27	vessel	vessel	NOUN
fnp-6387	27	28	walls	wall	NOUN
fnp-6387	27	29	and	and	CCONJ
fnp-6387	27	30	lumens	lumen	NOUN
fnp-6387	27	31	.	.	PUNCT
fnp-6387	28	1	to	to	PART
fnp-6387	28	2	aid	aid	VERB
fnp-6387	28	3	in	in	ADP
fnp-6387	28	4	reproducibility	reproducibility	NOUN
fnp-6387	28	5	and	and	CCONJ
fnp-6387	28	6	open	open	ADJ
fnp-6387	28	7	science	science	NOUN
fnp-6387	28	8	,	,	PUNCT
fnp-6387	28	9	we	we	PRON
fnp-6387	28	10	provide	provide	VERB
fnp-6387	28	11	our	our	PRON
fnp-6387	28	12	code	code	NOUN
fnp-6387	28	13	,	,	PUNCT
fnp-6387	28	14	training	training	NOUN
fnp-6387	28	15	,	,	PUNCT
fnp-6387	28	16	and	and	CCONJ
fnp-6387	28	17	testing	testing	NOUN
fnp-6387	28	18	data	datum	NOUN
fnp-6387	28	19	,	,	PUNCT
fnp-6387	28	20	and	and	CCONJ
fnp-6387	28	21	image	image	NOUN
fnp-6387	28	22	processing	processing	NOUN
fnp-6387	28	23	methodology	methodology	NOUN
fnp-6387	28	24	(	(	PUNCT
fnp-6387	28	25	see	see	VERB
fnp-6387	28	26	data	data	NOUN
fnp-6387	28	27	availability	availability	NOUN
fnp-6387	28	28	and	and	CCONJ
fnp-6387	28	29	code	code	NOUN
fnp-6387	28	30	availability	availability	NOUN
fnp-6387	28	31	)	)	PUNCT
fnp-6387	28	32	.	.	PUNCT
fnp-6387	29	1	to	to	ADP
fnp-6387	29	2	the	the	DET
fnp-6387	29	3	best	good	ADJ
fnp-6387	29	4	of	of	ADP
fnp-6387	29	5	our	our	PRON
fnp-6387	29	6	knowledge	knowledge	NOUN
fnp-6387	29	7	,	,	PUNCT
fnp-6387	29	8	this	this	DET
fnp-6387	29	9	study	study	NOUN
fnp-6387	29	10	constitutes	constitute	VERB
fnp-6387	29	11	the	the	DET
fnp-6387	29	12	first	first	ADJ
fnp-6387	29	13	demonstration	demonstration	NOUN
fnp-6387	29	14	of	of	ADP
fnp-6387	29	15	an	an	DET
fnp-6387	29	16	open	open	ADJ
fnp-6387	29	17	-	-	PUNCT
fnp-6387	29	18	source	source	NOUN
fnp-6387	29	19	means	mean	NOUN
fnp-6387	29	20	for	for	ADP
fnp-6387	29	21	ml	ml	ADV
fnp-6387	29	22	-	-	PUNCT
fnp-6387	29	23	based	base	VERB
fnp-6387	29	24	morphometric	morphometric	ADJ
fnp-6387	29	25	analysis	analysis	NOUN
fnp-6387	29	26	of	of	ADP
fnp-6387	29	27	arteriolosclerotic	arteriolosclerotic	ADJ
fnp-6387	29	28	blood	blood	NOUN
fnp-6387	29	29	vessels	vessel	NOUN
fnp-6387	29	30	in	in	ADP
fnp-6387	29	31	digital	digital	ADJ
fnp-6387	29	32	histology	histology	NOUN
fnp-6387	29	33	images	image	NOUN
fnp-6387	29	34	of	of	ADP
fnp-6387	29	35	human	human	ADJ
fnp-6387	29	36	brain	brain	NOUN
fnp-6387	29	37	.	.	PUNCT
fnp-6387	30	1	methods	method	NOUN
fnp-6387	30	2	participant	participant	VERB
fnp-6387	30	3	consent	consent	NOUN
fnp-6387	30	4	and	and	CCONJ
fnp-6387	30	5	ethics	ethic	NOUN
fnp-6387	30	6	compliance	compliance	NOUN
fnp-6387	30	7	our	our	PRON
fnp-6387	30	8	investigation	investigation	NOUN
fnp-6387	30	9	used	use	VERB
fnp-6387	30	10	de	de	VERB
fnp-6387	30	11	-	-	ADJ
fnp-6387	30	12	identified	identify	VERB
fnp-6387	30	13	human	human	ADJ
fnp-6387	30	14	post	post	ADJ
fnp-6387	30	15	-	-	ADJ
fnp-6387	30	16	mortem	mortem	ADJ
fnp-6387	30	17	tissues	tissue	NOUN
fnp-6387	30	18	,	,	PUNCT
fnp-6387	30	19	which	which	PRON
fnp-6387	30	20	do	do	AUX
fnp-6387	30	21	not	not	PART
fnp-6387	30	22	qualify	qualify	VERB
fnp-6387	30	23	as	as	ADP
fnp-6387	30	24	human	human	ADJ
fnp-6387	30	25	subjects	subject	NOUN
fnp-6387	30	26	under	under	ADP
fnp-6387	30	27	federal	federal	ADJ
fnp-6387	30	28	law	law	NOUN
fnp-6387	30	29	(	(	PUNCT
fnp-6387	30	30	45	45	NUM
fnp-6387	30	31	cfr	cfr	NOUN
fnp-6387	30	32	46	46	NUM
fnp-6387	30	33	,	,	PUNCT
fnp-6387	30	34	protection	protection	NOUN
fnp-6387	30	35	of	of	ADP
fnp-6387	30	36	human	human	ADJ
fnp-6387	30	37	subjects	subject	NOUN
fnp-6387	30	38	)	)	PUNCT
fnp-6387	30	39	.	.	PUNCT
fnp-6387	31	1	the	the	DET
fnp-6387	31	2	university	university	PROPN
fnp-6387	31	3	of	of	ADP
fnp-6387	31	4	california	california	PROPN
fnp-6387	31	5	,	,	PUNCT
fnp-6387	31	6	davis	davis	PROPN
fnp-6387	31	7	(	(	PUNCT
fnp-6387	31	8	ucd	ucd	PROPN
fnp-6387	31	9	)	)	PUNCT
fnp-6387	31	10	alzheimer	alzheimer	PROPN
fnp-6387	31	11	’s	’s	PART
fnp-6387	31	12	disease	disease	PROPN
fnp-6387	31	13	research	research	NOUN
fnp-6387	31	14	center	center	NOUN
fnp-6387	31	15	(	(	PUNCT
fnp-6387	31	16	adrc	adrc	NOUN
fnp-6387	31	17	)	)	PUNCT
fnp-6387	31	18	,	,	PUNCT
fnp-6387	31	19	university	university	PROPN
fnp-6387	31	20	of	of	ADP
fnp-6387	31	21	california	california	PROPN
fnp-6387	31	22	irvine	irvine	PROPN
fnp-6387	31	23	(	(	PUNCT
fnp-6387	31	24	uci	uci	PROPN
fnp-6387	31	25	)	)	PUNCT
fnp-6387	31	26	adrc	adrc	NOUN
fnp-6387	31	27	,	,	PUNCT
fnp-6387	31	28	and	and	CCONJ
fnp-6387	31	29	the	the	DET
fnp-6387	31	30	former	former	ADJ
fnp-6387	31	31	university	university	PROPN
fnp-6387	31	32	of	of	ADP
fnp-6387	31	33	california	california	PROPN
fnp-6387	31	34	los	los	PROPN
fnp-6387	31	35	angeles	angeles	PROPN
fnp-6387	31	36	(	(	PUNCT
fnp-6387	31	37	ucla	ucla	PROPN
fnp-6387	31	38	)	)	PUNCT
fnp-6387	31	39	adrc	adrc	PROPN
fnp-6387	31	40	programs	program	NOUN
fnp-6387	31	41	obtained	obtain	VERB
fnp-6387	31	42	signed	sign	VERB
fnp-6387	31	43	informed	informed	ADJ
fnp-6387	31	44	consent	consent	NOUN
fnp-6387	31	45	from	from	ADP
fnp-6387	31	46	all	all	DET
fnp-6387	31	47	participants	participant	NOUN
fnp-6387	31	48	or	or	CCONJ
fnp-6387	31	49	legal	legal	ADJ
fnp-6387	31	50	representatives	representative	NOUN
fnp-6387	31	51	during	during	ADP
fnp-6387	31	52	the	the	DET
fnp-6387	31	53	life	life	NOUN
fnp-6387	31	54	of	of	ADP
fnp-6387	31	55	the	the	DET
fnp-6387	31	56	participant	participant	NOUN
fnp-6387	31	57	.	.	PUNCT
fnp-6387	32	1	procedures	procedure	NOUN
fnp-6387	32	2	were	be	AUX
fnp-6387	32	3	completed	complete	VERB
fnp-6387	32	4	in	in	ADP
fnp-6387	32	5	accordance	accordance	NOUN
fnp-6387	32	6	with	with	ADP
fnp-6387	32	7	the	the	DET
fnp-6387	32	8	ethical	ethical	ADJ
fnp-6387	32	9	standards	standard	NOUN
fnp-6387	32	10	of	of	ADP
fnp-6387	32	11	the	the	DET
fnp-6387	32	12	helsinki	helsinki	PROPN
fnp-6387	32	13	declaration	declaration	PROPN
fnp-6387	32	14	.	.	PUNCT
fnp-6387	33	1	operations	operation	NOUN
fnp-6387	33	2	of	of	ADP
fnp-6387	33	3	the	the	DET
fnp-6387	33	4	ucd	ucd	PROPN
fnp-6387	33	5	,	,	PUNCT
fnp-6387	33	6	uci	uci	PROPN
fnp-6387	33	7	,	,	PUNCT
fnp-6387	33	8	and	and	CCONJ
fnp-6387	33	9	former	former	ADJ
fnp-6387	33	10	ucla	ucla	NOUN
fnp-6387	33	11	adrc	adrc	PROPN
fnp-6387	33	12	were	be	AUX
fnp-6387	33	13	approved	approve	VERB
fnp-6387	33	14	by	by	ADP
fnp-6387	33	15	the	the	DET
fnp-6387	33	16	institutional	institutional	PROPN
fnp-6387	33	17	review	review	PROPN
fnp-6387	33	18	board	board	NOUN
fnp-6387	33	19	(	(	PUNCT
fnp-6387	33	20	irb	irb	PROPN
fnp-6387	33	21	)	)	PUNCT
fnp-6387	33	22	of	of	ADP
fnp-6387	33	23	ucd	ucd	PROPN
fnp-6387	33	24	,	,	PUNCT
fnp-6387	33	25	uci	uci	PROPN
fnp-6387	33	26	,	,	PUNCT
fnp-6387	33	27	and	and	CCONJ
fnp-6387	33	28	ucla	ucla	NOUN
fnp-6387	33	29	,	,	PUNCT
fnp-6387	33	30	respectively	respectively	ADV
fnp-6387	33	31	.	.	PUNCT
fnp-6387	34	1	all	all	DET
fnp-6387	34	2	data	datum	NOUN
fnp-6387	34	3	were	be	AUX
fnp-6387	34	4	de	de	ADJ
fnp-6387	34	5	-	-	VERB
fnp-6387	34	6	identified	identify	VERB
fnp-6387	34	7	and	and	CCONJ
fnp-6387	34	8	shared	share	VERB
fnp-6387	34	9	through	through	ADP
fnp-6387	34	10	a	a	DET
fnp-6387	34	11	randomly	randomly	ADV
fnp-6387	34	12	generated	generate	VERB
fnp-6387	34	13	pseudo	pseudo	NOUN
fnp-6387	34	14	-	-	NOUN
fnp-6387	34	15	identification	identification	NOUN
fnp-6387	34	16	number	number	NOUN
fnp-6387	34	17	.	.	PUNCT
fnp-6387	35	1	the	the	DET
fnp-6387	35	2	de	de	ADJ
fnp-6387	35	3	-	-	ADJ
fnp-6387	35	4	identified	identify	VERB
fnp-6387	35	5	data	datum	NOUN
fnp-6387	35	6	does	do	AUX
fnp-6387	35	7	not	not	PART
fnp-6387	35	8	contain	contain	VERB
fnp-6387	35	9	personal	personal	ADJ
fnp-6387	35	10	health	health	NOUN
fnp-6387	35	11	information	information	NOUN
fnp-6387	35	12	such	such	ADJ
fnp-6387	35	13	as	as	ADP
fnp-6387	35	14	addresses	address	NOUN
fnp-6387	35	15	,	,	PUNCT
fnp-6387	35	16	phone	phone	NOUN
fnp-6387	35	17	numbers	number	NOUN
fnp-6387	35	18	,	,	PUNCT
fnp-6387	35	19	names	name	NOUN
fnp-6387	35	20	,	,	PUNCT
fnp-6387	35	21	date	date	NOUN
fnp-6387	35	22	of	of	ADP
fnp-6387	35	23	birth	birth	NOUN
fnp-6387	35	24	,	,	PUNCT
fnp-6387	35	25	or	or	CCONJ
fnp-6387	35	26	social	social	ADJ
fnp-6387	35	27	security	security	NOUN
fnp-6387	35	28	numbers	number	NOUN
fnp-6387	35	29	.	.	PUNCT
fnp-6387	36	1	participant	participant	ADJ
fnp-6387	36	2	selection	selection	NOUN
fnp-6387	36	3	and	and	CCONJ
fnp-6387	36	4	case	case	NOUN
fnp-6387	36	5	cohort	cohort	NOUN
fnp-6387	36	6	all	all	DET
fnp-6387	36	7	brain	brain	NOUN
fnp-6387	36	8	samples	sample	NOUN
fnp-6387	36	9	were	be	AUX
fnp-6387	36	10	retrieved	retrieve	VERB
fnp-6387	36	11	from	from	ADP
fnp-6387	36	12	archives	archive	NOUN
fnp-6387	36	13	of	of	ADP
fnp-6387	36	14	ucd	ucd	PROPN
fnp-6387	36	15	adrc	adrc	PROPN
fnp-6387	36	16	,	,	PUNCT
fnp-6387	36	17	uci	uci	PROPN
fnp-6387	36	18	adrc	adrc	PROPN
fnp-6387	36	19	,	,	PUNCT
fnp-6387	36	20	and	and	CCONJ
fnp-6387	36	21	the	the	DET
fnp-6387	36	22	former	former	ADJ
fnp-6387	36	23	ucla	ucla	PROPN
fnp-6387	36	24	adrc	adrc	PROPN
fnp-6387	36	25	.	.	PUNCT
fnp-6387	37	1	thirteen	thirteen	NUM
fnp-6387	37	2	participants	participant	NOUN
fnp-6387	37	3	and	and	CCONJ
fnp-6387	37	4	42	42	NUM
fnp-6387	37	5	wsis	wsis	NOUN
fnp-6387	37	6	were	be	AUX
fnp-6387	37	7	included	include	VERB
fnp-6387	37	8	through	through	ADP
fnp-6387	37	9	three	three	NUM
fnp-6387	37	10	stages	stage	NOUN
fnp-6387	37	11	of	of	ADP
fnp-6387	37	12	selection	selection	NOUN
fnp-6387	37	13	.	.	PUNCT
fnp-6387	38	1	in	in	ADP
fnp-6387	38	2	the	the	DET
fnp-6387	38	3	first	first	ADJ
fnp-6387	38	4	stage	stage	NOUN
fnp-6387	38	5	,	,	PUNCT
fnp-6387	38	6	we	we	PRON
fnp-6387	38	7	chose	choose	VERB
fnp-6387	38	8	1	1	NUM
fnp-6387	38	9	participant	participant	NOUN
fnp-6387	38	10	with	with	ADP
fnp-6387	38	11	mild	mild	ADJ
fnp-6387	38	12	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	38	13	(	(	PUNCT
fnp-6387	38	14	global	global	ADJ
fnp-6387	38	15	score	score	NOUN
fnp-6387	38	16	)	)	PUNCT
fnp-6387	38	17	and	and	CCONJ
fnp-6387	38	18	1	1	NUM
fnp-6387	38	19	with	with	ADP
fnp-6387	38	20	severe	severe	ADJ
fnp-6387	38	21	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	38	22	(	(	PUNCT
fnp-6387	38	23	global	global	ADJ
fnp-6387	38	24	score	score	NOUN
fnp-6387	38	25	)	)	PUNCT
fnp-6387	38	26	from	from	ADP
fnp-6387	38	27	uci	uci	PROPN
fnp-6387	38	28	adrc	adrc	PROPN
fnp-6387	38	29	,	,	PUNCT
fnp-6387	38	30	each	each	PRON
fnp-6387	38	31	of	of	ADP
fnp-6387	38	32	whom	whom	PRON
fnp-6387	38	33	had	have	VERB
fnp-6387	38	34	frontal	frontal	ADJ
fnp-6387	38	35	and	and	CCONJ
fnp-6387	38	36	occipital	occipital	NOUN
fnp-6387	38	37	lobe	lobe	PROPN
fnp-6387	38	38	h&e	h&e	PROPN
fnp-6387	38	39	-	-	PUNCT
fnp-6387	38	40	stained	stain	VERB
fnp-6387	38	41	slides	slide	NOUN
fnp-6387	38	42	.	.	PUNCT
fnp-6387	39	1	we	we	PRON
fnp-6387	39	2	also	also	ADV
fnp-6387	39	3	chose	choose	VERB
fnp-6387	39	4	2	2	NUM
fnp-6387	39	5	participants	participant	NOUN
fnp-6387	39	6	with	with	ADP
fnp-6387	39	7	mild	mild	ADJ
fnp-6387	39	8	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	39	9	(	(	PUNCT
fnp-6387	39	10	global	global	ADJ
fnp-6387	39	11	score	score	NOUN
fnp-6387	39	12	)	)	PUNCT
fnp-6387	39	13	and	and	CCONJ
fnp-6387	39	14	2	2	NUM
fnp-6387	39	15	with	with	ADP
fnp-6387	39	16	severe	severe	ADJ
fnp-6387	39	17	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	39	18	(	(	PUNCT
fnp-6387	39	19	global	global	ADJ
fnp-6387	39	20	score	score	NOUN
fnp-6387	39	21	)	)	PUNCT
fnp-6387	39	22	from	from	ADP
fnp-6387	39	23	ucd	ucd	PROPN
fnp-6387	39	24	adrc	adrc	PROPN
fnp-6387	39	25	,	,	PUNCT
fnp-6387	39	26	each	each	PRON
fnp-6387	39	27	of	of	ADP
fnp-6387	39	28	whom	whom	PRON
fnp-6387	39	29	had	have	VERB
fnp-6387	39	30	frontal	frontal	ADJ
fnp-6387	39	31	,	,	PUNCT
fnp-6387	39	32	frontal	frontal	ADJ
fnp-6387	39	33	-	-	PUNCT
fnp-6387	39	34	periventricular	periventricular	ADJ
fnp-6387	39	35	white	white	ADJ
fnp-6387	39	36	matter	matter	NOUN
fnp-6387	39	37	,	,	PUNCT
fnp-6387	39	38	occipital	occipital	ADJ
fnp-6387	39	39	,	,	PUNCT
fnp-6387	39	40	and	and	CCONJ
fnp-6387	39	41	occipital	occipital	ADJ
fnp-6387	39	42	-	-	PUNCT
fnp-6387	39	43	periventricular	periventricular	ADJ
fnp-6387	39	44	white	white	ADJ
fnp-6387	39	45	matter	matter	NOUN
fnp-6387	39	46	h&e	h&e	PROPN
fnp-6387	39	47	-	-	PUNCT
fnp-6387	39	48	stained	stain	VERB
fnp-6387	39	49	slides	slide	NOUN
fnp-6387	39	50	.	.	PUNCT
fnp-6387	40	1	in	in	ADP
fnp-6387	40	2	the	the	DET
fnp-6387	40	3	second	second	ADJ
fnp-6387	40	4	stage	stage	NOUN
fnp-6387	40	5	,	,	PUNCT
fnp-6387	40	6	we	we	PRON
fnp-6387	40	7	added	add	VERB
fnp-6387	40	8	6	6	NUM
fnp-6387	40	9	additional	additional	ADJ
fnp-6387	40	10	participants	participant	NOUN
fnp-6387	40	11	from	from	ADP
fnp-6387	40	12	ucd	ucd	PROPN
fnp-6387	40	13	adrc	adrc	PROPN
fnp-6387	40	14	(	(	PUNCT
fnp-6387	40	15	2	2	NUM
fnp-6387	40	16	with	with	ADP
fnp-6387	40	17	no	no	DET
fnp-6387	40	18	arteriosclerosis	arteriosclerosis	NOUN
fnp-6387	40	19	,	,	PUNCT
fnp-6387	40	20	1	1	NUM
fnp-6387	40	21	with	with	ADP
fnp-6387	40	22	mild	mild	ADJ
fnp-6387	40	23	,	,	PUNCT
fnp-6387	40	24	2	2	NUM
fnp-6387	40	25	with	with	ADP
fnp-6387	40	26	moderate	moderate	ADJ
fnp-6387	40	27	,	,	PUNCT
fnp-6387	40	28	and	and	CCONJ
fnp-6387	40	29	1	1	NUM
fnp-6387	40	30	with	with	ADP
fnp-6387	40	31	severe	severe	ADJ
fnp-6387	40	32	arteriosclerosis	arteriosclerosis	NOUN
fnp-6387	40	33	,	,	PUNCT
fnp-6387	40	34	global	global	ADJ
fnp-6387	40	35	score	score	NOUN
fnp-6387	40	36	)	)	PUNCT
fnp-6387	40	37	to	to	PART
fnp-6387	40	38	expand	expand	VERB
fnp-6387	40	39	the	the	DET
fnp-6387	40	40	distribution	distribution	NOUN
fnp-6387	40	41	of	of	ADP
fnp-6387	40	42	arteriosclerosis	arteriosclerosis	NOUN
fnp-6387	40	43	and	and	CCONJ
fnp-6387	40	44	increase	increase	VERB
fnp-6387	40	45	the	the	DET
fnp-6387	40	46	sample	sample	NOUN
fnp-6387	40	47	size	size	NOUN
fnp-6387	40	48	.	.	PUNCT
fnp-6387	41	1	in	in	ADP
fnp-6387	41	2	the	the	DET
fnp-6387	41	3	third	third	ADJ
fnp-6387	41	4	stage	stage	NOUN
fnp-6387	41	5	,	,	PUNCT
fnp-6387	41	6	we	we	PRON
fnp-6387	41	7	added	add	VERB
fnp-6387	41	8	1	1	NUM
fnp-6387	41	9	participant	participant	NOUN
fnp-6387	41	10	from	from	ADP
fnp-6387	41	11	the	the	DET
fnp-6387	41	12	former	former	ADJ
fnp-6387	41	13	ucla	ucla	NOUN
fnp-6387	41	14	adrc	adrc	PROPN
fnp-6387	41	15	to	to	PART
fnp-6387	41	16	create	create	VERB
fnp-6387	41	17	an	an	DET
fnp-6387	41	18	external	external	ADJ
fnp-6387	41	19	test	test	NOUN
fnp-6387	41	20	set	set	VERB
fnp-6387	41	21	.	.	PUNCT
fnp-6387	42	1	cortical	cortical	ADJ
fnp-6387	42	2	and	and	CCONJ
fnp-6387	42	3	subcortical	subcortical	ADJ
fnp-6387	42	4	(	(	PUNCT
fnp-6387	42	5	periventricular	periventricular	ADJ
fnp-6387	42	6	white	white	ADJ
fnp-6387	42	7	matter	matter	NOUN
fnp-6387	42	8	)	)	PUNCT
fnp-6387	42	9	regions	region	NOUN
fnp-6387	42	10	were	be	AUX
fnp-6387	42	11	chosen	choose	VERB
fnp-6387	42	12	due	due	ADP
fnp-6387	42	13	to	to	ADP
fnp-6387	42	14	implications	implication	NOUN
fnp-6387	42	15	in	in	ADP
fnp-6387	42	16	possible	possible	ADJ
fnp-6387	42	17	vascular	vascular	ADJ
fnp-6387	42	18	contributions	contribution	NOUN
fnp-6387	42	19	to	to	ADP
fnp-6387	42	20	cognitive	cognitive	ADJ
fnp-6387	42	21	impairment	impairment	NOUN
fnp-6387	42	22	and	and	CCONJ
fnp-6387	42	23	dementia.7	dementia.7	NOUN
fnp-6387	42	24	samples	sample	NOUN
fnp-6387	42	25	studied	study	VERB
fnp-6387	42	26	consisted	consist	VERB
fnp-6387	42	27	of	of	ADP
fnp-6387	42	28	5–7	5–7	NUM
fnp-6387	42	29	μm	μm	NOUN
fnp-6387	42	30	formalin	formalin	NOUN
fnp-6387	42	31	-	-	PUNCT
fnp-6387	42	32	fixed	fix	VERB
fnp-6387	42	33	paraffin	paraffin	NOUN
fnp-6387	42	34	-	-	PUNCT
fnp-6387	42	35	embedded	embed	VERB
fnp-6387	42	36	sections	section	NOUN
fnp-6387	42	37	of	of	ADP
fnp-6387	42	38	the	the	DET
fnp-6387	42	39	frontal	frontal	ADJ
fnp-6387	42	40	and	and	CCONJ
fnp-6387	42	41	occipital	occipital	NOUN
fnp-6387	42	42	lobes	lobe	NOUN
fnp-6387	42	43	mounted	mount	VERB
fnp-6387	42	44	on	on	ADP
fnp-6387	42	45	glass	glass	NOUN
fnp-6387	42	46	slides	slide	NOUN
fnp-6387	42	47	and	and	CCONJ
fnp-6387	42	48	stained	stain	VERB
fnp-6387	42	49	with	with	ADP
fnp-6387	42	50	hematoxylin	hematoxylin	NOUN
fnp-6387	42	51	and	and	CCONJ
fnp-6387	42	52	eosin	eosin	NOUN
fnp-6387	42	53	(	(	PUNCT
fnp-6387	42	54	figure	figure	NOUN
fnp-6387	42	55	 	 	SPACE
fnp-6387	42	56	1	1	NUM
fnp-6387	42	57	)	)	PUNCT
fnp-6387	42	58	.	.	PUNCT
fnp-6387	43	1	ucd	ucd	PROPN
fnp-6387	43	2	adrc	adrc	PROPN
fnp-6387	43	3	digitized	digitize	VERB
fnp-6387	43	4	slides	slide	NOUN
fnp-6387	43	5	with	with	ADP
fnp-6387	43	6	a	a	DET
fnp-6387	43	7	zeiss	zeiss	ADJ
fnp-6387	43	8	axioscan	axioscan	NOUN
fnp-6387	43	9	scanning	scan	VERB
fnp-6387	43	10	at	at	ADP
fnp-6387	43	11	0.220	0.220	NUM
fnp-6387	43	12	 	 	SPACE
fnp-6387	43	13	μm	μm	NUM
fnp-6387	43	14	/	/	SYM
fnp-6387	43	15	pixel	pixel	NOUN
fnp-6387	43	16	and	and	CCONJ
fnp-6387	43	17	x20	x20	NUM
fnp-6387	43	18	magnification	magnification	NOUN
fnp-6387	43	19	.	.	PUNCT
fnp-6387	44	1	the	the	DET
fnp-6387	44	2	former	former	ADJ
fnp-6387	44	3	ucla	ucla	NOUN
fnp-6387	44	4	adrc	adrc	PROPN
fnp-6387	44	5	utilized	utilize	VERB
fnp-6387	44	6	an	an	DET
fnp-6387	44	7	aperio	aperio	NOUN
fnp-6387	44	8	cs2	cs2	NOUN
fnp-6387	44	9	with	with	ADP
fnp-6387	44	10	the	the	DET
fnp-6387	44	11	same	same	ADJ
fnp-6387	44	12	parameters	parameter	NOUN
fnp-6387	44	13	as	as	ADP
fnp-6387	44	14	ucd	ucd	PROPN
fnp-6387	44	15	adrc	adrc	PROPN
fnp-6387	44	16	.	.	PUNCT
fnp-6387	45	1	uci	uci	PROPN
fnp-6387	45	2	adrc	adrc	PROPN
fnp-6387	45	3	digitized	digitize	VERB
fnp-6387	45	4	slides	slide	NOUN
fnp-6387	45	5	with	with	ADP
fnp-6387	45	6	an	an	DET
fnp-6387	45	7	aperio	aperio	NOUN
fnp-6387	45	8	versa	versa	ADV
fnp-6387	45	9	200	200	NUM
fnp-6387	45	10	scanner	scanner	NOUN
fnp-6387	45	11	at	at	ADP
fnp-6387	45	12	0.137	0.137	NUM
fnp-6387	45	13	 	 	SPACE
fnp-6387	45	14	μm	μm	NUM
fnp-6387	45	15	/	/	SYM
fnp-6387	45	16	pixel	pixel	NOUN
fnp-6387	45	17	with	with	ADP
fnp-6387	45	18	a	a	DET
fnp-6387	45	19	40x	40x	NOUN
fnp-6387	45	20	objective	objective	NOUN
fnp-6387	45	21	.	.	PUNCT
fnp-6387	46	1	in	in	ADP
fnp-6387	46	2	total	total	NOUN
fnp-6387	46	3	,	,	PUNCT
fnp-6387	46	4	our	our	PRON
fnp-6387	46	5	study	study	NOUN
fnp-6387	46	6	included	include	VERB
fnp-6387	46	7	8	8	NUM
fnp-6387	46	8	male	male	ADJ
fnp-6387	46	9	and	and	CCONJ
fnp-6387	46	10	5	5	NUM
fnp-6387	46	11	female	female	ADJ
fnp-6387	46	12	participants	participant	NOUN
fnp-6387	46	13	from	from	ADP
fnp-6387	46	14	52	52	NUM
fnp-6387	46	15	to	to	PART
fnp-6387	46	16	89	89	NUM
fnp-6387	46	17	+	+	NUM
fnp-6387	46	18	years	year	NOUN
fnp-6387	46	19	of	of	ADP
fnp-6387	46	20	age	age	NOUN
fnp-6387	46	21	(	(	PUNCT
fnp-6387	46	22	mean	mean	NOUN
fnp-6387	46	23	81	81	NUM
fnp-6387	46	24	,	,	PUNCT
fnp-6387	46	25	median	median	NOUN
fnp-6387	46	26	86	86	NUM
fnp-6387	46	27	)	)	PUNCT
fnp-6387	46	28	.	.	PUNCT
fnp-6387	47	1	see	see	VERB
fnp-6387	47	2	supplementary	supplementary	ADJ
fnp-6387	47	3	table	table	NOUN
fnp-6387	47	4	 	 	SPACE
fnp-6387	47	5	1	1	NUM
fnp-6387	47	6	for	for	ADP
fnp-6387	47	7	detailed	detailed	ADJ
fnp-6387	47	8	specifications	specification	NOUN
fnp-6387	47	9	and	and	CCONJ
fnp-6387	47	10	participant	participant	ADJ
fnp-6387	47	11	demographics	demographic	NOUN
fnp-6387	47	12	of	of	ADP
fnp-6387	47	13	each	each	DET
fnp-6387	47	14	wsi	wsi	NOUN
fnp-6387	47	15	utilized	utilize	VERB
fnp-6387	47	16	and	and	CCONJ
fnp-6387	47	17	supplementary	supplementary	ADJ
fnp-6387	47	18	figure	figure	NOUN
fnp-6387	47	19	 	 	SPACE
fnp-6387	47	20	1	1	NUM
fnp-6387	47	21	for	for	ADP
fnp-6387	47	22	example	example	NOUN
fnp-6387	47	23	wsis	wsis	NOUN
fnp-6387	47	24	from	from	ADP
fnp-6387	47	25	respective	respective	ADJ
fnp-6387	47	26	brain	brain	NOUN
fnp-6387	47	27	regions	region	NOUN
fnp-6387	47	28	.	.	PUNCT
fnp-6387	48	1	figure	figure	NOUN
fnp-6387	48	2	 	 	SPACE
fnp-6387	48	3	1	1	NUM
fnp-6387	48	4	:	:	PUNCT
fnp-6387	48	5	overview	overview	NOUN
fnp-6387	48	6	of	of	ADP
fnp-6387	48	7	the	the	DET
fnp-6387	48	8	process	process	NOUN
fnp-6387	48	9	for	for	ADP
fnp-6387	48	10	sampling	sampling	NOUN
fnp-6387	48	11	and	and	CCONJ
fnp-6387	48	12	digitization	digitization	NOUN
fnp-6387	48	13	of	of	ADP
fnp-6387	48	14	slides	slide	NOUN
fnp-6387	48	15	.	.	PUNCT
fnp-6387	49	1	samples	sample	NOUN
fnp-6387	49	2	were	be	AUX
fnp-6387	49	3	retrieved	retrieve	VERB
fnp-6387	49	4	from	from	ADP
fnp-6387	49	5	the	the	DET
fnp-6387	49	6	cortical	cortical	ADJ
fnp-6387	49	7	and/or	and/or	CCONJ
fnp-6387	49	8	periventricular	periventricular	ADJ
fnp-6387	49	9	white	white	ADJ
fnp-6387	49	10	matter	matter	NOUN
fnp-6387	49	11	regions	region	NOUN
fnp-6387	49	12	of	of	ADP
fnp-6387	49	13	the	the	DET
fnp-6387	49	14	frontal	frontal	ADJ
fnp-6387	49	15	and	and	CCONJ
fnp-6387	49	16	occipital	occipital	NOUN
fnp-6387	49	17	lobes	lobe	NOUN
fnp-6387	49	18	from	from	ADP
fnp-6387	49	19	13	13	NUM
fnp-6387	49	20	participants	participant	NOUN
fnp-6387	49	21	.	.	PUNCT
fnp-6387	50	1	these	these	DET
fnp-6387	50	2	samples	sample	NOUN
fnp-6387	50	3	were	be	AUX
fnp-6387	50	4	formalin	formalin	NOUN
fnp-6387	50	5	-	-	PUNCT
fnp-6387	50	6	fixed	fix	VERB
fnp-6387	50	7	paraffin	paraffin	NOUN
fnp-6387	50	8	-	-	PUNCT
fnp-6387	50	9	embedded	embed	VERB
fnp-6387	50	10	and	and	CCONJ
fnp-6387	50	11	processed	process	VERB
fnp-6387	50	12	into	into	ADP
fnp-6387	50	13	glass	glass	NOUN
fnp-6387	50	14	slides	slide	NOUN
fnp-6387	50	15	,	,	PUNCT
fnp-6387	50	16	which	which	PRON
fnp-6387	50	17	subsequently	subsequently	ADV
fnp-6387	50	18	were	be	AUX
fnp-6387	50	19	digitized	digitize	VERB
fnp-6387	50	20	into	into	ADP
fnp-6387	50	21	wsis	wsis	NOUN
fnp-6387	50	22	by	by	ADP
fnp-6387	50	23	a	a	DET
fnp-6387	50	24	slide	slide	NOUN
fnp-6387	50	25	scanner	scanner	NOUN
fnp-6387	50	26	.	.	PUNCT
fnp-6387	51	1	inclusion	inclusion	NOUN
fnp-6387	51	2	criteria	criterion	NOUN
fnp-6387	51	3	for	for	ADP
fnp-6387	51	4	the	the	DET
fnp-6387	51	5	selection	selection	NOUN
fnp-6387	51	6	of	of	ADP
fnp-6387	51	7	vessels	vessel	NOUN
fnp-6387	51	8	only	only	ADV
fnp-6387	51	9	vessels	vessel	NOUN
fnp-6387	51	10	(	(	PUNCT
fnp-6387	51	11	1	1	NUM
fnp-6387	51	12	)	)	PUNCT
fnp-6387	51	13	within	within	ADP
fnp-6387	51	14	white	white	ADJ
fnp-6387	51	15	matter	matter	NOUN
fnp-6387	51	16	and	and	CCONJ
fnp-6387	51	17	(	(	PUNCT
fnp-6387	51	18	2	2	X
fnp-6387	51	19	)	)	PUNCT
fnp-6387	51	20	cut	cut	NOUN
fnp-6387	51	21	in	in	ADP
fnp-6387	51	22	cross	cross	NOUN
fnp-6387	51	23	-	-	NOUN
fnp-6387	51	24	section	section	NOUN
fnp-6387	51	25	with	with	ADP
fnp-6387	51	26	the	the	DET
fnp-6387	51	27	entire	entire	ADJ
fnp-6387	51	28	circumference	circumference	NOUN
fnp-6387	51	29	of	of	ADP
fnp-6387	51	30	the	the	DET
fnp-6387	51	31	vessel	vessel	NOUN
fnp-6387	51	32	wall	wall	NOUN
fnp-6387	51	33	within	within	ADP
fnp-6387	51	34	view	view	NOUN
fnp-6387	51	35	were	be	AUX
fnp-6387	51	36	included	include	VERB
fnp-6387	51	37	for	for	ADP
fnp-6387	51	38	training	training	NOUN
fnp-6387	51	39	and	and	CCONJ
fnp-6387	51	40	evaluation	evaluation	NOUN
fnp-6387	51	41	of	of	ADP
fnp-6387	51	42	the	the	DET
fnp-6387	51	43	ml	ml	NOUN
fnp-6387	51	44	algorithm	algorithm	NOUN
fnp-6387	51	45	.	.	PUNCT
fnp-6387	52	1	because	because	SCONJ
fnp-6387	52	2	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	52	3	is	be	AUX
fnp-6387	52	4	most	most	ADV
fnp-6387	52	5	common	common	ADJ
fnp-6387	52	6	in	in	ADP
fnp-6387	52	7	cortical	cortical	ADJ
fnp-6387	52	8	white	white	ADJ
fnp-6387	52	9	matter	matter	NOUN
fnp-6387	52	10	,	,	PUNCT
fnp-6387	52	11	to	to	PART
fnp-6387	52	12	optimize	optimize	VERB
fnp-6387	52	13	workflow	workflow	NOUN
fnp-6387	52	14	,	,	PUNCT
fnp-6387	52	15	we	we	PRON
fnp-6387	52	16	chose	choose	VERB
fnp-6387	52	17	to	to	PART
fnp-6387	52	18	focus	focus	VERB
fnp-6387	52	19	on	on	ADP
fnp-6387	52	20	only	only	ADV
fnp-6387	52	21	blood	blood	NOUN
fnp-6387	52	22	vessels	vessel	NOUN
fnp-6387	52	23	located	locate	VERB
fnp-6387	52	24	within	within	ADP
fnp-6387	52	25	white	white	ADJ
fnp-6387	52	26	matter	matter	NOUN
fnp-6387	52	27	.	.	PUNCT
fnp-6387	53	1	we	we	PRON
fnp-6387	53	2	included	include	VERB
fnp-6387	53	3	the	the	DET
fnp-6387	53	4	occipital	occipital	NOUN
fnp-6387	53	5	lobe	lobe	NOUN
fnp-6387	53	6	because	because	SCONJ
fnp-6387	53	7	the	the	DET
fnp-6387	53	8	occipital	occipital	ADJ
fnp-6387	53	9	cortex	cortex	NOUN
fnp-6387	53	10	white	white	ADJ
fnp-6387	53	11	matter	matter	NOUN
fnp-6387	53	12	may	may	AUX
fnp-6387	53	13	be	be	AUX
fnp-6387	53	14	the	the	DET
fnp-6387	53	15	optimal	optimal	ADJ
fnp-6387	53	16	brain	brain	NOUN
fnp-6387	53	17	region	region	NOUN
fnp-6387	53	18	for	for	ADP
fnp-6387	53	19	brain	brain	NOUN
fnp-6387	53	20	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	53	21	assessment	assessment	NOUN
fnp-6387	53	22	in	in	ADP
fnp-6387	53	23	terms	term	NOUN
fnp-6387	53	24	of	of	ADP
fnp-6387	53	25	reliability	reliability	NOUN
fnp-6387	53	26	and	and	CCONJ
fnp-6387	53	27	association	association	NOUN
fnp-6387	53	28	with	with	ADP
fnp-6387	53	29	cognitive	cognitive	ADJ
fnp-6387	53	30	status	status	NOUN
fnp-6387	53	31	,	,	PUNCT
fnp-6387	53	32	according	accord	VERB
fnp-6387	53	33	to	to	ADP
fnp-6387	53	34	vcing,8	vcing,8	DET
fnp-6387	53	35	cross	cross	ADJ
fnp-6387	53	36	-	-	ADJ
fnp-6387	53	37	sectional	sectional	ADJ
fnp-6387	53	38	views	view	NOUN
fnp-6387	53	39	of	of	ADP
fnp-6387	53	40	vessels	vessel	NOUN
fnp-6387	53	41	were	be	AUX
fnp-6387	53	42	selected	select	VERB
fnp-6387	53	43	as	as	ADP
fnp-6387	53	44	the	the	DET
fnp-6387	53	45	purpose	purpose	NOUN
fnp-6387	53	46	of	of	ADP
fnp-6387	53	47	the	the	DET
fnp-6387	53	48	ml	ml	PROPN
fnp-6387	53	49	algorithm	algorithm	NOUN
fnp-6387	53	50	is	be	AUX
fnp-6387	53	51	to	to	PART
fnp-6387	53	52	automate	automate	VERB
fnp-6387	53	53	the	the	DET
fnp-6387	53	54	calculation	calculation	NOUN
fnp-6387	53	55	of	of	ADP
fnp-6387	53	56	the	the	DET
fnp-6387	53	57	sclerotic	sclerotic	ADJ
fnp-6387	53	58	index,11,12	index,11,12	PROPN
fnp-6387	53	59	vessel	vessel	NOUN
fnp-6387	53	60	wall	wall	NOUN
fnp-6387	53	61	thickness	thickness	PROPN
fnp-6387	53	62	,	,	PUNCT
fnp-6387	53	63	and	and	CCONJ
fnp-6387	53	64	vessel	vessel	NOUN
fnp-6387	53	65	wall	wall	NOUN
fnp-6387	53	66	to	to	ADP
fnp-6387	53	67	lumen	luman	NOUN
fnp-6387	53	68	area	area	NOUN
fnp-6387	53	69	ratio	ratio	NOUN
fnp-6387	53	70	,	,	PUNCT
fnp-6387	53	71	which	which	PRON
fnp-6387	53	72	require	require	VERB
fnp-6387	53	73	measurements	measurement	NOUN
fnp-6387	53	74	of	of	ADP
fnp-6387	53	75	the	the	DET
fnp-6387	53	76	internal	internal	ADJ
fnp-6387	53	77	and	and	CCONJ
fnp-6387	53	78	external	external	ADJ
fnp-6387	53	79	radius	radius	NOUN
fnp-6387	53	80	or	or	CCONJ
fnp-6387	53	81	diameter	diameter	NOUN
fnp-6387	53	82	.	.	PUNCT
fnp-6387	54	1	dataset	dataset	VERB
fnp-6387	54	2	all	all	DET
fnp-6387	54	3	uci	uci	PROPN
fnp-6387	54	4	and	and	CCONJ
fnp-6387	54	5	ucla	ucla	PROPN
fnp-6387	54	6	wsis	wsis	NOUN
fnp-6387	54	7	were	be	AUX
fnp-6387	54	8	stored	store	VERB
fnp-6387	54	9	in	in	ADP
fnp-6387	54	10	svs	svs	NOUN
fnp-6387	54	11	file	file	NOUN
fnp-6387	54	12	format	format	NOUN
fnp-6387	54	13	.	.	PUNCT
fnp-6387	55	1	all	all	DET
fnp-6387	55	2	ucd	ucd	PROPN
fnp-6387	55	3	wsis	wsis	NOUN
fnp-6387	55	4	were	be	AUX
fnp-6387	55	5	stored	store	VERB
fnp-6387	55	6	in	in	ADP
fnp-6387	55	7	czi	czi	PROPN
fnp-6387	55	8	file	file	NOUN
fnp-6387	55	9	format	format	NOUN
fnp-6387	55	10	.	.	PUNCT
fnp-6387	56	1	due	due	ADP
fnp-6387	56	2	to	to	ADP
fnp-6387	56	3	the	the	DET
fnp-6387	56	4	enormous	enormous	ADJ
fnp-6387	56	5	gigapixel	gigapixel	NOUN
fnp-6387	56	6	size	size	NOUN
fnp-6387	56	7	of	of	ADP
fnp-6387	56	8	wsis	wsis	NOUN
fnp-6387	56	9	,	,	PUNCT
fnp-6387	56	10	it	it	PRON
fnp-6387	56	11	is	be	AUX
fnp-6387	56	12	generally	generally	ADV
fnp-6387	56	13	computationally	computationally	ADV
fnp-6387	56	14	inefficient	inefficient	ADJ
fnp-6387	56	15	or	or	CCONJ
fnp-6387	56	16	intractable	intractable	ADJ
fnp-6387	56	17	to	to	PART
fnp-6387	56	18	input	input	VERB
fnp-6387	56	19	the	the	DET
fnp-6387	56	20	entire	entire	ADJ
fnp-6387	56	21	wsi	wsi	NOUN
fnp-6387	56	22	directly	directly	ADV
fnp-6387	56	23	into	into	ADP
fnp-6387	56	24	ml	ml	ADP
fnp-6387	56	25	algorithms	algorithm	NOUN
fnp-6387	56	26	for	for	ADP
fnp-6387	56	27	training	training	NOUN
fnp-6387	56	28	or	or	CCONJ
fnp-6387	56	29	inference	inference	NOUN
fnp-6387	56	30	,	,	PUNCT
fnp-6387	56	31	and	and	CCONJ
fnp-6387	56	32	wsis	wsis	NOUN
fnp-6387	56	33	are	be	AUX
fnp-6387	56	34	typically	typically	ADV
fnp-6387	56	35	divided	divide	VERB
fnp-6387	56	36	into	into	ADP
fnp-6387	56	37	thousands	thousand	NOUN
fnp-6387	56	38	of	of	ADP
fnp-6387	56	39	smaller	small	ADJ
fnp-6387	56	40	image	image	NOUN
fnp-6387	56	41	tiles	tile	NOUN
fnp-6387	56	42	.	.	PUNCT
fnp-6387	57	1	we	we	PRON
fnp-6387	57	2	performed	perform	VERB
fnp-6387	57	3	wsi	wsi	NOUN
fnp-6387	57	4	tiling	tile	VERB
fnp-6387	57	5	utilizing	utilize	VERB
fnp-6387	57	6	the	the	DET
fnp-6387	57	7	open	open	ADJ
fnp-6387	57	8	-	-	PUNCT
fnp-6387	57	9	source	source	NOUN
fnp-6387	57	10	libraries	library	NOUN
fnp-6387	57	11	openslide25	openslide25	VERB
fnp-6387	57	12	and	and	CCONJ
fnp-6387	57	13	czifile,26	czifile,26	NOUN
fnp-6387	57	14	generating	generating	NOUN
fnp-6387	57	15	(	(	PUNCT
fnp-6387	57	16	512	512	NUM
fnp-6387	57	17	x	x	SYM
fnp-6387	57	18	512	512	NUM
fnp-6387	57	19	)	)	PUNCT
fnp-6387	57	20	pixel	pixel	PROPN
fnp-6387	57	21	tiles	tile	NOUN
fnp-6387	57	22	.	.	PUNCT
fnp-6387	58	1	for	for	ADP
fnp-6387	58	2	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	58	3	classification	classification	NOUN
fnp-6387	58	4	and	and	CCONJ
fnp-6387	58	5	segmentation	segmentation	NOUN
fnp-6387	58	6	,	,	PUNCT
fnp-6387	58	7	we	we	PRON
fnp-6387	58	8	divided	divide	VERB
fnp-6387	58	9	our	our	PRON
fnp-6387	58	10	dataset	dataset	NOUN
fnp-6387	58	11	(	(	PUNCT
fnp-6387	58	12	11	11	NUM
fnp-6387	58	13	participants	participant	NOUN
fnp-6387	58	14	,	,	PUNCT
fnp-6387	58	15	34	34	NUM
fnp-6387	58	16	wsis	wsis	NOUN
fnp-6387	58	17	)	)	PUNCT
fnp-6387	58	18	into	into	ADP
fnp-6387	58	19	three	three	NUM
fnp-6387	58	20	subsets	subset	NOUN
fnp-6387	58	21	:	:	PUNCT
fnp-6387	58	22	a	a	DET
fnp-6387	58	23	training	training	NOUN
fnp-6387	58	24	and	and	CCONJ
fnp-6387	58	25	validation	validation	NOUN
fnp-6387	58	26	subset	subset	NOUN
fnp-6387	58	27	,	,	PUNCT
fnp-6387	58	28	an	an	DET
fnp-6387	58	29	internal	internal	ADJ
fnp-6387	58	30	hold	hold	VERB
fnp-6387	58	31	-	-	PUNCT
fnp-6387	58	32	out	out	ADP
fnp-6387	58	33	test	test	NOUN
fnp-6387	58	34	set	set	NOUN
fnp-6387	58	35	,	,	PUNCT
fnp-6387	58	36	and	and	CCONJ
fnp-6387	58	37	an	an	DET
fnp-6387	58	38	external	external	ADJ
fnp-6387	58	39	test	test	NOUN
fnp-6387	58	40	set	set	NOUN
fnp-6387	58	41	(	(	PUNCT
fnp-6387	58	42	supplementary	supplementary	ADJ
fnp-6387	58	43	table	table	NOUN
fnp-6387	58	44	 	 	SPACE
fnp-6387	58	45	2	2	NUM
fnp-6387	58	46	)	)	PUNCT
fnp-6387	58	47	.	.	PUNCT
fnp-6387	59	1	the	the	DET
fnp-6387	59	2	training	training	NOUN
fnp-6387	59	3	and	and	CCONJ
fnp-6387	59	4	validation	validation	NOUN
fnp-6387	59	5	set	set	NOUN
fnp-6387	59	6	consisted	consist	VERB
fnp-6387	59	7	of	of	ADP
fnp-6387	59	8	28	28	NUM
fnp-6387	59	9	wsis	wsis	NOUN
fnp-6387	59	10	from	from	ADP
fnp-6387	59	11	8	8	NUM
fnp-6387	59	12	participants	participant	NOUN
fnp-6387	59	13	(	(	PUNCT
fnp-6387	59	14	26	26	NUM
fnp-6387	59	15	wsis	wsis	NOUN
fnp-6387	59	16	from	from	ADP
fnp-6387	59	17	7	7	NUM
fnp-6387	59	18	ucd	ucd	PROPN
fnp-6387	59	19	participants	participant	NOUN
fnp-6387	59	20	and	and	CCONJ
fnp-6387	59	21	2	2	NUM
fnp-6387	59	22	wsis	wsis	NOUN
fnp-6387	59	23	from	from	ADP
fnp-6387	59	24	1	1	NUM
fnp-6387	59	25	uci	uci	PROPN
fnp-6387	59	26	participant	participant	NOUN
fnp-6387	59	27	)	)	PUNCT
fnp-6387	59	28	.	.	PUNCT
fnp-6387	60	1	we	we	PRON
fnp-6387	60	2	performed	perform	VERB
fnp-6387	60	3	a	a	DET
fnp-6387	60	4	3	3	NUM
fnp-6387	60	5	-	-	ADJ
fnp-6387	60	6	fold	fold	ADJ
fnp-6387	60	7	cross	cross	ADJ
fnp-6387	60	8	-	-	ADJ
fnp-6387	60	9	validation	validation	ADJ
fnp-6387	60	10	procedure	procedure	NOUN
fnp-6387	60	11	with	with	ADP
fnp-6387	60	12	on	on	ADP
fnp-6387	60	13	average	average	ADJ
fnp-6387	60	14	19	19	NUM
fnp-6387	60	15	training	training	NOUN
fnp-6387	60	16	and	and	CCONJ
fnp-6387	60	17	9	9	NUM
fnp-6387	60	18	validation	validation	NOUN
fnp-6387	60	19	wsis	wsis	NOUN
fnp-6387	60	20	(	(	PUNCT
fnp-6387	60	21	supplementary	supplementary	ADJ
fnp-6387	60	22	tables	table	NOUN
fnp-6387	60	23	3	3	NUM
fnp-6387	60	24	and	and	CCONJ
fnp-6387	60	25	4	4	NUM
fnp-6387	60	26	)	)	PUNCT
fnp-6387	60	27	and	and	CCONJ
fnp-6387	60	28	reported	report	VERB
fnp-6387	60	29	the	the	DET
fnp-6387	60	30	mean	mean	ADJ
fnp-6387	60	31	performance	performance	NOUN
fnp-6387	60	32	metrics	metric	NOUN
fnp-6387	60	33	of	of	ADP
fnp-6387	60	34	the	the	DET
fnp-6387	60	35	three	three	NUM
fnp-6387	60	36	folds	fold	NOUN
fnp-6387	60	37	.	.	PUNCT
fnp-6387	61	1	the	the	DET
fnp-6387	61	2	internal	internal	ADJ
fnp-6387	61	3	hold	hold	VERB
fnp-6387	61	4	-	-	PUNCT
fnp-6387	61	5	out	out	ADP
fnp-6387	61	6	testing	testing	NOUN
fnp-6387	61	7	subset	subset	NOUN
fnp-6387	61	8	consisted	consist	VERB
fnp-6387	61	9	of	of	ADP
fnp-6387	61	10	4	4	NUM
fnp-6387	61	11	wsis	wsis	NOUN
fnp-6387	61	12	from	from	ADP
fnp-6387	61	13	2	2	NUM
fnp-6387	61	14	participants	participant	NOUN
fnp-6387	61	15	(	(	PUNCT
fnp-6387	61	16	2	2	NUM
fnp-6387	61	17	wsis	wsis	NOUN
fnp-6387	61	18	from	from	ADP
fnp-6387	61	19	1	1	NUM
fnp-6387	61	20	ucd	ucd	PROPN
fnp-6387	61	21	participant	participant	NOUN
fnp-6387	61	22	and	and	CCONJ
fnp-6387	61	23	2	2	NUM
fnp-6387	61	24	wsis	wsis	NOUN
fnp-6387	61	25	from	from	ADP
fnp-6387	61	26	1	1	NUM
fnp-6387	61	27	uci	uci	PROPN
fnp-6387	61	28	participant	participant	NOUN
fnp-6387	61	29	;	;	PUNCT
fnp-6387	61	30	supplementary	supplementary	ADJ
fnp-6387	61	31	table	table	NOUN
fnp-6387	61	32	 	 	SPACE
fnp-6387	61	33	5	5	NUM
fnp-6387	61	34	)	)	PUNCT
fnp-6387	61	35	.	.	PUNCT
fnp-6387	62	1	the	the	DET
fnp-6387	62	2	external	external	ADJ
fnp-6387	62	3	testing	testing	NOUN
fnp-6387	62	4	subset	subset	NOUN
fnp-6387	62	5	consisted	consist	VERB
fnp-6387	62	6	of	of	ADP
fnp-6387	62	7	2	2	NUM
fnp-6387	62	8	wsis	wsis	NOUN
fnp-6387	62	9	from	from	ADP
fnp-6387	62	10	1	1	NUM
fnp-6387	62	11	ucla	ucla	NOUN
fnp-6387	62	12	participant	participant	NOUN
fnp-6387	62	13	(	(	PUNCT
fnp-6387	62	14	supplementary	supplementary	ADJ
fnp-6387	62	15	table	table	NOUN
fnp-6387	62	16	 	 	SPACE
fnp-6387	62	17	5	5	NUM
fnp-6387	62	18	)	)	PUNCT
fnp-6387	62	19	.	.	PUNCT
fnp-6387	63	1	for	for	ADP
fnp-6387	63	2	vessel	vessel	NOUN
fnp-6387	63	3	detection	detection	NOUN
fnp-6387	63	4	,	,	PUNCT
fnp-6387	63	5	the	the	DET
fnp-6387	63	6	training	training	NOUN
fnp-6387	63	7	and	and	CCONJ
fnp-6387	63	8	validation	validation	NOUN
fnp-6387	63	9	subsets	subset	NOUN
fnp-6387	63	10	had	have	VERB
fnp-6387	63	11	an	an	DET
fnp-6387	63	12	additional	additional	ADJ
fnp-6387	63	13	8	8	NUM
fnp-6387	63	14	wsis	wsis	NOUN
fnp-6387	63	15	from	from	ADP
fnp-6387	63	16	an	an	DET
fnp-6387	63	17	additional	additional	ADJ
fnp-6387	63	18	2	2	NUM
fnp-6387	63	19	ucd	ucd	NOUN
fnp-6387	63	20	participants	participant	NOUN
fnp-6387	63	21	(	(	PUNCT
fnp-6387	63	22	supplementary	supplementary	ADJ
fnp-6387	63	23	table	table	NOUN
fnp-6387	63	24	 	 	SPACE
fnp-6387	63	25	6	6	NUM
fnp-6387	63	26	)	)	PUNCT
fnp-6387	63	27	,	,	PUNCT
fnp-6387	63	28	who	who	PRON
fnp-6387	63	29	did	do	AUX
fnp-6387	63	30	not	not	PART
fnp-6387	63	31	have	have	VERB
fnp-6387	63	32	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	63	33	and	and	CCONJ
fnp-6387	63	34	therefore	therefore	ADV
fnp-6387	63	35	were	be	AUX
fnp-6387	63	36	not	not	PART
fnp-6387	63	37	included	include	VERB
fnp-6387	63	38	in	in	ADP
fnp-6387	63	39	the	the	DET
fnp-6387	63	40	dataset	dataset	NOUN
fnp-6387	63	41	for	for	ADP
fnp-6387	63	42	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	63	43	classification	classification	NOUN
fnp-6387	63	44	and	and	CCONJ
fnp-6387	63	45	segmentation	segmentation	NOUN
fnp-6387	63	46	.	.	PUNCT
fnp-6387	64	1	human	human	ADJ
fnp-6387	64	2	annotations	annotation	NOUN
fnp-6387	64	3	all	all	DET
fnp-6387	64	4	annotators	annotator	NOUN
fnp-6387	64	5	(	(	PUNCT
fnp-6387	64	6	vp	vp	PROPN
fnp-6387	64	7	,	,	PUNCT
fnp-6387	64	8	wy	wy	PROPN
fnp-6387	64	9	,	,	PUNCT
fnp-6387	64	10	jjl	jjl	NOUN
fnp-6387	64	11	,	,	PUNCT
fnp-6387	64	12	hpw	hpw	PROPN
fnp-6387	64	13	,	,	PUNCT
fnp-6387	64	14	kn	kn	PROPN
fnp-6387	64	15	)	)	PUNCT
fnp-6387	64	16	were	be	AUX
fnp-6387	64	17	blinded	blind	VERB
fnp-6387	64	18	to	to	PART
fnp-6387	64	19	wsi	wsi	VERB
fnp-6387	64	20	specifications	specification	NOUN
fnp-6387	64	21	and	and	CCONJ
fnp-6387	64	22	participant	participant	ADJ
fnp-6387	64	23	clinical	clinical	ADJ
fnp-6387	64	24	information	information	NOUN
fnp-6387	64	25	during	during	ADP
fnp-6387	64	26	annotation	annotation	NOUN
fnp-6387	64	27	.	.	PUNCT
fnp-6387	65	1	vp	vp	PROPN
fnp-6387	65	2	and	and	CCONJ
fnp-6387	65	3	wy	wy	PROPN
fnp-6387	65	4	are	be	AUX
fnp-6387	65	5	attending	attend	VERB
fnp-6387	65	6	neuropathologists	neuropathologist	NOUN
fnp-6387	65	7	;	;	PUNCT
fnp-6387	65	8	jjl	jjl	NOUN
fnp-6387	65	9	is	be	AUX
fnp-6387	65	10	a	a	DET
fnp-6387	65	11	neuropathology	neuropathology	NOUN
fnp-6387	65	12	fellow	fellow	NOUN
fnp-6387	65	13	;	;	PUNCT
fnp-6387	65	14	hpw	hpw	PROPN
fnp-6387	65	15	was	be	AUX
fnp-6387	65	16	a	a	DET
fnp-6387	65	17	junior	junior	ADJ
fnp-6387	65	18	specialist	specialist	NOUN
fnp-6387	65	19	;	;	PUNCT
fnp-6387	65	20	and	and	CCONJ
fnp-6387	65	21	kn	kn	PROPN
fnp-6387	65	22	was	be	AUX
fnp-6387	65	23	an	an	DET
fnp-6387	65	24	undergraduate	undergraduate	ADJ
fnp-6387	65	25	student	student	NOUN
fnp-6387	65	26	.	.	PUNCT
fnp-6387	66	1	all	all	DET
fnp-6387	66	2	annotations	annotation	NOUN
fnp-6387	66	3	for	for	ADP
fnp-6387	66	4	the	the	DET
fnp-6387	66	5	training	training	NOUN
fnp-6387	66	6	and	and	CCONJ
fnp-6387	66	7	validation	validation	NOUN
fnp-6387	66	8	subsets	subset	NOUN
fnp-6387	66	9	,	,	PUNCT
fnp-6387	66	10	as	as	ADV
fnp-6387	66	11	well	well	ADV
fnp-6387	66	12	as	as	ADP
fnp-6387	66	13	the	the	DET
fnp-6387	66	14	internal	internal	ADJ
fnp-6387	66	15	hold	hold	VERB
fnp-6387	66	16	-	-	PUNCT
fnp-6387	66	17	out	out	ADP
fnp-6387	66	18	test	test	NOUN
fnp-6387	66	19	subset	subset	NOUN
fnp-6387	66	20	,	,	PUNCT
fnp-6387	66	21	were	be	AUX
fnp-6387	66	22	completed	complete	VERB
fnp-6387	66	23	by	by	ADP
fnp-6387	66	24	jjl	jjl	NOUN
fnp-6387	66	25	,	,	PUNCT
fnp-6387	66	26	hpw	hpw	PROPN
fnp-6387	66	27	,	,	PUNCT
fnp-6387	66	28	and/or	and/or	CCONJ
fnp-6387	66	29	kn	kn	PROPN
fnp-6387	66	30	.	.	PUNCT
fnp-6387	67	1	all	all	DET
fnp-6387	67	2	annotations	annotation	NOUN
fnp-6387	67	3	for	for	ADP
fnp-6387	67	4	the	the	DET
fnp-6387	67	5	external	external	ADJ
fnp-6387	67	6	test	test	NOUN
fnp-6387	67	7	subset	subset	NOUN
fnp-6387	67	8	were	be	AUX
fnp-6387	67	9	completed	complete	VERB
fnp-6387	67	10	by	by	ADP
fnp-6387	67	11	vp	vp	PROPN
fnp-6387	67	12	.	.	PUNCT
fnp-6387	68	1	arteriolosclerosis	arteriolosclerosis	PROPN
fnp-6387	68	2	was	be	AUX
fnp-6387	68	3	defined	define	VERB
fnp-6387	68	4	using	use	VERB
fnp-6387	68	5	criteria	criterion	NOUN
fnp-6387	68	6	proposed	propose	VERB
fnp-6387	68	7	by	by	ADP
fnp-6387	68	8	skrobot	skrobot	PROPN
fnp-6387	68	9	et	et	PROPN
fnp-6387	68	10	al.8,10	al.8,10	ADP
fnp-6387	68	11	segmentation	segmentation	NOUN
fnp-6387	68	12	masks	mask	NOUN
fnp-6387	68	13	for	for	ADP
fnp-6387	68	14	vessel	vessel	NOUN
fnp-6387	68	15	walls	wall	NOUN
fnp-6387	68	16	and	and	CCONJ
fnp-6387	68	17	lumens	lumen	NOUN
fnp-6387	68	18	were	be	AUX
fnp-6387	68	19	created	create	VERB
fnp-6387	68	20	by	by	ADP
fnp-6387	68	21	jjl	jjl	NOUN
fnp-6387	68	22	,	,	PUNCT
fnp-6387	68	23	hpw	hpw	PROPN
fnp-6387	68	24	,	,	PUNCT
fnp-6387	68	25	kn	kn	PROPN
fnp-6387	68	26	,	,	PUNCT
fnp-6387	68	27	and	and	CCONJ
fnp-6387	68	28	vp	vp	PROPN
fnp-6387	68	29	using	use	VERB
fnp-6387	68	30	imagej27	imagej27	NOUN
fnp-6387	68	31	(	(	PUNCT
fnp-6387	68	32	detailed	detailed	ADJ
fnp-6387	68	33	annotation	annotation	NOUN
fnp-6387	68	34	protocol	protocol	NOUN
fnp-6387	68	35	available	available	ADJ
fnp-6387	68	36	in	in	ADP
fnp-6387	68	37	supplementary	supplementary	ADJ
fnp-6387	68	38	document	document	NOUN
fnp-6387	68	39	1	1	NUM
fnp-6387	68	40	)	)	PUNCT
fnp-6387	68	41	.	.	PUNCT
fnp-6387	69	1	wy	wy	PROPN
fnp-6387	69	2	annotated	annotate	VERB
fnp-6387	69	3	vessel	vessel	NOUN
fnp-6387	69	4	wall	wall	PROPN
fnp-6387	69	5	thicknesses	thickness	NOUN
fnp-6387	69	6	(	(	PUNCT
fnp-6387	69	7	see	see	VERB
fnp-6387	69	8	section	section	NOUN
fnp-6387	69	9	vascular	vascular	NOUN
fnp-6387	69	10	morphometry	morphometry	NOUN
fnp-6387	69	11	or	or	CCONJ
fnp-6387	69	12	vasmorph	vasmorph	ADV
fnp-6387	69	13	)	)	PUNCT
fnp-6387	69	14	using	use	VERB
fnp-6387	69	15	imagej27	imagej27	NOUN
fnp-6387	69	16	(	(	PUNCT
fnp-6387	69	17	detailed	detailed	ADJ
fnp-6387	69	18	annotation	annotation	NOUN
fnp-6387	69	19	protocol	protocol	NOUN
fnp-6387	69	20	available	available	ADJ
fnp-6387	69	21	in	in	ADP
fnp-6387	69	22	supplementary	supplementary	ADJ
fnp-6387	69	23	document	document	NOUN
fnp-6387	69	24	2	2	NUM
fnp-6387	69	25	)	)	PUNCT
fnp-6387	69	26	.	.	PUNCT
fnp-6387	70	1	data	datum	NOUN
fnp-6387	70	2	augmentation	augmentation	NOUN
fnp-6387	70	3	for	for	ADP
fnp-6387	70	4	all	all	DET
fnp-6387	70	5	training	training	NOUN
fnp-6387	70	6	tiles	tile	NOUN
fnp-6387	70	7	,	,	PUNCT
fnp-6387	70	8	color	color	NOUN
fnp-6387	70	9	augmentation	augmentation	NOUN
fnp-6387	70	10	developed	develop	VERB
fnp-6387	70	11	by	by	ADP
fnp-6387	70	12	tellez	tellez	NOUN
fnp-6387	70	13	et	et	NOUN
fnp-6387	70	14	al.28	al.28	PROPN
fnp-6387	70	15	to	to	PART
fnp-6387	70	16	simulate	simulate	VERB
fnp-6387	70	17	the	the	DET
fnp-6387	70	18	spectrum	spectrum	NOUN
fnp-6387	70	19	of	of	ADP
fnp-6387	70	20	hues	hue	NOUN
fnp-6387	70	21	generated	generate	VERB
fnp-6387	70	22	by	by	ADP
fnp-6387	70	23	different	different	ADJ
fnp-6387	70	24	staining	stain	VERB
fnp-6387	70	25	methods	method	NOUN
fnp-6387	70	26	was	be	AUX
fnp-6387	70	27	performed	perform	VERB
fnp-6387	70	28	through	through	ADP
fnp-6387	70	29	the	the	DET
fnp-6387	70	30	open	open	ADJ
fnp-6387	70	31	-	-	PUNCT
fnp-6387	70	32	source	source	NOUN
fnp-6387	70	33	library	library	NOUN
fnp-6387	70	34	histomicstk.29	histomicstk.29	NOUN
