id	sid	tid	token	lemma	pos
cet-14764	1	1	doi	doi	NOUN
cet-14764	1	2	:	:	PUNCT
cet-14764	1	3	10.3303	10.3303	NUM
cet-14764	1	4	/	/	SYM
cet-14764	1	5	cet24112021	cet24112021	NOUN
cet-14764	1	6	paper	paper	NOUN
cet-14764	1	7	received	receive	VERB
cet-14764	1	8	:	:	PUNCT
cet-14764	1	9	5	5	NUM
cet-14764	1	10	march	march	NOUN
cet-14764	1	11	2024	2024	NUM
cet-14764	1	12	;	;	PUNCT
cet-14764	1	13	revised	revise	VERB
cet-14764	1	14	:	:	PUNCT
cet-14764	1	15	22	22	NUM
cet-14764	1	16	april	april	PROPN
cet-14764	1	17	2024	2024	NUM
cet-14764	1	18	;	;	PUNCT
cet-14764	1	19	accepted	accept	VERB
cet-14764	1	20	:	:	PUNCT
cet-14764	1	21	17	17	NUM
cet-14764	1	22	june	june	PROPN
cet-14764	1	23	2024	2024	NUM
cet-14764	1	24	please	please	INTJ
cet-14764	1	25	cite	cite	VERB
cet-14764	1	26	this	this	DET
cet-14764	1	27	article	article	NOUN
cet-14764	1	28	as	as	ADP
cet-14764	1	29	:	:	PUNCT
cet-14764	1	30	mohamed	mohamed	PROPN
cet-14764	1	31	e.i	e.i	PROPN
cet-14764	1	32	.	.	PROPN
cet-14764	1	33	,	,	PUNCT
cet-14764	1	34	saleem	saleem	PROPN
cet-14764	1	35	i.a	i.a	PROPN
cet-14764	1	36	.	.	PROPN
cet-14764	1	37	,	,	PUNCT
cet-14764	1	38	darwish	darwish	PROPN
cet-14764	1	39	a.a	a.a	PROPN
cet-14764	1	40	.	.	PROPN
cet-14764	1	41	,	,	PUNCT
cet-14764	2	1	mshaly	mshaly	PROPN
cet-14764	2	2	m.s	m.s	PROPN
cet-14764	2	3	.	.	PROPN
cet-14764	2	4	,	,	PUNCT
cet-14764	2	5	mahmoud	mahmoud	PROPN
cet-14764	2	6	m.s	m.s	PROPN
cet-14764	2	7	.	.	PROPN
cet-14764	2	8	,	,	PUNCT
cet-14764	2	9	turkey	turkey	PROPN
cet-14764	2	10	m.s	m.s	PROPN
cet-14764	2	11	.	.	PROPN
cet-14764	2	12	,	,	PUNCT
cet-14764	2	13	mohamed	mohamed	PROPN
cet-14764	2	14	m.a	m.a	PROPN
cet-14764	2	15	.	.	PROPN
cet-14764	2	16	,	,	PUNCT
cet-14764	2	17	darwish	darwish	PROPN
cet-14764	2	18	s.h	s.h	PROPN
cet-14764	2	19	.	.	PROPN
cet-14764	2	20	,	,	PUNCT
cet-14764	2	21	abdou	abdou	PROPN
cet-14764	2	22	m.a	m.a	PROPN
cet-14764	2	23	.	.	PROPN
cet-14764	2	24	,	,	PUNCT
cet-14764	2	25	el	el	PROPN
cet-14764	2	26	safwany	safwany	PROPN
cet-14764	2	27	m.m	m.m	PROPN
cet-14764	2	28	.	.	PROPN
cet-14764	2	29	,	,	PUNCT
cet-14764	2	30	2024	2024	NUM
cet-14764	2	31	,	,	PUNCT
cet-14764	2	32	machine	machine	NOUN
cet-14764	2	33	learning	learning	NOUN
cet-14764	2	34	-	-	PUNCT
cet-14764	2	35	based	base	VERB
cet-14764	2	36	electronic	electronic	ADJ
cet-14764	2	37	nose	nose	NOUN
cet-14764	2	38	for	for	ADP
cet-14764	2	39	universal	universal	ADJ
cet-14764	2	40	mapping	mapping	NOUN
cet-14764	2	41	of	of	ADP
cet-14764	2	42	blood	blood	NOUN
cet-14764	2	43	odors	odor	NOUN
cet-14764	2	44	and	and	CCONJ
cet-14764	2	45	diagnosis	diagnosis	NOUN
cet-14764	2	46	of	of	ADP
cet-14764	2	47	cancer	cancer	NOUN
cet-14764	2	48	,	,	PUNCT
cet-14764	2	49	chemical	chemical	NOUN
cet-14764	2	50	engineering	engineering	NOUN
cet-14764	2	51	transactions	transaction	NOUN
cet-14764	2	52	,	,	PUNCT
cet-14764	2	53	112	112	NUM
cet-14764	2	54	,	,	PUNCT
cet-14764	2	55	121	121	NUM
cet-14764	2	56	-	-	SYM
cet-14764	2	57	126	126	NUM
cet-14764	2	58	doi:10.3303	doi:10.3303	NOUN
cet-14764	2	59	/	/	SYM
cet-14764	2	60	cet24112021	cet24112021	NOUN
cet-14764	2	61	chemical	chemical	PROPN
cet-14764	2	62	engineering	engineering	NOUN
cet-14764	2	63	transactions	transaction	NOUN
cet-14764	2	64	vol	vol	NOUN
cet-14764	2	65	.	.	PROPN
cet-14764	2	66	112	112	NUM
cet-14764	2	67	,	,	PUNCT
cet-14764	2	68	2024	2024	NUM
cet-14764	2	69	a	a	DET
cet-14764	2	70	publication	publication	NOUN
cet-14764	2	71	of	of	ADP
cet-14764	2	72	the	the	DET
cet-14764	2	73	italian	italian	ADJ
cet-14764	2	74	association	association	NOUN
cet-14764	2	75	of	of	ADP
cet-14764	2	76	chemical	chemical	PROPN
cet-14764	2	77	engineering	engineering	NOUN
cet-14764	2	78	online	online	ADV
cet-14764	2	79	at	at	ADP
cet-14764	2	80	www.cetjournal.it	www.cetjournal.it	PROPN
cet-14764	2	81	guest	guest	NOUN
cet-14764	2	82	editors	editor	NOUN
cet-14764	2	83	:	:	PUNCT
cet-14764	2	84	selena	selena	PROPN
cet-14764	2	85	sironi	sironi	PROPN
cet-14764	2	86	,	,	PUNCT
cet-14764	2	87	laura	laura	NOUN
cet-14764	2	88	capelli	capelli	PROPN
cet-14764	2	89	copyright	copyright	NOUN
cet-14764	2	90	©	©	PROPN
cet-14764	2	91	2024	2024	NUM
cet-14764	2	92	,	,	PUNCT
cet-14764	2	93	aidic	aidic	ADJ
cet-14764	2	94	servizi	servizi	PROPN
cet-14764	2	95	s.r.l	s.r.l	NOUN
cet-14764	2	96	.	.	PUNCT
cet-14764	3	1	isbn	isbn	PROPN
cet-14764	3	2	979	979	NUM
cet-14764	3	3	-	-	SYM
cet-14764	3	4	12	12	NUM
cet-14764	3	5	-	-	PUNCT
cet-14764	3	6	81206	81206	NUM
cet-14764	3	7	-	-	SYM
cet-14764	3	8	13	13	NUM
cet-14764	3	9	-	-	SYM
cet-14764	3	10	7	7	NUM
cet-14764	3	11	;	;	PUNCT
cet-14764	3	12	issn	issn	PROPN
cet-14764	3	13	2283	2283	NUM
cet-14764	3	14	-	-	SYM
cet-14764	3	15	9216	9216	NUM
cet-14764	3	16	machine	machine	NOUN
cet-14764	3	17	learning	learning	NOUN
cet-14764	3	18	-	-	PUNCT
cet-14764	3	19	based	base	VERB
cet-14764	3	20	electronic	electronic	ADJ
cet-14764	3	21	nose	nose	NOUN
cet-14764	3	22	for	for	ADP
cet-14764	3	23	universal	universal	ADJ
cet-14764	3	24	mapping	mapping	NOUN
cet-14764	3	25	of	of	ADP
cet-14764	3	26	blood	blood	NOUN
cet-14764	3	27	odors	odor	NOUN
cet-14764	3	28	and	and	CCONJ
cet-14764	3	29	diagnosis	diagnosis	NOUN
cet-14764	3	30	of	of	ADP
cet-14764	3	31	cancer	cancer	NOUN
cet-14764	3	32	ehab	ehab	PROPN
cet-14764	3	33	i.	i.	PROPN
cet-14764	3	34	mohameda	mohameda	PROPN
cet-14764	3	35	,	,	PUNCT
cet-14764	3	36	*	*	ADJ
cet-14764	3	37	,	,	PUNCT
cet-14764	3	38	israa	israa	ADJ
cet-14764	3	39	a.	a.	NOUN
cet-14764	3	40	saleemb	saleemb	NOUN
cet-14764	3	41	,	,	PUNCT
cet-14764	3	42	amira	amira	PROPN
cet-14764	3	43	a.	a.	PROPN
cet-14764	3	44	darwishc	darwishc	PROPN
cet-14764	3	45	,	,	PUNCT
cet-14764	3	46	mohamed	mohamed	PROPN
cet-14764	3	47	s.	s.	PROPN
cet-14764	3	48	mshalyd	mshalyd	PROPN
cet-14764	3	49	,	,	PUNCT
cet-14764	3	50	moustafa	moustafa	PROPN
cet-14764	3	51	s.	s.	PROPN
cet-14764	3	52	mahmoudd	mahmoudd	PROPN
cet-14764	3	53	,	,	PUNCT
cet-14764	3	54	mohamed	mohamed	PROPN
cet-14764	3	55	s.	s.	PROPN
cet-14764	3	56	turkeye	turkeye	PROPN
cet-14764	3	57	,	,	PUNCT
cet-14764	3	58	marwa	marwa	PROPN
cet-14764	3	59	a.	a.	PROPN
cet-14764	3	60	mohamedf	mohamedf	PROPN
cet-14764	3	61	,	,	PUNCT
cet-14764	3	62	samy	samy	PROPN
cet-14764	3	63	h.	h.	PROPN
cet-14764	3	64	darwishg	darwishg	PROPN
cet-14764	3	65	,	,	PUNCT
cet-14764	3	66	mohamed	mohamed	PROPN
cet-14764	3	67	a.	a.	PROPN
cet-14764	3	68	abdouh	abdouh	PROPN
cet-14764	3	69	,	,	PUNCT
cet-14764	3	70	i	i	PRON
cet-14764	3	71	,	,	PUNCT
cet-14764	3	72	mohamed	mohamed	PROPN
cet-14764	3	73	m.	m.	PROPN
cet-14764	3	74	el	el	PROPN
cet-14764	3	75	safwanyj	safwanyj	PROPN
cet-14764	3	76	amedical	amedical	ADJ
cet-14764	3	77	biophysics	biophysic	NOUN
cet-14764	3	78	department	department	NOUN
cet-14764	3	79	,	,	PUNCT
cet-14764	3	80	medical	medical	ADJ
cet-14764	3	81	research	research	PROPN
cet-14764	3	82	institute	institute	PROPN
cet-14764	3	83	,	,	PUNCT
cet-14764	3	84	alexandria	alexandria	PROPN
cet-14764	3	85	university	university	PROPN
cet-14764	3	86	,	,	PUNCT
cet-14764	3	87	alexandria	alexandria	PROPN
cet-14764	3	88	,	,	PUNCT
cet-14764	3	89	egypt	egypt	PROPN
cet-14764	3	90	boptometry	boptometry	PROPN
cet-14764	3	91	department	department	PROPN
cet-14764	3	92	,	,	PUNCT
cet-14764	3	93	technical	technical	PROPN
cet-14764	3	94	medical	medical	PROPN
cet-14764	3	95	institute	institute	PROPN
cet-14764	3	96	,	,	PUNCT
cet-14764	3	97	erbil	erbil	PROPN
cet-14764	3	98	polytechnic	polytechnic	PROPN
cet-14764	3	99	university	university	PROPN
cet-14764	3	100	,	,	PUNCT
cet-14764	3	101	erbil	erbil	PROPN
cet-14764	3	102	,	,	PUNCT
cet-14764	3	103	iraq	iraq	PROPN
cet-14764	3	104	cmedical	cmedical	ADJ
cet-14764	3	105	laboratory	laboratory	PROPN
cet-14764	3	106	technology	technology	PROPN
cet-14764	3	107	department	department	NOUN
cet-14764	3	108	,	,	PUNCT
cet-14764	3	109	faculty	faculty	NOUN
cet-14764	3	110	of	of	ADP
cet-14764	3	111	applied	apply	VERB
cet-14764	3	112	health	health	NOUN
cet-14764	3	113	sciences	sciences	PROPN
cet-14764	3	114	,	,	PUNCT
cet-14764	3	115	pharos	pharos	PROPN
cet-14764	3	116	university	university	PROPN
cet-14764	3	117	,	,	PUNCT
cet-14764	3	118	alexandria	alexandria	PROPN
cet-14764	3	119	,	,	PUNCT
cet-14764	3	120	egypt	egypt	PROPN
cet-14764	3	121	dphysics	dphysics	PROPN
cet-14764	3	122	department	department	PROPN
cet-14764	3	123	,	,	PUNCT
cet-14764	3	124	faculty	faculty	NOUN
cet-14764	3	125	of	of	ADP
cet-14764	3	126	science	science	NOUN
cet-14764	3	127	,	,	PUNCT
cet-14764	3	128	alexandria	alexandria	PROPN
cet-14764	3	129	university	university	PROPN
cet-14764	3	130	,	,	PUNCT
cet-14764	3	131	alexandria	alexandria	PROPN
cet-14764	3	132	,	,	PUNCT
cet-14764	3	133	egypt	egypt	PROPN
cet-14764	3	134	emicrobiology	emicrobiology	PROPN
cet-14764	3	135	and	and	CCONJ
cet-14764	3	136	immunology	immunology	NOUN
cet-14764	3	137	department	department	NOUN
cet-14764	3	138	,	,	PUNCT
cet-14764	3	139	faculty	faculty	NOUN
cet-14764	3	140	of	of	ADP
cet-14764	3	141	pharmacy	pharmacy	NOUN
cet-14764	3	142	,	,	PUNCT
cet-14764	3	143	october	october	PROPN
cet-14764	3	144	6	6	NUM
cet-14764	3	145	university	university	NOUN
cet-14764	3	146	,	,	PUNCT
cet-14764	3	147	sixth	sixth	ADJ
cet-14764	3	148	of	of	ADP
cet-14764	3	149	october	october	PROPN
cet-14764	3	150	city	city	PROPN
cet-14764	3	151	,	,	PUNCT
cet-14764	3	152	giza	giza	PROPN
cet-14764	3	153	,	,	PUNCT
cet-14764	3	154	egypt	egypt	PROPN
cet-14764	3	155	fchemical	fchemical	PROPN
cet-14764	3	156	pathology	pathology	PROPN
cet-14764	3	157	department	department	PROPN
cet-14764	3	158	,	,	PUNCT
cet-14764	3	159	medical	medical	PROPN
cet-14764	3	160	research	research	PROPN
cet-14764	3	161	institute	institute	PROPN
cet-14764	3	162	,	,	PUNCT
cet-14764	3	163	alexandria	alexandria	PROPN
cet-14764	3	164	university	university	PROPN
cet-14764	3	165	,	,	PUNCT
cet-14764	3	166	alexandria	alexandria	PROPN
cet-14764	3	167	,	,	PUNCT
cet-14764	3	168	egypt	egypt	PROPN
cet-14764	3	169	ghigher	ghigher	PROPN
cet-14764	3	170	institute	institute	PROPN
cet-14764	3	171	of	of	ADP
cet-14764	3	172	engineering	engineering	NOUN
cet-14764	3	173	and	and	CCONJ
cet-14764	3	174	technology	technology	NOUN
cet-14764	3	175	–	–	PUNCT
cet-14764	3	176	king	king	NOUN
cet-14764	3	177	mariout	mariout	PROPN
cet-14764	3	178	,	,	PUNCT
cet-14764	3	179	alexandria	alexandria	PROPN
cet-14764	3	180	,	,	PUNCT
cet-14764	3	181	egypt	egypt	PROPN
cet-14764	3	182	hfaculty	hfaculty	PROPN
cet-14764	3	183	of	of	ADP
cet-14764	3	184	computer	computer	NOUN
cet-14764	3	185	science	science	NOUN
cet-14764	3	186	and	and	CCONJ
cet-14764	3	187	engineering	engineering	NOUN
cet-14764	3	188	,	,	PUNCT
cet-14764	3	189	alalamein	alalamein	ADJ
cet-14764	3	190	international	international	PROPN
cet-14764	3	191	university	university	PROPN
cet-14764	3	192	(	(	PUNCT
cet-14764	3	193	aiu	aiu	PROPN
cet-14764	3	194	)	)	PUNCT
cet-14764	3	195	,	,	PUNCT
cet-14764	3	196	alexandria	alexandria	PROPN
cet-14764	3	197	,	,	PUNCT
cet-14764	3	198	egypt	egypt	PROPN
cet-14764	3	199	iinformatics	iinformatics	PROPN
cet-14764	3	200	research	research	PROPN
cet-14764	3	201	institute	institute	PROPN
cet-14764	3	202	,	,	PUNCT
cet-14764	3	203	city	city	NOUN
cet-14764	3	204	for	for	ADP
cet-14764	3	205	scientific	scientific	ADJ
cet-14764	3	206	research	research	NOUN
cet-14764	3	207	and	and	CCONJ
cet-14764	3	208	technology	technology	NOUN
cet-14764	3	209	applications	application	NOUN
cet-14764	3	210	,	,	PUNCT
cet-14764	3	211	alexandria	alexandria	PROPN
cet-14764	3	212	,	,	PUNCT
cet-14764	3	213	egypt	egypt	PROPN
cet-14764	3	214	jradiological	jradiological	PROPN
cet-14764	3	215	sciences	sciences	PROPN
cet-14764	3	216	and	and	CCONJ
cet-14764	3	217	medical	medical	ADJ
cet-14764	3	218	imaging	imaging	PROPN
cet-14764	3	219	department	department	PROPN
cet-14764	3	220	,	,	PUNCT
cet-14764	3	221	faculty	faculty	NOUN
cet-14764	3	222	of	of	ADP
cet-14764	3	223	applied	apply	VERB
cet-14764	3	224	health	health	NOUN
cet-14764	3	225	sciences	sciences	PROPN
cet-14764	3	226	technology	technology	NOUN
cet-14764	3	227	,	,	PUNCT
cet-14764	3	228	pharos	pharos	PROPN
cet-14764	3	229	university	university	PROPN
cet-14764	3	230	,	,	PUNCT
cet-14764	3	231	alexandria	alexandria	PROPN
cet-14764	3	232	,	,	PUNCT
cet-14764	3	233	egypt	egypt	PROPN
cet-14764	3	234	eimohamed@yahoo.com	eimohamed@yahoo.com	PROPN
cet-14764	3	235	;	;	PUNCT
cet-14764	3	236	ehab.abdo@alexu.edu.eg	ehab.abdo@alexu.edu.eg	VERB
cet-14764	3	237	electronic	electronic	ADJ
cet-14764	3	238	nose	nose	NOUN
cet-14764	3	239	(	(	PUNCT
cet-14764	3	240	e	e	NOUN
cet-14764	3	241	-	-	NOUN
cet-14764	3	242	nose	nose	NOUN
cet-14764	3	243	)	)	PUNCT
cet-14764	3	244	technology	technology	NOUN
cet-14764	3	245	is	be	AUX
cet-14764	3	246	gaining	gain	VERB
cet-14764	3	247	prominence	prominence	NOUN
cet-14764	3	248	as	as	ADP
cet-14764	3	249	a	a	DET
cet-14764	3	250	tool	tool	NOUN
cet-14764	3	251	for	for	ADP
cet-14764	3	252	cancer	cancer	NOUN
cet-14764	3	253	diagnostics	diagnostic	NOUN
cet-14764	3	254	due	due	ADP
cet-14764	3	255	to	to	ADP
cet-14764	3	256	its	its	PRON
cet-14764	3	257	ability	ability	NOUN
cet-14764	3	258	to	to	PART
cet-14764	3	259	detect	detect	VERB
cet-14764	3	260	volatile	volatile	ADJ
cet-14764	3	261	organic	organic	ADJ
cet-14764	3	262	compounds	compound	NOUN
cet-14764	3	263	(	(	PUNCT
cet-14764	3	264	vocs	vocs	PROPN
cet-14764	3	265	)	)	PUNCT
cet-14764	3	266	in	in	ADP
cet-14764	3	267	bodily	bodily	ADJ
cet-14764	3	268	fluids	fluid	NOUN
cet-14764	3	269	.	.	PUNCT
cet-14764	4	1	there	there	PRON
cet-14764	4	2	has	have	AUX
cet-14764	4	3	been	be	AUX
cet-14764	4	4	no	no	DET
cet-14764	4	5	comprehensive	comprehensive	ADJ
cet-14764	4	6	study	study	NOUN
cet-14764	4	7	of	of	ADP
cet-14764	4	8	the	the	DET
cet-14764	4	9	methodologic	methodologic	ADJ
cet-14764	4	10	hurdles	hurdle	NOUN
cet-14764	4	11	and	and	CCONJ
cet-14764	4	12	overall	overall	ADJ
cet-14764	4	13	diagnostic	diagnostic	ADJ
cet-14764	4	14	accuracy	accuracy	NOUN
cet-14764	4	15	of	of	ADP
cet-14764	4	16	e	e	NOUN
cet-14764	4	17	-	-	NOUN
cet-14764	4	18	noses	nose	NOUN
cet-14764	4	19	for	for	ADP
cet-14764	4	20	cancer	cancer	NOUN
cet-14764	4	21	detection	detection	NOUN
cet-14764	4	22	in	in	ADP
cet-14764	4	23	blood	blood	NOUN
cet-14764	4	24	samples	sample	NOUN
cet-14764	4	25	.	.	PUNCT
cet-14764	5	1	the	the	DET
cet-14764	5	2	aim	aim	NOUN
cet-14764	5	3	of	of	ADP
cet-14764	5	4	this	this	DET
cet-14764	5	5	investigation	investigation	NOUN
cet-14764	5	6	was	be	AUX
cet-14764	5	7	to	to	PART
cet-14764	5	8	standardize	standardize	VERB
cet-14764	5	9	a	a	DET
cet-14764	5	10	procedure	procedure	NOUN
cet-14764	5	11	for	for	ADP
cet-14764	5	12	using	use	VERB
cet-14764	5	13	a	a	DET
cet-14764	5	14	machine	machine	NOUN
cet-14764	5	15	learning	learning	NOUN
cet-14764	5	16	-	-	PUNCT
cet-14764	5	17	based	base	VERB
cet-14764	5	18	e	e	NOUN
cet-14764	5	19	-	-	NOUN
cet-14764	5	20	nose	nose	NOUN
cet-14764	5	21	to	to	PART
cet-14764	5	22	accurately	accurately	ADV
cet-14764	5	23	diagnose	diagnose	VERB
cet-14764	5	24	five	five	NUM
cet-14764	5	25	different	different	ADJ
cet-14764	5	26	cancers	cancer	NOUN
cet-14764	5	27	.	.	PUNCT
cet-14764	6	1	this	this	DET
cet-14764	6	2	prospective	prospective	ADJ
cet-14764	6	3	(	(	PUNCT
cet-14764	6	4	diagnostic	diagnostic	ADJ
cet-14764	6	5	/	/	SYM
cet-14764	6	6	prognostic	prognostic	ADJ
cet-14764	6	7	)	)	PUNCT
cet-14764	6	8	study	study	NOUN
cet-14764	6	9	included	include	VERB
cet-14764	6	10	1001	1001	NUM
cet-14764	6	11	newly	newly	ADV
cet-14764	6	12	diagnosed	diagnose	VERB
cet-14764	6	13	adult	adult	NOUN
cet-14764	6	14	male	male	NOUN
cet-14764	6	15	and	and	CCONJ
cet-14764	6	16	female	female	ADJ
cet-14764	6	17	participants	participant	NOUN
cet-14764	6	18	with	with	ADP
cet-14764	6	19	blood	blood	NOUN
cet-14764	6	20	,	,	PUNCT
cet-14764	6	21	brain	brain	NOUN
cet-14764	6	22	,	,	PUNCT
cet-14764	6	23	breast	breast	NOUN
cet-14764	6	24	,	,	PUNCT
cet-14764	6	25	liver	liver	NOUN
cet-14764	6	26	,	,	PUNCT
cet-14764	6	27	and	and	CCONJ
cet-14764	6	28	lung	lung	NOUN
cet-14764	6	29	cancers	cancer	NOUN
cet-14764	6	30	,	,	PUNCT
cet-14764	6	31	as	as	ADV
cet-14764	6	32	well	well	ADV
cet-14764	6	33	as	as	ADP
cet-14764	6	34	healthy	healthy	ADJ
cet-14764	6	35	controls	control	NOUN
cet-14764	6	36	.	.	PUNCT
cet-14764	7	1	blood	blood	NOUN
cet-14764	7	2	samples	sample	NOUN
cet-14764	7	3	were	be	AUX
cet-14764	7	4	collected	collect	VERB
cet-14764	7	5	from	from	ADP
cet-14764	7	6	all	all	DET
cet-14764	7	7	participants	participant	NOUN
cet-14764	7	8	for	for	ADP
cet-14764	7	9	complete	complete	ADJ
cet-14764	7	10	blood	blood	NOUN
cet-14764	7	11	counts	count	NOUN
cet-14764	7	12	,	,	PUNCT
cet-14764	7	13	specific	specific	ADJ
cet-14764	7	14	tumour	tumour	ADJ
cet-14764	7	15	markers	marker	NOUN
cet-14764	7	16	testing	testing	NOUN
cet-14764	7	17	,	,	PUNCT
cet-14764	7	18	and	and	CCONJ
cet-14764	7	19	e	e	X
cet-14764	7	20	-	-	NOUN
cet-14764	7	21	nose	nose	NOUN
cet-14764	7	22	measurements	measurement	NOUN
cet-14764	7	23	.	.	PUNCT
cet-14764	8	1	sensor	sensor	NOUN
cet-14764	8	2	response	response	NOUN
cet-14764	8	3	patterns	pattern	NOUN
cet-14764	8	4	at	at	ADP
cet-14764	8	5	the	the	DET
cet-14764	8	6	plateau	plateau	NOUN
cet-14764	8	7	region	region	NOUN
cet-14764	8	8	were	be	AUX
cet-14764	8	9	used	use	VERB
cet-14764	8	10	for	for	ADP
cet-14764	8	11	training	training	NOUN
cet-14764	8	12	,	,	PUNCT
cet-14764	8	13	testing	testing	NOUN
cet-14764	8	14	,	,	PUNCT
cet-14764	8	15	and	and	CCONJ
cet-14764	8	16	machine	machine	NOUN
cet-14764	8	17	learning	learn	VERB
cet-14764	8	18	cross	cross	NOUN
cet-14764	8	19	-	-	NOUN
cet-14764	8	20	validation	validation	NOUN
cet-14764	8	21	.	.	PUNCT
cet-14764	9	1	out	out	ADP
cet-14764	9	2	of	of	ADP
cet-14764	9	3	the	the	DET
cet-14764	9	4	final	final	ADJ
cet-14764	9	5	550	550	NUM
cet-14764	9	6	participants	participant	NOUN
cet-14764	9	7	,	,	PUNCT
cet-14764	9	8	the	the	DET
cet-14764	9	9	e	e	NOUN
cet-14764	9	10	-	-	NOUN
cet-14764	9	11	nose	nose	NOUN
cet-14764	9	12	accurately	accurately	ADV
cet-14764	9	13	categorized	categorize	VERB
cet-14764	9	14	100	100	NUM
cet-14764	9	15	to	to	ADP
cet-14764	9	16	cll	cll	PROPN
cet-14764	9	17	,	,	PUNCT
cet-14764	9	18	50	50	NUM
cet-14764	9	19	to	to	ADP
cet-14764	9	20	gbm	gbm	PROPN
cet-14764	9	21	,	,	PUNCT
cet-14764	9	22	150	150	NUM
cet-14764	9	23	to	to	ADP
cet-14764	9	24	idc	idc	PROPN
cet-14764	9	25	,	,	PUNCT
cet-14764	9	26	50	50	NUM
cet-14764	9	27	to	to	ADP
cet-14764	9	28	hcc	hcc	PROPN
cet-14764	9	29	,	,	PUNCT
cet-14764	9	30	50	50	NUM
cet-14764	9	31	to	to	PART
cet-14764	9	32	ac	ac	PROPN
cet-14764	9	33	,	,	PUNCT
cet-14764	9	34	and	and	CCONJ
cet-14764	9	35	150	150	NUM
cet-14764	9	36	to	to	PART
cet-14764	9	37	hc	hc	PRON
cet-14764	9	38	in	in	ADP
cet-14764	9	39	agreement	agreement	NOUN
cet-14764	9	40	with	with	ADP
cet-14764	9	41	specific	specific	ADJ
cet-14764	9	42	tumour	tumour	ADJ
cet-14764	9	43	markers	marker	NOUN
cet-14764	9	44	data	datum	NOUN
cet-14764	9	45	;	;	PUNCT
cet-14764	9	46	there	there	PRON
cet-14764	9	47	were	be	VERB
cet-14764	9	48	no	no	DET
cet-14764	9	49	false	false	ADJ
cet-14764	9	50	-	-	PUNCT
cet-14764	9	51	positives	positive	NOUN
cet-14764	9	52	or	or	CCONJ
cet-14764	9	53	false	false	ADJ
cet-14764	9	54	-	-	PUNCT
cet-14764	9	55	negatives	negative	NOUN
cet-14764	9	56	.	.	PUNCT
cet-14764	10	1	with	with	ADP
cet-14764	10	2	an	an	DET
