id	sid	tid	token	lemma	pos
globalce-278	1	1	j	j	PROPN
globalce-278	1	2	global	global	ADJ
globalce-278	1	3	clinical	clinical	ADJ
globalce-278	1	4	engineering	engineering	PROPN
globalce-278	1	5	vol.6	vol.6	PROPN
globalce-278	1	6	special	special	ADJ
globalce-278	1	7	issue	issue	NOUN
globalce-278	1	8	6	6	NUM
globalce-278	1	9	:	:	SYM
globalce-278	1	10	2024	2024	NUM
globalce-278	1	11	74	74	NUM
globalce-278	1	12	conference	conference	NOUN
globalce-278	1	13	paper	paper	NOUN
globalce-278	1	14	software	software	NOUN
globalce-278	1	15	skills	skill	VERB
globalce-278	1	16	identification	identification	NOUN
globalce-278	1	17	:	:	PUNCT
globalce-278	1	18	a	a	DET
globalce-278	1	19	multi	multi	ADJ
globalce-278	1	20	-	-	ADJ
globalce-278	1	21	class	class	ADJ
globalce-278	1	22	classification	classification	NOUN
globalce-278	1	23	on	on	ADP
globalce-278	1	24	source	source	NOUN
globalce-278	1	25	code	code	NOUN
globalce-278	1	26	using	use	VERB
globalce-278	1	27	machine	machine	NOUN
globalce-278	1	28	learning	learning	PROPN
globalce-278	1	29	dimitris	dimitris	PROPN
globalce-278	1	30	bamidis	bamidis	PROPN
globalce-278	1	31	,	,	PUNCT
globalce-278	1	32	ilias	ilias	PROPN
globalce-278	1	33	kalouptsoglou	kalouptsoglou	PROPN
globalce-278	1	34	,	,	PUNCT
globalce-278	1	35	apostolos	apostolos	PROPN
globalce-278	1	36	ampatzoglou	ampatzoglou	PROPN
globalce-278	1	37	,	,	PUNCT
globalce-278	1	38	alexandros	alexandros	PROPN
globalce-278	1	39	chatzigeorgiou	chatzigeorgiou	PROPN
globalce-278	1	40	*	*	PROPN
globalce-278	1	41	university	university	PROPN
globalce-278	1	42	of	of	ADP
globalce-278	1	43	macedonia	macedonia	PROPN
globalce-278	1	44	,	,	PUNCT
globalce-278	1	45	thessaloniki	thessaloniki	PROPN
globalce-278	1	46	,	,	PUNCT
globalce-278	1	47	greece	greece	PROPN
globalce-278	1	48	.	.	PUNCT
globalce-278	2	1	*	*	PUNCT
globalce-278	2	2	corresponding	correspond	VERB
globalce-278	2	3	author	author	NOUN
globalce-278	2	4	email	email	NOUN
globalce-278	2	5	:	:	PUNCT
globalce-278	2	6	achat@uom.edu.gr	achat@uom.edu.gr	ADJ
globalce-278	2	7	abstract	abstract	ADV
globalce-278	2	8	in	in	ADP
globalce-278	2	9	the	the	DET
globalce-278	2	10	ever	ever	ADV
globalce-278	2	11	-	-	PUNCT
globalce-278	2	12	evolving	evolve	VERB
globalce-278	2	13	tech	tech	NOUN
globalce-278	2	14	industry	industry	NOUN
globalce-278	2	15	,	,	PUNCT
globalce-278	2	16	accurately	accurately	ADV
globalce-278	2	17	assessing	assess	VERB
globalce-278	2	18	the	the	DET
globalce-278	2	19	software	software	NOUN
globalce-278	2	20	skills	skill	NOUN
globalce-278	2	21	of	of	ADP
globalce-278	2	22	developers	developer	NOUN
globalce-278	2	23	is	be	AUX
globalce-278	2	24	critical	critical	ADJ
globalce-278	2	25	for	for	ADP
globalce-278	2	26	effective	effective	ADJ
globalce-278	2	27	workforce	workforce	NOUN
globalce-278	2	28	management	management	NOUN
globalce-278	2	29	.	.	PUNCT
globalce-278	3	1	this	this	DET
globalce-278	3	2	study	study	NOUN
globalce-278	3	3	presents	present	VERB
globalce-278	3	4	a	a	DET
globalce-278	3	5	machine	machine	NOUN
globalce-278	3	6	learning	learn	VERB
globalce-278	3	7	approach	approach	NOUN
globalce-278	3	8	to	to	PART
globalce-278	3	9	classify	classify	VERB
globalce-278	3	10	software	software	NOUN
globalce-278	3	11	development	development	NOUN
globalce-278	3	12	knowledge	knowledge	NOUN
globalce-278	3	13	through	through	ADP
globalce-278	3	14	source	source	NOUN
globalce-278	3	15	code	code	NOUN
globalce-278	3	16	analysis	analysis	NOUN
globalce-278	3	17	,	,	PUNCT
globalce-278	3	18	focusing	focus	VERB
globalce-278	3	19	on	on	ADP
globalce-278	3	20	java	java	NOUN
globalce-278	3	21	-	-	PUNCT
globalce-278	3	22	based	base	VERB
globalce-278	3	23	technologies	technology	NOUN
globalce-278	3	24	.	.	PUNCT
globalce-278	4	1	a	a	DET
globalce-278	4	2	dataset	dataset	NOUN
globalce-278	4	3	of	of	ADP
globalce-278	4	4	several	several	ADJ
globalce-278	4	5	source	source	NOUN
globalce-278	4	6	code	code	NOUN
globalce-278	4	7	files	file	NOUN
globalce-278	4	8	from	from	ADP
globalce-278	4	9	multiple	multiple	ADJ
globalce-278	4	10	domains	domain	NOUN
globalce-278	4	11	of	of	ADP
globalce-278	4	12	software	software	NOUN
globalce-278	4	13	development	development	NOUN
globalce-278	4	14	was	be	AUX
globalce-278	4	15	compiled	compile	VERB
globalce-278	4	16	from	from	ADP
globalce-278	4	17	public	public	ADJ
globalce-278	4	18	repositories	repository	NOUN
globalce-278	4	19	and	and	CCONJ
globalce-278	4	20	labeled	label	VERB
globalce-278	4	21	for	for	ADP
globalce-278	4	22	classification	classification	NOUN
globalce-278	4	23	.	.	PUNCT
globalce-278	5	1	the	the	DET
globalce-278	5	2	high	high	ADJ
globalce-278	5	3	performance	performance	NOUN
globalce-278	5	4	achieved	achieve	VERB
globalce-278	5	5	in	in	ADP
globalce-278	5	6	this	this	DET
globalce-278	5	7	study	study	NOUN
globalce-278	5	8	,	,	PUNCT
globalce-278	5	9	by	by	ADP
globalce-278	5	10	applying	apply	VERB
globalce-278	5	11	transfer	transfer	NOUN
globalce-278	5	12	learning	learning	NOUN
globalce-278	5	13	,	,	PUNCT
globalce-278	5	14	underlines	underline	VERB
globalce-278	5	15	the	the	DET
globalce-278	5	16	suitability	suitability	NOUN
globalce-278	5	17	of	of	ADP
globalce-278	5	18	pre	pre	ADJ
globalce-278	5	19	-	-	ADJ
globalce-278	5	20	trained	train	VERB
globalce-278	5	21	codebert	codebert	NOUN
globalce-278	5	22	models	model	NOUN
globalce-278	5	23	for	for	ADP
globalce-278	5	24	the	the	DET
globalce-278	5	25	classification	classification	NOUN
