id	sid	tid	token	lemma	pos
fnp-3458	1	1	differentiation	differentiation	NOUN
fnp-3458	1	2	of	of	ADP
fnp-3458	1	3	primary	primary	ADJ
fnp-3458	1	4	cns	cns	NOUN
fnp-3458	1	5	lymphoma	lymphoma	NOUN
fnp-3458	1	6	and	and	CCONJ
fnp-3458	1	7	glioblastoma	glioblastoma	NOUN
fnp-3458	1	8	using	use	VERB
fnp-3458	1	9	raman	raman	NOUN
fnp-3458	1	10	spectroscopy	spectroscopy	NOUN
fnp-3458	1	11	and	and	CCONJ
fnp-3458	1	12	machine	machine	NOUN
fnp-3458	1	13	learning	learn	VERB
fnp-3458	1	14	algorithms	algorithm	NOUN
fnp-3458	1	15	feel	feel	VERB
fnp-3458	1	16	free	free	ADJ
fnp-3458	1	17	to	to	PART
fnp-3458	1	18	add	add	VERB
fnp-3458	1	19	comments	comment	NOUN
fnp-3458	1	20	by	by	ADP
fnp-3458	1	21	clicking	click	VERB
fnp-3458	1	22	these	these	DET
fnp-3458	1	23	icons	icon	NOUN
fnp-3458	1	24	on	on	ADP
fnp-3458	1	25	the	the	DET
fnp-3458	1	26	sidebar	sidebar	NOUN
fnp-3458	1	27	free	free	ADJ
fnp-3458	1	28	neuropathology	neuropathology	NOUN
fnp-3458	1	29	2:26	2:26	NUM
fnp-3458	1	30	(	(	PUNCT
fnp-3458	1	31	2021	2021	NUM
fnp-3458	1	32	)	)	PUNCT
fnp-3458	1	33	original	original	ADJ
fnp-3458	1	34	paper	paper	NOUN
fnp-3458	1	35	differentiation	differentiation	NOUN
fnp-3458	1	36	of	of	ADP
fnp-3458	1	37	primary	primary	ADJ
fnp-3458	1	38	cns	cns	NOUN
fnp-3458	1	39	lymphoma	lymphoma	NOUN
fnp-3458	1	40	and	and	CCONJ
fnp-3458	1	41	glioblastoma	glioblastoma	NOUN
fnp-3458	1	42	using	use	VERB
fnp-3458	1	43	raman	raman	NOUN
fnp-3458	1	44	spectroscopy	spectroscopy	NOUN
fnp-3458	1	45	and	and	CCONJ
fnp-3458	1	46	machine	machine	NOUN
fnp-3458	1	47	learning	learn	VERB
fnp-3458	1	48	algorithms	algorithms	PROPN
fnp-3458	1	49	gilbert	gilbert	PROPN
fnp-3458	1	50	georg	georg	PROPN
fnp-3458	1	51	klamminger*1,2,3	klamminger*1,2,3	PROPN
fnp-3458	1	52	,	,	PUNCT
fnp-3458	1	53	karoline	karoline	PROPN
fnp-3458	1	54	klein*1,4	klein*1,4	PROPN
fnp-3458	1	55	,	,	PUNCT
fnp-3458	1	56	laurent	laurent	PROPN
fnp-3458	1	57	mombaerts*6	mombaerts*6	NUM
fnp-3458	1	58	,	,	PUNCT
fnp-3458	1	59	finn	finn	PROPN
fnp-3458	1	60	jelke1,4	jelke1,4	PROPN
fnp-3458	1	61	,	,	PUNCT
fnp-3458	1	62	giulia	giulia	PROPN
fnp-3458	1	63	mirizzi1,4	mirizzi1,4	PROPN
fnp-3458	1	64	,	,	PUNCT
fnp-3458	1	65	rédouane	rédouane	PROPN
fnp-3458	1	66	slimani5,7	slimani5,7	PROPN
fnp-3458	1	67	,	,	PUNCT
fnp-3458	1	68	andreas	andreas	PROPN
fnp-3458	1	69	husch6	husch6	PROPN
fnp-3458	1	70	,	,	PUNCT
fnp-3458	1	71	michel	michel	PROPN
fnp-3458	1	72	mittelbronn2,3,6,7,8,9	mittelbronn2,3,6,7,8,9	PROPN
fnp-3458	1	73	,	,	PUNCT
fnp-3458	1	74	frank	frank	PROPN
fnp-3458	1	75	hertel1,4,6	hertel1,4,6	PROPN
fnp-3458	1	76	,	,	PUNCT
fnp-3458	1	77	felix	felix	PROPN
fnp-3458	1	78	b.	b.	PROPN
fnp-3458	1	79	kleine	kleine	PROPN
fnp-3458	1	80	borgmann3,6,7	borgmann3,6,7	PROPN
fnp-3458	1	81	1	1	NUM
fnp-3458	1	82	saarland	saarland	PROPN
fnp-3458	1	83	university	university	PROPN
fnp-3458	1	84	medical	medical	ADJ
fnp-3458	1	85	center	center	NOUN
fnp-3458	1	86	and	and	CCONJ
fnp-3458	1	87	faculty	faculty	NOUN
fnp-3458	1	88	of	of	ADP
fnp-3458	1	89	medicine	medicine	NOUN
fnp-3458	1	90	,	,	PUNCT
fnp-3458	1	91	homburg	homburg	PROPN
fnp-3458	1	92	,	,	PUNCT
fnp-3458	1	93	germany	germany	PROPN
fnp-3458	1	94	2	2	NUM
fnp-3458	1	95	national	national	ADJ
fnp-3458	1	96	center	center	NOUN
fnp-3458	1	97	of	of	ADP
fnp-3458	1	98	pathology	pathology	NOUN
fnp-3458	1	99	(	(	PUNCT
fnp-3458	1	100	ncp	ncp	PROPN
fnp-3458	1	101	)	)	PUNCT
fnp-3458	1	102	,	,	PUNCT
fnp-3458	1	103	laboratoire	laboratoire	PROPN
fnp-3458	1	104	national	national	PROPN
fnp-3458	1	105	de	de	X
fnp-3458	1	106	santé	santé	X
fnp-3458	1	107	(	(	PUNCT
fnp-3458	1	108	lns	lns	PROPN
fnp-3458	1	109	)	)	PUNCT
fnp-3458	1	110	,	,	PUNCT
fnp-3458	1	111	dudelange	dudelange	NOUN
fnp-3458	1	112	,	,	PUNCT
fnp-3458	1	113	luxembourg	luxembourg	PROPN
fnp-3458	1	114	3	3	NUM
fnp-3458	1	115	luxembourg	luxembourg	PROPN
fnp-3458	1	116	center	center	NOUN
fnp-3458	1	117	of	of	ADP
fnp-3458	1	118	neuropathology	neuropathology	NOUN
fnp-3458	1	119	(	(	PUNCT
fnp-3458	1	120	lcnp	lcnp	NOUN
fnp-3458	1	121	)	)	PUNCT
fnp-3458	1	122	,	,	PUNCT
fnp-3458	1	123	dudelange	dudelange	NOUN
fnp-3458	1	124	,	,	PUNCT
fnp-3458	1	125	luxembourg	luxembourg	PROPN
fnp-3458	1	126	4	4	NUM
fnp-3458	1	127	national	national	ADJ
fnp-3458	1	128	center	center	NOUN
fnp-3458	1	129	of	of	ADP
fnp-3458	1	130	neurosurgery	neurosurgery	NOUN
fnp-3458	1	131	,	,	PUNCT
fnp-3458	1	132	centre	centre	NOUN
fnp-3458	1	133	hospitalier	hospitalier	X
fnp-3458	1	134	de	de	PROPN
fnp-3458	1	135	luxembourg	luxembourg	PROPN
fnp-3458	1	136	(	(	PUNCT
fnp-3458	1	137	chl	chl	PROPN
fnp-3458	1	138	)	)	PUNCT
fnp-3458	1	139	,	,	PUNCT
fnp-3458	1	140	luxembourg	luxembourg	PROPN
fnp-3458	1	141	,	,	PUNCT
fnp-3458	1	142	luxembourg	luxembourg	PROPN
fnp-3458	1	143	5	5	NUM
fnp-3458	1	144	doctoral	doctoral	ADJ
fnp-3458	1	145	school	school	NOUN
fnp-3458	1	146	in	in	ADP
fnp-3458	1	147	science	science	NOUN
fnp-3458	1	148	and	and	CCONJ
fnp-3458	1	149	engineering	engineering	NOUN
fnp-3458	1	150	(	(	PUNCT
fnp-3458	1	151	dsse	dsse	NOUN
fnp-3458	1	152	)	)	PUNCT
fnp-3458	1	153	,	,	PUNCT
fnp-3458	1	154	university	university	NOUN
fnp-3458	1	155	of	of	ADP
fnp-3458	1	156	luxembourg	luxembourg	PROPN
fnp-3458	1	157	(	(	PUNCT
fnp-3458	1	158	ul	ul	INTJ
fnp-3458	1	159	)	)	PUNCT
fnp-3458	1	160	,	,	PUNCT
fnp-3458	1	161	esch	esch	PROPN
fnp-3458	1	162	-	-	PUNCT
fnp-3458	1	163	sur	sur	PROPN
fnp-3458	1	164	-	-	PUNCT
fnp-3458	1	165	alzette	alzette	NOUN
fnp-3458	1	166	,	,	PUNCT
fnp-3458	1	167	luxembourg	luxembourg	PROPN
fnp-3458	1	168	6	6	NUM
fnp-3458	1	169	luxembourg	luxembourg	PROPN
fnp-3458	1	170	centre	centre	PROPN
fnp-3458	1	171	of	of	ADP
fnp-3458	1	172	systems	system	NOUN
fnp-3458	1	173	biomedicine	biomedicine	NOUN
fnp-3458	1	174	(	(	PUNCT
fnp-3458	1	175	lcsb	lcsb	PROPN
fnp-3458	1	176	)	)	PUNCT
fnp-3458	1	177	,	,	PUNCT
fnp-3458	1	178	university	university	NOUN
fnp-3458	1	179	of	of	ADP
fnp-3458	1	180	luxembourg	luxembourg	PROPN
fnp-3458	1	181	(	(	PUNCT
fnp-3458	1	182	ul	ul	INTJ
fnp-3458	1	183	)	)	PUNCT
fnp-3458	1	184	,	,	PUNCT
fnp-3458	1	185	esch	esch	PROPN
fnp-3458	1	186	-	-	PUNCT
fnp-3458	1	187	sur	sur	PROPN
fnp-3458	1	188	-	-	PUNCT
fnp-3458	1	189	alzette	alzette	NOUN
fnp-3458	1	190	,	,	PUNCT
fnp-3458	1	191	luxembourg	luxembourg	PROPN
fnp-3458	1	192	7	7	NUM
fnp-3458	1	193	department	department	NOUN
fnp-3458	1	194	of	of	ADP
fnp-3458	1	195	oncology	oncology	NOUN
fnp-3458	1	196	(	(	PUNCT
fnp-3458	1	197	donc	donc	ADJ
fnp-3458	1	198	)	)	PUNCT
fnp-3458	1	199	,	,	PUNCT
fnp-3458	1	200	luxembourg	luxembourg	PROPN
fnp-3458	1	201	institute	institute	PROPN
fnp-3458	1	202	of	of	ADP
fnp-3458	1	203	health	health	PROPN
fnp-3458	1	204	(	(	PUNCT
fnp-3458	1	205	lih	lih	PROPN
fnp-3458	1	206	)	)	PUNCT
fnp-3458	1	207	,	,	PUNCT
fnp-3458	1	208	luxembourg	luxembourg	PROPN
fnp-3458	1	209	,	,	PUNCT
fnp-3458	1	210	luxembourg	luxembourg	PROPN
fnp-3458	1	211	8	8	NUM
fnp-3458	1	212	department	department	NOUN
fnp-3458	1	213	of	of	ADP
fnp-3458	1	214	life	life	NOUN
fnp-3458	1	215	sciences	science	NOUN
fnp-3458	1	216	and	and	CCONJ
fnp-3458	1	217	medicine	medicine	NOUN
fnp-3458	1	218	(	(	PUNCT
fnp-3458	1	219	dlsm	dlsm	PROPN
fnp-3458	1	220	)	)	PUNCT
fnp-3458	1	221	,	,	PUNCT
fnp-3458	1	222	university	university	NOUN
fnp-3458	1	223	of	of	ADP
fnp-3458	1	224	luxembourg	luxembourg	PROPN
fnp-3458	1	225	,	,	PUNCT
fnp-3458	1	226	esch	esch	PROPN
fnp-3458	1	227	-	-	PUNCT
fnp-3458	1	228	sur	sur	PROPN
fnp-3458	1	229	-	-	PUNCT
fnp-3458	1	230	alzette	alzette	NOUN
fnp-3458	1	231	,	,	PUNCT
fnp-3458	1	232	luxembourg	luxembourg	PROPN
fnp-3458	1	233	9	9	NUM
fnp-3458	1	234	faculty	faculty	NOUN
fnp-3458	1	235	of	of	ADP
fnp-3458	1	236	science	science	NOUN
fnp-3458	1	237	,	,	PUNCT
fnp-3458	1	238	technology	technology	NOUN
fnp-3458	1	239	and	and	CCONJ
fnp-3458	1	240	medicine	medicine	NOUN
fnp-3458	1	241	,	,	PUNCT
fnp-3458	1	242	university	university	NOUN
fnp-3458	1	243	of	of	ADP
fnp-3458	1	244	luxembourg	luxembourg	PROPN
fnp-3458	1	245	,	,	PUNCT
fnp-3458	1	246	esch	esch	PROPN
fnp-3458	1	247	-	-	PUNCT
fnp-3458	1	248	sur	sur	PROPN
fnp-3458	1	249	-	-	PUNCT
fnp-3458	1	250	alzette	alzette	NOUN
fnp-3458	1	251	,	,	PUNCT
fnp-3458	1	252	luxembourg	luxembourg	PROPN
fnp-3458	2	1	*	*	PUNCT
fnp-3458	2	2	these	these	DET
fnp-3458	2	3	authors	author	NOUN
fnp-3458	2	4	contributed	contribute	VERB
fnp-3458	2	5	equally	equally	ADV
fnp-3458	2	6	to	to	ADP
fnp-3458	2	7	this	this	DET
fnp-3458	2	8	work	work	NOUN
fnp-3458	2	9	.	.	PUNCT
fnp-3458	3	1	corresponding	correspond	VERB
fnp-3458	3	2	author	author	NOUN
fnp-3458	3	3	:	:	PUNCT
fnp-3458	3	4	felix	felix	PROPN
fnp-3458	3	5	b.	b.	PROPN
fnp-3458	3	6	kleine	kleine	PROPN
fnp-3458	3	7	-	-	PUNCT
fnp-3458	3	8	borgmann	borgmann	PROPN
fnp-3458	3	9	·	·	PUNCT
fnp-3458	3	10	luxembourg	luxembourg	PROPN
fnp-3458	3	11	center	center	PROPN
fnp-3458	3	12	of	of	ADP
fnp-3458	3	13	neuropathology	neuropathology	NOUN
fnp-3458	3	14	(	(	PUNCT
fnp-3458	3	15	lcnp	lcnp	NOUN
fnp-3458	3	16	)	)	PUNCT
fnp-3458	3	17	·	·	PUNCT
fnp-3458	3	18	department	department	NOUN
fnp-3458	3	19	of	of	ADP
fnp-3458	3	20	oncology	oncology	NOUN
fnp-3458	3	21	(	(	PUNCT
fnp-3458	3	22	donc	donc	ADJ
fnp-3458	3	23	)	)	PUNCT
fnp-3458	3	24	,	,	PUNCT
fnp-3458	3	25	luxembourg	luxembourg	PROPN
fnp-3458	3	26	institute	institute	PROPN
fnp-3458	3	27	of	of	ADP
fnp-3458	3	28	health	health	PROPN
fnp-3458	3	29	(	(	PUNCT
fnp-3458	3	30	lih	lih	PROPN
fnp-3458	3	31	)	)	PUNCT
fnp-3458	3	32	·	·	PUNCT
fnp-3458	3	33	84	84	NUM
fnp-3458	3	34	,	,	PUNCT
fnp-3458	3	35	val	val	NOUN
fnp-3458	3	36	fleuri	fleuri	NOUN
fnp-3458	3	37	·	·	PUNCT
fnp-3458	3	38	l-1526	l-1526	NOUN
fnp-3458	3	39	luxembourg	luxembourg	PROPN
fnp-3458	3	40	·	·	PUNCT
fnp-3458	3	41	luxembourg	luxembourg	PROPN
fnp-3458	3	42	felix.kleineborgmann@lih.lu	felix.kleineborgmann@lih.lu	AUX
fnp-3458	3	43	submitted	submit	VERB
fnp-3458	3	44	:	:	PUNCT
fnp-3458	3	45	04	04	NUM
fnp-3458	3	46	august	august	PROPN
fnp-3458	3	47	2021	2021	NUM
fnp-3458	3	48	accepted	accept	VERB
fnp-3458	3	49	:	:	PUNCT
fnp-3458	3	50	27	27	NUM
fnp-3458	3	51	september	september	PROPN
fnp-3458	3	52	2021	2021	NUM
fnp-3458	3	53	copyedited	copyedit	VERB
fnp-3458	3	54	by	by	ADP
fnp-3458	3	55	:	:	PUNCT
fnp-3458	4	1	vanessa	vanessa	PROPN
fnp-3458	4	2	s.	s.	PROPN
fnp-3458	4	3	goodwill	goodwill	PROPN
fnp-3458	4	4	published	publish	VERB
fnp-3458	4	5	:	:	PUNCT
fnp-3458	4	6	04	04	NUM
fnp-3458	4	7	october	october	NOUN
fnp-3458	4	8	2021	2021	NUM
fnp-3458	4	9	https://doi.org/10.17879/freeneuropathology-2021-3458	https://doi.org/10.17879/freeneuropathology-2021-3458	NOUN
fnp-3458	4	10	additional	additional	ADJ
fnp-3458	4	11	resources	resource	NOUN
fnp-3458	4	12	and	and	CCONJ
fnp-3458	4	13	electronic	electronic	ADJ
fnp-3458	4	14	supplementary	supplementary	ADJ
fnp-3458	4	15	material	material	NOUN
fnp-3458	4	16	:	:	PUNCT
fnp-3458	4	17	supplementary	supplementary	ADJ
fnp-3458	4	18	material	material	NOUN
fnp-3458	4	19	keywords	keyword	NOUN
fnp-3458	4	20	:	:	PUNCT
fnp-3458	4	21	raman	raman	NOUN
fnp-3458	4	22	spectroscopy	spectroscopy	NOUN
fnp-3458	4	23	,	,	PUNCT
fnp-3458	4	24	pcnsl	pcnsl	NOUN
fnp-3458	4	25	,	,	PUNCT
fnp-3458	4	26	glioblastoma	glioblastoma	NOUN
fnp-3458	4	27	,	,	PUNCT
fnp-3458	4	28	machine	machine	NOUN
fnp-3458	4	29	learning	learn	VERB
fnp-3458	4	30	abstract	abstract	ADJ
fnp-3458	4	31	objective	objective	NOUN
fnp-3458	4	32	and	and	CCONJ
fnp-3458	4	33	methods	method	NOUN
fnp-3458	4	34	:	:	PUNCT
fnp-3458	4	35	timely	timely	ADJ
fnp-3458	4	36	discrimination	discrimination	NOUN
fnp-3458	4	37	between	between	ADP
fnp-3458	4	38	primary	primary	ADJ
fnp-3458	4	39	cns	cns	NOUN
fnp-3458	4	40	lymphoma	lymphoma	NOUN
fnp-3458	4	41	(	(	PUNCT
fnp-3458	4	42	pcnsl	pcnsl	NOUN
fnp-3458	4	43	)	)	PUNCT
fnp-3458	4	44	and	and	CCONJ
fnp-3458	4	45	glioblastoma	glioblastoma	NOUN
fnp-3458	4	46	is	be	AUX
fnp-3458	4	47	crucial	crucial	ADJ
fnp-3458	4	48	for	for	ADP
fnp-3458	4	49	diagnosis	diagnosis	NOUN
fnp-3458	4	50	and	and	CCONJ
fnp-3458	4	51	therapy	therapy	NOUN
fnp-3458	4	52	,	,	PUNCT
fnp-3458	4	53	but	but	CCONJ
fnp-3458	4	54	also	also	ADV
fnp-3458	4	55	determines	determine	VERB
fnp-3458	4	56	the	the	DET
fnp-3458	4	57	intraoperative	intraoperative	ADJ
fnp-3458	4	58	surgical	surgical	ADJ
fnp-3458	4	59	course	course	NOUN
fnp-3458	4	60	.	.	PUNCT
fnp-3458	5	1	advanced	advanced	ADJ
fnp-3458	5	2	radiological	radiological	ADJ
fnp-3458	5	3	methods	method	NOUN
fnp-3458	5	4	allow	allow	VERB
fnp-3458	5	5	for	for	ADP
fnp-3458	5	6	their	their	PRON
fnp-3458	5	7	distinction	distinction	NOUN
fnp-3458	5	8	to	to	ADP
fnp-3458	5	9	a	a	DET
fnp-3458	5	10	certain	certain	ADJ
fnp-3458	5	11	extent	extent	NOUN
fnp-3458	5	12	but	but	CCONJ
fnp-3458	5	13	ultimately	ultimately	ADV
fnp-3458	5	14	,	,	PUNCT
fnp-3458	5	15	biopsies	biopsy	NOUN
fnp-3458	5	16	are	be	AUX
fnp-3458	5	17	still	still	ADV
fnp-3458	5	18	necessary	necessary	ADJ
fnp-3458	5	19	for	for	ADP
fnp-3458	5	20	final	final	ADJ
fnp-3458	5	21	diagnosis	diagnosis	NOUN
fnp-3458	5	22	.	.	PUNCT
fnp-3458	6	1	as	as	ADP
fnp-3458	6	2	an	an	DET
fnp-3458	6	3	upcoming	upcoming	ADJ
fnp-3458	6	4	method	method	NOUN
fnp-3458	6	5	that	that	PRON
fnp-3458	6	6	enables	enable	VERB
fnp-3458	6	7	tissue	tissue	NOUN
fnp-3458	6	8	analysis	analysis	NOUN
fnp-3458	6	9	by	by	ADP
fnp-3458	6	10	tracking	track	VERB
fnp-3458	6	11	changes	change	NOUN
fnp-3458	6	12	in	in	ADP
fnp-3458	6	13	the	the	DET
fnp-3458	6	14	vibrational	vibrational	ADJ
fnp-3458	6	15	state	state	NOUN
fnp-3458	6	16	of	of	ADP
fnp-3458	6	17	molecules	molecule	NOUN
fnp-3458	6	18	via	via	ADP
fnp-3458	6	19	inelastic	inelastic	ADJ
fnp-3458	6	20	scattered	scatter	VERB
fnp-3458	6	21	photons	photon	NOUN
fnp-3458	6	22	,	,	PUNCT
fnp-3458	6	23	we	we	PRON
fnp-3458	6	24	used	use	VERB
fnp-3458	6	25	raman	raman	NOUN
fnp-3458	6	26	spectroscopy	spectroscopy	NOUN
fnp-3458	6	27	(	(	PUNCT
fnp-3458	6	28	rs	rs	NOUN
fnp-3458	6	29	)	)	PUNCT
fnp-3458	6	30	as	as	ADP
fnp-3458	6	31	a	a	DET
fnp-3458	6	32	label	label	NOUN
fnp-3458	6	33	free	free	ADJ
fnp-3458	6	34	method	method	NOUN
fnp-3458	6	35	to	to	PART
fnp-3458	6	36	examine	examine	VERB
fnp-3458	6	37	specimens	specimen	NOUN
fnp-3458	6	38	of	of	ADP
fnp-3458	6	39	both	both	DET
fnp-3458	6	40	tumor	tumor	NOUN
fnp-3458	6	41	entities	entity	NOUN
fnp-3458	6	42	intraoperatively	intraoperatively	ADV
fnp-3458	6	43	,	,	PUNCT
fnp-3458	6	44	as	as	ADV
fnp-3458	6	45	well	well	ADV
fnp-3458	6	46	as	as	ADV
fnp-3458	6	47	postoperatively	postoperatively	ADJ
fnp-3458	6	48	in	in	ADP
fnp-3458	6	49	formalin	formalin	NOUN
fnp-3458	6	50	fixed	fix	VERB
fnp-3458	6	51	paraffin	paraffin	NOUN
fnp-3458	6	52	embedded	embed	VERB
fnp-3458	6	53	(	(	PUNCT
fnp-3458	6	54	ffpe	ffpe	NOUN
fnp-3458	6	55	)	)	PUNCT
fnp-3458	6	56	samples	sample	NOUN
fnp-3458	6	57	.	.	PUNCT
fnp-3458	7	1	results	result	NOUN
fnp-3458	7	2	:	:	PUNCT
fnp-3458	7	3	we	we	PRON
fnp-3458	7	4	applied	apply	VERB
fnp-3458	7	5	and	and	CCONJ
fnp-3458	7	6	compared	compare	VERB
fnp-3458	7	7	statistical	statistical	ADJ
fnp-3458	7	8	performance	performance	NOUN
fnp-3458	7	9	of	of	ADP
fnp-3458	7	10	linear	linear	ADJ
fnp-3458	7	11	and	and	CCONJ
fnp-3458	7	12	nonlinear	nonlinear	ADJ
fnp-3458	7	13	machine	machine	NOUN
fnp-3458	7	14	learning	learning	NOUN
fnp-3458	7	15	algorithms	algorithm	NOUN
fnp-3458	7	16	(	(	PUNCT
fnp-3458	7	17	logistic	logistic	ADJ
fnp-3458	7	18	regression	regression	NOUN
fnp-3458	7	19	,	,	PUNCT
fnp-3458	7	20	random	random	ADJ
fnp-3458	7	21	forest	forest	NOUN
fnp-3458	7	22	and	and	CCONJ
fnp-3458	7	23	xgboost	xgboost	NUM
fnp-3458	7	24	)	)	PUNCT
fnp-3458	7	25	,	,	PUNCT
fnp-3458	7	26	and	and	CCONJ
fnp-3458	7	27	found	find	VERB
fnp-3458	7	28	that	that	SCONJ
fnp-3458	7	29	random	random	ADJ
fnp-3458	7	30	forest	forest	NOUN
fnp-3458	7	31	classification	classification	NOUN
fnp-3458	7	32	distinguished	distinguish	VERB
fnp-3458	7	33	the	the	DET
fnp-3458	7	34	two	two	NUM
fnp-3458	7	35	tumor	tumor	NOUN
fnp-3458	7	36	entities	entity	NOUN
fnp-3458	7	37	with	with	ADP
fnp-3458	7	38	a	a	DET
fnp-3458	7	39	balanced	balanced	ADJ
fnp-3458	7	40	accuracy	accuracy	NOUN
fnp-3458	7	41	of	of	ADP
fnp-3458	7	42	82.4	82.4	NUM
fnp-3458	7	43	%	%	NOUN
fnp-3458	7	44	in	in	ADP
fnp-3458	7	45	intraoperative	intraoperative	ADJ
fnp-3458	7	46	tissue	tissue	NOUN
fnp-3458	7	47	condition	condition	NOUN
fnp-3458	7	48	and	and	CCONJ
fnp-3458	7	49	with	with	ADP
fnp-3458	7	50	94	94	NUM
fnp-3458	7	51	%	%	NOUN
fnp-3458	7	52	using	use	VERB
fnp-3458	7	53	measurements	measurement	NOUN
fnp-3458	7	54	of	of	ADP
fnp-3458	7	55	distinct	distinct	ADJ
fnp-3458	7	56	tumor	tumor	NOUN
fnp-3458	7	57	areas	area	NOUN
fnp-3458	7	58	on	on	ADP
fnp-3458	7	59	ffpe	ffpe	ADJ
fnp-3458	7	60	tissue	tissue	NOUN
fnp-3458	7	61	.	.	PUNCT
fnp-3458	8	1	taking	take	VERB
fnp-3458	8	2	a	a	DET
fnp-3458	8	3	deeper	deep	ADJ
fnp-3458	8	4	insight	insight	NOUN
fnp-3458	8	5	into	into	ADP
fnp-3458	8	6	the	the	DET
fnp-3458	8	7	spectral	spectral	ADJ
fnp-3458	8	8	properties	property	NOUN
fnp-3458	8	9	of	of	ADP
fnp-3458	8	10	the	the	DET
fnp-3458	8	11	tumor	tumor	NOUN
fnp-3458	8	12	entities	entity	NOUN
fnp-3458	8	13	,	,	PUNCT
fnp-3458	8	14	we	we	PRON
fnp-3458	8	15	describe	describe	VERB
fnp-3458	8	16	different	different	ADJ
fnp-3458	8	17	tumor	tumor	NOUN
fnp-3458	8	18	-	-	PUNCT
fnp-3458	8	19	specific	specific	ADJ
fnp-3458	8	20	raman	raman	NOUN
fnp-3458	8	21	shifts	shift	NOUN
fnp-3458	8	22	of	of	ADP
fnp-3458	8	23	interest	interest	NOUN
fnp-3458	8	24	for	for	ADP
fnp-3458	8	25	classification	classification	NOUN
fnp-3458	8	26	.	.	PUNCT
fnp-3458	9	1	conclusions	conclusion	NOUN
fnp-3458	9	2	:	:	PUNCT
fnp-3458	9	3	due	due	ADP
fnp-3458	9	4	to	to	ADP
fnp-3458	9	5	our	our	PRON
fnp-3458	9	6	findings	finding	NOUN
fnp-3458	9	7	,	,	PUNCT
fnp-3458	9	8	we	we	PRON
fnp-3458	9	9	propose	propose	VERB
fnp-3458	9	10	rs	r	NOUN
fnp-3458	9	11	as	as	ADP
fnp-3458	9	12	an	an	DET
fnp-3458	9	13	additional	additional	ADJ
fnp-3458	9	14	tool	tool	NOUN
fnp-3458	9	15	for	for	ADP
fnp-3458	9	16	fast	fast	ADJ
fnp-3458	9	17	and	and	CCONJ
fnp-3458	9	18	non	non	ADJ
fnp-3458	9	19	-	-	ADJ
fnp-3458	9	20	destructive	destructive	ADJ
fnp-3458	9	21	tumor	tumor	NOUN
fnp-3458	9	22	tissue	tissue	NOUN
fnp-3458	9	23	discrimination	discrimination	NOUN
fnp-3458	9	24	,	,	PUNCT
fnp-3458	9	25	which	which	PRON
fnp-3458	9	26	may	may	AUX
fnp-3458	9	27	help	help	VERB
fnp-3458	9	28	to	to	PART
fnp-3458	9	29	choose	choose	VERB
fnp-3458	9	30	the	the	DET
fnp-3458	9	31	proper	proper	ADJ
fnp-3458	9	32	treatment	treatment	NOUN
fnp-3458	9	33	option	option	NOUN
fnp-3458	9	34	.	.	PUNCT
fnp-3458	10	1	rs	rs	PROPN
fnp-3458	10	2	may	may	AUX
fnp-3458	10	3	further	far	ADV
fnp-3458	10	4	serve	serve	VERB
fnp-3458	10	5	as	as	ADP
fnp-3458	10	6	a	a	DET
fnp-3458	10	7	useful	useful	ADJ
fnp-3458	10	8	additional	additional	ADJ
fnp-3458	10	9	tool	tool	NOUN
fnp-3458	10	10	for	for	ADP
fnp-3458	10	11	neuropathological	neuropathological	ADJ
fnp-3458	10	12	diagnostics	diagnostic	NOUN
fnp-3458	10	13	with	with	ADP
fnp-3458	10	14	little	little	ADJ
fnp-3458	10	15	requirements	requirement	NOUN
fnp-3458	10	16	for	for	ADP
fnp-3458	10	17	tissue	tissue	NOUN
fnp-3458	10	18	integrity	integrity	NOUN
fnp-3458	10	19	.	.	PUNCT
fnp-3458	11	1	introduction	introduction	NOUN
fnp-3458	11	2	the	the	DET
fnp-3458	11	3	highly	highly	ADV
fnp-3458	11	4	malignant	malignant	ADJ
fnp-3458	11	5	and	and	CCONJ
fnp-3458	11	6	rare	rare	ADJ
fnp-3458	11	7	non	non	ADJ
fnp-3458	11	8	-	-	ADJ
fnp-3458	11	9	hodgkin	hodgkin	ADJ
fnp-3458	11	10	primary	primary	ADJ
fnp-3458	11	11	central	central	ADJ
fnp-3458	11	12	nervous	nervous	ADJ
fnp-3458	11	13	system	system	NOUN
fnp-3458	11	14	lymphoma	lymphoma	NOUN
fnp-3458	11	15	(	(	PUNCT
fnp-3458	11	16	pcnsl	pcnsl	NOUN
fnp-3458	11	17	)	)	PUNCT
fnp-3458	11	18	accounts	account	NOUN
fnp-3458	11	19	for	for	ADP
fnp-3458	11	20	only	only	ADV
fnp-3458	11	21	3	3	NUM
fnp-3458	11	22	%	%	NOUN
fnp-3458	11	23	of	of	ADP
fnp-3458	11	24	all	all	DET
fnp-3458	11	25	brain	brain	NOUN
fnp-3458	11	26	tumors1	tumors1	NOUN
fnp-3458	11	27	.	.	PUNCT
fnp-3458	12	1	the	the	DET
fnp-3458	12	2	common	common	ADJ
fnp-3458	12	3	practice	practice	NOUN
fnp-3458	12	4	to	to	PART
fnp-3458	12	5	confirm	confirm	VERB
fnp-3458	12	6	the	the	DET
fnp-3458	12	7	suspicion	suspicion	NOUN
fnp-3458	12	8	of	of	ADP
fnp-3458	12	9	a	a	DET
fnp-3458	12	10	pcnsl	pcnsl	NOUN
fnp-3458	12	11	is	be	AUX
fnp-3458	12	12	a	a	DET
fnp-3458	12	13	stereotactic	stereotactic	ADJ
fnp-3458	12	14	biopsy	biopsy	NOUN
fnp-3458	12	15	,	,	PUNCT
fnp-3458	12	16	according	accord	VERB
fnp-3458	12	17	to	to	ADP
fnp-3458	12	18	which	which	PRON
fnp-3458	12	19	it	it	PRON
fnp-3458	12	20	can	can	AUX
fnp-3458	12	21	be	be	AUX
fnp-3458	12	22	histopathologically	histopathologically	ADV
fnp-3458	12	23	diagnosed	diagnose	VERB
fnp-3458	12	24	and	and	CCONJ
fnp-3458	12	25	the	the	DET
fnp-3458	12	26	following	follow	VERB
fnp-3458	12	27	treatment	treatment	NOUN
fnp-3458	12	28	adjusted2	adjusted2	NOUN
fnp-3458	12	29	.	.	PUNCT
fnp-3458	13	1	due	due	ADP
fnp-3458	13	2	to	to	ADP
fnp-3458	13	3	similar	similar	ADJ
fnp-3458	13	4	initial	initial	ADJ
fnp-3458	13	5	clinical	clinical	ADJ
fnp-3458	13	6	presentations	presentation	NOUN
fnp-3458	13	7	and	and	CCONJ
fnp-3458	13	8	imaging	imaging	NOUN
fnp-3458	13	9	properties	property	NOUN
fnp-3458	13	10	,	,	PUNCT
fnp-3458	13	11	an	an	DET
fnp-3458	13	12	important	important	ADJ
fnp-3458	13	13	differential	differential	ADJ
fnp-3458	13	14	diagnosis	diagnosis	NOUN
fnp-3458	13	15	of	of	ADP
fnp-3458	13	16	primary	primary	ADJ
fnp-3458	13	17	cns	cns	NOUN
fnp-3458	13	18	lymphoma	lymphoma	NOUN
fnp-3458	13	19	is	be	AUX
fnp-3458	13	20	diffuse	diffuse	ADJ
fnp-3458	13	21	high	high	ADJ
fnp-3458	13	22	-	-	PUNCT
fnp-3458	13	23	grade	grade	NOUN
fnp-3458	13	24	glioma	glioma	NOUN
fnp-3458	13	25	,	,	PUNCT
fnp-3458	13	26	especially	especially	ADV
fnp-3458	13	27	glioblastoma	glioblastoma	NOUN
fnp-3458	13	28	,	,	PUNCT
fnp-3458	13	29	who	who	PRON
fnp-3458	13	30	grade	grade	NOUN
fnp-3458	13	31	iv	iv	NOUN
fnp-3458	13	32	.	.	PUNCT
fnp-3458	14	1	the	the	DET
fnp-3458	14	2	clinical	clinical	ADJ
fnp-3458	14	3	management	management	NOUN
fnp-3458	14	4	and	and	CCONJ
fnp-3458	14	5	treatment	treatment	NOUN
fnp-3458	14	6	,	,	PUNCT
fnp-3458	14	7	however	however	ADV
fnp-3458	14	8	,	,	PUNCT
fnp-3458	14	9	considerably	considerably	ADV
fnp-3458	14	10	vary	vary	VERB
fnp-3458	14	11	between	between	ADP
fnp-3458	14	12	these	these	DET
fnp-3458	14	13	entities	entity	NOUN
fnp-3458	14	14	.	.	PUNCT
fnp-3458	15	1	while	while	SCONJ
fnp-3458	15	2	gross	gross	ADJ
fnp-3458	15	3	surgical	surgical	ADJ
fnp-3458	15	4	resection	resection	NOUN
fnp-3458	15	5	of	of	ADP
fnp-3458	15	6	the	the	DET
fnp-3458	15	7	tumor	tumor	NOUN
fnp-3458	15	8	followed	follow	VERB
fnp-3458	15	9	by	by	ADP
fnp-3458	15	10	combined	combined	ADJ
fnp-3458	15	11	radio	radio	NOUN
fnp-3458	15	12	-	-	PUNCT
fnp-3458	15	13	chemotherapy	chemotherapy	NOUN
fnp-3458	15	14	is	be	AUX
fnp-3458	15	15	standard	standard	ADJ
fnp-3458	15	16	of	of	ADP
fnp-3458	15	17	care	care	NOUN
fnp-3458	15	18	in	in	ADP
fnp-3458	15	19	the	the	DET
fnp-3458	15	20	treatment	treatment	NOUN
fnp-3458	15	21	of	of	ADP
fnp-3458	15	22	glioblastoma	glioblastoma	NOUN
fnp-3458	15	23	,	,	PUNCT
fnp-3458	15	24	surgery	surgery	NOUN
fnp-3458	15	25	plays	play	VERB