cet-14764	10	3	average	average	ADJ
cet-14764	10	4	area	area	NOUN
cet-14764	10	5	under	under	ADP
cet-14764	10	6	the	the	DET
cet-14764	10	7	curve	curve	NOUN
cet-14764	10	8	(	(	PUNCT
cet-14764	10	9	auc	auc	NOUN
cet-14764	10	10	)	)	PUNCT
cet-14764	10	11	of	of	ADP
cet-14764	10	12	1.0	1.0	NUM
cet-14764	10	13	,	,	PUNCT
cet-14764	10	14	the	the	DET
cet-14764	10	15	support	support	NOUN
cet-14764	10	16	vector	vector	NOUN
cet-14764	10	17	machine	machine	NOUN
cet-14764	10	18	had	have	VERB
cet-14764	10	19	100	100	NUM
cet-14764	10	20	%	%	NOUN
cet-14764	10	21	accuracy	accuracy	NOUN
cet-14764	10	22	,	,	PUNCT
cet-14764	10	23	sensitivity	sensitivity	NOUN
cet-14764	10	24	,	,	PUNCT
cet-14764	10	25	and	and	CCONJ
cet-14764	10	26	specificity	specificity	NOUN
cet-14764	10	27	.	.	PUNCT
cet-14764	11	1	thus	thus	ADV
cet-14764	11	2	,	,	PUNCT
cet-14764	11	3	the	the	DET
cet-14764	11	4	e	e	NOUN
cet-14764	11	5	-	-	NOUN
cet-14764	11	6	nose	nose	NOUN
cet-14764	11	7	had	have	VERB
cet-14764	11	8	high	high	ADJ
cet-14764	11	9	diagnostic	diagnostic	ADJ
cet-14764	11	10	accuracy	accuracy	NOUN
cet-14764	11	11	,	,	PUNCT
cet-14764	11	12	sensitivity	sensitivity	NOUN
cet-14764	11	13	,	,	PUNCT
cet-14764	11	14	and	and	CCONJ
cet-14764	11	15	specificity	specificity	NOUN
cet-14764	11	16	in	in	ADP
cet-14764	11	17	cancer	cancer	NOUN
cet-14764	11	18	detection	detection	NOUN
cet-14764	11	19	in	in	ADP
cet-14764	11	20	blood	blood	NOUN
cet-14764	11	21	samples	sample	NOUN
cet-14764	11	22	.	.	PUNCT
cet-14764	12	1	1	1	X
cet-14764	12	2	.	.	X
cet-14764	12	3	introduction	introduction	NOUN
cet-14764	12	4	cancer	cancer	NOUN
cet-14764	12	5	is	be	AUX
cet-14764	12	6	characterized	characterize	VERB
cet-14764	12	7	by	by	ADP
cet-14764	12	8	the	the	DET
cet-14764	12	9	proliferation	proliferation	NOUN
cet-14764	12	10	of	of	ADP
cet-14764	12	11	aberrant	aberrant	ADJ
cet-14764	12	12	cells	cell	NOUN
cet-14764	12	13	that	that	PRON
cet-14764	12	14	develop	develop	VERB
cet-14764	12	15	uncontrollably	uncontrollably	ADV
cet-14764	12	16	,	,	PUNCT
cet-14764	12	17	infiltrate	infiltrate	VERB
cet-14764	12	18	neighbouring	neighbouring	ADJ
cet-14764	12	19	tissues	tissue	NOUN
cet-14764	12	20	,	,	PUNCT
cet-14764	12	21	and	and	CCONJ
cet-14764	12	22	metastasize	metastasize	VERB
cet-14764	12	23	to	to	ADP
cet-14764	12	24	distant	distant	ADJ
cet-14764	12	25	organs	organ	NOUN
cet-14764	12	26	,	,	PUNCT
cet-14764	12	27	leading	lead	VERB
cet-14764	12	28	to	to	ADP
cet-14764	12	29	death	death	NOUN
cet-14764	12	30	(	(	PUNCT
cet-14764	12	31	scheepers	scheeper	NOUN
cet-14764	12	32	et	et	PROPN
cet-14764	12	33	al	al	PROPN
cet-14764	12	34	.	.	PROPN
cet-14764	12	35	,	,	PUNCT
cet-14764	12	36	2022	2022	NUM
cet-14764	12	37	)	)	PUNCT
cet-14764	12	38	.	.	PUNCT
cet-14764	13	1	in	in	ADP
cet-14764	13	2	2020	2020	NUM
cet-14764	13	3	,	,	PUNCT
cet-14764	13	4	globocan	globocan	PROPN
cet-14764	13	5	reported	report	VERB
cet-14764	13	6	a	a	DET
cet-14764	13	7	total	total	NOUN
cet-14764	13	8	of	of	ADP
cet-14764	13	9	19,292,789	19,292,789	NUM
cet-14764	13	10	newly	newly	ADV
cet-14764	13	11	diagnosed	diagnose	VERB
cet-14764	13	12	cancer	cancer	NOUN
cet-14764	13	13	cases	case	NOUN
cet-14764	13	14	and	and	CCONJ
cet-14764	13	15	9,958,133	9,958,133	NUM
cet-14764	13	16	associated	associated	ADJ
cet-14764	13	17	deaths	death	NOUN
cet-14764	13	18	,	,	PUNCT
cet-14764	13	19	with	with	ADP
cet-14764	13	20	an	an	DET
cet-14764	13	21	agestandardized	agestandardize	VERB
cet-14764	13	22	rate	rate	NOUN
cet-14764	13	23	(	(	PUNCT
cet-14764	13	24	asr	asr	NOUN
cet-14764	13	25	)	)	PUNCT
cet-14764	13	26	of	of	ADP
cet-14764	13	27	190/100,000	190/100,000	NUM
cet-14764	13	28	for	for	ADP
cet-14764	13	29	all	all	DET
cet-14764	13	30	cancers	cancer	NOUN
cet-14764	13	31	worldwide	worldwide	ADV
cet-14764	13	32	(	(	PUNCT
cet-14764	13	33	sung	sung	NOUN
cet-14764	13	34	et	et	PROPN
cet-14764	13	35	al	al	PROPN
cet-14764	13	36	.	.	PROPN
cet-14764	13	37	,	,	PUNCT
cet-14764	13	38	2021	2021	NUM
cet-14764	13	39	)	)	PUNCT
cet-14764	13	40	.	.	PUNCT
cet-14764	14	1	in	in	ADP
cet-14764	14	2	2014	2014	NUM
cet-14764	14	3	,	,	PUNCT
cet-14764	14	4	the	the	DET
cet-14764	14	5	asr	asr	NOUN
cet-14764	14	6	in	in	ADP
cet-14764	14	7	egypt	egypt	PROPN
cet-14764	14	8	was	be	AUX
cet-14764	14	9	166.6/100,000	166.6/100,000	NUM
cet-14764	14	10	,	,	PUNCT
cet-14764	14	11	with	with	ADP
cet-14764	14	12	liver	liver	NOUN
cet-14764	14	13	,	,	PUNCT
cet-14764	14	14	breast	breast	NOUN
cet-14764	14	15	,	,	PUNCT
cet-14764	14	16	and	and	CCONJ
cet-14764	14	17	bladder	bladder	NOUN
cet-14764	14	18	cancers	cancer	NOUN
cet-14764	14	19	being	be	AUX
cet-14764	14	20	the	the	DET
cet-14764	14	21	most	most	ADV
cet-14764	14	22	common	common	ADJ
cet-14764	14	23	types	type	NOUN
cet-14764	14	24	(	(	PUNCT
cet-14764	14	25	who	who	PRON
cet-14764	14	26	,	,	PUNCT
cet-14764	14	27	2024	2024	NUM
cet-14764	14	28	;	;	PUNCT
cet-14764	14	29	wcrfi	wcrfi	VERB
cet-14764	14	30	,	,	PUNCT
cet-14764	14	31	2024	2024	NUM
cet-14764	14	32	)	)	PUNCT
cet-14764	14	33	.	.	PUNCT
cet-14764	15	1	cancer	cancer	NOUN
cet-14764	15	2	is	be	AUX
cet-14764	15	3	predicted	predict	VERB
cet-14764	15	4	to	to	PART
cet-14764	15	5	double	double	VERB
cet-14764	15	6	to	to	ADP
cet-14764	15	7	29	29	NUM
cet-14764	15	8	-	-	SYM
cet-14764	15	9	37	37	NUM
cet-14764	15	10	million	million	NUM
cet-14764	15	11	new	new	ADJ
cet-14764	15	12	cases	case	NOUN
cet-14764	15	13	by	by	ADP
cet-14764	15	14	2040	2040	NUM
cet-14764	15	15	,	,	PUNCT
cet-14764	15	16	with	with	ADP
cet-14764	15	17	a	a	DET
cet-14764	15	18	significant	significant	ADJ
cet-14764	15	19	incidence	incidence	NOUN
cet-14764	15	20	in	in	ADP
cet-14764	15	21	underdeveloped	underdeveloped	ADJ
cet-14764	15	22	and	and	CCONJ
cet-14764	15	23	developing	develop	VERB
cet-14764	15	24	countries	country	NOUN
cet-14764	15	25	(	(	PUNCT
cet-14764	15	26	sung	sing	VERB
cet-14764	15	27	et	et	PROPN
cet-14764	15	28	al	al	PROPN
cet-14764	15	29	.	.	PROPN
cet-14764	15	30	,	,	PUNCT
cet-14764	15	31	2021	2021	NUM
cet-14764	15	32	)	)	PUNCT
cet-14764	15	33	.	.	PUNCT
cet-14764	16	1	of	of	ADP
cet-14764	16	2	the	the	DET
cet-14764	16	3	15	15	NUM
cet-14764	16	4	million	million	NUM
cet-14764	16	5	deaths	death	NOUN
cet-14764	16	6	at	at	ADP
cet-14764	16	7	age	age	NOUN
cet-14764	16	8	30	30	NUM
cet-14764	16	9	-	-	SYM
cet-14764	16	10	69	69	NUM
cet-14764	16	11	years	year	NOUN
cet-14764	16	12	in	in	ADP
cet-14764	16	13	2018	2018	NUM
cet-14764	16	14	,	,	PUNCT
cet-14764	16	15	4.5	4.5	NUM
cet-14764	16	16	million	million	NUM
cet-14764	16	17	died	die	VERB
cet-14764	16	18	of	of	ADP
cet-14764	16	19	cancer	cancer	NOUN
cet-14764	16	20	,	,	PUNCT
cet-14764	16	21	and	and	CCONJ
cet-14764	16	22	70	70	NUM
cet-14764	16	23	%	%	NOUN
cet-14764	16	24	of	of	ADP
cet-14764	16	25	these	these	DET
cet-14764	16	26	deaths	death	NOUN
cet-14764	16	27	also	also	ADV
cet-14764	16	28	occurred	occur	VERB
cet-14764	16	29	in	in	ADP
cet-14764	16	30	these	these	DET
cet-14764	16	31	countries	country	NOUN
cet-14764	16	32	(	(	PUNCT
cet-14764	16	33	ibrahim	ibrahim	NOUN
cet-14764	16	34	et	et	PROPN
cet-14764	16	35	al	al	PROPN
cet-14764	16	36	.	.	PROPN
cet-14764	16	37	,	,	PUNCT
cet-14764	16	38	2014	2014	NUM
cet-14764	16	39	)	)	PUNCT
cet-14764	16	40	.	.	PUNCT
cet-14764	17	1	in	in	ADP
cet-14764	17	2	80	80	NUM
cet-14764	17	3	%	%	NOUN
cet-14764	17	4	of	of	ADP
cet-14764	17	5	countries	country	NOUN
cet-14764	17	6	,	,	PUNCT
cet-14764	17	7	premature	premature	ADJ
cet-14764	17	8	cancer	cancer	NOUN
cet-14764	17	9	mortality	mortality	NOUN
cet-14764	17	10	trends	trend	NOUN
cet-14764	17	11	hinder	hinder	VERB
cet-14764	17	12	progress	progress	NOUN
cet-14764	17	13	towards	towards	ADP
cet-14764	17	14	achieving	achieve	VERB
cet-14764	17	15	the	the	DET
cet-14764	17	16	sustainable	sustainable	ADJ
cet-14764	17	17	development	development	NOUN
cet-14764	17	18	goals	goal	NOUN
cet-14764	17	19	(	(	PUNCT
cet-14764	17	20	sdg	sdg	NOUN
cet-14764	17	21	)	)	PUNCT
cet-14764	17	22	target	target	NOUN
cet-14764	17	23	of	of	ADP
cet-14764	17	24	3.4	3.4	NUM
cet-14764	17	25	million	million	NUM
cet-14764	17	26	by	by	ADP
cet-14764	17	27	2030	2030	NUM
cet-14764	17	28	(	(	PUNCT
cet-14764	17	29	shah	shah	PROPN
cet-14764	17	30	et	et	PROPN
cet-14764	17	31	al	al	PROPN
cet-14764	17	32	.	.	PROPN
cet-14764	17	33	,	,	PUNCT
cet-14764	17	34	2019	2019	NUM
cet-14764	17	35	)	)	PUNCT
cet-14764	17	36	.	.	PUNCT
cet-14764	18	1	to	to	PART
cet-14764	18	2	determine	determine	VERB
cet-14764	18	3	the	the	DET
cet-14764	18	4	type	type	NOUN
cet-14764	18	5	and	and	CCONJ
cet-14764	18	6	extent	extent	NOUN
cet-14764	18	7	of	of	ADP
cet-14764	18	8	cancer	cancer	NOUN
cet-14764	18	9	,	,	PUNCT
cet-14764	18	10	a	a	DET
cet-14764	18	11	comprehensive	comprehensive	ADJ
cet-14764	18	12	physical	physical	ADJ
cet-14764	18	13	examination	examination	NOUN
cet-14764	18	14	is	be	AUX
cet-14764	18	15	performed	perform	VERB
cet-14764	18	16	together	together	ADV
cet-14764	18	17	with	with	ADP
cet-14764	18	18	laboratory	laboratory	NOUN
cet-14764	18	19	testing	testing	NOUN
cet-14764	18	20	and	and	CCONJ
cet-14764	18	21	imaging	imaging	NOUN
cet-14764	18	22	procedures	procedure	NOUN
cet-14764	18	23	such	such	ADJ
cet-14764	18	24	as	as	ADP
cet-14764	18	25	endoscopy	endoscopy	NOUN
cet-14764	18	26	,	,	PUNCT
cet-14764	18	27	mammography	mammography	NOUN
cet-14764	18	28	,	,	PUNCT
cet-14764	18	29	us	we	PRON
cet-14764	18	30	,	,	PUNCT
cet-14764	18	31	ct	ct	PROPN
cet-14764	18	32	,	,	PUNCT
cet-14764	18	33	mri	mri	NOUN
cet-14764	18	34	,	,	PUNCT
cet-14764	18	35	and	and	CCONJ
cet-14764	18	36	pet	pet	ADJ
cet-14764	18	37	scans	scan	NOUN
cet-14764	18	38	(	(	PUNCT
cet-14764	18	39	merkow	merkow	NOUN
cet-14764	18	40	et	et	PROPN
cet-14764	18	41	al	al	PROPN
cet-14764	18	42	.	.	PROPN
cet-14764	18	43	,	,	PUNCT
cet-14764	18	44	2017	2017	NUM
cet-14764	18	45	)	)	PUNCT
cet-14764	18	46	.	.	PUNCT
cet-14764	19	1	121	121	NUM
cet-14764	19	2	the	the	DET
cet-14764	19	3	analysis	analysis	NOUN
cet-14764	19	4	of	of	ADP
cet-14764	19	5	volatolomic	volatolomic	ADJ
cet-14764	19	6	biomarkers	biomarker	NOUN
cet-14764	19	7	in	in	ADP
cet-14764	19	8	body	body	NOUN
cet-14764	19	9	fluids	fluid	NOUN
cet-14764	19	10	using	use	VERB
cet-14764	19	11	the	the	DET
cet-14764	19	12	electronic	electronic	ADJ
cet-14764	19	13	nose	nose	NOUN
cet-14764	19	14	(	(	PUNCT
cet-14764	19	15	e	e	NOUN
cet-14764	19	16	-	-	NOUN
cet-14764	19	17	nose	nose	NOUN
cet-14764	19	18	)	)	PUNCT
cet-14764	19	19	technology	technology	NOUN
cet-14764	19	20	has	have	AUX
cet-14764	19	21	revolutionized	revolutionize	VERB
cet-14764	19	22	the	the	DET
cet-14764	19	23	diagnosis	diagnosis	NOUN
cet-14764	19	24	of	of	ADP
cet-14764	19	25	blood	blood	NOUN
cet-14764	19	26	,	,	PUNCT
cet-14764	19	27	breast	breast	NOUN
cet-14764	19	28	,	,	PUNCT
cet-14764	19	29	head	head	NOUN
cet-14764	19	30	and	and	CCONJ
cet-14764	19	31	neck	neck	NOUN
cet-14764	19	32	,	,	PUNCT
cet-14764	19	33	lung	lung	NOUN
cet-14764	19	34	,	,	PUNCT
cet-14764	19	35	ovarian	ovarian	ADJ
cet-14764	19	36	,	,	PUNCT
cet-14764	19	37	gynaecologic	gynaecologic	NOUN
cet-14764	19	38	,	,	PUNCT
cet-14764	19	39	colorectal	colorectal	NOUN
cet-14764	19	40	,	,	PUNCT
cet-14764	19	41	and	and	CCONJ
cet-14764	19	42	other	other	ADJ
cet-14764	19	43	malignancies	malignancy	NOUN
cet-14764	19	44	(	(	PUNCT
cet-14764	19	45	mohamed	mohamed	PROPN
cet-14764	19	46	et	et	PROPN
cet-14764	19	47	al	al	PROPN
cet-14764	19	48	.	.	PROPN
cet-14764	19	49	,	,	PUNCT
cet-14764	19	50	2014	2014	NUM
cet-14764	19	51	;	;	PUNCT
cet-14764	19	52	2017	2017	NUM
cet-14764	19	53	;	;	PUNCT
cet-14764	19	54	2019	2019	NUM
cet-14764	19	55	;	;	PUNCT
cet-14764	19	56	farraia	farraia	PROPN
cet-14764	19	57	et	et	PROPN
cet-14764	19	58	al	al	PROPN
cet-14764	19	59	.	.	PROPN
cet-14764	19	60	,	,	PUNCT
cet-14764	19	61	2019	2019	NUM
cet-14764	19	62	;	;	PUNCT
cet-14764	19	63	scheepers	scheeper	NOUN
cet-14764	19	64	et	et	PROPN
cet-14764	19	65	al	al	PROPN
cet-14764	19	66	.	.	PROPN
cet-14764	19	67	,	,	PUNCT
cet-14764	19	68	2022	2022	NUM
cet-14764	19	69	)	)	PUNCT
cet-14764	19	70	,	,	PUNCT
cet-14764	19	71	as	as	ADV
cet-14764	19	72	well	well	ADV
cet-14764	19	73	as	as	ADP
cet-14764	19	74	tumour	tumour	ADJ
cet-14764	19	75	cell	cell	NOUN
cet-14764	19	76	lines	line	NOUN
cet-14764	19	77	in	in	ADP
cet-14764	19	78	vitro	vitro	X
cet-14764	19	79	(	(	PUNCT
cet-14764	19	80	gendron	gendron	PROPN
cet-14764	19	81	et	et	PROPN
cet-14764	19	82	al	al	PROPN
cet-14764	19	83	.	.	PROPN
cet-14764	19	84	,	,	PUNCT
cet-14764	19	85	2007	2007	NUM
cet-14764	19	86	)	)	PUNCT
cet-14764	19	87	.	.	PUNCT
cet-14764	20	1	this	this	DET
cet-14764	20	2	method	method	NOUN
cet-14764	20	3	is	be	AUX
cet-14764	20	4	founded	found	VERB
cet-14764	20	5	on	on	ADP
cet-14764	20	6	the	the	DET
cet-14764	20	7	premise	premise	NOUN
cet-14764	20	8	that	that	SCONJ
cet-14764	20	9	pathophysiological	pathophysiological	ADJ
cet-14764	20	10	processes	process	NOUN
cet-14764	20	11	alter	alter	VERB
cet-14764	20	12	the	the	DET
cet-14764	20	13	body	body	NOUN
cet-14764	20	14	’s	’s	PART
cet-14764	20	15	metabolism	metabolism	NOUN
cet-14764	20	16	,	,	PUNCT
cet-14764	20	17	which	which	PRON
cet-14764	20	18	is	be	AUX
cet-14764	20	19	directly	directly	ADV
cet-14764	20	20	expressed	express	VERB
cet-14764	20	21	as	as	ADP
cet-14764	20	22	a	a	DET
cet-14764	20	23	unique	unique	ADJ
cet-14764	20	24	change	change	NOUN
cet-14764	20	25	in	in	ADP
cet-14764	20	26	the	the	DET
cet-14764	20	27	compendium	compendium	NOUN
cet-14764	20	28	of	of	ADP
cet-14764	20	29	low	low	ADJ
cet-14764	20	30	molecular	molecular	ADJ
cet-14764	20	31	weight	weight	NOUN
cet-14764	20	32	volatile	volatile	ADJ
cet-14764	20	33	organic	organic	ADJ
cet-14764	20	34	compounds	compound	NOUN
cet-14764	20	35	(	(	PUNCT
cet-14764	20	36	vocs	vocs	PROPN
cet-14764	20	37	)	)	PUNCT
cet-14764	20	38	(	(	PUNCT
cet-14764	20	39	shirasu	shirasu	PROPN
cet-14764	20	40	&	&	CCONJ
cet-14764	20	41	touhara	touhara	PROPN
cet-14764	20	42	,	,	PUNCT
cet-14764	20	43	2011	2011	NUM
cet-14764	20	44	)	)	PUNCT
cet-14764	20	45	.	.	PUNCT
cet-14764	21	1	by	by	ADP
cet-14764	21	2	combining	combine	VERB
cet-14764	21	3	e	e	PROPN
cet-14764	21	4	-	-	ADJ
cet-14764	21	5	nose	nose	NOUN
cet-14764	21	6	sensor	sensor	NOUN
cet-14764	21	7	responses	response	NOUN
cet-14764	21	8	and	and	CCONJ
cet-14764	21	9	binary	binary	ADJ
cet-14764	21	10	outcomes	outcome	NOUN
cet-14764	21	11	with	with	ADP
cet-14764	21	12	machine	machine	NOUN
cet-14764	21	13	learning	learning	NOUN
cet-14764	21	14	(	(	PUNCT
cet-14764	21	15	ml	ml	NOUN
cet-14764	21	16	)	)	PUNCT
cet-14764	21	17	algorithms	algorithm	NOUN
cet-14764	21	18	,	,	PUNCT
cet-14764	21	19	high	high	ADJ
cet-14764	21	20	levels	level	NOUN
cet-14764	21	21	of	of	ADP
cet-14764	21	22	accuracy	accuracy	NOUN
cet-14764	21	23	in	in	ADP
cet-14764	21	24	disease	disease	NOUN
cet-14764	21	25	classification	classification	NOUN
cet-14764	21	26	and	and	CCONJ
cet-14764	21	27	diagnosis	diagnosis	NOUN
cet-14764	21	28	could	could	AUX
cet-14764	21	29	be	be	AUX
cet-14764	21	30	achieved	achieve	VERB
cet-14764	21	31	(	(	PUNCT
cet-14764	21	32	wojnowski	wojnowski	PROPN
cet-14764	21	33	&	&	CCONJ
cet-14764	21	34	kalinowska	kalinowska	PROPN
cet-14764	21	35	,	,	PUNCT
cet-14764	21	36	2022	2022	NUM
cet-14764	21	37	;	;	PUNCT
cet-14764	21	38	kokabi	kokabi	PROPN
cet-14764	21	39	et	et	PROPN
cet-14764	21	40	al	al	PROPN
cet-14764	21	41	.	.	PROPN
cet-14764	21	42	,	,	PUNCT
cet-14764	21	43	2023	2023	NUM
cet-14764	21	44	)	)	PUNCT
cet-14764	21	45	.	.	PUNCT
cet-14764	22	1	standardized	standardize	VERB
cet-14764	22	2	validation	validation	NOUN
cet-14764	22	3	studies	study	NOUN
cet-14764	22	4	to	to	PART
cet-14764	22	5	assess	assess	VERB
cet-14764	22	6	the	the	DET
cet-14764	22	7	e	e	NOUN
cet-14764	22	8	-	-	NOUN
cet-14764	22	9	nose	nose	NOUN
cet-14764	22	10	's	's	PART
cet-14764	22	11	accuracy	accuracy	NOUN
cet-14764	22	12	in	in	ADP
cet-14764	22	13	cancer	cancer	NOUN
cet-14764	22	14	detection	detection	NOUN
cet-14764	22	15	were	be	AUX
cet-14764	22	16	,	,	PUNCT
cet-14764	22	17	however	however	ADV
cet-14764	22	18	,	,	PUNCT
cet-14764	22	19	emphasized	emphasize	VERB
cet-14764	22	20	by	by	ADP
cet-14764	22	21	a	a	DET
cet-14764	22	22	growing	grow	VERB
cet-14764	22	23	number	number	NOUN
cet-14764	22	24	of	of	ADP
cet-14764	22	25	oncologists	oncologist	NOUN
cet-14764	22	26	(	(	PUNCT
cet-14764	22	27	malone	malone	PROPN
cet-14764	22	28	et	et	PROPN
cet-14764	22	29	al	al	PROPN
cet-14764	22	30	.	.	PROPN
cet-14764	22	31	,	,	PUNCT
cet-14764	22	32	2022	2022	NUM
cet-14764	22	33	;	;	PUNCT
cet-14764	22	34	scheepers	scheeper	NOUN
cet-14764	22	35	et	et	PROPN
cet-14764	22	36	al	al	PROPN
cet-14764	22	37	.	.	PROPN
cet-14764	22	38	,	,	PUNCT
cet-14764	22	39	2022	2022	NUM
cet-14764	22	40	)	)	PUNCT
cet-14764	22	41	.	.	PUNCT
cet-14764	23	1	the	the	DET
cet-14764	23	2	aim	aim	NOUN
cet-14764	23	3	of	of	ADP
cet-14764	23	4	the	the	DET
cet-14764	23	5	current	current	ADJ
cet-14764	23	6	investigation	investigation	NOUN
cet-14764	23	7	was	be	AUX
cet-14764	23	8	to	to	PART
cet-14764	23	9	develop	develop	VERB
cet-14764	23	10	a	a	DET
cet-14764	23	11	global	global	ADJ
cet-14764	23	12	map	map	NOUN
cet-14764	23	13	of	of	ADP
cet-14764	23	14	blood	blood	NOUN
cet-14764	23	15	odours	odour	NOUN
cet-14764	23	16	that	that	PRON
cet-14764	23	17	can	can	AUX
cet-14764	23	18	assist	assist	VERB
cet-14764	23	19	the	the	DET
cet-14764	23	20	oncologist	oncologist	NOUN
cet-14764	23	21	in	in	ADP
cet-14764	23	22	cancer	cancer	NOUN
cet-14764	23	23	screening	screening	NOUN
cet-14764	23	24	and	and	CCONJ
cet-14764	23	25	early	early	ADJ
cet-14764	23	26	diagnosis	diagnosis	NOUN
cet-14764	23	27	by	by	ADP
cet-14764	23	28	using	use	VERB
cet-14764	23	29	a	a	DET
cet-14764	23	30	ml	ml	ADV
cet-14764	23	31	-	-	PUNCT
cet-14764	23	32	based	base	VERB
cet-14764	23	33	e	e	NOUN
cet-14764	23	34	-	-	NOUN
cet-14764	23	35	nose	nose	NOUN
cet-14764	23	36	.	.	PUNCT
cet-14764	24	1	2	2	X
cet-14764	24	2	.	.	X
cet-14764	24	3	methods	method	NOUN
cet-14764	24	4	2.1	2.1	NUM
cet-14764	24	5	study	study	NOUN
cet-14764	24	6	design	design	NOUN
cet-14764	24	7	a	a	DET
cet-14764	24	8	total	total	ADJ
cet-14764	24	9	cohort	cohort	NOUN
cet-14764	24	10	of	of	ADP
cet-14764	24	11	1001	1001	NUM
cet-14764	24	12	male	male	ADJ
cet-14764	24	13	and	and	CCONJ
cet-14764	24	14	female	female	ADJ
cet-14764	24	15	participants	participant	NOUN
cet-14764	24	16	from	from	ADP
cet-14764	24	17	the	the	DET
cet-14764	24	18	medical	medical	PROPN
cet-14764	24	19	research	research	PROPN
cet-14764	24	20	institute	institute	PROPN
cet-14764	24	21	hospital	hospital	PROPN
cet-14764	24	22	and	and	CCONJ
cet-14764	24	23	alexandria	alexandria	PROPN
cet-14764	24	24	university	university	PROPN
cet-14764	24	25	main	main	ADJ
cet-14764	24	26	hospital	hospital	NOUN
cet-14764	24	27	were	be	AUX
cet-14764	24	28	recruited	recruit	VERB
cet-14764	24	29	in	in	ADP
cet-14764	24	30	this	this	DET
cet-14764	24	31	prospective	prospective	ADJ
cet-14764	24	32	diagnostic	diagnostic	ADJ
cet-14764	24	33	/	/	SYM
cet-14764	24	34	prognostic	prognostic	ADJ
cet-14764	24	35	study	study	NOUN
cet-14764	24	36	.	.	PUNCT
cet-14764	25	1	newly	newly	ADV
cet-14764	25	2	diagnosed	diagnose	VERB
cet-14764	25	3	cancer	cancer	NOUN
cet-14764	25	4	patients	patient	NOUN
cet-14764	25	5	were	be	AUX
cet-14764	25	6	enrolled	enrol	VERB
cet-14764	25	7	consecutively	consecutively	ADV