globalce-278	5	26	of	of	ADP
globalce-278	5	27	software	software	NOUN
globalce-278	5	28	skills	skill	NOUN
globalce-278	5	29	.	.	PUNCT
globalce-278	6	1	the	the	DET
globalce-278	6	2	methodology	methodology	NOUN
globalce-278	6	3	combined	combine	VERB
globalce-278	6	4	both	both	DET
globalce-278	6	5	non	non	ADJ
globalce-278	6	6	-	-	ADJ
globalce-278	6	7	pretrained	pretraine	VERB
globalce-278	6	8	neural	neural	ADJ
globalce-278	6	9	networks	network	NOUN
globalce-278	6	10	and	and	CCONJ
globalce-278	6	11	pretrained	pretraine	VERB
globalce-278	6	12	models	model	NOUN
globalce-278	6	13	to	to	PART
globalce-278	6	14	enhance	enhance	VERB
globalce-278	6	15	classification	classification	NOUN
globalce-278	6	16	accuracy	accuracy	NOUN
globalce-278	6	17	.	.	PUNCT
globalce-278	7	1	results	result	NOUN
globalce-278	7	2	validate	validate	VERB
globalce-278	7	3	the	the	DET
globalce-278	7	4	feasibility	feasibility	NOUN
globalce-278	7	5	of	of	ADP
globalce-278	7	6	using	use	VERB
globalce-278	7	7	machine	machine	NOUN
globalce-278	7	8	learning	learn	VERB
globalce-278	7	9	to	to	PART
globalce-278	7	10	identify	identify	VERB
globalce-278	7	11	developers	developer	NOUN
globalce-278	7	12	’	’	PART
globalce-278	7	13	programming	programming	NOUN
globalce-278	7	14	proficiencies	proficiency	NOUN
globalce-278	7	15	,	,	PUNCT
globalce-278	7	16	providing	provide	VERB
globalce-278	7	17	a	a	DET
globalce-278	7	18	foundation	foundation	NOUN
globalce-278	7	19	for	for	ADP
globalce-278	7	20	sophisticated	sophisticated	ADJ
globalce-278	7	21	assessment	assessment	NOUN
globalce-278	7	22	tools	tool	NOUN
globalce-278	7	23	.	.	PUNCT
globalce-278	8	1	future	future	ADJ
globalce-278	8	2	work	work	NOUN
globalce-278	8	3	aims	aim	VERB
globalce-278	8	4	to	to	PART
globalce-278	8	5	refine	refine	VERB
globalce-278	8	6	classification	classification	NOUN
globalce-278	8	7	by	by	ADP
globalce-278	8	8	incorporating	incorporate	VERB
globalce-278	8	9	functional	functional	ADJ
globalce-278	8	10	task	task	NOUN
globalce-278	8	11	identification	identification	NOUN
globalce-278	8	12	and	and	CCONJ
globalce-278	8	13	commit	commit	NOUN
globalce-278	8	14	-	-	PUNCT
globalce-278	8	15	based	base	VERB
globalce-278	8	16	analysis	analysis	NOUN
globalce-278	8	17	for	for	ADP
globalce-278	8	18	a	a	DET
globalce-278	8	19	more	more	ADV
globalce-278	8	20	comprehensive	comprehensive	ADJ
globalce-278	8	21	evaluation	evaluation	NOUN
globalce-278	8	22	of	of	ADP
globalce-278	8	23	coding	code	VERB
globalce-278	8	24	skills	skill	NOUN
globalce-278	8	25	.	.	PUNCT
globalce-278	9	1	this	this	DET
globalce-278	9	2	study	study	NOUN
globalce-278	9	3	showcases	showcase	VERB
globalce-278	9	4	the	the	DET
globalce-278	9	5	transformative	transformative	ADJ
globalce-278	9	6	potential	potential	NOUN
globalce-278	9	7	of	of	ADP
globalce-278	9	8	machine	machine	NOUN
globalce-278	9	9	learning	learning	NOUN
globalce-278	9	10	in	in	ADP
globalce-278	9	11	streamlining	streamline	VERB
globalce-278	9	12	developer	developer	NOUN
globalce-278	9	13	assessments	assessment	NOUN
globalce-278	9	14	and	and	CCONJ
globalce-278	9	15	advancing	advance	VERB
globalce-278	9	16	software	software	NOUN
globalce-278	9	17	engineering	engineering	NOUN
globalce-278	9	18	methodologies	methodology	NOUN
globalce-278	9	19	.	.	PUNCT
globalce-278	10	1	keywords	keyword	NOUN
globalce-278	10	2	—	—	PUNCT
globalce-278	10	3	machine	machine	NOUN
globalce-278	10	4	learning	learning	NOUN
globalce-278	10	5	,	,	PUNCT
globalce-278	10	6	supervised	supervised	ADJ
globalce-278	10	7	learning	learning	NOUN
globalce-278	10	8	,	,	PUNCT
globalce-278	10	9	multi	multi	ADJ
globalce-278	10	10	-	-	ADJ
globalce-278	10	11	class	class	ADJ
globalce-278	10	12	classification	classification	NOUN
globalce-278	10	13	,	,	PUNCT
globalce-278	10	14	neural	neural	ADJ
globalce-278	10	15	network	network	NOUN
globalce-278	10	16	,	,	PUNCT
globalce-278	10	17	transfer	transfer	NOUN
globalce-278	10	18	learning	learning	NOUN
globalce-278	10	19	,	,	PUNCT
globalce-278	10	20	source	source	NOUN
globalce-278	10	21	code	code	NOUN
globalce-278	10	22	analysis	analysis	NOUN
globalce-278	10	23	.	.	PUNCT
globalce-278	11	1	copyright	copyright	NOUN
globalce-278	11	2	©	©	PROPN
globalce-278	11	3	2024	2024	NUM
globalce-278	11	4	.	.	PUNCT
globalce-278	12	1	this	this	PRON
globalce-278	12	2	is	be	AUX
globalce-278	12	3	an	an	DET
globalce-278	12	4	open	open	ADJ
globalce-278	12	5	-	-	PUNCT
globalce-278	12	6	access	access	NOUN
globalce-278	12	7	article	article	NOUN
globalce-278	12	8	distributed	distribute	VERB
globalce-278	12	9	under	under	ADP
globalce-278	12	10	the	the	DET
globalce-278	12	11	terms	term	NOUN
globalce-278	12	12	of	of	ADP
globalce-278	12	13	the	the	DET
globalce-278	12	14	creative	creative	ADJ
globalce-278	12	15	commons	common	NOUN
globalce-278	12	16	attribution	attribution	NOUN
globalce-278	12	17	license	license	NOUN
globalce-278	12	18	(	(	PUNCT
globalce-278	12	19	cc	cc	NOUN
globalce-278	12	20	by	by	ADV
globalce-278	12	21	):	):	PUNCT
globalce-278	12	22	creative	creative	ADJ
globalce-278	12	23	commons	common	NOUN
globalce-278	12	24	attribution	attribution	NOUN
globalce-278	12	25	4.0	4.0	NUM
globalce-278	12	26	international	international	NOUN
globalce-278	12	27	cc	cc	NOUN
globalce-278	12	28	by	by	ADP
globalce-278	12	29	4.0	4.0	NUM
globalce-278	12	30	.	.	PUNCT
globalce-278	13	1	the	the	DET
globalce-278	13	2	use	use	NOUN
globalce-278	13	3	,	,	PUNCT