fnp-3458	15	26	a	a	DET
fnp-3458	15	27	subordinate	subordinate	ADJ
fnp-3458	15	28	role	role	NOUN
fnp-3458	15	29	in	in	ADP
fnp-3458	15	30	pcnsl	pcnsl	NOUN
fnp-3458	15	31	therapy3	therapy3	NOUN
fnp-3458	15	32	-	-	PUNCT
fnp-3458	15	33	4	4	NUM
fnp-3458	15	34	.	.	PUNCT
fnp-3458	16	1	it	it	PRON
fnp-3458	16	2	is	be	AUX
fnp-3458	16	3	essential	essential	ADJ
fnp-3458	16	4	to	to	PART
fnp-3458	16	5	differentiate	differentiate	VERB
fnp-3458	16	6	between	between	ADP
fnp-3458	16	7	these	these	DET
fnp-3458	16	8	tumors	tumor	NOUN
fnp-3458	16	9	as	as	ADV
fnp-3458	16	10	early	early	ADV
fnp-3458	16	11	as	as	ADP
fnp-3458	16	12	possible5	possible5	NOUN
fnp-3458	16	13	.	.	PUNCT
fnp-3458	17	1	recent	recent	ADJ
fnp-3458	17	2	magnetic	magnetic	ADJ
fnp-3458	17	3	resonance	resonance	NOUN
fnp-3458	17	4	imaging	imaging	NOUN
fnp-3458	17	5	(	(	PUNCT
fnp-3458	17	6	mri	mri	NOUN
fnp-3458	17	7	)	)	PUNCT
fnp-3458	17	8	studies	study	NOUN
fnp-3458	17	9	have	have	AUX
fnp-3458	17	10	shown	show	VERB
fnp-3458	17	11	potential	potential	NOUN
fnp-3458	17	12	,	,	PUNCT
fnp-3458	17	13	using	use	VERB
fnp-3458	17	14	,	,	PUNCT
fnp-3458	17	15	amongst	amongst	ADP
fnp-3458	17	16	other	other	ADJ
fnp-3458	17	17	parameters	parameter	NOUN
fnp-3458	17	18	,	,	PUNCT
fnp-3458	17	19	the	the	DET
fnp-3458	17	20	signal	signal	NOUN
fnp-3458	17	21	of	of	ADP
fnp-3458	17	22	the	the	DET
fnp-3458	17	23	tumor	tumor	NOUN
fnp-3458	17	24	blood	blood	NOUN
fnp-3458	17	25	flow	flow	NOUN
fnp-3458	17	26	(	(	PUNCT
fnp-3458	17	27	tbf	tbf	NOUN
fnp-3458	17	28	)	)	PUNCT
fnp-3458	17	29	and	and	CCONJ
fnp-3458	17	30	diffusion	diffusion	NOUN
fnp-3458	17	31	tensor	tensor	NOUN
fnp-3458	17	32	imaging	imaging	NOUN
fnp-3458	17	33	(	(	PUNCT
fnp-3458	17	34	dti	dti	PROPN
fnp-3458	17	35	)	)	PUNCT
fnp-3458	17	36	characteristics	characteristic	NOUN
fnp-3458	17	37	preoperatively5	preoperatively5	NOUN
fnp-3458	17	38	.	.	PUNCT
fnp-3458	18	1	furthermore	furthermore	ADV
fnp-3458	18	2	,	,	PUNCT
fnp-3458	18	3	discrimination	discrimination	NOUN
fnp-3458	18	4	was	be	AUX
fnp-3458	18	5	described	describe	VERB
fnp-3458	18	6	using	use	VERB
fnp-3458	18	7	the	the	DET
fnp-3458	18	8	levels	level	NOUN
fnp-3458	18	9	of	of	ADP
fnp-3458	18	10	myo	myo	NOUN
fnp-3458	18	11	-	-	PUNCT
fnp-3458	18	12	inositol	inositol	NOUN
fnp-3458	18	13	concentration	concentration	NOUN
fnp-3458	18	14	measured	measure	VERB
fnp-3458	18	15	with	with	ADP
fnp-3458	18	16	magnetic	magnetic	ADJ
fnp-3458	18	17	resonance	resonance	NOUN
fnp-3458	18	18	spectroscopy6	spectroscopy6	NOUN
fnp-3458	18	19	.	.	PUNCT
fnp-3458	19	1	nevertheless	nevertheless	ADV
fnp-3458	19	2	,	,	PUNCT
fnp-3458	19	3	stereotactic	stereotactic	ADJ
fnp-3458	19	4	biopsies	biopsy	NOUN
fnp-3458	19	5	remain	remain	VERB
fnp-3458	19	6	necessary	necessary	ADJ
fnp-3458	19	7	to	to	PART
fnp-3458	19	8	confirm	confirm	VERB
fnp-3458	19	9	the	the	DET
fnp-3458	19	10	diagnosis	diagnosis	NOUN
fnp-3458	19	11	in	in	ADP
fnp-3458	19	12	the	the	DET
fnp-3458	19	13	majority	majority	NOUN
fnp-3458	19	14	of	of	ADP
fnp-3458	19	15	cases	case	NOUN
fnp-3458	19	16	.	.	PUNCT
fnp-3458	20	1	as	as	ADP
fnp-3458	20	2	a	a	DET
fnp-3458	20	3	promising	promising	ADJ
fnp-3458	20	4	method	method	NOUN
fnp-3458	20	5	in	in	ADP
fnp-3458	20	6	tumor	tumor	NOUN
fnp-3458	20	7	diagnostics	diagnostic	NOUN
fnp-3458	20	8	,	,	PUNCT
fnp-3458	20	9	raman	raman	NOUN
fnp-3458	20	10	spectroscopy	spectroscopy	NOUN
fnp-3458	20	11	(	(	PUNCT
fnp-3458	20	12	rs	rs	NOUN
fnp-3458	20	13	)	)	PUNCT
fnp-3458	20	14	allows	allow	VERB
fnp-3458	20	15	fast	fast	ADJ
fnp-3458	20	16	and	and	CCONJ
fnp-3458	20	17	non	non	ADJ
fnp-3458	20	18	-	-	ADJ
fnp-3458	20	19	destructive	destructive	ADJ
fnp-3458	20	20	,	,	PUNCT
fnp-3458	20	21	label	label	NOUN
fnp-3458	20	22	-	-	PUNCT
fnp-3458	20	23	free	free	ADJ
fnp-3458	20	24	tissue	tissue	NOUN
fnp-3458	20	25	classification	classification	NOUN
fnp-3458	20	26	even	even	ADV
fnp-3458	20	27	perioperatively	perioperatively	ADV
fnp-3458	20	28	.	.	PUNCT
fnp-3458	21	1	so	so	ADV
fnp-3458	21	2	far	far	ADV
fnp-3458	21	3	,	,	PUNCT
fnp-3458	21	4	it	it	PRON
fnp-3458	21	5	has	have	AUX
fnp-3458	21	6	been	be	AUX
fnp-3458	21	7	successfully	successfully	ADV
fnp-3458	21	8	used	use	VERB
fnp-3458	21	9	to	to	PART
fnp-3458	21	10	distinguish	distinguish	VERB
fnp-3458	21	11	different	different	ADJ
fnp-3458	21	12	entities	entity	NOUN
fnp-3458	21	13	and	and	CCONJ
fnp-3458	21	14	grades	grade	NOUN
fnp-3458	21	15	of	of	ADP
fnp-3458	21	16	brain	brain	NOUN
fnp-3458	21	17	tumors	tumor	NOUN
fnp-3458	21	18	,	,	PUNCT
fnp-3458	21	19	such	such	ADJ
fnp-3458	21	20	as	as	ADP
fnp-3458	21	21	meningiomas	meningioma	NOUN
fnp-3458	21	22	and	and	CCONJ
fnp-3458	21	23	gliomas7,8,9,10	gliomas7,8,9,10	PROPN
fnp-3458	21	24	.	.	PUNCT
fnp-3458	22	1	due	due	ADP
fnp-3458	22	2	to	to	ADP
fnp-3458	22	3	their	their	PRON
fnp-3458	22	4	inherent	inherent	ADJ
fnp-3458	22	5	ability	ability	NOUN
fnp-3458	22	6	of	of	ADP
fnp-3458	22	7	tissue	tissue	NOUN
fnp-3458	22	8	recognition	recognition	NOUN
fnp-3458	22	9	,	,	PUNCT
fnp-3458	22	10	inelastic	inelastic	ADJ
fnp-3458	22	11	scattered	scatter	VERB
fnp-3458	22	12	photons	photon	NOUN
fnp-3458	22	13	caused	cause	VERB
fnp-3458	22	14	by	by	ADP
fnp-3458	22	15	changes	change	NOUN
fnp-3458	22	16	in	in	ADP
fnp-3458	22	17	the	the	DET
fnp-3458	22	18	vibrational	vibrational	ADJ
fnp-3458	22	19	state	state	NOUN
fnp-3458	22	20	of	of	ADP
fnp-3458	22	21	molecules	molecule	NOUN
fnp-3458	22	22	are	be	AUX
fnp-3458	22	23	used	use	VERB
fnp-3458	22	24	as	as	ADP
fnp-3458	22	25	a	a	DET
fnp-3458	22	26	“	"	PUNCT
fnp-3458	22	27	molecular	molecular	ADJ
fnp-3458	22	28	fingerprint	fingerprint	NOUN
fnp-3458	22	29	”	"	PUNCT
fnp-3458	22	30	of	of	ADP
fnp-3458	22	31	the	the	DET
fnp-3458	22	32	examined	examined	ADJ
fnp-3458	22	33	tissue	tissue	NOUN
fnp-3458	22	34	.	.	PUNCT
fnp-3458	23	1	rs	rs	PROPN
fnp-3458	23	2	has	have	AUX
fnp-3458	23	3	already	already	ADV
fnp-3458	23	4	been	be	AUX
fnp-3458	23	5	shown	show	VERB
fnp-3458	23	6	to	to	PART
fnp-3458	23	7	be	be	AUX
fnp-3458	23	8	capable	capable	ADJ
fnp-3458	23	9	of	of	ADP
fnp-3458	23	10	detecting	detect	VERB
fnp-3458	23	11	intraocular	intraocular	ADJ
fnp-3458	23	12	lymphoma	lymphoma	NOUN
fnp-3458	23	13	cells11	cells11	NOUN
fnp-3458	23	14	.	.	PUNCT
fnp-3458	24	1	rs	rs	PROPN
fnp-3458	24	2	is	be	AUX
fnp-3458	24	3	also	also	ADV
fnp-3458	24	4	able	able	ADJ
fnp-3458	24	5	to	to	PART
fnp-3458	24	6	distinguish	distinguish	VERB
fnp-3458	24	7	between	between	ADP
fnp-3458	24	8	diffuse	diffuse	PROPN
fnp-3458	24	9	large	large	ADJ
fnp-3458	24	10	b	b	NOUN
fnp-3458	24	11	-	-	PUNCT
fnp-3458	24	12	cells	cell	NOUN
fnp-3458	24	13	and	and	CCONJ
fnp-3458	24	14	chronic	chronic	ADJ
fnp-3458	24	15	lymphocytic	lymphocytic	ADJ
fnp-3458	24	16	leukemia	leukemia	NOUN
fnp-3458	24	17	in	in	ADP
fnp-3458	24	18	blood	blood	NOUN
fnp-3458	24	19	samples12	samples12	NOUN
fnp-3458	24	20	,	,	PUNCT
fnp-3458	24	21	as	as	ADV
fnp-3458	24	22	well	well	ADV
fnp-3458	24	23	as	as	ADP
fnp-3458	24	24	to	to	PART
fnp-3458	24	25	predict	predict	VERB
fnp-3458	24	26	the	the	DET
fnp-3458	24	27	malignancy	malignancy	NOUN
fnp-3458	24	28	status	status	NOUN
fnp-3458	24	29	of	of	ADP
fnp-3458	24	30	lymph	lymph	NOUN
fnp-3458	24	31	nodes13	nodes13	NOUN
fnp-3458	24	32	.	.	PUNCT
fnp-3458	25	1	assessment	assessment	NOUN
fnp-3458	25	2	of	of	ADP
fnp-3458	25	3	tumor	tumor	NOUN
fnp-3458	25	4	tissue	tissue	NOUN
fnp-3458	25	5	via	via	ADP
fnp-3458	25	6	rs	rs	NOUN
fnp-3458	25	7	during	during	ADP
fnp-3458	25	8	diagnostic	diagnostic	ADJ
fnp-3458	25	9	stereotactic	stereotactic	ADJ
fnp-3458	25	10	interventions	intervention	NOUN
fnp-3458	25	11	may	may	AUX
fnp-3458	25	12	lead	lead	VERB
fnp-3458	25	13	to	to	ADP
fnp-3458	25	14	early	early	ADJ
fnp-3458	25	15	changes	change	NOUN
fnp-3458	25	16	of	of	ADP
fnp-3458	25	17	the	the	DET
fnp-3458	25	18	intraoperative	intraoperative	ADJ
fnp-3458	25	19	surgical	surgical	ADJ
fnp-3458	25	20	course	course	NOUN
fnp-3458	25	21	by	by	ADP
fnp-3458	25	22	favoring	favor	VERB
fnp-3458	25	23	immediate	immediate	ADJ
fnp-3458	25	24	surgical	surgical	ADJ
fnp-3458	25	25	intervention	intervention	NOUN
fnp-3458	25	26	in	in	ADP
fnp-3458	25	27	the	the	DET
fnp-3458	25	28	case	case	NOUN
fnp-3458	25	29	of	of	ADP
fnp-3458	25	30	glioblastoma	glioblastoma	NOUN
fnp-3458	25	31	or	or	CCONJ
fnp-3458	25	32	rather	rather	ADV
fnp-3458	25	33	to	to	ADP
fnp-3458	25	34	cessation	cessation	NOUN
fnp-3458	25	35	of	of	ADP
fnp-3458	25	36	the	the	DET
fnp-3458	25	37	procedure	procedure	NOUN
fnp-3458	25	38	in	in	ADP
fnp-3458	25	39	lymphoma	lymphoma	NOUN
fnp-3458	25	40	patients	patient	NOUN
fnp-3458	25	41	without	without	ADP
fnp-3458	25	42	waiting	wait	VERB
fnp-3458	25	43	for	for	ADP
fnp-3458	25	44	more	more	ADV
fnp-3458	25	45	detailed	detailed	ADJ
fnp-3458	25	46	histopathological	histopathological	ADJ
fnp-3458	25	47	analysis	analysis	NOUN
fnp-3458	25	48	.	.	PUNCT
fnp-3458	26	1	rs	rs	PROPN
fnp-3458	26	2	may	may	AUX
fnp-3458	26	3	further	far	ADV
fnp-3458	26	4	be	be	AUX
fnp-3458	26	5	applied	apply	VERB
fnp-3458	26	6	on	on	ADP
fnp-3458	26	7	processed	process	VERB
fnp-3458	26	8	tissue14	tissue14	NOUN
fnp-3458	26	9	,	,	PUNCT
fnp-3458	26	10	such	such	ADJ
fnp-3458	26	11	as	as	ADP
fnp-3458	26	12	on	on	ADP
fnp-3458	26	13	formalin	formalin	NOUN
fnp-3458	26	14	fixed	fix	VERB
fnp-3458	26	15	paraffin	paraffin	NOUN
fnp-3458	26	16	-	-	PUNCT
fnp-3458	26	17	embedded	embed	VERB
fnp-3458	26	18	(	(	PUNCT
fnp-3458	26	19	ffpe	ffpe	NOUN
fnp-3458	26	20	)	)	PUNCT
fnp-3458	26	21	tissue	tissue	NOUN
fnp-3458	26	22	in	in	ADP
fnp-3458	26	23	the	the	DET
fnp-3458	26	24	pathology	pathology	NOUN
fnp-3458	26	25	department	department	NOUN
fnp-3458	26	26	to	to	PART
fnp-3458	26	27	distinguish	distinguish	VERB
fnp-3458	26	28	between	between	ADP
fnp-3458	26	29	pcnsl	pcnsl	NOUN
fnp-3458	26	30	and	and	CCONJ
fnp-3458	26	31	malignant	malignant	ADJ
fnp-3458	26	32	glioma	glioma	NOUN
fnp-3458	26	33	.	.	PUNCT
fnp-3458	27	1	here	here	ADV
fnp-3458	27	2	,	,	PUNCT
fnp-3458	27	3	we	we	PRON
fnp-3458	27	4	applied	apply	VERB
fnp-3458	27	5	rs	r	NOUN
fnp-3458	27	6	on	on	ADP
fnp-3458	27	7	freshly	freshly	ADV
fnp-3458	27	8	resected	resect	VERB
fnp-3458	27	9	tissue	tissue	NOUN
fnp-3458	27	10	within	within	ADP
fnp-3458	27	11	the	the	DET
fnp-3458	27	12	operating	operating	NOUN
fnp-3458	27	13	room	room	NOUN
fnp-3458	27	14	(	(	PUNCT
fnp-3458	27	15	or	or	CCONJ
fnp-3458	27	16	)	)	PUNCT
fnp-3458	27	17	and	and	CCONJ
fnp-3458	27	18	after	after	ADP
fnp-3458	27	19	histopathological	histopathological	ADJ
fnp-3458	27	20	diagnosis	diagnosis	NOUN
fnp-3458	27	21	of	of	ADP
fnp-3458	27	22	ffpe	ffpe	ADJ
fnp-3458	27	23	tissue	tissue	NOUN
fnp-3458	27	24	.	.	PUNCT
fnp-3458	28	1	we	we	PRON
fnp-3458	28	2	then	then	ADV
fnp-3458	28	3	tested	test	VERB
fnp-3458	28	4	linear	linear	PROPN
fnp-3458	28	5	and	and	CCONJ
fnp-3458	28	6	nonlinear	nonlinear	ADJ
fnp-3458	28	7	machine	machine	NOUN
fnp-3458	28	8	learning	learn	VERB
fnp-3458	28	9	algorithms	algorithm	NOUN
fnp-3458	28	10	with	with	ADP
fnp-3458	28	11	the	the	DET
fnp-3458	28	12	goal	goal	NOUN
fnp-3458	28	13	to	to	PART
fnp-3458	28	14	create	create	VERB
fnp-3458	28	15	a	a	DET
fnp-3458	28	16	classifier	classifier	NOUN
fnp-3458	28	17	that	that	SCONJ
fnp-3458	28	18	in	in	ADP
fnp-3458	28	19	the	the	DET
fnp-3458	28	20	future	future	NOUN
fnp-3458	28	21	may	may	AUX
fnp-3458	28	22	be	be	AUX
fnp-3458	28	23	useful	useful	ADJ
fnp-3458	28	24	both	both	CCONJ
fnp-3458	28	25	in	in	ADP
fnp-3458	28	26	the	the	PRON
fnp-3458	28	27	or	or	CCONJ
fnp-3458	28	28	and	and	CCONJ
fnp-3458	28	29	in	in	ADP
fnp-3458	28	30	the	the	DET
fnp-3458	28	31	pathological	pathological	ADJ
fnp-3458	28	32	diagnostics	diagnostic	NOUN
fnp-3458	28	33	for	for	ADP
fnp-3458	28	34	the	the	DET
fnp-3458	28	35	differentiation	differentiation	NOUN
fnp-3458	28	36	between	between	ADP
fnp-3458	28	37	pcnsl	pcnsl	NOUN
fnp-3458	28	38	and	and	CCONJ
fnp-3458	28	39	glioblastoma	glioblastoma	NOUN
fnp-3458	28	40	.	.	PUNCT
fnp-3458	29	1	materials	material	NOUN
fnp-3458	29	2	and	and	CCONJ
fnp-3458	29	3	methods	method	NOUN
fnp-3458	29	4	patient	patient	ADJ
fnp-3458	29	5	data	datum	NOUN
fnp-3458	29	6	75	75	NUM
fnp-3458	29	7	measurements	measurement	NOUN
fnp-3458	29	8	from	from	ADP
fnp-3458	29	9	3	3	NUM
fnp-3458	29	10	pcnsl	pcnsl	NOUN
fnp-3458	29	11	patients	patient	NOUN
fnp-3458	29	12	(	(	PUNCT
fnp-3458	29	13	due	due	ADP
fnp-3458	29	14	to	to	ADP
fnp-3458	29	15	a	a	DET
fnp-3458	29	16	low	low	ADJ
fnp-3458	29	17	prevalence	prevalence	NOUN
fnp-3458	29	18	the	the	DET
fnp-3458	29	19	number	number	NOUN
fnp-3458	29	20	of	of	ADP
fnp-3458	29	21	samples	sample	NOUN
fnp-3458	29	22	remains	remain	VERB
fnp-3458	29	23	limited	limited	ADJ
fnp-3458	29	24	)	)	PUNCT
fnp-3458	29	25	and	and	CCONJ
fnp-3458	29	26	10	10	NUM
fnp-3458	29	27	glioblastoma	glioblastoma	NOUN
fnp-3458	29	28	patients	patient	NOUN
fnp-3458	29	29	were	be	AUX
fnp-3458	29	30	carried	carry	VERB
fnp-3458	29	31	out	out	ADP
fnp-3458	29	32	intraoperatively	intraoperatively	ADV
fnp-3458	29	33	on	on	ADP
fnp-3458	29	34	freshly	freshly	ADV
fnp-3458	29	35	resected	resect	VERB
fnp-3458	29	36	tissue	tissue	NOUN
fnp-3458	29	37	without	without	ADP
fnp-3458	29	38	further	further	ADJ
fnp-3458	29	39	processing	processing	NOUN
fnp-3458	29	40	(	(	PUNCT
fnp-3458	29	41	2	2	NUM
fnp-3458	29	42	patients	patient	NOUN
fnp-3458	29	43	)	)	PUNCT
fnp-3458	29	44	and	and	CCONJ
fnp-3458	29	45	after	after	ADP
fnp-3458	29	46	formalin	formalin	NOUN
fnp-3458	29	47	fixation	fixation	NOUN
fnp-3458	29	48	(	(	PUNCT
fnp-3458	29	49	1	1	NUM
fnp-3458	29	50	patient	patient	NOUN
fnp-3458	29	51	)	)	PUNCT
fnp-3458	29	52	.	.	PUNCT
fnp-3458	30	1	45	45	NUM
fnp-3458	30	2	measurements	measurement	NOUN
fnp-3458	30	3	from	from	ADP
fnp-3458	30	4	3	3	NUM
fnp-3458	30	5	pcnsl	pcnsl	NOUN
fnp-3458	30	6	patients	patient	NOUN
fnp-3458	30	7	and	and	CCONJ
fnp-3458	30	8	6	6	NUM
fnp-3458	30	9	glioblastoma	glioblastoma	NOUN
fnp-3458	30	10	samples	sample	NOUN
fnp-3458	30	11	were	be	AUX
fnp-3458	30	12	carried	carry	VERB
fnp-3458	30	13	out	out	ADP
fnp-3458	30	14	on	on	ADP
fnp-3458	30	15	ffpe	ffpe	ADJ
fnp-3458	30	16	tissue	tissue	NOUN
fnp-3458	30	17	.	.	PUNCT
fnp-3458	31	1	table	table	NOUN
fnp-3458	31	2	1	1	NUM
fnp-3458	31	3	provides	provide	VERB
fnp-3458	31	4	a	a	DET
fnp-3458	31	5	more	more	ADV
fnp-3458	31	6	detailed	detailed	ADJ
fnp-3458	31	7	overview	overview	NOUN
fnp-3458	31	8	about	about	ADP
fnp-3458	31	9	conducted	conduct	VERB
fnp-3458	31	10	measurements	measurement	NOUN
fnp-3458	31	11	,	,	PUNCT
fnp-3458	31	12	supplemental	supplemental	ADJ
fnp-3458	31	13	table	table	NOUN
fnp-3458	31	14	1	1	NUM
fnp-3458	31	15	and	and	CCONJ
fnp-3458	31	16	2	2	NUM
fnp-3458	31	17	contain	contain	VERB
fnp-3458	31	18	additional	additional	ADJ
fnp-3458	31	19	information	information	NOUN
fnp-3458	31	20	about	about	ADP
fnp-3458	31	21	the	the	DET
fnp-3458	31	22	glioblastoma	glioblastoma	NOUN
fnp-3458	31	23	samples	sample	NOUN
fnp-3458	31	24	.	.	PUNCT
fnp-3458	32	1	all	all	DET
fnp-3458	32	2	tumor	tumor	NOUN
fnp-3458	32	3	samples	sample	NOUN
fnp-3458	32	4	underwent	undergo	VERB
fnp-3458	32	5	neuropathological	neuropathological	ADJ
fnp-3458	32	6	diagnostics	diagnostic	NOUN
fnp-3458	32	7	(	(	PUNCT
fnp-3458	32	8	histology	histology	NOUN
fnp-3458	32	9	,	,	PUNCT
fnp-3458	32	10	immunohistochemistry	immunohistochemistry	NOUN
fnp-3458	32	11	,	,	PUNCT
fnp-3458	32	12	epigenetic	epigenetic	ADJ
fnp-3458	32	13	and	and	CCONJ
fnp-3458	32	14	genetic	genetic	ADJ
fnp-3458	32	15	analysis	analysis	NOUN
fnp-3458	32	16	)	)	PUNCT
fnp-3458	32	17	,	,	PUNCT
fnp-3458	32	18	performed	perform	VERB
fnp-3458	32	19	by	by	ADP
fnp-3458	32	20	a	a	DET
fnp-3458	32	21	board	board	NOUN
fnp-3458	32	22	certified	certify	VERB
fnp-3458	32	23	neuropathologist	neuropathologist	NOUN
fnp-3458	32	24	at	at	ADP
fnp-3458	32	25	the	the	DET
fnp-3458	32	26	national	national	ADJ
fnp-3458	32	27	center	center	NOUN
fnp-3458	32	28	of	of	ADP
fnp-3458	32	29	pathology	pathology	NOUN
fnp-3458	32	30	(	(	PUNCT
fnp-3458	32	31	ncp	ncp	PROPN
fnp-3458	32	32	)	)	PUNCT
fnp-3458	32	33	at	at	ADP
fnp-3458	32	34	the	the	DET
fnp-3458	32	35	laboratoire	laboratoire	PROPN
fnp-3458	32	36	nationale	nationale	PROPN
fnp-3458	32	37	de	de	X
fnp-3458	32	38	santé	santé	X
fnp-3458	32	39	(	(	PUNCT
fnp-3458	32	40	lns	lns	PROPN
fnp-3458	32	41	,	,	PUNCT
fnp-3458	32	42	luxembourg	luxembourg	PROPN
fnp-3458	32	43	)	)	PUNCT
fnp-3458	32	44	.	.	PUNCT
fnp-3458	33	1	the	the	DET
fnp-3458	33	2	patient	patient	ADJ
fnp-3458	33	3	data	datum	NOUN
fnp-3458	33	4	were	be	AUX
fnp-3458	33	5	collected	collect	VERB
fnp-3458	33	6	between	between	ADP
fnp-3458	33	7	2018	2018	NUM
fnp-3458	33	8	-	-	SYM
fnp-3458	33	9	2020	2020	NUM
fnp-3458	33	10	;	;	PUNCT
fnp-3458	33	11	all	all	DET
fnp-3458	33	12	patients	patient	NOUN
fnp-3458	33	13	were	be	AUX
fnp-3458	33	14	part	part	NOUN
fnp-3458	33	15	of	of	ADP
fnp-3458	33	16	the	the	DET
fnp-3458	33	17	insitu	insitu	ADJ
fnp-3458	33	18	®	®	NOUN
fnp-3458	33	19	study	study	NOUN
fnp-3458	33	20	(	(	PUNCT
fnp-3458	33	21	nr	nr	PROPN
fnp-3458	33	22	.	.	PROPN
fnp-3458	33	23	201804/08	201804/08	NUM
fnp-3458	33	24	)	)	PUNCT
fnp-3458	33	25	,	,	PUNCT
fnp-3458	33	26	which	which	PRON
fnp-3458	33	27	has	have	AUX
fnp-3458	33	28	been	be	AUX
fnp-3458	33	29	authorized	authorize	VERB
fnp-3458	33	30	by	by	ADP
fnp-3458	33	31	the	the	DET
fnp-3458	33	32	‘	'	PUNCT
fnp-3458	33	33	comité	comité	ADJ
fnp-3458	33	34	national	national	ADJ
fnp-3458	33	35	d’ethique	d’ethique	ADJ
fnp-3458	33	36	de	de	X
fnp-3458	33	37	recherche	recherche	X
fnp-3458	33	38	’	'	PUNCT
fnp-3458	33	39	(	(	PUNCT
fnp-3458	33	40	cner	cner	NOUN
fnp-3458	33	41	)	)	PUNCT
fnp-3458	33	42	and	and	CCONJ
fnp-3458	33	43	was	be	AUX
fnp-3458	33	44	performed	perform	VERB
fnp-3458	33	45	according	accord	VERB
fnp-3458	33	46	to	to	ADP
fnp-3458	33	47	the	the	DET
fnp-3458	33	48	'	'	PUNCT
fnp-3458	33	49	eu	eu	PROPN
fnp-3458	33	50	general	general	PROPN
fnp-3458	33	51	data	data	PROPN
fnp-3458	33	52	protection	protection	PROPN
fnp-3458	33	53	regulation	regulation	PROPN
fnp-3458	33	54	'	'	PUNCT
fnp-3458	33	55	gdpr15	gdpr15	NOUN
fnp-3458	33	56	,	,	PUNCT
fnp-3458	33	57	as	as	ADV
fnp-3458	33	58	well	well	ADV
fnp-3458	33	59	as	as	ADP
fnp-3458	33	60	the	the	DET
fnp-3458	33	61	world	world	PROPN
fnp-3458	33	62	medical	medical	PROPN
fnp-3458	33	63	association	association	PROPN
fnp-3458	33	64	(	(	PUNCT
fnp-3458	33	65	wma	wma	PROPN
fnp-3458	33	66	)	)	PUNCT
fnp-3458	33	67	declaration	declaration	NOUN
fnp-3458	33	68	of	of	ADP
fnp-3458	33	69	helsinki	helsinki	PROPN
fnp-3458	33	70	.	.	PUNCT
fnp-3458	34	1	16	16	NUM
fnp-3458	34	2	data	datum	NOUN
fnp-3458	34	3	acquisition	acquisition	NOUN
fnp-3458	34	4	and	and	CCONJ
fnp-3458	34	5	tissue	tissue	NOUN
fnp-3458	34	6	preparation	preparation	NOUN
fnp-3458	34	7	tumor	tumor	NOUN
fnp-3458	34	8	samples	sample	NOUN
fnp-3458	34	9	of	of	ADP
fnp-3458	34	10	pcnsl	pcnsl	NOUN
fnp-3458	34	11	biopsies	biopsy	NOUN
fnp-3458	34	12	and	and	CCONJ
fnp-3458	34	13	glioblastoma	glioblastoma	NOUN
fnp-3458	34	14	resections	resection	NOUN
fnp-3458	34	15	were	be	AUX
fnp-3458	34	16	collected	collect	VERB
fnp-3458	34	17	during	during	ADP
fnp-3458	34	18	surgery	surgery	NOUN
fnp-3458	34	19	/	/	SYM
fnp-3458	34	20	biopsy	biopsy	NOUN
fnp-3458	34	21	and	and	CCONJ
fnp-3458	34	22	put	put	VERB
fnp-3458	34	23	into	into	ADP
fnp-3458	34	24	vials	vial	NOUN
fnp-3458	34	25	with	with	ADP
fnp-3458	34	26	physiological	physiological	ADJ
fnp-3458	34	27	saline	saline	NOUN
fnp-3458	34	28	solution	solution	NOUN
fnp-3458	34	29	.	.	PUNCT
fnp-3458	35	1	this	this	DET
fnp-3458	35	2	intraoperative	intraoperative	ADJ
fnp-3458	35	3	standard	standard	ADJ
fnp-3458	35	4	procedure	procedure	NOUN
fnp-3458	35	5	prevents	prevent	VERB
fnp-3458	35	6	drying	dry	VERB
fnp-3458	35	7	of	of	ADP
fnp-3458	35	8	the	the	DET
fnp-3458	35	9	tissue	tissue	NOUN
fnp-3458	35	10	and	and	CCONJ
fnp-3458	35	11	further	further	ADJ
fnp-3458	35	12	degradation	degradation	NOUN
fnp-3458	35	13	.	.	PUNCT
fnp-3458	36	1	for	for	ADP
fnp-3458	36	2	intraoperative	intraoperative	ADJ
fnp-3458	36	3	data	datum	NOUN
fnp-3458	36	4	acquisition	acquisition	NOUN
fnp-3458	36	5	,	,	PUNCT
fnp-3458	36	6	we	we	PRON
fnp-3458	36	7	then	then	ADV
fnp-3458	36	8	put	put	VERB
fnp-3458	36	9	the	the	DET
fnp-3458	36	10	tissue	tissue	NOUN
fnp-3458	36	11	samples	sample	NOUN
fnp-3458	36	12	directly	directly	ADV
fnp-3458	36	13	into	into	ADP
fnp-3458	36	14	an	an	DET
fnp-3458	36	15	aluminum	aluminum	NOUN
fnp-3458	36	16	cup	cup	NOUN
fnp-3458	36	17	.	.	PUNCT
fnp-3458	37	1	the	the	DET
fnp-3458	37	2	insignificant	insignificant	ADJ
fnp-3458	37	3	spectral	spectral	ADJ
fnp-3458	37	4	attribution	attribution	NOUN
fnp-3458	37	5	of	of	ADP
fnp-3458	37	6	aluminum	aluminum	NOUN
fnp-3458	37	7	allows	allow	VERB
fnp-3458	37	8	unimpaired	unimpaired	ADJ
fnp-3458	37	9	examination	examination	NOUN
fnp-3458	37	10	of	of	ADP
fnp-3458	37	11	biological	biological	ADJ
fnp-3458	37	12	tissue	tissue	NOUN
fnp-3458	37	13	and	and	CCONJ
fnp-3458	37	14	minimizes	minimize	VERB
fnp-3458	37	15	influencing	influence	VERB
fnp-3458	37	16	spectra	spectra	NOUN
fnp-3458	37	17	from	from	ADP
fnp-3458	37	18	the	the	DET
fnp-3458	37	19	surroundings	surrounding	NOUN
fnp-3458	37	20	.	.	PUNCT
fnp-3458	38	1	for	for	ADP
fnp-3458	38	2	the	the	DET
fnp-3458	38	3	measurement	measurement	NOUN
fnp-3458	38	4	itself	itself	PRON
fnp-3458	38	5	,	,	PUNCT
fnp-3458	38	6	we	we	PRON
fnp-3458	38	7	used	use	VERB
fnp-3458	38	8	a	a	DET
fnp-3458	38	9	robotized	robotize	VERB
fnp-3458	38	10	visualization	visualization	NOUN
fnp-3458	38	11	and	and	CCONJ
fnp-3458	38	12	spectroscopic	spectroscopic	ADJ
fnp-3458	38	13	acquisition	acquisition	NOUN
fnp-3458	38	14	system	system	NOUN
fnp-3458	38	15	(	(	PUNCT
fnp-3458	38	16	solais	solais	PROPN
fnp-3458	38	17	™	™	PROPN
fnp-3458	38	18	,	,	PUNCT
fnp-3458	38	19	synaptive	synaptive	ADJ
fnp-3458	38	20	®	®	PROPN
fnp-3458	38	21	,	,	PUNCT
fnp-3458	38	22	toronto	toronto	PROPN
fnp-3458	38	23	,	,	PUNCT
fnp-3458	38	24	canada	canada	PROPN
fnp-3458	38	25	)	)	PUNCT
fnp-3458	38	26	enabling	enable	VERB
fnp-3458	38	27	the	the	DET
fnp-3458	38	28	determination	determination	NOUN
fnp-3458	38	29	of	of	ADP
fnp-3458	38	30	exact	exact	ADJ
fnp-3458	38	31	measuring	measuring	NOUN
fnp-3458	38	32	points	point	NOUN
fnp-3458	38	33	.	.	PUNCT
fnp-3458	39	1	all	all	DET
fnp-3458	39	2	points	point	NOUN
fnp-3458	39	3	were	be	AUX
fnp-3458	39	4	distributed	distribute	VERB
fnp-3458	39	5	uniformly	uniformly	ADV
fnp-3458	39	6	on	on	ADP
fnp-3458	39	7	the	the	DET
fnp-3458	39	8	sample	sample	NOUN
fnp-3458	39	9	;	;	PUNCT
fnp-3458	39	10	we	we	PRON
fnp-3458	39	11	included	include	VERB
fnp-3458	39	12	data	datum	NOUN
fnp-3458	39	13	that	that	PRON
fnp-3458	39	14	showed	show	VERB
fnp-3458	39	15	representative	representative	ADJ
fnp-3458	39	16	coverage	coverage	NOUN
fnp-3458	39	17	of	of	ADP
fnp-3458	39	18	characteristic	characteristic	ADJ
fnp-3458	39	19	histopathological	histopathological	ADJ
fnp-3458	39	20	features	feature	NOUN
fnp-3458	39	21	of	of	ADP
fnp-3458	39	22	the	the	DET
fnp-3458	39	23	subsequent	subsequent	ADJ
fnp-3458	39	24	pathologic	pathologic	ADJ
fnp-3458	39	25	diagnosis	diagnosis	NOUN
fnp-3458	39	26	.	.	PUNCT
fnp-3458	40	1	visible	visible	ADJ
fnp-3458	40	2	light	light	ADJ
fnp-3458	40	3	images	image	NOUN