cet-14764	25	8	before	before	ADP
cet-14764	25	9	any	any	DET
cet-14764	25	10	medical	medical	ADJ
cet-14764	25	11	intervention	intervention	NOUN
cet-14764	25	12	from	from	ADP
cet-14764	25	13	january	january	PROPN
cet-14764	25	14	2019	2019	NUM
cet-14764	25	15	to	to	ADP
cet-14764	25	16	june	june	PROPN
cet-14764	25	17	2023	2023	NUM
cet-14764	25	18	.	.	PUNCT
cet-14764	26	1	the	the	DET
cet-14764	26	2	initial	initial	ADJ
cet-14764	26	3	diagnosis	diagnosis	NOUN
cet-14764	26	4	began	begin	VERB
cet-14764	26	5	with	with	ADP
cet-14764	26	6	taking	take	VERB
cet-14764	26	7	a	a	DET
cet-14764	26	8	comprehensive	comprehensive	ADJ
cet-14764	26	9	history	history	NOUN
cet-14764	26	10	and	and	CCONJ
cet-14764	26	11	thorough	thorough	ADJ
cet-14764	26	12	medical	medical	ADJ
cet-14764	26	13	examinations	examination	NOUN
cet-14764	26	14	.	.	PUNCT
cet-14764	27	1	blood	blood	NOUN
cet-14764	27	2	samples	sample	NOUN
cet-14764	27	3	were	be	AUX
cet-14764	27	4	collected	collect	VERB
cet-14764	27	5	from	from	ADP
cet-14764	27	6	the	the	DET
cet-14764	27	7	upper	upper	ADJ
cet-14764	27	8	limbs	limb	NOUN
cet-14764	27	9	of	of	ADP
cet-14764	27	10	all	all	DET
cet-14764	27	11	participants	participant	NOUN
cet-14764	27	12	using	use	VERB
cet-14764	27	13	duplicate	duplicate	NOUN
cet-14764	27	14	sterile	sterile	ADJ
cet-14764	27	15	vacutainer	vacutainer	ADJ
cet-14764	27	16	tubes	tube	NOUN
cet-14764	27	17	on	on	ADP
cet-14764	27	18	edta	edta	NOUN
cet-14764	27	19	for	for	ADP
cet-14764	27	20	routine	routine	ADJ
cet-14764	27	21	lab	lab	NOUN
cet-14764	27	22	investigations	investigation	NOUN
cet-14764	27	23	and	and	CCONJ
cet-14764	27	24	e	e	NOUN
cet-14764	27	25	-	-	NOUN
cet-14764	27	26	nose	nose	NOUN
cet-14764	27	27	measurements	measurement	NOUN
cet-14764	27	28	.	.	PUNCT
cet-14764	28	1	cancers	cancer	NOUN
cet-14764	28	2	of	of	ADP
cet-14764	28	3	the	the	DET
cet-14764	28	4	blood	blood	NOUN
cet-14764	28	5	(	(	PUNCT
cet-14764	28	6	n	n	NOUN
cet-14764	28	7	=	=	SYM
cet-14764	28	8	188	188	NUM
cet-14764	28	9	)	)	PUNCT
cet-14764	28	10	,	,	PUNCT
cet-14764	28	11	brain	brain	NOUN
cet-14764	28	12	(	(	PUNCT
cet-14764	28	13	n	n	NOUN
cet-14764	28	14	=	=	SYM
cet-14764	28	15	72	72	NUM
cet-14764	28	16	)	)	PUNCT
cet-14764	28	17	,	,	PUNCT
cet-14764	28	18	breast	breast	NOUN
cet-14764	28	19	(	(	PUNCT
cet-14764	28	20	n	n	NOUN
cet-14764	28	21	=	=	SYM
cet-14764	28	22	213	213	NUM
cet-14764	28	23	)	)	PUNCT
cet-14764	28	24	,	,	PUNCT
cet-14764	28	25	liver	liver	NOUN
cet-14764	28	26	(	(	PUNCT
cet-14764	28	27	n	n	NOUN
cet-14764	28	28	=	=	NUM
cet-14764	28	29	93	93	NUM
cet-14764	28	30	)	)	PUNCT
cet-14764	28	31	,	,	PUNCT
cet-14764	28	32	and	and	CCONJ
cet-14764	28	33	lung	lung	NOUN
cet-14764	28	34	(	(	PUNCT
cet-14764	28	35	n	n	NOUN
cet-14764	28	36	=	=	SYM
cet-14764	28	37	158	158	NUM
cet-14764	28	38	)	)	PUNCT
cet-14764	28	39	were	be	AUX
cet-14764	28	40	the	the	DET
cet-14764	28	41	study	study	NOUN
cet-14764	28	42	's	's	PART
cet-14764	28	43	main	main	ADJ
cet-14764	28	44	categories	category	NOUN
cet-14764	28	45	,	,	PUNCT
cet-14764	28	46	while	while	SCONJ
cet-14764	28	47	healthy	healthy	ADJ
cet-14764	28	48	controls	control	NOUN
cet-14764	28	49	(	(	PUNCT
cet-14764	28	50	n	n	NOUN
cet-14764	28	51	=	=	SYM
cet-14764	28	52	277	277	NUM
cet-14764	28	53	)	)	PUNCT
cet-14764	28	54	were	be	AUX
cet-14764	28	55	those	those	PRON
cet-14764	28	56	with	with	ADP
cet-14764	28	57	no	no	DET
cet-14764	28	58	evident	evident	ADJ
cet-14764	28	59	signs	sign	NOUN
cet-14764	28	60	of	of	ADP
cet-14764	28	61	illness	illness	NOUN
cet-14764	28	62	.	.	PUNCT
cet-14764	29	1	the	the	DET
cet-14764	29	2	exclusion	exclusion	NOUN
cet-14764	29	3	criteria	criterion	NOUN
cet-14764	29	4	were	be	AUX
cet-14764	29	5	youngsters	youngster	NOUN
cet-14764	29	6	,	,	PUNCT
cet-14764	29	7	steroid	steroid	NOUN
cet-14764	29	8	treatment	treatment	NOUN
cet-14764	29	9	,	,	PUNCT
cet-14764	29	10	endocrinopathy	endocrinopathy	ADJ
cet-14764	29	11	,	,	PUNCT
cet-14764	29	12	and	and	CCONJ
cet-14764	29	13	the	the	DET
cet-14764	29	14	presence	presence	NOUN
cet-14764	29	15	or	or	CCONJ
cet-14764	29	16	suspected	suspect	VERB
cet-14764	29	17	presence	presence	NOUN
cet-14764	29	18	of	of	ADP
cet-14764	29	19	infections	infection	NOUN
cet-14764	29	20	or	or	CCONJ
cet-14764	29	21	autoimmune	autoimmune	ADJ
cet-14764	29	22	diseases	disease	NOUN
cet-14764	29	23	.	.	PUNCT
cet-14764	30	1	the	the	DET
cet-14764	30	2	last	last	ADJ
cet-14764	30	3	step	step	NOUN
cet-14764	30	4	in	in	ADP
cet-14764	30	5	diagnosis	diagnosis	NOUN
cet-14764	30	6	involved	involve	VERB
cet-14764	30	7	testing	testing	NOUN
cet-14764	30	8	for	for	ADP
cet-14764	30	9	specific	specific	ADJ
cet-14764	30	10	tumour	tumour	ADJ
cet-14764	30	11	markers	marker	NOUN
cet-14764	30	12	,	,	PUNCT
cet-14764	30	13	bronchoscopy	bronchoscopy	NOUN
cet-14764	30	14	and	and	CCONJ
cet-14764	30	15	thoracoscopy	thoracoscopy	NOUN
cet-14764	30	16	investigations	investigation	NOUN
cet-14764	30	17	,	,	PUNCT
cet-14764	30	18	and	and	CCONJ
cet-14764	30	19	imaging	imaging	NOUN
cet-14764	30	20	radiograms	radiogram	NOUN
cet-14764	30	21	(	(	PUNCT
cet-14764	30	22	e.g.	e.g.	ADV
cet-14764	30	23	,	,	PUNCT
cet-14764	30	24	x	x	NOUN
cet-14764	30	25	-	-	NOUN
cet-14764	30	26	rays	ray	NOUN
cet-14764	30	27	,	,	PUNCT
cet-14764	30	28	us	we	PRON
cet-14764	30	29	,	,	PUNCT
cet-14764	30	30	ct	ct	PROPN
cet-14764	30	31	,	,	PUNCT
cet-14764	30	32	mri	mri	NOUN
cet-14764	30	33	,	,	PUNCT
cet-14764	30	34	and	and	CCONJ
cet-14764	30	35	pet	pet	NOUN
cet-14764	30	36	)	)	PUNCT
cet-14764	30	37	,	,	PUNCT
cet-14764	30	38	yielding	yield	VERB
cet-14764	30	39	a	a	DET
cet-14764	30	40	homogenous	homogenous	ADJ
cet-14764	30	41	cohort	cohort	NOUN
cet-14764	30	42	of	of	ADP
cet-14764	30	43	only	only	ADV
cet-14764	30	44	550	550	NUM
cet-14764	30	45	participants	participant	NOUN
cet-14764	30	46	.	.	PUNCT
cet-14764	31	1	all	all	DET
cet-14764	31	2	participants	participant	NOUN
cet-14764	31	3	had	have	AUX
cet-14764	31	4	signed	sign	VERB
cet-14764	31	5	written	write	VERB
cet-14764	31	6	informed	inform	VERB
cet-14764	31	7	consents	consent	NOUN
cet-14764	31	8	and	and	CCONJ
cet-14764	31	9	gave	give	VERB
cet-14764	31	10	blood	blood	NOUN
cet-14764	31	11	samples	sample	NOUN
cet-14764	31	12	.	.	PUNCT
cet-14764	32	1	the	the	DET
cet-14764	32	2	ethics	ethics	PROPN
cet-14764	32	3	committee	committee	PROPN
cet-14764	32	4	of	of	ADP
cet-14764	32	5	the	the	DET
cet-14764	32	6	medical	medical	PROPN
cet-14764	32	7	research	research	PROPN
cet-14764	32	8	institute	institute	PROPN
cet-14764	32	9	,	,	PUNCT
cet-14764	32	10	alexandria	alexandria	PROPN
cet-14764	32	11	university	university	PROPN
cet-14764	32	12	,	,	PUNCT
cet-14764	32	13	reviewed	review	VERB
cet-14764	32	14	and	and	CCONJ
cet-14764	32	15	approved	approve	VERB
cet-14764	32	16	the	the	DET
cet-14764	32	17	study	study	NOUN
cet-14764	32	18	protocol	protocol	NOUN
cet-14764	32	19	.	.	PUNCT
cet-14764	33	1	2.2	2.2	NUM
cet-14764	33	2	electronic	electronic	ADJ
cet-14764	33	3	nose	nose	NOUN
cet-14764	33	4	measurements	measurement	NOUN
cet-14764	33	5	a	a	DET
cet-14764	33	6	single	single	ADJ
cet-14764	33	7	researcher	researcher	NOUN
cet-14764	33	8	blindly	blindly	ADV
cet-14764	33	9	processed	process	VERB
cet-14764	33	10	the	the	DET
cet-14764	33	11	blood	blood	NOUN
cet-14764	33	12	tube	tube	NOUN
cet-14764	33	13	samples	sample	NOUN
cet-14764	33	14	without	without	ADP
cet-14764	33	15	knowing	know	VERB
cet-14764	33	16	the	the	DET
cet-14764	33	17	subjects	subject	NOUN
cet-14764	33	18	'	'	PART
cet-14764	33	19	clinical	clinical	ADJ
cet-14764	33	20	status	status	NOUN
cet-14764	33	21	or	or	CCONJ
cet-14764	33	22	reference	reference	NOUN
cet-14764	33	23	standard	standard	ADJ
cet-14764	33	24	tumour	tumour	ADJ
cet-14764	33	25	marker	marker	NOUN
cet-14764	33	26	values	value	NOUN
cet-14764	33	27	using	use	VERB
cet-14764	33	28	a	a	DET
cet-14764	33	29	commercially	commercially	ADV
cet-14764	33	30	available	available	ADJ
cet-14764	33	31	e	e	NOUN
cet-14764	33	32	-	-	NOUN
cet-14764	33	33	nose	nose	NOUN
cet-14764	33	34	(	(	PUNCT
cet-14764	33	35	pen3	pen3	PROPN
cet-14764	33	36	,	,	PUNCT
cet-14764	33	37	airsense	airsense	NOUN
cet-14764	33	38	analytics	analytic	NOUN
cet-14764	33	39	gmbh	gmbh	PROPN
cet-14764	33	40	,	,	PUNCT
cet-14764	33	41	schwerin	schwerin	NOUN
cet-14764	33	42	,	,	PUNCT
cet-14764	33	43	germany	germany	PROPN
cet-14764	33	44	)	)	PUNCT
cet-14764	33	45	,	,	PUNCT
cet-14764	33	46	comprising	comprise	VERB
cet-14764	33	47	a	a	DET
cet-14764	33	48	set	set	NOUN
cet-14764	33	49	of	of	ADP
cet-14764	33	50	10	10	NUM
cet-14764	33	51	chemically	chemically	ADV
cet-14764	33	52	nonspecific	nonspecific	ADJ
cet-14764	33	53	metal	metal	NOUN
cet-14764	33	54	oxide	oxide	NOUN
cet-14764	33	55	semiconductors	semiconductor	NOUN
cet-14764	33	56	sensors	sensor	NOUN
cet-14764	33	57	.	.	PUNCT
cet-14764	34	1	the	the	DET
cet-14764	34	2	pen3	pen3	PROPN
cet-14764	34	3	device	device	NOUN
cet-14764	34	4	complies	comply	VERB
cet-14764	34	5	with	with	ADP
cet-14764	34	6	the	the	DET
cet-14764	34	7	perspectives	perspective	NOUN
cet-14764	34	8	of	of	ADP
cet-14764	34	9	the	the	DET
cet-14764	34	10	ec	ec	PROPN
cet-14764	34	11	,	,	PUNCT
cet-14764	34	12	according	accord	VERB
cet-14764	34	13	to	to	ADP
cet-14764	34	14	harmonised	harmonise	VERB
cet-14764	34	15	european	european	ADJ
cet-14764	34	16	standards	standard	NOUN
cet-14764	34	17	(	(	PUNCT
cet-14764	34	18	en292	en292	PROPN
cet-14764	34	19	part1	part1	PROPN
cet-14764	34	20	,	,	PUNCT
cet-14764	34	21	part2	part2	PROPN
cet-14764	34	22	/	/	PUNCT
cet-14764	34	23	en294	en294	PROPN
cet-14764	34	24	/	/	SYM
cet-14764	34	25	en61010	en61010	NOUN
cet-14764	34	26	-	-	PUNCT
cet-14764	34	27	1	1	NUM
cet-14764	34	28	/	/	SYM
cet-14764	34	29	en1050	en1050	NOUN
cet-14764	34	30	/	/	SYM
cet-14764	34	31	en60204	en60204	NOUN
cet-14764	34	32	-	-	PUNCT
cet-14764	34	33	1	1	NUM
cet-14764	34	34	/	/	SYM
cet-14764	34	35	en55011	en55011	PROPN
cet-14764	34	36	group	group	NOUN
cet-14764	34	37	1	1	NUM
cet-14764	34	38	,	,	PUNCT
cet-14764	34	39	class	class	NOUN
cet-14764	34	40	b	b	PROPN
cet-14764	34	41	/	/	SYM
cet-14764	34	42	en50270	en50270	PROPN
cet-14764	34	43	/	/	SYM
cet-14764	34	44	en61326	en61326	NOUN
cet-14764	34	45	)	)	PUNCT
cet-14764	34	46	,	,	PUNCT
cet-14764	34	47	and	and	CCONJ
cet-14764	34	48	was	be	AUX
cet-14764	34	49	approved	approve	VERB
cet-14764	34	50	by	by	ADP
cet-14764	34	51	the	the	DET
cet-14764	34	52	ec	ec	PROPN
cet-14764	34	53	-	-	PUNCT
cet-14764	34	54	declaration	declaration	NOUN
cet-14764	34	55	of	of	ADP
cet-14764	34	56	conformity	conformity	NOUN
cet-14764	34	57	i	i	NOUN
cet-14764	34	58	d	d	NOUN
cet-14764	34	59	#	#	NOUN
cet-14764	34	60	210601005e	210601005e	NUM
cet-14764	34	61	.	.	PUNCT
cet-14764	35	1	the	the	DET
cet-14764	35	2	e	e	NOUN
cet-14764	35	3	-	-	NOUN
cet-14764	35	4	nose	nose	NOUN
cet-14764	35	5	was	be	AUX
cet-14764	35	6	connected	connect	VERB
cet-14764	35	7	to	to	ADP
cet-14764	35	8	each	each	DET
cet-14764	35	9	sealed	seal	VERB
cet-14764	35	10	vacutainer	vacutainer	ADJ
cet-14764	35	11	tube	tube	NOUN
cet-14764	35	12	through	through	ADP
cet-14764	35	13	a	a	DET
cet-14764	35	14	3	3	NUM
cet-14764	35	15	mm	mm	NOUN
cet-14764	35	16	teflon	teflon	NOUN
cet-14764	35	17	tube	tube	NOUN
cet-14764	35	18	ending	end	VERB
cet-14764	35	19	with	with	ADP
cet-14764	35	20	a	a	DET
cet-14764	35	21	size-20	size-20	PROPN
cet-14764	35	22	g	g	PROPN
cet-14764	35	23	long	long	ADJ
cet-14764	35	24	lurelock	lurelock	PROPN
cet-14764	35	25	needle	needle	NOUN
cet-14764	35	26	.	.	PUNCT
cet-14764	36	1	to	to	PART
cet-14764	36	2	allow	allow	VERB
cet-14764	36	3	ambient	ambient	ADJ
cet-14764	36	4	air	air	NOUN
cet-14764	36	5	into	into	ADP
cet-14764	36	6	the	the	DET
cet-14764	36	7	tube	tube	NOUN
cet-14764	36	8	,	,	PUNCT
cet-14764	36	9	a	a	DET
cet-14764	36	10	second	second	ADJ
cet-14764	36	11	,	,	PUNCT
cet-14764	36	12	shorter	short	ADJ
cet-14764	36	13	needle	needle	NOUN
cet-14764	36	14	was	be	AUX
cet-14764	36	15	inserted	insert	VERB
cet-14764	36	16	through	through	ADP
cet-14764	36	17	the	the	DET
cet-14764	36	18	seal	seal	NOUN
cet-14764	36	19	.	.	PUNCT
cet-14764	37	1	filtered	filter	VERB
cet-14764	37	2	,	,	PUNCT
cet-14764	37	3	dry	dry	ADJ
cet-14764	37	4	room	room	NOUN
cet-14764	37	5	air	air	NOUN
cet-14764	37	6	was	be	AUX
cet-14764	37	7	used	use	VERB
cet-14764	37	8	for	for	ADP
cet-14764	37	9	delivering	deliver	VERB
cet-14764	37	10	the	the	DET
cet-14764	37	11	vocs	vocs	PROPN
cet-14764	37	12	in	in	ADP
cet-14764	37	13	the	the	DET
cet-14764	37	14	headspace	headspace	NOUN
cet-14764	37	15	above	above	ADP
cet-14764	37	16	blood	blood	NOUN
cet-14764	37	17	samples	sample	NOUN
cet-14764	37	18	to	to	ADP
cet-14764	37	19	the	the	DET
cet-14764	37	20	e	e	NOUN
cet-14764	37	21	-	-	NOUN
cet-14764	37	22	nose	nose	NOUN
cet-14764	37	23	sensor	sensor	NOUN
cet-14764	37	24	array	array	NOUN
cet-14764	37	25	at	at	ADP
cet-14764	37	26	a	a	DET
cet-14764	37	27	400	400	NUM
cet-14764	37	28	ml	ml	NOUN
cet-14764	37	29	/	/	SYM
cet-14764	37	30	min	min	NOUN
cet-14764	37	31	flow	flow	NOUN
cet-14764	37	32	rate	rate	NOUN
cet-14764	37	33	.	.	PUNCT
cet-14764	38	1	each	each	DET
cet-14764	38	2	time	time	NOUN
cet-14764	38	3	a	a	DET
cet-14764	38	4	sample	sample	NOUN
cet-14764	38	5	was	be	AUX
cet-14764	38	6	connected	connect	VERB
cet-14764	38	7	,	,	PUNCT
cet-14764	38	8	solenoid	solenoid	ADJ
cet-14764	38	9	valves	valve	NOUN
cet-14764	38	10	alternated	alternate	VERB
cet-14764	38	11	between	between	ADP
cet-14764	38	12	room	room	NOUN
cet-14764	38	13	air	air	NOUN
cet-14764	38	14	and	and	CCONJ
cet-14764	38	15	headspace	headspace	NOUN
cet-14764	38	16	vocs	vocs	PROPN
cet-14764	38	17	,	,	PUNCT
cet-14764	38	18	thereby	thereby	ADV
cet-14764	38	19	automatically	automatically	ADV
cet-14764	38	20	recording	record	VERB
cet-14764	38	21	the	the	DET
cet-14764	38	22	single	single	ADJ
cet-14764	38	23	changes	change	NOUN
cet-14764	38	24	in	in	ADP
cet-14764	38	25	sensor	sensor	NOUN
cet-14764	38	26	electric	electric	ADJ
cet-14764	38	27	resistance	resistance	NOUN
cet-14764	38	28	(	(	PUNCT
cet-14764	38	29	r	r	NOUN
cet-14764	38	30	)	)	PUNCT
cet-14764	38	31	and	and	CCONJ
cet-14764	38	32	relative	relative	ADJ
cet-14764	38	33	conductance	conductance	NOUN
cet-14764	38	34	(	(	PUNCT
cet-14764	38	35	g	g	NOUN
cet-14764	38	36	/	/	SYM
cet-14764	38	37	go	go	VERB
cet-14764	38	38	)	)	PUNCT
cet-14764	38	39	continuously	continuously	ADV
cet-14764	38	40	for	for	ADP
cet-14764	38	41	a	a	DET
cet-14764	38	42	duration	duration	NOUN
cet-14764	38	43	of	of	ADP
cet-14764	38	44	60	60	NUM
cet-14764	38	45	s	s	NOUN
cet-14764	38	46	in	in	ADP
cet-14764	38	47	an	an	DET
cet-14764	38	48	independent	independent	ADJ
cet-14764	38	49	file	file	NOUN
cet-14764	38	50	.	.	PUNCT
cet-14764	39	1	prior	prior	ADV
cet-14764	39	2	to	to	ADP
cet-14764	39	3	the	the	DET
cet-14764	39	4	subsequent	subsequent	ADJ
cet-14764	39	5	sample	sample	NOUN
cet-14764	39	6	measurement	measurement	NOUN
cet-14764	39	7	,	,	PUNCT
cet-14764	39	8	sensors	sensor	NOUN
cet-14764	39	9	were	be	AUX
cet-14764	39	10	flushed	flush	VERB
cet-14764	39	11	with	with	ADP
cet-14764	39	12	filtered	filter	VERB
cet-14764	39	13	dry	dry	ADJ
cet-14764	39	14	room	room	NOUN
cet-14764	39	15	air	air	NOUN
cet-14764	39	16	for	for	ADP
cet-14764	39	17	60	60	NUM
cet-14764	39	18	s	s	NOUN
cet-14764	39	19	and	and	CCONJ
cet-14764	39	20	then	then	ADV
cet-14764	39	21	zeroed	zero	VERB
cet-14764	39	22	out	out	ADP
cet-14764	39	23	for	for	ADP
cet-14764	39	24	10	10	NUM
cet-14764	39	25	s	s	NOUN
cet-14764	39	26	to	to	PART
cet-14764	39	27	restore	restore	VERB
cet-14764	39	28	signals	signal	NOUN
cet-14764	39	29	to	to	ADP
cet-14764	39	30	their	their	PRON
cet-14764	39	31	initial	initial	ADJ
cet-14764	39	32	levels	level	NOUN
cet-14764	39	33	(	(	PUNCT
cet-14764	39	34	g	g	NOUN
cet-14764	39	35	/	/	SYM
cet-14764	39	36	go	go	NOUN
cet-14764	39	37	=	=	NOUN
cet-14764	39	38	1	1	NUM
cet-14764	39	39	)	)	PUNCT
cet-14764	39	40	.	.	PUNCT
cet-14764	40	1	all	all	DET
cet-14764	40	2	measurements	measurement	NOUN
cet-14764	40	3	were	be	AUX
cet-14764	40	4	repeated	repeat	VERB
cet-14764	40	5	twice	twice	ADV
cet-14764	40	6	,	,	PUNCT
cet-14764	40	7	and	and	CCONJ
cet-14764	40	8	ml	ml	ADP
cet-14764	40	9	algorithms	algorithm	NOUN
cet-14764	40	10	were	be	AUX
cet-14764	40	11	used	use	VERB
cet-14764	40	12	to	to	PART
cet-14764	40	13	extract	extract	VERB
cet-14764	40	14	and	and	CCONJ
cet-14764	40	15	analyse	analyse	VERB
cet-14764	40	16	10	10	NUM
cet-14764	40	17	-	-	PUNCT
cet-14764	40	18	sensor	sensor	NOUN
cet-14764	40	19	stable	stable	ADJ
cet-14764	40	20	response	response	NOUN
cet-14764	40	21	patterns	pattern	NOUN
cet-14764	40	22	in	in	ADP
cet-14764	40	23	the	the	DET
cet-14764	40	24	plateau	plateau	NOUN
cet-14764	40	25	region	region	NOUN
cet-14764	40	26	at	at	ADP
cet-14764	40	27	50	50	NUM
cet-14764	40	28	s	s	NOUN
cet-14764	40	29	(	(	PUNCT
cet-14764	40	30	figure	figure	NOUN
cet-14764	40	31	1	1	NUM
cet-14764	40	32	,	,	PUNCT
cet-14764	40	33	right	right	ADJ
cet-14764	40	34	panels	panel	NOUN
cet-14764	40	35	)	)	PUNCT
cet-14764	40	36	.	.	PUNCT
cet-14764	41	1	2.3	2.3	NUM
cet-14764	41	2	machine	machine	NOUN
cet-14764	41	3	learning	learning	NOUN
cet-14764	41	4	(	(	PUNCT
cet-14764	41	5	ml	ml	NOUN
cet-14764	41	6	)	)	PUNCT
cet-14764	41	7	ml	ml	VERB
cet-14764	41	8	employs	employ	VERB
cet-14764	41	9	unsupervised	unsupervised	ADJ
cet-14764	41	10	and	and	CCONJ
cet-14764	41	11	supervised	supervise	VERB
cet-14764	41	12	automatic	automatic	ADJ
cet-14764	41	13	algorithms	algorithm	NOUN
cet-14764	41	14	to	to	PART
cet-14764	41	15	learn	learn	VERB
cet-14764	41	16	from	from	ADP
cet-14764	41	17	data	datum	NOUN
cet-14764	41	18	,	,	PUNCT
cet-14764	41	19	improve	improve	VERB
cet-14764	41	20	performance	performance	NOUN
cet-14764	41	21	,	,	PUNCT
cet-14764	41	22	and	and	CCONJ
cet-14764	41	23	make	make	VERB
cet-14764	41	24	decisions	decision	NOUN
cet-14764	41	25	and	and	CCONJ
cet-14764	41	26	predictions	prediction	NOUN
cet-14764	41	27	(	(	PUNCT
cet-14764	41	28	wojnowski	wojnowski	PROPN
cet-14764	41	29	&	&	CCONJ
cet-14764	41	30	kalinowska	kalinowska	PROPN
cet-14764	41	31	,	,	PUNCT
cet-14764	41	32	2022	2022	NUM
cet-14764	41	33	;	;	PUNCT
cet-14764	41	34	kokabi	kokabi	PROPN
cet-14764	41	35	et	et	PROPN
cet-14764	41	36	al	al	PROPN
cet-14764	41	37	.	.	PROPN
cet-14764	41	38	,	,	PUNCT
cet-14764	41	39	2023	2023	NUM
cet-14764	41	40	)	)	PUNCT
cet-14764	41	41	.	.	PUNCT
cet-14764	42	1	it	it	PRON
cet-14764	42	2	detects	detect	VERB
cet-14764	42	3	patterns	pattern	NOUN
cet-14764	42	4	in	in	ADP
cet-14764	42	5	datasets	dataset	NOUN
cet-14764	42	6	to	to	PART
cet-14764	42	7	create	create	VERB
cet-14764	42	8	predictive	predictive	ADJ
cet-14764	42	9	models	model	NOUN
cet-14764	42	10	,	,	PUNCT
cet-14764	42	11	where	where	SCONJ
cet-14764	42	12	the	the	DET
cet-14764	42	13	accuracy	accuracy	NOUN
cet-14764	42	14	of	of	ADP
cet-14764	42	15	predicted	predict	VERB
cet-14764	42	16	outputs	output	NOUN
cet-14764	42	17	is	be	AUX
cet-14764	42	18	directly	directly	ADV
cet-14764	42	19	proportional	proportional	ADJ
cet-14764	42	20	to	to	ADP
cet-14764	42	21	the	the	DET
cet-14764	42	22	amount	amount	NOUN
cet-14764	42	23	of	of	ADP
cet-14764	42	24	data	datum	NOUN
cet-14764	42	25	used	use	VERB
cet-14764	42	26	for	for	ADP
cet-14764	42	27	their	their	PRON
cet-14764	42	28	training	training	NOUN
