id	sid	tid	token	lemma	pos
american_scientific_journal-9884	1	1	201	201	NUM
american_scientific_journal-9884	1	2	american	american	ADJ
american_scientific_journal-9884	1	3	academic	academic	ADJ
american_scientific_journal-9884	1	4	scientific	scientific	ADJ
american_scientific_journal-9884	1	5	research	research	NOUN
american_scientific_journal-9884	1	6	journal	journal	NOUN
american_scientific_journal-9884	1	7	for	for	ADP
american_scientific_journal-9884	1	8	engineering	engineering	NOUN
american_scientific_journal-9884	1	9	,	,	PUNCT
american_scientific_journal-9884	1	10	technology	technology	NOUN
american_scientific_journal-9884	1	11	,	,	PUNCT
american_scientific_journal-9884	1	12	and	and	CCONJ
american_scientific_journal-9884	1	13	sciences	sciences	PROPN
american_scientific_journal-9884	1	14	issn	issn	PROPN
american_scientific_journal-9884	1	15	(	(	PUNCT
american_scientific_journal-9884	1	16	print	print	NOUN
american_scientific_journal-9884	1	17	)	)	PUNCT
american_scientific_journal-9884	1	18	2313	2313	NUM
american_scientific_journal-9884	1	19	-	-	SYM
american_scientific_journal-9884	1	20	4410	4410	NUM
american_scientific_journal-9884	1	21	,	,	PUNCT
american_scientific_journal-9884	1	22	issn	issn	PROPN
american_scientific_journal-9884	1	23	(	(	PUNCT
american_scientific_journal-9884	1	24	online	online	ADJ
american_scientific_journal-9884	1	25	)	)	PUNCT
american_scientific_journal-9884	1	26	2313	2313	NUM
american_scientific_journal-9884	1	27	-	-	SYM
american_scientific_journal-9884	1	28	4402	4402	NUM
american_scientific_journal-9884	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-9884	1	30	cnn	cnn	PROPN
american_scientific_journal-9884	1	31	-	-	PUNCT
american_scientific_journal-9884	1	32	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	1	33	algorithm	algorithm	NOUN
american_scientific_journal-9884	1	34	to	to	PART
american_scientific_journal-9884	1	35	detect	detect	VERB
american_scientific_journal-9884	1	36	the	the	DET
american_scientific_journal-9884	1	37	novel	novel	ADJ
american_scientific_journal-9884	1	38	coronavirus	coronavirus	NOUN
american_scientific_journal-9884	1	39	(	(	PUNCT
american_scientific_journal-9884	1	40	covid-19	covid-19	PROPN
american_scientific_journal-9884	1	41	)	)	PUNCT
american_scientific_journal-9884	1	42	using	use	VERB
american_scientific_journal-9884	1	43	ct	ct	NUM
american_scientific_journal-9884	1	44	images	image	NOUN
american_scientific_journal-9884	1	45	h.	h.	PROPN
american_scientific_journal-9884	1	46	romdhanea	romdhanea	PROPN
american_scientific_journal-9884	1	47	*	*	PROPN
american_scientific_journal-9884	1	48	,	,	PUNCT
american_scientific_journal-9884	1	49	h.	h.	PROPN
american_scientific_journal-9884	1	50	dzirib	dzirib	PROPN
american_scientific_journal-9884	1	51	,	,	PUNCT
american_scientific_journal-9884	1	52	m.	m.	PROPN
american_scientific_journal-9884	1	53	ali	ali	PROPN
american_scientific_journal-9884	1	54	chernic	chernic	PROPN
american_scientific_journal-9884	1	55	,	,	PUNCT
american_scientific_journal-9884	1	56	fethia	fethia	PROPN
american_scientific_journal-9884	1	57	abidid	abidid	VERB
american_scientific_journal-9884	1	58	,	,	PUNCT
american_scientific_journal-9884	1	59	asma	asma	PROPN
american_scientific_journal-9884	1	60	zidie	zidie	VERB
american_scientific_journal-9884	1	61	a	a	PRON
american_scientific_journal-9884	1	62	,	,	PUNCT
american_scientific_journal-9884	1	63	buniversité	buniversité	ADJ
american_scientific_journal-9884	1	64	de	de	PROPN
american_scientific_journal-9884	1	65	tunis	tunis	PROPN
american_scientific_journal-9884	1	66	el	el	PROPN
american_scientific_journal-9884	1	67	manar	manar	PROPN
american_scientific_journal-9884	1	68	,	,	PUNCT
american_scientific_journal-9884	1	69	laboratoire	laboratoire	PROPN
american_scientific_journal-9884	1	70	de	de	X
american_scientific_journal-9884	1	71	recherche	recherche	X
american_scientific_journal-9884	1	72	en	en	X
american_scientific_journal-9884	1	73	biophysique	biophysique	PROPN
american_scientific_journal-9884	1	74	et	et	PROPN
american_scientific_journal-9884	1	75	technologies	technologies	PROPN
american_scientific_journal-9884	1	76	médicales,(lrbtm	médicales,(lrbtm	PROPN
american_scientific_journal-9884	1	77	)	)	PUNCT
american_scientific_journal-9884	1	78	,	,	PUNCT
american_scientific_journal-9884	1	79	istmt	istmt	VERB
american_scientific_journal-9884	1	80	cuniversité	cuniversité	VERB
american_scientific_journal-9884	1	81	de	de	X
american_scientific_journal-9884	1	82	tunis	tunis	NOUN
american_scientific_journal-9884	1	83	,	,	PUNCT
american_scientific_journal-9884	1	84	lr13	lr13	PROPN
american_scientific_journal-9884	1	85	es03	es03	PROPN
american_scientific_journal-9884	1	86	sime	sime	PROPN
american_scientific_journal-9884	1	87	,	,	PUNCT
american_scientific_journal-9884	1	88	ensit	ensit	PROPN
american_scientific_journal-9884	1	89	,	,	PUNCT
american_scientific_journal-9884	2	1	montfleury	montfleury	PROPN
american_scientific_journal-9884	2	2	1008	1008	NUM
american_scientific_journal-9884	2	3	tunisia	tunisia	PROPN
american_scientific_journal-9884	2	4	d	d	NOUN
american_scientific_journal-9884	2	5	,	,	PUNCT
american_scientific_journal-9884	2	6	einstitut	einstitut	PROPN
american_scientific_journal-9884	2	7	salah	salah	PROPN
american_scientific_journal-9884	2	8	azaiez	azaiez	PROPN
american_scientific_journal-9884	2	9	service	service	PROPN
american_scientific_journal-9884	2	10	d'imagerie	d'imagerie	PROPN
american_scientific_journal-9884	2	11	médicale	médicale	PROPN
american_scientific_journal-9884	2	12	,	,	PUNCT
american_scientific_journal-9884	2	13	1006	1006	NUM
american_scientific_journal-9884	2	14	tunis	tunis	NOUN
american_scientific_journal-9884	2	15	,	,	PUNCT
american_scientific_journal-9884	2	16	tunisia	tunisia	NOUN
american_scientific_journal-9884	2	17	aemail	aemail	NOUN
american_scientific_journal-9884	2	18	:	:	PUNCT
american_scientific_journal-9884	2	19	romdhane.hamida@gmail.com	romdhane.hamida@gmail.com	X
american_scientific_journal-9884	2	20	bemail	bemail	NOUN
american_scientific_journal-9884	2	21	:	:	PUNCT
american_scientific_journal-9884	2	22	dziri_halima@hotmail.fr	dziri_halima@hotmail.fr	NOUN
american_scientific_journal-9884	2	23	abstract	abstract	NOUN
american_scientific_journal-9884	2	24	the	the	DET
american_scientific_journal-9884	2	25	detection	detection	NOUN
american_scientific_journal-9884	2	26	of	of	ADP
american_scientific_journal-9884	2	27	the	the	DET
american_scientific_journal-9884	2	28	covid-19	covid-19	PROPN
american_scientific_journal-9884	2	29	pandemic	pandemic	NOUN
american_scientific_journal-9884	2	30	has	have	AUX
american_scientific_journal-9884	2	31	been	be	AUX
american_scientific_journal-9884	2	32	crucial	crucial	ADJ
american_scientific_journal-9884	2	33	in	in	ADP
american_scientific_journal-9884	2	34	ensuring	ensure	VERB
american_scientific_journal-9884	2	35	health	health	NOUN
american_scientific_journal-9884	2	36	safety	safety	NOUN
american_scientific_journal-9884	2	37	and	and	CCONJ
american_scientific_journal-9884	2	38	preventing	prevent	VERB
american_scientific_journal-9884	2	39	the	the	DET
american_scientific_journal-9884	2	40	spread	spread	NOUN
american_scientific_journal-9884	2	41	of	of	ADP
american_scientific_journal-9884	2	42	the	the	DET
american_scientific_journal-9884	2	43	virus	virus	NOUN
american_scientific_journal-9884	2	44	.	.	PUNCT
american_scientific_journal-9884	3	1	in	in	ADP
american_scientific_journal-9884	3	2	this	this	DET
american_scientific_journal-9884	3	3	paper	paper	NOUN
american_scientific_journal-9884	3	4	,	,	PUNCT
american_scientific_journal-9884	3	5	we	we	PRON
american_scientific_journal-9884	3	6	present	present	VERB
american_scientific_journal-9884	3	7	a	a	DET
american_scientific_journal-9884	3	8	novel	novel	ADJ
american_scientific_journal-9884	3	9	approach	approach	NOUN
american_scientific_journal-9884	3	10	by	by	ADP
american_scientific_journal-9884	3	11	combining	combine	VERB
american_scientific_journal-9884	3	12	the	the	DET
american_scientific_journal-9884	3	13	cnn	cnn	NOUN
american_scientific_journal-9884	3	14	and	and	CCONJ
american_scientific_journal-9884	3	15	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	3	16	algorithms	algorithm	NOUN
american_scientific_journal-9884	3	17	into	into	ADP
american_scientific_journal-9884	3	18	a	a	DET
american_scientific_journal-9884	3	19	unified	unified	ADJ
american_scientific_journal-9884	3	20	model	model	NOUN
american_scientific_journal-9884	3	21	.	.	PUNCT
american_scientific_journal-9884	4	1	our	our	PRON
american_scientific_journal-9884	4	2	experimental	experimental	ADJ
american_scientific_journal-9884	4	3	results	result	NOUN
american_scientific_journal-9884	4	4	showcase	showcase	VERB
american_scientific_journal-9884	4	5	the	the	DET
american_scientific_journal-9884	4	6	remarkable	remarkable	ADJ
american_scientific_journal-9884	4	7	efficiency	efficiency	NOUN
american_scientific_journal-9884	4	8	of	of	ADP
american_scientific_journal-9884	4	9	the	the	DET
american_scientific_journal-9884	4	10	proposed	propose	VERB
american_scientific_journal-9884	4	11	method	method	NOUN
american_scientific_journal-9884	4	12	,	,	PUNCT
american_scientific_journal-9884	4	13	outperforming	outperform	VERB
american_scientific_journal-9884	4	14	both	both	CCONJ
american_scientific_journal-9884	4	15	the	the	DET
american_scientific_journal-9884	4	16	individual	individual	ADJ
american_scientific_journal-9884	4	17	cnn	cnn	PROPN
american_scientific_journal-9884	4	18	and	and	CCONJ
american_scientific_journal-9884	4	19	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	4	20	approaches	approach	NOUN
american_scientific_journal-9884	4	21	.	.	PUNCT
american_scientific_journal-9884	5	1	the	the	DET
american_scientific_journal-9884	5	2	hybrid	hybrid	ADJ
american_scientific_journal-9884	5	3	cnn	cnn	PROPN
american_scientific_journal-9884	5	4	-	-	PUNCT
american_scientific_journal-9884	5	5	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	5	6	algorithm	algorithm	NOUN
american_scientific_journal-9884	5	7	demonstrates	demonstrate	VERB
american_scientific_journal-9884	5	8	its	its	PRON
american_scientific_journal-9884	5	9	ability	ability	NOUN
american_scientific_journal-9884	5	10	to	to	PART
american_scientific_journal-9884	5	11	automatically	automatically	ADV
american_scientific_journal-9884	5	12	and	and	CCONJ
american_scientific_journal-9884	5	13	effectively	effectively	ADV
american_scientific_journal-9884	5	14	assist	assist	VERB
american_scientific_journal-9884	5	15	in	in	ADP
american_scientific_journal-9884	5	16	the	the	DET
american_scientific_journal-9884	5	17	early	early	ADJ
american_scientific_journal-9884	5	18	diagnosis	diagnosis	NOUN
american_scientific_journal-9884	5	19	of	of	ADP
american_scientific_journal-9884	5	20	covid-19	covid-19	PROPN
american_scientific_journal-9884	5	21	patients	patient	NOUN
american_scientific_journal-9884	5	22	.	.	PUNCT
american_scientific_journal-9884	6	1	by	by	ADP
american_scientific_journal-9884	6	2	leveraging	leverage	VERB
american_scientific_journal-9884	6	3	this	this	DET
american_scientific_journal-9884	6	4	combined	combined	ADJ
american_scientific_journal-9884	6	5	model	model	NOUN
american_scientific_journal-9884	6	6	,	,	PUNCT
american_scientific_journal-9884	6	7	we	we	PRON
american_scientific_journal-9884	6	8	aim	aim	VERB
american_scientific_journal-9884	6	9	to	to	PART
american_scientific_journal-9884	6	10	contribute	contribute	VERB
american_scientific_journal-9884	6	11	to	to	ADP
american_scientific_journal-9884	6	12	the	the	DET
american_scientific_journal-9884	6	13	improved	improved	ADJ
american_scientific_journal-9884	6	14	detection	detection	NOUN
american_scientific_journal-9884	6	15	and	and	CCONJ
american_scientific_journal-9884	6	16	management	management	NOUN
american_scientific_journal-9884	6	17	of	of	ADP
american_scientific_journal-9884	6	18	the	the	DET
american_scientific_journal-9884	6	19	pandemic	pandemic	NOUN
american_scientific_journal-9884	6	20	.	.	PUNCT
american_scientific_journal-9884	7	1	keywords	keyword	NOUN
american_scientific_journal-9884	7	2	:	:	PUNCT
american_scientific_journal-9884	7	3	convolutional	convolutional	ADJ
american_scientific_journal-9884	7	4	neural	neural	ADJ
american_scientific_journal-9884	7	5	networks	network	NOUN
american_scientific_journal-9884	7	6	;	;	PUNCT
american_scientific_journal-9884	7	7	covid-19	covid-19	PROPN
american_scientific_journal-9884	7	8	;	;	PUNCT
american_scientific_journal-9884	7	9	ct	ct	NUM
american_scientific_journal-9884	7	10	scan	scan	ADJ
american_scientific_journal-9884	7	11	images	image	NOUN
american_scientific_journal-9884	7	12	;	;	PUNCT
american_scientific_journal-9884	7	13	resnet-50	resnet-50	X
american_scientific_journal-9884	7	14	.	.	NOUN
american_scientific_journal-9884	7	15	1	1	NUM
american_scientific_journal-9884	7	16	.	.	PUNCT
american_scientific_journal-9884	7	17	introduction	introduction	NOUN
american_scientific_journal-9884	7	18	corona	corona	PROPN
american_scientific_journal-9884	7	19	virus	virus	NOUN
american_scientific_journal-9884	7	20	(	(	PUNCT
american_scientific_journal-9884	7	21	covid	covid	PROPN
american_scientific_journal-9884	7	22	19	19	NUM
american_scientific_journal-9884	7	23	)	)	PUNCT
american_scientific_journal-9884	7	24	appeared	appear	VERB
american_scientific_journal-9884	7	25	in	in	ADP
american_scientific_journal-9884	7	26	wuhan	wuhan	PROPN
american_scientific_journal-9884	7	27	china	china	PROPN
american_scientific_journal-9884	7	28	in	in	ADP
american_scientific_journal-9884	7	29	december	december	PROPN
american_scientific_journal-9884	7	30	2019	2019	NUM
american_scientific_journal-9884	8	1	[	[	X
american_scientific_journal-9884	8	2	1].it	1].it	NUM
american_scientific_journal-9884	8	3	spread	spread	VERB
american_scientific_journal-9884	8	4	rapidly	rapidly	ADV
american_scientific_journal-9884	8	5	in	in	ADP
american_scientific_journal-9884	8	6	the	the	DET
american_scientific_journal-9884	8	7	world	world	NOUN
american_scientific_journal-9884	8	8	.	.	PUNCT
american_scientific_journal-9884	9	1	as	as	SCONJ
american_scientific_journal-9884	9	2	it	it	PRON
american_scientific_journal-9884	9	3	is	be	AUX
american_scientific_journal-9884	9	4	a	a	DET
american_scientific_journal-9884	9	5	novel	novel	ADJ
american_scientific_journal-9884	9	6	virus	virus	NOUN
american_scientific_journal-9884	9	7	,	,	PUNCT
american_scientific_journal-9884	9	8	his	his	PRON
american_scientific_journal-9884	9	9	therapeutic	therapeutic	ADJ
american_scientific_journal-9884	9	10	treatment	treatment	NOUN
american_scientific_journal-9884	9	11	and	and	CCONJ
american_scientific_journal-9884	9	12	his	his	PRON
american_scientific_journal-9884	9	13	vaccination	vaccination	NOUN
american_scientific_journal-9884	9	14	are	be	AUX
american_scientific_journal-9884	9	15	absent	absent	ADJ
american_scientific_journal-9884	9	16	.	.	PUNCT
american_scientific_journal-9884	10	1	so	so	ADV
american_scientific_journal-9884	10	2	,	,	PUNCT
american_scientific_journal-9884	10	3	early	early	ADJ
american_scientific_journal-9884	10	4	diagnosis	diagnosis	NOUN
american_scientific_journal-9884	10	5	is	be	AUX
american_scientific_journal-9884	10	6	imperative	imperative	ADJ
american_scientific_journal-9884	10	7	.	.	PUNCT
american_scientific_journal-9884	11	1	the	the	DET
american_scientific_journal-9884	11	2	detection	detection	NOUN
american_scientific_journal-9884	11	3	of	of	ADP
american_scientific_journal-9884	11	4	covid-19	covid-19	PROPN
american_scientific_journal-9884	11	5	at	at	ADP
american_scientific_journal-9884	11	6	an	an	DET
american_scientific_journal-9884	11	7	early	early	ADJ
american_scientific_journal-9884	11	8	stage	stage	NOUN
american_scientific_journal-9884	11	9	play	play	VERB
american_scientific_journal-9884	11	10	a	a	DET
american_scientific_journal-9884	11	11	vital	vital	ADJ
american_scientific_journal-9884	11	12	role	role	NOUN
american_scientific_journal-9884	11	13	in	in	ADP
american_scientific_journal-9884	11	14	controlling	control	VERB
american_scientific_journal-9884	11	15	coronavirus	coronavirus	NOUN
american_scientific_journal-9884	11	16	due	due	ADP
american_scientific_journal-9884	11	17	to	to	ADP
american_scientific_journal-9884	11	18	its	its	PRON
american_scientific_journal-9884	11	19	high	high	ADJ
american_scientific_journal-9884	11	20	transmissibility.according	transmissibility.accorde	VERB
american_scientific_journal-9884	11	21	to	to	ADP
american_scientific_journal-9884	11	22	the	the	DET
american_scientific_journal-9884	11	23	guidelines	guideline	NOUN
american_scientific_journal-9884	11	24	of	of	ADP
american_scientific_journal-9884	11	25	the	the	DET
american_scientific_journal-9884	11	26	chinese	chinese	ADJ
american_scientific_journal-9884	11	27	government	government	NOUN
american_scientific_journal-9884	12	1	[	[	X
american_scientific_journal-9884	12	2	2	2	NUM
american_scientific_journal-9884	12	3	]	]	PUNCT
american_scientific_journal-9884	12	4	,	,	PUNCT
american_scientific_journal-9884	12	5	the	the	DET
american_scientific_journal-9884	12	6	reverse	reverse	ADJ
american_scientific_journal-9884	12	7	transcription	transcription	NOUN
american_scientific_journal-9884	12	8	-	-	PUNCT
american_scientific_journal-9884	12	9	polymerase	polymerase	NOUN
american_scientific_journal-9884	12	10	chain	chain	NOUN
american_scientific_journal-9884	12	11	reaction	reaction	NOUN
american_scientific_journal-9884	12	12	(	(	PUNCT
american_scientific_journal-9884	12	13	rt	rt	NOUN
american_scientific_journal-9884	12	14	-	-	PUNCT
american_scientific_journal-9884	12	15	pcr	pcr	NOUN
american_scientific_journal-9884	12	16	)	)	PUNCT
american_scientific_journal-9884	12	17	is	be	AUX
american_scientific_journal-9884	12	18	the	the	DET
american_scientific_journal-9884	12	19	main	main	ADJ
american_scientific_journal-9884	12	20	pointer	pointer	NOUN
american_scientific_journal-9884	12	21	to	to	PART
american_scientific_journal-9884	12	22	diagnosis	diagnosis	VERB
american_scientific_journal-9884	12	23	the	the	DET
american_scientific_journal-9884	12	24	coronavirus	coronavirus	NOUN
american_scientific_journal-9884	12	25	by	by	ADP
american_scientific_journal-9884	12	26	gene	gene	NOUN
american_scientific_journal-9884	12	27	sequencing	sequence	VERB
american_scientific_journal-9884	12	28	for	for	ADP
american_scientific_journal-9884	12	29	respiratory	respiratory	ADJ
american_scientific_journal-9884	12	30	or	or	CCONJ
american_scientific_journal-9884	12	31	blood	blood	NOUN
american_scientific_journal-9884	12	32	samples	sample	NOUN
american_scientific_journal-9884	12	33	.	.	PUNCT
american_scientific_journal-9884	13	1	comparing	compare	VERB
american_scientific_journal-9884	13	2	to	to	ADP
american_scientific_journal-9884	13	3	covid-19	covid-19	PROPN
american_scientific_journal-9884	13	4	’s	’s	PART
american_scientific_journal-9884	13	5	rapid	rapid	ADJ
american_scientific_journal-9884	13	6	spread	spread	NOUN
american_scientific_journal-9884	13	7	rate	rate	NOUN
american_scientific_journal-9884	13	8	,	,	PUNCT
american_scientific_journal-9884	13	9	the	the	DET
american_scientific_journal-9884	13	10	process	process	NOUN
american_scientific_journal-9884	13	11	of	of	ADP
american_scientific_journal-9884	13	12	rt	rt	NOUN
american_scientific_journal-9884	13	13	-	-	PUNCT
american_scientific_journal-9884	13	14	pcr	pcr	NOUN
american_scientific_journal-9884	13	15	takes	take	VERB
american_scientific_journal-9884	13	16	a	a	DET
american_scientific_journal-9884	13	17	long	long	ADJ
american_scientific_journal-9884	13	18	time	time	NOUN
american_scientific_journal-9884	13	19	.	.	PUNCT
american_scientific_journal-9884	14	1	it	it	PRON
american_scientific_journal-9884	14	2	takes	take	VERB
american_scientific_journal-9884	14	3	4	4	NUM
american_scientific_journal-9884	14	4	to	to	PART
american_scientific_journal-9884	14	5	6	6	NUM
american_scientific_journal-9884	14	6	hours	hour	NOUN
american_scientific_journal-9884	14	7	to	to	PART
american_scientific_journal-9884	14	8	get	get	VERB
american_scientific_journal-9884	14	9	results	result	NOUN
american_scientific_journal-9884	14	10	.	.	PUNCT
american_scientific_journal-9884	15	1	rt	rt	ADJ
american_scientific_journal-9884	15	2	-	-	PUNCT
american_scientific_journal-9884	15	3	pcr	pcr	PROPN
american_scientific_journal-9884	15	4	test	test	NOUN
american_scientific_journal-9884	15	5	kits	kit	NOUN
american_scientific_journal-9884	15	6	are	be	AUX
american_scientific_journal-9884	15	7	inefficient	inefficient	ADJ
american_scientific_journal-9884	15	8	and	and	CCONJ
american_scientific_journal-9884	15	9	it	it	PRON
american_scientific_journal-9884	15	10	has	have	VERB
american_scientific_journal-9884	15	11	a	a	DET
american_scientific_journal-9884	15	12	huge	huge	ADJ
american_scientific_journal-9884	15	13	shortage	shortage	NOUN
american_scientific_journal-9884	15	14	[	[	PUNCT
american_scientific_journal-9884	15	15	3].another	3].another	NUM
american_scientific_journal-9884	15	16	method	method	NOUN
american_scientific_journal-9884	15	17	to	to	PART
american_scientific_journal-9884	15	18	diagnose	diagnose	VERB
american_scientific_journal-9884	15	19	covid-19	covid-19	PROPN
american_scientific_journal-9884	15	20	infections	infection	NOUN
american_scientific_journal-9884	15	21	using	use	VERB
american_scientific_journal-9884	15	22	radiological	radiological	ADJ
american_scientific_journal-9884	15	23	images	image	NOUN
american_scientific_journal-9884	15	24	like	like	ADP
american_scientific_journal-9884	15	25	chest	chest	NOUN
american_scientific_journal-9884	15	26	x	x	NOUN
american_scientific_journal-9884	15	27	-	-	NOUN
american_scientific_journal-9884	15	28	rays	ray	NOUN
american_scientific_journal-9884	15	29	or	or	CCONJ
american_scientific_journal-9884	15	30	computed	compute	VERB
american_scientific_journal-9884	15	31	tomography	tomography	NOUN
american_scientific_journal-9884	15	32	(	(	PUNCT
american_scientific_journal-9884	15	33	ct	ct	PROPN
american_scientific_journal-9884	15	34	)	)	PUNCT
american_scientific_journal-9884	15	35	.	.	PUNCT
american_scientific_journal-9884	16	1	the	the	DET
american_scientific_journal-9884	16	2	covid	covid	PROPN
american_scientific_journal-9884	16	3	is	be	AUX
american_scientific_journal-9884	16	4	identified	identify	VERB
american_scientific_journal-9884	16	5	as	as	ADP
american_scientific_journal-9884	16	6	a	a	DET
american_scientific_journal-9884	16	7	ground	ground	NOUN
american_scientific_journal-9884	16	8	glass	glass	NOUN
american_scientific_journal-9884	16	9	opacities	opacity	NOUN
american_scientific_journal-9884	16	10	[	[	X
american_scientific_journal-9884	16	11	4	4	NUM
american_scientific_journal-9884	16	12	]	]	PUNCT
american_scientific_journal-9884	16	13	.	.	PUNCT
american_scientific_journal-9884	17	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-9884	17	2	received	receive	VERB
american_scientific_journal-9884	17	3	:	:	PUNCT
american_scientific_journal-9884	17	4	5/13/2024	5/13/2024	NUM
american_scientific_journal-9884	17	5	accepted	accept	VERB
american_scientific_journal-9884	17	6	:	:	PUNCT
american_scientific_journal-9884	17	7	7/13/2024	7/13/2024	NUM
american_scientific_journal-9884	17	8	published	publish	VERB
american_scientific_journal-9884	17	9	:	:	PUNCT
american_scientific_journal-9884	17	10	7/23/2024	7/23/2024	NUM
american_scientific_journal-9884	17	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-9884	17	12	*	*	PUNCT
american_scientific_journal-9884	17	13	corresponding	correspond	VERB
