id	sid	tid	token	lemma	pos
alkej-935	1	1	this	this	PRON
alkej-935	1	2	is	be	AUX
alkej-935	1	3	an	an	DET
alkej-935	1	4	open	open	ADJ
alkej-935	1	5	access	access	NOUN
alkej-935	1	6	article	article	NOUN
alkej-935	1	7	under	under	ADP
alkej-935	1	8	the	the	DET
alkej-935	1	9	cc	cc	NOUN
alkej-935	1	10	by	by	ADP
alkej-935	1	11	license	license	NOUN
alkej-935	1	12	:	:	PUNCT
alkej-935	1	13	al	al	PROPN
alkej-935	1	14	-	-	PUNCT
alkej-935	1	15	khwarizmi	khwarizmi	PROPN
alkej-935	1	16	engineering	engineering	PROPN
alkej-935	1	17	journal	journal	PROPN
alkej-935	1	18	al	al	PROPN
alkej-935	1	19	-	-	PUNCT
alkej-935	1	20	khwarizmi	khwarizmi	PROPN
alkej-935	1	21	engineering	engineering	PROPN
alkej-935	1	22	journal	journal	PROPN
alkej-935	1	23	issn	issn	PROPN
alkej-935	1	24	(	(	PUNCT
alkej-935	1	25	printed	print	VERB
alkej-935	1	26	):	):	PUNCT
alkej-935	1	27	1818	1818	NUM
alkej-935	1	28	–	–	PUNCT
alkej-935	1	29	1171	1171	NUM
alkej-935	1	30	,	,	PUNCT
alkej-935	1	31	issn	issn	PROPN
alkej-935	1	32	(	(	PUNCT
alkej-935	1	33	online	online	ADJ
alkej-935	1	34	):	):	PUNCT
alkej-935	1	35	2312	2312	NUM
alkej-935	1	36	–	–	PUNCT
alkej-935	1	37	0789	0789	NUM
alkej-935	1	38	vol	vol	NOUN
alkej-935	1	39	.	.	PROPN
alkej-935	1	40	21	21	NUM
alkej-935	1	41	,	,	PUNCT
alkej-935	1	42	no	no	INTJ
alkej-935	1	43	.	.	NOUN
alkej-935	1	44	1	1	NUM
alkej-935	1	45	,	,	PUNCT
alkej-935	1	46	march	march	PROPN
alkej-935	1	47	(	(	PUNCT
alkej-935	1	48	2025	2025	NUM
alkej-935	1	49	)	)	PUNCT
alkej-935	1	50	,	,	PUNCT
alkej-935	1	51	pp	pp	PROPN
alkej-935	1	52	.	.	PUNCT
alkej-935	2	1	13	13	NUM
alkej-935	2	2	-	-	SYM
alkej-935	2	3	27	27	NUM
alkej-935	2	4	deep	deep	ADJ
alkej-935	2	5	-	-	PUNCT
alkej-935	2	6	learning	learning	NOUN
alkej-935	2	7	-	-	PUNCT
alkej-935	2	8	based	base	VERB
alkej-935	2	9	mobile	mobile	ADJ
alkej-935	2	10	application	application	NOUN
alkej-935	2	11	for	for	ADP
alkej-935	2	12	detecting	detect	VERB
alkej-935	2	13	covid-19	covid-19	PROPN
alkej-935	2	14	noor	noor	PROPN
alkej-935	2	15	kamal	kamal	PROPN
alkej-935	2	16	al	al	PROPN
alkej-935	2	17	-	-	PUNCT
alkej-935	2	18	qazzaz1	qazzaz1	PROPN
alkej-935	2	19	*	*	PROPN
alkej-935	2	20	,	,	PUNCT
alkej-935	2	21	alaa	alaa	PROPN
alkej-935	2	22	a.	a.	PROPN
alkej-935	2	23	aldoori2	aldoori2	PROPN
alkej-935	2	24	,	,	PUNCT
alkej-935	2	25	tabarak	tabarak	PROPN
alkej-935	2	26	emad	emad	PROPN
alkej-935	2	27	hussein3	hussein3	PROPN
alkej-935	2	28	,	,	PUNCT
alkej-935	2	29	massarra	massarra	PROPN
alkej-935	2	30	mohammed	mohammed	PROPN
alkej-935	2	31	mahdi4	mahdi4	PROPN
alkej-935	2	32	,	,	PUNCT
alkej-935	2	33	sawal	sawal	PROPN
alkej-935	2	34	hamid	hamid	PROPN
alkej-935	2	35	bin	bin	PROPN
alkej-935	2	36	mohd	mohd	PROPN
alkej-935	2	37	ali5	ali5	PROPN
alkej-935	2	38	,	,	PUNCT
alkej-935	2	39	and	and	CCONJ
alkej-935	2	40	siti	siti	PROPN
alkej-935	2	41	anom	anom	PROPN
alkej-935	2	42	ahmad6	ahmad6	PROPN
alkej-935	2	43	1,2,3,4department	1,2,3,4department	NUM
alkej-935	2	44	of	of	ADP
alkej-935	2	45	biomedical	biomedical	ADJ
alkej-935	2	46	engineering	engineering	NOUN
alkej-935	2	47	,	,	PUNCT
alkej-935	2	48	al	al	PROPN
alkej-935	2	49	-	-	PUNCT
alkej-935	2	50	khwarizmi	khwarizmi	PROPN
alkej-935	2	51	college	college	PROPN
alkej-935	2	52	of	of	ADP
alkej-935	2	53	engineering	engineering	PROPN
alkej-935	2	54	,	,	PUNCT
alkej-935	2	55	university	university	NOUN
alkej-935	2	56	of	of	ADP
alkej-935	2	57	baghdad	baghdad	PROPN
alkej-935	2	58	,	,	PUNCT
alkej-935	2	59	baghdad	baghdad	PROPN
alkej-935	2	60	,	,	PUNCT
alkej-935	2	61	iraq	iraq	PROPN
alkej-935	2	62	5department	5department	NUM
alkej-935	2	63	of	of	ADP
alkej-935	2	64	electrical	electrical	ADJ
alkej-935	2	65	,	,	PUNCT
alkej-935	2	66	electronic	electronic	ADJ
alkej-935	2	67	&	&	CCONJ
alkej-935	2	68	systems	systems	PROPN
alkej-935	2	69	engineering	engineering	NOUN
alkej-935	2	70	,	,	PUNCT
alkej-935	2	71	faculty	faculty	NOUN
alkej-935	2	72	of	of	ADP
alkej-935	2	73	engineering	engineering	NOUN
alkej-935	2	74	and	and	CCONJ
alkej-935	2	75	built	build	VERB
alkej-935	2	76	environment	environment	NOUN
alkej-935	2	77	,	,	PUNCT
alkej-935	2	78	universiti	universiti	PROPN
alkej-935	2	79	kebangsaan	kebangsaan	PROPN
alkej-935	2	80	malaysia	malaysia	PROPN
alkej-935	2	81	,	,	PUNCT
alkej-935	2	82	ukm	ukm	PROPN
alkej-935	2	83	bangi	bangi	PROPN
alkej-935	2	84	,	,	PUNCT
alkej-935	2	85	selangor	selangor	PROPN
alkej-935	2	86	43600/	43600/	NUM
alkej-935	2	87	malaysia	malaysia	PROPN
alkej-935	2	88	centre	centre	NOUN
alkej-935	2	89	of	of	ADP
alkej-935	2	90	advanced	advanced	ADJ
alkej-935	2	91	electronic	electronic	ADJ
alkej-935	2	92	and	and	CCONJ
alkej-935	2	93	communication	communication	NOUN
alkej-935	2	94	engineering	engineering	NOUN
alkej-935	2	95	,	,	PUNCT
alkej-935	2	96	department	department	NOUN
alkej-935	2	97	of	of	ADP
alkej-935	2	98	electrical	electrical	ADJ
alkej-935	2	99	,	,	PUNCT
alkej-935	2	100	electronic	electronic	ADJ
alkej-935	2	101	and	and	CCONJ
alkej-935	2	102	systems	system	NOUN
alkej-935	2	103	engineering/	engineering/	NUM
alkej-935	2	104	universiti	universiti	PROPN
alkej-935	2	105	kebangsaan	kebangsaan	PROPN
alkej-935	2	106	malaysia	malaysia	PROPN
alkej-935	2	107	,	,	PUNCT
alkej-935	2	108	selangor	selangor	PROPN
alkej-935	2	109	43600	43600	NUM
alkej-935	2	110	,	,	PUNCT
alkej-935	2	111	malaysia	malaysia	PROPN
alkej-935	2	112	6department	6department	NUM
alkej-935	2	113	of	of	ADP
alkej-935	2	114	electrical	electrical	ADJ
alkej-935	2	115	and	and	CCONJ
alkej-935	2	116	electronic	electronic	ADJ
alkej-935	2	117	engineering	engineering	NOUN
alkej-935	2	118	,	,	PUNCT
alkej-935	2	119	faculty	faculty	NOUN
alkej-935	2	120	of	of	ADP
alkej-935	2	121	engineering	engineering	PROPN
alkej-935	2	122	,	,	PUNCT
alkej-935	2	123	universiti	universiti	PROPN
alkej-935	2	124	putra	putra	PROPN
alkej-935	2	125	malaysia	malaysia	PROPN
alkej-935	2	126	,	,	PUNCT
alkej-935	2	127	upm	upm	PROPN
alkej-935	2	128	serdang	serdang	PROPN
alkej-935	2	129	,	,	PUNCT
alkej-935	2	130	selangor	selangor	PROPN
alkej-935	2	131	43400	43400	NUM
alkej-935	2	132	,	,	PUNCT
alkej-935	2	133	malaysia	malaysia	PROPN
alkej-935	2	134	malaysian	malaysian	PROPN
alkej-935	2	135	research	research	PROPN
alkej-935	2	136	institute	institute	NOUN
alkej-935	2	137	on	on	ADP
alkej-935	2	138	ageing	age	VERB
alkej-935	2	139	(	(	PUNCT
alkej-935	2	140	myageing	myagee	VERB
alkej-935	2	141	™	™	NOUN
alkej-935	2	142	)	)	PUNCT
alkej-935	2	143	,	,	PUNCT
alkej-935	2	144	universiti	universiti	PROPN
alkej-935	2	145	putra	putra	PROPN
alkej-935	2	146	malaysia/	malaysia/	PROPN
alkej-935	2	147	serdang	serdang	PROPN
alkej-935	2	148	,	,	PUNCT
alkej-935	2	149	selangor	selangor	PROPN
alkej-935	2	150	43400/	43400/	PRON
alkej-935	2	151	malaysia	malaysia	PROPN
alkej-935	2	152	*	*	PUNCT
alkej-935	2	153	corresponding	correspond	VERB
alkej-935	2	154	author	author	NOUN
alkej-935	2	155	,	,	PUNCT
alkej-935	2	156	s	s	NOUN
alkej-935	2	157	email	email	NOUN
alkej-935	2	158	:	:	PUNCT
alkej-935	2	159	noorbme@kecbu.uobaghdad.edu.iq	noorbme@kecbu.uobaghdad.edu.iq	PUNCT
alkej-935	2	160	(	(	PUNCT
alkej-935	2	161	received	receive	VERB
alkej-935	2	162	18	18	NUM
alkej-935	2	163	march	march	NOUN
alkej-935	2	164	2024	2024	NUM
alkej-935	2	165	;	;	PUNCT
alkej-935	2	166	revised	revise	VERB
alkej-935	2	167	1	1	NUM
alkej-935	2	168	december	december	PROPN
alkej-935	2	169	2024	2024	NUM
alkej-935	2	170	;	;	PUNCT
alkej-935	2	171	accepted	accept	VERB
alkej-935	2	172	22	22	NUM
alkej-935	2	173	december	december	PROPN
alkej-935	2	174	2024	2024	NUM
alkej-935	2	175	;	;	PUNCT
alkej-935	2	176	published	publish	VERB
alkej-935	2	177	1	1	NUM
alkej-935	2	178	march	march	NOUN
alkej-935	2	179	2025	2025	NUM
alkej-935	2	180	)	)	PUNCT
alkej-935	3	1	https://doi.org/10.22153/kej.2025.12.001	https://doi.org/10.22153/kej.2025.12.001	DET
alkej-935	3	2	abstract	abstract	ADJ
alkej-935	3	3	patients	patient	NOUN
alkej-935	3	4	infected	infect	VERB
alkej-935	3	5	with	with	ADP
alkej-935	3	6	the	the	DET
alkej-935	3	7	covid-19	covid-19	PROPN
alkej-935	3	8	virus	virus	NOUN
alkej-935	3	9	develop	develop	VERB
alkej-935	3	10	severe	severe	ADJ
alkej-935	3	11	pneumonia	pneumonia	NOUN
alkej-935	3	12	,	,	PUNCT
alkej-935	3	13	which	which	PRON
alkej-935	3	14	typically	typically	ADV
alkej-935	3	15	results	result	VERB
alkej-935	3	16	in	in	ADP
alkej-935	3	17	death	death	NOUN
alkej-935	3	18	.	.	PUNCT
alkej-935	4	1	radiological	radiological	ADJ
alkej-935	4	2	data	datum	NOUN
alkej-935	4	3	show	show	VERB
alkej-935	4	4	that	that	SCONJ
alkej-935	4	5	the	the	DET
alkej-935	4	6	disease	disease	NOUN
alkej-935	4	7	involves	involve	VERB
alkej-935	4	8	interstitial	interstitial	ADJ
alkej-935	4	9	lung	lung	NOUN
alkej-935	4	10	involvement	involvement	NOUN
alkej-935	4	11	,	,	PUNCT
alkej-935	4	12	lung	lung	NOUN
alkej-935	4	13	opacities	opacity	NOUN
alkej-935	4	14	,	,	PUNCT
alkej-935	4	15	bilateral	bilateral	ADJ
alkej-935	4	16	ground	ground	NOUN
alkej-935	4	17	-	-	PUNCT
alkej-935	4	18	glass	glass	NOUN
alkej-935	4	19	opacities	opacity	NOUN
alkej-935	4	20	,	,	PUNCT
alkej-935	4	21	and	and	CCONJ
alkej-935	4	22	patchy	patchy	ADJ
alkej-935	4	23	opacities	opacity	NOUN
alkej-935	4	24	.	.	PUNCT
alkej-935	5	1	this	this	DET
alkej-935	5	2	study	study	NOUN
alkej-935	5	3	aimed	aim	VERB
alkej-935	5	4	to	to	PART
alkej-935	5	5	improve	improve	VERB
alkej-935	5	6	covid-19	covid-19	PROPN
alkej-935	5	7	diagnosis	diagnosis	NOUN
alkej-935	5	8	via	via	ADP
alkej-935	5	9	radiological	radiological	ADJ
alkej-935	5	10	chest	chest	NOUN
alkej-935	5	11	x	x	NOUN
alkej-935	5	12	-	-	NOUN
alkej-935	5	13	ray	ray	NOUN
alkej-935	5	14	(	(	PUNCT
alkej-935	5	15	cxr	cxr	NOUN
alkej-935	5	16	)	)	PUNCT
alkej-935	5	17	image	image	NOUN
alkej-935	5	18	analysis	analysis	NOUN
alkej-935	5	19	,	,	PUNCT
alkej-935	5	20	making	make	VERB
alkej-935	5	21	a	a	DET
alkej-935	5	22	substantial	substantial	ADJ
alkej-935	5	23	contribution	contribution	NOUN
alkej-935	5	24	to	to	ADP
alkej-935	5	25	the	the	DET
alkej-935	5	26	development	development	NOUN
alkej-935	5	27	of	of	ADP
alkej-935	5	28	a	a	DET
alkej-935	5	29	mobile	mobile	ADJ
alkej-935	5	30	application	application	NOUN
alkej-935	5	31	that	that	PRON
alkej-935	5	32	efficiently	efficiently	ADV
alkej-935	5	33	identifies	identify	VERB
alkej-935	5	34	covid-19	covid-19	PROPN
alkej-935	5	35	,	,	PUNCT
alkej-935	5	36	saving	save	VERB
alkej-935	5	37	medical	medical	ADJ
alkej-935	5	38	professionals	professional	NOUN
alkej-935	5	39	time	time	NOUN
alkej-935	5	40	and	and	CCONJ
alkej-935	5	41	resources	resource	NOUN
alkej-935	5	42	.	.	PUNCT
alkej-935	6	1	it	it	PRON
alkej-935	6	2	also	also	ADV
alkej-935	6	3	allows	allow	VERB
alkej-935	6	4	for	for	ADP
alkej-935	6	5	timely	timely	ADJ
alkej-935	6	6	preventative	preventative	ADJ
alkej-935	6	7	interventions	intervention	NOUN
alkej-935	6	8	by	by	ADP
alkej-935	6	9	using	use	VERB
alkej-935	6	10	more	more	ADJ
alkej-935	6	11	than	than	ADP
alkej-935	6	12	18000	18000	NUM
alkej-935	6	13	cxr	cxr	NOUN
alkej-935	6	14	lung	lung	NOUN
alkej-935	6	15	images	image	NOUN
alkej-935	6	16	and	and	CCONJ
alkej-935	6	17	the	the	DET
alkej-935	6	18	mobilenetv2	mobilenetv2	PROPN
alkej-935	6	19	convolutional	convolutional	ADJ
alkej-935	6	20	neural	neural	ADJ
alkej-935	6	21	network	network	NOUN
alkej-935	6	22	(	(	PUNCT
alkej-935	6	23	cnn	cnn	PROPN
alkej-935	6	24	)	)	PUNCT
alkej-935	6	25	architecture	architecture	NOUN
alkej-935	6	26	.	.	PUNCT
alkej-935	7	1	the	the	DET
alkej-935	7	2	mobilenetv2	mobilenetv2	PROPN
alkej-935	7	3	deeplearning	deeplearne	VERB
alkej-935	7	4	model	model	NOUN
alkej-935	7	5	performances	performance	NOUN
alkej-935	7	6	were	be	AUX
alkej-935	7	7	evaluated	evaluate	VERB
alkej-935	7	8	using	use	VERB
alkej-935	7	9	precision	precision	NOUN
alkej-935	7	10	,	,	PUNCT
alkej-935	7	11	sensitivity	sensitivity	NOUN
alkej-935	7	12	,	,	PUNCT
alkej-935	7	13	specificity	specificity	NOUN
alkej-935	7	14	,	,	PUNCT
alkej-935	7	15	accuracy	accuracy	NOUN
alkej-935	7	16	,	,	PUNCT
alkej-935	7	17	and	and	CCONJ
alkej-935	7	18	f	f	X
alkej-935	7	19	-	-	PUNCT
alkej-935	7	20	measure	measure	NOUN
alkej-935	7	21	to	to	PART
alkej-935	7	22	classify	classify	VERB
alkej-935	7	23	cxr	cxr	NOUN
alkej-935	7	24	images	image	NOUN
alkej-935	7	25	into	into	ADP
alkej-935	7	26	covid-19	covid-19	PROPN
alkej-935	7	27	,	,	PUNCT
alkej-935	7	28	non	non	ADJ
alkej-935	7	29	-	-	ADJ
alkej-935	7	30	covid-19	covid-19	ADJ
alkej-935	7	31	lung	lung	NOUN
alkej-935	7	32	opacity	opacity	NOUN
alkej-935	7	33	,	,	PUNCT
alkej-935	7	34	and	and	CCONJ
alkej-935	7	35	normal	normal	ADJ
alkej-935	7	36	control	control	NOUN
alkej-935	7	37	.	.	PUNCT
alkej-935	8	1	results	result	NOUN
alkej-935	8	2	showed	show	VERB
alkej-935	8	3	a	a	DET
alkej-935	8	4	precision	precision	NOUN
alkej-935	8	5	of	of	ADP
alkej-935	8	6	92.91	92.91	NUM
alkej-935	8	7	%	%	NOUN
alkej-935	8	8	,	,	PUNCT
alkej-935	8	9	sensitivity	sensitivity	NOUN
alkej-935	8	10	of	of	ADP
alkej-935	8	11	90.6	90.6	NUM
alkej-935	8	12	,	,	PUNCT
alkej-935	8	13	specificity	specificity	NOUN
alkej-935	8	14	of	of	ADP
alkej-935	8	15	96.45	96.45	NUM
alkej-935	8	16	%	%	NOUN
alkej-935	8	17	,	,	PUNCT
alkej-935	8	18	accuracy	accuracy	NOUN
alkej-935	8	19	of	of	ADP
alkej-935	8	20	90.6	90.6	NUM
alkej-935	8	21	%	%	NOUN
alkej-935	8	22	,	,	PUNCT
alkej-935	8	23	and	and	CCONJ
alkej-935	8	24	f	f	X
alkej-935	8	25	-	-	PUNCT
alkej-935	8	26	measure	measure	NOUN
alkej-935	8	27	of	of	ADP
alkej-935	8	28	91.74	91.74	NUM
alkej-935	8	29	%	%	NOUN
alkej-935	8	30	in	in	ADP
alkej-935	8	31	covid-19	covid-19	PROPN
alkej-935	8	32	detection	detection	NOUN
alkej-935	8	33	.	.	PUNCT
alkej-935	9	1	indeed	indeed	ADV
alkej-935	9	2	,	,	PUNCT
alkej-935	9	3	the	the	DET
alkej-935	9	4	suggested	suggest	VERB
alkej-935	9	5	mobilenetv2	mobilenetv2	PROPN
alkej-935	9	6	deep	deep	ADV
alkej-935	9	7	-	-	PUNCT
alkej-935	9	8	learning	learn	VERB
alkej-935	9	9	cnn	cnn	PROPN
alkej-935	9	10	model	model	NOUN
alkej-935	9	11	can	can	AUX
alkej-935	9	12	improve	improve	VERB
alkej-935	9	13	classification	classification	NOUN
alkej-935	9	14	performance	performance	NOUN
alkej-935	9	15	by	by	ADP
alkej-935	9	16	minimising	minimise	VERB
alkej-935	9	17	the	the	DET
alkej-935	9	18	time	time	NOUN
alkej-935	9	19	required	require	VERB
alkej-935	9	20	to	to	PART
alkej-935	9	21	collect	collect	VERB
alkej-935	9	22	per	per	ADP
alkej-935	9	23	-	-	PUNCT
alkej-935	9	24	image	image	NOUN
alkej-935	9	25	results	result	NOUN
alkej-935	9	26	for	for	ADP
alkej-935	9	27	a	a	DET
alkej-935	9	28	mobile	mobile	ADJ
alkej-935	9	29	application	application	NOUN
alkej-935	9	30	.	.	PUNCT
alkej-935	10	1	keywords	keyword	NOUN
alkej-935	10	2	:	:	PUNCT
alkej-935	10	3	deep	deep	ADJ
alkej-935	10	4	learning	learning	NOUN
alkej-935	10	5	;	;	PUNCT
alkej-935	10	6	cnn	cnn	PROPN
alkej-935	10	7	;	;	PUNCT
alkej-935	10	8	mobilenet	mobilenet	NOUN
alkej-935	10	9	-	-	PUNCT
alkej-935	10	10	v2	v2	NOUN
alkej-935	10	11	;	;	PUNCT
alkej-935	10	12	image	image	NOUN
alkej-935	10	13	processing	processing	NOUN
alkej-935	10	14	;	;	PUNCT
alkej-935	10	15	covid-19	covid-19	PROPN
alkej-935	10	16	;	;	PUNCT
alkej-935	10	17	lung	lung	NOUN
alkej-935	10	18	opacity	opacity	NOUN
alkej-935	10	19	;	;	PUNCT
alkej-935	10	20	mobile	mobile	ADJ
alkej-935	10	21	display	display	NOUN
alkej-935	10	22	1	1	NUM
alkej-935	10	23	.	.	PUNCT
alkej-935	11	1	introduction	introduction	NOUN
alkej-935	11	2	on	on	ADP
alkej-935	11	3	december	december	PROPN
alkej-935	11	4	31	31	NUM
alkej-935	11	5	,	,	PUNCT
alkej-935	11	6	2019	2019	NUM
alkej-935	11	7	,	,	PUNCT
alkej-935	11	8	the	the	DET
alkej-935	11	9	covid-19	covid-19	PROPN
alkej-935	11	10	pandemic	pandemic	NOUN
alkej-935	11	11	officially	officially	ADV
alkej-935	11	12	started	start	VERB
alkej-935	11	13	after	after	ADP
alkej-935	11	14	the	the	DET
alkej-935	11	15	first	first	ADJ
alkej-935	11	16	pneumonia	pneumonia	NOUN
alkej-935	11	17	report	report	NOUN
alkej-935	11	18	with	with	ADP
alkej-935	11	19	unidentified	unidentified	ADJ
alkej-935	11	20	aetiology	aetiology	NOUN
alkej-935	11	21	appearing	appear	VERB
alkej-935	11	22	in	in	ADP
alkej-935	11	23	wuhan	wuhan	PROPN
alkej-935	11	24	,	,	PUNCT
alkej-935	11	25	china	china	PROPN
alkej-935	12	1	[	[	X
alkej-935	12	2	1,2	1,2	NUM
alkej-935	12	3	]	]	PUNCT
alkej-935	12	4	.	.	PUNCT
alkej-935	13	1	initially	initially	ADV
alkej-935	13	2	known	know	VERB
alkej-935	13	3	as	as	ADP
alkej-935	13	4	sars	sar	NOUN
alkej-935	13	5	-	-	PUNCT
alkej-935	13	6	cov2	cov2	PROPN
alkej-935	13	7	,	,	PUNCT
alkej-935	13	8	the	the	DET
alkej-935	13	9	world	world	PROPN
alkej-935	13	10	health	health	NOUN
alkej-935	13	11	organization	organization	NOUN
alkej-935	13	12	(	(	PUNCT
alkej-935	13	13	who	who	PRON
alkej-935	13	14	)	)	PUNCT
alkej-935	13	15	later	later	ADV
alkej-935	13	16	designated	designate	VERB
alkej-935	13	17	it	it	PRON
alkej-935	13	18	as	as	SCONJ
alkej-935	13	19	covid-19	covid-19	PROPN
alkej-935	13	20	owing	owe	VERB
alkej-935	13	21	to	to	ADP
alkej-935	13	22	its	its	PRON
alkej-935	13	23	infectious	infectious	ADJ
alkej-935	13	24	nature	nature	NOUN
alkej-935	13	25	.	.	PUNCT
alkej-935	14	1	on	on	ADP
alkej-935	14	2	january	january	PROPN
alkej-935	14	3	30	30	NUM
alkej-935	14	4	,	,	PUNCT
alkej-935	14	5	2020	2020	NUM
alkej-935	14	6	,	,	PUNCT
alkej-935	14	7	the	the	DET
alkej-935	14	8	who	who	PRON
alkej-935	14	9	formally	formally	ADV
alkej-935	14	10	categorised	categorise	VERB
alkej-935	14	11	the	the	DET
alkej-935	14	12	covid-19	covid-19	PROPN
alkej-935	14	13	pandemic	pandemic	NOUN
alkej-935	14	14	as	as	ADP
alkej-935	14	15	a	a	DET
alkej-935	14	16	public	public	ADJ
alkej-935	14	17	health	health	NOUN
alkej-935	14	18	emergency	emergency	NOUN
alkej-935	14	19	of	of	ADP
alkej-935	14	20	international	international	ADJ
alkej-935	14	21	concern	concern	NOUN
alkej-935	14	22	[	[	X
alkej-935	14	23	3	3	NUM
alkej-935	14	24	]	]	PUNCT
alkej-935	14	25	.	.	PUNCT
alkej-935	15	1	on	on	ADP
alkej-935	15	2	july	july	PROPN
alkej-935	15	3	21	21	NUM
alkej-935	15	4	,	,	PUNCT
alkej-935	15	5	2020	2020	NUM
alkej-935	15	6	,	,	PUNCT
alkej-935	15	7	the	the	PRON
alkej-935	15	8	who	who	PRON
alkej-935	15	9	classified	classify	VERB
alkej-935	15	10	around	around	ADP
alkej-935	15	11	9	9	NUM
alkej-935	15	12	million	million	NUM
alkej-935	15	13	of	of	ADP
alkej-935	15	14	the	the	DET
alkej-935	15	15	15	15	NUM
alkej-935	15	16	million	million	NUM
alkej-935	15	17	confirmed	confirm	VERB
alkej-935	15	18	covid-19	covid-19	PROPN
alkej-935	15	19	cases	case	NOUN
alkej-935	15	20	worldwide	worldwide	ADV
alkej-935	15	21	as	as	ADP
alkej-935	15	22	active	active	ADJ
alkej-935	15	23	.	.	PUNCT
alkej-935	16	1	tragically	tragically	ADV
alkej-935	16	2	,	,	PUNCT
alkej-935	16	3	the	the	DET
alkej-935	16	4	virus	virus	NOUN
alkej-935	16	5	has	have	AUX
alkej-935	16	6	claimed	claim	VERB
alkej-935	16	7	the	the	DET
alkej-935	16	8	lives	life	NOUN
alkej-935	16	9	of	of	ADP
alkej-935	16	10	614,208	614,208	NUM
alkej-935	16	11	individuals	individual	NOUN
alkej-935	16	12	globally	globally	ADV
alkej-935	16	13	[	[	X
alkej-935	16	14	4	4	NUM
alkej-935	16	15	]	]	PUNCT
alkej-935	16	16	.	.	PUNCT
alkej-935	17	1	the	the	DET
alkej-935	17	2	predominant	predominant	ADJ
alkej-935	17	3	manifestations	manifestation	NOUN
alkej-935	17	4	of	of	ADP
alkej-935	17	5	covid-19	covid-19	PROPN
alkej-935	17	6	include	include	VERB
alkej-935	17	7	pyrexia	pyrexia	NOUN
alkej-935	17	8	,	,	PUNCT
alkej-935	17	9	nasal	nasal	ADJ
alkej-935	17	10	discharge	discharge	NOUN
alkej-935	17	11	,	,	PUNCT
alkej-935	17	12	paroxysmal	paroxysmal	ADJ
alkej-935	17	13	mailto:noorbme@kecbu.uobaghdad.edu.iq	mailto:noorbme@kecbu.uobaghdad.edu.iq	NOUN
alkej-935	17	14	https://doi.org/10.22153/kej.2025.12.001	https://doi.org/10.22153/kej.2025.12.001	PROPN
alkej-935	17	15	noor	noor	PROPN
alkej-935	17	16	kamal	kamal	PROPN
alkej-935	17	17	al	al	PROPN
alkej-935	17	18	-	-	PUNCT
alkej-935	17	19	qazzaz	qazzaz	PROPN
alkej-935	17	20	al	al	PROPN
alkej-935	17	21	-	-	PUNCT
alkej-935	17	22	khwarizmi	khwarizmi	PROPN
alkej-935	17	23	engineering	engineering	NOUN
alkej-935	17	24	journal	journal	PROPN
alkej-935	17	25	,	,	PUNCT
alkej-935	17	26	vol	vol	NOUN
alkej-935	17	27	.	.	PROPN
alkej-935	17	28	21	21	NUM
alkej-935	17	29	,	,	PUNCT
alkej-935	17	30	no.1	no.1	NUM
alkej-935	17	31	,	,	PUNCT
alkej-935	17	32	pp	pp	ADJ
alkej-935	17	33	.	.	PUNCT
alkej-935	18	1	1327	1327	NUM
alkej-935	18	2	(	(	PUNCT
alkej-935	18	3	2025	2025	NUM
alkej-935	18	4	)	)	PUNCT
alkej-935	18	5	14	14	NUM
alkej-935	18	6	expulsion	expulsion	NOUN
alkej-935	18	7	of	of	ADP
alkej-935	18	8	air	air	NOUN
alkej-935	18	9	from	from	ADP
alkej-935	18	10	the	the	DET
alkej-935	18	11	respiratory	respiratory	ADJ
alkej-935	18	12	tract	tract	NOUN
alkej-935	18	13	,	,	PUNCT
alkej-935	18	14	pharyngeal	pharyngeal	ADJ
alkej-935	18	15	discomfort	discomfort	NOUN
alkej-935	18	16	,	,	PUNCT
alkej-935	18	17	inflammation	inflammation	NOUN
alkej-935	18	18	of	of	ADP
alkej-935	18	19	the	the	DET
alkej-935	18	20	throat	throat	NOUN
alkej-935	18	21	,	,	PUNCT
alkej-935	18	22	cephalalgia	cephalalgia	NOUN
alkej-935	18	23	,	,	PUNCT
alkej-935	18	24	diminished	diminish	VERB
alkej-935	18	25	physical	physical	ADJ
alkej-935	18	26	strength	strength	NOUN
alkej-935	18	27	,	,	PUNCT
alkej-935	18	28	general	general	ADJ
alkej-935	18	29	discomfort	discomfort	NOUN
alkej-935	18	30	,	,	PUNCT
alkej-935	18	31	and	and	CCONJ
alkej-935	18	32	respiratory	respiratory	ADJ
alkej-935	18	33	distress	distress	NOUN
alkej-935	19	1	[	[	X
alkej-935	19	2	5	5	NUM
alkej-935	19	3	]	]	PUNCT
alkej-935	19	4	.	.	PUNCT
alkej-935	20	1	the	the	DET
alkej-935	20	2	timely	timely	ADJ
alkej-935	20	3	identification	identification	NOUN
alkej-935	20	4	of	of	ADP
alkej-935	20	5	sickness	sickness	NOUN
alkej-935	20	6	enhances	enhance	VERB
alkej-935	20	7	the	the	DET
alkej-935	20	8	likelihood	likelihood	NOUN
alkej-935	20	9	of	of	ADP
alkej-935	20	10	effective	effective	ADJ
alkej-935	20	11	treatment	treatment	NOUN
alkej-935	20	12	for	for	ADP
alkej-935	20	13	afflicted	afflict	VERB
alkej-935	20	14	individuals	individual	NOUN
alkej-935	20	15	and	and	CCONJ
alkej-935	20	16	concurrently	concurrently	ADV
alkej-935	20	17	diminishes	diminish	VERB
alkej-935	20	18	the	the	DET
alkej-935	20	19	risk	risk	NOUN
alkej-935	20	20	of	of	ADP
alkej-935	20	21	transmission	transmission	NOUN
alkej-935	20	22	amongst	amongst	ADP
alkej-935	20	23	the	the	DET
alkej-935	20	24	community	community	NOUN
alkej-935	20	25	,	,	PUNCT
alkej-935	20	26	particularly	particularly	ADV
alkej-935	20	27	in	in	ADP
alkej-935	20	28	the	the	DET
alkej-935	20	29	case	case	NOUN
alkej-935	20	30	of	of	ADP
alkej-935	20	31	a	a	DET
alkej-935	20	32	communicable	communicable	ADJ
alkej-935	20	33	ailment	ailment	NOUN
alkej-935	20	34	such	such	ADJ
alkej-935	20	35	as	as	ADP
alkej-935	20	36	covid-19	covid-19	PROPN
alkej-935	21	1	[	[	X
alkej-935	21	2	6	6	NUM
alkej-935	21	3	]	]	PUNCT
alkej-935	21	4	.	.	PUNCT
alkej-935	22	1	many	many	ADJ
alkej-935	22	2	countries	country	NOUN
alkej-935	22	3	also	also	ADV
alkej-935	22	4	offer	offer	VERB
alkej-935	22	5	laboratory	laboratory	NOUN
alkej-935	22	6	tests	test	NOUN
alkej-935	22	7	that	that	PRON
alkej-935	22	8	use	use	VERB
alkej-935	22	9	real	real	ADJ
alkej-935	22	10	-	-	PUNCT
alkej-935	22	11	time	time	NOUN
alkej-935	22	12	reversetranscription	reversetranscription	NOUN
alkej-935	22	13	polymerase	polymerase	NOUN
alkej-935	22	14	chain	chain	NOUN
alkej-935	22	15	reaction	reaction	NOUN
alkej-935	22	16	(	(	PUNCT
alkej-935	22	17	rt	rt	NOUN
alkej-935	22	18	-	-	PUNCT
alkej-935	22	19	pcr	pcr	NOUN
alkej-935	22	20	)	)	PUNCT
alkej-935	22	21	,	,	PUNCT
alkej-935	22	22	the	the	DET
alkej-935	22	23	most	most	ADV
alkej-935	22	24	widely	widely	ADV
alkej-935	22	25	used	use	VERB
alkej-935	22	26	technology	technology	NOUN
alkej-935	22	27	for	for	ADP
alkej-935	22	28	covid-19	covid-19	PROPN
alkej-935	22	29	detection	detection	NOUN
alkej-935	22	30	[	[	X
alkej-935	22	31	7	7	NUM
alkej-935	22	32	]	]	PUNCT
alkej-935	22	33	.	.	PUNCT
alkej-935	23	1	however	however	ADV
alkej-935	23	2	,	,	PUNCT
alkej-935	23	3	the	the	DET
alkej-935	23	4	rt	rt	ADJ
alkej-935	23	5	-	-	PUNCT
alkej-935	23	6	pcr	pcr	ADJ
alkej-935	23	7	test	test	NOUN
alkej-935	23	8	sensitivity	sensitivity	NOUN
alkej-935	23	9	is	be	AUX
alkej-935	23	10	only	only	ADV
alkej-935	23	11	60%–70	60%–70	NUM
alkej-935	23	12	%	%	NOUN
alkej-935	23	13	.	.	PUNCT
alkej-935	24	1	therefore	therefore	ADV
alkej-935	24	2	,	,	PUNCT
alkej-935	24	3	identifying	identify	VERB
alkej-935	24	4	the	the	DET
alkej-935	24	5	harmful	harmful	ADJ
alkej-935	24	6	consequences	consequence	NOUN
alkej-935	24	7	of	of	ADP
alkej-935	24	8	covid-19	covid-19	PROPN
alkej-935	24	9	by	by	ADP
alkej-935	24	10	looking	look	VERB
alkej-935	24	11	at	at	ADP
alkej-935	24	12	patient	patient	ADJ
alkej-935	24	13	lung	lung	NOUN
alkej-935	24	14	images	image	NOUN
alkej-935	24	15	can	can	AUX
alkej-935	24	16	ensure	ensure	VERB
alkej-935	24	17	early	early	ADJ
alkej-935	24	18	treatment	treatment	NOUN
alkej-935	24	19	.	.	PUNCT
alkej-935	25	1	chest	chest	NOUN
alkej-935	25	2	radiological	radiological	ADJ
alkej-935	25	3	imaging	imaging	NOUN
alkej-935	25	4	such	such	ADJ
alkej-935	25	5	as	as	ADP
alkej-935	25	6	x	x	NOUN
alkej-935	25	7	-	-	NOUN
alkej-935	25	8	rays	ray	NOUN
alkej-935	25	9	and	and	CCONJ
alkej-935	25	10	computed	compute	VERB
alkej-935	25	11	tomography	tomography	NOUN
alkej-935	25	12	(	(	PUNCT
alkej-935	25	13	ct	ct	NOUN
alkej-935	25	14	)	)	PUNCT
alkej-935	25	15	scans	scan	NOUN
alkej-935	25	16	plays	play	VERB
alkej-935	25	17	a	a	DET
alkej-935	25	18	significant	significant	ADJ
alkej-935	25	19	role	role	NOUN
alkej-935	25	20	in	in	ADP
alkej-935	25	21	the	the	DET
alkej-935	25	22	early	early	ADJ
alkej-935	25	23	detection	detection	NOUN
alkej-935	25	24	and	and	CCONJ
alkej-935	25	25	therapy	therapy	NOUN
alkej-935	25	26	of	of	ADP
alkej-935	25	27	this	this	DET
alkej-935	25	28	illness	illness	NOUN
alkej-935	25	29	.	.	PUNCT
alkej-935	26	1	one	one	NUM
alkej-935	26	2	advantage	advantage	NOUN
alkej-935	26	3	of	of	ADP
alkej-935	26	4	x	x	NOUN
alkej-935	26	5	-	-	NOUN
alkej-935	26	6	rays	ray	NOUN
alkej-935	26	7	is	be	AUX
alkej-935	26	8	their	their	PRON
alkej-935	26	9	ease	ease	NOUN
alkej-935	26	10	of	of	ADP
alkej-935	26	11	use	use	NOUN
alkej-935	26	12	with	with	ADP
alkej-935	26	13	portable	portable	ADJ
alkej-935	26	14	x	x	ADJ
alkej-935	26	15	-	-	NOUN
alkej-935	26	16	ray	ray	NOUN
alkej-935	26	17	tools	tool	NOUN
alkej-935	26	18	,	,	PUNCT
alkej-935	26	19	leading	lead	VERB
alkej-935	26	20	to	to	ADP
alkej-935	26	21	a	a	DET
alkej-935	26	22	faster	fast	ADJ
alkej-935	26	23	and	and	CCONJ
alkej-935	26	24	more	more	ADV
alkej-935	26	25	effective	effective	ADJ
alkej-935	26	26	diagnosis	diagnosis	NOUN
alkej-935	26	27	of	of	ADP
alkej-935	26	28	covid-19	covid-19	PROPN
alkej-935	26	29	.	.	PUNCT
alkej-935	27	1	with	with	ADP
alkej-935	27	2	the	the	DET
alkej-935	27	3	help	help	NOUN
alkej-935	27	4	of	of	ADP
alkej-935	27	5	artificial	artificial	ADJ
alkej-935	27	6	intelligence	intelligence	NOUN
alkej-935	27	7	(	(	PUNCT
alkej-935	27	8	ai	ai	NOUN
alkej-935	27	9	)	)	PUNCT
alkej-935	27	10	,	,	PUNCT
alkej-935	27	11	x	x	NOUN
alkej-935	27	12	-	-	NOUN
alkej-935	27	13	rays	ray	NOUN
alkej-935	27	14	may	may	AUX
alkej-935	27	15	be	be	AUX
alkej-935	27	16	able	able	ADJ
alkej-935	27	17	to	to	PART
alkej-935	27	18	find	find	VERB
alkej-935	27	19	covid-19	covid-19	PROPN
alkej-935	27	20	,	,	PUNCT
alkej-935	27	21	causing	cause	VERB
alkej-935	27	22	less	less	ADV
alkej-935	27	23	bodily	bodily	ADJ
alkej-935	27	24	damage	damage	NOUN
alkej-935	27	25	than	than	ADP
alkej-935	27	26	ct	ct	NUM
alkej-935	27	27	scans	scan	NOUN
alkej-935	27	28	[	[	X
alkej-935	27	29	2,8	2,8	VERB
alkej-935	27	30	]	]	PUNCT
alkej-935	27	31	.	.	PUNCT
alkej-935	28	1	various	various	ADJ
alkej-935	28	2	ai	ai	NOUN
alkej-935	28	3	-	-	PUNCT
alkej-935	28	4	based	base	VERB
alkej-935	28	5	techniques	technique	NOUN
alkej-935	28	6	have	have	AUX
alkej-935	28	7	assisted	assist	VERB
alkej-935	28	8	in	in	ADP
alkej-935	28	9	recent	recent	ADJ
alkej-935	28	10	efforts	effort	NOUN
alkej-935	28	11	to	to	PART
alkej-935	28	12	locate	locate	VERB
alkej-935	28	13	covid-19	covid-19	PROPN
alkej-935	28	14	using	use	VERB
alkej-935	28	15	images	image	NOUN
alkej-935	28	16	[	[	X
alkej-935	28	17	2	2	NUM
alkej-935	28	18	]	]	PUNCT
alkej-935	28	19	.	.	PUNCT
alkej-935	29	1	ai	ai	AUX
alkej-935	29	2	techniques	technique	NOUN
alkej-935	29	3	are	be	AUX
alkej-935	29	4	currently	currently	ADV
alkej-935	29	5	being	be	AUX
alkej-935	29	6	discovered	discover	VERB
alkej-935	29	7	to	to	PART
alkej-935	29	8	be	be	AUX
alkej-935	29	9	exceedingly	exceedingly	ADV
alkej-935	29	10	advantageous	advantageous	ADJ
alkej-935	29	11	for	for	ADP
alkej-935	29	12	the	the	DET
alkej-935	29	13	purposes	purpose	NOUN
alkej-935	29	14	of	of	ADP
alkej-935	29	15	testing	testing	NOUN
alkej-935	29	16	,	,	PUNCT
alkej-935	29	17	training	training	NOUN
alkej-935	29	18	,	,	PUNCT
alkej-935	29	19	and	and	CCONJ
alkej-935	29	20	evaluation	evaluation	NOUN
alkej-935	29	21	.	.	PUNCT
alkej-935	30	1	prediction	prediction	NOUN
alkej-935	30	2	models	model	NOUN
alkej-935	30	3	are	be	AUX
alkej-935	30	4	frequently	frequently	ADV
alkej-935	30	5	constructed	construct	VERB
alkej-935	30	6	using	use	VERB
alkej-935	30	7	neural	neural	ADJ
alkej-935	30	8	networks	network	NOUN
alkej-935	30	9	.	.	PUNCT
alkej-935	31	1	however	however	ADV
alkej-935	31	2	,	,	PUNCT
alkej-935	31	3	neural	neural	ADJ
alkej-935	31	4	networks	network	NOUN
alkej-935	31	5	continue	continue	VERB
alkej-935	31	6	to	to	PART
alkej-935	31	7	possess	possess	VERB
alkej-935	31	8	constraints	constraint	NOUN
alkej-935	31	9	,	,	PUNCT
alkej-935	31	10	such	such	ADJ
alkej-935	31	11	as	as	ADP
alkej-935	31	12	their	their	PRON
alkej-935	31	13	learning	learning	NOUN
alkej-935	31	14	capacity	capacity	NOUN
alkej-935	31	15	and	and	CCONJ
alkej-935	31	16	delayed	delay	VERB
alkej-935	31	17	convergence	convergence	NOUN
alkej-935	31	18	[	[	X
alkej-935	31	19	9	9	NUM
alkej-935	31	20	]	]	PUNCT
alkej-935	31	21	.	.	PUNCT
alkej-935	32	1	deep	deep	ADJ
alkej-935	32	2	learning	learning	NOUN
alkej-935	32	3	enhances	enhance	VERB
alkej-935	32	4	diagnostic	diagnostic	ADJ
alkej-935	32	5	speed	speed	NOUN
alkej-935	32	6	by	by	ADP
alkej-935	32	7	facilitating	facilitate	VERB
alkej-935	32	8	clinical	clinical	ADJ
alkej-935	32	9	decisions	decision	NOUN
alkej-935	32	10	and	and	CCONJ
alkej-935	32	11	predictions	prediction	NOUN
alkej-935	32	12	within	within	ADP
alkej-935	32	13	the	the	DET
alkej-935	32	14	medical	medical	ADJ
alkej-935	32	15	system	system	NOUN
alkej-935	32	16	.	.	PUNCT
alkej-935	33	1	researchers	researcher	NOUN
alkej-935	33	2	are	be	AUX
alkej-935	33	3	currently	currently	ADV
alkej-935	33	4	investigating	investigate	VERB
alkej-935	33	5	deep	deep	ADJ
alkej-935	33	6	learning	learning	NOUN
alkej-935	33	7	,	,	PUNCT
alkej-935	33	8	a	a	DET
alkej-935	33	9	subfield	subfield	NOUN
alkej-935	33	10	of	of	ADP
alkej-935	33	11	machine	machine	NOUN
alkej-935	33	12	learning	learning	NOUN
alkej-935	33	13	,	,	PUNCT
alkej-935	33	14	for	for	ADP
alkej-935	33	15	its	its	PRON
alkej-935	33	16	ability	ability	NOUN
alkej-935	33	17	to	to	PART
alkej-935	33	18	automatically	automatically	ADV
alkej-935	33	19	extract	extract	VERB
alkej-935	33	20	significant	significant	ADJ
alkej-935	33	21	characteristics	characteristic	NOUN
alkej-935	33	22	from	from	ADP
alkej-935	33	23	datasets	dataset	NOUN
alkej-935	33	24	using	use	VERB
alkej-935	33	25	neural	neural	ADJ
alkej-935	33	26	networks	network	NOUN
alkej-935	33	27	like	like	ADP
alkej-935	33	28	artificial	artificial	ADJ
alkej-935	33	29	neural	neural	ADJ
alkej-935	33	30	networks	network	NOUN
alkej-935	33	31	,	,	PUNCT
alkej-935	33	32	where	where	SCONJ
alkej-935	33	33	recurrent	recurrent	ADJ
alkej-935	33	34	neural	neural	ADJ
alkej-935	33	35	networks	network	NOUN
alkej-935	33	36	and	and	CCONJ
alkej-935	33	37	convolutional	convolutional	ADJ
alkej-935	33	38	neural	neural	ADJ
alkej-935	33	39	networks	network	NOUN
alkej-935	33	40	(	(	PUNCT
alkej-935	33	41	cnn	cnn	PROPN
alkej-935	33	42	)	)	PUNCT
alkej-935	33	43	play	play	VERB
alkej-935	33	44	key	key	ADJ
alkej-935	33	45	roles	role	NOUN
alkej-935	33	46	.	.	PUNCT
alkej-935	34	1	they	they	PRON
alkej-935	34	2	are	be	AUX
alkej-935	34	3	particularly	particularly	ADV
alkej-935	34	4	useful	useful	ADJ
alkej-935	34	5	for	for	ADP
alkej-935	34	6	categorising	categorise	VERB
alkej-935	34	7	data	datum	NOUN
alkej-935	34	8	because	because	SCONJ
alkej-935	34	9	they	they	PRON
alkej-935	34	10	enable	enable	VERB
alkej-935	34	11	computers	computer	NOUN
alkej-935	34	12	to	to	PART
alkej-935	34	13	learn	learn	VERB
alkej-935	34	14	from	from	ADP
alkej-935	34	15	it	it	PRON
alkej-935	34	16	and	and	CCONJ
alkej-935	34	17	deliver	deliver	VERB
alkej-935	34	18	accurate	accurate	ADJ
alkej-935	34	19	answers	answer	NOUN
alkej-935	34	20	[	[	X
alkej-935	34	21	10	10	NUM
alkej-935	34	22	]	]	PUNCT
alkej-935	34	23	.	.	PUNCT
alkej-935	35	1	recently	recently	ADV
alkej-935	35	2	,	,	PUNCT
alkej-935	35	3	image	image	NOUN
alkej-935	35	4	classification	classification	NOUN
alkej-935	35	5	with	with	ADP
alkej-935	35	6	cnns	cnn	NOUN
alkej-935	35	7	has	have	AUX
alkej-935	35	8	effectively	effectively	ADV
alkej-935	35	9	diagnosed	diagnose	VERB
alkej-935	35	10	common	common	ADJ
alkej-935	35	11	chest	chest	NOUN
alkej-935	35	12	disorders	disorder	NOUN
alkej-935	35	13	,	,	PUNCT
alkej-935	35	14	including	include	VERB
alkej-935	35	15	tuberculosis	tuberculosis	NOUN
alkej-935	35	16	screening	screening	NOUN
alkej-935	35	17	and	and	CCONJ
alkej-935	35	18	mediastinal	mediastinal	ADJ
alkej-935	35	19	lymph	lymph	NOUN
alkej-935	35	20	nodes	node	NOUN
alkej-935	35	21	in	in	ADP
alkej-935	35	22	ct	ct	NUM
alkej-935	35	23	images	image	NOUN
alkej-935	35	24	.	.	PUNCT
alkej-935	36	1	numerous	numerous	ADJ
alkej-935	36	2	real	real	ADJ
alkej-935	36	3	-	-	PUNCT
alkej-935	36	4	world	world	NOUN
alkej-935	36	5	applications	application	NOUN
alkej-935	36	6	such	such	ADJ
alkej-935	36	7	as	as	ADP
alkej-935	36	8	pattern	pattern	NOUN
alkej-935	36	9	recognition	recognition	NOUN
alkej-935	36	10	and	and	CCONJ
alkej-935	36	11	intuitive	intuitive	ADJ
alkej-935	36	12	picture	picture	NOUN
alkej-935	36	13	categorisation	categorisation	NOUN
alkej-935	36	14	have	have	AUX
alkej-935	36	15	extensively	extensively	ADV
alkej-935	36	16	used	use	VERB
alkej-935	36	17	cnn	cnn	PROPN
alkej-935	36	18	,	,	PUNCT
alkej-935	36	19	one	one	NUM
alkej-935	36	20	of	of	ADP
alkej-935	36	21	the	the	DET
alkej-935	36	22	most	most	ADV
alkej-935	36	23	effective	effective	ADJ
alkej-935	36	24	deep	deep	ADJ
alkej-935	36	25	-	-	PUNCT
alkej-935	36	26	learning	learn	VERB
alkej-935	36	27	architectures	architecture	NOUN
alkej-935	36	28	[	[	X
alkej-935	36	29	11	11	NUM
alkej-935	36	30	]	]	PUNCT
alkej-935	36	31	.	.	PUNCT
alkej-935	37	1	cnns	cnns	PROPN
alkej-935	37	2	can	can	AUX
alkej-935	37	3	function	function	VERB
alkej-935	37	4	in	in	ADP
alkej-935	37	5	many	many	ADJ
alkej-935	37	6	ways	way	NOUN
alkej-935	37	7	using	use	VERB
alkej-935	37	8	pre	pre	ADJ
alkej-935	37	9	-	-	ADJ
alkej-935	37	10	trained	train	VERB
alkej-935	37	11	cnns	cnn	NOUN
alkej-935	37	12	with	with	ADP
alkej-935	37	13	feature	feature	NOUN
alkej-935	37	14	extractors	extractor	NOUN
alkej-935	38	1	[	[	X
alkej-935	38	2	12	12	NUM
alkej-935	38	3	]	]	PUNCT
alkej-935	38	4	.	.	PUNCT
alkej-935	39	1	nevertheless	nevertheless	ADV
alkej-935	39	2	,	,	PUNCT
alkej-935	39	3	the	the	DET
alkej-935	39	4	use	use	NOUN
alkej-935	39	5	of	of	ADP
alkej-935	39	6	deep	deep	ADJ
alkej-935	39	7	-	-	PUNCT
alkej-935	39	8	learning	learn	VERB
alkej-935	39	9	approaches	approach	NOUN
alkej-935	39	10	to	to	PART
alkej-935	39	11	identify	identify	VERB
alkej-935	39	12	and	and	CCONJ
alkej-935	39	13	detect	detect	VERB
alkej-935	39	14	new	new	ADJ
alkej-935	39	15	covid-19	covid-19	PROPN
alkej-935	39	16	in	in	ADP
alkej-935	39	17	x	x	NOUN
alkej-935	39	18	-	-	NOUN
alkej-935	39	19	rays	ray	NOUN
alkej-935	39	20	up	up	ADP
alkej-935	39	21	to	to	ADP
alkej-935	39	22	this	this	DET
alkej-935	39	23	point	point	NOUN
alkej-935	39	24	is	be	AUX
alkej-935	39	25	rare	rare	ADJ
alkej-935	39	26	[	[	X
alkej-935	39	27	9	9	NUM
alkej-935	39	28	]	]	PUNCT
alkej-935	39	29	.	.	PUNCT
alkej-935	40	1	using	use	VERB
alkej-935	40	2	radiological	radiological	ADJ
alkej-935	40	3	images	image	NOUN
alkej-935	40	4	such	such	ADJ
alkej-935	40	5	as	as	ADP
alkej-935	40	6	x	x	NOUN
alkej-935	40	7	-	-	NOUN
alkej-935	40	8	rays	ray	NOUN
alkej-935	40	9	or	or	CCONJ
alkej-935	40	10	ct	ct	NUM
alkej-935	40	11	scans	scan	NOUN
alkej-935	40	12	,	,	PUNCT
alkej-935	40	13	medical	medical	ADJ
alkej-935	40	14	imaging	imaging	NOUN
alkej-935	40	15	can	can	AUX
alkej-935	40	16	be	be	AUX
alkej-935	40	17	considered	consider	VERB
alkej-935	40	18	a	a	DET
alkej-935	40	19	critical	critical	ADJ
alkej-935	40	20	technique	technique	NOUN
alkej-935	40	21	for	for	ADP
alkej-935	40	22	diagnosing	diagnose	VERB
alkej-935	40	23	covid-19	covid-19	PROPN
alkej-935	40	24	infections	infection	NOUN
alkej-935	40	25	and	and	CCONJ
alkej-935	40	26	assisting	assist	VERB
alkej-935	40	27	doctors	doctor	NOUN
alkej-935	40	28	in	in	ADP
alkej-935	40	29	evaluating	evaluate	VERB
alkej-935	40	30	the	the	DET
alkej-935	40	31	disease	disease	NOUN
alkej-935	40	32	,	,	PUNCT
alkej-935	40	33	as	as	ADV
alkej-935	40	34	well	well	ADV
alkej-935	40	35	as	as	ADP
alkej-935	40	36	in	in	ADP
alkej-935	40	37	optimising	optimise	VERB
alkej-935	40	38	prevention	prevention	NOUN
alkej-935	40	39	and	and	CCONJ
alkej-935	40	40	control	control	NOUN
alkej-935	40	41	measures	measure	NOUN
alkej-935	40	42	,	,	PUNCT
alkej-935	40	43	as	as	ADV
alkej-935	40	44	early	early	ADV
alkej-935	40	45	as	as	ADP
alkej-935	40	46	feasible	feasible	ADJ
alkej-935	40	47	.	.	PUNCT
alkej-935	41	1	therefore	therefore	ADV
alkej-935	41	2	,	,	PUNCT
alkej-935	41	3	medical	medical	ADJ
alkej-935	41	4	images	image	NOUN
alkej-935	41	5	with	with	ADP
alkej-935	41	6	the	the	DET
alkej-935	41	7	diagnostic	diagnostic	ADJ
alkej-935	41	8	parameters	parameter	NOUN
alkej-935	41	9	are	be	AUX
alkej-935	41	10	a	a	DET
alkej-935	41	11	highly	highly	ADV
alkej-935	41	12	effective	effective	ADJ
alkej-935	41	13	approach	approach	NOUN
alkej-935	41	14	that	that	PRON
alkej-935	41	15	can	can	AUX
alkej-935	41	16	enable	enable	VERB
alkej-935	41	17	physicians	physician	NOUN
alkej-935	41	18	to	to	PART
alkej-935	41	19	diagnose	diagnose	VERB
alkej-935	41	20	patients	patient	NOUN
alkej-935	41	21	with	with	ADP
alkej-935	41	22	the	the	DET
alkej-935	41	23	help	help	NOUN
alkej-935	41	24	of	of	ADP
alkej-935	41	25	big	big	ADJ
alkej-935	41	26	data	datum	NOUN
alkej-935	41	27	[	[	X
alkej-935	41	28	13	13	NUM
alkej-935	41	29	]	]	PUNCT
alkej-935	41	30	.	.	PUNCT
alkej-935	42	1	however	however	ADV
alkej-935	42	2	,	,	PUNCT
alkej-935	42	3	researchers	researcher	NOUN
alkej-935	42	4	have	have	AUX
alkej-935	42	5	found	find	VERB
alkej-935	42	6	anomalies	anomaly	NOUN
alkej-935	42	7	in	in	ADP
alkej-935	42	8	the	the	DET
alkej-935	42	9	form	form	NOUN
alkej-935	42	10	of	of	ADP
alkej-935	42	11	ground	ground	NOUN
alkej-935	42	12	-	-	PUNCT
alkej-935	42	13	glass	glass	NOUN
alkej-935	42	14	opacities	opacity	NOUN
alkej-935	42	15	in	in	ADP
alkej-935	42	16	the	the	DET
alkej-935	42	17	chest	chest	NOUN
alkej-935	42	18	ct	ct	NUM
alkej-935	42	19	scans	scan	NOUN
alkej-935	42	20	of	of	ADP
alkej-935	42	21	covid-19	covid-19	PROPN
alkej-935	42	22	patients	patient	NOUN
alkej-935	42	23	[	[	X
alkej-935	42	24	14	14	NUM
alkej-935	42	25	]	]	PUNCT
alkej-935	42	26	.	.	PUNCT
alkej-935	43	1	research	research	NOUN
alkej-935	43	2	has	have	AUX
alkej-935	43	3	demonstrated	demonstrate	VERB
alkej-935	43	4	that	that	SCONJ
alkej-935	43	5	developing	develop	VERB
alkej-935	43	6	a	a	DET
alkej-935	43	7	system	system	NOUN
alkej-935	43	8	using	use	VERB
alkej-935	43	9	chest	chest	NOUN
alkej-935	43	10	ct	ct	PROPN
alkej-935	43	11	imaging	imaging	NOUN
alkej-935	43	12	can	can	AUX
alkej-935	43	13	diagnose	diagnose	VERB
alkej-935	43	14	and	and	CCONJ
alkej-935	43	15	quantify	quantify	VERB
alkej-935	43	16	covid-19	covid-19	PROPN
alkej-935	43	17	cases	case	NOUN
alkej-935	43	18	[	[	X
alkej-935	43	19	15	15	NUM
alkej-935	43	20	]	]	PUNCT
alkej-935	43	21	.	.	PUNCT
alkej-935	44	1	however	however	ADV
alkej-935	44	2	,	,	PUNCT
alkej-935	44	3	x	x	ADJ
alkej-935	44	4	-	-	NOUN
alkej-935	44	5	ray	ray	NOUN
alkej-935	44	6	images	image	NOUN
alkej-935	44	7	can	can	AUX
alkej-935	44	8	be	be	AUX
alkej-935	44	9	used	use	VERB
alkej-935	44	10	instead	instead	ADV
alkej-935	44	11	of	of	ADP
alkej-935	44	12	ct	ct	PROPN
alkej-935	44	13	scans	scan	NOUN
alkej-935	44	14	to	to	PART
alkej-935	44	15	detect	detect	VERB
alkej-935	44	16	covid-19	covid-19	PROPN
alkej-935	44	17	.	.	PUNCT
alkej-935	45	1	x	x	NOUN
alkej-935	45	2	-	-	NOUN
alkej-935	45	3	rays	ray	NOUN
alkej-935	45	4	can	can	AUX
alkej-935	45	5	be	be	AUX
alkej-935	45	6	obtained	obtain	VERB
alkej-935	45	7	without	without	ADP
alkej-935	45	8	the	the	DET
alkej-935	45	9	enhanced	enhanced	ADJ
alkej-935	45	10	danger	danger	NOUN
alkej-935	45	11	of	of	ADP
alkej-935	45	12	propelling	propel	VERB
alkej-935	45	13	the	the	DET
alkej-935	45	14	pathogen	pathogen	NOUN
alkej-935	45	15	through	through	ADP
alkej-935	45	16	the	the	DET
alkej-935	45	17	air	air	NOUN
alkej-935	45	18	.	.	PUNCT
alkej-935	46	1	the	the	DET
alkej-935	46	2	x	x	NOUN
alkej-935	46	3	-	-	NOUN
alkej-935	46	4	rays	ray	NOUN
alkej-935	46	5	may	may	AUX
alkej-935	46	6	help	help	VERB
alkej-935	46	7	sort	sort	VERB
alkej-935	46	8	out	out	ADP
alkej-935	46	9	the	the	DET
alkej-935	46	10	patients	patient	NOUN
alkej-935	46	11	into	into	ADP
alkej-935	46	12	the	the	DET
alkej-935	46	13	highest	high	ADJ
alkej-935	46	14	risk	risk	NOUN
alkej-935	46	15	group	group	NOUN
alkej-935	46	16	,	,	PUNCT
alkej-935	46	17	high	high	ADJ
alkej-935	46	18	-	-	PUNCT
alkej-935	46	19	risk	risk	NOUN
alkej-935	46	20	group	group	NOUN
alkej-935	46	21	,	,	PUNCT
alkej-935	46	22	and	and	CCONJ
alkej-935	46	23	low	low	ADJ
alkej-935	46	24	-	-	PUNCT
alkej-935	46	25	risk	risk	NOUN
alkej-935	46	26	group	group	NOUN
alkej-935	46	27	for	for	ADP
alkej-935	46	28	the	the	DET
alkej-935	46	29	rest	rest	NOUN
alkej-935	46	30	of	of	ADP
alkej-935	46	31	the	the	DET
alkej-935	46	32	complications	complication	NOUN
alkej-935	46	33	,	,	PUNCT
alkej-935	46	34	apart	apart	ADV
alkej-935	46	35	from	from	ADP
alkej-935	46	36	helping	help	VERB
alkej-935	46	37	in	in	ADP
alkej-935	46	38	assessing	assess	VERB
alkej-935	46	39	the	the	DET
alkej-935	46	40	severity	severity	NOUN
alkej-935	46	41	of	of	ADP
alkej-935	46	42	disease	disease	NOUN
alkej-935	46	43	on	on	ADP
alkej-935	46	44	one	one	NUM
alkej-935	46	45	or	or	CCONJ
alkej-935	46	46	more	more	ADJ
alkej-935	46	47	occasions	occasion	NOUN
alkej-935	46	48	.	.	PUNCT
alkej-935	47	1	nevertheless	nevertheless	ADV
alkej-935	47	2	,	,	PUNCT
alkej-935	47	3	compared	compare	VERB
alkej-935	47	4	with	with	ADP
alkej-935	47	5	x	x	ADJ
alkej-935	47	6	-	-	NOUN
alkej-935	47	7	ray	ray	NOUN
alkej-935	47	8	imaging	imaging	NOUN
alkej-935	47	9	,	,	PUNCT
alkej-935	47	10	ct	ct	NUM
alkej-935	47	11	imaging	imaging	NOUN
alkej-935	47	12	is	be	AUX
alkej-935	47	13	significantly	significantly	ADV
alkej-935	47	14	more	more	ADJ