globalce-278	13	4	distribution	distribution	NOUN
globalce-278	13	5	or	or	CCONJ
globalce-278	13	6	reproduction	reproduction	NOUN
globalce-278	13	7	in	in	ADP
globalce-278	13	8	other	other	ADJ
globalce-278	13	9	forums	forum	NOUN
globalce-278	13	10	is	be	AUX
globalce-278	13	11	permitted	permit	VERB
globalce-278	13	12	,	,	PUNCT
globalce-278	13	13	provided	provide	VERB
globalce-278	13	14	the	the	DET
globalce-278	13	15	original	original	ADJ
globalce-278	13	16	author(s	author(s	NOUN
globalce-278	13	17	)	)	PUNCT
globalce-278	13	18	and	and	CCONJ
globalce-278	13	19	the	the	DET
globalce-278	13	20	copyright	copyright	NOUN
globalce-278	13	21	owner(s	owner(s	NOUN
globalce-278	13	22	)	)	PUNCT
globalce-278	13	23	are	be	AUX
globalce-278	13	24	credited	credit	VERB
globalce-278	13	25	and	and	CCONJ
globalce-278	13	26	that	that	SCONJ
globalce-278	13	27	the	the	DET
globalce-278	13	28	original	original	ADJ
globalce-278	13	29	publication	publication	NOUN
globalce-278	13	30	in	in	ADP
globalce-278	13	31	this	this	DET
globalce-278	13	32	journal	journal	NOUN
globalce-278	13	33	is	be	AUX
globalce-278	13	34	cited	cite	VERB
globalce-278	13	35	,	,	PUNCT
globalce-278	13	36	in	in	ADP
globalce-278	13	37	accordance	accordance	NOUN
globalce-278	13	38	with	with	ADP
globalce-278	13	39	accepted	accept	VERB
globalce-278	13	40	academic	academic	ADJ
globalce-278	13	41	practice	practice	NOUN
globalce-278	13	42	.	.	PUNCT
globalce-278	14	1	no	no	DET
globalce-278	14	2	use	use	NOUN
globalce-278	14	3	,	,	PUNCT
globalce-278	14	4	distribution	distribution	NOUN
globalce-278	14	5	or	or	CCONJ
globalce-278	14	6	reproduction	reproduction	NOUN
globalce-278	14	7	is	be	AUX
globalce-278	14	8	permitted	permit	VERB
globalce-278	14	9	which	which	PRON
globalce-278	14	10	does	do	AUX
globalce-278	14	11	not	not	PART
globalce-278	14	12	comply	comply	VERB
globalce-278	14	13	with	with	ADP
globalce-278	14	14	these	these	DET
globalce-278	14	15	terms	term	NOUN
globalce-278	14	16	.	.	PUNCT
globalce-278	14	17	http://www.globalce.org	http://www.globalce.org	PUNCT
globalce-278	15	1	http://globalce.org	http://globalce.org	PROPN
globalce-278	15	2	http://globalce.org	http://globalce.org	PROPN
globalce-278	15	3	mailto:achat@uom.edu.gr	mailto:achat@uom.edu.gr	NOUN
globalce-278	15	4	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
globalce-278	15	5	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
globalce-278	15	6	75	75	NUM
globalce-278	15	7	j	j	PROPN
globalce-278	15	8	global	global	ADJ
globalce-278	15	9	clinical	clinical	ADJ
globalce-278	15	10	engineering	engineering	PROPN
globalce-278	15	11	vol.6	vol.6	PROPN
globalce-278	15	12	special	special	ADJ
globalce-278	15	13	issue	issue	NOUN
globalce-278	15	14	6	6	NUM
globalce-278	15	15	:	:	SYM
globalce-278	15	16	2024	2024	NUM
globalce-278	15	17	introduction	introduction	NOUN
globalce-278	15	18	in	in	ADP
globalce-278	15	19	today	today	NOUN
globalce-278	15	20	’s	’s	PART
globalce-278	15	21	fast	fast	ADV
globalce-278	15	22	-	-	PUNCT
globalce-278	15	23	paced	pace	VERB
globalce-278	15	24	tech	tech	NOUN
globalce-278	15	25	industry	industry	NOUN
globalce-278	15	26	,	,	PUNCT
globalce-278	15	27	it	it	PRON
globalce-278	15	28	has	have	AUX
globalce-278	15	29	become	become	VERB
globalce-278	15	30	increasingly	increasingly	ADV
globalce-278	15	31	difficult	difficult	ADJ
globalce-278	15	32	for	for	SCONJ
globalce-278	15	33	companies	company	NOUN
globalce-278	15	34	to	to	PART
globalce-278	15	35	evaluate	evaluate	VERB
globalce-278	15	36	the	the	DET
globalce-278	15	37	skills	skill	NOUN
globalce-278	15	38	of	of	ADP
globalce-278	15	39	job	job	NOUN
globalce-278	15	40	applicants	applicant	NOUN
globalce-278	15	41	,	,	PUNCT
globalce-278	15	42	leading	lead	VERB
globalce-278	15	43	to	to	ADP
globalce-278	15	44	incorrect	incorrect	ADJ
globalce-278	15	45	allocation	allocation	NOUN
globalce-278	15	46	of	of	ADP
globalce-278	15	47	tasks	task	NOUN
globalce-278	15	48	and	and	CCONJ
globalce-278	15	49	suboptimal	suboptimal	ADJ
globalce-278	15	50	hiring	hiring	NOUN
globalce-278	15	51	decisions	decision	NOUN
globalce-278	15	52	.	.	PUNCT
globalce-278	16	1	as	as	ADP
globalce-278	16	2	a	a	DET
globalce-278	16	3	solution	solution	NOUN
globalce-278	16	4	to	to	ADP
globalce-278	16	5	this	this	DET
globalce-278	16	6	problem	problem	NOUN
globalce-278	16	7	,	,	PUNCT
globalce-278	16	8	this	this	DET
globalce-278	16	9	work	work	NOUN
globalce-278	16	10	utilized	utilize	VERB
globalce-278	16	11	a	a	DET
globalce-278	16	12	machine	machine	NOUN
globalce-278	16	13	learning	learning	NOUN
globalce-278	16	14	-	-	PUNCT
globalce-278	16	15	based	base	VERB
globalce-278	16	16	model	model	NOUN
globalce-278	16	17	that	that	PRON
globalce-278	16	18	can	can	AUX
globalce-278	16	19	effectively	effectively	ADV
globalce-278	16	20	classify	classify	VERB
globalce-278	16	21	the	the	DET
globalce-278	16	22	software	software	NOUN
globalce-278	16	23	knowledge	knowledge	NOUN
globalce-278	16	24	of	of	ADP
globalce-278	16	25	developers	developer	NOUN
globalce-278	16	26	,	,	PUNCT
globalce-278	16	27	by	by	ADP
globalce-278	16	28	recognizing	recognize	VERB
globalce-278	16	29	the	the	DET
globalce-278	16	30	different	different	ADJ
globalce-278	16	31	technologies	technology	NOUN
globalce-278	16	32	and	and	CCONJ
globalce-278	16	33	programming	programming	NOUN
globalce-278	16	34	languages	language	NOUN
globalce-278	16	35	implemented	implement	VERB
globalce-278	16	36	by	by	ADP
globalce-278	16	37	them	they	PRON