fnp-3458	40	4	of	of	ADP
fnp-3458	40	5	the	the	DET
fnp-3458	40	6	tissue	tissue	NOUN
fnp-3458	40	7	and	and	CCONJ
fnp-3458	40	8	the	the	DET
fnp-3458	40	9	selected	select	VERB
fnp-3458	40	10	measurement	measurement	NOUN
fnp-3458	40	11	spots	spot	NOUN
fnp-3458	40	12	were	be	AUX
fnp-3458	40	13	acquired	acquire	VERB
fnp-3458	40	14	for	for	ADP
fnp-3458	40	15	comparison	comparison	NOUN
fnp-3458	40	16	and	and	CCONJ
fnp-3458	40	17	traceability	traceability	NOUN
fnp-3458	40	18	(	(	PUNCT
fnp-3458	40	19	figure	figure	NOUN
fnp-3458	40	20	1	1	NUM
fnp-3458	40	21	)	)	PUNCT
fnp-3458	40	22	.	.	PUNCT
fnp-3458	41	1	figure	figure	NOUN
fnp-3458	41	2	1	1	NUM
fnp-3458	41	3	.	.	PUNCT
fnp-3458	41	4	overview	overview	NOUN
fnp-3458	41	5	about	about	ADP
fnp-3458	41	6	our	our	PRON
fnp-3458	41	7	workflow	workflow	NOUN
fnp-3458	41	8	and	and	CCONJ
fnp-3458	41	9	the	the	DET
fnp-3458	41	10	different	different	ADJ
fnp-3458	41	11	raman	raman	NOUN
fnp-3458	41	12	devices	device	NOUN
fnp-3458	41	13	used	use	VERB
fnp-3458	41	14	for	for	ADP
fnp-3458	41	15	tissue	tissue	NOUN
fnp-3458	41	16	examination	examination	NOUN
fnp-3458	41	17	.	.	PUNCT
fnp-3458	42	1	a	a	DET
fnp-3458	42	2	)	)	PUNCT
fnp-3458	42	3	tumor	tumor	NOUN
fnp-3458	42	4	tissue	tissue	NOUN
fnp-3458	42	5	is	be	AUX
fnp-3458	42	6	measured	measure	VERB
fnp-3458	42	7	in	in	ADP
fnp-3458	42	8	the	the	PRON
fnp-3458	42	9	or	or	CCONJ
fnp-3458	42	10	using	use	VERB
fnp-3458	42	11	the	the	DET
fnp-3458	42	12	solais	solai	NOUN
fnp-3458	42	13	™	™	ADJ
fnp-3458	42	14	device	device	NOUN
fnp-3458	42	15	.	.	PUNCT
fnp-3458	43	1	b	b	X
fnp-3458	43	2	)	)	PUNCT
fnp-3458	43	3	primary	primary	ADJ
fnp-3458	43	4	cns	cns	NOUN
fnp-3458	43	5	lymphoma	lymphoma	NOUN
fnp-3458	43	6	biopsy	biopsy	VERB
fnp-3458	43	7	with	with	ADP
fnp-3458	43	8	intraoperatively	intraoperatively	ADV
fnp-3458	43	9	set	set	VERB
fnp-3458	43	10	raman	raman	NOUN
fnp-3458	43	11	measurement	measurement	NOUN
fnp-3458	43	12	points	point	NOUN
fnp-3458	43	13	(	(	PUNCT
fnp-3458	43	14	colored	color	VERB
fnp-3458	43	15	)	)	PUNCT
fnp-3458	43	16	.	.	PUNCT
fnp-3458	44	1	c	c	X
fnp-3458	44	2	)	)	PUNCT
fnp-3458	44	3	ffpe	ffpe	ADJ
fnp-3458	44	4	tissue	tissue	NOUN
fnp-3458	44	5	blocks	block	NOUN
fnp-3458	44	6	are	be	AUX
fnp-3458	44	7	cut	cut	VERB
fnp-3458	44	8	using	use	VERB
fnp-3458	44	9	a	a	DET
fnp-3458	44	10	standard	standard	ADJ
fnp-3458	44	11	microtome	microtome	NOUN
fnp-3458	44	12	and	and	CCONJ
fnp-3458	44	13	d	d	NOUN
fnp-3458	44	14	)	)	PUNCT
fnp-3458	44	15	diagnosed	diagnose	VERB
fnp-3458	44	16	by	by	ADP
fnp-3458	44	17	a	a	DET
fnp-3458	44	18	neuropathologist	neuropathologist	NOUN
fnp-3458	44	19	(	(	PUNCT
fnp-3458	44	20	corresponding	correspond	VERB
fnp-3458	44	21	histological	histological	ADJ
fnp-3458	44	22	sample	sample	NOUN
fnp-3458	44	23	of	of	ADP
fnp-3458	44	24	the	the	DET
fnp-3458	44	25	tissue	tissue	NOUN
fnp-3458	44	26	in	in	ADP
fnp-3458	44	27	b	b	NOUN
fnp-3458	44	28	)	)	PUNCT
fnp-3458	44	29	.	.	PUNCT
fnp-3458	45	1	e	e	X
fnp-3458	45	2	)	)	PUNCT
fnp-3458	45	3	consecutive	consecutive	ADJ
fnp-3458	45	4	cuts	cut	NOUN
fnp-3458	45	5	are	be	AUX
fnp-3458	45	6	mounted	mount	VERB
fnp-3458	45	7	on	on	ADP
fnp-3458	45	8	a	a	DET
fnp-3458	45	9	caf2	caf2	NOUN
fnp-3458	45	10	slide	slide	NOUN
fnp-3458	45	11	and	and	CCONJ
fnp-3458	45	12	used	use	VERB
fnp-3458	45	13	for	for	ADP
fnp-3458	45	14	raman	raman	ADJ
fnp-3458	45	15	measurements	measurement	NOUN
fnp-3458	45	16	on	on	ADP
fnp-3458	45	17	processed	process	VERB
fnp-3458	45	18	tissue	tissue	NOUN
fnp-3458	45	19	with	with	ADP
fnp-3458	45	20	the	the	DET
fnp-3458	45	21	tsi	tsi	PROPN
fnp-3458	45	22	proraman	proraman	PROPN
fnp-3458	45	23	device	device	NOUN
fnp-3458	45	24	.	.	PUNCT
fnp-3458	46	1	for	for	ADP
fnp-3458	46	2	neuropathological	neuropathological	ADJ
fnp-3458	46	3	diagnosis	diagnosis	NOUN
fnp-3458	46	4	,	,	PUNCT
fnp-3458	46	5	the	the	DET
fnp-3458	46	6	tumor	tumor	NOUN
fnp-3458	46	7	samples	sample	NOUN
fnp-3458	46	8	were	be	AUX
fnp-3458	46	9	then	then	ADV
fnp-3458	46	10	fixed	fix	VERB
fnp-3458	46	11	in	in	ADP
fnp-3458	46	12	a	a	DET
fnp-3458	46	13	formalin	formalin	NOUN
fnp-3458	46	14	solution	solution	NOUN
fnp-3458	46	15	and	and	CCONJ
fnp-3458	46	16	subsequently	subsequently	ADV
fnp-3458	46	17	embedded	embed	VERB
fnp-3458	46	18	in	in	ADP
fnp-3458	46	19	paraffin	paraffin	NOUN
fnp-3458	46	20	;	;	PUNCT
fnp-3458	46	21	resulting	result	VERB
fnp-3458	46	22	ffpe	ffpe	NOUN
fnp-3458	46	23	blocks	block	NOUN
fnp-3458	46	24	were	be	AUX
fnp-3458	46	25	cut	cut	VERB
fnp-3458	46	26	with	with	ADP
fnp-3458	46	27	a	a	DET
fnp-3458	46	28	standard	standard	ADJ
fnp-3458	46	29	microtome	microtome	NOUN
fnp-3458	46	30	.	.	PUNCT
fnp-3458	47	1	the	the	DET
fnp-3458	47	2	first	first	ADJ
fnp-3458	47	3	cuts	cut	NOUN
fnp-3458	47	4	were	be	AUX
fnp-3458	47	5	used	use	VERB
fnp-3458	47	6	for	for	ADP
fnp-3458	47	7	routine	routine	ADJ
fnp-3458	47	8	diagnosis	diagnosis	NOUN
fnp-3458	47	9	(	(	PUNCT
fnp-3458	47	10	hematoxylin	hematoxylin	NOUN
fnp-3458	47	11	and	and	CCONJ
fnp-3458	47	12	eosin	eosin	NOUN
fnp-3458	47	13	(	(	PUNCT
fnp-3458	47	14	he	he	PRON
fnp-3458	47	15	)	)	PUNCT
fnp-3458	47	16	staining	stain	VERB
fnp-3458	47	17	and	and	CCONJ
fnp-3458	47	18	immunohistochemistry	immunohistochemistry	NOUN
fnp-3458	47	19	)	)	PUNCT
fnp-3458	47	20	.	.	PUNCT
fnp-3458	48	1	the	the	DET
fnp-3458	48	2	consecutive	consecutive	ADJ
fnp-3458	48	3	cuts	cut	NOUN
fnp-3458	48	4	(	(	PUNCT
fnp-3458	48	5	7	7	NUM
fnp-3458	48	6	μm	μm	NOUN
fnp-3458	48	7	)	)	PUNCT
fnp-3458	48	8	were	be	AUX
fnp-3458	48	9	left	leave	VERB
fnp-3458	48	10	unstained	unstaine	VERB
fnp-3458	48	11	and	and	CCONJ
fnp-3458	48	12	placed	place	VERB
fnp-3458	48	13	on	on	ADP
fnp-3458	48	14	a	a	DET
fnp-3458	48	15	caf2	caf2	NOUN
fnp-3458	48	16	(	(	PUNCT
fnp-3458	48	17	calcium	calcium	NOUN
fnp-3458	48	18	fluoride	fluoride	NOUN
fnp-3458	48	19	;	;	PUNCT
fnp-3458	48	20	crystran	crystran	ADJ
fnp-3458	48	21	,	,	PUNCT
fnp-3458	48	22	poole	poole	NOUN
fnp-3458	48	23	,	,	PUNCT
fnp-3458	48	24	uk	uk	PROPN
fnp-3458	48	25	)	)	PUNCT
fnp-3458	48	26	slide	slide	NOUN
fnp-3458	48	27	,	,	PUNCT
fnp-3458	48	28	allowing	allow	VERB
fnp-3458	48	29	for	for	ADP
fnp-3458	48	30	microscopic	microscopic	ADJ
fnp-3458	48	31	examination	examination	NOUN
fnp-3458	48	32	of	of	ADP
fnp-3458	48	33	the	the	DET
fnp-3458	48	34	section	section	NOUN
fnp-3458	48	35	,	,	PUNCT
fnp-3458	48	36	which	which	PRON
fnp-3458	48	37	is	be	AUX
fnp-3458	48	38	not	not	PART
fnp-3458	48	39	possible	possible	ADJ
fnp-3458	48	40	on	on	ADP
fnp-3458	48	41	aluminum	aluminum	NOUN
fnp-3458	48	42	with	with	ADP
fnp-3458	48	43	transmitted	transmit	VERB
fnp-3458	48	44	light	light	NOUN
fnp-3458	48	45	.	.	PUNCT
fnp-3458	49	1	due	due	ADP
fnp-3458	49	2	to	to	ADP
fnp-3458	49	3	a	a	DET
fnp-3458	49	4	low	low	ADJ
fnp-3458	49	5	amount	amount	NOUN
fnp-3458	49	6	of	of	ADP
fnp-3458	49	7	spectral	spectral	ADJ
fnp-3458	49	8	background	background	NOUN
fnp-3458	49	9	(	(	PUNCT
fnp-3458	49	10	precisely	precisely	ADV
fnp-3458	49	11	one	one	NUM
fnp-3458	49	12	single	single	ADJ
fnp-3458	49	13	peak	peak	NOUN
fnp-3458	49	14	at	at	ADP
fnp-3458	49	15	321	321	NUM
fnp-3458	49	16	cm-1	cm-1	NOUN
fnp-3458	49	17	)	)	PUNCT
fnp-3458	49	18	the	the	DET
fnp-3458	49	19	caf2	caf2	NOUN
fnp-3458	49	20	substrate	substrate	NOUN
fnp-3458	49	21	allows	allow	VERB
fnp-3458	49	22	appropriate	appropriate	ADJ
fnp-3458	49	23	spectroscopical	spectroscopical	ADJ
fnp-3458	49	24	examination	examination	NOUN
fnp-3458	49	25	of	of	ADP
fnp-3458	49	26	even	even	ADV
fnp-3458	49	27	thin	thin	ADJ
fnp-3458	49	28	tissue	tissue	NOUN
fnp-3458	49	29	fragments17	fragments17	NOUN
fnp-3458	49	30	.	.	PUNCT
fnp-3458	50	1	to	to	PART
fnp-3458	50	2	reduce	reduce	VERB
fnp-3458	50	3	paraffin	paraffin	NOUN
fnp-3458	50	4	signals	signal	NOUN
fnp-3458	50	5	from	from	ADP
fnp-3458	50	6	residual	residual	ADJ
fnp-3458	50	7	wax	wax	NOUN
fnp-3458	50	8	within	within	ADP
fnp-3458	50	9	the	the	DET
fnp-3458	50	10	tissue18	tissue18	NOUN
fnp-3458	50	11	,	,	PUNCT
fnp-3458	50	12	the	the	DET
fnp-3458	50	13	slides	slide	NOUN
fnp-3458	50	14	were	be	AUX
fnp-3458	50	15	dewaxed	dewaxe	VERB
fnp-3458	50	16	using	use	VERB
fnp-3458	50	17	our	our	PRON
fnp-3458	50	18	in	in	ADP
fnp-3458	50	19	-	-	PUNCT
fnp-3458	50	20	house	house	NOUN
fnp-3458	50	21	dewaxing	dewaxing	NOUN
fnp-3458	50	22	protocol	protocol	NOUN
fnp-3458	50	23	.	.	PUNCT
fnp-3458	51	1	this	this	DET
fnp-3458	51	2	procedure	procedure	NOUN
fnp-3458	51	3	includes	include	VERB
fnp-3458	51	4	a	a	DET
fnp-3458	51	5	60	60	NUM
fnp-3458	51	6	min	min	NOUN
fnp-3458	51	7	incubation	incubation	NOUN
fnp-3458	51	8	period	period	NOUN
fnp-3458	51	9	(	(	PUNCT
fnp-3458	51	10	at	at	ADP
fnp-3458	51	11	60	60	NUM
fnp-3458	51	12	°	°	NOUN
fnp-3458	51	13	c	c	NOUN
fnp-3458	51	14	)	)	PUNCT
fnp-3458	51	15	to	to	PART
fnp-3458	51	16	melt	melt	VERB
fnp-3458	51	17	the	the	DET
fnp-3458	51	18	paraffin	paraffin	NOUN
fnp-3458	51	19	and	and	CCONJ
fnp-3458	51	20	xylene	xylene	NOUN
fnp-3458	51	21	/	/	SYM
fnp-3458	51	22	ethanol	ethanol	NOUN
fnp-3458	51	23	baths	bath	NOUN
fnp-3458	51	24	afterwards	afterwards	ADV
fnp-3458	51	25	(	(	PUNCT
fnp-3458	51	26	2	2	NUM
fnp-3458	51	27	x	x	SYM
fnp-3458	51	28	15	15	NUM
fnp-3458	51	29	min	min	NOUN
fnp-3458	51	30	xylene	xylene	NOUN
fnp-3458	51	31	;	;	PUNCT
fnp-3458	51	32	3	3	NUM
fnp-3458	51	33	x	x	SYM
fnp-3458	51	34	2	2	NUM
fnp-3458	51	35	min	min	NOUN
fnp-3458	51	36	ethanol	ethanol	NOUN
fnp-3458	51	37	)	)	PUNCT
fnp-3458	51	38	to	to	PART
fnp-3458	51	39	dewax	dewax	VERB
fnp-3458	51	40	the	the	DET
fnp-3458	51	41	tissue	tissue	NOUN
fnp-3458	51	42	chemically	chemically	ADV
fnp-3458	51	43	.	.	PUNCT
fnp-3458	52	1	first	first	ADV
fnp-3458	52	2	,	,	PUNCT
fnp-3458	52	3	areas	area	NOUN
fnp-3458	52	4	with	with	ADP
fnp-3458	52	5	vital	vital	ADJ
fnp-3458	52	6	tumor	tumor	NOUN
fnp-3458	52	7	cells	cell	NOUN
fnp-3458	52	8	were	be	AUX
fnp-3458	52	9	identified	identify	VERB
fnp-3458	52	10	by	by	ADP
fnp-3458	52	11	means	mean	NOUN
fnp-3458	52	12	of	of	ADP
fnp-3458	52	13	light	light	ADJ
fnp-3458	52	14	microscopy	microscopy	NOUN
fnp-3458	52	15	on	on	ADP
fnp-3458	52	16	the	the	DET
fnp-3458	52	17	diagnostic	diagnostic	NOUN
fnp-3458	52	18	he	he	PRON
fnp-3458	52	19	slides	slide	VERB
fnp-3458	52	20	(	(	PUNCT
fnp-3458	52	21	surrounding	surround	VERB
fnp-3458	52	22	blood	blood	NOUN
fnp-3458	52	23	and	and	CCONJ
fnp-3458	52	24	fibrin	fibrin	NOUN
fnp-3458	52	25	residuals	residual	NOUN
fnp-3458	52	26	were	be	AUX
fnp-3458	52	27	excluded	exclude	VERB
fnp-3458	52	28	)	)	PUNCT
fnp-3458	52	29	,	,	PUNCT
fnp-3458	52	30	then	then	ADV
fnp-3458	52	31	the	the	DET
fnp-3458	52	32	corresponding	corresponding	ADJ
fnp-3458	52	33	area	area	NOUN
fnp-3458	52	34	on	on	ADP
fnp-3458	52	35	the	the	DET
fnp-3458	52	36	unstained	unstained	ADJ
fnp-3458	52	37	caf2	caf2	NOUN
fnp-3458	52	38	slides	slide	NOUN
fnp-3458	52	39	was	be	AUX
fnp-3458	52	40	marked	mark	VERB
fnp-3458	52	41	(	(	PUNCT
fnp-3458	52	42	encircled	encircle	VERB
fnp-3458	52	43	)	)	PUNCT
fnp-3458	52	44	with	with	ADP
fnp-3458	52	45	a	a	DET
fnp-3458	52	46	slide	slide	NOUN
fnp-3458	52	47	marking	mark	VERB
fnp-3458	52	48	pen	pen	NOUN
fnp-3458	52	49	.	.	PUNCT
fnp-3458	53	1	the	the	DET
fnp-3458	53	2	raman	raman	NOUN
fnp-3458	53	3	measurement	measurement	NOUN
fnp-3458	53	4	of	of	ADP
fnp-3458	53	5	the	the	DET
fnp-3458	53	6	ffpe	ffpe	ADJ
fnp-3458	53	7	tissue	tissue	NOUN
fnp-3458	53	8	was	be	AUX
fnp-3458	53	9	carried	carry	VERB
fnp-3458	53	10	out	out	ADP
fnp-3458	53	11	repeatedly	repeatedly	ADV
fnp-3458	53	12	at	at	ADP
fnp-3458	53	13	several	several	ADJ
fnp-3458	53	14	sites	site	NOUN
fnp-3458	53	15	within	within	ADP
fnp-3458	53	16	the	the	DET
fnp-3458	53	17	marked	mark	VERB
fnp-3458	53	18	area	area	NOUN
fnp-3458	53	19	using	use	VERB
fnp-3458	53	20	the	the	DET
fnp-3458	53	21	proraman	proraman	ADJ
fnp-3458	53	22	-	-	PUNCT
fnp-3458	53	23	l	l	NOUN
fnp-3458	53	24	high	high	ADJ
fnp-3458	53	25	-	-	PUNCT
fnp-3458	53	26	performance	performance	NOUN
fnp-3458	53	27	raman	raman	NOUN
fnp-3458	53	28	spectrometer	spectrometer	NOUN
fnp-3458	53	29	(	(	PUNCT
fnp-3458	53	30	tsi	tsi	PROPN
fnp-3458	53	31	,	,	PUNCT
fnp-3458	53	32	shoreview	shoreview	PROPN
fnp-3458	53	33	,	,	PUNCT
fnp-3458	53	34	usa	usa	PROPN
fnp-3458	53	35	)	)	PUNCT
fnp-3458	53	36	.	.	PUNCT
fnp-3458	54	1	additionally	additionally	ADV
fnp-3458	54	2	,	,	PUNCT
fnp-3458	54	3	see	see	VERB
fnp-3458	54	4	figure	figure	NOUN
fnp-3458	54	5	1	1	NUM
fnp-3458	54	6	for	for	ADP
fnp-3458	54	7	an	an	DET
fnp-3458	54	8	overview	overview	NOUN
fnp-3458	54	9	of	of	ADP
fnp-3458	54	10	our	our	PRON
fnp-3458	54	11	workflow	workflow	NOUN
fnp-3458	54	12	.	.	PUNCT
fnp-3458	55	1	raman	raman	NOUN
fnp-3458	55	2	spectroscopy	spectroscopy	NOUN
fnp-3458	55	3	for	for	ADP
fnp-3458	55	4	data	datum	NOUN
fnp-3458	55	5	acquisition	acquisition	NOUN
fnp-3458	55	6	on	on	ADP
fnp-3458	55	7	intraoperative	intraoperative	ADJ
fnp-3458	55	8	and	and	CCONJ
fnp-3458	55	9	ffpe	ffpe	ADJ
fnp-3458	55	10	tissue	tissue	NOUN
fnp-3458	55	11	,	,	PUNCT
fnp-3458	55	12	two	two	NUM
fnp-3458	55	13	different	different	ADJ
fnp-3458	55	14	raman	raman	NOUN
fnp-3458	55	15	spectrometers	spectrometer	NOUN
fnp-3458	55	16	were	be	AUX
fnp-3458	55	17	used	use	VERB
fnp-3458	55	18	.	.	PUNCT
fnp-3458	56	1	as	as	ADP
fnp-3458	56	2	our	our	PRON
fnp-3458	56	3	permanent	permanent	ADJ
fnp-3458	56	4	tool	tool	NOUN
fnp-3458	56	5	in	in	ADP
fnp-3458	56	6	the	the	DET
fnp-3458	56	7	operating	operating	NOUN
fnp-3458	56	8	room	room	NOUN
fnp-3458	56	9	,	,	PUNCT
fnp-3458	56	10	the	the	DET
fnp-3458	56	11	solais	solais	PROPN
fnp-3458	56	12	™	™	PROPN
fnp-3458	56	13	raman	raman	NOUN
fnp-3458	56	14	system	system	NOUN
fnp-3458	56	15	consists	consist	VERB
fnp-3458	56	16	of	of	ADP
fnp-3458	56	17	an	an	DET
fnp-3458	56	18	automatic	automatic	ADJ
fnp-3458	56	19	data	data	NOUN
fnp-3458	56	20	acquisition	acquisition	NOUN
fnp-3458	56	21	and	and	CCONJ
fnp-3458	56	22	visualization	visualization	NOUN
fnp-3458	56	23	system	system	NOUN
fnp-3458	56	24	.	.	PUNCT
fnp-3458	57	1	via	via	ADP
fnp-3458	57	2	a	a	DET
fnp-3458	57	3	robotized	robotize	VERB
fnp-3458	57	4	stage	stage	NOUN
fnp-3458	57	5	the	the	DET
fnp-3458	57	6	tumor	tumor	NOUN
fnp-3458	57	7	tissue	tissue	NOUN
fnp-3458	57	8	can	can	AUX
fnp-3458	57	9	be	be	AUX
fnp-3458	57	10	exposed	expose	VERB
fnp-3458	57	11	to	to	ADP
fnp-3458	57	12	the	the	DET
fnp-3458	57	13	excitation	excitation	NOUN
fnp-3458	57	14	laser	laser	NOUN
fnp-3458	57	15	(	(	PUNCT
fnp-3458	57	16	785	785	NUM
fnp-3458	57	17	nm	nm	NOUN
fnp-3458	57	18	)	)	PUNCT
fnp-3458	57	19	.	.	PUNCT
fnp-3458	58	1	the	the	DET
fnp-3458	58	2	measuring	measure	VERB
fnp-3458	58	3	points	point	NOUN
fnp-3458	58	4	can	can	AUX
fnp-3458	58	5	be	be	AUX
fnp-3458	58	6	set	set	VERB
fnp-3458	58	7	individually	individually	ADV
fnp-3458	58	8	on	on	ADP
fnp-3458	58	9	the	the	DET
fnp-3458	58	10	tissue	tissue	NOUN
fnp-3458	58	11	using	use	VERB
fnp-3458	58	12	a	a	DET
fnp-3458	58	13	camera	camera	NOUN
fnp-3458	58	14	and	and	CCONJ
fnp-3458	58	15	an	an	DET
fnp-3458	58	16	integrated	integrate	VERB
fnp-3458	58	17	coordination	coordination	NOUN
fnp-3458	58	18	system	system	NOUN
fnp-3458	58	19	.	.	PUNCT
fnp-3458	59	1	acquisition	acquisition	NOUN
fnp-3458	59	2	parameters	parameter	NOUN
fnp-3458	59	3	were	be	AUX
fnp-3458	59	4	set	set	VERB
fnp-3458	59	5	to	to	ADP
fnp-3458	59	6	2	2	NUM
fnp-3458	59	7	seconds	second	NOUN
fnp-3458	59	8	with	with	ADP
fnp-3458	59	9	6	6	NUM
fnp-3458	59	10	-	-	SYM
fnp-3458	59	11	30	30	NUM
fnp-3458	59	12	averages	average	NOUN
fnp-3458	59	13	for	for	ADP
fnp-3458	59	14	each	each	DET
fnp-3458	59	15	measuring	measuring	NOUN
fnp-3458	59	16	point	point	NOUN
fnp-3458	59	17	.	.	PUNCT
fnp-3458	60	1	for	for	ADP
fnp-3458	60	2	the	the	DET
fnp-3458	60	3	raman	raman	NOUN
fnp-3458	60	4	measurement	measurement	NOUN
fnp-3458	60	5	on	on	ADP
fnp-3458	60	6	ffpe	ffpe	ADJ
fnp-3458	60	7	tissue	tissue	NOUN
fnp-3458	60	8	in	in	ADP
fnp-3458	60	9	the	the	DET
fnp-3458	60	10	neuropathology	neuropathology	NOUN
fnp-3458	60	11	unit	unit	NOUN
fnp-3458	60	12	,	,	PUNCT
fnp-3458	60	13	the	the	DET
fnp-3458	60	14	portable	portable	ADJ
fnp-3458	60	15	tsi	tsi	PROPN
fnp-3458	60	16	raman	raman	NOUN
fnp-3458	60	17	spectrometer	spectrometer	NOUN
fnp-3458	60	18	was	be	AUX
fnp-3458	60	19	used	use	VERB
fnp-3458	60	20	.	.	PUNCT
fnp-3458	61	1	it	it	PRON
fnp-3458	61	2	also	also	ADV
fnp-3458	61	3	provides	provide	VERB
fnp-3458	61	4	an	an	DET
fnp-3458	61	5	excitation	excitation	NOUN
fnp-3458	61	6	laser	laser	NOUN
fnp-3458	61	7	at	at	ADP
fnp-3458	61	8	785	785	NUM
fnp-3458	61	9	nm	nm	NOUN
fnp-3458	61	10	and	and	CCONJ
fnp-3458	61	11	a	a	DET
fnp-3458	61	12	ccd	ccd	NOUN
fnp-3458	61	13	sensor	sensor	NOUN
fnp-3458	61	14	;	;	PUNCT
fnp-3458	61	15	the	the	DET
fnp-3458	61	16	used	use	VERB
fnp-3458	61	17	lens	lens	NOUN
fnp-3458	61	18	has	have	VERB
fnp-3458	61	19	a	a	DET
fnp-3458	61	20	7	7	NUM
fnp-3458	61	21	mm	mm	NOUN
fnp-3458	61	22	working	working	NOUN
fnp-3458	61	23	distance	distance	NOUN
fnp-3458	61	24	and	and	CCONJ
fnp-3458	61	25	a	a	DET
fnp-3458	61	26	100	100	NUM
fnp-3458	61	27	μm	μm	NOUN
fnp-3458	61	28	laser	laser	NOUN
fnp-3458	61	29	spot	spot	NOUN
fnp-3458	61	30	size	size	NOUN
fnp-3458	61	31	.	.	PUNCT
fnp-3458	62	1	with	with	ADP
fnp-3458	62	2	the	the	DET
fnp-3458	62	3	proraman	proraman	NOUN
fnp-3458	62	4	reader	reader	PROPN
fnp-3458	62	5	software	software	PROPN
fnp-3458	62	6	version	version	NOUN
fnp-3458	62	7	8.3.6	8.3.6	NUM
fnp-3458	62	8	(	(	PUNCT
fnp-3458	62	9	tsi	tsi	PROPN
fnp-3458	62	10	,	,	PUNCT
fnp-3458	62	11	shoreview	shoreview	PROPN
fnp-3458	62	12	,	,	PUNCT
fnp-3458	62	13	usa	usa	PROPN
fnp-3458	62	14	)	)	PUNCT
fnp-3458	62	15	acquired	acquire	VERB
fnp-3458	62	16	spectra	spectra	NOUN
fnp-3458	62	17	can	can	AUX
fnp-3458	62	18	be	be	AUX
fnp-3458	62	19	displayed	display	VERB
fnp-3458	62	20	,	,	PUNCT
fnp-3458	62	21	baseline	baseline	ADJ
fnp-3458	62	22	correction	correction	NOUN
fnp-3458	62	23	can	can	AUX
fnp-3458	62	24	be	be	AUX
fnp-3458	62	25	applied	apply	VERB
fnp-3458	62	26	,	,	PUNCT
fnp-3458	62	27	and	and	CCONJ
fnp-3458	62	28	acquisition	acquisition	NOUN
fnp-3458	62	29	parameters	parameter	NOUN
fnp-3458	62	30	can	can	AUX
fnp-3458	62	31	be	be	AUX
fnp-3458	62	32	defined	define	VERB
fnp-3458	62	33	(	(	PUNCT
fnp-3458	62	34	10	10	NUM
fnp-3458	62	35	seconds	second	NOUN
fnp-3458	62	36	,	,	PUNCT
fnp-3458	62	37	30	30	NUM
fnp-3458	62	38	averages	average	NOUN
fnp-3458	62	39	,	,	PUNCT
fnp-3458	62	40	90	90	NUM
fnp-3458	62	41	mw	mw	NOUN
fnp-3458	62	42	)	)	PUNCT
fnp-3458	62	43	according	accord	VERB
fnp-3458	62	44	to	to	ADP
fnp-3458	62	45	the	the	DET
fnp-3458	62	46	request	request	NOUN
fnp-3458	62	47	of	of	ADP
fnp-3458	62	48	the	the	DET
fnp-3458	62	49	user	user	NOUN
fnp-3458	62	50	.	.	PUNCT
fnp-3458	63	1	data	datum	NOUN
fnp-3458	63	2	analysis	analysis	NOUN
fnp-3458	63	3	and	and	CCONJ
fnp-3458	63	4	machine	machine	NOUN
fnp-3458	63	5	learning	learn	VERB
fnp-3458	63	6	to	to	PART
fnp-3458	63	7	reduce	reduce	VERB
fnp-3458	63	8	bias	bias	NOUN
fnp-3458	63	9	,	,	PUNCT
fnp-3458	63	10	data	datum	NOUN
fnp-3458	63	11	acquired	acquire	VERB
fnp-3458	63	12	at	at	ADP
fnp-3458	63	13	different	different	ADJ
fnp-3458	63	14	time	time	NOUN
fnp-3458	63	15	points	point	NOUN
fnp-3458	63	16	and	and	CCONJ
fnp-3458	63	17	states	state	NOUN
fnp-3458	63	18	of	of	ADP
fnp-3458	63	19	fixation	fixation	NOUN
fnp-3458	63	20	were	be	AUX
fnp-3458	63	21	analyzed	analyze	VERB
fnp-3458	63	22	separately	separately	ADV
fnp-3458	63	23	and	and	CCONJ
fnp-3458	63	24	divided	divide	VERB
fnp-3458	63	25	into	into	ADP
fnp-3458	63	26	two	two	NUM
fnp-3458	63	27	data	datum	NOUN
fnp-3458	63	28	sets	set	NOUN
fnp-3458	63	29	.	.	PUNCT
fnp-3458	64	1	to	to	PART
fnp-3458	64	2	reduce	reduce	VERB
fnp-3458	64	3	the	the	DET
fnp-3458	64	4	impact	impact	NOUN
fnp-3458	64	5	of	of	ADP
fnp-3458	64	6	patient	patient	ADJ
fnp-3458	64	7	dependent	dependent	ADJ
fnp-3458	64	8	clustering	clustering	NOUN
fnp-3458	64	9	,	,	PUNCT
fnp-3458	64	10	the	the	DET
fnp-3458	64	11	same	same	ADJ
fnp-3458	64	12	number	number	NOUN
fnp-3458	64	13	of	of	ADP
fnp-3458	64	14	measurements	measurement	NOUN
fnp-3458	64	15	for	for	ADP
fnp-3458	64	16	each	each	DET
fnp-3458	64	17	patient	patient	NOUN
fnp-3458	64	18	was	be	AUX
fnp-3458	64	19	carried	carry	VERB
fnp-3458	64	20	out	out	ADP
fnp-3458	64	21	in	in	ADP
fnp-3458	64	22	the	the	DET
fnp-3458	64	23	majority	majority	NOUN
fnp-3458	64	24	of	of	ADP
fnp-3458	64	25	cases	case	NOUN
fnp-3458	64	26	and	and	CCONJ
fnp-3458	64	27	all	all	PRON
fnp-3458	64	28	of	of	ADP
fnp-3458	64	29	them	they	PRON
fnp-3458	64	30	were	be	AUX
fnp-3458	64	31	recorded	record	VERB
fnp-3458	64	32	with	with	ADP
fnp-3458	64	33	the	the	DET
fnp-3458	64	34	same	same	ADJ
fnp-3458	64	35	acquisition	acquisition	NOUN
fnp-3458	64	36	time	time	NOUN
fnp-3458	64	37	in	in	ADP
fnp-3458	64	38	the	the	DET
fnp-3458	64	39	respective	respective	ADJ
fnp-3458	64	40	systems	system	NOUN
fnp-3458	64	41	.	.	PUNCT
fnp-3458	65	1	using	use	VERB
fnp-3458	65	2	a	a	DET
fnp-3458	65	3	custom	custom	ADV
fnp-3458	65	4	-	-	PUNCT
fnp-3458	65	5	made	make	VERB
fnp-3458	65	6	python	python	NOUN
fnp-3458	65	7	script	script	NOUN
fnp-3458	65	8	,	,	PUNCT
fnp-3458	65	9	data	datum	NOUN
fnp-3458	65	10	cleaning	cleaning	NOUN
fnp-3458	65	11	was	be	AUX
fnp-3458	65	12	carried	carry	VERB
fnp-3458	65	13	out	out	ADP
fnp-3458	65	14	on	on	ADP
fnp-3458	65	15	intraoperatively	intraoperatively	ADV
fnp-3458	65	16	acquired	acquire	VERB
fnp-3458	65	17	raman	raman	NOUN
fnp-3458	65	18	measurements	measurement	NOUN
fnp-3458	65	19	(	(	PUNCT
fnp-3458	65	20	n	n	NOUN
fnp-3458	65	21	=	=	SYM
fnp-3458	65	22	75	75	NUM
fnp-3458	65	23	)	)	PUNCT
fnp-3458	65	24	,	,	PUNCT
fnp-3458	65	25	including	include	VERB
fnp-3458	65	26	outliers	outlier	NOUN
fnp-3458	65	27	and	and	CCONJ
fnp-3458	65	28	trend	trend	NOUN
fnp-3458	65	29	removal	removal	NOUN
fnp-3458	65	30	,	,	PUNCT
fnp-3458	65	31	as	as	ADV
fnp-3458	65	32	well	well	ADV
fnp-3458	65	33	as	as	ADP
fnp-3458	65	34	removal	removal	NOUN
fnp-3458	65	35	of	of	ADP
fnp-3458	65	36	artifacts	artifact	NOUN
fnp-3458	65	37	and	and	CCONJ
fnp-3458	65	38	standardization	standardization	NOUN
fnp-3458	65	39	of	of	ADP
fnp-3458	65	40	spectra	spectra	NOUN
fnp-3458	65	41	.	.	PUNCT
fnp-3458	66	1	the	the	DET
fnp-3458	66	2	mean	mean	ADJ
fnp-3458	66	3	spectra	spectra	NOUN
fnp-3458	66	4	and	and	CCONJ
fnp-3458	66	5	the	the	DET
fnp-3458	66	6	variance	variance	NOUN
fnp-3458	66	7	were	be	AUX
fnp-3458	66	8	visualized	visualize	VERB
fnp-3458	66	9	(	(	PUNCT
fnp-3458	66	10	figure	figure	NOUN
fnp-3458	66	11	2	2	NUM
fnp-3458	66	12	)	)	PUNCT
fnp-3458	66	13	.	.	PUNCT
fnp-3458	67	1	afterwards	afterwards	ADV
fnp-3458	67	2	,	,	PUNCT
fnp-3458	67	3	three	three	NUM
fnp-3458	67	4	different	different	ADJ
fnp-3458	67	5	machine	machine	NOUN
fnp-3458	67	6	learning	learn	VERB
fnp-3458	67	7	algorithms	algorithm	NOUN
fnp-3458	67	8	were	be	AUX
fnp-3458	67	9	applied	apply	VERB
fnp-3458	67	10	to	to	PART
fnp-3458	67	11	distinguish	distinguish	VERB
fnp-3458	67	12	between	between	ADP
fnp-3458	67	13	the	the	DET
fnp-3458	67	14	two	two	NUM
fnp-3458	67	15	tumor	tumor	NOUN
fnp-3458	67	16	entities	entity	NOUN
fnp-3458	67	17	and	and	CCONJ
fnp-3458	67	18	performance	performance	NOUN
fnp-3458	67	19	statistics	statistic	NOUN