alkej-935	47	15	time	time	NOUN
alkej-935	47	16	consuming	consume	VERB
alkej-935	47	17	and	and	CCONJ
alkej-935	47	18	necessitates	necessitate	VERB
alkej-935	47	19	a	a	DET
alkej-935	47	20	rigorous	rigorous	ADJ
alkej-935	47	21	sanitation	sanitation	NOUN
alkej-935	47	22	process	process	NOUN
alkej-935	47	23	before	before	SCONJ
alkej-935	47	24	patients	patient	NOUN
alkej-935	47	25	can	can	AUX
alkej-935	47	26	be	be	AUX
alkej-935	47	27	switched	switch	VERB
alkej-935	47	28	.	.	PUNCT
alkej-935	48	1	even	even	ADV
alkej-935	48	2	so	so	ADV
alkej-935	48	3	,	,	PUNCT
alkej-935	48	4	high	high	ADJ
alkej-935	48	5	-	-	PUNCT
alkej-935	48	6	quality	quality	NOUN
alkej-935	48	7	ct	ct	NOUN
alkej-935	48	8	scanners	scanner	NOUN
alkej-935	48	9	may	may	AUX
alkej-935	48	10	not	not	PART
alkej-935	48	11	be	be	AUX
alkej-935	48	12	readily	readily	ADV
alkej-935	48	13	accessible	accessible	ADJ
alkej-935	48	14	,	,	PUNCT
alkej-935	48	15	so	so	ADV
alkej-935	48	16	a	a	DET
alkej-935	48	17	timely	timely	ADJ
alkej-935	48	18	chance	chance	NOUN
alkej-935	48	19	to	to	PART
alkej-935	48	20	screen	screen	VERB
alkej-935	48	21	for	for	ADP
alkej-935	48	22	viral	viral	ADJ
alkej-935	48	23	pneumonia	pneumonia	NOUN
alkej-935	48	24	may	may	AUX
alkej-935	48	25	not	not	PART
alkej-935	48	26	exist	exist	VERB
alkej-935	48	27	.	.	PUNCT
alkej-935	49	1	therefore	therefore	ADV
alkej-935	49	2	,	,	PUNCT
alkej-935	49	3	covid-19	covid-19	PROPN
alkej-935	49	4	medical	medical	ADJ
alkej-935	49	5	imaging	imaging	NOUN
alkej-935	49	6	and	and	CCONJ
alkej-935	49	7	diagnostics	diagnostic	NOUN
alkej-935	49	8	are	be	AUX
alkej-935	49	9	important	important	ADJ
alkej-935	49	10	for	for	ADP
alkej-935	49	11	the	the	DET
alkej-935	49	12	fast	fast	ADJ
alkej-935	49	13	diagnosis	diagnosis	NOUN
alkej-935	49	14	of	of	ADP
alkej-935	49	15	covid-19	covid-19	PROPN
alkej-935	50	1	[	[	X
alkej-935	50	2	16	16	NUM
alkej-935	50	3	]	]	PUNCT
alkej-935	50	4	.	.	PUNCT
alkej-935	51	1	medical	medical	ADJ
alkej-935	51	2	images	image	NOUN
alkej-935	51	3	such	such	ADJ
alkej-935	51	4	as	as	ADP
alkej-935	51	5	x	x	NOUN
alkej-935	51	6	-	-	NOUN
alkej-935	51	7	ray	ray	NOUN
alkej-935	51	8	images	image	NOUN
alkej-935	51	9	can	can	AUX
alkej-935	51	10	be	be	AUX
alkej-935	51	11	analysed	analyse	VERB
alkej-935	51	12	to	to	PART
alkej-935	51	13	provide	provide	VERB
alkej-935	51	14	relatively	relatively	ADV
alkej-935	51	15	immediate	immediate	ADJ
alkej-935	51	16	diagnostic	diagnostic	ADJ
alkej-935	51	17	information	information	NOUN
alkej-935	51	18	by	by	ADP
alkej-935	51	19	identifying	identify	VERB
alkej-935	51	20	potential	potential	ADJ
alkej-935	51	21	patterns	pattern	NOUN
alkej-935	51	22	that	that	PRON
alkej-935	51	23	can	can	AUX
alkej-935	51	24	result	result	VERB
alkej-935	51	25	in	in	ADP
alkej-935	51	26	the	the	DET
alkej-935	51	27	automatic	automatic	ADJ
alkej-935	51	28	diagnosis	diagnosis	NOUN
alkej-935	51	29	of	of	ADP
alkej-935	51	30	the	the	DET
alkej-935	51	31	disease	disease	NOUN
alkej-935	51	32	.	.	PUNCT
alkej-935	52	1	the	the	DET
alkej-935	52	2	chest	chest	NOUN
alkej-935	52	3	x	x	NOUN
alkej-935	52	4	-	-	NOUN
alkej-935	52	5	ray	ray	NOUN
alkej-935	52	6	(	(	PUNCT
alkej-935	52	7	cxr	cxr	NOUN
alkej-935	52	8	)	)	PUNCT
alkej-935	52	9	is	be	AUX
alkej-935	52	10	the	the	DET
alkej-935	52	11	most	most	ADV
alkej-935	52	12	frequently	frequently	ADV
alkej-935	52	13	used	use	VERB
alkej-935	52	14	imaging	imaging	NOUN
alkej-935	52	15	modality	modality	NOUN
alkej-935	52	16	in	in	ADP
alkej-935	52	17	the	the	DET
alkej-935	52	18	diagnostic	diagnostic	ADJ
alkej-935	52	19	examination	examination	NOUN
alkej-935	52	20	of	of	ADP
alkej-935	52	21	patients	patient	NOUN
alkej-935	52	22	with	with	ADP
alkej-935	52	23	thoracic	thoracic	NOUN
alkej-935	52	24	abnormalities	abnormality	NOUN
alkej-935	52	25	.	.	PUNCT
alkej-935	53	1	the	the	DET
alkej-935	53	2	reason	reason	NOUN
alkej-935	53	3	is	be	AUX
alkej-935	53	4	its	its	PRON
alkej-935	53	5	rapid	rapid	ADJ
alkej-935	53	6	imaging	imaging	NOUN
alkej-935	53	7	speed	speed	NOUN
alkej-935	53	8	,	,	PUNCT
alkej-935	53	9	low	low	ADJ
alkej-935	53	10	radiation	radiation	NOUN
alkej-935	53	11	,	,	PUNCT
alkej-935	53	12	and	and	CCONJ
alkej-935	53	13	low	low	ADJ
alkej-935	53	14	cost	cost	NOUN
alkej-935	53	15	[	[	X
alkej-935	53	16	17	17	NUM
alkej-935	53	17	]	]	PUNCT
alkej-935	53	18	.	.	PUNCT
alkej-935	54	1	expert	expert	NOUN
alkej-935	54	2	radiologists	radiologist	NOUN
alkej-935	54	3	frequently	frequently	ADV
alkej-935	54	4	perform	perform	VERB
alkej-935	54	5	interpretation	interpretation	NOUN
alkej-935	54	6	without	without	ADP
alkej-935	54	7	assistance	assistance	NOUN
alkej-935	54	8	in	in	ADP
alkej-935	54	9	emergency	emergency	NOUN
alkej-935	54	10	and	and	CCONJ
alkej-935	54	11	hospital	hospital	NOUN
alkej-935	54	12	settings	setting	NOUN
alkej-935	54	13	,	,	PUNCT
alkej-935	54	14	where	where	SCONJ
alkej-935	54	15	it	it	PRON
alkej-935	54	16	is	be	AUX
alkej-935	54	17	universally	universally	ADV
alkej-935	54	18	available	available	ADJ
alkej-935	54	19	.	.	PUNCT
alkej-935	55	1	indeed	indeed	ADV
alkej-935	55	2	,	,	PUNCT
alkej-935	55	3	the	the	DET
alkej-935	55	4	covid-19	covid-19	PROPN
alkej-935	55	5	pandemic	pandemic	NOUN
alkej-935	55	6	is	be	AUX
alkej-935	55	7	characterised	characterise	VERB
alkej-935	55	8	by	by	ADP
alkej-935	55	9	a	a	DET
alkej-935	55	10	rapid	rapid	ADJ
alkej-935	55	11	spread	spread	NOUN
alkej-935	55	12	rate	rate	NOUN
alkej-935	55	13	,	,	PUNCT
alkej-935	55	14	and	and	CCONJ
alkej-935	55	15	rt	rt	NOUN
alkej-935	55	16	-	-	PUNCT
alkej-935	55	17	pcr	pcr	PROPN
alkej-935	55	18	is	be	AUX
alkej-935	55	19	the	the	DET
alkej-935	55	20	standard	standard	ADJ
alkej-935	55	21	diagnostic	diagnostic	ADJ
alkej-935	55	22	procedure	procedure	NOUN
alkej-935	55	23	for	for	ADP
alkej-935	55	24	viral	viral	ADJ
alkej-935	55	25	nucleic	nucleic	ADJ
alkej-935	55	26	acid	acid	NOUN
alkej-935	55	27	detection	detection	NOUN
alkej-935	55	28	[	[	X
alkej-935	55	29	18	18	NUM
alkej-935	55	30	,	,	PUNCT
alkej-935	55	31	19	19	NUM
alkej-935	55	32	]	]	PUNCT
alkej-935	55	33	.	.	PUNCT
alkej-935	56	1	nevertheless	nevertheless	ADV
alkej-935	56	2	,	,	PUNCT
alkej-935	56	3	this	this	DET
alkej-935	56	4	test	test	NOUN
alkej-935	56	5	has	have	VERB
alkej-935	56	6	suboptimal	suboptimal	ADJ
alkej-935	56	7	sensitivity	sensitivity	NOUN
alkej-935	56	8	and	and	CCONJ
alkej-935	56	9	specificity	specificity	NOUN
alkej-935	56	10	.	.	PUNCT
alkej-935	57	1	numerous	numerous	ADJ
alkej-935	57	2	hyperendemic	hyperendemic	ADJ
alkej-935	57	3	regions	region	NOUN
alkej-935	57	4	and	and	CCONJ
alkej-935	57	5	countries	country	NOUN
alkej-935	57	6	are	be	AUX
alkej-935	57	7	also	also	ADV
alkej-935	57	8	unable	unable	ADJ
alkej-935	57	9	to	to	PART
alkej-935	57	10	provide	provide	VERB
alkej-935	57	11	adequate	adequate	ADJ
alkej-935	57	12	rt	rt	ADJ
alkej-935	57	13	-	-	PUNCT
alkej-935	57	14	pcr	pcr	ADJ
alkej-935	57	15	testing	testing	NOUN
alkej-935	57	16	for	for	ADP
alkej-935	57	17	tens	ten	NOUN
alkej-935	57	18	of	of	ADP
alkej-935	57	19	thousands	thousand	NOUN
alkej-935	57	20	of	of	ADP
alkej-935	57	21	suspected	suspect	VERB
alkej-935	57	22	subjects	subject	NOUN
alkej-935	57	23	within	within	ADP
alkej-935	57	24	a	a	DET
alkej-935	57	25	brief	brief	ADJ
alkej-935	57	26	period	period	NOUN
alkej-935	57	27	.	.	PUNCT
alkej-935	58	1	additionally	additionally	ADV
alkej-935	58	2	,	,	PUNCT
alkej-935	58	3	concerns	concern	NOUN
alkej-935	58	4	exist	exist	VERB
alkej-935	58	5	regarding	regard	VERB
alkej-935	58	6	the	the	DET
alkej-935	58	7	discomfort	discomfort	NOUN
alkej-935	58	8	associated	associate	VERB
alkej-935	58	9	with	with	ADP
alkej-935	58	10	rt	rt	PROPN
alkej-935	58	11	-	-	PUNCT
alkej-935	58	12	pcr	pcr	NOUN
alkej-935	58	13	,	,	PUNCT
alkej-935	58	14	the	the	DET
alkej-935	58	15	absence	absence	NOUN
alkej-935	58	16	of	of	ADP
alkej-935	58	17	swabs	swab	NOUN
alkej-935	58	18	,	,	PUNCT
alkej-935	58	19	the	the	DET
alkej-935	58	20	necessity	necessity	NOUN
alkej-935	58	21	of	of	ADP
alkej-935	58	22	reagents	reagent	NOUN
alkej-935	58	23	,	,	PUNCT
alkej-935	58	24	delays	delay	NOUN
alkej-935	58	25	in	in	ADP
alkej-935	58	26	the	the	DET
alkej-935	58	27	production	production	NOUN
alkej-935	58	28	of	of	ADP
alkej-935	58	29	results	result	NOUN
alkej-935	58	30	,	,	PUNCT
alkej-935	58	31	and	and	CCONJ
alkej-935	58	32	substantial	substantial	ADJ
alkej-935	58	33	false	false	ADJ
alkej-935	58	34	-	-	PUNCT
alkej-935	58	35	negative	negative	ADJ
alkej-935	58	36	noor	noor	PROPN
alkej-935	58	37	kamal	kamal	PROPN
alkej-935	58	38	al	al	PROPN
alkej-935	58	39	-	-	PUNCT
alkej-935	58	40	qazzaz	qazzaz	PROPN
alkej-935	58	41	al	al	PROPN
alkej-935	58	42	-	-	PUNCT
alkej-935	58	43	khwarizmi	khwarizmi	PROPN
alkej-935	58	44	engineering	engineering	NOUN
alkej-935	58	45	journal	journal	PROPN
alkej-935	58	46	,	,	PUNCT
alkej-935	58	47	vol	vol	NOUN
alkej-935	58	48	.	.	PROPN
alkej-935	58	49	21	21	NUM
alkej-935	58	50	,	,	PUNCT
alkej-935	58	51	no.1	no.1	NUM
alkej-935	58	52	,	,	PUNCT
alkej-935	58	53	pp	pp	ADJ
alkej-935	58	54	.	.	PUNCT
alkej-935	59	1	1327	1327	NUM
alkej-935	59	2	(	(	PUNCT
alkej-935	59	3	2025	2025	NUM
alkej-935	59	4	)	)	PUNCT
alkej-935	59	5	15	15	NUM
alkej-935	59	6	rates	rate	NOUN
alkej-935	59	7	.	.	PUNCT
alkej-935	60	1	these	these	DET
alkej-935	60	2	concerns	concern	NOUN
alkej-935	60	3	warrant	warrant	VERB
alkej-935	60	4	the	the	DET
alkej-935	60	5	investigation	investigation	NOUN
alkej-935	60	6	of	of	ADP
alkej-935	60	7	alternative	alternative	ADJ
alkej-935	60	8	diagnostic	diagnostic	ADJ
alkej-935	60	9	methods	method	NOUN
alkej-935	60	10	[	[	X
alkej-935	60	11	12	12	NUM
alkej-935	60	12	]	]	PUNCT
alkej-935	60	13	.	.	PUNCT
alkej-935	61	1	for	for	ADP
alkej-935	61	2	the	the	DET
alkej-935	61	3	purpose	purpose	NOUN
alkej-935	61	4	of	of	ADP
alkej-935	61	5	rigorous	rigorous	ADJ
alkej-935	61	6	detection	detection	NOUN
alkej-935	61	7	,	,	PUNCT
alkej-935	61	8	contact	contact	NOUN
alkej-935	61	9	tracing	tracing	NOUN
alkej-935	61	10	,	,	PUNCT
alkej-935	61	11	and	and	CCONJ
alkej-935	61	12	isolation	isolation	NOUN
alkej-935	61	13	of	of	ADP
alkej-935	61	14	infected	infected	ADJ
alkej-935	61	15	subjects	subject	NOUN
alkej-935	61	16	during	during	ADP
alkej-935	61	17	the	the	DET
alkej-935	61	18	primary	primary	ADJ
alkej-935	61	19	stage	stage	NOUN
alkej-935	61	20	of	of	ADP
alkej-935	61	21	infection	infection	NOUN
alkej-935	61	22	,	,	PUNCT
alkej-935	61	23	all	all	DET
alkej-935	61	24	such	such	ADJ
alkej-935	61	25	methods	method	NOUN
alkej-935	61	26	must	must	AUX
alkej-935	61	27	be	be	AUX
alkej-935	61	28	precise	precise	ADJ
alkej-935	61	29	,	,	PUNCT
alkej-935	61	30	rapid	rapid	ADJ
alkej-935	61	31	,	,	PUNCT
alkej-935	61	32	and	and	CCONJ
alkej-935	61	33	effective	effective	ADJ
alkej-935	61	34	instruments	instrument	NOUN
alkej-935	61	35	for	for	ADP
alkej-935	61	36	detecting	detect	VERB
alkej-935	61	37	covid-19	covid-19	PROPN
alkej-935	61	38	infection	infection	NOUN
alkej-935	61	39	.	.	PUNCT
alkej-935	62	1	in	in	ADP
alkej-935	62	2	this	this	DET
alkej-935	62	3	research	research	NOUN
alkej-935	62	4	,	,	PUNCT
alkej-935	62	5	efforts	effort	NOUN
alkej-935	62	6	were	be	AUX
alkej-935	62	7	exerted	exert	VERB
alkej-935	62	8	to	to	PART
alkej-935	62	9	implement	implement	VERB
alkej-935	62	10	efficient	efficient	ADJ
alkej-935	62	11	network	network	NOUN
alkej-935	62	12	architectures	architecture	NOUN
alkej-935	62	13	and	and	CCONJ
alkej-935	62	14	transfer	transfer	VERB
alkej-935	62	15	learning	learning	NOUN
alkej-935	62	16	techniques	technique	NOUN
alkej-935	62	17	;	;	PUNCT
alkej-935	62	18	thus	thus	ADV
alkej-935	62	19	,	,	PUNCT
alkej-935	62	20	mobilenetv2	mobilenetv2	PROPN
alkej-935	62	21	was	be	AUX
alkej-935	62	22	used	use	VERB
alkej-935	62	23	as	as	ADP
alkej-935	62	24	a	a	DET
alkej-935	62	25	computational	computational	ADJ
alkej-935	62	26	tool	tool	NOUN
alkej-935	62	27	to	to	PART
alkej-935	62	28	autonomously	autonomously	ADV
alkej-935	62	29	predict	predict	VERB
alkej-935	62	30	the	the	DET
alkej-935	62	31	presence	presence	NOUN
alkej-935	62	32	of	of	ADP
alkej-935	62	33	covid-19	covid-19	PROPN
alkej-935	62	34	based	base	VERB
alkej-935	62	35	on	on	ADP
alkej-935	62	36	cxr	cxr	NOUN
alkej-935	62	37	images	image	NOUN
alkej-935	62	38	.	.	PUNCT
alkej-935	63	1	the	the	DET
alkej-935	63	2	most	most	ADV
alkej-935	63	3	comprehensive	comprehensive	ADJ
alkej-935	63	4	collection	collection	NOUN
alkej-935	63	5	of	of	ADP
alkej-935	63	6	cxr	cxr	NOUN
alkej-935	63	7	pictures	picture	NOUN
alkej-935	63	8	ever	ever	ADV
alkej-935	63	9	assembled	assemble	VERB
alkej-935	63	10	for	for	ADP
alkej-935	63	11	classification	classification	NOUN
alkej-935	63	12	was	be	AUX
alkej-935	63	13	utilised	utilise	VERB
alkej-935	63	14	.	.	PUNCT
alkej-935	64	1	these	these	DET
alkej-935	64	2	images	image	NOUN
alkej-935	64	3	included	include	VERB
alkej-935	64	4	healthy	healthy	ADJ
alkej-935	64	5	individuals	individual	NOUN
alkej-935	64	6	,	,	PUNCT
alkej-935	64	7	covid-19	covid-19	PROPN
alkej-935	64	8	patients	patient	NOUN
alkej-935	64	9	,	,	PUNCT
alkej-935	64	10	and	and	CCONJ
alkej-935	64	11	patients	patient	NOUN
alkej-935	64	12	with	with	ADP
alkej-935	64	13	other	other	ADJ
alkej-935	64	14	lung	lung	NOUN
alkej-935	64	15	illnesses	illness	NOUN
alkej-935	64	16	.	.	PUNCT
alkej-935	65	1	the	the	DET
alkej-935	65	2	performance	performance	NOUN
alkej-935	65	3	of	of	ADP
alkej-935	65	4	the	the	DET
alkej-935	65	5	mobilenetv2	mobilenetv2	PROPN
alkej-935	65	6	is	be	AUX
alkej-935	65	7	best	well	ADV
alkej-935	65	8	suited	suit	VERB
alkej-935	65	9	for	for	ADP
alkej-935	65	10	applications	application	NOUN
alkej-935	65	11	that	that	PRON
alkej-935	65	12	deal	deal	VERB
alkej-935	65	13	with	with	ADP
alkej-935	65	14	real	real	ADJ
alkej-935	65	15	-	-	PUNCT
alkej-935	65	16	time	time	NOUN
alkej-935	65	17	processing	processing	NOUN
alkej-935	65	18	and	and	CCONJ
alkej-935	65	19	classification	classification	NOUN
alkej-935	65	20	of	of	ADP
alkej-935	65	21	covid-19	covid-19	PROPN
alkej-935	65	22	,	,	PUNCT
alkej-935	65	23	noncovid-19	noncovid-19	PROPN
alkej-935	65	24	lung	lung	NOUN
alkej-935	65	25	opacity	opacity	NOUN
alkej-935	65	26	,	,	PUNCT
alkej-935	65	27	and	and	CCONJ
alkej-935	65	28	normal	normal	ADJ
alkej-935	65	29	control	control	NOUN
alkej-935	65	30	.	.	PUNCT
alkej-935	66	1	given	give	VERB
alkej-935	66	2	that	that	SCONJ
alkej-935	66	3	it	it	PRON
alkej-935	66	4	is	be	AUX
alkej-935	66	5	comparatively	comparatively	ADV
alkej-935	66	6	lightweight	lightweight	ADJ
alkej-935	66	7	,	,	PUNCT
alkej-935	66	8	it	it	PRON
alkej-935	66	9	carries	carry	VERB
alkej-935	66	10	out	out	ADP
alkej-935	66	11	inference	inference	NOUN
alkej-935	66	12	in	in	ADP
alkej-935	66	13	a	a	DET
alkej-935	66	14	short	short	ADJ
alkej-935	66	15	time	time	NOUN
alkej-935	66	16	,	,	PUNCT
alkej-935	66	17	which	which	PRON
alkej-935	66	18	is	be	AUX
alkej-935	66	19	essential	essential	ADJ
alkej-935	66	20	in	in	ADP
alkej-935	66	21	a	a	DET
alkej-935	66	22	mobile	mobile	ADJ
alkej-935	66	23	application	application	NOUN
alkej-935	66	24	where	where	SCONJ
alkej-935	66	25	response	response	NOUN
alkej-935	66	26	time	time	NOUN
alkej-935	66	27	can	can	AUX
alkej-935	66	28	influence	influence	VERB
alkej-935	66	29	a	a	DET
alkej-935	66	30	clinician	clinician	NOUN
alkej-935	66	31	’s	’s	PART
alkej-935	66	32	decision	decision	NOUN
alkej-935	66	33	.	.	PUNCT
alkej-935	67	1	furthermore	furthermore	ADV
alkej-935	67	2	,	,	PUNCT
alkej-935	67	3	the	the	DET
alkej-935	67	4	model	model	NOUN
alkej-935	67	5	uses	use	VERB
alkej-935	67	6	depthwise	depthwise	NOUN
alkej-935	67	7	convolutions	convolution	NOUN
alkej-935	67	8	and	and	CCONJ
alkej-935	67	9	thus	thus	ADV
alkej-935	67	10	operates	operate	VERB
alkej-935	67	11	with	with	ADP
alkej-935	67	12	a	a	DET
alkej-935	67	13	considerably	considerably	ADV
alkej-935	67	14	smaller	small	ADJ
alkej-935	67	15	number	number	NOUN
alkej-935	67	16	of	of	ADP
alkej-935	67	17	parameters	parameter	NOUN
alkej-935	67	18	than	than	ADP
alkej-935	67	19	typical	typical	ADJ
alkej-935	67	20	convolutional	convolutional	ADJ
alkej-935	67	21	networks	network	NOUN
alkej-935	67	22	.	.	PUNCT
alkej-935	68	1	this	this	PRON
alkej-935	68	2	enables	enable	VERB
alkej-935	68	3	deployment	deployment	NOUN
alkej-935	68	4	on	on	ADP
alkej-935	68	5	devices	device	NOUN
alkej-935	68	6	with	with	ADP
alkej-935	68	7	low	low	ADJ
alkej-935	68	8	computational	computational	ADJ
alkej-935	68	9	capability	capability	NOUN
alkej-935	68	10	and	and	CCONJ
alkej-935	68	11	makes	make	VERB
alkej-935	68	12	the	the	DET
alkej-935	68	13	app	app	NOUN
alkej-935	68	14	fast	fast	VERB
alkej-935	68	15	as	as	ADV
alkej-935	68	16	well	well	ADV
alkej-935	68	17	.	.	PUNCT
alkej-935	69	1	additionally	additionally	ADV
alkej-935	69	2	,	,	PUNCT
alkej-935	69	3	mobilenetv2	mobilenetv2	PROPN
alkej-935	69	4	has	have	VERB
alkej-935	69	5	a	a	DET
alkej-935	69	6	built	build	VERB
alkej-935	69	7	-	-	PUNCT
alkej-935	69	8	in	in	ADP
alkej-935	69	9	library	library	NOUN
alkej-935	69	10	,	,	PUNCT
alkej-935	69	11	and	and	CCONJ
alkej-935	69	12	a	a	DET
alkej-935	69	13	user	user	NOUN
alkej-935	69	14	can	can	AUX
alkej-935	69	15	start	start	VERB
alkej-935	69	16	with	with	ADP
alkej-935	69	17	prior	prior	ADJ
alkej-935	69	18	knowledge	knowledge	NOUN
alkej-935	69	19	from	from	ADP
alkej-935	69	20	large	large	ADJ
alkej-935	69	21	datasets	dataset	NOUN
alkej-935	69	22	.	.	PUNCT
alkej-935	70	1	this	this	DET
alkej-935	70	2	capability	capability	NOUN
alkej-935	70	3	enhances	enhance	VERB
alkej-935	70	4	the	the	DET
alkej-935	70	5	model	model	NOUN
alkej-935	70	6	’s	’s	PART
alkej-935	70	7	performance	performance	NOUN
alkej-935	70	8	,	,	PUNCT
alkej-935	70	9	especially	especially	ADV
alkej-935	70	10	when	when	SCONJ
alkej-935	70	11	there	there	PRON
alkej-935	70	12	is	be	VERB
alkej-935	70	13	little	little	ADJ
alkej-935	70	14	data	datum	NOUN
alkej-935	70	15	available	available	ADJ
alkej-935	70	16	because	because	SCONJ
alkej-935	70	17	covid-19	covid-19	PROPN
alkej-935	70	18	detection	detection	NOUN
alkej-935	70	19	may	may	AUX
alkej-935	70	20	be	be	AUX
alkej-935	70	21	specific	specific	ADJ
alkej-935	70	22	in	in	ADP
alkej-935	70	23	some	some	DET
alkej-935	70	24	instances	instance	NOUN
alkej-935	70	25	.	.	PUNCT
alkej-935	71	1	mobilenetv2	mobilenetv2	PROPN
alkej-935	71	2	can	can	AUX
alkej-935	71	3	also	also	ADV
alkej-935	71	4	be	be	AUX
alkej-935	71	5	scaled	scale	VERB
alkej-935	71	6	up	up	ADP
alkej-935	71	7	easily	easily	ADV
alkej-935	71	8	owing	owe	VERB
alkej-935	71	9	to	to	ADP
alkej-935	71	10	the	the	DET
alkej-935	71	11	optimised	optimise	VERB
alkej-935	71	12	architecture	architecture	NOUN
alkej-935	71	13	.	.	PUNCT
alkej-935	72	1	the	the	DET
alkej-935	72	2	size	size	NOUN
alkej-935	72	3	of	of	ADP
alkej-935	72	4	the	the	DET
alkej-935	72	5	models	model	NOUN
alkej-935	72	6	can	can	AUX
alkej-935	72	7	be	be	AUX
alkej-935	72	8	easily	easily	ADV
alkej-935	72	9	scaled	scale	VERB
alkej-935	72	10	up	up	ADP
alkej-935	72	11	or	or	CCONJ
alkej-935	72	12	down	down	ADP
alkej-935	72	13	depending	depend	VERB
alkej-935	72	14	on	on	ADP
alkej-935	72	15	the	the	DET
alkej-935	72	16	available	available	ADJ
alkej-935	72	17	processing	processing	NOUN
alkej-935	72	18	power	power	NOUN
alkej-935	72	19	;	;	PUNCT
alkej-935	72	20	and	and	CCONJ
alkej-935	72	21	hence	hence	ADV
alkej-935	72	22	,	,	PUNCT
alkej-935	72	23	they	they	PRON
alkej-935	72	24	can	can	AUX
alkej-935	72	25	be	be	AUX
alkej-935	72	26	conveniently	conveniently	ADV
alkej-935	72	27	used	use	VERB
alkej-935	72	28	across	across	ADP
alkej-935	72	29	the	the	DET
alkej-935	72	30	broad	broad	ADJ
alkej-935	72	31	range	range	NOUN
alkej-935	72	32	of	of	ADP
alkej-935	72	33	devices	device	NOUN
alkej-935	72	34	that	that	PRON
alkej-935	72	35	exist	exist	VERB
alkej-935	72	36	in	in	ADP
alkej-935	72	37	the	the	DET
alkej-935	72	38	mobile	mobile	ADJ
alkej-935	72	39	platforms	platform	NOUN
alkej-935	72	40	.	.	PUNCT
alkej-935	73	1	lastly	lastly	ADV
alkej-935	73	2	,	,	PUNCT
alkej-935	73	3	the	the	DET
alkej-935	73	4	outcomes	outcome	NOUN
alkej-935	73	5	achieved	achieve	VERB
alkej-935	73	6	based	base	VERB
alkej-935	73	7	on	on	ADP
alkej-935	73	8	mobilenetv2	mobilenetv2	PROPN
alkej-935	73	9	can	can	AUX
alkej-935	73	10	be	be	AUX
alkej-935	73	11	compared	compare	VERB
alkej-935	73	12	with	with	ADP
alkej-935	73	13	other	other	ADJ
alkej-935	73	14	deep	deep	ADJ
alkej-935	73	15	-	-	PUNCT
alkej-935	73	16	learning	learn	VERB
alkej-935	73	17	architectures	architecture	NOUN
alkej-935	73	18	that	that	PRON
alkej-935	73	19	are	be	AUX
alkej-935	73	20	extensively	extensively	ADV
alkej-935	73	21	used	use	VERB
alkej-935	73	22	in	in	ADP
alkej-935	73	23	medical	medical	ADJ
alkej-935	73	24	image	image	NOUN
alkej-935	73	25	analysis	analysis	NOUN
alkej-935	73	26	,	,	PUNCT
alkej-935	73	27	including	include	VERB
alkej-935	73	28	resnet	resnet	NOUN
alkej-935	73	29	,	,	PUNCT
alkej-935	73	30	densenet	densenet	NOUN
alkej-935	73	31	,	,	PUNCT
alkej-935	73	32	and	and	CCONJ
alkej-935	73	33	inception	inception	NOUN
alkej-935	73	34	[	[	X
alkej-935	73	35	20,21	20,21	NUM
alkej-935	73	36	]	]	PUNCT
alkej-935	73	37	.	.	PUNCT
alkej-935	74	1	conversely	conversely	ADV
alkej-935	74	2	,	,	PUNCT
alkej-935	74	3	resnet	resnet	NOUN
alkej-935	74	4	can	can	AUX
alkej-935	74	5	handle	handle	VERB
alkej-935	74	6	very	very	ADV
alkej-935	74	7	deep	deep	ADJ
alkej-935	74	8	networks	network	NOUN
alkej-935	74	9	with	with	ADP
alkej-935	74	10	relative	relative	ADJ
alkej-935	74	11	ease	ease	NOUN
alkej-935	74	12	by	by	ADP
alkej-935	74	13	virtue	virtue	NOUN
alkej-935	74	14	of	of	ADP
alkej-935	74	15	the	the	DET
alkej-935	74	16	residual	residual	ADJ
alkej-935	74	17	connections	connection	NOUN
alkej-935	74	18	.	.	PUNCT
alkej-935	75	1	however	however	ADV
alkej-935	75	2	,	,	PUNCT
alkej-935	75	3	it	it	PRON
alkej-935	75	4	is	be	AUX
alkej-935	75	5	slightly	slightly	ADV
alkej-935	75	6	slower	slow	ADJ
alkej-935	75	7	and	and	CCONJ
alkej-935	75	8	may	may	AUX
alkej-935	75	9	not	not	PART
alkej-935	75	10	be	be	AUX
alkej-935	75	11	as	as	ADV
alkej-935	75	12	efficient	efficient	ADJ
alkej-935	75	13	when	when	SCONJ
alkej-935	75	14	used	use	VERB
alkej-935	75	15	on	on	ADP
alkej-935	75	16	a	a	DET
alkej-935	75	17	mobile	mobile	ADJ
alkej-935	75	18	device	device	NOUN
alkej-935	75	19	.	.	PUNCT
alkej-935	76	1	meanwhile	meanwhile	ADV
alkej-935	76	2	,	,	PUNCT
alkej-935	76	3	mobilenetv2	mobilenetv2	PROPN
alkej-935	76	4	is	be	AUX
alkej-935	76	5	designed	design	VERB
alkej-935	76	6	to	to	PART
alkej-935	76	7	perform	perform	VERB
alkej-935	76	8	adequately	adequately	ADV
alkej-935	76	9	for	for	SCONJ
alkej-935	76	10	mobile	mobile	ADJ
alkej-935	76	11	platforms	platform	NOUN
alkej-935	76	12	not	not	PART
alkej-935	76	13	necessarily	necessarily	ADV
alkej-935	76	14	high	high	ADJ
alkej-935	76	15	performing	perform	VERB
alkej-935	76	16	.	.	PUNCT
alkej-935	77	1	densenet	densenet	NOUN
alkej-935	77	2	includes	include	VERB
alkej-935	77	3	the	the	DET
alkej-935	77	4	use	use	NOUN
alkej-935	77	5	of	of	ADP
alkej-935	77	6	feature	feature	NOUN
alkej-935	77	7	reuse	reuse	NOUN
alkej-935	77	8	because	because	SCONJ
alkej-935	77	9	the	the	DET
alkej-935	77	10	gradients	gradient	NOUN
alkej-935	77	11	can	can	AUX
alkej-935	77	12	flow	flow	VERB
alkej-935	77	13	freely	freely	ADV
alkej-935	77	14	during	during	ADP
alkej-935	77	15	the	the	DET
alkej-935	77	16	training	training	NOUN
alkej-935	77	17	process	process	NOUN
alkej-935	77	18	.	.	PUNCT
alkej-935	78	1	nevertheless	nevertheless	ADV
alkej-935	78	2	,	,	PUNCT
alkej-935	78	3	owing	owe	VERB
alkej-935	78	4	to	to	ADP
alkej-935	78	5	its	its	PRON
alkej-935	78	6	heavy	heavy	ADJ
alkej-935	78	7	information	information	NOUN
alkej-935	78	8	-	-	PUNCT
alkej-935	78	9	processing	processing	NOUN
alkej-935	78	10	functionality	functionality	NOUN
alkej-935	78	11	,	,	PUNCT
alkej-935	78	12	memory	memory	NOUN
alkej-935	78	13	usage	usage	NOUN
alkej-935	78	14	can	can	AUX
alkej-935	78	15	also	also	ADV
alkej-935	78	16	be	be	AUX
alkej-935	78	17	enhanced	enhance	VERB
alkej-935	78	18	.	.	PUNCT
alkej-935	79	1	mobilenetv2	mobilenetv2	PROPN
alkej-935	79	2	follows	follow	VERB
alkej-935	79	3	a	a	DET
alkej-935	79	4	less	less	ADV
alkej-935	79	5	complex	complex	ADJ
alkej-935	79	6	architecture	architecture	NOUN
alkej-935	79	7	to	to	PART
alkej-935	79	8	be	be	AUX
alkej-935	79	9	more	more	ADV
alkej-935	79	10	portable	portable	ADJ
alkej-935	79	11	on	on	ADP
alkej-935	79	12	mobile	mobile	ADJ
alkej-935	79	13	devices	device	NOUN
alkej-935	79	14	.	.	PUNCT
alkej-935	80	1	inception	inception	NOUN
alkej-935	80	2	models	model	NOUN
alkej-935	80	3	are	be	AUX
alkej-935	80	4	accepted	accept	VERB
alkej-935	80	5	to	to	PART
alkej-935	80	6	be	be	AUX
alkej-935	80	7	designed	design	VERB
alkej-935	80	8	for	for	ADP
alkej-935	80	9	multi	multi	ADJ
alkej-935	80	10	-	-	ADJ
alkej-935	80	11	scale	scale	ADJ
alkej-935	80	12	feature	feature	NOUN
alkej-935	80	13	extraction	extraction	NOUN
alkej-935	80	14	on	on	ADP
alkej-935	80	15	the	the	DET
alkej-935	80	16	given	give	VERB
alkej-935	80	17	images	image	NOUN
alkej-935	80	18	,	,	PUNCT
alkej-935	80	19	but	but	CCONJ
alkej-935	80	20	they	they	PRON
alkej-935	80	21	are	be	AUX
alkej-935	80	22	often	often	ADV
alkej-935	80	23	costly	costly	ADJ
alkej-935	80	24	in	in	ADP
alkej-935	80	25	terms	term	NOUN
alkej-935	80	26	of	of	ADP
alkej-935	80	27	computation	computation	NOUN
alkej-935	80	28	.	.	PUNCT
alkej-935	81	1	mobilenetv2	mobilenetv2	PROPN
alkej-935	81	2	has	have	VERB
alkej-935	81	3	similar	similar	ADJ
alkej-935	81	4	efficiency	efficiency	NOUN
alkej-935	81	5	in	in	ADP
alkej-935	81	6	feature	feature	NOUN
alkej-935	81	7	extraction	extraction	NOUN
alkej-935	81	8	owing	owe	VERB
alkej-935	81	9	to	to	ADP
alkej-935	81	10	its	its	PRON
alkej-935	81	11	more	more	ADV
alkej-935	81	12	simplistic	simplistic	ADJ
alkej-935	81	13	architecture	architecture	NOUN
alkej-935	81	14	making	make	VERB
alkej-935	81	15	it	it	PRON
alkej-935	81	16	more	more	ADV
alkej-935	81	17	preferable	preferable	ADJ
alkej-935	81	18	for	for	ADP
alkej-935	81	19	real	real	ADJ
alkej-935	81	20	-	-	PUNCT
alkej-935	81	21	time	time	NOUN
alkej-935	81	22	use	use	NOUN
alkej-935	81	23	.	.	PUNCT
alkej-935	82	1	thus	thus	ADV
alkej-935	82	2	,	,	PUNCT
alkej-935	82	3	despite	despite	SCONJ
alkej-935	82	4	the	the	DET
alkej-935	82	5	plethora	plethora	NOUN
alkej-935	82	6	of	of	ADP
alkej-935	82	7	models	model	NOUN
alkej-935	82	8	available	available	ADJ
alkej-935	82	9	,	,	PUNCT
alkej-935	82	10	for	for	ADP
alkej-935	82	11	our	our	PRON
alkej-935	82	12	research	research	NOUN
alkej-935	82	13	,	,	PUNCT
alkej-935	82	14	we	we	PRON
alkej-935	82	15	opted	opt	VERB
alkej-935	82	16	for	for	ADP
alkej-935	82	17	mobilenetv2	mobilenetv2	PROPN
alkej-935	82	18	owing	owe	VERB
alkej-935	82	19	to	to	ADP
alkej-935	82	20	its	its	PRON
alkej-935	82	21	efficiency	efficiency	NOUN
alkej-935	82	22	,	,	PUNCT
alkej-935	82	23	small	small	ADJ
alkej-935	82	24	number	number	NOUN
alkej-935	82	25	of	of	ADP
alkej-935	82	26	parameters	parameter	NOUN
alkej-935	82	27	,	,	PUNCT
alkej-935	82	28	ability	ability	NOUN
alkej-935	82	29	to	to	PART
alkej-935	82	30	use	use	VERB
alkej-935	82	31	transfer	transfer	NOUN
alkej-935	82	32	learning	learning	NOUN
alkej-935	82	33	,	,	PUNCT
alkej-935	82	34	and	and	CCONJ
alkej-935	82	35	scalability	scalability	NOUN
alkej-935	82	36	.	.	PUNCT
alkej-935	83	1	thus	thus	ADV
alkej-935	83	2	,	,	PUNCT
alkej-935	83	3	when	when	SCONJ
alkej-935	83	4	comparing	compare	VERB
alkej-935	83	5	it	it	PRON
alkej-935	83	6	to	to	ADP
alkej-935	83	7	other	other	ADJ
alkej-935	83	8	architectures	architecture	NOUN
alkej-935	83	9	,	,	PUNCT
alkej-935	83	10	we	we	PRON
alkej-935	83	11	want	want	VERB
alkej-935	83	12	to	to	PART
alkej-935	83	13	emphasise	emphasise	VERB
alkej-935	83	14	the	the	DET
alkej-935	83	15	benefits	benefit	NOUN
alkej-935	83	16	of	of	ADP
alkej-935	83	17	the	the	DET
alkej-935	83	18	proposed	propose	VERB
alkej-935	83	19	architecture	architecture	NOUN
alkej-935	83	20	for	for	ADP
alkej-935	83	21	the	the	DET
alkej-935	83	22	context	context	NOUN
alkej-935	83	23	of	of	ADP
alkej-935	83	24	mobile	mobile	ADJ
alkej-935	83	25	applications	application	NOUN
alkej-935	83	26	for	for	ADP
alkej-935	83	27	medical	medical	ADJ
alkej-935	83	28	image	image	NOUN
alkej-935	83	29	analysis	analysis	NOUN
alkej-935	83	30	.	.	PUNCT
alkej-935	84	1	to	to	PART
alkej-935	84	2	further	far	ADV
alkej-935	84	3	improve	improve	VERB
alkej-935	84	4	the	the	DET
alkej-935	84	5	depth	depth	NOUN
alkej-935	84	6	and	and	CCONJ
alkej-935	84	7	practicality	practicality	NOUN
alkej-935	84	8	of	of	ADP
alkej-935	84	9	the	the	DET
alkej-935	84	10	article	article	NOUN
alkej-935	84	11	,	,	PUNCT
alkej-935	84	12	we	we	PRON
alkej-935	84	13	integrate	integrate	VERB
alkej-935	84	14	this	this	DET
alkej-935	84	15	comparative	comparative	ADJ
alkej-935	84	16	discussion	discussion	NOUN
alkej-935	84	17	for	for	ADP
alkej-935	84	18	increased	increase	VERB
alkej-935	84	19	coverage	coverage	NOUN
alkej-935	84	20	of	of	ADP
alkej-935	84	21	depth	depth	NOUN
alkej-935	84	22	and	and	CCONJ
alkej-935	84	23	practicality	practicality	NOUN
alkej-935	84	24	for	for	ADP
alkej-935	84	25	the	the	DET
alkej-935	84	26	users	user	NOUN
alkej-935	84	27	,	,	PUNCT
alkej-935	84	28	as	as	ADV
alkej-935	84	29	well	well	ADV
alkej-935	84	30	as	as	ADP
alkej-935	84	31	clinical	clinical	ADJ
alkej-935	84	32	decision	decision	NOUN
alkej-935	84	33	making	make	VERB
alkej-935	84	34	[	[	X
alkej-935	84	35	22,23	22,23	NOUN
alkej-935	84	36	]	]	PUNCT
alkej-935	84	37	.	.	PUNCT
alkej-935	85	1	the	the	DET
alkej-935	85	2	present	present	ADJ
alkej-935	85	3	study	study	NOUN
alkej-935	85	4	aimed	aim	VERB
alkej-935	85	5	to	to	PART
alkej-935	85	6	enhance	enhance	VERB
alkej-935	85	7	the	the	DET
alkej-935	85	8	capacities	capacity	NOUN
alkej-935	85	9	of	of	ADP
alkej-935	85	10	medical	medical	ADJ
alkej-935	85	11	practitioners	practitioner	NOUN
alkej-935	85	12	by	by	ADP
alkej-935	85	13	leveraging	leverage	VERB
alkej-935	85	14	cnn	cnn	PROPN
alkej-935	85	15	.	.	PUNCT
alkej-935	86	1	covid-19	covid-19	PROPN
alkej-935	86	2	diagnosis	diagnosis	NOUN
alkej-935	86	3	was	be	AUX
alkej-935	86	4	improved	improve	VERB
alkej-935	86	5	through	through	ADP
alkej-935	86	6	radiographic	radiographic	ADJ
alkej-935	86	7	image	image	NOUN
alkej-935	86	8	analysis	analysis	NOUN
alkej-935	86	9	,	,	PUNCT
alkej-935	86	10	making	make	VERB
alkej-935	86	11	a	a	DET
alkej-935	86	12	significant	significant	ADJ
alkej-935	86	13	contribution	contribution	NOUN
alkej-935	86	14	to	to	ADP
alkej-935	86	15	the	the	DET
alkej-935	86	16	development	development	NOUN
alkej-935	86	17	of	of	ADP
alkej-935	86	18	a	a	DET
alkej-935	86	19	mobile	mobile	ADJ
alkej-935	86	20	application	application	NOUN
alkej-935	86	21	that	that	PRON
alkej-935	86	22	promptly	promptly	ADV
alkej-935	86	23	detected	detect	VERB
alkej-935	86	24	covid-19	covid-19	PROPN
alkej-935	86	25	,	,	PUNCT
alkej-935	86	26	thereby	thereby	ADV
alkej-935	86	27	saving	save	VERB
alkej-935	86	28	medical	medical	ADJ
alkej-935	86	29	professionals	professional	NOUN
alkej-935	86	30	time	time	NOUN
alkej-935	86	31	and	and	CCONJ
alkej-935	86	32	resources	resource	NOUN
alkej-935	86	33	and	and	CCONJ
alkej-935	86	34	facilitating	facilitate	VERB
alkej-935	86	35	timely	timely	ADJ
alkej-935	86	36	preventative	preventative	ADJ
alkej-935	86	37	actions	action	NOUN
alkej-935	86	38	.	.	PUNCT
alkej-935	87	1	moreover	moreover	ADV
alkej-935	87	2	,	,	PUNCT
alkej-935	87	3	this	this	DET
alkej-935	87	4	work	work	NOUN
alkej-935	87	5	explored	explore	VERB
alkej-935	87	6	the	the	DET
alkej-935	87	7	possibility	possibility	NOUN
alkej-935	87	8	of	of	ADP
alkej-935	87	9	integrating	integrate	VERB
alkej-935	87	10	matlab	matlab	PROPN
alkej-935	87	11	with	with	ADP
alkej-935	87	12	the	the	DET
alkej-935	87	13	telegram	telegram	NOUN
alkej-935	87	14	messaging	message	VERB
alkej-935	87	15	platform	platform	NOUN
alkej-935	87	16	by	by	ADP
alkej-935	87	17	developing	develop	VERB
alkej-935	87	18	a	a	DET
alkej-935	87	19	telegram	telegram	NOUN
alkej-935	87	20	bot	bot	NOUN
alkej-935	87	21	that	that	PRON
alkej-935	87	22	can	can	AUX
alkej-935	87	23	communicate	communicate	VERB
alkej-935	87	24	with	with	ADP
alkej-935	87	25	matlab	matlab	PROPN
alkej-935	87	26	to	to	PART
alkej-935	87	27	conduct	conduct	VERB
alkej-935	87	28	intricate	intricate	ADJ
alkej-935	87	29	computations	computation	NOUN
alkej-935	87	30	.	.	PUNCT
alkej-935	88	1	additionally	additionally	ADV
alkej-935	88	2	,	,	PUNCT
alkej-935	88	3	it	it	PRON
alkej-935	88	4	performed	perform	VERB
alkej-935	88	5	detailed	detailed	ADJ
alkej-935	88	6	analyses	analysis	NOUN
alkej-935	88	7	,	,	PUNCT
alkej-935	88	8	thereby	thereby	ADV
alkej-935	88	9	improving	improve	VERB
alkej-935	88	10	user	user	NOUN
alkej-935	88	11	experience	experience	NOUN
alkej-935	88	12	and	and	CCONJ
alkej-935	88	13	accessibility	accessibility	NOUN
alkej-935	88	14	.	.	PUNCT
alkej-935	89	1	collectively	collectively	ADV
alkej-935	89	2	,	,	PUNCT
alkej-935	89	3	the	the	DET
alkej-935	89	4	purpose	purpose	NOUN
alkej-935	89	5	of	of	ADP
alkej-935	89	6	these	these	DET
alkej-935	89	7	contributions	contribution	NOUN
alkej-935	89	8	was	be	AUX
alkej-935	89	9	to	to	PART
alkej-935	89	10	enhance	enhance	VERB
alkej-935	89	11	the	the	DET
alkej-935	89	12	application	application	NOUN
alkej-935	89	13	of	of	ADP
alkej-935	89	14	ai	ai	NOUN
alkej-935	89	15	in	in	ADP
alkej-935	89	16	medical	medical	ADJ
alkej-935	89	17	diagnostics	diagnostic	NOUN
alkej-935	89	18	.	.	PUNCT
alkej-935	90	1	therefore	therefore	ADV
alkej-935	90	2	,	,	PUNCT
alkej-935	90	3	in	in	ADP
alkej-935	90	4	the	the	DET
alkej-935	90	5	context	context	NOUN
alkej-935	90	6	of	of	ADP
alkej-935	90	7	covid-19	covid-19	PROPN
alkej-935	90	8	,	,	PUNCT
alkej-935	90	9	these	these	DET
alkej-935	90	10	contributions	contribution	NOUN
alkej-935	90	11	offered	offer	VERB
alkej-935	90	12	highly	highly	ADV
alkej-935	90	13	dependable	dependable	ADJ
alkej-935	90	14	,	,	PUNCT
alkej-935	90	15	user	user	NOUN
alkej-935	90	16	friendly	friendly	ADJ
alkej-935	90	17	,	,	PUNCT
alkej-935	90	18	and	and	CCONJ
alkej-935	90	19	efficient	efficient	ADJ
alkej-935	90	20	tools	tool	NOUN
alkej-935	90	21	for	for	ADP
alkej-935	90	22	early	early	ADJ
alkej-935	90	23	detection	detection	NOUN
alkej-935	90	24	and	and	CCONJ
alkej-935	90	25	analysis	analysis	NOUN
alkej-935	90	26	.	.	PUNCT
alkej-935	91	1	furthermore	furthermore	ADV
alkej-935	91	2	,	,	PUNCT
alkej-935	91	3	the	the	DET
alkej-935	91	4	objective	objective	NOUN
alkej-935	91	5	of	of	ADP
alkej-935	91	6	this	this	DET
alkej-935	91	7	research	research	NOUN
alkej-935	91	8	was	be	AUX
alkej-935	91	9	to	to	PART
alkej-935	91	10	provide	provide	VERB
alkej-935	91	11	a	a	DET
alkej-935	91	12	comprehensive	comprehensive	ADJ
alkej-935	91	13	examination	examination	NOUN
alkej-935	91	14	of	of	ADP
alkej-935	91	15	cnn	cnn	PROPN
alkej-935	91	16	's	's	PART
alkej-935	91	17	use	use	NOUN
alkej-935	91	18	in	in	ADP
alkej-935	91	19	the	the	DET
alkej-935	91	20	analysis	analysis	NOUN
alkej-935	91	21	of	of	ADP
alkej-935	91	22	radiographic	radiographic	ADJ
alkej-935	91	23	visual	visual	ADJ
alkej-935	91	24	images	image	NOUN
alkej-935	91	25	.	.	PUNCT
alkej-935	92	1	this	this	PRON
alkej-935	92	2	can	can	AUX
alkej-935	92	3	enhance	enhance	VERB
alkej-935	92	4	the	the	DET
alkej-935	92	5	ability	ability	NOUN
alkej-935	92	6	of	of	ADP
alkej-935	92	7	seasoned	seasoned	ADJ
alkej-935	92	8	medical	medical	ADJ
alkej-935	92	9	practitioners	practitioner	NOUN
alkej-935	92	10	and	and	CCONJ
alkej-935	92	11	researchers	researcher	NOUN
alkej-935	92	12	to	to	PART
alkej-935	92	13	develop	develop	VERB
alkej-935	92	14	models	model	NOUN
alkej-935	92	15	relevant	relevant	ADJ
alkej-935	92	16	to	to	ADP
alkej-935	92	17	the	the	DET
alkej-935	92	18	covid-19	covid-19	PROPN
alkej-935	92	19	domain	domain	NOUN
alkej-935	92	20	.	.	PUNCT
alkej-935	93	1	applying	apply	VERB
alkej-935	93	2	the	the	DET
alkej-935	93	3	deep	deep	ADJ
alkej-935	93	4	mobilenetv2	mobilenetv2	NOUN
alkej-935	93	5	cnn	cnn	PROPN
alkej-935	93	6	model	model	NOUN
alkej-935	93	7	is	be	AUX
alkej-935	93	8	less	less	ADJ
alkej-935	93	9	time	time	NOUN
alkej-935	93	10	consuming	consume	VERB
alkej-935	93	11	than	than	ADP
alkej-935	93	12	pcr	pcr	ADJ
alkej-935	93	13	with	with	ADP
alkej-935	93	14	delays	delay	NOUN
alkej-935	93	15	caused	cause	VERB
alkej-935	93	16	by	by	ADP
alkej-935	93	17	machine	machine	NOUN
alkej-935	93	18	availability	availability	NOUN
alkej-935	93	19	or	or	CCONJ
alkej-935	93	20	the	the	DET
alkej-935	93	21	challenges	challenge	NOUN
alkej-935	93	22	faced	face	VERB
alkej-935	93	23	by	by	ADP
alkej-935	93	24	clinicians	clinician	NOUN
alkej-935	93	25	when	when	SCONJ
alkej-935	93	26	extracting	extract	VERB
alkej-935	93	27	details	detail	NOUN
alkej-935	93	28	from	from	ADP
alkej-935	93	29	ct	ct	PROPN
alkej-935	93	30	scans	scan	NOUN
alkej-935	93	31	of	of	ADP
alkej-935	93	32	large	large	ADJ
alkej-935	93	33	dimensions	dimension	NOUN
alkej-935	93	34	.	.	PUNCT
alkej-935	94	1	thus	thus	ADV
alkej-935	94	2	,	,	PUNCT
alkej-935	94	3	deep	deep	ADJ
alkej-935	94	4	-	-	PUNCT
alkej-935	94	5	learning	learning	NOUN
alkej-935	94	6	-	-	PUNCT
alkej-935	94	7	based	base	VERB
alkej-935	94	8	mobile	mobile	ADJ
alkej-935	94	9	applications	application	NOUN
alkej-935	94	10	have	have	VERB
alkej-935	94	11	a	a	DET
alkej-935	94	12	positive	positive	ADJ
alkej-935	94	13	impact	impact	NOUN
alkej-935	94	14	on	on	ADP
alkej-935	94	15	healthcare	healthcare	NOUN
alkej-935	94	16	delivery	delivery	NOUN
alkej-935	94	17	and	and	CCONJ
alkej-935	94	18	may	may	AUX
alkej-935	94	19	also	also	ADV
alkej-935	94	20	aid	aid	VERB
alkej-935	94	21	in	in	ADP
alkej-935	94	22	the	the	DET
alkej-935	94	23	early	early	ADJ
alkej-935	94	24	detection	detection	NOUN
alkej-935	94	25	of	of	ADP
alkej-935	94	26	covid-19	covid-19	PROPN
alkej-935	94	27	.	.	PUNCT
alkej-935	95	1	the	the	DET
alkej-935	95	2	utilisation	utilisation	NOUN
alkej-935	95	3	of	of	ADP
alkej-935	95	4	the	the	DET
alkej-935	95	5	mobilenetv2	mobilenetv2	PROPN
alkej-935	95	6	model	model	NOUN
alkej-935	95	7	and	and	CCONJ
alkej-935	95	8	transfer	transfer	VERB
alkej-935	95	9	learning	learn	VERB
alkej-935	95	10	techniques	technique	NOUN
alkej-935	95	11	to	to	PART
alkej-935	95	12	construct	construct	VERB
alkej-935	95	13	a	a	DET
alkej-935	95	14	noor	noor	PROPN
alkej-935	95	15	kamal	kamal	PROPN
alkej-935	95	16	al	al	PROPN
alkej-935	95	17	-	-	PUNCT
alkej-935	95	18	qazzaz	qazzaz	PROPN
alkej-935	95	19	al	al	PROPN
alkej-935	95	20	-	-	PUNCT
alkej-935	95	21	khwarizmi	khwarizmi	PROPN
alkej-935	95	22	engineering	engineering	NOUN
alkej-935	95	23	journal	journal	PROPN
alkej-935	95	24	,	,	PUNCT
alkej-935	95	25	vol	vol	NOUN
alkej-935	95	26	.	.	PROPN
alkej-935	95	27	21	21	NUM
alkej-935	95	28	,	,	PUNCT
alkej-935	95	29	no.1	no.1	NUM
alkej-935	95	30	,	,	PUNCT
alkej-935	95	31	pp	pp	ADJ
alkej-935	95	32	.	.	PUNCT
alkej-935	95	33	1327	1327	NUM
alkej-935	95	34	(	(	PUNCT
alkej-935	95	35	2025	2025	NUM
alkej-935	95	36	)	)	PUNCT
alkej-935	95	37	16	16	NUM
alkej-935	95	38	computational	computational	ADJ
alkej-935	95	39	tool	tool	NOUN
alkej-935	95	40	within	within	ADP
alkej-935	95	41	this	this	DET
alkej-935	95	42	manuscript	manuscript	NOUN
alkej-935	95	43	clearly	clearly	ADV
alkej-935	95	44	articulates	articulate	VERB
alkej-935	95	45	the	the	DET
alkej-935	95	46	contributions	contribution	NOUN
alkej-935	95	47	of	of	ADP
alkej-935	95	48	the	the	DET
alkej-935	95	49	paper	paper	NOUN
alkej-935	95	50	.	.	PUNCT
alkej-935	96	1	this	this	DET
alkej-935	96	2	tool	tool	NOUN
alkej-935	96	3	aims	aim	VERB
alkej-935	96	4	to	to	PART
alkej-935	96	5	autonomously	autonomously	ADV
alkej-935	96	6	predict	predict	VERB
alkej-935	96	7	the	the	DET
alkej-935	96	8	presence	presence	NOUN
alkej-935	96	9	or	or	CCONJ
alkej-935	96	10	absence	absence	NOUN
alkej-935	96	11	of	of	ADP
alkej-935	96	12	radiological	radiological	ADJ
alkej-935	96	13	indications	indication	NOUN
alkej-935	96	14	consistent	consistent	ADJ
alkej-935	96	15	with	with	ADP
alkej-935	96	16	covid-19	covid-19	PROPN
alkej-935	96	17	in	in	ADP
alkej-935	96	18	patients	patient	NOUN
alkej-935	96	19	based	base	VERB
alkej-935	96	20	on	on	ADP
alkej-935	96	21	analysis	analysis	NOUN
alkej-935	96	22	of	of	ADP
alkej-935	96	23	cxr	cxr	NOUN
alkej-935	96	24	images	image	NOUN
alkej-935	96	25	.	.	PUNCT
alkej-935	97	1	the	the	DET
alkej-935	97	2	authors	author	NOUN
alkej-935	97	3	make	make	VERB
alkej-935	97	4	these	these	DET
alkej-935	97	5	contributions	contribution	NOUN
alkej-935	97	6	to	to	ADP
alkej-935	97	7	the	the	DET
alkej-935	97	8	best	good	ADJ
alkej-935	97	9	of	of	ADP
alkej-935	97	10	their	their	PRON
alkej-935	97	11	knowledge	knowledge	NOUN
alkej-935	97	12	.	.	PUNCT
alkej-935	98	1	moreover	moreover	ADV
alkej-935	98	2	,	,	PUNCT
alkej-935	98	3	this	this	DET
alkej-935	98	4	dataset	dataset	NOUN
alkej-935	98	5	represents	represent	VERB
alkej-935	98	6	the	the	DET
alkej-935	98	7	most	most	ADV
alkej-935	98	8	extensive	extensive	ADJ
alkej-935	98	9	collection	collection	NOUN
alkej-935	98	10	of	of	ADP
alkej-935	98	11	cxr	cxr	NOUN
alkej-935	98	12	images	image	NOUN
alkej-935	98	13	ever	ever	ADV
alkej-935	98	14	compiled	compile	VERB
alkej-935	98	15	and	and	CCONJ
alkej-935	98	16	used	use	VERB
alkej-935	98	17	for	for	ADP
alkej-935	98	18	classification	classification	NOUN
alkej-935	98	19	.	.	PUNCT
alkej-935	99	1	the	the	DET
alkej-935	99	2	dataset	dataset	NOUN
alkej-935	99	3	comprises	comprise	VERB
alkej-935	99	4	covid-19	covid-19	PROPN
alkej-935	99	5	patients	patient	NOUN
alkej-935	99	6	,	,	PUNCT
alkej-935	99	7	noncovid	noncovid	PROPN
alkej-935	99	8	lung	lung	NOUN
alkej-935	99	9	-	-	PUNCT
alkej-935	99	10	opacity	opacity	NOUN
alkej-935	99	11	illnesses	illness	NOUN
alkej-935	99	12	,	,	PUNCT
alkej-935	99	13	and	and	CCONJ
alkej-935	99	14	healthy	healthy	ADJ
alkej-935	99	15	-	-	PUNCT
alkej-935	99	16	control	control	NOUN
alkej-935	99	17	individuals	individual	NOUN
alkej-935	99	18	.	.	PUNCT
alkej-935	100	1	2	2	X
alkej-935	100	2	.	.	X
alkej-935	100	3	related	relate	VERB
alkej-935	100	4	works	work	NOUN
alkej-935	100	5	ai	ai	VERB
alkej-935	100	6	,	,	PUNCT
alkej-935	100	7	particularly	particularly	ADV
alkej-935	100	8	deep	deep	ADJ
alkej-935	100	9	learning	learning	NOUN
alkej-935	100	10	,	,	PUNCT
alkej-935	100	11	is	be	AUX
alkej-935	100	12	applicable	applicable	ADJ
alkej-935	100	13	for	for	ADP
alkej-935	100	14	the	the	DET
alkej-935	100	15	automatic	automatic	ADJ
alkej-935	100	16	diagnosis	diagnosis	NOUN
alkej-935	100	17	of	of	ADP
alkej-935	100	18	various	various	ADJ
alkej-935	100	19	diseases	disease	NOUN
alkej-935	100	20	in	in	ADP
alkej-935	100	21	the	the	DET
alkej-935	100	22	human	human	ADJ
alkej-935	100	23	body	body	NOUN
alkej-935	100	24	[	[	X
alkej-935	100	25	20–21	20–21	NOUN
alkej-935	100	26	]	]	X
alkej-935	100	27	.	.	PUNCT
alkej-935	101	1	deep	deep	ADJ
alkej-935	101	2	learning	learning	NOUN
alkej-935	101	3	is	be	AUX
alkej-935	101	4	applied	apply	VERB
alkej-935	101	5	as	as	ADP
alkej-935	101	6	a	a	DET
alkej-935	101	7	feature	feature	NOUN
alkej-935	101	8	extractor	extractor	NOUN
alkej-935	101	9	that	that	PRON