globalce-278	16	38	,	,	PUNCT
globalce-278	16	39	thus	thus	ADV
globalce-278	16	40	assisting	assist	VERB
globalce-278	16	41	companies	company	NOUN
globalce-278	16	42	in	in	ADP
globalce-278	16	43	managing	manage	VERB
globalce-278	16	44	their	their	PRON
globalce-278	16	45	workforce	workforce	NOUN
globalce-278	16	46	based	base	VERB
globalce-278	16	47	on	on	ADP
globalce-278	16	48	acquired	acquire	VERB
globalce-278	16	49	skills	skill	NOUN
globalce-278	16	50	.	.	PUNCT
globalce-278	17	1	we	we	PRON
globalce-278	17	2	collected	collect	VERB
globalce-278	17	3	data	datum	NOUN
globalce-278	17	4	from	from	ADP
globalce-278	17	5	various	various	ADJ
globalce-278	17	6	javabased	javabased	ADJ
globalce-278	17	7	software	software	NOUN
globalce-278	17	8	technologies	technology	NOUN
globalce-278	17	9	and	and	CCONJ
globalce-278	17	10	employed	employ	VERB
globalce-278	17	11	machine	machine	NOUN
globalce-278	17	12	learning	learn	VERB
globalce-278	17	13	techniques	technique	NOUN
globalce-278	17	14	to	to	PART
globalce-278	17	15	classify	classify	VERB
globalce-278	17	16	each	each	DET
globalce-278	17	17	source	source	NOUN
globalce-278	17	18	code	code	NOUN
globalce-278	17	19	file	file	NOUN
globalce-278	17	20	.	.	PUNCT
globalce-278	18	1	a	a	DET
globalce-278	18	2	pre	pre	ADJ
globalce-278	18	3	-	-	ADJ
globalce-278	18	4	trained	train	VERB
globalce-278	18	5	codebert1	codebert1	NOUN
globalce-278	18	6	model	model	NOUN
globalce-278	18	7	was	be	AUX
globalce-278	18	8	implemented	implement	VERB
globalce-278	18	9	for	for	ADP
globalce-278	18	10	the	the	DET
globalce-278	18	11	multi	multi	ADJ
globalce-278	18	12	-	-	ADJ
globalce-278	18	13	class	class	ADJ
globalce-278	18	14	classification	classification	NOUN
globalce-278	18	15	task	task	NOUN
globalce-278	18	16	and	and	CCONJ
globalce-278	18	17	provided	provide	VERB
globalce-278	18	18	very	very	ADV
globalce-278	18	19	high	high	ADJ
globalce-278	18	20	accuracy	accuracy	NOUN
globalce-278	18	21	and	and	CCONJ
globalce-278	18	22	precision	precision	NOUN
globalce-278	18	23	.	.	PUNCT
globalce-278	19	1	based	base	VERB
globalce-278	19	2	on	on	ADP
globalce-278	19	3	previous	previous	ADJ
globalce-278	19	4	work2	work2	NOUN
globalce-278	19	5	,	,	PUNCT
globalce-278	19	6	we	we	PRON
globalce-278	19	7	implemented	implement	VERB
globalce-278	19	8	source	source	NOUN
globalce-278	19	9	code	code	NOUN
globalce-278	19	10	analysis	analysis	NOUN
globalce-278	19	11	by	by	ADP
globalce-278	19	12	applying	apply	VERB
globalce-278	19	13	natural	natural	ADJ
globalce-278	19	14	language	language	NOUN
globalce-278	19	15	processing	processing	NOUN
globalce-278	19	16	(	(	PUNCT
globalce-278	19	17	nlp	nlp	NOUN
globalce-278	19	18	)	)	PUNCT
globalce-278	19	19	techniques	technique	NOUN
globalce-278	19	20	.	.	PUNCT
globalce-278	20	1	the	the	DET
globalce-278	20	2	resulting	result	VERB
globalce-278	20	3	model	model	NOUN
globalce-278	20	4	can	can	AUX
globalce-278	20	5	be	be	AUX
globalce-278	20	6	used	use	VERB
globalce-278	20	7	as	as	ADP
globalce-278	20	8	an	an	DET
globalce-278	20	9	effective	effective	ADJ
globalce-278	20	10	tool	tool	NOUN
globalce-278	20	11	for	for	ADP
globalce-278	20	12	assessing	assess	VERB
globalce-278	20	13	the	the	DET
globalce-278	20	14	software	software	NOUN
globalce-278	20	15	knowledge	knowledge	NOUN
globalce-278	20	16	of	of	ADP
globalce-278	20	17	developers	developer	NOUN
globalce-278	20	18	.	.	PUNCT
globalce-278	21	1	methods	method	NOUN
globalce-278	21	2	the	the	DET
globalce-278	21	3	methodology	methodology	NOUN
globalce-278	21	4	employed	employ	VERB
globalce-278	21	5	in	in	ADP
globalce-278	21	6	this	this	DET
globalce-278	21	7	research	research	NOUN
globalce-278	21	8	consisted	consist	VERB
globalce-278	21	9	of	of	ADP
globalce-278	21	10	several	several	ADJ
globalce-278	21	11	key	key	ADJ
globalce-278	21	12	steps	step	NOUN
globalce-278	21	13	to	to	PART
globalce-278	21	14	address	address	VERB
globalce-278	21	15	the	the	DET
globalce-278	21	16	problem	problem	NOUN
globalce-278	21	17	of	of	ADP
globalce-278	21	18	multi	multi	ADJ
globalce-278	21	19	-	-	ADJ
globalce-278	21	20	class	class	ADJ
globalce-278	21	21	classification	classification	NOUN
globalce-278	21	22	of	of	ADP
globalce-278	21	23	source	source	NOUN
globalce-278	21	24	code	code	NOUN
globalce-278	21	25	.	.	PUNCT
globalce-278	22	1	the	the	DET
globalce-278	22	2	methodology	methodology	NOUN
globalce-278	22	3	pipeline	pipeline	NOUN
globalce-278	22	4	is	be	AUX
globalce-278	22	5	presented	present	VERB
globalce-278	22	6	in	in	ADP
globalce-278	22	7	figure	figure	NOUN
globalce-278	22	8	1	1	NUM
globalce-278	22	9	.	.	PUNCT
globalce-278	22	10	experimental	experimental	ADJ
globalce-278	22	11	environment	environment	NOUN
globalce-278	22	12	the	the	DET
globalce-278	22	13	experiments	experiment	NOUN
globalce-278	22	14	on	on	ADP
globalce-278	22	15	source	source	NOUN
globalce-278	22	16	code	code	NOUN
globalce-278	22	17	classification	classification	NOUN
globalce-278	22	18	were	be	AUX
globalce-278	22	19	conducted	conduct	VERB
globalce-278	22	20	using	use	VERB
globalce-278	22	21	the	the	DET
globalce-278	22	22	jupyter	jupyter	ADJ
globalce-278	22	23	notebook	notebook	NOUN
globalce-278	22	24	from	from	ADP
globalce-278	22	25	anaconda	anaconda	PROPN
globalce-278	22	26	as	as	ADP
globalce-278	22	27	a	a	DET
globalce-278	22	28	primary	primary	ADJ
globalce-278	22	29	development	development	NOUN
globalce-278	22	30	environment	environment	NOUN
globalce-278	22	31	.	.	PUNCT