fnp-3458	67	20	were	be	AUX
fnp-3458	67	21	calculated	calculate	VERB
fnp-3458	67	22	(	(	PUNCT
fnp-3458	67	23	accuracy	accuracy	NOUN
fnp-3458	67	24	/	/	SYM
fnp-3458	67	25	sensitivity	sensitivity	NOUN
fnp-3458	67	26	/	/	SYM
fnp-3458	67	27	specificity	specificity	NOUN
fnp-3458	67	28	/	/	SYM
fnp-3458	67	29	roc	roc	NOUN
fnp-3458	67	30	/	/	SYM
fnp-3458	67	31	pr	pr	NOUN
fnp-3458	67	32	curve	curve	NOUN
fnp-3458	67	33	)	)	PUNCT
fnp-3458	67	34	.	.	PUNCT
fnp-3458	68	1	starting	start	VERB
fnp-3458	68	2	with	with	ADP
fnp-3458	68	3	the	the	DET
fnp-3458	68	4	linear	linear	ADJ
fnp-3458	68	5	algorithm	algorithm	NOUN
fnp-3458	68	6	of	of	ADP
fnp-3458	68	7	logistic	logistic	ADJ
fnp-3458	68	8	regression	regression	NOUN
fnp-3458	68	9	we	we	PRON
fnp-3458	68	10	continued	continue	VERB
fnp-3458	68	11	with	with	ADP
fnp-3458	68	12	random	random	ADJ
fnp-3458	68	13	forest	forest	NOUN
fnp-3458	68	14	classification	classification	NOUN
fnp-3458	68	15	,	,	PUNCT
fnp-3458	68	16	which	which	PRON
fnp-3458	68	17	may	may	AUX
fnp-3458	68	18	be	be	AUX
fnp-3458	68	19	more	more	ADV
fnp-3458	68	20	favorable	favorable	ADJ
fnp-3458	68	21	in	in	ADP
fnp-3458	68	22	this	this	DET
fnp-3458	68	23	study	study	NOUN
fnp-3458	68	24	due	due	ADP
fnp-3458	68	25	to	to	ADP
fnp-3458	68	26	non	non	ADJ
fnp-3458	68	27	-	-	ADJ
fnp-3458	68	28	independent	independent	ADJ
fnp-3458	68	29	data	datum	NOUN
fnp-3458	68	30	points	point	NOUN
fnp-3458	68	31	within	within	ADP
fnp-3458	68	32	a	a	DET
fnp-3458	68	33	raman	raman	NOUN
fnp-3458	68	34	measurement	measurement	NOUN
fnp-3458	68	35	.	.	PUNCT
fnp-3458	69	1	to	to	PART
fnp-3458	69	2	further	far	ADV
fnp-3458	69	3	reduce	reduce	VERB
fnp-3458	69	4	the	the	DET
fnp-3458	69	5	bias	bias	NOUN
fnp-3458	69	6	of	of	ADP
fnp-3458	69	7	patient	patient	NOUN
fnp-3458	69	8	-	-	PUNCT
fnp-3458	69	9	dependent	dependent	ADJ
fnp-3458	69	10	clustering	clustering	NOUN
fnp-3458	69	11	,	,	PUNCT
fnp-3458	69	12	random	random	ADJ
fnp-3458	69	13	forest	forest	NOUN
fnp-3458	69	14	classifiers	classifier	NOUN
fnp-3458	69	15	were	be	AUX
fnp-3458	69	16	trained	train	VERB
fnp-3458	69	17	with	with	ADP
fnp-3458	69	18	randomly	randomly	ADV
fnp-3458	69	19	split	split	VERB
fnp-3458	69	20	data	datum	NOUN
fnp-3458	69	21	distribution	distribution	NOUN
fnp-3458	69	22	and	and	CCONJ
fnp-3458	69	23	a	a	DET
fnp-3458	69	24	distribution	distribution	NOUN
fnp-3458	69	25	split	split	VERB
fnp-3458	69	26	by	by	ADP
fnp-3458	69	27	patients	patient	NOUN
fnp-3458	69	28	;	;	PUNCT
fnp-3458	69	29	results	result	NOUN
fnp-3458	69	30	were	be	AUX
fnp-3458	69	31	internally	internally	ADV
fnp-3458	69	32	checked	check	VERB
fnp-3458	69	33	for	for	ADP
fnp-3458	69	34	comparability	comparability	NOUN
fnp-3458	69	35	and	and	CCONJ
fnp-3458	69	36	suggested	suggest	VERB
fnp-3458	69	37	no	no	DET
fnp-3458	69	38	relevant	relevant	ADJ
fnp-3458	69	39	bias	bias	NOUN
fnp-3458	69	40	.	.	PUNCT
fnp-3458	70	1	as	as	ADP
fnp-3458	70	2	the	the	DET
fnp-3458	70	3	third	third	ADJ
fnp-3458	70	4	machine	machine	NOUN
fnp-3458	70	5	learning	learning	NOUN
fnp-3458	70	6	algorithm	algorithm	NOUN
fnp-3458	70	7	,	,	PUNCT
fnp-3458	70	8	we	we	PRON
fnp-3458	70	9	used	use	VERB
fnp-3458	70	10	xgboost	xgboost	ADP
fnp-3458	70	11	classification	classification	NOUN
fnp-3458	70	12	,	,	PUNCT
fnp-3458	70	13	in	in	ADP
fnp-3458	70	14	which	which	PRON
fnp-3458	70	15	parameters	parameter	NOUN
fnp-3458	70	16	could	could	AUX
fnp-3458	70	17	be	be	AUX
fnp-3458	70	18	set	set	VERB
fnp-3458	70	19	individually	individually	ADV
fnp-3458	70	20	.	.	PUNCT
fnp-3458	71	1	figure	figure	NOUN
fnp-3458	71	2	2	2	NUM
fnp-3458	71	3	.	.	PUNCT
fnp-3458	72	1	mean	mean	PROPN
fnp-3458	72	2	spectra	spectra	NOUN
fnp-3458	72	3	and	and	CCONJ
fnp-3458	72	4	variance	variance	NOUN
fnp-3458	72	5	of	of	ADP
fnp-3458	72	6	the	the	DET
fnp-3458	72	7	perioperatively	perioperatively	ADV
fnp-3458	72	8	acquired	acquire	VERB
fnp-3458	72	9	rs	rs	NOUN
fnp-3458	72	10	after	after	ADP
fnp-3458	72	11	standardization	standardization	NOUN
fnp-3458	72	12	.	.	PUNCT
fnp-3458	73	1	the	the	DET
fnp-3458	73	2	x	x	ADJ
fnp-3458	73	3	-	-	ADJ
fnp-3458	73	4	axis	axis	ADJ
fnp-3458	73	5	displays	display	VERB
fnp-3458	73	6	the	the	DET
fnp-3458	73	7	wavenumbers	wavenumber	NOUN
fnp-3458	73	8	(	(	PUNCT
fnp-3458	73	9	in	in	ADP
fnp-3458	73	10	cm-1	cm-1	NOUN
fnp-3458	73	11	)	)	PUNCT
fnp-3458	73	12	of	of	ADP
fnp-3458	73	13	the	the	DET
fnp-3458	73	14	inelastic	inelastic	ADJ
fnp-3458	73	15	scattered	scatter	VERB
fnp-3458	73	16	photons	photon	NOUN
fnp-3458	73	17	(=	(=	ADP
fnp-3458	73	18	the	the	DET
fnp-3458	73	19	raman	raman	NOUN
fnp-3458	73	20	shift	shift	NOUN
fnp-3458	73	21	)	)	PUNCT
fnp-3458	73	22	and	and	CCONJ
fnp-3458	73	23	the	the	DET
fnp-3458	73	24	y	y	NOUN
fnp-3458	73	25	-	-	PUNCT
fnp-3458	73	26	axis	axis	NOUN
fnp-3458	73	27	the	the	DET
fnp-3458	73	28	corresponding	correspond	VERB
fnp-3458	73	29	intensity	intensity	NOUN
fnp-3458	73	30	value	value	NOUN
fnp-3458	73	31	.	.	PUNCT
fnp-3458	74	1	figure	figure	NOUN
fnp-3458	74	2	3	3	NUM
fnp-3458	74	3	gives	give	VERB
fnp-3458	74	4	an	an	DET
fnp-3458	74	5	overview	overview	NOUN
fnp-3458	74	6	of	of	ADP
fnp-3458	74	7	our	our	PRON
fnp-3458	74	8	data	data	NOUN
fnp-3458	74	9	processing	processing	NOUN
fnp-3458	74	10	and	and	CCONJ
fnp-3458	74	11	statistical	statistical	ADJ
fnp-3458	74	12	approach	approach	NOUN
fnp-3458	74	13	.	.	PUNCT
fnp-3458	75	1	we	we	PRON
fnp-3458	75	2	identified	identify	VERB
fnp-3458	75	3	characteristic	characteristic	ADJ
fnp-3458	75	4	wavenumbers	wavenumber	NOUN
fnp-3458	75	5	usable	usable	ADJ
fnp-3458	75	6	for	for	ADP
fnp-3458	75	7	spectral	spectral	ADJ
fnp-3458	75	8	tumor	tumor	NOUN
fnp-3458	75	9	discrimination	discrimination	NOUN
fnp-3458	75	10	and	and	CCONJ
fnp-3458	75	11	compared	compare	VERB
fnp-3458	75	12	our	our	PRON
fnp-3458	75	13	findings	finding	NOUN
fnp-3458	75	14	with	with	ADP
fnp-3458	75	15	the	the	DET
fnp-3458	75	16	underlying	underlie	VERB
fnp-3458	75	17	biochemical	biochemical	ADJ
fnp-3458	75	18	composition	composition	NOUN
fnp-3458	75	19	of	of	ADP
fnp-3458	75	20	the	the	DET
fnp-3458	75	21	tissue	tissue	NOUN
fnp-3458	75	22	.	.	PUNCT
fnp-3458	76	1	the	the	DET
fnp-3458	76	2	raman	raman	NOUN
fnp-3458	76	3	measurements	measurement	NOUN
fnp-3458	76	4	acquired	acquire	VERB
fnp-3458	76	5	in	in	ADP
fnp-3458	76	6	the	the	DET
fnp-3458	76	7	neuropathology	neuropathology	NOUN
fnp-3458	76	8	department	department	NOUN
fnp-3458	76	9	on	on	ADP
fnp-3458	76	10	ffpe	ffpe	ADJ
fnp-3458	76	11	tissue	tissue	NOUN
fnp-3458	76	12	(	(	PUNCT
fnp-3458	76	13	second	second	ADJ
fnp-3458	76	14	data	datum	NOUN
fnp-3458	76	15	set	set	VERB
fnp-3458	76	16	,	,	PUNCT
fnp-3458	76	17	n	n	PRON
fnp-3458	76	18	total	total	NOUN
fnp-3458	76	19	=	=	SYM
fnp-3458	76	20	45	45	NUM
fnp-3458	76	21	)	)	PUNCT
fnp-3458	76	22	were	be	AUX
fnp-3458	76	23	classified	classify	VERB
fnp-3458	76	24	using	use	VERB
fnp-3458	76	25	a	a	DET
fnp-3458	76	26	random	random	ADJ
fnp-3458	76	27	forest	forest	NOUN
fnp-3458	76	28	algorithm	algorithm	NOUN
fnp-3458	76	29	.	.	PUNCT
fnp-3458	77	1	due	due	ADP
fnp-3458	77	2	to	to	ADP
fnp-3458	77	3	a	a	DET
fnp-3458	77	4	low	low	ADJ
fnp-3458	77	5	number	number	NOUN
fnp-3458	77	6	of	of	ADP
fnp-3458	77	7	patients	patient	NOUN
fnp-3458	77	8	,	,	PUNCT
fnp-3458	77	9	the	the	DET
fnp-3458	77	10	data	datum	NOUN
fnp-3458	77	11	was	be	AUX
fnp-3458	77	12	not	not	PART
fnp-3458	77	13	split	split	VERB
fnp-3458	77	14	into	into	ADP
fnp-3458	77	15	a	a	DET
fnp-3458	77	16	training	training	NOUN
fnp-3458	77	17	and	and	CCONJ
fnp-3458	77	18	an	an	DET
fnp-3458	77	19	external	external	ADJ
fnp-3458	77	20	validation	validation	NOUN
fnp-3458	77	21	set	set	NOUN
fnp-3458	77	22	.	.	PUNCT
fnp-3458	78	1	in	in	ADP
fnp-3458	78	2	order	order	NOUN
fnp-3458	78	3	to	to	PART
fnp-3458	78	4	create	create	VERB
fnp-3458	78	5	a	a	DET
fnp-3458	78	6	representative	representative	ADJ
fnp-3458	78	7	sample	sample	NOUN
fnp-3458	78	8	of	of	ADP
fnp-3458	78	9	the	the	DET
fnp-3458	78	10	performance	performance	NOUN
fnp-3458	78	11	of	of	ADP
fnp-3458	78	12	the	the	DET
fnp-3458	78	13	algorithms	algorithm	NOUN
fnp-3458	78	14	,	,	PUNCT
fnp-3458	78	15	particular	particular	ADJ
fnp-3458	78	16	attention	attention	NOUN
fnp-3458	78	17	was	be	AUX
fnp-3458	78	18	instead	instead	ADV
fnp-3458	78	19	made	make	VERB
fnp-3458	78	20	on	on	ADP
fnp-3458	78	21	the	the	DET
fnp-3458	78	22	internal	internal	ADJ
fnp-3458	78	23	validation	validation	NOUN
fnp-3458	78	24	(	(	PUNCT
fnp-3458	78	25	for	for	ADP
fnp-3458	78	26	example	example	NOUN
fnp-3458	78	27	intrinsic	intrinsic	ADJ
fnp-3458	78	28	re	re	NOUN
fnp-3458	78	29	-	-	NOUN
fnp-3458	78	30	validation	validation	NOUN
fnp-3458	78	31	based	base	VERB
fnp-3458	78	32	on	on	ADP
fnp-3458	78	33	bootstrap	bootstrap	NOUN
fnp-3458	78	34	subsamples	subsample	NOUN
fnp-3458	78	35	)	)	PUNCT
fnp-3458	78	36	.	.	PUNCT
fnp-3458	79	1	classification	classification	NOUN
fnp-3458	79	2	was	be	AUX
fnp-3458	79	3	validated	validate	VERB
fnp-3458	79	4	using	use	VERB
fnp-3458	79	5	specific	specific	ADJ
fnp-3458	79	6	parameters	parameter	NOUN
fnp-3458	79	7	of	of	ADP
fnp-3458	79	8	algorithm	algorithm	NOUN
fnp-3458	79	9	performance	performance	NOUN
fnp-3458	79	10	(	(	PUNCT
fnp-3458	79	11	auroc	auroc	NOUN
fnp-3458	79	12	,	,	PUNCT
fnp-3458	79	13	aupr	aupr	NOUN
fnp-3458	79	14	)	)	PUNCT
fnp-3458	79	15	,	,	PUNCT
fnp-3458	79	16	as	as	ADV
fnp-3458	79	17	well	well	ADV
fnp-3458	79	18	as	as	ADP
fnp-3458	79	19	internal	internal	ADJ
fnp-3458	79	20	comparison	comparison	NOUN
fnp-3458	79	21	of	of	ADP
fnp-3458	79	22	the	the	DET
fnp-3458	79	23	performance	performance	NOUN
fnp-3458	79	24	based	base	VERB
fnp-3458	79	25	on	on	ADP
fnp-3458	79	26	randomly	randomly	ADV
fnp-3458	79	27	shuffling	shuffle	VERB
fnp-3458	79	28	of	of	ADP
fnp-3458	79	29	measurement	measurement	NOUN
fnp-3458	79	30	points	point	NOUN
fnp-3458	79	31	with	with	ADP
fnp-3458	79	32	a	a	DET
fnp-3458	79	33	patient	patient	ADJ
fnp-3458	79	34	stratified	stratify	VERB
fnp-3458	79	35	distribution	distribution	NOUN
fnp-3458	79	36	.	.	PUNCT
fnp-3458	80	1	for	for	ADP
fnp-3458	80	2	a	a	DET
fnp-3458	80	3	deeper	deep	ADJ
fnp-3458	80	4	technical	technical	ADJ
fnp-3458	80	5	insight	insight	NOUN
fnp-3458	80	6	in	in	ADP
fnp-3458	80	7	our	our	PRON
fnp-3458	80	8	way	way	NOUN
fnp-3458	80	9	of	of	ADP
fnp-3458	80	10	machine	machine	NOUN
fnp-3458	80	11	learning	learning	NOUN
fnp-3458	80	12	(	(	PUNCT
fnp-3458	80	13	e.g.	e.g.	ADV
fnp-3458	80	14	,	,	PUNCT
fnp-3458	80	15	way	way	NOUN
fnp-3458	80	16	of	of	ADP
fnp-3458	80	17	hyperparameter	hyperparameter	NOUN
fnp-3458	80	18	optimization	optimization	NOUN
fnp-3458	80	19	)	)	PUNCT
fnp-3458	80	20	and	and	CCONJ
fnp-3458	80	21	a	a	DET
fnp-3458	80	22	visualization	visualization	NOUN
fnp-3458	80	23	of	of	ADP
fnp-3458	80	24	sample	sample	NOUN
fnp-3458	80	25	individual	individual	PROPN
fnp-3458	80	26	raman	raman	PROPN
fnp-3458	80	27	spectra	spectra	NOUN
fnp-3458	80	28	,	,	PUNCT
fnp-3458	80	29	see	see	VERB
fnp-3458	80	30	supplementary	supplementary	ADJ
fnp-3458	80	31	material	material	NOUN
fnp-3458	80	32	.	.	PUNCT
fnp-3458	81	1	figure	figure	VERB
fnp-3458	81	2	3	3	NUM
fnp-3458	81	3	.	.	PUNCT
fnp-3458	81	4	workflow	workflow	NOUN
fnp-3458	81	5	of	of	ADP
fnp-3458	81	6	data	datum	NOUN
fnp-3458	81	7	selection	selection	NOUN
fnp-3458	81	8	and	and	CCONJ
fnp-3458	81	9	machine	machine	NOUN
fnp-3458	81	10	learning	learning	NOUN
fnp-3458	81	11	for	for	ADP
fnp-3458	81	12	the	the	DET
fnp-3458	81	13	intraoperative	intraoperative	ADJ
fnp-3458	81	14	measurements	measurement	NOUN
fnp-3458	81	15	.	.	PUNCT
fnp-3458	82	1	results	result	VERB
fnp-3458	82	2	efficient	efficient	ADJ
fnp-3458	82	3	differentiation	differentiation	NOUN
fnp-3458	82	4	of	of	ADP
fnp-3458	82	5	distinct	distinct	ADJ
fnp-3458	82	6	tumor	tumor	NOUN
fnp-3458	82	7	entities	entity	NOUN
fnp-3458	82	8	on	on	ADP
fnp-3458	82	9	freshly	freshly	ADV
fnp-3458	82	10	resected	resect	VERB
fnp-3458	82	11	tissue	tissue	NOUN
fnp-3458	82	12	using	use	VERB
fnp-3458	82	13	linear	linear	ADJ
fnp-3458	82	14	and	and	CCONJ
fnp-3458	82	15	nonlinear	nonlinear	ADJ
fnp-3458	82	16	machine	machine	NOUN
fnp-3458	82	17	learning	learn	VERB
fnp-3458	82	18	algorithms	algorithm	NOUN
fnp-3458	82	19	for	for	ADP
fnp-3458	82	20	an	an	DET
fnp-3458	82	21	accurate	accurate	ADJ
fnp-3458	82	22	overview	overview	NOUN
fnp-3458	82	23	of	of	ADP
fnp-3458	82	24	the	the	DET
fnp-3458	82	25	performance	performance	NOUN
fnp-3458	82	26	of	of	ADP
fnp-3458	82	27	each	each	PRON
fnp-3458	82	28	of	of	ADP
fnp-3458	82	29	our	our	PRON
fnp-3458	82	30	classifiers	classifier	NOUN
fnp-3458	82	31	,	,	PUNCT
fnp-3458	82	32	see	see	VERB
fnp-3458	82	33	table	table	NOUN
fnp-3458	82	34	2	2	NUM
fnp-3458	82	35	.	.	PUNCT
fnp-3458	83	1	our	our	PRON
fnp-3458	83	2	trained	train	VERB
fnp-3458	83	3	logistic	logistic	ADJ
fnp-3458	83	4	regression	regression	NOUN
fnp-3458	83	5	algorithm	algorithm	NOUN
fnp-3458	83	6	distinguishes	distinguish	VERB
fnp-3458	83	7	with	with	ADP
fnp-3458	83	8	a	a	DET
fnp-3458	83	9	balanced	balanced	ADJ
fnp-3458	83	10	accuracy	accuracy	NOUN
fnp-3458	83	11	of	of	ADP
fnp-3458	83	12	79.3	79.3	NUM
fnp-3458	83	13	%	%	NOUN
fnp-3458	83	14	between	between	ADP
fnp-3458	83	15	the	the	DET
fnp-3458	83	16	intraoperative	intraoperative	ADJ
fnp-3458	83	17	measured	measure	VERB
fnp-3458	83	18	pcnsl	pcnsl	NOUN
fnp-3458	83	19	versus	versus	ADP
fnp-3458	83	20	glioblastoma	glioblastoma	NOUN
fnp-3458	83	21	tumor	tumor	NOUN
fnp-3458	83	22	tissue	tissue	NOUN
fnp-3458	83	23	.	.	PUNCT
fnp-3458	84	1	our	our	PRON
fnp-3458	84	2	random	random	ADJ
fnp-3458	84	3	forest	forest	NOUN
fnp-3458	84	4	classifier	classifier	NOUN
fnp-3458	84	5	discriminates	discriminate	VERB
fnp-3458	84	6	between	between	ADP
fnp-3458	84	7	these	these	DET
fnp-3458	84	8	two	two	NUM
fnp-3458	84	9	tumor	tumor	NOUN
fnp-3458	84	10	entities	entity	NOUN
fnp-3458	84	11	with	with	ADP
fnp-3458	84	12	an	an	DET
fnp-3458	84	13	overall	overall	ADJ
fnp-3458	84	14	accuracy	accuracy	NOUN
fnp-3458	84	15	of	of	ADP
fnp-3458	84	16	82.4	82.4	NUM
fnp-3458	84	17	%	%	NOUN
fnp-3458	84	18	(	(	PUNCT
fnp-3458	84	19	balanced	balanced	ADJ
fnp-3458	84	20	)	)	PUNCT
fnp-3458	84	21	,	,	PUNCT
fnp-3458	84	22	with	with	ADP
fnp-3458	84	23	a	a	DET
fnp-3458	84	24	sensitivity	sensitivity	NOUN
fnp-3458	84	25	of	of	ADP
fnp-3458	84	26	0.89	0.89	NUM
fnp-3458	84	27	±	±	NUM
fnp-3458	84	28	0.13	0.13	NUM
fnp-3458	84	29	and	and	CCONJ
fnp-3458	84	30	a	a	DET
fnp-3458	84	31	specificity	specificity	NOUN
fnp-3458	84	32	of	of	ADP
fnp-3458	84	33	75	75	NUM
fnp-3458	84	34	±	±	NUM
fnp-3458	84	35	0.12	0.12	NUM
fnp-3458	84	36	.	.	PUNCT
fnp-3458	85	1	as	as	ADP
fnp-3458	85	2	an	an	DET
fnp-3458	85	3	indicator	indicator	NOUN
fnp-3458	85	4	of	of	ADP
fnp-3458	85	5	the	the	DET
fnp-3458	85	6	classifier	classifier	NOUN
fnp-3458	85	7	performance	performance	NOUN
fnp-3458	85	8	,	,	PUNCT
fnp-3458	85	9	we	we	PRON
fnp-3458	85	10	used	use	VERB
fnp-3458	85	11	the	the	DET
fnp-3458	85	12	roc	roc	PROPN
fnp-3458	85	13	(	(	PUNCT
fnp-3458	85	14	receiver	receiver	ADJ
fnp-3458	85	15	operating	operating	NOUN
fnp-3458	85	16	characteristics	characteristic	NOUN
fnp-3458	85	17	)	)	PUNCT
fnp-3458	85	18	curve	curve	NOUN
fnp-3458	85	19	,	,	PUNCT
fnp-3458	85	20	in	in	ADP
fnp-3458	85	21	which	which	PRON
fnp-3458	85	22	each	each	DET
fnp-3458	85	23	threshold	threshold	NOUN
fnp-3458	85	24	is	be	AUX
fnp-3458	85	25	visualized	visualize	VERB
fnp-3458	85	26	according	accord	VERB
fnp-3458	85	27	to	to	ADP
fnp-3458	85	28	the	the	DET
fnp-3458	85	29	resulting	result	VERB
fnp-3458	85	30	specificity	specificity	NOUN
fnp-3458	85	31	and	and	CCONJ
fnp-3458	85	32	sensitivity	sensitivity	NOUN
fnp-3458	85	33	,	,	PUNCT
fnp-3458	85	34	and	and	CCONJ
fnp-3458	85	35	the	the	DET
fnp-3458	85	36	auc	auc	NOUN
fnp-3458	85	37	(	(	PUNCT
fnp-3458	85	38	area	area	NOUN
fnp-3458	85	39	under	under	ADP
fnp-3458	85	40	the	the	DET
fnp-3458	85	41	curve	curve	NOUN
fnp-3458	85	42	)	)	PUNCT
fnp-3458	85	43	value	value	NOUN
fnp-3458	85	44	.	.	PUNCT
fnp-3458	86	1	the	the	DET
fnp-3458	86	2	auc	auc	ADJ
fnp-3458	86	3	value	value	NOUN
fnp-3458	86	4	of	of	ADP
fnp-3458	86	5	the	the	DET
fnp-3458	86	6	random	random	ADJ
fnp-3458	86	7	forest	forest	NOUN
fnp-3458	86	8	classification	classification	NOUN
fnp-3458	86	9	for	for	ADP
fnp-3458	86	10	the	the	DET
fnp-3458	86	11	pcnsl	pcnsl	NOUN
fnp-3458	86	12	class	class	NOUN
fnp-3458	86	13	was	be	AUX
fnp-3458	86	14	0.86	0.86	NUM
fnp-3458	86	15	±	±	NUM
fnp-3458	86	16	0.07	0.07	NUM
fnp-3458	86	17	(	(	PUNCT
fnp-3458	86	18	figure	figure	NOUN
fnp-3458	86	19	4	4	NUM
fnp-3458	86	20	)	)	PUNCT
fnp-3458	86	21	.	.	PUNCT
fnp-3458	87	1	since	since	SCONJ
fnp-3458	87	2	the	the	DET
fnp-3458	87	3	roc	roc	PROPN
fnp-3458	87	4	curve	curve	NOUN
fnp-3458	87	5	may	may	AUX
fnp-3458	87	6	be	be	AUX
fnp-3458	87	7	biased	bias	VERB
fnp-3458	87	8	due	due	ADP
fnp-3458	87	9	to	to	ADP
fnp-3458	87	10	an	an	DET
fnp-3458	87	11	imbalance	imbalance	NOUN
fnp-3458	87	12	in	in	ADP
fnp-3458	87	13	the	the	DET
fnp-3458	87	14	data	datum	NOUN
fnp-3458	87	15	set	set	NOUN
fnp-3458	87	16	,	,	PUNCT
fnp-3458	87	17	we	we	PRON
fnp-3458	87	18	additionally	additionally	ADV
fnp-3458	87	19	used	use	VERB
fnp-3458	87	20	the	the	DET
fnp-3458	87	21	pr	pr	NOUN
fnp-3458	87	22	(	(	PUNCT
fnp-3458	87	23	precision	precision	NOUN
fnp-3458	87	24	–	–	PUNCT
fnp-3458	87	25	recall	recall	NOUN
fnp-3458	87	26	)	)	PUNCT
fnp-3458	87	27	curve	curve	NOUN
fnp-3458	87	28	,	,	PUNCT
fnp-3458	87	29	where	where	SCONJ
fnp-3458	87	30	instead	instead	ADV
fnp-3458	87	31	the	the	DET
fnp-3458	87	32	ratio	ratio	NOUN
fnp-3458	87	33	between	between	ADP
fnp-3458	87	34	ppv	ppv	NOUN
fnp-3458	87	35	(	(	PUNCT
fnp-3458	87	36	positive	positive	ADJ
fnp-3458	87	37	predictive	predictive	ADJ
fnp-3458	87	38	value	value	NOUN
fnp-3458	87	39	=	=	NOUN
fnp-3458	87	40	precision	precision	NOUN
fnp-3458	87	41	)	)	PUNCT
fnp-3458	87	42	and	and	CCONJ
fnp-3458	87	43	recall	recall	VERB
fnp-3458	87	44	(=	(=	NOUN
fnp-3458	87	45	sensitivity	sensitivity	NOUN
fnp-3458	87	46	)	)	PUNCT
fnp-3458	87	47	of	of	ADP
fnp-3458	87	48	every	every	DET
fnp-3458	87	49	possible	possible	ADJ
fnp-3458	87	50	cut	cut	NOUN
fnp-3458	87	51	-	-	PUNCT
fnp-3458	87	52	off	off	NOUN
fnp-3458	87	53	is	be	AUX
fnp-3458	87	54	displayed	display	VERB
fnp-3458	87	55	.	.	PUNCT
fnp-3458	88	1	figure	figure	VERB
fnp-3458	88	2	4	4	NUM
fnp-3458	88	3	shows	show	VERB
fnp-3458	88	4	our	our	PRON
fnp-3458	88	5	resulting	result	VERB
fnp-3458	88	6	pr	pr	NOUN
fnp-3458	88	7	curve	curve	NOUN
fnp-3458	88	8	with	with	ADP
fnp-3458	88	9	the	the	DET
fnp-3458	88	10	resulting	result	VERB
fnp-3458	88	11	auc	auc	NOUN
fnp-3458	88	12	value	value	NOUN
fnp-3458	88	13	(	(	PUNCT
fnp-3458	88	14	0.66	0.66	NUM
fnp-3458	88	15	±	±	NUM
fnp-3458	88	16	0.2	0.2	NUM
fnp-3458	88	17	)	)	PUNCT
fnp-3458	88	18	for	for	ADP
fnp-3458	88	19	the	the	DET
fnp-3458	88	20	pcnsl	pcnsl	NOUN
fnp-3458	88	21	class	class	NOUN
fnp-3458	88	22	.	.	PUNCT
fnp-3458	89	1	figure	figure	NOUN
fnp-3458	89	2	4	4	NUM
fnp-3458	89	3	.	.	PUNCT
fnp-3458	90	1	left	leave	VERB
fnp-3458	90	2	:	:	PUNCT
fnp-3458	90	3	roc	roc	PROPN
fnp-3458	90	4	curve	curve	NOUN
fnp-3458	90	5	of	of	ADP
fnp-3458	90	6	random	random	ADJ
fnp-3458	90	7	forest	forest	NOUN
fnp-3458	90	8	classification	classification	NOUN
fnp-3458	90	9	with	with	ADP
fnp-3458	90	10	auroc	auroc	NOUN
fnp-3458	90	11	value	value	NOUN
fnp-3458	90	12	of	of	ADP
fnp-3458	90	13	0.86	0.86	NUM
fnp-3458	90	14	±	±	NUM
fnp-3458	90	15	0.07	0.07	NUM
fnp-3458	90	16	.	.	PUNCT
fnp-3458	91	1	right	right	ADJ
fnp-3458	91	2	:	:	PUNCT
fnp-3458	91	3	corresponding	correspond	VERB
fnp-3458	91	4	pr	pr	NOUN
fnp-3458	91	5	curve	curve	NOUN
fnp-3458	91	6	with	with	ADP
fnp-3458	91	7	an	an	DET
fnp-3458	91	8	aupr	aupr	NOUN
fnp-3458	91	9	value	value	NOUN
fnp-3458	91	10	of	of	ADP
fnp-3458	91	11	0.66	0.66	NUM
fnp-3458	91	12	±	±	NUM
fnp-3458	91	13	0.2	0.2	NUM
fnp-3458	91	14	.	.	PUNCT
fnp-3458	92	1	in	in	ADP
fnp-3458	92	2	order	order	NOUN
fnp-3458	92	3	to	to	PART
fnp-3458	92	4	evaluate	evaluate	VERB
fnp-3458	92	5	our	our	PRON
fnp-3458	92	6	trained	train	VERB
fnp-3458	92	7	models	model	NOUN
fnp-3458	92	8	in	in	ADP
fnp-3458	92	9	more	more	ADJ
fnp-3458	92	10	detail	detail	NOUN
fnp-3458	92	11	,	,	PUNCT
fnp-3458	92	12	sensitivity	sensitivity	NOUN
fnp-3458	92	13	and	and	CCONJ
fnp-3458	92	14	specificity	specificity	NOUN
fnp-3458	92	15	were	be	AUX
fnp-3458	92	16	calculated	calculate	VERB
fnp-3458	92	17	for	for	ADP
fnp-3458	92	18	all	all	DET
fnp-3458	92	19	algorithms	algorithm	NOUN
fnp-3458	92	20	and	and	CCONJ
fnp-3458	92	21	displayed	display	VERB
fnp-3458	92	22	in	in	ADP
fnp-3458	92	23	table	table	NOUN
fnp-3458	92	24	2	2	NUM
fnp-3458	92	25	according	accord	VERB
fnp-3458	92	26	to	to	ADP
fnp-3458	92	27	the	the	DET
fnp-3458	92	28	optimal	optimal	ADJ
fnp-3458	92	29	threshold	threshold	NOUN
fnp-3458	92	30	(	(	PUNCT
fnp-3458	92	31	maximizing	maximize	VERB
fnp-3458	92	32	sensitivity	sensitivity	NOUN
fnp-3458	92	33	and	and	CCONJ
fnp-3458	92	34	specificity	specificity	NOUN
fnp-3458	92	35	)	)	PUNCT
fnp-3458	92	36	.	.	PUNCT
fnp-3458	93	1	for	for	ADP
fnp-3458	93	2	all	all	DET
fnp-3458	93	3	resulting	result	VERB
fnp-3458	93	4	plots	plot	NOUN
fnp-3458	93	5	of	of	ADP
fnp-3458	93	6	statistic	statistic	ADJ
fnp-3458	93	7	performance	performance	NOUN
fnp-3458	93	8	,	,	PUNCT
fnp-3458	93	9	see	see	VERB
fnp-3458	93	10	supplementary	supplementary	ADJ
fnp-3458	93	11	material	material	NOUN
fnp-3458	93	12	.	.	PUNCT
fnp-3458	94	1	biochemical	biochemical	ADJ
fnp-3458	94	2	insights	insight	NOUN
fnp-3458	94	3	from	from	ADP
fnp-3458	94	4	spectral	spectral	ADJ
fnp-3458	94	5	analysis	analysis	NOUN
fnp-3458	94	6	in	in	ADP
fnp-3458	94	7	order	order	NOUN
fnp-3458	94	8	to	to	PART
fnp-3458	94	9	determine	determine	VERB
fnp-3458	94	10	certain	certain	ADJ
fnp-3458	94	11	wavenumbers	wavenumber	NOUN
fnp-3458	94	12	of	of	ADP
fnp-3458	94	13	raman	raman	NOUN
fnp-3458	94	14	shift	shift	NOUN
fnp-3458	94	15	for	for	ADP
fnp-3458	94	16	more	more	ADV
fnp-3458	94	17	detailed	detailed	ADJ
fnp-3458	94	18	analysis	analysis	NOUN
fnp-3458	94	19	of	of	ADP
fnp-3458	94	20	the	the	DET
fnp-3458	94	21	underlying	underlying	ADJ
fnp-3458	94	22	biochemical	biochemical	ADJ
fnp-3458	94	23	substrates	substrate	NOUN
fnp-3458	94	24	,	,	PUNCT
fnp-3458	94	25	we	we	PRON
fnp-3458	94	26	arranged	arrange	VERB
fnp-3458	94	27	wavenumbers	wavenumber	NOUN
fnp-3458	94	28	of	of	ADP
fnp-3458	94	29	interest	interest	NOUN
fnp-3458	94	30	in	in	ADP
fnp-3458	94	31	descending	descend	VERB
fnp-3458	94	32	order	order	NOUN
fnp-3458	94	33	,	,	PUNCT
fnp-3458	94	34	according	accord	VERB
fnp-3458	94	35	to	to	ADP
fnp-3458	94	36	the	the	DET
fnp-3458	94	37	distinct	distinct	ADJ
fnp-3458	94	38	tumor	tumor	NOUN
fnp-3458	94	39	class	class	NOUN
fnp-3458	94	40	and	and	CCONJ
fnp-3458	94	41	importance	importance	NOUN
fnp-3458	94	42	as	as	ADP
fnp-3458	94	43	a	a	DET
fnp-3458	94	44	feature	feature	NOUN
fnp-3458	94	45	coefficient	coefficient	NOUN
fnp-3458	94	46	for	for	ADP
fnp-3458	94	47	the	the	DET
fnp-3458	94	48	logistic	logistic	ADJ
fnp-3458	94	49	regression	regression	NOUN
fnp-3458	94	50	.	.	PUNCT
fnp-3458	95	1	table	table	NOUN
fnp-3458	95	2	3	3	NUM
fnp-3458	95	3	displays	display	VERB
fnp-3458	95	4	the	the	DET
fnp-3458	95	5	class	class	NOUN
fnp-3458	95	6	-	-	PUNCT