alkej-935	101	10	improves	improve	VERB
alkej-935	101	11	classification	classification	NOUN
alkej-935	101	12	choices	choice	NOUN
alkej-935	101	13	based	base	VERB
alkej-935	101	14	on	on	ADP
alkej-935	101	15	reported	report	VERB
alkej-935	101	16	classification	classification	NOUN
alkej-935	101	17	accuracies	accuracy	NOUN
alkej-935	101	18	[	[	X
alkej-935	101	19	22	22	NUM
alkej-935	101	20	]	]	PUNCT
alkej-935	101	21	.	.	PUNCT
alkej-935	102	1	despite	despite	SCONJ
alkej-935	102	2	the	the	DET
alkej-935	102	3	fact	fact	NOUN
alkej-935	102	4	that	that	SCONJ
alkej-935	102	5	chest	chest	NOUN
alkej-935	102	6	radiology	radiology	NOUN
alkej-935	102	7	imaging	imaging	NOUN
alkej-935	102	8	systems	system	NOUN
alkej-935	102	9	are	be	AUX
alkej-935	102	10	commonly	commonly	ADV
alkej-935	102	11	found	find	VERB
alkej-935	102	12	in	in	ADP
alkej-935	102	13	hospitals	hospital	NOUN
alkej-935	102	14	and	and	CCONJ
alkej-935	102	15	can	can	AUX
alkej-935	102	16	be	be	AUX
alkej-935	102	17	performed	perform	VERB
alkej-935	102	18	quickly	quickly	ADV
alkej-935	102	19	,	,	PUNCT
alkej-935	102	20	the	the	DET
alkej-935	102	21	interpretation	interpretation	NOUN
alkej-935	102	22	of	of	ADP
alkej-935	102	23	radiography	radiography	NOUN
alkej-935	102	24	images	image	NOUN
alkej-935	102	25	by	by	ADP
alkej-935	102	26	radiologists	radiologist	NOUN
alkej-935	102	27	remains	remain	VERB
alkej-935	102	28	a	a	DET
alkej-935	102	29	significant	significant	ADJ
alkej-935	102	30	concern	concern	NOUN
alkej-935	102	31	owing	owe	VERB
alkej-935	102	32	to	to	ADP
alkej-935	102	33	the	the	DET
alkej-935	102	34	human	human	ADJ
alkej-935	102	35	capacity	capacity	NOUN
alkej-935	102	36	to	to	PART
alkej-935	102	37	detect	detect	VERB
alkej-935	102	38	the	the	DET
alkej-935	102	39	subtle	subtle	ADJ
alkej-935	102	40	visual	visual	ADJ
alkej-935	102	41	features	feature	NOUN
alkej-935	102	42	present	present	ADJ
alkej-935	102	43	in	in	ADP
alkej-935	102	44	the	the	DET
alkej-935	102	45	images	image	NOUN
alkej-935	102	46	.	.	PUNCT
alkej-935	103	1	the	the	DET
alkej-935	103	2	field	field	NOUN
alkej-935	103	3	of	of	ADP
alkej-935	103	4	image	image	NOUN
alkej-935	103	5	analysis	analysis	NOUN
alkej-935	103	6	and	and	CCONJ
alkej-935	103	7	processing	processing	NOUN
alkej-935	103	8	in	in	ADP
alkej-935	103	9	the	the	DET
alkej-935	103	10	biomedical	biomedical	ADJ
alkej-935	103	11	field	field	NOUN
alkej-935	103	12	has	have	AUX
alkej-935	103	13	seen	see	VERB
alkej-935	103	14	very	very	ADV
alkej-935	103	15	spectacular	spectacular	ADJ
alkej-935	103	16	results	result	NOUN
alkej-935	103	17	.	.	PUNCT
alkej-935	104	1	deep	deep	ADJ
alkej-935	104	2	-	-	PUNCT
alkej-935	104	3	learning	learn	VERB
alkej-935	104	4	algorithms	algorithm	NOUN
alkej-935	104	5	and	and	CCONJ
alkej-935	104	6	cnn	cnn	PROPN
alkej-935	104	7	models	model	NOUN
alkej-935	104	8	have	have	AUX
alkej-935	104	9	recently	recently	ADV
alkej-935	104	10	been	be	AUX
alkej-935	104	11	utilised	utilise	VERB
alkej-935	104	12	.	.	PUNCT
alkej-935	105	1	several	several	ADJ
alkej-935	105	2	studies	study	NOUN
alkej-935	105	3	have	have	AUX
alkej-935	105	4	been	be	AUX
alkej-935	105	5	performed	perform	VERB
alkej-935	105	6	utilising	utilise	VERB
alkej-935	105	7	deep	deep	ADJ
alkej-935	105	8	-	-	PUNCT
alkej-935	105	9	learning	learn	VERB
alkej-935	105	10	approaches	approach	NOUN
alkej-935	105	11	to	to	PART
alkej-935	105	12	automate	automate	VERB
alkej-935	105	13	the	the	DET
alkej-935	105	14	diagnosis	diagnosis	NOUN
alkej-935	105	15	of	of	ADP
alkej-935	105	16	covid-19	covid-19	PROPN
alkej-935	105	17	.	.	PUNCT
alkej-935	106	1	the	the	DET
alkej-935	106	2	majority	majority	NOUN
alkej-935	106	3	of	of	ADP
alkej-935	106	4	deep	deep	ADJ
alkej-935	106	5	-	-	PUNCT
alkej-935	106	6	learning	learning	NOUN
alkej-935	106	7	-	-	PUNCT
alkej-935	106	8	based	base	VERB
alkej-935	106	9	models	model	NOUN
alkej-935	106	10	are	be	AUX
alkej-935	106	11	hierarchical	hierarchical	ADJ
alkej-935	106	12	,	,	PUNCT
alkej-935	106	13	with	with	ADP
alkej-935	106	14	each	each	DET
alkej-935	106	15	layer	layer	NOUN
alkej-935	106	16	extracting	extract	VERB
alkej-935	106	17	information	information	NOUN
alkej-935	106	18	unique	unique	ADJ
alkej-935	106	19	to	to	ADP
alkej-935	106	20	covid-19	covid-19	PROPN
alkej-935	106	21	that	that	PRON
alkej-935	106	22	may	may	AUX
alkej-935	106	23	be	be	AUX
alkej-935	106	24	used	use	VERB
alkej-935	106	25	to	to	PART
alkej-935	106	26	distinguish	distinguish	VERB
alkej-935	106	27	covid19	covid19	NOUN
alkej-935	106	28	photos	photo	NOUN
alkej-935	106	29	from	from	ADP
alkej-935	106	30	other	other	ADJ
alkej-935	106	31	kinds	kind	NOUN
alkej-935	106	32	of	of	ADP
alkej-935	106	33	images	image	NOUN
alkej-935	106	34	.	.	PUNCT
alkej-935	107	1	the	the	DET
alkej-935	107	2	most	most	ADV
alkej-935	107	3	popular	popular	ADJ
alkej-935	107	4	learning	learning	NOUN
alkej-935	107	5	technique	technique	NOUN
alkej-935	107	6	that	that	PRON
alkej-935	107	7	can	can	AUX
alkej-935	107	8	effectively	effectively	ADV
alkej-935	107	9	interpret	interpret	VERB
alkej-935	107	10	images	image	NOUN
alkej-935	107	11	and	and	CCONJ
alkej-935	107	12	videos	video	NOUN
alkej-935	107	13	,	,	PUNCT
alkej-935	107	14	across	across	ADP
alkej-935	107	15	a	a	DET
alkej-935	107	16	range	range	NOUN
alkej-935	107	17	of	of	ADP
alkej-935	107	18	computer	computer	NOUN
alkej-935	107	19	vision	vision	NOUN
alkej-935	107	20	applications	application	NOUN
alkej-935	107	21	[	[	X
alkej-935	107	22	23	23	NUM
alkej-935	107	23	,	,	PUNCT
alkej-935	107	24	24	24	NUM
alkej-935	107	25	]	]	PUNCT
alkej-935	107	26	.	.	PUNCT
alkej-935	108	1	in	in	ADP
alkej-935	108	2	recent	recent	ADJ
alkej-935	108	3	years	year	NOUN
alkej-935	108	4	,	,	PUNCT
alkej-935	108	5	numerous	numerous	ADJ
alkej-935	108	6	have	have	AUX
alkej-935	108	7	been	be	AUX
alkej-935	108	8	published	publish	VERB
alkej-935	108	9	about	about	ADP
alkej-935	108	10	the	the	DET
alkej-935	108	11	diagnosis	diagnosis	NOUN
alkej-935	108	12	of	of	ADP
alkej-935	108	13	covid-19	covid-19	PROPN
alkej-935	108	14	from	from	ADP
alkej-935	108	15	x	x	NOUN
alkej-935	108	16	-	-	NOUN
alkej-935	108	17	ray	ray	NOUN
alkej-935	108	18	images	image	NOUN
alkej-935	108	19	of	of	ADP
alkej-935	108	20	lungs	lung	NOUN
alkej-935	108	21	with	with	ADP
alkej-935	108	22	the	the	DET
alkej-935	108	23	help	help	NOUN
alkej-935	108	24	of	of	ADP
alkej-935	108	25	various	various	ADJ
alkej-935	108	26	ai	ai	NOUN
alkej-935	108	27	tools	tool	NOUN
alkej-935	108	28	.	.	PUNCT
alkej-935	109	1	new	new	ADJ
alkej-935	109	2	approaches	approach	NOUN
alkej-935	109	3	to	to	ADP
alkej-935	109	4	fine	fine	ADJ
alkej-935	109	5	tuning	tuning	NOUN
alkej-935	109	6	using	use	VERB
alkej-935	109	7	transfer	transfer	NOUN
alkej-935	109	8	learning	learning	NOUN
alkej-935	109	9	approaches	approach	NOUN
alkej-935	109	10	,	,	PUNCT
alkej-935	109	11	different	different	ADJ
alkej-935	109	12	network	network	NOUN
alkej-935	109	13	architectures	architecture	NOUN
alkej-935	109	14	,	,	PUNCT
alkej-935	109	15	and	and	CCONJ
alkej-935	109	16	ensemble	ensemble	ADJ
alkej-935	109	17	techniques	technique	NOUN
alkej-935	109	18	were	be	AUX
alkej-935	109	19	applied	apply	VERB
alkej-935	109	20	to	to	PART
alkej-935	109	21	enhance	enhance	VERB
alkej-935	109	22	the	the	DET
alkej-935	109	23	network	network	NOUN
alkej-935	109	24	performances	performance	NOUN
alkej-935	109	25	and	and	CCONJ
alkej-935	109	26	thus	thus	ADV
alkej-935	109	27	distinguish	distinguish	VERB
alkej-935	109	28	covid-19	covid-19	PROPN
alkej-935	109	29	from	from	ADP
alkej-935	109	30	normal	normal	ADJ
alkej-935	109	31	lung	lung	NOUN
alkej-935	109	32	and	and	CCONJ
alkej-935	109	33	other	other	ADJ
alkej-935	109	34	lung	lung	NOUN
alkej-935	109	35	diseases	disease	NOUN
alkej-935	109	36	.	.	PUNCT
alkej-935	110	1	nevertheless	nevertheless	ADV
alkej-935	110	2	,	,	PUNCT
alkej-935	110	3	the	the	DET
alkej-935	110	4	results	result	NOUN
alkej-935	110	5	obtained	obtain	VERB
alkej-935	110	6	are	be	AUX
alkej-935	110	7	optimistic	optimistic	ADJ
alkej-935	110	8	because	because	SCONJ
alkej-935	110	9	the	the	DET
alkej-935	110	10	developed	develop	VERB
alkej-935	110	11	deeplearning	deeplearning	NOUN
alkej-935	110	12	models	model	NOUN
alkej-935	110	13	can	can	AUX
alkej-935	110	14	be	be	AUX
alkej-935	110	15	built	build	VERB
alkej-935	110	16	based	base	VERB
alkej-935	110	17	on	on	ADP
alkej-935	110	18	a	a	DET
alkej-935	110	19	small	small	ADJ
alkej-935	110	20	dataset	dataset	NOUN
alkej-935	110	21	for	for	ADP
alkej-935	110	22	covid-19	covid-19	PROPN
alkej-935	110	23	detection	detection	NOUN
alkej-935	110	24	.	.	PUNCT
alkej-935	111	1	khan	khan	PROPN
alkej-935	111	2	et	et	PROPN
alkej-935	111	3	al	al	PROPN
alkej-935	111	4	.	.	PUNCT
alkej-935	112	1	[	[	X
alkej-935	112	2	25	25	NUM
alkej-935	112	3	]	]	PUNCT
alkej-935	112	4	compared	compare	VERB
alkej-935	112	5	a	a	DET
alkej-935	112	6	limited	limited	ADJ
alkej-935	112	7	number	number	NOUN
alkej-935	112	8	of	of	ADP
alkej-935	112	9	machine	machine	NOUN
alkej-935	112	10	-	-	PUNCT
alkej-935	112	11	learning	learn	VERB
alkej-935	112	12	algorithms	algorithm	NOUN
alkej-935	112	13	specifically	specifically	ADV
alkej-935	112	14	for	for	ADP
alkej-935	112	15	a	a	DET
alkej-935	112	16	four	four	NUM
alkej-935	112	17	-	-	PUNCT
alkej-935	112	18	class	class	NOUN
alkej-935	112	19	classification	classification	NOUN
alkej-935	112	20	problem	problem	NOUN
alkej-935	112	21	with	with	ADP
alkej-935	112	22	the	the	DET
alkej-935	112	23	dataset	dataset	NOUN
alkej-935	112	24	used	use	VERB
alkej-935	112	25	in	in	ADP
alkej-935	112	26	the	the	DET
alkej-935	112	27	current	current	ADJ
alkej-935	112	28	study	study	NOUN
alkej-935	112	29	:	:	PUNCT
alkej-935	112	30	covid-19	covid-19	PROPN
alkej-935	112	31	,	,	PUNCT
alkej-935	112	32	bacterial	bacterial	ADJ
alkej-935	112	33	pneumonia	pneumonia	NOUN
alkej-935	112	34	,	,	PUNCT
alkej-935	112	35	viral	viral	ADJ
alkej-935	112	36	pneumonia	pneumonia	NOUN
alkej-935	112	37	,	,	PUNCT
alkej-935	112	38	and	and	CCONJ
alkej-935	112	39	normal	normal	ADJ
alkej-935	112	40	.	.	PUNCT
alkej-935	113	1	through	through	ADP
alkej-935	113	2	the	the	DET
alkej-935	113	3	resnet50	resnet50	NOUN
alkej-935	113	4	classifier	classifier	NOUN
alkej-935	113	5	developed	develop	VERB
alkej-935	113	6	by	by	ADP
alkej-935	113	7	goldstein	goldstein	PROPN
alkej-935	113	8	et	et	PROPN
alkej-935	113	9	al	al	PROPN
alkej-935	113	10	.	.	PUNCT
alkej-935	114	1	[	[	X
alkej-935	114	2	26	26	NUM
alkej-935	114	3	]	]	PUNCT
alkej-935	114	4	,	,	PUNCT
alkej-935	114	5	the	the	DET
alkej-935	114	6	accuracy	accuracy	NOUN
alkej-935	114	7	and	and	CCONJ
alkej-935	114	8	sensitivity	sensitivity	NOUN
alkej-935	114	9	for	for	ADP
alkej-935	114	10	detecting	detect	VERB
alkej-935	114	11	covid-19	covid-19	PROPN
alkej-935	114	12	is	be	AUX
alkej-935	114	13	89.7	89.7	NUM
alkej-935	114	14	%	%	NOUN
alkej-935	114	15	and	and	CCONJ
alkej-935	114	16	87.1	87.1	NUM
alkej-935	114	17	%	%	NOUN
alkej-935	114	18	,	,	PUNCT
alkej-935	114	19	respectively	respectively	ADV
alkej-935	114	20	.	.	PUNCT
alkej-935	115	1	for	for	ADP
alkej-935	115	2	instance	instance	NOUN
alkej-935	115	3	,	,	PUNCT
alkej-935	115	4	wang	wang	PROPN
alkej-935	115	5	and	and	CCONJ
alkej-935	115	6	wong	wong	PROPN
alkej-935	115	7	integrated	integrate	VERB
alkej-935	115	8	about	about	ADP
alkej-935	115	9	14k	14k	NOUN
alkej-935	115	10	cxr	cxr	NOUN
alkej-935	115	11	images	image	NOUN
alkej-935	115	12	but	but	CCONJ
alkej-935	115	13	only	only	ADV
alkej-935	115	14	achieved	achieve	VERB
alkej-935	115	15	an	an	DET
alkej-935	115	16	83.5	83.5	NUM
alkej-935	115	17	%	%	NOUN
alkej-935	115	18	accuracy	accuracy	NOUN
alkej-935	115	19	rate	rate	NOUN
alkej-935	115	20	by	by	ADP
alkej-935	115	21	using	use	VERB
alkej-935	115	22	a	a	DET
alkej-935	115	23	deep	deep	ADJ
alkej-935	115	24	cnn	cnn	NOUN
alkej-935	115	25	referred	refer	VERB
alkej-935	115	26	to	to	ADP
alkej-935	115	27	as	as	ADP
alkej-935	115	28	covidnet	covidnet	NOUN
alkej-935	115	29	.	.	PUNCT
alkej-935	116	1	moreover	moreover	ADV
alkej-935	116	2	,	,	PUNCT
alkej-935	116	3	motamed	motamed	PROPN
alkej-935	116	4	et	et	PROPN
alkej-935	116	5	al	al	PROPN
alkej-935	116	6	.	.	PUNCT
alkej-935	117	1	[	[	X
alkej-935	117	2	27	27	NUM
alkej-935	117	3	]	]	PUNCT
alkej-935	117	4	introduced	introduce	VERB
alkej-935	117	5	a	a	DET
alkej-935	117	6	generalisation	generalisation	NOUN
alkej-935	117	7	of	of	ADP
alkej-935	117	8	the	the	DET
alkej-935	117	9	above	above	ADJ
alkej-935	117	10	idea	idea	NOUN
alkej-935	117	11	called	call	VERB
alkej-935	117	12	randomised	randomised	ADJ
alkej-935	117	13	generative	generative	ADJ
alkej-935	117	14	adversarial	adversarial	ADJ
alkej-935	117	15	network	network	NOUN
alkej-935	117	16	,	,	PUNCT
alkej-935	117	17	which	which	PRON
alkej-935	117	18	is	be	AUX
alkej-935	117	19	capable	capable	ADJ
alkej-935	117	20	of	of	ADP
alkej-935	117	21	identifying	identify	VERB
alkej-935	117	22	images	image	NOUN
alkej-935	117	23	of	of	ADP
alkej-935	117	24	an	an	DET
alkej-935	117	25	unseen	unseen	ADJ
alkej-935	117	26	class	class	NOUN
alkej-935	117	27	(	(	PUNCT
alkej-935	117	28	covid-19	covid-19	PROPN
alkej-935	117	29	)	)	PUNCT
alkej-935	117	30	from	from	ADP
alkej-935	117	31	specified	specify	VERB
alkej-935	117	32	and	and	CCONJ
alkej-935	117	33	labelled	label	VERB
alkej-935	117	34	classes	class	NOUN
alkej-935	117	35	(	(	PUNCT
alkej-935	117	36	normal	normal	ADJ
alkej-935	117	37	and	and	CCONJ
alkej-935	117	38	viral	viral	ADJ
alkej-935	117	39	pneumonia	pneumonia	NOUN
alkej-935	117	40	)	)	PUNCT
alkej-935	117	41	without	without	ADP
alkej-935	117	42	requiring	require	VERB
alkej-935	117	43	any	any	DET
alkej-935	117	44	labels	label	NOUN
alkej-935	117	45	and	and	CCONJ
alkej-935	117	46	training	training	NOUN
alkej-935	117	47	data	datum	NOUN
alkej-935	117	48	of	of	ADP
alkej-935	117	49	the	the	DET
alkej-935	117	50	novel	novel	ADJ
alkej-935	117	51	class	class	NOUN
alkej-935	117	52	(	(	PUNCT
alkej-935	117	53	covid-19	covid-19	PROPN
alkej-935	117	54	)	)	PUNCT
alkej-935	117	55	,	,	PUNCT
alkej-935	117	56	achieving	achieve	VERB
alkej-935	117	57	an	an	DET
alkej-935	117	58	accuracy	accuracy	NOUN
alkej-935	117	59	rate	rate	NOUN
alkej-935	117	60	of	of	ADP
alkej-935	117	61	0.77	0.77	NUM
alkej-935	117	62	auc	auc	NOUN
alkej-935	117	63	.	.	PUNCT
alkej-935	118	1	when	when	SCONJ
alkej-935	118	2	comparing	compare	VERB
alkej-935	118	3	the	the	DET
alkej-935	118	4	results	result	NOUN
alkej-935	118	5	of	of	ADP
alkej-935	118	6	utilising	utilise	VERB
alkej-935	118	7	the	the	DET
alkej-935	118	8	described	describe	VERB
alkej-935	118	9	approaches	approach	NOUN
alkej-935	118	10	separately	separately	ADV
alkej-935	118	11	,	,	PUNCT
alkej-935	118	12	their	their	PRON
alkej-935	118	13	combination	combination	NOUN
alkej-935	118	14	enabled	enable	VERB
alkej-935	118	15	higher	high	ADJ
alkej-935	118	16	levels	level	NOUN
alkej-935	118	17	of	of	ADP
alkej-935	118	18	covid-19	covid-19	PROPN
alkej-935	118	19	detection	detection	NOUN
alkej-935	118	20	to	to	PART
alkej-935	118	21	be	be	AUX
alkej-935	118	22	attained	attain	VERB
alkej-935	118	23	.	.	PUNCT
alkej-935	119	1	therefore	therefore	ADV
alkej-935	119	2	,	,	PUNCT
alkej-935	119	3	many	many	ADJ
alkej-935	119	4	studies	study	NOUN
alkej-935	119	5	have	have	AUX
alkej-935	119	6	used	use	VERB
alkej-935	119	7	deeplearning	deeplearne	VERB
alkej-935	119	8	techniques	technique	NOUN
alkej-935	119	9	to	to	PART
alkej-935	119	10	examine	examine	VERB
alkej-935	119	11	different	different	ADJ
alkej-935	119	12	datasets	dataset	NOUN
alkej-935	119	13	containing	contain	VERB
alkej-935	119	14	lung	lung	NOUN
alkej-935	119	15	images	image	NOUN
alkej-935	119	16	from	from	ADP
alkej-935	119	17	covid-19	covid-19	PROPN
alkej-935	119	18	patients	patient	NOUN
alkej-935	119	19	healthy	healthy	ADJ
alkej-935	119	20	individuals	individual	NOUN
alkej-935	119	21	and	and	CCONJ
alkej-935	119	22	those	those	PRON
alkej-935	119	23	with	with	ADP
alkej-935	119	24	non	non	ADJ
alkej-935	119	25	-	-	ADJ
alkej-935	119	26	covid	covid	ADJ
alkej-935	119	27	pulmonary	pulmonary	ADJ
alkej-935	119	28	diseases	disease	NOUN
alkej-935	119	29	.	.	PUNCT
alkej-935	120	1	for	for	ADP
alkej-935	120	2	instance	instance	NOUN
alkej-935	120	3	,	,	PUNCT
alkej-935	120	4	saeed	saeed	PROPN
alkej-935	120	5	et	et	PROPN
alkej-935	120	6	al	al	PROPN
alkej-935	120	7	.	.	PROPN
alkej-935	120	8	evaluated	evaluate	VERB
alkej-935	120	9	the	the	DET
alkej-935	120	10	performance	performance	NOUN
alkej-935	120	11	of	of	ADP
alkej-935	120	12	deep	deep	ADJ
alkej-935	120	13	-	-	PUNCT
alkej-935	120	14	learning	learn	VERB
alkej-935	120	15	models	model	NOUN
alkej-935	120	16	,	,	PUNCT
alkej-935	120	17	with	with	ADP
alkej-935	120	18	particularly	particularly	ADV
alkej-935	120	19	focus	focus	NOUN
alkej-935	120	20	on	on	ADP
alkej-935	120	21	vggnet	vggnet	NOUN
alkej-935	120	22	,	,	PUNCT
alkej-935	120	23	googlenet	googlenet	NOUN
alkej-935	120	24	,	,	PUNCT
alkej-935	120	25	and	and	CCONJ
alkej-935	120	26	resnet	resnet	NOUN
alkej-935	120	27	.	.	PUNCT
alkej-935	121	1	these	these	DET
alkej-935	121	2	models	model	NOUN
alkej-935	121	3	are	be	AUX
alkej-935	121	4	used	use	VERB
alkej-935	121	5	to	to	PART
alkej-935	121	6	process	process	VERB
alkej-935	121	7	xray	xray	NOUN
alkej-935	121	8	and	and	CCONJ
alkej-935	121	9	ct	ct	ADJ
alkej-935	121	10	-	-	PUNCT
alkej-935	121	11	scan	scan	ADJ
alkej-935	121	12	images	image	NOUN
alkej-935	121	13	of	of	ADP
alkej-935	121	14	covid-19	covid-19	PROPN
alkej-935	121	15	patients	patient	NOUN
alkej-935	121	16	'	'	PART
alkej-935	121	17	lungs	lung	NOUN
alkej-935	122	1	[	[	X
alkej-935	122	2	28	28	NUM
alkej-935	122	3	]	]	PUNCT
alkej-935	122	4	.	.	PUNCT
alkej-935	123	1	moreover	moreover	ADV
alkej-935	123	2	,	,	PUNCT
alkej-935	123	3	alwawi	alwawi	PROPN
alkej-935	123	4	et	et	PROPN
alkej-935	123	5	al	al	PROPN
alkej-935	123	6	.	.	PROPN
alkej-935	123	7	have	have	AUX
alkej-935	123	8	introduced	introduce	VERB
alkej-935	123	9	a	a	DET
alkej-935	123	10	deep	deep	ADJ
alkej-935	123	11	-	-	PUNCT
alkej-935	123	12	learning	learning	NOUN
alkej-935	123	13	-	-	PUNCT
alkej-935	123	14	based	base	VERB
alkej-935	123	15	model	model	NOUN
alkej-935	123	16	for	for	ADP
alkej-935	123	17	expanding	expand	VERB
alkej-935	123	18	and	and	CCONJ
alkej-935	123	19	detecting	detect	VERB
alkej-935	123	20	covid-19	covid-19	PROPN
alkej-935	123	21	cases	case	NOUN
alkej-935	123	22	by	by	ADP
alkej-935	123	23	using	use	VERB
alkej-935	123	24	x	x	PROPN
alkej-935	123	25	-	-	NOUN
alkej-935	123	26	ray	ray	NOUN
alkej-935	123	27	images	image	NOUN
alkej-935	123	28	.	.	PUNCT
alkej-935	124	1	the	the	DET
alkej-935	124	2	model	model	NOUN
alkej-935	124	3	comprises	comprise	VERB
alkej-935	124	4	a	a	DET
alkej-935	124	5	cnn	cnn	NOUN
alkej-935	124	6	architecture	architecture	NOUN
alkej-935	124	7	in	in	ADP
alkej-935	124	8	which	which	PRON
alkej-935	124	9	the	the	DET
alkej-935	124	10	network	network	NOUN
alkej-935	124	11	was	be	AUX
alkej-935	124	12	trained	train	VERB
alkej-935	124	13	to	to	PART
alkej-935	124	14	classify	classify	VERB
alkej-935	124	15	images	image	NOUN
alkej-935	124	16	into	into	ADP
alkej-935	124	17	positive	positive	ADJ
alkej-935	124	18	or	or	CCONJ
alkej-935	124	19	negative	negative	ADJ
alkej-935	124	20	covid-19	covid-19	PROPN
alkej-935	125	1	[	[	X
alkej-935	125	2	29	29	NUM
alkej-935	125	3	]	]	PUNCT
alkej-935	125	4	.	.	PUNCT
alkej-935	126	1	other	other	ADJ
alkej-935	126	2	studies	study	NOUN
alkej-935	126	3	have	have	AUX
alkej-935	126	4	proposed	propose	VERB
alkej-935	126	5	a	a	DET
alkej-935	126	6	deep	deep	ADV
alkej-935	126	7	-	-	PUNCT
alkej-935	126	8	learning	learn	VERB
alkej-935	126	9	approach	approach	NOUN
alkej-935	126	10	by	by	ADP
alkej-935	126	11	using	use	VERB
alkej-935	126	12	cnn	cnn	PROPN
alkej-935	126	13	for	for	ADP
alkej-935	126	14	binary	binary	ADJ
alkej-935	126	15	x	x	PROPN
alkej-935	126	16	-	-	NOUN
alkej-935	126	17	ray	ray	NOUN
alkej-935	126	18	images	image	NOUN
alkej-935	126	19	for	for	ADP
alkej-935	126	20	covid-19	covid-19	PROPN
alkej-935	126	21	classification	classification	NOUN
alkej-935	126	22	in	in	ADP
alkej-935	126	23	which	which	PRON
alkej-935	126	24	the	the	DET
alkej-935	126	25	dataset	dataset	NOUN
alkej-935	126	26	of	of	ADP
alkej-935	126	27	x	x	NOUN
alkej-935	126	28	-	-	NOUN
alkej-935	126	29	ray	ray	NOUN
alkej-935	126	30	images	image	NOUN
alkej-935	126	31	is	be	AUX
alkej-935	126	32	trained	train	VERB
alkej-935	126	33	to	to	PART
alkej-935	126	34	diagnose	diagnose	VERB
alkej-935	126	35	covid-19	covid-19	PROPN
alkej-935	126	36	as	as	ADP
alkej-935	126	37	positive	positive	ADJ
alkej-935	126	38	or	or	CCONJ
alkej-935	126	39	negative	negative	ADJ
alkej-935	126	40	[	[	X
alkej-935	126	41	30	30	NUM
alkej-935	126	42	]	]	PUNCT
alkej-935	126	43	.	.	PUNCT
alkej-935	127	1	moreover	moreover	ADV
alkej-935	127	2	,	,	PUNCT
alkej-935	127	3	deep	deep	ADJ
alkej-935	127	4	learning	learning	NOUN
alkej-935	127	5	has	have	AUX
alkej-935	127	6	become	become	VERB
alkej-935	127	7	a	a	DET
alkej-935	127	8	prominent	prominent	ADJ
alkej-935	127	9	topic	topic	NOUN
alkej-935	127	10	in	in	ADP
alkej-935	127	11	computing	computing	NOUN
alkej-935	127	12	and	and	CCONJ
alkej-935	127	13	is	be	AUX
alkej-935	127	14	extensively	extensively	ADV
alkej-935	127	15	applied	apply	VERB
alkej-935	127	16	in	in	ADP
alkej-935	127	17	medical	medical	ADJ
alkej-935	127	18	applications	application	NOUN
alkej-935	127	19	.	.	PUNCT
alkej-935	128	1	it	it	PRON
alkej-935	128	2	proves	prove	VERB
alkej-935	128	3	effective	effective	ADJ
alkej-935	128	4	for	for	ADP
alkej-935	128	5	the	the	DET
alkej-935	128	6	automatic	automatic	ADJ
alkej-935	128	7	diagnosis	diagnosis	NOUN
alkej-935	128	8	of	of	ADP
alkej-935	128	9	covid-19	covid-19	PROPN
alkej-935	128	10	.	.	PUNCT
alkej-935	129	1	another	another	DET
alkej-935	129	2	research	research	NOUN
alkej-935	129	3	has	have	AUX
alkej-935	129	4	implemented	implement	VERB
alkej-935	129	5	a	a	DET
alkej-935	129	6	cnn	cnn	PROPN
alkej-935	129	7	model	model	NOUN
alkej-935	129	8	with	with	ADP
alkej-935	129	9	fewer	few	ADJ
alkej-935	129	10	layers	layer	NOUN
alkej-935	129	11	and	and	CCONJ
alkej-935	129	12	optimised	optimise	VERB
alkej-935	129	13	parameters	parameter	NOUN
alkej-935	129	14	to	to	PART
alkej-935	129	15	obtain	obtain	VERB
alkej-935	129	16	an	an	DET
alkej-935	129	17	implementation	implementation	NOUN
alkej-935	129	18	resulting	result	VERB
alkej-935	129	19	in	in	ADP
alkej-935	129	20	reduced	reduce	VERB
alkej-935	129	21	training	training	NOUN
alkej-935	129	22	time	time	NOUN
alkej-935	129	23	for	for	ADP
alkej-935	129	24	the	the	DET
alkej-935	129	25	binary	binary	ADJ
alkej-935	129	26	classification	classification	NOUN
alkej-935	129	27	of	of	ADP
alkej-935	129	28	covid-19	covid-19	PROPN
alkej-935	129	29	using	use	VERB
alkej-935	129	30	by	by	ADP
alkej-935	129	31	x	x	ADJ
alkej-935	129	32	-	-	NOUN
alkej-935	129	33	ray	ray	NOUN
alkej-935	129	34	images	image	NOUN
alkej-935	129	35	[	[	X
alkej-935	129	36	31	31	NUM
alkej-935	129	37	]	]	PUNCT
alkej-935	129	38	.	.	PUNCT
alkej-935	130	1	khaleel	khaleel	PROPN
alkej-935	130	2	et	et	PROPN
alkej-935	130	3	al	al	PROPN
alkej-935	130	4	.	.	PUNCT
alkej-935	131	1	[	[	X
alkej-935	131	2	32,39	32,39	X
alkej-935	131	3	]	]	X
alkej-935	131	4	focused	focus	VERB
alkej-935	131	5	on	on	ADP
alkej-935	131	6	training	training	NOUN
alkej-935	131	7	vgg	vgg	PROPN
alkej-935	131	8	cnn	cnn	PROPN
alkej-935	131	9	models	model	NOUN
alkej-935	131	10	such	such	ADJ
alkej-935	131	11	as	as	ADP
alkej-935	131	12	vgg16	vgg16	NOUN
alkej-935	131	13	and	and	CCONJ
alkej-935	131	14	vgg19	vgg19	NOUN
alkej-935	131	15	using	use	VERB
alkej-935	131	16	xray	xray	NOUN
alkej-935	131	17	images	image	NOUN
alkej-935	131	18	to	to	PART
alkej-935	131	19	identify	identify	VERB
alkej-935	131	20	covid-19	covid-19	PROPN
alkej-935	131	21	.	.	PUNCT
alkej-935	132	1	zahra	zahra	PROPN
alkej-935	132	2	et	et	PROPN
alkej-935	132	3	al	al	PROPN
alkej-935	132	4	.	.	PUNCT
alkej-935	133	1	[	[	X
alkej-935	133	2	33	33	NUM
alkej-935	133	3	]	]	PUNCT
alkej-935	133	4	have	have	AUX
alkej-935	133	5	suggested	suggest	VERB
alkej-935	133	6	a	a	DET
alkej-935	133	7	covid-19	covid-19	PROPN
alkej-935	133	8	prediction	prediction	NOUN
alkej-935	133	9	infrastructure	infrastructure	NOUN
alkej-935	133	10	that	that	PRON
alkej-935	133	11	makes	make	VERB
alkej-935	133	12	use	use	NOUN
alkej-935	133	13	of	of	ADP
alkej-935	133	14	deep	deep	ADJ
alkej-935	133	15	learning	learning	NOUN
alkej-935	133	16	with	with	ADP
alkej-935	133	17	a	a	DET
alkej-935	133	18	cnn	cnn	PROPN
alkej-935	133	19	model	model	NOUN
alkej-935	133	20	to	to	PART
alkej-935	133	21	identify	identify	VERB
alkej-935	133	22	the	the	DET
alkej-935	133	23	presence	presence	NOUN
alkej-935	133	24	of	of	ADP
alkej-935	133	25	covid19	covid19	NOUN
alkej-935	133	26	.	.	PUNCT
alkej-935	134	1	researchers	researcher	NOUN
alkej-935	134	2	suggested	suggest	VERB
alkej-935	134	3	a	a	DET
alkej-935	134	4	two	two	NUM
alkej-935	134	5	-	-	PUNCT
alkej-935	134	6	step	step	NOUN
alkej-935	134	7	transformer	transformer	NOUN
alkej-935	134	8	model	model	NOUN
alkej-935	134	9	for	for	ADP
alkej-935	134	10	covid-19	covid-19	PROPN
alkej-935	134	11	detection	detection	NOUN
alkej-935	134	12	[	[	X
alkej-935	134	13	34	34	NUM
alkej-935	134	14	]	]	PUNCT
alkej-935	134	15	using	use	VERB
alkej-935	134	16	pretrained	pretraine	VERB
alkej-935	134	17	cnn	cnn	PROPN
alkej-935	134	18	models	model	NOUN
alkej-935	134	19	,	,	PUNCT
alkej-935	134	20	including	include	VERB
alkej-935	134	21	inceptionv3	inceptionv3	NOUN
alkej-935	134	22	and	and	CCONJ
alkej-935	134	23	noor	noor	PROPN
alkej-935	134	24	kamal	kamal	PROPN
alkej-935	134	25	al	al	PROPN
alkej-935	134	26	-	-	PUNCT
alkej-935	134	27	qazzaz	qazzaz	PROPN
alkej-935	134	28	al	al	PROPN
alkej-935	134	29	-	-	PUNCT
alkej-935	134	30	khwarizmi	khwarizmi	PROPN
alkej-935	134	31	engineering	engineering	NOUN
alkej-935	134	32	journal	journal	PROPN
alkej-935	134	33	,	,	PUNCT
alkej-935	134	34	vol	vol	NOUN
alkej-935	134	35	.	.	PROPN
alkej-935	134	36	21	21	NUM
alkej-935	134	37	,	,	PUNCT
alkej-935	134	38	no.1	no.1	NUM
alkej-935	134	39	,	,	PUNCT
alkej-935	134	40	pp	pp	ADJ
alkej-935	134	41	.	.	PUNCT
alkej-935	135	1	1327	1327	NUM
alkej-935	135	2	(	(	PUNCT
alkej-935	135	3	2025	2025	NUM
alkej-935	135	4	)	)	PUNCT
alkej-935	135	5	17	17	NUM
alkej-935	135	6	efficient	efficient	ADJ
alkej-935	135	7	net	net	NOUN
alkej-935	135	8	.	.	PUNCT
alkej-935	136	1	al	al	PROPN
alkej-935	136	2	-	-	PUNCT
alkej-935	136	3	qazzaz	qazzaz	PROPN
alkej-935	136	4	et	et	PROPN
alkej-935	136	5	al	al	PROPN
alkej-935	136	6	.	.	PROPN
alkej-935	136	7	have	have	AUX
alkej-935	136	8	used	use	VERB
alkej-935	136	9	automatic	automatic	ADJ
alkej-935	136	10	deep	deep	ADJ
alkej-935	136	11	cnn	cnn	PROPN
alkej-935	136	12	model	model	NOUN
alkej-935	136	13	to	to	PART
alkej-935	136	14	detect	detect	VERB
alkej-935	136	15	covid-19	covid-19	PROPN
alkej-935	137	1	[	[	X
alkej-935	137	2	40	40	NUM
alkej-935	137	3	]	]	PUNCT
alkej-935	137	4	.	.	PUNCT
alkej-935	138	1	this	this	DET
alkej-935	138	2	work	work	NOUN
alkej-935	138	3	introduced	introduce	VERB
alkej-935	138	4	a	a	DET
alkej-935	138	5	cnn	cnn	PROPN
alkej-935	138	6	model	model	NOUN
alkej-935	138	7	to	to	PART
alkej-935	138	8	identify	identify	VERB
alkej-935	138	9	covid-19	covid-19	PROPN
alkej-935	138	10	infections	infection	NOUN
alkej-935	138	11	from	from	ADP
alkej-935	138	12	cxr	cxr	NOUN
alkej-935	138	13	images	image	NOUN
alkej-935	138	14	.	.	PUNCT
alkej-935	139	1	we	we	PRON
alkej-935	139	2	aimed	aim	VERB
alkej-935	139	3	to	to	PART
alkej-935	139	4	use	use	VERB
alkej-935	139	5	a	a	DET
alkej-935	139	6	distinctive	distinctive	ADJ
alkej-935	139	7	cnn	cnn	NOUN
alkej-935	139	8	model	model	NOUN
alkej-935	139	9	to	to	PART
alkej-935	139	10	automate	automate	VERB
alkej-935	139	11	the	the	DET
alkej-935	139	12	identification	identification	NOUN
alkej-935	139	13	of	of	ADP
alkej-935	139	14	covid-19	covid-19	PROPN
alkej-935	139	15	through	through	ADP
alkej-935	139	16	the	the	DET
alkej-935	139	17	utilisation	utilisation	NOUN
alkej-935	139	18	of	of	ADP
alkej-935	139	19	cxr	cxr	NOUN
alkej-935	139	20	images	image	NOUN
alkej-935	139	21	with	with	ADP
alkej-935	139	22	a	a	DET
alkej-935	139	23	dataset	dataset	NOUN
alkej-935	139	24	of	of	ADP
alkej-935	139	25	three	three	NUM
alkej-935	139	26	groups	group	NOUN
alkej-935	139	27	containing	contain	VERB
alkej-935	139	28	more	more	ADJ
alkej-935	139	29	than	than	ADP
alkej-935	139	30	18000	18000	NUM
alkej-935	139	31	x	x	NOUN
alkej-935	139	32	-	-	NOUN
alkej-935	139	33	ray	ray	NOUN
alkej-935	139	34	images	image	NOUN
alkej-935	139	35	.	.	PUNCT
alkej-935	140	1	our	our	PRON
alkej-935	140	2	study	study	NOUN
alkej-935	140	3	evaluated	evaluate	VERB
alkej-935	140	4	the	the	DET
alkej-935	140	5	efficacy	efficacy	NOUN
alkej-935	140	6	of	of	ADP
alkej-935	140	7	mobilenetv2	mobilenetv2	PROPN
alkej-935	140	8	models	model	NOUN
alkej-935	140	9	to	to	PART
alkej-935	140	10	improve	improve	VERB
alkej-935	140	11	model	model	NOUN
alkej-935	140	12	generalisation	generalisation	NOUN
alkej-935	140	13	and	and	CCONJ
alkej-935	140	14	prevent	prevent	VERB
alkej-935	140	15	overfitting	overfitting	NOUN
alkej-935	140	16	.	.	PUNCT
alkej-935	141	1	comprehensive	comprehensive	ADJ
alkej-935	141	2	evaluations	evaluation	NOUN
alkej-935	141	3	were	be	AUX
alkej-935	141	4	performed	perform	VERB
alkej-935	141	5	using	use	VERB
alkej-935	141	6	training	training	NOUN
alkej-935	141	7	–	–	PUNCT
alkej-935	141	8	validation	validation	NOUN
alkej-935	141	9	–	–	PUNCT
alkej-935	141	10	testing	testing	NOUN
alkej-935	141	11	,	,	PUNCT
alkej-935	141	12	and	and	CCONJ
alkej-935	141	13	results	result	NOUN
alkej-935	141	14	demonstrated	demonstrate	VERB
alkej-935	141	15	high	high	ADJ
alkej-935	141	16	effectiveness	effectiveness	NOUN
alkej-935	141	17	.	.	PUNCT
alkej-935	142	1	3	3	X
alkej-935	142	2	.	.	X
alkej-935	142	3	methodology	methodology	NOUN
alkej-935	142	4	figure	figure	NOUN
alkej-935	142	5	1	1	NUM
alkej-935	142	6	presents	present	VERB
alkej-935	142	7	an	an	DET
alkej-935	142	8	overview	overview	NOUN
alkej-935	142	9	of	of	ADP
alkej-935	142	10	the	the	DET
alkej-935	142	11	primary	primary	ADJ
alkej-935	142	12	phases	phase	NOUN
alkej-935	142	13	used	use	VERB
alkej-935	142	14	in	in	ADP
alkej-935	142	15	this	this	DET
alkej-935	142	16	investigation	investigation	NOUN
alkej-935	142	17	.	.	PUNCT
alkej-935	143	1	the	the	DET
alkej-935	143	2	academic	academic	ADJ
alkej-935	143	3	process	process	NOUN
alkej-935	143	4	began	begin	VERB
alkej-935	143	5	with	with	ADP
alkej-935	143	6	the	the	DET
alkej-935	143	7	acquisition	acquisition	NOUN
alkej-935	143	8	of	of	ADP
alkej-935	143	9	cxr	cxr	NOUN
alkej-935	143	10	pictures	picture	NOUN
alkej-935	143	11	,	,	PUNCT
alkej-935	143	12	followed	follow	VERB
alkej-935	143	13	by	by	ADP
alkej-935	143	14	a	a	DET
alkej-935	143	15	preprocessing	preprocessing	NOUN
alkej-935	143	16	step	step	NOUN
alkej-935	143	17	.	.	PUNCT
alkej-935	144	1	subsequently	subsequently	ADV
alkej-935	144	2	,	,	PUNCT
alkej-935	144	3	cnns	cnns	PROPN
alkej-935	144	4	were	be	AUX
alkej-935	144	5	used	use	VERB
alkej-935	144	6	to	to	PART
alkej-935	144	7	analyse	analyse	VERB
alkej-935	144	8	the	the	DET
alkej-935	144	9	images	image	NOUN
alkej-935	144	10	.	.	PUNCT
alkej-935	145	1	finally	finally	ADV
alkej-935	145	2	,	,	PUNCT
alkej-935	145	3	the	the	DET
alkej-935	145	4	classification	classification	NOUN
alkej-935	145	5	stage	stage	NOUN
alkej-935	145	6	was	be	AUX
alkej-935	145	7	executed	execute	VERB
alkej-935	145	8	to	to	PART
alkej-935	145	9	categorise	categorise	VERB
alkej-935	145	10	the	the	DET
alkej-935	145	11	x	x	NOUN
alkej-935	145	12	-	-	NOUN
alkej-935	145	13	ray	ray	NOUN
alkej-935	145	14	findings	finding	NOUN
alkej-935	145	15	.	.	PUNCT
alkej-935	146	1	fig	fig	NOUN
alkej-935	146	2	.	.	PUNCT
alkej-935	147	1	1	1	X
alkej-935	147	2	.	.	X
alkej-935	147	3	work	work	NOUN
alkej-935	147	4	block	block	PROPN
alkej-935	147	5	diagram	diagram	PROPN
alkej-935	147	6	3.1	3.1	NUM
alkej-935	147	7	.	.	PUNCT
alkej-935	148	1	dataset	dataset	VERB
alkej-935	148	2	this	this	DET
alkej-935	148	3	study	study	NOUN
alkej-935	148	4	aimed	aim	VERB
alkej-935	148	5	to	to	PART
alkej-935	148	6	create	create	VERB
alkej-935	148	7	a	a	DET
alkej-935	148	8	new	new	ADJ
alkej-935	148	9	huge	huge	ADJ
alkej-935	148	10	dataset	dataset	NOUN
alkej-935	148	11	on	on	ADP
alkej-935	148	12	the	the	DET
alkej-935	148	13	coronavirus	coronavirus	NOUN
alkej-935	148	14	family	family	NOUN
alkej-935	148	15	by	by	ADP
alkej-935	148	16	combining	combine	VERB
alkej-935	148	17	different	different	ADJ
alkej-935	148	18	cxr	cxr	NOUN
alkej-935	148	19	datasets	dataset	NOUN
alkej-935	148	20	that	that	PRON
alkej-935	148	21	are	be	AUX
alkej-935	148	22	freely	freely	ADV
alkej-935	148	23	accessible	accessible	ADJ
alkej-935	148	24	to	to	ADP
alkej-935	148	25	the	the	DET
alkej-935	148	26	public	public	NOUN
alkej-935	148	27	.	.	PUNCT
alkej-935	149	1	three	three	NUM
alkej-935	149	2	categories	category	NOUN
alkej-935	149	3	make	make	VERB
alkej-935	149	4	up	up	ADP
alkej-935	149	5	the	the	DET
alkej-935	149	6	combined	combine	VERB
alkej-935	149	7	dataset	dataset	NOUN
alkej-935	149	8	.	.	PUNCT
alkej-935	150	1	these	these	DET
alkej-935	150	2	categories	category	NOUN
alkej-935	150	3	include	include	VERB
alkej-935	150	4	lung	lung	NOUN
alkej-935	150	5	masks	mask	NOUN
alkej-935	150	6	and	and	CCONJ
alkej-935	150	7	the	the	DET
alkej-935	150	8	x	x	NOUN
alkej-935	150	9	-	-	NOUN
alkej-935	150	10	ray	ray	NOUN
alkej-935	150	11	dataset	dataset	NOUN
alkej-935	150	12	(	(	PUNCT
alkej-935	150	13	covqu	covqu	PROPN
alkej-935	150	14	)	)	PUNCT
alkej-935	150	15	,	,	PUNCT
alkej-935	150	16	which	which	PRON
alkej-935	150	17	is	be	AUX
alkej-935	150	18	the	the	DET
alkej-935	150	19	largest	large	ADJ
alkej-935	150	20	freely	freely	ADV
alkej-935	150	21	available	available	ADJ
alkej-935	150	22	covid	covid	PROPN
alkej-935	150	23	positive	positive	ADJ
alkej-935	150	24	database	database	NOUN
alkej-935	150	25	.	.	PUNCT
alkej-935	151	1	this	this	DET
alkej-935	151	2	study	study	NOUN
alkej-935	151	3	included	include	VERB
alkej-935	151	4	18,479	18,479	NUM
alkej-935	151	5	cxr	cxr	NOUN
alkej-935	151	6	pictures	picture	NOUN
alkej-935	151	7	,	,	PUNCT
alkej-935	151	8	amongst	amongst	ADP
alkej-935	151	9	which	which	PRON
alkej-935	151	10	8851	8851	NUM
alkej-935	151	11	were	be	AUX
alkej-935	151	12	normal	normal	ADJ
alkej-935	151	13	,	,	PUNCT
alkej-935	151	14	6012	6012	NUM
alkej-935	151	15	were	be	AUX
alkej-935	151	16	non	non	ADJ
alkej-935	151	17	-	-	ADJ
alkej-935	151	18	covid	covid	ADJ
alkej-935	151	19	lung	lung	NOUN
alkej-935	151	20	infections	infection	NOUN
alkej-935	151	21	,	,	PUNCT
alkej-935	151	22	and	and	CCONJ
alkej-935	151	23	3616	3616	NUM
alkej-935	151	24	were	be	AUX
alkej-935	151	25	covid-19	covid-19	PROPN
alkej-935	151	26	cxr	cxr	NOUN
alkej-935	151	27	images	image	NOUN
alkej-935	151	28	,	,	PUNCT
alkej-935	151	29	together	together	ADV
alkej-935	151	30	with	with	ADP
alkej-935	151	31	their	their	PRON
alkej-935	151	32	accompanying	accompanying	ADJ
alkej-935	151	33	ground	ground	NOUN
alkej-935	151	34	-	-	PUNCT
alkej-935	151	35	truth	truth	NOUN
alkej-935	151	36	lung	lung	NOUN
alkej-935	151	37	masks	mask	NOUN
alkej-935	151	38	(	(	PUNCT
alkej-935	151	39	figure	figure	NOUN
alkej-935	151	40	2	2	NUM
alkej-935	151	41	)	)	PUNCT
alkej-935	151	42	.	.	PUNCT
alkej-935	152	1	fig	fig	NOUN
alkej-935	152	2	.	.	PUNCT
alkej-935	153	1	2	2	X
alkej-935	153	2	.	.	X
alkej-935	153	3	chest	chest	NOUN
alkej-935	153	4	x	x	NOUN
alkej-935	153	5	-	-	NOUN
alkej-935	153	6	ray	ray	NOUN
alkej-935	153	7	images	image	NOUN
alkej-935	153	8	.	.	PUNCT
alkej-935	154	1	chest	chest	NOUN
alkej-935	154	2	x	x	NOUN
alkej-935	154	3	-	-	NOUN
alkej-935	154	4	ray	ray	NOUN
alkej-935	154	5	images	image	NOUN
alkej-935	154	6	preprocessing	preprocesse	VERB
alkej-935	154	7	•	•	NOUN
alkej-935	154	8	resizing	resizing	NOUN
alkej-935	154	9	of	of	ADP
alkej-935	154	10	data	datum	NOUN
alkej-935	154	11	and	and	CCONJ
alkej-935	154	12	converting	convert	VERB
alkej-935	154	13	its	its	PRON
alkej-935	154	14	to	to	ADP
alkej-935	154	15	rgb	rgb	PROPN
alkej-935	154	16	images	image	NOUN
alkej-935	154	17	.	.	PUNCT
alkej-935	155	1	convolutional	convolutional	ADJ
alkej-935	155	2	neural	neural	ADJ
alkej-935	155	3	networks	network	NOUN
alkej-935	155	4	(	(	PUNCT
alkej-935	155	5	cnns	cnns	PROPN
alkej-935	155	6	)	)	PUNCT
alkej-935	155	7	•mobilenetv2	•mobilenetv2	PROPN
alkej-935	155	8	smartphone	smartphone	NOUN
alkej-935	155	9	application	application	NOUN
alkej-935	155	10	noor	noor	PROPN
alkej-935	155	11	kamal	kamal	PROPN
alkej-935	155	12	al	al	PROPN
alkej-935	155	13	-	-	PUNCT
alkej-935	155	14	qazzaz	qazzaz	PROPN
alkej-935	155	15	al	al	PROPN
alkej-935	155	16	-	-	PUNCT
alkej-935	155	17	khwarizmi	khwarizmi	PROPN
alkej-935	155	18	engineering	engineering	NOUN
alkej-935	155	19	journal	journal	PROPN
alkej-935	155	20	,	,	PUNCT
alkej-935	155	21	vol	vol	NOUN
alkej-935	155	22	.	.	PROPN
alkej-935	155	23	21	21	NUM
alkej-935	155	24	,	,	PUNCT
alkej-935	155	25	no.1	no.1	NUM
alkej-935	155	26	,	,	PUNCT
alkej-935	155	27	pp	pp	ADJ
alkej-935	155	28	.	.	PUNCT
alkej-935	155	29	1327	1327	NUM
alkej-935	155	30	(	(	PUNCT
alkej-935	155	31	2025	2025	NUM
alkej-935	155	32	)	)	PUNCT
alkej-935	155	33	18	18	NUM
alkej-935	155	34	3.2	3.2	NUM
alkej-935	155	35	.	.	PUNCT
alkej-935	156	1	preprocessing	preprocesse	VERB
alkej-935	156	2	preprocessing	preprocesse	VERB
alkej-935	156	3	x	x	NOUN
alkej-935	156	4	-	-	NOUN
alkej-935	156	5	ray	ray	NOUN
alkej-935	156	6	data	data	NOUN
alkej-935	156	7	is	be	AUX
alkej-935	156	8	an	an	DET
alkej-935	156	9	important	important	ADJ
alkej-935	156	10	step	step	NOUN
alkej-935	156	11	in	in	ADP
alkej-935	156	12	preparing	prepare	VERB
alkej-935	156	13	the	the	DET
alkej-935	156	14	data	datum	NOUN
alkej-935	156	15	for	for	ADP
alkej-935	156	16	use	use	NOUN
alkej-935	156	17	in	in	ADP
alkej-935	156	18	neural	neural	ADJ
alkej-935	156	19	network	network	NOUN
alkej-935	156	20	models	model	NOUN
alkej-935	156	21	,	,	PUNCT
alkej-935	156	22	such	such	ADJ
alkej-935	156	23	as	as	ADP
alkej-935	156	24	mobilenetv2	mobilenetv2	PROPN
alkej-935	156	25	.	.	PUNCT
alkej-935	157	1	one	one	NUM
alkej-935	157	2	possible	possible	ADJ
alkej-935	157	3	preprocessing	preprocessing	NOUN
alkej-935	157	4	technique	technique	NOUN
alkej-935	157	5	that	that	PRON
alkej-935	157	6	has	have	AUX
alkej-935	157	7	been	be	AUX
alkej-935	157	8	used	use	VERB
alkej-935	157	9	in	in	ADP
alkej-935	157	10	some	some	DET
alkej-935	157	11	studies	study	NOUN
alkej-935	157	12	is	be	AUX
alkej-935	157	13	resizing	resize	VERB
alkej-935	157	14	the	the	DET
alkej-935	157	15	x	x	ADJ
alkej-935	157	16	-	-	NOUN
alkej-935	157	17	ray	ray	NOUN
alkej-935	157	18	images	image	NOUN
alkej-935	157	19	to	to	ADP
alkej-935	157	20	rgb	rgb	PROPN
alkej-935	157	21	images	image	NOUN
alkej-935	157	22	so	so	SCONJ
alkej-935	157	23	that	that	SCONJ
alkej-935	157	24	they	they	PRON
alkej-935	157	25	can	can	AUX
alkej-935	157	26	be	be	AUX
alkej-935	157	27	used	use	VERB
alkej-935	157	28	in	in	ADP
alkej-935	157	29	mobilenetv2	mobilenetv2	PROPN
alkej-935	157	30	.	.	PUNCT
alkej-935	158	1	this	this	DET
alkej-935	158	2	neural	neural	ADJ
alkej-935	158	3	network	network	NOUN
alkej-935	158	4	architecture	architecture	NOUN
alkej-935	158	5	is	be	AUX
alkej-935	158	6	designed	design	VERB
alkej-935	158	7	to	to	PART
alkej-935	158	8	work	work	VERB
alkej-935	158	9	with	with	ADP
alkej-935	158	10	rgb	rgb	PROPN
alkej-935	158	11	images	image	NOUN
alkej-935	158	12	.	.	PUNCT
alkej-935	159	1	the	the	DET
alkej-935	159	2	x	x	NOUN
alkej-935	159	3	-	-	NOUN
alkej-935	159	4	ray	ray	ADJ
alkej-935	159	5	pictures	picture	NOUN
alkej-935	159	6	were	be	AUX
alkej-935	159	7	initially	initially	ADV
alkej-935	159	8	greyscale	greyscale	ADJ
alkej-935	159	9	.	.	PUNCT
alkej-935	160	1	to	to	PART
alkej-935	160	2	obtain	obtain	VERB
alkej-935	160	3	the	the	DET
alkej-935	160	4	rgb	rgb	PROPN
alkej-935	160	5	input	input	NOUN
alkej-935	160	6	,	,	PUNCT
alkej-935	160	7	the	the	DET
alkej-935	160	8	greyscale	greyscale	ADJ
alkej-935	160	9	values	value	NOUN
alkej-935	160	10	were	be	AUX
alkej-935	160	11	copied	copy	VERB
alkej-935	160	12	three	three	NUM
alkej-935	160	13	times	time	NOUN
alkej-935	160	14	for	for	ADP
alkej-935	160	15	the	the	DET
alkej-935	160	16	red	red	ADJ
alkej-935	160	17	,	,	PUNCT
alkej-935	160	18	green	green	ADJ
alkej-935	160	19	,	,	PUNCT
alkej-935	160	20	and	and	CCONJ
alkej-935	160	21	blue	blue	ADJ
alkej-935	160	22	channels	channel	NOUN
alkej-935	160	23	.	.	PUNCT
alkej-935	161	1	the	the	DET
alkej-935	161	2	outcome	outcome	NOUN
alkej-935	161	3	was	be	AUX
alkej-935	161	4	an	an	DET
alkej-935	161	5	rgb	rgb	PROPN
alkej-935	161	6	image	image	NOUN
alkej-935	161	7	where	where	SCONJ
alkej-935	161	8	all	all	DET
alkej-935	161	9	the	the	DET
alkej-935	161	10	three	three	NUM
alkej-935	161	11	bands	band	NOUN
alkej-935	161	12	had	have	VERB
alkej-935	161	13	the	the	DET
alkej-935	161	14	same	same	ADJ
alkej-935	161	15	values	value	NOUN
alkej-935	161	16	,	,	PUNCT
alkej-935	161	17	so	so	SCONJ
alkej-935	161	18	the	the	DET
alkej-935	161	19	integrity	integrity	NOUN
alkej-935	161	20	of	of	ADP
alkej-935	161	21	the	the	DET
alkej-935	161	22	intensity	intensity	NOUN
alkej-935	161	23	was	be	AUX
alkej-935	161	24	maintained	maintain	VERB
alkej-935	161	25	with	with	ADP
alkej-935	161	26	an	an	DET
alkej-935	161	27	addition	addition	NOUN
alkej-935	161	28	of	of	ADP
alkej-935	161	29	image	image	NOUN
alkej-935	161	30	format	format	NOUN
alkej-935	161	31	into	into	ADP
alkej-935	161	32	rgb	rgb	PROPN
alkej-935	161	33	format	format	NOUN
alkej-935	161	34	after	after	ADP
alkej-935	161	35	converting	convert	VERB
alkej-935	161	36	the	the	DET
alkej-935	161	37	images	image	NOUN
alkej-935	161	38	into	into	ADP
alkej-935	161	39	rgb	rgb	PROPN
alkej-935	161	40	format	format	NOUN
alkej-935	161	41	,	,	PUNCT
alkej-935	161	42	the	the	DET
alkej-935	161	43	quantitative	quantitative	ADJ
alkej-935	161	44	value	value	NOUN
alkej-935	161	45	of	of	ADP
alkej-935	161	46	images	image	NOUN
alkej-935	161	47	of	of	ADP
alkej-935	161	48	different	different	ADJ
alkej-935	161	49	sizes	size	NOUN
alkej-935	161	50	were	be	AUX
alkej-935	161	51	interpolated	interpolate	VERB
alkej-935	161	52	into	into	ADP
alkej-935	161	53	224×224	224×224	NUM
alkej-935	161	54	pixels	pixel	NOUN
alkej-935	161	55	by	by	ADP
alkej-935	161	56	using	use	VERB
alkej-935	161	57	bilinear	bilinear	NOUN
alkej-935	161	58	technique	technique	NOUN
alkej-935	161	59	.	.	PUNCT
alkej-935	162	1	this	this	DET
alkej-935	162	2	step	step	NOUN
alkej-935	162	3	ensured	ensure	VERB
alkej-935	162	4	that	that	SCONJ
alkej-935	162	5	the	the	DET
alkej-935	162	6	dimensions	dimension	NOUN
alkej-935	162	7	of	of	ADP
alkej-935	162	8	the	the	DET
alkej-935	162	9	images	image	NOUN
alkej-935	162	10	,	,	PUNCT
alkej-935	162	11	or	or	CCONJ
alkej-935	162	12	at	at	ADP
alkej-935	162	13	least	least	ADJ
alkej-935	162	14	their	their	PRON
alkej-935	162	15	aspect	aspect	NOUN
alkej-935	162	16	ratios	ratio	NOUN
alkej-935	162	17	,	,	PUNCT
alkej-935	162	18	remained	remain	VERB
alkej-935	162	19	intact	intact	ADJ