globalce-278	23	1	to	to	PART
globalce-278	23	2	accelerate	accelerate	VERB
globalce-278	23	3	the	the	DET
globalce-278	23	4	computations	computation	NOUN
globalce-278	23	5	,	,	PUNCT
globalce-278	23	6	we	we	PRON
globalce-278	23	7	utilized	utilize	VERB
globalce-278	23	8	nvidia	nvidia	PROPN
globalce-278	23	9	’s	’s	PART
globalce-278	23	10	cuda	cuda	PROPN
globalce-278	23	11	platform	platform	NOUN
globalce-278	23	12	to	to	PART
globalce-278	23	13	parallelize	parallelize	VERB
globalce-278	23	14	computations	computation	NOUN
globalce-278	23	15	on	on	ADP
globalce-278	23	16	the	the	DET
globalce-278	23	17	graphics	graphic	NOUN
globalce-278	23	18	card	card	NOUN
globalce-278	23	19	,	,	PUNCT
globalce-278	23	20	which	which	PRON
globalce-278	23	21	had	have	VERB
globalce-278	23	22	a	a	DET
globalce-278	23	23	significant	significant	ADJ
globalce-278	23	24	impact	impact	NOUN
globalce-278	23	25	,	,	PUNCT
globalce-278	23	26	when	when	SCONJ
globalce-278	23	27	compared	compare	VERB
globalce-278	23	28	to	to	ADP
globalce-278	23	29	a	a	DET
globalce-278	23	30	cpu	cpu	VERB
globalce-278	23	31	-	-	PUNCT
globalce-278	23	32	only	only	ADJ
globalce-278	23	33	approach	approach	NOUN
globalce-278	23	34	.	.	PUNCT
globalce-278	24	1	in	in	ADP
globalce-278	24	2	terms	term	NOUN
globalce-278	24	3	of	of	ADP
globalce-278	24	4	libraries	library	NOUN
globalce-278	24	5	and	and	CCONJ
globalce-278	24	6	frameworks	framework	NOUN
globalce-278	24	7	,	,	PUNCT
globalce-278	24	8	several	several	ADJ
globalce-278	24	9	essential	essential	ADJ
globalce-278	24	10	tools	tool	NOUN
globalce-278	24	11	were	be	AUX
globalce-278	24	12	used	use	VERB
globalce-278	24	13	.	.	PUNCT
globalce-278	25	1	tensorflow	tensorflow	NOUN
globalce-278	25	2	,	,	PUNCT
globalce-278	25	3	an	an	DET
globalce-278	25	4	open	open	ADJ
globalce-278	25	5	-	-	PUNCT
globalce-278	25	6	source	source	NOUN
globalce-278	25	7	machine	machine	NOUN
globalce-278	25	8	learning	learning	NOUN
globalce-278	25	9	framework	framework	NOUN
globalce-278	25	10	,	,	PUNCT
globalce-278	25	11	played	play	VERB
globalce-278	25	12	a	a	DET
globalce-278	25	13	central	central	ADJ
globalce-278	25	14	role	role	NOUN
globalce-278	25	15	in	in	ADP
globalce-278	25	16	building	building	NOUN
globalce-278	25	17	and	and	CCONJ
globalce-278	25	18	training	train	VERB
globalce-278	25	19	the	the	DET
globalce-278	25	20	neural	neural	ADJ
globalce-278	25	21	network	network	NOUN
globalce-278	25	22	models	model	NOUN
globalce-278	25	23	for	for	ADP
globalce-278	25	24	source	source	NOUN
globalce-278	25	25	code	code	NOUN
globalce-278	25	26	classification	classification	NOUN
globalce-278	25	27	.	.	PUNCT
globalce-278	26	1	to	to	PART
globalce-278	26	2	evaluate	evaluate	VERB
globalce-278	26	3	the	the	DET
globalce-278	26	4	performance	performance	NOUN
globalce-278	26	5	of	of	ADP
globalce-278	26	6	the	the	DET
globalce-278	26	7	models	model	NOUN
globalce-278	26	8	,	,	PUNCT
globalce-278	26	9	the	the	DET
globalce-278	26	10	scikit	scikit	NOUN
globalce-278	26	11	-	-	PUNCT
globalce-278	26	12	learn	learn	VERB
globalce-278	26	13	(	(	PUNCT
globalce-278	26	14	sklearn	sklearn	ADJ
globalce-278	26	15	)	)	PUNCT
globalce-278	26	16	library	library	NOUN
globalce-278	26	17	was	be	AUX
globalce-278	26	18	selected	select	VERB
globalce-278	26	19	,	,	PUNCT
globalce-278	26	20	as	as	SCONJ
globalce-278	26	21	it	it	PRON
globalce-278	26	22	provided	provide	VERB
globalce-278	26	23	various	various	ADJ
globalce-278	26	24	utilities	utility	NOUN
globalce-278	26	25	for	for	ADP
globalce-278	26	26	data	data	NOUN
globalce-278	26	27	preprocessing	preprocessing	NOUN
globalce-278	26	28	,	,	PUNCT
globalce-278	26	29	model	model	NOUN
globalce-278	26	30	evaluation	evaluation	NOUN
globalce-278	26	31	,	,	PUNCT
globalce-278	26	32	and	and	CCONJ
globalce-278	26	33	performance	performance	NOUN
globalce-278	26	34	metrics	metric	NOUN
globalce-278	26	35	calculation	calculation	NOUN
globalce-278	26	36	.	.	PUNCT
globalce-278	27	1	by	by	ADP
globalce-278	27	2	utilizing	utilize	VERB
globalce-278	27	3	sklearn	sklearn	ADV
globalce-278	27	4	,	,	PUNCT
globalce-278	27	5	we	we	PRON
globalce-278	27	6	could	could	AUX
globalce-278	27	7	assess	assess	VERB
globalce-278	27	8	the	the	DET
globalce-278	27	9	accuracy	accuracy	NOUN
globalce-278	27	10	,	,	PUNCT
globalce-278	27	11	precision	precision	NOUN
globalce-278	27	12	,	,	PUNCT
globalce-278	27	13	recall	recall	NOUN
globalce-278	27	14	,	,	PUNCT
globalce-278	27	15	f1	f1	NOUN
globalce-278	27	16	-	-	PUNCT
globalce-278	27	17	score	score	NOUN
globalce-278	27	18	,	,	PUNCT
globalce-278	27	19	and	and	CCONJ
globalce-278	27	20	confusion	confusion	NOUN
globalce-278	27	21	matrix	matrix	NOUN
globalce-278	27	22	of	of	ADP
globalce-278	27	23	our	our	PRON
globalce-278	27	24	source	source	NOUN
globalce-278	27	25	code	code	NOUN
globalce-278	27	26	classification	classification	NOUN
globalce-278	27	27	models	model	NOUN
globalce-278	27	28	,	,	PUNCT
globalce-278	27	29	enabling	enable	VERB
globalce-278	27	30	a	a	DET
globalce-278	27	31	comprehensive	comprehensive	ADJ
globalce-278	27	32	analysis	analysis	NOUN
globalce-278	27	33	of	of	ADP
globalce-278	27	34	their	their	PRON
globalce-278	27	35	effectiveness	effectiveness	NOUN
globalce-278	27	36	.	.	PUNCT
globalce-278	28	1	lastly	lastly	ADV
globalce-278	28	2	,	,	PUNCT
globalce-278	28	3	to	to	PART
globalce-278	28	4	enhance	enhance	VERB
globalce-278	28	5	the	the	DET
globalce-278	28	6	capabilities	capability	NOUN