fnp-3458	95	7	defining	define	VERB
fnp-3458	95	8	wavenumbers	wavenumber	NOUN
fnp-3458	95	9	(	(	PUNCT
fnp-3458	95	10	i.e.	i.e.	X
fnp-3458	95	11	,	,	PUNCT
fnp-3458	95	12	positive	positive	ADJ
fnp-3458	95	13	and	and	CCONJ
fnp-3458	95	14	negative	negative	ADJ
fnp-3458	95	15	weights	weight	NOUN
fnp-3458	95	16	)	)	PUNCT
fnp-3458	95	17	.	.	PUNCT
fnp-3458	96	1	as	as	SCONJ
fnp-3458	96	2	wavenumbers	wavenumber	NOUN
fnp-3458	96	3	with	with	ADP
fnp-3458	96	4	highest	high	ADJ
fnp-3458	96	5	attribution	attribution	NOUN
fnp-3458	96	6	for	for	ADP
fnp-3458	96	7	glioblastoma	glioblastoma	NOUN
fnp-3458	96	8	classification	classification	NOUN
fnp-3458	96	9	distinct	distinct	ADJ
fnp-3458	96	10	peaks	peak	NOUN
fnp-3458	96	11	in	in	ADP
fnp-3458	96	12	the	the	DET
fnp-3458	96	13	region	region	NOUN
fnp-3458	96	14	2450	2450	NUM
fnp-3458	96	15	to	to	ADP
fnp-3458	96	16	3000	3000	NUM
fnp-3458	96	17	cm-1	cm-1	VERB
fnp-3458	96	18	can	can	AUX
fnp-3458	96	19	be	be	AUX
fnp-3458	96	20	detected	detect	VERB
fnp-3458	96	21	(	(	PUNCT
fnp-3458	96	22	2791	2791	NUM
fnp-3458	96	23	,	,	PUNCT
fnp-3458	96	24	2486	2486	NUM
fnp-3458	96	25	,	,	PUNCT
fnp-3458	96	26	2650	2650	NUM
fnp-3458	96	27	,	,	PUNCT
fnp-3458	96	28	2562	2562	NUM
fnp-3458	96	29	,	,	PUNCT
fnp-3458	96	30	2673	2673	NUM
fnp-3458	96	31	,	,	PUNCT
fnp-3458	96	32	2971	2971	NUM
fnp-3458	96	33	,	,	PUNCT
fnp-3458	96	34	2823	2823	NUM
fnp-3458	96	35	cm-1	cm-1	NOUN
fnp-3458	96	36	)	)	PUNCT
fnp-3458	96	37	;	;	PUNCT
fnp-3458	96	38	most	most	ADJ
fnp-3458	96	39	of	of	ADP
fnp-3458	96	40	them	they	PRON
fnp-3458	96	41	likely	likely	ADV
fnp-3458	96	42	representing	represent	VERB
fnp-3458	96	43	ch	ch	NOUN
fnp-3458	96	44	stretching	stretching	NOUN
fnp-3458	96	45	/	/	PUNCT
fnp-3458	97	1	oh	oh	INTJ
fnp-3458	97	2	nh	nh	PROPN
fnp-3458	97	3	ch	ch	NOUN
fnp-3458	97	4	stretching	stretching	NOUN
fnp-3458	97	5	motions	motion	NOUN
fnp-3458	97	6	.	.	PUNCT
fnp-3458	98	1	in	in	ADP
fnp-3458	98	2	particular	particular	ADJ
fnp-3458	98	3	,	,	PUNCT
fnp-3458	98	4	peaks	peak	NOUN
fnp-3458	98	5	occurring	occur	VERB
fnp-3458	98	6	in	in	ADP
fnp-3458	98	7	the	the	DET
fnp-3458	98	8	region	region	NOUN
fnp-3458	98	9	between	between	ADP
fnp-3458	98	10	2700	2700	NUM
fnp-3458	98	11	to	to	ADP
fnp-3458	98	12	3000	3000	NUM
fnp-3458	98	13	cm-1	cm-1	NOUN
fnp-3458	98	14	are	be	AUX
fnp-3458	98	15	known	know	VERB
fnp-3458	98	16	to	to	PART
fnp-3458	98	17	be	be	AUX
fnp-3458	98	18	related	relate	VERB
fnp-3458	98	19	to	to	ADP
fnp-3458	98	20	underlying	underlie	VERB
fnp-3458	98	21	methyl	methyl	NOUN
fnp-3458	98	22	groups	group	NOUN
fnp-3458	98	23	from	from	ADP
fnp-3458	98	24	phospholipids19,20,21	phospholipids19,20,21	NOUN
fnp-3458	98	25	.	.	PUNCT
fnp-3458	99	1	on	on	ADP
fnp-3458	99	2	the	the	DET
fnp-3458	99	3	contrary	contrary	NOUN
fnp-3458	99	4	,	,	PUNCT
fnp-3458	99	5	the	the	DET
fnp-3458	99	6	wavenumbers	wavenumber	NOUN
fnp-3458	99	7	of	of	ADP
fnp-3458	99	8	interest	interest	NOUN
fnp-3458	99	9	for	for	ADP
fnp-3458	99	10	pcnsl	pcnsl	NOUN
fnp-3458	99	11	classification	classification	NOUN
fnp-3458	99	12	can	can	AUX
fnp-3458	99	13	not	not	PART
fnp-3458	99	14	be	be	AUX
fnp-3458	99	15	assigned	assign	VERB
fnp-3458	99	16	to	to	ADP
fnp-3458	99	17	the	the	DET
fnp-3458	99	18	high	high	ADJ
fnp-3458	99	19	wavenumber	wavenumber	NOUN
fnp-3458	99	20	region	region	NOUN
fnp-3458	99	21	.	.	PUNCT
fnp-3458	100	1	for	for	ADP
fnp-3458	100	2	pcnsl	pcnsl	NOUN
fnp-3458	100	3	classification	classification	NOUN
fnp-3458	100	4	,	,	PUNCT
fnp-3458	100	5	the	the	DET
fnp-3458	100	6	most	most	ADV
fnp-3458	100	7	important	important	ADJ
fnp-3458	100	8	peak	peak	NOUN
fnp-3458	100	9	at	at	ADP
fnp-3458	100	10	1831	1831	NUM
fnp-3458	100	11	cm-1	cm-1	NOUN
fnp-3458	100	12	seems	seem	VERB
fnp-3458	100	13	to	to	PART
fnp-3458	100	14	be	be	AUX
fnp-3458	100	15	related	relate	VERB
fnp-3458	100	16	to	to	ADP
fnp-3458	100	17	changes	change	NOUN
fnp-3458	100	18	in	in	ADP
fnp-3458	100	19	the	the	DET
fnp-3458	100	20	vibrational	vibrational	ADJ
fnp-3458	100	21	state	state	NOUN
fnp-3458	100	22	of	of	ADP
fnp-3458	100	23	c	c	PROPN
fnp-3458	100	24	=	=	NOUN
fnp-3458	100	25	c	c	NOUN
fnp-3458	100	26	compounds22	compounds22	NOUN
fnp-3458	100	27	;	;	PUNCT
fnp-3458	100	28	followed	follow	VERB
fnp-3458	100	29	by	by	ADP
fnp-3458	100	30	bins	bin	NOUN
fnp-3458	100	31	at	at	ADP
fnp-3458	100	32	374	374	NUM
fnp-3458	100	33	cm-1	cm-1	NOUN
fnp-3458	100	34	and	and	CCONJ
fnp-3458	100	35	977	977	NUM
fnp-3458	100	36	cm-1	cm-1	NOUN
fnp-3458	100	37	,	,	PUNCT
fnp-3458	100	38	respectively	respectively	ADV
fnp-3458	100	39	.	.	PUNCT
fnp-3458	101	1	those	those	DET
fnp-3458	101	2	latter	latter	ADJ
fnp-3458	101	3	bins	bin	NOUN
fnp-3458	101	4	are	be	AUX
fnp-3458	101	5	,	,	PUNCT
fnp-3458	101	6	according	accord	VERB
fnp-3458	101	7	to	to	ADP
fnp-3458	101	8	the	the	DET
fnp-3458	101	9	literature19	literature19	NOUN
fnp-3458	101	10	-	-	PUNCT
fnp-3458	101	11	20	20	NUM
fnp-3458	101	12	,	,	PUNCT
fnp-3458	101	13	related	relate	VERB
fnp-3458	101	14	to	to	ADP
fnp-3458	101	15	chain	chain	VERB
fnp-3458	101	16	expansions	expansion	NOUN
fnp-3458	101	17	and	and	CCONJ
fnp-3458	101	18	cc	cc	NOUN
fnp-3458	101	19	-	-	ADV
fnp-3458	101	20	stretching	stretching	NOUN
fnp-3458	101	21	of	of	ADP
fnp-3458	101	22	n	n	NOUN
fnp-3458	101	23	-	-	PUNCT
fnp-3458	101	24	alkanes	alkane	NOUN
fnp-3458	101	25	.	.	PUNCT
fnp-3458	102	1	other	other	ADJ
fnp-3458	102	2	important	important	ADJ
fnp-3458	102	3	peaks	peak	NOUN
fnp-3458	102	4	for	for	ADP
fnp-3458	102	5	pcnsl	pcnsl	NOUN
fnp-3458	102	6	classification	classification	NOUN
fnp-3458	102	7	,	,	PUNCT
fnp-3458	102	8	notably	notably	ADV
fnp-3458	102	9	1085	1085	NUM
fnp-3458	102	10	cm-1	cm-1	NOUN
fnp-3458	102	11	and	and	CCONJ
fnp-3458	102	12	316	316	NUM
fnp-3458	102	13	cm-1	cm-1	NOUN
fnp-3458	102	14	,	,	PUNCT
fnp-3458	102	15	may	may	AUX
fnp-3458	102	16	also	also	ADV
fnp-3458	102	17	be	be	AUX
fnp-3458	102	18	attributed	attribute	VERB
fnp-3458	102	19	to	to	ADP
fnp-3458	102	20	n	n	NOUN
fnp-3458	102	21	-	-	PUNCT
fnp-3458	102	22	alkanes	alkane	NOUN
fnp-3458	102	23	,	,	PUNCT
fnp-3458	102	24	whereas	whereas	SCONJ
fnp-3458	102	25	784	784	NUM
fnp-3458	102	26	cm-1	cm-1	NOUN
fnp-3458	102	27	is	be	AUX
fnp-3458	102	28	caused	cause	VERB
fnp-3458	102	29	by	by	ADP
fnp-3458	102	30	ring	ring	NOUN
fnp-3458	102	31	vibrations	vibration	NOUN
fnp-3458	102	32	–	–	PUNCT
fnp-3458	102	33	as	as	SCONJ
fnp-3458	102	34	the	the	DET
fnp-3458	102	35	spectral	spectral	ADJ
fnp-3458	102	36	region	region	NOUN
fnp-3458	102	37	from	from	ADP
fnp-3458	102	38	600	600	NUM
fnp-3458	102	39	to	to	PART
fnp-3458	102	40	800	800	NUM
fnp-3458	102	41	cm-1	cm-1	NOUN
fnp-3458	102	42	is	be	AUX
fnp-3458	102	43	mainly	mainly	ADV
fnp-3458	102	44	contributed	contribute	VERB
fnp-3458	102	45	to	to	ADP
fnp-3458	102	46	dna	dna	PROPN
fnp-3458	102	47	molecules21	molecules21	NOUN
fnp-3458	102	48	.	.	PUNCT
fnp-3458	103	1	figure	figure	NOUN
fnp-3458	103	2	5	5	NUM
fnp-3458	103	3	provides	provide	VERB
fnp-3458	103	4	an	an	DET
fnp-3458	103	5	overview	overview	NOUN
fnp-3458	103	6	of	of	ADP
fnp-3458	103	7	the	the	DET
fnp-3458	103	8	wavenumbers	wavenumber	NOUN
fnp-3458	103	9	with	with	ADP
fnp-3458	103	10	highest	high	ADJ
fnp-3458	103	11	impact	impact	NOUN
fnp-3458	103	12	and	and	CCONJ
fnp-3458	103	13	their	their	PRON
fnp-3458	103	14	distribution	distribution	NOUN
fnp-3458	103	15	in	in	ADP
fnp-3458	103	16	relation	relation	NOUN
fnp-3458	103	17	to	to	ADP
fnp-3458	103	18	the	the	DET
fnp-3458	103	19	mean	mean	ADJ
fnp-3458	103	20	spectra	spectra	NOUN
fnp-3458	103	21	of	of	ADP
fnp-3458	103	22	the	the	DET
fnp-3458	103	23	examined	examine	VERB
fnp-3458	103	24	tumor	tumor	NOUN
fnp-3458	103	25	entities	entity	NOUN
fnp-3458	103	26	.	.	PUNCT
fnp-3458	104	1	figure	figure	NOUN
fnp-3458	104	2	5	5	NUM
fnp-3458	104	3	.	.	PUNCT
fnp-3458	105	1	feature	feature	NOUN
fnp-3458	105	2	importance	importance	NOUN
fnp-3458	105	3	for	for	ADP
fnp-3458	105	4	classification	classification	NOUN
fnp-3458	105	5	between	between	ADP
fnp-3458	105	6	primary	primary	ADJ
fnp-3458	105	7	cns	cns	NOUN
fnp-3458	105	8	lymphoma	lymphoma	NOUN
fnp-3458	105	9	and	and	CCONJ
fnp-3458	105	10	glioblastoma	glioblastoma	NOUN
fnp-3458	105	11	.	.	PUNCT
fnp-3458	106	1	the	the	DET
fnp-3458	106	2	ascending	ascend	VERB
fnp-3458	106	3	bins	bin	NOUN
fnp-3458	106	4	are	be	AUX
fnp-3458	106	5	important	important	ADJ
fnp-3458	106	6	for	for	ADP
fnp-3458	106	7	pcnsl	pcnsl	NOUN
fnp-3458	106	8	detection	detection	NOUN
fnp-3458	106	9	;	;	PUNCT
fnp-3458	106	10	the	the	DET
fnp-3458	106	11	descending	descend	VERB
fnp-3458	106	12	bins	bin	NOUN
fnp-3458	106	13	for	for	ADP
fnp-3458	106	14	glioblastoma	glioblastoma	NOUN
fnp-3458	106	15	detection	detection	NOUN
fnp-3458	106	16	.	.	PUNCT
fnp-3458	107	1	see	see	VERB
fnp-3458	107	2	table	table	NOUN
fnp-3458	107	3	3	3	NUM
fnp-3458	107	4	for	for	ADP
fnp-3458	107	5	further	further	ADJ
fnp-3458	107	6	explanation	explanation	NOUN
fnp-3458	107	7	of	of	ADP
fnp-3458	107	8	the	the	DET
fnp-3458	107	9	wavenumbers	wavenumber	NOUN
fnp-3458	107	10	behind	behind	ADP
fnp-3458	107	11	the	the	DET
fnp-3458	107	12	frequency	frequency	NOUN
fnp-3458	107	13	bins	bin	NOUN
fnp-3458	107	14	.	.	PUNCT
fnp-3458	108	1	tumor	tumor	NOUN
fnp-3458	108	2	classification	classification	NOUN
fnp-3458	108	3	on	on	ADP
fnp-3458	108	4	chemically	chemically	ADV
fnp-3458	108	5	aggressively	aggressively	ADV
fnp-3458	108	6	treated	treat	VERB
fnp-3458	108	7	formalin	formalin	NOUN
fnp-3458	108	8	fixed	fix	VERB
fnp-3458	108	9	paraffin	paraffin	NOUN
fnp-3458	108	10	-	-	PUNCT
fnp-3458	108	11	embedded	embed	VERB
fnp-3458	108	12	tissue	tissue	NOUN
fnp-3458	108	13	to	to	PART
fnp-3458	108	14	analyze	analyze	VERB
fnp-3458	108	15	our	our	PRON
fnp-3458	108	16	measurements	measurement	NOUN
fnp-3458	108	17	of	of	ADP
fnp-3458	108	18	the	the	DET
fnp-3458	108	19	ffpe	ffpe	ADJ
fnp-3458	108	20	tumor	tumor	NOUN
fnp-3458	108	21	tissue	tissue	NOUN
fnp-3458	108	22	(	(	PUNCT
fnp-3458	108	23	second	second	ADJ
fnp-3458	108	24	dataset	dataset	NOUN
fnp-3458	108	25	with	with	ADP
fnp-3458	108	26	n	n	NOUN
fnp-3458	108	27	=	=	SYM
fnp-3458	108	28	45	45	NUM
fnp-3458	108	29	)	)	PUNCT
fnp-3458	108	30	,	,	PUNCT
fnp-3458	108	31	we	we	PRON
fnp-3458	108	32	chose	choose	VERB
fnp-3458	108	33	a	a	DET
fnp-3458	108	34	random	random	ADJ
fnp-3458	108	35	forest	forest	NOUN
fnp-3458	108	36	algorithm	algorithm	NOUN
fnp-3458	108	37	,	,	PUNCT
fnp-3458	108	38	as	as	SCONJ
fnp-3458	108	39	it	it	PRON
fnp-3458	108	40	showed	show	VERB
fnp-3458	108	41	the	the	DET
fnp-3458	108	42	best	good	ADJ
fnp-3458	108	43	performance	performance	NOUN
fnp-3458	108	44	on	on	ADP
fnp-3458	108	45	fresh	fresh	ADJ
fnp-3458	108	46	tumor	tumor	NOUN
fnp-3458	108	47	tissue	tissue	NOUN
fnp-3458	108	48	in	in	ADP
fnp-3458	108	49	our	our	PRON
fnp-3458	108	50	analysis	analysis	NOUN
fnp-3458	108	51	.	.	PUNCT
fnp-3458	109	1	applying	apply	VERB
fnp-3458	109	2	rs	rs	NOUN
fnp-3458	109	3	on	on	ADP
fnp-3458	109	4	histopathological	histopathological	ADJ
fnp-3458	109	5	proven	prove	VERB
fnp-3458	109	6	tumor	tumor	NOUN
fnp-3458	109	7	areas	area	NOUN
fnp-3458	109	8	,	,	PUNCT
fnp-3458	109	9	we	we	PRON
fnp-3458	109	10	were	be	AUX
fnp-3458	109	11	able	able	ADJ
fnp-3458	109	12	to	to	PART
fnp-3458	109	13	establish	establish	VERB
fnp-3458	109	14	a	a	DET
fnp-3458	109	15	classifier	classifier	NOUN
fnp-3458	109	16	with	with	ADP
fnp-3458	109	17	a	a	DET
fnp-3458	109	18	balanced	balanced	ADJ
fnp-3458	109	19	accuracy	accuracy	NOUN
fnp-3458	109	20	of	of	ADP
fnp-3458	109	21	94	94	NUM
fnp-3458	109	22	%	%	NOUN
fnp-3458	109	23	,	,	PUNCT
fnp-3458	109	24	a	a	DET
fnp-3458	109	25	sensitivity	sensitivity	NOUN
fnp-3458	109	26	of	of	ADP
fnp-3458	109	27	0.93	0.93	NUM
fnp-3458	109	28	±	±	NUM
fnp-3458	109	29	0.09	0.09	NUM
fnp-3458	109	30	and	and	CCONJ
fnp-3458	109	31	a	a	DET
fnp-3458	109	32	specificity	specificity	NOUN
fnp-3458	109	33	of	of	ADP
fnp-3458	109	34	0.95	0.95	NUM
fnp-3458	109	35	±	±	NUM
fnp-3458	109	36	0.05	0.05	NUM
fnp-3458	109	37	.	.	PUNCT
fnp-3458	110	1	the	the	DET
fnp-3458	110	2	auroc	auroc	NOUN
fnp-3458	110	3	value	value	NOUN
fnp-3458	110	4	was	be	AUX
fnp-3458	110	5	0.98	0.98	NUM
fnp-3458	110	6	±	±	NUM
fnp-3458	110	7	0.03	0.03	NUM
fnp-3458	110	8	;	;	PUNCT
fnp-3458	110	9	the	the	DET
fnp-3458	110	10	aupr	aupr	NOUN
fnp-3458	110	11	was	be	AUX
fnp-3458	110	12	0.97	0.97	NUM
fnp-3458	110	13	±	±	NUM
fnp-3458	110	14	0.05	0.05	NUM
fnp-3458	110	15	.	.	PUNCT
fnp-3458	111	1	for	for	ADP
fnp-3458	111	2	a	a	DET
fnp-3458	111	3	deeper	deep	ADJ
fnp-3458	111	4	understanding	understanding	NOUN
fnp-3458	111	5	of	of	ADP
fnp-3458	111	6	our	our	PRON
fnp-3458	111	7	results	result	NOUN
fnp-3458	111	8	,	,	PUNCT
fnp-3458	111	9	we	we	PRON
fnp-3458	111	10	investigated	investigate	VERB
fnp-3458	111	11	the	the	DET
fnp-3458	111	12	wavenumber	wavenumber	NOUN
fnp-3458	111	13	regions	region	NOUN
fnp-3458	111	14	used	use	VERB
fnp-3458	111	15	to	to	PART
fnp-3458	111	16	classify	classify	VERB
fnp-3458	111	17	between	between	ADP
fnp-3458	111	18	glioblastoma	glioblastoma	NOUN
fnp-3458	111	19	and	and	CCONJ
fnp-3458	111	20	pcnsl	pcnsl	NOUN
fnp-3458	111	21	.	.	PUNCT
fnp-3458	112	1	we	we	PRON
fnp-3458	112	2	detected	detect	VERB
fnp-3458	112	3	two	two	NUM
fnp-3458	112	4	regions	region	NOUN
fnp-3458	112	5	(	(	PUNCT
fnp-3458	112	6	around	around	ADV
fnp-3458	112	7	690	690	NUM
fnp-3458	112	8	700	700	NUM
fnp-3458	112	9	cm-1	cm-1	NOUN
fnp-3458	112	10	and	and	CCONJ
fnp-3458	112	11	2820	2820	NUM
fnp-3458	112	12	2890	2890	NUM
fnp-3458	112	13	cm-1	cm-1	NOUN
fnp-3458	112	14	)	)	PUNCT
fnp-3458	112	15	contributing	contribute	VERB
fnp-3458	112	16	to	to	ADP
fnp-3458	112	17	the	the	DET
fnp-3458	112	18	classification	classification	NOUN
fnp-3458	112	19	performance	performance	NOUN
fnp-3458	112	20	.	.	PUNCT
fnp-3458	113	1	pure	pure	ADJ
fnp-3458	113	2	paraffin	paraffin	NOUN
fnp-3458	113	3	wax	wax	NOUN
fnp-3458	113	4	was	be	AUX
fnp-3458	113	5	described	describe	VERB
fnp-3458	113	6	to	to	PART
fnp-3458	113	7	have	have	VERB
fnp-3458	113	8	spectra	spectra	NOUN
fnp-3458	113	9	with	with	ADP
fnp-3458	113	10	peaks	peak	NOUN
fnp-3458	113	11	at	at	ADP
fnp-3458	113	12	1133	1133	NUM
fnp-3458	113	13	,	,	PUNCT
fnp-3458	113	14	1296	1296	NUM
fnp-3458	113	15	,	,	PUNCT
fnp-3458	113	16	and	and	CCONJ
fnp-3458	113	17	1441	1441	NUM
fnp-3458	113	18	cm-1	cm-1	NOUN
fnp-3458	113	19	23,18	23,18	NUM
fnp-3458	113	20	,	,	PUNCT
fnp-3458	113	21	but	but	CCONJ
fnp-3458	113	22	we	we	PRON
fnp-3458	113	23	also	also	ADV
fnp-3458	113	24	saw	see	VERB
fnp-3458	113	25	significant	significant	ADJ
fnp-3458	113	26	paraffin	paraffin	NOUN
fnp-3458	113	27	contribution	contribution	NOUN
fnp-3458	113	28	in	in	ADP
fnp-3458	113	29	higher	high	ADJ
fnp-3458	113	30	wavenumber	wavenumber	NOUN
fnp-3458	113	31	regions	region	NOUN
fnp-3458	113	32	,	,	PUNCT
fnp-3458	113	33	especially	especially	ADV
fnp-3458	113	34	around	around	ADP
fnp-3458	113	35	2820	2820	NUM
fnp-3458	113	36	to	to	ADP
fnp-3458	113	37	2910	2910	NUM
fnp-3458	113	38	cm-1	cm-1	NOUN
fnp-3458	113	39	.	.	PUNCT
fnp-3458	114	1	therefore	therefore	ADV
fnp-3458	114	2	,	,	PUNCT
fnp-3458	114	3	we	we	PRON
fnp-3458	114	4	suppose	suppose	VERB
fnp-3458	114	5	that	that	SCONJ
fnp-3458	114	6	,	,	PUNCT
fnp-3458	114	7	in	in	ADP
fnp-3458	114	8	addition	addition	NOUN
fnp-3458	114	9	to	to	ADP
fnp-3458	114	10	tissue	tissue	NOUN
fnp-3458	114	11	-	-	PUNCT
fnp-3458	114	12	originating	originate	VERB
fnp-3458	114	13	spectra	spectra	NOUN
fnp-3458	114	14	,	,	PUNCT
fnp-3458	114	15	different	different	ADJ
fnp-3458	114	16	and	and	CCONJ
fnp-3458	114	17	potentially	potentially	ADV
fnp-3458	114	18	characteristic	characteristic	ADJ
fnp-3458	114	19	amounts	amount	NOUN
fnp-3458	114	20	of	of	ADP
fnp-3458	114	21	residual	residual	ADJ
fnp-3458	114	22	paraffin	paraffin	NOUN
fnp-3458	114	23	or	or	CCONJ
fnp-3458	114	24	its	its	PRON
fnp-3458	114	25	reaction	reaction	NOUN
fnp-3458	114	26	products	product	NOUN
fnp-3458	114	27	with	with	ADP
fnp-3458	114	28	the	the	DET
fnp-3458	114	29	tumor	tumor	NOUN
fnp-3458	114	30	tissue	tissue	NOUN
fnp-3458	114	31	may	may	AUX
fnp-3458	114	32	play	play	VERB
fnp-3458	114	33	a	a	DET
fnp-3458	114	34	role	role	NOUN
fnp-3458	114	35	,	,	PUNCT
fnp-3458	114	36	which	which	PRON
fnp-3458	114	37	,	,	PUNCT
fnp-3458	114	38	together	together	ADV
fnp-3458	114	39	with	with	ADP
fnp-3458	114	40	the	the	DET
fnp-3458	114	41	possible	possible	ADJ
fnp-3458	114	42	influence	influence	NOUN
fnp-3458	114	43	of	of	ADP
fnp-3458	114	44	other	other	ADJ
fnp-3458	114	45	materials	material	NOUN
fnp-3458	114	46	related	relate	VERB
fnp-3458	114	47	to	to	ADP
fnp-3458	114	48	the	the	DET
fnp-3458	114	49	dewaxing	dewaxing	NOUN
fnp-3458	114	50	process	process	NOUN
fnp-3458	114	51	and	and	CCONJ
fnp-3458	114	52	experimental	experimental	ADJ
fnp-3458	114	53	setup	setup	NOUN
fnp-3458	114	54	,	,	PUNCT
fnp-3458	114	55	needs	need	VERB
fnp-3458	114	56	to	to	PART
fnp-3458	114	57	be	be	AUX
fnp-3458	114	58	considered	consider	VERB
fnp-3458	114	59	when	when	SCONJ
fnp-3458	114	60	applying	apply	VERB
fnp-3458	114	61	rs	rs	NOUN
fnp-3458	114	62	on	on	ADP
fnp-3458	114	63	ffpe	ffpe	ADJ
fnp-3458	114	64	tissue	tissue	NOUN
fnp-3458	114	65	.	.	PUNCT
fnp-3458	115	1	discussion	discussion	NOUN
fnp-3458	115	2	in	in	ADP
fnp-3458	115	3	this	this	DET
fnp-3458	115	4	study	study	NOUN
fnp-3458	115	5	,	,	PUNCT
fnp-3458	115	6	we	we	PRON
fnp-3458	115	7	show	show	VERB
fnp-3458	115	8	that	that	SCONJ
fnp-3458	115	9	raman	raman	NOUN
fnp-3458	115	10	spectroscopy	spectroscopy	NOUN
fnp-3458	115	11	can	can	AUX
fnp-3458	115	12	be	be	AUX
fnp-3458	115	13	used	use	VERB
fnp-3458	115	14	as	as	ADP
fnp-3458	115	15	a	a	DET
fnp-3458	115	16	non	non	ADJ
fnp-3458	115	17	-	-	ADJ
fnp-3458	115	18	destructive	destructive	ADJ
fnp-3458	115	19	,	,	PUNCT
fnp-3458	115	20	label	label	NOUN
fnp-3458	115	21	-	-	PUNCT
fnp-3458	115	22	free	free	ADJ
fnp-3458	115	23	,	,	PUNCT
fnp-3458	115	24	fast	fast	ADJ
fnp-3458	115	25	technique	technique	NOUN
fnp-3458	115	26	for	for	ADP
fnp-3458	115	27	perioperative	perioperative	ADJ
fnp-3458	115	28	tissue	tissue	NOUN
fnp-3458	115	29	classification	classification	NOUN
fnp-3458	115	30	to	to	PART
fnp-3458	115	31	address	address	VERB
fnp-3458	115	32	the	the	DET
fnp-3458	115	33	differential	differential	ADJ
fnp-3458	115	34	diagnosis	diagnosis	NOUN
fnp-3458	115	35	between	between	ADP
fnp-3458	115	36	glioblastoma	glioblastoma	NOUN
fnp-3458	115	37	and	and	CCONJ
fnp-3458	115	38	primary	primary	ADJ
fnp-3458	115	39	cns	cns	NOUN
fnp-3458	115	40	lymphoma	lymphoma	NOUN
fnp-3458	115	41	at	at	ADP
fnp-3458	115	42	an	an	DET
fnp-3458	115	43	early	early	ADJ
fnp-3458	115	44	stage	stage	NOUN
fnp-3458	115	45	in	in	ADP
fnp-3458	115	46	the	the	DET
fnp-3458	115	47	diagnostic	diagnostic	ADJ
fnp-3458	115	48	workflow	workflow	NOUN
fnp-3458	115	49	.	.	PUNCT
fnp-3458	116	1	we	we	PRON
fnp-3458	116	2	suggest	suggest	VERB
fnp-3458	116	3	rs	rs	INTJ
fnp-3458	116	4	as	as	ADP
fnp-3458	116	5	a	a	DET
fnp-3458	116	6	future	future	ADJ
fnp-3458	116	7	additional	additional	ADJ
fnp-3458	116	8	method	method	NOUN
fnp-3458	116	9	in	in	ADP
fnp-3458	116	10	the	the	PRON
fnp-3458	116	11	or	or	CCONJ
fnp-3458	116	12	.	.	PUNCT
fnp-3458	117	1	in	in	ADP
fnp-3458	117	2	the	the	DET
fnp-3458	117	3	current	current	ADJ
fnp-3458	117	4	application	application	NOUN
fnp-3458	117	5	,	,	PUNCT
fnp-3458	117	6	the	the	DET
fnp-3458	117	7	method	method	NOUN
fnp-3458	117	8	would	would	AUX
fnp-3458	117	9	complement	complement	VERB
fnp-3458	117	10	the	the	DET
fnp-3458	117	11	biopsy	biopsy	NOUN
fnp-3458	117	12	procedure	procedure	NOUN
fnp-3458	117	13	by	by	ADP
fnp-3458	117	14	giving	give	VERB
fnp-3458	117	15	a	a	DET
fnp-3458	117	16	fast	fast	ADJ
fnp-3458	117	17	-	-	PUNCT
fnp-3458	117	18	feedback	feedback	NOUN
fnp-3458	117	19	diagnostic	diagnostic	ADJ
fnp-3458	117	20	tool	tool	NOUN
fnp-3458	117	21	that	that	PRON
fnp-3458	117	22	would	would	AUX
fnp-3458	117	23	allow	allow	VERB
fnp-3458	117	24	for	for	ADP
fnp-3458	117	25	a	a	DET
fnp-3458	117	26	direct	direct	ADJ
fnp-3458	117	27	treatment	treatment	NOUN
fnp-3458	117	28	decision	decision	NOUN
fnp-3458	117	29	without	without	ADP
fnp-3458	117	30	waiting	wait	VERB
fnp-3458	117	31	for	for	ADP
fnp-3458	117	32	lengthy	lengthy	ADJ
fnp-3458	117	33	histopathological	histopathological	ADJ
fnp-3458	117	34	examination	examination	NOUN
fnp-3458	117	35	.	.	PUNCT
fnp-3458	118	1	this	this	PRON
fnp-3458	118	2	could	could	AUX
fnp-3458	118	3	be	be	AUX
fnp-3458	118	4	advantageous	advantageous	ADJ
fnp-3458	118	5	,	,	PUNCT
fnp-3458	118	6	for	for	ADP
fnp-3458	118	7	example	example	NOUN
fnp-3458	118	8	by	by	ADP
fnp-3458	118	9	giving	give	VERB
fnp-3458	118	10	the	the	DET
fnp-3458	118	11	surgeon	surgeon	NOUN
fnp-3458	118	12	the	the	DET
fnp-3458	118	13	opportunity	opportunity	NOUN
fnp-3458	118	14	to	to	PART
fnp-3458	118	15	immediately	immediately	ADV
fnp-3458	118	16	proceed	proceed	VERB
fnp-3458	118	17	with	with	ADP
fnp-3458	118	18	surgical	surgical	ADJ
fnp-3458	118	19	resection	resection	NOUN
fnp-3458	118	20	in	in	ADP
fnp-3458	118	21	the	the	DET
fnp-3458	118	22	case	case	NOUN
fnp-3458	118	23	of	of	ADP
fnp-3458	118	24	a	a	DET
fnp-3458	118	25	diagnosis	diagnosis	NOUN
fnp-3458	118	26	of	of	ADP
fnp-3458	118	27	glioblastoma	glioblastoma	NOUN
fnp-3458	118	28	.	.	PUNCT
fnp-3458	119	1	additionally	additionally	ADV
fnp-3458	119	2	,	,	PUNCT
fnp-3458	119	3	the	the	DET
fnp-3458	119	4	tool	tool	NOUN
fnp-3458	119	5	could	could	AUX
fnp-3458	119	6	be	be	AUX
fnp-3458	119	7	modified	modify	VERB
fnp-3458	119	8	in	in	ADP
fnp-3458	119	9	such	such	DET
fnp-3458	119	10	a	a	DET
fnp-3458	119	11	way	way	NOUN
fnp-3458	119	12	that	that	PRON
fnp-3458	119	13	an	an	DET
fnp-3458	119	14	optical	optical	ADJ
fnp-3458	119	15	probe	probe	NOUN
fnp-3458	119	16	could	could	AUX
fnp-3458	119	17	replace	replace	VERB
fnp-3458	119	18	the	the	DET
fnp-3458	119	19	biopsy	biopsy	NOUN
fnp-3458	119	20	needle	needle	NOUN
fnp-3458	119	21	and	and	CCONJ
fnp-3458	119	22	yield	yield	VERB
fnp-3458	119	23	an	an	DET
fnp-3458	119	24	invasive	invasive	ADJ
fnp-3458	119	25	but	but	CCONJ
fnp-3458	119	26	non	non	ADJ
fnp-3458	119	27	-	-	ADJ
fnp-3458	119	28	destructive	destructive	ADJ
fnp-3458	119	29	stereotactic	stereotactic	ADJ
fnp-3458	119	30	assessment	assessment	NOUN
fnp-3458	119	31	of	of	ADP
fnp-3458	119	32	the	the	DET
fnp-3458	119	33	tissue24	tissue24	NOUN
fnp-3458	119	34	-	-	PUNCT
fnp-3458	119	35	25	25	NUM
fnp-3458	119	36	.	.	PUNCT
fnp-3458	120	1	with	with	ADP
fnp-3458	120	2	our	our	PRON
fnp-3458	120	3	machine	machine	NOUN
fnp-3458	120	4	learning	learn	VERB
fnp-3458	120	5	algorithms	algorithm	NOUN
fnp-3458	120	6	,	,	PUNCT
fnp-3458	120	7	the	the	DET
fnp-3458	120	8	spectral	spectral	ADJ
fnp-3458	120	9	data	datum	NOUN
fnp-3458	120	10	obtained	obtain	VERB
fnp-3458	120	11	from	from	ADP
fnp-3458	120	12	intraoperative	intraoperative	ADJ
fnp-3458	120	13	tumor	tumor	NOUN
fnp-3458	120	14	samples	sample	NOUN
fnp-3458	120	15	could	could	AUX
fnp-3458	120	16	be	be	AUX
fnp-3458	120	17	classified	classify	VERB
fnp-3458	120	18	with	with	ADP
fnp-3458	120	19	linear	linear	PROPN
fnp-3458	120	20	(	(	PUNCT
fnp-3458	120	21	logistic	logistic	ADJ
fnp-3458	120	22	regression	regression	NOUN
fnp-3458	120	23	)	)	PUNCT