alkej-935	162	20	to	to	PART
alkej-935	162	21	reduce	reduce	VERB
alkej-935	162	22	the	the	DET
alkej-935	162	23	chances	chance	NOUN
alkej-935	162	24	of	of	ADP
alkej-935	162	25	the	the	DET
alkej-935	162	26	model	model	NOUN
alkej-935	162	27	receiving	receive	VERB
alkej-935	162	28	images	image	NOUN
alkej-935	162	29	of	of	ADP
alkej-935	162	30	an	an	DET
alkej-935	162	31	undesired	undesired	ADJ
alkej-935	162	32	size	size	NOUN
alkej-935	162	33	.	.	PUNCT
alkej-935	163	1	it	it	PRON
alkej-935	163	2	also	also	ADV
alkej-935	163	3	retained	retain	VERB
alkej-935	163	4	the	the	DET
alkej-935	163	5	images	image	NOUN
alkej-935	163	6	qualifying	qualify	VERB
alkej-935	163	7	for	for	ADP
alkej-935	163	8	the	the	DET
alkej-935	163	9	mobilenetv2	mobilenetv2	PROPN
alkej-935	163	10	model	model	PROPN
alkej-935	163	11	’s	’s	PART
alkej-935	163	12	input	input	NOUN
alkej-935	163	13	size	size	NOUN
alkej-935	163	14	.	.	PUNCT
alkej-935	164	1	the	the	DET
alkej-935	164	2	data	datum	NOUN
alkej-935	164	3	were	be	AUX
alkej-935	164	4	divided	divide	VERB
alkej-935	164	5	into	into	ADP
alkej-935	164	6	training	training	NOUN
alkej-935	164	7	/	/	SYM
alkej-935	164	8	validation	validation	NOUN
alkej-935	164	9	and	and	CCONJ
alkej-935	164	10	testing	testing	NOUN
alkej-935	164	11	sets	set	NOUN
alkej-935	164	12	at	at	ADP
alkej-935	164	13	a	a	DET
alkej-935	164	14	ratio	ratio	NOUN
alkej-935	164	15	of	of	ADP
alkej-935	164	16	70:30	70:30	NUM
alkej-935	164	17	.	.	PUNCT
alkej-935	165	1	the	the	DET
alkej-935	165	2	training	training	NOUN
alkej-935	165	3	/	/	SYM
alkej-935	165	4	validation	validation	NOUN
alkej-935	165	5	set	set	NOUN
alkej-935	165	6	was	be	AUX
alkej-935	165	7	divided	divide	VERB
alkej-935	165	8	into	into	ADP
alkej-935	165	9	training	training	NOUN
alkej-935	165	10	and	and	CCONJ
alkej-935	165	11	validation	validation	NOUN
alkej-935	165	12	sets	set	NOUN
alkej-935	165	13	at	at	ADP
alkej-935	165	14	a	a	DET
alkej-935	165	15	ratio	ratio	NOUN
alkej-935	165	16	of	of	ADP
alkej-935	165	17	70:30	70:30	NUM
alkej-935	165	18	.	.	PUNCT
alkej-935	166	1	the	the	DET
alkej-935	166	2	models	model	NOUN
alkej-935	166	3	were	be	AUX
alkej-935	166	4	built	build	VERB
alkej-935	166	5	by	by	ADP
alkej-935	166	6	the	the	DET
alkej-935	166	7	training	training	NOUN
alkej-935	166	8	set	set	NOUN
alkej-935	166	9	and	and	CCONJ
alkej-935	166	10	assessed	assess	VERB
alkej-935	166	11	with	with	ADP
alkej-935	166	12	the	the	DET
alkej-935	166	13	validation	validation	NOUN
alkej-935	166	14	set	set	VERB
alkej-935	166	15	to	to	PART
alkej-935	166	16	measure	measure	VERB
alkej-935	166	17	the	the	DET
alkej-935	166	18	performances	performance	NOUN
alkej-935	166	19	of	of	ADP
alkej-935	166	20	the	the	DET
alkej-935	166	21	models	model	NOUN
alkej-935	166	22	in	in	ADP
alkej-935	166	23	terms	term	NOUN
alkej-935	166	24	of	of	ADP
alkej-935	166	25	accuracy	accuracy	NOUN
alkej-935	166	26	and	and	CCONJ
alkej-935	166	27	then	then	ADV
alkej-935	166	28	tested	test	VERB
alkej-935	166	29	by	by	ADP
alkej-935	166	30	the	the	DET
alkej-935	166	31	testing	testing	NOUN
alkej-935	166	32	set	set	VERB
alkej-935	166	33	to	to	PART
alkej-935	166	34	measure	measure	VERB
alkej-935	166	35	again	again	ADV
alkej-935	166	36	and	and	CCONJ
alkej-935	166	37	confirm	confirm	VERB
alkej-935	166	38	the	the	DET
alkej-935	166	39	accuracy	accuracy	NOUN
alkej-935	166	40	.	.	PUNCT
alkej-935	167	1	3.3	3.3	NUM
alkej-935	167	2	.	.	PUNCT
alkej-935	168	1	mobilenet	mobilenet	NOUN
alkej-935	168	2	-	-	PUNCT
alkej-935	168	3	v2	v2	NOUN
alkej-935	168	4	mobilenetv2	mobilenetv2	NOUN
alkej-935	168	5	is	be	AUX
alkej-935	168	6	a	a	DET
alkej-935	168	7	mobile	mobile	NOUN
alkej-935	168	8	-	-	PUNCT
alkej-935	168	9	oriented	orient	VERB
alkej-935	168	10	architecture	architecture	NOUN
alkej-935	168	11	exhibiting	exhibit	VERB
alkej-935	168	12	reduced	reduce	VERB
alkej-935	168	13	complexity	complexity	NOUN
alkej-935	168	14	and	and	CCONJ
alkej-935	168	15	size	size	NOUN
alkej-935	168	16	owing	owe	VERB
alkej-935	168	17	to	to	ADP
alkej-935	168	18	its	its	PRON
alkej-935	168	19	utilisation	utilisation	NOUN
alkej-935	168	20	of	of	ADP
alkej-935	168	21	depth	depth	NOUN
alkej-935	168	22	-	-	PUNCT
alkej-935	168	23	wise	wise	ADJ
alkej-935	168	24	separable	separable	ADJ
alkej-935	168	25	convolution	convolution	NOUN
alkej-935	168	26	.	.	PUNCT
alkej-935	169	1	this	this	DET
alkej-935	169	2	design	design	NOUN
alkej-935	169	3	choice	choice	NOUN
alkej-935	169	4	renders	render	VERB
alkej-935	169	5	it	it	PRON
alkej-935	169	6	well	well	ADV
alkej-935	169	7	-	-	PUNCT
alkej-935	169	8	suited	suit	VERB
alkej-935	169	9	for	for	ADP
alkej-935	169	10	execution	execution	NOUN
alkej-935	169	11	on	on	ADP
alkej-935	169	12	devices	device	NOUN
alkej-935	169	13	possessing	possess	VERB
alkej-935	169	14	limited	limited	ADJ
alkej-935	169	15	processing	processing	NOUN
alkej-935	169	16	capabilities	capability	NOUN
alkej-935	169	17	.	.	PUNCT
alkej-935	170	1	the	the	DET
alkej-935	170	2	mobilenetv2	mobilenetv2	PROPN
alkej-935	170	3	architecture	architecture	NOUN
alkej-935	170	4	extended	extend	VERB
alkej-935	170	5	the	the	DET
alkej-935	170	6	feature	feature	NOUN
alkej-935	170	7	-	-	PUNCT
alkej-935	170	8	extraction	extraction	NOUN
alkej-935	170	9	capabilities	capability	NOUN
alkej-935	170	10	and	and	CCONJ
alkej-935	170	11	incorporated	incorporate	VERB
alkej-935	170	12	a	a	DET
alkej-935	170	13	novel	novel	ADJ
alkej-935	170	14	inverted	invert	VERB
alkej-935	170	15	residual	residual	ADJ
alkej-935	170	16	structure	structure	NOUN
alkej-935	170	17	.	.	PUNCT
alkej-935	171	1	the	the	DET
alkej-935	171	2	model	model	NOUN
alkej-935	171	3	architecture	architecture	NOUN
alkej-935	171	4	comprises	comprise	VERB
alkej-935	171	5	a	a	DET
alkej-935	171	6	convolutional	convolutional	ADJ
alkej-935	171	7	layer	layer	NOUN
alkej-935	171	8	followed	follow	VERB
alkej-935	171	9	by	by	ADP
alkej-935	171	10	a	a	DET
alkej-935	171	11	succession	succession	NOUN
alkej-935	171	12	of	of	ADP
alkej-935	171	13	residual	residual	ADJ
alkej-935	171	14	bottleneck	bottleneck	NOUN
alkej-935	171	15	layers	layer	NOUN
alkej-935	171	16	.	.	PUNCT
alkej-935	172	1	the	the	DET
alkej-935	172	2	kernel	kernel	NOUN
alkej-935	172	3	size	size	NOUN
alkej-935	172	4	for	for	ADP
alkej-935	172	5	all	all	DET
alkej-935	172	6	spatial	spatial	ADJ
alkej-935	172	7	convolution	convolution	NOUN
alkej-935	172	8	operations	operation	NOUN
alkej-935	172	9	is	be	AUX
alkej-935	172	10	determined	determine	VERB
alkej-935	172	11	while	while	SCONJ
alkej-935	172	12	utilising	utilise	VERB
alkej-935	172	13	relu6	relu6	PROPN
alkej-935	172	14	as	as	ADP
alkej-935	172	15	the	the	DET
alkej-935	172	16	non	non	ADJ
alkej-935	172	17	-	-	ADJ
alkej-935	172	18	linearity	linearity	ADJ
alkej-935	172	19	function	function	NOUN
alkej-935	172	20	,	,	PUNCT
alkej-935	172	21	in	in	ADP
alkej-935	172	22	conjunction	conjunction	NOUN
alkej-935	172	23	with	with	ADP
alkej-935	172	24	batch	batch	NOUN
alkej-935	172	25	normalisation	normalisation	NOUN
alkej-935	172	26	and	and	CCONJ
alkej-935	172	27	dropout	dropout	NOUN
alkej-935	172	28	techniques	technique	NOUN
alkej-935	172	29	during	during	ADP
alkej-935	172	30	the	the	DET
alkej-935	172	31	training	training	NOUN
alkej-935	172	32	phase	phase	NOUN
alkej-935	172	33	.	.	PUNCT
alkej-935	173	1	the	the	DET
alkej-935	173	2	bottleneck	bottleneck	NOUN
alkej-935	173	3	block	block	NOUN
alkej-935	173	4	has	have	VERB
alkej-935	173	5	three	three	NUM
alkej-935	173	6	layers	layer	NOUN
alkej-935	173	7	:	:	PUNCT
alkej-935	173	8	an	an	DET
alkej-935	173	9	initial	initial	ADJ
alkej-935	173	10	(	(	PUNCT
alkej-935	173	11	1	1	NUM
alkej-935	173	12	×	×	NOUN
alkej-935	173	13	1	1	NUM
alkej-935	173	14	)	)	PUNCT
alkej-935	173	15	convolutional	convolutional	ADJ
alkej-935	173	16	layer	layer	NOUN
alkej-935	173	17	,	,	PUNCT
alkej-935	173	18	a	a	DET
alkej-935	173	19	subsequent	subsequent	ADJ
alkej-935	173	20	(	(	PUNCT
alkej-935	173	21	3	3	NUM
alkej-935	173	22	×	×	NOUN
alkej-935	173	23	3	3	NUM
alkej-935	173	24	)	)	PUNCT
alkej-935	173	25	depth	depth	NOUN
alkej-935	173	26	-	-	PUNCT
alkej-935	173	27	wise	wise	ADJ
alkej-935	173	28	convolution	convolution	NOUN
alkej-935	173	29	layer	layer	NOUN
alkej-935	173	30	stated	state	VERB
alkej-935	173	31	above	above	ADV
alkej-935	173	32	,	,	PUNCT
alkej-935	173	33	and	and	CCONJ
alkej-935	173	34	a	a	DET
alkej-935	173	35	final	final	ADJ
alkej-935	173	36	(	(	PUNCT
alkej-935	173	37	1	1	NUM
alkej-935	173	38	×	×	NOUN
alkej-935	173	39	1	1	NUM
alkej-935	173	40	)	)	PUNCT
alkej-935	173	41	convolutional	convolutional	ADJ
alkej-935	173	42	layer	layer	NOUN
alkej-935	173	43	without	without	ADP
alkej-935	173	44	relu6	relu6	PROPN
alkej-935	173	45	activation	activation	NOUN
alkej-935	173	46	[	[	X
alkej-935	173	47	27	27	NUM
alkej-935	173	48	]	]	PUNCT
alkej-935	173	49	.	.	PUNCT
alkej-935	174	1	the	the	DET
alkej-935	174	2	mobilenetv2	mobilenetv2	PROPN
alkej-935	174	3	model	model	NOUN
alkej-935	174	4	is	be	AUX
alkej-935	174	5	currently	currently	ADV
alkej-935	174	6	widely	widely	ADV
alkej-935	174	7	utilised	utilise	VERB
alkej-935	174	8	because	because	SCONJ
alkej-935	174	9	of	of	ADP
alkej-935	174	10	its	its	PRON
alkej-935	174	11	exceptional	exceptional	ADJ
alkej-935	174	12	ability	ability	NOUN
alkej-935	174	13	to	to	PART
alkej-935	174	14	extract	extract	VERB
alkej-935	174	15	features	feature	NOUN
alkej-935	174	16	and	and	CCONJ
alkej-935	174	17	its	its	PRON
alkej-935	174	18	compact	compact	ADJ
alkej-935	174	19	size	size	NOUN
alkej-935	174	20	[	[	X
alkej-935	174	21	37	37	NUM
alkej-935	174	22	]	]	PUNCT
alkej-935	174	23	.	.	PUNCT
alkej-935	175	1	the	the	DET
alkej-935	175	2	mobilenet	mobilenet	NOUN
alkej-935	175	3	-	-	PUNCT
alkej-935	175	4	v2	v2	NOUN
alkej-935	175	5	model	model	NOUN
alkej-935	175	6	is	be	AUX
alkej-935	175	7	a	a	DET
alkej-935	175	8	pre	pre	ADJ
alkej-935	175	9	-	-	ADJ
alkej-935	175	10	trained	train	VERB
alkej-935	175	11	model	model	NOUN
alkej-935	175	12	that	that	PRON
alkej-935	175	13	has	have	AUX
alkej-935	175	14	been	be	AUX
alkej-935	175	15	developed	develop	VERB
alkej-935	175	16	specifically	specifically	ADV
alkej-935	175	17	for	for	ADP
alkej-935	175	18	the	the	DET
alkej-935	175	19	purpose	purpose	NOUN
alkej-935	175	20	of	of	ADP
alkej-935	175	21	picture	picture	NOUN
alkej-935	175	22	categorisation	categorisation	NOUN
alkej-935	175	23	,	,	PUNCT
alkej-935	175	24	as	as	SCONJ
alkej-935	175	25	shown	show	VERB
alkej-935	175	26	in	in	ADP
alkej-935	175	27	figure	figure	NOUN
alkej-935	175	28	3	3	NUM
alkej-935	175	29	.	.	PUNCT
alkej-935	176	1	pre	pre	ADJ
alkej-935	176	2	-	-	ADJ
alkej-935	176	3	trained	train	VERB
alkej-935	176	4	models	model	NOUN
alkej-935	176	5	refer	refer	VERB
alkej-935	176	6	to	to	ADP
alkej-935	176	7	deep	deep	ADJ
alkej-935	176	8	neural	neural	ADJ
alkej-935	176	9	networks	network	NOUN
alkej-935	176	10	that	that	PRON
alkej-935	176	11	have	have	AUX
alkej-935	176	12	undergone	undergo	VERB
alkej-935	176	13	training	training	NOUN
alkej-935	176	14	using	use	VERB
alkej-935	176	15	a	a	DET
alkej-935	176	16	substantial	substantial	ADJ
alkej-935	176	17	dataset	dataset	NOUN
alkej-935	176	18	of	of	ADP
alkej-935	176	19	images	image	NOUN
alkej-935	176	20	.	.	PUNCT
alkej-935	177	1	by	by	ADP
alkej-935	177	2	utilising	utilise	VERB
alkej-935	177	3	pre	pre	ADJ
alkej-935	177	4	-	-	ADJ
alkej-935	177	5	trained	train	VERB
alkej-935	177	6	models	model	NOUN
alkej-935	177	7	,	,	PUNCT
alkej-935	177	8	developers	developer	NOUN
alkej-935	177	9	are	be	AUX
alkej-935	177	10	able	able	ADJ
alkej-935	177	11	to	to	PART
alkej-935	177	12	avoid	avoid	VERB
alkej-935	177	13	the	the	DET
alkej-935	177	14	necessity	necessity	NOUN
alkej-935	177	15	for	for	ADP
alkej-935	177	16	constructing	construct	VERB
alkej-935	177	17	and	and	CCONJ
alkej-935	177	18	training	train	VERB
alkej-935	177	19	neural	neural	ADJ
alkej-935	177	20	networks	network	NOUN
alkej-935	177	21	from	from	ADP
alkej-935	177	22	the	the	DET
alkej-935	177	23	ground	ground	NOUN
alkej-935	177	24	up	up	ADP
alkej-935	177	25	,	,	PUNCT
alkej-935	177	26	resulting	result	VERB
alkej-935	177	27	in	in	ADP
alkej-935	177	28	time	time	NOUN
alkej-935	177	29	savings	saving	NOUN
alkej-935	177	30	throughout	throughout	ADP
alkej-935	177	31	the	the	DET
alkej-935	177	32	development	development	NOUN
alkej-935	177	33	process	process	NOUN
alkej-935	177	34	.	.	PUNCT
alkej-935	178	1	fig	fig	NOUN
alkej-935	178	2	.	.	PUNCT
alkej-935	179	1	3	3	X
alkej-935	179	2	.	.	X
alkej-935	179	3	mobilenetv2	mobilenetv2	PROPN
alkej-935	179	4	architecture	architecture	NOUN
alkej-935	179	5	mobilenetv2	mobilenetv2	PROPN
alkej-935	179	6	expects	expect	VERB
alkej-935	179	7	images	image	NOUN
alkej-935	179	8	of	of	ADP
alkej-935	179	9	224	224	NUM
alkej-935	179	10	×	×	NOUN
alkej-935	179	11	224	224	NUM
alkej-935	179	12	pixels	pixel	NOUN
alkej-935	179	13	with	with	ADP
alkej-935	179	14	three	three	NUM
alkej-935	179	15	colour	colour	ADJ
alkej-935	179	16	channels	channel	NOUN
alkej-935	179	17	.	.	PUNCT
alkej-935	180	1	in	in	ADP
alkej-935	180	2	other	other	ADJ
alkej-935	180	3	words	word	NOUN
alkej-935	180	4	,	,	PUNCT
alkej-935	180	5	it	it	PRON
alkej-935	180	6	expects	expect	VERB
alkej-935	180	7	an	an	DET
alkej-935	180	8	input	input	NOUN
alkej-935	180	9	of	of	ADP
alkej-935	180	10	shape	shape	NOUN
alkej-935	180	11	(	(	PUNCT
alkej-935	180	12	224	224	NUM
alkej-935	180	13	,	,	PUNCT
alkej-935	180	14	224	224	NUM
alkej-935	180	15	,	,	PUNCT
alkej-935	180	16	3	3	NUM
alkej-935	180	17	)	)	PUNCT
alkej-935	180	18	.	.	PUNCT
alkej-935	181	1	you	you	PRON
alkej-935	181	2	can	can	AUX
alkej-935	181	3	pass	pass	VERB
alkej-935	181	4	multiple	multiple	ADJ
alkej-935	181	5	images	image	NOUN
alkej-935	181	6	at	at	ADP
alkej-935	181	7	once	once	ADV
alkej-935	181	8	to	to	ADP
alkej-935	181	9	the	the	DET
alkej-935	181	10	model	model	NOUN
alkej-935	181	11	.	.	PUNCT
alkej-935	182	1	this	this	PRON
alkej-935	182	2	means	mean	VERB
alkej-935	182	3	that	that	SCONJ
alkej-935	182	4	the	the	DET
alkej-935	182	5	input	input	NOUN
alkej-935	182	6	should	should	AUX
alkej-935	182	7	actually	actually	ADV
alkej-935	182	8	consist	consist	VERB
alkej-935	182	9	of	of	ADP
alkej-935	182	10	four	four	NUM
alkej-935	182	11	dimensions	dimension	NOUN
alkej-935	182	12	,	,	PUNCT
alkej-935	182	13	where	where	SCONJ
alkej-935	182	14	the	the	DET
alkej-935	182	15	first	first	ADJ
alkej-935	182	16	dimension	dimension	NOUN
alkej-935	182	17	corresponds	correspond	VERB
alkej-935	182	18	with	with	ADP
alkej-935	182	19	the	the	DET
alkej-935	182	20	index	index	NOUN
alkej-935	182	21	of	of	ADP
alkej-935	182	22	the	the	DET
alkej-935	182	23	image	image	NOUN
alkej-935	182	24	[	[	X
alkej-935	182	25	27	27	NUM
alkej-935	182	26	]	]	PUNCT
alkej-935	182	27	.	.	PUNCT
alkej-935	183	1	the	the	DET
alkej-935	183	2	output	output	NOUN
alkej-935	183	3	of	of	ADP
alkej-935	183	4	mobilenetv2	mobilenetv2	PROPN
alkej-935	183	5	is	be	AUX
alkej-935	183	6	a	a	DET
alkej-935	183	7	probability	probability	NOUN
alkej-935	183	8	distribution	distribution	NOUN
alkej-935	183	9	over	over	ADP
alkej-935	183	10	a	a	DET
alkej-935	183	11	set	set	NOUN
alkej-935	183	12	of	of	ADP
alkej-935	183	13	predefined	predefine	VERB
alkej-935	183	14	classes	class	NOUN
alkej-935	183	15	.	.	PUNCT
alkej-935	184	1	the	the	DET
alkej-935	184	2	number	number	NOUN
alkej-935	184	3	of	of	ADP
alkej-935	184	4	output	output	NOUN
alkej-935	184	5	classes	class	NOUN
alkej-935	184	6	depends	depend	VERB
alkej-935	184	7	on	on	ADP
alkej-935	184	8	the	the	DET
alkej-935	184	9	specific	specific	ADJ
alkej-935	184	10	task	task	NOUN
alkej-935	184	11	for	for	ADP
alkej-935	184	12	which	which	PRON
alkej-935	184	13	the	the	DET
alkej-935	184	14	network	network	NOUN
alkej-935	184	15	was	be	AUX
alkej-935	184	16	trained	train	VERB
alkej-935	184	17	.	.	PUNCT
alkej-935	185	1	if	if	SCONJ
alkej-935	185	2	the	the	DET
alkej-935	185	3	model	model	NOUN
alkej-935	185	4	is	be	AUX
alkej-935	185	5	designed	design	VERB
alkej-935	185	6	to	to	PART
alkej-935	185	7	classify	classify	VERB
alkej-935	185	8	,	,	PUNCT
alkej-935	185	9	for	for	ADP
alkej-935	185	10	example	example	NOUN
alkej-935	185	11	,	,	PUNCT
alkej-935	185	12	1000	1000	NUM
alkej-935	185	13	classes	class	NOUN
alkej-935	185	14	,	,	PUNCT
alkej-935	185	15	then	then	ADV
alkej-935	185	16	the	the	DET
alkej-935	185	17	output	output	NOUN
alkej-935	185	18	vector	vector	NOUN
alkej-935	185	19	should	should	AUX
alkej-935	185	20	have	have	VERB
alkej-935	185	21	1000	1000	NUM
alkej-935	185	22	values	value	NOUN
alkej-935	185	23	,	,	PUNCT
alkej-935	185	24	where	where	SCONJ
alkej-935	185	25	each	each	DET
alkej-935	185	26	value	value	NOUN
alkej-935	185	27	represents	represent	VERB
alkej-935	185	28	its	its	PRON
alkej-935	185	29	input	input	NOUN
alkej-935	185	30	image	image	NOUN
alkej-935	185	31	probability	probability	NOUN
alkej-935	185	32	for	for	ADP
alkej-935	185	33	a	a	DET
alkej-935	185	34	specific	specific	ADJ
alkej-935	185	35	class	class	NOUN
alkej-935	186	1	[	[	X
alkej-935	186	2	34	34	NUM
alkej-935	186	3	]	]	PUNCT
alkej-935	186	4	.	.	PUNCT
alkej-935	187	1	thus	thus	ADV
alkej-935	187	2	,	,	PUNCT
alkej-935	187	3	the	the	DET
alkej-935	187	4	highest	high	ADJ
alkej-935	187	5	probability	probability	NOUN
alkej-935	187	6	value	value	NOUN
alkej-935	187	7	is	be	AUX
alkej-935	187	8	referred	refer	VERB
alkej-935	187	9	to	to	ADP
alkej-935	187	10	the	the	DET
alkej-935	187	11	predicted	predict	VERB
alkej-935	187	12	class	class	NOUN
alkej-935	187	13	[	[	X
alkej-935	187	14	37	37	NUM
alkej-935	187	15	]	]	PUNCT
alkej-935	187	16	.	.	PUNCT
alkej-935	188	1	in	in	ADP
alkej-935	188	2	summary	summary	NOUN
alkej-935	188	3	,	,	PUNCT
alkej-935	188	4	classification	classification	NOUN
alkej-935	188	5	can	can	AUX
alkej-935	188	6	be	be	AUX
alkej-935	188	7	defined	define	VERB
alkej-935	188	8	as	as	ADP
alkej-935	188	9	the	the	DET
alkej-935	188	10	process	process	NOUN
alkej-935	188	11	of	of	ADP
alkej-935	188	12	categorising	categorise	VERB
alkej-935	188	13	observations	observation	NOUN
alkej-935	188	14	for	for	ADP
alkej-935	188	15	which	which	PRON
alkej-935	188	16	the	the	DET
alkej-935	188	17	corresponding	correspond	VERB
alkej-935	188	18	category	category	NOUN
alkej-935	188	19	has	have	AUX
alkej-935	188	20	been	be	AUX
alkej-935	188	21	determined	determine	VERB
alkej-935	188	22	using	use	VERB
alkej-935	188	23	the	the	DET
alkej-935	188	24	knowledge	knowledge	NOUN
alkej-935	188	25	obtained	obtain	VERB
alkej-935	188	26	from	from	ADP
alkej-935	188	27	a	a	DET
alkej-935	188	28	dataset	dataset	NOUN
alkej-935	188	29	.	.	PUNCT
alkej-935	189	1	lastly	lastly	ADV
alkej-935	189	2	,	,	PUNCT
alkej-935	189	3	the	the	DET
alkej-935	189	4	mobilenetv2	mobilenetv2	PROPN
alkej-935	189	5	model	model	NOUN
alkej-935	189	6	was	be	AUX
alkej-935	189	7	modified	modify	VERB
alkej-935	189	8	by	by	ADP
alkej-935	189	9	reducing	reduce	VERB
alkej-935	189	10	the	the	DET
alkej-935	189	11	number	number	NOUN
alkej-935	189	12	of	of	ADP
alkej-935	189	13	classes	class	NOUN
alkej-935	189	14	from	from	ADP
alkej-935	189	15	1000	1000	NUM
alkej-935	189	16	to	to	ADP
alkej-935	189	17	3	3	NUM
alkej-935	189	18	in	in	ADP
alkej-935	189	19	this	this	DET
alkej-935	189	20	research	research	NOUN
alkej-935	189	21	to	to	PART
alkej-935	189	22	classify	classify	VERB
alkej-935	189	23	the	the	DET
alkej-935	189	24	x	x	NOUN
alkej-935	189	25	-	-	NOUN
alkej-935	189	26	ray	ray	NOUN
alkej-935	189	27	dataset	dataset	NOUN
alkej-935	189	28	into	into	ADP
alkej-935	189	29	three	three	NUM
alkej-935	189	30	classes	class	NOUN
alkej-935	189	31	;	;	PUNCT
alkej-935	189	32	normal	normal	ADJ
alkej-935	189	33	,	,	PUNCT
alkej-935	189	34	ling	ling	NOUN
alkej-935	189	35	opacity	opacity	NOUN
alkej-935	189	36	,	,	PUNCT
alkej-935	189	37	and	and	CCONJ
alkej-935	189	38	covid-19	covid-19	PROPN
alkej-935	189	39	.	.	PUNCT
alkej-935	190	1	this	this	DET
alkej-935	190	2	noor	noor	PROPN
alkej-935	190	3	kamal	kamal	PROPN
alkej-935	190	4	al	al	PROPN
alkej-935	190	5	-	-	PUNCT
alkej-935	190	6	qazzaz	qazzaz	PROPN
alkej-935	190	7	al	al	PROPN
alkej-935	190	8	-	-	PUNCT
alkej-935	190	9	khwarizmi	khwarizmi	PROPN
alkej-935	190	10	engineering	engineering	NOUN
alkej-935	190	11	journal	journal	PROPN
alkej-935	190	12	,	,	PUNCT
alkej-935	190	13	vol	vol	NOUN
alkej-935	190	14	.	.	PROPN
alkej-935	190	15	21	21	NUM
alkej-935	190	16	,	,	PUNCT
alkej-935	190	17	no.1	no.1	NUM
alkej-935	190	18	,	,	PUNCT
alkej-935	190	19	pp	pp	ADJ
alkej-935	190	20	.	.	PUNCT
alkej-935	190	21	1327	1327	NUM
alkej-935	190	22	(	(	PUNCT
alkej-935	190	23	2025	2025	NUM
alkej-935	190	24	)	)	PUNCT
alkej-935	190	25	19	19	NUM
alkej-935	190	26	deep	deep	ADJ
alkej-935	190	27	-	-	PUNCT
alkej-935	190	28	learning	learn	VERB
alkej-935	190	29	model	model	NOUN
alkej-935	190	30	is	be	AUX
alkej-935	190	31	popular	popular	ADJ
alkej-935	190	32	and	and	CCONJ
alkej-935	190	33	widely	widely	ADV
alkej-935	190	34	used	use	VERB
alkej-935	190	35	,	,	PUNCT
alkej-935	190	36	primarily	primarily	ADV
alkej-935	190	37	in	in	ADP
alkej-935	190	38	mobile	mobile	ADJ
alkej-935	190	39	and	and	CCONJ
alkej-935	190	40	resource	resource	NOUN
alkej-935	190	41	-	-	PUNCT
alkej-935	190	42	constrained	constrain	VERB
alkej-935	190	43	environments	environment	NOUN
alkej-935	190	44	.	.	PUNCT
alkej-935	191	1	owing	owe	VERB
alkej-935	191	2	to	to	ADP
alkej-935	191	3	its	its	PRON
alkej-935	191	4	effective	effective	ADJ
alkej-935	191	5	design	design	NOUN
alkej-935	191	6	(	(	PUNCT
alkej-935	191	7	i.e.	i.e.	X
alkej-935	191	8	,	,	PUNCT
alkej-935	191	9	speed	speed	NOUN
alkej-935	191	10	and	and	CCONJ
alkej-935	191	11	accuracy	accuracy	NOUN
alkej-935	191	12	on	on	ADP
alkej-935	191	13	mobile	mobile	ADJ
alkej-935	191	14	devices	device	NOUN
alkej-935	191	15	)	)	PUNCT
alkej-935	191	16	,	,	PUNCT
alkej-935	191	17	it	it	PRON
alkej-935	191	18	is	be	AUX
alkej-935	191	19	recommended	recommend	VERB
alkej-935	191	20	as	as	ADP
alkej-935	191	21	a	a	DET
alkej-935	191	22	perfect	perfect	ADJ
alkej-935	191	23	choice	choice	NOUN
alkej-935	191	24	to	to	PART
alkej-935	191	25	develop	develop	VERB
alkej-935	191	26	a	a	DET
alkej-935	191	27	mobile	mobile	ADJ
alkej-935	191	28	application	application	NOUN
alkej-935	191	29	for	for	ADP
alkej-935	191	30	diagnosing	diagnose	VERB
alkej-935	191	31	lung	lung	NOUN
alkej-935	191	32	diseases	disease	NOUN
alkej-935	191	33	like	like	ADP
alkej-935	191	34	covid-19	covid-19	PROPN
alkej-935	192	1	[	[	X
alkej-935	192	2	36	36	NUM
alkej-935	192	3	]	]	PUNCT
alkej-935	192	4	.	.	PUNCT
alkej-935	193	1	3.4	3.4	NUM
alkej-935	193	2	.	.	PUNCT
alkej-935	194	1	mobile	mobile	NOUN
alkej-935	194	2	display	display	NOUN
alkej-935	194	3	the	the	DET
alkej-935	194	4	progress	progress	NOUN
alkej-935	194	5	in	in	ADP
alkej-935	194	6	various	various	ADJ
alkej-935	194	7	technologies	technology	NOUN
alkej-935	194	8	is	be	AUX
alkej-935	194	9	massive	massive	ADJ
alkej-935	194	10	.	.	PUNCT
alkej-935	195	1	these	these	DET
alkej-935	195	2	technologies	technology	NOUN
alkej-935	195	3	include	include	VERB
alkej-935	195	4	integration	integration	NOUN
alkej-935	195	5	with	with	ADP
alkej-935	195	6	message	message	NOUN
alkej-935	195	7	platforms	platform	NOUN
alkej-935	195	8	to	to	PART
alkej-935	195	9	improve	improve	VERB
alkej-935	195	10	the	the	DET
alkej-935	195	11	conventional	conventional	ADJ
alkej-935	195	12	access	access	NOUN
alkej-935	195	13	of	of	ADP
alkej-935	195	14	the	the	DET
alkej-935	195	15	user	user	NOUN
alkej-935	195	16	interface	interface	NOUN
alkej-935	195	17	to	to	ADP
alkej-935	195	18	powerful	powerful	ADJ
alkej-935	195	19	computational	computational	ADJ
alkej-935	195	20	capabilities	capability	NOUN
alkej-935	195	21	.	.	PUNCT
alkej-935	196	1	specifically	specifically	ADV
alkej-935	196	2	,	,	PUNCT
alkej-935	196	3	this	this	DET
alkej-935	196	4	work	work	NOUN
alkej-935	196	5	introduced	introduce	VERB
alkej-935	196	6	the	the	DET
alkej-935	196	7	integration	integration	NOUN
alkej-935	196	8	of	of	ADP
alkej-935	196	9	telegram	telegram	NOUN
alkej-935	196	10	application	application	NOUN
alkej-935	196	11	(	(	PUNCT
alkej-935	196	12	a	a	DET
alkej-935	196	13	popular	popular	ADJ
alkej-935	196	14	messaging	messaging	NOUN
alkej-935	196	15	platform	platform	NOUN
alkej-935	196	16	)	)	PUNCT
alkej-935	196	17	with	with	ADP
alkej-935	196	18	matlab	matlab	PROPN
alkej-935	196	19	software	software	NOUN
alkej-935	196	20	(	(	PUNCT
alkej-935	196	21	an	an	DET
alkej-935	196	22	extensively	extensively	ADV
alkej-935	196	23	used	use	VERB
alkej-935	196	24	computational	computational	ADJ
alkej-935	196	25	tool	tool	NOUN
alkej-935	196	26	)	)	PUNCT
alkej-935	196	27	by	by	ADP
alkej-935	196	28	developing	develop	VERB
alkej-935	196	29	a	a	DET
alkej-935	196	30	telegram	telegram	NOUN
alkej-935	196	31	bot	bot	NOUN
alkej-935	196	32	.	.	PUNCT
alkej-935	197	1	the	the	DET
alkej-935	197	2	main	main	ADJ
alkej-935	197	3	objective	objective	NOUN
alkej-935	197	4	of	of	ADP
alkej-935	197	5	this	this	DET
alkej-935	197	6	integration	integration	NOUN
alkej-935	197	7	was	be	AUX
alkej-935	197	8	to	to	PART
alkej-935	197	9	leverage	leverage	VERB
alkej-935	197	10	data	data	NOUN
alkej-935	197	11	-	-	PUNCT
alkej-935	197	12	processing	process	VERB
alkej-935	197	13	capabilities	capability	NOUN
alkej-935	197	14	and	and	CCONJ
alkej-935	197	15	robust	robust	ADJ
alkej-935	197	16	matlab	matlab	PROPN
alkej-935	197	17	algorithms	algorithm	NOUN
alkej-935	197	18	to	to	PART
alkej-935	197	19	offer	offer	VERB
alkej-935	197	20	users	user	NOUN
alkej-935	197	21	with	with	ADP
alkej-935	197	22	interactive	interactive	ADJ
alkej-935	197	23	and	and	CCONJ
alkej-935	197	24	unified	unified	ADJ
alkej-935	197	25	experience	experience	NOUN
alkej-935	197	26	while	while	SCONJ
alkej-935	197	27	executing	execute	VERB
alkej-935	197	28	complex	complex	ADJ
alkej-935	197	29	analyses	analysis	NOUN
alkej-935	197	30	and	and	CCONJ
alkej-935	197	31	computations	computation	NOUN
alkej-935	197	32	.	.	PUNCT
alkej-935	198	1	several	several	ADJ
alkej-935	198	2	advantages	advantage	NOUN
alkej-935	198	3	were	be	AUX
alkej-935	198	4	provided	provide	VERB
alkej-935	198	5	by	by	ADP
alkej-935	198	6	this	this	DET
alkej-935	198	7	integration	integration	NOUN
alkej-935	198	8	.	.	PUNCT
alkej-935	199	1	firstly	firstly	ADV
alkej-935	199	2	,	,	PUNCT
alkej-935	199	3	the	the	DET
alkej-935	199	4	integration	integration	NOUN
alkej-935	199	5	of	of	ADP
alkej-935	199	6	matlab	matlab	PROPN
alkej-935	199	7	and	and	CCONJ
alkej-935	199	8	telegram	telegram	NOUN
alkej-935	199	9	enabled	enable	VERB
alkej-935	199	10	users	user	NOUN
alkej-935	199	11	to	to	PART
alkej-935	199	12	interact	interact	VERB
alkej-935	199	13	with	with	ADP
alkej-935	199	14	matlab	matlab	PROPN
alkej-935	199	15	functionality	functionality	NOUN
alkej-935	199	16	in	in	ADP
alkej-935	199	17	the	the	DET
alkej-935	199	18	familiar	familiar	ADJ
alkej-935	199	19	messaging	messaging	NOUN
alkej-935	199	20	environment	environment	NOUN
alkej-935	199	21	.	.	PUNCT
alkej-935	200	1	the	the	DET
alkej-935	200	2	telegram	telegram	NOUN
alkej-935	200	3	bot	bot	NOUN
alkej-935	200	4	incorporated	incorporate	VERB
alkej-935	200	5	the	the	DET
alkej-935	200	6	matlab	matlab	PROPN
alkej-935	200	7	toolbox	toolbox	NOUN
alkej-935	200	8	and	and	CCONJ
alkej-935	200	9	extensive	extensive	ADJ
alkej-935	200	10	algorithm	algorithm	NOUN
alkej-935	200	11	library	library	NOUN
alkej-935	200	12	to	to	PART
alkej-935	200	13	perform	perform	VERB
alkej-935	200	14	a	a	DET
alkej-935	200	15	wide	wide	ADJ
alkej-935	200	16	range	range	NOUN
alkej-935	200	17	of	of	ADP
alkej-935	200	18	statistics	statistic	NOUN
alkej-935	200	19	such	such	ADJ
alkej-935	200	20	as	as	ADP
alkej-935	200	21	visualisation	visualisation	NOUN
alkej-935	200	22	,	,	PUNCT
alkej-935	200	23	machine	machine	NOUN
alkej-935	200	24	learning	learning	NOUN
alkej-935	200	25	,	,	PUNCT
alkej-935	200	26	and	and	CCONJ
alkej-935	200	27	data	data	VERB
alkej-935	200	28	analysis	analysis	NOUN
alkej-935	200	29	secondly	secondly	ADV
alkej-935	200	30	,	,	PUNCT
alkej-935	200	31	users	user	NOUN
alkej-935	200	32	who	who	PRON
alkej-935	200	33	may	may	AUX
alkej-935	200	34	not	not	PART
alkej-935	200	35	have	have	VERB
alkej-935	200	36	experience	experience	NOUN
alkej-935	200	37	or	or	CCONJ
alkej-935	200	38	access	access	NOUN
alkej-935	200	39	to	to	ADP
alkej-935	200	40	matlab	matlab	PROPN
alkej-935	200	41	can	can	AUX
alkej-935	200	42	be	be	AUX
alkej-935	200	43	a	a	DET
alkej-935	200	44	complex	complex	ADJ
alkej-935	200	45	mathematical	mathematical	ADJ
alkej-935	200	46	accessible	accessible	ADJ
alkej-935	200	47	and	and	CCONJ
alkej-935	200	48	used	use	VERB
alkej-935	200	49	just	just	ADV
alkej-935	200	50	man	man	NOUN
alkej-935	200	51	.	.	PUNCT
alkej-935	201	1	thirdly	thirdly	ADV
alkej-935	201	2	,	,	PUNCT
alkej-935	201	3	telegram	telegram	NOUN
alkej-935	201	4	can	can	AUX
alkej-935	201	5	provide	provide	VERB
alkej-935	201	6	a	a	DET
alkej-935	201	7	multi	multi	ADJ
alkej-935	201	8	-	-	ADJ
alkej-935	201	9	purpose	purpose	NOUN
alkej-935	201	10	medium	medium	NOUN
alkej-935	201	11	for	for	ADP
alkej-935	201	12	sharing	sharing	NOUN
alkej-935	201	13	and	and	CCONJ
alkej-935	201	14	communicating	communicate	VERB
alkej-935	201	15	results	result	NOUN
alkej-935	201	16	.	.	PUNCT
alkej-935	202	1	for	for	ADP
alkej-935	202	2	example	example	NOUN
alkej-935	202	3	,	,	PUNCT
alkej-935	202	4	users	user	NOUN
alkej-935	202	5	can	can	AUX
alkej-935	202	6	easily	easily	ADV
alkej-935	202	7	add	add	VERB
alkej-935	202	8	images	image	NOUN
alkej-935	202	9	,	,	PUNCT
alkej-935	202	10	statistics	statistic	NOUN
alkej-935	202	11	,	,	PUNCT
alkej-935	202	12	and	and	CCONJ
alkej-935	202	13	other	other	ADJ
alkej-935	202	14	relevant	relevant	ADJ
alkej-935	202	15	information	information	NOUN
alkej-935	202	16	to	to	ADP
alkej-935	202	17	the	the	DET
alkej-935	202	18	telegram	telegram	NOUN
alkej-935	202	19	bot	bot	NOUN
alkej-935	202	20	,	,	PUNCT
alkej-935	202	21	which	which	PRON
alkej-935	202	22	allows	allow	VERB
alkej-935	202	23	them	they	PRON
alkej-935	202	24	to	to	PART
alkej-935	202	25	integrate	integrate	VERB
alkej-935	202	26	seamlessly	seamlessly	ADV
alkej-935	202	27	with	with	ADP
alkej-935	202	28	matlab	matlab	PROPN
alkej-935	202	29	algorithms	algorithm	NOUN
alkej-935	202	30	to	to	PART
alkej-935	202	31	use	use	VERB
alkej-935	202	32	data	datum	NOUN
alkej-935	202	33	sources	source	NOUN
alkej-935	202	34	,	,	PUNCT
alkej-935	202	35	and	and	CCONJ
alkej-935	202	36	images	image	NOUN
alkej-935	202	37	with	with	ADP
alkej-935	202	38	all	all	DET
alkej-935	202	39	calculated	calculate	VERB
alkej-935	202	40	results	result	NOUN
alkej-935	202	41	.	.	PUNCT
alkej-935	203	1	the	the	DET
alkej-935	203	2	bot	bot	NOUN
alkej-935	203	3	can	can	AUX
alkej-935	203	4	then	then	ADV
alkej-935	203	5	respond	respond	VERB
alkej-935	203	6	directly	directly	ADV
alkej-935	203	7	through	through	ADP
alkej-935	203	8	the	the	DET
alkej-935	203	9	telegram	telegram	NOUN
alkej-935	203	10	interface	interface	NOUN
alkej-935	203	11	.	.	PUNCT
alkej-935	204	1	finally	finally	ADV
alkej-935	204	2	,	,	PUNCT
alkej-935	204	3	the	the	DET
alkej-935	204	4	need	need	NOUN
alkej-935	204	5	to	to	PART
alkej-935	204	6	switch	switch	VERB
alkej-935	204	7	between	between	ADP
alkej-935	204	8	different	different	ADJ
alkej-935	204	9	interfaces	interface	NOUN
alkej-935	204	10	or	or	CCONJ
alkej-935	204	11	applications	application	NOUN
alkej-935	204	12	to	to	PART
alkej-935	204	13	perform	perform	VERB
alkej-935	204	14	mathematical	mathematical	ADJ
alkej-935	204	15	tasks	task	NOUN
alkej-935	204	16	was	be	AUX
alkej-935	204	17	eliminated	eliminate	VERB
alkej-935	204	18	,	,	PUNCT
alkej-935	204	19	thereby	thereby	ADV
alkej-935	204	20	enhancing	enhance	VERB
alkej-935	204	21	the	the	DET
alkej-935	204	22	user	user	NOUN
alkej-935	204	23	experience	experience	NOUN
alkej-935	204	24	.	.	PUNCT
alkej-935	205	1	the	the	DET
alkej-935	205	2	essential	essential	ADJ
alkej-935	205	3	steps	step	NOUN
alkej-935	205	4	of	of	ADP
alkej-935	205	5	our	our	PRON
alkej-935	205	6	process	process	NOUN
alkej-935	205	7	of	of	ADP
alkej-935	205	8	integrating	integrate	VERB
alkej-935	205	9	matlab	matlab	PROPN
alkej-935	205	10	with	with	ADP
alkej-935	205	11	a	a	DET
alkej-935	205	12	telegram	telegram	NOUN
alkej-935	205	13	bot	bot	NOUN
alkej-935	205	14	was	be	AUX
alkej-935	205	15	explained	explain	VERB
alkej-935	205	16	in	in	ADP
alkej-935	205	17	detail	detail	NOUN
alkej-935	205	18	.	.	PUNCT
alkej-935	206	1	hosting	host	VERB
alkej-935	206	2	the	the	DET
alkej-935	206	3	integrated	integrate	VERB
alkej-935	206	4	system	system	NOUN
alkej-935	206	5	,	,	PUNCT
alkej-935	206	6	connecting	connect	VERB
alkej-935	206	7	matlab	matlab	NOUN
alkej-935	206	8	to	to	ADP
alkej-935	206	9	the	the	DET
alkej-935	206	10	telegram	telegram	NOUN
alkej-935	206	11	platform	platform	NOUN
alkej-935	206	12	,	,	PUNCT
alkej-935	206	13	developing	develop	VERB
alkej-935	206	14	the	the	DET
alkej-935	206	15	matlab	matlab	PROPN
alkej-935	206	16	code	code	PROPN
alkej-935	206	17	to	to	PART
alkej-935	206	18	handle	handle	VERB
alkej-935	206	19	user	user	NOUN
alkej-935	206	20	interactions	interaction	NOUN
alkej-935	206	21	,	,	PUNCT
alkej-935	206	22	utilising	utilise	VERB
alkej-935	206	23	the	the	DET
alkej-935	206	24	matlab	matlab	PROPN
alkej-935	206	25	telegram	telegram	PROPN
alkej-935	206	26	bot	bot	PROPN
alkej-935	206	27	toolbox	toolbox	NOUN
alkej-935	206	28	,	,	PUNCT
alkej-935	206	29	and	and	CCONJ
alkej-935	206	30	setting	set	VERB
alkej-935	206	31	up	up	ADP
alkej-935	206	32	the	the	DET
alkej-935	206	33	telegram	telegram	NOUN
alkej-935	206	34	bot	bot	NOUN
alkej-935	206	35	are	be	AUX
alkej-935	206	36	the	the	DET
alkej-935	206	37	essential	essential	ADJ
alkej-935	206	38	steps	step	NOUN
alkej-935	206	39	.	.	PUNCT
alkej-935	207	1	we	we	PRON
alkej-935	207	2	also	also	ADV
alkej-935	207	3	explored	explore	VERB
alkej-935	207	4	the	the	DET
alkej-935	207	5	benefits	benefit	NOUN
alkej-935	207	6	,	,	PUNCT
alkej-935	207	7	challenges	challenge	NOUN
alkej-935	207	8	,	,	PUNCT
alkej-935	207	9	and	and	CCONJ
alkej-935	207	10	potential	potential	ADJ
alkej-935	207	11	applications	application	NOUN
alkej-935	207	12	of	of	ADP
alkej-935	207	13	this	this	DET
alkej-935	207	14	integration	integration	NOUN
alkej-935	207	15	,	,	PUNCT
alkej-935	207	16	as	as	ADV
alkej-935	207	17	well	well	ADV
alkej-935	207	18	as	as	ADP
alkej-935	207	19	provided	provide	VERB
alkej-935	207	20	examples	example	NOUN
alkej-935	207	21	and	and	CCONJ
alkej-935	207	22	demonstrations	demonstration	NOUN
alkej-935	207	23	to	to	PART
alkej-935	207	24	illustrate	illustrate	VERB
alkej-935	207	25	its	its	PRON
alkej-935	207	26	functionality	functionality	NOUN
alkej-935	207	27	.	.	PUNCT
alkej-935	208	1	however	however	ADV
alkej-935	208	2	,	,	PUNCT
alkej-935	208	3	the	the	DET
alkej-935	208	4	first	first	ADJ
alkej-935	208	5	step	step	NOUN
alkej-935	208	6	was	be	AUX
alkej-935	208	7	the	the	DET
alkej-935	208	8	creation	creation	NOUN
alkej-935	208	9	of	of	ADP
alkej-935	208	10	a	a	DET
alkej-935	208	11	bot	bot	NOUN
alkej-935	208	12	account	account	NOUN
alkej-935	208	13	and	and	CCONJ
alkej-935	208	14	obtaining	obtain	VERB
alkej-935	208	15	an	an	DET
alkej-935	208	16	api	api	NOUN
alkej-935	208	17	token	token	VERB
alkej-935	208	18	for	for	ADP
alkej-935	208	19	authenticating	authenticate	VERB
alkej-935	208	20	and	and	CCONJ
alkej-935	208	21	communicating	communicate	VERB
alkej-935	208	22	with	with	ADP
alkej-935	208	23	the	the	DET
alkej-935	208	24	bot	bot	NOUN
alkej-935	208	25	.	.	PUNCT
alkej-935	209	1	a	a	DET
alkej-935	209	2	special	special	ADJ
alkej-935	209	3	bot	bot	NOUN
alkej-935	209	4	called	call	VERB
alkej-935	209	5	botfather	botfather	NOUN
alkej-935	209	6	was	be	AUX
alkej-935	209	7	the	the	DET
alkej-935	209	8	easiest	easy	ADJ
alkej-935	209	9	way	way	NOUN
alkej-935	209	10	to	to	PART
alkej-935	209	11	create	create	VERB
alkej-935	209	12	the	the	DET
alkej-935	209	13	telegram	telegram	NOUN
alkej-935	209	14	bot	bot	NOUN
alkej-935	209	15	.	.	PUNCT
alkej-935	210	1	3.4.1	3.4.1	X
alkej-935	210	2	.	.	X
alkej-935	210	3	python	python	PROPN
alkej-935	210	4	–	–	PUNCT
alkej-935	210	5	telegram	telegram	NOUN
alkej-935	210	6	-	-	PUNCT
alkej-935	210	7	bot	bot	NOUN
alkej-935	210	8	library	library	NOUN
alkej-935	210	9	a	a	DET
alkej-935	210	10	python	python	NOUN
alkej-935	210	11	wrapper	wrapper	NOUN
alkej-935	210	12	for	for	ADP
alkej-935	210	13	the	the	DET
alkej-935	210	14	telegram	telegram	PROPN
alkej-935	210	15	bot	bot	PROPN
alkej-935	210	16	api	api	NOUN
alkej-935	210	17	is	be	AUX
alkej-935	210	18	the	the	DET
alkej-935	210	19	python	python	NOUN
alkej-935	210	20	–	–	PUNCT
alkej-935	210	21	telegram	telegram	NOUN
alkej-935	210	22	-	-	PUNCT
alkej-935	210	23	bot	bot	NOUN
alkej-935	210	24	library	library	NOUN
alkej-935	210	25	.	.	PUNCT
alkej-935	211	1	it	it	PRON
alkej-935	211	2	offers	offer	VERB
alkej-935	211	3	a	a	DET
alkej-935	211	4	simple	simple	ADJ
alkej-935	211	5	and	and	CCONJ
alkej-935	211	6	suitable	suitable	ADJ
alkej-935	211	7	interface	interface	NOUN
alkej-935	211	8	to	to	PART
alkej-935	211	9	interact	interact	VERB
alkej-935	211	10	with	with	ADP
alkej-935	211	11	the	the	DET
alkej-935	211	12	telegram	telegram	NOUN
alkej-935	211	13	bot	bot	NOUN
alkej-935	211	14	api	api	NOUN
alkej-935	211	15	and	and	CCONJ
alkej-935	211	16	enables	enable	VERB
alkej-935	211	17	developers	developer	NOUN
alkej-935	211	18	to	to	PART
alkej-935	211	19	create	create	VERB
alkej-935	211	20	telegram	telegram	NOUN
alkej-935	211	21	bots	bot	NOUN
alkej-935	211	22	using	use	VERB
alkej-935	211	23	python	python	NOUN
alkej-935	211	24	.	.	PUNCT
alkej-935	212	1	conversely	conversely	ADV
alkej-935	212	2	,	,	PUNCT
alkej-935	212	3	the	the	DET
alkej-935	212	4	telegram	telegram	NOUN
alkej-935	212	5	bot	bot	PROPN
alkej-935	212	6	api	api	NOUN
alkej-935	212	7	contains	contain	VERB
alkej-935	212	8	a	a	DET
alkej-935	212	9	collection	collection	NOUN
alkej-935	212	10	of	of	ADP
alkej-935	212	11	interfaces	interface	NOUN
alkej-935	212	12	and	and	CCONJ
alkej-935	212	13	techniques	technique	NOUN
alkej-935	212	14	offered	offer	VERB
alkej-935	212	15	by	by	ADP
alkej-935	212	16	telegram	telegram	NOUN
alkej-935	212	17	to	to	PART
alkej-935	212	18	develop	develop	VERB
alkej-935	212	19	bots	bot	NOUN
alkej-935	212	20	.	.	PUNCT
alkej-935	213	1	these	these	DET
alkej-935	213	2	bots	bot	NOUN
alkej-935	213	3	are	be	AUX
alkej-935	213	4	exclusive	exclusive	ADJ
alkej-935	213	5	telegram	telegram	NOUN
alkej-935	213	6	accounts	account	VERB
alkej-935	213	7	for	for	ADP
alkej-935	213	8	interacting	interact	VERB
alkej-935	213	9	with	with	ADP
alkej-935	213	10	users	user	NOUN
alkej-935	213	11	and	and	CCONJ
alkej-935	213	12	automated	automate	VERB
alkej-935	213	13	tasks	task	NOUN
alkej-935	213	14	.	.	PUNCT
alkej-935	214	1	by	by	ADP
alkej-935	214	2	providing	provide	VERB
alkej-935	214	3	high	high	ADJ
alkej-935	214	4	-	-	PUNCT
alkej-935	214	5	level	level	NOUN
alkej-935	214	6	classes	class	NOUN
alkej-935	214	7	and	and	CCONJ
alkej-935	214	8	functions	function	NOUN
alkej-935	214	9	and	and	CCONJ
alkej-935	214	10	then	then	ADV
alkej-935	214	11	abstracting	abstract	VERB
alkej-935	214	12	the	the	DET
alkej-935	214	13	underlying	underlie	VERB
alkej-935	214	14	api	api	NOUN
alkej-935	214	15	details	detail	NOUN
alkej-935	214	16	,	,	PUNCT
alkej-935	214	17	this	this	DET
alkej-935	214	18	library	library	NOUN
alkej-935	214	19	simplifies	simplify	VERB
alkej-935	214	20	the	the	DET
alkej-935	214	21	process	process	NOUN
alkej-935	214	22	of	of	ADP
alkej-935	214	23	developing	develop	VERB
alkej-935	214	24	telegram	telegram	NOUN
alkej-935	214	25	bots	bot	NOUN
alkej-935	214	26	.	.	PUNCT
alkej-935	215	1	moreover	moreover	ADV
alkej-935	215	2	,	,	PUNCT
alkej-935	215	3	it	it	PRON
alkej-935	215	4	provides	provide	VERB
alkej-935	215	5	an	an	DET
alkej-935	215	6	event	event	NOUN
alkej-935	215	7	-	-	PUNCT
alkej-935	215	8	driven	drive	VERB
alkej-935	215	9	architecture	architecture	NOUN
alkej-935	215	10	for	for	ADP
alkej-935	215	11	handling	handle	VERB
alkej-935	215	12	updates	update	NOUN
alkej-935	215	13	and	and	CCONJ
alkej-935	215	14	user	user	NOUN
alkej-935	215	15	interactions	interaction	NOUN
alkej-935	215	16	.	.	PUNCT
alkej-935	216	1	it	it	PRON
alkej-935	216	2	also	also	ADV
alkej-935	216	3	handled	handle	VERB
alkej-935	216	4	the	the	DET
alkej-935	216	5	communication	communication	NOUN
alkej-935	216	6	with	with	ADP
alkej-935	216	7	the	the	DET
alkej-935	216	8	telegram	telegram	NOUN
alkej-935	216	9	bot	bot	PROPN
alkej-935	216	10	api	api	PROPN
alkej-935	216	11	.	.	PUNCT
alkej-935	217	1	we	we	PRON
alkej-935	217	2	developed	develop	VERB
alkej-935	217	3	a	a	DET
alkej-935	217	4	python	python	NOUN
alkej-935	217	5	code	code	NOUN
alkej-935	217	6	that	that	PRON
alkej-935	217	7	interacted	interact	VERB
alkej-935	217	8	matlab	matlab	PROPN
alkej-935	217	9	with	with	ADP
alkej-935	217	10	telegram	telegram	NOUN
alkej-935	217	11	and	and	CCONJ
alkej-935	217	12	can	can	AUX
alkej-935	217	13	communicate	communicate	VERB
alkej-935	217	14	with	with	ADP
alkej-935	217	15	the	the	DET
alkej-935	217	16	telegram	telegram	NOUN
alkej-935	217	17	bot	bot	PROPN
alkej-935	217	18	api	api	NOUN
alkej-935	217	19	,	,	PUNCT
alkej-935	217	20	perform	perform	VERB
alkej-935	217	21	computations	computation	NOUN
alkej-935	217	22	,	,	PUNCT
alkej-935	217	23	processes	process	VERB
alkej-935	217	24	command	command	NOUN
alkej-935	217	25	,	,	PUNCT
alkej-935	217	26	and	and	CCONJ
alkej-935	217	27	handle	handle	VERB
alkej-935	217	28	user	user	NOUN
alkej-935	217	29	interactions	interaction	NOUN
alkej-935	217	30	.	.	PUNCT
alkej-935	218	1	this	this	DET
alkej-935	218	2	code	code	NOUN
alkej-935	218	3	set	set	VERB
alkej-935	218	4	up	up	ADP
alkej-935	218	5	the	the	DET
alkej-935	218	6	telegram	telegram	NOUN
alkej-935	218	7	bot	bot	NOUN
alkej-935	218	8	using	use	VERB
alkej-935	218	9	the	the	DET
alkej-935	218	10	python	python	NOUN
alkej-935	218	11	–	–	PUNCT
alkej-935	218	12	telegram	telegram	NOUN
alkej-935	218	13	-	-	PUNCT
alkej-935	218	14	bot	bot	NOUN
alkej-935	218	15	library	library	NOUN
alkej-935	218	16	and	and	CCONJ
alkej-935	218	17	the	the	DET
alkej-935	218	18	telegram	telegram	NOUN
alkej-935	218	19	bot	bot	PROPN
alkej-935	218	20	api	api	PROPN
alkej-935	218	21	.	.	PUNCT
alkej-935	219	1	meanwhile	meanwhile	ADV
alkej-935	219	2	,	,	PUNCT
alkej-935	219	3	users	user	NOUN
alkej-935	219	4	can	can	AUX
alkej-935	219	5	run	run	VERB
alkej-935	219	6	a	a	DET
alkej-935	219	7	matlab	matlab	PROPN
alkej-935	219	8	script	script	NOUN
alkej-935	219	9	and	and	CCONJ
alkej-935	219	10	send	send	VERB
alkej-935	219	11	an	an	DET
alkej-935	219	12	image	image	NOUN
alkej-935	219	13	through	through	ADP
alkej-935	219	14	the	the	DET
alkej-935	219	15	bot	bot	NOUN
alkej-935	219	16	.	.	PUNCT
alkej-935	220	1	the	the	DET
alkej-935	220	2	code	code	NOUN
alkej-935	220	3	overview	overview	NOUN
alkej-935	220	4	is	be	AUX
alkej-935	220	5	as	as	SCONJ
alkej-935	220	6	follows	follow	VERB
alkej-935	220	7	:	:	PUNCT
alkej-935	220	8			NOUN
alkej-935	220	9	importing	import	VERB
alkej-935	220	10	required	required	ADJ
alkej-935	220	11	modules	module	NOUN
alkej-935	220	12	:	:	PUNCT