cet-14764	42	29	(	(	PUNCT
cet-14764	42	30	salama	salama	PROPN
cet-14764	42	31	et	et	PROPN
cet-14764	42	32	al	al	PROPN
cet-14764	42	33	.	.	PROPN
cet-14764	42	34	,	,	PUNCT
cet-14764	42	35	2021	2021	NUM
cet-14764	42	36	;	;	PUNCT
cet-14764	42	37	meshref	meshref	PROPN
cet-14764	42	38	et	et	PROPN
cet-14764	42	39	al	al	PROPN
cet-14764	42	40	.	.	PROPN
cet-14764	42	41	,	,	PUNCT
cet-14764	42	42	2023	2023	NUM
cet-14764	42	43	)	)	PUNCT
cet-14764	42	44	.	.	PUNCT
cet-14764	43	1	principal	principal	ADJ
cet-14764	43	2	component	component	NOUN
cet-14764	43	3	analysis	analysis	NOUN
cet-14764	43	4	(	(	PUNCT
cet-14764	43	5	pca	pca	NOUN
cet-14764	43	6	)	)	PUNCT
cet-14764	43	7	clusters	cluster	NOUN
cet-14764	43	8	and	and	CCONJ
cet-14764	43	9	associates	associate	VERB
cet-14764	43	10	uncategorized	uncategorized	ADJ
cet-14764	43	11	datasets	dataset	NOUN
cet-14764	43	12	based	base	VERB
cet-14764	43	13	on	on	ADP
cet-14764	43	14	similarities	similarity	NOUN
cet-14764	43	15	,	,	PUNCT
cet-14764	43	16	patterns	pattern	NOUN
cet-14764	43	17	,	,	PUNCT
cet-14764	43	18	and	and	CCONJ
cet-14764	43	19	differences	difference	NOUN
cet-14764	43	20	,	,	PUNCT
cet-14764	43	21	whereas	whereas	SCONJ
cet-14764	43	22	support	support	NOUN
cet-14764	43	23	vector	vector	NOUN
cet-14764	43	24	machine	machine	NOUN
cet-14764	43	25	(	(	PUNCT
cet-14764	43	26	svm	svm	PROPN
cet-14764	43	27	)	)	PUNCT
cet-14764	43	28	uses	use	VERB
cet-14764	43	29	categorized	categorize	VERB
cet-14764	43	30	data	datum	NOUN
cet-14764	43	31	for	for	ADP
cet-14764	43	32	accurate	accurate	ADJ
cet-14764	43	33	medical	medical	ADJ
cet-14764	43	34	diagnosis	diagnosis	NOUN
cet-14764	43	35	and	and	CCONJ
cet-14764	43	36	prognosis	prognosis	NOUN
cet-14764	43	37	(	(	PUNCT
cet-14764	43	38	basumallick	basumallick	NOUN
cet-14764	43	39	,	,	PUNCT
cet-14764	43	40	2024	2024	NUM
cet-14764	43	41	)	)	PUNCT
cet-14764	43	42	.	.	PUNCT
cet-14764	44	1	pca	pca	PROPN
cet-14764	44	2	is	be	AUX
cet-14764	44	3	a	a	DET
cet-14764	44	4	non	non	ADJ
cet-14764	44	5	-	-	ADJ
cet-14764	44	6	parametric	parametric	ADJ
cet-14764	44	7	ml	ml	NOUN
cet-14764	44	8	algorithm	algorithm	NOUN
cet-14764	44	9	used	use	VERB
cet-14764	44	10	for	for	ADP
cet-14764	44	11	exploratory	exploratory	ADJ
cet-14764	44	12	medical	medical	ADJ
cet-14764	44	13	data	datum	NOUN
cet-14764	44	14	analysis	analysis	NOUN
cet-14764	44	15	and	and	CCONJ
cet-14764	44	16	predictive	predictive	ADJ
cet-14764	44	17	modelling	modelling	NOUN
cet-14764	44	18	for	for	ADP
cet-14764	44	19	clustering	clustering	NOUN
cet-14764	44	20	and	and	CCONJ
cet-14764	44	21	classification	classification	NOUN
cet-14764	44	22	(	(	PUNCT
cet-14764	44	23	elhaik	elhaik	NOUN
cet-14764	44	24	,	,	PUNCT
cet-14764	44	25	2022	2022	NUM
cet-14764	44	26	)	)	PUNCT
cet-14764	44	27	.	.	PUNCT
cet-14764	45	1	it	it	PRON
cet-14764	45	2	reduces	reduce	VERB
cet-14764	45	3	data	datum	NOUN
cet-14764	45	4	dimensionality	dimensionality	NOUN
cet-14764	45	5	by	by	ADP
cet-14764	45	6	transforming	transform	VERB
cet-14764	45	7	potentially	potentially	ADV
cet-14764	45	8	correlated	correlate	VERB
cet-14764	45	9	122	122	NUM
cet-14764	45	10	e	e	NOUN
cet-14764	45	11	-	-	ADJ
cet-14764	45	12	nose	nose	NOUN
cet-14764	45	13	sensor	sensor	NOUN
cet-14764	45	14	response	response	NOUN
cet-14764	45	15	time	time	NOUN
cet-14764	45	16	series	series	PROPN
cet-14764	45	17	into	into	ADP
cet-14764	45	18	principal	principal	ADJ
cet-14764	45	19	components	component	NOUN
cet-14764	45	20	(	(	PUNCT
cet-14764	45	21	pcs	pc	NOUN
cet-14764	45	22	)	)	PUNCT
cet-14764	45	23	,	,	PUNCT
cet-14764	45	24	maximizing	maximize	VERB
cet-14764	45	25	variance	variance	NOUN
cet-14764	45	26	and	and	CCONJ
cet-14764	45	27	data	datum	NOUN
cet-14764	45	28	variability	variability	NOUN
cet-14764	45	29	,	,	PUNCT
cet-14764	45	30	and	and	CCONJ
cet-14764	45	31	identifying	identify	VERB
cet-14764	45	32	variable	variable	ADJ
cet-14764	45	33	correlations	correlation	NOUN
cet-14764	45	34	(	(	PUNCT
cet-14764	45	35	mohamed	mohamed	PROPN
cet-14764	45	36	et	et	PROPN
cet-14764	45	37	al	al	PROPN
cet-14764	45	38	.	.	PROPN
cet-14764	45	39	,	,	PUNCT
cet-14764	45	40	2014	2014	NUM
cet-14764	45	41	;	;	PUNCT
cet-14764	45	42	2017	2017	NUM
cet-14764	45	43	;	;	PUNCT
cet-14764	45	44	2019	2019	NUM
cet-14764	45	45	)	)	PUNCT
cet-14764	45	46	.	.	PUNCT
cet-14764	46	1	the	the	DET
cet-14764	46	2	built	build	VERB
cet-14764	46	3	-	-	PUNCT
cet-14764	46	4	in	in	ADP
cet-14764	46	5	pca	pca	NOUN
cet-14764	46	6	algorithm	algorithm	NOUN
cet-14764	46	7	(	(	PUNCT
cet-14764	46	8	winmuster	winmuster	NOUN
cet-14764	46	9	,	,	PUNCT
cet-14764	46	10	version	version	NOUN
cet-14764	46	11	1.6.2.2	1.6.2.2	NUM
cet-14764	46	12	,	,	PUNCT
cet-14764	46	13	airsense	airsense	ADJ
cet-14764	46	14	analytics	analytic	NOUN
cet-14764	46	15	gmbh	gmbh	PROPN
cet-14764	46	16	,	,	PUNCT
cet-14764	46	17	schwerin	schwerin	NOUN
cet-14764	46	18	,	,	PUNCT
cet-14764	46	19	germany	germany	PROPN
cet-14764	46	20	)	)	PUNCT
cet-14764	46	21	was	be	AUX
cet-14764	46	22	applied	apply	VERB
cet-14764	46	23	to	to	PART
cet-14764	46	24	transform	transform	VERB
cet-14764	46	25	the	the	DET
cet-14764	46	26	e	e	NOUN
cet-14764	46	27	-	-	NOUN
cet-14764	46	28	nose	nose	NOUN
cet-14764	46	29	time	time	NOUN
cet-14764	46	30	series	series	NOUN
cet-14764	46	31	from	from	ADP
cet-14764	46	32	10	10	NUM
cet-14764	46	33	dimensions	dimension	NOUN
cet-14764	46	34	to	to	PART
cet-14764	46	35	orthogonal	orthogonal	ADJ
cet-14764	46	36	x	x	PROPN
cet-14764	46	37	-	-	ADJ
cet-14764	46	38	y	y	PROPN
cet-14764	46	39	coordinates	coordinate	NOUN
cet-14764	46	40	.	.	PUNCT
cet-14764	47	1	it	it	PRON
cet-14764	47	2	is	be	AUX
cet-14764	47	3	the	the	DET
cet-14764	47	4	least	least	ADJ
cet-14764	47	5	-	-	PUNCT
cet-14764	47	6	squares	square	NOUN
cet-14764	47	7	transform	transform	NOUN
cet-14764	47	8	for	for	ADP
cet-14764	47	9	the	the	DET
cet-14764	47	10	e	e	NOUN
cet-14764	47	11	-	-	NOUN
cet-14764	47	12	nose	nose	NOUN
cet-14764	47	13	time	time	NOUN
cet-14764	47	14	series	series	PROPN
cet-14764	47	15	,	,	PUNCT
cet-14764	47	16	with	with	ADP
cet-14764	47	17	pc	pc	NOUN
cet-14764	47	18	#	#	SYM
cet-14764	47	19	1	1	NUM
cet-14764	47	20	having	have	VERB
cet-14764	47	21	the	the	DET
cet-14764	47	22	highest	high	ADJ
cet-14764	47	23	x	x	ADJ
cet-14764	47	24	-	-	ADJ
cet-14764	47	25	coordinate	coordinate	ADJ
cet-14764	47	26	variance	variance	NOUN
cet-14764	47	27	and	and	CCONJ
cet-14764	47	28	pc	pc	NOUN
cet-14764	47	29	#	#	SYM
cet-14764	47	30	2	2	NUM
cet-14764	47	31	the	the	DET
cet-14764	47	32	second	second	ADJ
cet-14764	47	33	most	most	ADJ
cet-14764	47	34	y	y	ADJ
cet-14764	47	35	-	-	PUNCT
cet-14764	47	36	coordinate	coordinate	NOUN
cet-14764	47	37	variance	variance	NOUN
cet-14764	47	38	.	.	PUNCT
cet-14764	48	1	pca	pca	NOUN
cet-14764	48	2	displays	display	VERB
cet-14764	48	3	similarity	similarity	NOUN
cet-14764	48	4	patterns	pattern	NOUN
cet-14764	48	5	in	in	ADP
cet-14764	48	6	clusters	cluster	NOUN
cet-14764	48	7	,	,	PUNCT
cet-14764	48	8	analysing	analyse	VERB
cet-14764	48	9	and	and	CCONJ
cet-14764	48	10	extracting	extract	VERB
cet-14764	48	11	essential	essential	ADJ
cet-14764	48	12	details	detail	NOUN
cet-14764	48	13	from	from	ADP
cet-14764	48	14	the	the	DET
cet-14764	48	15	quantitatively	quantitatively	ADV
cet-14764	48	16	dependent	dependent	ADJ
cet-14764	48	17	10	10	NUM
cet-14764	48	18	-	-	PUNCT
cet-14764	48	19	dimensional	dimensional	ADJ
cet-14764	48	20	times	time	NOUN
cet-14764	48	21	series	series	NOUN
cet-14764	48	22	variables	variable	NOUN
cet-14764	48	23	.	.	PUNCT
cet-14764	49	1	it	it	PRON
cet-14764	49	2	helps	helps	AUX
cet-14764	49	3	identify	identify	VERB
cet-14764	49	4	and	and	CCONJ
cet-14764	49	5	classify	classify	VERB
cet-14764	49	6	all	all	DET
cet-14764	49	7	investigated	investigate	VERB
cet-14764	49	8	group	group	NOUN
cet-14764	49	9	blood	blood	NOUN
cet-14764	49	10	samples	sample	NOUN
cet-14764	49	11	,	,	PUNCT
cet-14764	49	12	including	include	VERB
cet-14764	49	13	blood	blood	NOUN
cet-14764	49	14	,	,	PUNCT
cet-14764	49	15	brain	brain	NOUN
cet-14764	49	16	,	,	PUNCT
cet-14764	49	17	breast	breast	NOUN
cet-14764	49	18	,	,	PUNCT
cet-14764	49	19	liver	liver	NOUN
cet-14764	49	20	,	,	PUNCT
cet-14764	49	21	and	and	CCONJ
cet-14764	49	22	lung	lung	NOUN
cet-14764	49	23	cancer	cancer	NOUN
cet-14764	49	24	groups	group	NOUN
cet-14764	49	25	,	,	PUNCT
cet-14764	49	26	compared	compare	VERB
cet-14764	49	27	to	to	ADP
cet-14764	49	28	healthy	healthy	ADJ
cet-14764	49	29	control	control	NOUN
cet-14764	49	30	participants	participant	NOUN
cet-14764	49	31	.	.	PUNCT
cet-14764	50	1	vector	vector	NOUN
cet-14764	50	2	-	-	PUNCT
cet-14764	50	3	based	base	VERB
cet-14764	50	4	svm	svm	NOUN
cet-14764	50	5	is	be	AUX
cet-14764	50	6	a	a	DET
cet-14764	50	7	supervised	supervised	ADJ
cet-14764	50	8	ml	ml	NOUN
cet-14764	50	9	technique	technique	NOUN
cet-14764	50	10	for	for	ADP
cet-14764	50	11	outlier	outlier	ADJ
cet-14764	50	12	detection	detection	NOUN
cet-14764	50	13	,	,	PUNCT
cet-14764	50	14	regression	regression	NOUN
cet-14764	50	15	,	,	PUNCT
cet-14764	50	16	and	and	CCONJ
cet-14764	50	17	data	datum	NOUN
cet-14764	50	18	classification	classification	NOUN
cet-14764	50	19	(	(	PUNCT
cet-14764	50	20	akinnuwesi	akinnuwesi	NOUN
cet-14764	50	21	et	et	PROPN
cet-14764	50	22	al	al	PROPN
cet-14764	50	23	.	.	PROPN
cet-14764	50	24	,	,	PUNCT
cet-14764	50	25	2023	2023	NUM
cet-14764	50	26	)	)	PUNCT
cet-14764	50	27	.	.	PUNCT
cet-14764	51	1	it	it	PRON
cet-14764	51	2	creates	create	VERB
cet-14764	51	3	a	a	DET
cet-14764	51	4	hyperplane	hyperplane	NOUN
cet-14764	51	5	,	,	PUNCT
cet-14764	51	6	the	the	DET
cet-14764	51	7	best	good	ADJ
cet-14764	51	8	decision	decision	NOUN
cet-14764	51	9	boundary	boundary	ADJ
cet-14764	51	10	in	in	ADP
cet-14764	51	11	the	the	DET
cet-14764	51	12	e	e	NOUN
cet-14764	51	13	-	-	NOUN
cet-14764	51	14	nose	nose	ADJ
cet-14764	51	15	10	10	NUM
cet-14764	51	16	-	-	PUNCT
cet-14764	51	17	dimensional	dimensional	ADJ
cet-14764	51	18	space	space	NOUN
cet-14764	51	19	,	,	PUNCT
cet-14764	51	20	based	base	VERB
cet-14764	51	21	on	on	ADP
cet-14764	51	22	support	support	NOUN
cet-14764	51	23	vectors	vector	NOUN
cet-14764	51	24	,	,	PUNCT
cet-14764	51	25	to	to	PART
cet-14764	51	26	determine	determine	VERB
cet-14764	51	27	the	the	DET
cet-14764	51	28	optimal	optimal	ADJ
cet-14764	51	29	training	training	NOUN
cet-14764	51	30	parameter	parameter	NOUN
cet-14764	51	31	combination	combination	NOUN
cet-14764	51	32	for	for	ADP
cet-14764	51	33	model	model	NOUN
cet-14764	51	34	predictions	prediction	NOUN
cet-14764	51	35	(	(	PUNCT
cet-14764	51	36	kokabi	kokabi	NOUN
cet-14764	51	37	et	et	PROPN
cet-14764	51	38	al	al	PROPN
cet-14764	51	39	.	.	PROPN
cet-14764	51	40	,	,	PUNCT
cet-14764	51	41	2023	2023	NUM
cet-14764	51	42	)	)	PUNCT
cet-14764	51	43	.	.	PUNCT
cet-14764	52	1	the	the	DET
cet-14764	52	2	liblinear	liblinear	ADV
cet-14764	52	3	-	-	PUNCT
cet-14764	52	4	built	build	VERB
cet-14764	52	5	svm	svm	ADJ
cet-14764	52	6	algorithm	algorithm	NOUN
cet-14764	52	7	uses	use	VERB
cet-14764	52	8	a	a	DET
cet-14764	52	9	one	one	NUM
cet-14764	52	10	-	-	PUNCT
cet-14764	52	11	versus	versus	ADP
cet-14764	52	12	-	-	PUNCT
cet-14764	52	13	all	all	PRON
cet-14764	52	14	multiclass	multiclass	ADJ
cet-14764	52	15	technique	technique	NOUN
cet-14764	52	16	,	,	PUNCT
cet-14764	52	17	providing	provide	VERB
cet-14764	52	18	maximal	maximal	ADJ
cet-14764	52	19	penalty	penalty	NOUN
cet-14764	52	20	and	and	CCONJ
cet-14764	52	21	loss	loss	NOUN
cet-14764	52	22	function	function	NOUN
cet-14764	52	23	flexibility	flexibility	NOUN
cet-14764	52	24	,	,	PUNCT
cet-14764	52	25	and	and	CCONJ
cet-14764	52	26	effectively	effectively	ADV
cet-14764	52	27	performs	perform	VERB
cet-14764	52	28	with	with	ADP
cet-14764	52	29	limited	limited	ADJ
cet-14764	52	30	and	and	CCONJ
cet-14764	52	31	large	large	ADJ
cet-14764	52	32	data	datum	NOUN
cet-14764	52	33	(	(	PUNCT
cet-14764	52	34	sarker	sarker	NOUN
cet-14764	52	35	,	,	PUNCT
cet-14764	52	36	2021	2021	NUM
cet-14764	52	37	)	)	PUNCT
cet-14764	52	38	.	.	PUNCT
cet-14764	53	1	svm	svm	PROPN
cet-14764	53	2	was	be	AUX
cet-14764	53	3	implemented	implement	VERB
cet-14764	53	4	using	use	VERB
cet-14764	53	5	spider	spider	NOUN
cet-14764	53	6	4.14	4.14	NUM
cet-14764	53	7	,	,	PUNCT
cet-14764	53	8	provided	provide	VERB
cet-14764	53	9	in	in	ADP
cet-14764	53	10	anaconda	anaconda	PROPN
cet-14764	53	11	navigator	navigator	NOUN
cet-14764	53	12	1.9.12	1.9.12	NUM
cet-14764	53	13	and	and	CCONJ
cet-14764	53	14	based	base	VERB
cet-14764	53	15	on	on	ADP
cet-14764	53	16	python	python	NOUN
cet-14764	53	17	platform	platform	NOUN
cet-14764	53	18	version	version	NOUN
cet-14764	53	19	3.8.3	3.8.3	NUM
cet-14764	53	20	,	,	PUNCT
cet-14764	53	21	running	run	VERB
cet-14764	53	22	on	on	ADP
cet-14764	53	23	a	a	DET
cet-14764	53	24	core	core	NOUN
cet-14764	53	25	-	-	PUNCT
cet-14764	53	26	i7	i7	NOUN
cet-14764	53	27	pc	pc	NOUN
cet-14764	53	28	under	under	ADP
cet-14764	53	29	windows	window	NOUN
cet-14764	53	30	11	11	NUM
cet-14764	53	31	.	.	PUNCT
cet-14764	54	1	2.4	2.4	NUM
cet-14764	54	2	input	input	NOUN
cet-14764	54	3	dataset	dataset	VERB
cet-14764	54	4	the	the	DET
cet-14764	54	5	input	input	NOUN
cet-14764	54	6	dataset	dataset	NOUN
cet-14764	54	7	was	be	AUX
cet-14764	54	8	comprised	comprise	VERB
cet-14764	54	9	of	of	ADP
cet-14764	54	10	nos	no	NOUN
cet-14764	54	11	-	-	PUNCT
cet-14764	54	12	formatted	format	VERB
cet-14764	54	13	standard	standard	ADJ
cet-14764	54	14	measurement	measurement	NOUN
cet-14764	54	15	files	file	NOUN
cet-14764	54	16	of	of	ADP
cet-14764	54	17	e	e	NOUN
cet-14764	54	18	-	-	NOUN
cet-14764	54	19	nose	nose	ADJ
cet-14764	54	20	10	10	NUM
cet-14764	54	21	-	-	PUNCT
cet-14764	54	22	sensor	sensor	NOUN
cet-14764	54	23	responses	response	NOUN
cet-14764	54	24	(	(	PUNCT
cet-14764	54	25	60	60	NUM
cet-14764	54	26	s	s	NOUN
cet-14764	54	27	time	time	NOUN
cet-14764	54	28	series	series	NOUN
cet-14764	54	29	)	)	PUNCT
cet-14764	54	30	from	from	ADP
cet-14764	54	31	blood	blood	NOUN
cet-14764	54	32	samples	sample	NOUN
cet-14764	54	33	of	of	ADP
cet-14764	54	34	participants	participant	NOUN
cet-14764	54	35	with	with	ADP
cet-14764	54	36	a	a	DET
cet-14764	54	37	confirmed	confirm	VERB
cet-14764	54	38	diagnosis	diagnosis	NOUN
cet-14764	54	39	of	of	ADP
cet-14764	54	40	chronic	chronic	ADJ
cet-14764	54	41	lymphocytic	lymphocytic	ADJ
cet-14764	54	42	leukaemia	leukaemia	NOUN
cet-14764	54	43	(	(	PUNCT
cet-14764	54	44	cll	cll	PROPN
cet-14764	54	45	)	)	PUNCT
cet-14764	54	46	,	,	PUNCT
cet-14764	54	47	glioblastoma	glioblastoma	NOUN
cet-14764	54	48	multiforme	multiforme	NOUN
cet-14764	54	49	(	(	PUNCT
cet-14764	54	50	gbm	gbm	PROPN
cet-14764	54	51	)	)	PUNCT
cet-14764	54	52	,	,	PUNCT
cet-14764	54	53	invasive	invasive	ADJ
cet-14764	54	54	ductal	ductal	ADJ
cet-14764	54	55	carcinoma	carcinoma	NOUN
cet-14764	54	56	(	(	PUNCT
cet-14764	54	57	idc	idc	PROPN
cet-14764	54	58	)	)	PUNCT
cet-14764	54	59	,	,	PUNCT
cet-14764	54	60	hepatocellular	hepatocellular	ADJ
cet-14764	54	61	carcinoma	carcinoma	NOUN
cet-14764	54	62	(	(	PUNCT
cet-14764	54	63	hcc	hcc	PROPN
cet-14764	54	64	)	)	PUNCT
cet-14764	54	65	,	,	PUNCT
cet-14764	54	66	adenocarcinoma	adenocarcinoma	PROPN
cet-14764	54	67	(	(	PUNCT
cet-14764	54	68	ac	ac	PROPN
cet-14764	54	69	)	)	PUNCT
cet-14764	54	70	,	,	PUNCT
cet-14764	54	71	and	and	CCONJ
cet-14764	54	72	healthy	healthy	ADJ
cet-14764	54	73	controls	control	NOUN
cet-14764	54	74	(	(	PUNCT
cet-14764	54	75	hc	hc	NOUN
cet-14764	54	76	)	)	PUNCT
cet-14764	54	77	.	.	PUNCT
cet-14764	55	1	the	the	DET
cet-14764	55	2	cancer	cancer	NOUN
cet-14764	55	3	input	input	NOUN
cet-14764	55	4	vector	vector	NOUN
cet-14764	55	5	for	for	ADP
cet-14764	55	6	blood	blood	NOUN
cet-14764	55	7	samples	sample	NOUN
cet-14764	55	8	was	be	AUX
cet-14764	55	9	a	a	DET
cet-14764	55	10	550	550	NUM
cet-14764	55	11			NOUN
cet-14764	55	12	1100	1100	NUM
cet-14764	55	13	matrix	matrix	NOUN
cet-14764	55	14	,	,	PUNCT
cet-14764	55	15	describing	describe	VERB
cet-14764	55	16	1100	1100	NUM
cet-14764	55	17	attributes	attribute	NOUN
cet-14764	55	18	of	of	ADP
cet-14764	55	19	550	550	NUM
cet-14764	55	20	blood	blood	NOUN
cet-14764	55	21	samples	sample	NOUN
cet-14764	55	22	.	.	PUNCT
cet-14764	56	1	the	the	DET
cet-14764	56	2	training	training	NOUN
cet-14764	56	3	phase	phase	NOUN
cet-14764	56	4	employed	employ	VERB
cet-14764	56	5	60	60	NUM
cet-14764	56	6	%	%	NOUN
cet-14764	56	7	of	of	ADP
cet-14764	56	8	the	the	DET
cet-14764	56	9	dataset	dataset	NOUN
cet-14764	56	10	,	,	PUNCT
cet-14764	56	11	20	20	NUM
cet-14764	56	12	%	%	NOUN
cet-14764	56	13	for	for	ADP
cet-14764	56	14	cross	cross	NOUN
cet-14764	56	15	-	-	NOUN
cet-14764	56	16	validation	validation	ADJ
cet-14764	56	17	,	,	PUNCT
cet-14764	56	18	and	and	CCONJ
cet-14764	56	19	the	the	DET
cet-14764	56	20	remaining	remain	VERB
cet-14764	56	21	20	20	NUM
cet-14764	56	22	%	%	NOUN
cet-14764	56	23	for	for	ADP
cet-14764	56	24	testing	testing	NOUN
cet-14764	56	25	.	.	PUNCT
cet-14764	57	1	2.5	2.5	NUM
cet-14764	57	2	output	output	NOUN
cet-14764	57	3	vectors	vector	NOUN
cet-14764	57	4	there	there	PRON
cet-14764	57	5	were	be	VERB
cet-14764	57	6	six	six	NUM
cet-14764	57	7	study	study	NOUN
cet-14764	57	8	groups	group	NOUN
cet-14764	57	9	represented	represent	VERB
cet-14764	57	10	by	by	ADP
cet-14764	57	11	the	the	DET
cet-14764	57	12	output	output	NOUN
cet-14764	57	13	vector	vector	NOUN
cet-14764	57	14	:	:	PUNCT
cet-14764	57	15	blood	blood	NOUN
cet-14764	57	16	(	(	PUNCT
cet-14764	57	17	cll	cll	PROPN
cet-14764	57	18	)	)	PUNCT
cet-14764	57	19	,	,	PUNCT
cet-14764	57	20	brain	brain	NOUN
cet-14764	57	21	(	(	PUNCT
cet-14764	57	22	gbm	gbm	PROPN
cet-14764	57	23	)	)	PUNCT
cet-14764	57	24	,	,	PUNCT
cet-14764	57	25	breast	breast	NOUN
cet-14764	57	26	(	(	PUNCT
cet-14764	57	27	idc	idc	PROPN
cet-14764	57	28	)	)	PUNCT
cet-14764	57	29	,	,	PUNCT
cet-14764	57	30	liver	liver	NOUN
cet-14764	57	31	(	(	PUNCT
cet-14764	57	32	hcc	hcc	PROPN
cet-14764	57	33	)	)	PUNCT
cet-14764	57	34	,	,	PUNCT
cet-14764	57	35	lung	lung	PROPN
cet-14764	57	36	(	(	PUNCT
cet-14764	57	37	ac	ac	PROPN
cet-14764	57	38	)	)	PUNCT
cet-14764	57	39	cancer	cancer	NOUN
cet-14764	57	40	,	,	PUNCT
cet-14764	57	41	and	and	CCONJ
cet-14764	57	42	hc	hc	PROPN
cet-14764	57	43	.	.	PUNCT
cet-14764	58	1	the	the	DET
cet-14764	58	2	input	input	NOUN
cet-14764	58	3	and	and	CCONJ
cet-14764	58	4	output	output	NOUN
cet-14764	58	5	vectors	vector	NOUN
cet-14764	58	6	were	be	AUX
cet-14764	58	7	randomly	randomly	ADV
cet-14764	58	8	divided	divide	VERB
cet-14764	58	9	into	into	ADP
cet-14764	58	10	two	two	NUM
cet-14764	58	11	sets	set	NOUN
cet-14764	58	12	,	,	PUNCT
cet-14764	58	13	and	and	CCONJ
cet-14764	58	14	the	the	DET
cet-14764	58	15	output	output	NOUN
cet-14764	58	16	of	of	ADP
cet-14764	58	17	the	the	DET
cet-14764	58	18	linear	linear	ADJ
cet-14764	58	19	svm	svm	NOUN
cet-14764	58	20	was	be	AUX
cet-14764	58	21	calculated	calculate	VERB
cet-14764	58	22	for	for	ADP
cet-14764	58	23	varying	vary	VERB
cet-14764	58	24	values	value	NOUN
cet-14764	58	25	of	of	ADP
cet-14764	58	26	the	the	DET
cet-14764	58	27	constant	constant	ADJ
cet-14764	58	28	c.	c.	NOUN
cet-14764	58	29	the	the	DET
cet-14764	58	30	best	good	ADJ
cet-14764	58	31	results	result	NOUN
cet-14764	58	32	were	be	AUX
cet-14764	58	33	obtained	obtain	VERB
cet-14764	58	34	at	at	ADP
cet-14764	58	35	a	a	DET