american_scientific_journal-9884	17	14	author	author	NOUN
american_scientific_journal-9884	17	15	.	.	PUNCT
american_scientific_journal-9884	18	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-9884	18	2	american	american	PROPN
american_scientific_journal-9884	18	3	academic	academic	PROPN
american_scientific_journal-9884	18	4	scientific	scientific	ADJ
american_scientific_journal-9884	18	5	research	research	NOUN
american_scientific_journal-9884	18	6	journal	journal	NOUN
american_scientific_journal-9884	18	7	for	for	ADP
american_scientific_journal-9884	18	8	engineering	engineering	NOUN
american_scientific_journal-9884	18	9	,	,	PUNCT
american_scientific_journal-9884	18	10	technology	technology	NOUN
american_scientific_journal-9884	18	11	,	,	PUNCT
american_scientific_journal-9884	18	12	and	and	CCONJ
american_scientific_journal-9884	18	13	sciences	science	NOUN
american_scientific_journal-9884	18	14	(	(	PUNCT
american_scientific_journal-9884	18	15	asrjets	asrjet	NOUN
american_scientific_journal-9884	18	16	)	)	PUNCT
american_scientific_journal-9884	18	17	volume	volume	NOUN
american_scientific_journal-9884	18	18	98	98	NUM
american_scientific_journal-9884	18	19	,	,	PUNCT
american_scientific_journal-9884	18	20	no	no	DET
american_scientific_journal-9884	18	21	1	1	NUM
american_scientific_journal-9884	18	22	,	,	PUNCT
american_scientific_journal-9884	18	23	pp	pp	ADV
american_scientific_journal-9884	18	24	201	201	NUM
american_scientific_journal-9884	18	25	-	-	SYM
american_scientific_journal-9884	18	26	209	209	NUM
american_scientific_journal-9884	18	27	202	202	NUM
american_scientific_journal-9884	19	1	it	it	PRON
american_scientific_journal-9884	19	2	is	be	AUX
american_scientific_journal-9884	19	3	defined	define	VERB
american_scientific_journal-9884	19	4	as	as	ADP
american_scientific_journal-9884	19	5	an	an	DET
american_scientific_journal-9884	19	6	area	area	NOUN
american_scientific_journal-9884	19	7	of	of	ADP
american_scientific_journal-9884	19	8	pulmonary	pulmonary	ADJ
american_scientific_journal-9884	19	9	parenchyma	parenchyma	NOUN
american_scientific_journal-9884	19	10	whose	whose	DET
american_scientific_journal-9884	19	11	density	density	NOUN
american_scientific_journal-9884	19	12	is	be	AUX
american_scientific_journal-9884	19	13	increased	increase	VERB
american_scientific_journal-9884	19	14	,	,	PUNCT
american_scientific_journal-9884	19	15	without	without	ADP
american_scientific_journal-9884	19	16	obliterating	obliterate	VERB
american_scientific_journal-9884	19	17	the	the	DET
american_scientific_journal-9884	19	18	pulmonary	pulmonary	ADJ
american_scientific_journal-9884	19	19	vessels	vessel	NOUN
american_scientific_journal-9884	19	20	.	.	PUNCT
american_scientific_journal-9884	20	1	according	accord	VERB
american_scientific_journal-9884	20	2	to	to	ADP
american_scientific_journal-9884	20	3	[	[	X
american_scientific_journal-9884	20	4	5	5	NUM
american_scientific_journal-9884	20	5	]	]	PUNCT
american_scientific_journal-9884	20	6	,	,	PUNCT
american_scientific_journal-9884	20	7	in	in	ADP
american_scientific_journal-9884	20	8	comparing	compare	VERB
american_scientific_journal-9884	20	9	the	the	DET
american_scientific_journal-9884	20	10	rt	rt	NOUN
american_scientific_journal-9884	20	11	-	-	PUNCT
american_scientific_journal-9884	20	12	pcr	pcr	PROPN
american_scientific_journal-9884	20	13	with	with	ADP
american_scientific_journal-9884	20	14	chest	chest	NOUN
american_scientific_journal-9884	20	15	ct	ct	PROPN
american_scientific_journal-9884	20	16	may	may	AUX
american_scientific_journal-9884	20	17	be	be	AUX
american_scientific_journal-9884	20	18	a	a	DET
american_scientific_journal-9884	20	19	more	more	ADV
american_scientific_journal-9884	20	20	reliable	reliable	ADJ
american_scientific_journal-9884	20	21	,	,	PUNCT
american_scientific_journal-9884	20	22	practical	practical	ADJ
american_scientific_journal-9884	20	23	,	,	PUNCT
american_scientific_journal-9884	20	24	and	and	CCONJ
american_scientific_journal-9884	20	25	rapid	rapid	ADJ
american_scientific_journal-9884	20	26	method	method	NOUN
american_scientific_journal-9884	20	27	to	to	PART
american_scientific_journal-9884	20	28	diagnose	diagnose	VERB
american_scientific_journal-9884	20	29	and	and	CCONJ
american_scientific_journal-9884	20	30	assess	assess	VERB
american_scientific_journal-9884	20	31	coronavirus	coronavirus	NOUN
american_scientific_journal-9884	20	32	.	.	PUNCT
american_scientific_journal-9884	21	1	to	to	PART
american_scientific_journal-9884	21	2	automatically	automatically	ADV
american_scientific_journal-9884	21	3	diagnose	diagnose	VERB
american_scientific_journal-9884	21	4	covid-19	covid-19	PROPN
american_scientific_journal-9884	21	5	,	,	PUNCT
american_scientific_journal-9884	21	6	machine	machine	NOUN
american_scientific_journal-9884	21	7	learning	learning	NOUN
american_scientific_journal-9884	21	8	are	be	AUX
american_scientific_journal-9884	21	9	introduced	introduce	VERB
american_scientific_journal-9884	21	10	.	.	PUNCT
american_scientific_journal-9884	22	1	many	many	ADJ
american_scientific_journal-9884	22	2	researchers	researcher	NOUN
american_scientific_journal-9884	22	3	have	have	AUX
american_scientific_journal-9884	22	4	demonstrated	demonstrate	VERB
american_scientific_journal-9884	22	5	the	the	DET
american_scientific_journal-9884	22	6	efficacies	efficacy	NOUN
american_scientific_journal-9884	22	7	of	of	ADP
american_scientific_journal-9884	22	8	these	these	DET
american_scientific_journal-9884	22	9	algorithms	algorithm	NOUN
american_scientific_journal-9884	22	10	based	base	VERB
american_scientific_journal-9884	22	11	on	on	ADP
american_scientific_journal-9884	22	12	clinical	clinical	ADJ
american_scientific_journal-9884	22	13	images	image	NOUN
american_scientific_journal-9884	22	14	,	,	PUNCT
american_scientific_journal-9884	22	15	ct	ct	NUM
american_scientific_journal-9884	22	16	scans	scan	NOUN
american_scientific_journal-9884	22	17	,	,	PUNCT
american_scientific_journal-9884	22	18	and	and	CCONJ
american_scientific_journal-9884	22	19	x	x	NOUN
american_scientific_journal-9884	22	20	-	-	NOUN
american_scientific_journal-9884	22	21	rays	ray	NOUN
american_scientific_journal-9884	22	22	of	of	ADP
american_scientific_journal-9884	22	23	the	the	DET
american_scientific_journal-9884	22	24	chest.asif	chest.asif	NOUN
american_scientific_journal-9884	22	25	and	and	CCONJ
american_scientific_journal-9884	22	26	his	his	PRON
american_scientific_journal-9884	22	27	colleagues	colleague	NOUN
american_scientific_journal-9884	22	28	.	.	PUNCT
american_scientific_journal-9884	23	1	[	[	X
american_scientific_journal-9884	23	2	6	6	NUM
american_scientific_journal-9884	23	3	]	]	PUNCT
american_scientific_journal-9884	23	4	proposed	propose	VERB
american_scientific_journal-9884	23	5	a	a	DET
american_scientific_journal-9884	23	6	coronet	coronet	NOUN
american_scientific_journal-9884	23	7	,	,	PUNCT
american_scientific_journal-9884	23	8	a	a	DET
american_scientific_journal-9884	23	9	deep	deep	ADJ
american_scientific_journal-9884	23	10	convolutional	convolutional	ADJ
american_scientific_journal-9884	23	11	neural	neural	ADJ
american_scientific_journal-9884	23	12	network	network	NOUN
american_scientific_journal-9884	23	13	model	model	NOUN
american_scientific_journal-9884	23	14	,	,	PUNCT
american_scientific_journal-9884	23	15	to	to	PART
american_scientific_journal-9884	23	16	detect	detect	VERB
american_scientific_journal-9884	23	17	covid19	covid19	NOUN
american_scientific_journal-9884	23	18	from	from	ADP
american_scientific_journal-9884	23	19	chest	chest	NOUN
american_scientific_journal-9884	23	20	x	x	NOUN
american_scientific_journal-9884	23	21	-	-	NOUN
american_scientific_journal-9884	23	22	ray	ray	NOUN
american_scientific_journal-9884	23	23	images	image	NOUN
american_scientific_journal-9884	23	24	covid-19	covid-19	PROPN
american_scientific_journal-9884	23	25	and	and	CCONJ
american_scientific_journal-9884	23	26	other	other	ADJ
american_scientific_journal-9884	23	27	chest	chest	NOUN
american_scientific_journal-9884	23	28	pneumonia	pneumonia	NOUN
american_scientific_journal-9884	23	29	xray	xray	PROPN
american_scientific_journal-9884	23	30	images	image	NOUN
american_scientific_journal-9884	23	31	.	.	PUNCT
american_scientific_journal-9884	24	1	the	the	DET
american_scientific_journal-9884	24	2	proposed	propose	VERB
american_scientific_journal-9884	24	3	model	model	NOUN
american_scientific_journal-9884	24	4	achieved	achieve	VERB
american_scientific_journal-9884	24	5	an	an	DET
american_scientific_journal-9884	24	6	overall	overall	ADJ
american_scientific_journal-9884	24	7	accuracy	accuracy	NOUN
american_scientific_journal-9884	24	8	of	of	ADP
american_scientific_journal-9884	24	9	89.6	89.6	NUM
american_scientific_journal-9884	24	10	%	%	NOUN
american_scientific_journal-9884	24	11	,	,	PUNCT
american_scientific_journal-9884	24	12	and	and	CCONJ
american_scientific_journal-9884	24	13	more	more	ADV
american_scientific_journal-9884	24	14	importantly	importantly	ADV
american_scientific_journal-9884	24	15	the	the	DET
american_scientific_journal-9884	24	16	precision	precision	NOUN
american_scientific_journal-9884	24	17	and	and	CCONJ
american_scientific_journal-9884	24	18	recall	recall	NOUN
american_scientific_journal-9884	24	19	rate	rate	NOUN
american_scientific_journal-9884	24	20	for	for	ADP
american_scientific_journal-9884	24	21	covid-19	covid-19	PROPN
american_scientific_journal-9884	24	22	cases	case	NOUN
american_scientific_journal-9884	24	23	are	be	AUX
american_scientific_journal-9884	24	24	93	93	NUM
american_scientific_journal-9884	24	25	%	%	NOUN
american_scientific_journal-9884	24	26	and	and	CCONJ
american_scientific_journal-9884	24	27	98.2	98.2	NUM
american_scientific_journal-9884	24	28	%	%	NOUN
american_scientific_journal-9884	24	29	for	for	ADP
american_scientific_journal-9884	24	30	4	4	NUM
american_scientific_journal-9884	24	31	-	-	PUNCT
american_scientific_journal-9884	24	32	class	class	NOUN
american_scientific_journal-9884	24	33	cases	case	NOUN
american_scientific_journal-9884	24	34	(	(	PUNCT
american_scientific_journal-9884	24	35	covid	covid	VERB
american_scientific_journal-9884	24	36	vs	vs	ADP
american_scientific_journal-9884	24	37	pneumonia	pneumonia	NOUN
american_scientific_journal-9884	24	38	bacterial	bacterial	ADJ
american_scientific_journal-9884	24	39	vs	vs	ADP
american_scientific_journal-9884	24	40	pneumonia	pneumonia	NOUN
american_scientific_journal-9884	24	41	viral	viral	ADJ
american_scientific_journal-9884	24	42	vs	vs	ADP
american_scientific_journal-9884	24	43	normal).lafraxo	normal).lafraxo	NOUN
american_scientific_journal-9884	24	44	and	and	CCONJ
american_scientific_journal-9884	24	45	his	his	PRON
american_scientific_journal-9884	24	46	colleagues	colleague	NOUN
american_scientific_journal-9884	24	47	.	.	PUNCT
american_scientific_journal-9884	25	1	[	[	X
american_scientific_journal-9884	25	2	7	7	NUM
american_scientific_journal-9884	25	3	]	]	PUNCT
american_scientific_journal-9884	25	4	developed	develop	VERB
american_scientific_journal-9884	25	5	a	a	DET
american_scientific_journal-9884	25	6	covinet	covinet	NOUN
american_scientific_journal-9884	25	7	an	an	DET
american_scientific_journal-9884	25	8	automated	automate	VERB
american_scientific_journal-9884	25	9	covid-19	covid-19	PROPN
american_scientific_journal-9884	25	10	detection	detection	NOUN
american_scientific_journal-9884	25	11	from	from	ADP
american_scientific_journal-9884	25	12	chest	chest	NOUN
american_scientific_journal-9884	25	13	x	x	NOUN
american_scientific_journal-9884	25	14	-	-	NOUN
american_scientific_journal-9884	25	15	rays	ray	NOUN
american_scientific_journal-9884	25	16	images	image	NOUN
american_scientific_journal-9884	25	17	using	use	VERB
american_scientific_journal-9884	25	18	deep	deep	ADJ
american_scientific_journal-9884	25	19	learning	learning	NOUN
american_scientific_journal-9884	25	20	techniques	technique	NOUN
american_scientific_journal-9884	25	21	.	.	PUNCT
american_scientific_journal-9884	26	1	this	this	DET
american_scientific_journal-9884	26	2	model	model	NOUN
american_scientific_journal-9884	26	3	achieved	achieve	VERB
american_scientific_journal-9884	26	4	an	an	DET
american_scientific_journal-9884	26	5	accuracy	accuracy	NOUN
american_scientific_journal-9884	26	6	of	of	ADP
american_scientific_journal-9884	26	7	98.62	98.62	NUM
american_scientific_journal-9884	26	8	%	%	NOUN
american_scientific_journal-9884	26	9	for	for	ADP
american_scientific_journal-9884	26	10	binary	binary	ADJ
american_scientific_journal-9884	26	11	classification	classification	NOUN
american_scientific_journal-9884	26	12	and	and	CCONJ
american_scientific_journal-9884	26	13	95.77	95.77	NUM
american_scientific_journal-9884	26	14	%	%	NOUN
american_scientific_journal-9884	26	15	for	for	ADP
american_scientific_journal-9884	26	16	multi	multi	ADJ
american_scientific_journal-9884	26	17	-	-	ADJ
american_scientific_journal-9884	26	18	class	class	ADJ
american_scientific_journal-9884	26	19	classification.ying	classification.ying	NOUN
american_scientific_journal-9884	26	20	y	y	PROPN
american_scientific_journal-9884	26	21	and	and	CCONJ
american_scientific_journal-9884	26	22	his	his	PRON
american_scientific_journal-9884	26	23	colleagues	colleague	NOUN
american_scientific_journal-9884	26	24	.	.	PUNCT
american_scientific_journal-9884	27	1	[	[	X
american_scientific_journal-9884	27	2	8	8	NUM
american_scientific_journal-9884	27	3	]	]	PUNCT
american_scientific_journal-9884	27	4	used	use	VERB
american_scientific_journal-9884	27	5	a	a	DET
american_scientific_journal-9884	27	6	deeppneumonia	deeppneumonia	NOUN
american_scientific_journal-9884	27	7	:	:	PUNCT
american_scientific_journal-9884	27	8	resnet	resnet	ADJ
american_scientific_journal-9884	27	9	architecture	architecture	NOUN
american_scientific_journal-9884	27	10	to	to	PART
american_scientific_journal-9884	27	11	detect	detect	VERB
american_scientific_journal-9884	27	12	covid-19	covid-19	PROPN
american_scientific_journal-9884	27	13	.	.	PUNCT
american_scientific_journal-9884	28	1	the	the	DET
american_scientific_journal-9884	28	2	used	use	VERB
american_scientific_journal-9884	28	3	data	datum	NOUN
american_scientific_journal-9884	28	4	set	set	VERB
american_scientific_journal-9884	28	5	contain	contain	VERB
american_scientific_journal-9884	28	6	275	275	NUM
american_scientific_journal-9884	28	7	ct	ct	PROPN
american_scientific_journal-9884	28	8	scans	scan	NOUN
american_scientific_journal-9884	28	9	comprising	comprising	NOUN
american_scientific_journal-9884	28	10	of	of	ADP
american_scientific_journal-9884	28	11	88	88	NUM
american_scientific_journal-9884	28	12	covid-19	covid-19	PROPN
american_scientific_journal-9884	28	13	.	.	PUNCT
american_scientific_journal-9884	29	1	the	the	DET
american_scientific_journal-9884	29	2	experimental	experimental	ADJ
american_scientific_journal-9884	29	3	outcome	outcome	NOUN
american_scientific_journal-9884	29	4	obtained	obtain	VERB
american_scientific_journal-9884	29	5	93	93	NUM
american_scientific_journal-9884	29	6	%	%	NOUN
american_scientific_journal-9884	29	7	sensitivity	sensitivity	NOUN
american_scientific_journal-9884	29	8	and	and	CCONJ
american_scientific_journal-9884	29	9	99.00	99.00	NUM
american_scientific_journal-9884	29	10	%	%	NOUN
american_scientific_journal-9884	29	11	auc	auc	NOUN
american_scientific_journal-9884	29	12	for	for	ADP
american_scientific_journal-9884	29	13	covid-19	covid-19	PROPN
american_scientific_journal-9884	29	14	cases	case	NOUN
american_scientific_journal-9884	29	15	.	.	PUNCT
american_scientific_journal-9884	30	1	cheng	cheng	PROPN
american_scientific_journal-9884	30	2	jin	jin	PROPN
american_scientific_journal-9884	30	3	jf	jf	PROPN
american_scientific_journal-9884	30	4	and	and	CCONJ
american_scientific_journal-9884	30	5	his	his	PRON
american_scientific_journal-9884	30	6	colleagues	colleague	NOUN
american_scientific_journal-9884	30	7	.	.	PUNCT
american_scientific_journal-9884	31	1	[	[	X
american_scientific_journal-9884	31	2	9	9	NUM
american_scientific_journal-9884	31	3	]	]	PUNCT
american_scientific_journal-9884	31	4	introduced	introduce	VERB
american_scientific_journal-9884	31	5	deep	deep	ADJ
american_scientific_journal-9884	31	6	neural	neural	ADJ
american_scientific_journal-9884	31	7	network	network	NOUN
american_scientific_journal-9884	31	8	to	to	PART
american_scientific_journal-9884	31	9	detect	detect	VERB
american_scientific_journal-9884	31	10	coronavirus	coronavirus	NOUN
american_scientific_journal-9884	31	11	from	from	ADP
american_scientific_journal-9884	31	12	970	970	NUM
american_scientific_journal-9884	31	13	ct	ct	NUM
american_scientific_journal-9884	31	14	images	image	NOUN
american_scientific_journal-9884	31	15	.	.	PUNCT
american_scientific_journal-9884	32	1	this	this	DET
american_scientific_journal-9884	32	2	algorithm	algorithm	NOUN
american_scientific_journal-9884	32	3	achieved	achieve	VERB
american_scientific_journal-9884	32	4	94.98	94.98	NUM
american_scientific_journal-9884	32	5	%	%	NOUN
american_scientific_journal-9884	32	6	accuracy	accuracy	NOUN
american_scientific_journal-9884	32	7	and	and	CCONJ
american_scientific_journal-9884	32	8	95.47	95.47	NUM
american_scientific_journal-9884	32	9	%	%	NOUN
american_scientific_journal-9884	32	10	specificity.butt	specificity.butt	NOUN
american_scientific_journal-9884	32	11	c	c	NOUN
american_scientific_journal-9884	32	12	and	and	CCONJ
american_scientific_journal-9884	32	13	his	his	PRON
american_scientific_journal-9884	32	14	colleagues	colleague	NOUN
american_scientific_journal-9884	32	15	.	.	PUNCT
american_scientific_journal-9884	33	1	[	[	X
american_scientific_journal-9884	33	2	10	10	NUM
american_scientific_journal-9884	33	3	]	]	PUNCT
american_scientific_journal-9884	33	4	used	use	VERB
american_scientific_journal-9884	33	5	a	a	DET
american_scientific_journal-9884	33	6	3d	3d	NUM
american_scientific_journal-9884	33	7	deep	deep	ADJ
american_scientific_journal-9884	33	8	learning	learning	NOUN
american_scientific_journal-9884	33	9	with	with	ADP
american_scientific_journal-9884	33	10	location	location	NOUN
american_scientific_journal-9884	33	11	-	-	PUNCT
american_scientific_journal-9884	33	12	attention	attention	NOUN
american_scientific_journal-9884	33	13	mechanism	mechanism	NOUN
american_scientific_journal-9884	33	14	to	to	PART
american_scientific_journal-9884	33	15	detect	detect	VERB
american_scientific_journal-9884	33	16	covid-19	covid-19	PROPN
american_scientific_journal-9884	33	17	from	from	ADP
american_scientific_journal-9884	33	18	ct	ct	NUM
american_scientific_journal-9884	33	19	images	image	NOUN
american_scientific_journal-9884	33	20	.	.	PUNCT
american_scientific_journal-9884	34	1	it	it	PRON
american_scientific_journal-9884	34	2	applied	apply	VERB
american_scientific_journal-9884	34	3	to	to	ADP
american_scientific_journal-9884	34	4	618	618	NUM
american_scientific_journal-9884	34	5	ct	ct	NOUN
american_scientific_journal-9884	34	6	images	image	NOUN
american_scientific_journal-9884	34	7	including	include	VERB
american_scientific_journal-9884	34	8	219	219	NUM
american_scientific_journal-9884	34	9	covid-19	covid-19	PROPN
american_scientific_journal-9884	34	10	cases	case	NOUN
american_scientific_journal-9884	34	11	and	and	CCONJ
american_scientific_journal-9884	34	12	it	it	PRON
american_scientific_journal-9884	34	13	achieved	achieve	VERB
american_scientific_journal-9884	34	14	86.7	86.7	NUM
american_scientific_journal-9884	34	15	%	%	NOUN
american_scientific_journal-9884	34	16	accuracy	accuracy	NOUN
american_scientific_journal-9884	34	17	.	.	PUNCT
american_scientific_journal-9884	35	1	wang	wang	PROPN
american_scientific_journal-9884	35	2	l	l	PROPN
american_scientific_journal-9884	35	3	and	and	CCONJ
american_scientific_journal-9884	35	4	his	his	PRON
american_scientific_journal-9884	35	5	colleagues	colleague	NOUN
american_scientific_journal-9884	35	6	.	.	PUNCT
american_scientific_journal-9884	36	1	[	[	X
american_scientific_journal-9884	36	2	11	11	NUM
american_scientific_journal-9884	36	3	]	]	PUNCT
american_scientific_journal-9884	36	4	proposed	propose	VERB
american_scientific_journal-9884	36	5	covid	covid	PROPN
american_scientific_journal-9884	36	6	-	-	ADJ
american_scientific_journal-9884	36	7	net	net	ADJ
american_scientific_journal-9884	36	8	algorithm	algorithm	NOUN
american_scientific_journal-9884	36	9	,	,	PUNCT
american_scientific_journal-9884	36	10	a	a	DET
american_scientific_journal-9884	36	11	deep	deep	ADJ
american_scientific_journal-9884	36	12	cnn	cnn	NOUN
american_scientific_journal-9884	36	13	architecture	architecture	NOUN
american_scientific_journal-9884	36	14	.	.	PUNCT
american_scientific_journal-9884	37	1	it	it	PRON
american_scientific_journal-9884	37	2	applied	apply	VERB
american_scientific_journal-9884	37	3	to	to	ADP
american_scientific_journal-9884	37	4	13,975	13,975	NUM
american_scientific_journal-9884	37	5	x	x	NOUN
american_scientific_journal-9884	37	6	-	-	NOUN
american_scientific_journal-9884	37	7	ray	ray	NOUN
american_scientific_journal-9884	37	8	images	image	NOUN
american_scientific_journal-9884	37	9	from	from	ADP
american_scientific_journal-9884	37	10	13,870	13,870	NUM
american_scientific_journal-9884	37	11	patients	patient	NOUN
american_scientific_journal-9884	37	12	.	.	PUNCT
american_scientific_journal-9884	38	1	this	this	DET
american_scientific_journal-9884	38	2	proposed	propose	VERB
american_scientific_journal-9884	38	3	algorithm	algorithm	NOUN
american_scientific_journal-9884	38	4	achieved	achieve	VERB
american_scientific_journal-9884	38	5	92.4	92.4	NUM
american_scientific_journal-9884	38	6	%	%	NOUN
american_scientific_journal-9884	38	7	accuracy.wu	accuracy.wu	PROPN
american_scientific_journal-9884	38	8	x	x	PUNCT
american_scientific_journal-9884	38	9	and	and	CCONJ
american_scientific_journal-9884	38	10	his	his	PRON
american_scientific_journal-9884	38	11	colleagues	colleague	NOUN
american_scientific_journal-9884	38	12	.	.	PUNCT
american_scientific_journal-9884	39	1	[	[	X
american_scientific_journal-9884	39	2	12	12	NUM
american_scientific_journal-9884	39	3	]	]	PUNCT
american_scientific_journal-9884	39	4	developed	develop	VERB
american_scientific_journal-9884	39	5	a	a	DET
american_scientific_journal-9884	39	6	multiview	multiview	NOUN
american_scientific_journal-9884	39	7	fusion	fusion	NOUN
american_scientific_journal-9884	39	8	model	model	NOUN
american_scientific_journal-9884	39	9	using	use	VERB
american_scientific_journal-9884	39	10	deep	deep	ADJ
american_scientific_journal-9884	39	11	learning	learning	NOUN
american_scientific_journal-9884	39	12	techniques	technique	NOUN
american_scientific_journal-9884	39	13	to	to	PART
american_scientific_journal-9884	39	14	detect	detect	VERB
american_scientific_journal-9884	39	15	the	the	DET
american_scientific_journal-9884	39	16	novel	novel	ADJ
american_scientific_journal-9884	39	17	coronavirus	coronavirus	NOUN
american_scientific_journal-9884	39	18	pneumonia	pneumonia	NOUN
american_scientific_journal-9884	39	19	.	.	PUNCT
american_scientific_journal-9884	40	1	this	this	DET
american_scientific_journal-9884	40	2	model	model	NOUN
american_scientific_journal-9884	40	3	applied	apply	VERB
american_scientific_journal-9884	40	4	to	to	ADP
american_scientific_journal-9884	40	5	495	495	NUM
american_scientific_journal-9884	40	6	ct	ct	NUM
american_scientific_journal-9884	40	7	images	image	NOUN
american_scientific_journal-9884	40	8	consisting	consist	VERB
american_scientific_journal-9884	40	9	of	of	ADP
american_scientific_journal-9884	40	10	368	368	NUM