globalce-278	28	7	of	of	ADP
globalce-278	28	8	the	the	DET
globalce-278	28	9	models	model	NOUN
globalce-278	28	10	,	,	PUNCT
globalce-278	28	11	we	we	PRON
globalce-278	28	12	utilized	utilize	VERB
globalce-278	28	13	the	the	DET
globalce-278	28	14	codebert	codebert	NOUN
globalce-278	28	15	model	model	NOUN
globalce-278	28	16	from	from	ADP
globalce-278	28	17	the	the	DET
globalce-278	28	18	transformers	transformer	NOUN
globalce-278	28	19	library	library	NOUN
globalce-278	28	20	.	.	PUNCT
globalce-278	29	1	transformers	transformer	NOUN
globalce-278	29	2	is	be	AUX
globalce-278	29	3	a	a	DET
globalce-278	29	4	powerful	powerful	ADJ
globalce-278	29	5	library	library	NOUN
globalce-278	29	6	for	for	ADP
globalce-278	29	7	nlp	nlp	NOUN
globalce-278	29	8	tasks	task	NOUN
globalce-278	29	9	,	,	PUNCT
globalce-278	29	10	including	include	VERB
globalce-278	29	11	source	source	NOUN
globalce-278	29	12	code	code	NOUN
globalce-278	29	13	understanding	understanding	NOUN
globalce-278	29	14	and	and	CCONJ
globalce-278	29	15	processing.3	processing.3	VERB
globalce-278	29	16	the	the	DET
globalce-278	29	17	pre	pre	ADJ
globalce-278	29	18	-	-	ADJ
globalce-278	29	19	trained	train	VERB
globalce-278	29	20	codebert	codebert	NOUN
globalce-278	29	21	model	model	NOUN
globalce-278	29	22	allowed	allow	VERB
globalce-278	29	23	us	we	PRON
globalce-278	29	24	to	to	PART
globalce-278	29	25	benefit	benefit	VERB
globalce-278	29	26	from	from	ADP
globalce-278	29	27	transfer	transfer	NOUN
globalce-278	29	28	learning4	learning4	NOUN
globalce-278	29	29	,	,	PUNCT
globalce-278	29	30	as	as	SCONJ
globalce-278	29	31	it	it	PRON
globalce-278	29	32	had	have	AUX
globalce-278	29	33	been	be	AUX
globalce-278	29	34	pretrained	pretraine	VERB
globalce-278	29	35	on	on	ADP
globalce-278	29	36	meaningful	meaningful	ADJ
globalce-278	29	37	representations	representation	NOUN
globalce-278	29	38	of	of	ADP
globalce-278	29	39	source	source	NOUN
globalce-278	29	40	code	code	NOUN
globalce-278	29	41	from	from	ADP
globalce-278	29	42	large	large	ADJ
globalce-278	29	43	scale	scale	NOUN
globalce-278	29	44	code	code	NOUN
globalce-278	29	45	corpora	corpora	PROPN
globalce-278	29	46	.	.	PUNCT
globalce-278	30	1	data	datum	NOUN
globalce-278	30	2	selection	selection	NOUN
globalce-278	30	3	the	the	DET
globalce-278	30	4	data	datum	NOUN
globalce-278	30	5	selection	selection	NOUN
globalce-278	30	6	process	process	NOUN
globalce-278	30	7	played	play	VERB
globalce-278	30	8	a	a	DET
globalce-278	30	9	crucial	crucial	ADJ
globalce-278	30	10	role	role	NOUN
globalce-278	30	11	in	in	ADP
globalce-278	30	12	obtaining	obtain	VERB
globalce-278	30	13	a	a	DET
globalce-278	30	14	representative	representative	ADJ
globalce-278	30	15	dataset	dataset	NOUN
globalce-278	30	16	for	for	ADP
globalce-278	30	17	source	source	NOUN
globalce-278	30	18	code	code	NOUN
globalce-278	30	19	classification	classification	NOUN
globalce-278	30	20	.	.	PUNCT
globalce-278	31	1	in	in	ADP
globalce-278	31	2	the	the	DET
globalce-278	31	3	present	present	ADJ
globalce-278	31	4	research	research	NOUN
globalce-278	31	5	,	,	PUNCT
globalce-278	31	6	we	we	PRON
globalce-278	31	7	collected	collect	VERB
globalce-278	31	8	the	the	DET
globalce-278	31	9	necessary	necessary	ADJ
globalce-278	31	10	source	source	NOUN
globalce-278	31	11	code	code	NOUN
globalce-278	31	12	files	file	NOUN
globalce-278	31	13	from	from	ADP
globalce-278	31	14	public	public	ADJ
globalce-278	31	15	github	github	NOUN
globalce-278	31	16	repositories	repository	NOUN
globalce-278	31	17	and	and	CCONJ
globalce-278	31	18	selected	select	VERB
globalce-278	31	19	multiple	multiple	ADJ
globalce-278	31	20	java	java	PROPN
globalce-278	31	21	source	source	PROPN
globalce-278	31	22	code	code	NOUN
globalce-278	31	23	files	file	NOUN
globalce-278	31	24	that	that	PRON
globalce-278	31	25	we	we	PRON
globalce-278	31	26	considered	consider	VERB
globalce-278	31	27	representative	representative	NOUN
globalce-278	31	28	of	of	ADP
globalce-278	31	29	each	each	DET
globalce-278	31	30	one	one	NUM
globalce-278	31	31	of	of	ADP
globalce-278	31	32	the	the	DET
globalce-278	31	33	following	follow	VERB
globalce-278	31	34	classes	class	NOUN
globalce-278	31	35	of	of	ADP
globalce-278	31	36	software	software	NOUN
globalce-278	31	37	technology	technology	NOUN
globalce-278	31	38	.	.	PUNCT
globalce-278	32	1	we	we	PRON
globalce-278	32	2	used	use	VERB
globalce-278	32	3	a	a	DET
globalce-278	32	4	total	total	NOUN
globalce-278	32	5	of	of	ADP
globalce-278	32	6	183	183	NUM
globalce-278	32	7	files	file	NOUN
globalce-278	32	8	for	for	ADP
globalce-278	32	9	the	the	DET
globalce-278	32	10	training	training	NOUN
globalce-278	32	11	and	and	CCONJ
globalce-278	32	12	validation	validation	NOUN
globalce-278	32	13	process	process	NOUN
globalce-278	32	14	.	.	PUNCT
globalce-278	33	1	the	the	DET
globalce-278	33	2	six	six	NUM
globalce-278	33	3	classes	class	NOUN
globalce-278	33	4	selected	select	VERB
globalce-278	33	5	were	be	AUX
globalce-278	33	6	:	:	PUNCT
globalce-278	33	7	1	1	X
globalce-278	33	8	)	)	PUNCT
globalce-278	33	9	jdbc	jdbc	PROPN
globalce-278	33	10	(	(	PUNCT
globalce-278	33	11	java	java	NOUN
globalce-278	33	12	database	database	PROPN
globalce-278	33	13	connectivity	connectivity	NOUN
globalce-278	33	14	)	)	PUNCT
globalce-278	33	15	,	,	PUNCT
globalce-278	33	16	2	2	X
globalce-278	33	17	)	)	PUNCT
globalce-278	33	18	file	file	NOUN
globalce-278	33	19	handling	handling	NOUN
globalce-278	33	20	,	,	PUNCT