alkej-935	220	13	a	a	DET
alkej-935	220	14	module	module	NOUN
alkej-935	220	15	in	in	ADP
alkej-935	220	16	python	python	NOUN
alkej-935	220	17	language	language	NOUN
alkej-935	220	18	is	be	AUX
alkej-935	220	19	defined	define	VERB
alkej-935	220	20	as	as	ADP
alkej-935	220	21	a	a	DET
alkej-935	220	22	file	file	NOUN
alkej-935	220	23	that	that	PRON
alkej-935	220	24	involved	involve	VERB
alkej-935	220	25	the	the	DET
alkej-935	220	26	python	python	PROPN
alkej-935	220	27	code	code	NOUN
alkej-935	220	28	(	(	PUNCT
alkej-935	220	29	incorporating	incorporate	VERB
alkej-935	220	30	variables	variable	NOUN
alkej-935	220	31	,	,	PUNCT
alkej-935	220	32	functions	function	NOUN
alkej-935	220	33	,	,	PUNCT
alkej-935	220	34	and	and	CCONJ
alkej-935	220	35	classes	class	NOUN
alkej-935	220	36	)	)	PUNCT
alkej-935	220	37	.	.	PUNCT
alkej-935	221	1	other	other	ADJ
alkej-935	221	2	python	python	NOUN
alkej-935	221	3	programmes	programme	NOUN
alkej-935	221	4	can	can	AUX
alkej-935	221	5	use	use	VERB
alkej-935	221	6	it	it	PRON
alkej-935	221	7	.	.	PUNCT
alkej-935	222	1	the	the	DET
alkej-935	222	2	module	module	NOUN
alkej-935	222	3	is	be	AUX
alkej-935	222	4	required	require	VERB
alkej-935	222	5	to	to	PART
alkej-935	222	6	interact	interact	VERB
alkej-935	222	7	with	with	ADP
alkej-935	222	8	the	the	DET
alkej-935	222	9	telegram	telegram	NOUN
alkej-935	222	10	bot	bot	NOUN
alkej-935	222	11	api	api	NOUN
alkej-935	222	12	and	and	CCONJ
alkej-935	222	13	to	to	PART
alkej-935	222	14	perform	perform	VERB
alkej-935	222	15	other	other	ADJ
alkej-935	222	16	operations	operation	NOUN
alkej-935	222	17	.	.	PUNCT
alkej-935	223	1			X
alkej-935	224	1	configuring	configure	VERB
alkej-935	224	2	the	the	DET
alkej-935	224	3	bot	bot	NOUN
alkej-935	224	4	:	:	PUNCT
alkej-935	224	5	as	as	SCONJ
alkej-935	224	6	mentioned	mention	VERB
alkej-935	224	7	earlier	early	ADV
alkej-935	224	8	,	,	PUNCT
alkej-935	224	9	the	the	DET
alkej-935	224	10	botfather	botfather	NOUN
alkej-935	224	11	function	function	NOUN
alkej-935	224	12	creates	create	VERB
alkej-935	224	13	the	the	DET
alkej-935	224	14	telegram	telegram	NOUN
alkej-935	224	15	bot	bot	NOUN
alkej-935	224	16	token	token	VERB
alkej-935	224	17	,	,	PUNCT
alkej-935	224	18	which	which	PRON
alkej-935	224	19	is	be	AUX
alkej-935	224	20	then	then	ADV
alkej-935	224	21	assigned	assign	VERB
alkej-935	224	22	to	to	ADP
alkej-935	224	23	the	the	DET
alkej-935	224	24	token	token	ADJ
alkej-935	224	25	variable	variable	NOUN
alkej-935	224	26	.	.	PUNCT
alkej-935	225	1	this	this	DET
alkej-935	225	2	token	token	NOUN
alkej-935	225	3	is	be	AUX
alkej-935	225	4	required	require	VERB
alkej-935	225	5	for	for	ADP
alkej-935	225	6	authenticating	authenticate	VERB
alkej-935	225	7	and	and	CCONJ
alkej-935	225	8	communicating	communicate	VERB
alkej-935	225	9	the	the	DET
alkej-935	225	10	script	script	NOUN
alkej-935	225	11	with	with	ADP
alkej-935	225	12	the	the	DET
alkej-935	225	13	telegram	telegram	NOUN
alkej-935	225	14	bot	bot	PROPN
alkej-935	225	15	api	api	PROPN
alkej-935	225	16	.	.	PUNCT
alkej-935	226	1			PROPN
alkej-935	226	2	handler	handler	NOUN
alkej-935	226	3	functions	function	NOUN
alkej-935	226	4	:	:	PUNCT
alkej-935	226	5	the	the	DET
alkej-935	226	6	handler	handler	NOUN
alkej-935	226	7	for	for	ADP
alkej-935	226	8	the	the	DET
alkej-935	226	9	/start	/start	ADJ
alkej-935	226	10	command	command	NOUN
alkej-935	226	11	is	be	AUX
alkej-935	226	12	the	the	DET
alkej-935	226	13	start	start	NOUN
alkej-935	226	14	(	(	PUNCT
alkej-935	226	15	update	update	NOUN
alkej-935	226	16	:	:	PUNCT
alkej-935	226	17	update	update	NOUN
alkej-935	226	18	,	,	PUNCT
alkej-935	226	19	context	context	NOUN
alkej-935	226	20	:	:	PUNCT
alkej-935	226	21	callbackcontext	callbackcontext	ADJ
alkej-935	226	22	)	)	PUNCT
alkej-935	226	23	function	function	NOUN
alkej-935	226	24	,	,	PUNCT
alkej-935	226	25	which	which	PRON
alkej-935	226	26	is	be	AUX
alkej-935	226	27	triggered	trigger	VERB
alkej-935	226	28	when	when	SCONJ
alkej-935	226	29	the	the	DET
alkej-935	226	30	user	user	NOUN
alkej-935	226	31	sends	send	VERB
alkej-935	226	32	the	the	DET
alkej-935	226	33	/start	/start	ADJ
alkej-935	226	34	command	command	NOUN
alkej-935	226	35	to	to	ADP
alkej-935	226	36	the	the	DET
alkej-935	226	37	bot	bot	NOUN
alkej-935	226	38	.	.	PUNCT
alkej-935	227	1	this	this	DET
alkej-935	227	2	function	function	NOUN
alkej-935	227	3	sends	send	VERB
alkej-935	227	4	a	a	DET
alkej-935	227	5	welcome	welcome	ADJ
alkej-935	227	6	message	message	NOUN
alkej-935	227	7	to	to	ADP
alkej-935	227	8	the	the	DET
alkej-935	227	9	user	user	NOUN
alkej-935	227	10	with	with	ADP
alkej-935	227	11	the	the	DET
alkej-935	227	12	keyboard	keyboard	NOUN
alkej-935	227	13	and	and	CCONJ
alkej-935	227	14	creates	create	VERB
alkej-935	227	15	a	a	DET
alkej-935	227	16	static	static	ADJ
alkej-935	227	17	keyboard	keyboard	NOUN
alkej-935	227	18	with	with	ADP
alkej-935	227	19	two	two	NUM
alkej-935	227	20	buttons	button	NOUN
alkej-935	227	21	:	:	PUNCT
alkej-935	227	22	‘	'	PUNCT
alkej-935	227	23	run	run	VERB
alkej-935	227	24	matlab	matlab	PROPN
alkej-935	227	25	script	script	NOUN
alkej-935	227	26	’	'	PUNCT
alkej-935	227	27	and	and	CCONJ
alkej-935	227	28	‘	'	PUNCT
alkej-935	227	29	send	send	VERB
alkej-935	227	30	a	a	DET
alkej-935	227	31	picture	picture	NOUN
alkej-935	227	32	’	'	PUNCT
alkej-935	227	33	.	.	PUNCT
alkej-935	228	1	noor	noor	PROPN
alkej-935	228	2	kamal	kamal	PROPN
alkej-935	228	3	al	al	PROPN
alkej-935	228	4	-	-	PUNCT
alkej-935	228	5	qazzaz	qazzaz	PROPN
alkej-935	228	6	al	al	PROPN
alkej-935	228	7	-	-	PUNCT
alkej-935	228	8	khwarizmi	khwarizmi	PROPN
alkej-935	228	9	engineering	engineering	NOUN
alkej-935	228	10	journal	journal	PROPN
alkej-935	228	11	,	,	PUNCT
alkej-935	228	12	vol	vol	NOUN
alkej-935	228	13	.	.	PROPN
alkej-935	228	14	21	21	NUM
alkej-935	228	15	,	,	PUNCT
alkej-935	228	16	no.1	no.1	NUM
alkej-935	228	17	,	,	PUNCT
alkej-935	228	18	pp	pp	ADJ
alkej-935	228	19	.	.	PUNCT
alkej-935	228	20	1327	1327	NUM
alkej-935	228	21	(	(	PUNCT
alkej-935	228	22	2025	2025	NUM
alkej-935	228	23	)	)	PUNCT
alkej-935	228	24	20	20	NUM
alkej-935	228	25	the	the	DET
alkej-935	228	26	handler	handler	NOUN
alkej-935	228	27	for	for	ADP
alkej-935	228	28	the	the	DET
alkej-935	228	29	‘	'	PUNCT
alkej-935	228	30	run	run	ADJ
alkej-935	228	31	matlab	matlab	PROPN
alkej-935	228	32	script	script	NOUN
alkej-935	228	33	’	'	PUNCT
alkej-935	228	34	action	action	NOUN
alkej-935	228	35	is	be	AUX
alkej-935	228	36	the	the	DET
alkej-935	228	37	test	test	NOUN
alkej-935	228	38	(	(	PUNCT
alkej-935	228	39	update	update	NOUN
alkej-935	228	40	:	:	PUNCT
alkej-935	228	41	update	update	NOUN
alkej-935	228	42	,	,	PUNCT
alkej-935	228	43	context	context	NOUN
alkej-935	228	44	:	:	PUNCT
alkej-935	228	45	callbackcontext	callbackcontext	ADJ
alkej-935	228	46	)	)	PUNCT
alkej-935	228	47	function	function	NOUN
alkej-935	228	48	,	,	PUNCT
alkej-935	228	49	which	which	PRON
alkej-935	228	50	is	be	AUX
alkej-935	228	51	triggered	trigger	VERB
alkej-935	228	52	when	when	SCONJ
alkej-935	228	53	the	the	DET
alkej-935	228	54	user	user	NOUN
alkej-935	228	55	clicks	click	VERB
alkej-935	228	56	the	the	DET
alkej-935	228	57	‘	'	PUNCT
alkej-935	228	58	run	run	VERB
alkej-935	228	59	matlab	matlab	PROPN
alkej-935	228	60	script	script	NOUN
alkej-935	228	61	’	'	PUNCT
alkej-935	228	62	button	button	NOUN
alkej-935	228	63	.	.	PUNCT
alkej-935	229	1	this	this	DET
alkej-935	229	2	function	function	NOUN
alkej-935	229	3	runs	run	VERB
alkej-935	229	4	a	a	DET
alkej-935	229	5	matlab	matlab	PROPN
alkej-935	229	6	command	command	NOUN
alkej-935	229	7	and	and	CCONJ
alkej-935	229	8	sends	send	VERB
alkej-935	229	9	a	a	DET
alkej-935	229	10	reply	reply	NOUN
alkej-935	229	11	to	to	ADP
alkej-935	229	12	the	the	DET
alkej-935	229	13	user	user	NOUN
alkej-935	229	14	,	,	PUNCT
alkej-935	229	15	indicating	indicate	VERB
alkej-935	229	16	that	that	SCONJ
alkej-935	229	17	the	the	DET
alkej-935	229	18	matlab	matlab	PROPN
alkej-935	229	19	script	script	NOUN
alkej-935	229	20	is	be	AUX
alkej-935	229	21	being	be	AUX
alkej-935	229	22	executed	execute	VERB
alkej-935	229	23	.	.	PUNCT
alkej-935	230	1	the	the	DET
alkej-935	230	2	handler	handler	NOUN
alkej-935	230	3	for	for	ADP
alkej-935	230	4	the	the	PRON
alkej-935	230	5	‘	'	PUNCT
alkej-935	230	6	send	send	VERB
alkej-935	230	7	a	a	DET
alkej-935	230	8	picture	picture	NOUN
alkej-935	230	9	’	'	PUNCT
alkej-935	230	10	action	action	NOUN
alkej-935	230	11	is	be	AUX
alkej-935	230	12	the	the	DET
alkej-935	230	13	save	save	ADJ
alkej-935	230	14	picture	picture	NOUN
alkej-935	230	15	(	(	PUNCT
alkej-935	230	16	update	update	NOUN
alkej-935	230	17	:	:	PUNCT
alkej-935	230	18	update	update	NOUN
alkej-935	230	19	,	,	PUNCT
alkej-935	230	20	context	context	NOUN
alkej-935	230	21	:	:	PUNCT
alkej-935	230	22	callbackcontext	callbackcontext	ADJ
alkej-935	230	23	)	)	PUNCT
alkej-935	230	24	function	function	NOUN
alkej-935	230	25	,	,	PUNCT
alkej-935	230	26	which	which	PRON
alkej-935	230	27	is	be	AUX
alkej-935	230	28	triggered	trigger	VERB
alkej-935	230	29	when	when	SCONJ
alkej-935	230	30	the	the	DET
alkej-935	230	31	user	user	NOUN
alkej-935	230	32	sends	send	VERB
alkej-935	230	33	a	a	DET
alkej-935	230	34	picture	picture	NOUN
alkej-935	230	35	to	to	ADP
alkej-935	230	36	the	the	DET
alkej-935	230	37	bot	bot	NOUN
alkej-935	230	38	.	.	PUNCT
alkej-935	231	1	this	this	DET
alkej-935	231	2	function	function	NOUN
alkej-935	231	3	checks	check	VERB
alkej-935	231	4	if	if	SCONJ
alkej-935	231	5	the	the	DET
alkej-935	231	6	'	'	PUNCT
alkej-935	231	7	images	image	NOUN
alkej-935	231	8	'	'	PART
alkej-935	231	9	folder	folder	NOUN
alkej-935	231	10	exists	exist	VERB
alkej-935	231	11	or	or	CCONJ
alkej-935	231	12	not	not	PART
alkej-935	231	13	.	.	PUNCT
alkej-935	232	1	if	if	SCONJ
alkej-935	232	2	no	no	DET
alkej-935	232	3	such	such	ADJ
alkej-935	232	4	folder	folder	NOUN
alkej-935	232	5	exists	exist	VERB
alkej-935	232	6	,	,	PUNCT
alkej-935	232	7	this	this	DET
alkej-935	232	8	function	function	NOUN
alkej-935	232	9	creates	create	VERB
alkej-935	232	10	one	one	NUM
alkej-935	232	11	.	.	PUNCT
alkej-935	233	1	if	if	SCONJ
alkej-935	233	2	the	the	DET
alkej-935	233	3	folder	folder	NOUN
alkej-935	233	4	already	already	ADV
alkej-935	233	5	exists	exist	VERB
alkej-935	233	6	,	,	PUNCT
alkej-935	233	7	it	it	PRON
alkej-935	233	8	removes	remove	VERB
alkej-935	233	9	its	its	PRON
alkej-935	233	10	contents	content	NOUN
alkej-935	233	11	and	and	CCONJ
alkej-935	233	12	creates	create	VERB
alkej-935	233	13	a	a	DET
alkej-935	233	14	new	new	ADJ
alkej-935	233	15	folder	folder	NOUN
alkej-935	233	16	.	.	PUNCT
alkej-935	234	1	then	then	ADV
alkej-935	234	2	,	,	PUNCT
alkej-935	234	3	it	it	PRON
alkej-935	234	4	retrieves	retrieve	VERB
alkej-935	234	5	the	the	DET
alkej-935	234	6	highest	high	ADJ
alkej-935	234	7	resolution	resolution	NOUN
alkej-935	234	8	photo	photo	NOUN
alkej-935	234	9	from	from	ADP
alkej-935	234	10	the	the	DET
alkej-935	234	11	received	receive	VERB
alkej-935	234	12	photos	photo	NOUN
alkej-935	234	13	array	array	VERB
alkej-935	234	14	,	,	PUNCT
alkej-935	234	15	downloads	download	VERB
alkej-935	234	16	the	the	DET
alkej-935	234	17	photo	photo	NOUN
alkej-935	234	18	as	as	ADP
alkej-935	234	19	a	a	DET
alkej-935	234	20	byte	byte	NOUN
alkej-935	234	21	array	array	NOUN
alkej-935	234	22	,	,	PUNCT
alkej-935	234	23	and	and	CCONJ
alkej-935	234	24	saves	save	VERB
alkej-935	234	25	it	it	PRON
alkej-935	234	26	with	with	ADP
alkej-935	234	27	the	the	DET
alkej-935	234	28	filename	filename	NOUN
alkej-935	234	29	set	set	VERB
alkej-935	234	30	as	as	ADP
alkej-935	234	31	the	the	DET
alkej-935	234	32	user	user	NOUN
alkej-935	234	33	's	's	PART
alkej-935	234	34	chat	chat	NOUN
alkej-935	235	1	i	i	PRON
alkej-935	235	2	d.	d.	PROPN
alkej-935	235	3	the	the	DET
alkej-935	235	4	text_handler	text_handler	PROPN
alkej-935	235	5	(	(	PUNCT
alkej-935	235	6	update	update	NOUN
alkej-935	235	7	:	:	PUNCT
alkej-935	235	8	update	update	NOUN
alkej-935	235	9	,	,	PUNCT
alkej-935	235	10	context	context	NOUN
alkej-935	235	11	:	:	PUNCT
alkej-935	235	12	callbackcontext	callbackcontext	NOUN
alkej-935	235	13	)	)	PUNCT
alkej-935	235	14	function	function	NOUN
alkej-935	235	15	handles	handle	VERB
alkej-935	235	16	text	text	NOUN
alkej-935	235	17	messages	message	NOUN
alkej-935	235	18	received	receive	VERB
alkej-935	235	19	when	when	SCONJ
alkej-935	235	20	the	the	DET
alkej-935	235	21	user	user	NOUN
alkej-935	235	22	clicks	click	VERB
alkej-935	235	23	the	the	DET
alkej-935	235	24	buttons	button	NOUN
alkej-935	235	25	.	.	PUNCT
alkej-935	236	1	if	if	SCONJ
alkej-935	236	2	the	the	DET
alkej-935	236	3	received	receive	VERB
alkej-935	236	4	text	text	NOUN
alkej-935	236	5	message	message	NOUN
alkej-935	236	6	is	be	AUX
alkej-935	236	7	‘	'	PUNCT
alkej-935	236	8	send	send	VERB
alkej-935	236	9	a	a	DET
alkej-935	236	10	picture	picture	NOUN
alkej-935	236	11	’	'	PUNCT
alkej-935	236	12	,	,	PUNCT
alkej-935	236	13	it	it	PRON
alkej-935	236	14	sends	send	VERB
alkej-935	236	15	a	a	DET
alkej-935	236	16	reply	reply	NOUN
alkej-935	236	17	asking	ask	VERB
alkej-935	236	18	the	the	DET
alkej-935	236	19	user	user	NOUN
alkej-935	236	20	to	to	PART
alkej-935	236	21	send	send	VERB
alkej-935	236	22	a	a	DET
alkej-935	236	23	picture	picture	NOUN
alkej-935	236	24	.	.	PUNCT
alkej-935	237	1	if	if	SCONJ
alkej-935	237	2	the	the	DET
alkej-935	237	3	message	message	NOUN
alkej-935	237	4	is	be	AUX
alkej-935	237	5	‘	'	PUNCT
alkej-935	237	6	run	run	VERB
alkej-935	237	7	matlab	matlab	PROPN
alkej-935	237	8	script	script	NOUN
alkej-935	237	9	’	'	PUNCT
alkej-935	237	10	,	,	PUNCT
alkej-935	237	11	it	it	PRON
alkej-935	237	12	calls	call	VERB
alkej-935	237	13	the	the	DET
alkej-935	237	14	test	test	NOUN
alkej-935	237	15	(	(	PUNCT
alkej-935	237	16	)	)	PUNCT
alkej-935	237	17	function	function	NOUN
alkej-935	237	18	.	.	PUNCT
alkej-935	238	1			X
alkej-935	239	1	running	run	VERB
alkej-935	239	2	the	the	DET
alkej-935	239	3	bot	bot	NOUN
alkej-935	239	4	:	:	PUNCT
alkej-935	239	5	the	the	DET
alkej-935	239	6	main	main	ADJ
alkej-935	239	7	(	(	PUNCT
alkej-935	239	8	)	)	PUNCT
alkej-935	239	9	function	function	NOUN
alkej-935	239	10	is	be	AUX
alkej-935	239	11	called	call	VERB
alkej-935	239	12	when	when	SCONJ
alkej-935	239	13	the	the	DET
alkej-935	239	14	script	script	NOUN
alkej-935	239	15	is	be	AUX
alkej-935	239	16	executed	execute	VERB
alkej-935	239	17	,	,	PUNCT
alkej-935	239	18	initiating	initiate	VERB
alkej-935	239	19	the	the	DET
alkej-935	239	20	setup	setup	NOUN
alkej-935	239	21	and	and	CCONJ
alkej-935	239	22	execution	execution	NOUN
alkej-935	239	23	of	of	ADP
alkej-935	239	24	the	the	DET
alkej-935	239	25	telegram	telegram	NOUN
alkej-935	239	26	bot	bot	NOUN
alkej-935	239	27	.	.	PUNCT
alkej-935	240	1	in	in	ADP
alkej-935	240	2	the	the	DET
alkej-935	240	3	flowchart	flowchart	NOUN
alkej-935	240	4	,	,	PUNCT
alkej-935	240	5	the	the	DET
alkej-935	240	6	steps	step	NOUN
alkej-935	240	7	of	of	ADP
alkej-935	240	8	programming	programming	NOUN
alkej-935	240	9	code	code	NOUN
alkej-935	240	10	are	be	AUX
alkej-935	240	11	presented	present	VERB
alkej-935	240	12	.	.	PUNCT
alkej-935	241	1	when	when	SCONJ
alkej-935	241	2	the	the	DET
alkej-935	241	3	user	user	NOUN
alkej-935	241	4	sends	send	VERB
alkej-935	241	5	/starts	/starts	PROPN
alkej-935	241	6	,	,	PUNCT
alkej-935	241	7	the	the	DET
alkej-935	241	8	start	start	NOUN
alkej-935	241	9	function	function	NOUN
alkej-935	241	10	is	be	AUX
alkej-935	241	11	run	run	VERB
alkej-935	241	12	and	and	CCONJ
alkej-935	241	13	by	by	ADP
alkej-935	241	14	that	that	PRON
alkej-935	241	15	,	,	PUNCT
alkej-935	241	16	and	and	CCONJ
alkej-935	241	17	then	then	ADV
alkej-935	241	18	the	the	DET
alkej-935	241	19	bot	bot	NOUN
alkej-935	241	20	sends	send	VERB
alkej-935	241	21	a	a	DET
alkej-935	241	22	message	message	NOUN
alkej-935	241	23	welcoming	welcome	VERB
alkej-935	241	24	the	the	DET
alkej-935	241	25	user	user	NOUN
alkej-935	241	26	.	.	PUNCT
alkej-935	242	1	the	the	DET
alkej-935	242	2	user	user	NOUN
alkej-935	242	3	should	should	AUX
alkej-935	242	4	choose	choose	VERB
alkej-935	242	5	an	an	DET
alkej-935	242	6	action	action	NOUN
alkej-935	242	7	from	from	ADP
alkej-935	242	8	the	the	DET
alkej-935	242	9	handlers	handler	NOUN
alkej-935	242	10	.	.	PUNCT
alkej-935	243	1	if	if	SCONJ
alkej-935	243	2	the	the	DET
alkej-935	243	3	user	user	NOUN
alkej-935	243	4	chooses	choose	VERB
alkej-935	243	5	to	to	PART
alkej-935	243	6	send	send	VERB
alkej-935	243	7	a	a	DET
alkej-935	243	8	picture	picture	NOUN
alkej-935	243	9	handler	handler	NOUN
alkej-935	243	10	,	,	PUNCT
alkej-935	243	11	the	the	DET
alkej-935	243	12	bot	bot	NOUN
alkej-935	243	13	gives	give	VERB
alkej-935	243	14	him	he	PRON
alkej-935	243	15	excess	excess	NOUN
alkej-935	243	16	to	to	ADP
alkej-935	243	17	the	the	DET
alkej-935	243	18	pictures	picture	NOUN
alkej-935	243	19	gallery	gallery	NOUN
alkej-935	243	20	to	to	PART
alkej-935	243	21	pick	pick	VERB
alkej-935	243	22	a	a	DET
alkej-935	243	23	picture	picture	NOUN
alkej-935	243	24	,	,	PUNCT
alkej-935	243	25	and	and	CCONJ
alkej-935	243	26	then	then	ADV
alkej-935	243	27	the	the	DET
alkej-935	243	28	programme	programme	NOUN
alkej-935	243	29	receives	receive	VERB
alkej-935	243	30	the	the	DET
alkej-935	243	31	picture	picture	NOUN
alkej-935	243	32	and	and	CCONJ
alkej-935	243	33	saves	save	VERB
alkej-935	243	34	it	it	PRON
alkej-935	243	35	in	in	ADP
alkej-935	243	36	the	the	DET
alkej-935	243	37	image	image	NOUN
alkej-935	243	38	folder	folder	NOUN
alkej-935	243	39	.	.	PUNCT
alkej-935	244	1	the	the	DET
alkej-935	244	2	run	run	VERB
alkej-935	244	3	matlab	matlab	PROPN
alkej-935	244	4	script	script	NOUN
alkej-935	244	5	handler	handler	NOUN
alkej-935	244	6	sends	send	VERB
alkej-935	244	7	a	a	DET
alkej-935	244	8	message	message	NOUN
alkej-935	244	9	to	to	ADP
alkej-935	244	10	the	the	DET
alkej-935	244	11	programme	programme	NOUN
alkej-935	244	12	to	to	PART
alkej-935	244	13	run	run	VERB
alkej-935	244	14	the	the	DET
alkej-935	244	15	function	function	NOUN
alkej-935	244	16	of	of	ADP
alkej-935	244	17	running	run	VERB
alkej-935	244	18	the	the	DET
alkej-935	244	19	matlab	matlab	PROPN
alkej-935	244	20	code	code	NOUN
alkej-935	244	21	.	.	PUNCT
alkej-935	245	1	3.4.2	3.4.2	X
alkej-935	245	2	.	.	PUNCT
alkej-935	245	3	performance	performance	NOUN
alkej-935	245	4	measure	measure	NOUN
alkej-935	245	5	the	the	DET
alkej-935	245	6	validation	validation	NOUN
alkej-935	245	7	curve	curve	NOUN
alkej-935	245	8	helped	helped	AUX
alkej-935	245	9	evaluate	evaluate	VERB
alkej-935	245	10	the	the	DET
alkej-935	245	11	model	model	NOUN
alkej-935	245	12	's	's	PART
alkej-935	245	13	performance	performance	NOUN
alkej-935	245	14	on	on	ADP
alkej-935	245	15	unseen	unseen	ADJ
alkej-935	245	16	data	datum	NOUN
alkej-935	245	17	during	during	ADP
alkej-935	245	18	training	training	NOUN
alkej-935	245	19	.	.	PUNCT
alkej-935	246	1	it	it	PRON
alkej-935	246	2	measured	measure	VERB
alkej-935	246	3	the	the	DET
alkej-935	246	4	validation	validation	NOUN
alkej-935	246	5	accuracy	accuracy	NOUN
alkej-935	246	6	and	and	CCONJ
alkej-935	246	7	loss	loss	NOUN
alkej-935	246	8	,	,	PUNCT
alkej-935	246	9	computed	compute	VERB
alkej-935	246	10	on	on	ADP
alkej-935	246	11	a	a	DET
alkej-935	246	12	separate	separate	ADJ
alkej-935	246	13	dataset	dataset	NOUN
alkej-935	246	14	called	call	VERB
alkej-935	246	15	the	the	DET
alkej-935	246	16	validation	validation	NOUN
alkej-935	246	17	set	set	NOUN
alkej-935	246	18	.	.	PUNCT
alkej-935	247	1	the	the	DET
alkej-935	247	2	validation	validation	NOUN
alkej-935	247	3	set	set	NOUN
alkej-935	247	4	contained	contain	VERB
alkej-935	247	5	examples	example	NOUN
alkej-935	247	6	that	that	SCONJ
alkej-935	247	7	the	the	DET
alkej-935	247	8	model	model	NOUN
alkej-935	247	9	had	have	AUX
alkej-935	247	10	not	not	PART
alkej-935	247	11	seen	see	VERB
alkej-935	247	12	during	during	ADP
alkej-935	247	13	training	training	NOUN
alkej-935	247	14	,	,	PUNCT
alkej-935	247	15	allowing	allow	VERB
alkej-935	247	16	us	we	PRON
alkej-935	247	17	to	to	PART
alkej-935	247	18	estimate	estimate	VERB
alkej-935	247	19	its	its	PRON
alkej-935	247	20	ability	ability	NOUN
alkej-935	247	21	to	to	PART
alkej-935	247	22	generalise	generalise	VERB
alkej-935	247	23	to	to	ADP
alkej-935	247	24	new	new	ADJ
alkej-935	247	25	,	,	PUNCT
alkej-935	247	26	unseen	unseen	ADJ
alkej-935	247	27	data	datum	NOUN
alkej-935	247	28	.	.	PUNCT
alkej-935	248	1	the	the	DET
alkej-935	248	2	validation	validation	NOUN
alkej-935	248	3	accuracy	accuracy	NOUN
alkej-935	248	4	represented	represent	VERB
alkej-935	248	5	the	the	DET
alkej-935	248	6	model	model	NOUN
alkej-935	248	7	's	's	PART
alkej-935	248	8	performance	performance	NOUN
alkej-935	248	9	on	on	ADP
alkej-935	248	10	the	the	DET
alkej-935	248	11	validation	validation	NOUN
alkej-935	248	12	set	set	NOUN
alkej-935	248	13	,	,	PUNCT
alkej-935	248	14	whereas	whereas	SCONJ
alkej-935	248	15	the	the	DET
alkej-935	248	16	validation	validation	NOUN
alkej-935	248	17	loss	loss	NOUN
alkej-935	248	18	reflects	reflect	VERB
alkej-935	248	19	the	the	DET
alkej-935	248	20	discrepancy	discrepancy	NOUN
alkej-935	248	21	between	between	ADP
alkej-935	248	22	27	27	NUM
alkej-935	248	23	predicted	predict	VERB
alkej-935	248	24	and	and	CCONJ
alkej-935	248	25	actual	actual	ADJ
alkej-935	248	26	values	value	NOUN
alkej-935	248	27	for	for	ADP
alkej-935	248	28	the	the	DET
alkej-935	248	29	validation	validation	NOUN
alkej-935	248	30	data	datum	NOUN
alkej-935	248	31	.	.	PUNCT
alkej-935	249	1	monitoring	monitor	VERB
alkej-935	249	2	the	the	DET
alkej-935	249	3	validation	validation	NOUN
alkej-935	249	4	curve	curve	NOUN
alkej-935	249	5	was	be	AUX
alkej-935	249	6	critical	critical	ADJ
alkej-935	249	7	to	to	ADP
alkej-935	249	8	identifying	identify	VERB
alkej-935	249	9	overfitting	overfitting	NOUN
alkej-935	249	10	or	or	CCONJ
alkej-935	249	11	underfitting	underfitting	NOUN
alkej-935	249	12	.	.	PUNCT
alkej-935	250	1	the	the	DET
alkej-935	250	2	suggested	suggest	VERB
alkej-935	250	3	network	network	NOUN
alkej-935	250	4	was	be	AUX
alkej-935	250	5	trained	train	VERB
alkej-935	250	6	with	with	ADP
alkej-935	250	7	50	50	NUM
alkej-935	250	8	epochs	epoch	NOUN
alkej-935	250	9	using	use	VERB
alkej-935	250	10	mobilenetv2	mobilenetv2	PROPN
alkej-935	250	11	and	and	CCONJ
alkej-935	250	12	2400	2400	NUM
alkej-935	250	13	iterations	iteration	NOUN
alkej-935	250	14	with	with	ADP
alkej-935	250	15	48	48	NUM
alkej-935	250	16	iterations	iteration	NOUN
alkej-935	250	17	per	per	ADP
alkej-935	250	18	epoch	epoch	NOUN
alkej-935	250	19	and	and	CCONJ
alkej-935	250	20	3	3	NUM
alkej-935	250	21	rounds	round	NOUN
alkej-935	250	22	of	of	ADP
alkej-935	250	23	validation	validation	NOUN
alkej-935	250	24	.	.	PUNCT
alkej-935	251	1	after	after	ADP
alkej-935	251	2	several	several	ADJ
alkej-935	251	3	epochs	epoch	NOUN
alkej-935	251	4	without	without	ADP
alkej-935	251	5	validation	validation	NOUN
alkej-935	251	6	accuracy	accuracy	NOUN
alkej-935	251	7	increase	increase	NOUN
alkej-935	251	8	,	,	PUNCT
alkej-935	251	9	training	training	NOUN
alkej-935	251	10	was	be	AUX
alkej-935	251	11	ended	end	VERB
alkej-935	251	12	.	.	PUNCT
alkej-935	252	1	developers	developer	NOUN
alkej-935	252	2	and	and	CCONJ
alkej-935	252	3	academics	academic	NOUN
alkej-935	252	4	can	can	AUX
alkej-935	252	5	evaluate	evaluate	VERB
alkej-935	252	6	the	the	DET
alkej-935	252	7	deep	deep	ADJ
alkej-935	252	8	-	-	PUNCT
alkej-935	252	9	learning	learn	VERB
alkej-935	252	10	framework	framework	NOUN
alkej-935	252	11	and	and	CCONJ
alkej-935	252	12	mobile	mobile	ADJ
alkej-935	252	13	app	app	NOUN
alkej-935	252	14	for	for	ADP
alkej-935	252	15	covid-19	covid-19	PROPN
alkej-935	252	16	identification	identification	NOUN
alkej-935	252	17	from	from	ADP
alkej-935	252	18	cxr	cxr	NOUN
alkej-935	252	19	pictures	picture	NOUN
alkej-935	252	20	by	by	ADP
alkej-935	252	21	using	use	VERB
alkej-935	252	22	these	these	DET
alkej-935	252	23	performance	performance	NOUN
alkej-935	252	24	measures	measure	NOUN
alkej-935	252	25	.	.	PUNCT
alkej-935	253	1	the	the	DET
alkej-935	253	2	quantitative	quantitative	ADJ
alkej-935	253	3	findings	finding	NOUN
alkej-935	253	4	were	be	AUX
alkej-935	253	5	promising	promise	VERB
alkej-935	253	6	and	and	CCONJ
alkej-935	253	7	demonstrated	demonstrate	VERB
alkej-935	253	8	the	the	DET
alkej-935	253	9	success	success	NOUN
alkej-935	253	10	of	of	ADP
alkej-935	253	11	the	the	DET
alkej-935	253	12	suggested	suggest	VERB
alkej-935	253	13	strategy	strategy	NOUN
alkej-935	253	14	,	,	PUNCT
alkej-935	253	15	but	but	CCONJ
alkej-935	253	16	the	the	DET
alkej-935	253	17	qualitative	qualitative	ADJ
alkej-935	253	18	outcomes	outcome	NOUN
alkej-935	253	19	must	must	AUX
alkej-935	253	20	be	be	AUX
alkej-935	253	21	examined	examine	VERB
alkej-935	253	22	.	.	PUNCT
alkej-935	254	1	any	any	DET
alkej-935	254	2	segmentation	segmentation	NOUN
alkej-935	254	3	technique	technique	NOUN
alkej-935	254	4	should	should	AUX
alkej-935	254	5	be	be	AUX
alkej-935	254	6	compared	compare	VERB
alkej-935	254	7	against	against	ADP
alkej-935	254	8	hand	hand	NOUN
alkej-935	254	9	delineations	delineation	NOUN
alkej-935	254	10	to	to	PART
alkej-935	254	11	determine	determine	VERB
alkej-935	254	12	qualitative	qualitative	ADJ
alkej-935	254	13	performance	performance	NOUN
alkej-935	254	14	.	.	PUNCT
alkej-935	255	1	manual	manual	ADJ
alkej-935	255	2	delineations	delineation	NOUN
alkej-935	255	3	needed	need	VERB
alkej-935	255	4	domain	domain	NOUN
alkej-935	255	5	expertise	expertise	NOUN
alkej-935	255	6	,	,	PUNCT
alkej-935	255	7	making	make	VERB
alkej-935	255	8	them	they	PRON
alkej-935	255	9	difficult	difficult	ADJ
alkej-935	255	10	.	.	PUNCT
alkej-935	256	1	it	it	PRON
alkej-935	256	2	is	be	AUX
alkej-935	256	3	complex	complex	ADJ
alkej-935	256	4	and	and	CCONJ
alkej-935	256	5	time	time	NOUN
alkej-935	256	6	consuming	consume	VERB
alkej-935	256	7	,	,	PUNCT
alkej-935	256	8	so	so	CCONJ
alkej-935	256	9	the	the	DET
alkej-935	256	10	manual	manual	ADJ
alkej-935	256	11	ground	ground	NOUN
alkej-935	256	12	-	-	PUNCT
alkej-935	256	13	truth	truth	NOUN
alkej-935	256	14	segmentation	segmentation	NOUN
alkej-935	256	15	for	for	ADP
alkej-935	256	16	the	the	DET
alkej-935	256	17	covid-19	covid-19	PROPN
alkej-935	256	18	picture	picture	NOUN
alkej-935	256	19	collection	collection	NOUN
alkej-935	256	20	was	be	AUX
alkej-935	256	21	tough	tough	ADJ
alkej-935	256	22	to	to	PART
alkej-935	256	23	achieve	achieve	VERB
alkej-935	256	24	.	.	PUNCT
alkej-935	257	1	however	however	ADV
alkej-935	257	2	,	,	PUNCT
alkej-935	257	3	segmented	segment	VERB
alkej-935	257	4	results	result	NOUN
alkej-935	257	5	may	may	AUX
alkej-935	257	6	be	be	AUX
alkej-935	257	7	visually	visually	ADV
alkej-935	257	8	examined	examine	VERB
alkej-935	257	9	to	to	PART
alkej-935	257	10	assess	assess	VERB
alkej-935	257	11	performance	performance	NOUN
alkej-935	257	12	.	.	PUNCT
alkej-935	258	1	the	the	DET
alkej-935	258	2	suggested	suggest	VERB
alkej-935	258	3	method	method	NOUN
alkej-935	258	4	segmented	segment	VERB
alkej-935	258	5	the	the	DET
alkej-935	258	6	x	x	ADJ
alkej-935	258	7	-	-	NOUN
alkej-935	258	8	ray	ray	NOUN
alkej-935	258	9	image	image	NOUN
alkej-935	258	10	areas	area	NOUN
alkej-935	258	11	well	well	ADV
alkej-935	258	12	.	.	PUNCT
alkej-935	259	1	the	the	DET
alkej-935	259	2	extensive	extensive	ADJ
alkej-935	259	3	qualitative	qualitative	NOUN
alkej-935	259	4	and	and	CCONJ
alkej-935	259	5	quantitative	quantitative	ADJ
alkej-935	259	6	research	research	NOUN
alkej-935	259	7	showed	show	VERB
alkej-935	259	8	that	that	SCONJ
alkej-935	259	9	the	the	DET
alkej-935	259	10	suggested	suggest	VERB
alkej-935	259	11	technique	technique	NOUN
alkej-935	259	12	outperformed	outperform	VERB
alkej-935	259	13	most	most	ADJ
alkej-935	259	14	current	current	ADJ
alkej-935	259	15	approaches	approach	NOUN
alkej-935	259	16	.	.	PUNCT
alkej-935	260	1	the	the	DET
alkej-935	260	2	suggested	suggest	VERB
alkej-935	260	3	strategy	strategy	NOUN
alkej-935	260	4	produced	produce	VERB
alkej-935	260	5	better	well	ADJ
alkej-935	260	6	segmented	segment	VERB
alkej-935	260	7	results	result	NOUN
alkej-935	260	8	than	than	ADP
alkej-935	260	9	current	current	ADJ
alkej-935	260	10	methods	method	NOUN
alkej-935	260	11	,	,	PUNCT
alkej-935	260	12	helping	help	VERB
alkej-935	260	13	clinicians	clinician	NOUN
alkej-935	260	14	analyse	analyse	VERB
alkej-935	260	15	suspected	suspect	VERB
alkej-935	260	16	patients	patient	NOUN
alkej-935	260	17	non	non	ADJ
alkej-935	260	18	-	-	ADJ
alkej-935	260	19	invasively	invasively	ADV
alkej-935	260	20	.	.	PUNCT
alkej-935	261	1	this	this	DET
alkej-935	261	2	technique	technique	NOUN
alkej-935	261	3	can	can	AUX
alkej-935	261	4	help	help	VERB
alkej-935	261	5	undertake	undertake	VERB
alkej-935	261	6	large	large	ADJ
alkej-935	261	7	testing	testing	NOUN
alkej-935	261	8	with	with	ADP
alkej-935	261	9	realistic	realistic	ADJ
alkej-935	261	10	segmented	segment	VERB
alkej-935	261	11	outputs	output	NOUN
alkej-935	261	12	to	to	PART
alkej-935	261	13	inhibit	inhibit	VERB
alkej-935	261	14	covid-19	covid-19	PROPN
alkej-935	261	15	's	's	PART
alkej-935	261	16	rapid	rapid	ADJ
alkej-935	261	17	spread	spread	NOUN
alkej-935	261	18	.	.	PUNCT
alkej-935	262	1	image	image	NOUN
alkej-935	262	2	types	type	NOUN
alkej-935	262	3	may	may	AUX
alkej-935	262	4	respond	respond	VERB
alkej-935	262	5	differently	differently	ADV
alkej-935	262	6	to	to	ADP
alkej-935	262	7	a	a	DET
alkej-935	262	8	given	give	VERB
alkej-935	262	9	technique	technique	NOUN
alkej-935	262	10	[	[	X
alkej-935	262	11	37	37	NUM
alkej-935	262	12	]	]	PUNCT
alkej-935	262	13	.	.	PUNCT
alkej-935	263	1	the	the	DET
alkej-935	263	2	suggested	suggest	VERB
alkej-935	263	3	system	system	NOUN
alkej-935	263	4	was	be	AUX
alkej-935	263	5	assessed	assess	VERB
alkej-935	263	6	using	use	VERB
alkej-935	263	7	average	average	ADJ
alkej-935	263	8	classification	classification	NOUN
alkej-935	263	9	accuracy	accuracy	NOUN
alkej-935	263	10	and	and	CCONJ
alkej-935	263	11	confusion	confusion	NOUN
alkej-935	263	12	matrix	matrix	NOUN
alkej-935	263	13	.	.	PUNCT
alkej-935	264	1	4	4	X
alkej-935	264	2	.	.	NOUN
alkej-935	264	3	results	result	VERB
alkej-935	264	4	4.1	4.1	NUM
alkej-935	264	5	.	.	PUNCT
alkej-935	265	1	results	result	NOUN
alkej-935	265	2	of	of	ADP
alkej-935	265	3	performance	performance	NOUN
alkej-935	265	4	measures	measure	NOUN
alkej-935	265	5	accuracy	accuracy	NOUN
alkej-935	265	6	or	or	CCONJ
alkej-935	265	7	performance	performance	NOUN
alkej-935	265	8	metrics	metric	NOUN
alkej-935	265	9	are	be	AUX
alkej-935	265	10	crucial	crucial	ADJ
alkej-935	265	11	measures	measure	NOUN
alkej-935	265	12	for	for	ADP
alkej-935	265	13	evaluating	evaluate	VERB
alkej-935	265	14	the	the	DET
alkej-935	265	15	effectiveness	effectiveness	NOUN
alkej-935	265	16	and	and	CCONJ
alkej-935	265	17	reliability	reliability	NOUN
alkej-935	265	18	of	of	ADP
alkej-935	265	19	a	a	DET
alkej-935	265	20	trained	train	VERB
alkej-935	265	21	neural	neural	ADJ
alkej-935	265	22	network	network	NOUN
alkej-935	265	23	,	,	PUNCT
alkej-935	265	24	performance	performance	NOUN
alkej-935	265	25	metrics	metric	NOUN
alkej-935	265	26	provide	provide	VERB
alkej-935	265	27	quantitative	quantitative	ADJ
alkej-935	265	28	measures	measure	NOUN
alkej-935	265	29	that	that	PRON
alkej-935	265	30	quantify	quantify	VERB
alkej-935	265	31	how	how	SCONJ
alkej-935	265	32	well	well	ADV
alkej-935	265	33	a	a	DET
alkej-935	265	34	neural	neural	ADJ
alkej-935	265	35	network	network	NOUN
alkej-935	265	36	performs	perform	VERB
alkej-935	265	37	on	on	ADP
alkej-935	265	38	specific	specific	ADJ
alkej-935	265	39	tasks	task	NOUN
alkej-935	265	40	such	such	ADJ
alkej-935	265	41	as	as	ADP
alkej-935	265	42	classification	classification	NOUN
alkej-935	265	43	and	and	CCONJ
alkej-935	265	44	object	object	NOUN
alkej-935	265	45	detection	detection	NOUN
alkej-935	265	46	.	.	PUNCT
alkej-935	266	1	these	these	DET
alkej-935	266	2	metrics	metric	NOUN
alkej-935	266	3	serve	serve	VERB
alkej-935	266	4	as	as	ADP
alkej-935	266	5	benchmarks	benchmark	NOUN
alkej-935	266	6	for	for	ADP
alkej-935	266	7	evaluating	evaluate	VERB
alkej-935	266	8	the	the	DET
alkej-935	266	9	quality	quality	NOUN
alkej-935	266	10	of	of	ADP
alkej-935	266	11	predictions	prediction	NOUN
alkej-935	266	12	made	make	VERB
alkej-935	266	13	by	by	ADP
alkej-935	266	14	the	the	DET
alkej-935	266	15	network	network	NOUN
alkej-935	266	16	and	and	CCONJ
alkej-935	266	17	help	help	NOUN
alkej-935	266	18	in	in	ADP
alkej-935	266	19	comparing	compare	VERB
alkej-935	266	20	different	different	ADJ
alkej-935	266	21	models	model	NOUN
alkej-935	266	22	or	or	CCONJ
alkej-935	266	23	algorithms	algorithm	NOUN
alkej-935	266	24	.	.	PUNCT
alkej-935	267	1	one	one	NUM
alkej-935	267	2	of	of	ADP
alkej-935	267	3	the	the	DET
alkej-935	267	4	most	most	ADV
alkej-935	267	5	fundamental	fundamental	ADJ
alkej-935	267	6	performance	performance	NOUN
alkej-935	267	7	metrics	metric	NOUN
alkej-935	267	8	is	be	AUX
alkej-935	267	9	accuracy	accuracy	NOUN
alkej-935	267	10	,	,	PUNCT
alkej-935	267	11	which	which	PRON
alkej-935	267	12	measures	measure	VERB
alkej-935	267	13	the	the	DET
alkej-935	267	14	proportion	proportion	NOUN
alkej-935	267	15	of	of	ADP
alkej-935	267	16	correct	correct	ADJ
alkej-935	267	17	predictions	prediction	NOUN
alkej-935	267	18	made	make	VERB
alkej-935	267	19	by	by	ADP
alkej-935	267	20	the	the	DET
alkej-935	267	21	neural	neural	ADJ
alkej-935	267	22	network	network	NOUN
alkej-935	267	23	over	over	ADP
alkej-935	267	24	a	a	DET
alkej-935	267	25	given	give	VERB
alkej-935	267	26	dataset	dataset	NOUN
alkej-935	267	27	.	.	PUNCT
alkej-935	268	1	a	a	DET
alkej-935	268	2	notable	notable	ADJ
alkej-935	268	3	deep	deep	ADJ
alkej-935	268	4	-	-	PUNCT
alkej-935	268	5	learning	learn	VERB
alkej-935	268	6	framework	framework	NOUN
alkej-935	268	7	,	,	PUNCT
alkej-935	268	8	mobilenetv2	mobilenetv2	PROPN
alkej-935	268	9	,	,	PUNCT
alkej-935	268	10	was	be	AUX
alkej-935	268	11	used	use	VERB
alkej-935	268	12	in	in	ADP
alkej-935	268	13	this	this	DET
alkej-935	268	14	work	work	NOUN
alkej-935	268	15	to	to	PART
alkej-935	268	16	develop	develop	VERB
alkej-935	268	17	a	a	DET
alkej-935	268	18	system	system	NOUN
alkej-935	268	19	with	with	ADP
alkej-935	268	20	an	an	DET
alkej-935	268	21	average	average	ADJ
alkej-935	268	22	classification	classification	NOUN
alkej-935	268	23	accuracy	accuracy	NOUN
alkej-935	268	24	of	of	ADP
alkej-935	268	25	90.6	90.6	NUM
alkej-935	268	26	%	%	NOUN
alkej-935	268	27	for	for	ADP
alkej-935	268	28	covid-19	covid-19	PROPN
alkej-935	268	29	detection	detection	NOUN
alkej-935	268	30	.	.	PUNCT
alkej-935	269	1	noor	noor	PROPN
alkej-935	269	2	kamal	kamal	PROPN
alkej-935	269	3	al	al	PROPN
alkej-935	269	4	-	-	PUNCT
alkej-935	269	5	qazzaz	qazzaz	PROPN
alkej-935	269	6	al	al	PROPN
alkej-935	269	7	-	-	PUNCT
alkej-935	269	8	khwarizmi	khwarizmi	PROPN
alkej-935	269	9	engineering	engineering	NOUN
alkej-935	269	10	journal	journal	PROPN
alkej-935	269	11	,	,	PUNCT
alkej-935	269	12	vol	vol	NOUN
alkej-935	269	13	.	.	PROPN
alkej-935	269	14	21	21	NUM
alkej-935	269	15	,	,	PUNCT
alkej-935	269	16	no.1	no.1	NUM
alkej-935	269	17	,	,	PUNCT
alkej-935	269	18	pp	pp	ADJ
alkej-935	269	19	.	.	PUNCT
alkej-935	269	20	1327	1327	NUM
alkej-935	269	21	(	(	PUNCT
alkej-935	269	22	2025	2025	NUM
alkej-935	269	23	)	)	PUNCT
alkej-935	269	24	21	21	NUM
alkej-935	269	25	fig	fig	NOUN
alkej-935	269	26	.	.	PUNCT
alkej-935	270	1	4	4	X
alkej-935	270	2	.	.	X
alkej-935	270	3	process	process	NOUN
alkej-935	270	4	of	of	ADP
alkej-935	270	5	training	train	VERB
alkej-935	270	6	the	the	DET
alkej-935	270	7	mobilenetv2	mobilenetv2	NOUN
alkej-935	270	8	the	the	DET
alkej-935	270	9	proportion	proportion	NOUN
alkej-935	270	10	of	of	ADP
alkej-935	270	11	accurate	accurate	ADJ
alkej-935	270	12	classifications	classification	NOUN
alkej-935	270	13	produced	produce	VERB
alkej-935	270	14	by	by	ADP
alkej-935	270	15	the	the	DET
alkej-935	270	16	moiblenetv2	moiblenetv2	PROPN
alkej-935	270	17	network	network	NOUN
alkej-935	270	18	is	be	AUX
alkej-935	270	19	depicted	depict	VERB
alkej-935	270	20	in	in	ADP
alkej-935	270	21	figure	figure	NOUN
alkej-935	270	22	4	4	NUM
alkej-935	270	23	.	.	PUNCT
alkej-935	271	1	it	it	PRON
alkej-935	271	2	shows	show	VERB
alkej-935	271	3	normal	normal	ADJ
alkej-935	271	4	,	,	PUNCT
alkej-935	271	5	non	non	ADJ
alkej-935	271	6	-	-	ADJ
alkej-935	271	7	covid	covid	ADJ
alkej-935	271	8	lung	lung	NOUN
alkej-935	271	9	opacity	opacity	NOUN
alkej-935	271	10	,	,	PUNCT
alkej-935	271	11	and	and	CCONJ
alkej-935	271	12	983	983	NUM
alkej-935	271	13	,	,	PUNCT
alkej-935	271	14	1720	1720	NUM
alkej-935	271	15	,	,	PUNCT
alkej-935	271	16	and	and	CCONJ
alkej-935	271	17	196	196	NUM
alkej-935	271	18	of	of	ADP
alkej-935	271	19	covid-19	covid-19	PROPN
alkej-935	271	20	,	,	PUNCT
alkej-935	271	21	respectively	respectively	ADV
alkej-935	271	22	.	.	PUNCT
alkej-935	272	1	additionally	additionally	ADV
alkej-935	272	2	,	,	PUNCT
alkej-935	272	3	covid-19	covid-19	PROPN
alkej-935	272	4	was	be	AUX
alkej-935	272	5	accurately	accurately	ADV
alkej-935	272	6	identified	identify	VERB
alkej-935	272	7	with	with	ADP
alkej-935	272	8	a	a	DET
alkej-935	272	9	non	non	ADJ
alkej-935	272	10	-	-	ADJ
alkej-935	272	11	covid	covid	ADJ
alkej-935	272	12	lung	lung	NOUN
alkej-935	272	13	opacity	opacity	NOUN
alkej-935	272	14	of	of	ADP
alkej-935	272	15	case	case	NOUN
alkej-935	272	16	61	61	NUM
alkej-935	272	17	and	and	CCONJ
alkej-935	272	18	a	a	DET
alkej-935	272	19	normal	normal	ADJ
alkej-935	272	20	lung	lung	NOUN
alkej-935	272	21	opacity	opacity	NOUN
alkej-935	272	22	of	of	ADP
alkej-935	272	23	case	case	NOUN
alkej-935	272	24	14	14	NUM
alkej-935	272	25	,	,	PUNCT
alkej-935	272	26	respectively	respectively	ADV
alkej-935	272	27	.	.	PUNCT
alkej-935	273	1	a	a	DET
alkej-935	273	2	total	total	NOUN
alkej-935	273	3	of	of	ADP
alkej-935	273	4	101	101	NUM
alkej-935	273	5	lung	lung	NOUN
alkej-935	273	6	opacities	opacity	NOUN
alkej-935	273	7	were	be	AUX
alkej-935	273	8	erroneously	erroneously	ADV
alkej-935	273	9	categorised	categorise	VERB
alkej-935	273	10	as	as	ADP
alkej-935	273	11	normal	normal	ADJ
alkej-935	273	12	,	,	PUNCT
alkej-935	273	13	whereas	whereas	SCONJ
alkej-935	273	14	90	90	NUM
alkej-935	273	15	noncovid	noncovid	PROPN
alkej-935	273	16	lung	lung	NOUN
alkej-935	273	17	opacities	opacity	NOUN
alkej-935	273	18	were	be	AUX
alkej-935	273	19	erroneously	erroneously	ADV
alkej-935	273	20	classified	classify	VERB
alkej-935	273	21	as	as	ADP
alkej-935	273	22	covid-19	covid-19	PROPN
alkej-935	273	23	.	.	PUNCT
alkej-935	274	1	moreover	moreover	ADV
alkej-935	274	2	,	,	PUNCT
alkej-935	274	3	normal	normal	ADJ
alkej-935	274	4	are	be	AUX
alkej-935	274	5	accurately	accurately	ADV
alkej-935	274	6	categorised	categorise	VERB
alkej-935	274	7	with	with	ADP
alkej-935	274	8	12	12	NUM
alkej-935	274	9	and	and	CCONJ
alkej-935	274	10	23	23	NUM
alkej-935	274	11	are	be	AUX
alkej-935	274	12	mistakenly	mistakenly	ADV
alkej-935	274	13	labelled	label	VERB
alkej-935	274	14	as	as	ADP
alkej-935	274	15	covid-19	covid-19	PROPN
alkej-935	274	16	and	and	CCONJ
alkej-935	274	17	non	non	ADJ
alkej-935	274	18	-	-	ADJ
alkej-935	274	19	covid	covid	ADJ
alkej-935	274	20	lung	lung	NOUN
alkej-935	274	21	opacity	opacity	NOUN
alkej-935	274	22	patients	patient	NOUN
alkej-935	274	23	,	,	PUNCT
alkej-935	274	24	respectively	respectively	ADV
alkej-935	274	25	.	.	PUNCT
alkej-935	275	1	the	the	DET
alkej-935	275	2	test	test	NOUN
alkej-935	275	3	was	be	AUX
alkej-935	275	4	conducted	conduct	VERB
alkej-935	275	5	by	by	ADP
alkej-935	275	6	saving	save	VERB
alkej-935	275	7	an	an	DET
alkej-935	275	8	x	x	NOUN
alkej-935	275	9	-	-	NOUN
alkej-935	275	10	ray	ray	NOUN
alkej-935	275	11	image	image	NOUN
alkej-935	275	12	on	on	ADP
alkej-935	275	13	the	the	DET
alkej-935	275	14	computer	computer	NOUN
alkej-935	275	15	and	and	CCONJ
alkej-935	275	16	then	then	ADV
alkej-935	275	17	importing	import	VERB
alkej-935	275	18	the	the	DET
alkej-935	275	19	image	image	NOUN
alkej-935	275	20	into	into	ADP
alkej-935	275	21	matlab	matlab	PROPN
alkej-935	275	22	.	.	PUNCT
alkej-935	276	1	afterwards	afterwards	ADV
alkej-935	276	2	,	,	PUNCT
alkej-935	276	3	we	we	PRON
alkej-935	276	4	processed	process	VERB
alkej-935	276	5	the	the	DET
alkej-935	276	6	image	image	NOUN
alkej-935	276	7	,	,	PUNCT
alkej-935	276	8	such	such	ADJ
alkej-935	276	9	as	as	ADP
alkej-935	276	10	resizing	resize	VERB
alkej-935	276	11	it	it	PRON
alkej-935	276	12	to	to	PART
alkej-935	276	13	fit	fit	VERB
alkej-935	276	14	the	the	DET
alkej-935	276	15	network	network	NOUN
alkej-935	276	16	.	.	PUNCT
alkej-935	277	1	preprocessing	preprocessing	NOUN
alkej-935	277	2	was	be	AUX
alkej-935	277	3	applied	apply	VERB
alkej-935	277	4	to	to	ADP
alkej-935	277	5	the	the	DET
alkej-935	277	6	image	image	NOUN
alkej-935	277	7	based	base	VERB
alkej-935	277	8	on	on	ADP
alkej-935	277	9	matlab	matlab	PROPN
alkej-935	277	10	code	code	PROPN
alkej-935	277	11	,	,	PUNCT
alkej-935	277	12	and	and	CCONJ
alkej-935	277	13	then	then	ADV
alkej-935	277	14	the	the	DET
alkej-935	277	15	specific	specific	ADJ
alkej-935	277	16	test	test	NOUN
alkej-935	277	17	code	code	NOUN
alkej-935	277	18	was	be	AUX
alkej-935	277	19	applied	apply	VERB
alkej-935	277	20	to	to	PART
alkej-935	277	21	display	display	VERB
alkej-935	277	22	the	the	DET
alkej-935	277	23	results	result	NOUN
alkej-935	277	24	within	within	ADP
alkej-935	277	25	seconds	second	NOUN
alkej-935	277	26	.	.	PUNCT
alkej-935	278	1	fig	fig	NOUN
alkej-935	278	2	.	.	PUNCT
alkej-935	279	1	5	5	NUM
alkej-935	279	2	.	.	X
alkej-935	279	3	confusion	confusion	NOUN
alkej-935	279	4	matrix	matrix	NOUN
alkej-935	279	5	for	for	ADP
alkej-935	279	6	normal	normal	ADJ
alkej-935	279	7	subjects	subject	NOUN
alkej-935	279	8	,	,	PUNCT
alkej-935	279	9	lung	lung	NOUN
alkej-935	279	10	opacity	opacity	NOUN
alkej-935	279	11	,	,	PUNCT
alkej-935	279	12	and	and	CCONJ
alkej-935	279	13	covid-19	covid-19	PROPN
alkej-935	279	14	patients	patient	NOUN
alkej-935	279	15	by	by	ADP
alkej-935	279	16	using	use	VERB
alkej-935	279	17	mobilenetv2	mobilenetv2	PROPN
alkej-935	279	18	.	.	PUNCT
alkej-935	280	1	table	table	NOUN
alkej-935	280	2	1	1	NUM
alkej-935	280	3	presents	present	VERB
alkej-935	280	4	key	key	ADJ
alkej-935	280	5	performance	performance	NOUN
alkej-935	280	6	metrics	metric	NOUN
alkej-935	280	7	of	of	ADP
alkej-935	280	8	the	the	DET
alkej-935	280	9	mobilenetv2	mobilenetv2	PROPN
alkej-935	280	10	deep	deep	ADJ
alkej-935	280	11	-	-	PUNCT
alkej-935	280	12	learning	learn	VERB
alkej-935	280	13	model	model	NOUN
alkej-935	280	14	for	for	ADP
alkej-935	280	15	detecting	detect	VERB
alkej-935	280	16	covid-19	covid-19	PROPN
alkej-935	280	17	from	from	ADP
alkej-935	280	18	cxr	cxr	NOUN
alkej-935	280	19	images	image	NOUN
alkej-935	280	20	,	,	PUNCT
alkej-935	280	21	categorised	categorise	VERB
alkej-935	280	22	into	into	ADP
alkej-935	280	23	three	three	NUM
alkej-935	280	24	classes	class	NOUN
alkej-935	280	25	:	:	PUNCT
alkej-935	280	26	covid-19	covid-19	PROPN
alkej-935	280	27	,	,	PUNCT
alkej-935	280	28	lung	lung	NOUN
alkej-935	280	29	opacity	opacity	NOUN
alkej-935	280	30	,	,	PUNCT