american_scientific_journal-9884	40	11	covid-19	covid-19	PROPN
american_scientific_journal-9884	40	12	cases	case	NOUN
american_scientific_journal-9884	40	13	and	and	CCONJ
american_scientific_journal-9884	40	14	it	it	PRON
american_scientific_journal-9884	40	15	achieved	achieve	VERB
american_scientific_journal-9884	40	16	70.0	70.0	NUM
american_scientific_journal-9884	40	17	%	%	NOUN
american_scientific_journal-9884	40	18	accuracy	accuracy	NOUN
american_scientific_journal-9884	40	19	and	and	CCONJ
american_scientific_journal-9884	40	20	73.2	73.2	NUM
american_scientific_journal-9884	40	21	%	%	NOUN
american_scientific_journal-9884	40	22	auc.khan	auc.khan	ADP
american_scientific_journal-9884	40	23	a	a	PRON
american_scientific_journal-9884	40	24	and	and	CCONJ
american_scientific_journal-9884	40	25	his	his	PRON
american_scientific_journal-9884	40	26	colleagues	colleague	NOUN
american_scientific_journal-9884	40	27	.	.	PUNCT
american_scientific_journal-9884	41	1	[	[	X
american_scientific_journal-9884	41	2	13	13	NUM
american_scientific_journal-9884	41	3	]	]	PUNCT
american_scientific_journal-9884	41	4	developed	develop	VERB
american_scientific_journal-9884	41	5	a	a	DET
american_scientific_journal-9884	41	6	coronet	coronet	NOUN
american_scientific_journal-9884	41	7	:	:	PUNCT
american_scientific_journal-9884	41	8	xception	xception	NOUN
american_scientific_journal-9884	41	9	architecture	architecture	NOUN
american_scientific_journal-9884	41	10	for	for	ADP
american_scientific_journal-9884	41	11	detection	detection	NOUN
american_scientific_journal-9884	41	12	and	and	CCONJ
american_scientific_journal-9884	41	13	diagnosis	diagnosis	NOUN
american_scientific_journal-9884	41	14	of	of	ADP
american_scientific_journal-9884	41	15	covid-19	covid-19	PROPN
american_scientific_journal-9884	41	16	from	from	ADP
american_scientific_journal-9884	41	17	chest	chest	NOUN
american_scientific_journal-9884	41	18	x	x	NOUN
american_scientific_journal-9884	41	19	-	-	NOUN
american_scientific_journal-9884	41	20	ray	ray	NOUN
american_scientific_journal-9884	41	21	images	image	NOUN
american_scientific_journal-9884	41	22	.	.	PUNCT
american_scientific_journal-9884	42	1	the	the	DET
american_scientific_journal-9884	42	2	proposed	propose	VERB
american_scientific_journal-9884	42	3	model	model	NOUN
american_scientific_journal-9884	42	4	achieved	achieve	VERB
american_scientific_journal-9884	42	5	89.6	89.6	NUM
american_scientific_journal-9884	42	6	%	%	NOUN
american_scientific_journal-9884	42	7	accuracy.wang	accuracy.wang	PROPN
american_scientific_journal-9884	42	8	s	s	PROPN
american_scientific_journal-9884	42	9	and	and	CCONJ
american_scientific_journal-9884	42	10	his	his	PRON
american_scientific_journal-9884	42	11	colleagues	colleague	NOUN
american_scientific_journal-9884	42	12	.	.	PUNCT
american_scientific_journal-9884	43	1	[	[	X
american_scientific_journal-9884	43	2	14	14	NUM
american_scientific_journal-9884	43	3	]	]	PUNCT
american_scientific_journal-9884	43	4	used	use	VERB
american_scientific_journal-9884	43	5	modified	modify	VERB
american_scientific_journal-9884	43	6	inception	inception	NOUN
american_scientific_journal-9884	43	7	to	to	PART
american_scientific_journal-9884	43	8	detect	detect	VERB
american_scientific_journal-9884	43	9	corona	corona	NOUN
american_scientific_journal-9884	43	10	virus	virus	NOUN
american_scientific_journal-9884	43	11	disease	disease	NOUN
american_scientific_journal-9884	43	12	from	from	ADP
american_scientific_journal-9884	43	13	ct	ct	NUM
american_scientific_journal-9884	43	14	image	image	NOUN
american_scientific_journal-9884	43	15	.	.	PUNCT
american_scientific_journal-9884	44	1	the	the	DET
american_scientific_journal-9884	44	2	proposed	propose	VERB
american_scientific_journal-9884	44	3	algorithm	algorithm	NOUN
american_scientific_journal-9884	44	4	achieved	achieve	VERB
american_scientific_journal-9884	44	5	79.3	79.3	NUM
american_scientific_journal-9884	44	6	%	%	NOUN
american_scientific_journal-9884	44	7	accuracy	accuracy	NOUN
american_scientific_journal-9884	44	8	=	=	NOUN
american_scientific_journal-9884	44	9	79.3	79.3	NUM
american_scientific_journal-9884	44	10	%	%	NOUN
american_scientific_journal-9884	44	11	and	and	CCONJ
american_scientific_journal-9884	44	12	83.0	83.0	NUM
american_scientific_journal-9884	44	13	%	%	NOUN
american_scientific_journal-9884	44	14	specificity.covid-19	specificity.covid-19	PROPN
american_scientific_journal-9884	44	15	continues	continue	VERB
american_scientific_journal-9884	44	16	to	to	PART
american_scientific_journal-9884	44	17	be	be	AUX
american_scientific_journal-9884	44	18	a	a	DET
american_scientific_journal-9884	44	19	highly	highly	ADV
american_scientific_journal-9884	44	20	severe	severe	ADJ
american_scientific_journal-9884	44	21	and	and	CCONJ
american_scientific_journal-9884	44	22	lifethreatening	lifethreatene	VERB
american_scientific_journal-9884	44	23	disease	disease	NOUN
american_scientific_journal-9884	44	24	,	,	PUNCT
american_scientific_journal-9884	44	25	highlighting	highlight	VERB
american_scientific_journal-9884	44	26	the	the	DET
american_scientific_journal-9884	44	27	urgent	urgent	ADJ
american_scientific_journal-9884	44	28	need	need	NOUN
american_scientific_journal-9884	44	29	for	for	ADP
american_scientific_journal-9884	44	30	swift	swift	ADJ
american_scientific_journal-9884	44	31	and	and	CCONJ
american_scientific_journal-9884	44	32	efficient	efficient	ADJ
american_scientific_journal-9884	44	33	detection	detection	NOUN
american_scientific_journal-9884	44	34	methods	method	NOUN
american_scientific_journal-9884	44	35	to	to	PART
american_scientific_journal-9884	44	36	diagnose	diagnose	VERB
american_scientific_journal-9884	44	37	it	it	PRON
american_scientific_journal-9884	44	38	at	at	ADP
american_scientific_journal-9884	44	39	an	an	DET
american_scientific_journal-9884	44	40	early	early	ADJ
american_scientific_journal-9884	44	41	stage	stage	NOUN
american_scientific_journal-9884	44	42	.	.	PUNCT
american_scientific_journal-9884	45	1	in	in	ADP
american_scientific_journal-9884	45	2	this	this	DET
american_scientific_journal-9884	45	3	context	context	NOUN
american_scientific_journal-9884	45	4	,	,	PUNCT
american_scientific_journal-9884	45	5	researchers	researcher	NOUN
american_scientific_journal-9884	45	6	have	have	AUX
american_scientific_journal-9884	45	7	recognized	recognize	VERB
american_scientific_journal-9884	45	8	the	the	DET
american_scientific_journal-9884	45	9	effectiveness	effectiveness	NOUN
american_scientific_journal-9884	45	10	of	of	ADP
american_scientific_journal-9884	45	11	artificial	artificial	ADJ
american_scientific_journal-9884	45	12	intelligence	intelligence	NOUN
american_scientific_journal-9884	45	13	(	(	PUNCT
american_scientific_journal-9884	45	14	ai	ai	NOUN
american_scientific_journal-9884	45	15	)	)	PUNCT
american_scientific_journal-9884	45	16	as	as	ADP
american_scientific_journal-9884	45	17	a	a	DET
american_scientific_journal-9884	45	18	valuable	valuable	ADJ
american_scientific_journal-9884	45	19	tool	tool	NOUN
american_scientific_journal-9884	45	20	in	in	ADP
american_scientific_journal-9884	45	21	covid-19	covid-19	PROPN
american_scientific_journal-9884	45	22	detection	detection	NOUN
american_scientific_journal-9884	45	23	.	.	PUNCT
american_scientific_journal-9884	46	1	the	the	DET
american_scientific_journal-9884	46	2	present	present	ADJ
american_scientific_journal-9884	46	3	article	article	NOUN
american_scientific_journal-9884	46	4	builds	build	VERB
american_scientific_journal-9884	46	5	upon	upon	SCONJ
american_scientific_journal-9884	46	6	this	this	DET
american_scientific_journal-9884	46	7	notion	notion	NOUN
american_scientific_journal-9884	46	8	by	by	ADP
american_scientific_journal-9884	46	9	proposing	propose	VERB
american_scientific_journal-9884	46	10	an	an	DET
american_scientific_journal-9884	46	11	improvement	improvement	NOUN
american_scientific_journal-9884	46	12	achieved	achieve	VERB
american_scientific_journal-9884	46	13	through	through	ADP
american_scientific_journal-9884	46	14	the	the	DET
american_scientific_journal-9884	46	15	combination	combination	NOUN
american_scientific_journal-9884	46	16	of	of	ADP
american_scientific_journal-9884	46	17	two	two	NUM
american_scientific_journal-9884	46	18	algorithms	algorithm	NOUN
american_scientific_journal-9884	46	19	,	,	PUNCT
american_scientific_journal-9884	46	20	namely	namely	ADV
american_scientific_journal-9884	46	21	cnn	cnn	PROPN
american_scientific_journal-9884	46	22	and	and	CCONJ
american_scientific_journal-9884	46	23	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	46	24	.	.	PUNCT
american_scientific_journal-9884	46	25	by	by	ADP
american_scientific_journal-9884	46	26	leveraging	leverage	VERB
american_scientific_journal-9884	46	27	the	the	DET
american_scientific_journal-9884	46	28	strengths	strength	NOUN
american_scientific_journal-9884	46	29	of	of	ADP
american_scientific_journal-9884	46	30	both	both	DET
american_scientific_journal-9884	46	31	algorithms	algorithm	NOUN
american_scientific_journal-9884	46	32	,	,	PUNCT
american_scientific_journal-9884	46	33	the	the	DET
american_scientific_journal-9884	46	34	aim	aim	NOUN
american_scientific_journal-9884	46	35	is	be	AUX
american_scientific_journal-9884	46	36	to	to	PART
american_scientific_journal-9884	46	37	enhance	enhance	VERB
american_scientific_journal-9884	46	38	the	the	DET
american_scientific_journal-9884	46	39	accuracy	accuracy	NOUN
american_scientific_journal-9884	46	40	and	and	CCONJ
american_scientific_journal-9884	46	41	efficiency	efficiency	NOUN
american_scientific_journal-9884	46	42	of	of	ADP
american_scientific_journal-9884	46	43	covid-19	covid-19	PROPN
american_scientific_journal-9884	46	44	detection.this	detection.this	PRON
american_scientific_journal-9884	46	45	paper	paper	NOUN
american_scientific_journal-9884	46	46	is	be	AUX
american_scientific_journal-9884	46	47	organized	organize	VERB
american_scientific_journal-9884	46	48	as	as	SCONJ
american_scientific_journal-9884	46	49	follows	follow	VERB
american_scientific_journal-9884	46	50	:	:	PUNCT
american_scientific_journal-9884	46	51	section	section	NOUN
american_scientific_journal-9884	46	52	2	2	NUM
american_scientific_journal-9884	46	53	presents	present	VERB
american_scientific_journal-9884	46	54	the	the	DET
american_scientific_journal-9884	46	55	materials	material	NOUN
american_scientific_journal-9884	46	56	and	and	CCONJ
american_scientific_journal-9884	46	57	methods	method	NOUN
american_scientific_journal-9884	46	58	used	use	VERB
american_scientific_journal-9884	46	59	.	.	PUNCT
american_scientific_journal-9884	47	1	section	section	NOUN
american_scientific_journal-9884	47	2	3	3	NUM
american_scientific_journal-9884	47	3	describes	describe	VERB
american_scientific_journal-9884	47	4	the	the	DET
american_scientific_journal-9884	47	5	results	result	NOUN
american_scientific_journal-9884	47	6	of	of	ADP
american_scientific_journal-9884	47	7	the	the	DET
american_scientific_journal-9884	47	8	study	study	NOUN
american_scientific_journal-9884	47	9	and	and	CCONJ
american_scientific_journal-9884	47	10	discussion	discussion	NOUN
american_scientific_journal-9884	47	11	,	,	PUNCT
american_scientific_journal-9884	47	12	and	and	CCONJ
american_scientific_journal-9884	47	13	in	in	ADP
american_scientific_journal-9884	47	14	the	the	DET
american_scientific_journal-9884	47	15	end	end	NOUN
american_scientific_journal-9884	47	16	,	,	PUNCT
american_scientific_journal-9884	47	17	section	section	NOUN
american_scientific_journal-9884	47	18	4	4	NUM
american_scientific_journal-9884	47	19	presents	present	VERB
american_scientific_journal-9884	47	20	the	the	DET
american_scientific_journal-9884	47	21	conclusion	conclusion	NOUN
american_scientific_journal-9884	47	22	.	.	PUNCT
american_scientific_journal-9884	48	1	2	2	X
american_scientific_journal-9884	48	2	.	.	X
american_scientific_journal-9884	48	3	materials	material	NOUN
american_scientific_journal-9884	48	4	and	and	CCONJ
american_scientific_journal-9884	48	5	methods	method	NOUN
american_scientific_journal-9884	48	6	2.1	2.1	NUM
american_scientific_journal-9884	48	7	.	.	PUNCT
american_scientific_journal-9884	49	1	data	datum	NOUN
american_scientific_journal-9884	49	2	set	set	VERB
american_scientific_journal-9884	49	3	description	description	NOUN
american_scientific_journal-9884	49	4	306	306	NUM
american_scientific_journal-9884	49	5	ct	ct	NUM
american_scientific_journal-9884	49	6	exams	exam	NOUN
american_scientific_journal-9884	49	7	have	have	AUX
american_scientific_journal-9884	49	8	been	be	AUX
american_scientific_journal-9884	49	9	used	use	VERB
american_scientific_journal-9884	49	10	as	as	ADP
american_scientific_journal-9884	49	11	a	a	DET
american_scientific_journal-9884	49	12	data	data	NOUN
american_scientific_journal-9884	49	13	bases	basis	NOUN
american_scientific_journal-9884	49	14	.	.	PUNCT
american_scientific_journal-9884	50	1	it	it	PRON
american_scientific_journal-9884	50	2	consists	consist	VERB
american_scientific_journal-9884	50	3	of	of	ADP
american_scientific_journal-9884	50	4	three	three	NUM
american_scientific_journal-9884	50	5	classes	class	NOUN
american_scientific_journal-9884	50	6	:	:	PUNCT
american_scientific_journal-9884	50	7	170	170	NUM
american_scientific_journal-9884	50	8	exams	exam	NOUN
american_scientific_journal-9884	50	9	confirmed	confirm	VERB
american_scientific_journal-9884	50	10	covid-19	covid-19	PROPN
american_scientific_journal-9884	50	11	patients	patient	NOUN
american_scientific_journal-9884	50	12	,	,	PUNCT
american_scientific_journal-9884	50	13	59	59	NUM
american_scientific_journal-9884	50	14	exams	exam	NOUN
american_scientific_journal-9884	50	15	cap	cap	NOUN
american_scientific_journal-9884	50	16	cases	case	NOUN
american_scientific_journal-9884	50	17	(	(	PUNCT
american_scientific_journal-9884	50	18	community	community	NOUN
american_scientific_journal-9884	50	19	acquired	acquire	VERB
american_scientific_journal-9884	50	20	pneumonia	pneumonia	NOUN
american_scientific_journal-9884	50	21	)	)	PUNCT
american_scientific_journal-9884	51	1	[	[	X
american_scientific_journal-9884	51	2	15	15	NUM
american_scientific_journal-9884	51	3	]	]	PUNCT
american_scientific_journal-9884	51	4	and	and	CCONJ
american_scientific_journal-9884	51	5	other	other	ADJ
american_scientific_journal-9884	51	6	77	77	NUM
american_scientific_journal-9884	51	7	images	image	NOUN
american_scientific_journal-9884	51	8	belonged	belong	VERB
american_scientific_journal-9884	51	9	to	to	ADP
american_scientific_journal-9884	51	10	normal	normal	ADJ
american_scientific_journal-9884	51	11	without	without	ADP
american_scientific_journal-9884	51	12	covid-19	covid-19	PROPN
american_scientific_journal-9884	51	13	.	.	PUNCT
american_scientific_journal-9884	52	1	x	x	X
american_scientific_journal-9884	52	2	-	-	PUNCT
american_scientific_journal-9884	52	3	ray	ray	NOUN
american_scientific_journal-9884	52	4	image	image	NOUN
american_scientific_journal-9884	52	5	dataset	dataset	NOUN
american_scientific_journal-9884	52	6	patients	patient	NOUN
american_scientific_journal-9884	52	7	collected	collect	VERB
american_scientific_journal-9884	52	8	from	from	ADP
american_scientific_journal-9884	52	9	[	[	X
american_scientific_journal-9884	52	10	16	16	NUM
american_scientific_journal-9884	52	11	]	]	PUNCT
american_scientific_journal-9884	52	12	.	.	PUNCT
american_scientific_journal-9884	53	1	american	american	ADJ
american_scientific_journal-9884	53	2	academic	academic	ADJ
american_scientific_journal-9884	53	3	scientific	scientific	ADJ
american_scientific_journal-9884	53	4	research	research	NOUN
american_scientific_journal-9884	53	5	journal	journal	NOUN
american_scientific_journal-9884	53	6	for	for	ADP
american_scientific_journal-9884	53	7	engineering	engineering	NOUN
american_scientific_journal-9884	53	8	,	,	PUNCT
american_scientific_journal-9884	53	9	technology	technology	NOUN
american_scientific_journal-9884	53	10	,	,	PUNCT
american_scientific_journal-9884	53	11	and	and	CCONJ
american_scientific_journal-9884	53	12	sciences	science	NOUN
american_scientific_journal-9884	53	13	(	(	PUNCT
american_scientific_journal-9884	53	14	asrjets	asrjet	NOUN
american_scientific_journal-9884	53	15	)	)	PUNCT
american_scientific_journal-9884	53	16	volume	volume	NOUN
american_scientific_journal-9884	53	17	98	98	NUM
american_scientific_journal-9884	53	18	,	,	PUNCT
american_scientific_journal-9884	53	19	no	no	DET
american_scientific_journal-9884	53	20	1	1	NUM
american_scientific_journal-9884	53	21	,	,	PUNCT
american_scientific_journal-9884	53	22	pp	pp	ADV
american_scientific_journal-9884	53	23	201	201	NUM
american_scientific_journal-9884	53	24	-	-	SYM
american_scientific_journal-9884	53	25	209	209	NUM
american_scientific_journal-9884	53	26	203	203	NUM
american_scientific_journal-9884	53	27	the	the	DET
american_scientific_journal-9884	53	28	covid	covid	PROPN
american_scientific_journal-9884	53	29	is	be	AUX
american_scientific_journal-9884	53	30	showed	show	VERB
american_scientific_journal-9884	53	31	in	in	ADP
american_scientific_journal-9884	53	32	the	the	DET
american_scientific_journal-9884	53	33	image	image	NOUN
american_scientific_journal-9884	53	34	(	(	PUNCT
american_scientific_journal-9884	53	35	figure	figure	NOUN
american_scientific_journal-9884	53	36	1	1	NUM
american_scientific_journal-9884	53	37	)	)	PUNCT
american_scientific_journal-9884	53	38	as	as	ADP
american_scientific_journal-9884	53	39	a	a	DET
american_scientific_journal-9884	53	40	ground	ground	NOUN
american_scientific_journal-9884	53	41	glass	glass	NOUN
american_scientific_journal-9884	53	42	.	.	PUNCT
american_scientific_journal-9884	54	1	it	it	PRON
american_scientific_journal-9884	54	2	is	be	AUX
american_scientific_journal-9884	54	3	defined	define	VERB
american_scientific_journal-9884	54	4	as	as	ADP
american_scientific_journal-9884	54	5	an	an	DET
american_scientific_journal-9884	54	6	area	area	NOUN
american_scientific_journal-9884	54	7	of	of	ADP
american_scientific_journal-9884	54	8	pulmonary	pulmonary	ADJ
american_scientific_journal-9884	54	9	parenchyma	parenchyma	NOUN
american_scientific_journal-9884	54	10	whose	whose	DET
american_scientific_journal-9884	54	11	density	density	NOUN
american_scientific_journal-9884	54	12	is	be	AUX
american_scientific_journal-9884	54	13	increased	increase	VERB
american_scientific_journal-9884	54	14	,	,	PUNCT
american_scientific_journal-9884	54	15	without	without	ADP
american_scientific_journal-9884	54	16	obliterating	obliterate	VERB
american_scientific_journal-9884	54	17	the	the	DET
american_scientific_journal-9884	54	18	pulmonary	pulmonary	ADJ
american_scientific_journal-9884	54	19	vessels	vessel	NOUN
american_scientific_journal-9884	54	20	.	.	PUNCT
american_scientific_journal-9884	55	1	figure	figure	NOUN
american_scientific_journal-9884	55	2	1	1	NUM
american_scientific_journal-9884	55	3	:	:	PUNCT
american_scientific_journal-9884	55	4	covid-19	covid-19	PROPN
american_scientific_journal-9884	55	5	images	image	VERB
american_scientific_journal-9884	55	6	2.2	2.2	NUM
american_scientific_journal-9884	55	7	.	.	PUNCT
american_scientific_journal-9884	56	1	data	datum	NOUN
american_scientific_journal-9884	56	2	preprocessing	preprocesse	VERB
american_scientific_journal-9884	56	3	the	the	DET
american_scientific_journal-9884	56	4	preprocessing	preprocessing	NOUN
american_scientific_journal-9884	56	5	steps	step	NOUN
american_scientific_journal-9884	56	6	involve	involve	VERB
american_scientific_journal-9884	56	7	many	many	ADJ
american_scientific_journal-9884	56	8	operations	operation	NOUN
american_scientific_journal-9884	56	9	including	include	VERB
american_scientific_journal-9884	56	10	:	:	PUNCT
american_scientific_journal-9884	56	11			NUM
american_scientific_journal-9884	56	12	resize	resize	VERB
american_scientific_journal-9884	56	13	images	image	NOUN
american_scientific_journal-9884	56	14	to	to	PART
american_scientific_journal-9884	56	15	consist	consist	VERB
american_scientific_journal-9884	56	16	size	size	NOUN
american_scientific_journal-9884	56	17	(	(	PUNCT
american_scientific_journal-9884	56	18	224×224	224×224	NUM
american_scientific_journal-9884	56	19	pixels	pixel	NOUN
american_scientific_journal-9884	56	20	)	)	PUNCT
american_scientific_journal-9884	56	21	.	.	PUNCT
american_scientific_journal-9884	57	1			X
american_scientific_journal-9884	57	2	normalize	normalize	VERB
american_scientific_journal-9884	57	3	pixels	pixel	NOUN
american_scientific_journal-9884	57	4	values	value	NOUN
american_scientific_journal-9884	57	5	.	.	PUNCT
american_scientific_journal-9884	58	1			X
american_scientific_journal-9884	58	2	augment	augment	VERB
american_scientific_journal-9884	58	3	the	the	DET
american_scientific_journal-9884	58	4	data	datum	NOUN
american_scientific_journal-9884	58	5	set	set	VERB
american_scientific_journal-9884	58	6	with	with	ADP
american_scientific_journal-9884	58	7	transformations	transformation	NOUN
american_scientific_journal-9884	58	8	such	such	ADJ
american_scientific_journal-9884	58	9	as	as	ADP
american_scientific_journal-9884	58	10	rotations	rotation	NOUN
american_scientific_journal-9884	58	11	,	,	PUNCT
american_scientific_journal-9884	58	12	translation	translation	NOUN
american_scientific_journal-9884	58	13	and	and	CCONJ
american_scientific_journal-9884	58	14	flips	flip	NOUN
american_scientific_journal-9884	58	15	.	.	PUNCT
american_scientific_journal-9884	59	1	2.3	2.3	NUM
american_scientific_journal-9884	59	2	.	.	PUNCT
american_scientific_journal-9884	60	1	convolutional	convolutional	ADJ
american_scientific_journal-9884	60	2	neural	neural	ADJ
american_scientific_journal-9884	60	3	network	network	NOUN
american_scientific_journal-9884	60	4	(	(	PUNCT
american_scientific_journal-9884	60	5	cnn	cnn	PROPN
american_scientific_journal-9884	60	6	)	)	PUNCT
american_scientific_journal-9884	60	7	a	a	DET
american_scientific_journal-9884	60	8	convolutional	convolutional	ADJ
american_scientific_journal-9884	60	9	neural	neural	ADJ
american_scientific_journal-9884	60	10	network	network	NOUN
american_scientific_journal-9884	60	11	(	(	PUNCT
american_scientific_journal-9884	60	12	cnn	cnn	PROPN
american_scientific_journal-9884	60	13	)	)	PUNCT
american_scientific_journal-9884	60	14	is	be	AUX
american_scientific_journal-9884	60	15	a	a	DET
american_scientific_journal-9884	60	16	specialized	specialized	ADJ
american_scientific_journal-9884	60	17	form	form	NOUN
american_scientific_journal-9884	60	18	of	of	ADP
american_scientific_journal-9884	60	19	artificial	artificial	ADJ
american_scientific_journal-9884	60	20	intelligence	intelligence	NOUN
american_scientific_journal-9884	60	21	that	that	PRON
american_scientific_journal-9884	60	22	utilizes	utilize	VERB
american_scientific_journal-9884	60	23	a	a	DET
american_scientific_journal-9884	60	24	mathematical	mathematical	ADJ
american_scientific_journal-9884	60	25	operation	operation	NOUN
american_scientific_journal-9884	60	26	called	call	VERB
american_scientific_journal-9884	60	27	convolution	convolution	NOUN
american_scientific_journal-9884	60	28	to	to	PART
american_scientific_journal-9884	60	29	process	process	VERB
american_scientific_journal-9884	60	30	image	image	NOUN
american_scientific_journal-9884	60	31	data	datum	NOUN
american_scientific_journal-9884	60	32	.	.	PUNCT
american_scientific_journal-9884	61	1	convolution	convolution	NOUN
american_scientific_journal-9884	61	2	involves	involve	VERB
american_scientific_journal-9884	61	3	multiplying	multiply	VERB
american_scientific_journal-9884	61	4	two	two	NUM