cet-14764	58	36	c	c	NOUN
cet-14764	58	37	value	value	NOUN
cet-14764	58	38	of	of	ADP
cet-14764	58	39	200	200	NUM
cet-14764	58	40	and	and	CCONJ
cet-14764	58	41	a	a	DET
cet-14764	58	42	number	number	NOUN
cet-14764	58	43	of	of	ADP
cet-14764	58	44	folds	fold	NOUN
cet-14764	58	45	equal	equal	ADJ
cet-14764	58	46	to	to	ADP
cet-14764	58	47	5	5	NUM
cet-14764	58	48	for	for	ADP
cet-14764	58	49	cross	cross	NOUN
cet-14764	58	50	-	-	NOUN
cet-14764	58	51	validation	validation	NOUN
cet-14764	58	52	.	.	PUNCT
cet-14764	59	1	2.6	2.6	NUM
cet-14764	59	2	statistical	statistical	ADJ
cet-14764	59	3	analysis	analysis	NOUN
cet-14764	59	4	for	for	ADP
cet-14764	59	5	each	each	DET
cet-14764	59	6	study	study	NOUN
cet-14764	59	7	group	group	NOUN
cet-14764	59	8	,	,	PUNCT
cet-14764	59	9	the	the	DET
cet-14764	59	10	svm	svm	PROPN
cet-14764	59	11	model	model	PROPN
cet-14764	59	12	’s	’s	PART
cet-14764	59	13	performance	performance	NOUN
cet-14764	59	14	metrics	metric	NOUN
cet-14764	59	15	,	,	PUNCT
cet-14764	59	16	including	include	VERB
cet-14764	59	17	precision	precision	NOUN
cet-14764	59	18	,	,	PUNCT
cet-14764	59	19	accuracy	accuracy	NOUN
cet-14764	59	20	,	,	PUNCT
cet-14764	59	21	sensitivity	sensitivity	NOUN
cet-14764	59	22	,	,	PUNCT
cet-14764	59	23	specificity	specificity	NOUN
cet-14764	59	24	,	,	PUNCT
cet-14764	59	25	f1	f1	NOUN
cet-14764	59	26	-	-	PUNCT
cet-14764	59	27	score	score	NOUN
cet-14764	59	28	,	,	PUNCT
cet-14764	59	29	and	and	CCONJ
cet-14764	59	30	mean	mean	VERB
cet-14764	59	31	absolute	absolute	ADJ
cet-14764	59	32	error	error	NOUN
cet-14764	59	33	(	(	PUNCT
cet-14764	59	34	mae	mae	PROPN
cet-14764	59	35	)	)	PUNCT
cet-14764	59	36	were	be	AUX
cet-14764	59	37	evaluated	evaluate	VERB
cet-14764	59	38	for	for	ADP
cet-14764	59	39	the	the	DET
cet-14764	59	40	training	training	NOUN
cet-14764	59	41	,	,	PUNCT
cet-14764	59	42	cross	cross	NOUN
cet-14764	59	43	-	-	NOUN
cet-14764	59	44	validation	validation	ADJ
cet-14764	59	45	,	,	PUNCT
cet-14764	59	46	and	and	CCONJ
cet-14764	59	47	testing	test	VERB
cet-14764	59	48	output	output	NOUN
cet-14764	59	49	results	result	NOUN
cet-14764	59	50	and	and	CCONJ
cet-14764	59	51	score	score	NOUN
cet-14764	59	52	curves	curve	NOUN
cet-14764	59	53	.	.	PUNCT
cet-14764	60	1	graphical	graphical	ADJ
cet-14764	60	2	representations	representation	NOUN
cet-14764	60	3	of	of	ADP
cet-14764	60	4	error	error	NOUN
cet-14764	60	5	rates	rate	NOUN
cet-14764	60	6	,	,	PUNCT
cet-14764	60	7	the	the	DET
cet-14764	60	8	area	area	NOUN
cet-14764	60	9	under	under	ADP
cet-14764	60	10	the	the	DET
cet-14764	60	11	curve	curve	NOUN
cet-14764	60	12	(	(	PUNCT
cet-14764	60	13	auc	auc	NOUN
cet-14764	60	14	)	)	PUNCT
cet-14764	60	15	of	of	ADP
cet-14764	60	16	the	the	DET
cet-14764	60	17	receiver	receiver	NOUN
cet-14764	60	18	operating	operate	VERB
cet-14764	60	19	characteristic	characteristic	NOUN
cet-14764	60	20	(	(	PUNCT
cet-14764	60	21	roc	roc	PROPN
cet-14764	60	22	)	)	PUNCT
cet-14764	60	23	analysis	analysis	NOUN
cet-14764	60	24	,	,	PUNCT
cet-14764	60	25	and	and	CCONJ
cet-14764	60	26	the	the	DET
cet-14764	60	27	classification	classification	NOUN
cet-14764	60	28	confusion	confusion	NOUN
cet-14764	60	29	matrix	matrix	NOUN
cet-14764	60	30	for	for	ADP
cet-14764	60	31	each	each	DET
cet-14764	60	32	study	study	NOUN
cet-14764	60	33	groups	group	NOUN
cet-14764	60	34	were	be	AUX
cet-14764	60	35	also	also	ADV
cet-14764	60	36	provided	provide	VERB
cet-14764	60	37	.	.	PUNCT
cet-14764	61	1	3	3	X
cet-14764	61	2	.	.	NOUN
cet-14764	61	3	results	result	NOUN
cet-14764	61	4	and	and	CCONJ
cet-14764	61	5	discussion	discussion	NOUN
cet-14764	61	6	based	base	VERB
cet-14764	61	7	on	on	ADP
cet-14764	61	8	specific	specific	ADJ
cet-14764	61	9	tumour	tumour	NOUN
cet-14764	61	10	markers	marker	NOUN
cet-14764	61	11	for	for	ADP
cet-14764	61	12	cancer	cancer	NOUN
cet-14764	61	13	diagnosis	diagnosis	NOUN
cet-14764	61	14	,	,	PUNCT
cet-14764	61	15	the	the	DET
cet-14764	61	16	study	study	NOUN
cet-14764	61	17	was	be	AUX
cet-14764	61	18	carried	carry	VERB
cet-14764	61	19	out	out	ADP
cet-14764	61	20	on	on	ADP
cet-14764	61	21	550	550	NUM
cet-14764	61	22	participants	participant	NOUN
cet-14764	61	23	with	with	ADP
cet-14764	61	24	an	an	DET
cet-14764	61	25	age	age	NOUN
cet-14764	61	26	range	range	NOUN
cet-14764	61	27	of	of	ADP
cet-14764	61	28	49	49	NUM
cet-14764	61	29	to	to	PART
cet-14764	61	30	70	70	NUM
cet-14764	61	31	years	year	NOUN
cet-14764	61	32	,	,	PUNCT
cet-14764	61	33	finally	finally	ADV
cet-14764	61	34	categorized	categorize	VERB
cet-14764	61	35	into	into	ADP
cet-14764	61	36	cll	cll	PROPN
cet-14764	61	37	(	(	PUNCT
cet-14764	61	38	n	n	NOUN
cet-14764	61	39	=	=	NUM
cet-14764	61	40	100	100	NUM
cet-14764	61	41	)	)	PUNCT
cet-14764	61	42	,	,	PUNCT
cet-14764	61	43	gbm	gbm	PROPN
cet-14764	61	44	(	(	PUNCT
cet-14764	61	45	n	n	NOUN
cet-14764	61	46	=	=	SYM
cet-14764	61	47	50	50	NUM
cet-14764	61	48	)	)	PUNCT
cet-14764	61	49	,	,	PUNCT
cet-14764	61	50	idc	idc	PROPN
cet-14764	61	51	(	(	PUNCT
cet-14764	61	52	n	n	NOUN
cet-14764	61	53	=	=	NUM
cet-14764	61	54	150	150	NUM
cet-14764	61	55	)	)	PUNCT
cet-14764	61	56	,	,	PUNCT
cet-14764	61	57	hcc	hcc	PROPN
cet-14764	61	58	(	(	PUNCT
cet-14764	61	59	n	n	NOUN
cet-14764	61	60	=	=	SYM
cet-14764	61	61	50	50	NUM
cet-14764	61	62	)	)	PUNCT
cet-14764	61	63	,	,	PUNCT
cet-14764	61	64	ac	ac	PROPN
cet-14764	61	65	(	(	PUNCT
cet-14764	61	66	n	n	NOUN
cet-14764	61	67	=	=	SYM
cet-14764	61	68	50	50	NUM
cet-14764	61	69	)	)	PUNCT
cet-14764	61	70	,	,	PUNCT
cet-14764	61	71	and	and	CCONJ
cet-14764	61	72	hc	hc	PROPN
cet-14764	61	73	(	(	PUNCT
cet-14764	61	74	n	n	NOUN
cet-14764	61	75	=	=	NUM
cet-14764	61	76	150	150	NUM
cet-14764	61	77	)	)	PUNCT
cet-14764	61	78	.	.	PUNCT
cet-14764	62	1	the	the	DET
cet-14764	62	2	mean	mean	ADJ
cet-14764	62	3	age	age	NOUN
cet-14764	62	4	of	of	ADP
cet-14764	62	5	cancer	cancer	NOUN
cet-14764	62	6	patients	patient	NOUN
cet-14764	62	7	was	be	AUX
cet-14764	62	8	55.53	55.53	NUM
cet-14764	62	9	±	±	NUM
cet-14764	62	10	10.71	10.71	NUM
cet-14764	62	11	years	year	NOUN
cet-14764	62	12	,	,	PUNCT
cet-14764	62	13	171	171	NUM
cet-14764	62	14	(	(	PUNCT
cet-14764	62	15	42.75	42.75	NUM
cet-14764	62	16	%	%	NOUN
cet-14764	62	17	)	)	PUNCT
cet-14764	62	18	being	be	AUX
cet-14764	62	19	males	male	NOUN
cet-14764	62	20	,	,	PUNCT
cet-14764	62	21	which	which	PRON
cet-14764	62	22	included	include	VERB
cet-14764	62	23	116	116	NUM
cet-14764	62	24	(	(	PUNCT
cet-14764	62	25	67.83	67.83	NUM
cet-14764	62	26	%	%	NOUN
cet-14764	62	27	)	)	PUNCT
cet-14764	62	28	active	active	ADJ
cet-14764	62	29	smokers	smoker	NOUN
cet-14764	62	30	,	,	PUNCT
cet-14764	62	31	while	while	SCONJ
cet-14764	62	32	229	229	NUM
cet-14764	62	33	(	(	PUNCT
cet-14764	62	34	57.25	57.25	NUM
cet-14764	62	35	%	%	NOUN
cet-14764	62	36	)	)	PUNCT
cet-14764	62	37	were	be	AUX
cet-14764	62	38	females	female	NOUN
cet-14764	62	39	,	,	PUNCT
cet-14764	62	40	with	with	ADP
cet-14764	62	41	only	only	ADV
cet-14764	62	42	16	16	NUM
cet-14764	62	43	(	(	PUNCT
cet-14764	62	44	6.99	6.99	NUM
cet-14764	62	45	%	%	NOUN
cet-14764	62	46	)	)	PUNCT
cet-14764	62	47	active	active	ADJ
cet-14764	62	48	smokers	smoker	NOUN
cet-14764	62	49	.	.	PUNCT
cet-14764	63	1	the	the	DET
cet-14764	63	2	hc	hc	PROPN
cet-14764	63	3	mean	mean	NOUN
cet-14764	63	4	age	age	NOUN
cet-14764	63	5	was	be	AUX
cet-14764	63	6	58.22	58.22	NUM
cet-14764	63	7	±	±	NUM
cet-14764	63	8	7.53	7.53	NUM
cet-14764	63	9	years	year	NOUN
cet-14764	63	10	;	;	PUNCT
cet-14764	63	11	78	78	NUM
cet-14764	63	12	(	(	PUNCT
cet-14764	63	13	52	52	NUM
cet-14764	63	14	%	%	NOUN
cet-14764	63	15	)	)	PUNCT
cet-14764	63	16	were	be	AUX
cet-14764	63	17	males	male	NOUN
cet-14764	63	18	,	,	PUNCT
cet-14764	63	19	of	of	ADP
cet-14764	63	20	which	which	PRON
cet-14764	63	21	51	51	NUM
cet-14764	63	22	(	(	PUNCT
cet-14764	63	23	34	34	NUM
cet-14764	63	24	%	%	NOUN
cet-14764	63	25	)	)	PUNCT
cet-14764	63	26	were	be	AUX
cet-14764	63	27	active	active	ADJ
cet-14764	63	28	mild	mild	ADJ
cet-14764	63	29	smokers	smoker	NOUN
cet-14764	63	30	or	or	CCONJ
cet-14764	63	31	with	with	ADP
cet-14764	63	32	a	a	DET
cet-14764	63	33	history	history	NOUN
cet-14764	63	34	of	of	ADP
cet-14764	63	35	smoking	smoking	NOUN
cet-14764	63	36	.	.	PUNCT
cet-14764	64	1	the	the	DET
cet-14764	64	2	average	average	ADJ
cet-14764	64	3	age	age	NOUN
cet-14764	64	4	of	of	ADP
cet-14764	64	5	study	study	NOUN
cet-14764	64	6	participants	participant	NOUN
cet-14764	64	7	falls	fall	VERB
cet-14764	64	8	within	within	ADP
cet-14764	64	9	the	the	DET
cet-14764	64	10	middleaged	middleaged	ADJ
cet-14764	64	11	range	range	NOUN
cet-14764	64	12	,	,	PUNCT
cet-14764	64	13	with	with	ADP
cet-14764	64	14	a	a	DET
cet-14764	64	15	significant	significant	ADJ
cet-14764	64	16	gender	gender	NOUN
cet-14764	64	17	disparity	disparity	NOUN
cet-14764	64	18	(	(	PUNCT
cet-14764	64	19	females	female	NOUN
cet-14764	64	20	were	be	AUX
cet-14764	64	21	more	more	ADJ
cet-14764	64	22	than	than	ADP
cet-14764	64	23	50	50	NUM
cet-14764	64	24	%	%	NOUN
cet-14764	64	25	)	)	PUNCT
cet-14764	64	26	due	due	ADP
cet-14764	64	27	to	to	ADP
cet-14764	64	28	the	the	DET
cet-14764	64	29	higher	high	ADJ
cet-14764	64	30	number	number	NOUN
cet-14764	64	31	of	of	ADP
cet-14764	64	32	idc	idc	PROPN
cet-14764	64	33	patients	patient	NOUN
cet-14764	64	34	.	.	PUNCT
cet-14764	65	1	idc	idc	PROPN
cet-14764	65	2	patients	patient	NOUN
cet-14764	65	3	,	,	PUNCT
cet-14764	65	4	who	who	PRON
cet-14764	65	5	were	be	AUX
cet-14764	65	6	all	all	PRON
cet-14764	65	7	class	class	NOUN
cet-14764	65	8	2	2	NUM
cet-14764	65	9	obese	obese	NOUN
cet-14764	65	10	females	female	NOUN
cet-14764	65	11	(	(	PUNCT
cet-14764	65	12	bmi	bmi	X
cet-14764	65	13	>	>	X
cet-14764	65	14	35	35	NUM
cet-14764	65	15	kg	kg	NOUN
cet-14764	65	16	/	/	SYM
cet-14764	65	17	m2	m2	PROPN
cet-14764	65	18	)	)	PUNCT
cet-14764	65	19	,	,	PUNCT
cet-14764	65	20	were	be	AUX
cet-14764	65	21	significantly	significantly	ADV
cet-14764	65	22	heavier	heavy	ADJ
cet-14764	65	23	than	than	ADP
cet-14764	65	24	cll	cll	PROPN
cet-14764	65	25	and	and	CCONJ
cet-14764	65	26	hcc	hcc	PROPN
cet-14764	65	27	patients	patient	NOUN
cet-14764	65	28	,	,	PUNCT
cet-14764	65	29	who	who	PRON
cet-14764	65	30	were	be	AUX
cet-14764	65	31	overweight	overweight	ADJ
cet-14764	65	32	(	(	PUNCT
cet-14764	65	33	bmi	bmi	X
cet-14764	65	34	>	>	X
cet-14764	65	35	25	25	NUM
cet-14764	65	36	kg	kg	PROPN
cet-14764	65	37	/	/	SYM
cet-14764	65	38	m2	m2	PROPN
cet-14764	65	39	)	)	PUNCT
cet-14764	65	40	,	,	PUNCT
cet-14764	65	41	while	while	SCONJ
cet-14764	65	42	gbm	gbm	PROPN
cet-14764	65	43	and	and	CCONJ
cet-14764	65	44	ac	ac	PROPN
cet-14764	65	45	patients	patient	NOUN
cet-14764	65	46	were	be	AUX
cet-14764	65	47	within	within	ADP
cet-14764	65	48	the	the	DET
cet-14764	65	49	normal	normal	ADJ
cet-14764	65	50	weight	weight	NOUN
cet-14764	65	51	range	range	NOUN
cet-14764	65	52	(	(	PUNCT
cet-14764	65	53	bmi	bmi	X
cet-14764	65	54	<	<	X
cet-14764	65	55	25	25	NUM
cet-14764	65	56	kg	kg	NOUN
cet-14764	65	57	/	/	SYM
cet-14764	65	58	m2	m2	PROPN
cet-14764	65	59	)	)	PUNCT
cet-14764	65	60	.	.	PUNCT
cet-14764	66	1	figure	figure	VERB
cet-14764	66	2	1	1	NUM
cet-14764	66	3	right	right	ADJ
cet-14764	66	4	panels	panel	NOUN
cet-14764	66	5	show	show	VERB
cet-14764	66	6	the	the	DET
cet-14764	66	7	typical	typical	ADJ
cet-14764	66	8	sensor	sensor	NOUN
cet-14764	66	9	responses	response	NOUN
cet-14764	66	10	,	,	PUNCT
cet-14764	66	11	which	which	PRON
cet-14764	66	12	were	be	AUX
cet-14764	66	13	characteristic	characteristic	ADJ
cet-14764	66	14	fingerprints	fingerprint	NOUN
cet-14764	66	15	to	to	ADP
cet-14764	66	16	the	the	DET
cet-14764	66	17	vocs	vocs	PROPN
cet-14764	66	18	emanated	emanate	VERB
cet-14764	66	19	from	from	ADP
cet-14764	66	20	blood	blood	NOUN
cet-14764	66	21	samples	sample	NOUN
cet-14764	66	22	of	of	ADP
cet-14764	66	23	various	various	ADJ
cet-14764	66	24	cancers	cancer	NOUN
cet-14764	66	25	(	(	PUNCT
cet-14764	66	26	cll	cll	PROPN
cet-14764	66	27	,	,	PUNCT
cet-14764	66	28	gbm	gbm	PROPN
cet-14764	66	29	,	,	PUNCT
cet-14764	66	30	idc	idc	PROPN
cet-14764	66	31	,	,	PUNCT
cet-14764	66	32	hcc	hcc	PROPN
cet-14764	66	33	,	,	PUNCT
cet-14764	66	34	and	and	CCONJ
cet-14764	66	35	ac	ac	ADJ
cet-14764	66	36	)	)	PUNCT
cet-14764	66	37	and	and	CCONJ
cet-14764	66	38	hc	hc	PROPN
cet-14764	66	39	.	.	PUNCT
cet-14764	67	1	the	the	DET
cet-14764	67	2	multidimensional	multidimensional	ADJ
cet-14764	67	3	pca	pca	PROPN
cet-14764	67	4	cluster	cluster	NOUN
cet-14764	67	5	plots	plot	NOUN
cet-14764	67	6	are	be	AUX
cet-14764	67	7	shown	show	VERB
cet-14764	67	8	in	in	ADP
cet-14764	67	9	figure	figure	NOUN
cet-14764	67	10	1	1	NUM
cet-14764	67	11	left	left	ADJ
cet-14764	67	12	panel	panel	NOUN
cet-14764	67	13	,	,	PUNCT
cet-14764	67	14	where	where	SCONJ
cet-14764	67	15	the	the	DET
cet-14764	67	16	correlation	correlation	NOUN
cet-14764	67	17	matrix	matrix	NOUN
cet-14764	67	18	showed	show	VERB
cet-14764	67	19	that	that	SCONJ
cet-14764	67	20	the	the	DET
cet-14764	67	21	first	first	ADJ
cet-14764	67	22	and	and	CCONJ
cet-14764	67	23	second	second	ADJ
cet-14764	67	24	main	main	ADJ
cet-14764	67	25	pcs	pc	NOUN
cet-14764	67	26	had	have	VERB
cet-14764	67	27	a	a	DET
cet-14764	67	28	variance	variance	NOUN
cet-14764	67	29	of	of	ADP
cet-14764	67	30	80.59	80.59	NUM
cet-14764	67	31	%	%	NOUN
cet-14764	67	32	and	and	CCONJ
cet-14764	67	33	16.51	16.51	NUM
cet-14764	67	34	%	%	NOUN
cet-14764	67	35	,	,	PUNCT
cet-14764	67	36	respectively	respectively	ADV
cet-14764	67	37	.	.	PUNCT
cet-14764	68	1	the	the	DET
cet-14764	68	2	pca	pca	PROPN
cet-14764	68	3	total	total	NOUN
cet-14764	68	4	variance	variance	NOUN
cet-14764	68	5	was	be	AUX
cet-14764	68	6	97.10	97.10	NUM
cet-14764	68	7	%	%	NOUN
cet-14764	68	8	,	,	PUNCT
cet-14764	68	9	with	with	ADP
cet-14764	68	10	no	no	DET
cet-14764	68	11	false	false	ADJ
cet-14764	68	12	-	-	PUNCT
cet-14764	68	13	positive	positive	ADJ
cet-14764	68	14	or	or	CCONJ
cet-14764	68	15	false	false	ADJ
cet-14764	68	16	-	-	PUNCT
cet-14764	68	17	negative	negative	ADJ
cet-14764	68	18	results	result	NOUN
cet-14764	68	19	,	,	PUNCT
cet-14764	68	20	ensuring	ensure	VERB
cet-14764	68	21	100	100	NUM
cet-14764	68	22	%	%	NOUN
cet-14764	68	23	sensitivity	sensitivity	NOUN
cet-14764	68	24	and	and	CCONJ
cet-14764	68	25	100	100	NUM
cet-14764	68	26	%	%	NOUN
cet-14764	68	27	specificity	specificity	NOUN
cet-14764	68	28	.	.	PUNCT
cet-14764	69	1	enoses	enose	NOUN
cet-14764	69	2	were	be	AUX
cet-14764	69	3	reported	report	VERB
cet-14764	69	4	to	to	PART
cet-14764	69	5	have	have	VERB
cet-14764	69	6	a	a	DET
cet-14764	69	7	90	90	NUM
cet-14764	69	8	%	%	NOUN
cet-14764	69	9	sensitivity	sensitivity	NOUN
cet-14764	69	10	and	and	CCONJ
cet-14764	69	11	87	87	NUM
cet-14764	69	12	%	%	NOUN
cet-14764	69	13	specificity	specificity	NOUN
cet-14764	69	14	in	in	ADP
cet-14764	69	15	diagnosing	diagnose	VERB
cet-14764	69	16	cancer	cancer	NOUN
cet-14764	69	17	using	use	VERB
cet-14764	69	18	exhaled	exhale	VERB
cet-14764	69	19	breath	breath	NOUN
cet-14764	69	20	,	,	PUNCT
cet-14764	69	21	based	base	VERB
cet-14764	69	22	on	on	ADP
cet-14764	69	23	a	a	DET
cet-14764	69	24	pooled	pooled	ADJ
cet-14764	69	25	analysis	analysis	NOUN
cet-14764	69	26	of	of	ADP
cet-14764	69	27	52	52	NUM
cet-14764	69	28	studies	study	NOUN
cet-14764	69	29	involving	involve	VERB
cet-14764	69	30	3677	3677	NUM
cet-14764	69	31	cancer	cancer	NOUN
cet-14764	69	32	patients	patient	NOUN
cet-14764	69	33	(	(	PUNCT
cet-14764	69	34	scheepers	scheeper	NOUN
cet-14764	69	35	et	et	PROPN
cet-14764	69	36	al	al	PROPN
cet-14764	69	37	.	.	PROPN
cet-14764	69	38	,	,	PUNCT
cet-14764	69	39	2022	2022	NUM
cet-14764	69	40	)	)	PUNCT
cet-14764	69	41	.	.	PUNCT
cet-14764	70	1	earlier	early	ADJ
cet-14764	70	2	studies	study	NOUN
cet-14764	70	3	also	also	ADV
cet-14764	70	4	confirmed	confirm	VERB
cet-14764	70	5	the	the	DET
cet-14764	70	6	pca	pca	PROPN
cet-14764	70	7	algorithm	algorithm	NOUN
cet-14764	70	8	's	's	PART
cet-14764	70	9	high	high	ADJ
cet-14764	70	10	sensitivity	sensitivity	NOUN
cet-14764	70	11	and	and	CCONJ
cet-14764	70	12	specificity	specificity	NOUN
cet-14764	70	13	in	in	ADP
cet-14764	70	14	accurately	accurately	ADV
cet-14764	70	15	diagnosing	diagnose	VERB
cet-14764	70	16	major	major	ADJ
cet-14764	70	17	leukaemia	leukaemia	NOUN
cet-14764	70	18	types	type	NOUN
cet-14764	70	19	(	(	PUNCT
cet-14764	70	20	i.e.	i.e.	X
cet-14764	70	21	,	,	PUNCT
cet-14764	70	22	all	all	PRON
cet-14764	70	23	,	,	PUNCT
cet-14764	70	24	aml	aml	PROPN
cet-14764	70	25	,	,	PUNCT
cet-14764	70	26	cll	cll	PROPN
cet-14764	70	27	,	,	PUNCT
cet-14764	70	28	and	and	CCONJ
cet-14764	70	29	cml	cml	PROPN
cet-14764	70	30	)	)	PUNCT
cet-14764	70	31	,	,	PUNCT
cet-14764	70	32	breast	breast	NOUN
cet-14764	70	33	cancer	cancer	NOUN
cet-14764	70	34	,	,	PUNCT
cet-14764	70	35	and	and	CCONJ
cet-14764	70	36	lung	lung	NOUN
cet-14764	70	37	cancer	cancer	NOUN
cet-14764	70	38	in	in	ADP
cet-14764	70	39	various	various	ADJ
cet-14764	70	40	biological	biological	ADJ
cet-14764	70	41	fluids	fluid	NOUN
cet-14764	70	42	,	,	PUNCT
cet-14764	70	43	including	include	VERB
cet-14764	70	44	blood	blood	NOUN
cet-14764	70	45	(	(	PUNCT
cet-14764	70	46	mohamed	mohamed	PROPN
cet-14764	70	47	et	et	PROPN
cet-14764	70	48	al	al	PROPN
cet-14764	70	49	.	.	PROPN
cet-14764	70	50	,	,	PUNCT
cet-14764	70	51	2014	2014	NUM
cet-14764	70	52	;	;	PUNCT
cet-14764	70	53	2017	2017	NUM
cet-14764	70	54	;	;	PUNCT
cet-14764	70	55	2019	2019	NUM
cet-14764	70	56	;	;	PUNCT
cet-14764	70	57	liu	liu	PROPN
cet-14764	70	58	et	et	PROPN
cet-14764	70	59	al	al	PROPN
cet-14764	70	60	.	.	PROPN
cet-14764	70	61	,	,	PUNCT
cet-14764	70	62	2023	2023	NUM
cet-14764	70	63	)	)	PUNCT
cet-14764	70	64	.	.	PUNCT
cet-14764	71	1	123	123	NUM
cet-14764	71	2	results	result	VERB
cet-14764	71	3	from	from	ADP
cet-14764	71	4	further	further	ADJ
cet-14764	71	5	assessments	assessment	NOUN
cet-14764	71	6	using	use	VERB
cet-14764	71	7	the	the	DET
cet-14764	71	8	svm	svm	ADJ
cet-14764	71	9	model	model	NOUN
cet-14764	71	10	showed	show	VERB
cet-14764	71	11	the	the	DET
cet-14764	71	12	accuracy	accuracy	NOUN
cet-14764	71	13	during	during	ADP
cet-14764	71	14	training	training	NOUN
cet-14764	71	15	,	,	PUNCT
cet-14764	71	16	cross	cross	NOUN
cet-14764	71	17	-	-	NOUN
cet-14764	71	18	validation	validation	ADJ
cet-14764	71	19	,	,	PUNCT
cet-14764	71	20	and	and	CCONJ
cet-14764	71	21	testing	testing	NOUN
cet-14764	71	22	were	be	AUX
cet-14764	71	23	100	100	NUM
cet-14764	71	24	,	,	PUNCT
cet-14764	71	25	97.60	97.60	NUM
cet-14764	71	26	,	,	PUNCT
cet-14764	71	27	and	and	CCONJ
cet-14764	71	28	100	100	NUM
cet-14764	71	29	%	%	NOUN
cet-14764	71	30	,	,	PUNCT
cet-14764	71	31	respectively	respectively	ADV
cet-14764	71	32	,	,	PUNCT
cet-14764	71	33	with	with	ADP
cet-14764	71	34	a	a	DET
cet-14764	71	35	total	total	ADJ
cet-14764	71	36	accuracy	accuracy	NOUN
cet-14764	71	37	of	of	ADP
cet-14764	71	38	99.20	99.20	NUM
cet-14764	71	39	%	%	NOUN
cet-14764	71	40	(	(	PUNCT
cet-14764	71	41	table	table	NOUN
cet-14764	71	42	1	1	NUM
cet-14764	71	43	)	)	PUNCT
cet-14764	71	44	.	.	PUNCT
cet-14764	72	1	the	the	DET
cet-14764	72	2	svm	svm	PROPN
cet-14764	72	3	model	model	NOUN
cet-14764	72	4	successfully	successfully	ADV
cet-14764	72	5	produced	produce	VERB
cet-14764	72	6	accurate	accurate	ADJ
cet-14764	72	7	predictions	prediction	NOUN
cet-14764	72	8	of	of	ADP
cet-14764	72	9	true	true	ADJ
cet-14764	72	10	values	value	NOUN