globalce-278	33	21	3	3	X
globalce-278	33	22	)	)	PUNCT
globalce-278	33	23	exception	exception	NOUN
globalce-278	33	24	handling	handling	NOUN
globalce-278	33	25	,	,	PUNCT
globalce-278	33	26	4	4	X
globalce-278	33	27	)	)	PUNCT
globalce-278	33	28	unit	unit	NOUN
globalce-278	33	29	testing	testing	NOUN
globalce-278	33	30	,	,	PUNCT
globalce-278	33	31	5	5	NUM
globalce-278	33	32	)	)	PUNCT
globalce-278	33	33	gui	gui	NOUN
globalce-278	33	34	(	(	PUNCT
globalce-278	33	35	graphical	graphical	ADJ
globalce-278	33	36	user	user	NOUN
globalce-278	33	37	interface	interface	NOUN
globalce-278	33	38	)	)	PUNCT
globalce-278	33	39	,	,	PUNCT
globalce-278	33	40	6	6	X
globalce-278	33	41	)	)	PUNCT
globalce-278	33	42	miscellaneous	miscellaneous	NOUN
globalce-278	33	43	.	.	PUNCT
globalce-278	34	1	as	as	SCONJ
globalce-278	34	2	inputs	input	NOUN
globalce-278	34	3	to	to	ADP
globalce-278	34	4	the	the	DET
globalce-278	34	5	ml	ml	PROPN
globalce-278	34	6	models	model	NOUN
globalce-278	34	7	entire	entire	ADJ
globalce-278	34	8	java	java	NOUN
globalce-278	34	9	files	file	NOUN
globalce-278	34	10	were	be	AUX
globalce-278	34	11	used	use	VERB
globalce-278	34	12	,	,	PUNCT
globalce-278	34	13	however	however	ADV
globalce-278	34	14	the	the	DET
globalce-278	34	15	problem	problem	NOUN
globalce-278	34	16	and	and	CCONJ
globalce-278	34	17	the	the	DET
globalce-278	34	18	models	model	NOUN
globalce-278	34	19	themselves	themselves	PRON
globalce-278	34	20	can	can	AUX
globalce-278	34	21	be	be	AUX
globalce-278	34	22	generalized	generalize	VERB
globalce-278	34	23	to	to	ADP
globalce-278	34	24	snippets	snippet	NOUN
globalce-278	34	25	of	of	ADP
globalce-278	34	26	code	code	NOUN
globalce-278	34	27	,	,	PUNCT
globalce-278	34	28	such	such	ADJ
globalce-278	34	29	as	as	ADP
globalce-278	34	30	code	code	NOUN
globalce-278	34	31	commits	commit	VERB
globalce-278	34	32	during	during	ADP
globalce-278	34	33	changes	change	NOUN
globalce-278	34	34	in	in	ADP
globalce-278	34	35	a	a	DET
globalce-278	34	36	software	software	NOUN
globalce-278	34	37	repository	repository	NOUN
globalce-278	34	38	.	.	PUNCT
globalce-278	35	1	thus	thus	ADV
globalce-278	35	2	,	,	PUNCT
globalce-278	35	3	the	the	DET
globalce-278	35	4	files	file	NOUN
globalce-278	35	5	have	have	AUX
globalce-278	35	6	been	be	AUX
globalce-278	35	7	manually	manually	ADV
globalce-278	35	8	labeled	label	VERB
globalce-278	35	9	regarding	regard	VERB
globalce-278	35	10	the	the	DET
globalce-278	35	11	programming	programming	NOUN
globalce-278	35	12	java	java	PROPN
globalce-278	35	13	concepts	concept	VERB
globalce-278	35	14	that	that	SCONJ
globalce-278	35	15	they	they	PRON
globalce-278	35	16	are	be	AUX
globalce-278	35	17	mostly	mostly	ADV
globalce-278	35	18	related	relate	VERB
globalce-278	35	19	to	to	ADP
globalce-278	35	20	.	.	PUNCT
globalce-278	36	1	results	result	NOUN
globalce-278	36	2	for	for	ADP
globalce-278	36	3	evaluating	evaluate	VERB
globalce-278	36	4	the	the	DET
globalce-278	36	5	pre	pre	ADJ
globalce-278	36	6	-	-	ADJ
globalce-278	36	7	trained	train	VERB
globalce-278	36	8	codebert	codebert	NOUN
globalce-278	36	9	model	model	NOUN
globalce-278	36	10	’s	’s	PART
globalce-278	36	11	performance	performance	NOUN
globalce-278	36	12	in	in	ADP
globalce-278	36	13	the	the	DET
globalce-278	36	14	multi	multi	ADJ
globalce-278	36	15	-	-	ADJ
globalce-278	36	16	class	class	ADJ
globalce-278	36	17	classification	classification	NOUN
globalce-278	36	18	of	of	ADP
globalce-278	36	19	source	source	NOUN
globalce-278	36	20	code	code	NOUN
globalce-278	36	21	,	,	PUNCT
globalce-278	36	22	we	we	PRON
globalce-278	36	23	employed	employ	VERB
globalce-278	36	24	a	a	DET
globalce-278	36	25	set	set	NOUN
globalce-278	36	26	of	of	ADP
globalce-278	36	27	appropriate	appropriate	ADJ
globalce-278	36	28	evaluation	evaluation	NOUN
globalce-278	36	29	metrics	metric	NOUN
globalce-278	36	30	.	.	PUNCT
globalce-278	37	1	these	these	DET
globalce-278	37	2	metrics	metric	NOUN
globalce-278	37	3	include	include	VERB
globalce-278	37	4	precision	precision	NOUN
globalce-278	37	5	,	,	PUNCT
globalce-278	37	6	recall	recall	NOUN
globalce-278	37	7	,	,	PUNCT
globalce-278	37	8	and	and	CCONJ
globalce-278	37	9	f1	f1	PROPN
globalce-278	37	10	score	score	NOUN
globalce-278	37	11	.	.	PUNCT
globalce-278	38	1	the	the	DET
globalce-278	38	2	model	model	NOUN
globalce-278	38	3	’s	’s	PART
globalce-278	38	4	precision	precision	NOUN
globalce-278	38	5	for	for	ADP
globalce-278	38	6	the	the	DET
globalce-278	38	7	current	current	ADJ
globalce-278	38	8	task	task	NOUN
globalce-278	38	9	of	of	ADP
globalce-278	38	10	identifying	identify	VERB
globalce-278	38	11	figure	figure	NOUN
globalce-278	38	12	1	1	NUM
globalce-278	38	13	.	.	PUNCT
globalce-278	39	1	mobile	mobile	ADJ
globalce-278	39	2	virtual	virtual	ADJ
globalce-278	39	3	patients	patient	NOUN
globalce-278	39	4	app	app	PROPN
globalce-278	39	5	interface	interface	NOUN
globalce-278	39	6	.	.	PUNCT
globalce-278	39	7	http://www.globalce.org	http://www.globalce.org	PUNCT
globalce-278	40	1	http://globalce.org	http://globalce.org	PROPN
globalce-278	40	2	http://globalce.org	http://globalce.org	PROPN
globalce-278	40	3	j	j	PROPN
globalce-278	40	4	global	global	ADJ
globalce-278	40	5	clinical	clinical	ADJ
globalce-278	40	6	engineering	engineering	PROPN
globalce-278	40	7	vol.6	vol.6	PROPN
globalce-278	40	8	special	special	ADJ
globalce-278	40	9	issue	issue	NOUN
globalce-278	40	10	6	6	NUM
globalce-278	40	11	:	:	SYM
globalce-278	40	12	2024	2024	NUM