american_scientific_journal-9884	61	5	matrices	matrix	NOUN
american_scientific_journal-9884	61	6	,	,	PUNCT
american_scientific_journal-9884	61	7	resulting	result	VERB
american_scientific_journal-9884	61	8	in	in	ADP
american_scientific_journal-9884	61	9	a	a	DET
american_scientific_journal-9884	61	10	smaller	small	ADJ
american_scientific_journal-9884	61	11	matrix	matrix	NOUN
american_scientific_journal-9884	61	12	.	.	PUNCT
american_scientific_journal-9884	62	1	in	in	ADP
american_scientific_journal-9884	62	2	the	the	DET
american_scientific_journal-9884	62	3	context	context	NOUN
american_scientific_journal-9884	62	4	of	of	ADP
american_scientific_journal-9884	62	5	cnns	cnn	NOUN
american_scientific_journal-9884	62	6	,	,	PUNCT
american_scientific_journal-9884	62	7	an	an	DET
american_scientific_journal-9884	62	8	input	input	NOUN
american_scientific_journal-9884	62	9	image	image	NOUN
american_scientific_journal-9884	62	10	is	be	AUX
american_scientific_journal-9884	62	11	processed	process	VERB
american_scientific_journal-9884	62	12	using	use	VERB
american_scientific_journal-9884	62	13	a	a	DET
american_scientific_journal-9884	62	14	filter	filter	NOUN
american_scientific_journal-9884	62	15	or	or	CCONJ
american_scientific_journal-9884	62	16	kernel	kernel	NOUN
american_scientific_journal-9884	62	17	,	,	PUNCT
american_scientific_journal-9884	62	18	generating	generate	VERB
american_scientific_journal-9884	62	19	a	a	DET
american_scientific_journal-9884	62	20	feature	feature	NOUN
american_scientific_journal-9884	62	21	map	map	NOUN
american_scientific_journal-9884	62	22	that	that	PRON
american_scientific_journal-9884	62	23	describes	describe	VERB
american_scientific_journal-9884	62	24	the	the	DET
american_scientific_journal-9884	62	25	image	image	NOUN
american_scientific_journal-9884	62	26	.	.	PUNCT
american_scientific_journal-9884	63	1	during	during	ADP
american_scientific_journal-9884	63	2	the	the	DET
american_scientific_journal-9884	63	3	convolution	convolution	NOUN
american_scientific_journal-9884	63	4	operation	operation	NOUN
american_scientific_journal-9884	63	5	,	,	PUNCT
american_scientific_journal-9884	63	6	a	a	DET
american_scientific_journal-9884	63	7	filter	filter	NOUN
american_scientific_journal-9884	63	8	,	,	PUNCT
american_scientific_journal-9884	63	9	typically	typically	ADV
american_scientific_journal-9884	63	10	a	a	DET
american_scientific_journal-9884	63	11	2x2	2x2	NUM
american_scientific_journal-9884	63	12	or	or	CCONJ
american_scientific_journal-9884	63	13	3x3	3x3	NUM
american_scientific_journal-9884	63	14	matrix	matrix	NOUN
american_scientific_journal-9884	63	15	,	,	PUNCT
american_scientific_journal-9884	63	16	is	be	AUX
american_scientific_journal-9884	63	17	applied	apply	VERB
american_scientific_journal-9884	63	18	by	by	ADP
american_scientific_journal-9884	63	19	sliding	slide	VERB
american_scientific_journal-9884	63	20	it	it	PRON
american_scientific_journal-9884	63	21	over	over	ADP
american_scientific_journal-9884	63	22	the	the	DET
american_scientific_journal-9884	63	23	image	image	NOUN
american_scientific_journal-9884	63	24	matrix	matrix	NOUN
american_scientific_journal-9884	63	25	.	.	PUNCT
american_scientific_journal-9884	64	1	the	the	DET
american_scientific_journal-9884	64	2	corresponding	correspond	VERB
american_scientific_journal-9884	64	3	values	value	NOUN
american_scientific_journal-9884	64	4	in	in	ADP
american_scientific_journal-9884	64	5	both	both	DET
american_scientific_journal-9884	64	6	matrices	matrix	NOUN
american_scientific_journal-9884	64	7	are	be	AUX
american_scientific_journal-9884	64	8	multiplied	multiply	VERB
american_scientific_journal-9884	64	9	and	and	CCONJ
american_scientific_journal-9884	64	10	added	add	VERB
american_scientific_journal-9884	64	11	to	to	PART
american_scientific_journal-9884	64	12	produce	produce	VERB
american_scientific_journal-9884	64	13	a	a	DET
american_scientific_journal-9884	64	14	single	single	ADJ
american_scientific_journal-9884	64	15	number	number	NOUN
american_scientific_journal-9884	64	16	representing	represent	VERB
american_scientific_journal-9884	64	17	that	that	DET
american_scientific_journal-9884	64	18	particular	particular	ADJ
american_scientific_journal-9884	64	19	section	section	NOUN
american_scientific_journal-9884	64	20	of	of	ADP
american_scientific_journal-9884	64	21	the	the	DET
american_scientific_journal-9884	64	22	input	input	NOUN
american_scientific_journal-9884	64	23	space	space	NOUN
american_scientific_journal-9884	64	24	.	.	PUNCT
american_scientific_journal-9884	65	1	this	this	DET
american_scientific_journal-9884	65	2	process	process	NOUN
american_scientific_journal-9884	65	3	is	be	AUX
american_scientific_journal-9884	65	4	repeated	repeat	VERB
american_scientific_journal-9884	65	5	across	across	ADP
american_scientific_journal-9884	65	6	the	the	DET
american_scientific_journal-9884	65	7	entire	entire	ADJ
american_scientific_journal-9884	65	8	image	image	NOUN
american_scientific_journal-9884	65	9	.	.	PUNCT
american_scientific_journal-9884	66	1	in	in	ADP
american_scientific_journal-9884	66	2	this	this	DET
american_scientific_journal-9884	66	3	paper	paper	NOUN
american_scientific_journal-9884	66	4	,	,	PUNCT
american_scientific_journal-9884	66	5	a	a	DET
american_scientific_journal-9884	66	6	traditional	traditional	ADJ
american_scientific_journal-9884	66	7	cnn	cnn	NOUN
american_scientific_journal-9884	66	8	architecture	architecture	NOUN
american_scientific_journal-9884	66	9	,	,	PUNCT
american_scientific_journal-9884	66	10	commonly	commonly	ADV
american_scientific_journal-9884	66	11	employed	employ	VERB
american_scientific_journal-9884	66	12	for	for	ADP
american_scientific_journal-9884	66	13	image	image	NOUN
american_scientific_journal-9884	66	14	processing	processing	NOUN
american_scientific_journal-9884	66	15	and	and	CCONJ
american_scientific_journal-9884	66	16	interpretation	interpretation	NOUN
american_scientific_journal-9884	66	17	,	,	PUNCT
american_scientific_journal-9884	66	18	is	be	AUX
american_scientific_journal-9884	66	19	adopted	adopt	VERB
american_scientific_journal-9884	66	20	.	.	PUNCT
american_scientific_journal-9884	67	1	the	the	DET
american_scientific_journal-9884	67	2	architecture	architecture	NOUN
american_scientific_journal-9884	67	3	is	be	AUX
american_scientific_journal-9884	67	4	represented	represent	VERB
american_scientific_journal-9884	67	5	as	as	ADP
american_scientific_journal-9884	67	6	a	a	DET
american_scientific_journal-9884	67	7	keras	keras	PROPN
american_scientific_journal-9884	67	8	sequential	sequential	ADJ
american_scientific_journal-9884	67	9	model	model	NOUN
american_scientific_journal-9884	67	10	,	,	PUNCT
american_scientific_journal-9884	67	11	depicted	depict	VERB
american_scientific_journal-9884	67	12	in	in	ADP
american_scientific_journal-9884	67	13	figure	figure	NOUN
american_scientific_journal-9884	67	14	2	2	NUM
american_scientific_journal-9884	67	15	american	american	ADJ
american_scientific_journal-9884	67	16	academic	academic	ADJ
american_scientific_journal-9884	67	17	scientific	scientific	ADJ
american_scientific_journal-9884	67	18	research	research	NOUN
american_scientific_journal-9884	67	19	journal	journal	NOUN
american_scientific_journal-9884	67	20	for	for	ADP
american_scientific_journal-9884	67	21	engineering	engineering	NOUN
american_scientific_journal-9884	67	22	,	,	PUNCT
american_scientific_journal-9884	67	23	technology	technology	NOUN
american_scientific_journal-9884	67	24	,	,	PUNCT
american_scientific_journal-9884	67	25	and	and	CCONJ
american_scientific_journal-9884	67	26	sciences	science	NOUN
american_scientific_journal-9884	67	27	(	(	PUNCT
american_scientific_journal-9884	67	28	asrjets	asrjet	NOUN
american_scientific_journal-9884	67	29	)	)	PUNCT
american_scientific_journal-9884	67	30	volume	volume	NOUN
american_scientific_journal-9884	67	31	98	98	NUM
american_scientific_journal-9884	67	32	,	,	PUNCT
american_scientific_journal-9884	67	33	no	no	DET
american_scientific_journal-9884	67	34	1	1	NUM
american_scientific_journal-9884	67	35	,	,	PUNCT
american_scientific_journal-9884	67	36	pp	pp	ADV
american_scientific_journal-9884	67	37	201	201	NUM
american_scientific_journal-9884	67	38	-	-	SYM
american_scientific_journal-9884	67	39	209	209	NUM
american_scientific_journal-9884	67	40	204	204	NUM
american_scientific_journal-9884	67	41	figure	figure	NOUN
american_scientific_journal-9884	67	42	2	2	NUM
american_scientific_journal-9884	67	43	:	:	PUNCT
american_scientific_journal-9884	67	44	cnn	cnn	PROPN
american_scientific_journal-9884	67	45	model	model	NOUN
american_scientific_journal-9884	67	46	architecture	architecture	NOUN
american_scientific_journal-9884	67	47	2.4	2.4	NUM
american_scientific_journal-9884	67	48	.	.	PUNCT
american_scientific_journal-9884	68	1	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	68	2	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	68	3	is	be	AUX
american_scientific_journal-9884	68	4	a	a	DET
american_scientific_journal-9884	68	5	deep	deep	ADJ
american_scientific_journal-9884	68	6	residual	residual	ADJ
american_scientific_journal-9884	68	7	network	network	NOUN
american_scientific_journal-9884	68	8	that	that	PRON
american_scientific_journal-9884	68	9	falls	fall	VERB
american_scientific_journal-9884	68	10	under	under	ADP
american_scientific_journal-9884	68	11	the	the	DET
american_scientific_journal-9884	68	12	category	category	NOUN
american_scientific_journal-9884	68	13	of	of	ADP
american_scientific_journal-9884	68	14	convolutional	convolutional	ADJ
american_scientific_journal-9884	68	15	neural	neural	ADJ
american_scientific_journal-9884	68	16	networks	network	NOUN
american_scientific_journal-9884	68	17	(	(	PUNCT
american_scientific_journal-9884	68	18	cnns	cnns	PROPN
american_scientific_journal-9884	68	19	)	)	PUNCT
american_scientific_journal-9884	68	20	used	use	VERB
american_scientific_journal-9884	68	21	for	for	ADP
american_scientific_journal-9884	68	22	image	image	NOUN
american_scientific_journal-9884	68	23	classification	classification	NOUN
american_scientific_journal-9884	68	24	.	.	PUNCT
american_scientific_journal-9884	69	1	one	one	NUM
american_scientific_journal-9884	69	2	of	of	ADP
american_scientific_journal-9884	69	3	its	its	PRON
american_scientific_journal-9884	69	4	key	key	ADJ
american_scientific_journal-9884	69	5	innovations	innovation	NOUN
american_scientific_journal-9884	69	6	is	be	AUX
american_scientific_journal-9884	69	7	the	the	DET
american_scientific_journal-9884	69	8	introduction	introduction	NOUN
american_scientific_journal-9884	69	9	of	of	ADP
american_scientific_journal-9884	69	10	a	a	DET
american_scientific_journal-9884	69	11	novel	novel	ADJ
american_scientific_journal-9884	69	12	architecture	architecture	NOUN
american_scientific_journal-9884	69	13	called	call	VERB
american_scientific_journal-9884	69	14	"	"	PUNCT
american_scientific_journal-9884	69	15	network	network	NOUN
american_scientific_journal-9884	69	16	-	-	PUNCT
american_scientific_journal-9884	69	17	in	in	ADP
american_scientific_journal-9884	69	18	-	-	PUNCT
american_scientific_journal-9884	69	19	network	network	NOUN
american_scientific_journal-9884	69	20	"	"	PUNCT
american_scientific_journal-9884	69	21	that	that	PRON
american_scientific_journal-9884	69	22	utilizes	utilize	VERB
american_scientific_journal-9884	69	23	residual	residual	ADJ
american_scientific_journal-9884	69	24	layers	layer	NOUN
american_scientific_journal-9884	69	25	.	.	PUNCT
american_scientific_journal-9884	70	1	the	the	DET
american_scientific_journal-9884	70	2	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	70	3	model	model	NOUN
american_scientific_journal-9884	70	4	is	be	AUX
american_scientific_journal-9884	70	5	composed	compose	VERB
american_scientific_journal-9884	70	6	of	of	ADP
american_scientific_journal-9884	70	7	five	five	NUM
american_scientific_journal-9884	70	8	stages	stage	NOUN
american_scientific_journal-9884	70	9	,	,	PUNCT
american_scientific_journal-9884	70	10	each	each	PRON
american_scientific_journal-9884	70	11	containing	contain	VERB
american_scientific_journal-9884	70	12	a	a	DET
american_scientific_journal-9884	70	13	convolutional	convolutional	ADJ
american_scientific_journal-9884	70	14	block	block	NOUN
american_scientific_journal-9884	70	15	and	and	CCONJ
american_scientific_journal-9884	70	16	an	an	DET
american_scientific_journal-9884	70	17	identity	identity	NOUN
american_scientific_journal-9884	70	18	block	block	NOUN
american_scientific_journal-9884	70	19	.	.	PUNCT
american_scientific_journal-9884	71	1	each	each	DET
american_scientific_journal-9884	71	2	convolutional	convolutional	ADJ
american_scientific_journal-9884	71	3	block	block	NOUN
american_scientific_journal-9884	71	4	comprises	comprise	VERB
american_scientific_journal-9884	71	5	three	three	NUM
american_scientific_journal-9884	71	6	convolution	convolution	NOUN
american_scientific_journal-9884	71	7	layers	layer	NOUN
american_scientific_journal-9884	71	8	,	,	PUNCT
american_scientific_journal-9884	71	9	and	and	CCONJ
american_scientific_journal-9884	71	10	each	each	DET
american_scientific_journal-9884	71	11	identity	identity	NOUN
american_scientific_journal-9884	71	12	block	block	NOUN
american_scientific_journal-9884	71	13	also	also	ADV
american_scientific_journal-9884	71	14	consists	consist	VERB
american_scientific_journal-9884	71	15	of	of	ADP
american_scientific_journal-9884	71	16	three	three	NUM
american_scientific_journal-9884	71	17	convolution	convolution	NOUN
american_scientific_journal-9884	71	18	layers	layer	NOUN
american_scientific_journal-9884	71	19	.	.	PUNCT
american_scientific_journal-9884	72	1	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	72	2	is	be	AUX
american_scientific_journal-9884	72	3	specifically	specifically	ADV
american_scientific_journal-9884	72	4	designed	design	VERB
american_scientific_journal-9884	72	5	with	with	ADP
american_scientific_journal-9884	72	6	50	50	NUM
american_scientific_journal-9884	72	7	residual	residual	ADJ
american_scientific_journal-9884	72	8	networks	network	NOUN
american_scientific_journal-9884	72	9	,	,	PUNCT
american_scientific_journal-9884	72	10	as	as	SCONJ
american_scientific_journal-9884	72	11	depicted	depict	VERB
american_scientific_journal-9884	72	12	in	in	ADP
american_scientific_journal-9884	72	13	figure	figure	NOUN
american_scientific_journal-9884	72	14	3	3	NUM
american_scientific_journal-9884	72	15	,	,	PUNCT
american_scientific_journal-9884	72	16	and	and	CCONJ
american_scientific_journal-9884	72	17	it	it	PRON
american_scientific_journal-9884	72	18	accepts	accept	VERB
american_scientific_journal-9884	72	19	images	image	NOUN
american_scientific_journal-9884	72	20	of	of	ADP
american_scientific_journal-9884	72	21	size	size	NOUN
american_scientific_journal-9884	72	22	224	224	NUM
american_scientific_journal-9884	72	23	×	×	NOUN
american_scientific_journal-9884	72	24	224	224	NUM
american_scientific_journal-9884	72	25	pixels.the	pixels.the	DET
american_scientific_journal-9884	72	26	model	model	NOUN
american_scientific_journal-9884	72	27	is	be	AUX
american_scientific_journal-9884	72	28	structured	structure	VERB
american_scientific_journal-9884	72	29	with	with	ADP
american_scientific_journal-9884	72	30	five	five	NUM
american_scientific_journal-9884	72	31	convolutional	convolutional	ADJ
american_scientific_journal-9884	72	32	layers	layer	NOUN
american_scientific_journal-9884	72	33	,	,	PUNCT
american_scientific_journal-9884	72	34	namely	namely	ADV
american_scientific_journal-9884	72	35	conv1	conv1	NOUN
american_scientific_journal-9884	72	36	,	,	PUNCT
american_scientific_journal-9884	72	37	conv2	conv2	PROPN
american_scientific_journal-9884	72	38	,	,	PUNCT
american_scientific_journal-9884	72	39	conv3	conv3	PROPN
american_scientific_journal-9884	72	40	,	,	PUNCT
american_scientific_journal-9884	72	41	conv4	conv4	NOUN
american_scientific_journal-9884	72	42	,	,	PUNCT
american_scientific_journal-9884	72	43	and	and	CCONJ
american_scientific_journal-9884	72	44	conv5	conv5	NOUN
american_scientific_journal-9884	72	45	.	.	PUNCT
american_scientific_journal-9884	73	1	upon	upon	SCONJ
american_scientific_journal-9884	73	2	loading	load	VERB
american_scientific_journal-9884	73	3	the	the	DET
american_scientific_journal-9884	73	4	input	input	NOUN
american_scientific_journal-9884	73	5	image	image	NOUN
american_scientific_journal-9884	73	6	,	,	PUNCT
american_scientific_journal-9884	73	7	it	it	PRON
american_scientific_journal-9884	73	8	undergoes	undergo	VERB
american_scientific_journal-9884	73	9	a	a	DET
american_scientific_journal-9884	73	10	convolutional	convolutional	ADJ
american_scientific_journal-9884	73	11	layer	layer	NOUN
american_scientific_journal-9884	73	12	with	with	ADP
american_scientific_journal-9884	73	13	64	64	NUM
american_scientific_journal-9884	73	14	filters	filter	NOUN
american_scientific_journal-9884	73	15	and	and	CCONJ
american_scientific_journal-9884	73	16	a	a	DET
american_scientific_journal-9884	73	17	kernel	kernel	NOUN
american_scientific_journal-9884	73	18	size	size	NOUN
american_scientific_journal-9884	73	19	of	of	ADP
american_scientific_journal-9884	73	20	7×7	7×7	NUM
american_scientific_journal-9884	73	21	,	,	PUNCT
american_scientific_journal-9884	73	22	followed	follow	VERB
american_scientific_journal-9884	73	23	by	by	ADP
american_scientific_journal-9884	73	24	a	a	DET
american_scientific_journal-9884	73	25	max	max	PROPN
american_scientific_journal-9884	73	26	pooling	pooling	NOUN
american_scientific_journal-9884	73	27	layer	layer	NOUN
american_scientific_journal-9884	73	28	with	with	ADP
american_scientific_journal-9884	73	29	a	a	DET
american_scientific_journal-9884	73	30	stride	stride	ADJ
american_scientific_journal-9884	73	31	length	length	NOUN
american_scientific_journal-9884	73	32	of	of	ADP
american_scientific_journal-9884	73	33	2	2	NUM
american_scientific_journal-9884	73	34	.	.	PUNCT
american_scientific_journal-9884	74	1	in	in	ADP
american_scientific_journal-9884	74	2	conv2	conv2	PROPN
american_scientific_journal-9884	74	3	,	,	PUNCT
american_scientific_journal-9884	74	4	the	the	DET
american_scientific_journal-9884	74	5	layers	layer	NOUN
american_scientific_journal-9884	74	6	are	be	AUX
american_scientific_journal-9884	74	7	grouped	group	VERB
american_scientific_journal-9884	74	8	in	in	ADP
american_scientific_journal-9884	74	9	pairs	pair	NOUN
american_scientific_journal-9884	74	10	due	due	ADP
american_scientific_journal-9884	74	11	to	to	ADP
american_scientific_journal-9884	74	12	the	the	DET
american_scientific_journal-9884	74	13	connectivity	connectivity	NOUN
american_scientific_journal-9884	74	14	pattern	pattern	NOUN
american_scientific_journal-9884	74	15	in	in	ADP
american_scientific_journal-9884	74	16	residual	residual	ADJ
american_scientific_journal-9884	74	17	networks	network	NOUN
american_scientific_journal-9884	74	18	.	.	PUNCT
american_scientific_journal-9884	75	1	this	this	DET
american_scientific_journal-9884	75	2	process	process	NOUN
american_scientific_journal-9884	75	3	is	be	AUX
american_scientific_journal-9884	75	4	repeated	repeat	VERB
american_scientific_journal-9884	75	5	until	until	ADP
american_scientific_journal-9884	75	6	the	the	DET
american_scientific_journal-9884	75	7	fifth	fifth	ADJ
american_scientific_journal-9884	75	8	convolutional	convolutional	ADJ
american_scientific_journal-9884	75	9	layer	layer	NOUN
american_scientific_journal-9884	75	10	,	,	PUNCT
american_scientific_journal-9884	75	11	after	after	ADP
american_scientific_journal-9884	75	12	which	which	PRON
american_scientific_journal-9884	75	13	average	average	ADJ
american_scientific_journal-9884	75	14	pooling	pooling	NOUN
american_scientific_journal-9884	75	15	is	be	AUX
american_scientific_journal-9884	75	16	applied	apply	VERB
american_scientific_journal-9884	75	17	at	at	ADP
american_scientific_journal-9884	75	18	the	the	DET
american_scientific_journal-9884	75	19	fully	fully	ADV
american_scientific_journal-9884	75	20	connected	connect	VERB
american_scientific_journal-9884	75	21	layer	layer	NOUN
american_scientific_journal-9884	75	22	,	,	PUNCT
american_scientific_journal-9884	75	23	followed	follow	VERB
american_scientific_journal-9884	75	24	by	by	ADP
american_scientific_journal-9884	75	25	softmax	softmax	NOUN
american_scientific_journal-9884	75	26	for	for	ADP
american_scientific_journal-9884	75	27	classification	classification	NOUN
american_scientific_journal-9884	75	28	[	[	X
american_scientific_journal-9884	75	29	17	17	NUM
american_scientific_journal-9884	75	30	]	]	PUNCT
american_scientific_journal-9884	75	31	.	.	PUNCT
american_scientific_journal-9884	76	1	figure	figure	VERB
american_scientific_journal-9884	76	2	3	3	NUM
american_scientific_journal-9884	76	3	:	:	PUNCT
american_scientific_journal-9884	76	4	the	the	DET
american_scientific_journal-9884	76	5	basic	basic	ADJ
american_scientific_journal-9884	76	6	architecture	architecture	NOUN
american_scientific_journal-9884	76	7	of	of	ADP
american_scientific_journal-9884	76	8	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	76	9	(	(	PUNCT
american_scientific_journal-9884	76	10	only	only	ADV
american_scientific_journal-9884	76	11	34	34	NUM
american_scientific_journal-9884	76	12	layers	layer	NOUN
american_scientific_journal-9884	76	13	are	be	AUX
american_scientific_journal-9884	76	14	shown	show	VERB
american_scientific_journal-9884	76	15	for	for	ADP
american_scientific_journal-9884	76	16	simplicity	simplicity	NOUN
american_scientific_journal-9884	76	17	)	)	PUNCT
american_scientific_journal-9884	76	18	full	full	ADJ
american_scientific_journal-9884	76	19	connected	connected	ADJ
american_scientific_journal-9884	76	20	layer	layer	NOUN
american_scientific_journal-9884	76	21	64	64	NUM
american_scientific_journal-9884	76	22	neurons	neuron	NOUN
american_scientific_journal-9884	76	23	feature	feature	NOUN
american_scientific_journal-9884	76	24	extraction	extraction	NOUN
american_scientific_journal-9884	76	25	american	american	ADJ
american_scientific_journal-9884	76	26	academic	academic	ADJ
american_scientific_journal-9884	76	27	scientific	scientific	ADJ
american_scientific_journal-9884	76	28	research	research	NOUN
american_scientific_journal-9884	76	29	journal	journal	NOUN
american_scientific_journal-9884	76	30	for	for	ADP
american_scientific_journal-9884	76	31	engineering	engineering	NOUN
american_scientific_journal-9884	76	32	,	,	PUNCT
american_scientific_journal-9884	76	33	technology	technology	NOUN
american_scientific_journal-9884	76	34	,	,	PUNCT
american_scientific_journal-9884	76	35	and	and	CCONJ
american_scientific_journal-9884	76	36	sciences	science	NOUN
american_scientific_journal-9884	76	37	(	(	PUNCT
american_scientific_journal-9884	76	38	asrjets	asrjet	NOUN
american_scientific_journal-9884	76	39	)	)	PUNCT
american_scientific_journal-9884	76	40	volume	volume	NOUN
american_scientific_journal-9884	76	41	98	98	NUM
american_scientific_journal-9884	76	42	,	,	PUNCT
american_scientific_journal-9884	76	43	no	no	DET
american_scientific_journal-9884	76	44	1	1	NUM
american_scientific_journal-9884	76	45	,	,	PUNCT
american_scientific_journal-9884	76	46	pp	pp	ADV
american_scientific_journal-9884	76	47	201	201	NUM
american_scientific_journal-9884	76	48	-	-	SYM
american_scientific_journal-9884	76	49	209	209	NUM
american_scientific_journal-9884	76	50	205	205	NUM
american_scientific_journal-9884	76	51	2.5	2.5	NUM
american_scientific_journal-9884	76	52	.	.	PUNCT
american_scientific_journal-9884	77	1	combined	combine	VERB