cet-14764	72	11	that	that	PRON
cet-14764	72	12	coincided	coincide	VERB
cet-14764	72	13	with	with	ADP
cet-14764	72	14	the	the	DET
cet-14764	72	15	actual	actual	ADJ
cet-14764	72	16	cancer	cancer	NOUN
cet-14764	72	17	and	and	CCONJ
cet-14764	72	18	hc	hc	NOUN
cet-14764	72	19	categories	category	NOUN
cet-14764	72	20	,	,	PUNCT
cet-14764	72	21	as	as	SCONJ
cet-14764	72	22	evidenced	evidence	VERB
cet-14764	72	23	by	by	ADP
cet-14764	72	24	the	the	DET
cet-14764	72	25	error	error	NOUN
cet-14764	72	26	rate	rate	NOUN
cet-14764	72	27	measurements	measurement	NOUN
cet-14764	72	28	showing	show	VERB
cet-14764	72	29	a	a	DET
cet-14764	72	30	zero	zero	NUM
cet-14764	72	31	mae	mae	PROPN
cet-14764	72	32	(	(	PUNCT
cet-14764	72	33	table	table	NOUN
cet-14764	72	34	1	1	NUM
cet-14764	72	35	)	)	PUNCT
cet-14764	72	36	.	.	PUNCT
cet-14764	73	1	with	with	ADP
cet-14764	73	2	a	a	DET
cet-14764	73	3	scoring	scoring	NOUN
cet-14764	73	4	time	time	NOUN
cet-14764	73	5	of	of	ADP
cet-14764	73	6	only	only	ADV
cet-14764	73	7	0.02	0.02	NUM
cet-14764	73	8	s	s	NOUN
cet-14764	73	9	,	,	PUNCT
cet-14764	73	10	the	the	DET
cet-14764	73	11	svm	svm	ADJ
cet-14764	73	12	model	model	NOUN
cet-14764	73	13	was	be	AUX
cet-14764	73	14	ideal	ideal	ADJ
cet-14764	73	15	for	for	ADP
cet-14764	73	16	real	real	ADJ
cet-14764	73	17	-	-	PUNCT
cet-14764	73	18	time	time	NOUN
cet-14764	73	19	applications	application	NOUN
cet-14764	73	20	of	of	ADP
cet-14764	73	21	cancer	cancer	NOUN
cet-14764	73	22	diagnosis	diagnosis	NOUN
cet-14764	73	23	(	(	PUNCT
cet-14764	73	24	meshref	meshref	NOUN
cet-14764	73	25	et	et	PROPN
cet-14764	73	26	al	al	PROPN
cet-14764	73	27	.	.	PROPN
cet-14764	73	28	,	,	PUNCT
cet-14764	73	29	2023	2023	NUM
cet-14764	73	30	)	)	PUNCT
cet-14764	73	31	.	.	PUNCT
cet-14764	74	1	moreover	moreover	ADV
cet-14764	74	2	,	,	PUNCT
cet-14764	74	3	the	the	DET
cet-14764	74	4	output	output	NOUN
cet-14764	74	5	vectors	vector	NOUN
cet-14764	74	6	for	for	ADP
cet-14764	74	7	all	all	DET
cet-14764	74	8	categories	category	NOUN
cet-14764	74	9	of	of	ADP
cet-14764	74	10	blood	blood	NOUN
cet-14764	74	11	samples	sample	NOUN
cet-14764	74	12	were	be	AUX
cet-14764	74	13	perfectly	perfectly	ADV
cet-14764	74	14	accurate	accurate	ADJ
cet-14764	74	15	with	with	ADP
cet-14764	74	16	respect	respect	NOUN
cet-14764	74	17	to	to	ADP
cet-14764	74	18	sensitivity	sensitivity	NOUN
cet-14764	74	19	,	,	PUNCT
cet-14764	74	20	specificity	specificity	NOUN
cet-14764	74	21	,	,	PUNCT
cet-14764	74	22	recall	recall	NOUN
cet-14764	74	23	,	,	PUNCT
cet-14764	74	24	and	and	CCONJ
cet-14764	74	25	f1	f1	NOUN
cet-14764	74	26	-	-	PUNCT
cet-14764	74	27	score	score	NOUN
cet-14764	74	28	.	.	PUNCT
cet-14764	75	1	the	the	DET
cet-14764	75	2	best	good	ADJ
cet-14764	75	3	cross	cross	NOUN
cet-14764	75	4	-	-	ADJ
cet-14764	75	5	validation	validation	NOUN
cet-14764	75	6	was	be	AUX
cet-14764	75	7	achieved	achieve	VERB
cet-14764	75	8	,	,	PUNCT
cet-14764	75	9	as	as	SCONJ
cet-14764	75	10	shown	show	VERB
cet-14764	75	11	graphically	graphically	ADV
cet-14764	75	12	in	in	ADP
cet-14764	75	13	figure	figure	NOUN
cet-14764	75	14	2a	2a	NUM
cet-14764	75	15	,	,	PUNCT
cet-14764	75	16	which	which	PRON
cet-14764	75	17	displays	display	VERB
cet-14764	75	18	the	the	DET
cet-14764	75	19	accuracy	accuracy	NOUN
cet-14764	75	20	score	score	NOUN
cet-14764	75	21	throughout	throughout	ADP
cet-14764	75	22	the	the	DET
cet-14764	75	23	entire	entire	ADJ
cet-14764	75	24	blood	blood	NOUN
cet-14764	75	25	sample	sample	NOUN
cet-14764	75	26	training	training	NOUN
cet-14764	75	27	set	set	NOUN
cet-14764	75	28	.	.	PUNCT
cet-14764	76	1	figure	figure	NOUN
cet-14764	76	2	2b	2b	NOUN
cet-14764	76	3	shows	show	VERB
cet-14764	76	4	that	that	SCONJ
cet-14764	76	5	the	the	DET
cet-14764	76	6	error	error	NOUN
cet-14764	76	7	rate	rate	NOUN
cet-14764	76	8	of	of	ADP
cet-14764	76	9	the	the	DET
cet-14764	76	10	model	model	NOUN
cet-14764	76	11	converged	converge	VERB
cet-14764	76	12	to	to	ADP
cet-14764	76	13	zero	zero	NUM
cet-14764	76	14	by	by	ADP
cet-14764	76	15	the	the	DET
cet-14764	76	16	end	end	NOUN
cet-14764	76	17	of	of	ADP
cet-14764	76	18	training	training	NOUN
cet-14764	76	19	,	,	PUNCT
cet-14764	76	20	thus	thus	ADV
cet-14764	76	21	the	the	DET
cet-14764	76	22	svm	svm	ADJ
cet-14764	76	23	model	model	NOUN
cet-14764	76	24	successfully	successfully	ADV
cet-14764	76	25	learned	learn	VERB
cet-14764	76	26	e	e	NOUN
cet-14764	76	27	-	-	NOUN
cet-14764	76	28	nose	nose	NOUN
cet-14764	76	29	patterns	pattern	NOUN
cet-14764	76	30	,	,	PUNCT
cet-14764	76	31	minimizing	minimize	VERB
cet-14764	76	32	its	its	PRON
cet-14764	76	33	errors	error	NOUN
cet-14764	76	34	over	over	ADP
cet-14764	76	35	time	time	NOUN
cet-14764	76	36	.	.	PUNCT
cet-14764	77	1	the	the	DET
cet-14764	77	2	svm	svm	PROPN
cet-14764	77	3	model	model	NOUN
cet-14764	77	4	had	have	VERB
cet-14764	77	5	an	an	DET
cet-14764	77	6	auc	auc	NOUN
cet-14764	77	7	of	of	ADP
cet-14764	77	8	1.00	1.00	NUM
cet-14764	77	9	,	,	PUNCT
cet-14764	77	10	which	which	PRON
cet-14764	77	11	is	be	AUX
cet-14764	77	12	the	the	DET
cet-14764	77	13	best	good	ADJ
cet-14764	77	14	possible	possible	ADJ
cet-14764	77	15	performance	performance	NOUN
cet-14764	77	16	on	on	ADP
cet-14764	77	17	an	an	DET
cet-14764	77	18	roc	roc	PROPN
cet-14764	77	19	curve	curve	NOUN
cet-14764	77	20	,	,	PUNCT
cet-14764	77	21	meaning	mean	VERB
cet-14764	77	22	a	a	DET
cet-14764	77	23	sensitivity	sensitivity	NOUN
cet-14764	77	24	and	and	CCONJ
cet-14764	77	25	specificity	specificity	NOUN
cet-14764	77	26	of	of	ADP
cet-14764	77	27	100	100	NUM
cet-14764	77	28	%	%	NOUN
cet-14764	77	29	,	,	PUNCT
cet-14764	77	30	by	by	ADP
cet-14764	77	31	5	5	NUM
cet-14764	77	32	-	-	ADJ
cet-14764	77	33	fold	fold	ADJ
cet-14764	77	34	cross	cross	ADJ
cet-14764	77	35	-	-	ADJ
cet-14764	77	36	validation	validation	ADJ
cet-14764	77	37	test	test	NOUN
cet-14764	77	38	(	(	PUNCT
cet-14764	77	39	figure	figure	NOUN
cet-14764	77	40	2c	2c	NUM
cet-14764	77	41	)	)	PUNCT
cet-14764	77	42	.	.	PUNCT
cet-14764	78	1	as	as	ADP
cet-14764	78	2	a	a	DET
cet-14764	78	3	result	result	NOUN
cet-14764	78	4	,	,	PUNCT
cet-14764	78	5	the	the	DET
cet-14764	78	6	svm	svm	ADJ
cet-14764	78	7	model	model	NOUN
cet-14764	78	8	correctly	correctly	ADV
cet-14764	78	9	classified	classify	VERB
cet-14764	78	10	all	all	DET
cet-14764	78	11	the	the	DET
cet-14764	78	12	blood	blood	NOUN
cet-14764	78	13	samples	sample	NOUN
cet-14764	78	14	from	from	ADP
cet-14764	78	15	different	different	ADJ
cet-14764	78	16	cancers	cancer	NOUN
cet-14764	78	17	and	and	CCONJ
cet-14764	78	18	hc	hc	NOUN
cet-14764	78	19	,	,	PUNCT
cet-14764	78	20	with	with	ADP
cet-14764	78	21	an	an	DET
cet-14764	78	22	accuracy	accuracy	NOUN
cet-14764	78	23	rate	rate	NOUN
cet-14764	78	24	of	of	ADP
cet-14764	78	25	100	100	NUM
cet-14764	78	26	%	%	NOUN
cet-14764	78	27	for	for	ADP
cet-14764	78	28	true	true	ADJ
cet-14764	78	29	positives	positive	NOUN
cet-14764	78	30	and	and	CCONJ
cet-14764	78	31	0	0	NUM
cet-14764	78	32	%	%	NOUN
cet-14764	78	33	for	for	ADP
cet-14764	78	34	false	false	ADJ
cet-14764	78	35	negatives	negative	NOUN
cet-14764	78	36	in	in	ADP
cet-14764	78	37	the	the	DET
cet-14764	78	38	confusion	confusion	NOUN
cet-14764	78	39	matrix	matrix	NOUN
cet-14764	78	40	of	of	ADP
cet-14764	78	41	figure	figure	NOUN
cet-14764	78	42	2d	2d	NOUN
cet-14764	78	43	.	.	PUNCT
cet-14764	79	1	figure	figure	NOUN
cet-14764	79	2	1	1	NUM
cet-14764	79	3	:	:	PUNCT
cet-14764	79	4	typical	typical	ADJ
cet-14764	79	5	sensor	sensor	NOUN
cet-14764	79	6	responses	response	NOUN
cet-14764	79	7	(	(	PUNCT
cet-14764	79	8	right	right	ADJ
cet-14764	79	9	panels	panel	NOUN
cet-14764	79	10	)	)	PUNCT
cet-14764	79	11	and	and	CCONJ
cet-14764	79	12	principal	principal	ADJ
cet-14764	79	13	component	component	NOUN
cet-14764	79	14	analysis	analysis	NOUN
cet-14764	79	15	(	(	PUNCT
cet-14764	79	16	pca	pca	NOUN
cet-14764	79	17	)	)	PUNCT
cet-14764	79	18	(	(	PUNCT
cet-14764	79	19	left	leave	VERB
cet-14764	79	20	clusters	cluster	NOUN
cet-14764	79	21	)	)	PUNCT
cet-14764	79	22	for	for	ADP
cet-14764	79	23	blood	blood	NOUN
cet-14764	79	24	samples	sample	NOUN
cet-14764	79	25	.	.	PUNCT
cet-14764	80	1	table	table	NOUN
cet-14764	80	2	1	1	NUM
cet-14764	80	3	:	:	PUNCT
cet-14764	80	4	support	support	NOUN
cet-14764	80	5	vector	vector	NOUN
cet-14764	80	6	machine	machine	NOUN
cet-14764	80	7	(	(	PUNCT
cet-14764	80	8	svm	svm	ADJ
cet-14764	80	9	)	)	PUNCT
cet-14764	80	10	training	training	NOUN
cet-14764	80	11	,	,	PUNCT
cet-14764	80	12	cross	cross	NOUN
cet-14764	80	13	-	-	NOUN
cet-14764	80	14	validation	validation	ADJ
cet-14764	80	15	,	,	PUNCT
cet-14764	80	16	and	and	CCONJ
cet-14764	80	17	testing	test	VERB
cet-14764	80	18	output	output	NOUN
cet-14764	80	19	results	result	NOUN
cet-14764	80	20	.	.	PUNCT
cet-14764	81	1	output	output	NOUN
cet-14764	81	2	result	result	VERB
cet-14764	81	3	training	training	NOUN
cet-14764	81	4	accuracy	accuracy	NOUN
cet-14764	81	5	(	(	PUNCT
cet-14764	81	6	%	%	NOUN
cet-14764	81	7	)	)	PUNCT
cet-14764	81	8	100	100	NUM
cet-14764	81	9	cross	cross	ADJ
cet-14764	81	10	-	-	ADJ
cet-14764	81	11	validation	validation	ADJ
cet-14764	81	12	accuracy	accuracy	NOUN
cet-14764	81	13	(	(	PUNCT
cet-14764	81	14	%	%	NOUN
cet-14764	81	15	)	)	PUNCT
cet-14764	81	16	97.60	97.60	NUM
cet-14764	81	17	testing	testing	NOUN
cet-14764	81	18	accuracy	accuracy	NOUN
cet-14764	81	19	(	(	PUNCT
cet-14764	81	20	%	%	NOUN
cet-14764	81	21	)	)	PUNCT
cet-14764	81	22	100	100	NUM
cet-14764	81	23	total	total	ADJ
cet-14764	81	24	accuracy	accuracy	NOUN
cet-14764	81	25	(	(	PUNCT
cet-14764	81	26	%	%	INTJ
cet-14764	81	27	)	)	PUNCT
cet-14764	81	28	99.20	99.20	NUM
cet-14764	81	29	fit	fit	ADJ
cet-14764	81	30	time	time	NOUN
cet-14764	81	31	(	(	PUNCT
cet-14764	81	32	s	s	NOUN
cet-14764	81	33	)	)	PUNCT
cet-14764	81	34	10.19	10.19	NUM
cet-14764	81	35	score	score	NOUN
cet-14764	81	36	time	time	NOUN
cet-14764	81	37	(	(	PUNCT
cet-14764	81	38	s	s	NOUN
cet-14764	81	39	)	)	PUNCT
cet-14764	81	40	0.02	0.02	NUM
cet-14764	81	41	mean	mean	VERB
cet-14764	81	42	absolute	absolute	ADJ
cet-14764	81	43	error	error	NOUN
cet-14764	81	44	(	(	PUNCT
cet-14764	81	45	mae	mae	PROPN
cet-14764	81	46	)	)	PUNCT
cet-14764	81	47	0.00	0.00	NUM
cet-14764	81	48	precision	precision	NOUN
cet-14764	81	49	(	(	PUNCT
cet-14764	81	50	%	%	INTJ
cet-14764	81	51	)	)	PUNCT
cet-14764	81	52	100	100	NUM
cet-14764	81	53	sensitivity	sensitivity	NOUN
cet-14764	81	54	(	(	PUNCT
cet-14764	81	55	%	%	NOUN
cet-14764	81	56	)	)	PUNCT
cet-14764	81	57	100	100	NUM
cet-14764	81	58	specificity	specificity	NOUN
cet-14764	81	59	(	(	PUNCT
cet-14764	81	60	%	%	INTJ
cet-14764	81	61	)	)	PUNCT
cet-14764	81	62	100	100	NUM
cet-14764	81	63	recall	recall	NOUN
cet-14764	81	64	(	(	PUNCT
cet-14764	81	65	%	%	NOUN
cet-14764	81	66	)	)	PUNCT
cet-14764	81	67	100	100	NUM
cet-14764	81	68	f1	f1	NOUN
cet-14764	81	69	-	-	PUNCT
cet-14764	81	70	score	score	NOUN
cet-14764	81	71	(	(	PUNCT
cet-14764	81	72	%	%	INTJ
cet-14764	81	73	)	)	PUNCT
cet-14764	81	74	100	100	NUM
cet-14764	81	75	124	124	NUM
cet-14764	81	76	these	these	DET
cet-14764	81	77	results	result	NOUN
cet-14764	81	78	agree	agree	VERB
cet-14764	81	79	with	with	ADP
cet-14764	81	80	our	our	PRON
cet-14764	81	81	recent	recent	ADJ
cet-14764	81	82	findings	finding	NOUN
cet-14764	81	83	employing	employ	VERB
cet-14764	81	84	deep	deep	ADJ
cet-14764	81	85	learning	learning	NOUN
cet-14764	81	86	-	-	PUNCT
cet-14764	81	87	based	base	VERB
cet-14764	81	88	computer	computer	NOUN
cet-14764	81	89	-	-	PUNCT
cet-14764	81	90	aided	aid	VERB
cet-14764	81	91	systems	system	NOUN
cet-14764	81	92	to	to	PART
cet-14764	81	93	detect	detect	VERB
cet-14764	81	94	covid-19	covid-19	PROPN
cet-14764	81	95	patients	patient	NOUN
cet-14764	81	96	in	in	ADP
cet-14764	81	97	chest	chest	NOUN
cet-14764	81	98	x	x	NOUN
cet-14764	81	99	-	-	NOUN
cet-14764	81	100	ray	ray	NOUN
cet-14764	81	101	images	image	NOUN
cet-14764	81	102	(	(	PUNCT
cet-14764	81	103	salama	salama	NOUN
cet-14764	81	104	et	et	PROPN
cet-14764	81	105	al	al	PROPN
cet-14764	81	106	.	.	PROPN
cet-14764	81	107	,	,	PUNCT
cet-14764	81	108	2021	2021	NUM
cet-14764	81	109	)	)	PUNCT
cet-14764	81	110	and	and	CCONJ
cet-14764	81	111	abdominal	abdominal	ADJ
cet-14764	81	112	lymphadenopathy	lymphadenopathy	ADJ
cet-14764	81	113	patients	patient	NOUN
cet-14764	81	114	in	in	ADP
cet-14764	81	115	ct	ct	PROPN
cet-14764	81	116	scans	scan	NOUN
cet-14764	81	117	(	(	PUNCT
cet-14764	81	118	meshref	meshref	NOUN
cet-14764	81	119	et	et	PROPN
cet-14764	81	120	al	al	PROPN
cet-14764	81	121	.	.	PROPN
cet-14764	81	122	,	,	PUNCT
cet-14764	81	123	2023	2023	NUM
cet-14764	81	124	)	)	PUNCT
cet-14764	81	125	.	.	PUNCT
cet-14764	82	1	thus	thus	ADV
cet-14764	82	2	,	,	PUNCT
cet-14764	82	3	this	this	DET
cet-14764	82	4	study	study	NOUN
cet-14764	82	5	demonstrates	demonstrate	VERB
cet-14764	82	6	the	the	DET
cet-14764	82	7	potential	potential	NOUN
cet-14764	82	8	of	of	ADP
cet-14764	82	9	ml	ml	NOUN
cet-14764	82	10	-	-	PUNCT
cet-14764	82	11	based	base	VERB
cet-14764	82	12	e	e	NOUN
cet-14764	82	13	-	-	NOUN
cet-14764	82	14	noses	nose	NOUN
cet-14764	82	15	for	for	ADP
cet-14764	82	16	accurate	accurate	ADJ
cet-14764	82	17	blood	blood	NOUN
cet-14764	82	18	-	-	PUNCT
cet-14764	82	19	based	base	VERB
cet-14764	82	20	cancer	cancer	NOUN
cet-14764	82	21	diagnosis	diagnosis	NOUN
cet-14764	82	22	,	,	PUNCT
cet-14764	82	23	suggesting	suggest	VERB
cet-14764	82	24	it	it	PRON
cet-14764	82	25	as	as	ADP
cet-14764	82	26	a	a	DET
cet-14764	82	27	reliable	reliable	ADJ
cet-14764	82	28	alternative	alternative	NOUN
cet-14764	82	29	or	or	CCONJ
cet-14764	82	30	complimentary	complimentary	ADJ
cet-14764	82	31	tool	tool	NOUN
cet-14764	82	32	for	for	ADP
cet-14764	82	33	early	early	ADJ
cet-14764	82	34	cancer	cancer	NOUN
cet-14764	82	35	detection	detection	NOUN
cet-14764	82	36	and	and	CCONJ
cet-14764	82	37	personalized	personalized	ADJ
cet-14764	82	38	medicine	medicine	NOUN
cet-14764	82	39	(	(	PUNCT
cet-14764	82	40	ferraia	ferraia	PROPN
cet-14764	82	41	et	et	PROPN
cet-14764	82	42	al	al	PROPN
cet-14764	82	43	.	.	PROPN
cet-14764	82	44	,	,	PUNCT
cet-14764	82	45	2019	2019	NUM
cet-14764	82	46	;	;	PUNCT
cet-14764	82	47	scheepers	scheeper	NOUN
cet-14764	82	48	et	et	PROPN
cet-14764	82	49	al	al	PROPN
cet-14764	82	50	.	.	PROPN
cet-14764	82	51	,	,	PUNCT
cet-14764	82	52	2022	2022	NUM
cet-14764	82	53	)	)	PUNCT
cet-14764	82	54	.	.	PUNCT
cet-14764	83	1	figure	figure	VERB
cet-14764	83	2	2	2	NUM
cet-14764	83	3	:	:	PUNCT
cet-14764	83	4	the	the	DET
cet-14764	83	5	svm	svm	PROPN
cet-14764	83	6	learning	learn	VERB
cet-14764	83	7	performance	performance	NOUN
cet-14764	83	8	of	of	ADP
cet-14764	83	9	the	the	DET
cet-14764	83	10	training	training	NOUN
cet-14764	83	11	and	and	CCONJ
cet-14764	83	12	cross	cross	ADJ
cet-14764	83	13	-	-	ADJ
cet-14764	83	14	validation	validation	ADJ
cet-14764	83	15	score	score	NOUN
cet-14764	83	16	curves	curve	NOUN
cet-14764	83	17	(	(	PUNCT
cet-14764	83	18	a	a	X
cet-14764	83	19	)	)	PUNCT
cet-14764	83	20	,	,	PUNCT
cet-14764	83	21	error	error	NOUN
cet-14764	83	22	rate	rate	NOUN
cet-14764	83	23	curve	curve	NOUN
cet-14764	83	24	(	(	PUNCT
cet-14764	83	25	b	b	NOUN
cet-14764	83	26	)	)	PUNCT
cet-14764	83	27	,	,	PUNCT
cet-14764	83	28	receiver	receiver	NOUN
cet-14764	83	29	operating	operate	VERB
cet-14764	83	30	characteristic	characteristic	ADJ
cet-14764	83	31	curve	curve	NOUN
cet-14764	83	32	(	(	PUNCT
cet-14764	83	33	roc	roc	PROPN
cet-14764	83	34	)	)	PUNCT
cet-14764	83	35	(	(	PUNCT
cet-14764	83	36	c	c	NOUN
cet-14764	83	37	)	)	PUNCT
cet-14764	83	38	,	,	PUNCT
cet-14764	83	39	and	and	CCONJ
cet-14764	83	40	the	the	DET
cet-14764	83	41	classification	classification	NOUN
cet-14764	83	42	confusion	confusion	NOUN
cet-14764	83	43	matrix	matrix	NOUN
cet-14764	83	44	(	(	PUNCT
cet-14764	83	45	d	d	NOUN
cet-14764	83	46	)	)	PUNCT
cet-14764	83	47	.	.	PUNCT
cet-14764	84	1	4	4	X
cet-14764	84	2	.	.	X
cet-14764	84	3	conclusions	conclusion	NOUN
cet-14764	84	4	to	to	ADP
cet-14764	84	5	the	the	DET
cet-14764	84	6	best	good	ADJ
cet-14764	84	7	of	of	ADP
cet-14764	84	8	our	our	PRON
cet-14764	84	9	knowledge	knowledge	NOUN
cet-14764	84	10	,	,	PUNCT
cet-14764	84	11	this	this	DET
cet-14764	84	12	study	study	NOUN
cet-14764	84	13	marks	mark	VERB
cet-14764	84	14	the	the	DET
cet-14764	84	15	first	first	ADJ
cet-14764	84	16	efficient	efficient	ADJ
cet-14764	84	17	implementation	implementation	NOUN
cet-14764	84	18	of	of	ADP
cet-14764	84	19	the	the	DET
cet-14764	84	20	e	e	NOUN
cet-14764	84	21	-	-	NOUN
cet-14764	84	22	nose	nose	NOUN
cet-14764	84	23	to	to	PART
cet-14764	84	24	build	build	VERB
cet-14764	84	25	a	a	DET
cet-14764	84	26	stereochemical	stereochemical	ADJ
cet-14764	84	27	global	global	ADJ
cet-14764	84	28	odour	odour	NOUN
cet-14764	84	29	map	map	NOUN
cet-14764	84	30	of	of	ADP
cet-14764	84	31	different	different	ADJ
cet-14764	84	32	cancers	cancer	NOUN
cet-14764	84	33	through	through	ADP
cet-14764	84	34	the	the	DET
cet-14764	84	35	identification	identification	NOUN
cet-14764	84	36	of	of	ADP
cet-14764	84	37	specific	specific	ADJ
cet-14764	84	38	vocs	vocs	PROPN
cet-14764	84	39	in	in	ADP
cet-14764	84	40	human	human	ADJ
cet-14764	84	41	underivatized	underivatized	ADJ
cet-14764	84	42	blood	blood	NOUN
cet-14764	84	43	samples	sample	NOUN
cet-14764	84	44	.	.	PUNCT
cet-14764	85	1	the	the	DET
cet-14764	85	2	e	e	NOUN
cet-14764	85	3	-	-	NOUN
cet-14764	85	4	nose	nose	NOUN
cet-14764	85	5	has	have	AUX
cet-14764	85	6	achieved	achieve	VERB
cet-14764	85	7	a	a	DET
cet-14764	85	8	sensitivity	sensitivity	NOUN
cet-14764	85	9	and	and	CCONJ
cet-14764	85	10	specificity	specificity	NOUN
cet-14764	85	11	of	of	ADP
cet-14764	85	12	100	100	NUM
cet-14764	85	13	%	%	NOUN
cet-14764	85	14	when	when	SCONJ
cet-14764	85	15	using	use	VERB
cet-14764	85	16	an	an	DET
cet-14764	85	17	svm	svm	ADJ
cet-14764	85	18	model	model	NOUN
cet-14764	85	19	to	to	PART
cet-14764	85	20	classify	classify	VERB
cet-14764	85	21	blood	blood	NOUN
cet-14764	85	22	samples	sample	NOUN
cet-14764	85	23	from	from	ADP
cet-14764	85	24	patients	patient	NOUN
cet-14764	85	25	with	with	ADP
cet-14764	85	26	tumour	tumour	ADJ
cet-14764	85	27	markers	marker	NOUN
cet-14764	85	28	-	-	PUNCT
cet-14764	85	29	proven	prove	VERB
cet-14764	85	30	cll	cll	PROPN
cet-14764	85	31	,	,	PUNCT
cet-14764	85	32	gbm	gbm	PROPN
cet-14764	85	33	,	,	PUNCT
cet-14764	85	34	idc	idc	PROPN
cet-14764	85	35	,	,	PUNCT
cet-14764	85	36	hcc	hcc	PROPN
cet-14764	85	37	,	,	PUNCT
cet-14764	85	38	ac	ac	PROPN
cet-14764	85	39	,	,	PUNCT
cet-14764	85	40	and	and	CCONJ
cet-14764	85	41	hc	hc	PROPN
cet-14764	85	42	.	.	PROPN
cet-14764	86	1	thus	thus	ADV
cet-14764	86	2	,	,	PUNCT
cet-14764	86	3	we	we	PRON
cet-14764	86	4	believe	believe	VERB
cet-14764	86	5	the	the	DET
cet-14764	86	6	global	global	ADJ
cet-14764	86	7	map	map	NOUN
cet-14764	86	8	of	of	ADP
cet-14764	86	9	e	e	NOUN
cet-14764	86	10	-	-	NOUN
cet-14764	86	11	nose	nose	NOUN
cet-14764	86	12	cancer	cancer	NOUN
cet-14764	86	13	odours	odour	NOUN
cet-14764	86	14	can	can	AUX
cet-14764	86	15	assist	assist	VERB
cet-14764	86	16	the	the	DET
cet-14764	86	17	oncologist	oncologist	NOUN
cet-14764	86	18	in	in	ADP
cet-14764	86	19	cancer	cancer	NOUN
cet-14764	86	20	diagnostic	diagnostic	ADJ
cet-14764	86	21	decisions	decision	NOUN
cet-14764	86	22	and	and	CCONJ
cet-14764	86	23	prognosis	prognosis	NOUN
cet-14764	86	24	.	.	PUNCT
cet-14764	87	1	nomenclature	nomenclature	NOUN