alkej-935	280	31	normal	normal	ADJ
alkej-935	280	32	images	image	NOUN
alkej-935	280	33	.	.	PUNCT
alkej-935	281	1	the	the	DET
alkej-935	281	2	analyses	analysis	NOUN
alkej-935	281	3	of	of	ADP
alkej-935	281	4	precision	precision	NOUN
alkej-935	281	5	levels	level	NOUN
alkej-935	281	6	showed	show	VERB
alkej-935	281	7	that	that	SCONJ
alkej-935	281	8	the	the	DET
alkej-935	281	9	developed	develop	VERB
alkej-935	281	10	model	model	NOUN
alkej-935	281	11	had	have	VERB
alkej-935	281	12	high	high	ADJ
alkej-935	281	13	accuracy	accuracy	NOUN
alkej-935	281	14	in	in	ADP
alkej-935	281	15	defining	define	VERB
alkej-935	281	16	true	true	ADJ
alkej-935	281	17	positive	positive	ADJ
alkej-935	281	18	cases	case	NOUN
alkej-935	281	19	of	of	ADP
alkej-935	281	20	disease	disease	NOUN
alkej-935	281	21	detection	detection	NOUN
alkej-935	281	22	with	with	ADP
alkej-935	281	23	covid-19	covid-19	PROPN
alkej-935	281	24	precision	precision	NOUN
alkej-935	281	25	level	level	NOUN
alkej-935	281	26	reaching	reach	VERB
alkej-935	281	27	92.91	92.91	NUM
alkej-935	281	28	%	%	NOUN
alkej-935	281	29	.	.	PUNCT
alkej-935	282	1	this	this	DET
alkej-935	282	2	finding	finding	NOUN
alkej-935	282	3	indicated	indicate	VERB
alkej-935	282	4	that	that	SCONJ
alkej-935	282	5	the	the	DET
alkej-935	282	6	model	model	NOUN
alkej-935	282	7	reduced	reduce	VERB
alkej-935	282	8	false	false	ADJ
alkej-935	282	9	positives	positive	NOUN
alkej-935	282	10	,	,	PUNCT
alkej-935	282	11	which	which	PRON
alkej-935	282	12	is	be	AUX
alkej-935	282	13	useful	useful	ADJ
alkej-935	282	14	in	in	ADP
alkej-935	282	15	the	the	DET
alkej-935	282	16	clinical	clinical	ADJ
alkej-935	282	17	context	context	NOUN
alkej-935	282	18	to	to	PART
alkej-935	282	19	reduce	reduce	VERB
alkej-935	282	20	anxiety	anxiety	NOUN
alkej-935	282	21	and	and	CCONJ
alkej-935	282	22	further	further	ADJ
alkej-935	282	23	testing	testing	NOUN
alkej-935	282	24	in	in	ADP
alkej-935	282	25	patients	patient	NOUN
alkej-935	282	26	.	.	PUNCT
alkej-935	283	1	the	the	DET
alkej-935	283	2	sensitivity	sensitivity	NOUN
alkej-935	283	3	,	,	PUNCT
alkej-935	283	4	which	which	PRON
alkej-935	283	5	showed	show	VERB
alkej-935	283	6	the	the	DET
alkej-935	283	7	accuracy	accuracy	NOUN
alkej-935	283	8	percentage	percentage	NOUN
alkej-935	283	9	of	of	ADP
alkej-935	283	10	the	the	DET
alkej-935	283	11	proposed	propose	VERB
alkej-935	283	12	model	model	NOUN
alkej-935	283	13	for	for	ADP
alkej-935	283	14	positive	positive	ADJ
alkej-935	283	15	samples	sample	NOUN
alkej-935	283	16	as	as	ADP
alkej-935	283	17	covid-19	covid-19	PROPN
alkej-935	283	18	,	,	PUNCT
alkej-935	283	19	was	be	AUX
alkej-935	283	20	90.6	90.6	NUM
alkej-935	283	21	%	%	NOUN
alkej-935	283	22	.	.	PUNCT
alkej-935	284	1	thus	thus	ADV
alkej-935	284	2	,	,	PUNCT
alkej-935	284	3	although	although	SCONJ
alkej-935	284	4	the	the	DET
alkej-935	284	5	model	model	NOUN
alkej-935	284	6	worked	work	VERB
alkej-935	284	7	,	,	PUNCT
alkej-935	284	8	it	it	PRON
alkej-935	284	9	did	do	AUX
alkej-935	284	10	not	not	PART
alkej-935	284	11	catch	catch	VERB
alkej-935	284	12	every	every	DET
alkej-935	284	13	single	single	ADJ
alkej-935	284	14	case	case	NOUN
alkej-935	284	15	of	of	ADP
alkej-935	284	16	covid-19	covid-19	PROPN
alkej-935	284	17	,	,	PUNCT
alkej-935	284	18	which	which	PRON
alkej-935	284	19	may	may	AUX
alkej-935	284	20	leave	leave	VERB
alkej-935	284	21	some	some	DET
alkej-935	284	22	false	false	ADJ
alkej-935	284	23	negatives	negative	NOUN
alkej-935	284	24	.	.	PUNCT
alkej-935	285	1	this	this	DET
alkej-935	285	2	performance	performance	NOUN
alkej-935	285	3	was	be	AUX
alkej-935	285	4	crucial	crucial	ADJ
alkej-935	285	5	to	to	ADP
alkej-935	285	6	eventual	eventual	ADJ
alkej-935	285	7	early	early	ADJ
alkej-935	285	8	detection	detection	NOUN
alkej-935	285	9	,	,	PUNCT
alkej-935	285	10	particularly	particularly	ADV
alkej-935	285	11	in	in	ADP
alkej-935	285	12	a	a	DET
alkej-935	285	13	pandemic	pandemic	ADJ
alkej-935	285	14	setting	setting	NOUN
alkej-935	285	15	that	that	PRON
alkej-935	285	16	positively	positively	ADV
alkej-935	285	17	reacted	react	VERB
alkej-935	285	18	to	to	ADP
alkej-935	285	19	the	the	DET
alkej-935	285	20	timely	timely	ADJ
alkej-935	285	21	identification	identification	NOUN
alkej-935	285	22	of	of	ADP
alkej-935	285	23	cases	case	NOUN
alkej-935	285	24	and	and	CCONJ
alkej-935	285	25	subsequent	subsequent	ADJ
alkej-935	285	26	containment	containment	NOUN
alkej-935	285	27	.	.	PUNCT
alkej-935	286	1	therefore	therefore	ADV
alkej-935	286	2	,	,	PUNCT
alkej-935	286	3	the	the	DET
alkej-935	286	4	model	model	NOUN
alkej-935	286	5	specificity	specificity	NOUN
alkej-935	286	6	,	,	PUNCT
alkej-935	286	7	which	which	PRON
alkej-935	286	8	was	be	AUX
alkej-935	286	9	96.45	96.45	NUM
alkej-935	286	10	%	%	NOUN
alkej-935	286	11	for	for	ADP
alkej-935	286	12	covid-19	covid-19	PROPN
alkej-935	286	13	,	,	PUNCT
alkej-935	286	14	showed	show	VERB
alkej-935	286	15	that	that	SCONJ
alkej-935	286	16	normal	normal	ADJ
alkej-935	286	17	cases	case	NOUN
alkej-935	286	18	are	be	AUX
alkej-935	286	19	well	well	ADV
alkej-935	286	20	differentiated	differentiated	ADJ
alkej-935	286	21	from	from	ADP
alkej-935	286	22	actual	actual	ADJ
alkej-935	286	23	covid-19	covid-19	PROPN
alkej-935	286	24	cases	case	NOUN
alkej-935	286	25	while	while	SCONJ
alkej-935	286	26	reducing	reduce	VERB
alkej-935	286	27	on	on	ADP
alkej-935	286	28	the	the	DET
alkej-935	286	29	cases	case	NOUN
alkej-935	286	30	of	of	ADP
alkej-935	286	31	false	false	ADJ
alkej-935	286	32	positives	positive	NOUN
alkej-935	286	33	,	,	PUNCT
alkej-935	286	34	where	where	SCONJ
alkej-935	286	35	otherwise	otherwise	ADV
alkej-935	286	36	healthy	healthy	ADJ
alkej-935	286	37	people	people	NOUN
alkej-935	286	38	were	be	AUX
alkej-935	286	39	incorrectly	incorrectly	ADV
alkej-935	286	40	diagnosed	diagnose	VERB
alkej-935	286	41	.	.	PUNCT
alkej-935	287	1	this	this	PRON
alkej-935	287	2	is	be	AUX
alkej-935	287	3	more	more	ADV
alkej-935	287	4	so	so	ADV
alkej-935	287	5	at	at	ADP
alkej-935	287	6	a	a	DET
alkej-935	287	7	time	time	NOUN
alkej-935	287	8	that	that	PRON
alkej-935	287	9	patients	patient	NOUN
alkej-935	287	10	and	and	CCONJ
alkej-935	287	11	healthcare	healthcare	NOUN
alkej-935	287	12	providers	provider	NOUN
alkej-935	287	13	needed	need	VERB
alkej-935	287	14	to	to	PART
alkej-935	287	15	have	have	VERB
alkej-935	287	16	confidence	confidence	NOUN
alkej-935	287	17	in	in	ADP
alkej-935	287	18	diagnostic	diagnostic	ADJ
alkej-935	287	19	technologies	technology	NOUN
alkej-935	287	20	.	.	PUNCT
alkej-935	288	1	the	the	DET
alkej-935	288	2	calculated	calculated	ADJ
alkej-935	288	3	accuracy	accuracy	NOUN
alkej-935	288	4	of	of	ADP
alkej-935	288	5	the	the	DET
alkej-935	288	6	model	model	NOUN
alkej-935	288	7	was	be	AUX
alkej-935	288	8	90.59	90.59	NUM
alkej-935	288	9	%	%	NOUN
alkej-935	288	10	,	,	PUNCT
alkej-935	288	11	indicating	indicate	VERB
alkej-935	288	12	that	that	SCONJ
alkej-935	288	13	the	the	DET
alkej-935	288	14	model	model	NOUN
alkej-935	288	15	produced	produce	VERB
alkej-935	288	16	almost	almost	ADV
alkej-935	288	17	accurate	accurate	ADJ
alkej-935	288	18	universal	universal	ADJ
alkej-935	288	19	results	result	NOUN
alkej-935	288	20	for	for	ADP
alkej-935	288	21	all	all	DET
alkej-935	288	22	classes	class	NOUN
alkej-935	288	23	.	.	PUNCT
alkej-935	289	1	the	the	DET
alkej-935	289	2	fmeasure	fmeasure	NOUN
alkej-935	289	3	of	of	ADP
alkej-935	289	4	91.74	91.74	NUM
alkej-935	289	5	%	%	NOUN
alkej-935	289	6	,	,	PUNCT
alkej-935	289	7	which	which	PRON
alkej-935	289	8	was	be	AUX
alkej-935	289	9	obtained	obtain	VERB
alkej-935	289	10	in	in	ADP
alkej-935	289	11	identification	identification	NOUN
alkej-935	289	12	of	of	ADP
alkej-935	289	13	covid-19	covid-19	PROPN
alkej-935	289	14	compels	compel	VERB
alkej-935	289	15	the	the	DET
alkej-935	289	16	effectiveness	effectiveness	NOUN
alkej-935	289	17	of	of	ADP
alkej-935	289	18	the	the	DET
alkej-935	289	19	proposed	propose	VERB
alkej-935	289	20	model	model	NOUN
alkej-935	289	21	as	as	SCONJ
alkej-935	289	22	it	it	PRON
alkej-935	289	23	combines	combine	VERB
alkej-935	289	24	both	both	CCONJ
alkej-935	289	25	the	the	DET
alkej-935	289	26	precision	precision	NOUN
alkej-935	289	27	and	and	CCONJ
alkej-935	289	28	the	the	DET
alkej-935	289	29	recall	recall	NOUN
alkej-935	289	30	.	.	PUNCT
alkej-935	290	1	applying	apply	VERB
alkej-935	290	2	this	this	DET
alkej-935	290	3	model	model	NOUN
alkej-935	290	4	to	to	ADP
alkej-935	290	5	a	a	DET
alkej-935	290	6	mobile	mobile	ADJ
alkej-935	290	7	application	application	NOUN
alkej-935	290	8	improved	improve	VERB
alkej-935	290	9	patient	patient	ADJ
alkej-935	290	10	access	access	NOUN
alkej-935	290	11	to	to	ADP
alkej-935	290	12	care	care	NOUN
alkej-935	290	13	because	because	SCONJ
alkej-935	290	14	diagnoses	diagnosis	NOUN
alkej-935	290	15	can	can	AUX
alkej-935	290	16	be	be	AUX
alkej-935	290	17	made	make	VERB
alkej-935	290	18	rapidly	rapidly	ADV
alkej-935	290	19	using	use	VERB
alkej-935	290	20	the	the	DET
alkej-935	290	21	app	app	NOUN
alkej-935	290	22	without	without	ADP
alkej-935	290	23	requiring	require	VERB
alkej-935	290	24	noor	noor	PROPN
alkej-935	290	25	kamal	kamal	PROPN
alkej-935	290	26	al	al	PROPN
alkej-935	290	27	-	-	PUNCT
alkej-935	290	28	qazzaz	qazzaz	PROPN
alkej-935	290	29	al	al	PROPN
alkej-935	290	30	-	-	PUNCT
alkej-935	290	31	khwarizmi	khwarizmi	PROPN
alkej-935	290	32	engineering	engineering	NOUN
alkej-935	290	33	journal	journal	PROPN
alkej-935	290	34	,	,	PUNCT
alkej-935	290	35	vol	vol	NOUN
alkej-935	290	36	.	.	PROPN
alkej-935	290	37	21	21	NUM
alkej-935	290	38	,	,	PUNCT
alkej-935	290	39	no.1	no.1	NUM
alkej-935	290	40	,	,	PUNCT
alkej-935	290	41	pp	pp	ADJ
alkej-935	290	42	.	.	PUNCT
alkej-935	291	1	1327	1327	NUM
alkej-935	291	2	(	(	PUNCT
alkej-935	291	3	2025	2025	NUM
alkej-935	291	4	)	)	PUNCT
alkej-935	291	5	22	22	NUM
alkej-935	291	6	complex	complex	ADJ
alkej-935	291	7	laboratory	laboratory	NOUN
alkej-935	291	8	support	support	NOUN
alkej-935	291	9	.	.	PUNCT
alkej-935	292	1	regarding	regard	VERB
alkej-935	292	2	the	the	DET
alkej-935	292	3	work	work	NOUN
alkej-935	292	4	’s	’s	PART
alkej-935	292	5	implementation	implementation	NOUN
alkej-935	292	6	of	of	ADP
alkej-935	292	7	the	the	DET
alkej-935	292	8	model	model	NOUN
alkej-935	292	9	,	,	PUNCT
alkej-935	292	10	the	the	DET
alkej-935	292	11	authors	author	NOUN
alkej-935	292	12	pointed	point	VERB
alkej-935	292	13	out	out	ADP
alkej-935	292	14	in	in	ADP
alkej-935	292	15	the	the	DET
alkej-935	292	16	abstract	abstract	NOUN
alkej-935	292	17	that	that	SCONJ
alkej-935	292	18	the	the	DET
alkej-935	292	19	model	model	NOUN
alkej-935	292	20	supported	support	VERB
alkej-935	292	21	quicker	quick	ADJ
alkej-935	292	22	diagnosis	diagnosis	NOUN
alkej-935	292	23	and	and	CCONJ
alkej-935	292	24	also	also	ADV
alkej-935	292	25	reduced	reduce	VERB
alkej-935	292	26	the	the	DET
alkej-935	292	27	pressure	pressure	NOUN
alkej-935	292	28	on	on	ADP
alkej-935	292	29	healthcare	healthcare	NOUN
alkej-935	292	30	facilities	facility	NOUN
alkej-935	292	31	,	,	PUNCT
alkej-935	292	32	indicating	indicate	VERB
alkej-935	292	33	its	its	PRON
alkej-935	292	34	usefulness	usefulness	NOUN
alkej-935	292	35	in	in	ADP
alkej-935	292	36	combating	combat	VERB
alkej-935	292	37	covid-19	covid-19	PROPN
alkej-935	292	38	.	.	PUNCT
alkej-935	292	39	table	table	NOUN
alkej-935	292	40	1	1	NUM
alkej-935	292	41	,	,	PUNCT
alkej-935	292	42	performance	performance	NOUN
alkej-935	292	43	metrics	metric	NOUN
alkej-935	292	44	of	of	ADP
alkej-935	292	45	mobilenetv2	mobilenetv2	PROPN
alkej-935	292	46	for	for	ADP
alkej-935	292	47	covid-19	covid-19	PROPN
alkej-935	292	48	detection	detection	NOUN
alkej-935	292	49	from	from	ADP
alkej-935	292	50	cxr	cxr	NOUN
alkej-935	292	51	images	image	NOUN
alkej-935	292	52	.	.	PUNCT
alkej-935	293	1	4.2	4.2	NUM
alkej-935	293	2	results	result	NOUN
alkej-935	293	3	of	of	ADP
alkej-935	293	4	testing	test	VERB
alkej-935	293	5	the	the	DET
alkej-935	293	6	network	network	NOUN
alkej-935	293	7	the	the	DET
alkej-935	293	8	test	test	NOUN
alkej-935	293	9	was	be	AUX
alkej-935	293	10	conducted	conduct	VERB
alkej-935	293	11	by	by	ADP
alkej-935	293	12	saving	save	VERB
alkej-935	293	13	an	an	DET
alkej-935	293	14	x	x	NOUN
alkej-935	293	15	-	-	NOUN
alkej-935	293	16	ray	ray	NOUN
alkej-935	293	17	image	image	NOUN
alkej-935	293	18	on	on	ADP
alkej-935	293	19	the	the	DET
alkej-935	293	20	computer	computer	NOUN
alkej-935	293	21	and	and	CCONJ
alkej-935	293	22	then	then	ADV
alkej-935	293	23	importing	import	VERB
alkej-935	293	24	the	the	DET
alkej-935	293	25	image	image	NOUN
alkej-935	293	26	into	into	ADP
alkej-935	293	27	matlab	matlab	PROPN
alkej-935	293	28	(	(	PUNCT
alkej-935	293	29	figures	figure	NOUN
alkej-935	293	30	6	6	NUM
alkej-935	293	31	,	,	PUNCT
alkej-935	293	32	7	7	NUM
alkej-935	293	33	and	and	CCONJ
alkej-935	293	34	8)	8)	NUM
alkej-935	293	35	.	.	NOUN
alkej-935	294	1	afterwards	afterwards	ADV
alkej-935	294	2	,	,	PUNCT
alkej-935	294	3	we	we	PRON
alkej-935	294	4	processed	process	VERB
alkej-935	294	5	the	the	DET
alkej-935	294	6	image	image	NOUN
alkej-935	294	7	,	,	PUNCT
alkej-935	294	8	such	such	ADJ
alkej-935	294	9	as	as	ADP
alkej-935	294	10	resizing	resize	VERB
alkej-935	294	11	it	it	PRON
alkej-935	294	12	to	to	PART
alkej-935	294	13	fit	fit	VERB
alkej-935	294	14	the	the	DET
alkej-935	294	15	network	network	NOUN
alkej-935	294	16	.	.	PUNCT
alkej-935	295	1	the	the	DET
alkej-935	295	2	image	image	NOUN
alkej-935	295	3	was	be	AUX
alkej-935	295	4	preprocessed	preprocesse	VERB
alkej-935	295	5	based	base	VERB
alkej-935	295	6	on	on	ADP
alkej-935	295	7	matlab	matlab	PROPN
alkej-935	295	8	code	code	PROPN
alkej-935	295	9	,	,	PUNCT
alkej-935	295	10	and	and	CCONJ
alkej-935	295	11	then	then	ADV
alkej-935	295	12	the	the	DET
alkej-935	295	13	specific	specific	ADJ
alkej-935	295	14	test	test	NOUN
alkej-935	295	15	code	code	NOUN
alkej-935	295	16	was	be	AUX
alkej-935	295	17	applied	apply	VERB
alkej-935	295	18	to	to	PART
alkej-935	295	19	display	display	VERB
alkej-935	295	20	the	the	DET
alkej-935	295	21	results	result	NOUN
alkej-935	295	22	within	within	ADP
alkej-935	295	23	seconds	second	NOUN
alkej-935	295	24	.	.	PUNCT
alkej-935	296	1	fig	fig	NOUN
alkej-935	296	2	.	.	PUNCT
alkej-935	297	1	6	6	NUM
alkej-935	297	2	.	.	X
alkej-935	297	3	result	result	NOUN
alkej-935	297	4	of	of	ADP
alkej-935	297	5	covid-19	covid-19	PROPN
alkej-935	297	6	cxr	cxr	NOUN
alkej-935	297	7	test	test	NOUN
alkej-935	297	8	.	.	PUNCT
alkej-935	298	1	fig	fig	NOUN
alkej-935	298	2	.	.	PUNCT
alkej-935	299	1	7	7	X
alkej-935	299	2	.	.	X
alkej-935	299	3	result	result	NOUN
alkej-935	299	4	of	of	ADP
alkej-935	299	5	normal	normal	ADJ
alkej-935	299	6	cxr	cxr	NOUN
alkej-935	299	7	test	test	NOUN
alkej-935	299	8	fig	fig	NOUN
alkej-935	299	9	.	.	PUNCT
alkej-935	300	1	8	8	NUM
alkej-935	300	2	result	result	NOUN
alkej-935	300	3	of	of	ADP
alkej-935	300	4	pneumonia	pneumonia	NOUN
alkej-935	300	5	bacterial	bacterial	ADJ
alkej-935	300	6	cxr	cxr	PROPN
alkej-935	300	7	test	test	NOUN
alkej-935	300	8	masseurs	masseur	NOUN
alkej-935	300	9	covid-19	covid-19	PROPN
alkej-935	300	10	(	(	PUNCT
alkej-935	300	11	%	%	INTJ
alkej-935	300	12	)	)	PUNCT
alkej-935	300	13	lung	lung	NOUN
alkej-935	300	14	opacity	opacity	NOUN
alkej-935	300	15	(	(	PUNCT
alkej-935	300	16	%	%	INTJ
alkej-935	300	17	)	)	PUNCT
alkej-935	300	18	normal	normal	ADJ
alkej-935	300	19	precision	precision	NOUN
alkej-935	300	20	92.91	92.91	NUM
alkej-935	300	21	90.01	90.01	NUM
alkej-935	300	22	84.85	84.85	NUM
alkej-935	300	23	sensitivity	sensitivity	NOUN
alkej-935	300	24	90.6	90.6	NUM
alkej-935	300	25	95.34	95.34	NUM
alkej-935	300	26	63.02	63.02	NUM
alkej-935	300	27	specificity	specificity	NOUN
alkej-935	300	28	96.45	96.45	NUM
alkej-935	300	29	86.32	86.32	NUM
alkej-935	300	30	98.79	98.79	NUM
alkej-935	300	31	accuracy	accuracy	NOUN
alkej-935	300	32	90.59	90.59	NUM
alkej-935	300	33	90.59	90.59	NUM
alkej-935	300	34	90.59	90.59	NUM
alkej-935	300	35	f	f	X
alkej-935	300	36	-	-	PUNCT
alkej-935	300	37	measure	measure	NOUN
alkej-935	300	38	91.74	91.74	NUM
alkej-935	300	39	92.6	92.6	NUM
alkej-935	300	40	72.32	72.32	NUM
alkej-935	300	41	noor	noor	PROPN
alkej-935	300	42	kamal	kamal	PROPN
alkej-935	300	43	al	al	PROPN
alkej-935	300	44	-	-	PUNCT
alkej-935	300	45	qazzaz	qazzaz	PROPN
alkej-935	300	46	al	al	PROPN
alkej-935	300	47	-	-	PUNCT
alkej-935	300	48	khwarizmi	khwarizmi	PROPN
alkej-935	300	49	engineering	engineering	NOUN
alkej-935	300	50	journal	journal	PROPN
alkej-935	300	51	,	,	PUNCT
alkej-935	300	52	vol	vol	NOUN
alkej-935	300	53	.	.	PROPN
alkej-935	300	54	21	21	NUM
alkej-935	300	55	,	,	PUNCT
alkej-935	300	56	no.1	no.1	NUM
alkej-935	300	57	,	,	PUNCT
alkej-935	300	58	pp	pp	ADJ
alkej-935	300	59	.	.	PUNCT
alkej-935	300	60	1327	1327	NUM
alkej-935	300	61	(	(	PUNCT
alkej-935	300	62	2025	2025	NUM
alkej-935	300	63	)	)	PUNCT
alkej-935	300	64	23	23	NUM
alkej-935	300	65	4.3	4.3	NUM
alkej-935	300	66	mobile	mobile	ADJ
alkej-935	300	67	-	-	PUNCT
alkej-935	300	68	display	display	NOUN
alkej-935	300	69	results	result	VERB
alkej-935	300	70	the	the	DET
alkej-935	300	71	test	test	NOUN
alkej-935	300	72	was	be	AUX
alkej-935	300	73	conducted	conduct	VERB
alkej-935	300	74	by	by	ADP
alkej-935	300	75	accessing	access	VERB
alkej-935	300	76	the	the	DET
alkej-935	300	77	telegram	telegram	NOUN
alkej-935	300	78	bot	bot	NOUN
alkej-935	300	79	and	and	CCONJ
alkej-935	300	80	clicking	click	VERB
alkej-935	300	81	on	on	ADP
alkej-935	300	82	‘	'	PUNCT
alkej-935	300	83	start	start	NOUN
alkej-935	300	84	’	'	PUNCT
alkej-935	300	85	.	.	PUNCT
alkej-935	301	1	then	then	ADV
alkej-935	301	2	,	,	PUNCT
alkej-935	301	3	a	a	DET
alkej-935	301	4	welcoming	welcoming	ADJ
alkej-935	301	5	message	message	NOUN
alkej-935	301	6	appeared	appear	VERB
alkej-935	301	7	,	,	PUNCT
alkej-935	301	8	and	and	CCONJ
alkej-935	301	9	the	the	DET
alkej-935	301	10	desired	desire	VERB
alkej-935	301	11	cxr	cxr	NOUN
alkej-935	301	12	image	image	NOUN
alkej-935	301	13	for	for	ADP
alkej-935	301	14	testing	testing	NOUN
alkej-935	301	15	can	can	AUX
alkej-935	301	16	be	be	AUX
alkej-935	301	17	sent	send	VERB
alkej-935	301	18	.	.	PUNCT
alkej-935	302	1	a	a	DET
alkej-935	302	2	message	message	NOUN
alkej-935	302	3	was	be	AUX
alkej-935	302	4	received	receive	VERB
alkej-935	302	5	from	from	ADP
alkej-935	302	6	the	the	DET
alkej-935	302	7	bot	bot	NOUN
alkej-935	302	8	confirming	confirm	VERB
alkej-935	302	9	that	that	SCONJ
alkej-935	302	10	the	the	DET
alkej-935	302	11	image	image	NOUN
alkej-935	302	12	had	have	AUX
alkej-935	302	13	been	be	AUX
alkej-935	302	14	received	receive	VERB
alkej-935	302	15	.	.	PUNCT
alkej-935	303	1	the	the	DET
alkej-935	303	2	phrase	phrase	NOUN
alkej-935	303	3	‘	'	PUNCT
alkej-935	303	4	run	run	VERB
alkej-935	303	5	matlab	matlab	PROPN
alkej-935	303	6	script	script	NOUN
alkej-935	303	7	’	'	PUNCT
alkej-935	303	8	was	be	AUX
alkej-935	303	9	typed	type	VERB
alkej-935	303	10	to	to	PART
alkej-935	303	11	automatically	automatically	ADV
alkej-935	303	12	execute	execute	VERB
alkej-935	303	13	the	the	DET
alkej-935	303	14	test	test	NOUN
alkej-935	303	15	code	code	NOUN
alkej-935	303	16	in	in	ADP
alkej-935	303	17	matlab	matlab	PROPN
alkej-935	303	18	.	.	PUNCT
alkej-935	304	1	the	the	DET
alkej-935	304	2	test	test	NOUN
alkej-935	304	3	result	result	NOUN
alkej-935	304	4	was	be	AUX
alkej-935	304	5	sent	send	VERB
alkej-935	304	6	as	as	ADP
alkej-935	304	7	a	a	DET
alkej-935	304	8	text	text	NOUN
alkej-935	304	9	message	message	NOUN
alkej-935	304	10	in	in	ADP
alkej-935	304	11	the	the	DET
alkej-935	304	12	bot	bot	NOUN
alkej-935	304	13	within	within	ADP
alkej-935	304	14	a	a	DET
alkej-935	304	15	few	few	ADJ
alkej-935	304	16	seconds	second	NOUN
alkej-935	304	17	.	.	PUNCT
alkej-935	305	1	fig	fig	NOUN
alkej-935	305	2	.	.	PUNCT
alkej-935	306	1	9	9	X
alkej-935	306	2	.	.	X
alkej-935	306	3	mobile	mobile	ADJ
alkej-935	306	4	-	-	PUNCT
alkej-935	306	5	display	display	NOUN
alkej-935	306	6	results	result	NOUN
alkej-935	306	7	of	of	ADP
alkej-935	306	8	three	three	NUM
alkej-935	306	9	different	different	ADJ
alkej-935	306	10	cxr	cxr	NOUN
alkej-935	306	11	cases	case	NOUN
alkej-935	306	12	through	through	ADP
alkej-935	306	13	covid-19	covid-19	PROPN
alkej-935	306	14	diagnosis	diagnosis	NOUN
alkej-935	306	15	from	from	ADP
alkej-935	306	16	cxr	cxr	NOUN
alkej-935	306	17	by	by	ADP
alkej-935	306	18	using	use	VERB
alkej-935	306	19	deep	deep	ADJ
alkej-935	306	20	-	-	PUNCT
alkej-935	306	21	learning	learn	VERB
alkej-935	306	22	algorithms	algorithm	NOUN
alkej-935	306	23	via	via	ADP
alkej-935	306	24	a	a	DET
alkej-935	306	25	mobile	mobile	ADJ
alkej-935	306	26	application	application	NOUN
alkej-935	306	27	,	,	PUNCT
alkej-935	306	28	we	we	PRON
alkej-935	306	29	focused	focus	VERB
alkej-935	306	30	on	on	ADP
alkej-935	306	31	the	the	DET
alkej-935	306	32	acquisition	acquisition	NOUN
alkej-935	306	33	and	and	CCONJ
alkej-935	306	34	preprocessing	preprocessing	NOUN
alkej-935	306	35	of	of	ADP
alkej-935	306	36	the	the	DET
alkej-935	306	37	dataset	dataset	NOUN
alkej-935	306	38	.	.	PUNCT
alkej-935	307	1	the	the	DET
alkej-935	307	2	list	list	NOUN
alkej-935	307	3	had	have	VERB
alkej-935	307	4	three	three	NUM
alkej-935	307	5	categories	category	NOUN
alkej-935	307	6	:	:	PUNCT
alkej-935	307	7	copd	copd	NOUN
alkej-935	307	8	,	,	PUNCT
alkej-935	307	9	normal	normal	ADJ
alkej-935	307	10	,	,	PUNCT
alkej-935	307	11	and	and	CCONJ
alkej-935	307	12	lung	lung	NOUN
alkej-935	307	13	opacity	opacity	NOUN
alkej-935	307	14	.	.	PUNCT
alkej-935	308	1	we	we	PRON
alkej-935	308	2	firstly	firstly	ADV
alkej-935	308	3	collected	collect	VERB
alkej-935	308	4	a	a	DET
alkej-935	308	5	set	set	NOUN
alkej-935	308	6	of	of	ADP
alkej-935	308	7	cxr	cxr	NOUN
alkej-935	308	8	images	image	NOUN
alkej-935	308	9	superimposed	superimpose	VERB
alkej-935	308	10	by	by	ADP
alkej-935	308	11	the	the	DET
alkej-935	308	12	categories	category	NOUN
alkej-935	308	13	.	.	PUNCT
alkej-935	309	1	data	datum	NOUN
alkej-935	309	2	collection	collection	NOUN
alkej-935	309	3	played	play	VERB
alkej-935	309	4	an	an	DET
alkej-935	309	5	important	important	ADJ
alkej-935	309	6	role	role	NOUN
alkej-935	309	7	in	in	ADP
alkej-935	309	8	training	train	VERB
alkej-935	309	9	our	our	PRON
alkej-935	309	10	deep	deep	ADV
alkej-935	309	11	-	-	PUNCT
alkej-935	309	12	learning	learn	VERB
alkej-935	309	13	model	model	NOUN
alkej-935	309	14	to	to	PART
alkej-935	309	15	accurately	accurately	ADV
alkej-935	309	16	classify	classify	VERB
alkej-935	309	17	x	x	ADJ
alkej-935	309	18	-	-	NOUN
alkej-935	309	19	ray	ray	NOUN
alkej-935	309	20	images	image	NOUN
alkej-935	309	21	.	.	PUNCT
alkej-935	310	1	secondly	secondly	ADV
alkej-935	310	2	,	,	PUNCT
alkej-935	310	3	after	after	ADP
alkej-935	310	4	obtaining	obtain	VERB
alkej-935	310	5	the	the	DET
alkej-935	310	6	dataset	dataset	NOUN
alkej-935	310	7	,	,	PUNCT
alkej-935	310	8	we	we	PRON
alkej-935	310	9	performed	perform	VERB
alkej-935	310	10	preprocessing	preprocessing	NOUN
alkej-935	310	11	steps	step	NOUN
alkej-935	310	12	to	to	PART
alkej-935	310	13	ensure	ensure	VERB
alkej-935	310	14	that	that	SCONJ
alkej-935	310	15	our	our	PRON
alkej-935	310	16	chosen	choose	VERB
alkej-935	310	17	deeplearning	deeplearning	NOUN
alkej-935	310	18	model	model	NOUN
alkej-935	310	19	was	be	AUX
alkej-935	310	20	compatible	compatible	ADJ
alkej-935	310	21	with	with	ADP
alkej-935	310	22	mobilenetv2	mobilenetv2	PROPN
alkej-935	310	23	.	.	PUNCT
alkej-935	311	1	the	the	DET
alkej-935	311	2	acquired	acquire	VERB
alkej-935	311	3	x	x	NOUN
alkej-935	311	4	-	-	NOUN
alkej-935	311	5	ray	ray	NOUN
alkej-935	311	6	images	image	NOUN
alkej-935	311	7	were	be	AUX
alkej-935	311	8	initially	initially	ADV
alkej-935	311	9	greyscale	greyscale	ADJ
alkej-935	311	10	.	.	PUNCT
alkej-935	312	1	however	however	ADV
alkej-935	312	2	,	,	PUNCT
alkej-935	312	3	given	give	VERB
alkej-935	312	4	that	that	SCONJ
alkej-935	312	5	mobilenetv2	mobilenetv2	PROPN
alkej-935	312	6	was	be	AUX
alkej-935	312	7	designed	design	VERB
alkej-935	312	8	to	to	PART
alkej-935	312	9	work	work	VERB
alkej-935	312	10	with	with	ADP
alkej-935	312	11	rgb	rgb	PROPN
alkej-935	312	12	images	image	NOUN
alkej-935	312	13	,	,	PUNCT
alkej-935	312	14	we	we	PRON
alkej-935	312	15	had	have	VERB
alkej-935	312	16	to	to	PART
alkej-935	312	17	convert	convert	VERB
alkej-935	312	18	greyscale	greyscale	NOUN
alkej-935	312	19	images	image	NOUN
alkej-935	312	20	into	into	ADP
alkej-935	312	21	rgb	rgb	PROPN
alkej-935	312	22	format	format	NOUN
alkej-935	312	23	.	.	PUNCT
alkej-935	313	1	these	these	DET
alkej-935	313	2	changes	change	NOUN
alkej-935	313	3	allowed	allow	VERB
alkej-935	313	4	us	we	PRON
alkej-935	313	5	to	to	PART
alkej-935	313	6	use	use	VERB
alkej-935	313	7	the	the	DET
alkej-935	313	8	full	full	ADJ
alkej-935	313	9	capabilities	capability	NOUN
alkej-935	313	10	of	of	ADP
alkej-935	313	11	the	the	DET
alkej-935	313	12	mobilenetv2	mobilenetv2	PROPN
alkej-935	313	13	framework	framework	NOUN
alkej-935	313	14	for	for	ADP
alkej-935	313	15	our	our	PRON
alkej-935	313	16	distribution	distribution	NOUN
alkej-935	313	17	project	project	NOUN
alkej-935	313	18	.	.	PUNCT
alkej-935	314	1	5	5	X
alkej-935	314	2	.	.	X
alkej-935	314	3	conclusion	conclusion	NOUN
alkej-935	314	4	covid-19	covid-19	PROPN
alkej-935	314	5	infection	infection	NOUN
alkej-935	314	6	is	be	AUX
alkej-935	314	7	likely	likely	ADJ
alkej-935	314	8	to	to	PART
alkej-935	314	9	cause	cause	VERB
alkej-935	314	10	persistent	persistent	ADJ
alkej-935	314	11	lung	lung	NOUN
alkej-935	314	12	damage	damage	NOUN
alkej-935	314	13	,	,	PUNCT
alkej-935	314	14	which	which	PRON
alkej-935	314	15	can	can	AUX
alkej-935	314	16	lead	lead	VERB
alkej-935	314	17	to	to	ADP
alkej-935	314	18	death	death	NOUN
alkej-935	314	19	.	.	PUNCT
alkej-935	315	1	this	this	DET
alkej-935	315	2	study	study	NOUN
alkej-935	315	3	aimed	aim	VERB
alkej-935	315	4	to	to	PART
alkej-935	315	5	classify	classify	VERB
alkej-935	315	6	cxr	cxr	NOUN
alkej-935	315	7	images	image	NOUN
alkej-935	315	8	into	into	ADP
alkej-935	315	9	covid-19	covid-19	PROPN
alkej-935	315	10	,	,	PUNCT
alkej-935	315	11	non	non	ADJ
alkej-935	315	12	-	-	ADJ
alkej-935	315	13	covid-19	covid-19	ADJ
alkej-935	315	14	lung	lung	NOUN
alkej-935	315	15	opacity	opacity	NOUN
alkej-935	315	16	,	,	PUNCT
alkej-935	315	17	and	and	CCONJ
alkej-935	315	18	normal	normal	ADJ
alkej-935	315	19	control	control	NOUN
alkej-935	315	20	.	.	PUNCT
alkej-935	316	1	covid-19	covid-19	PROPN
alkej-935	316	2	detection	detection	NOUN
alkej-935	316	3	was	be	AUX
alkej-935	316	4	conducted	conduct	VERB
alkej-935	316	5	utilising	utilise	VERB
alkej-935	316	6	mobilenetv2	mobilenetv2	PROPN
alkej-935	316	7	deep	deep	ADJ
alkej-935	316	8	-	-	PUNCT
alkej-935	316	9	learning	learn	VERB
alkej-935	316	10	models	model	NOUN
alkej-935	316	11	because	because	SCONJ
alkej-935	316	12	it	it	PRON
alkej-935	316	13	was	be	AUX
alkej-935	316	14	critical	critical	ADJ
alkej-935	316	15	to	to	PART
alkej-935	316	16	detect	detect	VERB
alkej-935	316	17	covid-19	covid-19	PROPN
alkej-935	316	18	,	,	PUNCT
alkej-935	316	19	which	which	PRON
alkej-935	316	20	spreads	spread	VERB
alkej-935	316	21	rapidly	rapidly	ADV
alkej-935	316	22	and	and	CCONJ
alkej-935	316	23	internationally	internationally	ADV
alkej-935	316	24	.	.	PUNCT
alkej-935	317	1	numerous	numerous	ADJ
alkej-935	317	2	researchers	researcher	NOUN
alkej-935	317	3	have	have	AUX
alkej-935	317	4	used	use	VERB
alkej-935	317	5	ai	ai	NOUN
alkej-935	317	6	-	-	PUNCT
alkej-935	317	7	based	base	VERB
alkej-935	317	8	xray	xray	NOUN
alkej-935	317	9	image	image	NOUN
alkej-935	317	10	processing	processing	NOUN
alkej-935	317	11	to	to	PART
alkej-935	317	12	detect	detect	VERB
alkej-935	317	13	covid-19	covid-19	PROPN
alkej-935	317	14	.	.	PUNCT
alkej-935	318	1	various	various	ADJ
alkej-935	318	2	approaches	approach	NOUN
alkej-935	318	3	,	,	PUNCT
alkej-935	318	4	new	new	ADJ
alkej-935	318	5	network	network	NOUN
alkej-935	318	6	designs	design	NOUN
alkej-935	318	7	,	,	PUNCT
alkej-935	318	8	and	and	CCONJ
alkej-935	318	9	ensemble	ensemble	ADJ
alkej-935	318	10	solutions	solution	NOUN
alkej-935	318	11	were	be	AUX
alkej-935	318	12	proposed	propose	VERB
alkej-935	318	13	for	for	ADP
alkej-935	318	14	improving	improve	VERB
alkej-935	318	15	covid-19	covid-19	PROPN
alkej-935	318	16	,	,	PUNCT
alkej-935	318	17	normal	normal	ADJ
alkej-935	318	18	,	,	PUNCT
alkej-935	318	19	and	and	CCONJ
alkej-935	318	20	other	other	ADJ
alkej-935	318	21	lung	lung	NOUN
alkej-935	318	22	-	-	PUNCT
alkej-935	318	23	disease	disease	NOUN
alkej-935	318	24	classification	classification	NOUN
alkej-935	318	25	.	.	PUNCT
alkej-935	319	1	goldstein	goldstein	PROPN
alkej-935	319	2	et	et	PROPN
alkej-935	319	3	al	al	PROPN
alkej-935	319	4	.	.	PUNCT
alkej-935	320	1	[	[	X
alkej-935	320	2	26	26	NUM
alkej-935	320	3	]	]	PUNCT
alkej-935	320	4	identified	identify	VERB
alkej-935	320	5	covid-19	covid-19	PROPN
alkej-935	320	6	by	by	ADP
alkej-935	320	7	using	use	VERB
alkej-935	320	8	a	a	DET
alkej-935	320	9	pre	pre	ADJ
alkej-935	320	10	-	-	ADJ
alkej-935	320	11	trained	train	VERB
alkej-935	320	12	deep	deep	ADJ
alkej-935	320	13	-	-	PUNCT
alkej-935	320	14	learning	learn	VERB
alkej-935	320	15	network	network	NOUN
alkej-935	320	16	(	(	PUNCT
alkej-935	320	17	resnet50	resnet50	NOUN
alkej-935	320	18	)	)	PUNCT
alkej-935	320	19	that	that	PRON
alkej-935	320	20	achieved	achieve	VERB
alkej-935	320	21	89.7	89.7	NUM
alkej-935	320	22	%	%	NOUN
alkej-935	320	23	accuracy	accuracy	NOUN
alkej-935	320	24	and	and	CCONJ
alkej-935	320	25	87.1	87.1	NUM
alkej-935	320	26	%	%	NOUN
alkej-935	320	27	sensitivity	sensitivity	NOUN
alkej-935	320	28	.	.	PUNCT
alkej-935	321	1	wang	wang	PROPN
alkej-935	321	2	and	and	CCONJ
alkej-935	321	3	wong	wong	PROPN
alkej-935	322	1	[	[	X
alkej-935	322	2	38	38	NUM
alkej-935	322	3	]	]	PUNCT
alkej-935	322	4	achieved	achieve	VERB
alkej-935	322	5	83.5	83.5	NUM
alkej-935	322	6	%	%	NOUN
alkej-935	322	7	accuracy	accuracy	NOUN
alkej-935	322	8	by	by	ADP
alkej-935	322	9	using	use	VERB
alkej-935	322	10	covid	covid	PROPN
alkej-935	322	11	-	-	PUNCT
alkej-935	322	12	net	net	NOUN
alkej-935	322	13	,	,	PUNCT
alkej-935	322	14	a	a	DET
alkej-935	322	15	deep	deep	ADJ
alkej-935	322	16	cnn	cnn	NOUN
alkej-935	322	17	.	.	PUNCT
alkej-935	323	1	noor	noor	PROPN
alkej-935	323	2	kamal	kamal	PROPN
alkej-935	323	3	al	al	PROPN
alkej-935	323	4	-	-	PUNCT
alkej-935	323	5	qazzaz	qazzaz	PROPN
alkej-935	323	6	al	al	PROPN
alkej-935	323	7	-	-	PUNCT
alkej-935	323	8	khwarizmi	khwarizmi	PROPN
alkej-935	323	9	engineering	engineering	NOUN
alkej-935	323	10	journal	journal	PROPN
alkej-935	323	11	,	,	PUNCT
alkej-935	323	12	vol	vol	NOUN
alkej-935	323	13	.	.	PROPN
alkej-935	323	14	21	21	NUM
alkej-935	323	15	,	,	PUNCT
alkej-935	323	16	no.1	no.1	NUM
alkej-935	323	17	,	,	PUNCT
alkej-935	323	18	pp	pp	ADJ
alkej-935	323	19	.	.	PUNCT
alkej-935	323	20	1327	1327	NUM
alkej-935	323	21	(	(	PUNCT
alkej-935	323	22	2025	2025	NUM
alkej-935	323	23	)	)	PUNCT
alkej-935	323	24	24	24	NUM
alkej-935	323	25	furthermore	furthermore	ADV
alkej-935	323	26	,	,	PUNCT
alkej-935	323	27	motamed	motamed	PROPN
alkej-935	323	28	et	et	PROPN
alkej-935	323	29	al	al	PROPN
alkej-935	323	30	.	.	PUNCT
alkej-935	324	1	[	[	X
alkej-935	324	2	27	27	NUM
alkej-935	324	3	]	]	PUNCT
alkej-935	324	4	suggested	suggest	VERB
alkej-935	324	5	a	a	DET
alkej-935	324	6	randomised	randomised	ADJ
alkej-935	324	7	generative	generative	ADJ
alkej-935	324	8	adversarial	adversarial	ADJ
alkej-935	324	9	network	network	NOUN
alkej-935	324	10	that	that	PRON
alkej-935	324	11	detected	detect	VERB
alkej-935	324	12	covid-19	covid-19	PROPN
alkej-935	324	13	images	image	NOUN
alkej-935	324	14	from	from	ADP
alkej-935	324	15	known	known	ADJ
alkej-935	324	16	and	and	CCONJ
alkej-935	324	17	labelled	label	VERB
alkej-935	324	18	classes	class	NOUN
alkej-935	324	19	(	(	PUNCT
alkej-935	324	20	normal	normal	ADJ
alkej-935	324	21	and	and	CCONJ
alkej-935	324	22	viral	viral	ADJ
alkej-935	324	23	pneumonia	pneumonia	NOUN
alkej-935	324	24	)	)	PUNCT
alkej-935	324	25	without	without	ADP
alkej-935	324	26	labels	label	NOUN
alkej-935	324	27	or	or	CCONJ
alkej-935	324	28	training	training	NOUN
alkej-935	324	29	data	datum	NOUN
alkej-935	324	30	from	from	ADP
alkej-935	324	31	the	the	DET
alkej-935	324	32	unknown	unknown	ADJ
alkej-935	324	33	class	class	NOUN
alkej-935	324	34	,	,	PUNCT
alkej-935	324	35	with	with	ADP
alkej-935	324	36	an	an	DET
alkej-935	324	37	auc	auc	NOUN
alkej-935	324	38	of	of	ADP
alkej-935	324	39	0.77	0.77	NUM
alkej-935	324	40	.	.	PUNCT
alkej-935	325	1	one	one	NUM
alkej-935	325	2	of	of	ADP
alkej-935	325	3	the	the	DET
alkej-935	325	4	innovative	innovative	ADJ
alkej-935	325	5	characteristics	characteristic	NOUN
alkej-935	325	6	of	of	ADP
alkej-935	325	7	the	the	DET
alkej-935	325	8	proposed	propose	VERB
alkej-935	325	9	approach	approach	NOUN
alkej-935	325	10	was	be	AUX
alkej-935	325	11	subjecting	subject	VERB
alkej-935	325	12	the	the	DET
alkej-935	325	13	photographs	photograph	NOUN
alkej-935	325	14	to	to	ADP
alkej-935	325	15	preprocessing	preprocesse	VERB
alkej-935	325	16	.	.	PUNCT
alkej-935	326	1	preprocessing	preprocessing	NOUN
alkej-935	326	2	procedures	procedure	NOUN
alkej-935	326	3	can	can	AUX
alkej-935	326	4	extract	extract	VERB
alkej-935	326	5	more	more	ADJ
alkej-935	326	6	features	feature	NOUN
alkej-935	326	7	efficiently	efficiently	ADV
alkej-935	326	8	from	from	ADP
alkej-935	326	9	image	image	NOUN
alkej-935	326	10	data	datum	NOUN
alkej-935	326	11	.	.	PUNCT
alkej-935	327	1	the	the	DET
alkej-935	327	2	stacking	stack	VERB
alkej-935	327	3	approach	approach	NOUN
alkej-935	327	4	involved	involve	VERB
alkej-935	327	5	superimposing	superimpose	VERB
alkej-935	327	6	each	each	DET
alkej-935	327	7	pixel	pixel	NOUN
alkej-935	327	8	of	of	ADP
alkej-935	327	9	equivalent	equivalent	ADJ
alkej-935	327	10	images	image	NOUN
alkej-935	327	11	and	and	CCONJ
alkej-935	327	12	increasing	increase	VERB
alkej-935	327	13	the	the	DET
alkej-935	327	14	pixels	pixel	NOUN
alkej-935	327	15	with	with	ADP
alkej-935	327	16	low	low	ADJ
alkej-935	327	17	efficiency	efficiency	NOUN
alkej-935	327	18	.	.	PUNCT
alkej-935	328	1	the	the	DET
alkej-935	328	2	proposed	propose	VERB
alkej-935	328	3	technique	technique	NOUN
alkej-935	328	4	resulted	result	VERB
alkej-935	328	5	in	in	ADP
alkej-935	328	6	the	the	DET
alkej-935	328	7	development	development	NOUN
alkej-935	328	8	of	of	ADP
alkej-935	328	9	an	an	DET
alkej-935	328	10	efficient	efficient	ADJ
alkej-935	328	11	mobile	mobile	ADJ
alkej-935	328	12	application	application	NOUN
alkej-935	328	13	for	for	ADP
alkej-935	328	14	covid-19	covid-19	PROPN
alkej-935	328	15	detection	detection	NOUN
alkej-935	328	16	based	base	VERB
alkej-935	328	17	on	on	ADP
alkej-935	328	18	the	the	DET
alkej-935	328	19	mobilenetv2	mobilenetv2	PROPN
alkej-935	328	20	model	model	NOUN
alkej-935	328	21	.	.	PUNCT
alkej-935	329	1	the	the	DET
alkej-935	329	2	model	model	NOUN
alkej-935	329	3	was	be	AUX
alkej-935	329	4	designed	design	VERB
alkej-935	329	5	to	to	PART
alkej-935	329	6	provide	provide	VERB
alkej-935	329	7	faster	fast	ADV
alkej-935	329	8	and	and	CCONJ
alkej-935	329	9	more	more	ADV
alkej-935	329	10	accurate	accurate	ADJ
alkej-935	329	11	results	result	NOUN
alkej-935	329	12	.	.	PUNCT
alkej-935	330	1	we	we	PRON
alkej-935	330	2	also	also	ADV
alkej-935	330	3	illustrated	illustrate	VERB
alkej-935	330	4	the	the	DET
alkej-935	330	5	applicability	applicability	NOUN
alkej-935	330	6	of	of	ADP
alkej-935	330	7	our	our	PRON
alkej-935	330	8	approach	approach	NOUN
alkej-935	330	9	to	to	ADP
alkej-935	330	10	smart	smart	ADJ
alkej-935	330	11	mobile	mobile	ADJ
alkej-935	330	12	devices	device	NOUN
alkej-935	330	13	with	with	ADP
alkej-935	330	14	the	the	DET
alkej-935	330	15	mobilenetv2	mobilenetv2	PROPN
alkej-935	330	16	model	model	NOUN
alkej-935	330	17	,	,	PUNCT
alkej-935	330	18	which	which	PRON
alkej-935	330	19	can	can	AUX
alkej-935	330	20	be	be	AUX
alkej-935	330	21	examined	examine	VERB
alkej-935	330	22	on	on	ADP
alkej-935	330	23	mobile	mobile	ADJ
alkej-935	330	24	devices	device	NOUN
alkej-935	330	25	without	without	ADP
alkej-935	330	26	the	the	DET
alkej-935	330	27	use	use	NOUN
alkej-935	330	28	of	of	ADP
alkej-935	330	29	any	any	DET
alkej-935	330	30	hospital	hospital	NOUN
alkej-935	330	31	devices	device	NOUN
alkej-935	330	32	.	.	PUNCT
alkej-935	331	1	in	in	ADP
alkej-935	331	2	conclusion	conclusion	NOUN
alkej-935	331	3	,	,	PUNCT
alkej-935	331	4	our	our	PRON
alkej-935	331	5	covid-19	covid-19	PROPN
alkej-935	331	6	detection	detection	NOUN
alkej-935	331	7	method	method	NOUN
alkej-935	331	8	outperformed	outperform	VERB
alkej-935	331	9	those	those	PRON
alkej-935	331	10	reported	report	VERB
alkej-935	331	11	in	in	ADP
alkej-935	331	12	recent	recent	ADJ
alkej-935	331	13	literature	literature	NOUN
alkej-935	331	14	for	for	ADP
alkej-935	331	15	covid-19	covid-19	PROPN
alkej-935	331	16	and	and	CCONJ
alkej-935	331	17	other	other	ADJ
alkej-935	331	18	lung	lung	NOUN
alkej-935	331	19	infection	infection	NOUN
alkej-935	331	20	detection	detection	NOUN
alkej-935	331	21	.	.	PUNCT
alkej-935	332	1	the	the	DET
alkej-935	332	2	classification	classification	NOUN
alkej-935	332	3	of	of	ADP
alkej-935	332	4	covid-19	covid-19	PROPN
alkej-935	332	5	data	datum	NOUN
alkej-935	332	6	,	,	PUNCT
alkej-935	332	7	opacity	opacity	NOUN
alkej-935	332	8	lung	lung	NOUN
alkej-935	332	9	disease	disease	NOUN
alkej-935	332	10	,	,	PUNCT
alkej-935	332	11	and	and	CCONJ
alkej-935	332	12	normal	normal	ADJ
alkej-935	332	13	pictures	picture	NOUN
alkej-935	332	14	yielded	yield	VERB
alkej-935	332	15	a	a	DET
alkej-935	332	16	precision	precision	NOUN
alkej-935	332	17	of	of	ADP
alkej-935	332	18	92.91	92.91	NUM
alkej-935	332	19	%	%	NOUN
alkej-935	332	20	,	,	PUNCT
alkej-935	332	21	sensitivity	sensitivity	NOUN
alkej-935	332	22	of	of	ADP
alkej-935	332	23	90.6	90.6	NUM
alkej-935	332	24	,	,	PUNCT
alkej-935	332	25	and	and	CCONJ
alkej-935	332	26	specificity	specificity	NOUN
alkej-935	332	27	of	of	ADP
alkej-935	332	28	96.45	96.45	NUM
alkej-935	332	29	%	%	NOUN
alkej-935	332	30	,	,	PUNCT
alkej-935	332	31	accuracy	accuracy	NOUN
alkej-935	332	32	of	of	ADP
alkej-935	332	33	90.6	90.6	NUM
alkej-935	332	34	%	%	NOUN
alkej-935	332	35	,	,	PUNCT
alkej-935	332	36	and	and	CCONJ
alkej-935	332	37	f	f	X
alkej-935	332	38	-	-	PUNCT
alkej-935	332	39	measure	measure	NOUN
alkej-935	332	40	of	of	ADP
alkej-935	332	41	91.74	91.74	NUM
alkej-935	332	42	%	%	NOUN
alkej-935	332	43	for	for	ADP
alkej-935	332	44	covid-19	covid-19	PROPN
alkej-935	332	45	detection	detection	NOUN
alkej-935	332	46	.	.	PUNCT
alkej-935	333	1	a	a	DET
alkej-935	333	2	detailed	detailed	ADJ
alkej-935	333	3	investigation	investigation	NOUN
alkej-935	333	4	of	of	ADP
alkej-935	333	5	cxr	cxr	NOUN
alkej-935	333	6	image	image	NOUN
alkej-935	333	7	-	-	PUNCT
alkej-935	333	8	enhancement	enhancement	NOUN
alkej-935	333	9	techniques	technique	NOUN
alkej-935	333	10	for	for	ADP
alkej-935	333	11	covid-19	covid-19	PROPN
alkej-935	333	12	detection	detection	NOUN
alkej-935	333	13	was	be	AUX
alkej-935	333	14	provided	provide	VERB
alkej-935	333	15	,	,	PUNCT
alkej-935	333	16	and	and	CCONJ
alkej-935	333	17	the	the	DET
alkej-935	333	18	results	result	NOUN
alkej-935	333	19	were	be	AUX
alkej-935	333	20	reliable	reliable	ADJ
alkej-935	333	21	and	and	CCONJ
alkej-935	333	22	generalisable	generalisable	ADJ
alkej-935	333	23	because	because	SCONJ
alkej-935	333	24	training	training	NOUN
alkej-935	333	25	and	and	CCONJ
alkej-935	333	26	validation	validation	NOUN
alkej-935	333	27	were	be	AUX
alkej-935	333	28	conducted	conduct	VERB
alkej-935	333	29	on	on	ADP
alkej-935	333	30	a	a	DET
alkej-935	333	31	large	large	ADJ
alkej-935	333	32	dataset	dataset	NOUN
alkej-935	333	33	.	.	PUNCT
alkej-935	334	1	this	this	DET
alkej-935	334	2	study	study	NOUN
alkej-935	334	3	had	have	VERB
alkej-935	334	4	certain	certain	ADJ
alkej-935	334	5	limitations	limitation	NOUN
alkej-935	334	6	.	.	PUNCT
alkej-935	335	1	firstly	firstly	ADV
alkej-935	335	2	,	,	PUNCT
alkej-935	335	3	we	we	PRON
alkej-935	335	4	included	include	VERB
alkej-935	335	5	a	a	DET
alkej-935	335	6	large	large	ADJ
alkej-935	335	7	dataset	dataset	NOUN
alkej-935	335	8	of	of	ADP
alkej-935	335	9	over	over	ADP
alkej-935	335	10	18000	18000	NUM
alkej-935	335	11	images	image	NOUN
alkej-935	335	12	,	,	PUNCT
alkej-935	335	13	but	but	CCONJ
alkej-935	335	14	it	it	PRON
alkej-935	335	15	may	may	AUX
alkej-935	335	16	not	not	PART
alkej-935	335	17	fully	fully	ADV
alkej-935	335	18	represent	represent	VERB
alkej-935	335	19	covid-19	covid-19	PROPN
alkej-935	335	20	populations	population	NOUN
alkej-935	335	21	worldwide	worldwide	ADV
alkej-935	335	22	,	,	PUNCT
alkej-935	335	23	including	include	VERB
alkej-935	335	24	age	age	NOUN
alkej-935	335	25	,	,	PUNCT
alkej-935	335	26	gender	gender	NOUN
alkej-935	335	27	,	,	PUNCT
alkej-935	335	28	ethnicity	ethnicity	NOUN
alkej-935	335	29	,	,	PUNCT
alkej-935	335	30	and	and	CCONJ
alkej-935	335	31	comorbidities	comorbiditie	NOUN
alkej-935	335	32	.	.	PUNCT
alkej-935	336	1	the	the	DET
alkej-935	336	2	model	model	NOUN
alkej-935	336	3	may	may	AUX
alkej-935	336	4	not	not	PART
alkej-935	336	5	be	be	AUX
alkej-935	336	6	generalisable	generalisable	ADJ
alkej-935	336	7	across	across	ADP
alkej-935	336	8	demographic	demographic	ADJ
alkej-935	336	9	groups	group	NOUN
alkej-935	336	10	.	.	PUNCT
alkej-935	337	1	secondly	secondly	ADV
alkej-935	337	2	,	,	PUNCT
alkej-935	337	3	the	the	DET
alkej-935	337	4	quality	quality	NOUN
alkej-935	337	5	of	of	ADP
alkej-935	337	6	cxr	cxr	NOUN
alkej-935	337	7	pictures	picture	NOUN
alkej-935	337	8	can	can	AUX
alkej-935	337	9	also	also	ADV
alkej-935	337	10	vary	vary	VERB
alkej-935	337	11	depending	depend	VERB
alkej-935	337	12	on	on	ADP
alkej-935	337	13	the	the	DET
alkej-935	337	14	imaging	imaging	NOUN
alkej-935	337	15	device	device	NOUN
alkej-935	337	16	,	,	PUNCT
alkej-935	337	17	patient	patient	ADJ
alkej-935	337	18	posture	posture	NOUN
alkej-935	337	19	,	,	PUNCT
alkej-935	337	20	and	and	CCONJ
alkej-935	337	21	artifacts	artifact	NOUN
alkej-935	337	22	,	,	PUNCT
alkej-935	337	23	which	which	PRON
alkej-935	337	24	can	can	AUX
alkej-935	337	25	affect	affect	VERB
alkej-935	337	26	model	model	NOUN
alkej-935	337	27	accuracy	accuracy	NOUN
alkej-935	337	28	.	.	PUNCT
alkej-935	338	1	in	in	ADP
alkej-935	338	2	real	real	ADJ
alkej-935	338	3	-	-	PUNCT
alkej-935	338	4	world	world	NOUN
alkej-935	338	5	applications	application	NOUN
alkej-935	338	6	,	,	PUNCT
alkej-935	338	7	this	this	DET
alkej-935	338	8	variability	variability	NOUN
alkej-935	338	9	may	may	AUX
alkej-935	338	10	influence	influence	VERB
alkej-935	338	11	model	model	NOUN
alkej-935	338	12	resilience	resilience	NOUN
alkej-935	338	13	.	.	PUNCT
alkej-935	339	1	thirdly	thirdly	ADV
alkej-935	339	2	,	,	PUNCT
alkej-935	339	3	this	this	DET
alkej-935	339	4	study	study	NOUN
alkej-935	339	5	focused	focus	VERB
alkej-935	339	6	on	on	ADP
alkej-935	339	7	immediate	immediate	ADJ
alkej-935	339	8	detection	detection	NOUN
alkej-935	339	9	.	.	PUNCT
alkej-935	340	1	thus	thus	ADV
alkej-935	340	2	,	,	PUNCT
alkej-935	340	3	future	future	ADJ
alkej-935	340	4	work	work	NOUN
alkej-935	340	5	should	should	AUX