american_scientific_journal-9884	77	2	cnnresnet-50	cnnresnet-50	PROPN
american_scientific_journal-9884	77	3	network	network	NOUN
american_scientific_journal-9884	77	4	in	in	ADP
american_scientific_journal-9884	77	5	this	this	DET
american_scientific_journal-9884	77	6	work	work	NOUN
american_scientific_journal-9884	77	7	,	,	PUNCT
american_scientific_journal-9884	77	8	a	a	DET
american_scientific_journal-9884	77	9	combined	combine	VERB
american_scientific_journal-9884	77	10	model	model	NOUN
american_scientific_journal-9884	77	11	was	be	AUX
american_scientific_journal-9884	77	12	developed	develop	VERB
american_scientific_journal-9884	77	13	to	to	PART
american_scientific_journal-9884	77	14	automatically	automatically	ADV
american_scientific_journal-9884	77	15	detect	detect	VERB
american_scientific_journal-9884	77	16	coronavirus	coronavirus	NOUN
american_scientific_journal-9884	77	17	cases	case	NOUN
american_scientific_journal-9884	77	18	using	use	VERB
american_scientific_journal-9884	77	19	ct	ct	NUM
american_scientific_journal-9884	77	20	images	image	NOUN
american_scientific_journal-9884	77	21	.	.	PUNCT
american_scientific_journal-9884	78	1	the	the	DET
american_scientific_journal-9884	78	2	architecture	architecture	NOUN
american_scientific_journal-9884	78	3	of	of	ADP
american_scientific_journal-9884	78	4	this	this	DET
american_scientific_journal-9884	78	5	model	model	NOUN
american_scientific_journal-9884	78	6	was	be	AUX
american_scientific_journal-9884	78	7	designed	design	VERB
american_scientific_journal-9884	78	8	by	by	ADP
american_scientific_journal-9884	78	9	combining	combine	VERB
american_scientific_journal-9884	78	10	cnn	cnn	PROPN
american_scientific_journal-9884	78	11	and	and	CCONJ
american_scientific_journal-9884	78	12	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	78	13	networks	network	NOUN
american_scientific_journal-9884	78	14	.	.	PUNCT
american_scientific_journal-9884	79	1	this	this	DET
american_scientific_journal-9884	79	2	algorithm	algorithm	NOUN
american_scientific_journal-9884	79	3	takes	take	VERB
american_scientific_journal-9884	79	4	in	in	ADP
american_scientific_journal-9884	79	5	an	an	DET
american_scientific_journal-9884	79	6	image	image	NOUN
american_scientific_journal-9884	79	7	of	of	ADP
american_scientific_journal-9884	79	8	ct	ct	PRON
american_scientific_journal-9884	79	9	and	and	CCONJ
american_scientific_journal-9884	79	10	uses	use	VERB
american_scientific_journal-9884	79	11	a	a	DET
american_scientific_journal-9884	79	12	cnnresnet-50	cnnresnet-50	PROPN
american_scientific_journal-9884	79	13	to	to	PART
american_scientific_journal-9884	79	14	detect	detect	VERB
american_scientific_journal-9884	79	15	if	if	SCONJ
american_scientific_journal-9884	79	16	the	the	DET
american_scientific_journal-9884	79	17	patient	patient	NOUN
american_scientific_journal-9884	79	18	has	have	VERB
american_scientific_journal-9884	79	19	covid-19	covid-19	PROPN
american_scientific_journal-9884	79	20	.	.	PUNCT
american_scientific_journal-9884	80	1	the	the	DET
american_scientific_journal-9884	80	2	model	model	NOUN
american_scientific_journal-9884	80	3	uses	use	VERB
american_scientific_journal-9884	80	4	the	the	DET
american_scientific_journal-9884	80	5	resnet-50	resnet-50	ADJ
american_scientific_journal-9884	80	6	architecture	architecture	NOUN
american_scientific_journal-9884	80	7	for	for	ADP
american_scientific_journal-9884	80	8	initial	initial	ADJ
american_scientific_journal-9884	80	9	feature	feature	NOUN
american_scientific_journal-9884	80	10	extraction	extraction	NOUN
american_scientific_journal-9884	80	11	and	and	CCONJ
american_scientific_journal-9884	80	12	adds	add	VERB
american_scientific_journal-9884	80	13	custom	custom	NOUN
american_scientific_journal-9884	80	14	dense	dense	ADJ
american_scientific_journal-9884	80	15	and	and	CCONJ
american_scientific_journal-9884	80	16	dropout	dropout	NOUN
american_scientific_journal-9884	80	17	layers	layer	NOUN
american_scientific_journal-9884	80	18	for	for	ADP
american_scientific_journal-9884	80	19	further	further	ADJ
american_scientific_journal-9884	80	20	processing	processing	NOUN
american_scientific_journal-9884	80	21	and	and	CCONJ
american_scientific_journal-9884	80	22	classification	classification	NOUN
american_scientific_journal-9884	80	23	.	.	PUNCT
american_scientific_journal-9884	81	1	the	the	DET
american_scientific_journal-9884	81	2	model	model	NOUN
american_scientific_journal-9884	81	3	is	be	AUX
american_scientific_journal-9884	81	4	compiled	compile	VERB
american_scientific_journal-9884	81	5	with	with	ADP
american_scientific_journal-9884	81	6	the	the	DET
american_scientific_journal-9884	81	7	adam	adam	PROPN
american_scientific_journal-9884	81	8	optimizer	optimizer	NOUN
american_scientific_journal-9884	81	9	and	and	CCONJ
american_scientific_journal-9884	81	10	binary	binary	PROPN
american_scientific_journal-9884	81	11	cross	cross	NOUN
american_scientific_journal-9884	81	12	-	-	ADJ
american_scientific_journal-9884	81	13	entropy	entropy	ADJ
american_scientific_journal-9884	81	14	loss	loss	NOUN
american_scientific_journal-9884	81	15	function	function	NOUN
american_scientific_journal-9884	81	16	,	,	PUNCT
american_scientific_journal-9884	81	17	and	and	CCONJ
american_scientific_journal-9884	81	18	trained	train	VERB
american_scientific_journal-9884	81	19	using	use	VERB
american_scientific_journal-9884	81	20	data	datum	NOUN
american_scientific_journal-9884	81	21	generators	generator	NOUN
american_scientific_journal-9884	81	22	for	for	ADP
american_scientific_journal-9884	81	23	augmented	augment	VERB
american_scientific_journal-9884	81	24	training	training	NOUN
american_scientific_journal-9884	81	25	and	and	CCONJ
american_scientific_journal-9884	81	26	validation	validation	NOUN
american_scientific_journal-9884	81	27	data	datum	NOUN
american_scientific_journal-9884	81	28	.	.	PUNCT
american_scientific_journal-9884	82	1	figure	figure	NOUN
american_scientific_journal-9884	82	2	(	(	PUNCT
american_scientific_journal-9884	82	3	5	5	NUM
american_scientific_journal-9884	82	4	)	)	PUNCT
american_scientific_journal-9884	82	5	illustrates	illustrate	VERB
american_scientific_journal-9884	82	6	the	the	DET
american_scientific_journal-9884	82	7	proposed	propose	VERB
american_scientific_journal-9884	82	8	hybrid	hybrid	NOUN
american_scientific_journal-9884	82	9	network	network	NOUN
american_scientific_journal-9884	82	10	for	for	ADP
american_scientific_journal-9884	82	11	covid-19	covid-19	PROPN
american_scientific_journal-9884	82	12	.	.	PUNCT
american_scientific_journal-9884	82	13	figure	figure	NOUN
american_scientific_journal-9884	82	14	4	4	NUM
american_scientific_journal-9884	82	15	:	:	PUNCT
american_scientific_journal-9884	82	16	an	an	DET
american_scientific_journal-9884	82	17	illustration	illustration	NOUN
american_scientific_journal-9884	82	18	of	of	ADP
american_scientific_journal-9884	82	19	the	the	DET
american_scientific_journal-9884	82	20	proposed	propose	VERB
american_scientific_journal-9884	82	21	hybrid	hybrid	NOUN
american_scientific_journal-9884	82	22	network	network	NOUN
american_scientific_journal-9884	82	23	for	for	ADP
american_scientific_journal-9884	82	24	covid-19	covid-19	PROPN
american_scientific_journal-9884	82	25	detection	detection	NOUN
american_scientific_journal-9884	82	26	3	3	NUM
american_scientific_journal-9884	82	27	.	.	NOUN
american_scientific_journal-9884	82	28	results	result	NOUN
american_scientific_journal-9884	82	29	and	and	CCONJ
american_scientific_journal-9884	82	30	discussion	discussion	NOUN
american_scientific_journal-9884	82	31	3.1	3.1	NUM
american_scientific_journal-9884	82	32	.	.	PUNCT
american_scientific_journal-9884	83	1	dataset	dataset	NOUN
american_scientific_journal-9884	83	2	division	division	NOUN
american_scientific_journal-9884	83	3	initially	initially	ADV
american_scientific_journal-9884	83	4	,	,	PUNCT
american_scientific_journal-9884	83	5	a	a	DET
american_scientific_journal-9884	83	6	comprehensive	comprehensive	ADJ
american_scientific_journal-9884	83	7	analysis	analysis	NOUN
american_scientific_journal-9884	83	8	was	be	AUX
american_scientific_journal-9884	83	9	conducted	conduct	VERB
american_scientific_journal-9884	83	10	on	on	ADP
american_scientific_journal-9884	83	11	ct	ct	NUM
american_scientific_journal-9884	83	12	images	image	NOUN
american_scientific_journal-9884	83	13	by	by	ADP
american_scientific_journal-9884	83	14	three	three	NUM
american_scientific_journal-9884	83	15	radiologists	radiologist	NOUN
american_scientific_journal-9884	83	16	.	.	PUNCT
american_scientific_journal-9884	84	1	this	this	DET
american_scientific_journal-9884	84	2	analysis	analysis	NOUN
american_scientific_journal-9884	84	3	involved	involve	VERB
american_scientific_journal-9884	84	4	170	170	NUM
american_scientific_journal-9884	84	5	exams	exam	NOUN
american_scientific_journal-9884	84	6	of	of	ADP
american_scientific_journal-9884	84	7	confirmed	confirm	VERB
american_scientific_journal-9884	84	8	covid-19	covid-19	PROPN
american_scientific_journal-9884	84	9	patients	patient	NOUN
american_scientific_journal-9884	84	10	,	,	PUNCT
american_scientific_journal-9884	84	11	59	59	NUM
american_scientific_journal-9884	84	12	exams	exam	NOUN
american_scientific_journal-9884	84	13	of	of	ADP
american_scientific_journal-9884	84	14	cap	cap	NOUN
american_scientific_journal-9884	84	15	cases	case	NOUN
american_scientific_journal-9884	84	16	,	,	PUNCT
american_scientific_journal-9884	84	17	and	and	CCONJ
american_scientific_journal-9884	84	18	an	an	DET
american_scientific_journal-9884	84	19	additional	additional	ADJ
american_scientific_journal-9884	84	20	77	77	NUM
american_scientific_journal-9884	84	21	normal	normal	ADJ
american_scientific_journal-9884	84	22	exams	exam	NOUN
american_scientific_journal-9884	84	23	without	without	ADP
american_scientific_journal-9884	84	24	covid-19	covid-19	PROPN
american_scientific_journal-9884	84	25	.	.	PUNCT
american_scientific_journal-9884	85	1	our	our	PRON
american_scientific_journal-9884	85	2	dataset	dataset	NOUN
american_scientific_journal-9884	85	3	is	be	AUX
american_scientific_journal-9884	85	4	organized	organize	VERB
american_scientific_journal-9884	85	5	into	into	ADP
american_scientific_journal-9884	85	6	three	three	NUM
american_scientific_journal-9884	85	7	folders	folder	NOUN
american_scientific_journal-9884	85	8	,	,	PUNCT
american_scientific_journal-9884	85	9	as	as	SCONJ
american_scientific_journal-9884	85	10	indicated	indicate	VERB
american_scientific_journal-9884	85	11	in	in	ADP
american_scientific_journal-9884	85	12	table	table	NOUN
american_scientific_journal-9884	85	13	1	1	NUM
american_scientific_journal-9884	85	14	:	:	SYM
american_scientific_journal-9884	85	15	1	1	X
american_scientific_journal-9884	85	16	.	.	X
american_scientific_journal-9884	85	17	training	training	NOUN
american_scientific_journal-9884	85	18	folder	folder	NOUN
american_scientific_journal-9884	85	19	:	:	PUNCT
american_scientific_journal-9884	85	20	this	this	DET
american_scientific_journal-9884	85	21	folder	folder	NOUN
american_scientific_journal-9884	85	22	contains	contain	VERB
american_scientific_journal-9884	85	23	the	the	DET
american_scientific_journal-9884	85	24	training	training	NOUN
american_scientific_journal-9884	85	25	images	image	NOUN
american_scientific_journal-9884	85	26	that	that	PRON
american_scientific_journal-9884	85	27	are	be	AUX
american_scientific_journal-9884	85	28	used	use	VERB
american_scientific_journal-9884	85	29	to	to	PART
american_scientific_journal-9884	85	30	teach	teach	VERB
american_scientific_journal-9884	85	31	the	the	DET
american_scientific_journal-9884	85	32	model	model	NOUN
american_scientific_journal-9884	85	33	.	.	PUNCT
american_scientific_journal-9884	86	1	2	2	X
american_scientific_journal-9884	86	2	.	.	X
american_scientific_journal-9884	86	3	validation	validation	NOUN
american_scientific_journal-9884	86	4	folder	folder	NOUN
american_scientific_journal-9884	86	5	:	:	PUNCT
american_scientific_journal-9884	86	6	the	the	DET
american_scientific_journal-9884	86	7	second	second	ADJ
american_scientific_journal-9884	86	8	folder	folder	NOUN
american_scientific_journal-9884	86	9	consists	consist	VERB
american_scientific_journal-9884	86	10	of	of	ADP
american_scientific_journal-9884	86	11	images	image	NOUN
american_scientific_journal-9884	86	12	that	that	PRON
american_scientific_journal-9884	86	13	serve	serve	VERB
american_scientific_journal-9884	86	14	as	as	ADP
american_scientific_journal-9884	86	15	a	a	DET
american_scientific_journal-9884	86	16	validation	validation	NOUN
american_scientific_journal-9884	86	17	set	set	VERB
american_scientific_journal-9884	86	18	for	for	ADP
american_scientific_journal-9884	86	19	assessing	assess	VERB
american_scientific_journal-9884	86	20	the	the	DET
american_scientific_journal-9884	86	21	model	model	NOUN
american_scientific_journal-9884	86	22	's	's	PART
american_scientific_journal-9884	86	23	performance	performance	NOUN
american_scientific_journal-9884	86	24	during	during	ADP
american_scientific_journal-9884	86	25	training	training	NOUN
american_scientific_journal-9884	86	26	.	.	PUNCT
american_scientific_journal-9884	87	1	3	3	X
american_scientific_journal-9884	87	2	.	.	X
american_scientific_journal-9884	87	3	testing	test	VERB
american_scientific_journal-9884	87	4	folder	folder	NOUN
american_scientific_journal-9884	87	5	:	:	PUNCT
american_scientific_journal-9884	87	6	the	the	DET
american_scientific_journal-9884	87	7	third	third	ADJ
american_scientific_journal-9884	87	8	folder	folder	NOUN
american_scientific_journal-9884	87	9	contains	contain	VERB
american_scientific_journal-9884	87	10	images	image	NOUN
american_scientific_journal-9884	87	11	used	use	VERB
american_scientific_journal-9884	87	12	to	to	PART
american_scientific_journal-9884	87	13	evaluate	evaluate	VERB
american_scientific_journal-9884	87	14	the	the	DET
american_scientific_journal-9884	87	15	model	model	NOUN
american_scientific_journal-9884	87	16	once	once	SCONJ
american_scientific_journal-9884	87	17	it	it	PRON
american_scientific_journal-9884	87	18	has	have	AUX
american_scientific_journal-9884	87	19	learned	learn	VERB
american_scientific_journal-9884	87	20	the	the	DET
american_scientific_journal-9884	87	21	correlations	correlation	NOUN
american_scientific_journal-9884	87	22	between	between	ADP
american_scientific_journal-9884	87	23	the	the	DET
american_scientific_journal-9884	87	24	images	image	NOUN
american_scientific_journal-9884	87	25	and	and	CCONJ
american_scientific_journal-9884	87	26	their	their	PRON
american_scientific_journal-9884	87	27	respective	respective	ADJ
american_scientific_journal-9884	87	28	labels	label	NOUN
american_scientific_journal-9884	87	29	(	(	PUNCT
american_scientific_journal-9884	87	30	covid	covid	NOUN
american_scientific_journal-9884	87	31	/	/	SYM
american_scientific_journal-9884	87	32	not	not	PART
american_scientific_journal-9884	87	33	-	-	PUNCT
american_scientific_journal-9884	87	34	covid	covid	NOUN
american_scientific_journal-9884	87	35	)	)	PUNCT
american_scientific_journal-9884	87	36	.	.	PUNCT
american_scientific_journal-9884	88	1	american	american	ADJ
american_scientific_journal-9884	88	2	academic	academic	ADJ
american_scientific_journal-9884	88	3	scientific	scientific	ADJ
american_scientific_journal-9884	88	4	research	research	NOUN
american_scientific_journal-9884	88	5	journal	journal	NOUN
american_scientific_journal-9884	88	6	for	for	ADP
american_scientific_journal-9884	88	7	engineering	engineering	NOUN
american_scientific_journal-9884	88	8	,	,	PUNCT
american_scientific_journal-9884	88	9	technology	technology	NOUN
american_scientific_journal-9884	88	10	,	,	PUNCT
american_scientific_journal-9884	88	11	and	and	CCONJ
american_scientific_journal-9884	88	12	sciences	science	NOUN
american_scientific_journal-9884	88	13	(	(	PUNCT
american_scientific_journal-9884	88	14	asrjets	asrjet	NOUN
american_scientific_journal-9884	88	15	)	)	PUNCT
american_scientific_journal-9884	88	16	volume	volume	NOUN
american_scientific_journal-9884	88	17	98	98	NUM
american_scientific_journal-9884	88	18	,	,	PUNCT
american_scientific_journal-9884	88	19	no	no	DET
american_scientific_journal-9884	88	20	1	1	NUM
american_scientific_journal-9884	88	21	,	,	PUNCT
american_scientific_journal-9884	88	22	pp	pp	ADV
american_scientific_journal-9884	88	23	201	201	NUM
american_scientific_journal-9884	88	24	-	-	SYM
american_scientific_journal-9884	88	25	209	209	NUM
american_scientific_journal-9884	88	26	206	206	NUM
american_scientific_journal-9884	88	27	table	table	NOUN
american_scientific_journal-9884	88	28	1	1	NUM
american_scientific_journal-9884	88	29	:	:	PUNCT
american_scientific_journal-9884	88	30	dataset	dataset	ADJ
american_scientific_journal-9884	88	31	image	image	NOUN
american_scientific_journal-9884	88	32	count	count	NOUN
american_scientific_journal-9884	88	33	for	for	ADP
american_scientific_journal-9884	88	34	training	training	NOUN
american_scientific_journal-9884	88	35	and	and	CCONJ
american_scientific_journal-9884	88	36	testing	testing	NOUN
american_scientific_journal-9884	88	37	dataset	dataset	VERB
american_scientific_journal-9884	88	38	covid-19	covid-19	PROPN
american_scientific_journal-9884	88	39	exams	exam	NOUN
american_scientific_journal-9884	88	40	normal	normal	ADJ
american_scientific_journal-9884	88	41	exams	exam	NOUN
american_scientific_journal-9884	88	42	cap	cap	NOUN
american_scientific_journal-9884	88	43	cases	case	NOUN
american_scientific_journal-9884	88	44	exams	exam	NOUN
american_scientific_journal-9884	88	45	total	total	ADJ
american_scientific_journal-9884	88	46	training	training	NOUN
american_scientific_journal-9884	88	47	data	datum	NOUN
american_scientific_journal-9884	88	48	117	117	NUM
american_scientific_journal-9884	88	49	51	51	NUM
american_scientific_journal-9884	88	50	41	41	NUM
american_scientific_journal-9884	88	51	209	209	NUM
american_scientific_journal-9884	88	52	testing	testing	NOUN
american_scientific_journal-9884	88	53	data	datum	NOUN
american_scientific_journal-9884	88	54	11	11	NUM
american_scientific_journal-9884	88	55	17	17	NUM
american_scientific_journal-9884	88	56	5	5	NUM
american_scientific_journal-9884	88	57	33	33	NUM
american_scientific_journal-9884	88	58	validation	validation	NOUN
american_scientific_journal-9884	88	59	data	datum	NOUN
american_scientific_journal-9884	88	60	32	32	NUM
american_scientific_journal-9884	88	61	4	4	NUM
american_scientific_journal-9884	88	62	11	11	NUM
american_scientific_journal-9884	88	63	47	47	NUM
american_scientific_journal-9884	88	64	3.2	3.2	NUM
american_scientific_journal-9884	88	65	.	.	PUNCT
american_scientific_journal-9884	89	1	model	model	NOUN
american_scientific_journal-9884	89	2	training	train	VERB
american_scientific_journal-9884	89	3	the	the	DET
american_scientific_journal-9884	89	4	training	training	NOUN
american_scientific_journal-9884	89	5	phase	phase	NOUN
american_scientific_journal-9884	89	6	of	of	ADP
american_scientific_journal-9884	89	7	the	the	DET
american_scientific_journal-9884	89	8	cnnresnet-50	cnnresnet-50	ADJ
american_scientific_journal-9884	89	9	hybrid	hybrid	ADJ
american_scientific_journal-9884	89	10	model	model	NOUN
american_scientific_journal-9884	89	11	involves	involve	VERB
american_scientific_journal-9884	89	12	feeding	feed	VERB
american_scientific_journal-9884	89	13	preprocessed	preprocesse	VERB
american_scientific_journal-9884	89	14	ct	ct	NUM
american_scientific_journal-9884	89	15	images	image	NOUN
american_scientific_journal-9884	89	16	through	through	ADP
american_scientific_journal-9884	89	17	the	the	DET
american_scientific_journal-9884	89	18	initial	initial	ADJ
american_scientific_journal-9884	89	19	cnn	cnn	PROPN
american_scientific_journal-9884	89	20	layers	layer	NOUN
american_scientific_journal-9884	89	21	for	for	ADP
american_scientific_journal-9884	89	22	feature	feature	NOUN
american_scientific_journal-9884	89	23	extraction	extraction	NOUN
american_scientific_journal-9884	89	24	,	,	PUNCT
american_scientific_journal-9884	89	25	followed	follow	VERB
american_scientific_journal-9884	89	26	by	by	ADP
american_scientific_journal-9884	89	27	deeper	deep	ADJ
american_scientific_journal-9884	89	28	feature	feature	NOUN
american_scientific_journal-9884	89	29	learning	learn	VERB
american_scientific_journal-9884	89	30	using	use	VERB
american_scientific_journal-9884	89	31	the	the	DET
american_scientific_journal-9884	89	32	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	89	33	backbone	backbone	NOUN
american_scientific_journal-9884	89	34	,	,	PUNCT
american_scientific_journal-9884	89	35	and	and	CCONJ
american_scientific_journal-9884	89	36	optimizing	optimize	VERB
american_scientific_journal-9884	89	37	the	the	DET
american_scientific_journal-9884	89	38	model	model	NOUN
american_scientific_journal-9884	89	39	parameters	parameter	NOUN
american_scientific_journal-9884	89	40	through	through	ADP
american_scientific_journal-9884	89	41	backpropagation	backpropagation	NOUN
american_scientific_journal-9884	89	42	using	use	VERB
american_scientific_journal-9884	89	43	a	a	DET
american_scientific_journal-9884	89	44	binary	binary	ADJ
american_scientific_journal-9884	89	45	cross	cross	NOUN
american_scientific_journal-9884	89	46	-	-	ADJ
american_scientific_journal-9884	89	47	entropy	entropy	ADJ
american_scientific_journal-9884	89	48	loss	loss	NOUN
american_scientific_journal-9884	89	49	function	function	NOUN
american_scientific_journal-9884	89	50	and	and	CCONJ
american_scientific_journal-9884	89	51	an	an	DET
american_scientific_journal-9884	89	52	adam	adam	PROPN
american_scientific_journal-9884	89	53	optimizer	optimizer	NOUN
american_scientific_journal-9884	89	54	,	,	PUNCT
american_scientific_journal-9884	89	55	with	with	ADP
american_scientific_journal-9884	89	56	early	early	ADJ
american_scientific_journal-9884	89	57	stopping	stopping	NOUN
american_scientific_journal-9884	89	58	and	and	CCONJ
american_scientific_journal-9884	89	59	model	model	NOUN
american_scientific_journal-9884	89	60	checkpointing	checkpointing	NOUN
american_scientific_journal-9884	89	61	to	to	PART
american_scientific_journal-9884	89	62	ensure	ensure	VERB
american_scientific_journal-9884	89	63	the	the	DET
american_scientific_journal-9884	89	64	best	good	ADJ
american_scientific_journal-9884	89	65	performance	performance	NOUN
american_scientific_journal-9884	89	66	on	on	ADP
american_scientific_journal-9884	89	67	validation	validation	NOUN
american_scientific_journal-9884	89	68	data	datum	NOUN
american_scientific_journal-9884	89	69	.	.	PUNCT
american_scientific_journal-9884	90	1	table	table	NOUN
american_scientific_journal-9884	90	2	2	2	NUM
american_scientific_journal-9884	90	3	:	:	PUNCT
american_scientific_journal-9884	90	4	classification	classification	NOUN
american_scientific_journal-9884	90	5	performance	performance	NOUN
american_scientific_journal-9884	90	6	metrics	metric	NOUN
american_scientific_journal-9884	90	7	loss	loss	NOUN
american_scientific_journal-9884	90	8	test	test	NOUN
american_scientific_journal-9884	90	9	accuracy	accuracy	NOUN
american_scientific_journal-9884	90	10	test	test	NOUN
american_scientific_journal-9884	90	11	number	number	NOUN
american_scientific_journal-9884	90	12	of	of	ADP
american_scientific_journal-9884	90	13	iterations	iteration	NOUN
american_scientific_journal-9884	90	14	(	(	PUNCT
american_scientific_journal-9884	90	15	epoch	epoch	NOUN
american_scientific_journal-9884	90	16	)	)	PUNCT
american_scientific_journal-9884	90	17	0.1099	0.1099	NUM
american_scientific_journal-9884	91	1	95.29	95.29	NUM