fnp-6387	70	35	tensorflow	tensorflow	PROPN
fnp-6387	70	36	’s	’s	PART
fnp-6387	70	37	keras	keras	PROPN
fnp-6387	70	38	application	application	NOUN
fnp-6387	70	39	programming	programming	NOUN
fnp-6387	70	40	interface30	interface30	NOUN
fnp-6387	70	41	produced	produce	VERB
fnp-6387	70	42	morphological	morphological	ADJ
fnp-6387	70	43	augmentations	augmentation	NOUN
fnp-6387	70	44	including	include	VERB
fnp-6387	70	45	random	random	ADJ
fnp-6387	70	46	flip	flip	NOUN
fnp-6387	70	47	,	,	PUNCT
fnp-6387	70	48	random	random	ADJ
fnp-6387	70	49	translation	translation	NOUN
fnp-6387	70	50	,	,	PUNCT
fnp-6387	70	51	and	and	CCONJ
fnp-6387	70	52	random	random	ADJ
fnp-6387	70	53	rotation	rotation	NOUN
fnp-6387	70	54	.	.	PUNCT
fnp-6387	71	1	gray	gray	ADJ
fnp-6387	71	2	scale	scale	NOUN
fnp-6387	71	3	augmentation	augmentation	NOUN
fnp-6387	71	4	through	through	ADP
fnp-6387	71	5	the	the	DET
fnp-6387	71	6	open	open	ADJ
fnp-6387	71	7	-	-	PUNCT
fnp-6387	71	8	source	source	NOUN
fnp-6387	71	9	library	library	PROPN
fnp-6387	71	10	opencv31	opencv31	NOUN
fnp-6387	71	11	assisted	assist	VERB
fnp-6387	71	12	further	far	ADV
fnp-6387	71	13	in	in	ADP
fnp-6387	71	14	reducing	reduce	VERB
fnp-6387	71	15	neural	neural	ADJ
fnp-6387	71	16	network	network	NOUN
fnp-6387	71	17	dependence	dependence	NOUN
fnp-6387	71	18	on	on	ADP
fnp-6387	71	19	color	color	NOUN
fnp-6387	71	20	.	.	PUNCT
fnp-6387	72	1	for	for	ADP
fnp-6387	72	2	datasets	dataset	NOUN
fnp-6387	72	3	with	with	ADP
fnp-6387	72	4	class	class	NOUN
fnp-6387	72	5	imbalance	imbalance	NOUN
fnp-6387	72	6	,	,	PUNCT
fnp-6387	72	7	minority	minority	NOUN
fnp-6387	72	8	class	class	NOUN
fnp-6387	72	9	oversampling	oversampling	NOUN
fnp-6387	72	10	was	be	AUX
fnp-6387	72	11	performed	perform	VERB
fnp-6387	72	12	.	.	PUNCT
fnp-6387	73	1	the	the	DET
fnp-6387	73	2	optimized	optimize	VERB
fnp-6387	73	3	color	color	NOUN
fnp-6387	73	4	-	-	PUNCT
fnp-6387	73	5	to	to	ADP
fnp-6387	73	6	-	-	PUNCT
fnp-6387	73	7	gray	gray	ADJ
fnp-6387	73	8	augmentation	augmentation	NOUN
fnp-6387	73	9	ratio	ratio	NOUN
fnp-6387	73	10	for	for	ADP
fnp-6387	73	11	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	73	12	vessel	vessel	NOUN
fnp-6387	73	13	segmentation	segmentation	NOUN
fnp-6387	73	14	was	be	AUX
fnp-6387	73	15	5:1	5:1	NUM
fnp-6387	73	16	.	.	PUNCT
fnp-6387	74	1	for	for	ADP
fnp-6387	74	2	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	74	3	classification	classification	NOUN
fnp-6387	74	4	,	,	PUNCT
fnp-6387	74	5	the	the	DET
fnp-6387	74	6	optimized	optimize	VERB
fnp-6387	74	7	ratio	ratio	NOUN
fnp-6387	74	8	was	be	AUX
fnp-6387	74	9	2:1	2:1	NUM
fnp-6387	74	10	.	.	PUNCT
fnp-6387	75	1	overview	overview	NOUN
fnp-6387	75	2	of	of	ADP
fnp-6387	75	3	end	end	NOUN
fnp-6387	75	4	-	-	PUNCT
fnp-6387	75	5	to	to	ADP
fnp-6387	75	6	-	-	PUNCT
fnp-6387	75	7	end	end	NOUN
fnp-6387	75	8	machine	machine	NOUN
fnp-6387	75	9	learning	learning	NOUN
fnp-6387	75	10	-	-	PUNCT
fnp-6387	75	11	based	base	VERB
fnp-6387	75	12	pipeline	pipeline	NOUN
fnp-6387	75	13	our	our	PRON
fnp-6387	75	14	end	end	NOUN
fnp-6387	75	15	-	-	PUNCT
fnp-6387	75	16	to	to	ADP
fnp-6387	75	17	-	-	PUNCT
fnp-6387	75	18	end	end	NOUN
fnp-6387	75	19	ml	ml	NOUN
fnp-6387	75	20	-	-	PUNCT
fnp-6387	75	21	based	base	VERB
fnp-6387	75	22	pipeline	pipeline	NOUN
fnp-6387	75	23	consists	consist	VERB
fnp-6387	75	24	of	of	ADP
fnp-6387	75	25	an	an	DET
fnp-6387	75	26	ml	ml	NOUN
fnp-6387	75	27	component	component	NOUN
fnp-6387	75	28	(	(	PUNCT
fnp-6387	75	29	phase	phase	NOUN
fnp-6387	75	30	1	1	NUM
fnp-6387	75	31	)	)	PUNCT
fnp-6387	75	32	and	and	CCONJ
fnp-6387	75	33	a	a	DET
fnp-6387	75	34	post	post	ADJ
fnp-6387	75	35	-	-	ADJ
fnp-6387	75	36	ml	ml	ADJ
fnp-6387	75	37	quantification	quantification	NOUN
fnp-6387	75	38	module	module	NOUN
fnp-6387	75	39	(	(	PUNCT
fnp-6387	75	40	phase	phase	NOUN
fnp-6387	75	41	2	2	NUM
fnp-6387	75	42	)	)	PUNCT
fnp-6387	75	43	.	.	PUNCT
fnp-6387	76	1	the	the	DET
fnp-6387	76	2	ml	ml	PROPN
fnp-6387	76	3	component	component	NOUN
fnp-6387	76	4	,	,	PUNCT
fnp-6387	76	5	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	76	6	segmentation	segmentation	NOUN
fnp-6387	76	7	(	(	PUNCT
fnp-6387	76	8	artseg	artseg	PROPN
fnp-6387	76	9	)	)	PUNCT
fnp-6387	76	10	receives	receive	VERB
fnp-6387	76	11	wsis	wsis	NOUN
fnp-6387	76	12	as	as	ADP
fnp-6387	76	13	input	input	NOUN
fnp-6387	76	14	and	and	CCONJ
fnp-6387	76	15	outputs	output	NOUN
fnp-6387	76	16	segmentations	segmentation	NOUN
fnp-6387	76	17	of	of	ADP
fnp-6387	76	18	arteriolosclerotic	arteriolosclerotic	ADJ
fnp-6387	76	19	blood	blood	NOUN
fnp-6387	76	20	vessel	vessel	NOUN
fnp-6387	76	21	walls	wall	NOUN
fnp-6387	76	22	and	and	CCONJ
fnp-6387	76	23	lumens	lumen	NOUN
fnp-6387	76	24	,	,	PUNCT
fnp-6387	76	25	which	which	PRON
fnp-6387	76	26	are	be	AUX
fnp-6387	76	27	in	in	ADP
fnp-6387	76	28	turn	turn	NOUN
fnp-6387	76	29	input	input	NOUN
fnp-6387	76	30	into	into	ADP
fnp-6387	76	31	the	the	DET
fnp-6387	76	32	post	post	ADJ
fnp-6387	76	33	-	-	ADJ
fnp-6387	76	34	ml	ml	ADJ
fnp-6387	76	35	module	module	NOUN
fnp-6387	76	36	vascular	vascular	ADJ
fnp-6387	76	37	morphometry	morphometry	NOUN
fnp-6387	76	38	(	(	PUNCT
fnp-6387	76	39	vasmorph	vasmorph	PROPN
fnp-6387	76	40	)	)	PUNCT
fnp-6387	76	41	,	,	PUNCT
fnp-6387	76	42	which	which	PRON
fnp-6387	76	43	outputs	output	VERB
fnp-6387	76	44	quantitative	quantitative	ADJ
fnp-6387	76	45	metrics	metric	NOUN
fnp-6387	76	46	for	for	ADP
fnp-6387	76	47	the	the	DET
fnp-6387	76	48	sclerotic	sclerotic	ADJ
fnp-6387	76	49	index	index	NOUN
fnp-6387	76	50	,	,	PUNCT
fnp-6387	76	51	vessel	vessel	NOUN
fnp-6387	76	52	wall	wall	NOUN
fnp-6387	76	53	thickness	thickness	PROPN
fnp-6387	76	54	,	,	PUNCT
fnp-6387	76	55	and	and	CCONJ
fnp-6387	76	56	vessel	vessel	NOUN
fnp-6387	76	57	wall	wall	NOUN
fnp-6387	76	58	to	to	ADP
fnp-6387	76	59	lumen	luman	NOUN
fnp-6387	76	60	area	area	NOUN
fnp-6387	76	61	ratio	ratio	NOUN
fnp-6387	76	62	.	.	PUNCT
fnp-6387	77	1	phase	phase	NOUN
fnp-6387	77	2	1	1	NUM
fnp-6387	77	3	:	:	PUNCT
fnp-6387	77	4	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	77	5	segmentation	segmentation	NOUN
fnp-6387	77	6	(	(	PUNCT
fnp-6387	77	7	artseg	artseg	NOUN
fnp-6387	77	8	)	)	PUNCT
fnp-6387	77	9	artseg	artseg	PROPN
fnp-6387	77	10	comprises	comprise	VERB
fnp-6387	77	11	four	four	NUM
fnp-6387	77	12	algorithms	algorithm	NOUN
fnp-6387	77	13	that	that	PRON
fnp-6387	77	14	complete	complete	VERB
fnp-6387	77	15	four	four	NUM
fnp-6387	77	16	sequential	sequential	ADJ
fnp-6387	77	17	steps	step	NOUN
fnp-6387	77	18	(	(	PUNCT
fnp-6387	77	19	figure	figure	NOUN
fnp-6387	77	20	 	 	SPACE
fnp-6387	77	21	2	2	NUM
fnp-6387	77	22	)	)	PUNCT
fnp-6387	77	23	.	.	PUNCT
fnp-6387	78	1	after	after	ADP
fnp-6387	78	2	wsi	wsi	NOUN
fnp-6387	78	3	tiling	tiling	NOUN
fnp-6387	78	4	,	,	PUNCT
fnp-6387	78	5	the	the	DET
fnp-6387	78	6	first	first	ADJ
fnp-6387	78	7	step	step	NOUN
fnp-6387	78	8	(	(	PUNCT
fnp-6387	78	9	phase	phase	NOUN
fnp-6387	78	10	1a	1a	NUM
fnp-6387	78	11	)	)	PUNCT
fnp-6387	78	12	is	be	AUX
fnp-6387	78	13	to	to	PART
fnp-6387	78	14	detect	detect	VERB
fnp-6387	78	15	blood	blood	NOUN
fnp-6387	78	16	vessels	vessel	NOUN
fnp-6387	78	17	and	and	CCONJ
fnp-6387	78	18	keep	keep	VERB
fnp-6387	78	19	tiles	tile	NOUN
fnp-6387	78	20	that	that	PRON
fnp-6387	78	21	contain	contain	VERB
fnp-6387	78	22	a	a	DET
fnp-6387	78	23	blood	blood	NOUN
fnp-6387	78	24	vessel	vessel	NOUN
fnp-6387	78	25	and	and	CCONJ
fnp-6387	78	26	discard	discard	VERB
fnp-6387	78	27	those	those	PRON
fnp-6387	78	28	that	that	PRON
fnp-6387	78	29	do	do	VERB
fnp-6387	78	30	not	not	PART
fnp-6387	78	31	.	.	PUNCT
fnp-6387	79	1	the	the	DET
fnp-6387	79	2	second	second	ADJ
fnp-6387	79	3	step	step	NOUN
fnp-6387	79	4	(	(	PUNCT
fnp-6387	79	5	phase	phase	NOUN
fnp-6387	79	6	1b	1b	NUM
fnp-6387	79	7	)	)	PUNCT
fnp-6387	79	8	is	be	AUX
fnp-6387	79	9	to	to	PART
fnp-6387	79	10	recursively	recursively	ADV
fnp-6387	79	11	shift	shift	VERB
fnp-6387	79	12	tiles	tile	NOUN
fnp-6387	79	13	until	until	SCONJ
fnp-6387	79	14	the	the	DET
fnp-6387	79	15	detected	detect	VERB
fnp-6387	79	16	blood	blood	NOUN
fnp-6387	79	17	vessel	vessel	NOUN
fnp-6387	79	18	appears	appear	VERB
fnp-6387	79	19	at	at	ADP
fnp-6387	79	20	the	the	DET
fnp-6387	79	21	center	center	NOUN
fnp-6387	79	22	of	of	ADP
fnp-6387	79	23	the	the	DET
fnp-6387	79	24	tile	tile	NOUN
fnp-6387	79	25	.	.	PUNCT
fnp-6387	80	1	the	the	DET
fnp-6387	80	2	third	third	ADJ
fnp-6387	80	3	step	step	NOUN
fnp-6387	80	4	(	(	PUNCT
fnp-6387	80	5	phase	phase	NOUN
fnp-6387	80	6	1c	1c	NUM
fnp-6387	80	7	)	)	PUNCT
fnp-6387	80	8	is	be	AUX
fnp-6387	80	9	to	to	PART
fnp-6387	80	10	keep	keep	VERB
fnp-6387	80	11	tiles	tile	NOUN
fnp-6387	80	12	that	that	PRON
fnp-6387	80	13	contain	contain	VERB
fnp-6387	80	14	a	a	DET
fnp-6387	80	15	blood	blood	NOUN
fnp-6387	80	16	vessel	vessel	NOUN
fnp-6387	80	17	with	with	ADP
fnp-6387	80	18	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	80	19	and	and	CCONJ
fnp-6387	80	20	discard	discard	VERB
fnp-6387	80	21	those	those	PRON
fnp-6387	80	22	that	that	PRON
fnp-6387	80	23	do	do	VERB
fnp-6387	80	24	not	not	PART
fnp-6387	80	25	.	.	PUNCT
fnp-6387	81	1	the	the	DET
fnp-6387	81	2	fourth	fourth	ADJ
fnp-6387	81	3	step	step	NOUN
fnp-6387	81	4	(	(	PUNCT
fnp-6387	81	5	phase	phase	NOUN
fnp-6387	81	6	1d	1d	NUM
fnp-6387	81	7	)	)	PUNCT
fnp-6387	81	8	is	be	AUX
fnp-6387	81	9	to	to	PART
fnp-6387	81	10	segment	segment	VERB
fnp-6387	81	11	the	the	DET
fnp-6387	81	12	walls	wall	NOUN
fnp-6387	81	13	and	and	CCONJ
fnp-6387	81	14	lumens	lumen	NOUN
fnp-6387	81	15	of	of	ADP
fnp-6387	81	16	blood	blood	NOUN
fnp-6387	81	17	vessels	vessel	NOUN
fnp-6387	81	18	with	with	ADP
fnp-6387	81	19	arteriolosclerosis	arteriolosclerosis	PROPN
fnp-6387	81	20	.	.	PUNCT
fnp-6387	82	1	figure	figure	NOUN
fnp-6387	82	2	 	 	SPACE
fnp-6387	82	3	2	2	NUM
fnp-6387	82	4	:	:	PUNCT
fnp-6387	82	5	artseg	artseg	NOUN
fnp-6387	82	6	overview.the	overview.the	PRON
fnp-6387	82	7	ml	ml	NOUN
fnp-6387	82	8	pipeline	pipeline	NOUN
fnp-6387	82	9	received	receive	VERB
fnp-6387	82	10	wsis	wsis	NOUN
fnp-6387	82	11	of	of	ADP
fnp-6387	82	12	h&e	h&e	PROPN
fnp-6387	82	13	-	-	PUNCT
fnp-6387	82	14	stained	stain	VERB
fnp-6387	82	15	cortical	cortical	ADJ
fnp-6387	82	16	and/or	and/or	CCONJ
fnp-6387	82	17	periventricular	periventricular	ADJ
fnp-6387	82	18	white	white	ADJ
fnp-6387	82	19	matter	matter	NOUN
fnp-6387	82	20	brain	brain	NOUN
fnp-6387	82	21	tissue	tissue	NOUN
fnp-6387	82	22	as	as	ADP
fnp-6387	82	23	input	input	NOUN
fnp-6387	82	24	.	.	PUNCT
fnp-6387	83	1	each	each	DET
fnp-6387	83	2	wsi	wsi	PROPN
fnp-6387	83	3	was	be	AUX
fnp-6387	83	4	tiled	tile	VERB
fnp-6387	83	5	into	into	ADP
fnp-6387	83	6	tens	ten	NOUN
fnp-6387	83	7	of	of	ADP
fnp-6387	83	8	thousands	thousand	NOUN
fnp-6387	83	9	of	of	ADP
fnp-6387	83	10	(	(	PUNCT
fnp-6387	83	11	512	512	NUM
fnp-6387	83	12	x	x	SYM
fnp-6387	83	13	512	512	NUM
fnp-6387	83	14	)	)	PUNCT
fnp-6387	83	15	pixel	pixel	NOUN
fnp-6387	83	16	image	image	NOUN
fnp-6387	83	17	tiles	tile	NOUN
fnp-6387	83	18	.	.	PUNCT
fnp-6387	84	1	(	(	PUNCT
fnp-6387	84	2	phase	phase	NOUN
fnp-6387	84	3	1a	1a	NUM
fnp-6387	84	4	)	)	PUNCT
fnp-6387	84	5	the	the	DET
fnp-6387	84	6	blood	blood	NOUN
fnp-6387	84	7	vessel	vessel	NOUN
fnp-6387	84	8	detection	detection	NOUN
fnp-6387	84	9	ml	ml	NOUN
fnp-6387	84	10	model	model	NOUN
fnp-6387	84	11	sorted	sort	VERB
fnp-6387	84	12	tiles	tile	NOUN
fnp-6387	84	13	into	into	ADP
fnp-6387	84	14	those	those	PRON
fnp-6387	84	15	with	with	ADP
fnp-6387	84	16	blood	blood	NOUN
fnp-6387	84	17	vessels	vessel	NOUN
fnp-6387	84	18	and	and	CCONJ
fnp-6387	84	19	those	those	PRON
fnp-6387	84	20	without	without	ADP
fnp-6387	84	21	.	.	PUNCT
fnp-6387	85	1	(	(	PUNCT
fnp-6387	85	2	phase	phase	NOUN
fnp-6387	85	3	1b	1b	NUM
fnp-6387	85	4	)	)	PUNCT
fnp-6387	85	5	object	object	NOUN
fnp-6387	85	6	of	of	ADP
fnp-6387	85	7	interest	interest	NOUN
fnp-6387	85	8	:	:	PUNCT
fnp-6387	85	9	recursive	recursive	ADJ
fnp-6387	85	10	centering	center	VERB
fnp-6387	85	11	algorithm	algorithm	NOUN
fnp-6387	85	12	(	(	PUNCT
fnp-6387	85	13	orca	orca	PROPN
fnp-6387	85	14	)	)	PUNCT
fnp-6387	85	15	(	(	PUNCT
fnp-6387	85	16	see	see	VERB
fnp-6387	85	17	figure	figure	NOUN
fnp-6387	85	18	 	 	SPACE
fnp-6387	85	19	3	3	NUM
fnp-6387	85	20	)	)	PUNCT
fnp-6387	85	21	generated	generate	VERB
fnp-6387	85	22	new	new	ADJ
fnp-6387	85	23	tiles	tile	NOUN
fnp-6387	85	24	centered	center	VERB
fnp-6387	85	25	onto	onto	ADP
fnp-6387	85	26	the	the	DET
fnp-6387	85	27	detected	detect	VERB
fnp-6387	85	28	blood	blood	NOUN
fnp-6387	85	29	vessels	vessel	NOUN
fnp-6387	85	30	.	.	PUNCT
fnp-6387	86	1	(	(	PUNCT
fnp-6387	86	2	phase	phase	NOUN
fnp-6387	86	3	1c	1c	NUM
fnp-6387	86	4	)	)	PUNCT
fnp-6387	86	5	an	an	DET
fnp-6387	86	6	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	86	7	classification	classification	NOUN
fnp-6387	86	8	model	model	NOUN
fnp-6387	86	9	separated	separate	VERB
fnp-6387	86	10	tiles	tile	NOUN
fnp-6387	86	11	with	with	ADP
fnp-6387	86	12	centered	center	VERB
fnp-6387	86	13	blood	blood	NOUN
fnp-6387	86	14	vessels	vessel	NOUN
fnp-6387	86	15	into	into	ADP
fnp-6387	86	16	those	those	PRON
fnp-6387	86	17	with	with	ADP
fnp-6387	86	18	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	86	19	and	and	CCONJ
fnp-6387	86	20	those	those	PRON
fnp-6387	86	21	without	without	ADP
fnp-6387	86	22	.	.	PUNCT
fnp-6387	87	1	(	(	PUNCT
fnp-6387	87	2	phase	phase	NOUN
fnp-6387	87	3	1d	1d	NUM
fnp-6387	87	4	)	)	PUNCT
fnp-6387	87	5	a	a	DET
fnp-6387	87	6	modified	modify	VERB
fnp-6387	87	7	attention	attention	NOUN
fnp-6387	87	8	u	u	NOUN
fnp-6387	87	9	-	-	ADJ
fnp-6387	87	10	net	net	NOUN
fnp-6387	87	11	segmented	segment	VERB
fnp-6387	87	12	the	the	DET
fnp-6387	87	13	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	87	14	vessel	vessel	NOUN
fnp-6387	87	15	walls	wall	NOUN
fnp-6387	87	16	and	and	CCONJ
fnp-6387	87	17	lumens	lumen	NOUN
fnp-6387	87	18	to	to	PART
fnp-6387	87	19	produce	produce	VERB
fnp-6387	87	20	the	the	DET
fnp-6387	87	21	final	final	ADJ
fnp-6387	87	22	output	output	NOUN
fnp-6387	87	23	.	.	PUNCT
fnp-6387	88	1	all	all	DET
fnp-6387	88	2	models	model	NOUN
fnp-6387	88	3	within	within	ADP
fnp-6387	88	4	artseg	artseg	NOUN
fnp-6387	88	5	take	take	VERB
fnp-6387	88	6	advantage	advantage	NOUN
fnp-6387	88	7	of	of	ADP
fnp-6387	88	8	fixed	fix	VERB
fnp-6387	88	9	imagenet	imagenet	NOUN
fnp-6387	88	10	pretrained	pretraine	VERB
fnp-6387	88	11	parameters	parameter	NOUN
fnp-6387	88	12	from	from	ADP
fnp-6387	88	13	google	google	PROPN
fnp-6387	88	14	’s	’s	PART
fnp-6387	88	15	efficientv2l	efficientv2l	NOUN
fnp-6387	88	16	to	to	PART
fnp-6387	88	17	extract	extract	VERB
fnp-6387	88	18	low	low	ADJ
fnp-6387	88	19	-	-	PUNCT
fnp-6387	88	20	level	level	NOUN
fnp-6387	88	21	features	feature	NOUN
fnp-6387	88	22	before	before	ADP
fnp-6387	88	23	learning	learn	VERB
fnp-6387	88	24	vessel	vessel	NOUN
fnp-6387	88	25	-	-	PUNCT
fnp-6387	88	26	specific	specific	ADJ
fnp-6387	88	27	features	feature	NOUN
fnp-6387	88	28	de	de	NOUN
fnp-6387	88	29	novo	novo	NOUN
fnp-6387	88	30	.	.	PUNCT
fnp-6387	89	1	phase	phase	NOUN
fnp-6387	89	2	1a	1a	NOUN
fnp-6387	89	3	:	:	PUNCT
fnp-6387	89	4	blood	blood	NOUN
fnp-6387	89	5	vessel	vessel	NOUN
fnp-6387	89	6	detection	detection	NOUN
fnp-6387	89	7	the	the	DET
fnp-6387	89	8	blood	blood	NOUN
fnp-6387	89	9	vessel	vessel	NOUN
fnp-6387	89	10	detection	detection	NOUN
fnp-6387	89	11	neural	neural	ADJ
fnp-6387	89	12	network	network	NOUN
fnp-6387	89	13	consisted	consist	VERB
fnp-6387	89	14	of	of	ADP
fnp-6387	89	15	an	an	DET
fnp-6387	89	16	attention	attention	NOUN
fnp-6387	89	17	u	u	NOUN
fnp-6387	89	18	-	-	ADJ
fnp-6387	89	19	net	net	ADJ
fnp-6387	89	20	architecture32	architecture32	NOUN
fnp-6387	89	21	with	with	ADP
fnp-6387	89	22	an	an	DET
fnp-6387	89	23	encoder	encoder	NOUN
fnp-6387	89	24	composed	compose	VERB
fnp-6387	89	25	of	of	ADP
fnp-6387	89	26	an	an	DET
fnp-6387	89	27	efficientnetv2l33	efficientnetv2l33	PROPN
fnp-6387	89	28	backbone	backbone	NOUN
fnp-6387	89	29	with	with	ADP
fnp-6387	89	30	five	five	NUM
fnp-6387	89	31	semi	semi	ADJ
fnp-6387	89	32	-	-	ADJ
fnp-6387	89	33	trainable	trainable	ADJ
fnp-6387	89	34	convolution	convolution	NOUN
fnp-6387	89	35	layers	layer	NOUN
fnp-6387	89	36	followed	follow	VERB
fnp-6387	89	37	by	by	ADP
fnp-6387	89	38	two	two	NUM
fnp-6387	89	39	fully	fully	ADV
fnp-6387	89	40	trainable	trainable	ADJ
fnp-6387	89	41	convolution	convolution	NOUN
fnp-6387	89	42	layers	layer	NOUN
fnp-6387	89	43	and	and	CCONJ
fnp-6387	89	44	a	a	DET
fnp-6387	89	45	decoder	decoder	NOUN
fnp-6387	89	46	composed	compose	VERB
fnp-6387	89	47	of	of	ADP
fnp-6387	89	48	seven	seven	NUM
fnp-6387	89	49	trainable	trainable	ADJ
fnp-6387	89	50	convolution	convolution	NOUN
fnp-6387	89	51	layers	layer	NOUN
fnp-6387	89	52	generated	generate	VERB
fnp-6387	89	53	through	through	ADP
fnp-6387	89	54	the	the	DET
fnp-6387	89	55	concatenation	concatenation	NOUN
fnp-6387	89	56	of	of	ADP
fnp-6387	89	57	a	a	DET
fnp-6387	89	58	2d	2d	NUM
fnp-6387	89	59	transpose	transpose	NOUN
fnp-6387	89	60	convolution	convolution	NOUN
fnp-6387	89	61	of	of	ADP
fnp-6387	89	62	the	the	DET
fnp-6387	89	63	prior	prior	ADJ
fnp-6387	89	64	layer	layer	NOUN
fnp-6387	89	65	and	and	CCONJ
fnp-6387	89	66	an	an	DET
fnp-6387	89	67	attention	attention	NOUN
fnp-6387	89	68	gate32	gate32	NOUN
fnp-6387	89	69	that	that	PRON
fnp-6387	89	70	filters	filter	VERB
fnp-6387	89	71	features	feature	NOUN
fnp-6387	89	72	propagated	propagate	VERB
fnp-6387	89	73	from	from	ADP
fnp-6387	89	74	the	the	DET
fnp-6387	89	75	skip	skip	ADJ
fnp-6387	89	76	connections	connection	NOUN
fnp-6387	89	77	.	.	PUNCT
fnp-6387	90	1	to	to	PART
fnp-6387	90	2	evaluate	evaluate	VERB
fnp-6387	90	3	the	the	DET
fnp-6387	90	4	classification	classification	NOUN
fnp-6387	90	5	performance	performance	NOUN
fnp-6387	90	6	of	of	ADP
fnp-6387	90	7	the	the	DET
fnp-6387	90	8	vessel	vessel	NOUN
fnp-6387	90	9	detection	detection	NOUN
fnp-6387	90	10	model	model	NOUN
fnp-6387	90	11	for	for	ADP
fnp-6387	90	12	separating	separate	VERB
fnp-6387	90	13	patches	patch	NOUN
fnp-6387	90	14	with	with	ADP
fnp-6387	90	15	blood	blood	NOUN
fnp-6387	90	16	vessels	vessel	NOUN
fnp-6387	90	17	from	from	ADP
fnp-6387	90	18	those	those	PRON
fnp-6387	90	19	without	without	ADP
fnp-6387	90	20	,	,	PUNCT
fnp-6387	90	21	the	the	DET
fnp-6387	90	22	segmentation	segmentation	NOUN
fnp-6387	90	23	output	output	NOUN
fnp-6387	90	24	of	of	ADP
fnp-6387	90	25	the	the	DET
fnp-6387	90	26	model	model	NOUN
fnp-6387	90	27	was	be	AUX
fnp-6387	90	28	converted	convert	VERB
fnp-6387	90	29	to	to	ADP
fnp-6387	90	30	confidence	confidence	NOUN
fnp-6387	90	31	scores	score	NOUN
fnp-6387	90	32	by	by	ADP
fnp-6387	90	33	:	:	PUNCT
fnp-6387	90	34	(	(	PUNCT
fnp-6387	90	35	1	1	X
fnp-6387	90	36	)	)	PUNCT
fnp-6387	90	37	obtaining	obtain	VERB
fnp-6387	90	38	the	the	DET
fnp-6387	90	39	softmax	softmax	NOUN
fnp-6387	90	40	probability	probability	NOUN
fnp-6387	90	41	per	per	ADP
fnp-6387	90	42	pixel	pixel	NOUN
fnp-6387	90	43	for	for	ADP
fnp-6387	90	44	background	background	NOUN
fnp-6387	90	45	(	(	PUNCT
fnp-6387	90	46	class	class	NOUN
fnp-6387	90	47	=	=	NOUN
fnp-6387	90	48	0	0	NUM
fnp-6387	90	49	)	)	PUNCT
fnp-6387	90	50	and	and	CCONJ
fnp-6387	90	51	vessel	vessel	NOUN
fnp-6387	90	52	(	(	PUNCT
fnp-6387	90	53	class	class	NOUN
fnp-6387	90	54	=	=	SYM
fnp-6387	90	55	1	1	NUM
fnp-6387	90	56	)	)	PUNCT
fnp-6387	90	57	,	,	PUNCT
fnp-6387	90	58	(	(	PUNCT
fnp-6387	90	59	2	2	X
fnp-6387	90	60	)	)	PUNCT
fnp-6387	90	61	for	for	ADP
fnp-6387	90	62	each	each	DET
fnp-6387	90	63	pixel	pixel	NOUN
fnp-6387	90	64	where	where	SCONJ
fnp-6387	90	65	the	the	DET
fnp-6387	90	66	softmax	softmax	NOUN
fnp-6387	90	67	probability	probability	NOUN
fnp-6387	90	68	for	for	ADP
fnp-6387	90	69	the	the	DET
fnp-6387	90	70	vessel	vessel	NOUN
fnp-6387	90	71	class	class	NOUN
fnp-6387	90	72	is	be	AUX
fnp-6387	90	73	greater	great	ADJ
fnp-6387	90	74	than	than	ADP
fnp-6387	90	75	that	that	PRON
fnp-6387	90	76	for	for	ADP
fnp-6387	90	77	background	background	NOUN
fnp-6387	90	78	,	,	PUNCT
fnp-6387	90	79	saving	save	VERB
fnp-6387	90	80	the	the	DET
fnp-6387	90	81	vessel	vessel	NOUN
fnp-6387	90	82	softmax	softmax	NOUN
fnp-6387	90	83	probabilities	probability	NOUN
fnp-6387	90	84	into	into	ADP
fnp-6387	90	85	one	one	NUM
fnp-6387	90	86	set	set	NOUN
fnp-6387	90	87	,	,	PUNCT
fnp-6387	90	88	and	and	CCONJ
fnp-6387	90	89	(	(	PUNCT
fnp-6387	90	90	3	3	X
fnp-6387	90	91	)	)	PUNCT
fnp-6387	90	92	calculating	calculate	VERB
fnp-6387	90	93	the	the	DET
fnp-6387	90	94	mean	mean	NOUN
fnp-6387	90	95	of	of	ADP
fnp-6387	90	96	the	the	DET
fnp-6387	90	97	set	set	NOUN
fnp-6387	90	98	(	(	PUNCT
fnp-6387	90	99	supplementary	supplementary	ADJ
fnp-6387	90	100	figure	figure	NOUN
fnp-6387	90	101	 	 	SPACE
fnp-6387	90	102	2	2	NUM
fnp-6387	90	103	)	)	PUNCT
fnp-6387	90	104	.	.	PUNCT
fnp-6387	91	1	phase	phase	NOUN
fnp-6387	91	2	1b	1b	NUM
fnp-6387	91	3	:	:	PUNCT
fnp-6387	91	4	blood	blood	NOUN
fnp-6387	91	5	vessel	vessel	NOUN
fnp-6387	91	6	centering	center	VERB
fnp-6387	91	7	blood	blood	NOUN
fnp-6387	91	8	vessel	vessel	NOUN
fnp-6387	91	9	centering	centering	NOUN
fnp-6387	91	10	was	be	AUX
fnp-6387	91	11	achieved	achieve	VERB
fnp-6387	91	12	by	by	ADP
fnp-6387	91	13	a	a	DET
fnp-6387	91	14	custom	custom	NOUN
fnp-6387	91	15	recursive	recursive	ADJ
fnp-6387	91	16	algorithm	algorithm	NOUN
fnp-6387	91	17	–	–	PUNCT
fnp-6387	91	18	object	object	NOUN
fnp-6387	91	19	of	of	ADP
fnp-6387	91	20	interest	interest	NOUN
fnp-6387	91	21	recursive	recursive	ADJ
fnp-6387	91	22	centering	center	VERB
fnp-6387	91	23	algorithm	algorithm	NOUN
fnp-6387	91	24	(	(	PUNCT
fnp-6387	91	25	orca	orca	PROPN
fnp-6387	91	26	)	)	PUNCT
fnp-6387	91	27	–	–	PUNCT
fnp-6387	91	28	wrapping	wrap	VERB
fnp-6387	91	29	the	the	DET
fnp-6387	91	30	blood	blood	NOUN
fnp-6387	91	31	vessel	vessel	NOUN
fnp-6387	91	32	detection	detection	NOUN
fnp-6387	91	33	neural	neural	ADJ
fnp-6387	91	34	network	network	NOUN
fnp-6387	91	35	(	(	PUNCT
fnp-6387	91	36	figure	figure	NOUN
fnp-6387	91	37	 	 	SPACE
fnp-6387	91	38	3	3	NUM
fnp-6387	91	39	)	)	PUNCT
fnp-6387	91	40	.	.	PUNCT
fnp-6387	92	1	the	the	DET
fnp-6387	92	2	wrapper	wrapper	NOUN
fnp-6387	92	3	algorithm	algorithm	NOUN
fnp-6387	92	4	inputs	input	VERB
fnp-6387	92	5	raw	raw	ADJ
fnp-6387	92	6	(	(	PUNCT
fnp-6387	92	7	512	512	NUM
fnp-6387	92	8	x	x	SYM
fnp-6387	92	9	512	512	NUM
fnp-6387	92	10	)	)	PUNCT
fnp-6387	92	11	tiles	tile	NOUN
fnp-6387	92	12	into	into	ADP
fnp-6387	92	13	the	the	DET
fnp-6387	92	14	blood	blood	NOUN
fnp-6387	92	15	vessel	vessel	NOUN
fnp-6387	92	16	detection	detection	NOUN
fnp-6387	92	17	neural	neural	ADJ
fnp-6387	92	18	network	network	NOUN
fnp-6387	92	19	,	,	PUNCT
fnp-6387	92	20	which	which	PRON
fnp-6387	92	21	segments	segment	VERB
fnp-6387	92	22	blood	blood	NOUN
fnp-6387	92	23	vessels	vessel	NOUN
fnp-6387	92	24	.	.	PUNCT
fnp-6387	93	1	subsequently	subsequently	ADV
fnp-6387	93	2	,	,	PUNCT
fnp-6387	93	3	the	the	DET
fnp-6387	93	4	wrapper	wrapper	NOUN
fnp-6387	93	5	algorithm	algorithm	NOUN
fnp-6387	93	6	generates	generate	VERB
fnp-6387	93	7	a	a	DET
fnp-6387	93	8	new	new	ADJ
fnp-6387	93	9	(	(	PUNCT
fnp-6387	93	10	512	512	NUM
fnp-6387	93	11	x	x	SYM
fnp-6387	93	12	512	512	NUM
fnp-6387	93	13	)	)	PUNCT
fnp-6387	93	14	tile	tile	NOUN
fnp-6387	93	15	with	with	ADP
fnp-6387	93	16	shifted	shift	VERB
fnp-6387	93	17	boundaries	boundary	NOUN
fnp-6387	93	18	such	such	ADJ
fnp-6387	93	19	that	that	SCONJ
fnp-6387	93	20	the	the	DET
fnp-6387	93	21	detected	detect	VERB
fnp-6387	93	22	blood	blood	NOUN
fnp-6387	93	23	vessel	vessel	NOUN
fnp-6387	93	24	resides	reside	VERB
fnp-6387	93	25	closer	close	ADV
fnp-6387	93	26	to	to	ADP
fnp-6387	93	27	the	the	DET
fnp-6387	93	28	center	center	NOUN
fnp-6387	93	29	of	of	ADP
fnp-6387	93	30	the	the	DET
fnp-6387	93	31	tile	tile	NOUN
fnp-6387	93	32	.	.	PUNCT
fnp-6387	94	1	this	this	DET
fnp-6387	94	2	process	process	NOUN
fnp-6387	94	3	is	be	AUX
fnp-6387	94	4	repeated	repeat	VERB
fnp-6387	94	5	until	until	SCONJ
fnp-6387	94	6	the	the	DET
fnp-6387	94	7	detected	detect	VERB
fnp-6387	94	8	blood	blood	NOUN
fnp-6387	94	9	vessel	vessel	NOUN
fnp-6387	94	10	lies	lie	VERB
fnp-6387	94	11	in	in	ADP
fnp-6387	94	12	the	the	DET
fnp-6387	94	13	center	center	NOUN
fnp-6387	94	14	of	of	ADP
fnp-6387	94	15	the	the	DET
fnp-6387	94	16	final	final	ADJ
fnp-6387	94	17	output	output	NOUN
fnp-6387	94	18	tile	tile	NOUN
fnp-6387	94	19	(	(	PUNCT
fnp-6387	94	20	figure	figure	NOUN
fnp-6387	94	21	 	 	SPACE
fnp-6387	94	22	3	3	NUM
fnp-6387	94	23	)	)	PUNCT
fnp-6387	94	24	.	.	PUNCT
fnp-6387	95	1	orca	orca	NOUN
fnp-6387	95	2	detects	detect	NOUN
fnp-6387	95	3	when	when	SCONJ
fnp-6387	95	4	the	the	DET
fnp-6387	95	5	patch	patch	NOUN
fnp-6387	95	6	has	have	AUX
fnp-6387	95	7	been	be	AUX
fnp-6387	95	8	centered	center	VERB
fnp-6387	95	9	onto	onto	ADP
fnp-6387	95	10	the	the	DET
fnp-6387	95	11	blood	blood	NOUN
fnp-6387	95	12	vessel(s	vessel(s	NOUN
fnp-6387	95	13	)	)	PUNCT
fnp-6387	95	14	by	by	ADP
fnp-6387	95	15	comparing	compare	VERB
fnp-6387	95	16	the	the	DET
fnp-6387	95	17	coordinates	coordinate	NOUN
fnp-6387	95	18	of	of	ADP
fnp-6387	95	19	the	the	DET
fnp-6387	95	20	new	new	ADJ
fnp-6387	95	21	patch	patch	NOUN
fnp-6387	95	22	with	with	ADP
fnp-6387	95	23	shifted	shift	VERB
fnp-6387	95	24	boundaries	boundary	NOUN
fnp-6387	95	25	to	to	ADP
fnp-6387	95	26	the	the	DET
fnp-6387	95	27	original	original	ADJ
fnp-6387	95	28	input	input	NOUN
fnp-6387	95	29	patch	patch	NOUN
fnp-6387	95	30	;	;	PUNCT
fnp-6387	95	31	if	if	SCONJ
fnp-6387	95	32	the	the	DET
fnp-6387	95	33	shift	shift	NOUN
fnp-6387	95	34	in	in	ADP
fnp-6387	95	35	boundaries	boundary	NOUN
fnp-6387	95	36	is	be	AUX
fnp-6387	95	37	less	less	ADJ
fnp-6387	95	38	than	than	ADP
fnp-6387	95	39	a	a	DET
fnp-6387	95	40	preset	preset	ADJ
fnp-6387	95	41	threshold	threshold	NOUN
fnp-6387	95	42	,	,	PUNCT
fnp-6387	95	43	then	then	ADV
fnp-6387	95	44	the	the	DET
fnp-6387	95	45	patch	patch	NOUN
fnp-6387	95	46	is	be	AUX
fnp-6387	95	47	considered	consider	VERB
fnp-6387	95	48	blood	blood	NOUN
fnp-6387	95	49	vessel(s	vessel(s	NOUN
fnp-6387	95	50	)	)	PUNCT
fnp-6387	95	51	centered	center	VERB
fnp-6387	95	52	.	.	PUNCT
fnp-6387	96	1	the	the	DET
fnp-6387	96	2	average	average	ADJ
fnp-6387	96	3	runtime	runtime	NOUN
fnp-6387	96	4	per	per	ADP
fnp-6387	96	5	wsi	wsi	PROPN
fnp-6387	96	6	was	be	AUX
fnp-6387	96	7	approximately	approximately	ADV
fnp-6387	96	8	37	37	NUM
fnp-6387	96	9	minutes	minute	NOUN
fnp-6387	96	10	(	(	PUNCT
fnp-6387	96	11	see	see	VERB
fnp-6387	96	12	hardware	hardware	NOUN
fnp-6387	96	13	section	section	NOUN
fnp-6387	96	14	for	for	ADP
fnp-6387	96	15	further	further	ADJ
fnp-6387	96	16	details	detail	NOUN
fnp-6387	96	17	)	)	PUNCT
fnp-6387	96	18	.	.	PUNCT
fnp-6387	97	1	figure	figure	NOUN
fnp-6387	97	2	 	 	SPACE
fnp-6387	97	3	3	3	NUM
fnp-6387	97	4	:	:	PUNCT
fnp-6387	97	5	object	object	NOUN
fnp-6387	97	6	of	of	ADP
fnp-6387	97	7	interest	interest	NOUN
fnp-6387	97	8	recursive	recursive	ADJ
fnp-6387	97	9	centering	center	VERB
fnp-6387	97	10	algorithm	algorithm	NOUN
fnp-6387	97	11	(	(	PUNCT
fnp-6387	97	12	orca	orca	PROPN
fnp-6387	97	13	)	)	PUNCT
fnp-6387	97	14	.	.	PUNCT
fnp-6387	98	1	starting	start	VERB
fnp-6387	98	2	at	at	ADP
fnp-6387	98	3	step	step	NOUN
fnp-6387	98	4	(	(	PUNCT
fnp-6387	98	5	1	1	NUM
fnp-6387	98	6	)	)	PUNCT
fnp-6387	98	7	,	,	PUNCT
fnp-6387	98	8	the	the	DET
fnp-6387	98	9	algorithm	algorithm	NOUN
fnp-6387	98	10	inputs	input	VERB
fnp-6387	98	11	a	a	DET
fnp-6387	98	12	raw	raw	ADJ
fnp-6387	98	13	(	(	PUNCT
fnp-6387	98	14	512	512	NUM
fnp-6387	98	15	x	x	SYM
fnp-6387	98	16	512	512	NUM
fnp-6387	98	17	)	)	PUNCT
fnp-6387	98	18	image	image	NOUN
fnp-6387	98	19	tile	tile	NOUN
fnp-6387	98	20	through	through	ADP
fnp-6387	98	21	the	the	DET
fnp-6387	98	22	embedded	embed	VERB
fnp-6387	98	23	blood	blood	NOUN
fnp-6387	98	24	vessel	vessel	NOUN
fnp-6387	98	25	detection	detection	NOUN
fnp-6387	98	26	model	model	NOUN
fnp-6387	98	27	,	,	PUNCT
fnp-6387	98	28	which	which	PRON
fnp-6387	98	29	produces	produce	VERB
fnp-6387	98	30	an	an	DET
fnp-6387	98	31	output	output	NOUN
fnp-6387	98	32	segmentation	segmentation	NOUN
fnp-6387	98	33	(	(	PUNCT
fnp-6387	98	34	2	2	NUM
fnp-6387	98	35	)	)	PUNCT
fnp-6387	98	36	.	.	PUNCT
fnp-6387	99	1	(	(	PUNCT
fnp-6387	99	2	3	3	X
fnp-6387	99	3	)	)	PUNCT
fnp-6387	99	4	orca	orca	NOUN
fnp-6387	99	5	creates	create	VERB
fnp-6387	99	6	a	a	DET
fnp-6387	99	7	new	new	ADJ
fnp-6387	99	8	patch	patch	NOUN
fnp-6387	99	9	from	from	ADP
fnp-6387	99	10	the	the	DET
fnp-6387	99	11	input	input	NOUN
fnp-6387	99	12	wsi	wsi	NOUN
fnp-6387	99	13	using	use	VERB
fnp-6387	99	14	modified	modify	VERB
fnp-6387	99	15	shifted	shift	VERB
fnp-6387	99	16	coordinates	coordinate	NOUN
fnp-6387	99	17	based	base	VERB
fnp-6387	99	18	on	on	ADP
fnp-6387	99	19	the	the	DET
fnp-6387	99	20	previous	previous	ADJ
fnp-6387	99	21	segmentation	segmentation	NOUN
fnp-6387	99	22	.	.	PUNCT
fnp-6387	100	1	(	(	PUNCT
fnp-6387	100	2	4–6	4–6	NOUN
fnp-6387	100	3	)	)	PUNCT
fnp-6387	100	4	steps	step	NOUN
fnp-6387	100	5	1	1	NUM
fnp-6387	100	6	through	through	ADP
fnp-6387	100	7	3	3	NUM
fnp-6387	100	8	are	be	AUX
fnp-6387	100	9	repeated	repeat	VERB
fnp-6387	100	10	until	until	SCONJ
fnp-6387	100	11	the	the	DET
fnp-6387	100	12	vessel	vessel	NOUN
fnp-6387	100	13	is	be	AUX
fnp-6387	100	14	centered	center	VERB
fnp-6387	100	15	.	.	PUNCT
fnp-6387	101	1	phase	phase	NOUN
fnp-6387	101	2	1c	1c	NOUN
fnp-6387	101	3	:	:	PUNCT
fnp-6387	101	4	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	101	5	classification	classification	NOUN
fnp-6387	101	6	the	the	DET
fnp-6387	101	7	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	101	8	classification	classification	NOUN
fnp-6387	101	9	neural	neural	ADJ
fnp-6387	101	10	network	network	NOUN
fnp-6387	101	11	consisted	consist	VERB
fnp-6387	101	12	of	of	ADP
fnp-6387	101	13	an	an	DET
fnp-6387	101	14	efficientnetv2l33	efficientnetv2l33	PROPN
fnp-6387	101	15	backbone	backbone	NOUN
fnp-6387	101	16	with	with	ADP
fnp-6387	101	17	five	five	NUM
fnp-6387	101	18	semi	semi	ADJ
fnp-6387	101	19	-	-	ADJ
fnp-6387	101	20	trainable	trainable	ADJ
fnp-6387	101	21	convolution	convolution	NOUN
fnp-6387	101	22	layers	layer	NOUN
fnp-6387	101	23	topped	top	VERB
fnp-6387	101	24	by	by	ADP
fnp-6387	101	25	two	two	NUM
fnp-6387	101	26	fully	fully	ADV
fnp-6387	101	27	trainable	trainable	ADJ
fnp-6387	101	28	convolution	convolution	NOUN
fnp-6387	101	29	layers	layer	NOUN
fnp-6387	101	30	,	,	PUNCT
fnp-6387	101	31	followed	follow	VERB
fnp-6387	101	32	by	by	ADP
fnp-6387	101	33	three	three	NUM
fnp-6387	101	34	dense	dense	ADJ
fnp-6387	101	35	layers	layer	NOUN
fnp-6387	101	36	.	.	PUNCT
fnp-6387	102	1	phase	phase	NOUN
fnp-6387	102	2	1d	1d	NUM
fnp-6387	102	3	:	:	PUNCT
fnp-6387	102	4	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	102	5	vessel	vessel	NOUN
fnp-6387	102	6	segmentation	segmentation	NOUN
fnp-6387	102	7	the	the	DET
fnp-6387	102	8	arteriolosclerotic	arteriolosclerotic	PROPN
fnp-6387	102	9	vessel	vessel	NOUN
fnp-6387	102	10	segmentation	segmentation	NOUN
fnp-6387	102	11	network	network	NOUN
fnp-6387	102	12	used	use	VERB
fnp-6387	102	13	the	the	DET
fnp-6387	102	14	same	same	ADJ
fnp-6387	102	15	architecture	architecture	NOUN
fnp-6387	102	16	as	as	ADP
fnp-6387	102	17	the	the	DET
fnp-6387	102	18	model	model	NOUN
fnp-6387	102	19	for	for	ADP
fnp-6387	102	20	blood	blood	NOUN
fnp-6387	102	21	vessel	vessel	NOUN
fnp-6387	102	22	detection	detection	NOUN
fnp-6387	102	23	.	.	PUNCT
fnp-6387	103	1	implementation	implementation	NOUN
fnp-6387	103	2	of	of	ADP
fnp-6387	103	3	ml	ml	NOUN
fnp-6387	103	4	models	model	NOUN
fnp-6387	103	5	see	see	VERB
fnp-6387	103	6	supplementary	supplementary	ADJ
fnp-6387	103	7	figure	figure	NOUN
fnp-6387	103	8	 	 	SPACE
fnp-6387	103	9	3	3	NUM
fnp-6387	103	10	for	for	ADP
fnp-6387	103	11	detailed	detailed	ADJ
fnp-6387	103	12	architecture	architecture	NOUN
fnp-6387	103	13	and	and	CCONJ
fnp-6387	103	14	supplementary	supplementary	ADJ
fnp-6387	103	15	document	document	NOUN
fnp-6387	103	16	3	3	NUM
fnp-6387	103	17	for	for	ADP
fnp-6387	103	18	detailed	detailed	ADJ
fnp-6387	103	19	training	training	NOUN
fnp-6387	103	20	hyperparameters	hyperparameter	NOUN
fnp-6387	103	21	of	of	ADP
fnp-6387	103	22	ml	ml	NOUN
fnp-6387	103	23	models	model	NOUN
fnp-6387	103	24	in	in	ADP
fnp-6387	103	25	phases	phase	NOUN
fnp-6387	103	26	1a	1a	NUM
fnp-6387	103	27	,	,	PUNCT
fnp-6387	103	28	1b	1b	NUM
fnp-6387	103	29	,	,	PUNCT
fnp-6387	103	30	1c	1c	NOUN
fnp-6387	103	31	,	,	PUNCT
fnp-6387	103	32	and	and	CCONJ
fnp-6387	103	33	1d	1d	NUM
fnp-6387	103	34	.	.	PUNCT
fnp-6387	104	1	phase	phase	NOUN
fnp-6387	104	2	2	2	NUM
fnp-6387	104	3	:	:	PUNCT
fnp-6387	104	4	vascular	vascular	ADJ
fnp-6387	104	5	morphometry	morphometry	NOUN
fnp-6387	104	6	(	(	PUNCT
fnp-6387	104	7	vasmorph	vasmorph	PROPN
fnp-6387	104	8	)	)	PUNCT
fnp-6387	104	9	for	for	SCONJ
fnp-6387	104	10	each	each	DET
fnp-6387	104	11	blood	blood	NOUN
fnp-6387	104	12	vessel	vessel	NOUN
fnp-6387	104	13	analyzed	analyze	VERB
fnp-6387	104	14	,	,	PUNCT
fnp-6387	104	15	vasmorph	vasmorph	NOUN
fnp-6387	104	16	outputs	output	VERB
fnp-6387	104	17	the	the	DET
fnp-6387	104	18	sclerotic	sclerotic	ADJ
fnp-6387	104	19	index	index	NOUN
fnp-6387	104	20	,	,	PUNCT
fnp-6387	104	21	vessel	vessel	NOUN
fnp-6387	104	22	wall	wall	NOUN
fnp-6387	104	23	thickness	thickness	PROPN
fnp-6387	104	24	,	,	PUNCT
fnp-6387	104	25	and	and	CCONJ
fnp-6387	104	26	vessel	vessel	NOUN
fnp-6387	104	27	wall	wall	NOUN
fnp-6387	104	28	to	to	ADP
fnp-6387	104	29	lumen	luman	NOUN
fnp-6387	104	30	area	area	NOUN
fnp-6387	104	31	ratio	ratio	NOUN
fnp-6387	104	32	,	,	PUNCT
fnp-6387	104	33	which	which	PRON
fnp-6387	104	34	have	have	AUX
fnp-6387	104	35	previously	previously	ADV
fnp-6387	104	36	been	be	AUX
fnp-6387	104	37	used	use	VERB
fnp-6387	104	38	as	as	ADP
fnp-6387	104	39	an	an	DET
fnp-6387	104	40	indicator	indicator	NOUN
fnp-6387	104	41	of	of	ADP
fnp-6387	104	42	the	the	DET
fnp-6387	104	43	degree	degree	NOUN
fnp-6387	104	44	of	of	ADP
fnp-6387	104	45	vascular	vascular	ADJ
fnp-6387	104	46	stenosis.17	stenosis.17	NOUN
fnp-6387	104	47	the	the	DET
fnp-6387	104	48	final	final	ADJ
fnp-6387	104	49	sclerotic	sclerotic	ADJ
fnp-6387	104	50	index	index	NOUN
fnp-6387	104	51	and	and	CCONJ
fnp-6387	104	52	vessel	vessel	NOUN
fnp-6387	104	53	wall	wall	PROPN
fnp-6387	104	54	thickness	thickness	PROPN
fnp-6387	104	55	outputs	output	NOUN
fnp-6387	104	56	include	include	VERB
fnp-6387	104	57	the	the	DET
fnp-6387	104	58	median	median	ADJ
fnp-6387	104	59	,	,	PUNCT
fnp-6387	104	60	mean	mean	ADJ
fnp-6387	104	61	,	,	PUNCT
fnp-6387	104	62	standard	standard	ADJ
fnp-6387	104	63	deviation	deviation	NOUN
fnp-6387	104	64	,	,	PUNCT
fnp-6387	104	65	minimum	minimum	NOUN
fnp-6387	104	66	,	,	PUNCT
fnp-6387	104	67	and	and	CCONJ
fnp-6387	104	68	maximum	maximum	ADJ
fnp-6387	104	69	of	of	ADP
fnp-6387	104	70	sclerotic	sclerotic	ADJ
fnp-6387	104	71	indices	index	NOUN
fnp-6387	104	72	and	and	CCONJ
fnp-6387	104	73	vessel	vessel	NOUN
fnp-6387	104	74	wall	wall	PROPN
fnp-6387	104	75	thicknesses	thickness	NOUN
fnp-6387	104	76	calculated	calculate	VERB
fnp-6387	104	77	in	in	ADP
fnp-6387	104	78	a	a	DET
fnp-6387	104	79	360	360	NUM
fnp-6387	104	80	-	-	PUNCT
fnp-6387	104	81	degree	degree	NOUN
fnp-6387	104	82	rotation	rotation	NOUN
fnp-6387	104	83	around	around	ADP
fnp-6387	104	84	the	the	DET
fnp-6387	104	85	center	center	NOUN
fnp-6387	104	86	of	of	ADP
fnp-6387	104	87	the	the	DET
fnp-6387	104	88	blood	blood	NOUN
fnp-6387	104	89	vessel	vessel	NOUN
fnp-6387	104	90	lumen	luman	NOUN
fnp-6387	104	91	.	.	PUNCT
fnp-6387	105	1	sclerotic	sclerotic	ADJ
fnp-6387	105	2	index	index	NOUN
fnp-6387	105	3	to	to	PART
fnp-6387	105	4	calculate	calculate	VERB
fnp-6387	105	5	the	the	DET
fnp-6387	105	6	vessel	vessel	ADJ
fnp-6387	105	7	sclerotic	sclerotic	ADJ
fnp-6387	105	8	index	index	NOUN
fnp-6387	105	9	,	,	PUNCT
fnp-6387	105	10	we	we	PRON
fnp-6387	105	11	first	first	ADV
fnp-6387	105	12	defined	define	VERB
fnp-6387	105	13	the	the	DET
fnp-6387	105	14	sclerotic	sclerotic	ADJ
fnp-6387	105	15	index	index	NOUN
fnp-6387	105	16	at	at	ADP
fnp-6387	105	17	an	an	DET
fnp-6387	105	18	angle	angle	NOUN
fnp-6387	105	19	theta	theta	NOUN
fnp-6387	105	20	(	(	PUNCT
fnp-6387	105	21	siθ	siθ	PROPN
fnp-6387	105	22	)	)	PUNCT
fnp-6387	105	23	,	,	PUNCT
fnp-6387	105	24	given	give	VERB
fnp-6387	105	25	the	the	DET
fnp-6387	105	26	internal	internal	ADJ
fnp-6387	105	27	diameter	diameter	NOUN
fnp-6387	105	28	(	(	PUNCT
fnp-6387	105	29	di(θ	di(θ	NOUN
fnp-6387	105	30	)	)	PUNCT
fnp-6387	105	31	)	)	PUNCT
fnp-6387	105	32	and	and	CCONJ
fnp-6387	105	33	external	external	ADJ
fnp-6387	105	34	diameter	diameter	NOUN
fnp-6387	105	35	(	(	PUNCT
fnp-6387	105	36	de(θ	de(θ	PROPN
fnp-6387	105	37	)	)	PUNCT
fnp-6387	105	38	)	)	PUNCT
fnp-6387	105	39	of	of	ADP
fnp-6387	105	40	the	the	DET
fnp-6387	105	41	vessel	vessel	NOUN
fnp-6387	105	42	at	at	ADP
fnp-6387	105	43	that	that	DET
fnp-6387	105	44	angle	angle	NOUN
fnp-6387	105	45	,	,	PUNCT
fnp-6387	105	46	using	use	VERB
fnp-6387	105	47	the	the	DET
fnp-6387	105	48	following	follow	VERB
fnp-6387	105	49	formula	formula	NOUN
fnp-6387	105	50	:	:	PUNCT
fnp-6387	105	51	siθ	siθ	VERB
fnp-6387	105	52	 	 	SPACE
fnp-6387	105	53	=	=	ADJ
fnp-6387	105	54	 	 	SPACE
fnp-6387	105	55	1	1	NUM
fnp-6387	105	56	 	 	SPACE
fnp-6387	105	57	–	–	PUNCT
fnp-6387	105	58	 	 	SPACE
fnp-6387	105	59	(	(	PUNCT
fnp-6387	105	60	di(θ	di(θ	X
fnp-6387	105	61	)	)	PUNCT
fnp-6387	105	62	 	 	SPACE
fnp-6387	105	63	/	/	SYM
fnp-6387	105	64	 	 	SPACE
fnp-6387	105	65	de(θ)).11,12,24	de(θ)).11,12,24	INTJ
fnp-6387	105	66	vasmorph	vasmorph	ADV
fnp-6387	105	67	then	then	ADV
fnp-6387	105	68	measures	measure	VERB
fnp-6387	105	69	the	the	DET
fnp-6387	105	70	internal	internal	ADJ
fnp-6387	105	71	diameter	diameter	NOUN
fnp-6387	105	72	(	(	PUNCT
fnp-6387	105	73	di(θ	di(θ	NOUN
fnp-6387	105	74	)	)	PUNCT
fnp-6387	105	75	)	)	PUNCT
fnp-6387	105	76	and	and	CCONJ
fnp-6387	105	77	external	external	ADJ
fnp-6387	105	78	diameter	diameter	NOUN
fnp-6387	105	79	(	(	PUNCT
fnp-6387	105	80	de(θ	de(θ	PROPN
fnp-6387	105	81	)	)	PUNCT
fnp-6387	105	82	)	)	PUNCT
fnp-6387	105	83	of	of	ADP
fnp-6387	105	84	the	the	DET
fnp-6387	105	85	vessel	vessel	NOUN
fnp-6387	105	86	to	to	PART
fnp-6387	105	87	calculate	calculate	VERB
fnp-6387	105	88	the	the	DET
fnp-6387	105	89	sclerotic	sclerotic	ADJ
fnp-6387	105	90	index	index	NOUN
fnp-6387	105	91	(	(	PUNCT
fnp-6387	105	92	siθ	siθ	PROPN
fnp-6387	105	93	)	)	PUNCT
fnp-6387	105	94	at	at	ADP
fnp-6387	105	95	each	each	DET
fnp-6387	105	96	degree	degree	NOUN
fnp-6387	105	97	angle	angle	NOUN
fnp-6387	105	98	over	over	ADP
fnp-6387	105	99	a	a	DET
fnp-6387	105	100	180	180	NUM
fnp-6387	105	101	-	-	PUNCT
fnp-6387	105	102	degree	degree	NOUN
fnp-6387	105	103	rotation	rotation	NOUN
fnp-6387	105	104	in	in	ADP
fnp-6387	105	105	a	a	DET
fnp-6387	105	106	half	half	ADJ
fnp-6387	105	107	circle	circle	NOUN
fnp-6387	105	108	around	around	ADP
fnp-6387	105	109	the	the	DET
fnp-6387	105	110	centroid34	centroid34	NOUN
fnp-6387	105	111	of	of	ADP
fnp-6387	105	112	the	the	DET
fnp-6387	105	113	lumen	luman	NOUN
fnp-6387	105	114	segmentation	segmentation	NOUN
fnp-6387	105	115	to	to	PART
fnp-6387	105	116	obtain	obtain	VERB
fnp-6387	105	117	a	a	DET
fnp-6387	105	118	set	set	NOUN
fnp-6387	105	119	of	of	ADP
fnp-6387	105	120	sclerotic	sclerotic	ADJ
fnp-6387	105	121	indices	index	NOUN
fnp-6387	105	122	(	(	PUNCT
fnp-6387	105	123	figure	figure	NOUN
fnp-6387	105	124	 	 	SPACE
fnp-6387	105	125	4	4	NUM
fnp-6387	105	126	)	)	PUNCT
fnp-6387	105	127	.	.	PUNCT
fnp-6387	106	1	the	the	DET
fnp-6387	106	2	output	output	NOUN
fnp-6387	106	3	of	of	ADP
fnp-6387	106	4	vasmorph	vasmorph	ADV
fnp-6387	106	5	is	be	AUX
fnp-6387	106	6	the	the	DET
fnp-6387	106	7	median	median	ADJ
fnp-6387	106	8	,	,	PUNCT
fnp-6387	106	9	mean	mean	ADJ
fnp-6387	106	10	,	,	PUNCT
fnp-6387	106	11	standard	standard	ADJ
fnp-6387	106	12	deviation	deviation	NOUN
fnp-6387	106	13	,	,	PUNCT
fnp-6387	106	14	minimum	minimum	NOUN
fnp-6387	106	15	,	,	PUNCT
fnp-6387	106	16	and	and	CCONJ
fnp-6387	106	17	maximum	maximum	NOUN
fnp-6387	106	18	of	of	ADP
fnp-6387	106	19	this	this	DET
fnp-6387	106	20	set	set	NOUN
fnp-6387	106	21	of	of	ADP
fnp-6387	106	22	vessel	vessel	ADJ
fnp-6387	106	23	sclerotic	sclerotic	ADJ
fnp-6387	106	24	indices	index	NOUN
fnp-6387	106	25	.	.	PUNCT
fnp-6387	107	1	figure	figure	NOUN
fnp-6387	107	2	 	 	SPACE
fnp-6387	107	3	4	4	NUM
fnp-6387	107	4	:	:	PUNCT
fnp-6387	107	5	sclerotic	sclerotic	ADJ
fnp-6387	107	6	index	index	NOUN
fnp-6387	107	7	calculation	calculation	NOUN
fnp-6387	107	8	.	.	PUNCT
fnp-6387	108	1	an	an	DET
fnp-6387	108	2	image	image	NOUN
fnp-6387	108	3	patch	patch	NOUN
fnp-6387	108	4	(	(	PUNCT
fnp-6387	108	5	a	a	X
fnp-6387	108	6	)	)	PUNCT
fnp-6387	108	7	centered	center	VERB
fnp-6387	108	8	onto	onto	ADP
fnp-6387	108	9	an	an	DET
fnp-6387	108	10	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	108	11	blood	blood	NOUN
fnp-6387	108	12	vessel	vessel	NOUN
fnp-6387	108	13	is	be	AUX
fnp-6387	108	14	input	input	VERB
fnp-6387	108	15	into	into	ADP
fnp-6387	108	16	the	the	DET
fnp-6387	108	17	segmentation	segmentation	NOUN
fnp-6387	108	18	model	model	NOUN
fnp-6387	108	19	of	of	ADP
fnp-6387	108	20	artseg	artseg	PROPN
fnp-6387	108	21	,	,	PUNCT
fnp-6387	108	22	which	which	PRON
fnp-6387	108	23	outputs	output	VERB
fnp-6387	108	24	the	the	DET
fnp-6387	108	25	vessel	vessel	NOUN
fnp-6387	108	26	wall	wall	NOUN
fnp-6387	108	27	and	and	CCONJ
fnp-6387	108	28	lumen	luman	NOUN
fnp-6387	108	29	segmentation	segmentation	NOUN
fnp-6387	108	30	(	(	PUNCT
fnp-6387	108	31	b	b	NOUN
fnp-6387	108	32	)	)	PUNCT
fnp-6387	108	33	.	.	PUNCT
fnp-6387	109	1	vasmorph	vasmorph	PROPN
fnp-6387	109	2	measures	measure	VERB
fnp-6387	109	3	the	the	DET
fnp-6387	109	4	internal	internal	ADJ
fnp-6387	109	5	diameter	diameter	NOUN
fnp-6387	109	6	(	(	PUNCT
fnp-6387	109	7	di(θ	di(θ	NOUN
fnp-6387	109	8	)	)	PUNCT
fnp-6387	109	9	)	)	PUNCT
fnp-6387	109	10	and	and	CCONJ
fnp-6387	109	11	external	external	ADJ
fnp-6387	109	12	diameter	diameter	NOUN
fnp-6387	109	13	(	(	PUNCT
fnp-6387	109	14	de(θ	de(θ	PROPN
fnp-6387	109	15	)	)	PUNCT
fnp-6387	109	16	)	)	PUNCT
fnp-6387	109	17	of	of	ADP
fnp-6387	109	18	the	the	DET
fnp-6387	109	19	vessel	vessel	NOUN
fnp-6387	109	20	to	to	PART
fnp-6387	109	21	calculate	calculate	VERB
fnp-6387	109	22	the	the	DET
fnp-6387	109	23	sclerotic	sclerotic	ADJ