fnp-3458	120	24	and	and	CCONJ
fnp-3458	120	25	nonlinear	nonlinear	ADJ
fnp-3458	120	26	classifiers	classifier	NOUN
fnp-3458	120	27	(	(	PUNCT
fnp-3458	120	28	random	random	ADJ
fnp-3458	120	29	forest	forest	NOUN
fnp-3458	120	30	)	)	PUNCT
fnp-3458	120	31	,	,	PUNCT
fnp-3458	120	32	with	with	ADP
fnp-3458	120	33	the	the	DET
fnp-3458	120	34	latter	latter	ADJ
fnp-3458	120	35	displaying	display	VERB
fnp-3458	120	36	the	the	DET
fnp-3458	120	37	highest	high	ADJ
fnp-3458	120	38	potential	potential	NOUN
fnp-3458	120	39	with	with	ADP
fnp-3458	120	40	an	an	DET
fnp-3458	120	41	overall	overall	ADJ
fnp-3458	120	42	balanced	balanced	ADJ
fnp-3458	120	43	accuracy	accuracy	NOUN
fnp-3458	120	44	of	of	ADP
fnp-3458	120	45	82.4	82.4	NUM
fnp-3458	120	46	%	%	NOUN
fnp-3458	120	47	.	.	PUNCT
fnp-3458	121	1	to	to	ADP
fnp-3458	121	2	our	our	PRON
fnp-3458	121	3	knowledge	knowledge	NOUN
fnp-3458	121	4	,	,	PUNCT
fnp-3458	121	5	we	we	PRON
fnp-3458	121	6	describe	describe	VERB
fnp-3458	121	7	for	for	ADP
fnp-3458	121	8	the	the	DET
fnp-3458	121	9	first	first	ADJ
fnp-3458	121	10	-	-	PUNCT
fnp-3458	121	11	time	time	NOUN
fnp-3458	121	12	important	important	ADJ
fnp-3458	121	13	wavenumbers	wavenumber	NOUN
fnp-3458	121	14	to	to	PART
fnp-3458	121	15	distinguish	distinguish	VERB
fnp-3458	121	16	pcnsl	pcnsl	NOUN
fnp-3458	121	17	from	from	ADP
fnp-3458	121	18	glioblastoma	glioblastoma	NOUN
fnp-3458	121	19	.	.	PUNCT
fnp-3458	122	1	the	the	DET
fnp-3458	122	2	most	most	ADV
fnp-3458	122	3	important	important	ADJ
fnp-3458	122	4	numbers	number	NOUN
fnp-3458	122	5	for	for	ADP
fnp-3458	122	6	the	the	DET
fnp-3458	122	7	detection	detection	NOUN
fnp-3458	122	8	of	of	ADP
fnp-3458	122	9	the	the	PRON
fnp-3458	122	10	who	who	PRON
fnp-3458	122	11	grade	grade	NOUN
fnp-3458	122	12	iv	iv	NUM
fnp-3458	122	13	glioblastoma	glioblastoma	NOUN
fnp-3458	122	14	are	be	AUX
fnp-3458	122	15	mainly	mainly	ADV
fnp-3458	122	16	arising	arise	VERB
fnp-3458	122	17	from	from	ADP
fnp-3458	122	18	the	the	DET
fnp-3458	122	19	spectral	spectral	ADJ
fnp-3458	122	20	region	region	NOUN
fnp-3458	122	21	2450	2450	NUM
fnp-3458	122	22	to	to	ADP
fnp-3458	122	23	3000	3000	NUM
fnp-3458	122	24	cm-1	cm-1	NOUN
fnp-3458	122	25	,	,	PUNCT
fnp-3458	122	26	which	which	PRON
fnp-3458	122	27	is	be	AUX
fnp-3458	122	28	not	not	PART
fnp-3458	122	29	in	in	ADP
fnp-3458	122	30	contradiction	contradiction	NOUN
fnp-3458	122	31	with	with	ADP
fnp-3458	122	32	previous	previous	ADJ
fnp-3458	122	33	findings	finding	NOUN
fnp-3458	122	34	.	.	PUNCT
fnp-3458	123	1	zhou	zhou	PROPN
fnp-3458	123	2	et	et	PROPN
fnp-3458	123	3	al	al	PROPN
fnp-3458	123	4	.	.	PROPN
fnp-3458	123	5	10	10	NUM
fnp-3458	123	6	described	describe	VERB
fnp-3458	123	7	three	three	NUM
fnp-3458	123	8	major	major	ADJ
fnp-3458	123	9	peaks	peak	NOUN
fnp-3458	123	10	(	(	PUNCT
fnp-3458	123	11	2850	2850	NUM
fnp-3458	123	12	,	,	PUNCT
fnp-3458	123	13	2885	2885	NUM
fnp-3458	123	14	,	,	PUNCT
fnp-3458	123	15	2932	2932	NUM
fnp-3458	123	16	cm-1	cm-1	NOUN
fnp-3458	123	17	)	)	PUNCT
fnp-3458	123	18	in	in	ADP
fnp-3458	123	19	that	that	DET
fnp-3458	123	20	specific	specific	ADJ
fnp-3458	123	21	region	region	NOUN
fnp-3458	123	22	associated	associate	VERB
fnp-3458	123	23	with	with	ADP
fnp-3458	123	24	healthy	healthy	ADJ
fnp-3458	123	25	brain	brain	NOUN
fnp-3458	123	26	tissue	tissue	NOUN
fnp-3458	123	27	,	,	PUNCT
fnp-3458	123	28	and	and	CCONJ
fnp-3458	123	29	the	the	DET
fnp-3458	123	30	mainly	mainly	ADV
fnp-3458	123	31	phospholipid	phospholipid	NOUN
fnp-3458	123	32	-	-	PUNCT
fnp-3458	123	33	derived	derive	VERB
fnp-3458	123	34	peaks	peak	NOUN
fnp-3458	123	35	in	in	ADP
fnp-3458	123	36	the	the	DET
fnp-3458	123	37	high	high	ADJ
fnp-3458	123	38	-	-	PUNCT
fnp-3458	123	39	wavenumber	wavenumber	NOUN
fnp-3458	123	40	region	region	NOUN
fnp-3458	123	41	also	also	ADV
fnp-3458	123	42	showed	show	VERB
fnp-3458	123	43	the	the	DET
fnp-3458	123	44	potential	potential	NOUN
fnp-3458	123	45	to	to	PART
fnp-3458	123	46	distinguish	distinguish	VERB
fnp-3458	123	47	between	between	ADP
fnp-3458	123	48	different	different	ADJ
fnp-3458	123	49	who	who	PRON
fnp-3458	123	50	grades	grade	NOUN
fnp-3458	123	51	of	of	ADP
fnp-3458	123	52	gliomas	glioma	NOUN
fnp-3458	123	53	.	.	PUNCT
fnp-3458	124	1	our	our	PRON
fnp-3458	124	2	suggested	suggest	VERB
fnp-3458	124	3	peaks	peak	NOUN
fnp-3458	124	4	for	for	ADP
fnp-3458	124	5	primary	primary	ADJ
fnp-3458	124	6	cns	cns	NOUN
fnp-3458	124	7	lymphoma	lymphoma	NOUN
fnp-3458	124	8	most	most	ADV
fnp-3458	124	9	likely	likely	ADV
fnp-3458	124	10	arise	arise	VERB
fnp-3458	124	11	from	from	ADP
fnp-3458	124	12	vibrational	vibrational	ADJ
fnp-3458	124	13	changes	change	NOUN
fnp-3458	124	14	in	in	ADP
fnp-3458	124	15	n	n	CCONJ
fnp-3458	124	16	-	-	PUNCT
fnp-3458	124	17	alkane	alkane	NOUN
fnp-3458	124	18	molecules	molecule	NOUN
fnp-3458	124	19	(	(	PUNCT
fnp-3458	124	20	316	316	NUM
fnp-3458	124	21	,	,	PUNCT
fnp-3458	124	22	374	374	NUM
fnp-3458	124	23	,	,	PUNCT
fnp-3458	124	24	977	977	NUM
fnp-3458	124	25	,	,	PUNCT
fnp-3458	124	26	1085	1085	NUM
fnp-3458	124	27	cm-1	cm-1	NOUN
fnp-3458	124	28	)	)	PUNCT
fnp-3458	124	29	and	and	CCONJ
fnp-3458	124	30	partially	partially	ADV
fnp-3458	124	31	also	also	ADV
fnp-3458	124	32	from	from	ADP
fnp-3458	124	33	backbone	backbone	NOUN
fnp-3458	124	34	vibration	vibration	NOUN
fnp-3458	124	35	of	of	ADP
fnp-3458	124	36	nuclei	nucleus	NOUN
fnp-3458	124	37	acids	acid	NOUN
fnp-3458	124	38	(	(	PUNCT
fnp-3458	124	39	784	784	NUM
fnp-3458	124	40	cm-1	cm-1	NOUN
fnp-3458	124	41	)	)	PUNCT
fnp-3458	124	42	.	.	PUNCT
fnp-3458	125	1	to	to	ADP
fnp-3458	125	2	our	our	PRON
fnp-3458	125	3	knowledge	knowledge	NOUN
fnp-3458	125	4	,	,	PUNCT
fnp-3458	125	5	these	these	DET
fnp-3458	125	6	peaks	peak	NOUN
fnp-3458	125	7	have	have	AUX
fnp-3458	125	8	not	not	PART
fnp-3458	125	9	yet	yet	ADV
fnp-3458	125	10	been	be	AUX
fnp-3458	125	11	used	use	VERB
fnp-3458	125	12	for	for	ADP
fnp-3458	125	13	the	the	DET
fnp-3458	125	14	differentiation	differentiation	NOUN
fnp-3458	125	15	between	between	ADP
fnp-3458	125	16	pcnsl	pcnsl	NOUN
fnp-3458	125	17	and	and	CCONJ
fnp-3458	125	18	other	other	ADJ
fnp-3458	125	19	tumor	tumor	NOUN
fnp-3458	125	20	entities	entity	NOUN
fnp-3458	125	21	.	.	PUNCT
fnp-3458	126	1	so	so	ADV
fnp-3458	126	2	far	far	ADV
fnp-3458	126	3	,	,	PUNCT
fnp-3458	126	4	shiramizu	shiramizu	NOUN
fnp-3458	126	5	et	et	PROPN
fnp-3458	126	6	al	al	PROPN
fnp-3458	126	7	.	.	PROPN
fnp-3458	126	8	26	26	NUM
fnp-3458	126	9	showed	show	VERB
fnp-3458	126	10	the	the	DET
fnp-3458	126	11	possibility	possibility	NOUN
fnp-3458	126	12	to	to	PART
fnp-3458	126	13	discriminate	discriminate	VERB
fnp-3458	126	14	between	between	ADP
fnp-3458	126	15	b	b	NOUN
fnp-3458	126	16	-	-	PUNCT
fnp-3458	126	17	cell	cell	NOUN
fnp-3458	126	18	lymphoma	lymphoma	NOUN
fnp-3458	126	19	cells	cell	NOUN
fnp-3458	126	20	and	and	CCONJ
fnp-3458	126	21	non	non	ADJ
fnp-3458	126	22	-	-	ADJ
fnp-3458	126	23	neoplastic	neoplastic	ADJ
fnp-3458	126	24	lymphocytes	lymphocyte	NOUN
fnp-3458	126	25	by	by	ADP
fnp-3458	126	26	using	use	VERB
fnp-3458	126	27	rs	rs	ADV
fnp-3458	126	28	and	and	CCONJ
fnp-3458	126	29	set	set	VERB
fnp-3458	126	30	the	the	DET
fnp-3458	126	31	fingerprint	fingerprint	NOUN
fnp-3458	126	32	wavenumber	wavenumber	NOUN
fnp-3458	126	33	region	region	NOUN
fnp-3458	126	34	to	to	ADP
fnp-3458	126	35	600	600	NUM
fnp-3458	126	36	–	–	PUNCT
fnp-3458	126	37	1800	1800	NUM
fnp-3458	126	38	cm-1	cm-1	NOUN
fnp-3458	126	39	.	.	PUNCT
fnp-3458	127	1	manago	manago	PROPN
fnp-3458	127	2	et	et	PROPN
fnp-3458	127	3	al	al	PROPN
fnp-3458	127	4	.	.	PROPN
fnp-3458	127	5	27	27	NUM
fnp-3458	127	6	described	describe	VERB
fnp-3458	127	7	certain	certain	ADJ
fnp-3458	127	8	raman	raman	NOUN
fnp-3458	127	9	peaks	peak	NOUN
fnp-3458	127	10	of	of	ADP
fnp-3458	127	11	non	non	ADJ
fnp-3458	127	12	-	-	ADJ
fnp-3458	127	13	neoplastic	neoplastic	ADJ
fnp-3458	127	14	lymphocytes	lymphocyte	NOUN
fnp-3458	127	15	and	and	CCONJ
fnp-3458	127	16	lymphoma	lymphoma	NOUN
fnp-3458	127	17	cells	cell	NOUN
fnp-3458	127	18	(	(	PUNCT
fnp-3458	127	19	amongst	amongst	ADP
fnp-3458	127	20	other	other	ADJ
fnp-3458	127	21	peaks	peak	NOUN
fnp-3458	127	22	in	in	ADP
fnp-3458	127	23	the	the	DET
fnp-3458	127	24	region	region	NOUN
fnp-3458	127	25	700	700	NUM
fnp-3458	127	26	-	-	SYM
fnp-3458	127	27	800	800	NUM
fnp-3458	127	28	cm-1	cm-1	NOUN
fnp-3458	127	29	)	)	PUNCT
fnp-3458	127	30	.	.	PUNCT
fnp-3458	128	1	they	they	PRON
fnp-3458	128	2	differentiated	differentiate	VERB
fnp-3458	128	3	between	between	ADP
fnp-3458	128	4	non	non	ADJ
fnp-3458	128	5	-	-	ADJ
fnp-3458	128	6	neoplastic	neoplastic	ADJ
fnp-3458	128	7	b	b	NOUN
fnp-3458	128	8	-	-	PUNCT
fnp-3458	128	9	cells	cell	NOUN
fnp-3458	128	10	and	and	CCONJ
fnp-3458	128	11	three	three	NUM
fnp-3458	128	12	b	b	X
fnp-3458	128	13	-	-	PUNCT
fnp-3458	128	14	cell	cell	NOUN
fnp-3458	128	15	lymphoma	lymphoma	NOUN
fnp-3458	128	16	cell	cell	NOUN
fnp-3458	128	17	lines	line	NOUN
fnp-3458	128	18	and	and	CCONJ
fnp-3458	128	19	tracked	track	VERB
fnp-3458	128	20	changes	change	NOUN
fnp-3458	128	21	in	in	ADP
fnp-3458	128	22	the	the	DET
fnp-3458	128	23	resulting	result	VERB
fnp-3458	128	24	raman	raman	NOUN
fnp-3458	128	25	spectra	spectra	NOUN
fnp-3458	128	26	during	during	ADP
fnp-3458	128	27	treatment	treatment	NOUN
fnp-3458	128	28	application27	application27	NOUN
fnp-3458	128	29	.	.	PUNCT
fnp-3458	129	1	furthermore	furthermore	ADV
fnp-3458	129	2	,	,	PUNCT
fnp-3458	129	3	our	our	PRON
fnp-3458	129	4	results	result	NOUN
fnp-3458	129	5	demonstrate	demonstrate	VERB
fnp-3458	129	6	the	the	DET
fnp-3458	129	7	capability	capability	NOUN
fnp-3458	129	8	of	of	ADP
fnp-3458	129	9	rs	rs	NOUN
fnp-3458	129	10	to	to	PART
fnp-3458	129	11	distinguish	distinguish	VERB
fnp-3458	129	12	tumor	tumor	NOUN
fnp-3458	129	13	entities	entity	NOUN
fnp-3458	129	14	on	on	ADP
fnp-3458	129	15	highly	highly	ADV
fnp-3458	129	16	processed	process	VERB
fnp-3458	129	17	ffpe	ffpe	NOUN
fnp-3458	129	18	tissue	tissue	NOUN
fnp-3458	129	19	in	in	ADP
fnp-3458	129	20	the	the	DET
fnp-3458	129	21	neuropathology	neuropathology	NOUN
fnp-3458	129	22	department	department	NOUN
fnp-3458	129	23	.	.	PUNCT
fnp-3458	130	1	here	here	ADV
fnp-3458	130	2	,	,	PUNCT
fnp-3458	130	3	precise	precise	ADJ
fnp-3458	130	4	regions	region	NOUN
fnp-3458	130	5	of	of	ADP
fnp-3458	130	6	the	the	DET
fnp-3458	130	7	tissue	tissue	NOUN
fnp-3458	130	8	can	can	AUX
fnp-3458	130	9	be	be	AUX
fnp-3458	130	10	measured	measure	VERB
fnp-3458	130	11	at	at	ADP
fnp-3458	130	12	the	the	DET
fnp-3458	130	13	price	price	NOUN
fnp-3458	130	14	of	of	ADP
fnp-3458	130	15	aggressive	aggressive	ADJ
fnp-3458	130	16	chemical	chemical	NOUN
fnp-3458	130	17	treatment	treatment	NOUN
fnp-3458	130	18	and	and	CCONJ
fnp-3458	130	19	spectral	spectral	ADJ
fnp-3458	130	20	contamination	contamination	NOUN
fnp-3458	130	21	by	by	ADP
fnp-3458	130	22	residual	residual	ADJ
fnp-3458	130	23	paraffin	paraffin	NOUN
fnp-3458	130	24	wax	wax	NOUN
fnp-3458	130	25	,	,	PUNCT
fnp-3458	130	26	fixation	fixation	NOUN
fnp-3458	130	27	and	and	CCONJ
fnp-3458	130	28	washing	washing	NOUN
fnp-3458	130	29	agents	agent	NOUN
fnp-3458	130	30	.	.	PUNCT
fnp-3458	131	1	since	since	SCONJ
fnp-3458	131	2	spectral	spectral	ADJ
fnp-3458	131	3	regions	region	NOUN
fnp-3458	131	4	initially	initially	ADV
fnp-3458	131	5	attributed	attribute	VERB
fnp-3458	131	6	to	to	ADP
fnp-3458	131	7	paraffin	paraffin	NOUN
fnp-3458	131	8	may	may	AUX
fnp-3458	131	9	even	even	ADV
fnp-3458	131	10	play	play	VERB
fnp-3458	131	11	an	an	DET
fnp-3458	131	12	influencing	influence	VERB
fnp-3458	131	13	role	role	NOUN
fnp-3458	131	14	in	in	ADP
fnp-3458	131	15	ffpe	ffpe	ADJ
fnp-3458	131	16	tissue	tissue	NOUN
fnp-3458	131	17	classification	classification	NOUN
fnp-3458	131	18	,	,	PUNCT
fnp-3458	131	19	standardized	standardized	ADJ
fnp-3458	131	20	dewaxing	dewaxing	NOUN
fnp-3458	131	21	protocols	protocol	NOUN
fnp-3458	131	22	and	and	CCONJ
fnp-3458	131	23	tried	try	VERB
fnp-3458	131	24	and	and	CCONJ
fnp-3458	131	25	tested	test	VERB
fnp-3458	131	26	processes	process	NOUN
fnp-3458	131	27	are	be	AUX
fnp-3458	131	28	essential	essential	ADJ
fnp-3458	131	29	.	.	PUNCT
fnp-3458	132	1	a	a	DET
fnp-3458	132	2	potential	potential	ADJ
fnp-3458	132	3	role	role	NOUN
fnp-3458	132	4	for	for	ADP
fnp-3458	132	5	rs	rs	NOUN
fnp-3458	132	6	in	in	ADP
fnp-3458	132	7	the	the	DET
fnp-3458	132	8	neuropathological	neuropathological	ADJ
fnp-3458	132	9	toolbox	toolbox	NOUN
fnp-3458	132	10	is	be	AUX
fnp-3458	132	11	the	the	DET
fnp-3458	132	12	examination	examination	NOUN
fnp-3458	132	13	of	of	ADP
fnp-3458	132	14	tissue	tissue	NOUN
fnp-3458	132	15	fragments	fragment	NOUN
fnp-3458	132	16	with	with	ADP
fnp-3458	132	17	little	little	ADJ
fnp-3458	132	18	requirements	requirement	NOUN
fnp-3458	132	19	for	for	ADP
fnp-3458	132	20	tissue	tissue	NOUN
fnp-3458	132	21	integrity	integrity	NOUN
fnp-3458	132	22	and	and	CCONJ
fnp-3458	132	23	neuropathological	neuropathological	ADJ
fnp-3458	132	24	expertise	expertise	NOUN
fnp-3458	132	25	.	.	PUNCT
fnp-3458	133	1	recent	recent	ADJ
fnp-3458	133	2	studies	study	NOUN
fnp-3458	133	3	investigate	investigate	VERB
fnp-3458	133	4	this	this	DET
fnp-3458	133	5	possibility14	possibility14	NOUN
fnp-3458	133	6	.	.	PUNCT
fnp-3458	134	1	future	future	ADJ
fnp-3458	134	2	studies	study	NOUN
fnp-3458	134	3	will	will	AUX
fnp-3458	134	4	show	show	VERB
fnp-3458	134	5	whether	whether	SCONJ
fnp-3458	134	6	the	the	DET
fnp-3458	134	7	use	use	NOUN
fnp-3458	134	8	of	of	ADP
fnp-3458	134	9	this	this	DET
fnp-3458	134	10	“	"	PUNCT
fnp-3458	134	11	spectral	spectral	ADJ
fnp-3458	134	12	molecular	molecular	ADJ
fnp-3458	134	13	fingerprint	fingerprint	NOUN
fnp-3458	134	14	”	"	PUNCT
fnp-3458	134	15	holds	hold	VERB
fnp-3458	134	16	true	true	ADJ
fnp-3458	134	17	,	,	PUNCT
fnp-3458	134	18	and	and	CCONJ
fnp-3458	134	19	can	can	AUX
fnp-3458	134	20	also	also	ADV
fnp-3458	134	21	be	be	AUX
fnp-3458	134	22	applied	apply	VERB
fnp-3458	134	23	on	on	ADP
fnp-3458	134	24	multiclass	multiclass	ADJ
fnp-3458	134	25	differentiation	differentiation	NOUN
fnp-3458	134	26	of	of	ADP
fnp-3458	134	27	several	several	ADJ
fnp-3458	134	28	tissue	tissue	NOUN
fnp-3458	134	29	entities	entity	NOUN
fnp-3458	134	30	.	.	PUNCT
fnp-3458	135	1	due	due	ADP
fnp-3458	135	2	to	to	ADP
fnp-3458	135	3	a	a	DET
fnp-3458	135	4	low	low	ADJ
fnp-3458	135	5	prevalence	prevalence	NOUN
fnp-3458	135	6	of	of	ADP
fnp-3458	135	7	primary	primary	ADJ
fnp-3458	135	8	cns	cns	NOUN
fnp-3458	135	9	lymphoma	lymphoma	NOUN
fnp-3458	135	10	,	,	PUNCT
fnp-3458	135	11	the	the	DET
fnp-3458	135	12	quantity	quantity	NOUN
fnp-3458	135	13	of	of	ADP
fnp-3458	135	14	measurements	measurement	NOUN
fnp-3458	135	15	in	in	ADP
fnp-3458	135	16	our	our	PRON
fnp-3458	135	17	data	datum	NOUN
fnp-3458	135	18	set	set	VERB
fnp-3458	135	19	remained	remain	VERB
fnp-3458	135	20	limited	limited	ADJ
fnp-3458	135	21	.	.	PUNCT
fnp-3458	136	1	to	to	PART
fnp-3458	136	2	deal	deal	VERB
fnp-3458	136	3	with	with	ADP
fnp-3458	136	4	resulting	result	VERB
fnp-3458	136	5	imbalance	imbalance	NOUN
fnp-3458	136	6	and	and	CCONJ
fnp-3458	136	7	to	to	PART
fnp-3458	136	8	minimize	minimize	VERB
fnp-3458	136	9	the	the	DET
fnp-3458	136	10	impact	impact	NOUN
fnp-3458	136	11	of	of	ADP
fnp-3458	136	12	patient	patient	NOUN
fnp-3458	136	13	-	-	PUNCT
fnp-3458	136	14	dependent	dependent	ADJ
fnp-3458	136	15	clustering	clustering	NOUN
fnp-3458	136	16	,	,	PUNCT
fnp-3458	136	17	several	several	ADJ
fnp-3458	136	18	efforts	effort	NOUN
fnp-3458	136	19	have	have	AUX
fnp-3458	136	20	been	be	AUX
fnp-3458	136	21	made	make	VERB
fnp-3458	136	22	.	.	PUNCT
fnp-3458	137	1	not	not	PART
fnp-3458	137	2	only	only	ADV
fnp-3458	137	3	were	be	AUX
fnp-3458	137	4	the	the	DET
fnp-3458	137	5	number	number	NOUN
fnp-3458	137	6	of	of	ADP
fnp-3458	137	7	measurements	measurement	NOUN
fnp-3458	137	8	per	per	ADP
fnp-3458	137	9	patient	patient	NOUN
fnp-3458	137	10	correlated	correlate	VERB
fnp-3458	137	11	for	for	ADP
fnp-3458	137	12	both	both	DET
fnp-3458	137	13	tumor	tumor	NOUN
fnp-3458	137	14	groups	group	NOUN
fnp-3458	137	15	to	to	PART
fnp-3458	137	16	reduce	reduce	VERB
fnp-3458	137	17	insensitivity	insensitivity	NOUN
fnp-3458	137	18	on	on	ADP
fnp-3458	137	19	imbalanced	imbalanced	ADJ
fnp-3458	137	20	data	datum	NOUN
fnp-3458	137	21	,	,	PUNCT
fnp-3458	137	22	but	but	CCONJ
fnp-3458	137	23	we	we	PRON
fnp-3458	137	24	additionally	additionally	ADV
fnp-3458	137	25	evaluated	evaluate	VERB
fnp-3458	137	26	our	our	PRON
fnp-3458	137	27	statistical	statistical	ADJ
fnp-3458	137	28	algorithms	algorithm	NOUN
fnp-3458	137	29	with	with	ADP
fnp-3458	137	30	the	the	DET
fnp-3458	137	31	balanced	balanced	ADJ
fnp-3458	137	32	accuracy	accuracy	NOUN
fnp-3458	137	33	,	,	PUNCT
fnp-3458	137	34	the	the	DET
fnp-3458	137	35	pr	pr	NOUN
fnp-3458	137	36	curve	curve	NOUN
fnp-3458	137	37	,	,	PUNCT
fnp-3458	137	38	and	and	CCONJ
fnp-3458	137	39	the	the	DET
fnp-3458	137	40	corresponding	corresponding	ADJ
fnp-3458	137	41	aupr	aupr	NOUN
fnp-3458	137	42	value	value	NOUN
fnp-3458	137	43	.	.	PUNCT
fnp-3458	138	1	while	while	SCONJ
fnp-3458	138	2	cross	cross	VERB
fnp-3458	138	3	validation	validation	NOUN
fnp-3458	138	4	and	and	CCONJ
fnp-3458	138	5	bootstrapping	bootstrappe	VERB
fnp-3458	138	6	techniques	technique	NOUN
fnp-3458	138	7	have	have	AUX
fnp-3458	138	8	been	be	AUX
fnp-3458	138	9	used	use	VERB
fnp-3458	138	10	to	to	PART
fnp-3458	138	11	provide	provide	VERB
fnp-3458	138	12	an	an	DET
fnp-3458	138	13	indicative	indicative	ADJ
fnp-3458	138	14	assessment	assessment	NOUN
fnp-3458	138	15	of	of	ADP
fnp-3458	138	16	the	the	DET
fnp-3458	138	17	model	model	NOUN
fnp-3458	138	18	performance	performance	NOUN
fnp-3458	138	19	in	in	ADP
fnp-3458	138	20	future	future	ADJ
fnp-3458	138	21	patients	patient	NOUN
fnp-3458	138	22	,	,	PUNCT
fnp-3458	138	23	external	external	ADJ
fnp-3458	138	24	validation	validation	NOUN
fnp-3458	138	25	would	would	AUX
fnp-3458	138	26	be	be	AUX
fnp-3458	138	27	required	require	VERB
fnp-3458	138	28	to	to	PART
fnp-3458	138	29	implement	implement	VERB
fnp-3458	138	30	such	such	DET
fnp-3458	138	31	a	a	DET
fnp-3458	138	32	prediction	prediction	NOUN
fnp-3458	138	33	model	model	NOUN
fnp-3458	138	34	in	in	ADP
fnp-3458	138	35	clinical	clinical	ADJ
fnp-3458	138	36	practice	practice	NOUN
fnp-3458	138	37	.	.	PUNCT
fnp-3458	139	1	although	although	SCONJ
fnp-3458	139	2	our	our	PRON
fnp-3458	139	3	classification	classification	NOUN
fnp-3458	139	4	shows	show	VERB
fnp-3458	139	5	reasonably	reasonably	ADV
fnp-3458	139	6	good	good	ADJ
fnp-3458	139	7	results	result	NOUN
fnp-3458	139	8	and	and	CCONJ
fnp-3458	139	9	a	a	DET
fnp-3458	139	10	distinct	distinct	ADJ
fnp-3458	139	11	separation	separation	NOUN
fnp-3458	139	12	of	of	ADP
fnp-3458	139	13	classes	class	NOUN
fnp-3458	139	14	,	,	PUNCT
fnp-3458	139	15	for	for	ADP
fnp-3458	139	16	practical	practical	ADJ
fnp-3458	139	17	application	application	NOUN
fnp-3458	139	18	,	,	PUNCT
fnp-3458	139	19	the	the	DET
fnp-3458	139	20	number	number	NOUN
fnp-3458	139	21	of	of	ADP
fnp-3458	139	22	reads	read	NOUN
fnp-3458	139	23	of	of	ADP
fnp-3458	139	24	one	one	NUM
fnp-3458	139	25	single	single	ADJ
fnp-3458	139	26	patient	patient	NOUN
fnp-3458	139	27	(	(	PUNCT
fnp-3458	139	28	and	and	CCONJ
fnp-3458	139	29	therefore	therefore	ADV
fnp-3458	139	30	the	the	DET
fnp-3458	139	31	number	number	NOUN
fnp-3458	139	32	of	of	ADP
fnp-3458	139	33	reads	read	NOUN
fnp-3458	139	34	related	relate	VERB
fnp-3458	139	35	to	to	ADP
fnp-3458	139	36	tumor	tumor	NOUN
fnp-3458	139	37	tissue	tissue	NOUN
fnp-3458	139	38	and	and	CCONJ
fnp-3458	139	39	not	not	PART
fnp-3458	139	40	surrounding	surround	VERB
fnp-3458	139	41	brain	brain	NOUN
fnp-3458	139	42	)	)	PUNCT
fnp-3458	139	43	is	be	AUX
fnp-3458	139	44	key	key	ADJ
fnp-3458	139	45	.	.	PUNCT
fnp-3458	140	1	therefore	therefore	ADV
fnp-3458	140	2	,	,	PUNCT
fnp-3458	140	3	multiple	multiple	ADJ
fnp-3458	140	4	reads	read	NOUN
fnp-3458	140	5	from	from	ADP
fnp-3458	140	6	one	one	NUM
fnp-3458	140	7	sample	sample	NOUN
fnp-3458	140	8	,	,	PUNCT
fnp-3458	140	9	which	which	PRON
fnp-3458	140	10	is	be	AUX
fnp-3458	140	11	also	also	ADV
fnp-3458	140	12	preferable	preferable	ADJ
fnp-3458	140	13	to	to	PART
fnp-3458	140	14	further	far	ADV
fnp-3458	140	15	reduce	reduce	VERB
fnp-3458	140	16	the	the	DET
fnp-3458	140	17	bias	bias	NOUN
fnp-3458	140	18	of	of	ADP
fnp-3458	140	19	patient	patient	NOUN
fnp-3458	140	20	depending	depend	VERB
fnp-3458	140	21	clustering	clustering	NOUN
fnp-3458	140	22	,	,	PUNCT
fnp-3458	140	23	will	will	AUX
fnp-3458	140	24	improve	improve	VERB
fnp-3458	140	25	the	the	DET
fnp-3458	140	26	diagnostic	diagnostic	ADJ
fnp-3458	140	27	accuracy	accuracy	NOUN
fnp-3458	140	28	in	in	ADP
fnp-3458	140	29	a	a	DET
fnp-3458	140	30	real	real	ADJ
fnp-3458	140	31	-	-	PUNCT
fnp-3458	140	32	world	world	NOUN
fnp-3458	140	33	perioperative	perioperative	ADJ
fnp-3458	140	34	setting	setting	NOUN
fnp-3458	140	35	.	.	PUNCT
fnp-3458	141	1	further	further	ADJ
fnp-3458	141	2	studies	study	NOUN
fnp-3458	141	3	are	be	AUX
fnp-3458	141	4	required	require	VERB
fnp-3458	141	5	to	to	PART
fnp-3458	141	6	see	see	VERB
fnp-3458	141	7	if	if	SCONJ
fnp-3458	141	8	our	our	PRON
fnp-3458	141	9	proposed	propose	VERB
fnp-3458	141	10	model	model	NOUN
fnp-3458	141	11	of	of	ADP
fnp-3458	141	12	tissue	tissue	NOUN
fnp-3458	141	13	classification	classification	NOUN
fnp-3458	141	14	holds	hold	VERB
fnp-3458	141	15	true	true	ADJ
fnp-3458	141	16	when	when	SCONJ
fnp-3458	141	17	using	use	VERB
fnp-3458	141	18	rs	rs	NOUN
fnp-3458	141	19	for	for	ADP
fnp-3458	141	20	the	the	DET
fnp-3458	141	21	differentiation	differentiation	NOUN
fnp-3458	141	22	of	of	ADP
fnp-3458	141	23	other	other	ADJ
fnp-3458	141	24	tumors	tumor	NOUN
fnp-3458	141	25	,	,	PUNCT
fnp-3458	141	26	such	such	ADJ
fnp-3458	141	27	as	as	ADP
fnp-3458	141	28	metastasis	metastasis	NOUN
fnp-3458	141	29	,	,	PUNCT
fnp-3458	141	30	and	and	CCONJ
fnp-3458	141	31	non	non	ADJ
fnp-3458	141	32	-	-	ADJ
fnp-3458	141	33	neoplastic	neoplastic	ADJ
fnp-3458	141	34	lesions	lesion	NOUN
fnp-3458	141	35	e.g.	e.g.	ADV
fnp-3458	141	36	,	,	PUNCT
fnp-3458	141	37	brain	brain	NOUN
fnp-3458	141	38	abscess	abscess	NOUN
fnp-3458	141	39	.	.	PUNCT
fnp-3458	142	1	more	more	ADV
fnp-3458	142	2	extensive	extensive	ADJ
fnp-3458	142	3	knowledge	knowledge	NOUN
fnp-3458	142	4	of	of	ADP
fnp-3458	142	5	the	the	DET
fnp-3458	142	6	amount	amount	NOUN
fnp-3458	142	7	of	of	ADP
fnp-3458	142	8	tumor	tumor	NOUN
fnp-3458	142	9	cells	cell	NOUN
fnp-3458	142	10	needed	need	VERB
fnp-3458	142	11	to	to	PART
fnp-3458	142	12	get	get	VERB
fnp-3458	142	13	a	a	DET
fnp-3458	142	14	tumor	tumor	NOUN
fnp-3458	142	15	-	-	PUNCT
fnp-3458	142	16	specific	specific	ADJ
fnp-3458	142	17	raman	raman	NOUN
fnp-3458	142	18	signal	signal	NOUN
fnp-3458	142	19	would	would	AUX
fnp-3458	142	20	aid	aid	VERB
fnp-3458	142	21	the	the	DET
fnp-3458	142	22	surgeon	surgeon	NOUN
fnp-3458	142	23	to	to	PART
fnp-3458	142	24	find	find	VERB
fnp-3458	142	25	the	the	DET
fnp-3458	142	26	tumor	tumor	NOUN
fnp-3458	142	27	borders28	borders28	NOUN
fnp-3458	142	28	.	.	PUNCT
fnp-3458	143	1	in	in	ADP
fnp-3458	143	2	a	a	DET
fnp-3458	143	3	next	next	ADJ
fnp-3458	143	4	step	step	NOUN
fnp-3458	143	5	,	,	PUNCT
fnp-3458	143	6	rs	rs	ADV
fnp-3458	143	7	may	may	AUX