american_scientific_journal-9884	91	2	%	%	NOUN
american_scientific_journal-9884	91	3	50	50	NUM
american_scientific_journal-9884	91	4	the	the	DET
american_scientific_journal-9884	91	5	model	model	NOUN
american_scientific_journal-9884	91	6	achieved	achieve	VERB
american_scientific_journal-9884	91	7	a	a	DET
american_scientific_journal-9884	91	8	training	training	NOUN
american_scientific_journal-9884	91	9	loss	loss	NOUN
american_scientific_journal-9884	91	10	of	of	ADP
american_scientific_journal-9884	91	11	0.1099	0.1099	NUM
american_scientific_journal-9884	91	12	and	and	CCONJ
american_scientific_journal-9884	91	13	an	an	DET
american_scientific_journal-9884	91	14	accuracy	accuracy	NOUN
american_scientific_journal-9884	91	15	of	of	ADP
american_scientific_journal-9884	91	16	95.29	95.29	NUM
american_scientific_journal-9884	91	17	%	%	NOUN
american_scientific_journal-9884	91	18	,	,	PUNCT
american_scientific_journal-9884	91	19	indicating	indicate	VERB
american_scientific_journal-9884	91	20	that	that	SCONJ
american_scientific_journal-9884	91	21	it	it	PRON
american_scientific_journal-9884	91	22	is	be	AUX
american_scientific_journal-9884	91	23	highly	highly	ADV
american_scientific_journal-9884	91	24	effective	effective	ADJ
american_scientific_journal-9884	91	25	at	at	ADP
american_scientific_journal-9884	91	26	correctly	correctly	ADV
american_scientific_journal-9884	91	27	classifying	classify	VERB
american_scientific_journal-9884	91	28	the	the	DET
american_scientific_journal-9884	91	29	training	training	NOUN
american_scientific_journal-9884	91	30	data	datum	NOUN
american_scientific_journal-9884	91	31	with	with	ADP
american_scientific_journal-9884	91	32	minimal	minimal	ADJ
american_scientific_journal-9884	91	33	prediction	prediction	NOUN
american_scientific_journal-9884	91	34	errors	error	NOUN
american_scientific_journal-9884	91	35	.	.	PUNCT
american_scientific_journal-9884	92	1	3.3	3.3	NUM
american_scientific_journal-9884	92	2	.	.	PUNCT
american_scientific_journal-9884	93	1	performance	performance	NOUN
american_scientific_journal-9884	93	2	evaluation	evaluation	NOUN
american_scientific_journal-9884	93	3	metrics	metric	NOUN
american_scientific_journal-9884	93	4	performance	performance	NOUN
american_scientific_journal-9884	93	5	was	be	AUX
american_scientific_journal-9884	93	6	assessed	assess	VERB
american_scientific_journal-9884	93	7	via	via	ADP
american_scientific_journal-9884	93	8	the	the	DET
american_scientific_journal-9884	93	9	accuracy	accuracy	NOUN
american_scientific_journal-9884	93	10	,	,	PUNCT
american_scientific_journal-9884	93	11	recall	recall	NOUN
american_scientific_journal-9884	93	12	,	,	PUNCT
american_scientific_journal-9884	93	13	precision	precision	NOUN
american_scientific_journal-9884	93	14	and	and	CCONJ
american_scientific_journal-9884	93	15	f1	f1	NOUN
american_scientific_journal-9884	93	16	-	-	PUNCT
american_scientific_journal-9884	93	17	mesure	mesure	NOUN
american_scientific_journal-9884	93	18	metrics	metric	NOUN
american_scientific_journal-9884	93	19	which	which	PRON
american_scientific_journal-9884	93	20	can	can	AUX
american_scientific_journal-9884	93	21	be	be	AUX
american_scientific_journal-9884	93	22	defined	define	VERB
american_scientific_journal-9884	93	23	as	as	ADP
american_scientific_journal-9884	93	24	:	:	PUNCT
american_scientific_journal-9884	93	25	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	PROPN
american_scientific_journal-9884	93	26	=	=	PUNCT
american_scientific_journal-9884	93	27	𝑇𝑃+𝑇𝑁	𝑇𝑃+𝑇𝑁	PROPN
american_scientific_journal-9884	93	28	𝑇𝑃+𝐹𝑃+𝐹𝑁+𝑇𝑁	𝑇𝑃+𝐹𝑃+𝐹𝑁+𝑇𝑁	PROPN
american_scientific_journal-9884	93	29			NOUN
american_scientific_journal-9884	93	30			NOUN
american_scientific_journal-9884	93	31	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
american_scientific_journal-9884	93	32	=	=	PUNCT
american_scientific_journal-9884	93	33	𝑇𝑃	𝑇𝑃	PROPN
american_scientific_journal-9884	93	34	𝑇𝑃+𝐹𝑃	𝑇𝑃+𝐹𝑃	NOUN
american_scientific_journal-9884	93	35			NOUN
american_scientific_journal-9884	94	1	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
american_scientific_journal-9884	94	2	=	=	SYM
american_scientific_journal-9884	94	3	𝑇𝑃	𝑇𝑃	PROPN
american_scientific_journal-9884	94	4	𝑇𝑃+𝐹𝑁	𝑇𝑃+𝐹𝑁	NOUN
american_scientific_journal-9884	94	5			VERB
american_scientific_journal-9884	94	6	𝐹	𝐹	PRON
american_scientific_journal-9884	94	7	−	−	NOUN
american_scientific_journal-9884	94	8	𝑚𝑒𝑠𝑢𝑟𝑒	𝑚𝑒𝑠𝑢𝑟𝑒	NOUN
american_scientific_journal-9884	94	9	=	=	SYM
american_scientific_journal-9884	94	10	2𝑇𝑃	2𝑇𝑃	NUM
american_scientific_journal-9884	94	11	2𝑇𝑃+𝐹𝑃+𝐹𝑁	2𝑇𝑃+𝐹𝑃+𝐹𝑁	NUM
american_scientific_journal-9884	94	12			NOUN
american_scientific_journal-9884	94	13	tp=	tp=	ADJ
american_scientific_journal-9884	94	14	number	number	NOUN
american_scientific_journal-9884	94	15	of	of	ADP
american_scientific_journal-9884	94	16	true	true	ADJ
american_scientific_journal-9884	94	17	-	-	PUNCT
american_scientific_journal-9884	94	18	positive	positive	ADJ
american_scientific_journal-9884	94	19	tn=	tn=	NOUN
american_scientific_journal-9884	94	20	number	number	NOUN
american_scientific_journal-9884	94	21	of	of	ADP
american_scientific_journal-9884	94	22	true	true	ADJ
american_scientific_journal-9884	94	23	-	-	PUNCT
american_scientific_journal-9884	94	24	negative	negative	ADJ
american_scientific_journal-9884	94	25	fp=	fp=	NOUN
american_scientific_journal-9884	94	26	number	number	NOUN
american_scientific_journal-9884	94	27	of	of	ADP
american_scientific_journal-9884	94	28	false	false	ADJ
american_scientific_journal-9884	94	29	-	-	PUNCT
american_scientific_journal-9884	94	30	positive	positive	ADJ
american_scientific_journal-9884	94	31	american	american	ADJ
american_scientific_journal-9884	94	32	academic	academic	ADJ
american_scientific_journal-9884	94	33	scientific	scientific	ADJ
american_scientific_journal-9884	94	34	research	research	NOUN
american_scientific_journal-9884	94	35	journal	journal	NOUN
american_scientific_journal-9884	94	36	for	for	ADP
american_scientific_journal-9884	94	37	engineering	engineering	NOUN
american_scientific_journal-9884	94	38	,	,	PUNCT
american_scientific_journal-9884	94	39	technology	technology	NOUN
american_scientific_journal-9884	94	40	,	,	PUNCT
american_scientific_journal-9884	94	41	and	and	CCONJ
american_scientific_journal-9884	94	42	sciences	science	NOUN
american_scientific_journal-9884	94	43	(	(	PUNCT
american_scientific_journal-9884	94	44	asrjets	asrjet	NOUN
american_scientific_journal-9884	94	45	)	)	PUNCT
american_scientific_journal-9884	94	46	volume	volume	NOUN
american_scientific_journal-9884	94	47	98	98	NUM
american_scientific_journal-9884	94	48	,	,	PUNCT
american_scientific_journal-9884	94	49	no	no	DET
american_scientific_journal-9884	94	50	1	1	NUM
american_scientific_journal-9884	94	51	,	,	PUNCT
american_scientific_journal-9884	94	52	pp	pp	ADV
american_scientific_journal-9884	94	53	201	201	NUM
american_scientific_journal-9884	94	54	-	-	SYM
american_scientific_journal-9884	94	55	209	209	NUM
american_scientific_journal-9884	94	56	207	207	NUM
american_scientific_journal-9884	94	57	fn=	fn=	ADJ
american_scientific_journal-9884	94	58	number	number	NOUN
american_scientific_journal-9884	94	59	of	of	ADP
american_scientific_journal-9884	94	60	falsenegative	falsenegative	ADJ
american_scientific_journal-9884	94	61	this	this	DET
american_scientific_journal-9884	94	62	comparative	comparative	ADJ
american_scientific_journal-9884	94	63	study	study	NOUN
american_scientific_journal-9884	94	64	evaluates	evaluate	VERB
american_scientific_journal-9884	94	65	the	the	DET
american_scientific_journal-9884	94	66	performance	performance	NOUN
american_scientific_journal-9884	94	67	of	of	ADP
american_scientific_journal-9884	94	68	a	a	DET
american_scientific_journal-9884	94	69	hybrid	hybrid	ADJ
american_scientific_journal-9884	94	70	cnnresnet-50	cnnresnet-50	ADJ
american_scientific_journal-9884	94	71	model	model	NOUN
american_scientific_journal-9884	94	72	against	against	ADP
american_scientific_journal-9884	94	73	other	other	ADJ
american_scientific_journal-9884	94	74	popular	popular	ADJ
american_scientific_journal-9884	94	75	models	model	NOUN
american_scientific_journal-9884	94	76	like	like	ADP
american_scientific_journal-9884	94	77	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	94	78	and	and	CCONJ
american_scientific_journal-9884	94	79	inceptionv3	inceptionv3	NOUN
american_scientific_journal-9884	94	80	.	.	PUNCT
american_scientific_journal-9884	95	1	the	the	DET
american_scientific_journal-9884	95	2	evaluation	evaluation	NOUN
american_scientific_journal-9884	95	3	includes	include	VERB
american_scientific_journal-9884	95	4	metrics	metric	NOUN
american_scientific_journal-9884	95	5	like	like	ADP
american_scientific_journal-9884	95	6	accuracy	accuracy	NOUN
american_scientific_journal-9884	95	7	,	,	PUNCT
american_scientific_journal-9884	95	8	precision	precision	NOUN
american_scientific_journal-9884	95	9	,	,	PUNCT
american_scientific_journal-9884	95	10	recall	recall	NOUN
american_scientific_journal-9884	95	11	and	and	CCONJ
american_scientific_journal-9884	95	12	f1score	f1score	NOUN
american_scientific_journal-9884	95	13	.	.	PUNCT
american_scientific_journal-9884	96	1	using	use	VERB
american_scientific_journal-9884	96	2	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	96	3	and	and	CCONJ
american_scientific_journal-9884	96	4	inceptionv3	inceptionv3	NOUN
american_scientific_journal-9884	96	5	for	for	ADP
american_scientific_journal-9884	96	6	comparison	comparison	NOUN
american_scientific_journal-9884	96	7	with	with	ADP
american_scientific_journal-9884	96	8	the	the	DET
american_scientific_journal-9884	96	9	cnnresnet-50	cnnresnet-50	ADJ
american_scientific_journal-9884	96	10	hybrid	hybrid	ADJ
american_scientific_journal-9884	96	11	model	model	NOUN
american_scientific_journal-9884	96	12	provides	provide	VERB
american_scientific_journal-9884	96	13	a	a	DET
american_scientific_journal-9884	96	14	robust	robust	ADJ
american_scientific_journal-9884	96	15	evaluation	evaluation	NOUN
american_scientific_journal-9884	96	16	because	because	SCONJ
american_scientific_journal-9884	96	17	these	these	DET
american_scientific_journal-9884	96	18	established	establish	VERB
american_scientific_journal-9884	96	19	architectures	architecture	NOUN
american_scientific_journal-9884	96	20	are	be	AUX
american_scientific_journal-9884	96	21	renowned	renowned	ADJ
american_scientific_journal-9884	96	22	for	for	ADP
american_scientific_journal-9884	96	23	their	their	PRON
american_scientific_journal-9884	96	24	diverse	diverse	ADJ
american_scientific_journal-9884	96	25	design	design	NOUN
american_scientific_journal-9884	96	26	principles	principle	NOUN
american_scientific_journal-9884	96	27	,	,	PUNCT
american_scientific_journal-9884	96	28	exceptional	exceptional	ADJ
american_scientific_journal-9884	96	29	performance	performance	NOUN
american_scientific_journal-9884	96	30	in	in	ADP
american_scientific_journal-9884	96	31	image	image	NOUN
american_scientific_journal-9884	96	32	classification	classification	NOUN
american_scientific_journal-9884	96	33	tasks	task	NOUN
american_scientific_journal-9884	96	34	,	,	PUNCT
american_scientific_journal-9884	96	35	and	and	CCONJ
american_scientific_journal-9884	96	36	varying	vary	VERB
american_scientific_journal-9884	96	37	strengths	strength	NOUN
american_scientific_journal-9884	96	38	in	in	ADP
american_scientific_journal-9884	96	39	feature	feature	NOUN
american_scientific_journal-9884	96	40	extraction	extraction	NOUN
american_scientific_journal-9884	96	41	,	,	PUNCT
american_scientific_journal-9884	96	42	model	model	NOUN
american_scientific_journal-9884	96	43	complexity	complexity	NOUN
american_scientific_journal-9884	96	44	,	,	PUNCT
american_scientific_journal-9884	96	45	and	and	CCONJ
american_scientific_journal-9884	96	46	computational	computational	ADJ
american_scientific_journal-9884	96	47	efficiency	efficiency	NOUN
american_scientific_journal-9884	96	48	.	.	PUNCT
american_scientific_journal-9884	97	1	this	this	DET
american_scientific_journal-9884	97	2	comprehensive	comprehensive	ADJ
american_scientific_journal-9884	97	3	comparison	comparison	NOUN
american_scientific_journal-9884	97	4	helps	help	VERB
american_scientific_journal-9884	97	5	to	to	PART
american_scientific_journal-9884	97	6	highlight	highlight	VERB
american_scientific_journal-9884	97	7	the	the	DET
american_scientific_journal-9884	97	8	strengths	strength	NOUN
american_scientific_journal-9884	97	9	and	and	CCONJ
american_scientific_journal-9884	97	10	weaknesses	weakness	NOUN
american_scientific_journal-9884	97	11	of	of	ADP
american_scientific_journal-9884	97	12	the	the	DET
american_scientific_journal-9884	97	13	hybrid	hybrid	ADJ
american_scientific_journal-9884	97	14	model	model	NOUN
american_scientific_journal-9884	97	15	in	in	ADP
american_scientific_journal-9884	97	16	detecting	detect	VERB
american_scientific_journal-9884	97	17	covid-19	covid-19	PROPN
american_scientific_journal-9884	97	18	from	from	ADP
american_scientific_journal-9884	97	19	chest	chest	NOUN
american_scientific_journal-9884	97	20	ct	ct	NUM
american_scientific_journal-9884	97	21	images	image	NOUN
american_scientific_journal-9884	97	22	.	.	PUNCT
american_scientific_journal-9884	98	1	the	the	DET
american_scientific_journal-9884	98	2	final	final	ADJ
american_scientific_journal-9884	98	3	results	result	NOUN
american_scientific_journal-9884	98	4	look	look	VERB
american_scientific_journal-9884	98	5	in	in	ADP
american_scientific_journal-9884	98	6	the	the	DET
american_scientific_journal-9884	98	7	table	table	NOUN
american_scientific_journal-9884	98	8	4	4	NUM
american_scientific_journal-9884	98	9	.	.	PUNCT
american_scientific_journal-9884	98	10	table	table	NOUN
american_scientific_journal-9884	98	11	3	3	NUM
american_scientific_journal-9884	98	12	:	:	PUNCT
american_scientific_journal-9884	98	13	confusion	confusion	NOUN
american_scientific_journal-9884	98	14	matrix	matrix	NOUN
american_scientific_journal-9884	98	15	predicted	predict	VERB
american_scientific_journal-9884	98	16	negative	negative	ADJ
american_scientific_journal-9884	98	17	predicted	predict	VERB
american_scientific_journal-9884	98	18	positive	positive	ADJ
american_scientific_journal-9884	98	19	actual	actual	ADJ
american_scientific_journal-9884	98	20	negative	negative	ADJ
american_scientific_journal-9884	98	21	3975	3975	NUM
american_scientific_journal-9884	98	22	0	0	NUM
american_scientific_journal-9884	99	1	actual	actual	ADJ
american_scientific_journal-9884	99	2	positive	positive	ADJ
american_scientific_journal-9884	99	3	654	654	NUM
american_scientific_journal-9884	99	4	0	0	NUM
american_scientific_journal-9884	100	1	the	the	DET
american_scientific_journal-9884	100	2	model	model	NOUN
american_scientific_journal-9884	100	3	accurately	accurately	ADV
american_scientific_journal-9884	100	4	identified	identify	VERB
american_scientific_journal-9884	100	5	all	all	DET
american_scientific_journal-9884	100	6	3975	3975	NUM
american_scientific_journal-9884	100	7	negative	negative	ADJ
american_scientific_journal-9884	100	8	cases	case	NOUN
american_scientific_journal-9884	100	9	but	but	CCONJ
american_scientific_journal-9884	100	10	missed	miss	VERB
american_scientific_journal-9884	100	11	all	all	DET
american_scientific_journal-9884	100	12	654	654	NUM
american_scientific_journal-9884	100	13	positive	positive	ADJ
american_scientific_journal-9884	100	14	cases	case	NOUN
american_scientific_journal-9884	100	15	,	,	PUNCT
american_scientific_journal-9884	100	16	meaning	mean	VERB
american_scientific_journal-9884	100	17	it	it	PRON
american_scientific_journal-9884	100	18	can	can	AUX
american_scientific_journal-9884	100	19	detect	detect	VERB
american_scientific_journal-9884	100	20	negatives	negative	NOUN
american_scientific_journal-9884	100	21	well	well	ADV
american_scientific_journal-9884	100	22	but	but	CCONJ
american_scientific_journal-9884	100	23	fails	fail	VERB
american_scientific_journal-9884	100	24	completely	completely	ADV
american_scientific_journal-9884	100	25	at	at	ADP
american_scientific_journal-9884	100	26	detecting	detect	VERB
american_scientific_journal-9884	100	27	positives	positive	NOUN
american_scientific_journal-9884	100	28	.	.	PUNCT
american_scientific_journal-9884	101	1	table	table	NOUN
american_scientific_journal-9884	101	2	4	4	NUM
american_scientific_journal-9884	101	3	:	:	PUNCT
american_scientific_journal-9884	102	1	performance	performance	NOUN
american_scientific_journal-9884	102	2	metrics	metric	NOUN
american_scientific_journal-9884	102	3	(	(	PUNCT
american_scientific_journal-9884	102	4	%	%	INTJ
american_scientific_journal-9884	102	5	)	)	PUNCT
american_scientific_journal-9884	102	6	model	model	NOUN
american_scientific_journal-9884	102	7	accuracy	accuracy	NOUN
american_scientific_journal-9884	102	8	recall	recall	PROPN
american_scientific_journal-9884	102	9	precision	precision	NOUN
american_scientific_journal-9884	102	10	f1	f1	NOUN
american_scientific_journal-9884	102	11	-	-	PUNCT
american_scientific_journal-9884	102	12	score	score	NOUN
american_scientific_journal-9884	102	13	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	102	14	83.97	83.97	NUM
american_scientific_journal-9884	102	15	%	%	NOUN
american_scientific_journal-9884	102	16	87	87	NUM
american_scientific_journal-9884	102	17	%	%	NOUN
american_scientific_journal-9884	102	18	82	82	NUM
american_scientific_journal-9884	102	19	%	%	NOUN
american_scientific_journal-9884	102	20	82,54	82,54	NUM
american_scientific_journal-9884	102	21	%	%	NOUN
american_scientific_journal-9884	102	22	inceptionv3	inceptionv3	NOUN
american_scientific_journal-9884	103	1	65	65	NUM
american_scientific_journal-9884	103	2	%	%	NOUN
american_scientific_journal-9884	103	3	72	72	NUM
american_scientific_journal-9884	103	4	%	%	NOUN
american_scientific_journal-9884	103	5	56	56	NUM
american_scientific_journal-9884	103	6	%	%	NOUN
american_scientific_journal-9884	103	7	78	78	NUM
american_scientific_journal-9884	103	8	%	%	NOUN
american_scientific_journal-9884	103	9	proposed	propose	VERB
american_scientific_journal-9884	103	10	model	model	NOUN
american_scientific_journal-9884	103	11	87	87	NUM
american_scientific_journal-9884	103	12	%	%	NOUN
american_scientific_journal-9884	103	13	100	100	NUM
american_scientific_journal-9884	103	14	%	%	NOUN
american_scientific_journal-9884	103	15	86	86	NUM
american_scientific_journal-9884	103	16	%	%	NOUN
american_scientific_journal-9884	103	17	92	92	NUM
american_scientific_journal-9884	103	18	%	%	NOUN
american_scientific_journal-9884	103	19	table	table	NOUN
american_scientific_journal-9884	103	20	4	4	NUM
american_scientific_journal-9884	103	21	presents	present	VERB
american_scientific_journal-9884	103	22	the	the	DET
american_scientific_journal-9884	103	23	results	result	NOUN
american_scientific_journal-9884	103	24	achieved	achieve	VERB
american_scientific_journal-9884	103	25	by	by	ADP
american_scientific_journal-9884	103	26	employing	employ	VERB
american_scientific_journal-9884	103	27	the	the	DET
american_scientific_journal-9884	103	28	four	four	NUM
american_scientific_journal-9884	103	29	algorithms	algorithm	NOUN
american_scientific_journal-9884	103	30	.	.	PUNCT
american_scientific_journal-9884	104	1	resnet-50	resnet-50	NOUN
american_scientific_journal-9884	104	2	shows	show	VERB
american_scientific_journal-9884	104	3	a	a	DET
american_scientific_journal-9884	104	4	strong	strong	ADJ
american_scientific_journal-9884	104	5	overall	overall	ADJ
american_scientific_journal-9884	104	6	performance	performance	NOUN
american_scientific_journal-9884	104	7	with	with	ADP
american_scientific_journal-9884	104	8	good	good	ADJ
american_scientific_journal-9884	104	9	balance	balance	NOUN
american_scientific_journal-9884	104	10	between	between	ADP
american_scientific_journal-9884	104	11	accuracy	accuracy	NOUN
american_scientific_journal-9884	104	12	,	,	PUNCT
american_scientific_journal-9884	104	13	recall	recall	NOUN
american_scientific_journal-9884	104	14	,	,	PUNCT
american_scientific_journal-9884	104	15	and	and	CCONJ
american_scientific_journal-9884	104	16	precision.inceptionv3	precision.inceptionv3	NOUN
american_scientific_journal-9884	104	17	has	have	VERB
american_scientific_journal-9884	104	18	the	the	DET
american_scientific_journal-9884	104	19	lowest	low	ADJ
american_scientific_journal-9884	104	20	accuracy	accuracy	NOUN
american_scientific_journal-9884	104	21	and	and	CCONJ
american_scientific_journal-9884	104	22	precision	precision	NOUN
american_scientific_journal-9884	104	23	,	,	PUNCT
american_scientific_journal-9884	104	24	indicating	indicate	VERB
american_scientific_journal-9884	104	25	it	it	PRON
american_scientific_journal-9884	104	26	struggles	struggle	VERB
american_scientific_journal-9884	104	27	with	with	ADP
american_scientific_journal-9884	104	28	correctly	correctly	ADV
american_scientific_journal-9884	104	29	identifying	identify	VERB
american_scientific_journal-9884	104	30	and	and	CCONJ
american_scientific_journal-9884	104	31	predicting	predict	VERB
american_scientific_journal-9884	104	32	positive	positive	ADJ
american_scientific_journal-9884	104	33	cases	case	NOUN
american_scientific_journal-9884	104	34	.	.	PUNCT
american_scientific_journal-9884	105	1	proposed	propose	VERB
american_scientific_journal-9884	105	2	model	model	NOUN
american_scientific_journal-9884	105	3	outperforms	outperform	VERB
american_scientific_journal-9884	105	4	the	the	DET
american_scientific_journal-9884	105	5	others	other	NOUN
american_scientific_journal-9884	105	6	with	with	ADP
american_scientific_journal-9884	105	7	the	the	DET
american_scientific_journal-9884	105	8	highest	high	ADJ
american_scientific_journal-9884	105	9	accuracy	accuracy	NOUN
american_scientific_journal-9884	105	10	and	and	CCONJ
american_scientific_journal-9884	105	11	f1	f1	NOUN
american_scientific_journal-9884	105	12	-	-	PUNCT
american_scientific_journal-9884	105	13	score	score	NOUN
american_scientific_journal-9884	105	14	,	,	PUNCT
american_scientific_journal-9884	105	15	perfect	perfect	ADJ
american_scientific_journal-9884	105	16	recall	recall	NOUN
american_scientific_journal-9884	105	17	,	,	PUNCT
american_scientific_journal-9884	105	18	and	and	CCONJ
american_scientific_journal-9884	105	19	high	high	ADJ
american_scientific_journal-9884	105	20	precision	precision	NOUN
american_scientific_journal-9884	105	21	,	,	PUNCT
american_scientific_journal-9884	105	22	making	make	VERB
american_scientific_journal-9884	105	23	it	it	PRON
american_scientific_journal-9884	105	24	the	the	DET
american_scientific_journal-9884	105	25	most	most	ADV
american_scientific_journal-9884	105	26	reliable	reliable	ADJ
american_scientific_journal-9884	105	27	model	model	NOUN
american_scientific_journal-9884	105	28	for	for	ADP
american_scientific_journal-9884	105	29	detecting	detect	VERB
american_scientific_journal-9884	105	30	covid-19	covid-19	PROPN
american_scientific_journal-9884	105	31	from	from	ADP
american_scientific_journal-9884	105	32	the	the	DET
american_scientific_journal-9884	105	33	given	give	VERB
american_scientific_journal-9884	105	34	data	datum	NOUN
american_scientific_journal-9884	105	35	.	.	PUNCT
american_scientific_journal-9884	106	1	in	in	ADP
american_scientific_journal-9884	106	2	conclusion	conclusion	NOUN
american_scientific_journal-9884	106	3	,	,	PUNCT
american_scientific_journal-9884	106	4	the	the	DET
american_scientific_journal-9884	106	5	proposed	propose	VERB
american_scientific_journal-9884	106	6	model	model	NOUN