fnp-6387	109	24	index	index	NOUN
fnp-6387	109	25	(	(	PUNCT
fnp-6387	109	26	siθ	siθ	PROPN
fnp-6387	109	27	)	)	PUNCT
fnp-6387	109	28	at	at	ADP
fnp-6387	109	29	each	each	DET
fnp-6387	109	30	degree	degree	NOUN
fnp-6387	109	31	angle	angle	NOUN
fnp-6387	109	32	over	over	ADP
fnp-6387	109	33	a	a	DET
fnp-6387	109	34	180	180	NUM
fnp-6387	109	35	-	-	PUNCT
fnp-6387	109	36	degree	degree	NOUN
fnp-6387	109	37	rotation	rotation	NOUN
fnp-6387	109	38	in	in	ADP
fnp-6387	109	39	a	a	DET
fnp-6387	109	40	half	half	ADJ
fnp-6387	109	41	circle	circle	NOUN
fnp-6387	109	42	around	around	ADP
fnp-6387	109	43	the	the	DET
fnp-6387	109	44	centroid34	centroid34	NOUN
fnp-6387	109	45	of	of	ADP
fnp-6387	109	46	the	the	DET
fnp-6387	109	47	lumen	luman	NOUN
fnp-6387	109	48	segmentation	segmentation	NOUN
fnp-6387	109	49	to	to	PART
fnp-6387	109	50	obtain	obtain	VERB
fnp-6387	109	51	a	a	DET
fnp-6387	109	52	set	set	NOUN
fnp-6387	109	53	of	of	ADP
fnp-6387	109	54	sclerotic	sclerotic	ADJ
fnp-6387	109	55	indices	index	NOUN
fnp-6387	109	56	(	(	PUNCT
fnp-6387	109	57	b	b	NOUN
fnp-6387	109	58	and	and	CCONJ
fnp-6387	109	59	c	c	NOUN
fnp-6387	109	60	)	)	PUNCT
fnp-6387	109	61	.	.	PUNCT
fnp-6387	110	1	the	the	DET
fnp-6387	110	2	output	output	NOUN
fnp-6387	110	3	of	of	ADP
fnp-6387	110	4	vasmorph	vasmorph	ADV
fnp-6387	110	5	is	be	AUX
fnp-6387	110	6	the	the	DET
fnp-6387	110	7	median	median	ADJ
fnp-6387	110	8	,	,	PUNCT
fnp-6387	110	9	mean	mean	ADJ
fnp-6387	110	10	,	,	PUNCT
fnp-6387	110	11	standard	standard	ADJ
fnp-6387	110	12	deviation	deviation	NOUN
fnp-6387	110	13	,	,	PUNCT
fnp-6387	110	14	minimum	minimum	NOUN
fnp-6387	110	15	,	,	PUNCT
fnp-6387	110	16	and	and	CCONJ
fnp-6387	110	17	maximum	maximum	NOUN
fnp-6387	110	18	of	of	ADP
fnp-6387	110	19	this	this	DET
fnp-6387	110	20	set	set	NOUN
fnp-6387	110	21	of	of	ADP
fnp-6387	110	22	vessel	vessel	NOUN
fnp-6387	110	23	wall	wall	PROPN
fnp-6387	110	24	thicknesses	thickness	NOUN
fnp-6387	110	25	.	.	PUNCT
fnp-6387	111	1	vasmorph	vasmorph	PROPN
fnp-6387	111	2	finds	find	VERB
fnp-6387	111	3	the	the	DET
fnp-6387	111	4	center	center	NOUN
fnp-6387	111	5	of	of	ADP
fnp-6387	111	6	the	the	DET
fnp-6387	111	7	lumen	luman	NOUN
fnp-6387	111	8	segmentation	segmentation	NOUN
fnp-6387	111	9	.	.	PUNCT
fnp-6387	112	1	vessel	vessel	NOUN
fnp-6387	112	2	wall	wall	PROPN
fnp-6387	112	3	thickness	thickness	PROPN
fnp-6387	112	4	:	:	PUNCT
fnp-6387	112	5	tangent	tangent	VERB
fnp-6387	112	6	line	line	NOUN
fnp-6387	112	7	-	-	PUNCT
fnp-6387	112	8	based	base	VERB
fnp-6387	112	9	method	method	NOUN
fnp-6387	112	10	to	to	PART
fnp-6387	112	11	calculate	calculate	VERB
fnp-6387	112	12	the	the	DET
fnp-6387	112	13	vessel	vessel	NOUN
fnp-6387	112	14	wall	wall	NOUN
fnp-6387	112	15	thickness	thickness	PROPN
fnp-6387	112	16	,	,	PUNCT
fnp-6387	112	17	we	we	PRON
fnp-6387	112	18	first	first	ADV
fnp-6387	112	19	defined	define	VERB
fnp-6387	112	20	vessel	vessel	NOUN
fnp-6387	112	21	wall	wall	NOUN
fnp-6387	112	22	thickness	thickness	NOUN
fnp-6387	112	23	at	at	ADP
fnp-6387	112	24	point	point	NOUN
fnp-6387	112	25	alpha	alpha	NOUN
fnp-6387	112	26	(	(	PUNCT
fnp-6387	112	27	tα	tα	PROPN
fnp-6387	112	28	)	)	PUNCT
fnp-6387	112	29	on	on	ADP
fnp-6387	112	30	the	the	DET
fnp-6387	112	31	curve	curve	NOUN
fnp-6387	112	32	lumen	luman	NOUN
fnp-6387	112	33	contour	contour	NOUN
fnp-6387	112	34	as	as	ADP
fnp-6387	112	35	the	the	DET
fnp-6387	112	36	distance	distance	NOUN
fnp-6387	112	37	between	between	ADP
fnp-6387	112	38	a	a	DET
fnp-6387	112	39	line	line	NOUN
fnp-6387	112	40	tangent	tangent	NOUN
fnp-6387	112	41	to	to	PART
fnp-6387	112	42	point	point	VERB
fnp-6387	112	43	alpha	alpha	NOUN
fnp-6387	112	44	(	(	PUNCT
fnp-6387	112	45	lα	lα	NOUN
fnp-6387	112	46	)	)	PUNCT
fnp-6387	112	47	and	and	CCONJ
fnp-6387	112	48	the	the	DET
fnp-6387	112	49	external	external	ADJ
fnp-6387	112	50	contour	contour	NOUN
fnp-6387	112	51	of	of	ADP
fnp-6387	112	52	the	the	DET
fnp-6387	112	53	vessel	vessel	NOUN
fnp-6387	112	54	(	(	PUNCT
fnp-6387	112	55	e	e	NOUN
fnp-6387	112	56	):	):	PUNCT
fnp-6387	112	57	tα	tα	PROPN
fnp-6387	112	58	=	=	SYM
fnp-6387	112	59	e	e	PROPN
fnp-6387	112	60	–	–	PUNCT
fnp-6387	112	61	lα	lα	NOUN
fnp-6387	112	62	(	(	PUNCT
fnp-6387	112	63	figure	figure	NOUN
fnp-6387	112	64	 	 	SPACE
fnp-6387	112	65	5	5	NUM
fnp-6387	112	66	)	)	PUNCT
fnp-6387	112	67	.	.	PUNCT
fnp-6387	113	1	vasmorph	vasmorph	NOUN
fnp-6387	113	2	then	then	ADV
fnp-6387	113	3	measures	measure	VERB
fnp-6387	113	4	the	the	DET
fnp-6387	113	5	vessel	vessel	NOUN
fnp-6387	113	6	wall	wall	NOUN
fnp-6387	113	7	thickness	thickness	PROPN
fnp-6387	113	8	at	at	ADP
fnp-6387	113	9	100	100	NUM
fnp-6387	113	10	equally	equally	ADV
fnp-6387	113	11	spaced	space	VERB
fnp-6387	113	12	points	point	NOUN
fnp-6387	113	13	in	in	ADP
fnp-6387	113	14	the	the	DET
fnp-6387	113	15	lumen	luman	NOUN
fnp-6387	113	16	contour	contour	NOUN
fnp-6387	113	17	to	to	PART
fnp-6387	113	18	obtain	obtain	VERB
fnp-6387	113	19	a	a	DET
fnp-6387	113	20	set	set	NOUN
fnp-6387	113	21	of	of	ADP
fnp-6387	113	22	thicknesses	thickness	NOUN
fnp-6387	113	23	(	(	PUNCT
fnp-6387	113	24	figure	figure	NOUN
fnp-6387	113	25	 	 	SPACE
fnp-6387	113	26	5	5	NUM
fnp-6387	113	27	)	)	PUNCT
fnp-6387	113	28	.	.	PUNCT
fnp-6387	114	1	the	the	DET
fnp-6387	114	2	output	output	NOUN
fnp-6387	114	3	of	of	ADP
fnp-6387	114	4	vasmorph	vasmorph	ADV
fnp-6387	114	5	is	be	AUX
fnp-6387	114	6	the	the	DET
fnp-6387	114	7	median	median	ADJ
fnp-6387	114	8	,	,	PUNCT
fnp-6387	114	9	mean	mean	ADJ
fnp-6387	114	10	,	,	PUNCT
fnp-6387	114	11	standard	standard	ADJ
fnp-6387	114	12	deviation	deviation	NOUN
fnp-6387	114	13	,	,	PUNCT
fnp-6387	114	14	minimum	minimum	NOUN
fnp-6387	114	15	,	,	PUNCT
fnp-6387	114	16	and	and	CCONJ
fnp-6387	114	17	maximum	maximum	NOUN
fnp-6387	114	18	of	of	ADP
fnp-6387	114	19	this	this	DET
fnp-6387	114	20	set	set	NOUN
fnp-6387	114	21	of	of	ADP
fnp-6387	114	22	vessel	vessel	NOUN
fnp-6387	114	23	wall	wall	PROPN
fnp-6387	114	24	thicknesses	thickness	NOUN
fnp-6387	114	25	.	.	PUNCT
fnp-6387	115	1	figure	figure	NOUN
fnp-6387	115	2	 	 	SPACE
fnp-6387	115	3	5	5	NUM
fnp-6387	115	4	:	:	PUNCT
fnp-6387	115	5	vessel	vessel	NOUN
fnp-6387	115	6	wall	wall	PROPN
fnp-6387	115	7	thickness	thickness	PROPN
fnp-6387	115	8	based	base	VERB
fnp-6387	115	9	on	on	ADP
fnp-6387	115	10	a	a	DET
fnp-6387	115	11	line	line	NOUN
fnp-6387	115	12	tangent	tangent	NOUN
fnp-6387	115	13	to	to	ADP
fnp-6387	115	14	every	every	DET
fnp-6387	115	15	point	point	NOUN
fnp-6387	115	16	on	on	ADP
fnp-6387	115	17	the	the	DET
fnp-6387	115	18	lumen	luman	NOUN
fnp-6387	115	19	contour	contour	NOUN
fnp-6387	115	20	.	.	PUNCT
fnp-6387	116	1	an	an	DET
fnp-6387	116	2	image	image	NOUN
fnp-6387	116	3	patch	patch	NOUN
fnp-6387	116	4	(	(	PUNCT
fnp-6387	116	5	a	a	X
fnp-6387	116	6	)	)	PUNCT
fnp-6387	116	7	centered	center	VERB
fnp-6387	116	8	onto	onto	ADP
fnp-6387	116	9	an	an	DET
fnp-6387	116	10	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	116	11	blood	blood	NOUN
fnp-6387	116	12	vessel	vessel	NOUN
fnp-6387	116	13	is	be	AUX
fnp-6387	116	14	input	input	VERB
fnp-6387	116	15	into	into	ADP
fnp-6387	116	16	the	the	DET
fnp-6387	116	17	segmentation	segmentation	NOUN
fnp-6387	116	18	model	model	NOUN
fnp-6387	116	19	of	of	ADP
fnp-6387	116	20	artseg	artseg	PROPN
fnp-6387	116	21	,	,	PUNCT
fnp-6387	116	22	which	which	PRON
fnp-6387	116	23	outputs	output	VERB
fnp-6387	116	24	the	the	DET
fnp-6387	116	25	vessel	vessel	NOUN
fnp-6387	116	26	wall	wall	NOUN
fnp-6387	116	27	and	and	CCONJ
fnp-6387	116	28	lumen	luman	NOUN
fnp-6387	116	29	segmentation	segmentation	NOUN
fnp-6387	116	30	(	(	PUNCT
fnp-6387	116	31	b	b	NOUN
fnp-6387	116	32	)	)	PUNCT
fnp-6387	116	33	.	.	PUNCT
fnp-6387	117	1	vasmorph	vasmorph	PROPN
fnp-6387	117	2	measures	measure	VERB
fnp-6387	117	3	the	the	DET
fnp-6387	117	4	vessel	vessel	NOUN
fnp-6387	117	5	wall	wall	NOUN
fnp-6387	117	6	thickness	thickness	NOUN
fnp-6387	117	7	at	at	ADP
fnp-6387	117	8	each	each	DET
fnp-6387	117	9	point	point	NOUN
fnp-6387	117	10	in	in	ADP
fnp-6387	117	11	the	the	DET
fnp-6387	117	12	lumen	luman	NOUN
fnp-6387	117	13	contour	contour	NOUN
fnp-6387	117	14	to	to	PART
fnp-6387	117	15	obtain	obtain	VERB
fnp-6387	117	16	a	a	DET
fnp-6387	117	17	set	set	NOUN
fnp-6387	117	18	of	of	ADP
fnp-6387	117	19	thicknesses	thickness	NOUN
fnp-6387	117	20	,	,	PUNCT
fnp-6387	117	21	where	where	SCONJ
fnp-6387	117	22	thickness	thickness	NOUN
fnp-6387	117	23	at	at	ADP
fnp-6387	117	24	point	point	NOUN
fnp-6387	117	25	alpha	alpha	NOUN
fnp-6387	117	26	(	(	PUNCT
fnp-6387	117	27	tα	tα	PROPN
fnp-6387	117	28	)	)	PUNCT
fnp-6387	117	29	is	be	AUX
fnp-6387	117	30	defined	define	VERB
fnp-6387	117	31	as	as	ADP
fnp-6387	117	32	the	the	DET
fnp-6387	117	33	distance	distance	NOUN
fnp-6387	117	34	between	between	ADP
fnp-6387	117	35	a	a	DET
fnp-6387	117	36	line	line	NOUN
fnp-6387	117	37	tangent	tangent	NOUN
fnp-6387	117	38	to	to	PART
fnp-6387	117	39	point	point	VERB
fnp-6387	117	40	alpha	alpha	NOUN
fnp-6387	117	41	(	(	PUNCT
fnp-6387	117	42	lα	lα	NOUN
fnp-6387	117	43	)	)	PUNCT
fnp-6387	117	44	on	on	ADP
fnp-6387	117	45	the	the	DET
fnp-6387	117	46	curve	curve	NOUN
fnp-6387	117	47	of	of	ADP
fnp-6387	117	48	the	the	DET
fnp-6387	117	49	lumen	luman	NOUN
fnp-6387	117	50	contour	contour	NOUN
fnp-6387	117	51	and	and	CCONJ
fnp-6387	117	52	the	the	DET
fnp-6387	117	53	external	external	ADJ
fnp-6387	117	54	contour	contour	NOUN
fnp-6387	117	55	of	of	ADP
fnp-6387	117	56	the	the	DET
fnp-6387	117	57	vessel	vessel	NOUN
fnp-6387	117	58	(	(	PUNCT
fnp-6387	117	59	e	e	NOUN
fnp-6387	117	60	):	):	PUNCT
fnp-6387	117	61	tα	tα	PROPN
fnp-6387	117	62	=	=	SYM
fnp-6387	117	63	e	e	PROPN
fnp-6387	117	64	–	–	PUNCT
fnp-6387	117	65	lα	lα	NOUN
fnp-6387	117	66	(	(	PUNCT
fnp-6387	117	67	b	b	NOUN
fnp-6387	117	68	and	and	CCONJ
fnp-6387	117	69	c	c	NOUN
fnp-6387	117	70	)	)	PUNCT
fnp-6387	117	71	.	.	PUNCT
fnp-6387	118	1	vasmorph	vasmorph	PROPN
fnp-6387	118	2	then	then	ADV
fnp-6387	118	3	outputs	output	VERB
fnp-6387	118	4	the	the	DET
fnp-6387	118	5	median	median	NOUN
fnp-6387	118	6	,	,	PUNCT
fnp-6387	118	7	mean	mean	ADJ
fnp-6387	118	8	,	,	PUNCT
fnp-6387	118	9	standard	standard	ADJ
fnp-6387	118	10	deviation	deviation	NOUN
fnp-6387	118	11	,	,	PUNCT
fnp-6387	118	12	minimum	minimum	NOUN
fnp-6387	118	13	,	,	PUNCT
fnp-6387	118	14	and	and	CCONJ
fnp-6387	118	15	maximum	maximum	NOUN
fnp-6387	118	16	of	of	ADP
fnp-6387	118	17	this	this	DET
fnp-6387	118	18	set	set	NOUN
fnp-6387	118	19	of	of	ADP
fnp-6387	118	20	vessel	vessel	NOUN
fnp-6387	118	21	wall	wall	PROPN
fnp-6387	118	22	thicknesses	thickness	NOUN
fnp-6387	118	23	.	.	PUNCT
fnp-6387	119	1	vessel	vessel	PROPN
fnp-6387	119	2	wall	wall	PROPN
fnp-6387	119	3	thickness	thickness	PROPN
fnp-6387	119	4	:	:	PUNCT
fnp-6387	119	5	radii	radii	NOUN
fnp-6387	119	6	-	-	PUNCT
fnp-6387	119	7	based	base	VERB
fnp-6387	119	8	method	method	NOUN
fnp-6387	119	9	we	we	PRON
fnp-6387	119	10	also	also	ADV
fnp-6387	119	11	considered	consider	VERB
fnp-6387	119	12	an	an	DET
fnp-6387	119	13	alternative	alternative	ADJ
fnp-6387	119	14	definition	definition	NOUN
fnp-6387	119	15	of	of	ADP
fnp-6387	119	16	vessel	vessel	NOUN
fnp-6387	119	17	wall	wall	PROPN
fnp-6387	119	18	thickness	thickness	PROPN
fnp-6387	119	19	at	at	ADP
fnp-6387	119	20	angle	angle	NOUN
fnp-6387	119	21	theta	theta	NOUN
fnp-6387	119	22	(	(	PUNCT
fnp-6387	119	23	tθ	tθ	NOUN
fnp-6387	119	24	)	)	PUNCT
fnp-6387	119	25	relative	relative	ADJ
fnp-6387	119	26	to	to	ADP
fnp-6387	119	27	the	the	DET
fnp-6387	119	28	lumen	luman	NOUN
fnp-6387	119	29	center	center	NOUN
fnp-6387	119	30	as	as	ADP
fnp-6387	119	31	the	the	DET
fnp-6387	119	32	difference	difference	NOUN
fnp-6387	119	33	between	between	ADP
fnp-6387	119	34	the	the	DET
fnp-6387	119	35	external	external	ADJ
fnp-6387	119	36	radius	radius	NOUN
fnp-6387	119	37	at	at	ADP
fnp-6387	119	38	theta	theta	NOUN
fnp-6387	119	39	(	(	PUNCT
fnp-6387	119	40	re(θ	re(θ	NUM
fnp-6387	119	41	)	)	PUNCT
fnp-6387	119	42	)	)	PUNCT
fnp-6387	119	43	and	and	CCONJ
fnp-6387	119	44	the	the	DET
fnp-6387	119	45	internal	internal	ADJ
fnp-6387	119	46	radius	radius	NOUN
fnp-6387	119	47	at	at	ADP
fnp-6387	119	48	theta	theta	NOUN
fnp-6387	119	49	(	(	PUNCT
fnp-6387	119	50	ri(θ	ri(θ	NOUN
fnp-6387	119	51	)	)	PUNCT
fnp-6387	119	52	):	):	PUNCT
fnp-6387	119	53	tθ	tθ	NOUN
fnp-6387	119	54	=	=	PUNCT
fnp-6387	119	55	re(θ	re(θ	X
fnp-6387	119	56	)	)	PUNCT
fnp-6387	119	57	–	–	PUNCT
fnp-6387	119	58	ri(θ	ri(θ	NUM
fnp-6387	119	59	)	)	PUNCT
fnp-6387	119	60	(	(	PUNCT
fnp-6387	119	61	figure	figure	NOUN
fnp-6387	119	62	 	 	SPACE
fnp-6387	119	63	6	6	NUM
fnp-6387	119	64	)	)	PUNCT
fnp-6387	119	65	.	.	PUNCT
fnp-6387	120	1	vasmorph	vasmorph	NOUN
fnp-6387	120	2	then	then	ADV
fnp-6387	120	3	measures	measure	VERB
fnp-6387	120	4	the	the	DET
fnp-6387	120	5	internal	internal	ADJ
fnp-6387	120	6	radius	radius	NOUN
fnp-6387	120	7	(	(	PUNCT
fnp-6387	120	8	ri(θ	ri(θ	NOUN
fnp-6387	120	9	)	)	PUNCT
fnp-6387	120	10	)	)	PUNCT
fnp-6387	120	11	and	and	CCONJ
fnp-6387	120	12	external	external	ADJ
fnp-6387	120	13	radius	radius	NOUN
fnp-6387	120	14	(	(	PUNCT
fnp-6387	120	15	re(θ	re(θ	PROPN
fnp-6387	120	16	)	)	PUNCT
fnp-6387	120	17	)	)	PUNCT
fnp-6387	120	18	of	of	ADP
fnp-6387	120	19	the	the	DET
fnp-6387	120	20	vessel	vessel	NOUN
fnp-6387	120	21	to	to	PART
fnp-6387	120	22	calculate	calculate	VERB
fnp-6387	120	23	the	the	DET
fnp-6387	120	24	sclerotic	sclerotic	ADJ
fnp-6387	120	25	index	index	NOUN
fnp-6387	120	26	(	(	PUNCT
fnp-6387	120	27	siθ	siθ	PROPN
fnp-6387	120	28	)	)	PUNCT
fnp-6387	120	29	at	at	ADP
fnp-6387	120	30	each	each	DET
fnp-6387	120	31	degree	degree	NOUN
fnp-6387	120	32	angle	angle	NOUN
fnp-6387	120	33	over	over	ADP
fnp-6387	120	34	a	a	DET
fnp-6387	120	35	full	full	ADJ
fnp-6387	120	36	360	360	NUM
fnp-6387	120	37	-	-	PUNCT
fnp-6387	120	38	degree	degree	NOUN
fnp-6387	120	39	rotation	rotation	NOUN
fnp-6387	120	40	around	around	ADP
fnp-6387	120	41	the	the	DET
fnp-6387	120	42	centroid34	centroid34	NOUN
fnp-6387	120	43	of	of	ADP
fnp-6387	120	44	the	the	DET
fnp-6387	120	45	lumen	luman	NOUN
fnp-6387	120	46	segmentation	segmentation	NOUN
fnp-6387	120	47	to	to	PART
fnp-6387	120	48	obtain	obtain	VERB
fnp-6387	120	49	a	a	DET
fnp-6387	120	50	set	set	NOUN
fnp-6387	120	51	of	of	ADP
fnp-6387	120	52	thicknesses	thickness	NOUN
fnp-6387	120	53	(	(	PUNCT
fnp-6387	120	54	figure	figure	NOUN
fnp-6387	120	55	 	 	SPACE
fnp-6387	120	56	6	6	NUM
fnp-6387	120	57	)	)	PUNCT
fnp-6387	120	58	.	.	PUNCT
fnp-6387	121	1	vasmorph	vasmorph	PROPN
fnp-6387	121	2	outputs	output	VERB
fnp-6387	121	3	the	the	DET
fnp-6387	121	4	median	median	NOUN
fnp-6387	121	5	,	,	PUNCT
fnp-6387	121	6	mean	mean	ADJ
fnp-6387	121	7	,	,	PUNCT
fnp-6387	121	8	standard	standard	ADJ
fnp-6387	121	9	deviation	deviation	NOUN
fnp-6387	121	10	,	,	PUNCT
fnp-6387	121	11	minimum	minimum	NOUN
fnp-6387	121	12	,	,	PUNCT
fnp-6387	121	13	and	and	CCONJ
fnp-6387	121	14	maximum	maximum	NOUN
fnp-6387	121	15	of	of	ADP
fnp-6387	121	16	this	this	DET
fnp-6387	121	17	set	set	NOUN
fnp-6387	121	18	of	of	ADP
fnp-6387	121	19	vessel	vessel	NOUN
fnp-6387	121	20	wall	wall	PROPN
fnp-6387	121	21	thicknesses	thickness	NOUN
fnp-6387	121	22	based	base	VERB
fnp-6387	121	23	on	on	ADP
fnp-6387	121	24	this	this	DET
fnp-6387	121	25	alternative	alternative	ADJ
fnp-6387	121	26	definition	definition	NOUN
fnp-6387	121	27	.	.	PUNCT
fnp-6387	122	1	figure	figure	NOUN
fnp-6387	122	2	 	 	SPACE
fnp-6387	122	3	6	6	NUM
fnp-6387	122	4	:	:	PUNCT
fnp-6387	122	5	vessel	vessel	NOUN
fnp-6387	122	6	wall	wall	PROPN
fnp-6387	122	7	thickness	thickness	PROPN
fnp-6387	122	8	based	base	VERB
fnp-6387	122	9	on	on	ADP
fnp-6387	122	10	difference	difference	NOUN
fnp-6387	122	11	between	between	ADP
fnp-6387	122	12	internal	internal	ADJ
fnp-6387	122	13	and	and	CCONJ
fnp-6387	122	14	external	external	ADJ
fnp-6387	122	15	radii	radius	NOUN
fnp-6387	122	16	.	.	PUNCT
fnp-6387	123	1	an	an	DET
fnp-6387	123	2	image	image	NOUN
fnp-6387	123	3	patch	patch	NOUN
fnp-6387	123	4	(	(	PUNCT
fnp-6387	123	5	a	a	X
fnp-6387	123	6	)	)	PUNCT
fnp-6387	123	7	centered	center	VERB
fnp-6387	123	8	onto	onto	ADP
fnp-6387	123	9	an	an	DET
fnp-6387	123	10	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	123	11	blood	blood	NOUN
fnp-6387	123	12	vessel	vessel	NOUN
fnp-6387	123	13	is	be	AUX
fnp-6387	123	14	input	input	VERB
fnp-6387	123	15	into	into	ADP
fnp-6387	123	16	the	the	DET
fnp-6387	123	17	segmentation	segmentation	NOUN
fnp-6387	123	18	model	model	NOUN
fnp-6387	123	19	of	of	ADP
fnp-6387	123	20	artseg	artseg	PROPN
fnp-6387	123	21	,	,	PUNCT
fnp-6387	123	22	which	which	PRON
fnp-6387	123	23	outputs	output	VERB
fnp-6387	123	24	the	the	DET
fnp-6387	123	25	vessel	vessel	NOUN
fnp-6387	123	26	wall	wall	NOUN
fnp-6387	123	27	and	and	CCONJ
fnp-6387	123	28	lumen	luman	NOUN
fnp-6387	123	29	segmentation	segmentation	NOUN
fnp-6387	123	30	(	(	PUNCT
fnp-6387	123	31	b	b	NOUN
fnp-6387	123	32	)	)	PUNCT
fnp-6387	123	33	.	.	PUNCT
fnp-6387	124	1	vasmorph	vasmorph	PROPN
fnp-6387	124	2	measures	measure	VERB
fnp-6387	124	3	the	the	DET
fnp-6387	124	4	internal	internal	ADJ
fnp-6387	124	5	radius	radius	NOUN
fnp-6387	124	6	(	(	PUNCT
fnp-6387	124	7	ri(θ	ri(θ	NOUN
fnp-6387	124	8	)	)	PUNCT
fnp-6387	124	9	)	)	PUNCT
fnp-6387	124	10	and	and	CCONJ
fnp-6387	124	11	external	external	ADJ
fnp-6387	124	12	radius	radius	NOUN
fnp-6387	124	13	(	(	PUNCT
fnp-6387	124	14	re(θ	re(θ	PROPN
fnp-6387	124	15	)	)	PUNCT
fnp-6387	124	16	)	)	PUNCT
fnp-6387	124	17	of	of	ADP
fnp-6387	124	18	the	the	DET
fnp-6387	124	19	vessel	vessel	NOUN
fnp-6387	124	20	to	to	PART
fnp-6387	124	21	calculate	calculate	VERB
fnp-6387	124	22	the	the	DET
fnp-6387	124	23	sclerotic	sclerotic	ADJ
fnp-6387	124	24	index	index	NOUN
fnp-6387	124	25	(	(	PUNCT
fnp-6387	124	26	siθ	siθ	PROPN
fnp-6387	124	27	)	)	PUNCT
fnp-6387	124	28	at	at	ADP
fnp-6387	124	29	each	each	DET
fnp-6387	124	30	degree	degree	NOUN
fnp-6387	124	31	angle	angle	NOUN
fnp-6387	124	32	over	over	ADP
fnp-6387	124	33	a	a	DET
fnp-6387	124	34	full	full	ADJ
fnp-6387	124	35	360	360	NUM
fnp-6387	124	36	-	-	PUNCT
fnp-6387	124	37	degree	degree	NOUN
fnp-6387	124	38	rotation	rotation	NOUN
fnp-6387	124	39	around	around	ADP
fnp-6387	124	40	the	the	DET
fnp-6387	124	41	centroid34	centroid34	NOUN
fnp-6387	124	42	of	of	ADP
fnp-6387	124	43	the	the	DET
fnp-6387	124	44	lumen	luman	NOUN
fnp-6387	124	45	segmentation	segmentation	NOUN
fnp-6387	124	46	to	to	PART
fnp-6387	124	47	obtain	obtain	VERB
fnp-6387	124	48	a	a	DET
fnp-6387	124	49	set	set	NOUN
fnp-6387	124	50	of	of	ADP
fnp-6387	124	51	thicknesses	thickness	NOUN
fnp-6387	124	52	,	,	PUNCT
fnp-6387	124	53	where	where	SCONJ
fnp-6387	124	54	thickness	thickness	NOUN
fnp-6387	124	55	at	at	ADP
fnp-6387	124	56	angle	angle	NOUN
fnp-6387	124	57	theta	theta	PROPN
fnp-6387	124	58	(	(	PUNCT
fnp-6387	124	59	tθ	tθ	NOUN
fnp-6387	124	60	)	)	PUNCT
fnp-6387	124	61	relative	relative	ADJ
fnp-6387	124	62	to	to	ADP
fnp-6387	124	63	the	the	DET
fnp-6387	124	64	lumen	luman	NOUN
fnp-6387	124	65	center	center	NOUN
fnp-6387	124	66	is	be	AUX
fnp-6387	124	67	defined	define	VERB
fnp-6387	124	68	as	as	ADP
fnp-6387	124	69	the	the	DET
fnp-6387	124	70	difference	difference	NOUN
fnp-6387	124	71	between	between	ADP
fnp-6387	124	72	the	the	DET
fnp-6387	124	73	external	external	ADJ
fnp-6387	124	74	radius	radius	NOUN
fnp-6387	124	75	at	at	ADP
fnp-6387	124	76	theta	theta	NOUN
fnp-6387	124	77	(	(	PUNCT
fnp-6387	124	78	re(θ	re(θ	NUM
fnp-6387	124	79	)	)	PUNCT
fnp-6387	124	80	)	)	PUNCT
fnp-6387	124	81	and	and	CCONJ
fnp-6387	124	82	the	the	DET
fnp-6387	124	83	internal	internal	ADJ
fnp-6387	124	84	radius	radius	NOUN
fnp-6387	124	85	at	at	ADP
fnp-6387	124	86	theta	theta	NOUN
fnp-6387	124	87	(	(	PUNCT
fnp-6387	124	88	ri(θ	ri(θ	NOUN
fnp-6387	124	89	)	)	PUNCT
fnp-6387	124	90	):	):	PUNCT
fnp-6387	124	91	tθ	tθ	NOUN
fnp-6387	124	92	=	=	PUNCT
fnp-6387	124	93	re(θ	re(θ	X
fnp-6387	124	94	)	)	PUNCT
fnp-6387	124	95	–	–	PUNCT
fnp-6387	124	96	ri(θ	ri(θ	NUM
fnp-6387	124	97	)	)	PUNCT
fnp-6387	124	98	(	(	PUNCT
fnp-6387	124	99	b	b	NOUN
fnp-6387	124	100	and	and	CCONJ
fnp-6387	124	101	c	c	NOUN
fnp-6387	124	102	)	)	PUNCT
fnp-6387	124	103	.	.	PUNCT
fnp-6387	125	1	vasmorph	vasmorph	PROPN
fnp-6387	125	2	then	then	ADV
fnp-6387	125	3	outputs	output	VERB
fnp-6387	125	4	the	the	DET
fnp-6387	125	5	median	median	NOUN
fnp-6387	125	6	,	,	PUNCT
fnp-6387	125	7	mean	mean	ADJ
fnp-6387	125	8	,	,	PUNCT
fnp-6387	125	9	standard	standard	ADJ
fnp-6387	125	10	deviation	deviation	NOUN
fnp-6387	125	11	,	,	PUNCT
fnp-6387	125	12	minimum	minimum	NOUN
fnp-6387	125	13	,	,	PUNCT
fnp-6387	125	14	and	and	CCONJ
fnp-6387	125	15	maximum	maximum	NOUN
fnp-6387	125	16	of	of	ADP
fnp-6387	125	17	this	this	DET
fnp-6387	125	18	set	set	NOUN
fnp-6387	125	19	of	of	ADP
fnp-6387	125	20	vessel	vessel	NOUN
fnp-6387	125	21	wall	wall	PROPN
fnp-6387	125	22	thicknesses	thickness	NOUN
fnp-6387	125	23	.	.	PUNCT
fnp-6387	126	1	vessel	vessel	PROPN
fnp-6387	126	2	wall	wall	PROPN
fnp-6387	126	3	area	area	PROPN
fnp-6387	126	4	to	to	ADP
fnp-6387	126	5	lumen	luman	NOUN
fnp-6387	126	6	area	area	NOUN
fnp-6387	126	7	ratio	ratio	NOUN
fnp-6387	126	8	we	we	PRON
fnp-6387	126	9	calculated	calculate	VERB
fnp-6387	126	10	the	the	DET
fnp-6387	126	11	vessel	vessel	NOUN
fnp-6387	126	12	wall	wall	PROPN
fnp-6387	126	13	area	area	PROPN
fnp-6387	126	14	to	to	ADP
fnp-6387	126	15	lumen	luman	NOUN
fnp-6387	126	16	area	area	NOUN
fnp-6387	126	17	ratio	ratio	NOUN
fnp-6387	126	18	by	by	ADP
fnp-6387	126	19	counting	count	VERB
fnp-6387	126	20	the	the	DET
fnp-6387	126	21	number	number	NOUN
fnp-6387	126	22	of	of	ADP
fnp-6387	126	23	pixels	pixel	NOUN
fnp-6387	126	24	in	in	ADP
fnp-6387	126	25	the	the	DET
fnp-6387	126	26	vessel	vessel	NOUN
fnp-6387	126	27	wall	wall	PROPN
fnp-6387	126	28	segmentation	segmentation	PROPN
fnp-6387	126	29	and	and	CCONJ
fnp-6387	126	30	the	the	DET
fnp-6387	126	31	lumen	luman	NOUN
fnp-6387	126	32	segmentation	segmentation	NOUN
fnp-6387	126	33	,	,	PUNCT
fnp-6387	126	34	then	then	ADV
fnp-6387	126	35	converting	convert	VERB
fnp-6387	126	36	from	from	ADP
fnp-6387	126	37	pixels	pixel	NOUN
fnp-6387	126	38	to	to	ADP
fnp-6387	126	39	μm2	μm2	NOUN
fnp-6387	126	40	using	use	VERB
fnp-6387	126	41	the	the	DET
fnp-6387	126	42	conversion	conversion	NOUN
fnp-6387	126	43	factor	factor	NOUN
fnp-6387	126	44	0.0484	0.0484	NUM
fnp-6387	126	45	μm2	μm2	NOUN
fnp-6387	126	46	/	/	SYM
fnp-6387	126	47	pixel	pixel	NOUN
fnp-6387	126	48	,	,	PUNCT
fnp-6387	126	49	where	where	SCONJ
fnp-6387	126	50	the	the	DET
fnp-6387	126	51	length	length	NOUN
fnp-6387	126	52	and	and	CCONJ
fnp-6387	126	53	height	height	NOUN
fnp-6387	126	54	of	of	ADP
fnp-6387	126	55	each	each	DET
fnp-6387	126	56	pixel	pixel	NOUN
fnp-6387	126	57	is	be	AUX
fnp-6387	126	58	0.220	0.220	NUM
fnp-6387	126	59	μm	μm	NOUN
fnp-6387	126	60	,	,	PUNCT
fnp-6387	126	61	and	and	CCONJ
fnp-6387	126	62	finally	finally	ADV
fnp-6387	126	63	dividing	divide	VERB
fnp-6387	126	64	to	to	PART
fnp-6387	126	65	obtain	obtain	VERB
fnp-6387	126	66	the	the	DET
fnp-6387	126	67	ratio	ratio	NOUN
fnp-6387	126	68	.	.	PUNCT
fnp-6387	127	1	by	by	ADP
fnp-6387	127	2	coincidence	coincidence	NOUN
fnp-6387	127	3	,	,	PUNCT
fnp-6387	127	4	the	the	DET
fnp-6387	127	5	62	62	NUM
fnp-6387	127	6	vessels	vessel	NOUN
fnp-6387	127	7	that	that	PRON
fnp-6387	127	8	fulfilled	fulfil	VERB
fnp-6387	127	9	inclusion	inclusion	NOUN
fnp-6387	127	10	criteria	criterion	NOUN
fnp-6387	127	11	were	be	AUX
fnp-6387	127	12	derived	derive	VERB
fnp-6387	127	13	from	from	ADP
fnp-6387	127	14	ucd	ucd	PROPN
fnp-6387	127	15	wsis	wsis	PROPN
fnp-6387	127	16	,	,	PUNCT
fnp-6387	127	17	which	which	PRON
fnp-6387	127	18	were	be	AUX
fnp-6387	127	19	scanned	scan	VERB
fnp-6387	127	20	at	at	ADP
fnp-6387	127	21	0.220	0.220	NUM
fnp-6387	127	22	μm	μm	NOUN
fnp-6387	127	23	per	per	ADP
fnp-6387	127	24	pixel	pixel	NOUN
fnp-6387	127	25	.	.	PUNCT
fnp-6387	128	1	the	the	DET
fnp-6387	128	2	setting	setting	NOUN
fnp-6387	128	3	for	for	ADP
fnp-6387	128	4	the	the	DET
fnp-6387	128	5	length	length	NOUN
fnp-6387	128	6	and	and	CCONJ
fnp-6387	128	7	height	height	NOUN
fnp-6387	128	8	of	of	ADP
fnp-6387	128	9	each	each	DET
fnp-6387	128	10	pixel	pixel	NOUN
fnp-6387	128	11	may	may	AUX
fnp-6387	128	12	be	be	AUX
fnp-6387	128	13	adjusted	adjust	VERB
fnp-6387	128	14	to	to	PART
fnp-6387	128	15	match	match	VERB
fnp-6387	128	16	the	the	DET
fnp-6387	128	17	wsi	wsi	NOUN
fnp-6387	128	18	resolution	resolution	NOUN
fnp-6387	128	19	.	.	PUNCT
fnp-6387	129	1	hardware	hardware	NOUN
fnp-6387	129	2	all	all	DET
fnp-6387	129	3	scripts	script	NOUN
fnp-6387	129	4	and	and	CCONJ
fnp-6387	129	5	python	python	NOUN
fnp-6387	129	6	3	3	NUM
fnp-6387	129	7	modules	module	NOUN
fnp-6387	129	8	for	for	ADP
fnp-6387	129	9	this	this	DET
fnp-6387	129	10	project	project	NOUN
fnp-6387	129	11	were	be	AUX
fnp-6387	129	12	run	run	VERB
fnp-6387	129	13	on	on	ADP
fnp-6387	129	14	the	the	DET
fnp-6387	129	15	compute	compute	NOUN
fnp-6387	129	16	environment	environment	NOUN
fnp-6387	129	17	provided	provide	VERB
fnp-6387	129	18	by	by	ADP
fnp-6387	129	19	the	the	DET
fnp-6387	129	20	center	center	NOUN
fnp-6387	129	21	for	for	ADP
fnp-6387	129	22	artificial	artificial	ADJ
fnp-6387	129	23	intelligence	intelligence	NOUN
fnp-6387	129	24	in	in	ADP
fnp-6387	129	25	diagnostic	diagnostic	ADJ
fnp-6387	129	26	medicine	medicine	NOUN
fnp-6387	129	27	at	at	ADP
fnp-6387	129	28	uci	uci	PROPN
fnp-6387	129	29	which	which	PRON
fnp-6387	129	30	includes	include	VERB
fnp-6387	129	31	a	a	DET
fnp-6387	129	32	high	high	ADJ
fnp-6387	129	33	-	-	PUNCT
fnp-6387	129	34	end	end	NOUN
fnp-6387	129	35	cluster	cluster	NOUN
fnp-6387	129	36	of	of	ADP
fnp-6387	129	37	88	88	NUM
fnp-6387	129	38	nvidia	nvidia	PROPN
fnp-6387	129	39	gpu	gpu	PROPN
fnp-6387	129	40	hardware	hardware	NOUN
fnp-6387	129	41	accelerators	accelerator	NOUN
fnp-6387	129	42	composed	compose	VERB
fnp-6387	129	43	of	of	ADP
fnp-6387	129	44	a100	a100	PROPN
fnp-6387	129	45	(	(	PUNCT
fnp-6387	129	46	80	80	NUM
fnp-6387	129	47	gb	gb	NOUN
fnp-6387	129	48	x16	x16	PROPN
fnp-6387	129	49	)	)	PUNCT
fnp-6387	129	50	,	,	PUNCT
fnp-6387	129	51	a40	a40	PROPN
fnp-6387	129	52	(	(	PUNCT
fnp-6387	129	53	40	40	NUM
fnp-6387	129	54	gb	gb	PROPN
fnp-6387	129	55	x8	x8	PROPN
fnp-6387	129	56	)	)	PUNCT
fnp-6387	129	57	,	,	PUNCT
fnp-6387	129	58	rtx	rtx	PROPN
fnp-6387	129	59	titan	titan	NOUN
fnp-6387	129	60	(	(	PUNCT
fnp-6387	129	61	24	24	NUM
fnp-6387	129	62	gb	gb	ADP
fnp-6387	129	63	x12	x12	NUM
fnp-6387	129	64	)	)	PUNCT
fnp-6387	129	65	,	,	PUNCT
fnp-6387	129	66	gtx	gtx	ADJ
fnp-6387	129	67	titan	titan	NOUN
fnp-6387	129	68	(	(	PUNCT
fnp-6387	129	69	16	16	NUM
fnp-6387	129	70	gb	gb	NOUN
fnp-6387	129	71	x4	x4	PROPN
fnp-6387	129	72	)	)	PUNCT
fnp-6387	129	73	,	,	PUNCT
fnp-6387	129	74	and	and	CCONJ
fnp-6387	129	75	geforce	geforce	NOUN
fnp-6387	129	76	rtx	rtx	PROPN
fnp-6387	129	77	2080	2080	NUM
fnp-6387	129	78	ti	ti	NOUN
fnp-6387	129	79	(	(	PUNCT
fnp-6387	129	80	11	11	NUM
fnp-6387	129	81	gb	gb	ADP
fnp-6387	129	82	x48	x48	NUM
fnp-6387	129	83	)	)	PUNCT
fnp-6387	129	84	graphics	graphic	NOUN
fnp-6387	129	85	cards	card	NOUN
fnp-6387	129	86	.	.	PUNCT
fnp-6387	130	1	wsis	wsis	NOUN
fnp-6387	130	2	and	and	CCONJ
fnp-6387	130	3	other	other	ADJ
fnp-6387	130	4	data	datum	NOUN
fnp-6387	130	5	components	component	NOUN
fnp-6387	130	6	were	be	AUX
fnp-6387	130	7	stored	store	VERB
fnp-6387	130	8	on	on	ADP
fnp-6387	130	9	a	a	DET
fnp-6387	130	10	total	total	NOUN
fnp-6387	130	11	of	of	ADP
fnp-6387	130	12	four	four	NUM
fnp-6387	130	13	cpu	cpu	ADV
fnp-6387	130	14	-	-	PUNCT
fnp-6387	130	15	optimized	optimize	VERB
fnp-6387	130	16	cluster	cluster	NOUN
fnp-6387	130	17	nodes	node	NOUN
fnp-6387	130	18	and	and	CCONJ
fnp-6387	130	19	three	three	NUM
fnp-6387	130	20	dedicated	dedicated	ADJ
fnp-6387	130	21	0.24	0.24	NUM
fnp-6387	130	22	pb	pb	ADP
fnp-6387	130	23	file	file	NOUN
fnp-6387	130	24	servers	server	NOUN
fnp-6387	130	25	that	that	PRON
fnp-6387	130	26	are	be	AUX
fnp-6387	130	27	all	all	ADV
fnp-6387	130	28	interconnected	interconnected	ADJ
fnp-6387	130	29	on	on	ADP
fnp-6387	130	30	a	a	DET
fnp-6387	130	31	high	high	ADJ
fnp-6387	130	32	-	-	PUNCT
fnp-6387	130	33	speed	speed	NOUN
fnp-6387	130	34	25	25	NUM
fnp-6387	130	35	gbps	gbps	PROPN
fnp-6387	130	36	local	local	ADJ
fnp-6387	130	37	fiber	fiber	NOUN
fnp-6387	130	38	optic	optic	NOUN
fnp-6387	130	39	network	network	NOUN
fnp-6387	130	40	.	.	PUNCT
fnp-6387	131	1	results	result	VERB
fnp-6387	131	2	our	our	PRON
fnp-6387	131	3	internal	internal	ADJ
fnp-6387	131	4	hold	hold	VERB
fnp-6387	131	5	-	-	PUNCT
fnp-6387	131	6	out	out	ADP
fnp-6387	131	7	test	test	NOUN
fnp-6387	131	8	set	set	NOUN
fnp-6387	131	9	contains	contain	VERB
fnp-6387	131	10	wsis	wsis	NOUN
fnp-6387	131	11	from	from	ADP
fnp-6387	131	12	the	the	DET
fnp-6387	131	13	same	same	ADJ
fnp-6387	131	14	institutions	institution	NOUN
fnp-6387	131	15	(	(	PUNCT
fnp-6387	131	16	uci	uci	PROPN
fnp-6387	131	17	and	and	CCONJ
fnp-6387	131	18	ucd	ucd	PROPN
fnp-6387	131	19	)	)	PUNCT
fnp-6387	131	20	and	and	CCONJ
fnp-6387	131	21	annotators	annotator	NOUN
fnp-6387	131	22	(	(	PUNCT
fnp-6387	131	23	jjl	jjl	NOUN
fnp-6387	131	24	,	,	PUNCT
fnp-6387	131	25	hpw	hpw	PROPN
fnp-6387	131	26	,	,	PUNCT
fnp-6387	131	27	and	and	CCONJ
fnp-6387	131	28	kn	kn	PROPN
fnp-6387	131	29	)	)	PUNCT
fnp-6387	131	30	as	as	ADP
fnp-6387	131	31	wsis	wsis	NOUN
fnp-6387	131	32	used	use	VERB
fnp-6387	131	33	for	for	ADP
fnp-6387	131	34	model	model	NOUN
fnp-6387	131	35	training	training	NOUN
fnp-6387	131	36	and	and	CCONJ
fnp-6387	131	37	test	test	VERB
fnp-6387	131	38	internal	internal	ADJ
fnp-6387	131	39	deployment	deployment	NOUN
fnp-6387	131	40	of	of	ADP
fnp-6387	131	41	artseg	artseg	PROPN
fnp-6387	131	42	.	.	PUNCT
fnp-6387	132	1	the	the	DET
fnp-6387	132	2	external	external	ADJ
fnp-6387	132	3	test	test	NOUN
fnp-6387	132	4	set	set	NOUN
fnp-6387	132	5	contains	contain	VERB
fnp-6387	132	6	wsis	wsis	NOUN
fnp-6387	132	7	from	from	ADP
fnp-6387	132	8	a	a	DET
fnp-6387	132	9	different	different	ADJ
fnp-6387	132	10	institution	institution	NOUN
fnp-6387	132	11	(	(	PUNCT
fnp-6387	132	12	ucla	ucla	NOUN
fnp-6387	132	13	)	)	PUNCT
fnp-6387	132	14	and	and	CCONJ
fnp-6387	132	15	annnotator	annnotator	NOUN
fnp-6387	132	16	(	(	PUNCT
fnp-6387	132	17	vp	vp	PROPN
fnp-6387	132	18	)	)	PUNCT
fnp-6387	132	19	from	from	ADP
fnp-6387	132	20	wsis	wsis	NOUN
fnp-6387	132	21	used	use	VERB
fnp-6387	132	22	for	for	ADP
fnp-6387	132	23	model	model	NOUN
fnp-6387	132	24	training	training	NOUN
fnp-6387	132	25	and	and	CCONJ
fnp-6387	132	26	tests	test	VERB
fnp-6387	132	27	external	external	ADJ
fnp-6387	132	28	deployment	deployment	NOUN
fnp-6387	132	29	of	of	ADP
fnp-6387	132	30	artseg	artseg	PROPN
fnp-6387	132	31	.	.	PUNCT
fnp-6387	133	1	hausdorff	hausdorff	NOUN
fnp-6387	133	2	distance	distance	NOUN
fnp-6387	133	3	is	be	AUX
fnp-6387	133	4	converted	convert	VERB
fnp-6387	133	5	from	from	ADP
fnp-6387	133	6	pixels	pixel	NOUN
fnp-6387	133	7	to	to	ADP
fnp-6387	133	8	μm	μm	NOUN
fnp-6387	133	9	using	use	VERB
fnp-6387	133	10	a	a	DET
fnp-6387	133	11	conversion	conversion	NOUN
fnp-6387	133	12	factor	factor	NOUN
fnp-6387	133	13	of	of	ADP
fnp-6387	133	14	0.220	0.220	NUM
fnp-6387	133	15	μm	μm	NOUN
fnp-6387	133	16	/	/	SYM
fnp-6387	133	17	pixel	pixel	PROPN
fnp-6387	133	18	(	(	PUNCT
fnp-6387	133	19	supplementary	supplementary	ADJ
fnp-6387	133	20	table	table	NOUN
fnp-6387	133	21	 	 	SPACE
fnp-6387	133	22	1	1	NUM
fnp-6387	133	23	)	)	PUNCT
fnp-6387	133	24	.	.	PUNCT
fnp-6387	134	1	phase	phase	NOUN
fnp-6387	134	2	1a	1a	NOUN
fnp-6387	134	3	:	:	PUNCT
fnp-6387	134	4	detection	detection	NOUN
fnp-6387	134	5	of	of	ADP
fnp-6387	134	6	blood	blood	NOUN
fnp-6387	134	7	vessels	vessel	NOUN
fnp-6387	134	8	on	on	ADP
fnp-6387	134	9	wsis	wsis	NOUN
fnp-6387	134	10	(	(	PUNCT
fnp-6387	134	11	artseg	artseg	PROPN
fnp-6387	134	12	)	)	PUNCT
fnp-6387	134	13	the	the	DET
fnp-6387	134	14	initial	initial	ADJ
fnp-6387	134	15	blood	blood	NOUN
fnp-6387	134	16	vessel	vessel	NOUN
fnp-6387	134	17	detection	detection	NOUN
fnp-6387	134	18	model	model	NOUN
fnp-6387	134	19	serves	serve	VERB
fnp-6387	134	20	as	as	ADP
fnp-6387	134	21	a	a	DET
fnp-6387	134	22	preprocessing	preprocessing	NOUN
fnp-6387	134	23	step	step	NOUN
fnp-6387	134	24	,	,	PUNCT
fnp-6387	134	25	providing	provide	VERB
fnp-6387	134	26	coarse	coarse	ADJ
fnp-6387	134	27	segmentation	segmentation	NOUN
fnp-6387	134	28	to	to	PART
fnp-6387	134	29	localize	localize	VERB
fnp-6387	134	30	and	and	CCONJ
fnp-6387	134	31	center	center	NOUN
fnp-6387	134	32	patches	patch	NOUN
fnp-6387	134	33	containing	contain	VERB
fnp-6387	134	34	blood	blood	NOUN
fnp-6387	134	35	vessels	vessel	NOUN
fnp-6387	134	36	.	.	PUNCT
fnp-6387	135	1	the	the	DET
fnp-6387	135	2	marginally	marginally	ADV
fnp-6387	135	3	lower	low	ADJ
fnp-6387	135	4	dice	dice	NOUN
fnp-6387	135	5	score	score	NOUN
fnp-6387	135	6	observed	observe	VERB
fnp-6387	135	7	is	be	AUX
fnp-6387	135	8	consistent	consistent	ADJ
fnp-6387	135	9	with	with	ADP
fnp-6387	135	10	the	the	DET
fnp-6387	135	11	annotation	annotation	NOUN
fnp-6387	135	12	quality	quality	NOUN
fnp-6387	135	13	at	at	ADP
fnp-6387	135	14	this	this	DET
fnp-6387	135	15	stage	stage	NOUN
fnp-6387	135	16	and	and	CCONJ
fnp-6387	135	17	is	be	AUX
fnp-6387	135	18	adequate	adequate	ADJ
fnp-6387	135	19	for	for	ADP
fnp-6387	135	20	the	the	DET
fnp-6387	135	21	intended	intended	ADJ
fnp-6387	135	22	purpose	purpose	NOUN
fnp-6387	135	23	of	of	ADP
fnp-6387	135	24	blood	blood	NOUN
fnp-6387	135	25	vessel	vessel	NOUN
fnp-6387	135	26	detection	detection	NOUN
fnp-6387	135	27	.	.	PUNCT
fnp-6387	136	1	fine	fine	ADJ
fnp-6387	136	2	segmentation	segmentation	NOUN
fnp-6387	136	3	is	be	AUX
fnp-6387	136	4	achieved	achieve	VERB
fnp-6387	136	5	at	at	ADP
fnp-6387	136	6	a	a	DET
fnp-6387	136	7	later	later	ADJ
fnp-6387	136	8	stage	stage	NOUN
fnp-6387	136	9	(	(	PUNCT
fnp-6387	136	10	phase	phase	NOUN
fnp-6387	136	11	1d	1d	NUM
fnp-6387	136	12	)	)	PUNCT
fnp-6387	136	13	during	during	ADP
fnp-6387	136	14	the	the	DET
fnp-6387	136	15	segmentation	segmentation	NOUN
fnp-6387	136	16	of	of	ADP
fnp-6387	136	17	arteriolosclerotic	arteriolosclerotic	ADJ
fnp-6387	136	18	blood	blood	NOUN
fnp-6387	136	19	vessel	vessel	NOUN
fnp-6387	136	20	walls	wall	NOUN
fnp-6387	136	21	and	and	CCONJ
fnp-6387	136	22	lumens	lumen	NOUN
fnp-6387	136	23	.	.	PUNCT
fnp-6387	137	1	internal	internal	ADJ
fnp-6387	137	2	hold	hold	VERB
fnp-6387	137	3	-	-	PUNCT
fnp-6387	137	4	out	out	ADP
fnp-6387	137	5	testing	testing	NOUN
fnp-6387	137	6	after	after	ADP
fnp-6387	137	7	converting	convert	VERB
fnp-6387	137	8	the	the	DET
fnp-6387	137	9	segmentation	segmentation	NOUN
fnp-6387	137	10	output	output	NOUN
fnp-6387	137	11	of	of	ADP
fnp-6387	137	12	the	the	DET
fnp-6387	137	13	model	model	NOUN
fnp-6387	137	14	into	into	ADP
fnp-6387	137	15	classification	classification	NOUN
fnp-6387	137	16	confidence	confidence	NOUN
fnp-6387	137	17	scores	score	NOUN
fnp-6387	138	1	,	,	PUNCT
fnp-6387	138	2	the	the	DET
fnp-6387	138	3	area	area	NOUN
fnp-6387	138	4	under	under	ADP
fnp-6387	138	5	the	the	DET
fnp-6387	138	6	receiver	receiver	NOUN
fnp-6387	138	7	operating	operate	VERB
fnp-6387	138	8	characteristic	characteristic	ADJ
fnp-6387	138	9	curve	curve	NOUN
fnp-6387	138	10	(	(	PUNCT
fnp-6387	138	11	auc	auc	NOUN
fnp-6387	138	12	-	-	PUNCT
fnp-6387	138	13	roc	roc	NOUN
fnp-6387	138	14	)	)	PUNCT
fnp-6387	138	15	of	of	ADP
fnp-6387	138	16	the	the	DET
fnp-6387	138	17	model	model	NOUN
fnp-6387	138	18	is	be	AUX
fnp-6387	138	19	0.79	0.79	NUM
fnp-6387	138	20	(	(	PUNCT
fnp-6387	138	21	figure	figure	NOUN
fnp-6387	138	22	 	 	SPACE
fnp-6387	138	23	7	7	NUM
fnp-6387	138	24	)	)	PUNCT
fnp-6387	138	25	.	.	PUNCT
fnp-6387	139	1	the	the	DET
fnp-6387	139	2	vessel	vessel	NOUN
fnp-6387	139	3	detection	detection	NOUN
fnp-6387	139	4	segmentation	segmentation	NOUN
fnp-6387	139	5	model	model	NOUN
fnp-6387	139	6	achieved	achieve	VERB
fnp-6387	139	7	a	a	DET
fnp-6387	139	8	dice	dice	NOUN
fnp-6387	139	9	score	score	NOUN
fnp-6387	139	10	of	of	ADP
fnp-6387	139	11	0.56	0.56	NUM
fnp-6387	139	12	and	and	CCONJ
fnp-6387	139	13	a	a	DET
fnp-6387	139	14	hausdorff	hausdorff	NOUN
fnp-6387	139	15	distance	distance	NOUN
fnp-6387	139	16	of	of	ADP
fnp-6387	139	17	0.56	0.56	NUM
fnp-6387	139	18	μm	μm	NOUN
fnp-6387	139	19	on	on	ADP
fnp-6387	139	20	the	the	DET
fnp-6387	139	21	hold	hold	VERB
fnp-6387	139	22	-	-	PUNCT
fnp-6387	139	23	out	out	ADP
fnp-6387	139	24	test	test	NOUN
fnp-6387	139	25	(	(	PUNCT
fnp-6387	139	26	table	table	NOUN
fnp-6387	139	27	 	 	SPACE
fnp-6387	139	28	1	1	NUM
fnp-6387	139	29	)	)	PUNCT
fnp-6387	139	30	.	.	PUNCT
fnp-6387	140	1	external	external	ADJ
fnp-6387	140	2	stress	stress	NOUN
fnp-6387	140	3	testing	testing	NOUN
fnp-6387	140	4	after	after	ADP
fnp-6387	140	5	converting	convert	VERB
fnp-6387	140	6	the	the	DET
fnp-6387	140	7	segmentation	segmentation	NOUN
fnp-6387	140	8	output	output	NOUN
fnp-6387	140	9	of	of	ADP
fnp-6387	140	10	the	the	DET
fnp-6387	140	11	model	model	NOUN
fnp-6387	140	12	(	(	PUNCT
fnp-6387	140	13	obtained	obtain	VERB
fnp-6387	140	14	by	by	ADP
fnp-6387	140	15	running	run	VERB
fnp-6387	140	16	inferences	inference	NOUN
fnp-6387	140	17	on	on	ADP
fnp-6387	140	18	an	an	DET
fnp-6387	140	19	external	external	ADJ
fnp-6387	140	20	cohort	cohort	NOUN
fnp-6387	140	21	)	)	PUNCT
fnp-6387	140	22	into	into	ADP
fnp-6387	140	23	classification	classification	NOUN
fnp-6387	140	24	confidence	confidence	NOUN
fnp-6387	140	25	scores	score	NOUN
fnp-6387	140	26	,	,	PUNCT
fnp-6387	140	27	the	the	DET
fnp-6387	140	28	area	area	NOUN
fnp-6387	140	29	under	under	ADP
fnp-6387	140	30	the	the	DET
fnp-6387	140	31	receiver	receiver	NOUN
fnp-6387	140	32	operating	operate	VERB
fnp-6387	140	33	characteristic	characteristic	ADJ
fnp-6387	140	34	curve	curve	NOUN
fnp-6387	140	35	(	(	PUNCT
fnp-6387	140	36	auc	auc	NOUN
fnp-6387	140	37	-	-	PUNCT
fnp-6387	140	38	roc	roc	NOUN
fnp-6387	140	39	)	)	PUNCT
fnp-6387	140	40	of	of	ADP
fnp-6387	140	41	the	the	DET
fnp-6387	140	42	model	model	NOUN
fnp-6387	140	43	is	be	AUX
fnp-6387	140	44	0.77	0.77	NUM
fnp-6387	140	45	(	(	PUNCT
fnp-6387	140	46	figure	figure	NOUN
fnp-6387	140	47	 	 	SPACE
fnp-6387	140	48	7	7	NUM
fnp-6387	140	49	)	)	PUNCT
fnp-6387	140	50	.	.	PUNCT
fnp-6387	141	1	the	the	DET
fnp-6387	141	2	vessel	vessel	NOUN
fnp-6387	141	3	detection	detection	NOUN
fnp-6387	141	4	segmentation	segmentation	NOUN
fnp-6387	141	5	model	model	NOUN
fnp-6387	141	6	achieved	achieve	VERB
fnp-6387	141	7	a	a	DET
fnp-6387	141	8	dice	dice	NOUN
fnp-6387	141	9	score	score	NOUN
fnp-6387	141	10	of	of	ADP
fnp-6387	141	11	0.74	0.74	NUM
fnp-6387	141	12	and	and	CCONJ
fnp-6387	141	13	a	a	DET
fnp-6387	141	14	hausdorff	hausdorff	NOUN
fnp-6387	141	15	distance	distance	NOUN
fnp-6387	141	16	of	of	ADP
fnp-6387	141	17	0.47	0.47	NUM
fnp-6387	141	18	μm	μm	NOUN
fnp-6387	141	19	on	on	ADP
fnp-6387	141	20	the	the	DET
fnp-6387	141	21	external	external	ADJ
fnp-6387	141	22	test	test	NOUN
fnp-6387	141	23	(	(	PUNCT
fnp-6387	141	24	table	table	NOUN
fnp-6387	141	25	 	 	SPACE
fnp-6387	141	26	1	1	NUM
fnp-6387	141	27	)	)	PUNCT
fnp-6387	141	28	.	.	PUNCT
fnp-6387	142	1	figure	figure	NOUN
fnp-6387	142	2	 	 	SPACE
fnp-6387	142	3	7	7	NUM
fnp-6387	142	4	:	:	PUNCT
fnp-6387	142	5	roc	roc	PROPN
fnp-6387	142	6	curves	curve	NOUN
fnp-6387	142	7	of	of	ADP
fnp-6387	142	8	hold	hold	VERB
fnp-6387	142	9	-	-	PUNCT
fnp-6387	142	10	out	out	NOUN
fnp-6387	142	11	and	and	CCONJ
fnp-6387	142	12	external	external	ADJ
fnp-6387	142	13	tests	test	NOUN
fnp-6387	142	14	for	for	ADP
fnp-6387	142	15	the	the	DET
fnp-6387	142	16	vessel	vessel	NOUN
fnp-6387	142	17	detection	detection	NOUN
fnp-6387	142	18	.	.	PUNCT
fnp-6387	143	1	as	as	SCONJ
fnp-6387	143	2	expected	expect	VERB
fnp-6387	143	3	,	,	PUNCT
fnp-6387	143	4	the	the	DET
fnp-6387	143	5	model	model	NOUN
fnp-6387	143	6	performs	perform	VERB
fnp-6387	143	7	slightly	slightly	ADV
fnp-6387	143	8	worse	bad	ADJ
fnp-6387	143	9	for	for	ADP
fnp-6387	143	10	the	the	DET
fnp-6387	143	11	external	external	ADJ
fnp-6387	143	12	test	test	NOUN
fnp-6387	143	13	.	.	PUNCT
fnp-6387	144	1	vessel	vessel	NOUN
fnp-6387	144	2	detection	detection	NOUN
fnp-6387	144	3	model	model	NOUN
fnp-6387	144	4	acts	act	VERB
fnp-6387	144	5	as	as	ADP
fnp-6387	144	6	a	a	DET
fnp-6387	144	7	screening	screening	NOUN
fnp-6387	144	8	tool	tool	NOUN
fnp-6387	144	9	to	to	PART
fnp-6387	144	10	quickly	quickly	ADV
fnp-6387	144	11	remove	remove	VERB
fnp-6387	144	12	patches	patch	NOUN
fnp-6387	144	13	without	without	ADP
fnp-6387	144	14	vessels	vessel	NOUN
fnp-6387	144	15	while	while	SCONJ
fnp-6387	144	16	retaining	retain	VERB
fnp-6387	144	17	patches	patch	NOUN
fnp-6387	144	18	with	with	ADP
fnp-6387	144	19	vessels	vessel	NOUN
fnp-6387	144	20	or	or	CCONJ
fnp-6387	144	21	objects	object	NOUN
fnp-6387	144	22	suspicious	suspicious	ADJ
fnp-6387	144	23	of	of	ADP
fnp-6387	144	24	vessels	vessel	NOUN
fnp-6387	144	25	.	.	PUNCT
fnp-6387	145	1	table	table	NOUN
fnp-6387	145	2	 	 	SPACE
fnp-6387	145	3	1	1	NUM
fnp-6387	145	4	:	:	PUNCT
fnp-6387	145	5	results	result	NOUN
fnp-6387	145	6	of	of	ADP
fnp-6387	145	7	vessel	vessel	NOUN
fnp-6387	145	8	detection	detection	NOUN
fnp-6387	145	9	segmentation	segmentation	NOUN
fnp-6387	145	10	internal	internal	ADJ
fnp-6387	145	11	hold	hold	VERB
fnp-6387	145	12	-	-	PUNCT
fnp-6387	145	13	out	out	NOUN
fnp-6387	145	14	and	and	CCONJ
fnp-6387	145	15	external	external	ADJ
fnp-6387	145	16	testing	testing	NOUN
fnp-6387	145	17	dataset	dataset	NOUN
fnp-6387	145	18	dice	dice	NOUN
fnp-6387	145	19	score	score	NOUN
fnp-6387	145	20	hausdorff	hausdorff	PROPN
fnp-6387	145	21	distance	distance	NOUN
fnp-6387	145	22	(	(	PUNCT
fnp-6387	145	23	µm	µm	NOUN
fnp-6387	145	24	)	)	PUNCT
fnp-6387	145	25	hold	hold	NOUN
fnp-6387	145	26	-	-	PUNCT
fnp-6387	145	27	out	out	NOUN
fnp-6387	145	28	0.56	0.56	NUM
fnp-6387	145	29	0.56	0.56	NUM
fnp-6387	145	30	external	external	ADJ
fnp-6387	145	31	test	test	NOUN
fnp-6387	145	32	0.74	0.74	NUM
fnp-6387	145	33	0.47	0.47	NUM
fnp-6387	145	34	phase	phase	NOUN
fnp-6387	145	35	1b	1b	NUM
fnp-6387	145	36	:	:	PUNCT
fnp-6387	145	37	object	object	NOUN
fnp-6387	145	38	of	of	ADP
fnp-6387	145	39	interest	interest	NOUN
fnp-6387	145	40	centering	center	VERB
fnp-6387	145	41	through	through	ADP
fnp-6387	145	42	recursive	recursive	ADJ
fnp-6387	145	43	segmentation	segmentation	NOUN
fnp-6387	145	44	and	and	CCONJ