fnp-3458	143	8	also	also	ADV
fnp-3458	143	9	be	be	AUX
fnp-3458	143	10	able	able	ADJ
fnp-3458	143	11	to	to	PART
fnp-3458	143	12	provide	provide	VERB
fnp-3458	143	13	early	early	ADJ
fnp-3458	143	14	insights	insight	NOUN
fnp-3458	143	15	into	into	ADP
fnp-3458	143	16	genetic	genetic	ADJ
fnp-3458	143	17	/	/	SYM
fnp-3458	143	18	epigenetic	epigenetic	ADJ
fnp-3458	143	19	alterations	alteration	NOUN
fnp-3458	143	20	of	of	ADP
fnp-3458	143	21	tissue29	tissue29	NOUN
fnp-3458	143	22	;	;	PUNCT
fnp-3458	143	23	as	as	ADV
fnp-3458	143	24	well	well	ADV
fnp-3458	143	25	as	as	ADP
fnp-3458	143	26	insights	insight	NOUN
fnp-3458	143	27	into	into	ADP
fnp-3458	143	28	therapeutic	therapeutic	ADJ
fnp-3458	143	29	effects	effect	NOUN
fnp-3458	143	30	of	of	ADP
fnp-3458	143	31	chemoor	chemoor	ADJ
fnp-3458	143	32	radiotherapy27	radiotherapy27	NOUN
fnp-3458	143	33	.	.	PUNCT
fnp-3458	144	1	rs	r	NOUN
fnp-3458	144	2	might	might	AUX
fnp-3458	144	3	also	also	ADV
fnp-3458	144	4	be	be	AUX
fnp-3458	144	5	used	use	VERB
fnp-3458	144	6	in	in	ADP
fnp-3458	144	7	combination	combination	NOUN
fnp-3458	144	8	with	with	ADP
fnp-3458	144	9	additional	additional	ADJ
fnp-3458	144	10	spectral	spectral	ADJ
fnp-3458	144	11	analysis	analysis	NOUN
fnp-3458	144	12	such	such	ADJ
fnp-3458	144	13	as	as	ADP
fnp-3458	144	14	ir	ir	PROPN
fnp-3458	144	15	(	(	PUNCT
fnp-3458	144	16	infrared	infrared	PROPN
fnp-3458	144	17	)	)	PUNCT
fnp-3458	144	18	or	or	CCONJ
fnp-3458	144	19	mass	mass	NOUN
fnp-3458	144	20	spectroscopy	spectroscopy	NOUN
fnp-3458	144	21	as	as	ADP
fnp-3458	144	22	complementary	complementary	ADJ
fnp-3458	144	23	techniques30	techniques30	NOUN
fnp-3458	144	24	-	-	PUNCT
fnp-3458	144	25	31	31	NUM
fnp-3458	144	26	,	,	PUNCT
fnp-3458	144	27	and	and	CCONJ
fnp-3458	144	28	in	in	ADP
fnp-3458	144	29	addition	addition	NOUN
fnp-3458	144	30	as	as	ADP
fnp-3458	144	31	an	an	DET
fnp-3458	144	32	image	image	NOUN
fnp-3458	144	33	-	-	PUNCT
fnp-3458	144	34	forming	form	VERB
fnp-3458	144	35	technique32	technique32	NOUN
fnp-3458	144	36	.	.	PUNCT
fnp-3458	145	1	conclusion	conclusion	NOUN
fnp-3458	145	2	in	in	ADP
fnp-3458	145	3	conclusion	conclusion	NOUN
fnp-3458	145	4	,	,	PUNCT
fnp-3458	145	5	our	our	PRON
fnp-3458	145	6	study	study	NOUN
fnp-3458	145	7	shows	show	VERB
fnp-3458	145	8	that	that	SCONJ
fnp-3458	145	9	machine	machine	NOUN
fnp-3458	145	10	learning	learn	VERB
fnp-3458	145	11	algorithms	algorithm	NOUN
fnp-3458	145	12	can	can	AUX
fnp-3458	145	13	be	be	AUX
fnp-3458	145	14	successfully	successfully	ADV
fnp-3458	145	15	applied	apply	VERB
fnp-3458	145	16	on	on	ADP
fnp-3458	145	17	spectroscopic	spectroscopic	ADJ
fnp-3458	145	18	data	datum	NOUN
fnp-3458	145	19	of	of	ADP
fnp-3458	145	20	brain	brain	NOUN
fnp-3458	145	21	tumor	tumor	NOUN
fnp-3458	145	22	tissue	tissue	NOUN
fnp-3458	145	23	and	and	CCONJ
fnp-3458	145	24	fulfill	fulfill	VERB
fnp-3458	145	25	the	the	DET
fnp-3458	145	26	need	need	NOUN
fnp-3458	145	27	of	of	ADP
fnp-3458	145	28	early	early	ADJ
fnp-3458	145	29	differential	differential	ADJ
fnp-3458	145	30	diagnosis	diagnosis	NOUN
fnp-3458	145	31	between	between	ADP
fnp-3458	145	32	primary	primary	ADJ
fnp-3458	145	33	cns	cns	NOUN
fnp-3458	145	34	lymphoma	lymphoma	NOUN
fnp-3458	145	35	and	and	CCONJ
fnp-3458	145	36	glioblastoma	glioblastoma	NOUN
fnp-3458	145	37	to	to	PART
fnp-3458	145	38	determine	determine	VERB
fnp-3458	145	39	an	an	DET
fnp-3458	145	40	individual	individual	ADJ
fnp-3458	145	41	clinical	clinical	ADJ
fnp-3458	145	42	treatment	treatment	NOUN
fnp-3458	145	43	at	at	ADP
fnp-3458	145	44	an	an	DET
fnp-3458	145	45	early	early	ADJ
fnp-3458	145	46	stage	stage	NOUN
fnp-3458	145	47	.	.	PUNCT
fnp-3458	146	1	disclosures	disclosure	NOUN
fnp-3458	146	2	we	we	PRON
fnp-3458	146	3	thank	thank	VERB
fnp-3458	146	4	the	the	DET
fnp-3458	146	5	fondation	fondation	PROPN
fnp-3458	146	6	cancer	cancer	NOUN
fnp-3458	146	7	luxemburg	luxemburg	PROPN
fnp-3458	146	8	(	(	PUNCT
fnp-3458	146	9	grant	grant	NOUN
fnp-3458	147	1	to	to	PART
fnp-3458	147	2	frank	frank	PROPN
fnp-3458	147	3	hertel	hertel	PROPN
fnp-3458	147	4	,	,	PUNCT
fnp-3458	147	5	michel	michel	PROPN
fnp-3458	147	6	mittelbronn	mittelbronn	PROPN
fnp-3458	147	7	,	,	PUNCT
fnp-3458	147	8	andreas	andreas	PROPN
fnp-3458	147	9	husch	husch	PROPN
fnp-3458	147	10	and	and	CCONJ
fnp-3458	147	11	felix	felix	PROPN
fnp-3458	147	12	kleine	kleine	PROPN
fnp-3458	147	13	borgmann	borgmann	PROPN
fnp-3458	147	14	)	)	PUNCT
fnp-3458	147	15	for	for	ADP
fnp-3458	147	16	the	the	DET
fnp-3458	147	17	generous	generous	ADJ
fnp-3458	147	18	support	support	NOUN
fnp-3458	147	19	.	.	PUNCT
fnp-3458	148	1	michel	michel	PROPN
fnp-3458	148	2	mittelbronn	mittelbronn	PROPN
fnp-3458	148	3	would	would	AUX
fnp-3458	148	4	like	like	VERB
fnp-3458	148	5	to	to	PART
fnp-3458	148	6	thank	thank	VERB
fnp-3458	148	7	the	the	DET
fnp-3458	148	8	luxembourg	luxembourg	PROPN
fnp-3458	148	9	national	national	PROPN
fnp-3458	148	10	research	research	PROPN
fnp-3458	148	11	fund	fund	PROPN
fnp-3458	148	12	(	(	PUNCT
fnp-3458	148	13	fnr	fnr	PROPN
fnp-3458	148	14	)	)	PUNCT
fnp-3458	148	15	for	for	ADP
fnp-3458	148	16	the	the	DET
fnp-3458	148	17	generous	generous	ADJ
fnp-3458	148	18	support	support	NOUN
fnp-3458	148	19	(	(	PUNCT
fnp-3458	148	20	pearl	pearl	NOUN
fnp-3458	148	21	p16	p16	NOUN
fnp-3458	148	22	/	/	SYM
fnp-3458	148	23	bm/11192868	bm/11192868	ADJ
fnp-3458	148	24	grant	grant	NOUN
fnp-3458	148	25	)	)	PUNCT
fnp-3458	148	26	.	.	PUNCT
fnp-3458	149	1	the	the	DET
fnp-3458	149	2	authors	author	NOUN
fnp-3458	149	3	declare	declare	VERB
fnp-3458	149	4	no	no	DET
fnp-3458	149	5	conflicts	conflict	NOUN
fnp-3458	149	6	of	of	ADP
fnp-3458	149	7	interest	interest	NOUN
fnp-3458	149	8	.	.	PUNCT
fnp-3458	150	1	references	reference	NOUN
fnp-3458	150	2	kerbauy	kerbauy	PROPN
fnp-3458	150	3	mn	mn	PROPN
fnp-3458	150	4	,	,	PUNCT
fnp-3458	150	5	moraes	moraes	PROPN
fnp-3458	150	6	fy	fy	PROPN
fnp-3458	150	7	,	,	PUNCT
fnp-3458	150	8	lok	lok	PROPN
fnp-3458	150	9	bh	bh	PROPN
fnp-3458	150	10	,	,	PUNCT
fnp-3458	150	11	et	et	PROPN
fnp-3458	150	12	al	al	PROPN
fnp-3458	150	13	.	.	PUNCT
fnp-3458	150	14	challenges	challenge	NOUN
fnp-3458	150	15	and	and	CCONJ
fnp-3458	150	16	opportunities	opportunity	NOUN
fnp-3458	150	17	in	in	ADP
fnp-3458	150	18	primary	primary	ADJ
fnp-3458	150	19	cns	cns	NOUN
fnp-3458	150	20	lymphoma	lymphoma	NOUN
fnp-3458	150	21	:	:	PUNCT
fnp-3458	150	22	a	a	DET
fnp-3458	150	23	systematic	systematic	ADJ
fnp-3458	150	24	review	review	NOUN
fnp-3458	150	25	.	.	PUNCT
fnp-3458	151	1	radiother	radiother	PROPN
fnp-3458	151	2	oncol	oncol	PROPN
fnp-3458	151	3	.	.	PUNCT
fnp-3458	152	1	2017;122(3):352	2017;122(3):352	NUM
fnp-3458	152	2	-	-	SYM
fnp-3458	152	3	361	361	NUM
fnp-3458	152	4	.	.	PUNCT
fnp-3458	153	1	https://doi.org/10.1016/j.radonc.2016.12.033	https://doi.org/10.1016/j.radonc.2016.12.033	VERB
fnp-3458	153	2	louis	louis	PROPN
fnp-3458	153	3	dn	dn	PROPN
fnp-3458	153	4	,	,	PUNCT
fnp-3458	153	5	ohgaki	ohgaki	NOUN
fnp-3458	153	6	h	h	PROPN
fnp-3458	153	7	,	,	PUNCT
fnp-3458	153	8	wiestler	wiestler	PROPN
fnp-3458	153	9	od	od	PROPN
fnp-3458	153	10	,	,	PUNCT
fnp-3458	153	11	cavenee	cavenee	NOUN
fnp-3458	153	12	wk	wk	PROPN
fnp-3458	153	13	,	,	PUNCT
fnp-3458	153	14	eds	ed	NOUN
fnp-3458	153	15	.	.	PUNCT
fnp-3458	154	1	who	who	PRON
fnp-3458	154	2	classification	classification	NOUN
fnp-3458	154	3	of	of	ADP
fnp-3458	154	4	tumours	tumour	NOUN
fnp-3458	154	5	of	of	ADP
fnp-3458	154	6	the	the	DET
fnp-3458	154	7	central	central	ADJ
fnp-3458	154	8	nervous	nervous	ADJ
fnp-3458	154	9	system	system	NOUN
fnp-3458	154	10	.	.	PUNCT
fnp-3458	155	1	revised	revise	VERB
fnp-3458	155	2	4	4	NUM
fnp-3458	155	3	t.	t.	PROPN
fnp-3458	155	4	lyon	lyon	PROPN
fnp-3458	155	5	:	:	PUNCT
fnp-3458	155	6	international	international	ADJ
fnp-3458	155	7	agency	agency	NOUN
fnp-3458	155	8	for	for	ADP
fnp-3458	155	9	research	research	NOUN
fnp-3458	155	10	on	on	ADP
fnp-3458	155	11	cancer	cancer	NOUN
fnp-3458	155	12	;	;	PUNCT
fnp-3458	155	13	2016	2016	NUM
fnp-3458	155	14	.	.	PUNCT
fnp-3458	156	1	stupp	stupp	PROPN
fnp-3458	156	2	r	r	PROPN
fnp-3458	156	3	,	,	PUNCT
fnp-3458	156	4	mason	mason	PROPN
fnp-3458	156	5	wp	wp	PROPN
fnp-3458	156	6	,	,	PUNCT
fnp-3458	156	7	van	van	PROPN
fnp-3458	156	8	den	den	PROPN
fnp-3458	156	9	bent	bent	ADJ
fnp-3458	156	10	mj	mj	PROPN
fnp-3458	156	11	,	,	PUNCT
fnp-3458	156	12	et	et	PROPN
fnp-3458	156	13	al	al	PROPN
fnp-3458	156	14	.	.	PROPN
fnp-3458	156	15	radiotherapy	radiotherapy	PROPN
fnp-3458	156	16	plus	plus	CCONJ
fnp-3458	156	17	concomitant	concomitant	ADJ
fnp-3458	156	18	and	and	CCONJ
fnp-3458	156	19	adjuvant	adjuvant	ADJ
fnp-3458	156	20	temozolomide	temozolomide	NOUN
fnp-3458	156	21	for	for	ADP
fnp-3458	156	22	glioblastoma	glioblastoma	NOUN
fnp-3458	156	23	.	.	PUNCT
fnp-3458	157	1	n	n	PROPN
fnp-3458	157	2	engl	engl	PROPN
fnp-3458	157	3	j	j	PROPN
fnp-3458	157	4	med	med	PROPN
fnp-3458	157	5	.	.	PUNCT
fnp-3458	158	1	2005;352(10):987	2005;352(10):987	X
fnp-3458	158	2	-	-	SYM
fnp-3458	158	3	996	996	NUM
fnp-3458	158	4	.	.	PUNCT
fnp-3458	159	1	https://doi.org/10.1056/nejmoa043330	https://doi.org/10.1056/nejmoa043330	PROPN
fnp-3458	159	2	han	han	PROPN
fnp-3458	159	3	ch	ch	PROPN
fnp-3458	159	4	,	,	PUNCT
fnp-3458	159	5	batchelor	batchelor	PROPN
fnp-3458	159	6	tt	tt	PROPN
fnp-3458	159	7	.	.	PUNCT
fnp-3458	159	8	diagnosis	diagnosis	PROPN
fnp-3458	159	9	and	and	CCONJ
fnp-3458	159	10	management	management	NOUN
fnp-3458	159	11	of	of	ADP
fnp-3458	159	12	primary	primary	ADJ
fnp-3458	159	13	central	central	ADJ
fnp-3458	159	14	nervous	nervous	ADJ
fnp-3458	159	15	system	system	NOUN
fnp-3458	159	16	lymphoma	lymphoma	NOUN
fnp-3458	159	17	.	.	PUNCT
fnp-3458	160	1	cancer	cancer	NOUN
fnp-3458	160	2	.	.	PUNCT
fnp-3458	161	1	2017;123(22):4314	2017;123(22):4314	NUM
fnp-3458	161	2	-	-	SYM
fnp-3458	161	3	4324	4324	NUM
fnp-3458	161	4	.	.	PUNCT
fnp-3458	162	1	https://doi.org/10.1002/cncr.30965	https://doi.org/10.1002/cncr.30965	NOUN
fnp-3458	162	2	razek	razek	NOUN
fnp-3458	162	3	aaka	aaka	ADV
fnp-3458	162	4	,	,	PUNCT
fnp-3458	162	5	el	el	PROPN
fnp-3458	162	6	-	-	PUNCT
fnp-3458	162	7	serougy	serougy	PROPN
fnp-3458	162	8	l	l	PROPN
fnp-3458	162	9	,	,	PUNCT
fnp-3458	162	10	abdelsalam	abdelsalam	PROPN
fnp-3458	162	11	m	m	NOUN
fnp-3458	162	12	,	,	PUNCT
fnp-3458	162	13	gaballa	gaballa	NOUN
fnp-3458	162	14	g	g	NOUN
fnp-3458	162	15	,	,	PUNCT
fnp-3458	162	16	talaat	talaat	PROPN
fnp-3458	162	17	m.	m.	NOUN
fnp-3458	162	18	differentiation	differentiation	NOUN
fnp-3458	162	19	of	of	ADP
fnp-3458	162	20	primary	primary	ADJ
fnp-3458	162	21	central	central	ADJ
fnp-3458	162	22	nervous	nervous	ADJ
fnp-3458	162	23	system	system	NOUN
fnp-3458	162	24	lymphoma	lymphoma	NOUN
fnp-3458	162	25	from	from	ADP
fnp-3458	162	26	glioblastoma	glioblastoma	NOUN
fnp-3458	162	27	:	:	PUNCT
fnp-3458	162	28	quantitative	quantitative	ADJ
fnp-3458	162	29	analysis	analysis	NOUN
fnp-3458	162	30	using	use	VERB
fnp-3458	162	31	arterial	arterial	NOUN
fnp-3458	162	32	spin	spin	NOUN
fnp-3458	162	33	labeling	labeling	NOUN
fnp-3458	162	34	and	and	CCONJ
fnp-3458	162	35	diffusion	diffusion	NOUN
fnp-3458	162	36	tensor	tensor	NOUN
fnp-3458	162	37	imaging	imaging	NOUN
fnp-3458	162	38	.	.	PUNCT
fnp-3458	163	1	world	world	PROPN
fnp-3458	163	2	neurosurg	neurosurg	PROPN
fnp-3458	163	3	.	.	PUNCT
fnp-3458	164	1	2019;123	2019;123	NUM
fnp-3458	164	2	:	:	PUNCT
fnp-3458	164	3	e303	e303	PROPN
fnp-3458	164	4	-	-	PUNCT
fnp-3458	164	5	e309	e309	PROPN
fnp-3458	164	6	.	.	PUNCT
fnp-3458	165	1	https://doi.org/10.1016/j.wneu.2018.11.155	https://doi.org/10.1016/j.wneu.2018.11.155	PRON
fnp-3458	165	2	nagashima	nagashima	PROPN
fnp-3458	165	3	h	h	NOUN
fnp-3458	165	4	,	,	PUNCT
fnp-3458	165	5	sasayama	sasayama	PROPN
fnp-3458	165	6	t	t	PROPN
fnp-3458	165	7	,	,	PUNCT
fnp-3458	165	8	tanaka	tanaka	PROPN
fnp-3458	165	9	k	k	PROPN
fnp-3458	165	10	,	,	PUNCT
fnp-3458	165	11	et	et	PROPN
fnp-3458	165	12	al	al	PROPN
fnp-3458	165	13	.	.	PUNCT
fnp-3458	166	1	myo	myo	PROPN
fnp-3458	166	2	-	-	PUNCT
fnp-3458	166	3	inositol	inositol	NOUN
fnp-3458	166	4	concentration	concentration	NOUN
fnp-3458	166	5	in	in	ADP
fnp-3458	166	6	mr	mr	PROPN
fnp-3458	166	7	spectroscopy	spectroscopy	NOUN
fnp-3458	166	8	for	for	ADP
fnp-3458	166	9	differentiating	differentiate	VERB
fnp-3458	166	10	high	high	ADJ
fnp-3458	166	11	grade	grade	NOUN
fnp-3458	166	12	glioma	glioma	NOUN
fnp-3458	166	13	from	from	ADP
fnp-3458	166	14	primary	primary	ADJ
fnp-3458	166	15	central	central	ADJ
fnp-3458	166	16	nervous	nervous	ADJ
fnp-3458	166	17	system	system	NOUN
fnp-3458	166	18	lymphoma	lymphoma	NOUN
fnp-3458	166	19	.	.	PUNCT
fnp-3458	167	1	j	j	PROPN
fnp-3458	167	2	neurooncol	neurooncol	PROPN
fnp-3458	167	3	.	.	PUNCT
fnp-3458	168	1	2018;136(2):317	2018;136(2):317	NOUN
fnp-3458	168	2	-	-	SYM
fnp-3458	168	3	326	326	NUM
fnp-3458	168	4	.	.	PUNCT
fnp-3458	169	1	https://doi.org/10.1007/s11060-017-2655-x	https://doi.org/10.1007/s11060-017-2655-x	ADJ
fnp-3458	169	2	auner	auner	NOUN
fnp-3458	169	3	gw	gw	PROPN
fnp-3458	169	4	,	,	PUNCT
fnp-3458	169	5	koya	koya	PROPN
fnp-3458	169	6	sk	sk	PROPN
fnp-3458	169	7	,	,	PUNCT
fnp-3458	169	8	huang	huang	PROPN
fnp-3458	169	9	c	c	PROPN
fnp-3458	169	10	,	,	PUNCT
fnp-3458	169	11	et	et	PROPN
fnp-3458	169	12	al	al	PROPN
fnp-3458	169	13	.	.	PUNCT
fnp-3458	169	14	applications	application	NOUN
fnp-3458	169	15	of	of	ADP
fnp-3458	169	16	raman	raman	NOUN
fnp-3458	169	17	spectroscopy	spectroscopy	NOUN
fnp-3458	169	18	in	in	ADP
fnp-3458	169	19	cancer	cancer	NOUN
fnp-3458	169	20	diagnosis	diagnosis	NOUN
fnp-3458	169	21	.	.	PUNCT
fnp-3458	170	1	cancer	cancer	NOUN
fnp-3458	170	2	metastasis	metastasis	NOUN
fnp-3458	170	3	rev	rev	VERB
fnp-3458	170	4	.	.	PUNCT
fnp-3458	170	5	2018;37(4):691	2018;37(4):691	NUM
fnp-3458	170	6	-	-	PUNCT
fnp-3458	170	7	717	717	NUM
fnp-3458	170	8	.	.	PUNCT
fnp-3458	171	1	https://doi.org/10.1007/s10555-018-9770-9	https://doi.org/10.1007/s10555-018-9770-9	NUM
fnp-3458	171	2	depaoli	depaoli	PROPN
fnp-3458	171	3	d	d	PROPN
fnp-3458	171	4	,	,	PUNCT
fnp-3458	171	5	lemoine	lemoine	PROPN
fnp-3458	171	6	é	é	PROPN
fnp-3458	171	7	,	,	PUNCT
fnp-3458	171	8	ember	ember	PROPN
fnp-3458	171	9	k	k	PROPN
fnp-3458	171	10	,	,	PUNCT
fnp-3458	172	1	et	et	PROPN
fnp-3458	172	2	al	al	PROPN
fnp-3458	172	3	.	.	PROPN
fnp-3458	172	4	rise	rise	NOUN
fnp-3458	172	5	of	of	ADP
fnp-3458	172	6	raman	raman	NOUN
fnp-3458	172	7	spectroscopy	spectroscopy	NOUN
fnp-3458	172	8	in	in	ADP
fnp-3458	172	9	neurosurgery	neurosurgery	NOUN
fnp-3458	172	10	:	:	PUNCT
fnp-3458	172	11	a	a	DET
fnp-3458	172	12	review	review	NOUN
fnp-3458	172	13	.	.	PUNCT
fnp-3458	173	1	j	j	PROPN
fnp-3458	173	2	biomed	biome	VERB
fnp-3458	173	3	opt	opt	PROPN
fnp-3458	173	4	.	.	PUNCT
fnp-3458	174	1	2020;25(5):1	2020;25(5):1	NUM
fnp-3458	174	2	-	-	SYM
fnp-3458	174	3	36	36	NUM
fnp-3458	174	4	.	.	PUNCT
fnp-3458	175	1	https://doi.org/10.1117/1.jbo.25.5.050901	https://doi.org/10.1117/1.jbo.25.5.050901	PROPN
fnp-3458	175	2	zhang	zhang	PROPN
fnp-3458	175	3	j	j	PROPN
fnp-3458	175	4	,	,	PUNCT
fnp-3458	175	5	fan	fan	PROPN
fnp-3458	175	6	y	y	PROPN
fnp-3458	175	7	,	,	PUNCT
fnp-3458	175	8	he	he	PRON
fnp-3458	175	9	m	m	VERB
fnp-3458	175	10	,	,	PUNCT
fnp-3458	175	11	et	et	PROPN
fnp-3458	175	12	al	al	PROPN
fnp-3458	175	13	.	.	PROPN
fnp-3458	175	14	accuracy	accuracy	NOUN
fnp-3458	175	15	of	of	ADP
fnp-3458	175	16	raman	raman	NOUN
fnp-3458	175	17	spectroscopy	spectroscopy	NOUN
fnp-3458	175	18	in	in	ADP
fnp-3458	175	19	differentiating	differentiate	VERB
fnp-3458	175	20	brain	brain	NOUN
fnp-3458	175	21	tumor	tumor	NOUN
fnp-3458	175	22	from	from	ADP
fnp-3458	175	23	normal	normal	ADJ
fnp-3458	175	24	brain	brain	NOUN
fnp-3458	175	25	tissue	tissue	NOUN
fnp-3458	175	26	.	.	PUNCT
fnp-3458	176	1	oncotarget	oncotarget	NOUN
fnp-3458	176	2	.	.	PUNCT
fnp-3458	177	1	2017;8(22):36824	2017;8(22):36824	NUM
fnp-3458	177	2	-	-	SYM
fnp-3458	177	3	36831	36831	NUM
fnp-3458	177	4	.	.	PUNCT
fnp-3458	178	1	https://doi.org/10.18632/oncotarget.15975	https://doi.org/10.18632/oncotarget.15975	PROPN
fnp-3458	178	2	zhou	zhou	PROPN
fnp-3458	178	3	y	y	PROPN
fnp-3458	178	4	,	,	PUNCT
fnp-3458	178	5	liu	liu	PROPN
fnp-3458	178	6	c	c	PROPN
fnp-3458	178	7	-	-	PUNCT
fnp-3458	178	8	h	h	PROPN
fnp-3458	178	9	,	,	PUNCT
fnp-3458	178	10	wu	wu	PROPN
fnp-3458	178	11	b	b	PROPN
fnp-3458	178	12	,	,	PUNCT
fnp-3458	178	13	et	et	PROPN
fnp-3458	178	14	al	al	PROPN
fnp-3458	178	15	.	.	PROPN
fnp-3458	178	16	optical	optical	ADJ
fnp-3458	178	17	biopsy	biopsy	NOUN
fnp-3458	178	18	identification	identification	NOUN
fnp-3458	178	19	and	and	CCONJ
fnp-3458	178	20	grading	grading	NOUN
fnp-3458	178	21	of	of	ADP
fnp-3458	178	22	gliomas	glioma	NOUN
fnp-3458	178	23	using	use	VERB
fnp-3458	178	24	label	label	NOUN
fnp-3458	178	25	-	-	PUNCT
fnp-3458	178	26	free	free	ADJ
fnp-3458	178	27	visible	visible	ADJ
fnp-3458	178	28	resonance	resonance	NOUN
fnp-3458	178	29	raman	raman	NOUN
fnp-3458	178	30	spectroscopy	spectroscopy	NOUN
fnp-3458	178	31	.	.	PUNCT
fnp-3458	179	1	j	j	PROPN
fnp-3458	179	2	biomed	biome	VERB
fnp-3458	179	3	opt	opt	PROPN
fnp-3458	179	4	.	.	PUNCT
fnp-3458	180	1	2019;24(9):1	2019;24(9):1	NUM
fnp-3458	180	2	-	-	SYM
fnp-3458	180	3	12	12	NUM
fnp-3458	180	4	.	.	PUNCT
fnp-3458	181	1	https://doi.org/10.1117/1.jbo.24.9.095001	https://doi.org/10.1117/1.jbo.24.9.095001	VERB
fnp-3458	181	2	iwasaki	iwasaki	PROPN
fnp-3458	181	3	y	y	PROPN
fnp-3458	181	4	,	,	PUNCT
fnp-3458	181	5	kawagishi	kawagishi	PROPN
fnp-3458	181	6	m	m	PROPN
fnp-3458	181	7	,	,	PUNCT
fnp-3458	181	8	takase	takase	NOUN
fnp-3458	181	9	h	h	NOUN
fnp-3458	181	10	,	,	PUNCT
fnp-3458	181	11	ohno	ohno	PROPN
fnp-3458	181	12	-	-	PUNCT
fnp-3458	181	13	matsui	matsui	NOUN
fnp-3458	181	14	k.	k.	PROPN
fnp-3458	181	15	discrimination	discrimination	NOUN
fnp-3458	181	16	of	of	ADP
fnp-3458	181	17	dissociated	dissociate	VERB
fnp-3458	181	18	lymphoma	lymphoma	NOUN
fnp-3458	181	19	cells	cell	NOUN
fnp-3458	181	20	from	from	ADP
fnp-3458	181	21	leukocytes	leukocyte	NOUN
fnp-3458	181	22	by	by	ADP
fnp-3458	181	23	raman	raman	NOUN
fnp-3458	181	24	spectroscopy	spectroscopy	NOUN
fnp-3458	181	25	.	.	PUNCT
fnp-3458	182	1	sci	sci	PROPN
fnp-3458	182	2	rep	rep	PROPN
fnp-3458	182	3	.	.	PROPN
fnp-3458	182	4	2020;10(1):1	2020;10(1):1	NUM
fnp-3458	182	5	-	-	SYM
fnp-3458	182	6	12	12	NUM
fnp-3458	182	7	.	.	PUNCT
fnp-3458	183	1	https://doi.org/10.1038/s41598-020-72762-5	https://doi.org/10.1038/s41598-020-72762-5	NUM
fnp-3458	183	2	bai	bai	PROPN
fnp-3458	183	3	y	y	PROPN
fnp-3458	183	4	,	,	PUNCT
fnp-3458	183	5	yu	yu	PROPN
fnp-3458	183	6	z	z	PROPN
fnp-3458	183	7	,	,	PUNCT
fnp-3458	183	8	yi	yi	PROPN
fnp-3458	183	9	s	s	PROPN
fnp-3458	183	10	,	,	PUNCT
fnp-3458	183	11	yan	yan	PROPN
fnp-3458	183	12	y	y	PROPN
fnp-3458	183	13	,	,	PUNCT
fnp-3458	183	14	huang	huang	PROPN
fnp-3458	183	15	z	z	PROPN
fnp-3458	183	16	,	,	PUNCT
fnp-3458	183	17	qiu	qiu	PROPN
fnp-3458	183	18	l.	l.	PROPN
fnp-3458	183	19	raman	raman	PROPN
fnp-3458	183	20	spectroscopy	spectroscopy	NOUN
fnp-3458	183	21	-	-	PUNCT
fnp-3458	183	22	based	base	VERB
fnp-3458	183	23	biomarker	biomarker	NOUN
fnp-3458	183	24	screening	screen	VERB
fnp-3458	183	25	by	by	ADP
fnp-3458	183	26	studying	study	VERB
fnp-3458	183	27	the	the	DET
fnp-3458	183	28	fingerprint	fingerprint	NOUN
fnp-3458	183	29	characteristics	characteristic	NOUN
fnp-3458	183	30	of	of	ADP
fnp-3458	183	31	chronic	chronic	ADJ
fnp-3458	183	32	lymphocytic	lymphocytic	ADJ
fnp-3458	183	33	leukemia	leukemia	NOUN
fnp-3458	183	34	and	and	CCONJ
fnp-3458	183	35	diffuse	diffuse	VERB
fnp-3458	183	36	large	large	ADJ
fnp-3458	183	37	b	b	NOUN
fnp-3458	183	38	-	-	PUNCT
fnp-3458	183	39	cell	cell	NOUN
fnp-3458	183	40	lymphoma	lymphoma	NOUN
fnp-3458	183	41	.	.	PUNCT
fnp-3458	184	1	j	j	PROPN
fnp-3458	184	2	pharm	pharm	PROPN
fnp-3458	184	3	biomed	biome	VERB
fnp-3458	184	4	anal	anal	NOUN
fnp-3458	184	5	.	.	PUNCT
fnp-3458	185	1	2020;190:113514	2020;190:113514	NOUN
fnp-3458	185	2	.	.	PUNCT
fnp-3458	186	1	https://doi.org/10.1016/j.jpba.2020.113514	https://doi.org/10.1016/j.jpba.2020.113514	PROPN
fnp-3458	186	2	rau	rau	PROPN
fnp-3458	186	3	j	j	PROPN
fnp-3458	186	4	v.	v.	PROPN
fnp-3458	186	5	,	,	PUNCT
fnp-3458	186	6	marini	marini	PROPN
fnp-3458	186	7	f	f	PROPN
fnp-3458	186	8	,	,	PUNCT
fnp-3458	186	9	fosca	fosca	PROPN
fnp-3458	186	10	m	m	NOUN
fnp-3458	186	11	,	,	PUNCT
fnp-3458	186	12	cippitelli	cippitelli	PROPN
fnp-3458	186	13	c	c	NOUN
fnp-3458	186	14	,	,	PUNCT
fnp-3458	186	15	rocchia	rocchia	VERB
fnp-3458	186	16	m	m	PRON
fnp-3458	186	17	,	,	PUNCT
fnp-3458	186	18	di	di	PROPN
fnp-3458	186	19	napoli	napoli	PROPN
fnp-3458	186	20	a.	a.	PROPN
fnp-3458	186	21	raman	raman	PROPN
fnp-3458	186	22	spectroscopy	spectroscopy	NOUN
fnp-3458	186	23	discriminates	discriminate	VERB
fnp-3458	186	24	malignant	malignant	ADJ
fnp-3458	186	25	follicular	follicular	ADJ
fnp-3458	186	26	lymphoma	lymphoma	NOUN
fnp-3458	186	27	from	from	ADP
fnp-3458	186	28	benign	benign	ADJ
fnp-3458	186	29	follicular	follicular	ADJ
fnp-3458	186	30	hyperplasia	hyperplasia	NOUN
fnp-3458	186	31	and	and	CCONJ
fnp-3458	186	32	from	from	ADP
fnp-3458	186	33	tumour	tumour	NOUN
fnp-3458	186	34	metastasis	metastasis	NOUN
fnp-3458	186	35	.	.	PUNCT
fnp-3458	187	1	talanta	talanta	ADJ
fnp-3458	187	2	.	.	PUNCT
fnp-3458	188	1	2019;194:763	2019;194:763	NUM
fnp-3458	188	2	-	-	PUNCT
fnp-3458	188	3	770	770	NUM
fnp-3458	188	4	.	.	PUNCT
fnp-3458	189	1	https://doi.org/10.1016/j.talanta.2018.10.086	https://doi.org/10.1016/j.talanta.2018.10.086	PRON
fnp-3458	189	2	fullwood	fullwood	ADJ
fnp-3458	189	3	lm	lm	PROPN
fnp-3458	189	4	,	,	PUNCT
fnp-3458	189	5	clemens	clemen	VERB
fnp-3458	189	6	g	g	PROPN
fnp-3458	189	7	,	,	PUNCT
fnp-3458	189	8	griffiths	griffiths	PROPN
fnp-3458	189	9	d	d	PROPN
fnp-3458	189	10	,	,	PUNCT
fnp-3458	189	11	et	et	PROPN
fnp-3458	189	12	al	al	PROPN
fnp-3458	189	13	.	.	PUNCT
fnp-3458	190	1	investigating	investigate	VERB
fnp-3458	190	2	the	the	DET
fnp-3458	190	3	use	use	NOUN
fnp-3458	190	4	of	of	ADP
fnp-3458	190	5	raman	raman	NOUN
fnp-3458	190	6	and	and	CCONJ
fnp-3458	190	7	immersion	immersion	NOUN
fnp-3458	190	8	raman	raman	NOUN
fnp-3458	190	9	spectroscopy	spectroscopy	NOUN
fnp-3458	190	10	for	for	ADP
fnp-3458	190	11	spectral	spectral	ADJ
fnp-3458	190	12	histopathology	histopathology	NOUN
fnp-3458	190	13	of	of	ADP
fnp-3458	190	14	metastatic	metastatic	ADJ
fnp-3458	190	15	brain	brain	NOUN
fnp-3458	190	16	cancer	cancer	NOUN
fnp-3458	190	17	and	and	CCONJ
fnp-3458	190	18	primary	primary	ADJ
fnp-3458	190	19	sites	site	NOUN
fnp-3458	190	20	of	of	ADP
fnp-3458	190	21	origin	origin	NOUN
fnp-3458	190	22	.	.	PUNCT
fnp-3458	191	1	anal	anal	ADJ
fnp-3458	191	2	methods	method	NOUN
fnp-3458	191	3	.	.	PUNCT
fnp-3458	192	1	2014;6(12):3948	2014;6(12):3948	NUM
fnp-3458	192	2	-	-	SYM
fnp-3458	192	3	3961	3961	NUM
fnp-3458	192	4	.	.	PUNCT
fnp-3458	193	1	https://doi.org/10.1039/c3ay42190b	https://doi.org/10.1039/c3ay42190b	PROPN
fnp-3458	193	2	eu	eu	PROPN
fnp-3458	193	3	general	general	PROPN
fnp-3458	193	4	data	data	PROPN
fnp-3458	193	5	protection	protection	PROPN
fnp-3458	193	6	regulation	regulation	NOUN
fnp-3458	193	7	.	.	PUNCT
fnp-3458	194	1	vol	vol	NOUN
fnp-3458	194	2	2014	2014	NUM
fnp-3458	194	3	.	.	PUNCT
fnp-3458	195	1	;	;	PUNCT
fnp-3458	195	2	2018:45	2018:45	NUM
fnp-3458	195	3	-	-	SYM