american_scientific_journal-9884	106	7	is	be	AUX
american_scientific_journal-9884	106	8	the	the	DET
american_scientific_journal-9884	106	9	best	good	ADJ
american_scientific_journal-9884	106	10	performing	perform	VERB
american_scientific_journal-9884	106	11	model	model	NOUN
american_scientific_journal-9884	106	12	overall	overall	ADJ
american_scientific_journal-9884	106	13	,	,	PUNCT
american_scientific_journal-9884	106	14	as	as	SCONJ
american_scientific_journal-9884	106	15	it	it	PRON
american_scientific_journal-9884	106	16	not	not	PART
american_scientific_journal-9884	106	17	only	only	ADV
american_scientific_journal-9884	106	18	achieves	achieve	VERB
american_scientific_journal-9884	106	19	the	the	DET
american_scientific_journal-9884	106	20	highest	high	ADJ
american_scientific_journal-9884	106	21	accuracy	accuracy	NOUN
american_scientific_journal-9884	106	22	but	but	CCONJ
american_scientific_journal-9884	106	23	also	also	ADV
american_scientific_journal-9884	106	24	perfectly	perfectly	ADV
american_scientific_journal-9884	106	25	identifies	identify	VERB
american_scientific_journal-9884	106	26	all	all	DET
american_scientific_journal-9884	106	27	positive	positive	ADJ
american_scientific_journal-9884	106	28	cases	case	NOUN
american_scientific_journal-9884	106	29	without	without	ADP
american_scientific_journal-9884	106	30	compromising	compromise	VERB
american_scientific_journal-9884	106	31	precision	precision	NOUN
american_scientific_journal-9884	106	32	.	.	PUNCT
american_scientific_journal-9884	107	1	this	this	PRON
american_scientific_journal-9884	107	2	suggests	suggest	VERB
american_scientific_journal-9884	107	3	it	it	PRON
american_scientific_journal-9884	107	4	is	be	AUX
american_scientific_journal-9884	107	5	highly	highly	ADV
american_scientific_journal-9884	107	6	effective	effective	ADJ
american_scientific_journal-9884	107	7	and	and	CCONJ
american_scientific_journal-9884	107	8	reliable	reliable	ADJ
american_scientific_journal-9884	107	9	for	for	ADP
american_scientific_journal-9884	107	10	detecting	detect	VERB
american_scientific_journal-9884	107	11	covid-19	covid-19	PROPN
american_scientific_journal-9884	107	12	.	.	PROPN
american_scientific_journal-9884	108	1	4	4	NUM
american_scientific_journal-9884	108	2	.	.	X
american_scientific_journal-9884	108	3	conclusion	conclusion	NOUN
american_scientific_journal-9884	108	4	this	this	DET
american_scientific_journal-9884	108	5	paper	paper	NOUN
american_scientific_journal-9884	108	6	introduces	introduce	VERB
american_scientific_journal-9884	108	7	an	an	DET
american_scientific_journal-9884	108	8	automated	automate	VERB
american_scientific_journal-9884	108	9	approach	approach	NOUN
american_scientific_journal-9884	108	10	aimed	aim	VERB
american_scientific_journal-9884	108	11	at	at	ADP
american_scientific_journal-9884	108	12	enhancing	enhance	VERB
american_scientific_journal-9884	108	13	the	the	DET
american_scientific_journal-9884	108	14	diagnosis	diagnosis	NOUN
american_scientific_journal-9884	108	15	of	of	ADP
american_scientific_journal-9884	108	16	the	the	DET
american_scientific_journal-9884	108	17	covid-19	covid-19	PROPN
american_scientific_journal-9884	108	18	pandemic	pandemic	NOUN
american_scientific_journal-9884	108	19	.	.	PUNCT
american_scientific_journal-9884	109	1	the	the	DET
american_scientific_journal-9884	109	2	approach	approach	NOUN
american_scientific_journal-9884	109	3	suggests	suggest	VERB
american_scientific_journal-9884	109	4	the	the	DET
american_scientific_journal-9884	109	5	utilization	utilization	NOUN
american_scientific_journal-9884	109	6	of	of	ADP
american_scientific_journal-9884	109	7	a	a	DET
american_scientific_journal-9884	109	8	combined	combined	ADJ
american_scientific_journal-9884	109	9	model	model	NOUN
american_scientific_journal-9884	109	10	consisting	consist	VERB
american_scientific_journal-9884	109	11	of	of	ADP
american_scientific_journal-9884	109	12	two	two	NUM
american_scientific_journal-9884	109	13	algorithms	algorithm	NOUN
american_scientific_journal-9884	109	14	,	,	PUNCT
american_scientific_journal-9884	109	15	namely	namely	ADV
american_scientific_journal-9884	109	16	inceptionv3	inceptionv3	NOUN
american_scientific_journal-9884	109	17	and	and	CCONJ
american_scientific_journal-9884	109	18	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	109	19	.	.	PROPN
american_scientific_journal-9884	109	20	through	through	ADP
american_scientific_journal-9884	109	21	experimental	experimental	ADJ
american_scientific_journal-9884	109	22	analysis	analysis	NOUN
american_scientific_journal-9884	109	23	,	,	PUNCT
american_scientific_journal-9884	109	24	the	the	DET
american_scientific_journal-9884	109	25	results	result	NOUN
american_scientific_journal-9884	109	26	showcase	showcase	VERB
american_scientific_journal-9884	109	27	the	the	DET
american_scientific_journal-9884	109	28	remarkable	remarkable	ADJ
american_scientific_journal-9884	109	29	effectiveness	effectiveness	NOUN
american_scientific_journal-9884	109	30	of	of	ADP
american_scientific_journal-9884	109	31	the	the	DET
american_scientific_journal-9884	109	32	proposed	propose	VERB
american_scientific_journal-9884	109	33	american	american	ADJ
american_scientific_journal-9884	109	34	academic	academic	ADJ
american_scientific_journal-9884	109	35	scientific	scientific	ADJ
american_scientific_journal-9884	109	36	research	research	NOUN
american_scientific_journal-9884	109	37	journal	journal	NOUN
american_scientific_journal-9884	109	38	for	for	ADP
american_scientific_journal-9884	109	39	engineering	engineering	NOUN
american_scientific_journal-9884	109	40	,	,	PUNCT
american_scientific_journal-9884	109	41	technology	technology	NOUN
american_scientific_journal-9884	109	42	,	,	PUNCT
american_scientific_journal-9884	109	43	and	and	CCONJ
american_scientific_journal-9884	109	44	sciences	science	NOUN
american_scientific_journal-9884	109	45	(	(	PUNCT
american_scientific_journal-9884	109	46	asrjets	asrjet	NOUN
american_scientific_journal-9884	109	47	)	)	PUNCT
american_scientific_journal-9884	109	48	volume	volume	NOUN
american_scientific_journal-9884	109	49	98	98	NUM
american_scientific_journal-9884	109	50	,	,	PUNCT
american_scientific_journal-9884	109	51	no	no	DET
american_scientific_journal-9884	109	52	1	1	NUM
american_scientific_journal-9884	109	53	,	,	PUNCT
american_scientific_journal-9884	109	54	pp	pp	ADV
american_scientific_journal-9884	109	55	201	201	NUM
american_scientific_journal-9884	109	56	-	-	SYM
american_scientific_journal-9884	109	57	209	209	NUM
american_scientific_journal-9884	109	58	208	208	NUM
american_scientific_journal-9884	109	59	method	method	NOUN
american_scientific_journal-9884	109	60	in	in	ADP
american_scientific_journal-9884	109	61	comparison	comparison	NOUN
american_scientific_journal-9884	109	62	to	to	ADP
american_scientific_journal-9884	109	63	individual	individual	ADJ
american_scientific_journal-9884	109	64	inceptionv3	inceptionv3	NOUN
american_scientific_journal-9884	109	65	and	and	CCONJ
american_scientific_journal-9884	110	1	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	110	2	approaches	approach	NOUN
american_scientific_journal-9884	110	3	.	.	PUNCT
american_scientific_journal-9884	111	1	particularly	particularly	ADV
american_scientific_journal-9884	111	2	,	,	PUNCT
american_scientific_journal-9884	111	3	the	the	DET
american_scientific_journal-9884	111	4	integration	integration	NOUN
american_scientific_journal-9884	111	5	of	of	ADP
american_scientific_journal-9884	111	6	cnn	cnn	PROPN
american_scientific_journal-9884	111	7	and	and	CCONJ
american_scientific_journal-9884	111	8	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	111	9	in	in	ADP
american_scientific_journal-9884	111	10	a	a	DET
american_scientific_journal-9884	111	11	hybrid	hybrid	NOUN
american_scientific_journal-9884	111	12	layout	layout	NOUN
american_scientific_journal-9884	111	13	significantly	significantly	ADV
american_scientific_journal-9884	111	14	enhances	enhance	VERB
american_scientific_journal-9884	111	15	the	the	DET
american_scientific_journal-9884	111	16	classification	classification	NOUN
american_scientific_journal-9884	111	17	performance	performance	NOUN
american_scientific_journal-9884	111	18	.	.	PUNCT
american_scientific_journal-9884	112	1	the	the	DET
american_scientific_journal-9884	112	2	development	development	NOUN
american_scientific_journal-9884	112	3	of	of	ADP
american_scientific_journal-9884	112	4	this	this	DET
american_scientific_journal-9884	112	5	hybrid	hybrid	ADJ
american_scientific_journal-9884	112	6	cnn	cnn	PROPN
american_scientific_journal-9884	112	7	-	-	PUNCT
american_scientific_journal-9884	112	8	resnet-50	resnet-50	PROPN
american_scientific_journal-9884	112	9	algorithm	algorithm	NOUN
american_scientific_journal-9884	112	10	serves	serve	VERB
american_scientific_journal-9884	112	11	to	to	PART
american_scientific_journal-9884	112	12	provide	provide	VERB
american_scientific_journal-9884	112	13	efficient	efficient	ADJ
american_scientific_journal-9884	112	14	assistance	assistance	NOUN
american_scientific_journal-9884	112	15	in	in	ADP
american_scientific_journal-9884	112	16	the	the	DET
american_scientific_journal-9884	112	17	early	early	ADJ
american_scientific_journal-9884	112	18	diagnosis	diagnosis	NOUN
american_scientific_journal-9884	112	19	of	of	ADP
american_scientific_journal-9884	112	20	covid19	covid19	NOUN
american_scientific_journal-9884	112	21	patients	patient	NOUN
american_scientific_journal-9884	112	22	references	reference	NOUN
american_scientific_journal-9884	112	23	[	[	X
american_scientific_journal-9884	112	24	1	1	NUM
american_scientific_journal-9884	112	25	]	]	X
american_scientific_journal-9884	112	26	huang	huang	PROPN
american_scientific_journal-9884	112	27	,	,	PUNCT
american_scientific_journal-9884	112	28	chaolin	chaolin	PROPN
american_scientific_journal-9884	112	29	,	,	PUNCT
american_scientific_journal-9884	112	30	et	et	PROPN
american_scientific_journal-9884	112	31	al	al	PROPN
american_scientific_journal-9884	112	32	.	.	PUNCT
american_scientific_journal-9884	113	1	"	"	PUNCT
american_scientific_journal-9884	113	2	clinical	clinical	ADJ
american_scientific_journal-9884	113	3	features	feature	NOUN
american_scientific_journal-9884	113	4	of	of	ADP
american_scientific_journal-9884	113	5	patients	patient	NOUN
american_scientific_journal-9884	113	6	infected	infect	VERB
american_scientific_journal-9884	113	7	with	with	ADP
american_scientific_journal-9884	113	8	2019	2019	NUM
american_scientific_journal-9884	113	9	novel	novel	ADJ
american_scientific_journal-9884	113	10	coronavirus	coronavirus	NOUN
american_scientific_journal-9884	113	11	in	in	ADP
american_scientific_journal-9884	113	12	wuhan	wuhan	PROPN
american_scientific_journal-9884	113	13	,	,	PUNCT
american_scientific_journal-9884	113	14	china	china	PROPN
american_scientific_journal-9884	113	15	.	.	PUNCT
american_scientific_journal-9884	113	16	"	"	PUNCT
american_scientific_journal-9884	114	1	the	the	DET
american_scientific_journal-9884	114	2	lancet	lancet	PROPN
american_scientific_journal-9884	114	3	395.10223	395.10223	NUM
american_scientific_journal-9884	114	4	(	(	PUNCT
american_scientific_journal-9884	114	5	2020	2020	NUM
american_scientific_journal-9884	114	6	):	):	PUNCT
american_scientific_journal-9884	114	7	497	497	NUM
american_scientific_journal-9884	114	8	-	-	SYM
american_scientific_journal-9884	114	9	506	506	NUM
american_scientific_journal-9884	114	10	.	.	PUNCT
american_scientific_journal-9884	115	1	[	[	X
american_scientific_journal-9884	115	2	2	2	X
american_scientific_journal-9884	115	3	]	]	PUNCT
american_scientific_journal-9884	115	4	ai	ai	VERB
american_scientific_journal-9884	115	5	t	t	PROPN
american_scientific_journal-9884	115	6	,	,	PUNCT
american_scientific_journal-9884	115	7	yang	yang	PROPN
american_scientific_journal-9884	115	8	z	z	PROPN
american_scientific_journal-9884	115	9	,	,	PUNCT
american_scientific_journal-9884	115	10	hou	hou	PROPN
american_scientific_journal-9884	115	11	h	h	PROPN
american_scientific_journal-9884	115	12	,	,	PUNCT
american_scientific_journal-9884	115	13	zhan	zhan	PROPN
american_scientific_journal-9884	115	14	c	c	PROPN
american_scientific_journal-9884	115	15	,	,	PUNCT
american_scientific_journal-9884	116	1	chen	chen	PROPN
american_scientific_journal-9884	116	2	c	c	PROPN
american_scientific_journal-9884	116	3	,	,	PUNCT
american_scientific_journal-9884	116	4	lv	lv	PROPN
american_scientific_journal-9884	116	5	w	w	PROPN
american_scientific_journal-9884	116	6	,	,	PUNCT
american_scientific_journal-9884	116	7	tao	tao	PROPN
american_scientific_journal-9884	116	8	q	q	NOUN
american_scientific_journal-9884	116	9	,	,	PUNCT
american_scientific_journal-9884	116	10	sun	sun	PROPN
american_scientific_journal-9884	116	11	z	z	PROPN
american_scientific_journal-9884	116	12	,	,	PUNCT
american_scientific_journal-9884	116	13	xia	xia	PROPN
american_scientific_journal-9884	116	14	l.	l.	PROPN
american_scientific_journal-9884	116	15	correlation	correlation	NOUN
american_scientific_journal-9884	116	16	of	of	ADP
american_scientific_journal-9884	116	17	chest	chest	NOUN
american_scientific_journal-9884	116	18	ct	ct	PROPN
american_scientific_journal-9884	116	19	and	and	CCONJ
american_scientific_journal-9884	116	20	rtpcr	rtpcr	PROPN
american_scientific_journal-9884	116	21	testing	testing	NOUN
american_scientific_journal-9884	116	22	in	in	ADP
american_scientific_journal-9884	116	23	coronavirus	coronavirus	NOUN
american_scientific_journal-9884	116	24	disease	disease	NOUN
american_scientific_journal-9884	116	25	2019	2019	NUM
american_scientific_journal-9884	116	26	(	(	PUNCT
american_scientific_journal-9884	116	27	covid-19	covid-19	PROPN
american_scientific_journal-9884	116	28	)	)	PUNCT
american_scientific_journal-9884	116	29	in	in	ADP
american_scientific_journal-9884	116	30	china	china	PROPN
american_scientific_journal-9884	116	31	:	:	PUNCT
american_scientific_journal-9884	116	32	a	a	DET
american_scientific_journal-9884	116	33	report	report	NOUN
american_scientific_journal-9884	116	34	of	of	ADP
american_scientific_journal-9884	116	35	1014	1014	NUM
american_scientific_journal-9884	116	36	cases	case	NOUN
american_scientific_journal-9884	116	37	.	.	PUNCT
american_scientific_journal-9884	117	1	radiology	radiology	NOUN
american_scientific_journal-9884	117	2	2020:200642	2020:200642	NUM
american_scientific_journal-9884	117	3	.	.	PUNCT
american_scientific_journal-9884	118	1	https://doi.org/10.1148/	https://doi.org/10.1148/	PROPN
american_scientific_journal-9884	118	2	radiol.2020200642	radiol.2020200642	PROPN
american_scientific_journal-9884	118	3	.	.	PUNCT
american_scientific_journal-9884	119	1	[	[	X
american_scientific_journal-9884	119	2	3	3	NUM
american_scientific_journal-9884	119	3	]	]	PUNCT
american_scientific_journal-9884	119	4	jibril	jibril	PROPN
american_scientific_journal-9884	119	5	siaml	siaml	PROPN
american_scientific_journal-9884	119	6	,	,	PUNCT
american_scientific_journal-9884	119	7	islam	islam	PROPN
american_scientific_journal-9884	119	8	md	md	PROPN
american_scientific_journal-9884	119	9	m	m	PROPN
american_scientific_journal-9884	119	10	,	,	PUNCT
american_scientific_journal-9884	119	11	sharif	sharif	PROPN
american_scientific_journal-9884	119	12	us	us	PROPN
american_scientific_journal-9884	119	13	.	.	PUNCT
american_scientific_journal-9884	120	1	predictive	predictive	ADJ
american_scientific_journal-9884	120	2	data	datum	NOUN
american_scientific_journal-9884	120	3	mining	mining	NOUN
american_scientific_journal-9884	120	4	models	model	NOUN
american_scientific_journal-9884	120	5	for	for	ADP
american_scientific_journal-9884	120	6	novel	novel	ADJ
american_scientific_journal-9884	120	7	coronavirus	coronavirus	NOUN
american_scientific_journal-9884	120	8	(	(	PUNCT
american_scientific_journal-9884	120	9	covid19	covid19	NOUN
american_scientific_journal-9884	120	10	)	)	PUNCT
american_scientific_journal-9884	120	11	infected	infect	VERB
american_scientific_journal-9884	120	12	patients	patient	NOUN
american_scientific_journal-9884	120	13	recovery	recovery	NOUN
american_scientific_journal-9884	120	14	.	.	PUNCT
american_scientific_journal-9884	121	1	sn	sn	PROPN
american_scientific_journal-9884	121	2	comput	comput	VERB
american_scientific_journal-9884	121	3	sci	sci	PROPN
american_scientific_journal-9884	121	4	2020;1:206	2020;1:206	NOUN
american_scientific_journal-9884	121	5	.	.	PUNCT
american_scientific_journal-9884	122	1	https://doi.org/10.1007/s42979-020-00216w	https://doi.org/10.1007/s42979-020-00216w	NOUN
american_scientific_journal-9884	122	2	.	.	PUNCT
american_scientific_journal-9884	123	1	[	[	X
american_scientific_journal-9884	123	2	4	4	NUM
american_scientific_journal-9884	123	3	]	]	SYM
american_scientific_journal-9884	123	4	li	li	PROPN
american_scientific_journal-9884	123	5	y	y	PROPN
american_scientific_journal-9884	123	6	,	,	PUNCT
american_scientific_journal-9884	123	7	xia	xia	PROPN
american_scientific_journal-9884	123	8	l.	l.	PROPN
american_scientific_journal-9884	123	9	coronavirus	coronavirus	PROPN
american_scientific_journal-9884	123	10	disease	disease	NOUN
american_scientific_journal-9884	123	11	2019	2019	NUM
american_scientific_journal-9884	123	12	(	(	PUNCT
american_scientific_journal-9884	123	13	covid-19	covid-19	PROPN
american_scientific_journal-9884	123	14	):	):	PUNCT
american_scientific_journal-9884	123	15	role	role	NOUN
american_scientific_journal-9884	123	16	of	of	ADP
american_scientific_journal-9884	123	17	chest	chest	NOUN
american_scientific_journal-9884	123	18	ct	ct	NUM
american_scientific_journal-9884	123	19	in	in	ADP
american_scientific_journal-9884	123	20	diagnosis	diagnosis	NOUN
american_scientific_journal-9884	123	21	and	and	CCONJ
american_scientific_journal-9884	123	22	management	management	NOUN
american_scientific_journal-9884	123	23	.	.	PUNCT
american_scientific_journal-9884	124	1	ajr	ajr	PROPN
american_scientific_journal-9884	124	2	am	be	AUX
american_scientific_journal-9884	124	3	j	j	PROPN
american_scientific_journal-9884	124	4	roentgenol	roentgenol	PROPN
american_scientific_journal-9884	124	5	2020;1–7	2020;1–7	NUM
american_scientific_journal-9884	124	6	.	.	PUNCT
american_scientific_journal-9884	125	1	https://doi.org/10.2214/	https://doi.org/10.2214/	NOUN
american_scientific_journal-9884	125	2	ajr.20.22954	ajr.20.22954	VERB
american_scientific_journal-9884	125	3	.	.	PUNCT
american_scientific_journal-9884	126	1	[	[	X
american_scientific_journal-9884	126	2	5	5	NUM
american_scientific_journal-9884	126	3	]	]	X
american_scientific_journal-9884	126	4	fang	fang	X
american_scientific_journal-9884	126	5	y	y	PROPN
american_scientific_journal-9884	126	6	,	,	PUNCT
american_scientific_journal-9884	126	7	zhang	zhang	PROPN
american_scientific_journal-9884	126	8	h	h	PROPN
american_scientific_journal-9884	126	9	,	,	PUNCT
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american_scientific_journal-9884	126	12	,	,	PUNCT
american_scientific_journal-9884	126	13	lin	lin	PROPN
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american_scientific_journal-9884	126	15	,	,	PUNCT
american_scientific_journal-9884	126	16	ying	ying	PROPN
american_scientific_journal-9884	126	17	l	l	PROPN
american_scientific_journal-9884	126	18	,	,	PUNCT
american_scientific_journal-9884	126	19	pang	pang	NOUN
american_scientific_journal-9884	126	20	p	p	PRON
american_scientific_journal-9884	126	21	,	,	PUNCT
american_scientific_journal-9884	126	22	ji	ji	PROPN
american_scientific_journal-9884	126	23	w.	w.	PROPN
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american_scientific_journal-9884	126	25	of	of	ADP
american_scientific_journal-9884	126	26	chest	chest	NOUN
american_scientific_journal-9884	126	27	ct	ct	NUM
american_scientific_journal-9884	126	28	for	for	ADP
american_scientific_journal-9884	126	29	covid-19	covid-19	PROPN
american_scientific_journal-9884	126	30	:	:	PUNCT
american_scientific_journal-9884	126	31	comparison	comparison	NOUN
american_scientific_journal-9884	126	32	to	to	ADP
american_scientific_journal-9884	126	33	rt	rt	NOUN
american_scientific_journal-9884	126	34	-	-	PUNCT
american_scientific_journal-9884	126	35	pcr	pcr	ADJ
american_scientific_journal-9884	126	36	,	,	PUNCT
american_scientific_journal-9884	126	37	radiology	radiology	NOUN
american_scientific_journal-9884	126	38	.	.	PUNCT
american_scientific_journal-9884	127	1	200432	200432	NUM
american_scientific_journal-9884	127	2	,	,	PUNCT
american_scientific_journal-9884	127	3	https://doi.org/10.114	https://doi.org/10.114	X
american_scientific_journal-9884	127	4	8	8	NUM
american_scientific_journal-9884	127	5	/	/	SYM
american_scientific_journal-9884	127	6	radiol.2020200432	radiol.2020200432	NOUN
american_scientific_journal-9884	127	7	;	;	PUNCT
american_scientific_journal-9884	127	8	2020	2020	NUM
american_scientific_journal-9884	127	9	.	.	PUNCT
american_scientific_journal-9884	128	1	[	[	X
american_scientific_journal-9884	128	2	6	6	NUM
american_scientific_journal-9884	128	3	]	]	PUNCT
american_scientific_journal-9884	128	4	coronet	coronet	NOUN
american_scientific_journal-9884	128	5	:	:	PUNCT
american_scientific_journal-9884	128	6	a	a	DET
american_scientific_journal-9884	128	7	deep	deep	ADJ
american_scientific_journal-9884	128	8	neural	neural	ADJ
american_scientific_journal-9884	128	9	network	network	NOUN
american_scientific_journal-9884	128	10	for	for	ADP
american_scientific_journal-9884	128	11	detection	detection	NOUN
american_scientific_journal-9884	128	12	and	and	CCONJ
american_scientific_journal-9884	128	13	diagnosis	diagnosis	NOUN
american_scientific_journal-9884	128	14	of	of	ADP
american_scientific_journal-9884	128	15	covid-19	covid-19	PROPN
american_scientific_journal-9884	128	16	from	from	ADP
american_scientific_journal-9884	128	17	chest	chest	NOUN
american_scientific_journal-9884	128	18	x	x	NOUN
american_scientific_journal-9884	128	19	-	-	NOUN
american_scientific_journal-9884	128	20	ray	ray	NOUN
american_scientific_journal-9884	128	21	images	image	NOUN
american_scientific_journal-9884	128	22	[	[	X
american_scientific_journal-9884	128	23	7	7	NUM
american_scientific_journal-9884	128	24	]	]	SYM
american_scientific_journal-9884	128	25	lafraxo	lafraxo	NOUN
american_scientific_journal-9884	128	26	,	,	PUNCT
american_scientific_journal-9884	128	27	samira	samira	NOUN
american_scientific_journal-9884	128	28	,	,	PUNCT
american_scientific_journal-9884	128	29	and	and	CCONJ
american_scientific_journal-9884	128	30	mohamed	mohamed	PROPN
american_scientific_journal-9884	128	31	el	el	PROPN
american_scientific_journal-9884	128	32	ansari	ansari	PROPN
american_scientific_journal-9884	128	33	.	.	PUNCT
american_scientific_journal-9884	129	1	"	"	PUNCT
american_scientific_journal-9884	129	2	covinet	covinet	NOUN
american_scientific_journal-9884	129	3	:	:	PUNCT
american_scientific_journal-9884	129	4	automated	automate	VERB
american_scientific_journal-9884	129	5	covid-19	covid-19	PROPN
american_scientific_journal-9884	129	6	detection	detection	NOUN
american_scientific_journal-9884	129	7	from	from	ADP
american_scientific_journal-9884	129	8	x	x	NOUN
american_scientific_journal-9884	129	9	-	-	NOUN
american_scientific_journal-9884	129	10	rays	ray	NOUN
american_scientific_journal-9884	129	11	using	use	VERB
american_scientific_journal-9884	129	12	deep	deep	ADJ
american_scientific_journal-9884	129	13	learning	learning	NOUN
american_scientific_journal-9884	129	14	techniques	technique	NOUN
american_scientific_journal-9884	129	15	.	.	PUNCT
american_scientific_journal-9884	129	16	"	"	PUNCT