fnp-6387	145	45	boundary	boundary	ADJ
fnp-6387	145	46	migration	migration	NOUN
fnp-6387	145	47	(	(	PUNCT
fnp-6387	145	48	orca	orca	NOUN
fnp-6387	145	49	)	)	PUNCT
fnp-6387	145	50	segmentation	segmentation	NOUN
fnp-6387	145	51	cnns	cnn	NOUN
fnp-6387	145	52	such	such	ADJ
fnp-6387	145	53	as	as	ADP
fnp-6387	145	54	u	u	NOUN
fnp-6387	145	55	-	-	ADJ
fnp-6387	145	56	net	net	ADJ
fnp-6387	145	57	operate	operate	NOUN
fnp-6387	145	58	most	most	ADV
fnp-6387	145	59	effectively	effectively	ADV
fnp-6387	145	60	when	when	SCONJ
fnp-6387	145	61	the	the	DET
fnp-6387	145	62	object	object	NOUN
fnp-6387	145	63	of	of	ADP
fnp-6387	145	64	interest	interest	NOUN
fnp-6387	145	65	(	(	PUNCT
fnp-6387	145	66	oi	oi	INTJ
fnp-6387	145	67	)	)	PUNCT
fnp-6387	145	68	is	be	AUX
fnp-6387	145	69	fully	fully	ADV
fnp-6387	145	70	visible	visible	ADJ
fnp-6387	145	71	and	and	CCONJ
fnp-6387	145	72	not	not	PART
fnp-6387	145	73	cropped	crop	VERB
fnp-6387	145	74	.	.	PUNCT
fnp-6387	146	1	the	the	DET
fnp-6387	146	2	process	process	NOUN
fnp-6387	146	3	of	of	ADP
fnp-6387	146	4	wsi	wsi	NOUN
fnp-6387	146	5	tiling	tiling	NOUN
fnp-6387	146	6	occurs	occur	VERB
fnp-6387	146	7	irrespective	irrespective	ADV
fnp-6387	146	8	of	of	ADP
fnp-6387	146	9	the	the	DET
fnp-6387	146	10	positions	position	NOUN
fnp-6387	146	11	of	of	ADP
fnp-6387	146	12	ois	ois	NOUN
fnp-6387	146	13	,	,	PUNCT
fnp-6387	146	14	frequently	frequently	ADV
fnp-6387	146	15	creating	create	VERB
fnp-6387	146	16	cropped	cropped	ADJ
fnp-6387	146	17	ois	ois	NOUN
fnp-6387	146	18	that	that	PRON
fnp-6387	146	19	appear	appear	VERB
fnp-6387	146	20	on	on	ADP
fnp-6387	146	21	the	the	DET
fnp-6387	146	22	edge	edge	NOUN
fnp-6387	146	23	of	of	ADP
fnp-6387	146	24	the	the	DET
fnp-6387	146	25	tile	tile	NOUN
fnp-6387	146	26	(	(	PUNCT
fnp-6387	146	27	figure	figure	NOUN
fnp-6387	146	28	 	 	SPACE
fnp-6387	146	29	8)	8)	NUM
fnp-6387	146	30	.	.	PUNCT
fnp-6387	147	1	we	we	PRON
fnp-6387	147	2	hypothesized	hypothesize	VERB
fnp-6387	147	3	that	that	SCONJ
fnp-6387	147	4	cropping	cropping	NOUN
fnp-6387	147	5	of	of	ADP
fnp-6387	147	6	blood	blood	NOUN
fnp-6387	147	7	vessels	vessel	NOUN
fnp-6387	147	8	reduced	reduce	VERB
fnp-6387	147	9	segmentation	segmentation	NOUN
fnp-6387	147	10	performance	performance	NOUN
fnp-6387	147	11	and	and	CCONJ
fnp-6387	147	12	that	that	SCONJ
fnp-6387	147	13	centering	center	VERB
fnp-6387	147	14	tiles	tile	NOUN
fnp-6387	147	15	onto	onto	ADP
fnp-6387	147	16	blood	blood	NOUN
fnp-6387	147	17	vessels	vessel	NOUN
fnp-6387	147	18	would	would	AUX
fnp-6387	147	19	improve	improve	VERB
fnp-6387	147	20	performance	performance	NOUN
fnp-6387	147	21	.	.	PUNCT
fnp-6387	148	1	to	to	PART
fnp-6387	148	2	achieve	achieve	VERB
fnp-6387	148	3	oi	oi	ADJ
fnp-6387	148	4	centering	centering	NOUN
fnp-6387	148	5	,	,	PUNCT
fnp-6387	148	6	we	we	PRON
fnp-6387	148	7	designed	design	VERB
fnp-6387	148	8	a	a	DET
fnp-6387	148	9	custom	custom	NOUN
fnp-6387	148	10	recursive	recursive	ADJ
fnp-6387	148	11	algorithm	algorithm	NOUN
fnp-6387	148	12	–	–	PUNCT
fnp-6387	148	13	object	object	NOUN
fnp-6387	148	14	of	of	ADP
fnp-6387	148	15	interest	interest	NOUN
fnp-6387	148	16	recursive	recursive	ADJ
fnp-6387	148	17	centering	center	VERB
fnp-6387	148	18	algorithm	algorithm	NOUN
fnp-6387	148	19	(	(	PUNCT
fnp-6387	148	20	orca	orca	PROPN
fnp-6387	148	21	)	)	PUNCT
fnp-6387	148	22	–	–	PUNCT
fnp-6387	148	23	wrapping	wrap	VERB
fnp-6387	148	24	our	our	PRON
fnp-6387	148	25	blood	blood	NOUN
fnp-6387	148	26	vessel	vessel	NOUN
fnp-6387	148	27	identification	identification	NOUN
fnp-6387	148	28	neural	neural	ADJ
fnp-6387	148	29	network	network	NOUN
fnp-6387	148	30	.	.	PUNCT
fnp-6387	149	1	from	from	ADP
fnp-6387	149	2	16	16	NUM
fnp-6387	149	3	wsis	wsis	NOUN
fnp-6387	149	4	,	,	PUNCT
fnp-6387	149	5	orca	orca	NOUN
fnp-6387	149	6	generated	generate	VERB
fnp-6387	149	7	401	401	NUM
fnp-6387	149	8	tiles	tile	NOUN
fnp-6387	149	9	with	with	ADP
fnp-6387	149	10	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	149	11	blood	blood	NOUN
fnp-6387	149	12	vessels	vessel	NOUN
fnp-6387	149	13	and	and	CCONJ
fnp-6387	149	14	7066	7066	NUM
fnp-6387	149	15	tiles	tile	NOUN
fnp-6387	149	16	with	with	ADP
fnp-6387	149	17	non	non	ADJ
fnp-6387	149	18	-	-	ADJ
fnp-6387	149	19	arteriolosclerotic	arteriolosclerotic	ADJ
fnp-6387	149	20	blood	blood	NOUN
fnp-6387	149	21	vessels	vessel	NOUN
fnp-6387	149	22	or	or	CCONJ
fnp-6387	149	23	without	without	ADP
fnp-6387	149	24	vessels	vessel	NOUN
fnp-6387	149	25	.	.	PUNCT
fnp-6387	150	1	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	150	2	was	be	AUX
fnp-6387	150	3	defined	define	VERB
fnp-6387	150	4	using	use	VERB
fnp-6387	150	5	criteria	criterion	NOUN
fnp-6387	150	6	proposed	propose	VERB
fnp-6387	150	7	by	by	ADP
fnp-6387	150	8	skrobot	skrobot	PROPN
fnp-6387	150	9	et	et	PROPN
fnp-6387	150	10	al.8,10	al.8,10	ADP
fnp-6387	150	11	visualization	visualization	NOUN
fnp-6387	150	12	of	of	ADP
fnp-6387	150	13	tiles	tile	NOUN
fnp-6387	150	14	demonstrated	demonstrate	VERB
fnp-6387	150	15	centering	center	VERB
fnp-6387	150	16	onto	onto	ADP
fnp-6387	150	17	blood	blood	NOUN
fnp-6387	150	18	vessels	vessel	NOUN
fnp-6387	150	19	(	(	PUNCT
fnp-6387	150	20	figure	figure	NOUN
fnp-6387	150	21	 	 	SPACE
fnp-6387	150	22	8)	8)	NUM
fnp-6387	150	23	.	.	PUNCT
fnp-6387	151	1	these	these	DET
fnp-6387	151	2	vessel	vessel	NOUN
fnp-6387	151	3	-	-	PUNCT
fnp-6387	151	4	centered	center	VERB
fnp-6387	151	5	tiles	tile	NOUN
fnp-6387	151	6	were	be	AUX
fnp-6387	151	7	utilized	utilize	VERB
fnp-6387	151	8	to	to	PART
fnp-6387	151	9	train	train	VERB
fnp-6387	151	10	,	,	PUNCT
fnp-6387	151	11	validate	validate	VERB
fnp-6387	151	12	,	,	PUNCT
fnp-6387	151	13	and	and	CCONJ
fnp-6387	151	14	test	test	VERB
fnp-6387	151	15	the	the	DET
fnp-6387	151	16	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	151	17	classification	classification	NOUN
fnp-6387	151	18	and	and	CCONJ
fnp-6387	151	19	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	151	20	vessel	vessel	NOUN
fnp-6387	151	21	segmentation	segmentation	NOUN
fnp-6387	151	22	ml	ml	NOUN
fnp-6387	151	23	models	model	NOUN
fnp-6387	151	24	.	.	PUNCT
fnp-6387	152	1	figure	figure	NOUN
fnp-6387	152	2	 	 	SPACE
fnp-6387	152	3	8	8	NUM
fnp-6387	152	4	:	:	PUNCT
fnp-6387	152	5	results	result	NOUN
fnp-6387	152	6	of	of	ADP
fnp-6387	152	7	vessel	vessel	NOUN
fnp-6387	152	8	centering	center	VERB
fnp-6387	152	9	by	by	ADP
fnp-6387	152	10	orca	orca	NOUN
fnp-6387	152	11	.	.	PUNCT
fnp-6387	153	1	(	(	PUNCT
fnp-6387	153	2	a	a	X
fnp-6387	153	3	)	)	PUNCT
fnp-6387	153	4	wsi	wsi	NOUN
fnp-6387	153	5	tiling	tiling	NOUN
fnp-6387	153	6	generates	generate	VERB
fnp-6387	153	7	tiles	tile	NOUN
fnp-6387	153	8	that	that	PRON
fnp-6387	153	9	often	often	ADV
fnp-6387	153	10	contain	contain	VERB
fnp-6387	153	11	blood	blood	NOUN
fnp-6387	153	12	vessel(s	vessel(s	NOUN
fnp-6387	153	13	)	)	PUNCT
fnp-6387	153	14	at	at	ADP
fnp-6387	153	15	the	the	DET
fnp-6387	153	16	tile	tile	NOUN
fnp-6387	153	17	edge	edge	NOUN
fnp-6387	153	18	,	,	PUNCT
fnp-6387	153	19	with	with	ADP
fnp-6387	153	20	some	some	DET
fnp-6387	153	21	vessel	vessel	NOUN
fnp-6387	153	22	cropped	crop	VERB
fnp-6387	153	23	(	(	PUNCT
fnp-6387	153	24	arrow	arrow	NOUN
fnp-6387	153	25	)	)	PUNCT
fnp-6387	153	26	.	.	PUNCT
fnp-6387	154	1	(	(	PUNCT
fnp-6387	154	2	b	b	X
fnp-6387	154	3	)	)	PUNCT
fnp-6387	154	4	orca	orca	NOUN
fnp-6387	154	5	generates	generate	VERB
fnp-6387	154	6	new	new	ADJ
fnp-6387	154	7	tiles	tile	NOUN
fnp-6387	154	8	with	with	ADP
fnp-6387	154	9	the	the	DET
fnp-6387	154	10	detected	detect	VERB
fnp-6387	154	11	blood	blood	NOUN
fnp-6387	154	12	vessel(s	vessel(s	NOUN
fnp-6387	154	13	)	)	PUNCT
fnp-6387	154	14	located	locate	VERB
fnp-6387	154	15	in	in	ADP
fnp-6387	154	16	the	the	DET
fnp-6387	154	17	center	center	NOUN
fnp-6387	154	18	.	.	PUNCT
fnp-6387	155	1	phase	phase	NOUN
fnp-6387	155	2	1c	1c	NOUN
fnp-6387	155	3	:	:	PUNCT
fnp-6387	155	4	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	155	5	classification	classification	NOUN
fnp-6387	155	6	is	be	AUX
fnp-6387	155	7	feasible	feasible	ADJ
fnp-6387	155	8	,	,	PUNCT
fnp-6387	155	9	albeit	albeit	SCONJ
fnp-6387	155	10	challenging	challenging	ADJ
fnp-6387	155	11	(	(	PUNCT
fnp-6387	155	12	artseg	artseg	NOUN
fnp-6387	155	13	)	)	PUNCT
fnp-6387	155	14	3	3	NUM
fnp-6387	155	15	-	-	ADJ
fnp-6387	155	16	fold	fold	ADJ
fnp-6387	155	17	cross	cross	NOUN
fnp-6387	155	18	validation	validation	NOUN
fnp-6387	155	19	for	for	ADP
fnp-6387	155	20	the	the	DET
fnp-6387	155	21	classification	classification	NOUN
fnp-6387	155	22	of	of	ADP
fnp-6387	155	23	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	155	24	,	,	PUNCT
fnp-6387	155	25	our	our	PRON
fnp-6387	155	26	model	model	NOUN
fnp-6387	155	27	achieved	achieve	VERB
fnp-6387	155	28	a	a	DET
fnp-6387	155	29	mean	mean	ADJ
fnp-6387	155	30	validation	validation	NOUN
fnp-6387	155	31	set	set	VERB
fnp-6387	155	32	performance	performance	NOUN
fnp-6387	155	33	of	of	ADP
fnp-6387	155	34	0.94	0.94	NUM
fnp-6387	155	35	accuracy	accuracy	NOUN
fnp-6387	155	36	and	and	CCONJ
fnp-6387	155	37	0.68	0.68	NUM
fnp-6387	155	38	auc	auc	NOUN
fnp-6387	155	39	-	-	PUNCT
fnp-6387	155	40	roc	roc	NOUN
fnp-6387	155	41	(	(	PUNCT
fnp-6387	155	42	table	table	NOUN
fnp-6387	155	43	 	 	SPACE
fnp-6387	155	44	2	2	NUM
fnp-6387	155	45	)	)	PUNCT
fnp-6387	155	46	.	.	PUNCT
fnp-6387	156	1	table	table	NOUN
fnp-6387	156	2	 	 	SPACE
fnp-6387	156	3	2	2	NUM
fnp-6387	156	4	:	:	PUNCT
fnp-6387	156	5	results	result	NOUN
fnp-6387	156	6	of	of	ADP
fnp-6387	156	7	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	156	8	classification	classification	NOUN
fnp-6387	156	9	3	3	NUM
fnp-6387	156	10	-	-	ADJ
fnp-6387	156	11	fold	fold	ADJ
fnp-6387	156	12	cross	cross	ADJ
fnp-6387	156	13	-	-	ADJ
fnp-6387	156	14	validation	validation	ADJ
fnp-6387	156	15	k	k	PROPN
fnp-6387	156	16	specificity	specificity	NOUN
fnp-6387	156	17	sensitivity	sensitivity	NOUN
fnp-6387	156	18	(	(	PUNCT
fnp-6387	156	19	recall	recall	NOUN
fnp-6387	156	20	)	)	PUNCT
fnp-6387	156	21	precision	precision	NOUN
fnp-6387	156	22	accuracy	accuracy	NOUN
fnp-6387	156	23	f1	f1	PROPN
fnp-6387	156	24	auc	auc	NOUN
fnp-6387	156	25	-	-	PUNCT
fnp-6387	156	26	roc	roc	NOUN
fnp-6387	156	27	0	0	NUM
fnp-6387	156	28	1.00	1.00	NUM
fnp-6387	156	29	0.19	0.19	NUM
fnp-6387	156	30	0.68	0.68	NUM
fnp-6387	156	31	0.96	0.96	NUM
fnp-6387	156	32	0.29	0.29	NUM
fnp-6387	156	33	0.59	0.59	NUM
fnp-6387	156	34	1	1	NUM
fnp-6387	156	35	0.95	0.95	NUM
fnp-6387	156	36	0.52	0.52	NUM
fnp-6387	156	37	0.23	0.23	NUM
fnp-6387	156	38	0.94	0.94	NUM
fnp-6387	156	39	0.32	0.32	NUM
fnp-6387	156	40	0.73	0.73	NUM
fnp-6387	156	41	2	2	NUM
fnp-6387	156	42	0.97	0.97	NUM
fnp-6387	156	43	0.51	0.51	NUM
fnp-6387	156	44	0.67	0.67	NUM
fnp-6387	156	45	0.91	0.91	NUM
fnp-6387	156	46	0.58	0.58	NUM
fnp-6387	156	47	0.74	0.74	NUM
fnp-6387	156	48	mean	mean	NOUN
fnp-6387	156	49	0.97	0.97	NUM
fnp-6387	156	50	0.37	0.37	NUM
fnp-6387	156	51	0.47	0.47	NUM
fnp-6387	156	52	0.94	0.94	NUM
fnp-6387	156	53	0.38	0.38	NUM
fnp-6387	156	54	0.68	0.68	NUM
fnp-6387	156	55	internal	internal	ADJ
fnp-6387	156	56	hold	hold	VERB
fnp-6387	156	57	-	-	PUNCT
fnp-6387	156	58	out	out	NOUN
fnp-6387	156	59	testing	test	VERB
fnp-6387	156	60	our	our	PRON
fnp-6387	156	61	internal	internal	ADJ
fnp-6387	156	62	hold	hold	VERB
fnp-6387	156	63	-	-	PUNCT
fnp-6387	156	64	out	out	ADP
fnp-6387	156	65	test	test	NOUN
fnp-6387	156	66	set	set	NOUN
fnp-6387	156	67	,	,	PUNCT
fnp-6387	156	68	which	which	PRON
fnp-6387	156	69	was	be	AUX
fnp-6387	156	70	not	not	PART
fnp-6387	156	71	seen	see	VERB
fnp-6387	156	72	by	by	ADP
fnp-6387	156	73	the	the	DET
fnp-6387	156	74	model	model	NOUN
fnp-6387	156	75	during	during	ADP
fnp-6387	156	76	training	training	NOUN
fnp-6387	156	77	,	,	PUNCT
fnp-6387	156	78	consisted	consist	VERB
fnp-6387	156	79	of	of	ADP
fnp-6387	156	80	4	4	NUM
fnp-6387	156	81	cases	case	NOUN
fnp-6387	156	82	from	from	ADP
fnp-6387	156	83	2	2	NUM
fnp-6387	156	84	participants	participant	NOUN
fnp-6387	156	85	,	,	PUNCT
fnp-6387	156	86	1	1	NUM
fnp-6387	156	87	each	each	DET
fnp-6387	156	88	from	from	ADP
fnp-6387	156	89	ucd	ucd	PROPN
fnp-6387	156	90	and	and	CCONJ
fnp-6387	156	91	uci	uci	PROPN
fnp-6387	156	92	,	,	PUNCT
fnp-6387	156	93	respectively	respectively	ADV
fnp-6387	156	94	,	,	PUNCT
fnp-6387	156	95	labeled	label	VERB
fnp-6387	156	96	by	by	ADP
fnp-6387	156	97	novice	novice	NOUN
fnp-6387	156	98	annotators	annotator	NOUN
fnp-6387	156	99	jjl	jjl	NOUN
fnp-6387	156	100	,	,	PUNCT
fnp-6387	156	101	hpw	hpw	PROPN
fnp-6387	156	102	,	,	PUNCT
fnp-6387	156	103	and	and	CCONJ
fnp-6387	156	104	kn	kn	PROPN
fnp-6387	156	105	,	,	PUNCT
fnp-6387	156	106	who	who	PRON
fnp-6387	156	107	also	also	ADV
fnp-6387	156	108	labeled	label	VERB
fnp-6387	156	109	the	the	DET
fnp-6387	156	110	training	training	NOUN
fnp-6387	156	111	data	datum	NOUN
fnp-6387	156	112	set	set	VERB
fnp-6387	156	113	.	.	PUNCT
fnp-6387	157	1	for	for	ADP
fnp-6387	157	2	the	the	DET
fnp-6387	157	3	classification	classification	NOUN
fnp-6387	157	4	of	of	ADP
fnp-6387	157	5	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	157	6	,	,	PUNCT
fnp-6387	157	7	our	our	PRON
fnp-6387	157	8	model	model	NOUN
fnp-6387	157	9	achieved	achieve	VERB
fnp-6387	157	10	an	an	DET
fnp-6387	157	11	accuracy	accuracy	NOUN
fnp-6387	157	12	of	of	ADP
fnp-6387	157	13	0.86	0.86	NUM
fnp-6387	157	14	and	and	CCONJ
fnp-6387	157	15	an	an	DET
fnp-6387	157	16	auc	auc	NOUN
fnp-6387	157	17	-	-	PUNCT
fnp-6387	157	18	roc	roc	NOUN
fnp-6387	157	19	of	of	ADP
fnp-6387	157	20	0.87	0.87	NUM
fnp-6387	157	21	(	(	PUNCT
fnp-6387	157	22	table	table	NOUN
fnp-6387	157	23	 	 	SPACE
fnp-6387	157	24	3	3	NUM
fnp-6387	157	25	)	)	PUNCT
fnp-6387	157	26	.	.	PUNCT
fnp-6387	158	1	external	external	ADJ
fnp-6387	158	2	stress	stress	NOUN
fnp-6387	158	3	testing	test	VERB
fnp-6387	158	4	our	our	PRON
fnp-6387	158	5	external	external	ADJ
fnp-6387	158	6	stress	stress	NOUN
fnp-6387	158	7	test	test	NOUN
fnp-6387	158	8	set	set	NOUN
fnp-6387	158	9	,	,	PUNCT
fnp-6387	158	10	which	which	PRON
fnp-6387	158	11	was	be	AUX
fnp-6387	158	12	not	not	PART
fnp-6387	158	13	seen	see	VERB
fnp-6387	158	14	by	by	ADP
fnp-6387	158	15	the	the	DET
fnp-6387	158	16	model	model	NOUN
fnp-6387	158	17	during	during	ADP
fnp-6387	158	18	training	training	NOUN
fnp-6387	158	19	,	,	PUNCT
fnp-6387	158	20	consisted	consist	VERB
fnp-6387	158	21	of	of	ADP
fnp-6387	158	22	2	2	NUM
fnp-6387	158	23	cases	case	NOUN
fnp-6387	158	24	from	from	ADP
fnp-6387	158	25	2	2	NUM
fnp-6387	158	26	participants	participant	NOUN
fnp-6387	158	27	,	,	PUNCT
fnp-6387	158	28	both	both	CCONJ
fnp-6387	158	29	from	from	ADP
fnp-6387	158	30	ucla	ucla	NOUN
fnp-6387	158	31	,	,	PUNCT
fnp-6387	158	32	labeled	label	VERB
fnp-6387	158	33	by	by	ADP
fnp-6387	158	34	expert	expert	NOUN
fnp-6387	158	35	annotator	annotator	PROPN
fnp-6387	158	36	vp	vp	PROPN
fnp-6387	158	37	,	,	PUNCT
fnp-6387	158	38	who	who	PRON
fnp-6387	158	39	did	do	AUX
fnp-6387	158	40	not	not	PART
fnp-6387	158	41	label	label	VERB
fnp-6387	158	42	the	the	DET
fnp-6387	158	43	training	training	NOUN
fnp-6387	158	44	data	datum	NOUN
fnp-6387	158	45	set	set	VERB
fnp-6387	158	46	.	.	PUNCT
fnp-6387	159	1	for	for	ADP
fnp-6387	159	2	the	the	DET
fnp-6387	159	3	classification	classification	NOUN
fnp-6387	159	4	of	of	ADP
fnp-6387	159	5	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	159	6	,	,	PUNCT
fnp-6387	159	7	our	our	PRON
fnp-6387	159	8	model	model	NOUN
fnp-6387	159	9	achieved	achieve	VERB
fnp-6387	159	10	an	an	DET
fnp-6387	159	11	accuracy	accuracy	NOUN
fnp-6387	159	12	of	of	ADP
fnp-6387	159	13	0.77	0.77	NUM
fnp-6387	159	14	and	and	CCONJ
fnp-6387	159	15	an	an	DET
fnp-6387	159	16	auc	auc	NOUN
fnp-6387	159	17	-	-	PUNCT
fnp-6387	159	18	roc	roc	NOUN
fnp-6387	159	19	of	of	ADP
fnp-6387	159	20	0.83	0.83	NUM
fnp-6387	159	21	(	(	PUNCT
fnp-6387	159	22	table	table	NOUN
fnp-6387	159	23	 	 	SPACE
fnp-6387	159	24	3	3	NUM
fnp-6387	159	25	)	)	PUNCT
fnp-6387	159	26	.	.	PUNCT
fnp-6387	160	1	table	table	NOUN
fnp-6387	160	2	 	 	SPACE
fnp-6387	160	3	3	3	NUM
fnp-6387	160	4	:	:	PUNCT
fnp-6387	160	5	results	result	NOUN
fnp-6387	160	6	of	of	ADP
fnp-6387	160	7	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	160	8	classification	classification	NOUN
fnp-6387	160	9	internal	internal	ADJ
fnp-6387	160	10	hold	hold	NOUN
fnp-6387	160	11	-	-	PUNCT
fnp-6387	160	12	out	out	NOUN
fnp-6387	160	13	and	and	CCONJ
fnp-6387	160	14	external	external	ADJ
fnp-6387	160	15	testing	testing	NOUN
fnp-6387	160	16	k	k	PROPN
fnp-6387	160	17	specificity	specificity	NOUN
fnp-6387	160	18	sensitivity	sensitivity	NOUN
fnp-6387	160	19	(	(	PUNCT
fnp-6387	160	20	recall	recall	NOUN
fnp-6387	160	21	)	)	PUNCT
fnp-6387	160	22	precision	precision	NOUN
fnp-6387	160	23	accuracy	accuracy	NOUN
fnp-6387	160	24	f1	f1	PROPN
fnp-6387	160	25	auc	auc	NOUN
fnp-6387	160	26	-	-	PUNCT
fnp-6387	160	27	roc	roc	NOUN
fnp-6387	160	28	hold	hold	VERB
fnp-6387	160	29	-	-	PUNCT
fnp-6387	160	30	out	out	NOUN
fnp-6387	160	31	0.856	0.856	NUM
fnp-6387	160	32	0.89	0.89	NUM
fnp-6387	160	33	0.13	0.13	NUM
fnp-6387	160	34	0.86	0.86	NUM
fnp-6387	160	35	0.23	0.23	NUM
fnp-6387	160	36	0.87	0.87	NUM
fnp-6387	160	37	external	external	ADJ
fnp-6387	160	38	test	test	NOUN
fnp-6387	160	39	0.752	0.752	NUM
fnp-6387	160	40	0.92	0.92	NUM
fnp-6387	160	41	0.26	0.26	NUM
fnp-6387	160	42	0.77	0.77	NUM
fnp-6387	160	43	0.41	0.41	NUM
fnp-6387	160	44	0.83	0.83	NUM
fnp-6387	160	45	phase	phase	NOUN
fnp-6387	160	46	1d	1d	NUM
fnp-6387	160	47	:	:	PUNCT
fnp-6387	160	48	attention	attention	NOUN
fnp-6387	160	49	u	u	NOUN
fnp-6387	160	50	-	-	NOUN
fnp-6387	160	51	net	net	ADJ
fnp-6387	160	52	effectively	effectively	ADV
fnp-6387	160	53	segments	segment	VERB
fnp-6387	160	54	the	the	DET
fnp-6387	160	55	arteriolosclerotic	arteriolosclerotic	ADJ
fnp-6387	160	56	vessel	vessel	NOUN
fnp-6387	160	57	walls	wall	NOUN
fnp-6387	160	58	and	and	CCONJ
fnp-6387	160	59	lumen	luman	NOUN
fnp-6387	160	60	(	(	PUNCT
fnp-6387	160	61	artseg	artseg	NOUN
fnp-6387	160	62	)	)	PUNCT
fnp-6387	160	63	3	3	NUM
fnp-6387	160	64	-	-	ADJ
fnp-6387	160	65	fold	fold	ADJ
fnp-6387	160	66	cross	cross	NOUN
fnp-6387	160	67	validation	validation	NOUN
fnp-6387	160	68	for	for	ADP
fnp-6387	160	69	the	the	DET
fnp-6387	160	70	segmentation	segmentation	NOUN
fnp-6387	160	71	of	of	ADP
fnp-6387	160	72	vessel	vessel	NOUN
fnp-6387	160	73	walls	wall	NOUN
fnp-6387	160	74	and	and	CCONJ
fnp-6387	160	75	lumens	lumen	NOUN
fnp-6387	160	76	(	(	PUNCT
fnp-6387	160	77	figures	figure	NOUN
fnp-6387	160	78	9–12	9–12	PROPN
fnp-6387	160	79	)	)	PUNCT
fnp-6387	160	80	,	,	PUNCT
fnp-6387	160	81	our	our	PRON
fnp-6387	160	82	model	model	NOUN
fnp-6387	160	83	achieved	achieve	VERB
fnp-6387	160	84	a	a	DET
fnp-6387	160	85	mean	mean	ADJ
fnp-6387	160	86	validation	validation	NOUN
fnp-6387	160	87	set	set	VERB
fnp-6387	160	88	performance	performance	NOUN
fnp-6387	160	89	of	of	ADP
fnp-6387	160	90	0.68	0.68	NUM
fnp-6387	160	91	dice	dice	NOUN
fnp-6387	160	92	score	score	NOUN
fnp-6387	160	93	,	,	PUNCT
fnp-6387	160	94	1.68	1.68	NUM
fnp-6387	160	95	μm	μm	NOUN
fnp-6387	160	96	hausdorff	hausdorff	NOUN
fnp-6387	160	97	distance	distance	NOUN
fnp-6387	160	98	,	,	PUNCT
fnp-6387	160	99	and	and	CCONJ
fnp-6387	160	100	0.90	0.90	NUM
fnp-6387	160	101	auc	auc	NOUN
fnp-6387	160	102	-	-	PUNCT
fnp-6387	160	103	roc	roc	NOUN
fnp-6387	160	104	(	(	PUNCT
fnp-6387	160	105	table	table	NOUN
fnp-6387	160	106	 	 	SPACE
fnp-6387	160	107	4	4	NUM
fnp-6387	160	108	)	)	PUNCT
fnp-6387	160	109	.	.	PUNCT
fnp-6387	161	1	for	for	ADP
fnp-6387	161	2	the	the	DET
fnp-6387	161	3	segmentation	segmentation	NOUN
fnp-6387	161	4	of	of	ADP
fnp-6387	161	5	vessel	vessel	NOUN
fnp-6387	161	6	walls	wall	NOUN
fnp-6387	161	7	only	only	ADV
fnp-6387	161	8	,	,	PUNCT
fnp-6387	161	9	our	our	PRON
fnp-6387	161	10	model	model	NOUN
fnp-6387	161	11	achieved	achieve	VERB
fnp-6387	161	12	validation	validation	NOUN
fnp-6387	161	13	set	set	VERB
fnp-6387	161	14	performance	performance	NOUN
fnp-6387	161	15	of	of	ADP
fnp-6387	161	16	0.69	0.69	NUM
fnp-6387	161	17	dice	dice	NOUN
fnp-6387	161	18	score	score	NOUN
fnp-6387	161	19	,	,	PUNCT
fnp-6387	161	20	1.41	1.41	NUM
fnp-6387	161	21	μm	μm	NOUN
fnp-6387	161	22	hausdorff	hausdorff	NOUN
fnp-6387	161	23	distance	distance	NOUN
fnp-6387	161	24	,	,	PUNCT
fnp-6387	161	25	and	and	CCONJ
fnp-6387	161	26	0.86	0.86	NUM
fnp-6387	161	27	auc	auc	NOUN
fnp-6387	161	28	-	-	PUNCT
fnp-6387	161	29	roc	roc	NOUN
fnp-6387	161	30	(	(	PUNCT
fnp-6387	161	31	table	table	NOUN
fnp-6387	161	32	 	 	SPACE
fnp-6387	161	33	5	5	NUM
fnp-6387	161	34	)	)	PUNCT
fnp-6387	161	35	.	.	PUNCT
fnp-6387	162	1	for	for	ADP
fnp-6387	162	2	the	the	DET
fnp-6387	162	3	segmentation	segmentation	NOUN
fnp-6387	162	4	of	of	ADP
fnp-6387	162	5	the	the	DET
fnp-6387	162	6	vessel	vessel	NOUN
fnp-6387	162	7	lumen	luman	NOUN
fnp-6387	162	8	only	only	ADV
fnp-6387	162	9	,	,	PUNCT
fnp-6387	162	10	our	our	PRON
fnp-6387	162	11	model	model	NOUN
fnp-6387	162	12	achieved	achieve	VERB
fnp-6387	162	13	validation	validation	NOUN
fnp-6387	162	14	set	set	VERB
fnp-6387	162	15	performance	performance	NOUN
fnp-6387	162	16	of	of	ADP
fnp-6387	162	17	0.63	0.63	NUM
fnp-6387	162	18	dice	dice	NOUN
fnp-6387	162	19	score	score	NOUN
fnp-6387	162	20	,	,	PUNCT
fnp-6387	162	21	0.99	0.99	NUM
fnp-6387	162	22	μm	μm	NOUN
fnp-6387	162	23	hausdorff	hausdorff	NOUN
fnp-6387	162	24	distance	distance	NOUN
fnp-6387	162	25	,	,	PUNCT
fnp-6387	162	26	and	and	CCONJ
fnp-6387	162	27	0.86	0.86	NUM
fnp-6387	162	28	auc	auc	NOUN
fnp-6387	162	29	-	-	PUNCT
fnp-6387	162	30	roc	roc	NOUN
fnp-6387	162	31	(	(	PUNCT
fnp-6387	162	32	table	table	NOUN
fnp-6387	162	33	 	 	SPACE
fnp-6387	162	34	6	6	NUM
fnp-6387	162	35	)	)	PUNCT
fnp-6387	162	36	.	.	PUNCT
fnp-6387	163	1	table	table	NOUN
fnp-6387	163	2	 	 	SPACE
fnp-6387	163	3	4	4	NUM
fnp-6387	163	4	:	:	PUNCT
fnp-6387	163	5	results	result	NOUN
fnp-6387	163	6	of	of	ADP
fnp-6387	163	7	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	163	8	vessel	vessel	NOUN
fnp-6387	163	9	segmentation	segmentation	NOUN
fnp-6387	163	10	3	3	NUM
fnp-6387	163	11	-	-	ADJ
fnp-6387	163	12	fold	fold	ADJ
fnp-6387	163	13	cross	cross	NOUN
fnp-6387	163	14	-	-	NOUN
fnp-6387	163	15	validation	validation	NOUN
fnp-6387	163	16	for	for	ADP
fnp-6387	163	17	vessel	vessel	NOUN
fnp-6387	163	18	walls	wall	NOUN
fnp-6387	163	19	and	and	CCONJ
fnp-6387	163	20	lumens	lumen	NOUN
fnp-6387	163	21	k	k	PROPN
fnp-6387	163	22	dice	dice	PROPN
fnp-6387	163	23	score	score	NOUN
fnp-6387	163	24	hausdorff	hausdorff	PROPN
fnp-6387	163	25	distance	distance	NOUN
fnp-6387	163	26	(	(	PUNCT
fnp-6387	163	27	µm	µm	NOUN
fnp-6387	163	28	)	)	PUNCT
fnp-6387	163	29	0	0	NUM
fnp-6387	164	1	0.72	0.72	NUM
fnp-6387	164	2	1.56	1.56	NUM
fnp-6387	164	3	1	1	NUM
fnp-6387	164	4	0.70	0.70	NUM
fnp-6387	164	5	1.63	1.63	NUM
fnp-6387	164	6	2	2	NUM
fnp-6387	164	7	0.63	0.63	NUM
fnp-6387	164	8	1.87	1.87	NUM
fnp-6387	164	9	mean	mean	NOUN
fnp-6387	164	10	0.68	0.68	NUM
fnp-6387	164	11	1.68	1.68	NUM
fnp-6387	164	12	table	table	NOUN
fnp-6387	164	13	 	 	SPACE
fnp-6387	164	14	5	5	NUM
fnp-6387	164	15	:	:	PUNCT
fnp-6387	164	16	results	result	NOUN
fnp-6387	164	17	of	of	ADP
fnp-6387	164	18	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	164	19	vessel	vessel	NOUN
fnp-6387	164	20	segmentation	segmentation	NOUN
fnp-6387	164	21	3	3	NUM
fnp-6387	164	22	-	-	ADJ
fnp-6387	164	23	fold	fold	ADJ
fnp-6387	164	24	cross	cross	NOUN
fnp-6387	164	25	-	-	NOUN
fnp-6387	164	26	validation	validation	NOUN
fnp-6387	164	27	for	for	ADP
fnp-6387	164	28	vessel	vessel	NOUN
fnp-6387	164	29	walls	wall	NOUN
fnp-6387	164	30	only	only	ADV
fnp-6387	164	31	k	k	PROPN
fnp-6387	164	32	dice	dice	PROPN
fnp-6387	164	33	score	score	NOUN
fnp-6387	164	34	hausdorff	hausdorff	PROPN
fnp-6387	164	35	distance	distance	NOUN
fnp-6387	164	36	(	(	PUNCT
fnp-6387	164	37	µm	µm	NOUN
fnp-6387	164	38	)	)	PUNCT
fnp-6387	164	39	0	0	NUM
fnp-6387	165	1	0.71	0.71	NUM
fnp-6387	165	2	1.36	1.36	NUM
fnp-6387	165	3	1	1	NUM
fnp-6387	165	4	0.71	0.71	NUM
fnp-6387	165	5	1.34	1.34	NUM
fnp-6387	165	6	2	2	NUM
fnp-6387	165	7	0.65	0.65	NUM
fnp-6387	165	8	1.54	1.54	NUM
fnp-6387	165	9	mean	mean	NOUN
fnp-6387	165	10	0.69	0.69	NUM
fnp-6387	165	11	1.41	1.41	NUM
fnp-6387	165	12	table	table	NOUN
fnp-6387	165	13	 	 	SPACE
fnp-6387	165	14	6	6	NUM
fnp-6387	165	15	:	:	PUNCT
fnp-6387	165	16	results	result	NOUN
fnp-6387	165	17	of	of	ADP
fnp-6387	165	18	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	165	19	vessel	vessel	NOUN
fnp-6387	165	20	segmentation	segmentation	NOUN
fnp-6387	165	21	3	3	NUM
fnp-6387	165	22	-	-	ADJ
fnp-6387	165	23	fold	fold	ADJ
fnp-6387	165	24	cross	cross	NOUN
fnp-6387	165	25	-	-	NOUN
fnp-6387	165	26	validation	validation	NOUN
fnp-6387	165	27	for	for	ADP
fnp-6387	165	28	vessel	vessel	NOUN
fnp-6387	165	29	lumen	luman	NOUN
fnp-6387	165	30	only	only	ADV
fnp-6387	165	31	k	k	PROPN
fnp-6387	165	32	dice	dice	PROPN
fnp-6387	165	33	score	score	NOUN
fnp-6387	165	34	hausdorff	hausdorff	PROPN
fnp-6387	165	35	distance	distance	NOUN
fnp-6387	165	36	(	(	PUNCT
fnp-6387	165	37	µm	µm	NOUN
fnp-6387	165	38	)	)	PUNCT
fnp-6387	165	39	0	0	NUM
fnp-6387	165	40	0.72	0.72	NUM
fnp-6387	165	41	0.97	0.97	NUM
fnp-6387	165	42	1	1	NUM
fnp-6387	165	43	0.63	0.63	NUM
fnp-6387	165	44	0.95	0.95	NUM
fnp-6387	165	45	2	2	NUM
fnp-6387	165	46	0.54	0.54	NUM
fnp-6387	165	47	1.06	1.06	NUM
fnp-6387	165	48	mean	mean	NOUN
fnp-6387	165	49	0.63	0.63	NUM
fnp-6387	165	50	0.99	0.99	NUM
fnp-6387	165	51	figure	figure	NOUN
fnp-6387	165	52	 	 	SPACE
fnp-6387	165	53	9	9	NUM
fnp-6387	165	54	:	:	PUNCT
fnp-6387	165	55	example	example	NOUN
fnp-6387	165	56	segmentation	segmentation	NOUN
fnp-6387	165	57	results	result	NOUN
fnp-6387	165	58	for	for	ADP
fnp-6387	165	59	blood	blood	NOUN
fnp-6387	165	60	vessels	vessel	NOUN
fnp-6387	165	61	with	with	ADP
fnp-6387	165	62	mild	mild	ADJ
fnp-6387	165	63	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	165	64	as	as	SCONJ
fnp-6387	165	65	classified	classify	VERB
fnp-6387	165	66	by	by	ADP
fnp-6387	165	67	a	a	DET
fnp-6387	165	68	neuropathology	neuropathology	NOUN
fnp-6387	165	69	fellow	fellow	NOUN
fnp-6387	165	70	(	(	PUNCT
fnp-6387	165	71	jl	jl	PROPN
fnp-6387	165	72	)	)	PUNCT
fnp-6387	165	73	and	and	CCONJ
fnp-6387	165	74	annotated	annotate	VERB
fnp-6387	165	75	by	by	ADP
fnp-6387	165	76	non	non	NOUN
fnp-6387	165	77	-	-	NOUN
fnp-6387	165	78	experts	expert	NOUN
fnp-6387	165	79	(	(	PUNCT
fnp-6387	165	80	kn	kn	PROPN
fnp-6387	165	81	,	,	PUNCT
fnp-6387	165	82	hsw	hsw	PROPN
fnp-6387	165	83	,	,	PUNCT
fnp-6387	165	84	jl	jl	PROPN
fnp-6387	165	85	)	)	PUNCT
fnp-6387	165	86	.	.	PUNCT
fnp-6387	166	1	six	six	NUM
fnp-6387	166	2	example	example	NOUN
fnp-6387	166	3	instances	instance	VERB
fnp-6387	166	4	with	with	ADP
fnp-6387	166	5	input	input	NOUN
fnp-6387	166	6	image	image	NOUN
fnp-6387	166	7	,	,	PUNCT
fnp-6387	166	8	human	human	ADJ
fnp-6387	166	9	annotation	annotation	NOUN
fnp-6387	166	10	mask	mask	PROPN
fnp-6387	166	11	,	,	PUNCT
fnp-6387	166	12	model	model	NOUN
fnp-6387	166	13	segmentation	segmentation	NOUN
fnp-6387	166	14	output	output	NOUN
fnp-6387	166	15	,	,	PUNCT
fnp-6387	166	16	and	and	CCONJ
fnp-6387	166	17	an	an	DET
fnp-6387	166	18	overlap	overlap	NOUN
fnp-6387	166	19	image	image	NOUN
fnp-6387	166	20	of	of	ADP
fnp-6387	166	21	input	input	NOUN
fnp-6387	166	22	image	image	NOUN
fnp-6387	166	23	and	and	CCONJ
fnp-6387	166	24	model	model	NOUN
fnp-6387	166	25	segmentation	segmentation	NOUN
fnp-6387	166	26	are	be	AUX
fnp-6387	166	27	shown	show	VERB
fnp-6387	166	28	here	here	ADV
fnp-6387	166	29	.	.	PUNCT
fnp-6387	167	1	the	the	DET
fnp-6387	167	2	blood	blood	NOUN
fnp-6387	167	3	vessels	vessel	NOUN
fnp-6387	167	4	shown	show	VERB
fnp-6387	167	5	here	here	ADV
fnp-6387	167	6	were	be	AUX
fnp-6387	167	7	classified	classify	VERB
fnp-6387	167	8	as	as	ADP
fnp-6387	167	9	having	have	VERB
fnp-6387	167	10	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	167	11	by	by	ADP
fnp-6387	167	12	a	a	DET
fnp-6387	167	13	human	human	ADJ
fnp-6387	167	14	annotator	annotator	NOUN
fnp-6387	167	15	.	.	PUNCT
fnp-6387	168	1	(	(	PUNCT
fnp-6387	168	2	a	a	DET
fnp-6387	168	3	,	,	PUNCT
fnp-6387	168	4	b	b	NOUN
fnp-6387	168	5	)	)	PUNCT
fnp-6387	168	6	example	example	NOUN
fnp-6387	168	7	instances	instance	NOUN
fnp-6387	168	8	of	of	ADP
fnp-6387	168	9	good	good	ADJ
fnp-6387	168	10	model	model	NOUN
fnp-6387	168	11	performance	performance	NOUN
fnp-6387	168	12	.	.	PUNCT
fnp-6387	169	1	(	(	PUNCT
fnp-6387	169	2	c	c	X
fnp-6387	169	3	,	,	PUNCT
fnp-6387	169	4	d	d	NOUN
fnp-6387	169	5	)	)	PUNCT
fnp-6387	169	6	example	example	NOUN
fnp-6387	169	7	instances	instance	NOUN
fnp-6387	169	8	of	of	ADP
fnp-6387	169	9	intermediate	intermediate	ADJ
fnp-6387	169	10	model	model	NOUN
fnp-6387	169	11	performance	performance	NOUN
fnp-6387	169	12	.	.	PUNCT
fnp-6387	170	1	(	(	PUNCT
fnp-6387	170	2	e	e	NOUN
fnp-6387	170	3	,	,	PUNCT
fnp-6387	170	4	f	f	X
fnp-6387	170	5	)	)	PUNCT
fnp-6387	170	6	example	example	NOUN
fnp-6387	170	7	instances	instance	NOUN
fnp-6387	170	8	of	of	ADP
fnp-6387	170	9	poor	poor	ADJ
fnp-6387	170	10	model	model	NOUN
fnp-6387	170	11	performance	performance	NOUN
fnp-6387	170	12	.	.	PUNCT
fnp-6387	171	1	figure	figure	NOUN
fnp-6387	171	2	 	 	SPACE
fnp-6387	171	3	10	10	NUM
fnp-6387	171	4	:	:	PUNCT
fnp-6387	171	5	example	example	NOUN
fnp-6387	171	6	segmentation	segmentation	NOUN
fnp-6387	171	7	results	result	NOUN
fnp-6387	171	8	for	for	ADP
fnp-6387	171	9	blood	blood	NOUN
fnp-6387	171	10	vessels	vessel	NOUN
fnp-6387	171	11	with	with	ADP
fnp-6387	171	12	moderate	moderate	ADJ
fnp-6387	171	13	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	171	14	as	as	SCONJ
fnp-6387	171	15	classified	classify	VERB
fnp-6387	171	16	by	by	ADP
fnp-6387	171	17	a	a	DET
fnp-6387	171	18	neuropathology	neuropathology	NOUN
fnp-6387	171	19	fellow	fellow	NOUN
fnp-6387	171	20	(	(	PUNCT
fnp-6387	171	21	jl	jl	PROPN
fnp-6387	171	22	)	)	PUNCT
fnp-6387	171	23	and	and	CCONJ
fnp-6387	171	24	annotated	annotate	VERB
fnp-6387	171	25	by	by	ADP
fnp-6387	171	26	non	non	NOUN
fnp-6387	171	27	-	-	NOUN
fnp-6387	171	28	experts	expert	NOUN
fnp-6387	171	29	(	(	PUNCT
fnp-6387	171	30	kn	kn	PROPN
fnp-6387	171	31	,	,	PUNCT
fnp-6387	171	32	hsw	hsw	PROPN
fnp-6387	171	33	,	,	PUNCT
fnp-6387	171	34	jl	jl	PROPN
fnp-6387	171	35	)	)	PUNCT
fnp-6387	171	36	.	.	PUNCT
fnp-6387	172	1	six	six	NUM
fnp-6387	172	2	example	example	NOUN
fnp-6387	172	3	instances	instance	VERB
fnp-6387	172	4	with	with	ADP
fnp-6387	172	5	input	input	NOUN
fnp-6387	172	6	image	image	NOUN
fnp-6387	172	7	,	,	PUNCT
fnp-6387	172	8	human	human	ADJ
fnp-6387	172	9	annotation	annotation	NOUN
fnp-6387	172	10	mask	mask	PROPN
fnp-6387	172	11	,	,	PUNCT
fnp-6387	172	12	model	model	NOUN
fnp-6387	172	13	segmentation	segmentation	NOUN
fnp-6387	172	14	output	output	NOUN
fnp-6387	172	15	,	,	PUNCT
fnp-6387	172	16	and	and	CCONJ
fnp-6387	172	17	an	an	DET
fnp-6387	172	18	overlap	overlap	NOUN
fnp-6387	172	19	image	image	NOUN
fnp-6387	172	20	of	of	ADP
fnp-6387	172	21	input	input	NOUN
fnp-6387	172	22	image	image	NOUN
fnp-6387	172	23	and	and	CCONJ
fnp-6387	172	24	model	model	NOUN
fnp-6387	172	25	segmentation	segmentation	NOUN
fnp-6387	172	26	are	be	AUX
fnp-6387	172	27	shown	show	VERB
fnp-6387	172	28	here	here	ADV
fnp-6387	172	29	.	.	PUNCT
fnp-6387	173	1	the	the	DET
fnp-6387	173	2	blood	blood	NOUN
fnp-6387	173	3	vessels	vessel	NOUN
fnp-6387	173	4	shown	show	VERB
fnp-6387	173	5	here	here	ADV
fnp-6387	173	6	were	be	AUX
fnp-6387	173	7	classified	classify	VERB
fnp-6387	173	8	as	as	ADP
fnp-6387	173	9	having	have	VERB
fnp-6387	173	10	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	173	11	by	by	ADP
fnp-6387	173	12	a	a	DET
fnp-6387	173	13	human	human	ADJ
fnp-6387	173	14	annotator	annotator	NOUN
fnp-6387	173	15	.	.	PUNCT
fnp-6387	174	1	(	(	PUNCT
fnp-6387	174	2	a	a	DET
fnp-6387	174	3	,	,	PUNCT
fnp-6387	174	4	b	b	NOUN
fnp-6387	174	5	)	)	PUNCT
fnp-6387	174	6	example	example	NOUN
fnp-6387	174	7	instances	instance	NOUN
fnp-6387	174	8	of	of	ADP
fnp-6387	174	9	good	good	ADJ
fnp-6387	174	10	model	model	NOUN
fnp-6387	174	11	performance	performance	NOUN
fnp-6387	174	12	.	.	PUNCT
fnp-6387	175	1	(	(	PUNCT
fnp-6387	175	2	c	c	X
fnp-6387	175	3	,	,	PUNCT
fnp-6387	175	4	d	d	NOUN
fnp-6387	175	5	)	)	PUNCT
fnp-6387	175	6	example	example	NOUN
fnp-6387	175	7	instances	instance	NOUN
fnp-6387	175	8	of	of	ADP
fnp-6387	175	9	intermediate	intermediate	ADJ
fnp-6387	175	10	model	model	NOUN
fnp-6387	175	11	performance	performance	NOUN
fnp-6387	175	12	.	.	PUNCT
fnp-6387	176	1	(	(	PUNCT
fnp-6387	176	2	e	e	NOUN
fnp-6387	176	3	,	,	PUNCT
fnp-6387	176	4	f	f	X
fnp-6387	176	5	)	)	PUNCT
fnp-6387	176	6	example	example	NOUN
fnp-6387	176	7	instances	instance	NOUN
fnp-6387	176	8	of	of	ADP
fnp-6387	176	9	poor	poor	ADJ
fnp-6387	176	10	model	model	NOUN
fnp-6387	176	11	performance	performance	NOUN
fnp-6387	176	12	.	.	PUNCT
fnp-6387	177	1	figure	figure	NOUN
fnp-6387	177	2	 	 	SPACE
fnp-6387	177	3	11	11	NUM
fnp-6387	177	4	:	:	PUNCT
fnp-6387	177	5	example	example	NOUN
fnp-6387	177	6	segmentation	segmentation	NOUN
fnp-6387	177	7	results	result	NOUN
fnp-6387	177	8	for	for	ADP
fnp-6387	177	9	blood	blood	NOUN
fnp-6387	177	10	vessels	vessel	NOUN
fnp-6387	177	11	with	with	ADP
fnp-6387	177	12	severe	severe	ADJ
fnp-6387	177	13	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	177	14	as	as	SCONJ
fnp-6387	177	15	classified	classify	VERB
fnp-6387	177	16	by	by	ADP
fnp-6387	177	17	a	a	DET
fnp-6387	177	18	neuropathology	neuropathology	NOUN
fnp-6387	177	19	fellow	fellow	NOUN
fnp-6387	177	20	(	(	PUNCT
fnp-6387	177	21	jl	jl	PROPN
fnp-6387	177	22	)	)	PUNCT
fnp-6387	177	23	and	and	CCONJ
fnp-6387	177	24	annotated	annotate	VERB
fnp-6387	177	25	by	by	ADP
fnp-6387	177	26	non	non	NOUN
fnp-6387	177	27	-	-	NOUN
fnp-6387	177	28	experts	expert	NOUN
fnp-6387	177	29	(	(	PUNCT
fnp-6387	177	30	kn	kn	PROPN
fnp-6387	177	31	,	,	PUNCT
fnp-6387	177	32	hsw	hsw	PROPN
fnp-6387	177	33	,	,	PUNCT
fnp-6387	177	34	jl	jl	PROPN
fnp-6387	177	35	)	)	PUNCT
fnp-6387	177	36	.	.	PUNCT
fnp-6387	178	1	six	six	NUM
fnp-6387	178	2	example	example	NOUN
fnp-6387	178	3	instances	instance	VERB
fnp-6387	178	4	with	with	ADP
fnp-6387	178	5	input	input	NOUN
fnp-6387	178	6	image	image	NOUN
fnp-6387	178	7	,	,	PUNCT
fnp-6387	178	8	human	human	ADJ
fnp-6387	178	9	annotation	annotation	NOUN
fnp-6387	178	10	mask	mask	PROPN
fnp-6387	178	11	,	,	PUNCT
fnp-6387	178	12	model	model	NOUN
fnp-6387	178	13	segmentation	segmentation	NOUN
fnp-6387	178	14	output	output	NOUN
fnp-6387	178	15	,	,	PUNCT
fnp-6387	178	16	and	and	CCONJ
fnp-6387	178	17	an	an	DET
fnp-6387	178	18	overlap	overlap	NOUN
fnp-6387	178	19	image	image	NOUN
fnp-6387	178	20	of	of	ADP
fnp-6387	178	21	input	input	NOUN
fnp-6387	178	22	image	image	NOUN
fnp-6387	178	23	and	and	CCONJ
fnp-6387	178	24	model	model	NOUN
fnp-6387	178	25	segmentation	segmentation	NOUN
fnp-6387	178	26	are	be	AUX
fnp-6387	178	27	shown	show	VERB
fnp-6387	178	28	here	here	ADV
fnp-6387	178	29	.	.	PUNCT
fnp-6387	179	1	the	the	DET
fnp-6387	179	2	blood	blood	NOUN
fnp-6387	179	3	vessels	vessel	NOUN
fnp-6387	179	4	shown	show	VERB
fnp-6387	179	5	here	here	ADV
fnp-6387	179	6	were	be	AUX
fnp-6387	179	7	classified	classify	VERB
fnp-6387	179	8	as	as	ADP
fnp-6387	179	9	having	have	VERB
fnp-6387	179	10	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	179	11	by	by	ADP
fnp-6387	179	12	a	a	DET
fnp-6387	179	13	human	human	ADJ
fnp-6387	179	14	annotator	annotator	NOUN
fnp-6387	179	15	.	.	PUNCT
fnp-6387	180	1	(	(	PUNCT
fnp-6387	180	2	a	a	DET
fnp-6387	180	3	,	,	PUNCT
fnp-6387	180	4	b	b	NOUN
fnp-6387	180	5	)	)	PUNCT
fnp-6387	180	6	example	example	NOUN
fnp-6387	180	7	instances	instance	NOUN
fnp-6387	180	8	of	of	ADP
fnp-6387	180	9	good	good	ADJ
fnp-6387	180	10	model	model	NOUN
fnp-6387	180	11	performance	performance	NOUN
fnp-6387	180	12	.	.	PUNCT
fnp-6387	181	1	(	(	PUNCT
fnp-6387	181	2	c	c	X
fnp-6387	181	3	,	,	PUNCT
fnp-6387	181	4	d	d	NOUN
fnp-6387	181	5	)	)	PUNCT
fnp-6387	181	6	example	example	NOUN
fnp-6387	181	7	instances	instance	NOUN
fnp-6387	181	8	of	of	ADP
fnp-6387	181	9	intermediate	intermediate	ADJ
fnp-6387	181	10	model	model	NOUN
fnp-6387	181	11	performance	performance	NOUN
fnp-6387	181	12	.	.	PUNCT
fnp-6387	182	1	(	(	PUNCT
fnp-6387	182	2	e	e	NOUN
fnp-6387	182	3	,	,	PUNCT
fnp-6387	182	4	f	f	X
fnp-6387	182	5	)	)	PUNCT
fnp-6387	182	6	example	example	NOUN
fnp-6387	182	7	instances	instance	NOUN
fnp-6387	182	8	of	of	ADP
fnp-6387	182	9	poor	poor	ADJ
fnp-6387	182	10	model	model	NOUN
fnp-6387	182	11	performance	performance	NOUN
fnp-6387	182	12	.	.	PUNCT
fnp-6387	183	1	figure	figure	NOUN
fnp-6387	183	2	 	 	SPACE
fnp-6387	183	3	12	12	NUM
fnp-6387	183	4	:	:	PUNCT
fnp-6387	183	5	example	example	NOUN
fnp-6387	183	6	segmentation	segmentation	NOUN
fnp-6387	183	7	results	result	VERB
fnp-6387	183	8	for	for	ADP
fnp-6387	183	9	challenging	challenging	ADJ
fnp-6387	183	10	instances	instance	NOUN
fnp-6387	183	11	as	as	SCONJ
fnp-6387	183	12	classified	classify	VERB
fnp-6387	183	13	by	by	ADP
fnp-6387	183	14	a	a	DET
fnp-6387	183	15	neuropathology	neuropathology	NOUN
fnp-6387	183	16	fellow	fellow	NOUN
fnp-6387	183	17	(	(	PUNCT
fnp-6387	183	18	jl	jl	PROPN
fnp-6387	183	19	)	)	PUNCT
fnp-6387	183	20	and	and	CCONJ
fnp-6387	183	21	annotated	annotate	VERB
fnp-6387	183	22	by	by	ADP
fnp-6387	183	23	non	non	NOUN
fnp-6387	183	24	-	-	NOUN
fnp-6387	183	25	experts	expert	NOUN
fnp-6387	183	26	(	(	PUNCT
fnp-6387	183	27	kn	kn	PROPN
fnp-6387	183	28	,	,	PUNCT
fnp-6387	183	29	hsw	hsw	PROPN
fnp-6387	183	30	,	,	PUNCT
fnp-6387	183	31	jl	jl	PROPN
fnp-6387	183	32	)	)	PUNCT
fnp-6387	183	33	.	.	PUNCT
fnp-6387	184	1	six	six	NUM
fnp-6387	184	2	example	example	NOUN
fnp-6387	184	3	instances	instance	VERB
fnp-6387	184	4	with	with	ADP
fnp-6387	184	5	input	input	NOUN
fnp-6387	184	6	image	image	NOUN
fnp-6387	184	7	,	,	PUNCT
fnp-6387	184	8	human	human	ADJ
fnp-6387	184	9	annotation	annotation	NOUN
fnp-6387	184	10	mask	mask	PROPN
fnp-6387	184	11	,	,	PUNCT
fnp-6387	184	12	model	model	NOUN
fnp-6387	184	13	segmentation	segmentation	NOUN
fnp-6387	184	14	output	output	NOUN
fnp-6387	184	15	,	,	PUNCT
fnp-6387	184	16	and	and	CCONJ
fnp-6387	184	17	an	an	DET
fnp-6387	184	18	overlap	overlap	NOUN
fnp-6387	184	19	image	image	NOUN
fnp-6387	184	20	of	of	ADP
fnp-6387	184	21	input	input	NOUN
fnp-6387	184	22	image	image	NOUN
fnp-6387	184	23	and	and	CCONJ
fnp-6387	184	24	model	model	NOUN
fnp-6387	184	25	segmentation	segmentation	NOUN
fnp-6387	184	26	are	be	AUX
fnp-6387	184	27	shown	show	VERB
fnp-6387	184	28	here	here	ADV
fnp-6387	184	29	.	.	PUNCT
fnp-6387	185	1	the	the	DET
fnp-6387	185	2	blood	blood	NOUN
fnp-6387	185	3	vessels	vessel	NOUN
fnp-6387	185	4	shown	show	VERB
fnp-6387	185	5	here	here	ADV
fnp-6387	185	6	were	be	AUX
fnp-6387	185	7	classified	classify	VERB
fnp-6387	185	8	as	as	ADP
fnp-6387	185	9	having	have	VERB
fnp-6387	185	10	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	185	11	by	by	ADP
fnp-6387	185	12	a	a	DET
fnp-6387	185	13	human	human	ADJ
fnp-6387	185	14	annotator	annotator	NOUN
fnp-6387	185	15	.	.	PUNCT
fnp-6387	186	1	(	(	PUNCT
fnp-6387	186	2	a	a	X
fnp-6387	186	3	)	)	PUNCT
fnp-6387	186	4	a	a	DET
fnp-6387	186	5	corpora	corpora	PROPN
fnp-6387	186	6	amylacea	amylacea	PROPN
fnp-6387	186	7	was	be	AUX
fnp-6387	186	8	mistaken	mistaken	ADJ
fnp-6387	186	9	for	for	ADP
fnp-6387	186	10	a	a	DET
fnp-6387	186	11	vessel	vessel	NOUN
fnp-6387	186	12	lumen	luman	NOUN
fnp-6387	186	13	by	by	ADP
fnp-6387	186	14	artseg	artseg	PROPN
fnp-6387	186	15	.	.	PUNCT
fnp-6387	187	1	(	(	PUNCT
fnp-6387	187	2	b	b	X
fnp-6387	187	3	)	)	PUNCT
fnp-6387	187	4	artseg	artseg	PROPN
fnp-6387	187	5	misidentified	misidentifie	VERB
fnp-6387	187	6	a	a	DET
fnp-6387	187	7	non	non	ADJ
fnp-6387	187	8	-	-	ADJ
fnp-6387	187	9	arteriolosclerotic	arteriolosclerotic	ADJ
fnp-6387	187	10	vessel	vessel	NOUN
fnp-6387	187	11	as	as	ADP
fnp-6387	187	12	having	have	VERB
fnp-6387	187	13	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	187	14	and	and	CCONJ
fnp-6387	187	15	a	a	DET
fnp-6387	187	16	target	target	NOUN
fnp-6387	187	17	for	for	ADP
fnp-6387	187	18	segmentation	segmentation	NOUN
fnp-6387	187	19	.	.	PUNCT
fnp-6387	188	1	(	(	PUNCT
fnp-6387	188	2	c	c	X
fnp-6387	188	3	)	)	PUNCT
fnp-6387	188	4	conversely	conversely	ADV
fnp-6387	188	5	,	,	PUNCT
fnp-6387	188	6	a	a	DET
fnp-6387	188	7	vessel	vessel	NOUN
fnp-6387	188	8	with	with	ADP
fnp-6387	188	9	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	188	10	is	be	AUX
fnp-6387	188	11	misidentified	misidentifie	VERB
fnp-6387	188	12	as	as	ADP
fnp-6387	188	13	a	a	DET
fnp-6387	188	14	non	non	ADJ
fnp-6387	188	15	-	-	ADJ
fnp-6387	188	16	arteriolosclerotic	arteriolosclerotic	ADJ
fnp-6387	188	17	vessel	vessel	NOUN
fnp-6387	188	18	and	and	CCONJ
fnp-6387	188	19	omitted	omit	VERB
fnp-6387	188	20	for	for	ADP
fnp-6387	188	21	segmentation	segmentation	NOUN
fnp-6387	188	22	.	.	PUNCT
fnp-6387	189	1	(	(	PUNCT
fnp-6387	189	2	d	d	X
fnp-6387	189	3	)	)	PUNCT
fnp-6387	189	4	artseg	artseg	PROPN
fnp-6387	189	5	fails	fail	VERB
fnp-6387	189	6	to	to	PART
fnp-6387	189	7	identify	identify	VERB
fnp-6387	189	8	moderate	moderate	ADJ
fnp-6387	189	9	hyaline	hyaline	NOUN
fnp-6387	189	10	vessel	vessel	NOUN
fnp-6387	189	11	wall	wall	NOUN
fnp-6387	189	12	thickening	thickening	NOUN
fnp-6387	189	13	and	and	CCONJ
fnp-6387	189	14	lumen	luman	NOUN
fnp-6387	189	15	stenosis	stenosis	NOUN
fnp-6387	189	16	.	.	PUNCT
fnp-6387	190	1	(	(	PUNCT
fnp-6387	190	2	e	e	NOUN
fnp-6387	190	3	)	)	PUNCT
fnp-6387	190	4	image	image	NOUN
fnp-6387	190	5	tiles	tile	NOUN
fnp-6387	190	6	with	with	ADP
fnp-6387	190	7	clusters	cluster	NOUN
fnp-6387	190	8	of	of	ADP
fnp-6387	190	9	blood	blood	NOUN
fnp-6387	190	10	vessels	vessel	NOUN
fnp-6387	190	11	present	present	VERB
fnp-6387	190	12	a	a	DET
fnp-6387	190	13	particular	particular	ADJ
fnp-6387	190	14	challenge	challenge	NOUN
fnp-6387	190	15	to	to	ADP
fnp-6387	190	16	artseg	artseg	NOUN
fnp-6387	190	17	and	and	CCONJ
fnp-6387	190	18	vasmorph	vasmorph	NOUN
fnp-6387	190	19	.	.	PUNCT
fnp-6387	191	1	(	(	PUNCT
fnp-6387	191	2	f	f	X
fnp-6387	191	3	)	)	PUNCT
fnp-6387	191	4	vessels	vessel	NOUN
fnp-6387	191	5	within	within	ADP
fnp-6387	191	6	the	the	DET
fnp-6387	191	7	leptomeninges	leptomeninge	NOUN
fnp-6387	191	8	are	be	AUX
fnp-6387	191	9	mistakenly	mistakenly	ADV
fnp-6387	191	10	segmented	segment	VERB