alkej-935	340	6	evaluate	evaluate	VERB
alkej-935	340	7	the	the	DET
alkej-935	340	8	model	model	NOUN
alkej-935	340	9	's	's	PART
alkej-935	340	10	potential	potential	NOUN
alkej-935	340	11	to	to	PART
alkej-935	340	12	detect	detect	VERB
alkej-935	340	13	long	long	ADJ
alkej-935	340	14	-	-	PUNCT
alkej-935	340	15	term	term	NOUN
alkej-935	340	16	covid-19	covid-19	PROPN
alkej-935	340	17	lung	lung	NOUN
alkej-935	340	18	injury	injury	NOUN
alkej-935	340	19	.	.	PUNCT
alkej-935	341	1	in	in	ADP
alkej-935	341	2	future	future	ADJ
alkej-935	341	3	investigations	investigation	NOUN
alkej-935	341	4	,	,	PUNCT
alkej-935	341	5	deep	deep	ADJ
alkej-935	341	6	-	-	PUNCT
alkej-935	341	7	learning	learning	NOUN
alkej-935	341	8	-	-	PUNCT
alkej-935	341	9	based	base	VERB
alkej-935	341	10	analyses	analysis	NOUN
alkej-935	341	11	will	will	AUX
alkej-935	341	12	be	be	AUX
alkej-935	341	13	performed	perform	VERB
alkej-935	341	14	utilising	utilise	VERB
alkej-935	341	15	data	datum	NOUN
alkej-935	341	16	images	image	NOUN
alkej-935	341	17	of	of	ADP
alkej-935	341	18	other	other	ADJ
alkej-935	341	19	organs	organ	NOUN
alkej-935	341	20	impacted	impact	VERB
alkej-935	341	21	by	by	ADP
alkej-935	341	22	the	the	DET
alkej-935	341	23	virus	virus	NOUN
alkej-935	341	24	according	accord	VERB
alkej-935	341	25	to	to	ADP
alkej-935	341	26	covid-19	covid-19	PROPN
alkej-935	341	27	experts	expert	NOUN
alkej-935	341	28	.	.	PUNCT
alkej-935	342	1	we	we	PRON
alkej-935	342	2	intend	intend	VERB
alkej-935	342	3	to	to	PART
alkej-935	342	4	develop	develop	VERB
alkej-935	342	5	a	a	DET
alkej-935	342	6	future	future	ADJ
alkej-935	342	7	approach	approach	NOUN
alkej-935	342	8	using	use	VERB
alkej-935	342	9	various	various	ADJ
alkej-935	342	10	organising	organise	VERB
alkej-935	342	11	strategies	strategy	NOUN
alkej-935	342	12	to	to	PART
alkej-935	342	13	improve	improve	VERB
alkej-935	342	14	the	the	DET
alkej-935	342	15	datasets	dataset	NOUN
alkej-935	342	16	.	.	PUNCT
alkej-935	343	1	as	as	SCONJ
alkej-935	343	2	data	datum	NOUN
alkej-935	343	3	on	on	ADP
alkej-935	343	4	the	the	DET
alkej-935	343	5	factors	factor	NOUN
alkej-935	343	6	influencing	influence	VERB
alkej-935	343	7	the	the	DET
alkej-935	343	8	virus	virus	NOUN
alkej-935	343	9	in	in	ADP
alkej-935	343	10	human	human	ADJ
alkej-935	343	11	chemistry	chemistry	NOUN
alkej-935	343	12	(	(	PUNCT
alkej-935	343	13	e.g.	e.g.	ADV
alkej-935	343	14	,	,	PUNCT
alkej-935	343	15	blood	blood	NOUN
alkej-935	343	16	group	group	NOUN
alkej-935	343	17	,	,	PUNCT
alkej-935	343	18	rna	rna	NOUN
alkej-935	343	19	sequencing	sequencing	NOUN
alkej-935	343	20	,	,	PUNCT
alkej-935	343	21	age	age	NOUN
alkej-935	343	22	,	,	PUNCT
alkej-935	343	23	gender	gender	NOUN
alkej-935	343	24	,	,	PUNCT
alkej-935	343	25	etc	etc	X
alkej-935	343	26	.	.	X
alkej-935	343	27	)	)	PUNCT
alkej-935	343	28	become	become	VERB
alkej-935	343	29	accessible	accessible	ADJ
alkej-935	343	30	,	,	PUNCT
alkej-935	343	31	we	we	PRON
alkej-935	343	32	will	will	AUX
alkej-935	343	33	conduct	conduct	VERB
alkej-935	343	34	a	a	DET
alkej-935	343	35	solutionoriented	solutionoriente	VERB
alkej-935	343	36	study	study	NOUN
alkej-935	343	37	with	with	ADP
alkej-935	343	38	ai	ai	PROPN
alkej-935	343	39	.	.	PROPN
alkej-935	343	40	overall	overall	ADV
alkej-935	343	41	,	,	PUNCT
alkej-935	343	42	our	our	PRON
alkej-935	343	43	research	research	NOUN
alkej-935	343	44	showed	show	VERB
alkej-935	343	45	that	that	SCONJ
alkej-935	343	46	x	x	ADJ
alkej-935	343	47	-	-	NOUN
alkej-935	343	48	ray	ray	NOUN
alkej-935	343	49	devices	device	NOUN
alkej-935	343	50	can	can	AUX
alkej-935	343	51	depict	depict	VERB
alkej-935	343	52	pictorially	pictorially	ADV
alkej-935	343	53	which	which	DET
alkej-935	343	54	portions	portion	NOUN
alkej-935	343	55	of	of	ADP
alkej-935	343	56	input	input	NOUN
alkej-935	343	57	data	datum	NOUN
alkej-935	343	58	such	such	ADJ
alkej-935	343	59	as	as	ADP
alkej-935	343	60	images	image	NOUN
alkej-935	343	61	shaped	shape	VERB
alkej-935	343	62	the	the	DET
alkej-935	343	63	outcomes	outcome	NOUN
alkej-935	343	64	of	of	ADP
alkej-935	343	65	the	the	DET
alkej-935	343	66	model	model	NOUN
alkej-935	343	67	.	.	PUNCT
alkej-935	344	1	this	this	PRON
alkej-935	344	2	can	can	AUX
alkej-935	344	3	help	help	VERB
alkej-935	344	4	various	various	ADJ
alkej-935	344	5	individuals	individual	NOUN
alkej-935	344	6	understand	understand	VERB
alkej-935	344	7	why	why	SCONJ
alkej-935	344	8	the	the	DET
alkej-935	344	9	model	model	NOUN
alkej-935	344	10	arrived	arrive	VERB
alkej-935	344	11	at	at	ADP
alkej-935	344	12	the	the	DET
alkej-935	344	13	given	give	VERB
alkej-935	344	14	results	result	NOUN
alkej-935	344	15	.	.	PUNCT
alkej-935	345	1	even	even	ADV
alkej-935	345	2	after	after	ADP
alkej-935	345	3	applying	apply	VERB
alkej-935	345	4	preprocessing	preprocesse	VERB
alkej-935	345	5	to	to	PART
alkej-935	345	6	lessen	lessen	VERB
alkej-935	345	7	its	its	PRON
alkej-935	345	8	impact	impact	NOUN
alkej-935	345	9	on	on	ADP
alkej-935	345	10	the	the	DET
alkej-935	345	11	final	final	ADJ
alkej-935	345	12	decision	decision	NOUN
alkej-935	345	13	,	,	PUNCT
alkej-935	345	14	the	the	DET
alkej-935	345	15	significance	significance	NOUN
alkej-935	345	16	of	of	ADP
alkej-935	345	17	mobilenet	mobilenet	NOUN
alkej-935	345	18	features	feature	NOUN
alkej-935	345	19	became	become	VERB
alkej-935	345	20	evident	evident	ADJ
alkej-935	345	21	.	.	PUNCT
alkej-935	346	1	it	it	PRON
alkej-935	346	2	can	can	AUX
alkej-935	346	3	help	help	VERB
alkej-935	346	4	doctors	doctor	NOUN
alkej-935	346	5	determine	determine	VERB
alkej-935	346	6	how	how	SCONJ
alkej-935	346	7	accurate	accurate	ADJ
alkej-935	346	8	the	the	DET
alkej-935	346	9	model	model	NOUN
alkej-935	346	10	’s	’s	PART
alkej-935	346	11	outputs	output	NOUN
alkej-935	346	12	are	be	AUX
alkej-935	346	13	or	or	CCONJ
alkej-935	346	14	how	how	SCONJ
alkej-935	346	15	reliable	reliable	ADJ
alkej-935	346	16	the	the	DET
alkej-935	346	17	software	software	NOUN
alkej-935	346	18	is	be	AUX
alkej-935	346	19	.	.	PUNCT
alkej-935	347	1	in	in	ADP
alkej-935	347	2	this	this	DET
alkej-935	347	3	scenario	scenario	NOUN
alkej-935	347	4	,	,	PUNCT
alkej-935	347	5	the	the	DET
alkej-935	347	6	application	application	NOUN
alkej-935	347	7	interface	interface	NOUN
alkej-935	347	8	's	's	PART
alkej-935	347	9	final	final	ADJ
alkej-935	347	10	visualisation	visualisation	NOUN
alkej-935	347	11	tools	tool	NOUN
alkej-935	347	12	for	for	ADP
alkej-935	347	13	determining	determine	VERB
alkej-935	347	14	the	the	DET
alkej-935	347	15	final	final	ADJ
alkej-935	347	16	choice	choice	NOUN
alkej-935	347	17	based	base	VERB
alkej-935	347	18	on	on	ADP
alkej-935	347	19	the	the	DET
alkej-935	347	20	models	model	NOUN
alkej-935	347	21	is	be	AUX
alkej-935	347	22	enhanced	enhance	VERB
alkej-935	347	23	.	.	PUNCT
alkej-935	348	1	the	the	DET
alkej-935	348	2	beneficial	beneficial	ADJ
alkej-935	348	3	effects	effect	NOUN
alkej-935	348	4	include	include	VERB
alkej-935	348	5	safety	safety	NOUN
alkej-935	348	6	and	and	CCONJ
alkej-935	348	7	non	non	ADJ
alkej-935	348	8	-	-	NOUN
alkej-935	348	9	invasiveness	invasiveness	ADJ
alkej-935	348	10	for	for	ADP
alkej-935	348	11	users	user	NOUN
alkej-935	348	12	,	,	PUNCT
alkej-935	348	13	as	as	ADV
alkej-935	348	14	well	well	ADV
alkej-935	348	15	as	as	ADP
alkej-935	348	16	improved	improve	VERB
alkej-935	348	17	decision	decision	NOUN
alkej-935	348	18	making	make	VERB
alkej-935	348	19	for	for	ADP
alkej-935	348	20	doctors	doctor	NOUN
alkej-935	348	21	by	by	ADP
alkej-935	348	22	providing	provide	VERB
alkej-935	348	23	statements	statement	NOUN
alkej-935	348	24	with	with	ADP
alkej-935	348	25	more	more	ADJ
alkej-935	348	26	background	background	NOUN
alkej-935	348	27	information	information	NOUN
alkej-935	348	28	.	.	PUNCT
alkej-935	349	1	all	all	DET
alkej-935	349	2	these	these	DET
alkej-935	349	3	factors	factor	NOUN
alkej-935	349	4	indicate	indicate	VERB
alkej-935	349	5	the	the	DET
alkej-935	349	6	high	high	ADJ
alkej-935	349	7	potential	potential	NOUN
alkej-935	349	8	of	of	ADP
alkej-935	349	9	our	our	PRON
alkej-935	349	10	app	app	NOUN
alkej-935	349	11	for	for	ADP
alkej-935	349	12	testing	testing	NOUN
alkej-935	349	13	and	and	CCONJ
alkej-935	349	14	as	as	ADP
alkej-935	349	15	an	an	DET
alkej-935	349	16	easily	easily	ADV
alkej-935	349	17	available	available	ADJ
alkej-935	349	18	,	,	PUNCT
alkej-935	349	19	open	open	ADJ
alkej-935	349	20	platform	platform	NOUN
alkej-935	349	21	for	for	ADP
alkej-935	349	22	the	the	DET
alkej-935	349	23	doctors	doctor	NOUN
alkej-935	349	24	.	.	PUNCT
alkej-935	350	1	references	reference	NOUN
alkej-935	350	2	[	[	X
alkej-935	350	3	1	1	NUM
alkej-935	350	4	]	]	X
alkej-935	350	5	hussain	hussain	PROPN
alkej-935	350	6	,	,	PUNCT
alkej-935	350	7	e.	e.	PROPN
alkej-935	350	8	,	,	PUNCT
alkej-935	350	9	hasan	hasan	PROPN
alkej-935	350	10	,	,	PUNCT
alkej-935	350	11	m.	m.	NOUN
alkej-935	350	12	,	,	PUNCT
alkej-935	350	13	rahman	rahman	PROPN
alkej-935	350	14	,	,	PUNCT
alkej-935	350	15	m.a	m.a	PROPN
alkej-935	350	16	.	.	PROPN
alkej-935	350	17	,	,	PUNCT
alkej-935	350	18	lee	lee	PROPN
alkej-935	350	19	,	,	PUNCT
alkej-935	350	20	i.	i.	PROPN
alkej-935	350	21	,	,	PUNCT
alkej-935	350	22	tamanna	tamanna	NOUN
alkej-935	350	23	,	,	PUNCT
alkej-935	350	24	t.	t.	NOUN
alkej-935	350	25	and	and	CCONJ
alkej-935	350	26	parvez	parvez	PROPN
alkej-935	350	27	,	,	PUNCT
alkej-935	350	28	m.z	m.z	PROPN
alkej-935	350	29	.	.	PROPN
alkej-935	350	30	,	,	PUNCT
alkej-935	350	31	2021	2021	NUM
alkej-935	350	32	.	.	PUNCT
alkej-935	351	1	corodet	corodet	NOUN
alkej-935	351	2	:	:	PUNCT
alkej-935	351	3	a	a	DET
alkej-935	351	4	deep	deep	ADJ
alkej-935	351	5	learning	learning	NOUN
alkej-935	351	6	based	base	VERB
alkej-935	351	7	classification	classification	NOUN
alkej-935	351	8	for	for	ADP
alkej-935	351	9	covid-19	covid-19	PROPN
alkej-935	351	10	detection	detection	NOUN
alkej-935	351	11	using	use	VERB
alkej-935	351	12	cxr	cxr	NOUN
alkej-935	351	13	images	image	NOUN
alkej-935	351	14	.	.	PUNCT
alkej-935	352	1	chaos	chaos	NOUN
alkej-935	352	2	,	,	PUNCT
alkej-935	352	3	solitons	soliton	NOUN
alkej-935	352	4	&	&	CCONJ
alkej-935	352	5	fractals	fractal	NOUN
alkej-935	352	6	,	,	PUNCT
alkej-935	352	7	142	142	NUM
alkej-935	352	8	,	,	PUNCT
alkej-935	352	9	p.110495	p.110495	NOUN
alkej-935	352	10	.	.	PUNCT
alkej-935	353	1	[	[	X
alkej-935	353	2	2	2	NUM
alkej-935	353	3	]	]	X
alkej-935	353	4	wu	wu	PROPN
alkej-935	353	5	z	z	PROPN
alkej-935	353	6	,	,	PUNCT
alkej-935	353	7	googan	googan	PROPN
alkej-935	353	8	jmm	jmm	PROPN
alkej-935	353	9	.	.	PUNCT
alkej-935	354	1	characteristics	characteristic	NOUN
alkej-935	354	2	of	of	ADP
alkej-935	354	3	and	and	CCONJ
alkej-935	354	4	important	important	ADJ
alkej-935	354	5	lessons	lesson	NOUN
alkej-935	354	6	from	from	ADP
alkej-935	354	7	the	the	DET
alkej-935	354	8	coronavirus	coronavirus	NOUN
alkej-935	354	9	disease	disease	NOUN
alkej-935	354	10	2019	2019	NUM
alkej-935	354	11	(	(	PUNCT
alkej-935	354	12	covid-19	covid-19	PROPN
alkej-935	354	13	)	)	PUNCT
alkej-935	354	14	outbreak	outbreak	NOUN
alkej-935	354	15	in	in	ADP
alkej-935	354	16	china	china	PROPN
alkej-935	354	17	:	:	PUNCT
alkej-935	354	18	summary	summary	NOUN
alkej-935	354	19	of	of	ADP
alkej-935	354	20	a	a	DET
alkej-935	354	21	report	report	NOUN
alkej-935	354	22	of	of	ADP
alkej-935	354	23	72	72	NUM
alkej-935	354	24	314	314	NUM
alkej-935	354	25	cases	case	NOUN
alkej-935	354	26	from	from	ADP
alkej-935	354	27	the	the	DET
alkej-935	354	28	chinese	chinese	ADJ
alkej-935	354	29	center	center	NOUN
alkej-935	354	30	for	for	ADP
alkej-935	354	31	disease	disease	NOUN
alkej-935	354	32	control	control	NOUN
alkej-935	354	33	and	and	CCONJ
alkej-935	354	34	prevention	prevention	NOUN
alkej-935	354	35	.	.	PUNCT
alkej-935	355	1	jama	jama	PROPN
alkej-935	355	2	2020;323(13):1239–42	2020;323(13):1239–42	NUM
alkej-935	355	3	.	.	PUNCT
alkej-935	356	1	[	[	X
alkej-935	356	2	3	3	X
alkej-935	356	3	]	]	PUNCT
alkej-935	356	4	who	who	PRON
alkej-935	356	5	updates	update	VERB
alkej-935	356	6	on	on	ADP
alkej-935	356	7	covid-19	covid-19	PROPN
alkej-935	356	8	.	.	PUNCT
alkej-935	356	9	apr	apr	PROPN
alkej-935	356	10	3	3	NUM
alkej-935	356	11	;	;	PUNCT
alkej-935	356	12	2020	2020	NUM
alkej-935	356	13	.	.	PUNCT
alkej-935	357	1	[	[	X
alkej-935	357	2	online	online	X
alkej-935	357	3	]	]	X
alkej-935	357	4	.	.	PUNCT
alkej-935	358	1	available	available	ADJ
alkej-935	358	2	:	:	PUNCT
alkej-935	358	3	https://www.who.int/emergencies/diseases/nov	https://www.who.int/emergencies/diseases/nov	VERB
alkej-935	358	4	el	el	PROPN
alkej-935	358	5	-	-	PUNCT
alkej-935	358	6	coronavirus-2019	coronavirus-2019	VERB
alkej-935	358	7	/	/	SYM
alkej-935	358	8	events	event	NOUN
alkej-935	358	9	-	-	PUNCT
alkej-935	358	10	as	as	ADP
alkej-935	358	11	-	-	PUNCT
alkej-935	358	12	they	they	PRON
alkej-935	358	13	-	-	PUNCT
alkej-935	358	14	happen	happen	VERB
alkej-935	358	15	[	[	X
alkej-935	358	16	4	4	NUM
alkej-935	358	17	]	]	X
alkej-935	358	18	mangal	mangal	ADJ
alkej-935	358	19	,	,	PUNCT
alkej-935	358	20	a.	a.	NOUN
alkej-935	358	21	,	,	PUNCT
alkej-935	358	22	kalia	kalia	PROPN
alkej-935	358	23	,	,	PUNCT
alkej-935	358	24	s.	s.	PROPN
alkej-935	358	25	,	,	PUNCT
alkej-935	358	26	rajgopal	rajgopal	NOUN
alkej-935	358	27	,	,	PUNCT
alkej-935	358	28	h.	h.	PROPN
alkej-935	358	29	,	,	PUNCT
alkej-935	358	30	rangarajan	rangarajan	PROPN
alkej-935	358	31	,	,	PUNCT
alkej-935	358	32	k.	k.	PROPN
alkej-935	358	33	,	,	PUNCT
alkej-935	358	34	namboodiri	namboodiri	PROPN
alkej-935	358	35	,	,	PUNCT
alkej-935	358	36	v.	v.	PROPN
alkej-935	358	37	,	,	PUNCT
alkej-935	358	38	banerjee	banerjee	PROPN
alkej-935	358	39	,	,	PUNCT
alkej-935	358	40	s.	s.	PROPN
alkej-935	358	41	and	and	CCONJ
alkej-935	358	42	arora	arora	PROPN
alkej-935	358	43	,	,	PUNCT
alkej-935	358	44	c.	c.	PROPN
alkej-935	358	45	,	,	PUNCT
alkej-935	358	46	2020	2020	NUM
alkej-935	358	47	.	.	PUNCT
alkej-935	359	1	covidaid	covidaid	PROPN
alkej-935	359	2	:	:	PUNCT
alkej-935	360	1	covid-19	covid-19	PROPN
alkej-935	360	2	detection	detection	NOUN
alkej-935	360	3	using	use	VERB
alkej-935	360	4	cxr	cxr	NOUN
alkej-935	360	5	.	.	PUNCT
alkej-935	361	1	arxiv	arxiv	PROPN
alkej-935	361	2	preprint	preprint	NOUN
alkej-935	361	3	arxiv:2004.09803	arxiv:2004.09803	NOUN
alkej-935	361	4	.	.	PUNCT
alkej-935	362	1	[	[	X
alkej-935	362	2	5	5	NUM
alkej-935	362	3	]	]	X
alkej-935	362	4	rahman	rahman	PROPN
alkej-935	362	5	,	,	PUNCT
alkej-935	362	6	t.	t.	PROPN
alkej-935	362	7	,	,	PUNCT
alkej-935	362	8	khandakar	khandakar	PROPN
alkej-935	362	9	,	,	PUNCT
alkej-935	362	10	a.	a.	NOUN
alkej-935	362	11	,	,	PUNCT
alkej-935	362	12	qiblawey	qiblawey	PROPN
alkej-935	362	13	,	,	PUNCT
alkej-935	362	14	y.	y.	PROPN
alkej-935	362	15	,	,	PUNCT
alkej-935	362	16	tahir	tahir	PROPN
alkej-935	362	17	,	,	PUNCT
alkej-935	362	18	a.	a.	PROPN
alkej-935	362	19	,	,	PUNCT
alkej-935	362	20	kiranyaz	kiranyaz	NOUN
alkej-935	362	21	,	,	PUNCT
alkej-935	362	22	s.	s.	PROPN
alkej-935	362	23	,	,	PUNCT
alkej-935	362	24	kashem	kashem	PROPN
alkej-935	362	25	,	,	PUNCT
alkej-935	362	26	s.b.a	s.b.a	NOUN
alkej-935	362	27	.	.	PROPN
alkej-935	362	28	,	,	PUNCT
alkej-935	362	29	islam	islam	PROPN
alkej-935	362	30	,	,	PUNCT
alkej-935	362	31	m.t	m.t	PROPN
alkej-935	362	32	.	.	PROPN
alkej-935	362	33	,	,	PUNCT
alkej-935	362	34	al	al	PROPN
alkej-935	362	35	maadeed	maadeed	PROPN
alkej-935	362	36	,	,	PUNCT
alkej-935	362	37	s.	s.	PROPN
alkej-935	362	38	,	,	PUNCT
alkej-935	362	39	zughaier	zughaier	NOUN
alkej-935	362	40	,	,	PUNCT
alkej-935	362	41	s.m	s.m	PROPN
alkej-935	362	42	.	.	PROPN
alkej-935	362	43	,	,	PUNCT
alkej-935	362	44	khan	khan	PROPN
alkej-935	362	45	,	,	PUNCT
alkej-935	362	46	m.s	m.s	PROPN
alkej-935	362	47	.	.	PROPN
alkej-935	362	48	and	and	CCONJ
alkej-935	362	49	chowdhury	chowdhury	PROPN
alkej-935	362	50	,	,	PUNCT
alkej-935	362	51	m.e	m.e	PROPN
alkej-935	362	52	.	.	PROPN
alkej-935	362	53	,	,	PUNCT
alkej-935	362	54	2021	2021	NUM
alkej-935	362	55	.	.	PUNCT
alkej-935	363	1	exploring	explore	VERB
alkej-935	363	2	the	the	DET
alkej-935	363	3	effect	effect	NOUN
alkej-935	363	4	of	of	ADP
alkej-935	363	5	image	image	NOUN
alkej-935	363	6	enhancement	enhancement	NOUN
alkej-935	363	7	techniques	technique	NOUN
alkej-935	363	8	on	on	ADP
alkej-935	363	9	covid-19	covid-19	PROPN
alkej-935	363	10	detection	detection	NOUN
alkej-935	363	11	using	use	VERB
alkej-935	363	12	cxr	cxr	NOUN
alkej-935	363	13	images	image	NOUN
alkej-935	363	14	.	.	PUNCT
alkej-935	364	1	computers	computer	NOUN
alkej-935	364	2	in	in	ADP
alkej-935	364	3	biology	biology	NOUN
alkej-935	364	4	and	and	CCONJ
alkej-935	364	5	medicine	medicine	NOUN
alkej-935	364	6	,	,	PUNCT
alkej-935	364	7	132	132	NUM
alkej-935	364	8	,	,	PUNCT
alkej-935	364	9	p.104319	p.104319	PROPN
alkej-935	364	10	.	.	PUNCT
alkej-935	365	1	[	[	X
alkej-935	365	2	6	6	NUM
alkej-935	365	3	]	]	PUNCT
alkej-935	365	4	p.	p.	NOUN
alkej-935	365	5	gaur	gaur	NOUN
alkej-935	365	6	,	,	PUNCT
alkej-935	365	7	v.	v.	ADP
alkej-935	365	8	malaviya	malaviya	NOUN
alkej-935	365	9	,	,	PUNCT
alkej-935	365	10	a.	a.	PROPN
alkej-935	365	11	gupta	gupta	PROPN
alkej-935	365	12	,	,	PUNCT
alkej-935	365	13	g.	g.	PROPN
alkej-935	365	14	bhatia	bhatia	PROPN
alkej-935	365	15	,	,	PUNCT
alkej-935	365	16	r.	r.	PROPN
alkej-935	365	17	https://www.who.int/emergencies/diseases/novel-coronavirus-2019/events-as-they-happen	https://www.who.int/emergencies/diseases/novel-coronavirus-2019/events-as-they-happen	PROPN
alkej-935	365	18	https://www.who.int/emergencies/diseases/novel-coronavirus-2019/events-as-they-happen	https://www.who.int/emergencies/diseases/novel-coronavirus-2019/events-as-they-happen	VERB
alkej-935	366	1	noor	noor	PROPN
alkej-935	366	2	kamal	kamal	PROPN
alkej-935	366	3	al	al	PROPN
alkej-935	366	4	-	-	PUNCT
alkej-935	366	5	qazzaz	qazzaz	PROPN
alkej-935	366	6	al	al	PROPN
alkej-935	366	7	-	-	PUNCT
alkej-935	366	8	khwarizmi	khwarizmi	PROPN
alkej-935	366	9	engineering	engineering	NOUN
alkej-935	366	10	journal	journal	PROPN
alkej-935	366	11	,	,	PUNCT
alkej-935	366	12	vol	vol	NOUN
alkej-935	366	13	.	.	PROPN
alkej-935	366	14	21	21	NUM
alkej-935	366	15	,	,	PUNCT
alkej-935	366	16	no.1	no.1	NUM
alkej-935	366	17	,	,	PUNCT
alkej-935	366	18	pp	pp	ADJ
alkej-935	366	19	.	.	PUNCT
alkej-935	366	20	1327	1327	NUM
alkej-935	366	21	(	(	PUNCT
alkej-935	366	22	2025	2025	NUM
alkej-935	366	23	)	)	PUNCT
alkej-935	366	24	25	25	NUM
alkej-935	366	25	b.	b.	NOUN
alkej-935	366	26	pachori	pachori	NOUN
alkej-935	366	27	,	,	PUNCT
alkej-935	366	28	and	and	CCONJ
alkej-935	366	29	d.	d.	PROPN
alkej-935	366	30	sharma	sharma	PROPN
alkej-935	366	31	,	,	PUNCT
alkej-935	366	32	“	"	PUNCT
alkej-935	366	33	covid-19	covid-19	PROPN
alkej-935	366	34	disease	disease	NOUN
alkej-935	366	35	identification	identification	NOUN
alkej-935	366	36	from	from	ADP
alkej-935	366	37	chestct	chestct	NOUN
alkej-935	366	38	images	image	NOUN
alkej-935	366	39	using	use	VERB
alkej-935	366	40	empirical	empirical	ADJ
alkej-935	366	41	wavelet	wavelet	NOUN
alkej-935	366	42	transformation	transformation	NOUN
alkej-935	366	43	and	and	CCONJ
alkej-935	366	44	transfer	transfer	NOUN
alkej-935	366	45	learning	learning	NOUN
alkej-935	366	46	,	,	PUNCT
alkej-935	366	47	”	"	PUNCT
alkej-935	366	48	biomedical	biomedical	ADJ
alkej-935	366	49	signal	signal	NOUN
alkej-935	366	50	processing	processing	NOUN
alkej-935	366	51	and	and	CCONJ
alkej-935	366	52	control	control	NOUN
alkej-935	366	53	,	,	PUNCT
alkej-935	366	54	vol	vol	NOUN
alkej-935	366	55	.	.	PROPN
alkej-935	366	56	71	71	NUM
alkej-935	366	57	,	,	PUNCT
alkej-935	366	58	p.	p.	NOUN
alkej-935	366	59	103076	103076	NUM
alkej-935	366	60	,	,	PUNCT
alkej-935	366	61	2022	2022	NUM
alkej-935	366	62	.	.	PUNCT
alkej-935	367	1	[	[	X
alkej-935	367	2	7	7	NUM
alkej-935	367	3	]	]	SYM
alkej-935	367	4	pachori	pachori	NOUN
alkej-935	367	5	,	,	PUNCT
alkej-935	367	6	“	"	PUNCT
alkej-935	367	7	a	a	DET
alkej-935	367	8	deep	deep	ADJ
alkej-935	367	9	learning	learning	NOUN
alkej-935	367	10	based	base	VERB
alkej-935	367	11	approach	approach	NOUN
alkej-935	367	12	for	for	ADP
alkej-935	367	13	automatic	automatic	ADJ
alkej-935	367	14	detection	detection	NOUN
alkej-935	367	15	of	of	ADP
alkej-935	367	16	covid-19	covid-19	PROPN
alkej-935	367	17	cases	case	NOUN
alkej-935	367	18	using	use	VERB
alkej-935	367	19	cxr	cxr	NOUN
alkej-935	367	20	images	image	NOUN
alkej-935	367	21	,	,	PUNCT
alkej-935	367	22	”	"	PUNCT
alkej-935	367	23	biomedical	biomedical	ADJ
alkej-935	367	24	signal	signal	NOUN
alkej-935	367	25	processing	processing	NOUN
alkej-935	367	26	and	and	CCONJ
alkej-935	367	27	control	control	NOUN
alkej-935	367	28	,	,	PUNCT
alkej-935	367	29	vol	vol	NOUN
alkej-935	367	30	.	.	PROPN
alkej-935	367	31	71	71	NUM
alkej-935	367	32	,	,	PUNCT
alkej-935	367	33	p.	p.	NOUN
alkej-935	367	34	103182	103182	NUM
alkej-935	367	35	,	,	PUNCT
alkej-935	367	36	2022	2022	NUM
alkej-935	367	37	.	.	PUNCT
alkej-935	368	1	[	[	X
alkej-935	368	2	8	8	NUM
alkej-935	368	3	]	]	PUNCT
alkej-935	368	4	a.	a.	NOUN
alkej-935	368	5	bhattacharyya	bhattacharyya	PROPN
alkej-935	368	6	,	,	PUNCT
alkej-935	368	7	d.	d.	PROPN
alkej-935	368	8	bhaik	bhaik	PROPN
alkej-935	368	9	,	,	PUNCT
alkej-935	368	10	s.	s.	PROPN
alkej-935	368	11	kumar	kumar	PROPN
alkej-935	368	12	,	,	PUNCT
alkej-935	368	13	p.	p.	PROPN
alkej-935	368	14	thakur	thakur	PROPN
alkej-935	368	15	,	,	PUNCT
alkej-935	368	16	r.	r.	PROPN
alkej-935	368	17	sharma	sharma	PROPN
alkej-935	368	18	,	,	PUNCT
alkej-935	368	19	and	and	CCONJ
alkej-935	368	20	r.	r.	PROPN
alkej-935	368	21	b.	b.	PROPN
alkej-935	369	1	[	[	X
alkej-935	369	2	9	9	NUM
alkej-935	369	3	]	]	X
alkej-935	369	4	movassagh	movassagh	PROPN
alkej-935	369	5	,	,	PUNCT
alkej-935	369	6	a.a	a.a	PROPN
alkej-935	369	7	.	.	PROPN
alkej-935	369	8	,	,	PUNCT
alkej-935	369	9	alzubi	alzubi	PROPN
alkej-935	369	10	,	,	PUNCT
alkej-935	369	11	j.a	j.a	PROPN
alkej-935	369	12	.	.	PROPN
alkej-935	369	13	,	,	PUNCT
alkej-935	369	14	gheisari	gheisari	PROPN
alkej-935	369	15	,	,	PUNCT
alkej-935	369	16	m.	m.	NOUN
alkej-935	369	17	,	,	PUNCT
alkej-935	369	18	rahimi	rahimi	NOUN
alkej-935	369	19	,	,	PUNCT
alkej-935	369	20	m.	m.	NOUN
alkej-935	369	21	,	,	PUNCT
alkej-935	369	22	mohan	mohan	PROPN
alkej-935	369	23	,	,	PUNCT
alkej-935	369	24	s.	s.	PROPN
alkej-935	369	25	,	,	PUNCT
alkej-935	369	26	abbasi	abbasi	PROPN
alkej-935	369	27	,	,	PUNCT
alkej-935	369	28	a.a	a.a	PROPN
alkej-935	369	29	.	.	PROPN
alkej-935	369	30	and	and	CCONJ
alkej-935	369	31	nabipour	nabipour	ADJ
alkej-935	369	32	,	,	PUNCT
alkej-935	369	33	n.	n.	NOUN
alkej-935	369	34	,	,	PUNCT
alkej-935	369	35	2023	2023	NUM
alkej-935	369	36	.	.	PUNCT
alkej-935	370	1	artificial	artificial	ADJ
alkej-935	370	2	neural	neural	ADJ
alkej-935	370	3	networks	network	NOUN
alkej-935	370	4	training	training	NOUN
alkej-935	370	5	algorithm	algorithm	NOUN
alkej-935	370	6	integrating	integrate	VERB
alkej-935	370	7	invasive	invasive	ADJ
alkej-935	370	8	weed	weed	NOUN
alkej-935	370	9	optimization	optimization	NOUN
alkej-935	370	10	with	with	ADP
alkej-935	370	11	differential	differential	ADJ
alkej-935	370	12	evolutionary	evolutionary	ADJ
alkej-935	370	13	model	model	NOUN
alkej-935	370	14	.	.	PUNCT
alkej-935	371	1	journal	journal	PROPN
alkej-935	371	2	of	of	ADP
alkej-935	371	3	ambient	ambient	ADJ
alkej-935	371	4	intelligence	intelligence	NOUN
alkej-935	371	5	and	and	CCONJ
alkej-935	371	6	humanized	humanize	VERB
alkej-935	371	7	computing	computing	NOUN
alkej-935	371	8	,	,	PUNCT
alkej-935	371	9	pp.1	pp.1	NOUN
alkej-935	371	10	9	9	NUM
alkej-935	371	11	.	.	PUNCT
alkej-935	372	1	[	[	X
alkej-935	372	2	10	10	NUM
alkej-935	372	3	]	]	X
alkej-935	372	4	hemdan	hemdan	PROPN
alkej-935	372	5	,	,	PUNCT
alkej-935	372	6	e.e.d	e.e.d	ADJ
alkej-935	372	7	.	.	PROPN
alkej-935	372	8	,	,	PUNCT
alkej-935	372	9	shouman	shouman	NOUN
alkej-935	372	10	,	,	PUNCT
alkej-935	372	11	m.a	m.a	PROPN
alkej-935	372	12	.	.	PROPN
alkej-935	372	13	and	and	CCONJ
alkej-935	372	14	karar	karar	PROPN
alkej-935	372	15	,	,	PUNCT
alkej-935	372	16	m.e	m.e	PROPN
alkej-935	372	17	.	.	PROPN
alkej-935	372	18	,	,	PUNCT
alkej-935	372	19	2020	2020	NUM
alkej-935	372	20	.	.	PUNCT
alkej-935	373	1	covidx	covidx	NOUN
alkej-935	373	2	-	-	PUNCT
alkej-935	373	3	net	net	NOUN
alkej-935	373	4	:	:	PUNCT
alkej-935	373	5	a	a	DET
alkej-935	373	6	framework	framework	NOUN
alkej-935	373	7	of	of	ADP
alkej-935	373	8	deep	deep	ADJ
alkej-935	373	9	learning	learning	NOUN
alkej-935	373	10	classifiers	classifier	NOUN
alkej-935	373	11	to	to	PART
alkej-935	373	12	diagnose	diagnose	VERB
alkej-935	373	13	covid-19	covid-19	PROPN
alkej-935	373	14	in	in	ADP
alkej-935	373	15	xray	xray	ADJ
alkej-935	373	16	images	image	NOUN
alkej-935	373	17	.	.	PUNCT
alkej-935	374	1	arxiv	arxiv	PROPN
alkej-935	374	2	preprint	preprint	PROPN
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alkej-935	374	4	.	.	PUNCT
alkej-935	375	1	zhou	zhou	PROPN
alkej-935	375	2	,	,	PUNCT
alkej-935	375	3	"	"	PUNCT
alkej-935	375	4	theory	theory	NOUN
alkej-935	375	5	of	of	ADP
alkej-935	375	6	deep	deep	ADJ
alkej-935	375	7	convolutional	convolutional	ADJ
alkej-935	375	8	neural	neural	ADJ
alkej-935	375	9	networks	network	NOUN
alkej-935	375	10	:	:	PUNCT
alkej-935	375	11	downsampling	downsample	VERB
alkej-935	375	12	,	,	PUNCT
alkej-935	375	13	"	"	PUNCT
alkej-935	375	14	neural	neural	ADJ
alkej-935	375	15	networks	network	NOUN
alkej-935	375	16	,	,	PUNCT
alkej-935	375	17	vol	vol	NOUN
alkej-935	375	18	.	.	PROPN
alkej-935	375	19	124	124	NUM
alkej-935	375	20	,	,	PUNCT
alkej-935	375	21	pp	pp	ADJ
alkej-935	375	22	.	.	PUNCT
alkej-935	376	1	319	319	NUM
alkej-935	376	2	-	-	SYM
alkej-935	376	3	327	327	NUM
alkej-935	376	4	,	,	PUNCT
alkej-935	376	5	2020/04/01/	2020/04/01/	NUM
alkej-935	376	6	2020	2020	NUM
alkej-935	376	7	.	.	PUNCT
alkej-935	377	1	[	[	X
alkej-935	377	2	11	11	NUM
alkej-935	377	3	]	]	X
alkej-935	377	4	lan	lan	PROPN
alkej-935	377	5	,	,	PUNCT
alkej-935	377	6	l.	l.	PROPN
alkej-935	377	7	,	,	PUNCT
alkej-935	377	8	xu	xu	PROPN
alkej-935	377	9	,	,	PUNCT
alkej-935	377	10	d.	d.	PROPN
alkej-935	377	11	,	,	PUNCT
alkej-935	377	12	ye	ye	PROPN
alkej-935	377	13	,	,	PUNCT
alkej-935	377	14	g.	g.	PROPN
alkej-935	377	15	,	,	PUNCT
alkej-935	377	16	xia	xia	PROPN
alkej-935	377	17	,	,	PUNCT
alkej-935	377	18	c.	c.	PROPN
alkej-935	377	19	,	,	PUNCT
alkej-935	377	20	wang	wang	PROPN
alkej-935	377	21	,	,	PUNCT
alkej-935	377	22	s.	s.	PROPN
alkej-935	377	23	,	,	PUNCT
alkej-935	377	24	li	li	PROPN
alkej-935	377	25	,	,	PUNCT
alkej-935	377	26	y.	y.	PROPN
alkej-935	377	27	and	and	CCONJ
alkej-935	377	28	xu	xu	PROPN
alkej-935	377	29	,	,	PUNCT
alkej-935	377	30	h.	h.	PROPN
alkej-935	377	31	,	,	PUNCT
alkej-935	377	32	2020	2020	NUM
alkej-935	377	33	.	.	PUNCT
alkej-935	377	34	positive	positive	ADJ
alkej-935	377	35	rt	rt	ADJ
alkej-935	377	36	-	-	PUNCT
alkej-935	377	37	pcr	pcr	ADJ
alkej-935	377	38	test	test	NOUN
alkej-935	377	39	results	result	NOUN
alkej-935	377	40	in	in	ADP
alkej-935	377	41	patients	patient	NOUN
alkej-935	377	42	recovered	recover	VERB
alkej-935	377	43	from	from	ADP
alkej-935	377	44	covid-19	covid-19	PROPN
alkej-935	377	45	.	.	PROPN
alkej-935	377	46	jama	jama	PROPN
alkej-935	377	47	,	,	PUNCT
alkej-935	377	48	323(15	323(15	NUM
alkej-935	377	49	)	)	PUNCT
alkej-935	377	50	,	,	PUNCT
alkej-935	377	51	pp.1502	pp.1502	PROPN
alkej-935	377	52	-	-	PUNCT
alkej-935	377	53	1503	1503	NUM
alkej-935	377	54	.	.	PUNCT
alkej-935	378	1	[	[	X
alkej-935	378	2	12	12	NUM
alkej-935	378	3	]	]	X
alkej-935	378	4	wang	wang	PROPN
alkej-935	378	5	,	,	PUNCT
alkej-935	378	6	w.	w.	PROPN
alkej-935	378	7	,	,	PUNCT
alkej-935	378	8	xu	xu	PROPN
alkej-935	378	9	,	,	PUNCT
alkej-935	378	10	y.	y.	PROPN
alkej-935	378	11	,	,	PUNCT
alkej-935	378	12	gao	gao	PROPN
alkej-935	378	13	,	,	PUNCT
alkej-935	378	14	r.	r.	PROPN
alkej-935	378	15	,	,	PUNCT
alkej-935	378	16	lu	lu	PROPN
alkej-935	378	17	,	,	PUNCT
alkej-935	378	18	r.	r.	PROPN
alkej-935	378	19	,	,	PUNCT
alkej-935	378	20	han	han	PROPN
alkej-935	378	21	,	,	PUNCT
alkej-935	378	22	k.	k.	PROPN
alkej-935	378	23	,	,	PUNCT
alkej-935	378	24	wu	wu	PROPN
alkej-935	378	25	,	,	PUNCT
alkej-935	378	26	g.	g.	PROPN
alkej-935	378	27	and	and	CCONJ
alkej-935	378	28	tan	tan	PROPN
alkej-935	378	29	,	,	PUNCT
alkej-935	378	30	w.	w.	PROPN
alkej-935	378	31	,	,	PUNCT
alkej-935	378	32	2020	2020	NUM
alkej-935	378	33	.	.	PUNCT
alkej-935	379	1	detection	detection	NOUN
alkej-935	379	2	of	of	ADP
alkej-935	379	3	sars	sar	NOUN
alkej-935	379	4	-	-	PUNCT
alkej-935	379	5	cov-2	cov-2	NOUN
alkej-935	379	6	in	in	ADP
alkej-935	379	7	different	different	ADJ
alkej-935	379	8	types	type	NOUN
alkej-935	379	9	of	of	ADP
alkej-935	379	10	clinical	clinical	ADJ
alkej-935	379	11	specimens	specimen	NOUN
alkej-935	379	12	.	.	PUNCT
alkej-935	380	1	jama	jama	PROPN
alkej-935	380	2	,	,	PUNCT
alkej-935	380	3	323(18	323(18	NUM
alkej-935	380	4	)	)	PUNCT
alkej-935	380	5	,	,	PUNCT
alkej-935	380	6	pp.1843	pp.1843	PROPN
alkej-935	380	7	-	-	NOUN
alkej-935	380	8	1844	1844	NUM
alkej-935	380	9	.	.	PUNCT
alkej-935	381	1	[	[	X
alkej-935	381	2	13	13	NUM
alkej-935	381	3	]	]	X
alkej-935	381	4	alzubi	alzubi	PROPN
alkej-935	381	5	,	,	PUNCT
alkej-935	381	6	j.a	j.a	PROPN
alkej-935	381	7	.	.	PROPN
alkej-935	381	8	,	,	PUNCT
alkej-935	381	9	bharathikannan	bharathikannan	PROPN
alkej-935	381	10	,	,	PUNCT
alkej-935	381	11	b.	b.	PROPN
alkej-935	381	12	,	,	PUNCT
alkej-935	381	13	tanwar	tanwar	PROPN
alkej-935	381	14	,	,	PUNCT
alkej-935	381	15	s.	s.	PROPN
alkej-935	381	16	,	,	PUNCT
alkej-935	381	17	manikandan	manikandan	PROPN
alkej-935	381	18	,	,	PUNCT
alkej-935	381	19	r.	r.	PROPN
alkej-935	381	20	,	,	PUNCT
alkej-935	381	21	khanna	khanna	PROPN
alkej-935	381	22	,	,	PUNCT
alkej-935	381	23	a.	a.	NOUN
alkej-935	381	24	and	and	CCONJ
alkej-935	381	25	thaventhiran	thaventhiran	ADJ
alkej-935	381	26	,	,	PUNCT
alkej-935	381	27	c.	c.	NOUN
alkej-935	381	28	,	,	PUNCT
alkej-935	381	29	2019	2019	NUM
alkej-935	381	30	.	.	PUNCT
alkej-935	381	31	boosted	boost	VERB
alkej-935	381	32	neural	neural	ADJ
alkej-935	381	33	network	network	NOUN
alkej-935	381	34	ensemble	ensemble	ADJ
alkej-935	381	35	classification	classification	NOUN
alkej-935	381	36	for	for	ADP
alkej-935	381	37	lung	lung	NOUN
alkej-935	381	38	cancer	cancer	NOUN
alkej-935	381	39	disease	disease	NOUN
alkej-935	381	40	diagnosis	diagnosis	NOUN
alkej-935	381	41	.	.	PUNCT
alkej-935	382	1	applied	apply	VERB
alkej-935	382	2	soft	soft	ADJ
alkej-935	382	3	computing	computing	NOUN
alkej-935	382	4	,	,	PUNCT
alkej-935	382	5	80	80	NUM
alkej-935	382	6	,	,	PUNCT
alkej-935	382	7	pp.579	pp.579	PROPN
alkej-935	382	8	-	-	PUNCT
alkej-935	382	9	591	591	NUM
alkej-935	382	10	.	.	PUNCT
alkej-935	383	1	[	[	X
alkej-935	383	2	14	14	NUM
alkej-935	383	3	]	]	SYM
alkej-935	383	4	li	li	PROPN
alkej-935	383	5	,	,	PUNCT
alkej-935	383	6	y.	y.	PROPN
alkej-935	383	7	and	and	CCONJ
alkej-935	383	8	xia	xia	PROPN
alkej-935	383	9	,	,	PUNCT
alkej-935	383	10	l.	l.	PROPN
alkej-935	383	11	,	,	PUNCT
alkej-935	383	12	2020	2020	NUM
alkej-935	383	13	.	.	PUNCT
alkej-935	383	14	coronavirus	coronavirus	NOUN
alkej-935	383	15	disease	disease	NOUN
alkej-935	383	16	2019	2019	NUM
alkej-935	383	17	(	(	PUNCT
alkej-935	383	18	covid-19	covid-19	PROPN
alkej-935	383	19	):	):	PUNCT
alkej-935	383	20	role	role	NOUN
alkej-935	383	21	of	of	ADP
alkej-935	383	22	chest	chest	NOUN
alkej-935	383	23	ct	ct	NUM
alkej-935	383	24	in	in	ADP
alkej-935	383	25	diagnosis	diagnosis	NOUN
alkej-935	383	26	and	and	CCONJ
alkej-935	383	27	management	management	NOUN
alkej-935	383	28	.	.	PUNCT
alkej-935	384	1	american	american	ADJ
alkej-935	384	2	journal	journal	PROPN
alkej-935	384	3	of	of	ADP
alkej-935	384	4	roentgenology	roentgenology	NOUN
alkej-935	384	5	,	,	PUNCT
alkej-935	384	6	214(6	214(6	NUM
alkej-935	384	7	)	)	PUNCT
alkej-935	384	8	,	,	PUNCT
alkej-935	384	9	pp.1280	pp.1280	PROPN
alkej-935	384	10	-	-	SYM
alkej-935	384	11	1286	1286	NUM
alkej-935	384	12	.	.	PUNCT
alkej-935	385	1	[	[	X
alkej-935	385	2	15	15	NUM
alkej-935	385	3	]	]	X
alkej-935	385	4	fang	fang	X
alkej-935	385	5	,	,	PUNCT
alkej-935	385	6	y.	y.	PROPN
alkej-935	385	7	,	,	PUNCT
alkej-935	385	8	zhang	zhang	PROPN
alkej-935	385	9	,	,	PUNCT
alkej-935	385	10	h.	h.	PROPN
alkej-935	385	11	,	,	PUNCT
alkej-935	385	12	xie	xie	PROPN
alkej-935	385	13	,	,	PUNCT
alkej-935	385	14	j.	j.	PROPN
alkej-935	385	15	,	,	PUNCT
alkej-935	385	16	lin	lin	PROPN
alkej-935	385	17	,	,	PUNCT
alkej-935	385	18	m.	m.	NOUN
alkej-935	385	19	,	,	PUNCT
alkej-935	385	20	ying	ying	PROPN
alkej-935	385	21	,	,	PUNCT
alkej-935	385	22	l.	l.	PROPN
alkej-935	385	23	,	,	PUNCT
alkej-935	385	24	pang	pang	NOUN
alkej-935	385	25	,	,	PUNCT
alkej-935	385	26	p.	p.	NOUN
alkej-935	385	27	and	and	CCONJ
alkej-935	385	28	ji	ji	PROPN
alkej-935	385	29	,	,	PUNCT
alkej-935	385	30	w.	w.	PROPN
alkej-935	385	31	,	,	PUNCT
alkej-935	385	32	2020	2020	NUM
alkej-935	385	33	.	.	PUNCT
alkej-935	386	1	sensitivity	sensitivity	NOUN
alkej-935	386	2	of	of	ADP
alkej-935	386	3	chest	chest	NOUN
alkej-935	386	4	ct	ct	NUM
alkej-935	386	5	for	for	ADP
alkej-935	386	6	covid-19	covid-19	PROPN
alkej-935	386	7	:	:	PUNCT
alkej-935	386	8	comparison	comparison	NOUN
alkej-935	386	9	to	to	ADP
alkej-935	386	10	rt	rt	NOUN
alkej-935	386	11	-	-	PUNCT
alkej-935	386	12	pcr	pcr	NOUN
alkej-935	386	13	.	.	PUNCT
alkej-935	387	1	radiology	radiology	NOUN
alkej-935	387	2	,	,	PUNCT
alkej-935	387	3	296(2	296(2	NUM
alkej-935	387	4	)	)	PUNCT
alkej-935	387	5	,	,	PUNCT
alkej-935	387	6	pp.e115	pp.e115	PROPN
alkej-935	387	7	-	-	PUNCT
alkej-935	387	8	e117	e117	PROPN
alkej-935	387	9	.	.	PUNCT
alkej-935	388	1	[	[	X
alkej-935	388	2	16	16	NUM
alkej-935	388	3	]	]	X
alkej-935	388	4	yang	yang	PROPN
alkej-935	388	5	,	,	PUNCT
alkej-935	388	6	w.	w.	PROPN
alkej-935	388	7	,	,	PUNCT
alkej-935	388	8	sirajuddin	sirajuddin	PROPN
alkej-935	388	9	,	,	PUNCT
alkej-935	388	10	a.	a.	PROPN
alkej-935	388	11	,	,	PUNCT
alkej-935	388	12	zhang	zhang	PROPN
alkej-935	388	13	,	,	PUNCT
alkej-935	388	14	x.	x.	PROPN
alkej-935	388	15	,	,	PUNCT
alkej-935	388	16	liu	liu	PROPN
alkej-935	388	17	,	,	PUNCT
alkej-935	388	18	g.	g.	PROPN
alkej-935	388	19	,	,	PUNCT
alkej-935	388	20	teng	teng	PROPN
alkej-935	388	21	,	,	PUNCT
alkej-935	388	22	z.	z.	PROPN
alkej-935	388	23	,	,	PUNCT
alkej-935	388	24	zhao	zhao	PROPN
alkej-935	388	25	,	,	PUNCT
alkej-935	388	26	s.	s.	PROPN
alkej-935	388	27	and	and	CCONJ
alkej-935	388	28	lu	lu	PROPN
alkej-935	388	29	,	,	PUNCT
alkej-935	388	30	m.	m.	NOUN
alkej-935	388	31	,	,	PUNCT
alkej-935	388	32	2020	2020	NUM
alkej-935	388	33	.	.	PUNCT
alkej-935	389	1	the	the	DET
alkej-935	389	2	role	role	NOUN
alkej-935	389	3	of	of	ADP
alkej-935	389	4	imaging	imaging	NOUN
alkej-935	389	5	in	in	ADP
alkej-935	389	6	2019	2019	NUM
alkej-935	389	7	novel	novel	ADJ
alkej-935	389	8	coronavirus	coronavirus	NOUN
alkej-935	389	9	pneumonia	pneumonia	NOUN
alkej-935	389	10	(	(	PUNCT
alkej-935	389	11	covid-19	covid-19	PROPN
alkej-935	389	12	)	)	PUNCT
alkej-935	389	13	.	.	PUNCT
alkej-935	390	1	european	european	ADJ
alkej-935	390	2	radiology	radiology	NOUN
alkej-935	390	3	,	,	PUNCT
alkej-935	390	4	30	30	NUM
alkej-935	390	5	,	,	PUNCT
alkej-935	390	6	pp.4874	pp.4874	PROPN
alkej-935	390	7	-	-	PUNCT
alkej-935	390	8	4882	4882	NUM
alkej-935	390	9	.	.	PUNCT
alkej-935	391	1	[	[	X
alkej-935	391	2	17	17	NUM
alkej-935	391	3	]	]	X
alkej-935	391	4	self	self	NOUN
alkej-935	391	5	,	,	PUNCT
alkej-935	391	6	w.h	w.h	PROPN
alkej-935	391	7	.	.	PROPN
alkej-935	391	8	,	,	PUNCT
alkej-935	391	9	courtney	courtney	PROPN
alkej-935	391	10	,	,	PUNCT
alkej-935	391	11	d.m	d.m	PROPN
alkej-935	391	12	.	.	PROPN
alkej-935	391	13	,	,	PUNCT
alkej-935	391	14	mcnaughton	mcnaughton	PROPN
alkej-935	391	15	,	,	PUNCT
alkej-935	391	16	c.d	c.d	PROPN
alkej-935	391	17	.	.	PROPN
alkej-935	391	18	,	,	PUNCT
alkej-935	391	19	wunderink	wunderink	PROPN
alkej-935	391	20	,	,	PUNCT
alkej-935	391	21	r.g	r.g	PROPN
alkej-935	391	22	.	.	PROPN
alkej-935	391	23	and	and	CCONJ
alkej-935	391	24	kline	kline	PROPN
alkej-935	391	25	,	,	PUNCT
alkej-935	391	26	j.a	j.a	PROPN
alkej-935	391	27	.	.	PROPN
alkej-935	391	28	,	,	PUNCT
alkej-935	391	29	2013	2013	NUM
alkej-935	391	30	.	.	PUNCT
alkej-935	392	1	high	high	ADJ
alkej-935	392	2	discordance	discordance	NOUN
alkej-935	392	3	of	of	ADP
alkej-935	392	4	chest	chest	NOUN
alkej-935	392	5	x	x	NOUN
alkej-935	392	6	-	-	NOUN
alkej-935	392	7	ray	ray	NOUN
alkej-935	392	8	and	and	CCONJ
alkej-935	392	9	computed	compute	VERB
alkej-935	392	10	tomography	tomography	NOUN
alkej-935	392	11	for	for	ADP
alkej-935	392	12	detection	detection	NOUN
alkej-935	392	13	of	of	ADP
alkej-935	392	14	pulmonary	pulmonary	ADJ
alkej-935	392	15	opacities	opacity	NOUN
alkej-935	392	16	in	in	ADP
alkej-935	392	17	ed	ed	NOUN
alkej-935	392	18	patients	patient	NOUN
alkej-935	392	19	:	:	PUNCT
alkej-935	392	20	implications	implication	NOUN
alkej-935	392	21	for	for	ADP
alkej-935	392	22	diagnosing	diagnose	VERB
alkej-935	392	23	pneumonia	pneumonia	NOUN
alkej-935	392	24	.	.	PUNCT
alkej-935	393	1	the	the	DET
alkej-935	393	2	american	american	PROPN
alkej-935	393	3	journal	journal	PROPN
alkej-935	393	4	of	of	ADP
alkej-935	393	5	emergency	emergency	NOUN
alkej-935	393	6	medicine	medicine	NOUN
alkej-935	393	7	,	,	PUNCT
alkej-935	393	8	31(2	31(2	NUM
alkej-935	393	9	)	)	PUNCT
alkej-935	393	10	,	,	PUNCT
alkej-935	393	11	pp.401	pp.401	PROPN
alkej-935	393	12	-	-	NOUN
alkej-935	393	13	405	405	NUM
alkej-935	393	14	.	.	PUNCT
alkej-935	394	1	[	[	X
alkej-935	394	2	18	18	NUM
alkej-935	394	3	]	]	X
alkej-935	394	4	corman	corman	PROPN
alkej-935	394	5	,	,	PUNCT
alkej-935	394	6	v.m	v.m	PROPN
alkej-935	394	7	.	.	PROPN
alkej-935	394	8	,	,	PUNCT
alkej-935	394	9	landt	landt	PROPN
alkej-935	394	10	,	,	PUNCT
alkej-935	394	11	o.	o.	PROPN
alkej-935	394	12	,	,	PUNCT
alkej-935	394	13	kaiser	kaiser	PROPN
alkej-935	394	14	,	,	PUNCT
alkej-935	394	15	m.	m.	NOUN
alkej-935	394	16	,	,	PUNCT
alkej-935	394	17	molenkamp	molenkamp	PROPN
alkej-935	394	18	,	,	PUNCT
alkej-935	394	19	r.	r.	PROPN
alkej-935	394	20	,	,	PUNCT
alkej-935	394	21	meijer	meijer	PROPN
alkej-935	394	22	,	,	PUNCT
alkej-935	394	23	a.	a.	PROPN
alkej-935	394	24	,	,	PUNCT
alkej-935	394	25	chu	chu	PROPN
alkej-935	394	26	,	,	PUNCT
alkej-935	394	27	d.k	d.k	PROPN
alkej-935	394	28	.	.	PROPN
alkej-935	394	29	,	,	PUNCT
alkej-935	394	30	bleicker	bleicker	NOUN
alkej-935	394	31	,	,	PUNCT
alkej-935	394	32	t.	t.	PROPN
alkej-935	394	33	,	,	PUNCT
alkej-935	394	34	brünink	brünink	PROPN
alkej-935	394	35	,	,	PUNCT
alkej-935	394	36	s.	s.	PROPN
alkej-935	394	37	,	,	PUNCT
alkej-935	394	38	schneider	schneider	PROPN
alkej-935	394	39	,	,	PUNCT
alkej-935	394	40	j.	j.	PROPN
alkej-935	394	41	,	,	PUNCT
alkej-935	394	42	schmidt	schmidt	PROPN
alkej-935	394	43	,	,	PUNCT
alkej-935	394	44	m.l	m.l	PROPN
alkej-935	394	45	.	.	PROPN
alkej-935	394	46	and	and	CCONJ
alkej-935	394	47	mulders	mulder	NOUN
alkej-935	394	48	,	,	PUNCT
alkej-935	394	49	d.g	d.g	PROPN
alkej-935	394	50	.	.	PROPN
alkej-935	394	51	,	,	PUNCT
alkej-935	394	52	2020	2020	NUM
alkej-935	394	53	.	.	PUNCT
alkej-935	395	1	detection	detection	NOUN
alkej-935	395	2	of	of	ADP
alkej-935	395	3	2019	2019	NUM
alkej-935	395	4	novel	novel	ADJ
alkej-935	395	5	coronavirus	coronavirus	NOUN
alkej-935	395	6	(	(	PUNCT
alkej-935	395	7	2019ncov	2019ncov	NUM
alkej-935	395	8	)	)	PUNCT
alkej-935	395	9	by	by	ADP
alkej-935	395	10	real	real	ADJ
alkej-935	395	11	-	-	PUNCT
alkej-935	395	12	time	time	NOUN
alkej-935	395	13	rt	rt	NOUN
alkej-935	395	14	-	-	PUNCT
alkej-935	395	15	pcr	pcr	NOUN
alkej-935	395	16	.	.	PUNCT
alkej-935	396	1	eurosurveillance	eurosurveillance	NOUN
alkej-935	396	2	,	,	PUNCT
alkej-935	396	3	25(3	25(3	NUM
alkej-935	396	4	)	)	PUNCT
alkej-935	396	5	,	,	PUNCT
alkej-935	396	6	p.2000045	p.2000045	NOUN
alkej-935	396	7	.	.	PUNCT
alkej-935	397	1	[	[	X
alkej-935	397	2	19	19	NUM
alkej-935	397	3	]	]	X
alkej-935	397	4	lan	lan	PROPN
alkej-935	397	5	,	,	PUNCT
alkej-935	397	6	l.	l.	PROPN
alkej-935	397	7	,	,	PUNCT
alkej-935	397	8	xu	xu	PROPN
alkej-935	397	9	,	,	PUNCT
alkej-935	397	10	d.	d.	PROPN
alkej-935	397	11	,	,	PUNCT
alkej-935	397	12	ye	ye	PROPN
alkej-935	397	13	,	,	PUNCT
alkej-935	397	14	g.	g.	PROPN
alkej-935	397	15	,	,	PUNCT
alkej-935	397	16	xia	xia	PROPN
alkej-935	397	17	,	,	PUNCT
alkej-935	397	18	c.	c.	PROPN
alkej-935	397	19	,	,	PUNCT
alkej-935	397	20	wang	wang	PROPN
alkej-935	397	21	,	,	PUNCT
alkej-935	397	22	s.	s.	PROPN
alkej-935	397	23	,	,	PUNCT
alkej-935	397	24	li	li	PROPN
alkej-935	397	25	,	,	PUNCT
alkej-935	397	26	y.	y.	PROPN
alkej-935	397	27	and	and	CCONJ
alkej-935	397	28	xu	xu	PROPN
alkej-935	397	29	,	,	PUNCT
alkej-935	397	30	h.	h.	PROPN
alkej-935	397	31	,	,	PUNCT
alkej-935	397	32	2020	2020	NUM
alkej-935	397	33	.	.	PUNCT
alkej-935	397	34	positive	positive	ADJ
alkej-935	397	35	rt	rt	ADJ
alkej-935	397	36	-	-	PUNCT
alkej-935	397	37	pcr	pcr	ADJ
alkej-935	397	38	test	test	NOUN
alkej-935	397	39	results	result	NOUN
alkej-935	397	40	in	in	ADP
alkej-935	397	41	patients	patient	NOUN
alkej-935	397	42	recovered	recover	VERB
alkej-935	397	43	from	from	ADP
alkej-935	397	44	covid-19	covid-19	PROPN
alkej-935	397	45	.	.	PROPN
alkej-935	397	46	jama	jama	PROPN
alkej-935	397	47	,	,	PUNCT
alkej-935	397	48	323(15	323(15	NUM
alkej-935	397	49	)	)	PUNCT
alkej-935	397	50	,	,	PUNCT
alkej-935	397	51	pp.1502	pp.1502	PROPN
alkej-935	397	52	-	-	PUNCT
alkej-935	397	53	1503	1503	NUM
alkej-935	397	54	.	.	PUNCT
alkej-935	398	1	[	[	X
alkej-935	398	2	20	20	NUM
alkej-935	398	3	]	]	SYM
alkej-935	398	4	thevenot	thevenot	PROPN
alkej-935	398	5	,	,	PUNCT
alkej-935	398	6	j.	j.	PROPN
alkej-935	398	7	,	,	PUNCT
alkej-935	398	8	lópez	lópez	PROPN
alkej-935	398	9	,	,	PUNCT
alkej-935	398	10	m.b	m.b	PROPN
alkej-935	398	11	.	.	PROPN
alkej-935	398	12	and	and	CCONJ
alkej-935	398	13	hadid	hadid	PROPN
alkej-935	398	14	,	,	PUNCT
alkej-935	398	15	a.	a.	NOUN
alkej-935	398	16	,	,	PUNCT
alkej-935	398	17	2017	2017	NUM
alkej-935	398	18	.	.	PUNCT
alkej-935	399	1	a	a	DET
alkej-935	399	2	survey	survey	NOUN
alkej-935	399	3	on	on	ADP
alkej-935	399	4	computer	computer	NOUN
alkej-935	399	5	vision	vision	NOUN
alkej-935	399	6	for	for	ADP
alkej-935	399	7	assistive	assistive	ADJ
alkej-935	399	8	medical	medical	ADJ
alkej-935	399	9	diagnosis	diagnosis	NOUN
alkej-935	399	10	from	from	ADP
alkej-935	399	11	faces	face	NOUN
alkej-935	399	12	.	.	PUNCT
alkej-935	400	1	ieee	ieee	PROPN
alkej-935	400	2	journal	journal	PROPN
alkej-935	400	3	of	of	ADP
alkej-935	400	4	biomedical	biomedical	ADJ
alkej-935	400	5	and	and	CCONJ
alkej-935	400	6	health	health	NOUN
alkej-935	400	7	informatics	informatic	NOUN
alkej-935	400	8	,	,	PUNCT
alkej-935	400	9	22(5	22(5	NOUN
alkej-935	400	10	)	)	PUNCT
alkej-935	400	11	,	,	PUNCT
alkej-935	400	12	pp.1497	pp.1497	PROPN
alkej-935	400	13	-	-	PUNCT
alkej-935	400	14	1511	1511	NUM
alkej-935	400	15	.	.	PUNCT
alkej-935	401	1	[	[	X
alkej-935	401	2	21	21	NUM
alkej-935	401	3	]	]	X
alkej-935	401	4	ayon	ayon	PROPN
alkej-935	401	5	,	,	PUNCT
alkej-935	401	6	s.i	s.i	PROPN
alkej-935	401	7	.	.	PROPN
alkej-935	401	8	,	,	PUNCT
alkej-935	401	9	islam	islam	PROPN
alkej-935	401	10	,	,	PUNCT
alkej-935	401	11	m.m	m.m	PROPN
alkej-935	401	12	.	.	PROPN
alkej-935	401	13	and	and	CCONJ
alkej-935	401	14	hossain	hossain	PROPN
alkej-935	401	15	,	,	PUNCT