fnp-3458	195	4	62	62	NUM
fnp-3458	195	5	.	.	PUNCT
fnp-3458	196	1	wma	wma	NOUN
fnp-3458	196	2	declaration	declaration	PROPN
fnp-3458	196	3	of	of	ADP
fnp-3458	196	4	helsinki	helsinki	PROPN
fnp-3458	196	5	–	–	PUNCT
fnp-3458	196	6	ethical	ethical	ADJ
fnp-3458	196	7	principles	principle	NOUN
fnp-3458	196	8	for	for	ADP
fnp-3458	196	9	medical	medical	ADJ
fnp-3458	196	10	research	research	NOUN
fnp-3458	196	11	involving	involve	VERB
fnp-3458	196	12	human	human	ADJ
fnp-3458	196	13	subjects	subject	NOUN
fnp-3458	196	14	–	–	PUNCT
fnp-3458	196	15	wma	wma	NOUN
fnp-3458	196	16	–	–	PUNCT
fnp-3458	196	17	the	the	DET
fnp-3458	196	18	world	world	PROPN
fnp-3458	196	19	medical	medical	PROPN
fnp-3458	196	20	association	association	PROPN
fnp-3458	196	21	.	.	PUNCT
fnp-3458	197	1	https://www.wma.net/policies-post/wma-declaration-of-helsinki-ethical-principles-for-medical-research-involving-human-subjects/.	https://www.wma.net/policies-post/wma-declaration-of-helsinki-ethical-principles-for-medical-research-involving-human-subjects/.	NOUN
fnp-3458	197	2	accessed	access	VERB
fnp-3458	197	3	november	november	PROPN
fnp-3458	197	4	9	9	NUM
fnp-3458	197	5	,	,	PUNCT
fnp-3458	197	6	2020	2020	NUM
fnp-3458	197	7	.	.	PUNCT
fnp-3458	198	1	fullwood	fullwood	PROPN
fnp-3458	198	2	lm	lm	PROPN
fnp-3458	198	3	,	,	PUNCT
fnp-3458	198	4	ashton	ashton	PROPN
fnp-3458	198	5	k	k	PROPN
fnp-3458	198	6	,	,	PUNCT
fnp-3458	198	7	dawson	dawson	PROPN
fnp-3458	198	8	t	t	PROPN
fnp-3458	198	9	,	,	PUNCT
fnp-3458	198	10	et	et	PROPN
fnp-3458	198	11	al	al	PROPN
fnp-3458	198	12	.	.	PROPN
fnp-3458	198	13	effect	effect	NOUN
fnp-3458	198	14	of	of	ADP
fnp-3458	198	15	substrate	substrate	NOUN
fnp-3458	198	16	choice	choice	NOUN
fnp-3458	198	17	and	and	CCONJ
fnp-3458	198	18	tissue	tissue	NOUN
fnp-3458	198	19	type	type	NOUN
fnp-3458	198	20	on	on	ADP
fnp-3458	198	21	tissue	tissue	NOUN
fnp-3458	198	22	preparation	preparation	NOUN
fnp-3458	198	23	for	for	ADP
fnp-3458	198	24	spectral	spectral	ADJ
fnp-3458	198	25	histopathology	histopathology	NOUN
fnp-3458	198	26	by	by	ADP
fnp-3458	198	27	raman	raman	NOUN
fnp-3458	198	28	microspectroscopy	microspectroscopy	NOUN
fnp-3458	198	29	.	.	PUNCT
fnp-3458	199	1	analyst	analyst	NOUN
fnp-3458	199	2	.	.	PUNCT
fnp-3458	200	1	2014;139(2):446	2014;139(2):446	NUM
fnp-3458	200	2	-	-	SYM
fnp-3458	200	3	454	454	NUM
fnp-3458	200	4	.	.	PUNCT
fnp-3458	201	1	https://doi.org/10.1039/c3an01832f	https://doi.org/10.1039/c3an01832f	PROPN
fnp-3458	201	2	mian	mian	PROPN
fnp-3458	201	3	s	s	PROPN
fnp-3458	201	4	,	,	PUNCT
fnp-3458	201	5	colley	colley	PROPN
fnp-3458	201	6	h	h	PROPN
fnp-3458	201	7	,	,	PUNCT
fnp-3458	201	8	thornhill	thornhill	PROPN
fnp-3458	201	9	m	m	PROPN
fnp-3458	201	10	,	,	PUNCT
fnp-3458	201	11	rehman	rehman	PROPN
fnp-3458	201	12	i.	i.	PROPN
fnp-3458	201	13	development	development	PROPN
fnp-3458	201	14	of	of	ADP
fnp-3458	201	15	a	a	DET
fnp-3458	201	16	dewaxing	dewaxe	VERB
fnp-3458	201	17	protocol	protocol	NOUN
fnp-3458	201	18	for	for	ADP
fnp-3458	201	19	tissue	tissue	NOUN
fnp-3458	201	20	-	-	PUNCT
fnp-3458	201	21	engineered	engineer	VERB
fnp-3458	201	22	models	model	NOUN
fnp-3458	201	23	of	of	ADP
fnp-3458	201	24	the	the	DET
fnp-3458	201	25	oral	oral	ADJ
fnp-3458	201	26	mucosa	mucosa	NOUN
fnp-3458	201	27	used	use	VERB
fnp-3458	201	28	for	for	ADP
fnp-3458	201	29	raman	raman	ADJ
fnp-3458	201	30	spectroscopic	spectroscopic	ADJ
fnp-3458	201	31	analysis	analysis	NOUN
fnp-3458	201	32	.	.	PUNCT
fnp-3458	202	1	appl	appl	PROPN
fnp-3458	202	2	spectrosc	spectrosc	PROPN
fnp-3458	202	3	rev	rev	PROPN
fnp-3458	202	4	.	.	PROPN
fnp-3458	203	1	2014;49	2014;49	NUM
fnp-3458	203	2	.	.	PUNCT
fnp-3458	204	1	https://doi.org/10.1080/05704928.2014.882348	https://doi.org/10.1080/05704928.2014.882348	PROPN
fnp-3458	204	2	movasaghi	movasaghi	PROPN
fnp-3458	204	3	z	z	PROPN
fnp-3458	204	4	,	,	PUNCT
fnp-3458	204	5	rehman	rehman	PROPN
fnp-3458	204	6	s	s	PROPN
fnp-3458	204	7	,	,	PUNCT
fnp-3458	204	8	rehman	rehman	PROPN
fnp-3458	204	9	iu	iu	PROPN
fnp-3458	204	10	.	.	PROPN
fnp-3458	204	11	raman	raman	NOUN
fnp-3458	204	12	spectroscopy	spectroscopy	NOUN
fnp-3458	204	13	of	of	ADP
fnp-3458	204	14	biological	biological	ADJ
fnp-3458	204	15	tissues	tissue	NOUN
fnp-3458	204	16	.	.	PUNCT
fnp-3458	205	1	appl	appl	PROPN
fnp-3458	205	2	spectrosc	spectrosc	PROPN
fnp-3458	205	3	rev	rev	PROPN
fnp-3458	205	4	.	.	PUNCT
fnp-3458	206	1	2007;42(5):493	2007;42(5):493	NUM
fnp-3458	206	2	-	-	PUNCT
fnp-3458	206	3	541	541	NUM
fnp-3458	206	4	.	.	PUNCT
fnp-3458	207	1	https://doi.org/10.1080/05704920701551530	https://doi.org/10.1080/05704920701551530	PROPN
fnp-3458	207	2	edwards	edwards	PROPN
fnp-3458	207	3	hgm	hgm	PROPN
fnp-3458	207	4	.	.	PUNCT
fnp-3458	207	5	spectra	spectra	ADJ
fnp-3458	207	6	-	-	ADJ
fnp-3458	207	7	structure	structure	NOUN
fnp-3458	207	8	correlations	correlation	NOUN
fnp-3458	207	9	in	in	ADP
fnp-3458	207	10	raman	raman	ADJ
fnp-3458	207	11	spectroscopy	spectroscopy	NOUN
fnp-3458	207	12	.	.	PUNCT
fnp-3458	208	1	in	in	ADP
fnp-3458	208	2	:	:	PUNCT
fnp-3458	208	3	handbook	handbook	NOUN
fnp-3458	208	4	of	of	ADP
fnp-3458	208	5	vibrational	vibrational	ADJ
fnp-3458	208	6	spectroscopy	spectroscopy	NOUN
fnp-3458	208	7	.	.	PUNCT
fnp-3458	208	8	2006	2006	NUM
fnp-3458	208	9	;	;	PUNCT
fnp-3458	208	10	john	john	PROPN
fnp-3458	208	11	wiley	wiley	PROPN
fnp-3458	208	12	&	&	CCONJ
fnp-3458	208	13	sons	sons	PROPN
fnp-3458	208	14	ltd	ltd	PROPN
fnp-3458	208	15	.	.	PROPN
fnp-3458	208	16	https://doi.org/10.1002/0470027320.s4103	https://doi.org/10.1002/0470027320.s4103	PROPN
fnp-3458	208	17	de	de	PROPN
fnp-3458	208	18	gelder	gelder	PROPN
fnp-3458	208	19	j	j	PROPN
fnp-3458	208	20	,	,	PUNCT
fnp-3458	208	21	de	de	PROPN
fnp-3458	208	22	gussem	gussem	PROPN
fnp-3458	208	23	k	k	PROPN
fnp-3458	208	24	,	,	PUNCT
fnp-3458	208	25	vandenabeele	vandenabeele	NOUN
fnp-3458	208	26	p	p	NOUN
fnp-3458	208	27	,	,	PUNCT
fnp-3458	208	28	moens	moens	PROPN
fnp-3458	208	29	l.	l.	PROPN
fnp-3458	208	30	reference	reference	PROPN
fnp-3458	208	31	database	database	NOUN
fnp-3458	208	32	of	of	ADP
fnp-3458	208	33	raman	raman	ADJ
fnp-3458	208	34	spectra	spectra	NOUN
fnp-3458	208	35	of	of	ADP
fnp-3458	208	36	biological	biological	ADJ
fnp-3458	208	37	molecules	molecule	NOUN
fnp-3458	208	38	.	.	PUNCT
fnp-3458	209	1	j	j	PROPN
fnp-3458	209	2	raman	raman	PROPN
fnp-3458	209	3	spectrosc	spectrosc	PROPN
fnp-3458	209	4	.	.	PUNCT
fnp-3458	210	1	2007	2007	NUM
fnp-3458	210	2	;	;	PUNCT
fnp-3458	210	3	38	38	NUM
fnp-3458	210	4	:	:	SYM
fnp-3458	210	5	1133–1147	1133–1147	NUM
fnp-3458	210	6	.	.	PUNCT
fnp-3458	211	1	https://doi.org/10.1002/jrs.1734	https://doi.org/10.1002/jrs.1734	PROPN
fnp-3458	211	2	yvon	yvon	PROPN
fnp-3458	211	3	hj	hj	PROPN
fnp-3458	211	4	.	.	PROPN
fnp-3458	211	5	raman	raman	NOUN
fnp-3458	211	6	spectroscopy	spectroscopy	NOUN
fnp-3458	211	7	for	for	ADP
fnp-3458	211	8	analysis	analysis	NOUN
fnp-3458	211	9	and	and	CCONJ
fnp-3458	211	10	monitoring	monitoring	NOUN
fnp-3458	211	11	.	.	PUNCT
fnp-3458	212	1	horiba	horiba	PROPN
fnp-3458	212	2	jobin	jobin	PROPN
fnp-3458	212	3	yvon	yvon	PROPN
fnp-3458	212	4	,	,	PUNCT
fnp-3458	212	5	raman	raman	NOUN
fnp-3458	212	6	appl	appl	NOUN
fnp-3458	212	7	note	note	NOUN
fnp-3458	212	8	.	.	PUNCT
fnp-3458	213	1	2017:1	2017:1	NUM
fnp-3458	213	2	-	-	SYM
fnp-3458	213	3	2	2	NUM
fnp-3458	213	4	.	.	NUM
fnp-3458	213	5	http://www.horiba.com/fileadmin/uploads/scientific/documents/raman/bands.pdf	http://www.horiba.com/fileadmin/uploads/scientific/documents/raman/bands.pdf	X
fnp-3458	213	6	faoláin	faoláin	PROPN
fnp-3458	213	7	eó	eó	PROPN
fnp-3458	213	8	,	,	PUNCT
fnp-3458	213	9	hunter	hunter	NOUN
fnp-3458	213	10	mb	mb	NOUN
fnp-3458	213	11	,	,	PUNCT
fnp-3458	213	12	byrne	byrne	PROPN
fnp-3458	213	13	jm	jm	PROPN
fnp-3458	213	14	,	,	PUNCT
fnp-3458	213	15	et	et	PROPN
fnp-3458	213	16	al	al	PROPN
fnp-3458	213	17	.	.	PROPN
fnp-3458	213	18	raman	raman	ADJ
fnp-3458	213	19	spectroscopic	spectroscopic	ADJ
fnp-3458	213	20	evaluation	evaluation	NOUN
fnp-3458	213	21	of	of	ADP
fnp-3458	213	22	efficacy	efficacy	NOUN
fnp-3458	213	23	of	of	ADP
fnp-3458	213	24	current	current	ADJ
fnp-3458	213	25	paraffin	paraffin	NOUN
fnp-3458	213	26	wax	wax	NOUN
fnp-3458	213	27	section	section	NOUN
fnp-3458	213	28	dewaxing	dewaxe	VERB
fnp-3458	213	29	agents	agent	NOUN
fnp-3458	213	30	.	.	PUNCT
fnp-3458	214	1	j	j	PROPN
fnp-3458	214	2	histochem	histochem	PROPN
fnp-3458	214	3	cytochem	cytochem	PROPN
fnp-3458	214	4	.	.	PUNCT
fnp-3458	215	1	2005;53(1):121	2005;53(1):121	NUM
fnp-3458	215	2	-	-	SYM
fnp-3458	215	3	129	129	NUM
fnp-3458	215	4	.	.	PUNCT
fnp-3458	216	1	https://doi.org/10.1177/002215540505300114	https://doi.org/10.1177/002215540505300114	X
fnp-3458	216	2	desroches	desroche	VERB
fnp-3458	216	3	j	j	PROPN
fnp-3458	216	4	,	,	PUNCT
fnp-3458	216	5	lemoine	lemoine	PROPN
fnp-3458	216	6	é	é	PROPN
fnp-3458	216	7	,	,	PUNCT
fnp-3458	216	8	pinto	pinto	NOUN
fnp-3458	216	9	m	m	PROPN
fnp-3458	216	10	,	,	PUNCT
fnp-3458	216	11	et	et	PROPN
fnp-3458	216	12	al	al	PROPN
fnp-3458	216	13	.	.	PROPN
fnp-3458	216	14	development	development	PROPN
fnp-3458	216	15	and	and	CCONJ
fnp-3458	216	16	first	first	ADJ
fnp-3458	216	17	in	in	ADP
fnp-3458	216	18	-	-	PUNCT
fnp-3458	216	19	human	human	ADJ
fnp-3458	216	20	use	use	NOUN
fnp-3458	216	21	of	of	ADP
fnp-3458	216	22	a	a	DET
fnp-3458	216	23	raman	raman	NOUN
fnp-3458	216	24	spectroscopy	spectroscopy	NOUN
fnp-3458	216	25	guidance	guidance	NOUN
fnp-3458	216	26	system	system	NOUN
fnp-3458	216	27	integrated	integrate	VERB
fnp-3458	216	28	with	with	ADP
fnp-3458	216	29	a	a	DET
fnp-3458	216	30	brain	brain	NOUN
fnp-3458	216	31	biopsy	biopsy	NOUN
fnp-3458	216	32	needle	needle	NOUN
fnp-3458	216	33	.	.	PUNCT
fnp-3458	217	1	j	j	PROPN
fnp-3458	217	2	biophotonics	biophotonic	NOUN
fnp-3458	217	3	.	.	PUNCT
fnp-3458	218	1	2019;12(3):1	2019;12(3):1	NUM
fnp-3458	218	2	-	-	SYM
fnp-3458	218	3	7	7	NUM
fnp-3458	218	4	.	.	PUNCT
fnp-3458	218	5	https://doi.org/10.1002/jbio.201800396	https://doi.org/10.1002/jbio.201800396	PROPN
fnp-3458	218	6	jermyn	jermyn	PROPN
fnp-3458	218	7	m	m	PROPN
fnp-3458	218	8	,	,	PUNCT
fnp-3458	218	9	mok	mok	PROPN
fnp-3458	218	10	k	k	PROPN
fnp-3458	218	11	,	,	PUNCT
fnp-3458	218	12	mercier	mercier	PROPN
fnp-3458	218	13	j	j	PROPN
fnp-3458	218	14	,	,	PUNCT
fnp-3458	218	15	et	et	PROPN
fnp-3458	218	16	al	al	PROPN
fnp-3458	218	17	.	.	PROPN
fnp-3458	218	18	intraoperative	intraoperative	ADJ
fnp-3458	218	19	brain	brain	NOUN
fnp-3458	218	20	cancer	cancer	NOUN
fnp-3458	218	21	detection	detection	NOUN
fnp-3458	218	22	with	with	ADP
fnp-3458	218	23	raman	raman	NOUN
fnp-3458	218	24	spectroscopy	spectroscopy	NOUN
fnp-3458	218	25	in	in	ADP
fnp-3458	218	26	humans	human	NOUN
fnp-3458	218	27	.	.	PUNCT
fnp-3458	219	1	sci	sci	PROPN
fnp-3458	219	2	transl	transl	PROPN
fnp-3458	219	3	med	med	PROPN
fnp-3458	219	4	.	.	PUNCT
fnp-3458	220	1	2015;7(274):274ra19	2015;7(274):274ra19	NUM
fnp-3458	220	2	.	.	PUNCT
fnp-3458	221	1	https://doi.org/10.1126/scitranslmed.aaa2384	https://doi.org/10.1126/scitranslmed.aaa2384	PROPN
fnp-3458	221	2	shiramizu	shiramizu	PROPN
fnp-3458	221	3	b	b	PROPN
fnp-3458	221	4	,	,	PUNCT
fnp-3458	221	5	oda	oda	PROPN
fnp-3458	221	6	r	r	PROPN
fnp-3458	221	7	,	,	PUNCT
fnp-3458	221	8	kamada	kamada	PROPN
fnp-3458	221	9	n	n	CCONJ
fnp-3458	221	10	,	,	PUNCT
fnp-3458	221	11	et	et	PROPN
fnp-3458	221	12	al	al	PROPN
fnp-3458	221	13	.	.	PROPN
fnp-3458	222	1	unique	unique	ADJ
fnp-3458	222	2	raman	raman	ADJ
fnp-3458	222	3	spectroscopic	spectroscopic	NOUN
fnp-3458	222	4	fingerprints	fingerprint	NOUN
fnp-3458	222	5	of	of	ADP
fnp-3458	222	6	b	b	NOUN
fnp-3458	222	7	-	-	PUNCT
fnp-3458	222	8	cell	cell	NOUN
fnp-3458	222	9	non	non	ADJ
fnp-3458	222	10	-	-	ADJ
fnp-3458	222	11	hodgkin	hodgkin	ADJ
fnp-3458	222	12	lymphoma	lymphoma	NOUN
fnp-3458	222	13	:	:	PUNCT
fnp-3458	222	14	implications	implication	NOUN
fnp-3458	222	15	for	for	ADP
fnp-3458	222	16	diagnosis	diagnosis	NOUN
fnp-3458	222	17	,	,	PUNCT
fnp-3458	222	18	prognosis	prognosis	NOUN
fnp-3458	222	19	and	and	CCONJ
fnp-3458	222	20	new	new	ADJ
fnp-3458	222	21	therapies	therapy	NOUN
fnp-3458	222	22	.	.	PUNCT
fnp-3458	223	1	j	j	PROPN
fnp-3458	223	2	biol	biol	PROPN
fnp-3458	223	3	med	med	PROPN
fnp-3458	223	4	sci	sci	PROPN
fnp-3458	223	5	.	.	PROPN
fnp-3458	224	1	2018;2(1):105	2018;2(1):105	NUM
fnp-3458	224	2	.	.	PROPN
fnp-3458	224	3	managò	managò	PROPN
fnp-3458	224	4	s	s	PROPN
fnp-3458	224	5	,	,	PUNCT
fnp-3458	224	6	valente	valente	PROPN
fnp-3458	224	7	c	c	PROPN
fnp-3458	224	8	,	,	PUNCT
fnp-3458	224	9	mirabelli	mirabelli	NOUN
fnp-3458	224	10	p	p	NOUN
fnp-3458	224	11	,	,	PUNCT
fnp-3458	224	12	et	et	PROPN
fnp-3458	224	13	al	al	PROPN
fnp-3458	224	14	.	.	PUNCT
fnp-3458	225	1	a	a	DET
fnp-3458	225	2	reliable	reliable	ADJ
fnp-3458	225	3	raman	raman	NOUN
fnp-3458	225	4	-	-	PUNCT
fnp-3458	225	5	spectroscopy	spectroscopy	NOUN
fnp-3458	225	6	-	-	PUNCT
fnp-3458	225	7	based	base	VERB
fnp-3458	225	8	approach	approach	NOUN
fnp-3458	225	9	for	for	ADP
fnp-3458	225	10	diagnosis	diagnosis	NOUN
fnp-3458	225	11	,	,	PUNCT
fnp-3458	225	12	classification	classification	NOUN
fnp-3458	225	13	and	and	CCONJ
fnp-3458	225	14	follow	follow	NOUN
fnp-3458	225	15	-	-	PUNCT
fnp-3458	225	16	up	up	NOUN
fnp-3458	225	17	of	of	ADP
fnp-3458	225	18	b	b	NOUN
fnp-3458	225	19	-	-	PUNCT
fnp-3458	225	20	cell	cell	NOUN
fnp-3458	225	21	acute	acute	ADJ
fnp-3458	225	22	lymphoblastic	lymphoblastic	ADJ
fnp-3458	225	23	leukemia	leukemia	NOUN
fnp-3458	225	24	.	.	PUNCT
fnp-3458	226	1	sci	sci	PROPN
fnp-3458	226	2	rep	rep	PROPN
fnp-3458	226	3	.	.	PROPN
fnp-3458	226	4	2016;6:24821	2016;6:24821	PROPN
fnp-3458	226	5	.	.	PUNCT
fnp-3458	227	1	https://doi.org/10.1038/srep24821	https://doi.org/10.1038/srep24821	PROPN
fnp-3458	227	2	jermyn	jermyn	PROPN
fnp-3458	227	3	m	m	PROPN
fnp-3458	227	4	,	,	PUNCT
fnp-3458	227	5	desroches	desroche	VERB
fnp-3458	227	6	j	j	PROPN
fnp-3458	227	7	,	,	PUNCT
fnp-3458	227	8	mercier	mercier	PROPN
fnp-3458	227	9	j	j	PROPN
fnp-3458	227	10	,	,	PUNCT
fnp-3458	227	11	et	et	PROPN
fnp-3458	227	12	al	al	PROPN
fnp-3458	227	13	.	.	PROPN
fnp-3458	227	14	raman	raman	NOUN
fnp-3458	227	15	spectroscopy	spectroscopy	NOUN
fnp-3458	227	16	detects	detect	NOUN
fnp-3458	227	17	distant	distant	ADJ
fnp-3458	227	18	invasive	invasive	ADJ
fnp-3458	227	19	brain	brain	NOUN
fnp-3458	227	20	cancer	cancer	NOUN
fnp-3458	227	21	cells	cell	NOUN
fnp-3458	227	22	centimeters	centimeter	NOUN
fnp-3458	227	23	beyond	beyond	ADP
fnp-3458	227	24	mri	mri	NOUN
fnp-3458	227	25	capability	capability	NOUN
fnp-3458	227	26	in	in	ADP
fnp-3458	227	27	humans	human	NOUN
fnp-3458	227	28	.	.	PUNCT
fnp-3458	228	1	biomed	biome	VERB
fnp-3458	228	2	opt	opt	PROPN
fnp-3458	228	3	express	express	NOUN
fnp-3458	228	4	.	.	PUNCT
fnp-3458	229	1	2016;7(12):5129	2016;7(12):5129	NUM
fnp-3458	229	2	.	.	PUNCT
fnp-3458	230	1	https://doi.org/10.1364/boe.7.005129	https://doi.org/10.1364/boe.7.005129	PROPN
fnp-3458	230	2	livermore	livermore	PROPN
fnp-3458	230	3	lj	lj	PROPN
fnp-3458	230	4	,	,	PUNCT
fnp-3458	230	5	isabelle	isabelle	PROPN
fnp-3458	230	6	m	m	PROPN
fnp-3458	230	7	,	,	PUNCT
fnp-3458	230	8	bell	bell	PROPN
fnp-3458	230	9	i	i	PRON
fnp-3458	230	10	mac	mac	PROPN
fnp-3458	230	11	,	,	PUNCT
fnp-3458	230	12	et	et	PROPN
fnp-3458	230	13	al	al	PROPN
fnp-3458	230	14	.	.	PROPN
fnp-3458	231	1	rapid	rapid	ADJ
fnp-3458	231	2	intraoperative	intraoperative	ADJ
fnp-3458	231	3	molecular	molecular	ADJ
fnp-3458	231	4	genetic	genetic	ADJ
fnp-3458	231	5	classification	classification	NOUN
fnp-3458	231	6	of	of	ADP
fnp-3458	231	7	gliomas	glioma	NOUN
fnp-3458	231	8	using	use	VERB
fnp-3458	231	9	raman	raman	NOUN
fnp-3458	231	10	spectroscopy	spectroscopy	NOUN
fnp-3458	231	11	.	.	PUNCT
fnp-3458	232	1	neuro	neuro	NOUN
fnp-3458	232	2	-	-	PUNCT
fnp-3458	232	3	oncology	oncology	NOUN
fnp-3458	232	4	adv	adv	PROPN
fnp-3458	232	5	.	.	PUNCT
fnp-3458	233	1	2019;1(1):1	2019;1(1):1	PROPN
fnp-3458	233	2	-	-	PUNCT
fnp-3458	233	3	12	12	NUM
fnp-3458	233	4	.	.	PUNCT
fnp-3458	234	1	https://doi.org/10.1093/noajnl/vdz008	https://doi.org/10.1093/noajnl/vdz008	NOUN
fnp-3458	234	2	depciuch	depciuch	NOUN
fnp-3458	234	3	j	j	NOUN
fnp-3458	234	4	,	,	PUNCT
fnp-3458	234	5	tołpa	tołpa	PROPN
fnp-3458	234	6	b	b	PROPN
fnp-3458	234	7	,	,	PUNCT
fnp-3458	234	8	witek	witek	NOUN
fnp-3458	234	9	p	p	X
fnp-3458	234	10	,	,	PUNCT
fnp-3458	234	11	et	et	PROPN
fnp-3458	234	12	al	al	PROPN
fnp-3458	234	13	.	.	PROPN
fnp-3458	234	14	raman	raman	PROPN
fnp-3458	234	15	and	and	CCONJ
fnp-3458	234	16	ftir	ftir	X
fnp-3458	234	17	spectroscopy	spectroscopy	NOUN
fnp-3458	234	18	in	in	ADP
fnp-3458	234	19	determining	determine	VERB
fnp-3458	234	20	the	the	DET
fnp-3458	234	21	chemical	chemical	ADJ
fnp-3458	234	22	changes	change	NOUN
fnp-3458	234	23	in	in	ADP
fnp-3458	234	24	healthy	healthy	ADJ
fnp-3458	234	25	brain	brain	NOUN
fnp-3458	234	26	tissues	tissue	NOUN
fnp-3458	234	27	and	and	CCONJ
fnp-3458	234	28	glioblastoma	glioblastoma	NOUN
fnp-3458	234	29	tumor	tumor	NOUN
fnp-3458	234	30	tissues	tissue	NOUN
fnp-3458	234	31	.	.	PUNCT
fnp-3458	235	1	spectrochim	spectrochim	PROPN
fnp-3458	235	2	acta	acta	PROPN
fnp-3458	235	3	part	part	NOUN
fnp-3458	235	4	a	a	DET
fnp-3458	235	5	mol	mol	ADP
fnp-3458	235	6	biomol	biomol	PROPN
fnp-3458	235	7	spectrosc	spectrosc	PROPN
fnp-3458	235	8	.	.	PUNCT
fnp-3458	236	1	2020;225:117526	2020;225:117526	NUM
fnp-3458	236	2	.	.	PUNCT
fnp-3458	237	1	https://doi.org/10.1016/j.saa.2019.117526	https://doi.org/10.1016/j.saa.2019.117526	PROPN
fnp-3458	237	2	gajjar	gajjar	NOUN
fnp-3458	237	3	k	k	NOUN
fnp-3458	237	4	,	,	PUNCT
fnp-3458	237	5	heppenstall	heppenstall	PROPN
fnp-3458	237	6	ld	ld	PROPN
fnp-3458	237	7	,	,	PUNCT
fnp-3458	237	8	pang	pang	PROPN
fnp-3458	237	9	w	w	PROPN
fnp-3458	237	10	,	,	PUNCT
fnp-3458	237	11	et	et	PROPN
fnp-3458	237	12	al	al	PROPN
fnp-3458	237	13	.	.	PUNCT
fnp-3458	238	1	diagnostic	diagnostic	ADJ
fnp-3458	238	2	segregation	segregation	NOUN
fnp-3458	238	3	of	of	ADP
fnp-3458	238	4	human	human	ADJ
fnp-3458	238	5	brain	brain	NOUN
fnp-3458	238	6	tumours	tumour	NOUN
fnp-3458	238	7	using	use	VERB
fnp-3458	238	8	fourier	fourier	NOUN
fnp-3458	238	9	-	-	PUNCT
fnp-3458	238	10	transform	transform	NOUN
fnp-3458	238	11	infrared	infrared	ADJ
fnp-3458	238	12	and/or	and/or	CCONJ
fnp-3458	238	13	raman	raman	NOUN
fnp-3458	238	14	spectroscopy	spectroscopy	NOUN
fnp-3458	238	15	coupled	couple	VERB
fnp-3458	238	16	with	with	ADP
fnp-3458	238	17	discriminant	discriminant	ADJ
fnp-3458	238	18	analysis	analysis	NOUN
fnp-3458	238	19	.	.	PUNCT
fnp-3458	239	1	anal	anal	ADJ
fnp-3458	239	2	methods	method	NOUN
fnp-3458	239	3	.	.	PUNCT
fnp-3458	240	1	2013;5(1):89	2013;5(1):89	NUM
fnp-3458	240	2	-	-	SYM
fnp-3458	240	3	102	102	NUM
fnp-3458	240	4	.	.	PUNCT
fnp-3458	240	5	https://doi.org/10.1039/c2ay25544h	https://doi.org/10.1039/c2ay25544h	VERB
fnp-3458	240	6	orringer	orringer	ADJ
fnp-3458	240	7	da	da	PROPN
fnp-3458	240	8	,	,	PUNCT
fnp-3458	240	9	pandian	pandian	PROPN
fnp-3458	240	10	b	b	PROPN
fnp-3458	240	11	,	,	PUNCT
fnp-3458	240	12	niknafs	niknafs	PROPN
fnp-3458	240	13	ys	ys	NOUN
fnp-3458	240	14	,	,	PUNCT
fnp-3458	240	15	et	et	PROPN
fnp-3458	240	16	al	al	PROPN
fnp-3458	240	17	.	.	PROPN
fnp-3458	241	1	rapid	rapid	ADJ
fnp-3458	241	2	intraoperative	intraoperative	ADJ
fnp-3458	241	3	histology	histology	NOUN
fnp-3458	241	4	of	of	ADP
fnp-3458	241	5	unprocessed	unprocesse	VERB
fnp-3458	241	6	surgical	surgical	ADJ
fnp-3458	241	7	specimens	specimen	NOUN
fnp-3458	241	8	via	via	ADP
fnp-3458	241	9	fibre	fibre	NOUN
fnp-3458	241	10	-	-	PUNCT
fnp-3458	241	11	laser	laser	NOUN
fnp-3458	241	12	-	-	PUNCT
fnp-3458	241	13	based	base	VERB
fnp-3458	241	14	stimulated	stimulated	ADJ
fnp-3458	241	15	raman	raman	NOUN
fnp-3458	241	16	scattering	scattering	NOUN
fnp-3458	241	17	microscopy	microscopy	NOUN
fnp-3458	241	18	.	.	PUNCT
fnp-3458	242	1	nat	nat	PROPN
fnp-3458	242	2	biomed	biome	VERB
fnp-3458	242	3	eng	eng	PROPN
fnp-3458	242	4	.	.	PROPN
fnp-3458	242	5	2017;1:0027	2017;1:0027	NUM
fnp-3458	242	6	.	.	PUNCT
fnp-3458	243	1	https://doi.org/10.1038/s41551-016-0027	https://doi.org/10.1038/s41551-016-0027	PROPN
fnp-3458	243	2	copyright	copyright	NOUN
fnp-3458	243	3	:	:	PUNCT
fnp-3458	243	4	©	©	PROPN
fnp-3458	243	5	2021	2021	NUM
fnp-3458	243	6	the	the	DET
fnp-3458	243	7	author(s	author(s	NOUN
fnp-3458	243	8	)	)	PUNCT
fnp-3458	243	9	.	.	PUNCT
fnp-3458	244	1	this	this	PRON
fnp-3458	244	2	is	be	AUX
fnp-3458	244	3	an	an	DET
fnp-3458	244	4	open	open	ADJ
fnp-3458	244	5	access	access	NOUN
fnp-3458	244	6	article	article	NOUN
fnp-3458	244	7	distributed	distribute	VERB
fnp-3458	244	8	under	under	ADP
fnp-3458	244	9	the	the	DET
fnp-3458	244	10	terms	term	NOUN
fnp-3458	244	11	of	of	ADP
fnp-3458	244	12	the	the	DET
fnp-3458	244	13	creative	creative	ADJ
fnp-3458	244	14	commons	common	NOUN
fnp-3458	244	15	attribution	attribution	NOUN
fnp-3458	244	16	4.0	4.0	NUM
fnp-3458	244	17	international	international	ADJ
fnp-3458	244	18	license	license	NOUN
fnp-3458	244	19	(	(	PUNCT
fnp-3458	244	20	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
fnp-3458	244	21	)	)	PUNCT
fnp-3458	244	22	,	,	PUNCT
fnp-3458	244	23	which	which	PRON
fnp-3458	244	24	permits	permit	VERB
fnp-3458	244	25	unrestricted	unrestricted	ADJ
fnp-3458	244	26	use	use	NOUN
fnp-3458	244	27	,	,	PUNCT
fnp-3458	244	28	distribution	distribution	NOUN
fnp-3458	244	29	,	,	PUNCT
fnp-3458	244	30	and	and	CCONJ
fnp-3458	244	31	reproduction	reproduction	NOUN
fnp-3458	244	32	in	in	ADP
fnp-3458	244	33	any	any	DET
fnp-3458	244	34	medium	medium	NOUN
fnp-3458	244	35	,	,	PUNCT
fnp-3458	244	36	provided	provide	VERB
fnp-3458	244	37	the	the	DET
fnp-3458	244	38	original	original	ADJ
fnp-3458	244	39	author	author	NOUN
fnp-3458	244	40	and	and	CCONJ
fnp-3458	244	41	source	source	NOUN
fnp-3458	244	42	are	be	AUX
fnp-3458	244	43	credited	credit	VERB
fnp-3458	244	44	,	,	PUNCT
fnp-3458	244	45	a	a	DET
fnp-3458	244	46	link	link	NOUN
fnp-3458	244	47	to	to	ADP
fnp-3458	244	48	the	the	DET
fnp-3458	244	49	creative	creative	ADJ
fnp-3458	244	50	commons	common	NOUN
fnp-3458	244	51	license	license	NOUN
fnp-3458	244	52	is	be	AUX
fnp-3458	244	53	provided	provide	VERB
fnp-3458	244	54	,	,	PUNCT
fnp-3458	244	55	and	and	CCONJ
fnp-3458	244	56	any	any	DET
fnp-3458	244	57	changes	change	NOUN
fnp-3458	244	58	are	be	AUX
fnp-3458	244	59	indicated	indicate	VERB
fnp-3458	244	60	.	.	PUNCT
fnp-3458	245	1	the	the	DET
fnp-3458	245	2	creative	creative	ADJ
fnp-3458	245	3	commons	common	NOUN
fnp-3458	245	4	public	public	ADJ
fnp-3458	245	5	domain	domain	NOUN
fnp-3458	245	6	dedication	dedication	NOUN
fnp-3458	245	7	waiver	waiver	NOUN
fnp-3458	245	8	(	(	PUNCT
fnp-3458	245	9	https://creativecommons.org/publicdomain/zero/1.0/	https://creativecommons.org/publicdomain/zero/1.0/	PROPN
fnp-3458	245	10	)	)	PUNCT
fnp-3458	245	11	applies	apply	VERB
fnp-3458	245	12	to	to	ADP
fnp-3458	245	13	the	the	DET
fnp-3458	245	14	data	datum	NOUN
fnp-3458	245	15	made	make	VERB
fnp-3458	245	16	available	available	ADJ
fnp-3458	245	17	in	in	ADP
fnp-3458	245	18	this	this	DET
fnp-3458	245	19	article	article	NOUN
fnp-3458	245	20	,	,	PUNCT
fnp-3458	245	21	unless	unless	SCONJ
fnp-3458	245	22	otherwise	otherwise	ADV
fnp-3458	245	23	stated	state	VERB
fnp-3458	245	24	.	.	PUNCT