fnp-6387	191	11	by	by	ADP
fnp-6387	191	12	artseg	artseg	PROPN
fnp-6387	191	13	.	.	PUNCT
fnp-6387	192	1	internal	internal	ADJ
fnp-6387	192	2	hold	hold	VERB
fnp-6387	192	3	-	-	PUNCT
fnp-6387	192	4	out	out	NOUN
fnp-6387	192	5	testing	test	VERB
fnp-6387	192	6	our	our	PRON
fnp-6387	192	7	internal	internal	ADJ
fnp-6387	192	8	hold	hold	VERB
fnp-6387	192	9	-	-	PUNCT
fnp-6387	192	10	out	out	ADP
fnp-6387	192	11	test	test	NOUN
fnp-6387	192	12	set	set	NOUN
fnp-6387	192	13	,	,	PUNCT
fnp-6387	192	14	which	which	PRON
fnp-6387	192	15	was	be	AUX
fnp-6387	192	16	not	not	PART
fnp-6387	192	17	seen	see	VERB
fnp-6387	192	18	by	by	ADP
fnp-6387	192	19	the	the	DET
fnp-6387	192	20	model	model	NOUN
fnp-6387	192	21	during	during	ADP
fnp-6387	192	22	training	training	NOUN
fnp-6387	192	23	,	,	PUNCT
fnp-6387	192	24	consisted	consist	VERB
fnp-6387	192	25	of	of	ADP
fnp-6387	192	26	4	4	NUM
fnp-6387	192	27	cases	case	NOUN
fnp-6387	192	28	from	from	ADP
fnp-6387	192	29	2	2	NUM
fnp-6387	192	30	participants	participant	NOUN
fnp-6387	192	31	,	,	PUNCT
fnp-6387	192	32	1	1	NUM
fnp-6387	192	33	each	each	DET
fnp-6387	192	34	from	from	ADP
fnp-6387	192	35	ucd	ucd	PROPN
fnp-6387	192	36	and	and	CCONJ
fnp-6387	192	37	uci	uci	PROPN
fnp-6387	192	38	,	,	PUNCT
fnp-6387	192	39	respectively	respectively	ADV
fnp-6387	192	40	,	,	PUNCT
fnp-6387	192	41	labeled	label	VERB
fnp-6387	192	42	by	by	ADP
fnp-6387	192	43	novice	novice	NOUN
fnp-6387	192	44	annotators	annotator	NOUN
fnp-6387	192	45	jjl	jjl	NOUN
fnp-6387	192	46	,	,	PUNCT
fnp-6387	192	47	hpw	hpw	PROPN
fnp-6387	192	48	,	,	PUNCT
fnp-6387	192	49	and	and	CCONJ
fnp-6387	192	50	kn	kn	PROPN
fnp-6387	192	51	,	,	PUNCT
fnp-6387	192	52	who	who	PRON
fnp-6387	192	53	also	also	ADV
fnp-6387	192	54	labeled	label	VERB
fnp-6387	192	55	the	the	DET
fnp-6387	192	56	training	training	NOUN
fnp-6387	192	57	data	datum	NOUN
fnp-6387	192	58	set	set	VERB
fnp-6387	192	59	.	.	PUNCT
fnp-6387	193	1	for	for	ADP
fnp-6387	193	2	the	the	DET
fnp-6387	193	3	segmentation	segmentation	NOUN
fnp-6387	193	4	of	of	ADP
fnp-6387	193	5	vessel	vessel	NOUN
fnp-6387	193	6	walls	wall	NOUN
fnp-6387	193	7	and	and	CCONJ
fnp-6387	193	8	lumen	luman	NOUN
fnp-6387	193	9	,	,	PUNCT
fnp-6387	193	10	our	our	PRON
fnp-6387	193	11	model	model	NOUN
fnp-6387	193	12	achieved	achieve	VERB
fnp-6387	193	13	a	a	DET
fnp-6387	193	14	0.73	0.73	NUM
fnp-6387	193	15	dice	dice	NOUN
fnp-6387	193	16	score	score	NOUN
fnp-6387	193	17	,	,	PUNCT
fnp-6387	193	18	1.52	1.52	NUM
fnp-6387	193	19	 	 	SPACE
fnp-6387	193	20	μm	μm	NUM
fnp-6387	193	21	hausdorff	hausdorff	NOUN
fnp-6387	193	22	distance	distance	NOUN
fnp-6387	193	23	,	,	PUNCT
fnp-6387	193	24	and	and	CCONJ
fnp-6387	193	25	0.92	0.92	NUM
fnp-6387	193	26	auc	auc	NOUN
fnp-6387	193	27	-	-	PUNCT
fnp-6387	193	28	roc	roc	NOUN
fnp-6387	193	29	(	(	PUNCT
fnp-6387	193	30	table	table	NOUN
fnp-6387	193	31	 	 	SPACE
fnp-6387	193	32	7	7	NUM
fnp-6387	193	33	)	)	PUNCT
fnp-6387	193	34	.	.	PUNCT
fnp-6387	194	1	for	for	ADP
fnp-6387	194	2	the	the	DET
fnp-6387	194	3	segmentation	segmentation	NOUN
fnp-6387	194	4	of	of	ADP
fnp-6387	194	5	vessel	vessel	NOUN
fnp-6387	194	6	walls	wall	NOUN
fnp-6387	194	7	only	only	ADV
fnp-6387	194	8	,	,	PUNCT
fnp-6387	194	9	our	our	PRON
fnp-6387	194	10	model	model	NOUN
fnp-6387	194	11	achieved	achieve	VERB
fnp-6387	194	12	a	a	DET
fnp-6387	194	13	0.73	0.73	NUM
fnp-6387	194	14	dice	dice	NOUN
fnp-6387	194	15	score	score	NOUN
fnp-6387	194	16	,	,	PUNCT
fnp-6387	194	17	1.30	1.30	NUM
fnp-6387	194	18	 	 	SPACE
fnp-6387	194	19	μm	μm	NUM
fnp-6387	194	20	hausdorff	hausdorff	NOUN
fnp-6387	194	21	distance	distance	NOUN
fnp-6387	194	22	,	,	PUNCT
fnp-6387	194	23	and	and	CCONJ
fnp-6387	194	24	0.88	0.88	NUM
fnp-6387	194	25	auc	auc	NOUN
fnp-6387	194	26	-	-	PUNCT
fnp-6387	194	27	roc	roc	NOUN
fnp-6387	194	28	(	(	PUNCT
fnp-6387	194	29	table	table	NOUN
fnp-6387	194	30	 	 	SPACE
fnp-6387	194	31	8)	8)	NUM
fnp-6387	194	32	.	.	PUNCT
fnp-6387	195	1	for	for	ADP
fnp-6387	195	2	the	the	DET
fnp-6387	195	3	segmentation	segmentation	NOUN
fnp-6387	195	4	of	of	ADP
fnp-6387	195	5	the	the	DET
fnp-6387	195	6	vessel	vessel	NOUN
fnp-6387	195	7	lumen	luman	NOUN
fnp-6387	195	8	only	only	ADV
fnp-6387	195	9	,	,	PUNCT
fnp-6387	195	10	our	our	PRON
fnp-6387	195	11	model	model	NOUN
fnp-6387	195	12	achieved	achieve	VERB
fnp-6387	195	13	a	a	DET
fnp-6387	195	14	0.71	0.71	NUM
fnp-6387	195	15	dice	dice	NOUN
fnp-6387	195	16	score	score	NOUN
fnp-6387	195	17	,	,	PUNCT
fnp-6387	195	18	0.88	0.88	NUM
fnp-6387	195	19	 	 	SPACE
fnp-6387	195	20	μm	μm	NUM
fnp-6387	195	21	hausdorff	hausdorff	NOUN
fnp-6387	195	22	distance	distance	NOUN
fnp-6387	195	23	,	,	PUNCT
fnp-6387	195	24	and	and	CCONJ
fnp-6387	195	25	0.90	0.90	NUM
fnp-6387	195	26	auc	auc	NOUN
fnp-6387	195	27	-	-	PUNCT
fnp-6387	195	28	roc	roc	NOUN
fnp-6387	195	29	(	(	PUNCT
fnp-6387	195	30	table	table	NOUN
fnp-6387	195	31	 	 	SPACE
fnp-6387	195	32	9	9	NUM
fnp-6387	195	33	)	)	PUNCT
fnp-6387	195	34	.	.	PUNCT
fnp-6387	196	1	external	external	ADJ
fnp-6387	196	2	stress	stress	NOUN
fnp-6387	196	3	testing	test	VERB
fnp-6387	196	4	our	our	PRON
fnp-6387	196	5	external	external	ADJ
fnp-6387	196	6	stress	stress	NOUN
fnp-6387	196	7	test	test	NOUN
fnp-6387	196	8	set	set	NOUN
fnp-6387	196	9	,	,	PUNCT
fnp-6387	196	10	which	which	PRON
fnp-6387	196	11	was	be	AUX
fnp-6387	196	12	not	not	PART
fnp-6387	196	13	seen	see	VERB
fnp-6387	196	14	by	by	ADP
fnp-6387	196	15	the	the	DET
fnp-6387	196	16	model	model	NOUN
fnp-6387	196	17	during	during	ADP
fnp-6387	196	18	training	training	NOUN
fnp-6387	196	19	,	,	PUNCT
fnp-6387	196	20	consisted	consist	VERB
fnp-6387	196	21	of	of	ADP
fnp-6387	196	22	2	2	NUM
fnp-6387	196	23	cases	case	NOUN
fnp-6387	196	24	from	from	ADP
fnp-6387	196	25	2	2	NUM
fnp-6387	196	26	participants	participant	NOUN
fnp-6387	196	27	,	,	PUNCT
fnp-6387	196	28	both	both	CCONJ
fnp-6387	196	29	from	from	ADP
fnp-6387	196	30	ucla	ucla	NOUN
fnp-6387	196	31	,	,	PUNCT
fnp-6387	196	32	labeled	label	VERB
fnp-6387	196	33	by	by	ADP
fnp-6387	196	34	expert	expert	NOUN
fnp-6387	196	35	annotator	annotator	PROPN
fnp-6387	196	36	vp	vp	PROPN
fnp-6387	196	37	,	,	PUNCT
fnp-6387	196	38	who	who	PRON
fnp-6387	196	39	did	do	AUX
fnp-6387	196	40	not	not	PART
fnp-6387	196	41	label	label	VERB
fnp-6387	196	42	the	the	DET
fnp-6387	196	43	training	training	NOUN
fnp-6387	196	44	data	datum	NOUN
fnp-6387	196	45	set	set	VERB
fnp-6387	196	46	.	.	PUNCT
fnp-6387	197	1	for	for	ADP
fnp-6387	197	2	the	the	DET
fnp-6387	197	3	segmentation	segmentation	NOUN
fnp-6387	197	4	of	of	ADP
fnp-6387	197	5	vessel	vessel	NOUN
fnp-6387	197	6	walls	wall	NOUN
fnp-6387	197	7	and	and	CCONJ
fnp-6387	197	8	lumen	luman	NOUN
fnp-6387	197	9	,	,	PUNCT
fnp-6387	197	10	our	our	PRON
fnp-6387	197	11	model	model	NOUN
fnp-6387	197	12	achieved	achieve	VERB
fnp-6387	197	13	a	a	DET
fnp-6387	197	14	0.71	0.71	NUM
fnp-6387	197	15	dice	dice	NOUN
fnp-6387	197	16	score	score	NOUN
fnp-6387	197	17	,	,	PUNCT
fnp-6387	197	18	1.72	1.72	NUM
fnp-6387	197	19	 	 	SPACE
fnp-6387	197	20	μm	μm	NUM
fnp-6387	197	21	hausdorff	hausdorff	NOUN
fnp-6387	197	22	distance	distance	NOUN
fnp-6387	197	23	,	,	PUNCT
fnp-6387	197	24	and	and	CCONJ
fnp-6387	197	25	0.87	0.87	NUM
fnp-6387	197	26	auc	auc	NOUN
fnp-6387	197	27	-	-	PUNCT
fnp-6387	197	28	roc	roc	NOUN
fnp-6387	197	29	(	(	PUNCT
fnp-6387	197	30	table	table	NOUN
fnp-6387	197	31	 	 	SPACE
fnp-6387	197	32	7	7	NUM
fnp-6387	197	33	)	)	PUNCT
fnp-6387	197	34	.	.	PUNCT
fnp-6387	198	1	for	for	ADP
fnp-6387	198	2	the	the	DET
fnp-6387	198	3	segmentation	segmentation	NOUN
fnp-6387	198	4	of	of	ADP
fnp-6387	198	5	vessel	vessel	NOUN
fnp-6387	198	6	walls	wall	NOUN
fnp-6387	198	7	only	only	ADV
fnp-6387	198	8	,	,	PUNCT
fnp-6387	198	9	our	our	PRON
fnp-6387	198	10	model	model	NOUN
fnp-6387	198	11	achieved	achieve	VERB
fnp-6387	198	12	a	a	DET
fnp-6387	198	13	0.70	0.70	NUM
fnp-6387	198	14	dice	dice	NOUN
fnp-6387	198	15	score	score	NOUN
fnp-6387	198	16	,	,	PUNCT
fnp-6387	198	17	1.36	1.36	NUM
fnp-6387	198	18	hausdorff	hausdorff	NOUN
fnp-6387	198	19	distance	distance	NOUN
fnp-6387	198	20	,	,	PUNCT
fnp-6387	198	21	and	and	CCONJ
fnp-6387	198	22	0.83	0.83	NUM
fnp-6387	198	23	auc	auc	NOUN
fnp-6387	198	24	-	-	PUNCT
fnp-6387	198	25	roc	roc	NOUN
fnp-6387	198	26	(	(	PUNCT
fnp-6387	198	27	table	table	NOUN
fnp-6387	198	28	 	 	SPACE
fnp-6387	198	29	8)	8)	NUM
fnp-6387	198	30	.	.	PUNCT
fnp-6387	199	1	for	for	ADP
fnp-6387	199	2	the	the	DET
fnp-6387	199	3	segmentation	segmentation	NOUN
fnp-6387	199	4	of	of	ADP
fnp-6387	199	5	the	the	DET
fnp-6387	199	6	vessel	vessel	NOUN
fnp-6387	199	7	lumen	luman	NOUN
fnp-6387	199	8	only	only	ADV
fnp-6387	199	9	,	,	PUNCT
fnp-6387	199	10	our	our	PRON
fnp-6387	199	11	model	model	NOUN
fnp-6387	199	12	achieved	achieve	VERB
fnp-6387	199	13	a	a	DET
fnp-6387	199	14	0.65	0.65	NUM
fnp-6387	199	15	dice	dice	NOUN
fnp-6387	199	16	score	score	NOUN
fnp-6387	199	17	,	,	PUNCT
fnp-6387	199	18	1.03	1.03	NUM
fnp-6387	199	19	 	 	SPACE
fnp-6387	199	20	μm	μm	NUM
fnp-6387	199	21	hausdorff	hausdorff	NOUN
fnp-6387	199	22	distance	distance	NOUN
fnp-6387	199	23	,	,	PUNCT
fnp-6387	199	24	and	and	CCONJ
fnp-6387	199	25	0.80	0.80	NUM
fnp-6387	199	26	auc	auc	NOUN
fnp-6387	199	27	-	-	PUNCT
fnp-6387	199	28	roc	roc	NOUN
fnp-6387	199	29	(	(	PUNCT
fnp-6387	199	30	table	table	NOUN
fnp-6387	199	31	 	 	SPACE
fnp-6387	199	32	9	9	NUM
fnp-6387	199	33	)	)	PUNCT
fnp-6387	199	34	.	.	PUNCT
fnp-6387	200	1	table	table	NOUN
fnp-6387	200	2	 	 	SPACE
fnp-6387	200	3	7	7	NUM
fnp-6387	200	4	:	:	PUNCT
fnp-6387	200	5	results	result	NOUN
fnp-6387	200	6	of	of	ADP
fnp-6387	200	7	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	200	8	vessel	vessel	NOUN
fnp-6387	200	9	segmentation	segmentation	NOUN
fnp-6387	200	10	internal	internal	ADJ
fnp-6387	200	11	hold	hold	VERB
fnp-6387	200	12	-	-	PUNCT
fnp-6387	200	13	out	out	NOUN
fnp-6387	200	14	and	and	CCONJ
fnp-6387	200	15	external	external	ADJ
fnp-6387	200	16	testing	testing	NOUN
fnp-6387	200	17	for	for	ADP
fnp-6387	200	18	vessel	vessel	NOUN
fnp-6387	200	19	walls	wall	NOUN
fnp-6387	200	20	and	and	CCONJ
fnp-6387	200	21	lumens	lumen	VERB
fnp-6387	200	22	dataset	dataset	NOUN
fnp-6387	200	23	dice	dice	NOUN
fnp-6387	200	24	score	score	NOUN
fnp-6387	200	25	hausdorff	hausdorff	PROPN
fnp-6387	200	26	distance	distance	NOUN
fnp-6387	200	27	(	(	PUNCT
fnp-6387	200	28	µm	µm	NOUN
fnp-6387	200	29	)	)	PUNCT
fnp-6387	200	30	hold	hold	NOUN
fnp-6387	200	31	-	-	PUNCT
fnp-6387	200	32	out	out	ADP
fnp-6387	200	33	0.73	0.73	NUM
fnp-6387	200	34	1.52	1.52	NUM
fnp-6387	200	35	external	external	ADJ
fnp-6387	200	36	test	test	NOUN
fnp-6387	200	37	0.71	0.71	NUM
fnp-6387	200	38	1.72	1.72	NUM
fnp-6387	200	39	table	table	NOUN
fnp-6387	200	40	 	 	SPACE
fnp-6387	200	41	8	8	NUM
fnp-6387	200	42	:	:	PUNCT
fnp-6387	200	43	results	result	NOUN
fnp-6387	200	44	of	of	ADP
fnp-6387	200	45	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	200	46	vessel	vessel	NOUN
fnp-6387	200	47	segmentation	segmentation	NOUN
fnp-6387	200	48	internal	internal	ADJ
fnp-6387	200	49	hold	hold	VERB
fnp-6387	200	50	-	-	PUNCT
fnp-6387	200	51	out	out	NOUN
fnp-6387	200	52	and	and	CCONJ
fnp-6387	200	53	external	external	ADJ
fnp-6387	200	54	testing	testing	NOUN
fnp-6387	200	55	for	for	ADP
fnp-6387	200	56	vessel	vessel	NOUN
fnp-6387	200	57	walls	wall	NOUN
fnp-6387	200	58	only	only	ADV
fnp-6387	200	59	dataset	dataset	VERB
fnp-6387	200	60	dice	dice	NOUN
fnp-6387	200	61	score	score	NOUN
fnp-6387	200	62	hausdorff	hausdorff	PROPN
fnp-6387	200	63	distance	distance	NOUN
fnp-6387	200	64	(	(	PUNCT
fnp-6387	200	65	µm	µm	NOUN
fnp-6387	200	66	)	)	PUNCT
fnp-6387	200	67	hold	hold	NOUN
fnp-6387	200	68	-	-	PUNCT
fnp-6387	200	69	out	out	ADP
fnp-6387	200	70	0.73	0.73	NUM
fnp-6387	200	71	1.30	1.30	NUM
fnp-6387	200	72	external	external	ADJ
fnp-6387	200	73	test	test	NOUN
fnp-6387	200	74	0.70	0.70	NUM
fnp-6387	200	75	1.36	1.36	NUM
fnp-6387	200	76	table	table	NOUN
fnp-6387	200	77	 	 	SPACE
fnp-6387	200	78	9	9	NUM
fnp-6387	200	79	:	:	PUNCT
fnp-6387	200	80	results	result	NOUN
fnp-6387	200	81	of	of	ADP
fnp-6387	200	82	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	200	83	vessel	vessel	NOUN
fnp-6387	200	84	segmentation	segmentation	NOUN
fnp-6387	200	85	internal	internal	ADJ
fnp-6387	200	86	hold	hold	VERB
fnp-6387	200	87	-	-	PUNCT
fnp-6387	200	88	out	out	NOUN
fnp-6387	200	89	and	and	CCONJ
fnp-6387	200	90	external	external	ADJ
fnp-6387	200	91	testing	testing	NOUN
fnp-6387	200	92	for	for	ADP
fnp-6387	200	93	vessels	vessel	NOUN
fnp-6387	200	94	'	'	PART
fnp-6387	200	95	lumens	lumen	NOUN
fnp-6387	200	96	only	only	ADV
fnp-6387	200	97	dataset	dataset	NOUN
fnp-6387	200	98	dice	dice	NOUN
fnp-6387	200	99	score	score	NOUN
fnp-6387	200	100	hausdorff	hausdorff	PROPN
fnp-6387	200	101	distance	distance	NOUN
fnp-6387	200	102	(	(	PUNCT
fnp-6387	200	103	µm	µm	NOUN
fnp-6387	200	104	)	)	PUNCT
fnp-6387	200	105	hold	hold	NOUN
fnp-6387	200	106	-	-	PUNCT
fnp-6387	200	107	out	out	ADP
fnp-6387	200	108	0.71	0.71	NUM
fnp-6387	200	109	0.88	0.88	NUM
fnp-6387	200	110	external	external	ADJ
fnp-6387	200	111	test	test	NOUN
fnp-6387	200	112	0.65	0.65	NUM
fnp-6387	200	113	1.03	1.03	NUM
fnp-6387	200	114	phase	phase	NOUN
fnp-6387	200	115	2	2	NUM
fnp-6387	200	116	:	:	PUNCT
fnp-6387	200	117	vascular	vascular	ADJ
fnp-6387	200	118	morphometry	morphometry	NOUN
fnp-6387	200	119	(	(	PUNCT
fnp-6387	200	120	vasmorph	vasmorph	NOUN
fnp-6387	200	121	)	)	PUNCT
fnp-6387	200	122	sclerotic	sclerotic	ADJ
fnp-6387	200	123	index	index	NOUN
fnp-6387	200	124	calculation	calculation	NOUN
fnp-6387	200	125	the	the	DET
fnp-6387	200	126	mean	mean	NOUN
fnp-6387	200	127	and	and	CCONJ
fnp-6387	200	128	median	median	NOUN
fnp-6387	200	129	of	of	ADP
fnp-6387	200	130	the	the	DET
fnp-6387	200	131	sclerotic	sclerotic	ADJ
fnp-6387	200	132	indices	index	NOUN
fnp-6387	200	133	of	of	ADP
fnp-6387	200	134	62	62	NUM
fnp-6387	200	135	vessels	vessel	NOUN
fnp-6387	200	136	in	in	ADP
fnp-6387	200	137	the	the	DET
fnp-6387	200	138	test	test	NOUN
fnp-6387	200	139	set	set	NOUN
fnp-6387	200	140	calculated	calculate	VERB
fnp-6387	200	141	by	by	ADP
fnp-6387	200	142	vasmorph	vasmorph	ADV
fnp-6387	200	143	were	be	AUX
fnp-6387	200	144	0.53	0.53	NUM
fnp-6387	200	145	and	and	CCONJ
fnp-6387	200	146	0.53	0.53	NUM
fnp-6387	200	147	,	,	PUNCT
fnp-6387	200	148	respectively	respectively	ADV
fnp-6387	200	149	.	.	PUNCT
fnp-6387	201	1	the	the	DET
fnp-6387	201	2	standard	standard	ADJ
fnp-6387	201	3	deviation	deviation	NOUN
fnp-6387	201	4	of	of	ADP
fnp-6387	201	5	the	the	DET
fnp-6387	201	6	sclerotic	sclerotic	ADJ
fnp-6387	201	7	indices	index	NOUN
fnp-6387	201	8	was	be	AUX
fnp-6387	201	9	0.05	0.05	NUM
fnp-6387	201	10	.	.	PUNCT
fnp-6387	202	1	the	the	DET
fnp-6387	202	2	minimum	minimum	NOUN
fnp-6387	202	3	was	be	AUX
fnp-6387	202	4	0.43	0.43	NUM
fnp-6387	202	5	and	and	CCONJ
fnp-6387	202	6	the	the	DET
fnp-6387	202	7	maximum	maximum	NOUN
fnp-6387	202	8	was	be	AUX
fnp-6387	202	9	0.60	0.60	NUM
fnp-6387	202	10	.	.	PUNCT
fnp-6387	203	1	vessel	vessel	PROPN
fnp-6387	203	2	wall	wall	PROPN
fnp-6387	203	3	thickness	thickness	PROPN
fnp-6387	203	4	the	the	DET
fnp-6387	203	5	vessel	vessel	NOUN
fnp-6387	203	6	wall	wall	NOUN
fnp-6387	203	7	thickness	thickness	NOUN
fnp-6387	203	8	metrics	metric	NOUN
fnp-6387	203	9	(	(	PUNCT
fnp-6387	203	10	mean	mean	VERB
fnp-6387	203	11	,	,	PUNCT
fnp-6387	203	12	median	median	ADJ
fnp-6387	203	13	,	,	PUNCT
fnp-6387	203	14	standard	standard	ADJ
fnp-6387	203	15	deviation	deviation	NOUN
fnp-6387	203	16	,	,	PUNCT
fnp-6387	203	17	minimum	minimum	NOUN
fnp-6387	203	18	,	,	PUNCT
fnp-6387	203	19	and	and	CCONJ
fnp-6387	203	20	maximum	maximum	ADJ
fnp-6387	203	21	)	)	PUNCT
fnp-6387	203	22	for	for	ADP
fnp-6387	203	23	the	the	DET
fnp-6387	203	24	manual	manual	ADJ
fnp-6387	203	25	measurements	measurement	NOUN
fnp-6387	203	26	,	,	PUNCT
fnp-6387	203	27	tangent	tangent	ADJ
fnp-6387	203	28	line	line	NOUN
fnp-6387	203	29	-	-	PUNCT
fnp-6387	203	30	based	base	VERB
fnp-6387	203	31	method	method	NOUN
fnp-6387	203	32	,	,	PUNCT
fnp-6387	203	33	and	and	CCONJ
fnp-6387	203	34	radii	radii	NOUN
fnp-6387	203	35	-	-	PUNCT
fnp-6387	203	36	based	base	VERB
fnp-6387	203	37	method	method	NOUN
fnp-6387	203	38	are	be	AUX
fnp-6387	203	39	outlined	outline	VERB
fnp-6387	203	40	in	in	ADP
fnp-6387	203	41	table	table	NOUN
fnp-6387	203	42	 	 	SPACE
fnp-6387	203	43	10	10	NUM
fnp-6387	203	44	.	.	PUNCT
fnp-6387	204	1	in	in	ADP
fnp-6387	204	2	this	this	DET
fnp-6387	204	3	preliminary	preliminary	ADJ
fnp-6387	204	4	comparison	comparison	NOUN
fnp-6387	204	5	of	of	ADP
fnp-6387	204	6	the	the	DET
fnp-6387	204	7	two	two	NUM
fnp-6387	204	8	methods	method	NOUN
fnp-6387	204	9	,	,	PUNCT
fnp-6387	204	10	the	the	DET
fnp-6387	204	11	tangent	tangent	ADJ
fnp-6387	204	12	line	line	NOUN
fnp-6387	204	13	-	-	PUNCT
fnp-6387	204	14	based	base	VERB
fnp-6387	204	15	method	method	NOUN
fnp-6387	204	16	appears	appear	VERB
fnp-6387	204	17	to	to	PART
fnp-6387	204	18	generate	generate	VERB
fnp-6387	204	19	metrics	metric	NOUN
fnp-6387	204	20	with	with	ADP
fnp-6387	204	21	greater	great	ADJ
fnp-6387	204	22	proximity	proximity	NOUN
fnp-6387	204	23	to	to	ADP
fnp-6387	204	24	manual	manual	ADJ
fnp-6387	204	25	measurements	measurement	NOUN
fnp-6387	204	26	.	.	PUNCT
fnp-6387	205	1	table	table	NOUN
fnp-6387	205	2	 	 	SPACE
fnp-6387	205	3	10	10	NUM
fnp-6387	205	4	:	:	PUNCT
fnp-6387	205	5	comparison	comparison	NOUN
fnp-6387	205	6	of	of	ADP
fnp-6387	205	7	the	the	DET
fnp-6387	205	8	tangent	tangent	ADJ
fnp-6387	205	9	line	line	NOUN
fnp-6387	205	10	-	-	PUNCT
fnp-6387	205	11	based	base	VERB
fnp-6387	205	12	method	method	NOUN
fnp-6387	205	13	and	and	CCONJ
fnp-6387	205	14	the	the	DET
fnp-6387	205	15	radii	radii	NOUN
fnp-6387	205	16	-	-	PUNCT
fnp-6387	205	17	based	base	VERB
fnp-6387	205	18	method	method	NOUN
fnp-6387	205	19	to	to	ADP
fnp-6387	205	20	manual	manual	ADJ
fnp-6387	205	21	measurements	measurement	NOUN
fnp-6387	205	22	vessel	vessel	PROPN
fnp-6387	205	23	wall	wall	PROPN
fnp-6387	205	24	thickness	thickness	PROPN
fnp-6387	205	25	metrics	metric	NOUN
fnp-6387	205	26	manual	manual	ADJ
fnp-6387	205	27	measurement	measurement	NOUN
fnp-6387	205	28	tangent	tangent	PROPN
fnp-6387	205	29	line	line	NOUN
fnp-6387	205	30	-	-	PUNCT
fnp-6387	205	31	based	base	VERB
fnp-6387	205	32	method	method	NOUN
fnp-6387	205	33	radii	radii	NOUN
fnp-6387	205	34	-	-	PUNCT
fnp-6387	205	35	based	base	VERB
fnp-6387	205	36	method	method	NOUN
fnp-6387	205	37	mean	mean	VERB
fnp-6387	205	38	24.71	24.71	NUM
fnp-6387	205	39	23.97	23.97	NUM
fnp-6387	205	40	52.59	52.59	NUM
fnp-6387	205	41	median	median	NOUN
fnp-6387	205	42	23.13	23.13	NUM
fnp-6387	205	43	22.57	22.57	NUM
fnp-6387	205	44	49.16	49.16	NUM
fnp-6387	205	45	standard	standard	ADJ
fnp-6387	205	46	deviation	deviation	NOUN
fnp-6387	205	47	8.37	8.37	NUM
fnp-6387	205	48	6.89	6.89	NUM
fnp-6387	205	49	12.97	12.97	NUM
fnp-6387	205	50	minimum	minimum	NOUN
fnp-6387	205	51	17.00	17.00	NUM
fnp-6387	205	52	14.41	14.41	NUM
fnp-6387	205	53	36.74	36.74	NUM
fnp-6387	205	54	maximum	maximum	NOUN
fnp-6387	205	55	35.60	35.60	NUM
fnp-6387	205	56	45.38	45.38	NUM
fnp-6387	205	57	80.31	80.31	NUM
fnp-6387	205	58	vessel	vessel	NOUN
fnp-6387	205	59	wall	wall	NOUN
fnp-6387	205	60	to	to	ADP
fnp-6387	205	61	lumen	luman	NOUN
fnp-6387	205	62	area	area	PROPN
fnp-6387	205	63	ratio	ratio	VERB
fnp-6387	205	64	the	the	DET
fnp-6387	205	65	mean	mean	ADJ
fnp-6387	205	66	vessel	vessel	PROPN
fnp-6387	205	67	wall	wall	PROPN
fnp-6387	205	68	area	area	PROPN
fnp-6387	205	69	,	,	PUNCT
fnp-6387	205	70	lumen	luman	NOUN
fnp-6387	205	71	area	area	NOUN
fnp-6387	205	72	,	,	PUNCT
fnp-6387	205	73	and	and	CCONJ
fnp-6387	205	74	vessel	vessel	NOUN
fnp-6387	205	75	wall	wall	NOUN
fnp-6387	205	76	to	to	ADP
fnp-6387	205	77	lumen	luman	NOUN
fnp-6387	205	78	area	area	PROPN
fnp-6387	205	79	ratio	ratio	NOUN
fnp-6387	205	80	of	of	ADP
fnp-6387	205	81	62	62	NUM
fnp-6387	205	82	vessels	vessel	NOUN
fnp-6387	205	83	in	in	ADP
fnp-6387	205	84	the	the	DET
fnp-6387	205	85	test	test	NOUN
fnp-6387	205	86	set	set	NOUN
fnp-6387	205	87	,	,	PUNCT
fnp-6387	205	88	calculated	calculate	VERB
fnp-6387	205	89	by	by	ADP
fnp-6387	205	90	vasmorph	vasmorph	PROPN
fnp-6387	205	91	,	,	PUNCT
fnp-6387	205	92	were	be	AUX
fnp-6387	205	93	84.79	84.79	NUM
fnp-6387	205	94	 	 	SPACE
fnp-6387	205	95	μm2	μm2	NOUN
fnp-6387	205	96	,	,	PUNCT
fnp-6387	205	97	286.8	286.8	NUM
fnp-6387	205	98	 	 	SPACE
fnp-6387	205	99	μm2	μm2	NOUN
fnp-6387	205	100	,	,	PUNCT
fnp-6387	205	101	3.38	3.38	NUM
fnp-6387	205	102	 	 	SPACE
fnp-6387	205	103	μm2	μm2	NOUN
fnp-6387	205	104	,	,	PUNCT
fnp-6387	205	105	respectively	respectively	ADV
fnp-6387	205	106	.	.	PUNCT
fnp-6387	206	1	discussion	discussion	NOUN
fnp-6387	206	2	in	in	ADP
fnp-6387	206	3	this	this	DET
fnp-6387	206	4	study	study	NOUN
fnp-6387	206	5	,	,	PUNCT
fnp-6387	206	6	we	we	PRON
fnp-6387	206	7	present	present	VERB
fnp-6387	206	8	a	a	DET
fnp-6387	206	9	novel	novel	ADJ
fnp-6387	206	10	proof	proof	NOUN
fnp-6387	206	11	of	of	ADP
fnp-6387	206	12	concept	concept	NOUN
fnp-6387	206	13	ml	ml	ADP
fnp-6387	206	14	pipeline	pipeline	NOUN
fnp-6387	206	15	(	(	PUNCT
fnp-6387	206	16	artseg	artseg	PROPN
fnp-6387	206	17	)	)	PUNCT
fnp-6387	206	18	capable	capable	ADJ
fnp-6387	206	19	of	of	ADP
fnp-6387	206	20	automatically	automatically	ADV
fnp-6387	206	21	detecting	detect	VERB
fnp-6387	206	22	blood	blood	NOUN
fnp-6387	206	23	vessels	vessel	NOUN
fnp-6387	206	24	,	,	PUNCT
fnp-6387	206	25	classifying	classify	VERB
fnp-6387	206	26	blood	blood	NOUN
fnp-6387	206	27	vessels	vessel	NOUN
fnp-6387	206	28	by	by	ADP
fnp-6387	206	29	presence	presence	NOUN
fnp-6387	206	30	or	or	CCONJ
fnp-6387	206	31	absence	absence	NOUN
fnp-6387	206	32	of	of	ADP
fnp-6387	206	33	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	206	34	,	,	PUNCT
fnp-6387	206	35	and	and	CCONJ
fnp-6387	206	36	segmenting	segment	VERB
fnp-6387	206	37	arteriolosclerotic	arteriolosclerotic	ADJ
fnp-6387	206	38	blood	blood	NOUN
fnp-6387	206	39	vessel	vessel	NOUN
fnp-6387	206	40	walls	wall	NOUN
fnp-6387	206	41	and	and	CCONJ
fnp-6387	206	42	lumens	lumen	NOUN
fnp-6387	206	43	.	.	PUNCT
fnp-6387	207	1	furthermore	furthermore	ADV
fnp-6387	207	2	,	,	PUNCT
fnp-6387	207	3	we	we	PRON
fnp-6387	207	4	introduce	introduce	VERB
fnp-6387	207	5	a	a	DET
fnp-6387	207	6	wrapper	wrapper	NOUN
fnp-6387	207	7	algorithm	algorithm	NOUN
fnp-6387	207	8	(	(	PUNCT
fnp-6387	207	9	orca	orca	PROPN
fnp-6387	207	10	)	)	PUNCT
fnp-6387	207	11	that	that	PRON
fnp-6387	207	12	centers	center	VERB
fnp-6387	207	13	tiles	tile	NOUN
fnp-6387	207	14	onto	onto	ADP
fnp-6387	207	15	objects	object	NOUN
fnp-6387	207	16	of	of	ADP
fnp-6387	207	17	interest	interest	NOUN
fnp-6387	207	18	;	;	PUNCT
fnp-6387	207	19	and	and	CCONJ
fnp-6387	207	20	a	a	DET
fnp-6387	207	21	custom	custom	NOUN
fnp-6387	207	22	algorithm	algorithm	NOUN
fnp-6387	207	23	(	(	PUNCT
fnp-6387	207	24	vasmorph	vasmorph	PROPN
fnp-6387	207	25	)	)	PUNCT
fnp-6387	207	26	that	that	PRON
fnp-6387	207	27	calculates	calculate	VERB
fnp-6387	207	28	the	the	DET
fnp-6387	207	29	sclerotic	sclerotic	ADJ
fnp-6387	207	30	index	index	NOUN
fnp-6387	207	31	,	,	PUNCT
fnp-6387	207	32	vessel	vessel	NOUN
fnp-6387	207	33	wall	wall	NOUN
fnp-6387	207	34	thickness	thickness	PROPN
fnp-6387	207	35	,	,	PUNCT
fnp-6387	207	36	and	and	CCONJ
fnp-6387	207	37	vessel	vessel	NOUN
fnp-6387	207	38	wall	wall	NOUN
fnp-6387	207	39	to	to	ADP
fnp-6387	207	40	lumen	luman	NOUN
fnp-6387	207	41	area	area	PROPN
fnp-6387	207	42	ratio	ratio	NOUN
fnp-6387	207	43	from	from	ADP
fnp-6387	207	44	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	207	45	blood	blood	NOUN
fnp-6387	207	46	vessel	vessel	NOUN
fnp-6387	207	47	segmentations	segmentation	NOUN
fnp-6387	207	48	.	.	PUNCT
fnp-6387	208	1	artseg	artseg	PROPN
fnp-6387	208	2	performs	perform	VERB
fnp-6387	208	3	four	four	NUM
fnp-6387	208	4	sequential	sequential	ADJ
fnp-6387	208	5	steps	step	NOUN
fnp-6387	208	6	:	:	PUNCT
fnp-6387	208	7	(	(	PUNCT
fnp-6387	208	8	1	1	X
fnp-6387	208	9	)	)	PUNCT
fnp-6387	208	10	blood	blood	NOUN
fnp-6387	208	11	vessel	vessel	NOUN
fnp-6387	208	12	detection	detection	NOUN
fnp-6387	208	13	,	,	PUNCT
fnp-6387	208	14	(	(	PUNCT
fnp-6387	208	15	2	2	X
fnp-6387	208	16	)	)	PUNCT
fnp-6387	208	17	blood	blood	NOUN
fnp-6387	208	18	vessel	vessel	NOUN
fnp-6387	208	19	centering	centering	NOUN
fnp-6387	208	20	,	,	PUNCT
fnp-6387	208	21	(	(	PUNCT
fnp-6387	208	22	3	3	X
fnp-6387	208	23	)	)	PUNCT
fnp-6387	208	24	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	208	25	classification	classification	NOUN
fnp-6387	208	26	,	,	PUNCT
fnp-6387	208	27	and	and	CCONJ
fnp-6387	208	28	(	(	PUNCT
fnp-6387	208	29	4	4	X
fnp-6387	208	30	)	)	PUNCT
fnp-6387	208	31	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	208	32	vessel	vessel	NOUN
fnp-6387	208	33	segmentation	segmentation	NOUN
fnp-6387	208	34	(	(	PUNCT
fnp-6387	208	35	see	see	VERB
fnp-6387	208	36	figure	figure	NOUN
fnp-6387	208	37	 	 	SPACE
fnp-6387	208	38	2	2	NUM
fnp-6387	208	39	for	for	ADP
fnp-6387	208	40	overview	overview	NOUN
fnp-6387	208	41	)	)	PUNCT
fnp-6387	208	42	.	.	PUNCT
fnp-6387	209	1	first	first	ADV
fnp-6387	209	2	,	,	PUNCT
fnp-6387	209	3	we	we	PRON
fnp-6387	209	4	trained	train	VERB
fnp-6387	209	5	an	an	DET
fnp-6387	209	6	attention	attention	NOUN
fnp-6387	209	7	unet	unet	NOUN
fnp-6387	209	8	-	-	PUNCT
fnp-6387	209	9	based	base	VERB
fnp-6387	209	10	neural	neural	ADJ
fnp-6387	209	11	network	network	NOUN
fnp-6387	209	12	to	to	PART
fnp-6387	209	13	segment	segment	VERB
fnp-6387	209	14	and	and	CCONJ
fnp-6387	209	15	identify	identify	VERB
fnp-6387	209	16	blood	blood	NOUN
fnp-6387	209	17	vessels(s	vessels(s	NOUN
fnp-6387	209	18	)	)	PUNCT
fnp-6387	209	19	within	within	ADP
fnp-6387	209	20	patches	patch	NOUN
fnp-6387	209	21	produced	produce	VERB
fnp-6387	209	22	by	by	ADP
fnp-6387	209	23	wsi	wsi	NOUN
fnp-6387	209	24	tiling	tiling	NOUN
fnp-6387	209	25	.	.	PUNCT
fnp-6387	210	1	second	second	ADJ
fnp-6387	210	2	,	,	PUNCT
fnp-6387	210	3	patches	patch	NOUN
fnp-6387	210	4	containing	contain	VERB
fnp-6387	210	5	non	non	ADJ
fnp-6387	210	6	-	-	ADJ
fnp-6387	210	7	centered	centered	ADJ
fnp-6387	210	8	blood	blood	NOUN
fnp-6387	210	9	vessel(s	vessel(s	NOUN
fnp-6387	210	10	)	)	PUNCT
fnp-6387	210	11	are	be	AUX
fnp-6387	210	12	then	then	ADV
fnp-6387	210	13	fed	feed	VERB
fnp-6387	210	14	into	into	ADP
fnp-6387	210	15	orca	orca	NOUN
fnp-6387	210	16	to	to	PART
fnp-6387	210	17	produce	produce	VERB
fnp-6387	210	18	new	new	ADJ
fnp-6387	210	19	patches	patch	NOUN
fnp-6387	210	20	centered	center	VERB
fnp-6387	210	21	onto	onto	ADP
fnp-6387	210	22	the	the	DET
fnp-6387	210	23	detected	detect	VERB
fnp-6387	210	24	blood	blood	NOUN
fnp-6387	210	25	vessel(s	vessel(s	NOUN
fnp-6387	210	26	)	)	PUNCT
fnp-6387	210	27	.	.	PUNCT
fnp-6387	211	1	third	third	ADJ
fnp-6387	211	2	,	,	PUNCT
fnp-6387	211	3	a	a	DET
fnp-6387	211	4	binary	binary	ADJ
fnp-6387	211	5	classification	classification	NOUN
fnp-6387	211	6	model	model	NOUN
fnp-6387	211	7	was	be	AUX
fnp-6387	211	8	trained	train	VERB
fnp-6387	211	9	to	to	PART
fnp-6387	211	10	separate	separate	VERB
fnp-6387	211	11	patches	patch	NOUN
fnp-6387	211	12	with	with	ADP
fnp-6387	211	13	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	211	14	blood	blood	NOUN
fnp-6387	211	15	vessel(s	vessel(s	NOUN
fnp-6387	211	16	)	)	PUNCT
fnp-6387	211	17	from	from	ADP
fnp-6387	211	18	those	those	PRON
fnp-6387	211	19	without	without	ADP
fnp-6387	211	20	.	.	PUNCT
fnp-6387	212	1	fourth	fourth	ADV
fnp-6387	212	2	,	,	PUNCT
fnp-6387	212	3	we	we	PRON
fnp-6387	212	4	trained	train	VERB
fnp-6387	212	5	an	an	DET
fnp-6387	212	6	ml	ml	NOUN
fnp-6387	212	7	model	model	NOUN
fnp-6387	212	8	to	to	ADP
fnp-6387	212	9	segment	segment	NOUN
fnp-6387	212	10	walls	wall	NOUN
fnp-6387	212	11	and	and	CCONJ
fnp-6387	212	12	lumens	lumen	NOUN
fnp-6387	212	13	of	of	ADP
fnp-6387	212	14	arteriolosclerotic	arteriolosclerotic	ADJ
fnp-6387	212	15	blood	blood	NOUN
fnp-6387	212	16	vessels	vessel	NOUN
fnp-6387	212	17	.	.	PUNCT
fnp-6387	213	1	the	the	DET
fnp-6387	213	2	segmentation	segmentation	NOUN
fnp-6387	213	3	outputs	output	NOUN
fnp-6387	213	4	of	of	ADP
fnp-6387	213	5	artseg	artseg	PROPN
fnp-6387	213	6	are	be	AUX
fnp-6387	213	7	input	input	VERB
fnp-6387	213	8	into	into	ADP
fnp-6387	213	9	vasmorph	vasmorph	NOUN
fnp-6387	213	10	to	to	PART
fnp-6387	213	11	obtain	obtain	VERB
fnp-6387	213	12	the	the	DET
fnp-6387	213	13	sclerotic	sclerotic	ADJ
fnp-6387	213	14	index	index	NOUN
fnp-6387	213	15	,	,	PUNCT
fnp-6387	213	16	vessel	vessel	NOUN
fnp-6387	213	17	wall	wall	NOUN
fnp-6387	213	18	thickness	thickness	PROPN
fnp-6387	213	19	,	,	PUNCT
fnp-6387	213	20	and	and	CCONJ
fnp-6387	213	21	vessel	vessel	NOUN
fnp-6387	213	22	wall	wall	NOUN
fnp-6387	213	23	to	to	ADP
fnp-6387	213	24	lumen	luman	NOUN
fnp-6387	213	25	area	area	NOUN
fnp-6387	213	26	ratio	ratio	NOUN
fnp-6387	213	27	of	of	ADP
fnp-6387	213	28	each	each	DET
fnp-6387	213	29	arteriolosclerotic	arteriolosclerotic	NOUN
fnp-6387	213	30	blood	blood	NOUN
fnp-6387	213	31	vessel	vessel	NOUN
fnp-6387	213	32	.	.	PUNCT
fnp-6387	214	1	as	as	ADP
fnp-6387	214	2	a	a	DET
fnp-6387	214	3	component	component	NOUN
fnp-6387	214	4	of	of	ADP
fnp-6387	214	5	artseg	artseg	NOUN
fnp-6387	214	6	,	,	PUNCT
fnp-6387	214	7	we	we	PRON
fnp-6387	214	8	developed	develop	VERB
fnp-6387	214	9	a	a	DET
fnp-6387	214	10	novel	novel	ADJ
fnp-6387	214	11	object	object	NOUN
fnp-6387	214	12	of	of	ADP
fnp-6387	214	13	interest	interest	NOUN
fnp-6387	214	14	recursive	recursive	ADJ
fnp-6387	214	15	centering	center	VERB
fnp-6387	214	16	algorithm	algorithm	NOUN
fnp-6387	214	17	(	(	PUNCT
fnp-6387	214	18	orca	orca	PROPN
fnp-6387	214	19	)	)	PUNCT
fnp-6387	214	20	,	,	PUNCT
fnp-6387	214	21	which	which	PRON
fnp-6387	214	22	may	may	AUX
fnp-6387	214	23	be	be	AUX
fnp-6387	214	24	applied	apply	VERB
fnp-6387	214	25	to	to	ADP
fnp-6387	214	26	any	any	DET
fnp-6387	214	27	object	object	NOUN
fnp-6387	214	28	of	of	ADP
fnp-6387	214	29	interest	interest	NOUN
fnp-6387	214	30	and	and	CCONJ
fnp-6387	214	31	not	not	PART
fnp-6387	214	32	just	just	ADV
fnp-6387	214	33	blood	blood	NOUN
fnp-6387	214	34	vessels	vessel	NOUN
fnp-6387	214	35	.	.	PUNCT
fnp-6387	215	1	orca	orca	NOUN
fnp-6387	215	2	wraps	wrap	NOUN
fnp-6387	215	3	a	a	DET
fnp-6387	215	4	segmentation	segmentation	NOUN
fnp-6387	215	5	model	model	NOUN
fnp-6387	215	6	,	,	PUNCT
fnp-6387	215	7	which	which	PRON
fnp-6387	215	8	may	may	AUX
fnp-6387	215	9	be	be	AUX
fnp-6387	215	10	customized	customize	VERB
fnp-6387	215	11	to	to	PART
fnp-6387	215	12	fit	fit	VERB
fnp-6387	215	13	the	the	DET
fnp-6387	215	14	target	target	NOUN
fnp-6387	215	15	task	task	NOUN
fnp-6387	215	16	.	.	PUNCT
fnp-6387	216	1	orca	orca	PROPN
fnp-6387	216	2	first	first	ADJ
fnp-6387	216	3	inputs	input	VERB
fnp-6387	216	4	raw	raw	ADJ
fnp-6387	216	5	image	image	NOUN
fnp-6387	216	6	tiles	tile	NOUN
fnp-6387	216	7	generated	generate	VERB
fnp-6387	216	8	by	by	ADP
fnp-6387	216	9	wsi	wsi	NOUN
fnp-6387	216	10	tiling	tile	VERB
fnp-6387	216	11	into	into	ADP
fnp-6387	216	12	the	the	DET
fnp-6387	216	13	segmentation	segmentation	NOUN
fnp-6387	216	14	model	model	NOUN
fnp-6387	216	15	,	,	PUNCT
fnp-6387	216	16	which	which	PRON
fnp-6387	216	17	segments	segment	VERB
fnp-6387	216	18	the	the	DET
fnp-6387	216	19	object	object	NOUN
fnp-6387	216	20	of	of	ADP
fnp-6387	216	21	interest	interest	NOUN
fnp-6387	216	22	.	.	PUNCT
fnp-6387	217	1	based	base	VERB
fnp-6387	217	2	on	on	ADP
fnp-6387	217	3	this	this	DET
fnp-6387	217	4	segmentation	segmentation	NOUN
fnp-6387	217	5	output	output	NOUN
fnp-6387	217	6	,	,	PUNCT
fnp-6387	217	7	orca	orca	NOUN
fnp-6387	217	8	generates	generate	VERB
fnp-6387	217	9	a	a	DET
fnp-6387	217	10	new	new	ADJ
fnp-6387	217	11	image	image	NOUN
fnp-6387	217	12	patch	patch	NOUN
fnp-6387	217	13	with	with	ADP
fnp-6387	217	14	boundaries	boundary	NOUN
fnp-6387	217	15	shifted	shift	VERB
fnp-6387	217	16	such	such	ADJ
fnp-6387	217	17	that	that	SCONJ
fnp-6387	217	18	the	the	DET
fnp-6387	217	19	detected	detect	VERB
fnp-6387	217	20	object	object	NOUN
fnp-6387	217	21	of	of	ADP
fnp-6387	217	22	interest	interest	NOUN
fnp-6387	217	23	resides	reside	VERB
fnp-6387	217	24	closer	close	ADV
fnp-6387	217	25	to	to	ADP
fnp-6387	217	26	the	the	DET
fnp-6387	217	27	center	center	NOUN
fnp-6387	217	28	of	of	ADP
fnp-6387	217	29	the	the	DET
fnp-6387	217	30	tile	tile	NOUN
fnp-6387	217	31	.	.	PUNCT
fnp-6387	218	1	this	this	DET
fnp-6387	218	2	process	process	NOUN
fnp-6387	218	3	is	be	AUX
fnp-6387	218	4	repeated	repeat	VERB
fnp-6387	218	5	until	until	SCONJ
fnp-6387	218	6	the	the	DET
fnp-6387	218	7	detected	detect	VERB
fnp-6387	218	8	object	object	NOUN
fnp-6387	218	9	of	of	ADP
fnp-6387	218	10	interest	interest	NOUN
fnp-6387	218	11	lies	lie	VERB
fnp-6387	218	12	in	in	ADP
fnp-6387	218	13	the	the	DET
fnp-6387	218	14	center	center	NOUN
fnp-6387	218	15	of	of	ADP
fnp-6387	218	16	the	the	DET
fnp-6387	218	17	final	final	ADJ
fnp-6387	218	18	output	output	NOUN
fnp-6387	218	19	tile	tile	NOUN
fnp-6387	218	20	(	(	PUNCT
fnp-6387	218	21	figure	figure	NOUN
fnp-6387	218	22	 	 	SPACE
fnp-6387	218	23	3	3	NUM
fnp-6387	218	24	)	)	PUNCT
fnp-6387	218	25	.	.	PUNCT
fnp-6387	219	1	when	when	SCONJ
fnp-6387	219	2	building	build	VERB
fnp-6387	219	3	vasmorph	vasmorph	ADV
fnp-6387	219	4	,	,	PUNCT
fnp-6387	219	5	we	we	PRON
fnp-6387	219	6	encountered	encounter	VERB
fnp-6387	219	7	a	a	DET
fnp-6387	219	8	dearth	dearth	NOUN
fnp-6387	219	9	of	of	ADP
fnp-6387	219	10	literature	literature	NOUN
fnp-6387	219	11	on	on	ADP
fnp-6387	219	12	the	the	DET
fnp-6387	219	13	mathematical	mathematical	ADJ
fnp-6387	219	14	definition	definition	NOUN
fnp-6387	219	15	of	of	ADP
fnp-6387	219	16	blood	blood	NOUN
fnp-6387	219	17	vessel	vessel	NOUN
fnp-6387	219	18	wall	wall	PROPN
fnp-6387	219	19	thickness	thickness	PROPN
fnp-6387	219	20	.	.	PUNCT
fnp-6387	220	1	we	we	PRON
fnp-6387	220	2	utilized	utilize	VERB
fnp-6387	220	3	the	the	DET
fnp-6387	220	4	following	follow	VERB
fnp-6387	220	5	definition	definition	NOUN
fnp-6387	220	6	:	:	PUNCT
fnp-6387	220	7	the	the	DET
fnp-6387	220	8	distance	distance	NOUN
fnp-6387	220	9	between	between	ADP
fnp-6387	220	10	the	the	DET
fnp-6387	220	11	inner	inner	ADJ
fnp-6387	220	12	boundary	boundary	NOUN
fnp-6387	220	13	of	of	ADP
fnp-6387	220	14	the	the	DET
fnp-6387	220	15	vessel	vessel	NOUN
fnp-6387	220	16	endothelium	endothelium	NOUN
fnp-6387	220	17	and	and	CCONJ
fnp-6387	220	18	the	the	DET
fnp-6387	220	19	outer	outer	ADJ
fnp-6387	220	20	boundary	boundary	NOUN
fnp-6387	220	21	of	of	ADP
fnp-6387	220	22	the	the	DET
fnp-6387	220	23	tunica	tunica	PROPN
fnp-6387	220	24	adventitia	adventitia	PROPN
fnp-6387	220	25	along	along	ADP
fnp-6387	220	26	a	a	DET
fnp-6387	220	27	line	line	NOUN
fnp-6387	220	28	perpendicular	perpendicular	NOUN
fnp-6387	220	29	to	to	ADP
fnp-6387	220	30	the	the	DET
fnp-6387	220	31	wall	wall	NOUN
fnp-6387	220	32	’s	’s	PART
fnp-6387	220	33	“	"	PUNCT
fnp-6387	220	34	backbone	backbone	NOUN
fnp-6387	220	35	”	"	PUNCT
fnp-6387	220	36	or	or	CCONJ
fnp-6387	220	37	minimum	minimum	ADJ
fnp-6387	220	38	skeleton	skeleton	NOUN
fnp-6387	220	39	–	–	PUNCT
fnp-6387	220	40	the	the	DET
fnp-6387	220	41	arc	arc	NOUN
fnp-6387	220	42	equidistant	equidistant	VERB
fnp-6387	220	43	from	from	ADP
fnp-6387	220	44	the	the	DET
fnp-6387	220	45	outer	outer	ADJ
fnp-6387	220	46	and	and	CCONJ
fnp-6387	220	47	inner	inner	ADJ
fnp-6387	220	48	wall	wall	NOUN
fnp-6387	220	49	boundaries	boundary	NOUN
fnp-6387	220	50	,	,	PUNCT
fnp-6387	220	51	which	which	PRON
fnp-6387	220	52	equates	equate	VERB
fnp-6387	220	53	to	to	ADP
fnp-6387	220	54	the	the	DET
fnp-6387	220	55	sum	sum	NOUN
fnp-6387	220	56	of	of	ADP
fnp-6387	220	57	the	the	DET
fnp-6387	220	58	widths	width	NOUN
fnp-6387	220	59	of	of	ADP
fnp-6387	220	60	the	the	DET
fnp-6387	220	61	endothelium	endothelium	NOUN
fnp-6387	220	62	,	,	PUNCT
fnp-6387	220	63	tunica	tunica	PROPN
fnp-6387	220	64	intima	intima	PROPN
fnp-6387	220	65	,	,	PUNCT
fnp-6387	220	66	tunica	tunica	PROPN
fnp-6387	220	67	media	medium	NOUN
fnp-6387	220	68	,	,	PUNCT
fnp-6387	220	69	and	and	CCONJ
fnp-6387	220	70	tunica	tunica	PROPN
fnp-6387	220	71	adventitia.35	adventitia.35	NOUN
fnp-6387	220	72	because	because	SCONJ
fnp-6387	220	73	we	we	PRON
fnp-6387	220	74	can	can	AUX
fnp-6387	220	75	not	not	PART
fnp-6387	220	76	calculate	calculate	VERB
fnp-6387	220	77	the	the	DET
fnp-6387	220	78	equation	equation	NOUN
fnp-6387	220	79	for	for	ADP
fnp-6387	220	80	the	the	DET
fnp-6387	220	81	minimum	minimum	ADJ
fnp-6387	220	82	skeleton	skeleton	NOUN
fnp-6387	220	83	,	,	PUNCT
fnp-6387	220	84	and	and	CCONJ
fnp-6387	220	85	local	local	ADJ
fnp-6387	220	86	fluctuations	fluctuation	NOUN
fnp-6387	220	87	make	make	VERB
fnp-6387	220	88	estimates	estimate	NOUN
fnp-6387	220	89	of	of	ADP
fnp-6387	220	90	its	its	PRON
fnp-6387	220	91	slope	slope	NOUN
fnp-6387	220	92	unreliable	unreliable	ADJ
fnp-6387	220	93	,	,	PUNCT
fnp-6387	220	94	indirect	indirect	ADJ
fnp-6387	220	95	methods	method	NOUN
fnp-6387	220	96	to	to	PART
fnp-6387	220	97	approximate	approximate	VERB
fnp-6387	220	98	the	the	DET
fnp-6387	220	99	wall	wall	NOUN
fnp-6387	220	100	thickness	thickness	NOUN
fnp-6387	220	101	have	have	AUX
fnp-6387	220	102	been	be	AUX
fnp-6387	220	103	described.35	described.35	NOUN
fnp-6387	220	104	while	while	SCONJ
fnp-6387	220	105	using	use	VERB
fnp-6387	220	106	the	the	DET
fnp-6387	220	107	difference	difference	NOUN
fnp-6387	220	108	between	between	ADP
fnp-6387	220	109	the	the	DET
fnp-6387	220	110	outer	outer	ADJ
fnp-6387	220	111	vessel	vessel	NOUN
fnp-6387	220	112	radius	radius	NOUN
fnp-6387	220	113	and	and	CCONJ
fnp-6387	220	114	the	the	DET
fnp-6387	220	115	inner	inner	ADJ
fnp-6387	220	116	vessel	vessel	NOUN
fnp-6387	220	117	radius	radius	NOUN
fnp-6387	220	118	has	have	AUX
fnp-6387	220	119	been	be	AUX
fnp-6387	220	120	described	describe	VERB
fnp-6387	220	121	,	,	PUNCT
fnp-6387	220	122	our	our	PRON
fnp-6387	220	123	method	method	NOUN
fnp-6387	220	124	of	of	ADP
fnp-6387	220	125	finding	find	VERB
fnp-6387	220	126	the	the	DET
fnp-6387	220	127	line	line	NOUN
fnp-6387	220	128	perpendicular	perpendicular	NOUN
fnp-6387	220	129	to	to	ADP
fnp-6387	220	130	a	a	DET
fnp-6387	220	131	line	line	NOUN
fnp-6387	220	132	tangent	tangent	NOUN
fnp-6387	220	133	to	to	ADP
fnp-6387	220	134	each	each	DET
fnp-6387	220	135	point	point	NOUN
fnp-6387	220	136	along	along	ADP
fnp-6387	220	137	the	the	DET
fnp-6387	220	138	lumen	luman	NOUN
fnp-6387	220	139	contour	contour	NOUN
fnp-6387	220	140	(	(	PUNCT
fnp-6387	220	141	tangent	tangent	ADJ
fnp-6387	220	142	line	line	NOUN
fnp-6387	220	143	-	-	PUNCT
fnp-6387	220	144	based	base	VERB
fnp-6387	220	145	method	method	NOUN
fnp-6387	220	146	)	)	PUNCT
fnp-6387	220	147	has	have	AUX
fnp-6387	220	148	not	not	PART
fnp-6387	220	149	been	be	AUX
fnp-6387	220	150	previously	previously	ADV
fnp-6387	220	151	proposed	propose	VERB
fnp-6387	220	152	to	to	ADP
fnp-6387	220	153	the	the	DET
fnp-6387	220	154	best	good	ADJ
fnp-6387	220	155	of	of	ADP
fnp-6387	220	156	our	our	PRON
fnp-6387	220	157	knowledge	knowledge	NOUN
fnp-6387	220	158	.	.	PUNCT
fnp-6387	221	1	in	in	ADP
fnp-6387	221	2	our	our	PRON
fnp-6387	221	3	preliminary	preliminary	ADJ
fnp-6387	221	4	study	study	NOUN
fnp-6387	221	5	,	,	PUNCT
fnp-6387	221	6	we	we	PRON
fnp-6387	221	7	find	find	VERB
fnp-6387	221	8	that	that	SCONJ
fnp-6387	221	9	our	our	PRON
fnp-6387	221	10	tangent	tangent	NOUN
fnp-6387	221	11	line	line	NOUN
fnp-6387	221	12	-	-	PUNCT
fnp-6387	221	13	based	base	VERB
fnp-6387	221	14	method	method	NOUN
fnp-6387	221	15	produces	produce	VERB
fnp-6387	221	16	metrics	metric	NOUN
fnp-6387	221	17	comparable	comparable	ADJ
fnp-6387	221	18	to	to	ADP
fnp-6387	221	19	expert	expert	NOUN
fnp-6387	221	20	annotations	annotation	NOUN
fnp-6387	221	21	.	.	PUNCT
fnp-6387	222	1	there	there	PRON
fnp-6387	222	2	are	be	VERB
fnp-6387	222	3	several	several	ADJ
fnp-6387	222	4	notable	notable	ADJ
fnp-6387	222	5	areas	area	NOUN
fnp-6387	222	6	for	for	ADP
fnp-6387	222	7	improvement	improvement	NOUN
fnp-6387	222	8	in	in	ADP
fnp-6387	222	9	vasmorph	vasmorph	PROPN
fnp-6387	222	10	.	.	PUNCT
fnp-6387	223	1	first	first	ADV
fnp-6387	223	2	,	,	PUNCT
fnp-6387	223	3	the	the	DET
fnp-6387	223	4	tangent	tangent	ADJ
fnp-6387	223	5	line	line	NOUN
fnp-6387	223	6	-	-	PUNCT
fnp-6387	223	7	based	base	VERB
fnp-6387	223	8	method	method	NOUN
fnp-6387	223	9	for	for	ADP
fnp-6387	223	10	calculating	calculate	VERB
fnp-6387	223	11	vessel	vessel	NOUN
fnp-6387	223	12	wall	wall	PROPN
fnp-6387	223	13	thickness	thickness	PROPN
fnp-6387	223	14	mishandles	mishandle	VERB
fnp-6387	223	15	lumens	lumen	NOUN
fnp-6387	223	16	with	with	ADP
fnp-6387	223	17	highly	highly	ADV
fnp-6387	223	18	convoluted	convoluted	ADJ
fnp-6387	223	19	and	and	CCONJ
fnp-6387	223	20	irregular	irregular	ADJ
fnp-6387	223	21	contours	contours	NOUN
fnp-6387	223	22	(	(	PUNCT
fnp-6387	223	23	figure	figure	NOUN
fnp-6387	223	24	 	 	SPACE
fnp-6387	223	25	13	13	NUM
fnp-6387	223	26	)	)	PUNCT
fnp-6387	223	27	.	.	PUNCT
fnp-6387	224	1	second	second	ADJ
fnp-6387	224	2	,	,	PUNCT
fnp-6387	224	3	the	the	DET
fnp-6387	224	4	current	current	ADJ
fnp-6387	224	5	version	version	NOUN
fnp-6387	224	6	of	of	ADP
fnp-6387	224	7	vasmorph	vasmorph	ADV
fnp-6387	224	8	can	can	AUX
fnp-6387	224	9	only	only	ADV
fnp-6387	224	10	accept	accept	VERB
fnp-6387	224	11	image	image	NOUN
fnp-6387	224	12	tiles	tile	NOUN
fnp-6387	224	13	containing	contain	VERB
fnp-6387	224	14	only	only	ADV
fnp-6387	224	15	one	one	NUM
fnp-6387	224	16	vessel	vessel	NOUN
fnp-6387	224	17	.	.	PUNCT
fnp-6387	225	1	image	image	NOUN
fnp-6387	225	2	tiles	tile	NOUN
fnp-6387	225	3	with	with	ADP
fnp-6387	225	4	more	more	ADJ
fnp-6387	225	5	than	than	ADP
fnp-6387	225	6	one	one	NUM
fnp-6387	225	7	vessel	vessel	NOUN
fnp-6387	225	8	can	can	AUX
fnp-6387	225	9	not	not	PART
fnp-6387	225	10	yet	yet	ADV
fnp-6387	225	11	be	be	AUX
fnp-6387	225	12	analyzed	analyze	VERB
fnp-6387	225	13	by	by	ADP
fnp-6387	225	14	vasmorph	vasmorph	PROPN
fnp-6387	225	15	(	(	PUNCT
fnp-6387	225	16	figure	figure	NOUN
fnp-6387	225	17	 	 	SPACE
fnp-6387	225	18	14	14	NUM
fnp-6387	225	19	)	)	PUNCT
fnp-6387	225	20	because	because	SCONJ
fnp-6387	225	21	such	such	ADJ
fnp-6387	225	22	image	image	NOUN
fnp-6387	225	23	tiles	tile	NOUN
fnp-6387	225	24	often	often	ADV