alkej-935	401	16	m.r	m.r	PROPN
alkej-935	401	17	.	.	PROPN
alkej-935	401	18	,	,	PUNCT
alkej-935	401	19	2022	2022	NUM
alkej-935	401	20	.	.	PUNCT
alkej-935	402	1	coronary	coronary	ADJ
alkej-935	402	2	artery	artery	NOUN
alkej-935	402	3	heart	heart	NOUN
alkej-935	402	4	disease	disease	NOUN
alkej-935	402	5	prediction	prediction	NOUN
alkej-935	402	6	:	:	PUNCT
alkej-935	402	7	a	a	DET
alkej-935	402	8	comparative	comparative	ADJ
alkej-935	402	9	study	study	NOUN
alkej-935	402	10	of	of	ADP
alkej-935	402	11	computational	computational	ADJ
alkej-935	402	12	intelligence	intelligence	NOUN
alkej-935	402	13	techniques	technique	NOUN
alkej-935	402	14	.	.	PUNCT
alkej-935	403	1	iete	iete	ADJ
alkej-935	403	2	journal	journal	PROPN
alkej-935	403	3	of	of	ADP
alkej-935	403	4	research	research	NOUN
alkej-935	403	5	,	,	PUNCT
alkej-935	403	6	68(4	68(4	NUM
alkej-935	403	7	)	)	PUNCT
alkej-935	403	8	,	,	PUNCT
alkej-935	403	9	pp.2488	pp.2488	PROPN
alkej-935	403	10	-	-	PUNCT
alkej-935	403	11	2507	2507	NUM
alkej-935	403	12	.	.	PUNCT
alkej-935	404	1	[	[	X
alkej-935	404	2	22	22	NUM
alkej-935	404	3	]	]	X
alkej-935	404	4	jiang	jiang	PROPN
alkej-935	404	5	,	,	PUNCT
alkej-935	404	6	x.	x.	NOUN
alkej-935	404	7	,	,	PUNCT
alkej-935	404	8	2009	2009	NUM
alkej-935	404	9	,	,	PUNCT
alkej-935	404	10	august	august	PROPN
alkej-935	404	11	.	.	PUNCT
alkej-935	405	1	feature	feature	NOUN
alkej-935	405	2	extraction	extraction	NOUN
alkej-935	405	3	for	for	ADP
alkej-935	405	4	image	image	NOUN
alkej-935	405	5	recognition	recognition	NOUN
alkej-935	405	6	and	and	CCONJ
alkej-935	405	7	computer	computer	NOUN
alkej-935	405	8	vision	vision	NOUN
alkej-935	405	9	.	.	PUNCT
alkej-935	406	1	in	in	ADP
alkej-935	406	2	2009	2009	NUM
alkej-935	406	3	2nd	2nd	ADJ
alkej-935	406	4	ieee	ieee	PROPN
alkej-935	406	5	international	international	PROPN
alkej-935	406	6	conference	conference	NOUN
alkej-935	406	7	on	on	ADP
alkej-935	406	8	computer	computer	NOUN
alkej-935	406	9	science	science	NOUN
alkej-935	406	10	and	and	CCONJ
alkej-935	406	11	information	information	NOUN
alkej-935	406	12	technology	technology	NOUN
alkej-935	406	13	(	(	PUNCT
alkej-935	406	14	pp	pp	ADJ
alkej-935	406	15	.	.	PUNCT
alkej-935	407	1	1	1	NUM
alkej-935	407	2	-	-	SYM
alkej-935	407	3	15	15	NUM
alkej-935	407	4	)	)	PUNCT
alkej-935	407	5	.	.	PUNCT
alkej-935	408	1	ieee	ieee	NOUN
alkej-935	408	2	.	.	PUNCT
alkej-935	409	1	[	[	X
alkej-935	409	2	23	23	NUM
alkej-935	409	3	]	]	X
alkej-935	409	4	s.	s.	PROPN
alkej-935	409	5	bharati	bharati	PROPN
alkej-935	409	6	,	,	PUNCT
alkej-935	409	7	p.	p.	NOUN
alkej-935	409	8	podder	podder	NOUN
alkej-935	409	9	,	,	PUNCT
alkej-935	409	10	and	and	CCONJ
alkej-935	409	11	m.	m.	NOUN
alkej-935	409	12	mondal	mondal	PROPN
alkej-935	409	13	,	,	PUNCT
alkej-935	409	14	“	"	PUNCT
alkej-935	409	15	hybrid	hybrid	ADJ
alkej-935	409	16	deep	deep	ADJ
alkej-935	409	17	learning	learning	NOUN
alkej-935	409	18	for	for	ADP
alkej-935	409	19	detecting	detect	VERB
alkej-935	409	20	lung	lung	NOUN
alkej-935	409	21	diseases	disease	NOUN
alkej-935	409	22	from	from	ADP
alkej-935	409	23	x	x	NOUN
alkej-935	409	24	-	-	NOUN
alkej-935	409	25	ray	ray	NOUN
alkej-935	409	26	images	image	NOUN
alkej-935	409	27	,	,	PUNCT
alkej-935	409	28	informatics	informatic	NOUN
alkej-935	409	29	in	in	ADP
alkej-935	409	30	medicine	medicine	NOUN
alkej-935	409	31	unlocked	unlock	VERB
alkej-935	409	32	,	,	PUNCT
alkej-935	409	33	”	"	PUNCT
alkej-935	409	34	2020	2020	NUM
alkej-935	409	35	.	.	PUNCT
alkej-935	410	1	[	[	X
alkej-935	410	2	24	24	NUM
alkej-935	410	3	]	]	PUNCT
alkej-935	410	4	oleiwi	oleiwi	NOUN
alkej-935	410	5	,	,	PUNCT
alkej-935	410	6	b.k	b.k	PROPN
alkej-935	410	7	.	.	PROPN
alkej-935	410	8	,	,	PUNCT
alkej-935	410	9	abood	abood	PROPN
alkej-935	410	10	,	,	PUNCT
alkej-935	410	11	l.h	l.h	PROPN
alkej-935	410	12	.	.	PROPN
alkej-935	410	13	and	and	CCONJ
alkej-935	410	14	al	al	PROPN
alkej-935	410	15	tameemi	tameemi	PROPN
alkej-935	410	16	,	,	PUNCT
alkej-935	410	17	m.i	m.i	PROPN
alkej-935	410	18	.	.	PROPN
alkej-935	410	19	,	,	PUNCT
alkej-935	410	20	2022	2022	NUM
alkej-935	410	21	.	.	PUNCT
alkej-935	411	1	human	human	ADJ
alkej-935	411	2	visualization	visualization	NOUN
alkej-935	411	3	system	system	NOUN
alkej-935	411	4	based	base	VERB
alkej-935	411	5	intensive	intensive	ADJ
alkej-935	411	6	contrast	contrast	NOUN
alkej-935	411	7	improvement	improvement	NOUN
alkej-935	411	8	of	of	ADP
alkej-935	411	9	the	the	DET
alkej-935	411	10	collected	collect	VERB
alkej-935	411	11	covid-19	covid-19	PROPN
alkej-935	411	12	images	image	NOUN
alkej-935	411	13	.	.	PUNCT
alkej-935	412	1	indones	indone	NOUN
alkej-935	412	2	.	.	PUNCT
alkej-935	413	1	j.	j.	PROPN
alkej-935	413	2	electr	electr	PROPN
alkej-935	413	3	.	.	PUNCT
alkej-935	414	1	eng	eng	PROPN
alkej-935	414	2	.	.	PUNCT
alkej-935	415	1	comput	comput	PROPN
alkej-935	415	2	.	.	PUNCT
alkej-935	416	1	sci	sci	PROPN
alkej-935	416	2	.	.	PROPN
alkej-935	416	3	,	,	PUNCT
alkej-935	416	4	27(3	27(3	NUM
alkej-935	416	5	)	)	PUNCT
alkej-935	416	6	,	,	PUNCT
alkej-935	416	7	pp.15021508	pp.15021508	PROPN
alkej-935	416	8	.	.	PUNCT
alkej-935	417	1	[	[	X
alkej-935	417	2	25	25	NUM
alkej-935	417	3	]	]	X
alkej-935	417	4	abiyev	abiyev	ADJ
alkej-935	417	5	,	,	PUNCT
alkej-935	417	6	r.h	r.h	PROPN
alkej-935	417	7	.	.	PROPN
alkej-935	417	8	and	and	CCONJ
alkej-935	417	9	ma’aitah	ma’aitah	INTJ
alkej-935	417	10	,	,	PUNCT
alkej-935	417	11	m.k.s	m.k.s	NOUN
alkej-935	417	12	.	.	PROPN
alkej-935	417	13	,	,	PUNCT
alkej-935	417	14	2018	2018	NUM
alkej-935	417	15	.	.	PUNCT
alkej-935	418	1	deep	deep	ADJ
alkej-935	418	2	convolutional	convolutional	ADJ
alkej-935	418	3	neural	neural	ADJ
alkej-935	418	4	networks	network	NOUN
alkej-935	418	5	for	for	ADP
alkej-935	418	6	chest	chest	NOUN
alkej-935	418	7	diseases	disease	NOUN
alkej-935	418	8	detection	detection	NOUN
alkej-935	418	9	.	.	PUNCT
alkej-935	419	1	journal	journal	NOUN
alkej-935	419	2	of	of	ADP
alkej-935	419	3	healthcare	healthcare	PROPN
alkej-935	419	4	engineering	engineering	PROPN
alkej-935	419	5	,	,	PUNCT
alkej-935	419	6	2018(1	2018(1	NUM
alkej-935	419	7	)	)	PUNCT
alkej-935	419	8	,	,	PUNCT
alkej-935	419	9	p.4168538	p.4168538	ADV
alkej-935	419	10	.	.	PUNCT
alkej-935	420	1	[	[	X
alkej-935	420	2	26	26	NUM
alkej-935	420	3	]	]	X
alkej-935	420	4	stephen	stephen	NOUN
alkej-935	420	5	,	,	PUNCT
alkej-935	420	6	o.	o.	PROPN
alkej-935	420	7	,	,	PUNCT
alkej-935	420	8	sain	sain	PROPN
alkej-935	420	9	,	,	PUNCT
alkej-935	420	10	m.	m.	NOUN
alkej-935	420	11	,	,	PUNCT
alkej-935	420	12	maduh	maduh	NOUN
alkej-935	420	13	,	,	PUNCT
alkej-935	420	14	u.j	u.j	PROPN
alkej-935	420	15	.	.	PROPN
alkej-935	420	16	and	and	CCONJ
alkej-935	420	17	jeong	jeong	PROPN
alkej-935	420	18	,	,	PUNCT
alkej-935	420	19	d.u	d.u	PROPN
alkej-935	420	20	.	.	PROPN
alkej-935	420	21	,	,	PUNCT
alkej-935	420	22	2019	2019	NUM
alkej-935	420	23	.	.	PUNCT
alkej-935	421	1	an	an	DET
alkej-935	421	2	efficient	efficient	ADJ
alkej-935	421	3	deep	deep	ADJ
alkej-935	421	4	learning	learning	NOUN
alkej-935	421	5	approach	approach	NOUN
alkej-935	421	6	to	to	ADP
alkej-935	421	7	pneumonia	pneumonia	NOUN
alkej-935	421	8	classification	classification	NOUN
alkej-935	421	9	in	in	ADP
alkej-935	421	10	healthcare	healthcare	PROPN
alkej-935	421	11	.	.	PUNCT
alkej-935	422	1	journal	journal	PROPN
alkej-935	422	2	of	of	ADP
alkej-935	422	3	healthcare	healthcare	PROPN
alkej-935	422	4	engineering	engineering	NOUN
alkej-935	422	5	,	,	PUNCT
alkej-935	422	6	2019(1	2019(1	NUM
alkej-935	422	7	)	)	PUNCT
alkej-935	422	8	,	,	PUNCT
alkej-935	422	9	p.4180949	p.4180949	PROPN
alkej-935	422	10	.	.	PUNCT
alkej-935	423	1	[	[	X
alkej-935	423	2	27	27	NUM
alkej-935	423	3	]	]	X
alkej-935	423	4	sandler	sandler	NOUN
alkej-935	423	5	,	,	PUNCT
alkej-935	423	6	m.	m.	NOUN
alkej-935	423	7	,	,	PUNCT
alkej-935	423	8	howard	howard	PROPN
alkej-935	423	9	,	,	PUNCT
alkej-935	423	10	a.	a.	PROPN
alkej-935	423	11	,	,	PUNCT
alkej-935	423	12	zhu	zhu	PROPN
alkej-935	423	13	,	,	PUNCT
alkej-935	423	14	m.	m.	NOUN
alkej-935	423	15	,	,	PUNCT
alkej-935	423	16	zhmoginov	zhmoginov	PROPN
alkej-935	423	17	,	,	PUNCT
alkej-935	423	18	a.	a.	NOUN
alkej-935	423	19	and	and	CCONJ
alkej-935	423	20	chen	chen	PROPN
alkej-935	423	21	,	,	PUNCT
alkej-935	423	22	l.c	l.c	PROPN
alkej-935	423	23	.	.	PROPN
alkej-935	423	24	,	,	PUNCT
alkej-935	423	25	2018	2018	NUM
alkej-935	423	26	.	.	PUNCT
alkej-935	424	1	mobilenetv2	mobilenetv2	NOUN
alkej-935	424	2	:	:	PUNCT
alkej-935	424	3	inverted	inverted	ADJ
alkej-935	424	4	residuals	residual	NOUN
alkej-935	424	5	and	and	CCONJ
alkej-935	424	6	linear	linear	ADJ
alkej-935	424	7	bottlenecks	bottleneck	NOUN
alkej-935	424	8	.	.	PUNCT
alkej-935	425	1	in	in	ADP
alkej-935	425	2	proceedings	proceeding	NOUN
alkej-935	425	3	of	of	ADP
alkej-935	425	4	the	the	DET
alkej-935	425	5	ieee	ieee	NOUN
alkej-935	425	6	conference	conference	NOUN
alkej-935	425	7	on	on	ADP
alkej-935	425	8	computer	computer	NOUN
alkej-935	425	9	vision	vision	NOUN
alkej-935	425	10	and	and	CCONJ
alkej-935	425	11	pattern	pattern	NOUN
alkej-935	425	12	recognition	recognition	NOUN
alkej-935	425	13	(	(	PUNCT
alkej-935	425	14	pp	pp	ADJ
alkej-935	425	15	.	.	PUNCT
alkej-935	425	16	4510	4510	NUM
alkej-935	425	17	-	-	SYM
alkej-935	425	18	4520	4520	NUM
alkej-935	425	19	)	)	PUNCT
alkej-935	425	20	.	.	PUNCT
alkej-935	426	1	[	[	X
alkej-935	426	2	28	28	NUM
alkej-935	426	3	]	]	X
alkej-935	426	4	saeed	saeed	PROPN
alkej-935	426	5	,	,	PUNCT
alkej-935	426	6	r.s	r.s	PROPN
alkej-935	426	7	.	.	PROPN
alkej-935	426	8	and	and	CCONJ
alkej-935	426	9	oleiwi	oleiwi	PROPN
alkej-935	426	10	,	,	PUNCT
alkej-935	426	11	b.k	b.k	PROPN
alkej-935	426	12	.	.	PROPN
alkej-935	426	13	,	,	PUNCT
alkej-935	426	14	2022	2022	NUM
alkej-935	426	15	.	.	PUNCT
alkej-935	427	1	a	a	DET
alkej-935	427	2	survey	survey	NOUN
alkej-935	427	3	noor	noor	PROPN
alkej-935	427	4	kamal	kamal	PROPN
alkej-935	427	5	al	al	PROPN
alkej-935	427	6	-	-	PUNCT
alkej-935	427	7	qazzaz	qazzaz	PROPN
alkej-935	427	8	al	al	PROPN
alkej-935	427	9	-	-	PUNCT
alkej-935	427	10	khwarizmi	khwarizmi	PROPN
alkej-935	427	11	engineering	engineering	NOUN
alkej-935	427	12	journal	journal	PROPN
alkej-935	427	13	,	,	PUNCT
alkej-935	427	14	vol	vol	NOUN
alkej-935	427	15	.	.	PROPN
alkej-935	427	16	21	21	NUM
alkej-935	427	17	,	,	PUNCT
alkej-935	427	18	no.1	no.1	NUM
alkej-935	427	19	,	,	PUNCT
alkej-935	427	20	pp	pp	ADJ
alkej-935	427	21	.	.	PUNCT
alkej-935	427	22	1327	1327	NUM
alkej-935	427	23	(	(	PUNCT
alkej-935	427	24	2025	2025	NUM
alkej-935	427	25	)	)	PUNCT
alkej-935	427	26	26	26	NUM
alkej-935	427	27	of	of	ADP
alkej-935	427	28	deep	deep	ADJ
alkej-935	427	29	learning	learning	NOUN
alkej-935	427	30	applications	application	NOUN
alkej-935	427	31	for	for	ADP
alkej-935	427	32	covid-19	covid-19	PROPN
alkej-935	427	33	detection	detection	NOUN
alkej-935	427	34	techniques	technique	NOUN
alkej-935	427	35	based	base	VERB
alkej-935	427	36	on	on	ADP
alkej-935	427	37	medical	medical	ADJ
alkej-935	427	38	images	image	NOUN
alkej-935	427	39	.	.	PUNCT
alkej-935	428	1	ingénierie	ingénierie	PROPN
alkej-935	428	2	des	des	PROPN
alkej-935	428	3	systèmes	systèmes	PROPN
alkej-935	428	4	d'information	d'information	PROPN
alkej-935	428	5	,	,	PUNCT
alkej-935	428	6	27(3	27(3	NUM
alkej-935	428	7	)	)	PUNCT
alkej-935	428	8	.	.	PUNCT
alkej-935	429	1	[	[	X
alkej-935	429	2	29	29	NUM
alkej-935	429	3	]	]	X
alkej-935	429	4	alwawi	alwawi	ADJ
alkej-935	429	5	,	,	PUNCT
alkej-935	429	6	b.k.o.c	b.k.o.c	PROPN
alkej-935	429	7	.	.	PROPN
alkej-935	429	8	and	and	CCONJ
alkej-935	429	9	abood	abood	PROPN
alkej-935	429	10	,	,	PUNCT
alkej-935	429	11	l.h	l.h	PROPN
alkej-935	429	12	.	.	PROPN
alkej-935	429	13	,	,	PUNCT
alkej-935	429	14	2021	2021	NUM
alkej-935	429	15	.	.	PUNCT
alkej-935	430	1	convolution	convolution	NOUN
alkej-935	430	2	neural	neural	ADJ
alkej-935	430	3	network	network	NOUN
alkej-935	430	4	and	and	CCONJ
alkej-935	430	5	histogram	histogram	NOUN
alkej-935	430	6	equalization	equalization	NOUN
alkej-935	430	7	for	for	ADP
alkej-935	430	8	covid-19	covid-19	PROPN
alkej-935	430	9	diagnosis	diagnosis	NOUN
alkej-935	430	10	system	system	NOUN
alkej-935	430	11	.	.	PUNCT
alkej-935	431	1	indonesian	indonesian	ADJ
alkej-935	431	2	journal	journal	PROPN
alkej-935	431	3	of	of	ADP
alkej-935	431	4	electrical	electrical	ADJ
alkej-935	431	5	engineering	engineering	NOUN
alkej-935	431	6	and	and	CCONJ
alkej-935	431	7	computer	computer	NOUN
alkej-935	431	8	science	science	NOUN
alkej-935	431	9	,	,	PUNCT
alkej-935	431	10	24(1	24(1	NUM
alkej-935	431	11	)	)	PUNCT
alkej-935	431	12	,	,	PUNCT
alkej-935	431	13	pp.420	pp.420	NOUN
alkej-935	431	14	-	-	PUNCT
alkej-935	431	15	427	427	NUM
alkej-935	431	16	.	.	PUNCT
alkej-935	432	1	[	[	X
alkej-935	432	2	30	30	NUM
alkej-935	432	3	]	]	X
alkej-935	432	4	r.	r.	PROPN
alkej-935	432	5	,	,	PUNCT
alkej-935	432	6	saeed	saeed	PROPN
alkej-935	432	7	.	.	PROPN
alkej-935	432	8	,	,	PUNCT
alkej-935	432	9	bushra	bushra	PROPN
alkej-935	432	10	,	,	PUNCT
alkej-935	432	11	kadhim	kadhim	PROPN
alkej-935	432	12	,	,	PUNCT
alkej-935	432	13	oleiwi	oleiwi	NOUN
alkej-935	432	14	,	,	PUNCT
alkej-935	432	15	chabor	chabor	NOUN
alkej-935	432	16	,	,	PUNCT
alkej-935	432	17	alwawi	alwawi	ADJ
alkej-935	432	18	.	.	PUNCT
alkej-935	433	1	(	(	PUNCT
alkej-935	433	2	2023	2023	NUM
alkej-935	433	3	)	)	PUNCT
alkej-935	433	4	.	.	PUNCT
alkej-935	434	1	a	a	DET
alkej-935	434	2	binary	binary	ADJ
alkej-935	434	3	classification	classification	NOUN
alkej-935	434	4	model	model	NOUN
alkej-935	434	5	of	of	ADP
alkej-935	434	6	covid-19	covid-19	PROPN
alkej-935	434	7	based	base	VERB
alkej-935	434	8	on	on	ADP
alkej-935	434	9	convolution	convolution	NOUN
alkej-935	434	10	neural	neural	ADJ
alkej-935	434	11	network	network	NOUN
alkej-935	434	12	.	.	PUNCT
alkej-935	435	1	bulletin	bulletin	NOUN
alkej-935	435	2	of	of	ADP
alkej-935	435	3	electrical	electrical	ADJ
alkej-935	435	4	engineering	engineering	NOUN
alkej-935	435	5	and	and	CCONJ
alkej-935	435	6	informatics	informatic	NOUN
alkej-935	435	7	,	,	PUNCT
alkej-935	435	8	12(3	12(3	NUM
alkej-935	435	9	)	)	PUNCT
alkej-935	435	10	,	,	PUNCT
alkej-935	435	11	1413	1413	NUM
alkej-935	435	12	-	-	SYM
alkej-935	435	13	1417	1417	NUM
alkej-935	435	14	.	.	PUNCT
alkej-935	436	1	available	available	ADJ
alkej-935	436	2	from	from	ADP
alkej-935	436	3	:	:	PUNCT
alkej-935	436	4	10.11591	10.11591	NUM
alkej-935	436	5	/	/	SYM
alkej-935	436	6	eei.v12i3.4832	eei.v12i3.4832	PUNCT
alkej-935	437	1	[	[	X
alkej-935	437	2	31	31	NUM
alkej-935	437	3	]	]	X
alkej-935	437	4	saeed	saeed	PROPN
alkej-935	437	5	,	,	PUNCT
alkej-935	437	6	r.s	r.s	PROPN
alkej-935	437	7	.	.	PROPN
alkej-935	437	8	and	and	CCONJ
alkej-935	437	9	oleiwi	oleiwi	PROPN
alkej-935	437	10	,	,	PUNCT
alkej-935	437	11	b.k	b.k	PROPN
alkej-935	437	12	.	.	PROPN
alkej-935	437	13	,	,	PUNCT
alkej-935	437	14	2023	2023	NUM
alkej-935	437	15	,	,	PUNCT
alkej-935	437	16	january	january	PROPN
alkej-935	437	17	.	.	PUNCT
alkej-935	438	1	deep	deep	ADJ
alkej-935	438	2	learning	learning	NOUN
alkej-935	438	3	model	model	NOUN
alkej-935	438	4	for	for	ADP
alkej-935	438	5	binary	binary	ADJ
alkej-935	438	6	classification	classification	NOUN
alkej-935	438	7	of	of	ADP
alkej-935	438	8	covid-19	covid-19	PROPN
alkej-935	438	9	based	base	VERB
alkej-935	438	10	on	on	ADP
alkej-935	438	11	cxr	cxr	NOUN
alkej-935	438	12	.	.	PUNCT
alkej-935	439	1	in	in	ADP
alkej-935	439	2	2023	2023	NUM
alkej-935	439	3	15th	15th	ADJ
alkej-935	439	4	international	international	ADJ
alkej-935	439	5	conference	conference	NOUN
alkej-935	439	6	on	on	ADP
alkej-935	439	7	developments	development	NOUN
alkej-935	439	8	in	in	ADP
alkej-935	439	9	esystems	esystem	NOUN
alkej-935	439	10	engineering	engineer	VERB
alkej-935	439	11	(	(	PUNCT
alkej-935	439	12	dese	dese	NOUN
alkej-935	439	13	)	)	PUNCT
alkej-935	439	14	(	(	PUNCT
alkej-935	439	15	pp	pp	ADJ
alkej-935	439	16	.	.	PUNCT
alkej-935	440	1	45	45	NUM
alkej-935	440	2	-	-	SYM
alkej-935	440	3	49	49	NUM
alkej-935	440	4	)	)	PUNCT
alkej-935	440	5	.	.	PUNCT
alkej-935	441	1	ieee	ieee	PROPN
alkej-935	441	2	.	.	PUNCT
alkej-935	442	1	[	[	X
alkej-935	442	2	32	32	NUM
alkej-935	442	3	]	]	PUNCT
alkej-935	442	4	khaleel	khaleel	NOUN
alkej-935	442	5	,	,	PUNCT
alkej-935	442	6	t.	t.	PROPN
alkej-935	442	7	and	and	CCONJ
alkej-935	442	8	kalakech	kalakech	PROPN
alkej-935	442	9	,	,	PUNCT
alkej-935	442	10	a.	a.	NOUN
alkej-935	442	11	,	,	PUNCT
alkej-935	442	12	2023	2023	NUM
alkej-935	442	13	.	.	PUNCT
alkej-935	443	1	deep	deep	ADJ
alkej-935	443	2	learning	learning	NOUN
alkej-935	443	3	for	for	ADP
alkej-935	443	4	covid-19	covid-19	PROPN
alkej-935	443	5	by	by	ADP
alkej-935	443	6	x	x	NOUN
alkej-935	443	7	-	-	NOUN
alkej-935	443	8	ray	ray	NOUN
alkej-935	443	9	images	image	VERB
alkej-935	443	10	analysis	analysis	NOUN
alkej-935	443	11	and	and	CCONJ
alkej-935	443	12	designing	design	VERB
alkej-935	443	13	diagnostic	diagnostic	ADJ
alkej-935	443	14	application	application	NOUN
alkej-935	443	15	.	.	PUNCT
alkej-935	444	1	tikrit	tikrit	NOUN
alkej-935	444	2	journal	journal	NOUN
alkej-935	444	3	of	of	ADP
alkej-935	444	4	pure	pure	ADJ
alkej-935	444	5	science	science	NOUN
alkej-935	444	6	,	,	PUNCT
alkej-935	444	7	28(4	28(4	NUM
alkej-935	444	8	)	)	PUNCT
alkej-935	444	9	,	,	PUNCT
alkej-935	444	10	pp.31	pp.31	NOUN
alkej-935	444	11	-	-	PUNCT
alkej-935	444	12	40	40	NUM
alkej-935	444	13	.	.	PUNCT
alkej-935	445	1	[	[	X
alkej-935	445	2	33	33	NUM
alkej-935	445	3	]	]	PUNCT
alkej-935	445	4	abbas	abbas	PROPN
alkej-935	445	5	,	,	PUNCT
alkej-935	445	6	z.	z.	PROPN
alkej-935	445	7	,	,	PUNCT
alkej-935	445	8	fiorino	fiorino	PROPN
alkej-935	445	9	,	,	PUNCT
alkej-935	445	10	m.	m.	NOUN
alkej-935	445	11	,	,	PUNCT
alkej-935	445	12	naqi	naqi	PROPN
alkej-935	445	13	,	,	PUNCT
alkej-935	445	14	s.m	s.m	PROPN
alkej-935	445	15	.	.	PROPN
alkej-935	445	16	and	and	CCONJ
alkej-935	445	17	abbas	abbas	PROPN
alkej-935	445	18	,	,	PUNCT
alkej-935	445	19	m.	m.	NOUN
alkej-935	445	20	,	,	PUNCT
alkej-935	445	21	2023	2023	NUM
alkej-935	445	22	.	.	PUNCT
alkej-935	446	1	covid-19	covid-19	PROPN
alkej-935	446	2	prediction	prediction	NOUN
alkej-935	446	3	infrastructure	infrastructure	NOUN
alkej-935	446	4	using	use	VERB
alkej-935	446	5	deep	deep	ADJ
alkej-935	446	6	learning	learning	NOUN
alkej-935	446	7	.	.	PUNCT
alkej-935	447	1	in	in	ADP
alkej-935	447	2	workshop	workshop	NOUN
alkej-935	447	3	proceedings	proceeding	NOUN
alkej-935	447	4	of	of	ADP
alkej-935	447	5	the	the	DET
alkej-935	447	6	19th	19th	ADJ
alkej-935	447	7	international	international	ADJ
alkej-935	447	8	conference	conference	NOUN
alkej-935	447	9	on	on	ADP
alkej-935	447	10	intelligent	intelligent	ADJ
alkej-935	447	11	environments	environment	NOUN
alkej-935	447	12	(	(	PUNCT
alkej-935	447	13	ie2023	ie2023	NOUN
alkej-935	447	14	)	)	PUNCT
alkej-935	447	15	(	(	PUNCT
alkej-935	447	16	pp	pp	X
alkej-935	447	17	.	.	PUNCT
alkej-935	448	1	125	125	NUM
alkej-935	448	2	-	-	SYM
alkej-935	448	3	134	134	NUM
alkej-935	448	4	)	)	PUNCT
alkej-935	448	5	.	.	PUNCT
alkej-935	449	1	ios	ios	PROPN
alkej-935	449	2	press	press	NOUN
alkej-935	449	3	.	.	PUNCT
alkej-935	450	1	[	[	X
alkej-935	450	2	34	34	NUM
alkej-935	450	3	]	]	PUNCT
alkej-935	450	4	umejiaku	umejiaku	PROPN
alkej-935	450	5	,	,	PUNCT
alkej-935	450	6	a.p	a.p	PROPN
alkej-935	450	7	.	.	PROPN
alkej-935	450	8	,	,	PUNCT
alkej-935	450	9	dhakal	dhakal	PROPN
alkej-935	450	10	,	,	PUNCT
alkej-935	450	11	p.	p.	NOUN
alkej-935	450	12	and	and	CCONJ
alkej-935	450	13	sheng	sheng	PROPN
alkej-935	450	14	,	,	PUNCT
alkej-935	450	15	v.s.	v.s.	ADJ
alkej-935	450	16	,	,	PUNCT
alkej-935	450	17	2023	2023	NUM
alkej-935	450	18	.	.	PUNCT
alkej-935	450	19	detecting	detect	VERB
alkej-935	450	20	covid-19	covid-19	PROPN
alkej-935	450	21	effectively	effectively	ADV
alkej-935	450	22	with	with	ADP
alkej-935	450	23	transformers	transformer	NOUN
alkej-935	450	24	and	and	CCONJ
alkej-935	450	25	cnn	cnn	PROPN
alkej-935	450	26	-	-	PUNCT
alkej-935	450	27	based	base	VERB
alkej-935	450	28	deep	deep	ADJ
alkej-935	450	29	learning	learning	NOUN
alkej-935	450	30	mechanisms	mechanism	NOUN
alkej-935	450	31	.	.	PUNCT
alkej-935	451	1	applied	apply	VERB
alkej-935	451	2	sciences	sciences	PROPN
alkej-935	451	3	,	,	PUNCT
alkej-935	451	4	13(6	13(6	NUM
alkej-935	451	5	)	)	PUNCT
alkej-935	451	6	,	,	PUNCT
alkej-935	451	7	p.4050	p.4050	PROPN
alkej-935	451	8	.	.	PUNCT
alkej-935	452	1	[	[	X
alkej-935	452	2	35	35	NUM
alkej-935	452	3	]	]	PUNCT
alkej-935	453	1	p.	p.	NOUN
alkej-935	453	2	k.	k.	PROPN
alkej-935	454	1	tripathi	tripathi	PROPN
alkej-935	454	2	and	and	CCONJ
alkej-935	454	3	c.	c.	PROPN
alkej-935	454	4	k.	k.	PROPN
alkej-935	454	5	jain	jain	PROPN
alkej-935	454	6	,	,	PUNCT
alkej-935	454	7	“	"	PUNCT
alkej-935	454	8	role	role	NOUN
alkej-935	454	9	of	of	ADP
alkej-935	454	10	aibased	aibased	ADJ
alkej-935	454	11	methods	method	NOUN
alkej-935	454	12	in	in	ADP
alkej-935	454	13	colorectal	colorectal	ADJ
alkej-935	454	14	cancer	cancer	NOUN
alkej-935	454	15	diagnostics	diagnostic	NOUN
alkej-935	454	16	:	:	PUNCT
alkej-935	454	17	the	the	DET
alkej-935	454	18	current	current	ADJ
alkej-935	454	19	updates	update	VERB
alkej-935	454	20	,	,	PUNCT
alkej-935	454	21	”	"	PUNCT
alkej-935	454	22	in	in	ADP
alkej-935	454	23	advancements	advancement	NOUN
alkej-935	454	24	in	in	ADP
alkej-935	454	25	bio	bio	ADJ
alkej-935	454	26	-	-	ADJ
alkej-935	454	27	medical	medical	ADJ
alkej-935	454	28	image	image	NOUN
alkej-935	454	29	processing	processing	NOUN
alkej-935	454	30	and	and	CCONJ
alkej-935	454	31	authentication	authentication	NOUN
alkej-935	454	32	in	in	ADP
alkej-935	454	33	telemedicine	telemedicine	NOUN
alkej-935	454	34	.	.	PUNCT
alkej-935	455	1	igi	igi	PROPN
alkej-935	455	2	global	global	PROPN
alkej-935	455	3	,	,	PUNCT
alkej-935	455	4	2023	2023	NUM
alkej-935	455	5	,	,	PUNCT
alkej-935	455	6	pp	pp	ADV
alkej-935	455	7	.	.	PUNCT
alkej-935	456	1	54–75	54–75	NUM
alkej-935	456	2	.	.	PUNCT
alkej-935	457	1	[	[	X
alkej-935	457	2	36	36	NUM
alkej-935	457	3	]	]	PUNCT
alkej-935	457	4	k.	k.	PROPN
alkej-935	457	5	dong	dong	PROPN
alkej-935	457	6	,	,	PUNCT
alkej-935	457	7	c.	c.	PROPN
alkej-935	457	8	zhou	zhou	PROPN
alkej-935	457	9	,	,	PUNCT
alkej-935	457	10	y.	y.	PROPN
alkej-935	457	11	ruan	ruan	PROPN
alkej-935	457	12	,	,	PUNCT
alkej-935	457	13	and	and	CCONJ
alkej-935	457	14	y.	y.	PROPN
alkej-935	457	15	li	li	PROPN
alkej-935	457	16	,	,	PUNCT
alkej-935	457	17	“	"	PUNCT
alkej-935	457	18	mobilenetv2	mobilenetv2	PROPN
alkej-935	457	19	model	model	NOUN
alkej-935	457	20	for	for	ADP
alkej-935	457	21	image	image	NOUN
alkej-935	457	22	classification	classification	NOUN
alkej-935	457	23	,	,	PUNCT
alkej-935	457	24	”	"	PUNCT
alkej-935	457	25	in	in	ADP
alkej-935	457	26	2020	2020	NUM
alkej-935	457	27	2nd	2nd	ADJ
alkej-935	457	28	international	international	ADJ
alkej-935	457	29	conference	conference	NOUN
alkej-935	457	30	on	on	ADP
alkej-935	457	31	information	information	NOUN
alkej-935	457	32	technology	technology	NOUN
alkej-935	457	33	and	and	CCONJ
alkej-935	457	34	computer	computer	NOUN
alkej-935	457	35	application	application	NOUN
alkej-935	457	36	(	(	PUNCT
alkej-935	457	37	itca	itca	NOUN
alkej-935	457	38	)	)	PUNCT
alkej-935	457	39	.	.	PUNCT
alkej-935	458	1	ieee	ieee	PROPN
alkej-935	458	2	,	,	PUNCT
alkej-935	458	3	2020	2020	NUM
alkej-935	458	4	,	,	PUNCT
alkej-935	458	5	pp	pp	ADV
alkej-935	458	6	.	.	PUNCT
alkej-935	459	1	476–480	476–480	NUM
alkej-935	459	2	.	.	PUNCT
alkej-935	460	1	[	[	X
alkej-935	460	2	37	37	NUM
alkej-935	460	3	]	]	X
alkej-935	460	4	chakraborty	chakraborty	PROPN
alkej-935	460	5	,	,	PUNCT
alkej-935	460	6	s.	s.	PROPN
alkej-935	460	7	,	,	PUNCT
alkej-935	460	8	&	&	CCONJ
alkej-935	460	9	mali	mali	PROPN
alkej-935	460	10	,	,	PUNCT
alkej-935	460	11	k.	k.	PROPN
alkej-935	460	12	(	(	PUNCT
alkej-935	460	13	2021	2021	NUM
alkej-935	460	14	)	)	PUNCT
alkej-935	460	15	.	.	PUNCT
alkej-935	461	1	a	a	DET
alkej-935	461	2	morphology	morphology	NOUN
alkej-935	461	3	-	-	PUNCT
alkej-935	461	4	based	base	VERB
alkej-935	461	5	radiological	radiological	ADJ
alkej-935	461	6	image	image	NOUN
alkej-935	461	7	segmentation	segmentation	NOUN
alkej-935	461	8	approach	approach	NOUN
alkej-935	461	9	for	for	ADP
alkej-935	461	10	efficient	efficient	ADJ
alkej-935	461	11	screening	screening	NOUN
alkej-935	461	12	of	of	ADP
alkej-935	461	13	covid-19	covid-19	PROPN
alkej-935	461	14	.	.	PROPN
alkej-935	461	15	biomedical	biomedical	ADJ
alkej-935	461	16	signal	signal	NOUN
alkej-935	461	17	processing	processing	NOUN
alkej-935	461	18	and	and	CCONJ
alkej-935	461	19	control	control	NOUN
alkej-935	461	20	,	,	PUNCT
alkej-935	461	21	69(102800	69(102800	NUM
alkej-935	461	22	)	)	PUNCT
alkej-935	461	23	,	,	PUNCT
alkej-935	461	24	102800	102800	NUM
alkej-935	461	25	.	.	PUNCT
alkej-935	462	1	https://doi.org/10.1016/j.bspc.2021.102800	https://doi.org/10.1016/j.bspc.2021.102800	PROPN
alkej-935	462	2	[	[	X
alkej-935	462	3	38	38	NUM
alkej-935	462	4	]	]	PUNCT
alkej-935	462	5	ahmed	ahmed	PROPN
alkej-935	462	6	,	,	PUNCT
alkej-935	462	7	a.	a.	NOUN
alkej-935	462	8	,	,	PUNCT
alkej-935	462	9	2020	2020	NUM
alkej-935	462	10	.	.	PUNCT
alkej-935	463	1	pneumonia	pneumonia	NOUN
alkej-935	463	2	sample	sample	NOUN
alkej-935	463	3	xrays	xrays	PROPN
alkej-935	463	4	,	,	PUNCT
alkej-935	463	5	github	github	NOUN
alkej-935	463	6	,	,	PUNCT
alkej-935	463	7	2019	2019	NUM
alkej-935	463	8	.	.	PUNCT
alkej-935	464	1	[	[	X
alkej-935	464	2	39	39	NUM
alkej-935	464	3	]	]	PUNCT
alkej-935	464	4	reham	reham	NOUN
alkej-935	464	5	s.	s.	PROPN
alkej-935	464	6	saeed	saeed	PROPN
alkej-935	464	7	and	and	CCONJ
alkej-935	464	8	b.	b.	PROPN
alkej-935	464	9	k.	k.	PROPN
alkej-935	464	10	oleiwi	oleiwi	PROPN
alkej-935	464	11	"	"	PUNCT
alkej-935	464	12	a	a	DET
alkej-935	464	13	survey	survey	NOUN
alkej-935	464	14	of	of	ADP
alkej-935	464	15	deep	deep	ADJ
alkej-935	464	16	learning	learning	NOUN
alkej-935	464	17	applications	application	NOUN
alkej-935	464	18	for	for	ADP
alkej-935	464	19	covid-19	covid-19	PROPN
alkej-935	464	20	detection	detection	NOUN
alkej-935	464	21	techniques	technique	NOUN
alkej-935	464	22	based	base	VERB
alkej-935	464	23	on	on	ADP
alkej-935	464	24	medical	medical	ADJ
alkej-935	464	25	images	image	NOUN
alkej-935	464	26	"	"	PUNCT
alkej-935	464	27	ingénierie	ingénierie	PROPN
alkej-935	464	28	des	des	PROPN
alkej-935	464	29	systèmes	systèmes	PROPN
alkej-935	464	30	d’information	d’information	NOUN
alkej-935	464	31	,	,	PUNCT
alkej-935	464	32	vol	vol	NOUN
alkej-935	464	33	.	.	PROPN
alkej-935	464	34	27	27	NUM
alkej-935	464	35	,	,	PUNCT
alkej-935	464	36	no	no	INTJ
alkej-935	464	37	.	.	NOUN
alkej-935	464	38	3	3	NUM
alkej-935	464	39	,	,	PUNCT
alkej-935	464	40	pp	pp	ADJ
alkej-935	464	41	.	.	PUNCT
alkej-935	465	1	399408,june	399408,june	NUM
alkej-935	465	2	,	,	PUNCT
alkej-935	465	3	2022	2022	NUM
alkej-935	465	4	.	.	PUNCT
alkej-935	466	1	[	[	X
alkej-935	466	2	40	40	NUM
alkej-935	466	3	]	]	X
alkej-935	466	4	al	al	PROPN
alkej-935	466	5	-	-	PUNCT
alkej-935	466	6	qazzaz	qazzaz	PROPN
alkej-935	466	7	,	,	PUNCT
alkej-935	466	8	noor	noor	PROPN
alkej-935	466	9	kamal	kamal	PROPN
alkej-935	466	10	,	,	PUNCT
alkej-935	466	11	et	et	PROPN
alkej-935	466	12	al	al	PROPN
alkej-935	466	13	.	.	PUNCT
alkej-935	467	1	"	"	PUNCT
alkej-935	467	2	automatic	automatic	ADJ
alkej-935	467	3	covid-19	covid-19	PROPN
alkej-935	467	4	detection	detection	NOUN
alkej-935	467	5	from	from	ADP
alkej-935	467	6	chest	chest	NOUN
alkej-935	467	7	x	x	NOUN
alkej-935	467	8	-	-	NOUN
alkej-935	467	9	ray	ray	NOUN
alkej-935	467	10	using	use	VERB
alkej-935	467	11	deep	deep	ADJ
alkej-935	467	12	mobilenet	mobilenet	NOUN
alkej-935	467	13	convolutional	convolutional	ADJ
alkej-935	467	14	neural	neural	ADJ
alkej-935	467	15	network	network	NOUN
alkej-935	467	16	.	.	PUNCT
alkej-935	467	17	"	"	PUNCT
alkej-935	468	1	2024	2024	NUM
alkej-935	468	2	46th	46th	ADJ
alkej-935	468	3	annual	annual	ADJ
alkej-935	468	4	international	international	ADJ
alkej-935	468	5	conference	conference	NOUN
alkej-935	468	6	of	of	ADP
alkej-935	468	7	the	the	DET
alkej-935	468	8	ieee	ieee	NOUN
alkej-935	468	9	engineering	engineering	NOUN
alkej-935	468	10	in	in	ADP
alkej-935	468	11	medicine	medicine	NOUN
alkej-935	468	12	and	and	CCONJ
alkej-935	468	13	biology	biology	NOUN
alkej-935	468	14	society	society	NOUN
alkej-935	468	15	(	(	PUNCT
alkej-935	468	16	embc	embc	PROPN
alkej-935	468	17	)	)	PUNCT
alkej-935	468	18	.	.	PUNCT
alkej-935	469	1	ieee	ieee	NOUN
alkej-935	469	2	,	,	PUNCT
alkej-935	469	3	2024	2024	NUM
alkej-935	469	4	.	.	PUNCT
alkej-935	470	1	https://doi.org/10.1016/j.bspc.2021.102800	https://doi.org/10.1016/j.bspc.2021.102800	PROPN
alkej-935	470	2	(	(	PUNCT
alkej-935	470	3	2025	2025	NUM
alkej-935	470	4	)	)	PUNCT
alkej-935	470	5	13	13	NUM
alkej-935	470	6	-	-	SYM
alkej-935	470	7	27	27	NUM
alkej-935	470	8	،	،	NOUN
alkej-935	470	9	صفحة	صفحة	PROPN
alkej-935	470	10	1	1	NUM
alkej-935	470	11	،	،	NOUN
alkej-935	470	12	العدد21مجلة	العدد21مجلة	PROPN
alkej-935	470	13	الخوارزمي	الخوارزمي	PROPN
alkej-935	470	14	الهندسية	الهندسية	PROPN
alkej-935	470	15	المجلد	المجلد	PROPN
alkej-935	470	16	نور	نور	PROPN
alkej-935	470	17	كمال	كمال	PROPN
alkej-935	470	18	القزاز	القزاز	PROPN
alkej-935	470	19	27	27	NUM
alkej-935	470	20	األشعة	األشعة	NOUN
alkej-935	470	21	السينية	السينية	PROPN
alkej-935	470	22	للصدر	للصدر	NOUN
alkej-935	470	23	باستخدام	باستخدام	NOUN
alkej-935	470	24	إطار	إطار	VERB
alkej-935	470	25	عمل	عمل	ADV
alkej-935	470	26	التعلم	التعلم	PROPN
alkej-935	470	27	العميق	العميق	PROPN
alkej-935	470	28	عبر	عبر	VERB
alkej-935	470	29	من	من	NUM
alkej-935	470	30	covid-19اكتشاف	covid-19اكتشاف	PROPN
alkej-935	470	31	تطبيق	تطبيق	PROPN
alkej-935	470	32	الهاتف	الهاتف	PROPN
alkej-935	470	33	المحمول	المحمول	PROPN
alkej-935	470	34	،	،	PROPN
alkej-935	470	35	4	4	NUM
alkej-935	470	36	،	،	X
alkej-935	470	37	مسرة	مسرة	NOUN
alkej-935	470	38	محمد	محمد	PROPN
alkej-935	470	39	مهدي	مهدي	PROPN
alkej-935	470	40	3	3	NUM
alkej-935	470	41	،	،	NOUN
alkej-935	470	42	تبارك	تبارك	X
alkej-935	470	43	عماد	عماد	PROPN
alkej-935	470	44	حسين2	حسين2	PROPN
alkej-935	470	45	،	،	PROPN
alkej-935	470	46	االء	االء	PROPN
alkej-935	470	47	عبد	عبد	PROPN
alkej-935	470	48	المنعم	المنعم	NOUN
alkej-935	470	49	الدوري*1نور	الدوري*1نور	PROPN
alkej-935	470	50	كمال	كمال	PROPN
alkej-935	470	51	القزاز	القزاز	NOUN
alkej-935	470	52	6سيتي	6سيتي	NUM
alkej-935	470	53	أنوم	أنوم	ADJ
alkej-935	470	54	أحمد	أحمد	NOUN
alkej-935	470	55	،	،	NOUN
alkej-935	470	56	5	5	NUM
alkej-935	470	57	شوال	شوال	ADJ
alkej-935	470	58	حميد	حميد	NOUN
alkej-935	470	59	بن	بن	ADP
alkej-935	470	60	محمد	محمد	ADJ
alkej-935	470	61	علي	علي	PROPN
alkej-935	470	62	،	،	PROPN
alkej-935	470	63	جامعة	جامعة	PROPN
alkej-935	470	64	بغداد	بغداد	PROPN
alkej-935	470	65	،	،	PROPN
alkej-935	470	66	بغداد	بغداد	PROPN
alkej-935	470	67	،	،	PROPN
alkej-935	470	68	العراق	العراق	PROPN
alkej-935	470	69	الخوارزمي	الخوارزمي	PROPN
alkej-935	470	70	الهندسة	الهندسة	PROPN
alkej-935	470	71	،	،	PROPN
alkej-935	470	72	كليةهندسة	كليةهندسة	PROPN
alkej-935	471	1	الطب	الطب	PROPN
alkej-935	471	2	الحياتيقسم	الحياتيقسم	PROPN
alkej-935	471	3	،	،	PROPN
alkej-935	471	4	13،2،4	13،2،4	PROPN
alkej-935	471	5	.سيالنغور	.سيالنغور	X
alkej-935	471	6	،	،	NOUN
alkej-935	472	1	ماليزيا	ماليزيا	PROPN
alkej-935	473	1	قسم	قسم	INTJ
alkej-935	473	2	الهندسة	الهندسة	VERB
alkej-935	473	3	الكهربائية	الكهربائية	NOUN
alkej-935	473	4	واإللكترونية	واإللكترونية	PROPN
alkej-935	473	5	والنظم	والنظم	PROPN
alkej-935	473	6	،	،	PROPN
alkej-935	473	7	كلية	كلية	PROPN
alkej-935	473	8	الهندسة	الهندسة	PROPN
alkej-935	473	9	والبيئة	والبيئة	PROPN
alkej-935	473	10	المبنية	المبنية	PROPN
alkej-935	473	11	،	،	PROPN
alkej-935	473	12	جامعة	جامعة	PROPN
alkej-935	473	13	كيبانغسان	كيبانغسان	VERB
alkej-935	473	14	ماليزيا	ماليزيا	PROPN
alkej-935	473	15	،	،	PROPN
alkej-935	473	16	5	5	NUM
alkej-935	473	17	النظم	النظم	PROPN
alkej-935	473	18	،	،	PROPN
alkej-935	473	19	جامعة	جامعة	PROPN
alkej-935	473	20	كيبانغسان	كيبانغسان	PROPN
alkej-935	473	21	،	،	X
alkej-935	473	22	ماليزيا	ماليزيا	PROPN
alkej-935	473	23	،	،	PROPN
alkej-935	473	24	سيالنغور	سيالنغور	PROPN
alkej-935	473	25	،	،	X
alkej-935	474	1	ماليزيامركز	ماليزيامركز	ADJ
alkej-935	474	2	الهندسة	الهندسة	PROPN
alkej-935	474	3	اإللكترونية	اإللكترونية	PROPN
alkej-935	474	4	وهندسة	وهندسة	PROPN
alkej-935	474	5	االتصاالت	االتصاالت	PROPN
alkej-935	474	6	المتقدمة	المتقدمة	PROPN
alkej-935	474	7	،	،	PROPN
alkej-935	474	8	قسم	قسم	PROPN
alkej-935	474	9	الهندسة	الهندسة	VERB
alkej-935	474	10	الكهربائية	الكهربائية	NOUN
alkej-935	474	11	واإللكترونية	واإللكترونية	NOUN
alkej-935	474	12	وهندسة	وهندسة	NOUN
alkej-935	475	1	قسم	قسم	INTJ
alkej-935	475	2	الهندسة	الهندسة	VERB
alkej-935	475	3	الكهربائية	الكهربائية	NOUN
alkej-935	475	4	واإللكترونية	واإللكترونية	PROPN
alkej-935	475	5	،	،	PROPN
alkej-935	475	6	كلية	كلية	PROPN
alkej-935	475	7	الهندسة	الهندسة	PROPN
alkej-935	475	8	،	،	PROPN
alkej-935	475	9	جامعة	جامعة	PROPN
alkej-935	475	10	بوترا	بوترا	NOUN
alkej-935	475	11	ماليزيا	ماليزيا	PROPN
alkej-935	475	12	،	،	X
alkej-935	476	1	سيالنغور	سيالنغور	ADP
alkej-935	476	2	،	،	NOUN
alkej-935	476	3	ماليزيا6	ماليزيا6	PROPN
alkej-935	476	4	المعهد	المعهد	NOUN
alkej-935	476	5	الماليزي	الماليزي	VERB
alkej-935	476	6	لبحوث	لبحوث	PROPN
alkej-935	476	7	الشيخوخة	الشيخوخة	PROPN
alkej-935	476	8	،	،	PROPN
alkej-935	476	9	جامعة	جامعة	PROPN
alkej-935	476	10	بوترا	بوترا	NOUN
alkej-935	476	11	ماليزيا	ماليزيا	PROPN
alkej-935	476	12	،	،	X
alkej-935	476	13	سيردانغ	سيردانغ	PROPN
alkej-935	476	14	،	،	X
alkej-935	476	15	سيالنغور	سيالنغور	PROPN
alkej-935	476	16	،	،	X
alkej-935	476	17	ماليزيا	ماليزيا	PROPN
alkej-935	476	18	noorbme@kecbu.uobaghdad.edu.iq*البريد	noorbme@kecbu.uobaghdad.edu.iq*البريد	ADJ
alkej-935	476	19	االلكتروني	االلكتروني	NOUN
alkej-935	476	20	:	:	PUNCT
alkej-935	476	21	المستخلص	المستخلص	VERB
alkej-935	476	22	اصابةبالتهاب	اصابةبالتهاب	PROPN
alkej-935	476	23	رئوي	رئوي	PROPN
alkej-935	476	24	حاد	حاد	PROPN
alkej-935	476	25	،	،	PROPN
alkej-935	477	1	مما	مما	PROPN
alkej-935	477	2	يؤدي	يؤدي	PROPN
alkej-935	477	3	عادةً	عادةً	PROPN
alkej-935	477	4	إلى	إلى	PROPN
alkej-935	477	5	الوفاة	الوفاة	NOUN
alkej-935	477	6	.	.	PUNCT
alkej-935	478	1	أظهرت	أظهرت	PROPN
alkej-935	478	2	البيانات	البيانات	PROPN
alkej-935	478	3	اإلشعاعية	اإلشعاعية	PROPN
alkej-935	478	4	أن	أن	AUX
alkej-935	478	5	المرض	المرض	PROPN
alkej-935	478	6	ينطوي	ينطوي	VERB
alkej-935	478	7	على	على	NOUN
alkej-935	478	8	19	19	NUM
alkej-935	478	9	-	-	PUNCT
alkej-935	478	10	يصاب	يصاب	NOUN
alkej-935	478	11	المرضى	المرضى	PROPN
alkej-935	478	12	المصابون	المصابون	PROPN
alkej-935	478	13	بفيروس	بفيروس	PROPN
alkej-935	478	14	كوفيد	كوفيد	VERB
alkej-935	478	15	من	من	PROPN
alkej-935	478	16	خالل	خالل	PROPN
alkej-935	478	17	تحليل	تحليل	PROPN
alkej-935	478	18	covid-19الرئة	covid-19الرئة	VERB
alkej-935	478	19	الخاللي	الخاللي	PROPN
alkej-935	478	20	،	،	PROPN
alkej-935	478	21	وعتامة	وعتامة	PROPN
alkej-935	478	22	الرئة	الرئة	PROPN
alkej-935	478	23	،	،	PROPN
alkej-935	478	24	وعتامة	وعتامة	ADJ
alkej-935	478	25	الزجاج	الزجاج	PROPN
alkej-935	478	26	األرضي	األرضي	NOUN
alkej-935	478	27	الثنائية	الثنائية	PROPN
alkej-935	478	28	،	،	PROPN
alkej-935	478	29	والعتامة	والعتامة	PROPN
alkej-935	478	30	غير	غير	PROPN
alkej-935	478	31	المكتملة	المكتملة	PROPN
alkej-935	478	32	.	.	PUNCT
alkej-935	479	1	تهدف	تهدف	PROPN
alkej-935	479	2	هذه	هذه	PROPN
alkej-935	479	3	الدراسة	الدراسة	PROPN
alkej-935	479	4	إلى	إلى	PROPN
alkej-935	479	5	تحسين	تحسين	PROPN
alkej-935	479	6	تشخيص	تشخيص	PROPN
alkej-935	479	7	بكفاءة	بكفاءة	PROPN
alkej-935	479	8	،	،	PROPN
alkej-935	479	9	ويوفر	ويوفر	PROPN
alkej-935	479	10	على	على	PROPN
alkej-935	479	11	covid-19	covid-19	PROPN
alkej-935	479	12	(	(	PUNCT
alkej-935	479	13	،	،	NOUN
alkej-935	479	14	مما	مما	PROPN
alkej-935	479	15	يساهم	يساهم	NOUN
alkej-935	479	16	بشكل	بشكل	NOUN
alkej-935	479	17	كبير	كبير	VERB
alkej-935	479	18	في	في	PRON
alkej-935	479	19	تطوير	تطوير	PROPN
alkej-935	479	20	تطبيق	تطبيق	PROPN
alkej-935	479	21	الهاتف	الهاتف	PROPN
alkej-935	479	22	المحمول	المحمول	PROPN
alkej-935	479	23	الذي	الذي	PROPN
alkej-935	479	24	يحدد	يحدد	PROPN
alkej-935	479	25	cxrصور	cxrصور	PROPN
alkej-935	479	26	األشعة	األشعة	PROPN
alkej-935	479	27	السينية	السينية	PROPN
alkej-935	479	28	للصدر	للصدر	PROPN
alkej-935	479	29	اإلشعاعي	اإلشعاعي	PROPN
alkej-935	479	30	)	)	PUNCT
alkej-935	480	1	العصبية	العصبية	PROPN
alkej-935	480	2	cnn	cnn	PROPN
alkej-935	480	3	شبكة	شبكة	INTJ
alkej-935	480	4	مع	مع	PROPN
alkej-935	480	5	صور	صور	PROPN
alkej-935	480	6	الرئة	الرئة	VERB
alkej-935	480	7	cxr	cxr	NOUN
alkej-935	480	8	1800المهنيين	1800المهنيين	NUM
alkej-935	480	9	الطبيين	الطبيين	ADJ
alkej-935	480	10	الوقت	الوقت	PROPN
alkej-935	480	11	والموارد	والموارد	VERB
alkej-935	480	12	ويسمح	ويسمح	PROPN
alkej-935	480	13	بالتدخالت	بالتدخالت	PROPN
alkej-935	480	14	الوقائية	الوقائية	PROPN
alkej-935	480	15	في	في	ADP
alkej-935	480	16	الوقت	الوقت	PROPN
alkej-935	480	17	المناسب	المناسب	PROPN
alkej-935	480	18	باستخدام	باستخدام	PROPN
alkej-935	480	19	أكثر	أكثر	INTJ
alkej-935	481	1	من	من	NUM
alkej-935	482	1	mobilenetv2	mobilenetv2	PROPN
alkej-935	482	2	يتم	يتم	PROPN
alkej-935	482	3	تقييم	تقييم	PROPN
alkej-935	482	4	أداء	أداء	PROPN
alkej-935	482	5	نموذج	نموذج	PROPN
alkej-935	482	6	التعلم	التعلم	PROPN
alkej-935	482	7	العميق	العميق	PROPN
alkej-935	482	8	.mobilenetv2	.mobilenetv2	PUNCT
alkej-935	483	1	س	س	DET
alkej-935	483	2	باستخدام	باستخدام	X
alkej-935	483	3	الدقة	الدقة	PROPN
alkej-935	483	4	والحساسية	والحساسية	PROPN
alkej-935	483	5	والخصوصية	والخصوصية	PROPN
alkej-935	483	6	والدقة	والدقة	NOUN
alkej-935	483	7	وقياf	وقياf	PROPN
alkej-935	483	8	لتصنيف	لتصنيف	PROPN
alkej-935	483	9	صورcxr	صورcxr	PROPN
alkej-935	483	10	إلى	إلى	NOUN
alkej-935	483	11	covid-19	covid-19	PROPN
alkej-935	483	12	وعتامة	وعتامة	NOUN
alkej-935	483	13	الرئة	الرئة	VERB
alkej-935	483	14	غير	غير	PROPN
alkej-935	483	15	،	،	PROPN
alkej-935	483	16	covid-19	covid-19	PROPN
alkej-935	483	17	90.6	90.6	NUM
alkej-935	483	18	٪	٪	NOUN
alkej-935	483	19	،	،	NOUN
alkej-935	483	20	ودقة	ودقة	NOUN
alkej-935	483	21	96.45	96.45	NUM
alkej-935	483	22	،	،	NOUN
alkej-935	483	23	وخصوصية	وخصوصية	NOUN
alkej-935	483	24	90.6	90.6	NUM
alkej-935	483	25	٪	٪	PROPN
alkej-935	483	26	،	،	X
alkej-935	483	27	وحساسية	وحساسية	PROPN
alkej-935	483	28	92.91	92.91	NUM
alkej-935	483	29	،	،	NOUN
alkej-935	483	30	والطبيعي	والطبيعي	NOUN
alkej-935	483	31	.	.	PUNCT
alkej-935	484	1	أظهرت	أظهرت	PROPN
alkej-935	484	2	نتائج	نتائج	PROPN
alkej-935	484	3	هذه	هذه	PROPN
alkej-935	484	4	الدراسة	الدراسة	PROPN
alkej-935	484	5	دقة	دقة	VERB
alkej-935	484	6	،	،	X
alkej-935	484	7	٪	٪	NOUN
alkej-935	485	1	التصنيف	التصنيف	PROPN
alkej-935	485	2	من	من	PROPN
alkej-935	485	3	خالل	خالل	PROPN
alkej-935	485	4	تحسين	تحسين	PROPN
alkej-935	485	5	أداء	أداء	PROPN
alkej-935	485	6	mobilenetv2المقترح	mobilenetv2المقترح	PROPN
alkej-935	485	7	للتعلم	للتعلم	PROPN
alkej-935	485	8	العميق	العميق	PROPN
alkej-935	485	9	cnn	cnn	PROPN
alkej-935	485	10	.	.	PUNCT
alkej-935	486	1	في	في	SCONJ
alkej-935	486	2	الواقع	الواقع	PROPN
alkej-935	486	3	،	،	PROPN
alkej-935	486	4	يمكن	يمكن	PROPN
alkej-935	486	5	لنموذج	لنموذج	PROPN
alkej-935	486	6	covid-19في	covid-19في	PROPN
alkej-935	486	7	اكتشاف	اكتشاف	PROPN
alkej-935	486	8	f	f	PROPN
alkej-935	486	9	91.74٪ومقياس	91.74٪ومقياس	PROPN
alkej-935	486	10	تقليل	تقليل	PROPN
alkej-935	486	11	الوقت	الوقت	PROPN
alkej-935	486	12	المطلوب	المطلوب	PROPN
alkej-935	486	13	لجمع	لجمع	PROPN
alkej-935	486	14	نتائج	نتائج	PROPN
alkej-935	486	15	كل	كل	PROPN
alkej-935	486	16	صورة	صورة	PROPN
alkej-935	486	17	لتطبيق	لتطبيق	PROPN
alkej-935	486	18	الهاتف	الهاتف	PROPN
alkej-935	486	19	المحمول	المحمول	PROPN
alkej-935	486	20	.	.	PUNCT
alkej-935	487	1	mailto:noorbme@kecbu.uobaghdad.edu.iq	mailto:noorbme@kecbu.uobaghdad.edu.iq	PROPN
alkej-935	487	2	3.4.1	3.4.1	NUM
alkej-935	487	3	.	.	PUNCT
alkej-935	488	1	python	python	PROPN
alkej-935	488	2	–	–	PUNCT
alkej-935	488	3	telegram	telegram	NOUN
alkej-935	488	4	-	-	PUNCT
alkej-935	488	5	bot	bot	NOUN
alkej-935	488	6	library	library	NOUN
alkej-935	488	7	a	a	DET
alkej-935	488	8	python	python	NOUN
alkej-935	488	9	wrapper	wrapper	NOUN
alkej-935	488	10	for	for	ADP
alkej-935	488	11	the	the	DET
alkej-935	488	12	telegram	telegram	PROPN
alkej-935	488	13	bot	bot	PROPN
alkej-935	488	14	api	api	NOUN
alkej-935	488	15	is	be	AUX
alkej-935	488	16	the	the	DET
alkej-935	488	17	python	python	NOUN
alkej-935	488	18	–	–	PUNCT
alkej-935	488	19	telegram	telegram	NOUN
alkej-935	488	20	-	-	PUNCT
alkej-935	488	21	bot	bot	NOUN
alkej-935	488	22	library	library	NOUN
alkej-935	488	23	.	.	PUNCT
alkej-935	489	1	it	it	PRON
alkej-935	489	2	offers	offer	VERB
alkej-935	489	3	a	a	DET
alkej-935	489	4	simple	simple	ADJ
alkej-935	489	5	and	and	CCONJ
alkej-935	489	6	suitable	suitable	ADJ
alkej-935	489	7	interface	interface	NOUN
alkej-935	489	8	to	to	PART
alkej-935	489	9	interact	interact	VERB
alkej-935	489	10	with	with	ADP
alkej-935	489	11	the	the	DET
alkej-935	489	12	telegram	telegram	NOUN
alkej-935	489	13	bot	bot	NOUN
alkej-935	489	14	api	api	NOUN
alkej-935	489	15	and	and	CCONJ
alkej-935	489	16	enables	enable	VERB
alkej-935	489	17	developers	developer	NOUN
alkej-935	489	18	to	to	PART
alkej-935	489	19	create	create	VERB
alkej-935	489	20	telegram	telegram	NOUN
alkej-935	489	21	bots	bot	NOUN
alkej-935	489	22	using	use	VERB
alkej-935	489	23	python	python	NOUN
alkej-935	489	24	.	.	PUNCT
alkej-935	490	1	conversely	conversely	ADV
alkej-935	490	2	,	,	PUNCT
alkej-935	490	3	the	the	DET
alkej-935	490	4	telegram	telegram	NOUN
alkej-935	490	5	bot	bot	PROPN
alkej-935	490	6	api	api	PROPN
alkej-935	490	7	...	...	PUNCT
alkej-935	491	1	we	we	PRON
alkej-935	491	2	developed	develop	VERB
alkej-935	491	3	a	a	DET
alkej-935	491	4	python	python	NOUN
alkej-935	491	5	code	code	NOUN
alkej-935	491	6	that	that	PRON
alkej-935	491	7	interacted	interact	VERB
alkej-935	491	8	matlab	matlab	PROPN
alkej-935	491	9	with	with	ADP
alkej-935	491	10	telegram	telegram	NOUN
alkej-935	491	11	and	and	CCONJ
alkej-935	491	12	can	can	AUX
alkej-935	491	13	communicate	communicate	VERB
alkej-935	491	14	with	with	ADP
alkej-935	491	15	the	the	DET
alkej-935	491	16	telegram	telegram	NOUN
alkej-935	491	17	bot	bot	PROPN
alkej-935	491	18	api	api	NOUN
alkej-935	491	19	,	,	PUNCT
alkej-935	491	20	perform	perform	VERB
alkej-935	491	21	computations	computation	NOUN
alkej-935	491	22	,	,	PUNCT
alkej-935	491	23	processes	process	VERB
alkej-935	491	24	command	command	NOUN
alkej-935	491	25	,	,	PUNCT
alkej-935	491	26	and	and	CCONJ
alkej-935	491	27	handle	handle	VERB
alkej-935	491	28	user	user	NOUN
alkej-935	491	29	interactions	interaction	NOUN
alkej-935	491	30	.	.	PUNCT
alkej-935	492	1	this	this	DET
alkej-935	492	2	code	code	NOUN
alkej-935	492	3	set	set	VERB
alkej-935	492	4	up	up	ADP
alkej-935	492	5	the	the	DET
alkej-935	492	6	telegram	telegram	NOUN
alkej-935	492	7	bot	bot	NOUN
alkej-935	492	8	using	use	VERB
alkej-935	492	9	the	the	DET
alkej-935	492	10	python	python	NOUN
alkej-935	492	11	–	–	PUNCT
alkej-935	492	12	telegram	telegram	NOUN
alkej-935	492	13	-	-	PUNCT
alkej-935	492	14	bot	bot	NOUN
alkej-935	492	15	libra	libra	NOUN
alkej-935	492	16	...	...	PUNCT
alkej-935	493	1	3.4.2	3.4.2	NUM
alkej-935	493	2	.	.	PUNCT
alkej-935	493	3	performance	performance	NOUN
alkej-935	493	4	measure	measure	NOUN