cet-14764	87	2	ac	ac	PROPN
cet-14764	87	3	–	–	PUNCT
cet-14764	87	4	adenocarcinoma	adenocarcinoma	NOUN
cet-14764	87	5	asr	asr	NOUN
cet-14764	87	6	–	–	PUNCT
cet-14764	87	7	age	age	NOUN
cet-14764	87	8	-	-	PUNCT
cet-14764	87	9	standardized	standardize	VERB
cet-14764	87	10	rate	rate	NOUN
cet-14764	87	11	auc	auc	NOUN
cet-14764	87	12	–	–	PUNCT
cet-14764	87	13	area	area	NOUN
cet-14764	87	14	under	under	ADP
cet-14764	87	15	the	the	DET
cet-14764	87	16	curve	curve	NOUN
cet-14764	87	17	bmi	bmi	NOUN
cet-14764	87	18	–	–	PUNCT
cet-14764	87	19	body	body	NOUN
cet-14764	87	20	mass	mass	NOUN
cet-14764	87	21	index	index	NOUN
cet-14764	87	22	cll	cll	PROPN
cet-14764	87	23	–	–	PUNCT
cet-14764	87	24	chronic	chronic	ADJ
cet-14764	87	25	lymphocytic	lymphocytic	ADJ
cet-14764	87	26	leukemia	leukemia	NOUN
cet-14764	87	27	e	e	NOUN
cet-14764	87	28	-	-	NOUN
cet-14764	87	29	nose	nose	ADJ
cet-14764	87	30	–	–	PUNCT
cet-14764	87	31	electronic	electronic	ADJ
cet-14764	87	32	nose	nose	NOUN
cet-14764	87	33	gbm	gbm	NOUN
cet-14764	87	34	–	–	PUNCT
cet-14764	87	35	glioblastoma	glioblastoma	NOUN
cet-14764	87	36	multiforme	multiforme	NOUN
cet-14764	87	37	hc	hc	NOUN
cet-14764	87	38	–	–	PUNCT
cet-14764	87	39	healthy	healthy	ADJ
cet-14764	87	40	controls	control	NOUN
cet-14764	87	41	hcc	hcc	PROPN
cet-14764	87	42	–	–	PUNCT
cet-14764	87	43	hepatocellular	hepatocellular	ADJ
cet-14764	87	44	carcinoma	carcinoma	NOUN
cet-14764	87	45	idc	idc	PROPN
cet-14764	87	46	–	–	PUNCT
cet-14764	87	47	invasive	invasive	ADJ
cet-14764	87	48	ductal	ductal	ADJ
cet-14764	87	49	carcinoma	carcinoma	NOUN
cet-14764	87	50	mae	mae	PROPN
cet-14764	87	51	–	–	PUNCT
cet-14764	87	52	mean	mean	VERB
cet-14764	87	53	absolute	absolute	ADJ
cet-14764	87	54	error	error	NOUN
cet-14764	87	55	ml	ml	X
cet-14764	87	56	–	–	PUNCT
cet-14764	87	57	machine	machine	NOUN
cet-14764	87	58	learning	learn	VERB
cet-14764	87	59	pca	pca	PROPN
cet-14764	87	60	–	–	PUNCT
cet-14764	87	61	principal	principal	ADJ
cet-14764	87	62	component	component	NOUN
cet-14764	87	63	analysis	analysis	NOUN
cet-14764	87	64	roc	roc	PROPN
cet-14764	87	65	–	–	PUNCT
cet-14764	87	66	receiver	receiver	NOUN
cet-14764	87	67	operating	operate	VERB
cet-14764	87	68	characteristic	characteristic	ADJ
cet-14764	87	69	svm	svm	NOUN
cet-14764	87	70	–	–	PUNCT
cet-14764	87	71	support	support	NOUN
cet-14764	87	72	vector	vector	NOUN
cet-14764	87	73	machine	machine	NOUN
cet-14764	87	74	vocs	vocs	PROPN
cet-14764	87	75	–	–	PUNCT
cet-14764	87	76	volatile	volatile	ADJ
cet-14764	87	77	organic	organic	ADJ
cet-14764	87	78	compounds	compound	NOUN
cet-14764	87	79	acknowledgments	acknowledgment	NOUN
cet-14764	87	80	this	this	DET
cet-14764	87	81	work	work	NOUN
cet-14764	87	82	was	be	AUX
cet-14764	87	83	supported	support	VERB
cet-14764	87	84	by	by	ADP
cet-14764	87	85	a	a	DET
cet-14764	87	86	generous	generous	ADJ
cet-14764	87	87	donation	donation	NOUN
cet-14764	87	88	from	from	ADP
cet-14764	87	89	wolf	wolf	PROPN
cet-14764	87	90	münchmeyer	münchmeyer	NOUN
cet-14764	87	91	,	,	PUNCT
cet-14764	87	92	airsense	airsense	ADJ
cet-14764	87	93	analytics	analytic	NOUN
cet-14764	87	94	gmbh	gmbh	PROPN
cet-14764	87	95	,	,	PUNCT
cet-14764	87	96	schwerin	schwerin	NOUN
cet-14764	87	97	,	,	PUNCT
cet-14764	87	98	germany	germany	PROPN
cet-14764	87	99	.	.	PUNCT
cet-14764	88	1	the	the	DET
cet-14764	88	2	authors	author	NOUN
cet-14764	88	3	would	would	AUX
cet-14764	88	4	like	like	VERB
cet-14764	88	5	to	to	PART
cet-14764	88	6	thank	thank	VERB
cet-14764	88	7	prof	prof	PROPN
cet-14764	88	8	.	.	PROPN
cet-14764	88	9	mamdouh	mamdouh	PROPN
cet-14764	88	10	m.	m.	NOUN
cet-14764	88	11	shawki	shawki	NOUN
cet-14764	88	12	for	for	ADP
cet-14764	88	13	valuable	valuable	ADJ
cet-14764	88	14	discussions	discussion	NOUN
cet-14764	88	15	and	and	CCONJ
cet-14764	88	16	dr	dr	PROPN
cet-14764	88	17	.	.	PROPN
cet-14764	88	18	hend	hend	PROPN
cet-14764	88	19	n.	n.	PROPN
cet-14764	88	20	abdel	abdel	PROPN
cet-14764	88	21	-	-	PUNCT
cet-14764	88	22	reheim	reheim	PROPN
cet-14764	88	23	for	for	ADP
cet-14764	88	24	assistance	assistance	NOUN
cet-14764	88	25	with	with	ADP
cet-14764	88	26	liver	liver	NOUN
cet-14764	88	27	cancer	cancer	NOUN
cet-14764	88	28	patients	patient	NOUN
cet-14764	88	29	’	'	PUNCT
cet-14764	88	30	clinical	clinical	ADJ
cet-14764	88	31	investigation	investigation	NOUN
cet-14764	88	32	.	.	PUNCT
cet-14764	89	1	125	125	NUM
cet-14764	89	2	references	reference	NOUN
cet-14764	89	3	akinnuwesi	akinnuwesi	PROPN
cet-14764	89	4	b.a	b.a	PROPN
cet-14764	89	5	.	.	PROPN
cet-14764	89	6	,	,	PUNCT
cet-14764	89	7	olayanju	olayanju	PROPN
cet-14764	89	8	k.a	k.a	PROPN
cet-14764	89	9	.	.	PROPN
cet-14764	89	10	,	,	PUNCT
cet-14764	89	11	aribisala	aribisala	PROPN
cet-14764	90	1	b.s	b.s	PROPN
cet-14764	90	2	.	.	PROPN
cet-14764	90	3	,	,	PUNCT
cet-14764	90	4	fashoto	fashoto	PROPN
cet-14764	90	5	s.g	s.g	PROPN
cet-14764	90	6	.	.	PROPN
cet-14764	90	7	,	,	PUNCT
cet-14764	90	8	mbunge	mbunge	PROPN
cet-14764	90	9	e.	e.	PROPN
cet-14764	90	10	,	,	PUNCT
cet-14764	90	11	okpeku	okpeku	PROPN
cet-14764	90	12	m.	m.	NOUN
cet-14764	90	13	,	,	PUNCT
cet-14764	90	14	owate	owate	ADJ
cet-14764	90	15	p.	p.	NOUN
cet-14764	90	16	,	,	PUNCT
cet-14764	90	17	2023	2023	NUM
cet-14764	90	18	,	,	PUNCT
cet-14764	90	19	application	application	NOUN
cet-14764	90	20	of	of	ADP
cet-14764	90	21	support	support	NOUN
cet-14764	90	22	vector	vector	NOUN
cet-14764	90	23	machine	machine	NOUN
cet-14764	90	24	algorithm	algorithm	NOUN
cet-14764	90	25	for	for	ADP
cet-14764	90	26	early	early	ADJ
cet-14764	90	27	differential	differential	ADJ
cet-14764	90	28	diagnosis	diagnosis	NOUN
cet-14764	90	29	of	of	ADP
cet-14764	90	30	prostate	prostate	NOUN
cet-14764	90	31	cancer	cancer	NOUN
cet-14764	90	32	.	.	PUNCT
cet-14764	91	1	data	data	PROPN
cet-14764	91	2	sci	sci	PROPN
cet-14764	91	3	manag	manag	PROPN
cet-14764	91	4	,	,	PUNCT
cet-14764	91	5	6(1	6(1	NUM
cet-14764	91	6	)	)	PUNCT
cet-14764	91	7	,	,	PUNCT
cet-14764	91	8	1	1	NUM
cet-14764	91	9	-	-	SYM
cet-14764	91	10	12	12	NUM
cet-14764	91	11	.	.	PUNCT
cet-14764	92	1	basumallick	basumallick	PROPN
cet-14764	92	2	c.	c.	PROPN
cet-14764	93	1	what	what	PRON
cet-14764	93	2	is	be	AUX
cet-14764	93	3	principal	principal	ADJ
cet-14764	93	4	component	component	NOUN
cet-14764	93	5	analysis	analysis	NOUN
cet-14764	93	6	(	(	PUNCT
cet-14764	93	7	pca	pca	NOUN
cet-14764	93	8	)	)	PUNCT
cet-14764	93	9	?	?	PUNCT
cet-14764	94	1	meaning	meaning	NOUN
cet-14764	94	2	,	,	PUNCT
cet-14764	94	3	working	working	NOUN
cet-14764	94	4	,	,	PUNCT
cet-14764	94	5	and	and	CCONJ
cet-14764	94	6	applications	application	NOUN
cet-14764	94	7	.	.	PUNCT
cet-14764	95	1	big	big	ADJ
cet-14764	95	2	data	data	PROPN
cet-14764	95	3	.	.	PUNCT
cet-14764	96	1	spiceworks	spicework	NOUN
cet-14764	96	2	.	.	PUNCT
cet-14764	96	3	available	available	ADJ
cet-14764	96	4	at	at	ADP
cet-14764	96	5	:	:	PUNCT
cet-14764	96	6	https://www.spiceworks.com/tech/big-data/articles/what-is-principal-componentanalysis/.	https://www.spiceworks.com/tech/big-data/articles/what-is-principal-componentanalysis/.	NOUN
cet-14764	96	7	(	(	PUNCT
cet-14764	96	8	last	last	ADV
cet-14764	96	9	accessed	access	VERB
cet-14764	96	10	:	:	PUNCT
cet-14764	96	11	january	january	PROPN
cet-14764	96	12	5	5	NUM
cet-14764	96	13	,	,	PUNCT
cet-14764	96	14	2024	2024	NUM
cet-14764	96	15	)	)	PUNCT
cet-14764	96	16	.	.	PUNCT
cet-14764	97	1	elhaik	elhaik	PROPN
cet-14764	97	2	e.	e.	PROPN
cet-14764	97	3	,	,	PUNCT
cet-14764	97	4	2022	2022	NUM
cet-14764	97	5	,	,	PUNCT
cet-14764	97	6	principal	principal	ADJ
cet-14764	97	7	component	component	NOUN
cet-14764	97	8	analyses	analysis	NOUN
cet-14764	97	9	(	(	PUNCT
cet-14764	97	10	pca)-based	pca)-base	VERB
cet-14764	97	11	findings	finding	NOUN
cet-14764	97	12	in	in	ADP
cet-14764	97	13	population	population	NOUN
cet-14764	97	14	genetic	genetic	ADJ
cet-14764	97	15	studies	study	NOUN
cet-14764	97	16	are	be	AUX
cet-14764	97	17	highly	highly	ADV
cet-14764	97	18	biased	biased	ADJ
cet-14764	97	19	and	and	CCONJ
cet-14764	97	20	must	must	AUX
cet-14764	97	21	be	be	AUX
cet-14764	97	22	reevaluated	reevaluate	VERB
cet-14764	97	23	.	.	PUNCT
cet-14764	98	1	sci	sci	PROPN
cet-14764	98	2	rep	rep	PROPN
cet-14764	98	3	,	,	PUNCT
cet-14764	98	4	12	12	NUM
cet-14764	98	5	,	,	PUNCT
cet-14764	98	6	14683	14683	NUM
cet-14764	98	7	.	.	PUNCT
cet-14764	99	1	farraia	farraia	PROPN
cet-14764	99	2	m.v	m.v	PROPN
cet-14764	99	3	.	.	PROPN
cet-14764	99	4	,	,	PUNCT
cet-14764	99	5	cavaleiro	cavaleiro	PROPN
cet-14764	99	6	rufo	rufo	PROPN
cet-14764	99	7	j.	j.	PROPN
cet-14764	99	8	,	,	PUNCT
cet-14764	99	9	paciência	paciência	PROPN
cet-14764	99	10	i.	i.	NOUN
cet-14764	99	11	,	,	PUNCT
cet-14764	99	12	mendes	mendes	PROPN
cet-14764	99	13	f.	f.	PROPN
cet-14764	99	14	,	,	PUNCT
cet-14764	99	15	delgado	delgado	VERB
cet-14764	99	16	l.	l.	PROPN
cet-14764	99	17	,	,	PUNCT
cet-14764	99	18	moreira	moreira	PROPN
cet-14764	99	19	a.	a.	PROPN
cet-14764	99	20	,	,	PUNCT
cet-14764	99	21	2019	2019	NUM
cet-14764	99	22	.	.	PUNCT
cet-14764	100	1	the	the	DET
cet-14764	100	2	electronic	electronic	ADJ
cet-14764	100	3	nose	nose	NOUN
cet-14764	100	4	technology	technology	NOUN
cet-14764	100	5	in	in	ADP
cet-14764	100	6	clinical	clinical	ADJ
cet-14764	100	7	diagnosis	diagnosis	NOUN
cet-14764	100	8	:	:	PUNCT
cet-14764	100	9	a	a	DET
cet-14764	100	10	systematic	systematic	ADJ
cet-14764	100	11	review	review	NOUN
cet-14764	100	12	.	.	PUNCT
cet-14764	101	1	porto	porto	PROPN
cet-14764	101	2	biomed	biome	VERB
cet-14764	101	3	j	j	PROPN
cet-14764	101	4	,	,	PUNCT
cet-14764	101	5	4(4	4(4	NUM
cet-14764	101	6	)	)	PUNCT
cet-14764	101	7	,	,	PUNCT
cet-14764	101	8	e42	e42	NOUN
cet-14764	101	9	.	.	PUNCT
cet-14764	102	1	gendron	gendron	PROPN
cet-14764	102	2	k.b	k.b	PROPN
cet-14764	102	3	.	.	PROPN
cet-14764	102	4	,	,	PUNCT
cet-14764	102	5	hockstein	hockstein	PROPN
cet-14764	102	6	n.g	n.g	PROPN
cet-14764	102	7	.	.	PROPN
cet-14764	102	8	,	,	PUNCT
cet-14764	102	9	thaler	thaler	PROPN
cet-14764	102	10	e.r	e.r	PROPN
cet-14764	102	11	.	.	PROPN
cet-14764	102	12	,	,	PUNCT
cet-14764	102	13	vachani	vachani	PROPN
cet-14764	102	14	a.	a.	PROPN
cet-14764	102	15	,	,	PUNCT
cet-14764	102	16	hanson	hanson	PROPN
cet-14764	102	17	c.w	c.w	PROPN
cet-14764	102	18	.	.	PROPN
cet-14764	102	19	,	,	PUNCT
cet-14764	102	20	2007	2007	NUM
cet-14764	102	21	,	,	PUNCT
cet-14764	102	22	in	in	ADP
cet-14764	102	23	vitro	vitro	X
cet-14764	102	24	discrimination	discrimination	NOUN
cet-14764	102	25	of	of	ADP
cet-14764	102	26	tumor	tumor	NOUN
cet-14764	102	27	cell	cell	NOUN
cet-14764	102	28	lines	line	NOUN
cet-14764	102	29	with	with	ADP
cet-14764	102	30	an	an	DET
cet-14764	102	31	electronic	electronic	ADJ
cet-14764	102	32	nose	nose	NOUN
cet-14764	102	33	.	.	PUNCT
cet-14764	103	1	otolaryngol	otolaryngol	PROPN
cet-14764	103	2	head	head	NOUN
cet-14764	103	3	neck	neck	NOUN
cet-14764	103	4	surg	surg	NOUN
cet-14764	103	5	,	,	PUNCT
cet-14764	103	6	137(2	137(2	NUM
cet-14764	103	7	)	)	PUNCT
cet-14764	103	8	,	,	PUNCT
cet-14764	103	9	269	269	NUM
cet-14764	103	10	-	-	SYM
cet-14764	103	11	73	73	NUM
cet-14764	103	12	.	.	PUNCT
cet-14764	104	1	ibrahim	ibrahim	PROPN
cet-14764	104	2	a.s	a.s	PROPN
cet-14764	104	3	.	.	PROPN
cet-14764	104	4	,	,	PUNCT
cet-14764	104	5	khaled	khaled	PROPN
cet-14764	104	6	h.m	h.m	PROPN
cet-14764	104	7	.	.	PROPN
cet-14764	104	8	,	,	PUNCT
cet-14764	104	9	mikhail	mikhail	PROPN
cet-14764	104	10	n.n	n.n	PROPN
cet-14764	104	11	.	.	PROPN
cet-14764	104	12	,	,	PUNCT
cet-14764	104	13	baraka	baraka	PROPN
cet-14764	104	14	h.	h.	PROPN
cet-14764	104	15	,	,	PUNCT
cet-14764	104	16	kamel	kamel	PROPN
cet-14764	104	17	h.	h.	PROPN
cet-14764	104	18	,	,	PUNCT
cet-14764	104	19	2014	2014	NUM
cet-14764	104	20	,	,	PUNCT
cet-14764	104	21	cancer	cancer	NOUN
cet-14764	104	22	incidence	incidence	NOUN
cet-14764	104	23	in	in	ADP
cet-14764	104	24	egypt	egypt	PROPN
cet-14764	104	25	:	:	PUNCT
cet-14764	104	26	results	result	NOUN
cet-14764	104	27	of	of	ADP
cet-14764	104	28	the	the	DET
cet-14764	104	29	national	national	ADJ
cet-14764	104	30	population	population	NOUN
cet-14764	104	31	-	-	PUNCT
cet-14764	104	32	based	base	VERB
cet-14764	104	33	cancer	cancer	NOUN
cet-14764	104	34	registry	registry	NOUN
cet-14764	104	35	program	program	PROPN
cet-14764	104	36	.	.	PUNCT
cet-14764	105	1	j	j	PROPN
cet-14764	105	2	cancer	cancer	PROPN
cet-14764	105	3	epidemiol	epidemiol	PROPN
cet-14764	105	4	,	,	PUNCT
cet-14764	105	5	2014	2014	NUM
cet-14764	105	6	,	,	PUNCT
cet-14764	105	7	437971	437971	NUM
cet-14764	105	8	.	.	PUNCT
cet-14764	106	1	kokabi	kokabi	PROPN
cet-14764	106	2	m.	m.	PROPN
cet-14764	106	3	,	,	PUNCT
cet-14764	106	4	tahir	tahir	PROPN
cet-14764	106	5	m.n	m.n	PROPN
cet-14764	106	6	.	.	PROPN
cet-14764	106	7	,	,	PUNCT
cet-14764	106	8	singh	singh	PROPN
cet-14764	106	9	d.	d.	PROPN
cet-14764	106	10	,	,	PUNCT
cet-14764	106	11	javanmard	javanmard	NOUN
cet-14764	106	12	m.	m.	NOUN
cet-14764	106	13	,	,	PUNCT
cet-14764	106	14	2023	2023	NUM
cet-14764	106	15	,	,	PUNCT
cet-14764	106	16	advancing	advance	VERB
cet-14764	106	17	healthcare	healthcare	NOUN
cet-14764	106	18	:	:	PUNCT
cet-14764	106	19	synergizing	synergize	VERB
cet-14764	106	20	biosensors	biosensor	NOUN
cet-14764	106	21	and	and	CCONJ
cet-14764	106	22	machine	machine	NOUN
cet-14764	106	23	learning	learn	VERB
cet-14764	106	24	for	for	ADP
cet-14764	106	25	early	early	ADJ
cet-14764	106	26	cancer	cancer	NOUN
cet-14764	106	27	diagnosis	diagnosis	NOUN
cet-14764	106	28	.	.	PUNCT
cet-14764	107	1	biosensors	biosensor	NOUN
cet-14764	107	2	,	,	PUNCT
cet-14764	107	3	13(9	13(9	NUM
cet-14764	107	4	)	)	PUNCT
cet-14764	107	5	,	,	PUNCT
cet-14764	107	6	884	884	NUM
cet-14764	107	7	.	.	PUNCT
cet-14764	108	1	liu	liu	PROPN
cet-14764	108	2	j.	j.	PROPN
cet-14764	108	3	,	,	PUNCT
cet-14764	108	4	chen	chen	PROPN
cet-14764	108	5	h.	h.	PROPN
cet-14764	108	6	,	,	PUNCT
cet-14764	108	7	li	li	PROPN
cet-14764	108	8	y.	y.	PROPN
cet-14764	108	9	,	,	PUNCT
cet-14764	108	10	fang	fang	PROPN
cet-14764	108	11	y.	y.	PROPN
cet-14764	108	12	,	,	PUNCT
cet-14764	108	13	guo	guo	PROPN
cet-14764	108	14	y.	y.	PROPN
cet-14764	108	15	,	,	PUNCT
cet-14764	108	16	li	li	PROPN
cet-14764	108	17	s.	s.	PROPN
cet-14764	108	18	,	,	PUNCT
cet-14764	108	19	xu	xu	PROPN
cet-14764	108	20	j.	j.	PROPN
cet-14764	108	21	,	,	PUNCT
cet-14764	108	22	jia	jia	PROPN
cet-14764	108	23	z.	z.	PROPN
cet-14764	108	24	,	,	PUNCT
cet-14764	108	25	zou	zou	PROPN
cet-14764	108	26	j.	j.	PROPN
cet-14764	108	27	,	,	PUNCT
cet-14764	108	28	liu	liu	PROPN
cet-14764	108	29	g.	g.	PROPN
cet-14764	108	30	,	,	PUNCT
cet-14764	108	31	xu	xu	PROPN
cet-14764	108	32	h.	h.	PROPN
cet-14764	108	33	,	,	PUNCT
cet-14764	108	34	wang	wang	PROPN
cet-14764	108	35	t.	t.	PROPN
cet-14764	108	36	,	,	PUNCT
cet-14764	108	37	wang	wang	PROPN
cet-14764	108	38	d.	d.	PROPN
cet-14764	108	39	,	,	PUNCT
cet-14764	108	40	jiang	jiang	PROPN
cet-14764	108	41	y.	y.	PROPN
cet-14764	108	42	,	,	PUNCT
cet-14764	108	43	wang	wang	PROPN
cet-14764	108	44	y.	y.	PROPN
cet-14764	108	45	,	,	PUNCT
cet-14764	108	46	tang	tang	PROPN
cet-14764	108	47	x.	x.	PROPN
cet-14764	108	48	,	,	PUNCT
cet-14764	108	49	qiao	qiao	PROPN
cet-14764	108	50	g.	g.	PROPN
cet-14764	108	51	,	,	PUNCT
cet-14764	108	52	zhou	zhou	PROPN
cet-14764	108	53	y.	y.	PROPN
cet-14764	108	54	,	,	PUNCT
cet-14764	108	55	bai	bai	PROPN
cet-14764	108	56	l.	l.	PROPN
cet-14764	108	57	,	,	PUNCT
cet-14764	108	58	zhou	zhou	PROPN
cet-14764	108	59	r.	r.	PROPN
cet-14764	108	60	,	,	PUNCT
cet-14764	108	61	…	…	PUNCT
cet-14764	108	62	wang	wang	PROPN
cet-14764	108	63	x.	x.	PROPN
cet-14764	108	64	,	,	PUNCT
cet-14764	108	65	2023	2023	NUM
cet-14764	108	66	,	,	PUNCT
cet-14764	108	67	a	a	DET
cet-14764	108	68	novel	novel	ADJ
cet-14764	108	69	non	non	ADJ
cet-14764	108	70	-	-	ADJ
cet-14764	108	71	invasive	invasive	ADJ
cet-14764	108	72	exhaled	exhale	VERB
cet-14764	108	73	breath	breath	NOUN
cet-14764	108	74	biopsy	biopsy	NOUN
cet-14764	108	75	for	for	ADP
cet-14764	108	76	the	the	DET
cet-14764	108	77	diagnosis	diagnosis	NOUN
cet-14764	108	78	and	and	CCONJ
cet-14764	108	79	screening	screening	NOUN
cet-14764	108	80	of	of	ADP
cet-14764	108	81	breast	breast	NOUN
cet-14764	108	82	cancer	cancer	NOUN
cet-14764	108	83	.	.	PUNCT
cet-14764	109	1	j	j	PROPN
cet-14764	109	2	hematol	hematol	PROPN
cet-14764	109	3	oncol	oncol	PROPN
cet-14764	109	4	,	,	PUNCT
cet-14764	109	5	16	16	NUM
cet-14764	109	6	,	,	PUNCT
cet-14764	109	7	63	63	NUM
cet-14764	109	8	.	.	PUNCT
cet-14764	110	1	malone	malone	PROPN
cet-14764	110	2	e.r	e.r	PROPN
cet-14764	110	3	.	.	PROPN
cet-14764	110	4	,	,	PUNCT
cet-14764	110	5	oliva	oliva	PROPN
cet-14764	110	6	m.	m.	PROPN
cet-14764	110	7	,	,	PUNCT
cet-14764	110	8	sabatini	sabatini	ADJ
cet-14764	110	9	p.j.b	p.j.b	NOUN
cet-14764	110	10	.	.	PUNCT
cet-14764	110	11	,	,	PUNCT
cet-14764	110	12	stockley	stockley	PROPN
cet-14764	110	13	t.l	t.l	PROPN
cet-14764	110	14	.	.	PROPN
cet-14764	110	15	,	,	PUNCT
cet-14764	110	16	siu	siu	PROPN
cet-14764	110	17	l.l	l.l	PROPN
cet-14764	110	18	.	.	PROPN
cet-14764	110	19	,	,	PUNCT
cet-14764	110	20	2020	2020	NUM
cet-14764	110	21	,	,	PUNCT
cet-14764	110	22	molecular	molecular	ADJ
cet-14764	110	23	profiling	profiling	NOUN
cet-14764	110	24	for	for	ADP
cet-14764	110	25	precision	precision	NOUN
cet-14764	110	26	cancer	cancer	NOUN
cet-14764	110	27	therapies	therapy	NOUN
cet-14764	110	28	.	.	PUNCT
cet-14764	111	1	genome	genome	NOUN
cet-14764	111	2	med	med	PROPN
cet-14764	111	3	,	,	PUNCT
cet-14764	111	4	12(8	12(8	NUM
cet-14764	111	5	)	)	PUNCT
cet-14764	111	6	,	,	PUNCT
cet-14764	111	7	1	1	NUM
cet-14764	111	8	-	-	SYM
cet-14764	111	9	19	19	NUM
cet-14764	111	10	.	.	PUNCT
cet-14764	112	1	merkow	merkow	PROPN
cet-14764	112	2	r.p	r.p	PROPN
cet-14764	112	3	.	.	PROPN
cet-14764	112	4	,	,	PUNCT
cet-14764	112	5	korenstein	korenstein	PROPN
cet-14764	112	6	d.	d.	PROPN
cet-14764	112	7	,	,	PUNCT
cet-14764	112	8	yeahia	yeahia	PROPN
cet-14764	112	9	r.	r.	PROPN
cet-14764	112	10	,	,	PUNCT
cet-14764	112	11	bach	bach	PROPN
cet-14764	112	12	p.b	p.b	PROPN
cet-14764	112	13	.	.	PROPN
cet-14764	112	14	,	,	PUNCT
cet-14764	112	15	baxi	baxi	PROPN
cet-14764	112	16	s.s	s.s	PROPN
cet-14764	112	17	.	.	PROPN
cet-14764	112	18	,	,	PUNCT
cet-14764	112	19	2017	2017	NUM
cet-14764	112	20	,	,	PUNCT
cet-14764	112	21	quality	quality	NOUN
cet-14764	112	22	of	of	ADP
cet-14764	112	23	cancer	cancer	NOUN
cet-14764	112	24	surveillance	surveillance	NOUN
cet-14764	112	25	clinical	clinical	ADJ
cet-14764	112	26	practice	practice	NOUN
cet-14764	112	27	guidelines	guideline	NOUN
cet-14764	112	28	:	:	PUNCT
cet-14764	112	29	specificity	specificity	NOUN
cet-14764	112	30	and	and	CCONJ
cet-14764	112	31	consistency	consistency	NOUN
cet-14764	112	32	of	of	ADP
cet-14764	112	33	recommendations	recommendation	NOUN
cet-14764	112	34	.	.	PUNCT
cet-14764	113	1	jama	jama	PROPN
cet-14764	113	2	intern	intern	PROPN
cet-14764	113	3	med	me	VERB
cet-14764	113	4	,	,	PUNCT
cet-14764	113	5	177(5	177(5	NUM
cet-14764	113	6	)	)	PUNCT
cet-14764	113	7	,	,	PUNCT
cet-14764	113	8	701–709	701–709	NUM
cet-14764	113	9	.	.	PUNCT
cet-14764	114	1	meshref	meshref	PROPN
cet-14764	114	2	r.a	r.a	PROPN
cet-14764	114	3	.	.	PROPN
cet-14764	114	4	,	,	PUNCT
cet-14764	114	5	elaskary	elaskary	PROPN
cet-14764	114	6	s.a	s.a	PROPN
cet-14764	114	7	.	.	PROPN
cet-14764	114	8	,	,	PUNCT
cet-14764	114	9	eldrieny	eldrieny	VERB