fnp-6387	225	25	contain	contain	VERB
fnp-6387	225	26	multiple	multiple	ADJ
fnp-6387	225	27	vessels	vessel	NOUN
fnp-6387	225	28	with	with	ADP
fnp-6387	225	29	contiguous	contiguous	ADJ
fnp-6387	225	30	vessel	vessel	NOUN
fnp-6387	225	31	walls	wall	NOUN
fnp-6387	225	32	.	.	PUNCT
fnp-6387	226	1	finally	finally	ADV
fnp-6387	226	2	,	,	PUNCT
fnp-6387	226	3	vasmorph	vasmorph	ADV
fnp-6387	226	4	currently	currently	ADV
fnp-6387	226	5	does	do	AUX
fnp-6387	226	6	not	not	PART
fnp-6387	226	7	correct	correct	VERB
fnp-6387	226	8	for	for	ADP
fnp-6387	226	9	eccentricity	eccentricity	NOUN
fnp-6387	226	10	of	of	ADP
fnp-6387	226	11	blood	blood	NOUN
fnp-6387	226	12	vessels	vessel	NOUN
fnp-6387	226	13	due	due	ADP
fnp-6387	226	14	to	to	ADP
fnp-6387	226	15	the	the	DET
fnp-6387	226	16	angle	angle	NOUN
fnp-6387	226	17	of	of	ADP
fnp-6387	226	18	sectioning	section	VERB
fnp-6387	226	19	through	through	ADP
fnp-6387	226	20	the	the	DET
fnp-6387	226	21	vessel	vessel	NOUN
fnp-6387	226	22	.	.	PUNCT
fnp-6387	227	1	the	the	DET
fnp-6387	227	2	method	method	NOUN
fnp-6387	227	3	to	to	PART
fnp-6387	227	4	calculate	calculate	VERB
fnp-6387	227	5	vessel	vessel	NOUN
fnp-6387	227	6	wall	wall	PROPN
fnp-6387	227	7	thickness	thickness	PROPN
fnp-6387	227	8	using	use	VERB
fnp-6387	227	9	a	a	DET
fnp-6387	227	10	tangent	tangent	ADJ
fnp-6387	227	11	line	line	NOUN
fnp-6387	227	12	tends	tend	VERB
fnp-6387	227	13	to	to	PART
fnp-6387	227	14	mishandle	mishandle	VERB
fnp-6387	227	15	irregular	irregular	ADJ
fnp-6387	227	16	lumens	lumen	NOUN
fnp-6387	227	17	.	.	PUNCT
fnp-6387	228	1	rare	rare	ADJ
fnp-6387	228	2	blood	blood	NOUN
fnp-6387	228	3	vessels	vessel	NOUN
fnp-6387	228	4	with	with	ADP
fnp-6387	228	5	lumens	lumen	NOUN
fnp-6387	228	6	that	that	PRON
fnp-6387	228	7	contain	contain	VERB
fnp-6387	228	8	an	an	DET
fnp-6387	228	9	involution	involution	NOUN
fnp-6387	228	10	in	in	ADP
fnp-6387	228	11	the	the	DET
fnp-6387	228	12	lumen	luman	NOUN
fnp-6387	228	13	contour	contour	NOUN
fnp-6387	228	14	(	(	PUNCT
fnp-6387	228	15	figure	figure	NOUN
fnp-6387	228	16	 	 	SPACE
fnp-6387	228	17	13	13	NUM
fnp-6387	228	18	)	)	PUNCT
fnp-6387	228	19	pose	pose	VERB
fnp-6387	228	20	a	a	DET
fnp-6387	228	21	significant	significant	ADJ
fnp-6387	228	22	challenge	challenge	NOUN
fnp-6387	228	23	to	to	ADP
fnp-6387	228	24	the	the	DET
fnp-6387	228	25	current	current	ADJ
fnp-6387	228	26	version	version	NOUN
fnp-6387	228	27	of	of	ADP
fnp-6387	228	28	vasmorph	vasmorph	PROPN
fnp-6387	228	29	.	.	PUNCT
fnp-6387	229	1	because	because	SCONJ
fnp-6387	229	2	the	the	DET
fnp-6387	229	3	thickness	thickness	NOUN
fnp-6387	229	4	measurement	measurement	NOUN
fnp-6387	229	5	line	line	NOUN
fnp-6387	229	6	is	be	AUX
fnp-6387	229	7	extrapolated	extrapolate	VERB
fnp-6387	229	8	from	from	ADP
fnp-6387	229	9	the	the	DET
fnp-6387	229	10	lumen	luman	NOUN
fnp-6387	229	11	contour	contour	NOUN
fnp-6387	229	12	,	,	PUNCT
fnp-6387	229	13	these	these	DET
fnp-6387	229	14	involutions	involution	NOUN
fnp-6387	229	15	cause	cause	VERB
fnp-6387	229	16	the	the	DET
fnp-6387	229	17	thickness	thickness	NOUN
fnp-6387	229	18	measurement	measurement	NOUN
fnp-6387	229	19	line	line	NOUN
fnp-6387	229	20	to	to	PART
fnp-6387	229	21	point	point	VERB
fnp-6387	229	22	towards	towards	ADP
fnp-6387	229	23	the	the	DET
fnp-6387	229	24	lumen	luman	NOUN
fnp-6387	229	25	center	center	NOUN
fnp-6387	229	26	and	and	CCONJ
fnp-6387	229	27	to	to	PART
fnp-6387	229	28	traverse	traverse	VERB
fnp-6387	229	29	across	across	ADP
fnp-6387	229	30	it	it	PRON
fnp-6387	229	31	(	(	PUNCT
fnp-6387	229	32	figure	figure	NOUN
fnp-6387	229	33	 	 	SPACE
fnp-6387	229	34	13	13	NUM
fnp-6387	229	35	)	)	PUNCT
fnp-6387	229	36	.	.	PUNCT
fnp-6387	230	1	the	the	DET
fnp-6387	230	2	simplest	simple	ADJ
fnp-6387	230	3	solution	solution	NOUN
fnp-6387	230	4	for	for	ADP
fnp-6387	230	5	future	future	ADJ
fnp-6387	230	6	implementations	implementation	NOUN
fnp-6387	230	7	of	of	ADP
fnp-6387	230	8	vasmorph	vasmorph	NOUN
fnp-6387	230	9	would	would	AUX
fnp-6387	230	10	be	be	AUX
fnp-6387	230	11	to	to	PART
fnp-6387	230	12	exclude	exclude	VERB
fnp-6387	230	13	any	any	DET
fnp-6387	230	14	thickness	thickness	NOUN
fnp-6387	230	15	measurement	measurement	NOUN
fnp-6387	230	16	line	line	NOUN
fnp-6387	230	17	that	that	PRON
fnp-6387	230	18	points	point	VERB
fnp-6387	230	19	towards	towards	ADP
fnp-6387	230	20	the	the	DET
fnp-6387	230	21	center	center	NOUN
fnp-6387	230	22	of	of	ADP
fnp-6387	230	23	the	the	DET
fnp-6387	230	24	lumen	luman	NOUN
fnp-6387	230	25	.	.	PUNCT
fnp-6387	231	1	figure	figure	NOUN
fnp-6387	231	2	 	 	SPACE
fnp-6387	231	3	13	13	NUM
fnp-6387	231	4	:	:	PUNCT
fnp-6387	231	5	involutions	involution	NOUN
fnp-6387	231	6	in	in	ADP
fnp-6387	231	7	the	the	DET
fnp-6387	231	8	lumen	luman	NOUN
fnp-6387	231	9	contour	contour	NOUN
fnp-6387	231	10	produce	produce	VERB
fnp-6387	231	11	inaccurate	inaccurate	ADJ
fnp-6387	231	12	thickness	thickness	NOUN
fnp-6387	231	13	measurement	measurement	NOUN
fnp-6387	231	14	lines	line	NOUN
fnp-6387	231	15	when	when	SCONJ
fnp-6387	231	16	using	use	VERB
fnp-6387	231	17	the	the	DET
fnp-6387	231	18	tangent	tangent	ADJ
fnp-6387	231	19	line	line	NOUN
fnp-6387	231	20	-	-	PUNCT
fnp-6387	231	21	based	base	VERB
fnp-6387	231	22	method	method	NOUN
fnp-6387	231	23	.	.	PUNCT
fnp-6387	232	1	because	because	SCONJ
fnp-6387	232	2	the	the	DET
fnp-6387	232	3	thickness	thickness	NOUN
fnp-6387	232	4	measurement	measurement	NOUN
fnp-6387	232	5	line	line	NOUN
fnp-6387	232	6	is	be	AUX
fnp-6387	232	7	extrapolated	extrapolate	VERB
fnp-6387	232	8	from	from	ADP
fnp-6387	232	9	the	the	DET
fnp-6387	232	10	lumen	luman	NOUN
fnp-6387	232	11	contour	contour	NOUN
fnp-6387	232	12	,	,	PUNCT
fnp-6387	232	13	these	these	DET
fnp-6387	232	14	involutions	involution	NOUN
fnp-6387	232	15	cause	cause	VERB
fnp-6387	232	16	the	the	DET
fnp-6387	232	17	thickness	thickness	NOUN
fnp-6387	232	18	measurement	measurement	NOUN
fnp-6387	232	19	line	line	NOUN
fnp-6387	232	20	to	to	PART
fnp-6387	232	21	point	point	VERB
fnp-6387	232	22	towards	towards	ADP
fnp-6387	232	23	the	the	DET
fnp-6387	232	24	lumen	luman	NOUN
fnp-6387	232	25	center	center	NOUN
fnp-6387	232	26	and	and	CCONJ
fnp-6387	232	27	to	to	PART
fnp-6387	232	28	traverse	traverse	VERB
fnp-6387	232	29	across	across	ADP
fnp-6387	232	30	it	it	PRON
fnp-6387	232	31	.	.	PUNCT
fnp-6387	233	1	vasmorph	vasmorph	PROPN
fnp-6387	233	2	can	can	AUX
fnp-6387	233	3	not	not	PART
fnp-6387	233	4	process	process	VERB
fnp-6387	233	5	multi	multi	ADJ
fnp-6387	233	6	-	-	ADJ
fnp-6387	233	7	vessel	vessel	ADJ
fnp-6387	233	8	images	image	NOUN
fnp-6387	233	9	because	because	SCONJ
fnp-6387	233	10	the	the	DET
fnp-6387	233	11	segmentation	segmentation	NOUN
fnp-6387	233	12	output	output	NOUN
fnp-6387	233	13	of	of	ADP
fnp-6387	233	14	artseg	artseg	PROPN
fnp-6387	233	15	does	do	AUX
fnp-6387	233	16	not	not	PART
fnp-6387	233	17	currently	currently	ADV
fnp-6387	233	18	distinguish	distinguish	VERB
fnp-6387	233	19	between	between	ADP
fnp-6387	233	20	two	two	NUM
fnp-6387	233	21	blood	blood	NOUN
fnp-6387	233	22	vessels	vessel	NOUN
fnp-6387	233	23	with	with	ADP
fnp-6387	233	24	contiguous	contiguous	ADJ
fnp-6387	233	25	vessel	vessel	NOUN
fnp-6387	233	26	walls	wall	NOUN
fnp-6387	233	27	(	(	PUNCT
fnp-6387	233	28	figure	figure	NOUN
fnp-6387	233	29	 	 	SPACE
fnp-6387	233	30	14	14	NUM
fnp-6387	233	31	)	)	PUNCT
fnp-6387	233	32	.	.	PUNCT
fnp-6387	234	1	artseg	artseg	PROPN
fnp-6387	234	2	is	be	AUX
fnp-6387	234	3	unable	unable	ADJ
fnp-6387	234	4	to	to	PART
fnp-6387	234	5	discern	discern	VERB
fnp-6387	234	6	the	the	DET
fnp-6387	234	7	border	border	NOUN
fnp-6387	234	8	between	between	ADP
fnp-6387	234	9	the	the	DET
fnp-6387	234	10	two	two	NUM
fnp-6387	234	11	blood	blood	NOUN
fnp-6387	234	12	vessels	vessel	NOUN
fnp-6387	234	13	.	.	PUNCT
fnp-6387	235	1	the	the	DET
fnp-6387	235	2	sclerotic	sclerotic	ADJ
fnp-6387	235	3	index	index	NOUN
fnp-6387	235	4	calculation	calculation	NOUN
fnp-6387	235	5	depends	depend	VERB
fnp-6387	235	6	upon	upon	SCONJ
fnp-6387	235	7	having	have	VERB
fnp-6387	235	8	the	the	DET
fnp-6387	235	9	complete	complete	ADJ
fnp-6387	235	10	circumference	circumference	NOUN
fnp-6387	235	11	of	of	ADP
fnp-6387	235	12	the	the	DET
fnp-6387	235	13	blood	blood	NOUN
fnp-6387	235	14	vessel	vessel	NOUN
fnp-6387	235	15	's	's	PART
fnp-6387	235	16	external	external	ADJ
fnp-6387	235	17	contour	contour	NOUN
fnp-6387	235	18	to	to	PART
fnp-6387	235	19	serve	serve	VERB
fnp-6387	235	20	as	as	ADP
fnp-6387	235	21	an	an	DET
fnp-6387	235	22	outer	outer	NOUN
fnp-6387	235	23	bound	bind	VERB
fnp-6387	235	24	for	for	ADP
fnp-6387	235	25	the	the	DET
fnp-6387	235	26	external	external	ADJ
fnp-6387	235	27	diameter	diameter	NOUN
fnp-6387	235	28	.	.	PUNCT
fnp-6387	236	1	similarly	similarly	ADV
fnp-6387	236	2	,	,	PUNCT
fnp-6387	236	3	both	both	DET
fnp-6387	236	4	methods	method	NOUN
fnp-6387	236	5	for	for	ADP
fnp-6387	236	6	calculating	calculate	VERB
fnp-6387	236	7	vessel	vessel	NOUN
fnp-6387	236	8	wall	wall	PROPN
fnp-6387	236	9	thickness	thickness	PROPN
fnp-6387	236	10	also	also	ADV
fnp-6387	236	11	require	require	VERB
fnp-6387	236	12	the	the	DET
fnp-6387	236	13	complete	complete	ADJ
fnp-6387	236	14	circumference	circumference	NOUN
fnp-6387	236	15	of	of	ADP
fnp-6387	236	16	the	the	DET
fnp-6387	236	17	blood	blood	NOUN
fnp-6387	236	18	vessel	vessel	NOUN
fnp-6387	236	19	external	external	ADJ
fnp-6387	236	20	contour	contour	NOUN
fnp-6387	236	21	to	to	PART
fnp-6387	236	22	serve	serve	VERB
fnp-6387	236	23	as	as	ADP
fnp-6387	236	24	the	the	DET
fnp-6387	236	25	outer	outer	NOUN
fnp-6387	236	26	bound	bind	VERB
fnp-6387	236	27	for	for	ADP
fnp-6387	236	28	the	the	DET
fnp-6387	236	29	external	external	ADJ
fnp-6387	236	30	radius	radius	NOUN
fnp-6387	236	31	(	(	PUNCT
fnp-6387	236	32	radii	radii	NOUN
fnp-6387	236	33	-	-	PUNCT
fnp-6387	236	34	based	base	VERB
fnp-6387	236	35	method	method	NOUN
fnp-6387	236	36	)	)	PUNCT
fnp-6387	236	37	and	and	CCONJ
fnp-6387	236	38	the	the	DET
fnp-6387	236	39	thickness	thickness	NOUN
fnp-6387	236	40	measurement	measurement	NOUN
fnp-6387	236	41	line	line	NOUN
fnp-6387	236	42	(	(	PUNCT
fnp-6387	236	43	tangent	tangent	VERB
fnp-6387	236	44	line	line	NOUN
fnp-6387	236	45	-	-	PUNCT
fnp-6387	236	46	based	base	VERB
fnp-6387	236	47	method	method	NOUN
fnp-6387	236	48	)	)	PUNCT
fnp-6387	236	49	.	.	PUNCT
fnp-6387	237	1	several	several	ADJ
fnp-6387	237	2	solutions	solution	NOUN
fnp-6387	237	3	are	be	AUX
fnp-6387	237	4	possible	possible	ADJ
fnp-6387	237	5	:	:	PUNCT
fnp-6387	237	6	(	(	PUNCT
fnp-6387	237	7	1	1	X
fnp-6387	237	8	)	)	PUNCT
fnp-6387	237	9	teach	teach	VERB
fnp-6387	237	10	artseg	artseg	NOUN
fnp-6387	237	11	to	to	PART
fnp-6387	237	12	differentiate	differentiate	VERB
fnp-6387	237	13	between	between	ADP
fnp-6387	237	14	two	two	NUM
fnp-6387	237	15	vessels	vessel	NOUN
fnp-6387	237	16	with	with	ADP
fnp-6387	237	17	contiguous	contiguous	ADJ
fnp-6387	237	18	vessel	vessel	NOUN
fnp-6387	237	19	walls	wall	NOUN
fnp-6387	237	20	by	by	ADP
fnp-6387	237	21	labeling	label	VERB
fnp-6387	237	22	each	each	DET
fnp-6387	237	23	vessel	vessel	NOUN
fnp-6387	237	24	as	as	ADP
fnp-6387	237	25	a	a	DET
fnp-6387	237	26	separate	separate	ADJ
fnp-6387	237	27	object	object	NOUN
fnp-6387	237	28	,	,	PUNCT
fnp-6387	237	29	or	or	CCONJ
fnp-6387	237	30	(	(	PUNCT
fnp-6387	237	31	2	2	X
fnp-6387	237	32	)	)	PUNCT
fnp-6387	237	33	exclude	exclude	VERB
fnp-6387	237	34	measurements	measurement	NOUN
fnp-6387	237	35	that	that	PRON
fnp-6387	237	36	require	require	VERB
fnp-6387	237	37	external	external	ADJ
fnp-6387	237	38	contour	contour	NOUN
fnp-6387	237	39	at	at	ADP
fnp-6387	237	40	the	the	DET
fnp-6387	237	41	region	region	NOUN
fnp-6387	237	42	of	of	ADP
fnp-6387	237	43	vessel	vessel	NOUN
fnp-6387	237	44	wall	wall	PROPN
fnp-6387	237	45	contiguity	contiguity	PROPN
fnp-6387	237	46	.	.	PUNCT
fnp-6387	237	47	figure	figure	NOUN
fnp-6387	237	48	 	 	SPACE
fnp-6387	237	49	14	14	NUM
fnp-6387	237	50	:	:	PUNCT
fnp-6387	237	51	images	image	NOUN
fnp-6387	237	52	with	with	ADP
fnp-6387	237	53	multiple	multiple	ADJ
fnp-6387	237	54	contiguous	contiguous	ADJ
fnp-6387	237	55	vessels	vessel	NOUN
fnp-6387	237	56	pose	pose	VERB
fnp-6387	237	57	a	a	DET
fnp-6387	237	58	particular	particular	ADJ
fnp-6387	237	59	challenge	challenge	NOUN
fnp-6387	237	60	to	to	ADP
fnp-6387	237	61	the	the	DET
fnp-6387	237	62	current	current	ADJ
fnp-6387	237	63	version	version	NOUN
fnp-6387	237	64	of	of	ADP
fnp-6387	237	65	vasmorph	vasmorph	PROPN
fnp-6387	237	66	.	.	PUNCT
fnp-6387	238	1	artseg	artseg	PROPN
fnp-6387	238	2	is	be	AUX
fnp-6387	238	3	unable	unable	ADJ
fnp-6387	238	4	to	to	PART
fnp-6387	238	5	discern	discern	VERB
fnp-6387	238	6	the	the	DET
fnp-6387	238	7	border	border	NOUN
fnp-6387	238	8	between	between	ADP
fnp-6387	238	9	the	the	DET
fnp-6387	238	10	two	two	NUM
fnp-6387	238	11	blood	blood	NOUN
fnp-6387	238	12	vessels	vessel	NOUN
fnp-6387	238	13	.	.	PUNCT
fnp-6387	239	1	the	the	DET
fnp-6387	239	2	sclerotic	sclerotic	ADJ
fnp-6387	239	3	index	index	NOUN
fnp-6387	239	4	calculation	calculation	NOUN
fnp-6387	239	5	depends	depend	VERB
fnp-6387	239	6	upon	upon	SCONJ
fnp-6387	239	7	having	have	VERB
fnp-6387	239	8	the	the	DET
fnp-6387	239	9	complete	complete	ADJ
fnp-6387	239	10	circumference	circumference	NOUN
fnp-6387	239	11	of	of	ADP
fnp-6387	239	12	the	the	DET
fnp-6387	239	13	blood	blood	NOUN
fnp-6387	239	14	vessel	vessel	NOUN
fnp-6387	239	15	's	's	PART
fnp-6387	239	16	external	external	ADJ
fnp-6387	239	17	contour	contour	NOUN
fnp-6387	239	18	to	to	PART
fnp-6387	239	19	serve	serve	VERB
fnp-6387	239	20	as	as	ADP
fnp-6387	239	21	an	an	DET
fnp-6387	239	22	outer	outer	NOUN
fnp-6387	239	23	bound	bind	VERB
fnp-6387	239	24	for	for	ADP
fnp-6387	239	25	the	the	DET
fnp-6387	239	26	external	external	ADJ
fnp-6387	239	27	diameter	diameter	NOUN
fnp-6387	239	28	.	.	PUNCT
fnp-6387	240	1	vasmorph	vasmorph	PROPN
fnp-6387	240	2	may	may	AUX
fnp-6387	240	3	be	be	AUX
fnp-6387	240	4	improved	improve	VERB
fnp-6387	240	5	by	by	ADP
fnp-6387	240	6	adding	add	VERB
fnp-6387	240	7	a	a	DET
fnp-6387	240	8	correction	correction	NOUN
fnp-6387	240	9	for	for	ADP
fnp-6387	240	10	eccentric	eccentric	ADJ
fnp-6387	240	11	sectioning	sectioning	NOUN
fnp-6387	240	12	of	of	ADP
fnp-6387	240	13	blood	blood	NOUN
fnp-6387	240	14	vessels	vessel	NOUN
fnp-6387	240	15	.	.	PUNCT
fnp-6387	241	1	a	a	DET
fnp-6387	241	2	section	section	NOUN
fnp-6387	241	3	through	through	ADP
fnp-6387	241	4	a	a	DET
fnp-6387	241	5	cylindrical	cylindrical	ADJ
fnp-6387	241	6	vessel	vessel	NOUN
fnp-6387	241	7	at	at	ADP
fnp-6387	241	8	angle	angle	NOUN
fnp-6387	241	9	θ	θ	PROPN
fnp-6387	241	10	will	will	AUX
fnp-6387	241	11	result	result	VERB
fnp-6387	241	12	in	in	ADP
fnp-6387	241	13	an	an	DET
fnp-6387	241	14	ellipsis	ellipsis	NOUN
fnp-6387	241	15	with	with	ADP
fnp-6387	241	16	a	a	DET
fnp-6387	241	17	short	short	ADJ
fnp-6387	241	18	(	(	PUNCT
fnp-6387	241	19	ds	ds	ADJ
fnp-6387	241	20	)	)	PUNCT
fnp-6387	241	21	and	and	CCONJ
fnp-6387	241	22	long	long	ADV
fnp-6387	241	23	(	(	PUNCT
fnp-6387	241	24	dl	dl	NOUN
fnp-6387	241	25	)	)	PUNCT
fnp-6387	241	26	diameter	diameter	NOUN
fnp-6387	241	27	.	.	PUNCT
fnp-6387	242	1	the	the	DET
fnp-6387	242	2	ratio	ratio	NOUN
fnp-6387	242	3	of	of	ADP
fnp-6387	242	4	ds	ds	NOUN
fnp-6387	242	5	and	and	CCONJ
fnp-6387	242	6	dl	dl	PROPN
fnp-6387	242	7	equals	equal	VERB
fnp-6387	242	8	the	the	DET
fnp-6387	242	9	cosine	cosine	NOUN
fnp-6387	242	10	of	of	ADP
fnp-6387	242	11	θ	θ	PROPN
fnp-6387	242	12	,	,	PUNCT
fnp-6387	242	13	which	which	PRON
fnp-6387	242	14	can	can	AUX
fnp-6387	242	15	be	be	AUX
fnp-6387	242	16	used	use	VERB
fnp-6387	242	17	as	as	ADP
fnp-6387	242	18	a	a	DET
fnp-6387	242	19	correction	correction	NOUN
fnp-6387	242	20	factor	factor	NOUN
fnp-6387	242	21	.	.	PUNCT
fnp-6387	243	1	the	the	DET
fnp-6387	243	2	current	current	ADJ
fnp-6387	243	3	version	version	NOUN
fnp-6387	243	4	of	of	ADP
fnp-6387	243	5	vasmorph	vasmorph	ADV
fnp-6387	243	6	presented	present	VERB
fnp-6387	243	7	in	in	ADP
fnp-6387	243	8	this	this	DET
fnp-6387	243	9	paper	paper	NOUN
fnp-6387	243	10	has	have	VERB
fnp-6387	243	11	yet	yet	ADV
fnp-6387	243	12	to	to	PART
fnp-6387	243	13	implement	implement	VERB
fnp-6387	243	14	this	this	DET
fnp-6387	243	15	type	type	NOUN
fnp-6387	243	16	of	of	ADP
fnp-6387	243	17	correction	correction	NOUN
fnp-6387	243	18	.	.	PUNCT
fnp-6387	244	1	to	to	ADP
fnp-6387	244	2	the	the	DET
fnp-6387	244	3	best	good	ADJ
fnp-6387	244	4	of	of	ADP
fnp-6387	244	5	our	our	PRON
fnp-6387	244	6	knowledge	knowledge	NOUN
fnp-6387	244	7	,	,	PUNCT
fnp-6387	244	8	artseg	artseg	PROPN
fnp-6387	244	9	is	be	AUX
fnp-6387	244	10	the	the	DET
fnp-6387	244	11	first	first	ADJ
fnp-6387	244	12	open	open	ADJ
fnp-6387	244	13	-	-	PUNCT
fnp-6387	244	14	source	source	NOUN
fnp-6387	244	15	ml	ml	NOUN
fnp-6387	244	16	-	-	PUNCT
fnp-6387	244	17	based	base	VERB
fnp-6387	244	18	pipeline	pipeline	NOUN
fnp-6387	244	19	for	for	ADP
fnp-6387	244	20	the	the	DET
fnp-6387	244	21	classification	classification	NOUN
fnp-6387	244	22	of	of	ADP
fnp-6387	244	23	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	244	24	in	in	ADP
fnp-6387	244	25	blood	blood	NOUN
fnp-6387	244	26	vessels	vessel	NOUN
fnp-6387	244	27	and	and	CCONJ
fnp-6387	244	28	the	the	DET
fnp-6387	244	29	segmentation	segmentation	NOUN
fnp-6387	244	30	of	of	ADP
fnp-6387	244	31	arteriolosclerotic	arteriolosclerotic	ADJ
fnp-6387	244	32	blood	blood	NOUN
fnp-6387	244	33	vessel	vessel	NOUN
fnp-6387	244	34	walls	wall	NOUN
fnp-6387	244	35	and	and	CCONJ
fnp-6387	244	36	lumens	lumen	NOUN
fnp-6387	244	37	in	in	ADP
fnp-6387	244	38	wsis	wsis	NOUN
fnp-6387	244	39	of	of	ADP
fnp-6387	244	40	the	the	DET
fnp-6387	244	41	brain	brain	NOUN
fnp-6387	244	42	.	.	PUNCT
fnp-6387	245	1	orca	orca	PROPN
fnp-6387	245	2	is	be	AUX
fnp-6387	245	3	the	the	DET
fnp-6387	245	4	first	first	ADJ
fnp-6387	245	5	ml	ml	NOUN
fnp-6387	245	6	-	-	PUNCT
fnp-6387	245	7	based	base	VERB
fnp-6387	245	8	algorithm	algorithm	NOUN
fnp-6387	245	9	capable	capable	ADJ
fnp-6387	245	10	of	of	ADP
fnp-6387	245	11	generating	generate	VERB
fnp-6387	245	12	image	image	NOUN
fnp-6387	245	13	patches	patch	NOUN
fnp-6387	245	14	centered	center	VERB
fnp-6387	245	15	on	on	ADP
fnp-6387	245	16	objects	object	NOUN
fnp-6387	245	17	of	of	ADP
fnp-6387	245	18	interest	interest	NOUN
fnp-6387	245	19	in	in	ADP
fnp-6387	245	20	human	human	ADJ
fnp-6387	245	21	post	post	ADJ
fnp-6387	245	22	-	-	ADJ
fnp-6387	245	23	mortem	mortem	ADJ
fnp-6387	245	24	brain	brain	NOUN
fnp-6387	245	25	tissue	tissue	NOUN
fnp-6387	245	26	.	.	PUNCT
fnp-6387	246	1	and	and	CCONJ
fnp-6387	246	2	vasmorph	vasmorph	ADV
fnp-6387	246	3	is	be	AUX
fnp-6387	246	4	the	the	DET
fnp-6387	246	5	first	first	ADJ
fnp-6387	246	6	algorithm	algorithm	NOUN
fnp-6387	246	7	for	for	ADP
fnp-6387	246	8	automated	automate	VERB
fnp-6387	246	9	calculation	calculation	NOUN
fnp-6387	246	10	of	of	ADP
fnp-6387	246	11	sclerotic	sclerotic	ADJ
fnp-6387	246	12	index	index	NOUN
fnp-6387	246	13	,	,	PUNCT
fnp-6387	246	14	vessel	vessel	NOUN
fnp-6387	246	15	wall	wall	NOUN
fnp-6387	246	16	thickness	thickness	PROPN
fnp-6387	246	17	,	,	PUNCT
fnp-6387	246	18	and	and	CCONJ
fnp-6387	246	19	vessel	vessel	NOUN
fnp-6387	246	20	wall	wall	NOUN
fnp-6387	246	21	to	to	ADP
fnp-6387	246	22	lumen	luman	NOUN
fnp-6387	246	23	area	area	NOUN
fnp-6387	246	24	ratio	ratio	NOUN
fnp-6387	246	25	using	use	VERB
fnp-6387	246	26	blood	blood	NOUN
fnp-6387	246	27	vessel	vessel	NOUN
fnp-6387	246	28	segmentations	segmentation	NOUN
fnp-6387	246	29	.	.	PUNCT
fnp-6387	247	1	all	all	DET
fnp-6387	247	2	three	three	NUM
fnp-6387	247	3	frameworks	framework	NOUN
fnp-6387	247	4	represent	represent	VERB
fnp-6387	247	5	scalable	scalable	ADJ
fnp-6387	247	6	prototype	prototype	NOUN
fnp-6387	247	7	methodologies	methodology	NOUN
fnp-6387	247	8	to	to	PART
fnp-6387	247	9	achieve	achieve	VERB
fnp-6387	247	10	their	their	PRON
fnp-6387	247	11	respective	respective	ADJ
fnp-6387	247	12	goals	goal	NOUN
fnp-6387	247	13	and	and	CCONJ
fnp-6387	247	14	serve	serve	VERB
fnp-6387	247	15	as	as	ADP
fnp-6387	247	16	blueprints	blueprint	NOUN
fnp-6387	247	17	for	for	ADP
fnp-6387	247	18	further	further	ADJ
fnp-6387	247	19	refinement	refinement	NOUN
fnp-6387	247	20	and	and	CCONJ
fnp-6387	247	21	improvement	improvement	NOUN
fnp-6387	247	22	.	.	PUNCT
fnp-6387	248	1	notably	notably	ADV
fnp-6387	248	2	,	,	PUNCT
fnp-6387	248	3	artseg	artseg	PROPN
fnp-6387	248	4	is	be	AUX
fnp-6387	248	5	model	model	ADJ
fnp-6387	248	6	-	-	ADJ
fnp-6387	248	7	agnostic	agnostic	ADJ
fnp-6387	248	8	,	,	PUNCT
fnp-6387	248	9	meaning	mean	VERB
fnp-6387	248	10	ml	ml	NOUN
fnp-6387	248	11	models	model	NOUN
fnp-6387	248	12	contained	contain	VERB
fnp-6387	248	13	within	within	ADP
fnp-6387	248	14	the	the	DET
fnp-6387	248	15	algorithm	algorithm	NOUN
fnp-6387	248	16	may	may	AUX
fnp-6387	248	17	be	be	AUX
fnp-6387	248	18	replaced	replace	VERB
fnp-6387	248	19	and	and	CCONJ
fnp-6387	248	20	updated	update	VERB
fnp-6387	248	21	as	as	SCONJ
fnp-6387	248	22	novel	novel	ADJ
fnp-6387	248	23	state	state	NOUN
fnp-6387	248	24	-	-	PUNCT
fnp-6387	248	25	of	of	ADP
fnp-6387	248	26	-	-	PUNCT
fnp-6387	248	27	the	the	DET
fnp-6387	248	28	-	-	PUNCT
fnp-6387	248	29	art	art	NOUN
fnp-6387	248	30	architectures	architecture	NOUN
fnp-6387	248	31	are	be	AUX
fnp-6387	248	32	discovered	discover	VERB
fnp-6387	248	33	.	.	PUNCT
fnp-6387	249	1	several	several	ADJ
fnp-6387	249	2	caveats	caveat	NOUN
fnp-6387	249	3	merit	merit	NOUN
fnp-6387	249	4	mention	mention	NOUN
fnp-6387	249	5	.	.	PUNCT
fnp-6387	250	1	first	first	ADV
fnp-6387	250	2	is	be	AUX
fnp-6387	250	3	the	the	DET
fnp-6387	250	4	small	small	ADJ
fnp-6387	250	5	sample	sample	NOUN
fnp-6387	250	6	size	size	NOUN
fnp-6387	250	7	of	of	ADP
fnp-6387	250	8	only	only	ADV
fnp-6387	250	9	13	13	NUM
fnp-6387	250	10	participants	participant	NOUN
fnp-6387	250	11	included	include	VERB
fnp-6387	250	12	in	in	ADP
fnp-6387	250	13	this	this	DET
fnp-6387	250	14	proof	proof	NOUN
fnp-6387	250	15	-	-	PUNCT
fnp-6387	250	16	of	of	ADP
fnp-6387	250	17	-	-	PUNCT
fnp-6387	250	18	concept	concept	NOUN
fnp-6387	250	19	study	study	NOUN
fnp-6387	250	20	.	.	PUNCT
fnp-6387	251	1	blood	blood	NOUN
fnp-6387	251	2	vessel	vessel	NOUN
fnp-6387	251	3	morphology	morphology	NOUN
fnp-6387	251	4	may	may	AUX
fnp-6387	251	5	vary	vary	VERB
fnp-6387	251	6	from	from	ADP
fnp-6387	251	7	individual	individual	ADJ
fnp-6387	251	8	to	to	ADP
fnp-6387	251	9	individual	individual	NOUN
fnp-6387	251	10	,	,	PUNCT
fnp-6387	251	11	and	and	CCONJ
fnp-6387	251	12	scaling	scale	VERB
fnp-6387	251	13	up	up	ADP
fnp-6387	251	14	artseg	artseg	NOUN
fnp-6387	251	15	will	will	AUX
fnp-6387	251	16	likely	likely	ADV
fnp-6387	251	17	require	require	VERB
fnp-6387	251	18	further	further	ADJ
fnp-6387	251	19	training	training	NOUN
fnp-6387	251	20	with	with	ADP
fnp-6387	251	21	wsis	wsis	NOUN
fnp-6387	251	22	from	from	ADP
fnp-6387	251	23	hundreds	hundred	NOUN
fnp-6387	251	24	to	to	PART
fnp-6387	251	25	thousands	thousand	NOUN
fnp-6387	251	26	of	of	ADP
fnp-6387	251	27	disparate	disparate	ADJ
fnp-6387	251	28	participants	participant	NOUN
fnp-6387	251	29	.	.	PUNCT
fnp-6387	252	1	although	although	SCONJ
fnp-6387	252	2	small	small	ADJ
fnp-6387	252	3	,	,	PUNCT
fnp-6387	252	4	the	the	DET
fnp-6387	252	5	external	external	ADJ
fnp-6387	252	6	validation	validation	NOUN
fnp-6387	252	7	cohort	cohort	NOUN
fnp-6387	252	8	offers	offer	VERB
fnp-6387	252	9	preliminary	preliminary	ADJ
fnp-6387	252	10	support	support	NOUN
fnp-6387	252	11	for	for	ADP
fnp-6387	252	12	the	the	DET
fnp-6387	252	13	algorithm	algorithm	NOUN
fnp-6387	252	14	’s	’s	PART
fnp-6387	252	15	performance	performance	NOUN
fnp-6387	252	16	.	.	PUNCT
fnp-6387	253	1	these	these	DET
fnp-6387	253	2	promising	promising	ADJ
fnp-6387	253	3	pilot	pilot	NOUN
fnp-6387	253	4	results	result	NOUN
fnp-6387	253	5	warrant	warrant	VERB
fnp-6387	253	6	further	further	ADJ
fnp-6387	253	7	validation	validation	NOUN
fnp-6387	253	8	with	with	ADP
fnp-6387	253	9	larger	large	ADJ
fnp-6387	253	10	cohorts	cohort	NOUN
fnp-6387	253	11	and	and	CCONJ
fnp-6387	253	12	additional	additional	ADJ
fnp-6387	253	13	wsis	wsis	NOUN
fnp-6387	253	14	.	.	PUNCT
fnp-6387	254	1	we	we	PRON
fnp-6387	254	2	do	do	AUX
fnp-6387	254	3	want	want	VERB
fnp-6387	254	4	to	to	PART
fnp-6387	254	5	acknowledge	acknowledge	VERB
fnp-6387	254	6	obtaining	obtain	VERB
fnp-6387	254	7	high	high	ADJ
fnp-6387	254	8	-	-	PUNCT
fnp-6387	254	9	quality	quality	NOUN
fnp-6387	254	10	annotated	annotate	VERB
fnp-6387	254	11	datasets	dataset	NOUN
fnp-6387	254	12	is	be	AUX
fnp-6387	254	13	labor	labor	NOUN
fnp-6387	254	14	-	-	PUNCT
fnp-6387	254	15	intensive	intensive	ADJ
fnp-6387	254	16	and	and	CCONJ
fnp-6387	254	17	time	time	NOUN
fnp-6387	254	18	-	-	PUNCT
fnp-6387	254	19	consuming	consume	VERB
fnp-6387	254	20	.	.	PUNCT
fnp-6387	255	1	second	second	ADJ
fnp-6387	255	2	,	,	PUNCT
fnp-6387	255	3	only	only	ADV
fnp-6387	255	4	three	three	NUM
fnp-6387	255	5	brain	brain	NOUN
fnp-6387	255	6	banks	bank	NOUN
fnp-6387	255	7	(	(	PUNCT
fnp-6387	255	8	uc	uc	PROPN
fnp-6387	255	9	davis	davis	PROPN
fnp-6387	255	10	,	,	PUNCT
fnp-6387	255	11	uci	uci	PROPN
fnp-6387	255	12	,	,	PUNCT
fnp-6387	255	13	and	and	CCONJ
fnp-6387	255	14	ucla	ucla	NOUN
fnp-6387	255	15	)	)	PUNCT
fnp-6387	255	16	within	within	ADP
fnp-6387	255	17	california	california	PROPN
fnp-6387	255	18	were	be	AUX
fnp-6387	255	19	involved	involve	VERB
fnp-6387	255	20	in	in	ADP
fnp-6387	255	21	this	this	DET
fnp-6387	255	22	study	study	NOUN
fnp-6387	255	23	,	,	PUNCT
fnp-6387	255	24	which	which	PRON
fnp-6387	255	25	may	may	AUX
fnp-6387	255	26	not	not	PART
fnp-6387	255	27	represent	represent	VERB
fnp-6387	255	28	the	the	DET
fnp-6387	255	29	diversity	diversity	NOUN
fnp-6387	255	30	of	of	ADP
fnp-6387	255	31	cerebrovascular	cerebrovascular	ADJ
fnp-6387	255	32	pathology	pathology	NOUN
fnp-6387	255	33	,	,	PUNCT
fnp-6387	255	34	staining	stain	VERB
fnp-6387	255	35	methods	method	NOUN
fnp-6387	255	36	,	,	PUNCT
fnp-6387	255	37	and	and	CCONJ
fnp-6387	255	38	slide	slide	NOUN
fnp-6387	255	39	digitization	digitization	NOUN
fnp-6387	255	40	protocols	protocol	NOUN
fnp-6387	255	41	seen	see	VERB
fnp-6387	255	42	in	in	ADP
fnp-6387	255	43	brain	brain	NOUN
fnp-6387	255	44	banks	bank	NOUN
fnp-6387	255	45	across	across	ADP
fnp-6387	255	46	the	the	DET
fnp-6387	255	47	united	united	PROPN
fnp-6387	255	48	states	states	PROPN
fnp-6387	255	49	.	.	PUNCT
fnp-6387	256	1	more	more	ADV
fnp-6387	256	2	diverse	diverse	ADJ
fnp-6387	256	3	datasets	dataset	NOUN
fnp-6387	256	4	spanning	span	VERB
fnp-6387	256	5	multiple	multiple	ADJ
fnp-6387	256	6	institutions	institution	NOUN
fnp-6387	256	7	will	will	AUX
fnp-6387	256	8	provide	provide	VERB
fnp-6387	256	9	a	a	DET
fnp-6387	256	10	more	more	ADV
fnp-6387	256	11	robust	robust	ADJ
fnp-6387	256	12	and	and	CCONJ
fnp-6387	256	13	generalizable	generalizable	ADJ
fnp-6387	256	14	ml	ml	NOUN
fnp-6387	256	15	-	-	PUNCT
fnp-6387	256	16	based	base	VERB
fnp-6387	256	17	algorithm	algorithm	NOUN
fnp-6387	256	18	.	.	PUNCT
fnp-6387	257	1	third	third	ADJ
fnp-6387	257	2	,	,	PUNCT
fnp-6387	257	3	all	all	DET
fnp-6387	257	4	wsis	wsis	NOUN
fnp-6387	257	5	were	be	AUX
fnp-6387	257	6	derived	derive	VERB
fnp-6387	257	7	from	from	ADP
fnp-6387	257	8	only	only	ADV
fnp-6387	257	9	two	two	NUM
fnp-6387	257	10	brain	brain	NOUN
fnp-6387	257	11	regions	region	NOUN
fnp-6387	257	12	,	,	PUNCT
fnp-6387	257	13	the	the	DET
fnp-6387	257	14	frontal	frontal	ADJ
fnp-6387	257	15	lobe	lobe	VERB
fnp-6387	257	16	or	or	CCONJ
fnp-6387	257	17	the	the	DET
fnp-6387	257	18	occipital	occipital	NOUN
fnp-6387	257	19	lobe	lobe	NOUN
fnp-6387	257	20	.	.	PUNCT
fnp-6387	258	1	we	we	PRON
fnp-6387	258	2	only	only	ADV
fnp-6387	258	3	examined	examine	VERB
fnp-6387	258	4	blood	blood	NOUN
fnp-6387	258	5	vessels	vessel	NOUN
fnp-6387	258	6	within	within	ADP
fnp-6387	258	7	the	the	DET
fnp-6387	258	8	white	white	ADJ
fnp-6387	258	9	matter	matter	NOUN
fnp-6387	258	10	.	.	PUNCT
fnp-6387	259	1	a	a	DET
fnp-6387	259	2	broader	broad	ADJ
fnp-6387	259	3	sampling	sampling	NOUN
fnp-6387	259	4	of	of	ADP
fnp-6387	259	5	brain	brain	NOUN
fnp-6387	259	6	regions	region	NOUN
fnp-6387	259	7	will	will	AUX
fnp-6387	259	8	provide	provide	VERB
fnp-6387	259	9	more	more	ADJ
fnp-6387	259	10	representative	representative	ADJ
fnp-6387	259	11	datasets	dataset	NOUN
fnp-6387	259	12	spanning	span	VERB
fnp-6387	259	13	the	the	DET
fnp-6387	259	14	entire	entire	ADJ
fnp-6387	259	15	brain	brain	NOUN
fnp-6387	259	16	.	.	PUNCT
fnp-6387	260	1	fourth	fourth	ADJ
fnp-6387	260	2	,	,	PUNCT
fnp-6387	260	3	only	only	ADV
fnp-6387	260	4	2	2	NUM
fnp-6387	260	5	of	of	ADP
fnp-6387	260	6	the	the	DET
fnp-6387	260	7	13	13	NUM
fnp-6387	260	8	participants	participant	NOUN
fnp-6387	260	9	in	in	ADP
fnp-6387	260	10	our	our	PRON
fnp-6387	260	11	cohort	cohort	NOUN
fnp-6387	260	12	lacked	lack	VERB
fnp-6387	260	13	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	260	14	.	.	PUNCT
fnp-6387	261	1	the	the	DET
fnp-6387	261	2	addition	addition	NOUN
fnp-6387	261	3	of	of	ADP
fnp-6387	261	4	more	more	ADV
fnp-6387	261	5	normal	normal	ADJ
fnp-6387	261	6	controls	control	NOUN
fnp-6387	261	7	would	would	AUX
fnp-6387	261	8	strengthen	strengthen	VERB
fnp-6387	261	9	the	the	DET
fnp-6387	261	10	evaluation	evaluation	NOUN
fnp-6387	261	11	of	of	ADP
fnp-6387	261	12	the	the	DET
fnp-6387	261	13	specificity	specificity	NOUN
fnp-6387	261	14	and	and	CCONJ
fnp-6387	261	15	negative	negative	ADJ
fnp-6387	261	16	predictive	predictive	ADJ
fnp-6387	261	17	value	value	NOUN
fnp-6387	261	18	of	of	ADP
fnp-6387	261	19	the	the	DET
fnp-6387	261	20	algorithm	algorithm	NOUN
fnp-6387	261	21	.	.	PUNCT
fnp-6387	262	1	fifth	fifth	ADJ
fnp-6387	262	2	,	,	PUNCT
fnp-6387	262	3	our	our	PRON
fnp-6387	262	4	preliminary	preliminary	ADJ
fnp-6387	262	5	testing	testing	NOUN
fnp-6387	262	6	of	of	ADP
fnp-6387	262	7	the	the	DET
fnp-6387	262	8	two	two	NUM
fnp-6387	262	9	methods	method	NOUN
fnp-6387	262	10	for	for	ADP
fnp-6387	262	11	vessel	vessel	NOUN
fnp-6387	262	12	wall	wall	PROPN
fnp-6387	262	13	thickness	thickness	PROPN
fnp-6387	262	14	calculation	calculation	NOUN
fnp-6387	262	15	includes	include	VERB
fnp-6387	262	16	measurements	measurement	NOUN
fnp-6387	262	17	made	make	VERB
fnp-6387	262	18	by	by	ADP
fnp-6387	262	19	a	a	DET
fnp-6387	262	20	single	single	ADJ
fnp-6387	262	21	neuropathologist	neuropathologist	NOUN
fnp-6387	262	22	;	;	PUNCT
fnp-6387	262	23	a	a	DET
fnp-6387	262	24	robust	robust	ADJ
fnp-6387	262	25	test	test	NOUN
fnp-6387	262	26	set	set	NOUN
fnp-6387	262	27	would	would	AUX
fnp-6387	262	28	include	include	VERB
fnp-6387	262	29	multiple	multiple	ADJ
fnp-6387	262	30	experts	expert	NOUN
fnp-6387	262	31	.	.	PUNCT
fnp-6387	263	1	sixth	sixth	ADJ
fnp-6387	263	2	,	,	PUNCT
fnp-6387	263	3	the	the	DET
fnp-6387	263	4	current	current	ADJ
fnp-6387	263	5	version	version	NOUN
fnp-6387	263	6	of	of	ADP
fnp-6387	263	7	artseg	artseg	PROPN
fnp-6387	263	8	does	do	AUX
fnp-6387	263	9	not	not	PART
fnp-6387	263	10	differentiate	differentiate	VERB
fnp-6387	263	11	and	and	CCONJ
fnp-6387	263	12	is	be	AUX
fnp-6387	263	13	unable	unable	ADJ
fnp-6387	263	14	to	to	PART
fnp-6387	263	15	discern	discern	VERB
fnp-6387	263	16	the	the	DET
fnp-6387	263	17	border	border	NOUN
fnp-6387	263	18	between	between	ADP
fnp-6387	263	19	multiple	multiple	ADJ
fnp-6387	263	20	contiguous	contiguous	ADJ
fnp-6387	263	21	blood	blood	NOUN
fnp-6387	263	22	vessels	vessel	NOUN
fnp-6387	263	23	within	within	ADP
fnp-6387	263	24	the	the	DET
fnp-6387	263	25	same	same	ADJ
fnp-6387	263	26	image	image	NOUN
fnp-6387	263	27	tile	tile	NOUN
fnp-6387	263	28	.	.	PUNCT
fnp-6387	264	1	this	this	PRON
fnp-6387	264	2	presents	present	VERB
fnp-6387	264	3	a	a	DET
fnp-6387	264	4	significant	significant	ADJ
fnp-6387	264	5	limitation	limitation	NOUN
fnp-6387	264	6	when	when	SCONJ
fnp-6387	264	7	calculating	calculate	VERB
fnp-6387	264	8	the	the	DET
fnp-6387	264	9	sclerotic	sclerotic	ADJ
fnp-6387	264	10	index	index	NOUN
fnp-6387	264	11	,	,	PUNCT
fnp-6387	264	12	vessel	vessel	NOUN
fnp-6387	264	13	wall	wall	NOUN
fnp-6387	264	14	thickness	thickness	PROPN
fnp-6387	264	15	,	,	PUNCT
fnp-6387	264	16	and	and	CCONJ
fnp-6387	264	17	vessel	vessel	NOUN
fnp-6387	264	18	wall	wall	NOUN
fnp-6387	264	19	to	to	ADP
fnp-6387	264	20	lumen	luman	NOUN
fnp-6387	264	21	area	area	NOUN
fnp-6387	264	22	ratio	ratio	NOUN
fnp-6387	264	23	,	,	PUNCT
fnp-6387	264	24	which	which	PRON
fnp-6387	264	25	require	require	VERB
fnp-6387	264	26	accurate	accurate	ADJ
fnp-6387	264	27	contours	contours	NOUN
fnp-6387	264	28	of	of	ADP
fnp-6387	264	29	each	each	DET
fnp-6387	264	30	blood	blood	NOUN
fnp-6387	264	31	vessel	vessel	NOUN
fnp-6387	264	32	wall	wall	NOUN
fnp-6387	264	33	and	and	CCONJ
fnp-6387	264	34	lumen	luman	NOUN
fnp-6387	264	35	within	within	ADP
fnp-6387	264	36	the	the	DET
fnp-6387	264	37	analyzed	analyze	VERB
fnp-6387	264	38	image	image	NOUN
fnp-6387	264	39	tile	tile	NOUN
fnp-6387	264	40	.	.	PUNCT
fnp-6387	265	1	seventh	seventh	ADJ
fnp-6387	265	2	,	,	PUNCT
fnp-6387	265	3	we	we	PRON
fnp-6387	265	4	were	be	AUX
fnp-6387	265	5	only	only	ADV
fnp-6387	265	6	able	able	ADJ
fnp-6387	265	7	to	to	PART
fnp-6387	265	8	annotate	annotate	VERB
fnp-6387	265	9	each	each	DET
fnp-6387	265	10	image	image	NOUN
fnp-6387	265	11	tile	tile	VERB
fnp-6387	265	12	once	once	ADV
fnp-6387	265	13	,	,	PUNCT
fnp-6387	265	14	and	and	CCONJ
fnp-6387	265	15	so	so	ADV
fnp-6387	265	16	we	we	PRON
fnp-6387	265	17	were	be	AUX
fnp-6387	265	18	unable	unable	ADJ
fnp-6387	265	19	to	to	PART
fnp-6387	265	20	conduct	conduct	VERB
fnp-6387	265	21	a	a	DET
fnp-6387	265	22	study	study	NOUN
fnp-6387	265	23	on	on	ADP
fnp-6387	265	24	the	the	DET
fnp-6387	265	25	inter	inter	ADJ
fnp-6387	265	26	-	-	ADJ
fnp-6387	265	27	rater	rater	ADJ
fnp-6387	265	28	reliability	reliability	NOUN
fnp-6387	265	29	of	of	ADP
fnp-6387	265	30	our	our	PRON
fnp-6387	265	31	annotations	annotation	NOUN
fnp-6387	265	32	.	.	PUNCT
fnp-6387	266	1	eighth	eighth	ADJ
fnp-6387	266	2	,	,	PUNCT
fnp-6387	266	3	we	we	PRON
fnp-6387	266	4	did	do	AUX
fnp-6387	266	5	not	not	PART
fnp-6387	266	6	explicitly	explicitly	ADV
fnp-6387	266	7	examine	examine	VERB
fnp-6387	266	8	the	the	DET
fnp-6387	266	9	internal	internal	ADJ
fnp-6387	266	10	elastic	elastic	ADJ
fnp-6387	266	11	lamina	lamina	NOUN
fnp-6387	266	12	to	to	PART
fnp-6387	266	13	differentiate	differentiate	VERB
fnp-6387	266	14	arterioles	arteriole	NOUN
fnp-6387	266	15	from	from	ADP
fnp-6387	266	16	venules	venule	NOUN
fnp-6387	266	17	,	,	PUNCT
fnp-6387	266	18	although	although	SCONJ
fnp-6387	266	19	we	we	PRON
fnp-6387	266	20	applied	apply	VERB
fnp-6387	266	21	criteria	criterion	NOUN
fnp-6387	266	22	from	from	ADP
fnp-6387	266	23	skrobot	skrobot	PROPN
fnp-6387	266	24	et	et	NOUN
fnp-6387	266	25	al.8,10	al.8,10	NOUN
fnp-6387	266	26	to	to	PART
fnp-6387	266	27	define	define	VERB
fnp-6387	266	28	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	266	29	and	and	CCONJ
fnp-6387	266	30	referenced	referenced	ADJ
fnp-6387	266	31	figure	figure	NOUN
fnp-6387	266	32	 	 	SPACE
fnp-6387	266	33	3	3	NUM
fnp-6387	266	34	in	in	ADP
fnp-6387	266	35	their	their	PRON
fnp-6387	266	36	paper	paper	NOUN
fnp-6387	266	37	as	as	ADP
fnp-6387	266	38	a	a	DET
fnp-6387	266	39	guide	guide	NOUN
fnp-6387	266	40	for	for	ADP
fnp-6387	266	41	categorizing	categorize	VERB
fnp-6387	266	42	no	no	DET
fnp-6387	266	43	,	,	PUNCT
fnp-6387	266	44	mild	mild	ADJ
fnp-6387	266	45	,	,	PUNCT
fnp-6387	266	46	moderate	moderate	ADJ
fnp-6387	266	47	,	,	PUNCT
fnp-6387	266	48	and	and	CCONJ
fnp-6387	266	49	severe	severe	ADJ
fnp-6387	266	50	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	266	51	.	.	PUNCT
fnp-6387	267	1	our	our	PRON
fnp-6387	267	2	prototype	prototype	NOUN
fnp-6387	267	3	algorithm	algorithm	NOUN
fnp-6387	267	4	analyzes	analyze	VERB
fnp-6387	267	5	only	only	ADV
fnp-6387	267	6	h&e	h&e	PROPN
fnp-6387	267	7	-	-	PUNCT
fnp-6387	267	8	stained	stain	VERB
fnp-6387	267	9	sections	section	NOUN
fnp-6387	267	10	;	;	PUNCT
fnp-6387	267	11	the	the	DET
fnp-6387	267	12	addition	addition	NOUN
fnp-6387	267	13	of	of	ADP
fnp-6387	267	14	protein	protein	NOUN
fnp-6387	267	15	-	-	PUNCT
fnp-6387	267	16	specific	specific	ADJ
fnp-6387	267	17	stains	stain	NOUN
fnp-6387	267	18	such	such	ADJ
fnp-6387	267	19	as	as	ADP
fnp-6387	267	20	cd31	cd31	PROPN
fnp-6387	267	21	immunohistochemistry	immunohistochemistry	NOUN
fnp-6387	267	22	or	or	CCONJ
fnp-6387	267	23	verhoeff	verhoeff	PROPN
fnp-6387	267	24	–	–	PUNCT
fnp-6387	267	25	van	van	PROPN
fnp-6387	267	26	gieson	gieson	PROPN
fnp-6387	267	27	histochemistry	histochemistry	NOUN
fnp-6387	267	28	may	may	AUX
fnp-6387	267	29	enhance	enhance	VERB
fnp-6387	267	30	visualization	visualization	NOUN
fnp-6387	267	31	of	of	ADP
fnp-6387	267	32	specific	specific	ADJ
fnp-6387	267	33	vascular	vascular	ADJ
fnp-6387	267	34	structures	structure	NOUN
fnp-6387	267	35	,	,	PUNCT
fnp-6387	267	36	including	include	VERB
fnp-6387	267	37	endothelial	endothelial	ADJ
fnp-6387	267	38	cells	cell	NOUN
fnp-6387	267	39	and	and	CCONJ
fnp-6387	267	40	the	the	DET
fnp-6387	267	41	internal	internal	ADJ
fnp-6387	267	42	elastic	elastic	ADJ
fnp-6387	267	43	lamina	lamina	NOUN
fnp-6387	267	44	.	.	PUNCT
fnp-6387	268	1	and	and	CCONJ
fnp-6387	268	2	lastly	lastly	ADV
fnp-6387	268	3	,	,	PUNCT
fnp-6387	268	4	the	the	DET
fnp-6387	268	5	ml	ml	NOUN
fnp-6387	268	6	models	model	NOUN
fnp-6387	268	7	contained	contain	VERB
fnp-6387	268	8	within	within	ADP
fnp-6387	268	9	the	the	DET
fnp-6387	268	10	current	current	ADJ
fnp-6387	268	11	version	version	NOUN
fnp-6387	268	12	of	of	ADP
fnp-6387	268	13	artseg	artseg	PROPN
fnp-6387	268	14	have	have	AUX
fnp-6387	268	15	not	not	PART
fnp-6387	268	16	had	have	VERB
fnp-6387	268	17	hyperparameters	hyperparameter	NOUN
fnp-6387	268	18	exhaustively	exhaustively	ADV
fnp-6387	268	19	optimized	optimize	VERB
fnp-6387	268	20	for	for	ADP
fnp-6387	268	21	peak	peak	NOUN
fnp-6387	268	22	performance	performance	NOUN
fnp-6387	268	23	.	.	PUNCT
fnp-6387	269	1	the	the	DET
fnp-6387	269	2	prototype	prototype	NOUN
fnp-6387	269	3	artseg	artseg	NOUN
fnp-6387	269	4	published	publish	VERB
fnp-6387	269	5	here	here	ADV
fnp-6387	269	6	serves	serve	VERB
fnp-6387	269	7	as	as	ADP
fnp-6387	269	8	a	a	DET
fnp-6387	269	9	proof	proof	NOUN
fnp-6387	269	10	of	of	ADP
fnp-6387	269	11	concept	concept	NOUN
fnp-6387	269	12	to	to	PART
fnp-6387	269	13	demonstrate	demonstrate	VERB
fnp-6387	269	14	the	the	DET
fnp-6387	269	15	promising	promising	ADJ
fnp-6387	269	16	potential	potential	NOUN
fnp-6387	269	17	of	of	ADP
fnp-6387	269	18	our	our	PRON
fnp-6387	269	19	method	method	NOUN
fnp-6387	269	20	,	,	PUNCT
fnp-6387	269	21	which	which	PRON
fnp-6387	269	22	provides	provide	VERB
fnp-6387	269	23	a	a	DET
fnp-6387	269	24	scalable	scalable	ADJ
fnp-6387	269	25	blueprint	blueprint	NOUN
fnp-6387	269	26	for	for	ADP
fnp-6387	269	27	further	further	ADJ
fnp-6387	269	28	refinement	refinement	NOUN
fnp-6387	269	29	.	.	PUNCT
fnp-6387	270	1	furthermore	furthermore	ADV
fnp-6387	270	2	,	,	PUNCT
fnp-6387	270	3	the	the	DET
fnp-6387	270	4	blood	blood	NOUN
fnp-6387	270	5	vessel	vessel	NOUN
fnp-6387	270	6	detection	detection	NOUN
fnp-6387	270	7	model	model	NOUN
fnp-6387	270	8	currently	currently	ADV
fnp-6387	270	9	uses	use	VERB
fnp-6387	270	10	an	an	DET
fnp-6387	270	11	efficientnetv2l	efficientnetv2l	ADV
fnp-6387	270	12	-	-	PUNCT
fnp-6387	270	13	based	base	VERB
fnp-6387	270	14	attention	attention	NOUN
fnp-6387	270	15	u	u	NOUN
fnp-6387	270	16	-	-	NOUN
fnp-6387	270	17	net	net	ADJ
fnp-6387	270	18	,	,	PUNCT
fnp-6387	270	19	which	which	PRON
fnp-6387	270	20	may	may	AUX
fnp-6387	270	21	be	be	AUX
fnp-6387	270	22	computationally	computationally	ADV
fnp-6387	270	23	expensive	expensive	ADJ
fnp-6387	270	24	in	in	ADP
fnp-6387	270	25	comparison	comparison	NOUN
fnp-6387	270	26	to	to	ADP
fnp-6387	270	27	yolov7,36	yolov7,36	PROPN
fnp-6387	270	28	one	one	NUM
fnp-6387	270	29	of	of	ADP
fnp-6387	270	30	the	the	DET
fnp-6387	270	31	most	most	ADV
fnp-6387	270	32	computationally	computationally	ADV
fnp-6387	270	33	efficient	efficient	ADJ
fnp-6387	270	34	and	and	CCONJ
fnp-6387	270	35	accurate	accurate	ADJ
fnp-6387	270	36	object	object	NOUN
fnp-6387	270	37	detection	detection	NOUN
fnp-6387	270	38	models	model	NOUN
fnp-6387	270	39	for	for	ADP
fnp-6387	270	40	computer	computer	NOUN
fnp-6387	270	41	vision	vision	NOUN
fnp-6387	270	42	tasks	task	NOUN
fnp-6387	270	43	.	.	PUNCT
fnp-6387	271	1	we	we	PRON
fnp-6387	271	2	specifically	specifically	ADV
fnp-6387	271	3	designed	design	VERB
fnp-6387	271	4	our	our	PRON
fnp-6387	271	5	training	training	NOUN
fnp-6387	271	6	,	,	PUNCT
fnp-6387	271	7	internal	internal	ADJ
fnp-6387	271	8	hold	hold	NOUN
fnp-6387	271	9	-	-	PUNCT
fnp-6387	271	10	out	out	NOUN
fnp-6387	271	11	,	,	PUNCT
fnp-6387	271	12	and	and	CCONJ
fnp-6387	271	13	external	external	ADJ
fnp-6387	271	14	test	test	NOUN
fnp-6387	271	15	sets	set	NOUN
fnp-6387	271	16	to	to	PART
fnp-6387	271	17	model	model	VERB
fnp-6387	271	18	real	real	ADJ
fnp-6387	271	19	-	-	PUNCT
fnp-6387	271	20	world	world	NOUN
fnp-6387	271	21	situations	situation	NOUN
fnp-6387	271	22	where	where	SCONJ
fnp-6387	271	23	the	the	DET
fnp-6387	271	24	model	model	NOUN
fnp-6387	271	25	may	may	AUX
fnp-6387	271	26	be	be	AUX
fnp-6387	271	27	deployed	deploy	VERB
fnp-6387	271	28	at	at	ADP
fnp-6387	271	29	an	an	DET
fnp-6387	271	30	institution	institution	NOUN
fnp-6387	271	31	that	that	PRON
fnp-6387	271	32	did	do	AUX
fnp-6387	271	33	not	not	PART
fnp-6387	271	34	contribute	contribute	VERB
fnp-6387	271	35	to	to	ADP
fnp-6387	271	36	its	its	PRON
fnp-6387	271	37	training	training	NOUN
fnp-6387	271	38	dataset	dataset	NOUN
fnp-6387	271	39	and	and	CCONJ
fnp-6387	271	40	evaluated	evaluate	VERB
fnp-6387	271	41	by	by	ADP
fnp-6387	271	42	domain	domain	NOUN
fnp-6387	271	43	experts	expert	NOUN
fnp-6387	271	44	who	who	PRON
fnp-6387	271	45	did	do	AUX
fnp-6387	271	46	not	not	PART
fnp-6387	271	47	participate	participate	VERB
fnp-6387	271	48	in	in	ADP
fnp-6387	271	49	annotating	annotate	VERB
fnp-6387	271	50	the	the	DET
fnp-6387	271	51	training	training	NOUN
fnp-6387	271	52	dataset	dataset	NOUN
fnp-6387	271	53	.	.	PUNCT
fnp-6387	272	1	the	the	DET
fnp-6387	272	2	training	training	NOUN
fnp-6387	272	3	and	and	CCONJ
fnp-6387	272	4	internal	internal	ADJ
fnp-6387	272	5	hold	hold	VERB