american_scientific_journal-9884	130	1	2020	2020	NUM
american_scientific_journal-9884	130	2	6th	6th	ADJ
american_scientific_journal-9884	130	3	ieee	ieee	PROPN
american_scientific_journal-9884	130	4	congress	congress	PROPN
american_scientific_journal-9884	130	5	on	on	ADP
american_scientific_journal-9884	130	6	information	information	NOUN
american_scientific_journal-9884	130	7	science	science	NOUN
american_scientific_journal-9884	130	8	and	and	CCONJ
american_scientific_journal-9884	130	9	technology	technology	NOUN
american_scientific_journal-9884	130	10	(	(	PUNCT
american_scientific_journal-9884	130	11	cist	cist	NOUN
american_scientific_journal-9884	130	12	)	)	PUNCT
american_scientific_journal-9884	130	13	.	.	PUNCT
american_scientific_journal-9884	131	1	ieee	ieee	NOUN
american_scientific_journal-9884	131	2	,	,	PUNCT
american_scientific_journal-9884	131	3	2021	2021	NUM
american_scientific_journal-9884	131	4	.	.	PUNCT
american_scientific_journal-9884	132	1	[	[	X
american_scientific_journal-9884	132	2	8	8	NUM
american_scientific_journal-9884	132	3	]	]	X
american_scientific_journal-9884	132	4	ying	ying	PROPN
american_scientific_journal-9884	132	5	y	y	PROPN
american_scientific_journal-9884	132	6	,	,	PUNCT
american_scientific_journal-9884	132	7	zheng	zheng	PROPN
american_scientific_journal-9884	132	8	s	s	PROPN
american_scientific_journal-9884	132	9	,	,	PUNCT
american_scientific_journal-9884	132	10	li	li	PROPN
american_scientific_journal-9884	132	11	s	s	PROPN
american_scientific_journal-9884	132	12	,	,	PUNCT
american_scientific_journal-9884	132	13	zhang	zhang	PROPN
american_scientific_journal-9884	132	14	l	l	PROPN
american_scientific_journal-9884	132	15	,	,	PUNCT
american_scientific_journal-9884	132	16	zhang	zhang	PROPN
american_scientific_journal-9884	132	17	x	x	PROPN
american_scientific_journal-9884	132	18	,	,	PUNCT
american_scientific_journal-9884	132	19	huang	huang	PROPN
american_scientific_journal-9884	132	20	x	x	PROPN
american_scientific_journal-9884	132	21	,	,	PUNCT
american_scientific_journal-9884	132	22	chenz	chenz	PROPN
american_scientific_journal-9884	132	23	,	,	PUNCT
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american_scientific_journal-9884	132	25	j	j	PROPN
american_scientific_journal-9884	132	26	,	,	PUNCT
american_scientific_journal-9884	132	27	jie	jie	PROPN
american_scientific_journal-9884	132	28	h	h	PROPN
american_scientific_journal-9884	132	29	,	,	PUNCT
american_scientific_journal-9884	132	30	wang	wang	PROPN
american_scientific_journal-9884	132	31	y	y	PROPN
american_scientific_journal-9884	132	32	,	,	PUNCT
american_scientific_journal-9884	132	33	chong	chong	PROPN
american_scientific_journal-9884	132	34	r	r	PROPN
american_scientific_journal-9884	132	35	,	,	PUNCT
american_scientific_journal-9884	132	36	shen	shen	PROPN
american_scientific_journal-9884	132	37	y	y	PROPN
american_scientific_journal-9884	132	38	,	,	PUNCT
american_scientific_journal-9884	132	39	zha	zha	PROPN
american_scientific_journal-9884	132	40	j	j	PROPN
american_scientific_journal-9884	132	41	,	,	PUNCT
american_scientific_journal-9884	132	42	yang	yang	PROPN
american_scientific_journal-9884	132	43	y.	y.	PROPN
american_scientific_journal-9884	132	44	deep	deep	PROPN
american_scientific_journal-9884	132	45	learning	learning	NOUN
american_scientific_journal-9884	132	46	enables	enable	VERB
american_scientific_journal-9884	132	47	accurate	accurate	ADJ
american_scientific_journal-9884	132	48	diagnosis	diagnosis	NOUN
american_scientific_journal-9884	132	49	of	of	ADP
american_scientific_journal-9884	132	50	novel	novel	ADJ
american_scientific_journal-9884	132	51	coronavirus(covid-19	coronavirus(covid-19	NOUN
american_scientific_journal-9884	132	52	)	)	PUNCT
american_scientific_journal-9884	132	53	with	with	ADP
american_scientific_journal-9884	132	54	ct	ct	NUM
american_scientific_journal-9884	132	55	images	image	NOUN
american_scientific_journal-9884	132	56	.	.	PUNCT
american_scientific_journal-9884	133	1	medrxiv	medrxiv	X
american_scientific_journal-9884	133	2	.	.	PUNCT
american_scientific_journal-9884	134	1	2020	2020	NUM
american_scientific_journal-9884	134	2	.	.	PUNCT
american_scientific_journal-9884	135	1	[	[	X
american_scientific_journal-9884	135	2	9	9	NUM
american_scientific_journal-9884	135	3	]	]	X
american_scientific_journal-9884	135	4	cheng	cheng	PROPN
american_scientific_journal-9884	135	5	jin	jin	PROPN
american_scientific_journal-9884	135	6	jf	jf	PROPN
american_scientific_journal-9884	135	7	,	,	PUNCT
american_scientific_journal-9884	135	8	chen	chen	PROPN
american_scientific_journal-9884	135	9	w	w	PROPN
american_scientific_journal-9884	135	10	,	,	PUNCT
american_scientific_journal-9884	135	11	cao	cao	PROPN
american_scientific_journal-9884	135	12	y	y	PROPN
american_scientific_journal-9884	135	13	,	,	PUNCT
american_scientific_journal-9884	135	14	zhanwei	zhanwei	PROPN
american_scientific_journal-9884	135	15	x	x	PROPN
american_scientific_journal-9884	135	16	,	,	PUNCT
american_scientific_journal-9884	135	17	zhang	zhang	PROPN
american_scientific_journal-9884	135	18	x	x	PROPN
american_scientific_journal-9884	135	19	,	,	PUNCT
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american_scientific_journal-9884	135	21	l	l	PROPN
american_scientific_journal-9884	135	22	,	,	PUNCT
american_scientific_journal-9884	135	23	zheng	zheng	PROPN
american_scientific_journal-9884	135	24	c	c	PROPN
american_scientific_journal-9884	135	25	,	,	PUNCT
american_scientific_journal-9884	135	26	zhou	zhou	PROPN
american_scientific_journal-9884	135	27	j	j	PROPN
american_scientific_journal-9884	135	28	,	,	PUNCT
american_scientific_journal-9884	135	29	shi	shi	PROPN
american_scientific_journal-9884	135	30	h.	h.	PROPN
american_scientific_journal-9884	135	31	development	development	PROPN
american_scientific_journal-9884	135	32	and	and	CCONJ
american_scientific_journal-9884	135	33	evaluation	evaluation	NOUN
american_scientific_journal-9884	135	34	of	of	ADP
american_scientific_journal-9884	135	35	an	an	DET
american_scientific_journal-9884	135	36	ai	ai	NOUN
american_scientific_journal-9884	135	37	system	system	NOUN
american_scientific_journal-9884	135	38	for	for	ADP
american_scientific_journal-9884	135	39	covid-19	covid-19	PROPN
american_scientific_journal-9884	135	40	diagnosis	diagnosis	NOUN
american_scientific_journal-9884	135	41	.	.	PUNCT
american_scientific_journal-9884	136	1	medrxiv	medrxiv	X
american_scientific_journal-9884	136	2	.	.	PUNCT
american_scientific_journal-9884	137	1	2020	2020	NUM
american_scientific_journal-9884	137	2	.	.	PUNCT
american_scientific_journal-9884	138	1	[	[	X
american_scientific_journal-9884	138	2	10	10	NUM
american_scientific_journal-9884	138	3	]	]	X
american_scientific_journal-9884	138	4	butt	butt	NOUN
american_scientific_journal-9884	138	5	c	c	NOUN
american_scientific_journal-9884	138	6	,	,	PUNCT
american_scientific_journal-9884	138	7	gill	gill	PROPN
american_scientific_journal-9884	138	8	j	j	PROPN
american_scientific_journal-9884	138	9	,	,	PUNCT
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american_scientific_journal-9884	138	12	,	,	PUNCT
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american_scientific_journal-9884	138	15	.	.	PUNCT
american_scientific_journal-9884	139	1	deep	deep	ADJ
american_scientific_journal-9884	139	2	learning	learning	NOUN
american_scientific_journal-9884	139	3	system	system	NOUN
american_scientific_journal-9884	139	4	to	to	PART
american_scientific_journal-9884	139	5	screen	screen	VERB
american_scientific_journal-9884	139	6	coronavirus	coronavirus	NOUN
american_scientific_journal-9884	139	7	disease	disease	NOUN
american_scientific_journal-9884	139	8	pneumonia	pneumonia	NOUN
american_scientific_journal-9884	139	9	.	.	PUNCT
american_scientific_journal-9884	140	1	appl	appl	PROPN
american_scientific_journal-9884	140	2	intell	intell	PROPN
american_scientific_journal-9884	140	3	.	.	PUNCT
american_scientific_journal-9884	141	1	2019	2019	NUM
american_scientific_journal-9884	141	2	.	.	PUNCT
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american_scientific_journal-9884	142	2	11	11	NUM
american_scientific_journal-9884	142	3	]	]	X
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american_scientific_journal-9884	142	5	l	l	PROPN
american_scientific_journal-9884	142	6	,	,	PUNCT
american_scientific_journal-9884	142	7	wong	wong	PROPN
american_scientific_journal-9884	142	8	a.	a.	PROPN
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american_scientific_journal-9884	142	10	-	-	PUNCT
american_scientific_journal-9884	142	11	net	net	NOUN
american_scientific_journal-9884	142	12	:	:	PUNCT
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american_scientific_journal-9884	142	14	tailored	tailor	VERB
american_scientific_journal-9884	142	15	deep	deep	ADJ
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american_scientific_journal-9884	142	17	neural	neural	ADJ
american_scientific_journal-9884	142	18	network	network	NOUN
american_scientific_journal-9884	142	19	design	design	NOUN
american_scientific_journal-9884	142	20	for	for	ADP
american_scientific_journal-9884	142	21	detection	detection	NOUN
american_scientific_journal-9884	142	22	of	of	ADP
american_scientific_journal-9884	142	23	covid-19	covid-19	PROPN
american_scientific_journal-9884	142	24	cases	case	NOUN
american_scientific_journal-9884	142	25	from	from	ADP
american_scientific_journal-9884	142	26	chest	chest	NOUN
american_scientific_journal-9884	142	27	x	x	NOUN
american_scientific_journal-9884	142	28	-	-	NOUN
american_scientific_journal-9884	142	29	ray	ray	NOUN
american_scientific_journal-9884	142	30	images	image	NOUN
american_scientific_journal-9884	142	31	.	.	PUNCT
american_scientific_journal-9884	143	1	2020	2020	NUM
american_scientific_journal-9884	143	2	.	.	PUNCT
american_scientific_journal-9884	144	1	https://doi.org/10.1007/s42979-020-00216-w	https://doi.org/10.1007/s42979-020-00216-w	PROPN
american_scientific_journal-9884	144	2	https://doi.org/10.1007/s42979-020-00216-w	https://doi.org/10.1007/s42979-020-00216-w	PROPN
american_scientific_journal-9884	144	3	american	american	PROPN
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american_scientific_journal-9884	144	5	scientific	scientific	ADJ
american_scientific_journal-9884	144	6	research	research	NOUN
american_scientific_journal-9884	144	7	journal	journal	NOUN
american_scientific_journal-9884	144	8	for	for	ADP
american_scientific_journal-9884	144	9	engineering	engineering	NOUN
american_scientific_journal-9884	144	10	,	,	PUNCT
american_scientific_journal-9884	144	11	technology	technology	NOUN
american_scientific_journal-9884	144	12	,	,	PUNCT
american_scientific_journal-9884	144	13	and	and	CCONJ
american_scientific_journal-9884	144	14	sciences	science	NOUN
american_scientific_journal-9884	144	15	(	(	PUNCT
american_scientific_journal-9884	144	16	asrjets	asrjet	NOUN
american_scientific_journal-9884	144	17	)	)	PUNCT
american_scientific_journal-9884	144	18	volume	volume	NOUN
american_scientific_journal-9884	144	19	98	98	NUM
american_scientific_journal-9884	144	20	,	,	PUNCT
american_scientific_journal-9884	144	21	no	no	DET
american_scientific_journal-9884	144	22	1	1	NUM
american_scientific_journal-9884	144	23	,	,	PUNCT
american_scientific_journal-9884	144	24	pp	pp	ADV
american_scientific_journal-9884	144	25	201	201	NUM
american_scientific_journal-9884	144	26	-	-	SYM
american_scientific_journal-9884	144	27	209	209	NUM
american_scientific_journal-9884	144	28	209	209	NUM
american_scientific_journal-9884	145	1	[	[	X
american_scientific_journal-9884	145	2	12	12	NUM
american_scientific_journal-9884	145	3	]	]	X
american_scientific_journal-9884	145	4	wu	wu	PROPN
american_scientific_journal-9884	145	5	x	x	PROPN
american_scientific_journal-9884	145	6	,	,	PUNCT
american_scientific_journal-9884	145	7	hui	hui	PROPN
american_scientific_journal-9884	145	8	h	h	PROPN
american_scientific_journal-9884	145	9	,	,	PUNCT
american_scientific_journal-9884	145	10	niu	niu	PROPN
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american_scientific_journal-9884	145	12	,	,	PUNCT
american_scientific_journal-9884	145	13	li	li	PROPN
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american_scientific_journal-9884	145	15	,	,	PUNCT
american_scientific_journal-9884	145	16	wang	wang	PROPN
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american_scientific_journal-9884	145	18	,	,	PUNCT
american_scientific_journal-9884	145	19	he	he	PRON
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american_scientific_journal-9884	145	21	,	,	PUNCT
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american_scientific_journal-9884	145	23	x	x	PROPN
american_scientific_journal-9884	145	24	,	,	PUNCT
american_scientific_journal-9884	145	25	li	li	PROPN
american_scientific_journal-9884	145	26	l	l	PROPN
american_scientific_journal-9884	145	27	,	,	PUNCT
american_scientific_journal-9884	145	28	li	li	PROPN
american_scientific_journal-9884	145	29	h	h	PROPN
american_scientific_journal-9884	145	30	,	,	PUNCT
american_scientific_journal-9884	145	31	tian	tian	PROPN
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american_scientific_journal-9884	145	33	,	,	PUNCT
american_scientific_journal-9884	145	34	zha	zha	PROPN
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american_scientific_journal-9884	145	36	deep	deep	PROPN
american_scientific_journal-9884	145	37	learning	learning	NOUN
american_scientific_journal-9884	145	38	-	-	PUNCT
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american_scientific_journal-9884	145	41	-	-	ADJ
american_scientific_journal-9884	145	42	view	view	ADJ
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american_scientific_journal-9884	145	45	for	for	ADP
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american_scientific_journal-9884	145	51	:	:	PUNCT
american_scientific_journal-9884	145	52	a	a	DET
american_scientific_journal-9884	145	53	multicenter	multicenter	ADJ
american_scientific_journal-9884	145	54	study	study	NOUN
american_scientific_journal-9884	145	55	.	.	PUNCT
american_scientific_journal-9884	146	1	eur	eur	PROPN
american_scientific_journal-9884	146	2	j	j	PROPN
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american_scientific_journal-9884	146	4	.	.	PUNCT
american_scientific_journal-9884	147	1	2020;128:1–9	2020;128:1–9	NUM
american_scientific_journal-9884	147	2	.	.	PUNCT
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american_scientific_journal-9884	148	2	13	13	NUM
american_scientific_journal-9884	148	3	]	]	X
american_scientific_journal-9884	148	4	khan	khan	PROPN
american_scientific_journal-9884	148	5	ai	ai	PROPN
american_scientific_journal-9884	148	6	,	,	PUNCT
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american_scientific_journal-9884	148	9	,	,	PUNCT
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american_scientific_journal-9884	149	2	.	.	PUNCT
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american_scientific_journal-9884	149	4	:	:	PUNCT
american_scientific_journal-9884	149	5	a	a	DET
american_scientific_journal-9884	149	6	deep	deep	ADJ
american_scientific_journal-9884	149	7	neural	neural	ADJ
american_scientific_journal-9884	149	8	network	network	NOUN
american_scientific_journal-9884	149	9	for	for	ADP
american_scientific_journal-9884	149	10	detection	detection	NOUN
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american_scientific_journal-9884	149	13	of	of	ADP
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american_scientific_journal-9884	149	17	x	x	NOUN
american_scientific_journal-9884	149	18	-	-	NOUN
american_scientific_journal-9884	149	19	ray	ray	NOUN
american_scientific_journal-9884	149	20	images	image	NOUN
american_scientific_journal-9884	149	21	.	.	PUNCT
american_scientific_journal-9884	150	1	comput	comput	NOUN
american_scientific_journal-9884	150	2	methods	method	NOUN
american_scientific_journal-9884	150	3	programs	program	NOUN
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american_scientific_journal-9884	150	5	.	.	PUNCT
american_scientific_journal-9884	151	1	2020	2020	NUM
american_scientific_journal-9884	151	2	.	.	PUNCT
american_scientific_journal-9884	152	1	[	[	X
american_scientific_journal-9884	152	2	14	14	NUM
american_scientific_journal-9884	152	3	]	]	X
american_scientific_journal-9884	152	4	wang	wang	PROPN
american_scientific_journal-9884	152	5	s	s	PROPN
american_scientific_journal-9884	152	6	,	,	PUNCT
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american_scientific_journal-9884	152	9	,	,	PUNCT
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american_scientific_journal-9884	152	12	,	,	PUNCT
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american_scientific_journal-9884	152	15	,	,	PUNCT
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american_scientific_journal-9884	152	21	,	,	PUNCT
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american_scientific_journal-9884	152	24	,	,	PUNCT
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american_scientific_journal-9884	152	27	,	,	PUNCT
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american_scientific_journal-9884	152	30	,	,	PUNCT
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american_scientific_journal-9884	152	33	,	,	PUNCT
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american_scientific_journal-9884	153	1	a	a	DET
american_scientific_journal-9884	153	2	deep	deep	ADJ
american_scientific_journal-9884	153	3	learning	learning	NOUN
american_scientific_journal-9884	153	4	algorithm	algorithm	NOUN
american_scientific_journal-9884	153	5	using	use	VERB
american_scientific_journal-9884	153	6	ct	ct	NUM
american_scientific_journal-9884	153	7	images	image	NOUN
american_scientific_journal-9884	153	8	to	to	PART
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american_scientific_journal-9884	153	12	virus	virus	NOUN
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american_scientific_journal-9884	153	14	(	(	PUNCT
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american_scientific_journal-9884	153	17	.	.	PUNCT
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american_scientific_journal-9884	154	2	.	.	PUNCT
american_scientific_journal-9884	155	1	2020	2020	NUM
american_scientific_journal-9884	155	2	.	.	PUNCT
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american_scientific_journal-9884	156	2	15	15	NUM
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american_scientific_journal-9884	156	5	,	,	PUNCT
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american_scientific_journal-9884	156	8	,	,	PUNCT
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american_scientific_journal-9884	156	12	,	,	PUNCT
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american_scientific_journal-9884	156	17	.	.	PUNCT
american_scientific_journal-9884	157	1	"	"	PUNCT
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american_scientific_journal-9884	157	3	-	-	PUNCT
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american_scientific_journal-9884	157	6	:	:	PUNCT
american_scientific_journal-9884	157	7	a	a	DET
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american_scientific_journal-9884	157	10	.	.	PUNCT
american_scientific_journal-9884	157	11	"	"	PUNCT
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american_scientific_journal-9884	158	6	reports	report	VERB
american_scientific_journal-9884	158	7	9.1	9.1	NUM
american_scientific_journal-9884	158	8	(	(	PUNCT
american_scientific_journal-9884	158	9	2021	2021	NUM
american_scientific_journal-9884	158	10	):	):	PUNCT
american_scientific_journal-9884	158	11	45	45	NUM
american_scientific_journal-9884	158	12	.	.	PUNCT
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american_scientific_journal-9884	159	5	,	,	PUNCT
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american_scientific_journal-9884	159	7	,	,	PUNCT
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american_scientific_journal-9884	159	9	,	,	PUNCT
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american_scientific_journal-9884	159	11	,	,	PUNCT
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american_scientific_journal-9884	159	13	,	,	PUNCT
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american_scientific_journal-9884	159	15	et	et	PROPN
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american_scientific_journal-9884	159	17	.	.	PROPN
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american_scientific_journal-9884	159	19	-	-	PUNCT
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american_scientific_journal-9884	159	21	-	-	PUNCT
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american_scientific_journal-9884	159	29	applicable	applicable	ADJ
american_scientific_journal-9884	159	30	in	in	ADP
american_scientific_journal-9884	159	31	machine	machine	NOUN
american_scientific_journal-9884	159	32	learning	learning	NOUN
american_scientific_journal-9884	159	33	and	and	CCONJ
american_scientific_journal-9884	159	34	deep	deep	ADJ
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american_scientific_journal-9884	159	36	.	.	PUNCT
american_scientific_journal-9884	160	1	sci	sci	PROPN
american_scientific_journal-9884	160	2	data	data	PROPN
american_scientific_journal-9884	160	3	8	8	NUM
american_scientific_journal-9884	160	4	,	,	PUNCT
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american_scientific_journal-9884	160	6	(	(	PUNCT
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american_scientific_journal-9884	160	8	)	)	PUNCT
american_scientific_journal-9884	160	9	.	.	PUNCT
american_scientific_journal-9884	161	1	https://doi.org/10.1038/s41597-021-00900-3	https://doi.org/10.1038/s41597-021-00900-3	PROPN
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american_scientific_journal-9884	162	3	]	]	SYM
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american_scientific_journal-9884	162	6	,	,	PUNCT
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american_scientific_journal-9884	162	8	,	,	PUNCT
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american_scientific_journal-9884	162	10	,	,	PUNCT
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american_scientific_journal-9884	162	12	,	,	PUNCT
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american_scientific_journal-9884	162	14	,	,	PUNCT
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american_scientific_journal-9884	162	16	,	,	PUNCT
american_scientific_journal-9884	162	17	&	&	CCONJ
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american_scientific_journal-9884	162	19	,	,	PUNCT
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american_scientific_journal-9884	162	24	.	.	PUNCT
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american_scientific_journal-9884	163	8	:	:	PUNCT
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american_scientific_journal-9884	163	25	.	.	PUNCT
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american_scientific_journal-9884	164	6	)	)	PUNCT
american_scientific_journal-9884	164	7	,	,	PUNCT
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american_scientific_journal-9884	164	9	–	–	SYM
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american_scientific_journal-9884	164	11	.	.	PUNCT
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american_scientific_journal-9884	165	2	https://doi.org/10.1038/s41597-021-00900-3	https://doi.org/10.1038/s41597-021-00900-3	VERB
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