cet-14764	114	10	a.m.	a.m.	ADV
cet-14764	114	11	,	,	PUNCT
cet-14764	114	12	salama	salama	PROPN
cet-14764	114	13	a.a	a.a	PROPN
cet-14764	114	14	.	.	PROPN
cet-14764	114	15	,	,	PUNCT
cet-14764	114	16	saleem	saleem	PROPN
cet-14764	114	17	i.a	i.a	PROPN
cet-14764	114	18	.	.	PROPN
cet-14764	114	19	,	,	PUNCT
cet-14764	114	20	mohamed	mohamed	PROPN
cet-14764	114	21	e.i	e.i	PROPN
cet-14764	114	22	.	.	PROPN
cet-14764	114	23	,	,	PUNCT
cet-14764	114	24	2023	2023	NUM
cet-14764	114	25	,	,	PUNCT
cet-14764	114	26	computer	computer	NOUN
cet-14764	114	27	-	-	PUNCT
cet-14764	114	28	aided	aid	VERB
cet-14764	114	29	system	system	NOUN
cet-14764	114	30	based	base	VERB
cet-14764	114	31	on	on	ADP
cet-14764	114	32	deep	deep	ADJ
cet-14764	114	33	learning	learning	NOUN
cet-14764	114	34	for	for	ADP
cet-14764	114	35	lymph	lymph	NOUN
cet-14764	114	36	node	node	NOUN
cet-14764	114	37	lesions	lesion	NOUN
cet-14764	114	38	diagnosis	diagnosis	NOUN
cet-14764	114	39	in	in	ADP
cet-14764	114	40	ct	ct	NUM
cet-14764	114	41	images	image	NOUN
cet-14764	114	42	from	from	ADP
cet-14764	114	43	abdominal	abdominal	ADJ
cet-14764	114	44	lymphadenopathy	lymphadenopathy	ADJ
cet-14764	114	45	patients	patient	NOUN
cet-14764	114	46	.	.	PUNCT
cet-14764	115	1	am	be	AUX
cet-14764	115	2	j	j	PROPN
cet-14764	115	3	biomed	biome	VERB
cet-14764	115	4	sci	sci	PROPN
cet-14764	115	5	&	&	CCONJ
cet-14764	115	6	res	re	NOUN
cet-14764	115	7	,	,	PUNCT
cet-14764	115	8	20(2	20(2	NUM
cet-14764	115	9	)	)	PUNCT
cet-14764	115	10	,	,	PUNCT
cet-14764	115	11	138	138	NUM
cet-14764	115	12	-	-	SYM
cet-14764	115	13	145	145	NUM
cet-14764	115	14	.	.	PUNCT
cet-14764	116	1	mohamed	mohamed	PROPN
cet-14764	116	2	e.i	e.i	PROPN
cet-14764	116	3	.	.	PROPN
cet-14764	116	4	,	,	PUNCT
cet-14764	116	5	mahmoud	mahmoud	PROPN
cet-14764	116	6	g.n	g.n	PROPN
cet-14764	116	7	.	.	PROPN
cet-14764	116	8	,	,	PUNCT
cet-14764	116	9	el	el	PROPN
cet-14764	116	10	-	-	PROPN
cet-14764	116	11	sharkawy	sharkawy	PROPN
cet-14764	116	12	r.m	r.m	PROPN
cet-14764	116	13	.	.	PROPN
cet-14764	116	14	,	,	PUNCT
cet-14764	116	15	moro	moro	PROPN
cet-14764	116	16	a.m.	a.m.	PROPN
cet-14764	116	17	,	,	PUNCT
cet-14764	116	18	abdel	abdel	PROPN
cet-14764	116	19	-	-	PUNCT
cet-14764	116	20	mageed	mageed	PROPN
cet-14764	116	21	s.m	s.m	PROPN
cet-14764	116	22	.	.	PROPN
cet-14764	116	23	,	,	PUNCT
cet-14764	116	24	kotb	kotb	PROPN
cet-14764	116	25	m.a	m.a	PROPN
cet-14764	116	26	.	.	PROPN
cet-14764	116	27	,	,	PUNCT
cet-14764	116	28	2014	2014	NUM
cet-14764	116	29	,	,	PUNCT
cet-14764	116	30	electronic	electronic	ADJ
cet-14764	116	31	nose	nose	NOUN
cet-14764	116	32	for	for	ADP
cet-14764	116	33	tracking	track	VERB
cet-14764	116	34	different	different	ADJ
cet-14764	116	35	types	type	NOUN
cet-14764	116	36	of	of	ADP
cet-14764	116	37	leukaemia	leukaemia	NOUN
cet-14764	116	38	:	:	PUNCT
cet-14764	116	39	future	future	ADJ
cet-14764	116	40	prospects	prospect	NOUN
cet-14764	116	41	in	in	ADP
cet-14764	116	42	diagnosis	diagnosis	NOUN
cet-14764	116	43	.	.	PUNCT
cet-14764	117	1	hematol	hematol	NOUN
cet-14764	117	2	oncol	oncol	PROPN
cet-14764	117	3	,	,	PUNCT
cet-14764	117	4	32(3	32(3	NUM
cet-14764	117	5	)	)	PUNCT
cet-14764	117	6	,	,	PUNCT
cet-14764	117	7	165	165	NUM
cet-14764	117	8	-	-	SYM
cet-14764	117	9	7	7	NUM
cet-14764	117	10	.	.	PUNCT
cet-14764	118	1	mohamed	mohamed	PROPN
cet-14764	118	2	e.i	e.i	PROPN
cet-14764	118	3	.	.	PROPN
cet-14764	118	4	,	,	PUNCT
cet-14764	118	5	mohamed	mohamed	PROPN
cet-14764	118	6	m.a	m.a	PROPN
cet-14764	118	7	.	.	PROPN
cet-14764	118	8	,	,	PUNCT
cet-14764	118	9	abdel	abdel	PROPN
cet-14764	118	10	-	-	PUNCT
cet-14764	118	11	mageed	mageed	PROPN
cet-14764	118	12	s.m	s.m	PROPN
cet-14764	118	13	.	.	PROPN
cet-14764	118	14	,	,	PUNCT
cet-14764	118	15	abdel	abdel	PROPN
cet-14764	118	16	-	-	PUNCT
cet-14764	118	17	mohdy	mohdy	PROPN
cet-14764	118	18	t.s	t.s	PROPN
cet-14764	118	19	.	.	PROPN
cet-14764	118	20	,	,	PUNCT
cet-14764	118	21	badawi	badawi	PROPN
cet-14764	118	22	m.i	m.i	PROPN
cet-14764	118	23	.	.	PROPN
cet-14764	118	24	,	,	PUNCT
cet-14764	118	25	darwish	darwish	PROPN
cet-14764	118	26	s.h	s.h	PROPN
cet-14764	118	27	.	.	PROPN
cet-14764	118	28	,	,	PUNCT
cet-14764	118	29	2019	2019	NUM
cet-14764	118	30	,	,	PUNCT
cet-14764	118	31	volatile	volatile	ADJ
cet-14764	118	32	organic	organic	ADJ
cet-14764	118	33	compounds	compound	NOUN
cet-14764	118	34	of	of	ADP
cet-14764	118	35	biofluids	biofluid	NOUN
cet-14764	118	36	for	for	ADP
cet-14764	118	37	detecting	detect	VERB
cet-14764	118	38	lung	lung	NOUN
cet-14764	118	39	cancer	cancer	NOUN
cet-14764	118	40	by	by	ADP
cet-14764	118	41	an	an	DET
cet-14764	118	42	electronic	electronic	ADJ
cet-14764	118	43	nose	nose	NOUN
cet-14764	118	44	based	base	VERB
cet-14764	118	45	on	on	ADP
cet-14764	118	46	artificial	artificial	ADJ
cet-14764	118	47	neural	neural	ADJ
cet-14764	118	48	network	network	NOUN
cet-14764	118	49	.	.	PUNCT
cet-14764	119	1	j	j	PROPN
cet-14764	119	2	appl	appl	PROPN
cet-14764	119	3	biomed	biome	VERB
cet-14764	119	4	,	,	PUNCT
cet-14764	119	5	17(1	17(1	NUM
cet-14764	119	6	)	)	PUNCT
cet-14764	119	7	,	,	PUNCT
cet-14764	119	8	67	67	NUM
cet-14764	119	9	.	.	PUNCT
cet-14764	120	1	mohamed	mohamed	PROPN
cet-14764	120	2	e.i	e.i	PROPN
cet-14764	120	3	.	.	PROPN
cet-14764	120	4	,	,	PUNCT
cet-14764	120	5	moustafa	moustafa	PROPN
cet-14764	120	6	m.h	m.h	PROPN
cet-14764	120	7	.	.	PROPN
cet-14764	120	8	,	,	PUNCT
cet-14764	120	9	mohamed	mohamed	PROPN
cet-14764	120	10	m.a	m.a	PROPN
cet-14764	120	11	.	.	PROPN
cet-14764	120	12	,	,	PUNCT
cet-14764	120	13	awad	awad	PROPN
cet-14764	120	14	s.i	s.i	PROPN
cet-14764	120	15	.	.	PROPN
cet-14764	120	16	,	,	PUNCT
cet-14764	120	17	maghraby	maghraby	PROPN
cet-14764	120	18	h.k	h.k	PROPN
cet-14764	120	19	.	.	PROPN
cet-14764	120	20	,	,	PUNCT
cet-14764	120	21	godeto	godeto	PROPN
cet-14764	120	22	t.w	t.w	PROPN
cet-14764	120	23	.	.	PROPN
cet-14764	120	24	,	,	PUNCT
cet-14764	120	25	ross	ross	PROPN
cet-14764	120	26	b.m	b.m	PROPN
cet-14764	120	27	.	.	PROPN
cet-14764	120	28	,	,	PUNCT
cet-14764	120	29	2017	2017	NUM
cet-14764	120	30	,	,	PUNCT
cet-14764	120	31	qualitative	qualitative	ADJ
cet-14764	120	32	and	and	CCONJ
cet-14764	120	33	quantitative	quantitative	ADJ
cet-14764	120	34	analysis	analysis	NOUN
cet-14764	120	35	of	of	ADP
cet-14764	120	36	biological	biological	ADJ
cet-14764	120	37	samples	sample	NOUN
cet-14764	120	38	from	from	ADP
cet-14764	120	39	non	non	ADJ
cet-14764	120	40	-	-	ADJ
cet-14764	120	41	metastatic	metastatic	ADJ
cet-14764	120	42	breast	breast	NOUN
cet-14764	120	43	cancer	cancer	NOUN
cet-14764	120	44	patients	patient	NOUN
cet-14764	120	45	.	.	PUNCT
cet-14764	121	1	breast	breast	NOUN
cet-14764	121	2	cancer	cancer	PROPN
cet-14764	121	3	rep	rep	PROPN
cet-14764	121	4	,	,	PUNCT
cet-14764	121	5	4	4	NUM
cet-14764	121	6	,	,	PUNCT
cet-14764	121	7	3	3	NUM
cet-14764	121	8	.	.	PUNCT
cet-14764	122	1	salama	salama	PROPN
cet-14764	122	2	a.a	a.a	PROPN
cet-14764	122	3	.	.	PROPN
cet-14764	122	4	,	,	PUNCT
cet-14764	122	5	darwish	darwish	PROPN
cet-14764	122	6	s.h	s.h	PROPN
cet-14764	122	7	.	.	PROPN
cet-14764	122	8	,	,	PUNCT
cet-14764	122	9	abdel	abdel	PROPN
cet-14764	122	10	-	-	PUNCT
cet-14764	122	11	mageed	mageed	PROPN
cet-14764	122	12	s.m	s.m	PROPN
cet-14764	122	13	.	.	PROPN
cet-14764	122	14	,	,	PUNCT
cet-14764	122	15	meshref	meshref	PROPN
cet-14764	122	16	r.a	r.a	PROPN
cet-14764	122	17	.	.	PROPN
cet-14764	122	18	,	,	PUNCT
cet-14764	122	19	mohamed	mohamed	PROPN
cet-14764	122	20	e.i	e.i	PROPN
cet-14764	122	21	.	.	PROPN
cet-14764	122	22	,	,	PUNCT
cet-14764	122	23	2021	2021	NUM
cet-14764	122	24	,	,	PUNCT
cet-14764	122	25	deep	deep	ADJ
cet-14764	122	26	convolutional	convolutional	ADJ
cet-14764	122	27	neural	neural	ADJ
cet-14764	122	28	networks	network	NOUN
cet-14764	122	29	for	for	ADP
cet-14764	122	30	accurate	accurate	ADJ
cet-14764	122	31	diagnosis	diagnosis	NOUN
cet-14764	122	32	of	of	ADP
cet-14764	122	33	covid-19	covid-19	PROPN
cet-14764	122	34	patients	patient	NOUN
cet-14764	122	35	using	use	VERB
cet-14764	122	36	chest	chest	NOUN
cet-14764	122	37	x	x	ADJ
cet-14764	122	38	-	-	NOUN
cet-14764	122	39	ray	ray	NOUN
cet-14764	122	40	image	image	NOUN
cet-14764	122	41	databases	database	NOUN
cet-14764	122	42	from	from	ADP
cet-14764	122	43	italy	italy	PROPN
cet-14764	122	44	,	,	PUNCT
cet-14764	122	45	canada	canada	PROPN
cet-14764	122	46	,	,	PUNCT
cet-14764	122	47	and	and	CCONJ
cet-14764	122	48	the	the	DET
cet-14764	122	49	usa	usa	PROPN
cet-14764	122	50	.	.	PROPN
cet-14764	122	51	univ	univ	PROPN
cet-14764	122	52	louisville	louisville	PROPN
cet-14764	122	53	j	j	PROPN
cet-14764	122	54	resp	resp	PROPN
cet-14764	122	55	infect	infect	PROPN
cet-14764	122	56	,	,	PUNCT
cet-14764	122	57	5(1	5(1	NUM
cet-14764	122	58	)	)	PUNCT
cet-14764	122	59	,	,	PUNCT
cet-14764	122	60	34	34	NUM
cet-14764	122	61	.	.	PUNCT
cet-14764	122	62	sarker	sarker	PROPN
cet-14764	122	63	i.h	i.h	PROPN
cet-14764	122	64	.	.	PROPN
cet-14764	122	65	,	,	PUNCT
cet-14764	122	66	2021	2021	NUM
cet-14764	122	67	,	,	PUNCT
cet-14764	122	68	machine	machine	NOUN
cet-14764	122	69	learning	learning	NOUN
cet-14764	122	70	:	:	PUNCT
cet-14764	122	71	algorithms	algorithm	NOUN
cet-14764	122	72	,	,	PUNCT
cet-14764	122	73	real	real	ADJ
cet-14764	122	74	-	-	PUNCT
cet-14764	122	75	world	world	NOUN
cet-14764	122	76	applications	application	NOUN
cet-14764	122	77	and	and	CCONJ
cet-14764	122	78	research	research	NOUN
cet-14764	122	79	directions	direction	NOUN
cet-14764	122	80	.	.	PUNCT
cet-14764	123	1	sn	sn	PROPN
cet-14764	123	2	comput	comput	PROPN
cet-14764	123	3	sci	sci	PROPN
cet-14764	123	4	,	,	PUNCT
cet-14764	123	5	2	2	NUM
cet-14764	123	6	,	,	PUNCT
cet-14764	123	7	160	160	NUM
cet-14764	123	8	.	.	PUNCT
cet-14764	123	9	scheepers	scheeper	VERB
cet-14764	123	10	m.h.m.c	m.h.m.c	PROPN
cet-14764	123	11	.	.	PROPN
cet-14764	123	12	,	,	PUNCT
cet-14764	123	13	al	al	PROPN
cet-14764	123	14	-	-	PROPN
cet-14764	123	15	difaie	difaie	PROPN
cet-14764	123	16	z.	z.	PROPN
cet-14764	123	17	,	,	PUNCT
cet-14764	123	18	brandts	brandts	VERB
cet-14764	123	19	l.	l.	PROPN
cet-14764	123	20	,	,	PUNCT
cet-14764	123	21	peeters	peeters	PROPN
cet-14764	123	22	a.	a.	PROPN
cet-14764	123	23	,	,	PUNCT
cet-14764	123	24	van	van	PROPN
cet-14764	123	25	grinsven	grinsven	PROPN
cet-14764	123	26	b.	b.	PROPN
cet-14764	123	27	,	,	PUNCT
cet-14764	123	28	bouvy	bouvy	PROPN
cet-14764	123	29	n.d	n.d	PROPN
cet-14764	123	30	.	.	PROPN
cet-14764	123	31	,	,	PUNCT
cet-14764	123	32	2022	2022	NUM
cet-14764	123	33	,	,	PUNCT
cet-14764	123	34	diagnostic	diagnostic	ADJ
cet-14764	123	35	performance	performance	NOUN
cet-14764	123	36	of	of	ADP
cet-14764	123	37	electronic	electronic	ADJ
cet-14764	123	38	noses	nose	NOUN
cet-14764	123	39	in	in	ADP
cet-14764	123	40	cancer	cancer	NOUN
cet-14764	123	41	diagnoses	diagnosis	NOUN
cet-14764	123	42	using	use	VERB
cet-14764	123	43	exhaled	exhale	VERB
cet-14764	123	44	breath	breath	NOUN
cet-14764	123	45	:	:	PUNCT
cet-14764	123	46	a	a	DET
cet-14764	123	47	systematic	systematic	ADJ
cet-14764	123	48	review	review	NOUN
cet-14764	123	49	and	and	CCONJ
cet-14764	123	50	metaanalysis	metaanalysis	NOUN
cet-14764	123	51	.	.	PUNCT
cet-14764	124	1	jama	jama	PROPN
cet-14764	124	2	netw	netw	PROPN
cet-14764	124	3	open	open	ADJ
cet-14764	124	4	,	,	PUNCT
cet-14764	124	5	5(6	5(6	NUM
cet-14764	124	6	)	)	PUNCT
cet-14764	124	7	,	,	PUNCT
cet-14764	124	8	e2219372	e2219372	PROPN
cet-14764	124	9	.	.	PROPN
cet-14764	124	10	shah	shah	PROPN
cet-14764	124	11	s.c	s.c	PROPN
cet-14764	124	12	.	.	PROPN
cet-14764	124	13	,	,	PUNCT
cet-14764	124	14	kayamba	kayamba	PROPN
cet-14764	124	15	v.	v.	ADP
cet-14764	124	16	,	,	PUNCT
cet-14764	124	17	peek	peek	PROPN
cet-14764	124	18	r.m	r.m	PROPN
cet-14764	124	19	.	.	PROPN
cet-14764	124	20	jr	jr	PROPN
cet-14764	124	21	,	,	PUNCT
cet-14764	124	22	heimburger	heimburger	PROPN
cet-14764	124	23	d.	d.	PROPN
cet-14764	124	24	,	,	PUNCT
cet-14764	124	25	2019	2019	NUM
cet-14764	124	26	,	,	PUNCT
cet-14764	124	27	cancer	cancer	NOUN
cet-14764	124	28	control	control	NOUN
cet-14764	124	29	in	in	ADP
cet-14764	124	30	lowand	lowand	ADJ
cet-14764	124	31	middle	middle	ADJ
cet-14764	124	32	-	-	PUNCT
cet-14764	124	33	income	income	NOUN
cet-14764	124	34	countries	country	NOUN
cet-14764	124	35	:	:	PUNCT
cet-14764	124	36	is	be	AUX
cet-14764	124	37	it	it	PRON
cet-14764	124	38	time	time	NOUN
cet-14764	124	39	to	to	PART
cet-14764	124	40	consider	consider	VERB
cet-14764	124	41	screening	screen	VERB
cet-14764	124	42	?	?	PUNCT
cet-14764	125	1	j	j	PROPN
cet-14764	125	2	glob	glob	PROPN
cet-14764	125	3	oncol	oncol	PROPN
cet-14764	125	4	,	,	PUNCT
cet-14764	125	5	5	5	NUM
cet-14764	125	6	,	,	PUNCT
cet-14764	125	7	1	1	NUM
cet-14764	125	8	-	-	SYM
cet-14764	125	9	8	8	NUM
cet-14764	125	10	.	.	PUNCT
cet-14764	126	1	shirasu	shirasu	PROPN
cet-14764	126	2	m.	m.	NOUN
cet-14764	126	3	,	,	PUNCT
cet-14764	126	4	touhara	touhara	PROPN
cet-14764	126	5	k.	k.	PROPN
cet-14764	126	6	,	,	PUNCT
cet-14764	126	7	2011	2011	NUM
cet-14764	126	8	,	,	PUNCT
cet-14764	126	9	the	the	DET
cet-14764	126	10	scent	scent	NOUN
cet-14764	126	11	of	of	ADP
cet-14764	126	12	disease	disease	NOUN
cet-14764	126	13	:	:	PUNCT
cet-14764	126	14	volatile	volatile	ADJ
cet-14764	126	15	organic	organic	ADJ
cet-14764	126	16	compounds	compound	NOUN
cet-14764	126	17	of	of	ADP
cet-14764	126	18	the	the	DET
cet-14764	126	19	human	human	ADJ
cet-14764	126	20	body	body	NOUN
cet-14764	126	21	related	relate	VERB
cet-14764	126	22	to	to	ADP
cet-14764	126	23	disease	disease	NOUN
cet-14764	126	24	and	and	CCONJ
cet-14764	126	25	disorder	disorder	NOUN
cet-14764	126	26	.	.	PUNCT
cet-14764	127	1	j	j	PROPN
cet-14764	127	2	biochem	biochem	PROPN
cet-14764	127	3	,	,	PUNCT
cet-14764	127	4	150(3	150(3	NUM
cet-14764	127	5	)	)	PUNCT
cet-14764	127	6	,	,	PUNCT
cet-14764	127	7	257	257	NUM
cet-14764	127	8	-	-	SYM
cet-14764	127	9	66	66	NUM
cet-14764	127	10	.	.	PUNCT
cet-14764	128	1	sung	sung	PROPN
cet-14764	128	2	h.	h.	PROPN
cet-14764	128	3	,	,	PUNCT
cet-14764	128	4	ferlay	ferlay	PROPN
cet-14764	128	5	j.	j.	PROPN
cet-14764	128	6	,	,	PUNCT
cet-14764	128	7	siegel	siegel	PROPN
cet-14764	128	8	r.l	r.l	PROPN
cet-14764	128	9	.	.	PROPN
cet-14764	128	10	,	,	PUNCT
cet-14764	128	11	laversanne	laversanne	NOUN
cet-14764	128	12	m.	m.	NOUN
cet-14764	128	13	,	,	PUNCT
cet-14764	128	14	soerjomataram	soerjomataram	PROPN
cet-14764	128	15	i.	i.	NOUN
cet-14764	128	16	,	,	PUNCT
cet-14764	128	17	jemal	jemal	PROPN
cet-14764	128	18	a.	a.	PROPN
cet-14764	128	19	,	,	PUNCT
cet-14764	128	20	bray	bray	PROPN
cet-14764	128	21	f.	f.	PROPN
cet-14764	128	22	,	,	PUNCT
cet-14764	128	23	2021	2021	NUM
cet-14764	128	24	,	,	PUNCT
cet-14764	128	25	global	global	ADJ
cet-14764	128	26	cancer	cancer	NOUN
cet-14764	128	27	statistics	statistic	NOUN
cet-14764	128	28	2020	2020	NUM
cet-14764	128	29	:	:	PUNCT
cet-14764	128	30	globocan	globocan	PROPN
cet-14764	128	31	estimates	estimate	NOUN
cet-14764	128	32	of	of	ADP
cet-14764	128	33	incidence	incidence	NOUN
cet-14764	128	34	and	and	CCONJ
cet-14764	128	35	mortality	mortality	NOUN
cet-14764	128	36	worldwide	worldwide	ADV
cet-14764	128	37	for	for	ADP
cet-14764	128	38	36	36	NUM
cet-14764	128	39	cancers	cancer	NOUN
cet-14764	128	40	in	in	ADP
cet-14764	128	41	185	185	NUM
cet-14764	128	42	countries	country	NOUN
cet-14764	128	43	.	.	PUNCT
cet-14764	129	1	ca	can	AUX
cet-14764	129	2	cancer	cancer	PROPN
cet-14764	129	3	j	j	PROPN
cet-14764	129	4	clin	clin	PROPN
cet-14764	129	5	,	,	PUNCT
cet-14764	129	6	71(3	71(3	NUM
cet-14764	129	7	)	)	PUNCT
cet-14764	129	8	,	,	PUNCT
cet-14764	129	9	209	209	NUM
cet-14764	129	10	-	-	SYM
cet-14764	129	11	249	249	NUM
cet-14764	129	12	.	.	PUNCT
cet-14764	130	1	wojnowski	wojnowski	PROPN
cet-14764	130	2	w.	w.	PROPN
cet-14764	130	3	,	,	PUNCT
cet-14764	130	4	kalinowska	kalinowska	PROPN
cet-14764	130	5	k.	k.	PROPN
cet-14764	130	6	,	,	PUNCT
cet-14764	130	7	2022	2022	NUM
cet-14764	130	8	,	,	PUNCT
cet-14764	130	9	machine	machine	NOUN
cet-14764	130	10	learning	learning	NOUN
cet-14764	130	11	and	and	CCONJ
cet-14764	130	12	electronic	electronic	ADJ
cet-14764	130	13	noses	nose	NOUN
cet-14764	130	14	for	for	ADP
cet-14764	130	15	medical	medical	ADJ
cet-14764	130	16	diagnostics	diagnostic	NOUN
cet-14764	130	17	.	.	PUNCT
cet-14764	131	1	in	in	ADP
cet-14764	131	2	:	:	PUNCT
cet-14764	131	3	artificial	artificial	ADJ
cet-14764	131	4	intelligence	intelligence	NOUN
cet-14764	131	5	in	in	ADP
cet-14764	131	6	medicine	medicine	NOUN
cet-14764	131	7	.	.	PUNCT
cet-14764	132	1	pp	pp	ADP
cet-14764	132	2	.	.	PUNCT
cet-14764	133	1	1203–1218	1203–1218	NUM
cet-14764	133	2	.	.	PUNCT
cet-14764	134	1	world	world	NOUN
cet-14764	134	2	cancer	cancer	PROPN
cet-14764	134	3	research	research	PROPN
cet-14764	134	4	fund	fund	PROPN
cet-14764	134	5	international	international	PROPN
cet-14764	134	6	(	(	PUNCT
cet-14764	134	7	wcrfi	wcrfi	PROPN
cet-14764	134	8	)	)	PUNCT
cet-14764	134	9	.	.	PUNCT
cet-14764	135	1	global	global	ADJ
cet-14764	135	2	cancer	cancer	NOUN
cet-14764	135	3	data	datum	NOUN
cet-14764	135	4	by	by	ADP
cet-14764	135	5	country	country	NOUN
cet-14764	135	6	.	.	PUNCT
cet-14764	136	1	https://www.wcrf.org/cancer-trends/global-cancer-data-by-country/.	https://www.wcrf.org/cancer-trends/global-cancer-data-by-country/.	PROPN
cet-14764	136	2	(	(	PUNCT
cet-14764	136	3	last	last	ADV
cet-14764	136	4	accessed	access	VERB
cet-14764	136	5	:	:	PUNCT
cet-14764	136	6	january	january	PROPN
cet-14764	136	7	16	16	NUM
cet-14764	136	8	,	,	PUNCT
cet-14764	136	9	2024	2024	NUM
cet-14764	136	10	)	)	PUNCT
cet-14764	136	11	.	.	PUNCT
cet-14764	137	1	world	world	PROPN
cet-14764	137	2	health	health	PROPN
cet-14764	137	3	organization	organization	NOUN
cet-14764	137	4	(	(	PUNCT
cet-14764	137	5	who	who	PRON
cet-14764	137	6	)	)	PUNCT
cet-14764	137	7	.	.	PUNCT
cet-14764	138	1	newsroom	newsroom	NOUN
cet-14764	138	2	,	,	PUNCT
cet-14764	138	3	fact	fact	NOUN
cet-14764	138	4	sheets	sheet	NOUN
cet-14764	138	5	,	,	PUNCT
cet-14764	138	6	detail	detail	NOUN
cet-14764	138	7	:	:	PUNCT
cet-14764	138	8	cancer	cancer	NOUN
cet-14764	138	9	(	(	PUNCT
cet-14764	138	10	february	february	PROPN
cet-14764	138	11	3	3	NUM
cet-14764	138	12	,	,	PUNCT
cet-14764	138	13	2022	2022	NUM
cet-14764	138	14	)	)	PUNCT
cet-14764	138	15	.	.	PUNCT
cet-14764	139	1	https://www.who.int/news-room/fact-sheets/detail/cancer	https://www.who.int/news-room/fact-sheets/detail/cancer	PROPN
cet-14764	139	2	.	.	PUNCT
cet-14764	140	1	(	(	PUNCT
cet-14764	140	2	last	last	ADV
cet-14764	140	3	accessed	access	VERB
cet-14764	140	4	:	:	PUNCT
cet-14764	140	5	january	january	PROPN
cet-14764	140	6	16	16	NUM
cet-14764	140	7	,	,	PUNCT
cet-14764	140	8	2024	2024	NUM
cet-14764	140	9	)	)	PUNCT
cet-14764	140	10	.	.	PUNCT
cet-14764	141	1	126	126	NUM
cet-14764	141	2	37mohamed.pdf	37mohamed.pdf	NUM
cet-14764	141	3	machine	machine	NOUN
cet-14764	141	4	learning	learning	NOUN
cet-14764	141	5	-	-	PUNCT
cet-14764	141	6	based	base	VERB
cet-14764	141	7	electronic	electronic	ADJ
cet-14764	141	8	nose	nose	NOUN
cet-14764	141	9	for	for	ADP
cet-14764	141	10	universal	universal	ADJ
cet-14764	141	11	mapping	mapping	NOUN
cet-14764	141	12	of	of	ADP
cet-14764	141	13	blood	blood	NOUN
cet-14764	141	14	odors	odor	NOUN
cet-14764	141	15	and	and	CCONJ
cet-14764	141	16	diagnosis	diagnosis	NOUN
cet-14764	141	17	of	of	ADP
cet-14764	141	18	cancer	cancer	NOUN