fnp-6387	272	6	-	-	PUNCT
fnp-6387	272	7	out	out	ADP
fnp-6387	272	8	dataset	dataset	NOUN
fnp-6387	272	9	consisted	consist	VERB
fnp-6387	272	10	of	of	ADP
fnp-6387	272	11	wsis	wsis	NOUN
fnp-6387	272	12	from	from	ADP
fnp-6387	272	13	uci	uci	PROPN
fnp-6387	272	14	and	and	CCONJ
fnp-6387	272	15	ucd	ucd	PROPN
fnp-6387	272	16	labeled	label	VERB
fnp-6387	272	17	by	by	ADP
fnp-6387	272	18	annotators	annotator	NOUN
fnp-6387	272	19	jjl	jjl	PROPN
fnp-6387	272	20	,	,	PUNCT
fnp-6387	272	21	hpw	hpw	PROPN
fnp-6387	272	22	,	,	PUNCT
fnp-6387	272	23	kn	kn	PROPN
fnp-6387	272	24	,	,	PUNCT
fnp-6387	272	25	whereas	whereas	SCONJ
fnp-6387	272	26	the	the	DET
fnp-6387	272	27	external	external	ADJ
fnp-6387	272	28	test	test	NOUN
fnp-6387	272	29	set	set	NOUN
fnp-6387	272	30	consisted	consist	VERB
fnp-6387	272	31	of	of	ADP
fnp-6387	272	32	wsis	wsis	NOUN
fnp-6387	272	33	from	from	ADP
fnp-6387	272	34	ucla	ucla	NOUN
fnp-6387	272	35	annotated	annotate	VERB
fnp-6387	272	36	by	by	ADP
fnp-6387	272	37	attending	attend	VERB
fnp-6387	272	38	neuropathologist	neuropathologist	ADJ
fnp-6387	272	39	vp	vp	NOUN
fnp-6387	272	40	,	,	PUNCT
fnp-6387	272	41	who	who	PRON
fnp-6387	272	42	did	do	AUX
fnp-6387	272	43	not	not	PART
fnp-6387	272	44	see	see	VERB
fnp-6387	272	45	images	image	NOUN
fnp-6387	272	46	in	in	ADP
fnp-6387	272	47	the	the	DET
fnp-6387	272	48	training	training	NOUN
fnp-6387	272	49	dataset	dataset	NOUN
fnp-6387	272	50	.	.	PUNCT
fnp-6387	273	1	our	our	PRON
fnp-6387	273	2	study	study	NOUN
fnp-6387	273	3	demonstrates	demonstrate	VERB
fnp-6387	273	4	that	that	SCONJ
fnp-6387	273	5	artseg	artseg	PROPN
fnp-6387	273	6	performs	perform	VERB
fnp-6387	273	7	slightly	slightly	ADV
fnp-6387	273	8	worse	bad	ADJ
fnp-6387	273	9	when	when	SCONJ
fnp-6387	273	10	applied	apply	VERB
fnp-6387	273	11	to	to	ADP
fnp-6387	273	12	an	an	DET
fnp-6387	273	13	external	external	ADJ
fnp-6387	273	14	institution	institution	NOUN
fnp-6387	273	15	and	and	CCONJ
fnp-6387	273	16	evaluated	evaluate	VERB
fnp-6387	273	17	by	by	ADP
fnp-6387	273	18	an	an	DET
fnp-6387	273	19	external	external	ADJ
fnp-6387	273	20	domain	domain	NOUN
fnp-6387	273	21	expert	expert	NOUN
fnp-6387	273	22	,	,	PUNCT
fnp-6387	273	23	but	but	CCONJ
fnp-6387	273	24	overall	overall	ADV
fnp-6387	273	25	exhibits	exhibit	VERB
fnp-6387	273	26	considerable	considerable	ADJ
fnp-6387	273	27	resilience	resilience	NOUN
fnp-6387	273	28	to	to	ADP
fnp-6387	273	29	these	these	DET
fnp-6387	273	30	variables	variable	NOUN
fnp-6387	273	31	.	.	PUNCT
fnp-6387	274	1	in	in	ADP
fnp-6387	274	2	the	the	DET
fnp-6387	274	3	future	future	NOUN
fnp-6387	274	4	,	,	PUNCT
fnp-6387	274	5	we	we	PRON
fnp-6387	274	6	anticipate	anticipate	VERB
fnp-6387	274	7	collecting	collect	VERB
fnp-6387	274	8	datasets	dataset	NOUN
fnp-6387	274	9	from	from	ADP
fnp-6387	274	10	multiple	multiple	ADJ
fnp-6387	274	11	sources	source	NOUN
fnp-6387	274	12	annotated	annotate	VERB
fnp-6387	274	13	by	by	ADP
fnp-6387	274	14	multiple	multiple	ADJ
fnp-6387	274	15	brain	brain	NOUN
fnp-6387	274	16	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	274	17	experts	expert	NOUN
fnp-6387	274	18	to	to	PART
fnp-6387	274	19	build	build	VERB
fnp-6387	274	20	a	a	DET
fnp-6387	274	21	more	more	ADV
fnp-6387	274	22	robust	robust	ADJ
fnp-6387	274	23	and	and	CCONJ
fnp-6387	274	24	reliable	reliable	ADJ
fnp-6387	274	25	ml	ml	ADP
fnp-6387	274	26	pipeline	pipeline	NOUN
fnp-6387	274	27	.	.	PUNCT
fnp-6387	275	1	another	another	DET
fnp-6387	275	2	next	next	ADJ
fnp-6387	275	3	step	step	NOUN
fnp-6387	275	4	in	in	ADP
fnp-6387	275	5	algorithm	algorithm	NOUN
fnp-6387	275	6	validation	validation	NOUN
fnp-6387	275	7	would	would	AUX
fnp-6387	275	8	be	be	AUX
fnp-6387	275	9	to	to	PART
fnp-6387	275	10	examine	examine	VERB
fnp-6387	275	11	the	the	DET
fnp-6387	275	12	correlation	correlation	NOUN
fnp-6387	275	13	between	between	ADP
fnp-6387	275	14	the	the	DET
fnp-6387	275	15	algorithm	algorithm	NOUN
fnp-6387	275	16	-	-	PUNCT
fnp-6387	275	17	derived	derive	VERB
fnp-6387	275	18	sclerotic	sclerotic	ADJ
fnp-6387	275	19	index	index	NOUN
fnp-6387	275	20	and	and	CCONJ
fnp-6387	275	21	established	establish	VERB
fnp-6387	275	22	semi	semi	ADJ
fnp-6387	275	23	-	-	ADJ
fnp-6387	275	24	quantitative	quantitative	ADJ
fnp-6387	275	25	scales	scale	NOUN
fnp-6387	275	26	.	.	PUNCT
fnp-6387	276	1	learning	learn	VERB
fnp-6387	276	2	from	from	ADP
fnp-6387	276	3	our	our	PRON
fnp-6387	276	4	pilot	pilot	NOUN
fnp-6387	276	5	experience	experience	NOUN
fnp-6387	276	6	,	,	PUNCT
fnp-6387	276	7	we	we	PRON
fnp-6387	276	8	will	will	AUX
fnp-6387	276	9	ask	ask	VERB
fnp-6387	276	10	annotators	annotator	NOUN
fnp-6387	276	11	to	to	PART
fnp-6387	276	12	differentiate	differentiate	VERB
fnp-6387	276	13	between	between	ADP
fnp-6387	276	14	multiple	multiple	ADJ
fnp-6387	276	15	blood	blood	NOUN
fnp-6387	276	16	vessels	vessel	NOUN
fnp-6387	276	17	within	within	ADP
fnp-6387	276	18	an	an	DET
fnp-6387	276	19	image	image	NOUN
fnp-6387	276	20	tile	tile	NOUN
fnp-6387	276	21	,	,	PUNCT
fnp-6387	276	22	especially	especially	ADV
fnp-6387	276	23	contiguous	contiguous	ADJ
fnp-6387	276	24	vessels	vessel	NOUN
fnp-6387	276	25	.	.	PUNCT
fnp-6387	277	1	we	we	PRON
fnp-6387	277	2	may	may	AUX
fnp-6387	277	3	validate	validate	VERB
fnp-6387	277	4	our	our	PRON
fnp-6387	277	5	tangent	tangent	ADJ
fnp-6387	277	6	line	line	NOUN
fnp-6387	277	7	-	-	PUNCT
fnp-6387	277	8	based	base	VERB
fnp-6387	277	9	method	method	NOUN
fnp-6387	277	10	of	of	ADP
fnp-6387	277	11	calculating	calculate	VERB
fnp-6387	277	12	vessel	vessel	NOUN
fnp-6387	277	13	wall	wall	PROPN
fnp-6387	277	14	thickness	thickness	PROPN
fnp-6387	277	15	through	through	ADP
fnp-6387	277	16	a	a	DET
fnp-6387	277	17	more	more	ADV
fnp-6387	277	18	rigorous	rigorous	ADJ
fnp-6387	277	19	test	test	NOUN
fnp-6387	277	20	set	set	NOUN
fnp-6387	277	21	annotated	annotate	VERB
fnp-6387	277	22	by	by	ADP
fnp-6387	277	23	multiple	multiple	ADJ
fnp-6387	277	24	brain	brain	NOUN
fnp-6387	277	25	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	277	26	experts	expert	NOUN
fnp-6387	277	27	.	.	PUNCT
fnp-6387	278	1	artseg	artseg	PROPN
fnp-6387	278	2	may	may	AUX
fnp-6387	278	3	be	be	AUX
fnp-6387	278	4	further	far	ADV
fnp-6387	278	5	optimized	optimize	VERB
fnp-6387	278	6	by	by	ADP
fnp-6387	278	7	testing	test	VERB
fnp-6387	278	8	yolov7	yolov7	NOUN
fnp-6387	278	9	for	for	ADP
fnp-6387	278	10	blood	blood	NOUN
fnp-6387	278	11	vessel	vessel	NOUN
fnp-6387	278	12	detection	detection	NOUN
fnp-6387	278	13	as	as	ADV
fnp-6387	278	14	well	well	ADV
fnp-6387	278	15	as	as	ADP
fnp-6387	278	16	novel	novel	ADJ
fnp-6387	278	17	segmentation	segmentation	NOUN
fnp-6387	278	18	and	and	CCONJ
fnp-6387	278	19	classification	classification	NOUN
fnp-6387	278	20	architectures	architecture	NOUN
fnp-6387	278	21	such	such	ADJ
fnp-6387	278	22	as	as	ADP
fnp-6387	278	23	segment	segment	NOUN
fnp-6387	278	24	anything	anything	PRON
fnp-6387	278	25	model,37	model,37	NOUN
fnp-6387	278	26	segformer,38	segformer,38	VERB
fnp-6387	278	27	efficientvit,39	efficientvit,39	NOUN
fnp-6387	278	28	or	or	CCONJ
fnp-6387	278	29	coca.40	coca.40	PROPN
fnp-6387	278	30	another	another	DET
fnp-6387	278	31	consideration	consideration	NOUN
fnp-6387	278	32	is	be	AUX
fnp-6387	278	33	to	to	PART
fnp-6387	278	34	expand	expand	VERB
fnp-6387	278	35	artseg	artseg	NOUN
fnp-6387	278	36	to	to	PART
fnp-6387	278	37	distinguish	distinguish	VERB
fnp-6387	278	38	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	278	39	from	from	ADP
fnp-6387	278	40	cerebral	cerebral	ADJ
fnp-6387	278	41	amyloid	amyloid	NOUN
fnp-6387	278	42	angiopathy	angiopathy	NOUN
fnp-6387	278	43	on	on	ADP
fnp-6387	278	44	h&e	h&e	PROPN
fnp-6387	278	45	-	-	PUNCT
fnp-6387	278	46	stained	stain	VERB
fnp-6387	278	47	slides	slide	NOUN
fnp-6387	278	48	.	.	PUNCT
fnp-6387	279	1	to	to	PART
fnp-6387	279	2	improve	improve	VERB
fnp-6387	279	3	the	the	DET
fnp-6387	279	4	ml	ml	NOUN
fnp-6387	279	5	-	-	PUNCT
fnp-6387	279	6	based	base	VERB
fnp-6387	279	7	tool	tool	NOUN
fnp-6387	279	8	,	,	PUNCT
fnp-6387	279	9	we	we	PRON
fnp-6387	279	10	plan	plan	VERB
fnp-6387	279	11	to	to	PART
fnp-6387	279	12	incorporate	incorporate	VERB
fnp-6387	279	13	a	a	DET
fnp-6387	279	14	quality	quality	NOUN
fnp-6387	279	15	assurance	assurance	NOUN
fnp-6387	279	16	'	'	PUNCT
fnp-6387	279	17	human	human	NOUN
fnp-6387	279	18	-	-	PUNCT
fnp-6387	279	19	in	in	ADP
fnp-6387	279	20	-	-	PUNCT
fnp-6387	279	21	the	the	DET
fnp-6387	279	22	-	-	PUNCT
fnp-6387	279	23	loop	loop	NOUN
fnp-6387	279	24	'	'	PUNCT
fnp-6387	279	25	step	step	NOUN
fnp-6387	279	26	,	,	PUNCT
fnp-6387	279	27	allowing	allow	VERB
fnp-6387	279	28	users	user	NOUN
fnp-6387	279	29	to	to	PART
fnp-6387	279	30	correct	correct	VERB
fnp-6387	279	31	suboptimal	suboptimal	ADJ
fnp-6387	279	32	segmentation	segmentation	NOUN
fnp-6387	279	33	outputs	output	NOUN
fnp-6387	279	34	.	.	PUNCT
fnp-6387	280	1	we	we	PRON
fnp-6387	280	2	will	will	AUX
fnp-6387	280	3	assess	assess	VERB
fnp-6387	280	4	its	its	PRON
fnp-6387	280	5	impact	impact	NOUN
fnp-6387	280	6	by	by	ADP
fnp-6387	280	7	comparing	compare	VERB
fnp-6387	280	8	segmentation	segmentation	NOUN
fnp-6387	280	9	metrics	metric	NOUN
fnp-6387	280	10	before	before	ADP
fnp-6387	280	11	and	and	CCONJ
fnp-6387	280	12	after	after	ADP
fnp-6387	280	13	user	user	NOUN
fnp-6387	280	14	supervision	supervision	NOUN
fnp-6387	280	15	.	.	PUNCT
fnp-6387	281	1	during	during	ADP
fnp-6387	281	2	our	our	PRON
fnp-6387	281	3	labeling	labeling	NOUN
fnp-6387	281	4	process	process	NOUN
fnp-6387	281	5	,	,	PUNCT
fnp-6387	281	6	our	our	PRON
fnp-6387	281	7	annotators	annotator	NOUN
fnp-6387	281	8	anecdotally	anecdotally	ADV
fnp-6387	281	9	observed	observe	VERB
fnp-6387	281	10	subjectivity	subjectivity	NOUN
fnp-6387	281	11	when	when	SCONJ
fnp-6387	281	12	applying	apply	VERB
fnp-6387	281	13	the	the	DET
fnp-6387	281	14	skrobot	skrobot	NOUN
fnp-6387	281	15	 	 	SPACE
fnp-6387	281	16	et	et	NOUN
fnp-6387	281	17	 	 	SPACE
fnp-6387	281	18	al	al	PROPN
fnp-6387	281	19	.	.	PUNCT
fnp-6387	282	1	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	282	2	criteria	criterion	NOUN
fnp-6387	282	3	to	to	ADP
fnp-6387	282	4	vessels	vessel	NOUN
fnp-6387	282	5	with	with	ADP
fnp-6387	282	6	mild	mild	ADJ
fnp-6387	282	7	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	282	8	from	from	ADP
fnp-6387	282	9	those	those	PRON
fnp-6387	282	10	without	without	ADP
fnp-6387	282	11	,	,	PUNCT
fnp-6387	282	12	which	which	PRON
fnp-6387	282	13	warrants	warrant	VERB
fnp-6387	282	14	a	a	DET
fnp-6387	282	15	dedicated	dedicated	ADJ
fnp-6387	282	16	follow	follow	NOUN
fnp-6387	282	17	-	-	PUNCT
fnp-6387	282	18	up	up	ADP
fnp-6387	282	19	study	study	NOUN
fnp-6387	282	20	on	on	ADP
fnp-6387	282	21	the	the	DET
fnp-6387	282	22	interor	interor	NOUN
fnp-6387	282	23	intra	intra	ADJ
fnp-6387	282	24	-	-	ADJ
fnp-6387	282	25	rater	rater	ADJ
fnp-6387	282	26	variability	variability	NOUN
fnp-6387	282	27	of	of	ADP
fnp-6387	282	28	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	282	29	classification	classification	NOUN
fnp-6387	282	30	.	.	PUNCT
fnp-6387	283	1	future	future	ADJ
fnp-6387	283	2	versions	version	NOUN
fnp-6387	283	3	of	of	ADP
fnp-6387	283	4	artseg	artseg	NOUN
fnp-6387	283	5	and	and	CCONJ
fnp-6387	283	6	vasmorph	vasmorph	ADV
fnp-6387	283	7	may	may	AUX
fnp-6387	283	8	potentially	potentially	ADV
fnp-6387	283	9	mitigate	mitigate	VERB
fnp-6387	283	10	this	this	DET
fnp-6387	283	11	variability	variability	NOUN
fnp-6387	283	12	by	by	ADP
fnp-6387	283	13	introducing	introduce	VERB
fnp-6387	283	14	quantitative	quantitative	ADJ
fnp-6387	283	15	thresholds	threshold	NOUN
fnp-6387	283	16	–	–	PUNCT
fnp-6387	283	17	such	such	ADJ
fnp-6387	283	18	as	as	ADP
fnp-6387	283	19	sclerotic	sclerotic	ADJ
fnp-6387	283	20	index	index	NOUN
fnp-6387	283	21	,	,	PUNCT
fnp-6387	283	22	vessel	vessel	NOUN
fnp-6387	283	23	wall	wall	NOUN
fnp-6387	283	24	thickness	thickness	PROPN
fnp-6387	283	25	,	,	PUNCT
fnp-6387	283	26	and	and	CCONJ
fnp-6387	283	27	vessel	vessel	NOUN
fnp-6387	283	28	wall	wall	NOUN
fnp-6387	283	29	to	to	ADP
fnp-6387	283	30	lumen	luman	NOUN
fnp-6387	283	31	area	area	NOUN
fnp-6387	283	32	ratio	ratio	NOUN
fnp-6387	283	33	–	–	PUNCT
fnp-6387	283	34	to	to	PART
fnp-6387	283	35	define	define	VERB
fnp-6387	283	36	arteriolosclerosis	arteriolosclerosis	NOUN
fnp-6387	283	37	.	.	PUNCT
fnp-6387	284	1	finally	finally	ADV
fnp-6387	284	2	,	,	PUNCT
fnp-6387	284	3	we	we	PRON
fnp-6387	284	4	plan	plan	VERB
fnp-6387	284	5	to	to	PART
fnp-6387	284	6	combine	combine	VERB
fnp-6387	284	7	artseg	artseg	PROPN
fnp-6387	284	8	with	with	ADP
fnp-6387	284	9	another	another	DET
fnp-6387	284	10	ml	ml	NOUN
fnp-6387	284	11	pipeline	pipeline	NOUN
fnp-6387	284	12	that	that	PRON
fnp-6387	284	13	screens	screen	NOUN
fnp-6387	284	14	for	for	ADP
fnp-6387	284	15	microinfarcts41	microinfarcts41	NOUN
fnp-6387	284	16	to	to	PART
fnp-6387	284	17	create	create	VERB
fnp-6387	284	18	a	a	DET
fnp-6387	284	19	comprehensive	comprehensive	ADJ
fnp-6387	284	20	ml	ml	NOUN
fnp-6387	284	21	-	-	PUNCT
fnp-6387	284	22	based	base	VERB
fnp-6387	284	23	tool	tool	NOUN
fnp-6387	284	24	capable	capable	ADJ
fnp-6387	284	25	of	of	ADP
fnp-6387	284	26	analyzing	analyze	VERB
fnp-6387	284	27	the	the	DET
fnp-6387	284	28	relationship	relationship	NOUN
fnp-6387	284	29	between	between	ADP
fnp-6387	284	30	vascular	vascular	ADJ
fnp-6387	284	31	morphology	morphology	NOUN
fnp-6387	284	32	and	and	CCONJ
fnp-6387	284	33	microinfarcts	microinfarct	NOUN
fnp-6387	284	34	.	.	PUNCT
fnp-6387	285	1	conclusion	conclusion	NOUN
fnp-6387	285	2	taken	take	VERB
fnp-6387	285	3	together	together	ADV
fnp-6387	285	4	,	,	PUNCT
fnp-6387	285	5	the	the	DET
fnp-6387	285	6	present	present	ADJ
fnp-6387	285	7	study	study	NOUN
fnp-6387	285	8	demonstrates	demonstrate	VERB
fnp-6387	285	9	a	a	DET
fnp-6387	285	10	pilot	pilot	NOUN
fnp-6387	285	11	ml	ml	PART
fnp-6387	285	12	approach	approach	NOUN
fnp-6387	285	13	to	to	PART
fnp-6387	285	14	assist	assist	VERB
fnp-6387	285	15	persons	person	NOUN
fnp-6387	285	16	in	in	ADP
fnp-6387	285	17	the	the	DET
fnp-6387	285	18	morphometrical	morphometrical	ADJ
fnp-6387	285	19	analysis	analysis	NOUN
fnp-6387	285	20	of	of	ADP
fnp-6387	285	21	blood	blood	NOUN
fnp-6387	285	22	vessels	vessel	NOUN
fnp-6387	285	23	in	in	ADP
fnp-6387	285	24	histopathological	histopathological	ADJ
fnp-6387	285	25	images	image	NOUN
fnp-6387	285	26	.	.	PUNCT
fnp-6387	286	1	our	our	PRON
fnp-6387	286	2	ml	ml	PROPN
fnp-6387	286	3	pipeline	pipeline	NOUN
fnp-6387	286	4	showed	show	VERB
fnp-6387	286	5	promising	promising	ADJ
fnp-6387	286	6	capabilities	capability	NOUN
fnp-6387	286	7	for	for	ADP
fnp-6387	286	8	inference	inference	NOUN
fnp-6387	286	9	on	on	ADP
fnp-6387	286	10	unseen	unseen	ADJ
fnp-6387	286	11	wsis	wsis	NOUN
fnp-6387	286	12	from	from	ADP
fnp-6387	286	13	a	a	DET
fnp-6387	286	14	disparate	disparate	ADJ
fnp-6387	286	15	institution	institution	NOUN
fnp-6387	286	16	and	and	CCONJ
fnp-6387	286	17	annotator	annotator	NOUN
fnp-6387	286	18	,	,	PUNCT
fnp-6387	286	19	which	which	PRON
fnp-6387	286	20	would	would	AUX
fnp-6387	286	21	be	be	AUX
fnp-6387	286	22	encountered	encounter	VERB
fnp-6387	286	23	in	in	ADP
fnp-6387	286	24	real	real	ADJ
fnp-6387	286	25	-	-	PUNCT
fnp-6387	286	26	world	world	NOUN
fnp-6387	286	27	deployment	deployment	NOUN
fnp-6387	286	28	of	of	ADP
fnp-6387	286	29	such	such	DET
fnp-6387	286	30	a	a	DET
fnp-6387	286	31	tool	tool	NOUN
fnp-6387	286	32	.	.	PUNCT
fnp-6387	287	1	within	within	ADP
fnp-6387	287	2	our	our	PRON
fnp-6387	287	3	pipeline	pipeline	NOUN
fnp-6387	287	4	,	,	PUNCT
fnp-6387	287	5	we	we	PRON
fnp-6387	287	6	present	present	VERB
fnp-6387	287	7	a	a	DET
fnp-6387	287	8	generalizable	generalizable	ADJ
fnp-6387	287	9	novel	novel	ADJ
fnp-6387	287	10	algorithm	algorithm	NOUN
fnp-6387	287	11	capable	capable	ADJ
fnp-6387	287	12	of	of	ADP
fnp-6387	287	13	centering	center	VERB
fnp-6387	287	14	image	image	NOUN
fnp-6387	287	15	tiles	tile	NOUN
fnp-6387	287	16	onto	onto	ADP
fnp-6387	287	17	an	an	DET
fnp-6387	287	18	object	object	NOUN
fnp-6387	287	19	of	of	ADP
fnp-6387	287	20	interest	interest	NOUN
fnp-6387	287	21	.	.	PUNCT
fnp-6387	288	1	furthermore	furthermore	ADV
fnp-6387	288	2	,	,	PUNCT
fnp-6387	288	3	we	we	PRON
fnp-6387	288	4	propose	propose	VERB
fnp-6387	288	5	a	a	DET
fnp-6387	288	6	novel	novel	ADJ
fnp-6387	288	7	method	method	NOUN
fnp-6387	288	8	to	to	PART
fnp-6387	288	9	calculate	calculate	VERB
fnp-6387	288	10	vessel	vessel	NOUN
fnp-6387	288	11	wall	wall	PROPN
fnp-6387	288	12	thickness	thickness	PROPN
fnp-6387	288	13	and	and	CCONJ
fnp-6387	288	14	present	present	ADJ
fnp-6387	288	15	preliminary	preliminary	ADJ
fnp-6387	288	16	data	datum	NOUN
fnp-6387	288	17	showing	show	VERB
fnp-6387	288	18	this	this	DET
fnp-6387	288	19	method	method	NOUN
fnp-6387	288	20	agrees	agree	VERB
fnp-6387	288	21	with	with	ADP
fnp-6387	288	22	human	human	ADJ
fnp-6387	288	23	interpretations	interpretation	NOUN
fnp-6387	288	24	of	of	ADP
fnp-6387	288	25	vessel	vessel	NOUN
fnp-6387	288	26	wall	wall	PROPN
fnp-6387	288	27	thickness	thickness	PROPN
fnp-6387	288	28	.	.	PUNCT
fnp-6387	289	1	our	our	PRON
fnp-6387	289	2	pipeline	pipeline	NOUN
fnp-6387	289	3	is	be	AUX
fnp-6387	289	4	flexible	flexible	ADJ
fnp-6387	289	5	as	as	SCONJ
fnp-6387	289	6	the	the	DET
fnp-6387	289	7	ml	ml	PROPN
fnp-6387	289	8	models	model	NOUN
fnp-6387	289	9	contained	contain	VERB
fnp-6387	289	10	in	in	ADP
fnp-6387	289	11	the	the	DET
fnp-6387	289	12	pipeline	pipeline	NOUN
fnp-6387	289	13	can	can	AUX
fnp-6387	289	14	be	be	AUX
fnp-6387	289	15	updated	update	VERB
fnp-6387	289	16	as	as	ADP
fnp-6387	289	17	novel	novel	ADJ
fnp-6387	289	18	state	state	NOUN
fnp-6387	289	19	-	-	PUNCT
fnp-6387	289	20	of	of	ADP
fnp-6387	289	21	-	-	PUNCT
fnp-6387	289	22	the	the	DET
fnp-6387	289	23	-	-	PUNCT
fnp-6387	289	24	art	art	NOUN
fnp-6387	289	25	architectures	architecture	NOUN
fnp-6387	289	26	are	be	AUX
fnp-6387	289	27	discovered	discover	VERB
fnp-6387	289	28	by	by	ADP
fnp-6387	289	29	the	the	DET
fnp-6387	289	30	artificial	artificial	ADJ
fnp-6387	289	31	intelligence	intelligence	NOUN
fnp-6387	289	32	community	community	NOUN
fnp-6387	289	33	.	.	PUNCT
fnp-6387	290	1	furthermore	furthermore	ADV
fnp-6387	290	2	,	,	PUNCT
fnp-6387	290	3	our	our	PRON
fnp-6387	290	4	approach	approach	NOUN
fnp-6387	290	5	provides	provide	VERB
fnp-6387	290	6	preliminary	preliminary	ADJ
fnp-6387	290	7	evidence	evidence	NOUN
fnp-6387	290	8	that	that	SCONJ
fnp-6387	290	9	breaking	break	VERB
fnp-6387	290	10	a	a	DET
fnp-6387	290	11	complex	complex	ADJ
fnp-6387	290	12	task	task	NOUN
fnp-6387	290	13	into	into	ADP
fnp-6387	290	14	multiple	multiple	ADJ
fnp-6387	290	15	steps	step	NOUN
fnp-6387	290	16	,	,	PUNCT
fnp-6387	290	17	each	each	PRON
fnp-6387	290	18	addressed	address	VERB
fnp-6387	290	19	by	by	ADP
fnp-6387	290	20	a	a	DET
fnp-6387	290	21	separate	separate	ADJ
fnp-6387	290	22	machine	machine	NOUN
fnp-6387	290	23	learning	learning	NOUN
fnp-6387	290	24	model	model	NOUN
fnp-6387	290	25	,	,	PUNCT
fnp-6387	290	26	may	may	AUX
fnp-6387	290	27	be	be	AUX
fnp-6387	290	28	the	the	DET
fnp-6387	290	29	optimal	optimal	ADJ
fnp-6387	290	30	path	path	NOUN
fnp-6387	290	31	for	for	ADP
fnp-6387	290	32	the	the	DET
fnp-6387	290	33	segmentation	segmentation	NOUN
fnp-6387	290	34	of	of	ADP
fnp-6387	290	35	pathological	pathological	ADJ
fnp-6387	290	36	features	feature	NOUN
fnp-6387	290	37	of	of	ADP
fnp-6387	290	38	interest	interest	NOUN
fnp-6387	290	39	.	.	PUNCT
fnp-6387	291	1	we	we	PRON
fnp-6387	291	2	hope	hope	VERB
fnp-6387	291	3	this	this	DET
fnp-6387	291	4	proof	proof	NOUN
fnp-6387	291	5	of	of	ADP
fnp-6387	291	6	concept	concept	NOUN
fnp-6387	291	7	inspires	inspire	VERB
fnp-6387	291	8	further	further	ADJ
fnp-6387	291	9	work	work	NOUN
fnp-6387	291	10	in	in	ADP
fnp-6387	291	11	this	this	DET
fnp-6387	291	12	field	field	NOUN
fnp-6387	291	13	.	.	PUNCT
fnp-6387	292	1	we	we	PRON
fnp-6387	292	2	provide	provide	VERB
fnp-6387	292	3	the	the	DET
fnp-6387	292	4	code	code	NOUN
fnp-6387	292	5	and	and	CCONJ
fnp-6387	292	6	dataset	dataset	VERB
fnp-6387	292	7	for	for	SCONJ
fnp-6387	292	8	our	our	PRON
fnp-6387	292	9	pipeline	pipeline	NOUN
fnp-6387	292	10	openly	openly	ADV
fnp-6387	292	11	available	available	ADJ
fnp-6387	292	12	to	to	ADP
fnp-6387	292	13	the	the	DET
fnp-6387	292	14	community	community	NOUN
fnp-6387	292	15	(	(	PUNCT
fnp-6387	292	16	see	see	VERB
fnp-6387	292	17	data	data	NOUN
fnp-6387	292	18	availability	availability	NOUN
fnp-6387	292	19	and	and	CCONJ
fnp-6387	292	20	code	code	NOUN
fnp-6387	292	21	availability	availability	NOUN
fnp-6387	292	22	)	)	PUNCT
fnp-6387	292	23	.	.	PUNCT
fnp-6387	293	1	data	datum	NOUN
fnp-6387	293	2	availability	availability	NOUN
fnp-6387	293	3	all	all	DET
fnp-6387	293	4	available	available	ADJ
fnp-6387	293	5	data	datum	NOUN
fnp-6387	293	6	are	be	AUX
fnp-6387	293	7	located	locate	VERB
fnp-6387	293	8	in	in	ADP
fnp-6387	293	9	zenodo	zenodo	NOUN
fnp-6387	293	10	records	record	NOUN
fnp-6387	293	11	listed	list	VERB
fnp-6387	293	12	within	within	ADP
fnp-6387	293	13	the	the	DET
fnp-6387	293	14	github	github	PROPN
fnp-6387	293	15	repository	repository	NOUN
fnp-6387	293	16	(	(	PUNCT
fnp-6387	293	17	https://github.com/jerryjlou/artseg-vasmorph	https://github.com/jerryjlou/artseg-vasmorph	NOUN
fnp-6387	293	18	)	)	PUNCT
fnp-6387	293	19	.	.	PUNCT
fnp-6387	294	1	all	all	DET
fnp-6387	294	2	wsis	wsis	NOUN
fnp-6387	294	3	used	use	VERB
fnp-6387	294	4	in	in	ADP
fnp-6387	294	5	this	this	DET
fnp-6387	294	6	study	study	NOUN
fnp-6387	294	7	are	be	AUX
fnp-6387	294	8	available	available	ADJ
fnp-6387	294	9	in	in	ADP
fnp-6387	294	10	their	their	PRON
fnp-6387	294	11	raw	raw	ADJ
fnp-6387	294	12	,	,	PUNCT
fnp-6387	294	13	de	de	ADJ
fnp-6387	294	14	-	-	ADJ
fnp-6387	294	15	identified	identify	VERB
fnp-6387	294	16	form	form	NOUN
fnp-6387	294	17	.	.	PUNCT
fnp-6387	295	1	preprocessing	preprocessing	NOUN
fnp-6387	295	2	,	,	PUNCT
fnp-6387	295	3	training	training	NOUN
fnp-6387	295	4	,	,	PUNCT
fnp-6387	295	5	and	and	CCONJ
fnp-6387	295	6	evaluation	evaluation	NOUN
fnp-6387	295	7	can	can	AUX
fnp-6387	295	8	be	be	AUX
fnp-6387	295	9	carried	carry	VERB
fnp-6387	295	10	out	out	ADP
fnp-6387	295	11	using	use	VERB
fnp-6387	295	12	the	the	DET
fnp-6387	295	13	codes	code	NOUN
fnp-6387	295	14	listed	list	VERB
fnp-6387	295	15	in	in	ADP
fnp-6387	295	16	this	this	DET
fnp-6387	295	17	manuscript	manuscript	NOUN
fnp-6387	295	18	.	.	PUNCT
fnp-6387	296	1	code	code	NOUN
fnp-6387	296	2	availability	availability	NOUN
fnp-6387	296	3	all	all	DET
fnp-6387	296	4	code	code	NOUN
fnp-6387	296	5	for	for	ADP
fnp-6387	296	6	artseg	artseg	PROPN
fnp-6387	296	7	and	and	CCONJ
fnp-6387	296	8	vasmorph	vasmorph	ADV
fnp-6387	296	9	can	can	AUX
fnp-6387	296	10	be	be	AUX
fnp-6387	296	11	found	find	VERB
fnp-6387	296	12	in	in	ADP
fnp-6387	296	13	the	the	DET
fnp-6387	296	14	github	github	PROPN
fnp-6387	296	15	repository	repository	NOUN
fnp-6387	296	16	(	(	PUNCT
fnp-6387	296	17	https://github.com/jerryjlou/artseg-vasmorph	https://github.com/jerryjlou/artseg-vasmorph	PROPN
fnp-6387	296	18	)	)	PUNCT
fnp-6387	296	19	,	,	PUNCT
fnp-6387	296	20	which	which	PRON
fnp-6387	296	21	contains	contain	VERB
fnp-6387	296	22	the	the	DET
fnp-6387	296	23	full	full	ADJ
fnp-6387	296	24	end	end	NOUN
fnp-6387	296	25	-	-	PUNCT
fnp-6387	296	26	to	to	ADP
fnp-6387	296	27	-	-	PUNCT
fnp-6387	296	28	end	end	NOUN
fnp-6387	296	29	pipeline	pipeline	NOUN
fnp-6387	296	30	.	.	PUNCT
fnp-6387	297	1	no	no	DET
fnp-6387	297	2	outside	outside	ADJ
fnp-6387	297	3	code	code	NOUN
fnp-6387	297	4	is	be	AUX
fnp-6387	297	5	necessary	necessary	ADJ
fnp-6387	297	6	to	to	PART
fnp-6387	297	7	reproduce	reproduce	VERB
fnp-6387	297	8	the	the	DET
fnp-6387	297	9	study	study	NOUN
fnp-6387	297	10	results	result	NOUN
fnp-6387	297	11	.	.	PUNCT
fnp-6387	298	1	funding	funding	NOUN
fnp-6387	298	2	statement	statement	NOUN
fnp-6387	298	3	this	this	DET
fnp-6387	298	4	work	work	NOUN
fnp-6387	298	5	was	be	AUX
fnp-6387	298	6	supported	support	VERB
fnp-6387	298	7	in	in	ADP
fnp-6387	298	8	part	part	NOUN
fnp-6387	298	9	by	by	ADP
fnp-6387	298	10	national	national	ADJ
fnp-6387	298	11	institutes	institutes	PROPN
fnp-6387	298	12	of	of	ADP
fnp-6387	298	13	health	health	PROPN
fnp-6387	298	14	(	(	PUNCT
fnp-6387	298	15	nih	nih	PROPN
fnp-6387	298	16	)	)	PUNCT
fnp-6387	298	17	r01ag062517	r01ag062517	PROPN
fnp-6387	298	18	,	,	PUNCT
fnp-6387	298	19	u24ns133949	u24ns133949	NOUN
fnp-6387	298	20	,	,	PUNCT
fnp-6387	298	21	and	and	CCONJ
fnp-6387	298	22	p30ag072972	p30ag072972	PROPN
fnp-6387	298	23	as	as	ADV
fnp-6387	298	24	well	well	ADV
fnp-6387	298	25	as	as	ADP
fnp-6387	298	26	funding	funding	NOUN
fnp-6387	298	27	[	[	X
fnp-6387	298	28	2024	2024	NUM
fnp-6387	298	29	-	-	SYM
fnp-6387	298	30	351073	351073	NUM
fnp-6387	298	31	]	]	PUNCT
fnp-6387	298	32	from	from	ADP
fnp-6387	298	33	the	the	DET
fnp-6387	298	34	chan	chan	PROPN
fnp-6387	298	35	zuckerberg	zuckerberg	PROPN
fnp-6387	298	36	initiative	initiative	PROPN
fnp-6387	298	37	daf	daf	PROPN
fnp-6387	298	38	,	,	PUNCT
fnp-6387	298	39	an	an	DET
fnp-6387	298	40	advised	advise	VERB
fnp-6387	298	41	fund	fund	NOUN
fnp-6387	298	42	of	of	ADP
fnp-6387	298	43	the	the	DET
fnp-6387	298	44	silicon	silicon	PROPN
fnp-6387	298	45	valley	valley	PROPN
fnp-6387	298	46	community	community	PROPN
fnp-6387	298	47	foundation	foundation	PROPN
fnp-6387	298	48	and	and	CCONJ
fnp-6387	298	49	the	the	DET
fnp-6387	298	50	california	california	PROPN
fnp-6387	298	51	department	department	PROPN
fnp-6387	298	52	of	of	ADP
fnp-6387	298	53	public	public	PROPN
fnp-6387	298	54	health	health	PROPN
fnp-6387	298	55	alzheimer	alzheimer	PROPN
fnp-6387	298	56	’s	’s	PART
fnp-6387	298	57	disease	disease	NOUN
fnp-6387	298	58	program	program	NOUN
fnp-6387	298	59	(	(	PUNCT
fnp-6387	298	60	grant	grant	NOUN
fnp-6387	298	61	#	#	NOUN
fnp-6387	298	62	19	19	NUM
fnp-6387	298	63	-	-	NUM
fnp-6387	298	64	10611	10611	NUM
fnp-6387	298	65	)	)	PUNCT
fnp-6387	298	66	with	with	ADP
fnp-6387	298	67	partial	partial	ADJ
fnp-6387	298	68	funding	funding	NOUN
fnp-6387	298	69	from	from	ADP
fnp-6387	298	70	the	the	DET
fnp-6387	298	71	2019	2019	NUM
fnp-6387	298	72	california	california	PROPN
fnp-6387	298	73	budget	budget	PROPN
fnp-6387	298	74	act	act	PROPN
fnp-6387	298	75	.	.	PUNCT
fnp-6387	299	1	the	the	DET
fnp-6387	299	2	views	view	NOUN
fnp-6387	299	3	and	and	CCONJ
fnp-6387	299	4	opinions	opinion	NOUN
fnp-6387	299	5	expressed	express	VERB
fnp-6387	299	6	in	in	ADP
fnp-6387	299	7	this	this	DET
fnp-6387	299	8	manuscript	manuscript	NOUN
fnp-6387	299	9	are	be	AUX
fnp-6387	299	10	those	those	PRON
fnp-6387	299	11	of	of	ADP
fnp-6387	299	12	the	the	DET
fnp-6387	299	13	author	author	NOUN
fnp-6387	299	14	and	and	CCONJ
fnp-6387	299	15	do	do	AUX
fnp-6387	299	16	not	not	PART
fnp-6387	299	17	necessarily	necessarily	ADV
fnp-6387	299	18	reflect	reflect	VERB
fnp-6387	299	19	the	the	DET
fnp-6387	299	20	official	official	ADJ
fnp-6387	299	21	policy	policy	NOUN
fnp-6387	299	22	or	or	CCONJ
fnp-6387	299	23	position	position	NOUN
fnp-6387	299	24	of	of	ADP
fnp-6387	299	25	any	any	DET
fnp-6387	299	26	public	public	ADJ
fnp-6387	299	27	health	health	NOUN
fnp-6387	299	28	agency	agency	NOUN
fnp-6387	299	29	of	of	ADP
fnp-6387	299	30	california	california	PROPN
fnp-6387	299	31	or	or	CCONJ
fnp-6387	299	32	of	of	ADP
fnp-6387	299	33	the	the	DET
fnp-6387	299	34	united	united	PROPN
fnp-6387	299	35	states	states	PROPN
fnp-6387	299	36	government	government	NOUN
fnp-6387	299	37	.	.	PUNCT
fnp-6387	300	1	this	this	DET
fnp-6387	300	2	project	project	NOUN
fnp-6387	300	3	is	be	AUX
fnp-6387	300	4	made	make	VERB
fnp-6387	300	5	possible	possible	ADJ
fnp-6387	300	6	in	in	ADP
fnp-6387	300	7	part	part	NOUN
fnp-6387	300	8	by	by	ADP
fnp-6387	300	9	support	support	NOUN
fnp-6387	300	10	from	from	ADP
fnp-6387	300	11	the	the	DET
fnp-6387	300	12	mary	mary	PROPN
fnp-6387	300	13	s.	s.	PROPN
fnp-6387	300	14	easton	easton	PROPN
fnp-6387	300	15	center	center	PROPN
fnp-6387	300	16	for	for	ADP
fnp-6387	300	17	alzheimer	alzheimer	PROPN
fnp-6387	300	18	’s	’s	PART
fnp-6387	300	19	research	research	NOUN
fnp-6387	300	20	and	and	CCONJ
fnp-6387	300	21	care	care	VERB
fnp-6387	300	22	at	at	ADP
fnp-6387	300	23	ucla	ucla	NOUN
fnp-6387	300	24	.	.	PUNCT
fnp-6387	301	1	the	the	DET
fnp-6387	301	2	uci	uci	PROPN
fnp-6387	301	3	alzheimer	alzheimer	PROPN
fnp-6387	301	4	’s	’s	PART
fnp-6387	301	5	disease	disease	NOUN
fnp-6387	301	6	research	research	NOUN
fnp-6387	301	7	center	center	NOUN
fnp-6387	301	8	is	be	AUX
fnp-6387	301	9	supported	support	VERB
fnp-6387	301	10	by	by	ADP
fnp-6387	301	11	nih	nih	PROPN
fnp-6387	301	12	/	/	SYM
fnp-6387	301	13	national	national	PROPN
fnp-6387	301	14	institute	institute	NOUN
fnp-6387	301	15	on	on	ADP
fnp-6387	301	16	aging	age	VERB
fnp-6387	301	17	(	(	PUNCT
fnp-6387	301	18	nia	nia	NOUN
fnp-6387	301	19	)	)	PUNCT
fnp-6387	301	20	p30ag066519	p30ag066519	PROPN
fnp-6387	301	21	.	.	PUNCT
fnp-6387	302	1	j.l	j.l	PROPN
fnp-6387	302	2	.	.	PROPN
fnp-6387	302	3	is	be	AUX
fnp-6387	302	4	supported	support	VERB
fnp-6387	302	5	by	by	ADP
fnp-6387	302	6	the	the	DET
fnp-6387	302	7	uci	uci	PROPN
fnp-6387	302	8	institute	institute	PROPN
fnp-6387	302	9	for	for	ADP
fnp-6387	302	10	memory	memory	NOUN
fnp-6387	302	11	impairments	impairment	NOUN
fnp-6387	302	12	and	and	CCONJ
fnp-6387	302	13	neurological	neurological	ADJ
fnp-6387	302	14	disorders	disorder	NOUN
fnp-6387	302	15	(	(	PUNCT
fnp-6387	302	16	mind	mind	NOUN
fnp-6387	302	17	)	)	PUNCT
fnp-6387	302	18	nia	nia	PROPN
fnp-6387	302	19	training	training	NOUN
fnp-6387	302	20	in	in	ADP
fnp-6387	302	21	translational	translational	ADJ
fnp-6387	302	22	adrd	adrd	ADJ
fnp-6387	302	23	neuroscience	neuroscience	NOUN
fnp-6387	302	24	or	or	CCONJ
fnp-6387	302	25	titan	titan	NOUN
fnp-6387	302	26	t32ag073088	t32ag073088	NOUN
fnp-6387	302	27	.	.	PUNCT
fnp-6387	303	1	conflict	conflict	NOUN
fnp-6387	303	2	of	of	ADP
fnp-6387	303	3	interest	interest	NOUN
fnp-6387	303	4	statement	statement	NOUN
fnp-6387	303	5	the	the	DET
fnp-6387	303	6	authors	author	NOUN
fnp-6387	303	7	declare	declare	VERB
fnp-6387	303	8	no	no	DET
fnp-6387	303	9	competing	compete	VERB
fnp-6387	303	10	interests	interest	NOUN
fnp-6387	303	11	.	.	PUNCT
fnp-6387	304	1	supplementary	supplementary	ADJ
fnp-6387	304	2	material	material	PROPN
fnp-6387	304	3	supplementary	supplementary	ADJ
fnp-6387	304	4	figures	figure	NOUN
fnp-6387	304	5	1–3	1–3	NUM
fnp-6387	304	6	,	,	PUNCT
fnp-6387	304	7	table	table	NOUN
fnp-6387	304	8	3–6	3–6	PROPN
fnp-6387	304	9	(	(	PUNCT
fnp-6387	304	10	.pdf	.pdf	NOUN
fnp-6387	304	11	-	-	PUNCT
fnp-6387	304	12	file	file	NOUN
fnp-6387	304	13	;	;	PUNCT
fnp-6387	304	14	1139	1139	NUM
fnp-6387	304	15	kb	kb	PROPN
fnp-6387	304	16	)	)	PUNCT
fnp-6387	304	17	supplementary	supplementary	ADJ
fnp-6387	304	18	table	table	NOUN
fnp-6387	304	19	1	1	NUM
fnp-6387	304	20	(	(	PUNCT
fnp-6387	304	21	.xlsx	.xlsx	NOUN
fnp-6387	304	22	-	-	PUNCT
fnp-6387	304	23	file	file	NOUN
fnp-6387	304	24	;	;	PUNCT
fnp-6387	304	25	15	15	NUM
fnp-6387	304	26	kb	kb	NOUN
fnp-6387	304	27	)	)	PUNCT
fnp-6387	304	28	supplementary	supplementary	ADJ
fnp-6387	304	29	table	table	NOUN
fnp-6387	304	30	2	2	NUM
fnp-6387	304	31	(	(	PUNCT
fnp-6387	304	32	.xlsx	.xlsx	NOUN
fnp-6387	304	33	-	-	PUNCT
fnp-6387	304	34	file	file	NOUN
fnp-6387	304	35	;	;	PUNCT
fnp-6387	304	36	19	19	NUM
fnp-6387	304	37	kb	kb	NOUN
fnp-6387	304	38	)	)	PUNCT
fnp-6387	304	39	supplementary	supplementary	ADJ
fnp-6387	304	40	document	document	NOUN
fnp-6387	304	41	1	1	NUM
fnp-6387	304	42	(	(	PUNCT
fnp-6387	304	43	.docx	.docx	NOUN
fnp-6387	304	44	-	-	NOUN
fnp-6387	304	45	file	file	NOUN
fnp-6387	304	46	;	;	PUNCT
fnp-6387	304	47	3510	3510	NUM
fnp-6387	304	48	kb	kb	PROPN
fnp-6387	304	49	)	)	PUNCT
fnp-6387	304	50	supplementary	supplementary	ADJ
fnp-6387	304	51	document	document	NOUN
fnp-6387	304	52	2	2	NUM
fnp-6387	304	53	(	(	PUNCT
fnp-6387	304	54	sup	sup	NOUN
fnp-6387	304	55	fig	fig	NOUN
fnp-6387	304	56	4,5	4,5	NUM
fnp-6387	304	57	)	)	PUNCT
fnp-6387	304	58	(	(	PUNCT
fnp-6387	304	59	.docx	.docx	NOUN
fnp-6387	304	60	-	-	NOUN
fnp-6387	304	61	file	file	NOUN
fnp-6387	304	62	;	;	PUNCT
fnp-6387	304	63	428	428	NUM
fnp-6387	304	64	kb	kb	NOUN
fnp-6387	304	65	)	)	PUNCT
fnp-6387	304	66	supplementary	supplementary	ADJ
fnp-6387	304	67	document	document	NOUN
fnp-6387	304	68	3	3	NUM
fnp-6387	304	69	(	(	PUNCT
fnp-6387	304	70	.docx	.docx	NOUN
fnp-6387	304	71	-	-	NOUN
fnp-6387	304	72	file	file	NOUN
fnp-6387	304	73	;	;	PUNCT
fnp-6387	304	74	108	108	NUM
fnp-6387	304	75	kb	kb	NOUN
fnp-6387	304	76	)	)	PUNCT
fnp-6387	304	77	references	reference	NOUN
fnp-6387	304	78	1	1	NUM
fnp-6387	304	79	.	.	PUNCT
fnp-6387	304	80	launer	launer	PROPN
fnp-6387	304	81	lj	lj	PROPN
fnp-6387	304	82	,	,	PUNCT
fnp-6387	304	83	hughes	hughes	PROPN
fnp-6387	304	84	tm	tm	PROPN
fnp-6387	304	85	,	,	PUNCT
fnp-6387	304	86	white	white	PROPN
fnp-6387	304	87	lr	lr	PROPN
fnp-6387	304	88	.	.	PROPN
fnp-6387	304	89	microinfarcts	microinfarct	NOUN
fnp-6387	304	90	,	,	PUNCT
fnp-6387	304	91	brain	brain	NOUN
fnp-6387	304	92	atrophy	atrophy	NOUN
fnp-6387	304	93	,	,	PUNCT
fnp-6387	304	94	and	and	CCONJ
fnp-6387	304	95	cognitive	cognitive	ADJ
fnp-6387	304	96	function	function	NOUN
fnp-6387	304	97	:	:	PUNCT
fnp-6387	304	98	the	the	DET
fnp-6387	304	99	honolulu	honolulu	PROPN
fnp-6387	304	100	asia	asia	PROPN
fnp-6387	304	101	aging	age	VERB
fnp-6387	304	102	study	study	NOUN
fnp-6387	304	103	autopsy	autopsy	ADJ
fnp-6387	304	104	study	study	NOUN
fnp-6387	304	105	.	.	PUNCT
fnp-6387	305	1	ann	ann	PROPN
fnp-6387	305	2	neurol	neurol	PROPN
fnp-6387	305	3	.	.	PUNCT
fnp-6387	306	1	2011;70(5):774	2011;70(5):774	NUM
fnp-6387	306	2	-	-	PUNCT
fnp-6387	306	3	780	780	NUM
fnp-6387	306	4	.	.	PUNCT
fnp-6387	307	1	https://doi.org/10.1002/ana.22520	https://doi.org/10.1002/ana.22520	PROPN
fnp-6387	307	2	2	2	NUM
fnp-6387	307	3	.	.	PUNCT
fnp-6387	308	1	garcia	garcia	PROPN
fnp-6387	308	2	-	-	PUNCT
fnp-6387	308	3	alloza	alloza	PROPN
fnp-6387	308	4	m	m	PROPN
fnp-6387	308	5	,	,	PUNCT
fnp-6387	308	6	gregory	gregory	PROPN
fnp-6387	308	7	j	j	PROPN
fnp-6387	308	8	,	,	PUNCT
fnp-6387	308	9	kuchibhotla	kuchibhotla	VERB
fnp-6387	308	10	k	k	PROPN
fnp-6387	308	11	v.	v.	PROPN
fnp-6387	308	12	,	,	PUNCT
fnp-6387	308	13	et	et	PROPN
fnp-6387	308	14	al	al	PROPN
fnp-6387	308	15	.	.	PUNCT
fnp-6387	309	1	cerebrovascular	cerebrovascular	ADJ
fnp-6387	309	2	lesions	lesion	NOUN
fnp-6387	309	3	induce	induce	VERB
fnp-6387	309	4	transient	transient	ADJ
fnp-6387	309	5	β	β	NOUN
fnp-6387	309	6	-	-	NOUN
fnp-6387	309	7	amyloid	amyloid	ADJ
fnp-6387	309	8	deposition	deposition	NOUN
fnp-6387	309	9	.	.	PUNCT
fnp-6387	310	1	brain	brain	NOUN
fnp-6387	310	2	.	.	PUNCT
fnp-6387	311	1	2011;134(12):3697	2011;134(12):3697	X
fnp-6387	311	2	-	-	SYM
fnp-6387	311	3	3707	3707	NUM
fnp-6387	311	4	.	.	PUNCT
fnp-6387	312	1	https://doi.org/10.1093/brain/awr300	https://doi.org/10.1093/brain/awr300	NUM
fnp-6387	312	2	3	3	X
fnp-6387	312	3	.	.	PUNCT
fnp-6387	312	4	schneider	schneider	PROPN
fnp-6387	312	5	ja	ja	PROPN
fnp-6387	312	6	,	,	PUNCT
fnp-6387	312	7	arvanitakis	arvanitakis	PROPN
fnp-6387	312	8	z	z	PROPN
fnp-6387	312	9	,	,	PUNCT
fnp-6387	312	10	leurgans	leurgans	PROPN
fnp-6387	312	11	se	se	PROPN
fnp-6387	312	12	,	,	PUNCT
fnp-6387	312	13	bennett	bennett	PROPN
fnp-6387	312	14	da	da	PROPN
fnp-6387	312	15	.	.	PUNCT
fnp-6387	313	1	the	the	DET
fnp-6387	313	2	neuropathology	neuropathology	NOUN
fnp-6387	313	3	of	of	ADP
fnp-6387	313	4	probable	probable	ADJ
fnp-6387	313	5	alzheimer	alzheimer	NOUN
fnp-6387	313	6	disease	disease	NOUN
fnp-6387	313	7	and	and	CCONJ
fnp-6387	313	8	mild	mild	ADJ
fnp-6387	313	9	cognitive	cognitive	ADJ
fnp-6387	313	10	impairment	impairment	NOUN
fnp-6387	313	11	.	.	PUNCT
fnp-6387	314	1	ann	ann	PROPN
fnp-6387	314	2	neurol	neurol	PROPN
fnp-6387	314	3	.	.	PUNCT
fnp-6387	315	1	2009;66(2):200	2009;66(2):200	NUM
fnp-6387	315	2	-	-	PUNCT
fnp-6387	315	3	208	208	NUM
fnp-6387	315	4	.	.	PUNCT
fnp-6387	316	1	https://doi.org/10.1002/ana.21706	https://doi.org/10.1002/ana.21706	PROPN
fnp-6387	316	2	4	4	NUM
fnp-6387	316	3	.	.	PUNCT
fnp-6387	317	1	schneider	schneider	PROPN
fnp-6387	317	2	ja	ja	PROPN
fnp-6387	317	3	,	,	PUNCT
fnp-6387	317	4	wilson	wilson	PROPN
fnp-6387	317	5	rs	rs	PROPN
fnp-6387	317	6	,	,	PUNCT
fnp-6387	317	7	bienias	bienias	PROPN
fnp-6387	317	8	jl	jl	PROPN
fnp-6387	317	9	,	,	PUNCT
fnp-6387	317	10	evans	evans	PROPN
fnp-6387	317	11	da	da	PROPN
fnp-6387	317	12	,	,	PUNCT
fnp-6387	317	13	bennett	bennett	PROPN
fnp-6387	317	14	da	da	PROPN
fnp-6387	317	15	.	.	PROPN
fnp-6387	317	16	cerebral	cerebral	ADJ
fnp-6387	317	17	infarctions	infarction	NOUN
fnp-6387	317	18	and	and	CCONJ
fnp-6387	317	19	the	the	DET
fnp-6387	317	20	likelihood	likelihood	NOUN
fnp-6387	317	21	of	of	ADP
fnp-6387	317	22	dementia	dementia	NOUN
fnp-6387	317	23	from	from	ADP
fnp-6387	317	24	alzheimer	alzheimer	PROPN
fnp-6387	317	25	disease	disease	PROPN
fnp-6387	317	26	pathology	pathology	PROPN
fnp-6387	317	27	.	.	PUNCT
fnp-6387	318	1	neurology	neurology	NOUN
fnp-6387	318	2	.	.	PUNCT
fnp-6387	319	1	2004;62(7):1148	2004;62(7):1148	PROPN
fnp-6387	319	2	-	-	SYM
fnp-6387	319	3	1155	1155	NUM
fnp-6387	319	4	.	.	PUNCT
fnp-6387	320	1	https://doi.org/10.1212/01.wnl.0000118211.78503.f5	https://doi.org/10.1212/01.wnl.0000118211.78503.f5	PROPN
fnp-6387	320	2	5	5	NUM
fnp-6387	320	3	.	.	PUNCT
fnp-6387	321	1	arvanitakis	arvanitakis	PROPN
fnp-6387	321	2	z	z	PROPN
fnp-6387	321	3	,	,	PUNCT
fnp-6387	321	4	capuano	capuano	PROPN
fnp-6387	321	5	aw	aw	PROPN
fnp-6387	321	6	,	,	PUNCT
fnp-6387	321	7	leurgans	leurgans	PROPN
fnp-6387	321	8	se	se	PROPN
fnp-6387	321	9	,	,	PUNCT
fnp-6387	321	10	buchman	buchman	PROPN
fnp-6387	321	11	as	as	ADP
fnp-6387	321	12	,	,	PUNCT
fnp-6387	321	13	bennett	bennett	PROPN
fnp-6387	321	14	da	da	PROPN
fnp-6387	321	15	,	,	PUNCT
fnp-6387	321	16	schneider	schneider	PROPN
fnp-6387	321	17	ja	ja	PROPN
fnp-6387	321	18	.	.	PUNCT
fnp-6387	322	1	the	the	DET
fnp-6387	322	2	relationship	relationship	NOUN
fnp-6387	322	3	of	of	ADP
fnp-6387	322	4	cerebral	cerebral	ADJ
fnp-6387	322	5	vessel	vessel	NOUN
fnp-6387	322	6	pathology	pathology	NOUN
fnp-6387	322	7	to	to	PART
fnp-6387	322	8	brain	brain	NOUN
fnp-6387	322	9	microinfarcts	microinfarct	NOUN
fnp-6387	322	10	.	.	PUNCT
fnp-6387	323	1	brain	brain	NOUN
fnp-6387	323	2	pathology	pathology	NOUN
fnp-6387	323	3	.	.	PUNCT
fnp-6387	324	1	2017;27(1):77	2017;27(1):77	NUM
fnp-6387	324	2	-	-	SYM
fnp-6387	324	3	85	85	NUM
fnp-6387	324	4	.	.	PUNCT
fnp-6387	325	1	https://doi.org/10.1111/bpa.12365	https://doi.org/10.1111/bpa.12365	PROPN
fnp-6387	325	2	6	6	NUM
fnp-6387	325	3	.	.	PUNCT
fnp-6387	326	1	smith	smith	PROPN
fnp-6387	326	2	ee	ee	PROPN
fnp-6387	326	3	,	,	PUNCT
fnp-6387	326	4	schneider	schneider	PROPN
fnp-6387	326	5	ja	ja	PROPN
fnp-6387	326	6	,	,	PUNCT
fnp-6387	326	7	wardlaw	wardlaw	PROPN
fnp-6387	326	8	jm	jm	PROPN
fnp-6387	326	9	,	,	PUNCT
fnp-6387	326	10	greenberg	greenberg	PROPN
fnp-6387	326	11	sm	sm	PROPN
fnp-6387	326	12	.	.	PROPN
fnp-6387	326	13	cerebral	cerebral	ADJ
fnp-6387	326	14	microinfarcts	microinfarct	NOUN
fnp-6387	326	15	:	:	PUNCT
fnp-6387	326	16	the	the	DET
fnp-6387	326	17	invisible	invisible	ADJ
fnp-6387	326	18	lesions	lesion	NOUN
fnp-6387	326	19	.	.	PUNCT
fnp-6387	327	1	lancet	lancet	PROPN
fnp-6387	327	2	neurol	neurol	PROPN
fnp-6387	327	3	.	.	PUNCT
fnp-6387	328	1	2012;11(3):272	2012;11(3):272	NUM
fnp-6387	328	2	-	-	PUNCT
fnp-6387	328	3	282	282	NUM
fnp-6387	328	4	.	.	PUNCT
fnp-6387	329	1	https://doi.org/10.1016/s1474-4422(11)70307-6	https://doi.org/10.1016/s1474-4422(11)70307-6	PROPN
fnp-6387	329	2	7	7	NUM
fnp-6387	329	3	.	.	PUNCT
fnp-6387	330	1	arvanitakis	arvanitakis	PROPN
fnp-6387	330	2	z	z	PROPN
fnp-6387	330	3	,	,	PUNCT
fnp-6387	330	4	leurgans	leurgans	PROPN
fnp-6387	330	5	se	se	PROPN
fnp-6387	330	6	,	,	PUNCT
fnp-6387	330	7	barnes	barnes	PROPN
fnp-6387	330	8	ll	ll	PROPN
fnp-6387	330	9	,	,	PUNCT
fnp-6387	330	10	bennett	bennett	PROPN
fnp-6387	330	11	da	da	PROPN
fnp-6387	330	12	,	,	PUNCT
fnp-6387	330	13	schneider	schneider	PROPN
fnp-6387	330	14	ja	ja	PROPN
fnp-6387	330	15	.	.	PROPN
fnp-6387	331	1	microinfarct	microinfarct	PROPN
fnp-6387	331	2	pathology	pathology	PROPN
fnp-6387	331	3	,	,	PUNCT
fnp-6387	331	4	dementia	dementia	NOUN
fnp-6387	331	5	,	,	PUNCT
fnp-6387	331	6	and	and	CCONJ
fnp-6387	331	7	cognitive	cognitive	ADJ
fnp-6387	331	8	systems	system	NOUN
fnp-6387	331	9	.	.	PUNCT
fnp-6387	332	1	stroke	stroke	NOUN
fnp-6387	332	2	.	.	PUNCT
fnp-6387	333	1	2011;42(3):722	2011;42(3):722	NUM
fnp-6387	333	2	-	-	SYM
fnp-6387	333	3	727	727	NUM
fnp-6387	333	4	.	.	PUNCT
fnp-6387	334	1	https://doi.org/10.1161/strokeaha.110.595082	https://doi.org/10.1161/strokeaha.110.595082	NOUN
fnp-6387	334	2	8	8	NUM
fnp-6387	334	3	.	.	PUNCT
fnp-6387	335	1	skrobot	skrobot	PROPN
fnp-6387	335	2	oa	oa	INTJ
fnp-6387	335	3	,	,	PUNCT
fnp-6387	335	4	attems	attem	VERB
fnp-6387	335	5	j	j	PROPN
fnp-6387	335	6	,	,	PUNCT
fnp-6387	335	7	esiri	esiri	PROPN
fnp-6387	335	8	m	m	PROPN
fnp-6387	335	9	,	,	PUNCT
fnp-6387	335	10	et	et	PROPN
fnp-6387	335	11	al	al	PROPN
fnp-6387	335	12	.	.	PUNCT
fnp-6387	336	1	vascular	vascular	ADJ
fnp-6387	336	2	cognitive	cognitive	ADJ
fnp-6387	336	3	impairment	impairment	NOUN
fnp-6387	336	4	neuropathology	neuropathology	NOUN
fnp-6387	336	5	guidelines	guideline	NOUN
fnp-6387	336	6	(	(	PUNCT
fnp-6387	336	7	vcing	vcing	NOUN
fnp-6387	336	8	):	):	PUNCT
fnp-6387	336	9	the	the	DET
fnp-6387	336	10	contribution	contribution	NOUN
fnp-6387	336	11	of	of	ADP
fnp-6387	336	12	cerebrovascular	cerebrovascular	ADJ
fnp-6387	336	13	pathology	pathology	NOUN
fnp-6387	336	14	to	to	PART
fnp-6387	336	15	cognitive	cognitive	ADJ
fnp-6387	336	16	impairment	impairment	NOUN
fnp-6387	336	17	.	.	PUNCT
fnp-6387	337	1	brain	brain	NOUN
fnp-6387	337	2	.	.	PUNCT
fnp-6387	338	1	2016;139(11):2957	2016;139(11):2957	NUM
fnp-6387	338	2	-	-	SYM
fnp-6387	338	3	2969	2969	NUM
fnp-6387	338	4	.	.	PUNCT
fnp-6387	339	1	https://doi.org/10.1093/brain/aww214	https://doi.org/10.1093/brain/aww214	ADJ
fnp-6387	339	2	9	9	NUM
fnp-6387	339	3	.	.	X
fnp-6387	339	4	besser	besser	PROPN
fnp-6387	339	5	lm	lm	PROPN
fnp-6387	339	6	,	,	PUNCT
fnp-6387	339	7	kukull	kukull	PROPN
fnp-6387	339	8	wa	wa	PROPN
fnp-6387	339	9	,	,	PUNCT
fnp-6387	339	10	teylan	teylan	PROPN
fnp-6387	339	11	ma	ma	PROPN
fnp-6387	339	12	,	,	PUNCT
fnp-6387	339	13	et	et	PROPN
fnp-6387	339	14	al	al	PROPN
fnp-6387	339	15	.	.	PUNCT
fnp-6387	340	1	the	the	DET
fnp-6387	340	2	revised	revise	VERB
fnp-6387	340	3	national	national	PROPN
fnp-6387	340	4	alzheimer	alzheimer	PROPN
fnp-6387	340	5	’s	’s	PART
fnp-6387	340	6	coordinating	coordinate	VERB
fnp-6387	340	7	center	center	NOUN
fnp-6387	340	8	’s	’s	PART
fnp-6387	340	9	neuropathology	neuropathology	NOUN
fnp-6387	340	10	form	form	NOUN
fnp-6387	340	11	—	—	PUNCT
fnp-6387	340	12	available	available	ADJ
fnp-6387	340	13	data	datum	NOUN
fnp-6387	340	14	and	and	CCONJ
fnp-6387	340	15	new	new	ADJ
fnp-6387	340	16	analyses	analysis	NOUN
fnp-6387	340	17	.	.	PUNCT
fnp-6387	341	1	j	j	PROPN
fnp-6387	341	2	neuropathol	neuropathol	PROPN
fnp-6387	341	3	exp	exp	PROPN
fnp-6387	341	4	neurol	neurol	NOUN
fnp-6387	341	5	.	.	PUNCT
fnp-6387	342	1	2018;77(8):717	2018;77(8):717	NUM
fnp-6387	342	2	.	.	PUNCT
fnp-6387	343	1	https://doi.org/10.1093/jnen/nly049	https://doi.org/10.1093/jnen/nly049	PROPN
fnp-6387	343	2	10	10	NUM
fnp-6387	343	3	.	.	PUNCT
fnp-6387	344	1	blevins	blevins	PROPN
fnp-6387	344	2	bl	bl	PROPN
fnp-6387	344	3	,	,	PUNCT
fnp-6387	344	4	vinters	vinter	NOUN
fnp-6387	344	5	h	h	NOUN
fnp-6387	344	6	v.	v.	ADV
fnp-6387	344	7	,	,	PUNCT
fnp-6387	344	8	love	love	NOUN
fnp-6387	344	9	s	s	PROPN
fnp-6387	344	10	,	,	PUNCT
fnp-6387	344	11	et	et	PROPN
fnp-6387	344	12	al	al	PROPN
fnp-6387	344	13	.	.	PROPN
fnp-6387	344	14	brain	brain	PROPN
fnp-6387	344	15	arteriolosclerosis	arteriolosclerosis	PROPN
fnp-6387	344	16	.	.	PUNCT
fnp-6387	345	1	acta	acta	PROPN
fnp-6387	345	2	neuropathol	neuropathol	PROPN
fnp-6387	345	3	.	.	PUNCT
fnp-6387	346	1	2020;141(1):1	2020;141(1):1	X
fnp-6387	346	2	.	.	PUNCT
fnp-6387	347	1	https://doi.org/10.1007/s00401-020-02235-6	https://doi.org/10.1007/s00401-020-02235-6	NUM
fnp-6387	347	2	11	11	NUM
fnp-6387	347	3	.	.	PUNCT
fnp-6387	348	1	lammie	lammie	PROPN
fnp-6387	348	2	ga	ga	PROPN
fnp-6387	348	3	,	,	PUNCT
fnp-6387	348	4	brannan	brannan	PROPN
fnp-6387	348	5	f	f	PROPN
fnp-6387	348	6	,	,	PUNCT
fnp-6387	348	7	slattery	slattery	PROPN
fnp-6387	348	8	j	j	PROPN
fnp-6387	348	9	,	,	PUNCT
fnp-6387	348	10	warlow	warlow	NOUN
fnp-6387	348	11	c.	c.	PROPN
fnp-6387	348	12	nonhypertensive	nonhypertensive	ADJ
fnp-6387	348	13	cerebral	cerebral	ADJ
fnp-6387	348	14	small	small	ADJ
fnp-6387	348	15	-	-	PUNCT
fnp-6387	348	16	vessel	vessel	NOUN
fnp-6387	348	17	disease	disease	NOUN
fnp-6387	348	18	:	:	PUNCT
fnp-6387	348	19	an	an	DET
fnp-6387	348	20	autopsy	autopsy	ADJ
fnp-6387	348	21	study	study	NOUN
fnp-6387	348	22	.	.	PUNCT
fnp-6387	349	1	stroke	stroke	NOUN
fnp-6387	349	2	.	.	PUNCT
fnp-6387	350	1	1997;28(11):2222	1997;28(11):2222	NUM
fnp-6387	350	2	-	-	SYM
fnp-6387	350	3	2229	2229	NUM
fnp-6387	350	4	.	.	PUNCT
fnp-6387	351	1	https://doi.org/10.1161/01.str.28.11.2222	https://doi.org/10.1161/01.str.28.11.2222	NOUN
fnp-6387	351	2	12	12	NUM
fnp-6387	351	3	.	.	PUNCT
fnp-6387	352	1	hase	hase	PROPN
fnp-6387	352	2	y	y	PROPN
fnp-6387	352	3	,	,	PUNCT
fnp-6387	352	4	polvikoski	polvikoski	PROPN
fnp-6387	352	5	tm	tm	PROPN
fnp-6387	352	6	,	,	PUNCT
fnp-6387	352	7	firbank	firbank	PROPN
fnp-6387	352	8	mj	mj	PROPN
fnp-6387	352	9	,	,	PUNCT
fnp-6387	352	10	et	et	PROPN
fnp-6387	352	11	al	al	PROPN
fnp-6387	352	12	.	.	PUNCT
fnp-6387	353	1	small	small	ADJ
fnp-6387	353	2	vessel	vessel	NOUN
fnp-6387	353	3	disease	disease	NOUN
fnp-6387	353	4	pathological	pathological	ADJ
fnp-6387	353	5	changes	change	NOUN
fnp-6387	353	6	in	in	ADP
fnp-6387	353	7	neurodegenerative	neurodegenerative	ADJ
fnp-6387	353	8	and	and	CCONJ
fnp-6387	353	9	vascular	vascular	ADJ
fnp-6387	353	10	dementias	dementia	NOUN
fnp-6387	353	11	concomitant	concomitant	ADJ
fnp-6387	353	12	with	with	ADP
fnp-6387	353	13	autonomic	autonomic	ADJ
fnp-6387	353	14	dysfunction	dysfunction	NOUN
fnp-6387	353	15	.	.	PUNCT
fnp-6387	354	1	brain	brain	NOUN
fnp-6387	354	2	pathology	pathology	NOUN
fnp-6387	354	3	.	.	PUNCT
fnp-6387	355	1	2020;30(1):191	2020;30(1):191	NUM
fnp-6387	355	2	-	-	SYM
fnp-6387	355	3	202	202	NUM
fnp-6387	355	4	.	.	PUNCT
fnp-6387	356	1	https://doi.org/10.1111/bpa.12769	https://doi.org/10.1111/bpa.12769	PROPN
fnp-6387	356	2	13	13	NUM
fnp-6387	356	3	.	.	PUNCT
fnp-6387	356	4	tang	tang	PROPN
fnp-6387	357	1	z	z	PROPN
fnp-6387	357	2	,	,	PUNCT
fnp-6387	357	3	chuang	chuang	PROPN
fnp-6387	357	4	k	k	PROPN
fnp-6387	357	5	v.	v.	PROPN
fnp-6387	357	6	,	,	PUNCT
fnp-6387	357	7	decarli	decarli	PROPN
fnp-6387	357	8	c	c	X
fnp-6387	357	9	,	,	PUNCT
fnp-6387	357	10	et	et	PROPN
fnp-6387	357	11	al	al	PROPN
fnp-6387	357	12	.	.	PROPN
fnp-6387	358	1	interpretable	interpretable	ADJ
fnp-6387	358	2	classification	classification	NOUN
fnp-6387	358	3	of	of	ADP
fnp-6387	358	4	alzheimer	alzheimer	PROPN
fnp-6387	358	5	’s	’s	PART
fnp-6387	358	6	disease	disease	NOUN
fnp-6387	358	7	pathologies	pathology	NOUN
fnp-6387	358	8	with	with	ADP
fnp-6387	358	9	a	a	DET
fnp-6387	358	10	convolutional	convolutional	ADJ
fnp-6387	358	11	neural	neural	ADJ
fnp-6387	358	12	network	network	NOUN
fnp-6387	358	13	pipeline	pipeline	NOUN
fnp-6387	358	14	.	.	PUNCT
fnp-6387	359	1	nature	nature	NOUN
fnp-6387	359	2	communications	communication	VERB
fnp-6387	359	3	2019	2019	NUM
fnp-6387	359	4	10:1	10:1	PROPN
fnp-6387	359	5	.	.	PUNCT
fnp-6387	359	6	2019;10(1):1	2019;10(1):1	PROPN
fnp-6387	359	7	-	-	SYM
fnp-6387	359	8	14	14	NUM
fnp-6387	359	9	.	.	PUNCT
fnp-6387	360	1	https://doi.org/10.1038/s41467-019-10212-1	https://doi.org/10.1038/s41467-019-10212-1	PROPN
fnp-6387	360	2	14	14	NUM
fnp-6387	360	3	.	.	PUNCT
fnp-6387	361	1	signaevsky	signaevsky	PROPN
fnp-6387	361	2	m	m	PROPN
fnp-6387	361	3	,	,	PUNCT
fnp-6387	361	4	prastawa	prastawa	PROPN
fnp-6387	361	5	m	m	PROPN
fnp-6387	361	6	,	,	PUNCT
fnp-6387	361	7	farrell	farrell	PROPN
fnp-6387	361	8	k	k	PROPN
fnp-6387	361	9	,	,	PUNCT
fnp-6387	361	10	et	et	PROPN
fnp-6387	361	11	al	al	PROPN
fnp-6387	361	12	.	.	PUNCT
fnp-6387	361	13	artificial	artificial	ADJ
fnp-6387	361	14	intelligence	intelligence	NOUN
fnp-6387	361	15	in	in	ADP
fnp-6387	361	16	neuropathology	neuropathology	NOUN
fnp-6387	361	17	:	:	PUNCT
fnp-6387	361	18	deep	deep	ADJ
fnp-6387	361	19	learning	learning	NOUN
fnp-6387	361	20	-	-	PUNCT
fnp-6387	361	21	based	base	VERB
fnp-6387	361	22	assessment	assessment	NOUN
fnp-6387	361	23	of	of	ADP
fnp-6387	361	24	tauopathy	tauopathy	NOUN
fnp-6387	361	25	.	.	PUNCT
fnp-6387	362	1	laboratory	laboratory	NOUN
fnp-6387	362	2	investigation	investigation	NOUN
fnp-6387	362	3	2019	2019	NUM
fnp-6387	362	4	99:7	99:7	NUM
fnp-6387	362	5	.	.	PUNCT
fnp-6387	363	1	2019;99(7):1019	2019;99(7):1019	NUM
fnp-6387	363	2	-	-	SYM
fnp-6387	363	3	1029	1029	NUM
fnp-6387	363	4	.	.	PUNCT
fnp-6387	364	1	https://doi.org/10.1038/s41374-019-0202-4	https://doi.org/10.1038/s41374-019-0202-4	NUM
fnp-6387	364	2	15	15	NUM
fnp-6387	364	3	.	.	PUNCT
fnp-6387	365	1	koga	koga	PROPN
fnp-6387	365	2	s	s	PROPN
fnp-6387	365	3	,	,	PUNCT
fnp-6387	365	4	ghayal	ghayal	PROPN
fnp-6387	365	5	nb	nb	PROPN
fnp-6387	365	6	,	,	PUNCT
fnp-6387	365	7	dickson	dickson	PROPN
fnp-6387	365	8	dw	dw	PROPN
fnp-6387	365	9	.	.	PROPN
fnp-6387	366	1	deep	deep	ADJ
fnp-6387	366	2	learning	learning	NOUN
fnp-6387	366	3	-	-	PUNCT
fnp-6387	366	4	based	base	VERB
fnp-6387	366	5	image	image	NOUN
fnp-6387	366	6	classification	classification	NOUN
fnp-6387	366	7	in	in	ADP
fnp-6387	366	8	differentiating	differentiate	VERB
fnp-6387	366	9	tufted	tufte	VERB
fnp-6387	366	10	astrocytes	astrocyte	NOUN
fnp-6387	366	11	,	,	PUNCT
fnp-6387	366	12	astrocytic	astrocytic	ADJ
fnp-6387	366	13	plaques	plaque	NOUN
fnp-6387	366	14	,	,	PUNCT
fnp-6387	366	15	and	and	CCONJ
fnp-6387	366	16	neuritic	neuritic	ADJ
fnp-6387	366	17	plaques	plaque	NOUN
fnp-6387	366	18	.	.	PUNCT
fnp-6387	367	1	j	j	PROPN
fnp-6387	367	2	neuropathol	neuropathol	PROPN
fnp-6387	367	3	exp	exp	PROPN
fnp-6387	367	4	neurol	neurol	NOUN
fnp-6387	367	5	.	.	PUNCT
fnp-6387	368	1	2021;80(4):306	2021;80(4):306	NOUN
fnp-6387	368	2	.	.	PUNCT
fnp-6387	369	1	https://doi.org/10.1093/jnen/nlab005	https://doi.org/10.1093/jnen/nlab005	X
fnp-6387	370	1	16	16	NUM
fnp-6387	370	2	.	.	PUNCT
fnp-6387	371	1	scalco	scalco	VERB
fnp-6387	371	2	r	r	PROPN
fnp-6387	371	3	,	,	PUNCT
fnp-6387	371	4	oliveira	oliveira	PROPN
fnp-6387	371	5	lc	lc	PROPN
fnp-6387	371	6	,	,	PUNCT
fnp-6387	371	7	lai	lai	PROPN
fnp-6387	371	8	z	z	PROPN
fnp-6387	371	9	,	,	PUNCT
fnp-6387	371	10	et	et	PROPN
fnp-6387	371	11	al	al	PROPN
fnp-6387	371	12	.	.	PROPN
fnp-6387	371	13	machine	machine	NOUN
fnp-6387	371	14	learning	learn	VERB
fnp-6387	371	15	quantification	quantification	NOUN
fnp-6387	371	16	of	of	ADP
fnp-6387	371	17	amyloid	amyloid	NOUN
fnp-6387	371	18	-	-	PUNCT
fnp-6387	371	19	β	β	NOUN
fnp-6387	371	20	deposits	deposit	NOUN
fnp-6387	371	21	in	in	ADP
fnp-6387	371	22	the	the	DET
fnp-6387	371	23	temporal	temporal	ADJ
fnp-6387	371	24	lobe	lobe	NOUN
fnp-6387	371	25	of	of	ADP
fnp-6387	371	26	131	131	NUM
fnp-6387	371	27	brain	brain	NOUN
fnp-6387	371	28	bank	bank	NOUN
fnp-6387	371	29	cases	case	NOUN
fnp-6387	371	30	.	.	PUNCT
fnp-6387	372	1	acta	acta	PROPN
fnp-6387	372	2	neuropathol	neuropathol	PROPN
fnp-6387	372	3	commun	commun	PROPN
fnp-6387	372	4	.	.	PUNCT
fnp-6387	373	1	2024;12(1	2024;12(1	NUM
fnp-6387	373	2	)	)	PUNCT
fnp-6387	373	3	.	.	PUNCT
fnp-6387	374	1	https://doi.org/10.1186/s40478-024-01827-7	https://doi.org/10.1186/s40478-024-01827-7	NUM
fnp-6387	374	2	17	17	NUM
fnp-6387	374	3	.	.	PUNCT
fnp-6387	375	1	bukenya	bukenya	PROPN
fnp-6387	375	2	f	f	PROPN
fnp-6387	375	3	,	,	PUNCT
fnp-6387	375	4	nerissa	nerissa	PROPN
fnp-6387	375	5	c	c	PROPN
fnp-6387	375	6	,	,	PUNCT
fnp-6387	375	7	serres	serre	NOUN
fnp-6387	375	8	s	s	PART
fnp-6387	375	9	,	,	PUNCT
fnp-6387	375	10	pardon	pardon	PROPN
fnp-6387	375	11	mc	mc	PROPN
fnp-6387	375	12	,	,	PUNCT
fnp-6387	375	13	bai	bai	PROPN
fnp-6387	375	14	l.	l.	PROPN
fnp-6387	375	15	an	an	DET
fnp-6387	375	16	automated	automate	VERB
fnp-6387	375	17	method	method	NOUN
fnp-6387	375	18	for	for	ADP
fnp-6387	375	19	segmentation	segmentation	NOUN
fnp-6387	375	20	and	and	CCONJ
fnp-6387	375	21	quantification	quantification	NOUN
fnp-6387	375	22	of	of	ADP
fnp-6387	375	23	blood	blood	NOUN
fnp-6387	375	24	vessels	vessel	NOUN
fnp-6387	375	25	in	in	ADP
fnp-6387	375	26	histology	histology	NOUN
fnp-6387	375	27	images	image	NOUN
fnp-6387	375	28	.	.	PUNCT
fnp-6387	376	1	microvasc	microvasc	PROPN
fnp-6387	376	2	res	res	PROPN
fnp-6387	376	3	.	.	PUNCT
fnp-6387	376	4	2020;128:103928	2020;128:103928	NUM
fnp-6387	376	5	.	.	PUNCT
fnp-6387	377	1	https://doi.org/10.1016/j.mvr.2019.103928	https://doi.org/10.1016/j.mvr.2019.103928	PROPN
fnp-6387	377	2	18	18	NUM
fnp-6387	377	3	.	.	PUNCT
fnp-6387	378	1	lv	lv	PROPN
fnp-6387	378	2	j	j	PROPN
fnp-6387	378	3	,	,	PUNCT
fnp-6387	378	4	antonowicz	antonowicz	PROPN
fnp-6387	378	5	ss	ss	PROPN
fnp-6387	378	6	,	,	PUNCT
fnp-6387	378	7	raza	raza	PROPN
fnp-6387	378	8	sea	sea	PROPN
fnp-6387	378	9	.	.	PUNCT
fnp-6387	379	1	deep	deep	ADJ
fnp-6387	379	2	learning	learning	NOUN
fnp-6387	379	3	based	base	VERB
fnp-6387	379	4	segmentation	segmentation	NOUN
fnp-6387	379	5	of	of	ADP
fnp-6387	379	6	blood	blood	NOUN
fnp-6387	379	7	vessels	vessel	NOUN
fnp-6387	379	8	from	from	ADP
fnp-6387	379	9	h&e	h&e	PROPN
fnp-6387	379	10	stained	stain	VERB
fnp-6387	379	11	oesophageal	oesophageal	NOUN
fnp-6387	379	12	adenocarcinoma	adenocarcinoma	NOUN
fnp-6387	379	13	whole	whole	ADJ
fnp-6387	379	14	-	-	PUNCT
fnp-6387	379	15	slide	slide	NOUN
fnp-6387	379	16	images	image	NOUN
fnp-6387	379	17	.	.	PUNCT
fnp-6387	380	1	published	publish	VERB
fnp-6387	380	2	online	online	ADJ
fnp-6387	380	3	january	january	PROPN
fnp-6387	380	4	21	21	NUM
fnp-6387	380	5	,	,	PUNCT
fnp-6387	380	6	2025	2025	NUM
fnp-6387	380	7	.	.	PUNCT
fnp-6387	381	1	accessed	access	VERB
fnp-6387	381	2	february	february	PROPN
fnp-6387	381	3	3	3	NUM
fnp-6387	381	4	,	,	PUNCT
fnp-6387	381	5	2025	2025	NUM
fnp-6387	381	6	.	.	PUNCT
fnp-6387	382	1	https://arxiv.org/abs/2501.12323v2	https://arxiv.org/abs/2501.12323v2	PROPN
fnp-6387	383	1	19	19	NUM
fnp-6387	383	2	.	.	PUNCT
fnp-6387	383	3	glänzer	glänzer	PROPN
fnp-6387	383	4	l	l	PROPN
fnp-6387	383	5	,	,	PUNCT
fnp-6387	383	6	masalkhi	masalkhi	VERB
fnp-6387	383	7	he	he	PRON
fnp-6387	383	8	,	,	PUNCT
fnp-6387	383	9	roeth	roeth	PROPN
fnp-6387	383	10	aa	aa	PROPN
fnp-6387	383	11	,	,	PUNCT
fnp-6387	383	12	schmitz	schmitz	PROPN
fnp-6387	383	13	-	-	PUNCT
fnp-6387	383	14	rode	ride	VERB
fnp-6387	383	15	t	t	PROPN
fnp-6387	383	16	,	,	PUNCT
fnp-6387	383	17	slabu	slabu	PROPN
fnp-6387	383	18	i.	i.	PROPN
fnp-6387	383	19	vessel	vessel	PROPN
fnp-6387	383	20	delineation	delineation	NOUN
fnp-6387	383	21	using	use	VERB
fnp-6387	383	22	u	u	NOUN
fnp-6387	383	23	-	-	NOUN
fnp-6387	383	24	net	net	ADJ
fnp-6387	383	25	:	:	PUNCT
fnp-6387	383	26	a	a	DET
fnp-6387	383	27	sparse	sparse	ADJ
fnp-6387	383	28	labeled	label	VERB
fnp-6387	383	29	deep	deep	ADJ
fnp-6387	383	30	learning	learning	NOUN
fnp-6387	383	31	approach	approach	NOUN
fnp-6387	383	32	for	for	ADP
fnp-6387	383	33	semantic	semantic	ADJ
fnp-6387	383	34	segmentation	segmentation	NOUN
fnp-6387	383	35	of	of	ADP
fnp-6387	383	36	histological	histological	ADJ
fnp-6387	383	37	images	image	NOUN
fnp-6387	383	38	.	.	PUNCT
fnp-6387	384	1	cancers	cancer	NOUN
fnp-6387	384	2	(	(	PUNCT
fnp-6387	384	3	basel	basel	PROPN
fnp-6387	384	4	)	)	PUNCT
fnp-6387	384	5	.	.	PUNCT
fnp-6387	385	1	2023;15(15):3773	2023;15(15):3773	NUM
fnp-6387	385	2	.	.	PUNCT
fnp-6387	386	1	https://doi.org/10.3390/cancers15153773/s1	https://doi.org/10.3390/cancers15153773/s1	PROPN
fnp-6387	386	2	20	20	NUM
fnp-6387	386	3	.	.	PUNCT
fnp-6387	387	1	yi	yi	PROPN
fnp-6387	388	1	f	f	PROPN
fnp-6387	388	2	,	,	PUNCT
fnp-6387	388	3	yang	yang	PROPN
fnp-6387	388	4	l	l	PROPN
fnp-6387	388	5	,	,	PUNCT
fnp-6387	388	6	wang	wang	PROPN
fnp-6387	388	7	s	s	PROPN
fnp-6387	388	8	,	,	PUNCT
fnp-6387	388	9	et	et	PROPN
fnp-6387	388	10	al	al	PROPN
fnp-6387	388	11	.	.	PROPN
fnp-6387	388	12	microvessel	microvessel	PROPN
fnp-6387	388	13	prediction	prediction	NOUN
fnp-6387	388	14	in	in	ADP
fnp-6387	388	15	h&e	h&e	PROPN
fnp-6387	388	16	stained	stain	VERB
fnp-6387	388	17	pathology	pathology	NOUN
fnp-6387	388	18	images	image	NOUN
fnp-6387	388	19	using	use	VERB
fnp-6387	388	20	fully	fully	ADV
fnp-6387	388	21	convolutional	convolutional	ADJ
fnp-6387	388	22	neural	neural	ADJ
fnp-6387	388	23	networks	network	NOUN
fnp-6387	388	24	.	.	PUNCT
fnp-6387	389	1	bmc	bmc	ADJ
fnp-6387	389	2	bioinformatics	bioinformatic	NOUN
fnp-6387	389	3	.	.	PUNCT
fnp-6387	390	1	2018;19(1):1	2018;19(1):1	NUM
fnp-6387	390	2	-	-	SYM
fnp-6387	390	3	9	9	NUM
fnp-6387	390	4	.	.	PUNCT
fnp-6387	391	1	https://doi.org/10.1186/s12859-018-2055-z	https://doi.org/10.1186/s12859-018-2055-z	PROPN
fnp-6387	391	2	21	21	NUM
fnp-6387	391	3	.	.	PUNCT
fnp-6387	392	1	fraz	fraz	PROPN
fnp-6387	392	2	mm	mm	PROPN
fnp-6387	392	3	,	,	PUNCT
fnp-6387	392	4	khurram	khurram	PROPN
fnp-6387	392	5	sa	sa	PROPN
fnp-6387	392	6	,	,	PUNCT
fnp-6387	392	7	graham	graham	PROPN
fnp-6387	392	8	s	s	PROPN
fnp-6387	392	9	,	,	PUNCT
fnp-6387	392	10	et	et	PROPN
fnp-6387	392	11	al	al	PROPN
fnp-6387	392	12	.	.	PROPN
fnp-6387	392	13	fabnet	fabnet	PROPN
fnp-6387	392	14	:	:	PUNCT
fnp-6387	392	15	feature	feature	VERB
fnp-6387	392	16	attention	attention	NOUN
fnp-6387	392	17	-	-	PUNCT
fnp-6387	392	18	based	base	VERB
fnp-6387	392	19	network	network	NOUN
fnp-6387	392	20	for	for	ADP
fnp-6387	392	21	simultaneous	simultaneous	ADJ
fnp-6387	392	22	segmentation	segmentation	NOUN
fnp-6387	392	23	of	of	ADP
fnp-6387	392	24	microvessels	microvessel	NOUN
fnp-6387	392	25	and	and	CCONJ
fnp-6387	392	26	nerves	nerve	NOUN
fnp-6387	392	27	in	in	ADP
fnp-6387	392	28	routine	routine	ADJ
fnp-6387	392	29	histology	histology	NOUN
fnp-6387	392	30	images	image	NOUN
fnp-6387	392	31	of	of	ADP
fnp-6387	392	32	oral	oral	ADJ
fnp-6387	392	33	cancer	cancer	NOUN
fnp-6387	392	34	.	.	PUNCT
fnp-6387	393	1	neural	neural	ADJ
fnp-6387	393	2	comput	comput	PROPN
fnp-6387	393	3	appl	appl	PROPN
fnp-6387	393	4	.	.	PUNCT
fnp-6387	394	1	2020;32(14):9915	2020;32(14):9915	NUM
fnp-6387	394	2	-	-	SYM
fnp-6387	394	3	9928	9928	NUM
fnp-6387	394	4	.	.	PUNCT
fnp-6387	395	1	https://doi.org/10.1007/s00521-019-04516-y	https://doi.org/10.1007/s00521-019-04516-y	NOUN
fnp-6387	395	2	22	22	NUM
fnp-6387	395	3	.	.	PUNCT
fnp-6387	396	1	hamidinekoo	hamidinekoo	PROPN
fnp-6387	396	2	a	a	PRON
fnp-6387	396	3	,	,	PUNCT
fnp-6387	396	4	kelsey	kelsey	PROPN
fnp-6387	396	5	a	a	X
fnp-6387	396	6	,	,	PUNCT
fnp-6387	396	7	trahearn	trahearn	NOUN
fnp-6387	396	8	n	n	CCONJ
fnp-6387	396	9	,	,	PUNCT
fnp-6387	396	10	et	et	PROPN
fnp-6387	396	11	al	al	PROPN
fnp-6387	396	12	.	.	PROPN
fnp-6387	396	13	automated	automate	VERB
fnp-6387	396	14	quantification	quantification	NOUN
fnp-6387	396	15	of	of	ADP
fnp-6387	396	16	blood	blood	NOUN
fnp-6387	396	17	microvessels	microvessel	NOUN
fnp-6387	396	18	in	in	ADP
fnp-6387	396	19	hematoxylin	hematoxylin	PROPN
fnp-6387	396	20	and	and	CCONJ
fnp-6387	396	21	eosin	eosin	VERB
fnp-6387	396	22	whole	whole	ADJ
fnp-6387	396	23	slide	slide	NOUN
fnp-6387	396	24	images	image	NOUN
fnp-6387	396	25	.	.	PUNCT
fnp-6387	397	1	proc	proc	NOUN
fnp-6387	397	2	mach	mach	NOUN
fnp-6387	397	3	learn	learn	VERB
fnp-6387	397	4	res	re	NOUN
fnp-6387	397	5	.	.	PUNCT
fnp-6387	397	6	2021;156:94	2021;156:94	NUM
fnp-6387	397	7	-	-	SYM
fnp-6387	397	8	104	104	NUM
fnp-6387	397	9	.	.	PUNCT
fnp-6387	398	1	accessed	access	VERB
fnp-6387	398	2	february	february	PROPN
fnp-6387	398	3	3	3	NUM
fnp-6387	398	4	,	,	PUNCT
fnp-6387	398	5	2025	2025	NUM
fnp-6387	398	6	.	.	PUNCT
fnp-6387	399	1	https://proceedings.mlr.press/v156/hamidinekoo21a.html	https://proceedings.mlr.press/v156/hamidinekoo21a.html	PROPN
fnp-6387	399	2	23	23	NUM
fnp-6387	399	3	.	.	PUNCT
fnp-6387	400	1	zhu	zhu	PROPN
fnp-6387	400	2	h	h	NOUN
fnp-6387	400	3	,	,	PUNCT
fnp-6387	400	4	tang	tang	X
fnp-6387	400	5	p	p	NOUN
fnp-6387	400	6	,	,	PUNCT
fnp-6387	400	7	park	park	PROPN
fnp-6387	400	8	j	j	PROPN
fnp-6387	400	9	,	,	PUNCT
fnp-6387	400	10	park	park	NOUN
fnp-6387	400	11	s	s	PART
fnp-6387	400	12	,	,	PUNCT
fnp-6387	400	13	yuille	yuille	NOUN
fnp-6387	400	14	a.	a.	NOUN
fnp-6387	400	15	robustness	robustness	NOUN
fnp-6387	400	16	of	of	ADP
fnp-6387	400	17	object	object	NOUN
fnp-6387	400	18	recognition	recognition	NOUN
fnp-6387	400	19	under	under	ADP
fnp-6387	400	20	extreme	extreme	ADJ
fnp-6387	400	21	occlusion	occlusion	NOUN
fnp-6387	400	22	in	in	ADP
fnp-6387	400	23	humans	human	NOUN
fnp-6387	400	24	and	and	CCONJ
fnp-6387	400	25	computational	computational	ADJ
fnp-6387	400	26	models	model	NOUN
fnp-6387	400	27	.	.	PUNCT
fnp-6387	401	1	proceedings	proceeding	NOUN
fnp-6387	401	2	of	of	ADP
fnp-6387	401	3	the	the	DET
fnp-6387	401	4	41st	41st	ADJ
fnp-6387	401	5	annual	annual	ADJ
fnp-6387	401	6	meeting	meeting	NOUN
fnp-6387	401	7	of	of	ADP
fnp-6387	401	8	the	the	DET
fnp-6387	401	9	cognitive	cognitive	ADJ
fnp-6387	401	10	science	science	NOUN
fnp-6387	401	11	society	society	NOUN
fnp-6387	401	12	:	:	PUNCT
fnp-6387	401	13	creativity	creativity	NOUN
fnp-6387	401	14	+	+	CCONJ
fnp-6387	401	15	cognition	cognition	NOUN
fnp-6387	401	16	+	+	CCONJ
fnp-6387	401	17	computation	computation	NOUN
fnp-6387	401	18	,	,	PUNCT
fnp-6387	401	19	cogsci	cogsci	PROPN
fnp-6387	401	20	2019	2019	NUM
fnp-6387	401	21	.	.	PUNCT
fnp-6387	402	1	published	publish	VERB
fnp-6387	402	2	online	online	ADV
fnp-6387	402	3	may	may	PROPN
fnp-6387	402	4	11	11	NUM
fnp-6387	402	5	,	,	PUNCT
fnp-6387	402	6	2019:3213	2019:3213	NUM
fnp-6387	402	7	-	-	SYM
fnp-6387	402	8	3219	3219	NUM
fnp-6387	402	9	.	.	PUNCT
fnp-6387	403	1	accessed	access	VERB
fnp-6387	403	2	january	january	PROPN
fnp-6387	403	3	22	22	NUM
fnp-6387	403	4	,	,	PUNCT
fnp-6387	403	5	2025	2025	NUM
fnp-6387	403	6	.	.	PUNCT
fnp-6387	404	1	https://arxiv.org/abs/1905.04598v2	https://arxiv.org/abs/1905.04598v2	VERB
fnp-6387	404	2	24	24	NUM
fnp-6387	404	3	.	.	PUNCT
fnp-6387	405	1	yamamoto	yamamoto	PROPN
fnp-6387	405	2	y	y	PROPN
fnp-6387	405	3	,	,	PUNCT
fnp-6387	405	4	ihara	ihara	PROPN
fnp-6387	405	5	m	m	PROPN
fnp-6387	405	6	,	,	PUNCT
fnp-6387	405	7	tham	tham	PROPN
fnp-6387	405	8	c	c	PROPN
fnp-6387	405	9	,	,	PUNCT
fnp-6387	405	10	et	et	PROPN
fnp-6387	405	11	al	al	PROPN
fnp-6387	405	12	.	.	PUNCT
fnp-6387	406	1	neuropathological	neuropathological	PROPN
fnp-6387	406	2	correlates	correlate	VERB
fnp-6387	406	3	of	of	ADP
fnp-6387	406	4	temporal	temporal	ADJ
fnp-6387	406	5	pole	pole	NOUN
fnp-6387	406	6	white	white	ADJ
fnp-6387	406	7	matter	matter	NOUN
fnp-6387	406	8	hyperintensities	hyperintensitie	NOUN
fnp-6387	406	9	in	in	ADP
fnp-6387	406	10	cadasil	cadasil	NOUN
fnp-6387	406	11	.	.	PUNCT
fnp-6387	407	1	stroke	stroke	NOUN
fnp-6387	407	2	.	.	PUNCT
fnp-6387	408	1	2009;40(6):2004	2009;40(6):2004	NUM
fnp-6387	408	2	-	-	SYM
fnp-6387	408	3	2011	2011	NUM
fnp-6387	408	4	.	.	PUNCT
fnp-6387	409	1	https://doi.org/10.1161/strokeaha.108.528299	https://doi.org/10.1161/strokeaha.108.528299	NOUN
fnp-6387	409	2	25	25	NUM
fnp-6387	409	3	.	.	PUNCT
fnp-6387	410	1	goode	goode	PROPN
fnp-6387	410	2	a	a	PROPN
fnp-6387	410	3	,	,	PUNCT
fnp-6387	410	4	gilbert	gilbert	PROPN
fnp-6387	410	5	b	b	PROPN
fnp-6387	410	6	,	,	PUNCT
fnp-6387	410	7	harkes	hark	VERB
fnp-6387	410	8	j	j	PROPN
fnp-6387	410	9	,	,	PUNCT
fnp-6387	410	10	jukic	jukic	PROPN
fnp-6387	410	11	d	d	PROPN
fnp-6387	410	12	,	,	PUNCT
fnp-6387	410	13	satyanarayanan	satyanarayanan	NOUN
fnp-6387	410	14	m.	m.	NOUN
fnp-6387	410	15	openslide	openslide	NOUN
fnp-6387	410	16	:	:	PUNCT
fnp-6387	410	17	a	a	DET
fnp-6387	410	18	vendor	vendor	NOUN
fnp-6387	410	19	-	-	PUNCT
fnp-6387	410	20	neutral	neutral	ADJ
fnp-6387	410	21	software	software	NOUN
fnp-6387	410	22	foundation	foundation	NOUN
fnp-6387	410	23	for	for	ADP
fnp-6387	410	24	digital	digital	ADJ
fnp-6387	410	25	pathology	pathology	NOUN
fnp-6387	410	26	.	.	PUNCT
fnp-6387	411	1	j	j	PROPN
fnp-6387	411	2	pathol	pathol	NOUN
fnp-6387	411	3	inform	inform	NOUN
fnp-6387	411	4	.	.	PUNCT
fnp-6387	412	1	2013;4(1):27	2013;4(1):27	X
fnp-6387	412	2	.	.	PUNCT
fnp-6387	412	3	https://doi.org/10.4103/2153-3539.119005	https://doi.org/10.4103/2153-3539.119005	PROPN
fnp-6387	412	4	26	26	NUM
fnp-6387	412	5	.	.	PUNCT
fnp-6387	413	1	czi	czi	PROPN
fnp-6387	413	2	image	image	NOUN
fnp-6387	413	3	file	file	NOUN
fnp-6387	413	4	format	format	NOUN
fnp-6387	413	5	.	.	PUNCT
fnp-6387	414	1	accessed	access	VERB
fnp-6387	414	2	january	january	PROPN
fnp-6387	414	3	22	22	NUM
fnp-6387	414	4	,	,	PUNCT
fnp-6387	414	5	2025	2025	NUM
fnp-6387	414	6	.	.	PUNCT
fnp-6387	415	1	https://www.zeiss.com/microscopy/us/products/software/zeiss-zen/czi-image-file-format.html	https://www.zeiss.com/microscopy/us/products/software/zeiss-zen/czi-image-file-format.html	PROPN
fnp-6387	416	1	27	27	NUM
fnp-6387	416	2	.	.	PUNCT
fnp-6387	417	1	schneider	schneider	PROPN
fnp-6387	417	2	ca	ca	PROPN
fnp-6387	417	3	,	,	PUNCT
fnp-6387	417	4	rasband	rasband	PROPN
fnp-6387	417	5	ws	ws	PROPN
fnp-6387	417	6	,	,	PUNCT
fnp-6387	417	7	eliceiri	eliceiri	PROPN
fnp-6387	417	8	kw	kw	PROPN
fnp-6387	417	9	.	.	PROPN
fnp-6387	418	1	nih	nih	PROPN
fnp-6387	418	2	image	image	PROPN
fnp-6387	418	3	to	to	ADP
fnp-6387	418	4	imagej	imagej	ADV
fnp-6387	418	5	:	:	PUNCT
fnp-6387	418	6	25	25	NUM
fnp-6387	418	7	years	year	NOUN
fnp-6387	418	8	of	of	ADP
fnp-6387	418	9	image	image	NOUN
fnp-6387	418	10	analysis	analysis	NOUN
fnp-6387	418	11	.	.	PUNCT
fnp-6387	419	1	nature	nature	NOUN
fnp-6387	419	2	methods	method	VERB
fnp-6387	419	3	2012	2012	NUM
fnp-6387	419	4	9:7	9:7	NUM
fnp-6387	419	5	.	.	PUNCT
fnp-6387	420	1	2012;9(7):671	2012;9(7):671	NUM
fnp-6387	420	2	-	-	PUNCT
fnp-6387	420	3	675	675	NUM
fnp-6387	420	4	.	.	PUNCT
fnp-6387	420	5	https://doi.org/10.1038/nmeth.2089	https://doi.org/10.1038/nmeth.2089	PROPN
fnp-6387	421	1	28	28	NUM
fnp-6387	421	2	.	.	PUNCT
fnp-6387	422	1	tellez	tellez	PROPN
fnp-6387	422	2	d	d	PROPN
fnp-6387	422	3	,	,	PUNCT
fnp-6387	422	4	litjens	litjen	VERB
fnp-6387	422	5	g	g	PROPN
fnp-6387	422	6	,	,	PUNCT
fnp-6387	422	7	bandi	bandi	PROPN
fnp-6387	422	8	p	p	NOUN
fnp-6387	422	9	,	,	PUNCT
fnp-6387	422	10	et	et	PROPN
fnp-6387	422	11	al	al	PROPN
fnp-6387	422	12	.	.	PUNCT
fnp-6387	423	1	quantifying	quantify	VERB
fnp-6387	423	2	the	the	DET
fnp-6387	423	3	effects	effect	NOUN
fnp-6387	423	4	of	of	ADP
fnp-6387	423	5	data	datum	NOUN
fnp-6387	423	6	augmentation	augmentation	NOUN
fnp-6387	423	7	and	and	CCONJ
fnp-6387	423	8	stain	stain	NOUN
fnp-6387	423	9	color	color	NOUN
fnp-6387	423	10	normalization	normalization	NOUN
fnp-6387	423	11	in	in	ADP
fnp-6387	423	12	convolutional	convolutional	ADJ
fnp-6387	423	13	neural	neural	ADJ
fnp-6387	423	14	networks	network	NOUN
fnp-6387	423	15	for	for	ADP
fnp-6387	423	16	computational	computational	ADJ
fnp-6387	423	17	pathology	pathology	NOUN
fnp-6387	423	18	.	.	PUNCT
fnp-6387	424	1	med	med	ADJ
fnp-6387	424	2	image	image	PROPN
fnp-6387	424	3	anal	anal	NOUN
fnp-6387	424	4	.	.	PUNCT
fnp-6387	425	1	2019;58	2019;58	X
fnp-6387	425	2	.	.	PUNCT
fnp-6387	425	3	https://doi.org/10.1016/j.media.2019.101544	https://doi.org/10.1016/j.media.2019.101544	PROPN
fnp-6387	425	4	29	29	NUM
fnp-6387	425	5	.	.	PUNCT
fnp-6387	426	1	navigation	navigation	NOUN
fnp-6387	426	2	—	—	PUNCT
fnp-6387	426	3	histomicstk	histomicstk	ADJ
fnp-6387	426	4	documentation	documentation	NOUN
fnp-6387	426	5	.	.	PUNCT
fnp-6387	427	1	accessed	access	VERB
fnp-6387	427	2	january	january	PROPN
fnp-6387	427	3	22	22	NUM
fnp-6387	427	4	,	,	PUNCT
fnp-6387	427	5	2025	2025	NUM
fnp-6387	427	6	.	.	PUNCT
fnp-6387	428	1	https://digitalslidearchive.github.io/histomicstk/index.html	https://digitalslidearchive.github.io/histomicstk/index.html	NOUN
fnp-6387	428	2	30	30	NUM
fnp-6387	428	3	.	.	PUNCT
fnp-6387	429	1	keras	keras	PROPN
fnp-6387	429	2	:	:	PUNCT
fnp-6387	429	3	the	the	DET
fnp-6387	429	4	high	high	ADJ
fnp-6387	429	5	-	-	PUNCT
fnp-6387	429	6	level	level	NOUN
fnp-6387	429	7	api	api	NOUN
fnp-6387	429	8	for	for	ADP
fnp-6387	429	9	tensorflow	tensorflow	NOUN
fnp-6387	429	10	∣	∣	ADJ
fnp-6387	429	11	tensorflow	tensorflow	NOUN
fnp-6387	429	12	core	core	NOUN
fnp-6387	429	13	.	.	PUNCT
fnp-6387	430	1	accessed	access	VERB
fnp-6387	430	2	january	january	PROPN
fnp-6387	430	3	22	22	NUM
fnp-6387	430	4	,	,	PUNCT
fnp-6387	430	5	2025	2025	NUM
fnp-6387	430	6	.	.	PUNCT
fnp-6387	431	1	https://www.tensorflow.org/guide/keras	https://www.tensorflow.org/guide/kera	NOUN
fnp-6387	431	2	31	31	NUM
fnp-6387	431	3	.	.	PUNCT
fnp-6387	432	1	opencv	opencv	PROPN
fnp-6387	432	2	open	open	PROPN
fnp-6387	432	3	computer	computer	NOUN
fnp-6387	432	4	vision	vision	NOUN
fnp-6387	432	5	library	library	NOUN
fnp-6387	432	6	.	.	PUNCT
fnp-6387	433	1	accessed	access	VERB
fnp-6387	433	2	january	january	PROPN
fnp-6387	433	3	22	22	NUM
fnp-6387	433	4	,	,	PUNCT
fnp-6387	433	5	2025	2025	NUM
fnp-6387	433	6	.	.	PUNCT
fnp-6387	434	1	https://opencv.org/	https://opencv.org/	PROPN
fnp-6387	434	2	32	32	NUM
fnp-6387	434	3	.	.	PUNCT
fnp-6387	435	1	oktay	oktay	PROPN
fnp-6387	435	2	o	o	PROPN
fnp-6387	435	3	,	,	PUNCT
fnp-6387	435	4	schlemper	schlemper	PROPN
fnp-6387	435	5	j	j	PROPN
fnp-6387	435	6	,	,	PUNCT
fnp-6387	435	7	folgoc	folgoc	PROPN
fnp-6387	435	8	l	l	PROPN
fnp-6387	435	9	le	le	X
fnp-6387	435	10	,	,	PUNCT
fnp-6387	435	11	et	et	PROPN
fnp-6387	435	12	al	al	PROPN
fnp-6387	435	13	.	.	PUNCT
fnp-6387	436	1	attention	attention	PROPN
fnp-6387	436	2	u	u	NOUN
fnp-6387	436	3	-	-	NOUN
fnp-6387	436	4	net	net	ADJ
fnp-6387	436	5	:	:	PUNCT
fnp-6387	436	6	learning	learn	VERB
fnp-6387	436	7	where	where	SCONJ
fnp-6387	436	8	to	to	PART
fnp-6387	436	9	look	look	VERB
fnp-6387	436	10	for	for	ADP
fnp-6387	436	11	the	the	DET
fnp-6387	436	12	pancreas	pancrea	NOUN
fnp-6387	436	13	.	.	PUNCT
fnp-6387	437	1	published	publish	VERB
fnp-6387	437	2	online	online	ADJ
fnp-6387	437	3	april	april	PROPN
fnp-6387	437	4	11	11	NUM
fnp-6387	437	5	,	,	PUNCT
fnp-6387	437	6	2018	2018	NUM
fnp-6387	437	7	.	.	PUNCT
fnp-6387	438	1	accessed	access	VERB
fnp-6387	438	2	january	january	PROPN
fnp-6387	438	3	22	22	NUM
fnp-6387	438	4	,	,	PUNCT
fnp-6387	438	5	2025	2025	NUM
fnp-6387	438	6	.	.	PUNCT
fnp-6387	439	1	https://arxiv.org/abs/1804.03999v3	https://arxiv.org/abs/1804.03999v3	PROPN
fnp-6387	439	2	33	33	NUM
fnp-6387	439	3	.	.	PUNCT
fnp-6387	440	1	tan	tan	PROPN
fnp-6387	440	2	m	m	PROPN
fnp-6387	440	3	,	,	PUNCT
fnp-6387	440	4	le	le	X
fnp-6387	440	5	q	q	PROPN
fnp-6387	440	6	v.	v.	ADP
fnp-6387	440	7	efficientnetv2	efficientnetv2	PROPN
fnp-6387	440	8	:	:	PUNCT
fnp-6387	441	1	smaller	small	ADJ
fnp-6387	441	2	models	model	NOUN
fnp-6387	441	3	and	and	CCONJ
fnp-6387	441	4	faster	fast	ADJ
fnp-6387	441	5	training	training	NOUN
fnp-6387	441	6	.	.	PUNCT
fnp-6387	442	1	proc	proc	NOUN
fnp-6387	442	2	mach	mach	NOUN
fnp-6387	442	3	learn	learn	VERB
fnp-6387	442	4	res	re	NOUN
fnp-6387	442	5	.	.	PUNCT
fnp-6387	442	6	2021;139:10096	2021;139:10096	NUM
fnp-6387	442	7	-	-	SYM
fnp-6387	442	8	10106	10106	NUM
fnp-6387	442	9	.	.	PUNCT
fnp-6387	443	1	accessed	access	VERB
fnp-6387	443	2	january	january	PROPN
fnp-6387	443	3	22	22	NUM
fnp-6387	443	4	,	,	PUNCT
fnp-6387	443	5	2025	2025	NUM
fnp-6387	443	6	.	.	PUNCT
fnp-6387	444	1	https://arxiv.org/abs/2104.00298v3	https://arxiv.org/abs/2104.00298v3	VERB
fnp-6387	445	1	34	34	NUM
fnp-6387	445	2	.	.	PUNCT
fnp-6387	445	3	weisstein	weisstein	PROPN
fnp-6387	445	4	ew	ew	PROPN
fnp-6387	445	5	.	.	PROPN
fnp-6387	445	6	geometric	geometric	ADJ
fnp-6387	445	7	centroid	centroid	NOUN
fnp-6387	445	8	.	.	PUNCT
fnp-6387	446	1	accessed	access	VERB
fnp-6387	446	2	january	january	PROPN
fnp-6387	446	3	22	22	NUM
fnp-6387	446	4	,	,	PUNCT
fnp-6387	446	5	2025	2025	NUM
fnp-6387	446	6	.	.	PUNCT
fnp-6387	447	1	https://mathworld.wolfram.com/geometriccentroid.html	https://mathworld.wolfram.com/geometriccentroid.html	NOUN
fnp-6387	447	2	35	35	NUM
fnp-6387	447	3	.	.	PUNCT
fnp-6387	448	1	kelly	kelly	PROPN
fnp-6387	448	2	nj	nj	PROPN
fnp-6387	448	3	,	,	PUNCT
fnp-6387	448	4	dandachi	dandachi	PROPN
fnp-6387	448	5	n	n	PRON
fnp-6387	448	6	,	,	PUNCT
fnp-6387	448	7	goncharov	goncharov	PROPN
fnp-6387	448	8	da	da	PROPN
fnp-6387	448	9	,	,	PUNCT
fnp-6387	448	10	et	et	PROPN
fnp-6387	448	11	al	al	PROPN
fnp-6387	448	12	.	.	PROPN
fnp-6387	448	13	automated	automate	VERB
fnp-6387	448	14	measurement	measurement	NOUN
fnp-6387	448	15	of	of	ADP
fnp-6387	448	16	blood	blood	NOUN
fnp-6387	448	17	vessels	vessel	NOUN
fnp-6387	448	18	in	in	ADP
fnp-6387	448	19	tissues	tissue	NOUN
fnp-6387	448	20	from	from	ADP
fnp-6387	448	21	microscopy	microscopy	NOUN
fnp-6387	448	22	images	image	NOUN
fnp-6387	448	23	.	.	PUNCT
fnp-6387	449	1	curr	curr	PROPN
fnp-6387	449	2	protoc	protoc	PROPN
fnp-6387	449	3	cytom	cytom	PROPN
fnp-6387	449	4	.	.	PUNCT
fnp-6387	450	1	2016;78:12.44.1	2016;78:12.44.1	X
fnp-6387	450	2	.	.	PUNCT
fnp-6387	450	3	https://doi.org/10.1002/cpcy.10	https://doi.org/10.1002/cpcy.10	PROPN
fnp-6387	451	1	36	36	NUM
fnp-6387	451	2	.	.	PUNCT
fnp-6387	452	1	wang	wang	PROPN
fnp-6387	452	2	cy	cy	PROPN
fnp-6387	452	3	,	,	PUNCT
fnp-6387	452	4	bochkovskiy	bochkovskiy	VERB
fnp-6387	452	5	a	a	PRON
fnp-6387	452	6	,	,	PUNCT
fnp-6387	452	7	liao	liao	PROPN
fnp-6387	452	8	hym	hym	PROPN
fnp-6387	452	9	.	.	PUNCT
fnp-6387	453	1	yolov7	yolov7	NOUN
fnp-6387	453	2	:	:	PUNCT
fnp-6387	453	3	trainable	trainable	ADJ
fnp-6387	453	4	bag	bag	NOUN
fnp-6387	453	5	-	-	PUNCT
fnp-6387	453	6	of	of	ADP
fnp-6387	453	7	-	-	PUNCT
fnp-6387	453	8	freebies	freebie	NOUN
fnp-6387	453	9	sets	set	VERB
fnp-6387	453	10	new	new	ADJ
fnp-6387	453	11	state	state	NOUN
fnp-6387	453	12	-	-	PUNCT
fnp-6387	453	13	of	of	ADP
fnp-6387	453	14	-	-	PUNCT
fnp-6387	453	15	the	the	DET
fnp-6387	453	16	-	-	PUNCT
fnp-6387	453	17	art	art	NOUN
fnp-6387	453	18	for	for	ADP
fnp-6387	453	19	real	real	ADJ
fnp-6387	453	20	-	-	PUNCT
fnp-6387	453	21	time	time	NOUN
fnp-6387	453	22	object	object	NOUN
fnp-6387	453	23	detectors	detector	NOUN
fnp-6387	453	24	.	.	PUNCT
fnp-6387	454	1	published	publish	VERB
fnp-6387	454	2	online	online	ADJ
fnp-6387	454	3	july	july	PROPN
fnp-6387	454	4	6	6	NUM
fnp-6387	454	5	,	,	PUNCT
fnp-6387	454	6	2022:7464	2022:7464	NUM
fnp-6387	454	7	-	-	SYM
fnp-6387	454	8	7475	7475	NUM
fnp-6387	454	9	.	.	PUNCT
fnp-6387	455	1	https://doi.org/10.1109/cvpr52729.2023.00721	https://doi.org/10.1109/cvpr52729.2023.00721	PROPN
fnp-6387	455	2	37	37	NUM
fnp-6387	455	3	.	.	PUNCT
fnp-6387	456	1	kirillov	kirillov	PROPN
fnp-6387	456	2	a	a	PRON
fnp-6387	456	3	,	,	PUNCT
fnp-6387	456	4	mintun	mintun	NOUN
fnp-6387	456	5	e	e	PROPN
fnp-6387	456	6	,	,	PUNCT
fnp-6387	456	7	ravi	ravi	NOUN
fnp-6387	456	8	n	n	CCONJ
fnp-6387	456	9	,	,	PUNCT
fnp-6387	457	1	et	et	PROPN
fnp-6387	457	2	al	al	PROPN
fnp-6387	457	3	.	.	PUNCT
fnp-6387	457	4	segment	segment	PROPN
fnp-6387	457	5	anything	anything	PRON
fnp-6387	457	6	.	.	PUNCT
fnp-6387	458	1	proceedings	proceeding	NOUN
fnp-6387	458	2	of	of	ADP
fnp-6387	458	3	the	the	DET
fnp-6387	458	4	ieee	ieee	NOUN
fnp-6387	458	5	international	international	PROPN
fnp-6387	458	6	conference	conference	NOUN
fnp-6387	458	7	on	on	ADP
fnp-6387	458	8	computer	computer	NOUN
fnp-6387	458	9	vision	vision	NOUN
fnp-6387	458	10	.	.	PUNCT
fnp-6387	459	1	published	publish	VERB
fnp-6387	459	2	online	online	ADJ
fnp-6387	459	3	april	april	PROPN
fnp-6387	459	4	5	5	NUM
fnp-6387	459	5	,	,	PUNCT
fnp-6387	459	6	2023:3992	2023:3992	NUM
fnp-6387	459	7	-	-	SYM
fnp-6387	459	8	4003	4003	NUM
fnp-6387	459	9	.	.	PUNCT
fnp-6387	460	1	https://doi.org/10.1109/iccv51070.2023.00371	https://doi.org/10.1109/iccv51070.2023.00371	PROPN
fnp-6387	460	2	38	38	NUM
fnp-6387	460	3	.	.	PUNCT
fnp-6387	461	1	xie	xie	PROPN
fnp-6387	461	2	e	e	PROPN
fnp-6387	461	3	,	,	PUNCT
fnp-6387	461	4	wang	wang	PROPN
fnp-6387	461	5	w	w	PROPN
fnp-6387	461	6	,	,	PUNCT
fnp-6387	461	7	yu	yu	PROPN
fnp-6387	461	8	z	z	PROPN
fnp-6387	461	9	,	,	PUNCT
fnp-6387	461	10	anandkumar	anandkumar	PROPN
fnp-6387	461	11	a	a	PROPN
fnp-6387	461	12	,	,	PUNCT
fnp-6387	461	13	alvarez	alvarez	PROPN
fnp-6387	461	14	jm	jm	PROPN
fnp-6387	461	15	,	,	PUNCT
fnp-6387	461	16	luo	luo	PROPN
fnp-6387	461	17	p.	p.	PROPN
fnp-6387	461	18	segformer	segformer	NOUN
fnp-6387	461	19	:	:	PUNCT
fnp-6387	461	20	simple	simple	ADJ
fnp-6387	461	21	and	and	CCONJ
fnp-6387	461	22	efficient	efficient	ADJ
fnp-6387	461	23	design	design	NOUN
fnp-6387	461	24	for	for	ADP
fnp-6387	461	25	semantic	semantic	ADJ
fnp-6387	461	26	segmentation	segmentation	NOUN
fnp-6387	461	27	with	with	ADP
fnp-6387	461	28	transformers	transformer	NOUN
fnp-6387	461	29	.	.	PUNCT
fnp-6387	462	1	adv	adv	PROPN
fnp-6387	462	2	neural	neural	PROPN
fnp-6387	462	3	inf	inf	PROPN
fnp-6387	462	4	process	process	NOUN
fnp-6387	462	5	syst	syst	NOUN
fnp-6387	462	6	.	.	PUNCT
fnp-6387	463	1	2021;15:12077	2021;15:12077	NUM
fnp-6387	463	2	-	-	SYM
fnp-6387	463	3	12090	12090	NUM
fnp-6387	463	4	.	.	PUNCT
fnp-6387	464	1	accessed	access	VERB
fnp-6387	464	2	february	february	PROPN
fnp-6387	464	3	3	3	NUM
fnp-6387	464	4	,	,	PUNCT
fnp-6387	464	5	2025	2025	NUM
fnp-6387	464	6	.	.	PUNCT
fnp-6387	465	1	https://arxiv.org/abs/2105.15203v3	https://arxiv.org/abs/2105.15203v3	PROPN
fnp-6387	465	2	39	39	NUM
fnp-6387	465	3	.	.	PUNCT
fnp-6387	466	1	cai	cai	PROPN
fnp-6387	466	2	h	h	PROPN
fnp-6387	466	3	,	,	PUNCT
fnp-6387	466	4	li	li	PROPN
fnp-6387	466	5	j	j	PROPN
fnp-6387	466	6	,	,	PUNCT
fnp-6387	466	7	hu	hu	PROPN
fnp-6387	466	8	m	m	PROPN
fnp-6387	466	9	,	,	PUNCT
fnp-6387	466	10	gan	gan	PROPN
fnp-6387	466	11	c	c	PROPN
fnp-6387	466	12	,	,	PUNCT
fnp-6387	466	13	han	han	PROPN
fnp-6387	466	14	s.	s.	PROPN
fnp-6387	466	15	efficientvit	efficientvit	PROPN
fnp-6387	466	16	:	:	PUNCT
fnp-6387	466	17	multi	multi	ADJ
fnp-6387	466	18	-	-	ADJ
fnp-6387	466	19	scale	scale	ADJ
fnp-6387	466	20	linear	linear	ADJ
fnp-6387	466	21	attention	attention	NOUN
fnp-6387	466	22	for	for	ADP
fnp-6387	466	23	high	high	ADJ
fnp-6387	466	24	-	-	PUNCT
fnp-6387	466	25	resolution	resolution	NOUN
fnp-6387	466	26	dense	dense	ADJ
fnp-6387	466	27	prediction	prediction	NOUN
fnp-6387	466	28	.	.	PUNCT
fnp-6387	467	1	arxiv	arxiv	PROPN
fnp-6387	467	2	.	.	PUNCT
fnp-6387	468	1	2022;1:1	2022;1:1	NUM
fnp-6387	468	2	-	-	PUNCT
fnp-6387	468	3	15	15	NUM
fnp-6387	468	4	.	.	PUNCT
fnp-6387	469	1	accessed	access	VERB
fnp-6387	469	2	february	february	PROPN
fnp-6387	469	3	3	3	NUM
fnp-6387	469	4	,	,	PUNCT
fnp-6387	469	5	2025	2025	NUM
fnp-6387	469	6	.	.	PUNCT
fnp-6387	470	1	https://arxiv.org/abs/2205.14756v6	https://arxiv.org/abs/2205.14756v6	PROPN
fnp-6387	471	1	40	40	NUM
fnp-6387	471	2	.	.	PUNCT
fnp-6387	472	1	yu	yu	PROPN
fnp-6387	472	2	j	j	PROPN
fnp-6387	472	3	,	,	PUNCT
fnp-6387	472	4	wang	wang	PROPN
fnp-6387	472	5	z	z	PROPN
fnp-6387	472	6	,	,	PUNCT
fnp-6387	472	7	vasudevan	vasudevan	PROPN
fnp-6387	472	8	v	v	PROPN
fnp-6387	472	9	,	,	PUNCT
fnp-6387	472	10	et	et	PROPN
fnp-6387	472	11	al	al	PROPN
fnp-6387	472	12	.	.	PUNCT
fnp-6387	473	1	coca	coca	PROPN
fnp-6387	473	2	:	:	PUNCT
fnp-6387	474	1	contrastive	contrastive	ADJ
fnp-6387	474	2	captioners	captioner	NOUN
fnp-6387	474	3	are	be	AUX
fnp-6387	474	4	image	image	NOUN
fnp-6387	474	5	-	-	PUNCT
fnp-6387	474	6	text	text	NOUN
fnp-6387	474	7	foundation	foundation	NOUN
fnp-6387	474	8	models	model	NOUN
fnp-6387	474	9	.	.	PUNCT
fnp-6387	475	1	published	publish	VERB
fnp-6387	475	2	online	online	ADV
fnp-6387	475	3	may	may	PROPN
fnp-6387	475	4	4	4	NUM
fnp-6387	475	5	,	,	PUNCT
fnp-6387	475	6	2022	2022	NUM
fnp-6387	475	7	.	.	PUNCT
fnp-6387	476	1	accessed	access	VERB
fnp-6387	476	2	february	february	PROPN
fnp-6387	476	3	3	3	NUM
fnp-6387	476	4	,	,	PUNCT
fnp-6387	476	5	2025	2025	NUM
fnp-6387	476	6	.	.	PUNCT
fnp-6387	477	1	https://arxiv.org/abs/2205.01917v2	https://arxiv.org/abs/2205.01917v2	PRON
fnp-6387	477	2	41	41	NUM
fnp-6387	477	3	.	.	PUNCT
fnp-6387	478	1	cerny	cerny	PROPN
fnp-6387	478	2	oliveira	oliveira	PROPN
fnp-6387	478	3	l	l	PROPN
fnp-6387	478	4	,	,	PUNCT
fnp-6387	478	5	chauhan	chauhan	PROPN
fnp-6387	478	6	j	j	PROPN
fnp-6387	478	7	,	,	PUNCT
fnp-6387	478	8	chaudhari	chaudhari	PROPN
fnp-6387	478	9	a	a	X
fnp-6387	478	10	,	,	PUNCT
fnp-6387	478	11	et	et	PROPN
fnp-6387	478	12	al	al	PROPN
fnp-6387	478	13	.	.	PUNCT
fnp-6387	479	1	a	a	DET
fnp-6387	479	2	machine	machine	NOUN
fnp-6387	479	3	learning	learn	VERB
fnp-6387	479	4	approach	approach	NOUN
fnp-6387	479	5	to	to	ADP
fnp-6387	479	6	automate	automate	ADJ
fnp-6387	479	7	microinfarct	microinfarct	NOUN
fnp-6387	479	8	and	and	CCONJ
fnp-6387	479	9	microhemorrhage	microhemorrhage	NOUN
fnp-6387	479	10	screening	screen	VERB
fnp-6387	479	11	in	in	ADP
fnp-6387	479	12	hematoxylin	hematoxylin	PROPN
fnp-6387	479	13	and	and	CCONJ
fnp-6387	479	14	eosin	eosin	NOUN
fnp-6387	479	15	-	-	PUNCT
fnp-6387	479	16	stained	stain	VERB
fnp-6387	479	17	human	human	ADJ
fnp-6387	479	18	brain	brain	NOUN
fnp-6387	479	19	tissues	tissue	NOUN
fnp-6387	479	20	.	.	PUNCT
fnp-6387	480	1	j	j	PROPN
fnp-6387	480	2	neuropathol	neuropathol	PROPN
fnp-6387	480	3	exp	exp	PROPN
fnp-6387	480	4	neurol	neurol	NOUN
fnp-6387	480	5	.	.	PUNCT
fnp-6387	481	1	2025;84(2):114	2025;84(2):114	NUM
fnp-6387	481	2	-	-	SYM
fnp-6387	481	3	125	125	NUM
fnp-6387	481	4	.	.	PUNCT
fnp-6387	482	1	https://doi.org/10.1093/jnen/nlae120	https://doi.org/10.1093/jnen/nlae120	PROPN
fnp-6387	482	2	copyright	copyright	NOUN
fnp-6387	482	3	:	:	PUNCT
fnp-6387	482	4	©	©	PROPN
fnp-6387	482	5	2025	2025	NUM
fnp-6387	482	6	the	the	DET
fnp-6387	482	7	author(s	author(s	NOUN
fnp-6387	482	8	)	)	PUNCT
fnp-6387	482	9	.	.	PUNCT
fnp-6387	483	1	this	this	PRON
fnp-6387	483	2	is	be	AUX
fnp-6387	483	3	an	an	DET
fnp-6387	483	4	open	open	ADJ
fnp-6387	483	5	access	access	NOUN
fnp-6387	483	6	article	article	NOUN
fnp-6387	483	7	distributed	distribute	VERB
fnp-6387	483	8	under	under	ADP
fnp-6387	483	9	the	the	DET
fnp-6387	483	10	terms	term	NOUN
fnp-6387	483	11	of	of	ADP
fnp-6387	483	12	the	the	DET
fnp-6387	483	13	creative	creative	ADJ
fnp-6387	483	14	commons	common	NOUN
fnp-6387	483	15	attribution	attribution	NOUN
fnp-6387	483	16	4.0	4.0	NUM
fnp-6387	483	17	international	international	ADJ
fnp-6387	483	18	license	license	NOUN
fnp-6387	483	19	(	(	PUNCT
fnp-6387	483	20	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
fnp-6387	483	21	)	)	PUNCT
fnp-6387	483	22	,	,	PUNCT
fnp-6387	483	23	which	which	PRON
fnp-6387	483	24	permits	permit	VERB
fnp-6387	483	25	unrestricted	unrestricted	ADJ
fnp-6387	483	26	use	use	NOUN
fnp-6387	483	27	,	,	PUNCT
fnp-6387	483	28	distribution	distribution	NOUN
fnp-6387	483	29	,	,	PUNCT
fnp-6387	483	30	and	and	CCONJ
fnp-6387	483	31	reproduction	reproduction	NOUN
fnp-6387	483	32	in	in	ADP
fnp-6387	483	33	any	any	DET
fnp-6387	483	34	medium	medium	NOUN
fnp-6387	483	35	,	,	PUNCT
fnp-6387	483	36	provided	provide	VERB
fnp-6387	483	37	the	the	DET
fnp-6387	483	38	original	original	ADJ
fnp-6387	483	39	author	author	NOUN
fnp-6387	483	40	and	and	CCONJ
fnp-6387	483	41	source	source	NOUN
fnp-6387	483	42	are	be	AUX
fnp-6387	483	43	credited	credit	VERB
fnp-6387	483	44	,	,	PUNCT
fnp-6387	483	45	a	a	DET
fnp-6387	483	46	link	link	NOUN
fnp-6387	483	47	to	to	ADP
fnp-6387	483	48	the	the	DET
fnp-6387	483	49	creative	creative	ADJ
fnp-6387	483	50	commons	common	NOUN
fnp-6387	483	51	license	license	NOUN
fnp-6387	483	52	is	be	AUX
fnp-6387	483	53	provided	provide	VERB
fnp-6387	483	54	,	,	PUNCT
fnp-6387	483	55	and	and	CCONJ
fnp-6387	483	56	any	any	DET
fnp-6387	483	57	changes	change	NOUN
fnp-6387	483	58	are	be	AUX
fnp-6387	483	59	indicated	indicate	VERB
fnp-6387	483	60	.	.	PUNCT
fnp-6387	484	1	the	the	DET
fnp-6387	484	2	creative	creative	ADJ
fnp-6387	484	3	commons	common	NOUN
fnp-6387	484	4	public	public	ADJ
fnp-6387	484	5	domain	domain	NOUN
fnp-6387	484	6	dedication	dedication	NOUN
fnp-6387	484	7	waiver	waiver	NOUN
fnp-6387	484	8	(	(	PUNCT
fnp-6387	484	9	https://creativecommons.org/publicdomain/zero/1.0/	https://creativecommons.org/publicdomain/zero/1.0/	PROPN
fnp-6387	484	10	)	)	PUNCT
fnp-6387	484	11	applies	apply	VERB
fnp-6387	484	12	to	to	ADP
fnp-6387	484	13	the	the	DET
fnp-6387	484	14	data	datum	NOUN
fnp-6387	484	15	made	make	VERB
fnp-6387	484	16	available	available	ADJ
fnp-6387	484	17	in	in	ADP
fnp-6387	484	18	this	this	DET
fnp-6387	484	19	article	article	NOUN
fnp-6387	484	20	,	,	PUNCT
fnp-6387	484	21	unless	unless	SCONJ
fnp-6387	484	22	otherwise	otherwise	ADV
fnp-6387	484	23	stated	state	VERB
fnp-6387	484	24	.	.	PUNCT