globalce-278	40	13	76	76	NUM
globalce-278	40	14	the	the	DET
globalce-278	40	15	technology	technology	NOUN
globalce-278	40	16	of	of	ADP
globalce-278	40	17	the	the	DET
globalce-278	40	18	source	source	NOUN
globalce-278	40	19	code	code	NOUN
globalce-278	40	20	files	file	NOUN
globalce-278	40	21	in	in	ADP
globalce-278	40	22	java	java	PROPN
globalce-278	40	23	,	,	PUNCT
globalce-278	40	24	achieved	achieve	VERB
globalce-278	40	25	91	91	NUM
globalce-278	40	26	%	%	NOUN
globalce-278	40	27	,	,	PUNCT
globalce-278	40	28	the	the	DET
globalce-278	40	29	model	model	NOUN
globalce-278	40	30	’s	’s	PART
globalce-278	40	31	recall	recall	PROPN
globalce-278	40	32	reached	reach	VERB
globalce-278	40	33	90	90	NUM
globalce-278	40	34	%	%	NOUN
globalce-278	40	35	and	and	CCONJ
globalce-278	40	36	the	the	DET
globalce-278	40	37	f1	f1	PROPN
globalce-278	40	38	score	score	NOUN
globalce-278	40	39	achieved	achieve	VERB
globalce-278	40	40	90	90	NUM
globalce-278	40	41	%	%	NOUN
globalce-278	40	42	(	(	PUNCT
globalce-278	40	43	see	see	VERB
globalce-278	40	44	figure	figure	NOUN
globalce-278	40	45	2	2	NUM
globalce-278	40	46	)	)	PUNCT
globalce-278	40	47	.	.	PUNCT
globalce-278	41	1	to	to	PART
globalce-278	41	2	get	get	VERB
globalce-278	41	3	an	an	DET
globalce-278	41	4	insight	insight	NOUN
globalce-278	41	5	into	into	ADP
globalce-278	41	6	the	the	DET
globalce-278	41	7	model	model	NOUN
globalce-278	41	8	’s	’s	PART
globalce-278	41	9	performance	performance	NOUN
globalce-278	41	10	and	and	CCONJ
globalce-278	41	11	behavior	behavior	NOUN
globalce-278	41	12	during	during	ADP
globalce-278	41	13	the	the	DET
globalce-278	41	14	training	training	NOUN
globalce-278	41	15	process	process	NOUN
globalce-278	41	16	,	,	PUNCT
globalce-278	41	17	we	we	PRON
globalce-278	41	18	also	also	ADV
globalce-278	41	19	provide	provide	VERB
globalce-278	41	20	a	a	DET
globalce-278	41	21	plot	plot	NOUN
globalce-278	41	22	with	with	ADP
globalce-278	41	23	the	the	DET
globalce-278	41	24	model	model	NOUN
globalce-278	41	25	’s	’s	PART
globalce-278	41	26	training	training	NOUN
globalce-278	41	27	loss	loss	NOUN
globalce-278	41	28	and	and	CCONJ
globalce-278	41	29	validation	validation	NOUN
globalce-278	41	30	loss	loss	NOUN
globalce-278	41	31	metrics	metric	NOUN
globalce-278	41	32	.	.	PUNCT
globalce-278	42	1	the	the	DET
globalce-278	42	2	following	follow	VERB
globalce-278	42	3	plot	plot	NOUN
globalce-278	42	4	serves	serve	VERB
globalce-278	42	5	as	as	ADP
globalce-278	42	6	a	a	DET
globalce-278	42	7	diagnostic	diagnostic	ADJ
globalce-278	42	8	tool	tool	NOUN
globalce-278	42	9	to	to	PART
globalce-278	42	10	assess	assess	VERB
globalce-278	42	11	the	the	DET
globalce-278	42	12	model	model	NOUN
globalce-278	42	13	’s	’s	PART
globalce-278	42	14	learning	learn	VERB
globalce-278	42	15	dynamics	dynamic	NOUN
globalce-278	42	16	and	and	CCONJ
globalce-278	42	17	generalization	generalization	NOUN
globalce-278	42	18	ability	ability	NOUN
globalce-278	42	19	(	(	PUNCT
globalce-278	42	20	see	see	VERB
globalce-278	42	21	figure	figure	NOUN
globalce-278	42	22	3	3	NUM
globalce-278	42	23	)	)	PUNCT
globalce-278	42	24	.	.	PUNCT
globalce-278	43	1	for	for	ADP
globalce-278	43	2	a	a	DET
globalce-278	43	3	test	test	NOUN
globalce-278	43	4	case	case	NOUN
globalce-278	43	5	of	of	ADP
globalce-278	43	6	56	56	NUM
globalce-278	43	7	files	file	NOUN
globalce-278	43	8	from	from	ADP
globalce-278	43	9	our	our	PRON
globalce-278	43	10	dataset	dataset	NOUN
globalce-278	43	11	in	in	ADP
globalce-278	43	12	which	which	PRON
globalce-278	43	13	we	we	PRON
globalce-278	43	14	performed	perform	VERB
globalce-278	43	15	multi	multi	ADJ
globalce-278	43	16	-	-	ADJ
globalce-278	43	17	class	class	ADJ
globalce-278	43	18	classification	classification	NOUN
globalce-278	43	19	,	,	PUNCT
globalce-278	43	20	we	we	PRON
globalce-278	43	21	created	create	VERB
globalce-278	43	22	a	a	DET
globalce-278	43	23	confusion	confusion	NOUN
globalce-278	43	24	matrix	matrix	NOUN
globalce-278	43	25	(	(	PUNCT
globalce-278	43	26	see	see	VERB
globalce-278	43	27	figures	figure	NOUN
globalce-278	43	28	4	4	NUM
globalce-278	43	29	and	and	CCONJ
globalce-278	43	30	5	5	NUM
globalce-278	43	31	)	)	PUNCT
globalce-278	43	32	.	.	PUNCT
globalce-278	44	1	the	the	DET
globalce-278	44	2	dataset	dataset	NOUN
globalce-278	44	3	contained	contain	VERB
globalce-278	44	4	9	9	NUM
globalce-278	44	5	files	file	NOUN
globalce-278	44	6	from	from	ADP
globalce-278	44	7	class	class	NOUN
globalce-278	44	8	“	"	PUNCT
globalce-278	44	9	exceptions	exception	NOUN
globalce-278	44	10	”	"	PUNCT
globalce-278	44	11	,	,	PUNCT
globalce-278	44	12	12	12	NUM
globalce-278	44	13	files	file	NOUN
globalce-278	44	14	from	from	ADP
globalce-278	44	15	class	class	NOUN
globalce-278	44	16	“	"	PUNCT
globalce-278	44	17	file	file	NOUN
globalce-278	44	18	handling	handling	NOUN
globalce-278	44	19	”	"	PUNCT
globalce-278	44	20	,	,	PUNCT
globalce-278	44	21	10	10	NUM
globalce-278	44	22	files	file	NOUN
globalce-278	44	23	from	from	ADP
globalce-278	44	24	class	class	NOUN
globalce-278	44	25	“	"	PUNCT
globalce-278	44	26	gui	gui	NOUN
globalce-278	44	27	”	"	PUNCT
globalce-278	44	28	,	,	PUNCT
globalce-278	44	29	10	10	NUM
globalce-278	44	30	files	file	NOUN
globalce-278	44	31	from	from	ADP
globalce-278	44	32	class	class	NOUN
globalce-278	44	33	“	"	PUNCT
globalce-278	44	34	jdbc	jdbc	PROPN
globalce-278	44	35	”	"	PUNCT
globalce-278	44	36	,	,	PUNCT
globalce-278	44	37	7	7	NUM
globalce-278	44	38	files	file	NOUN
globalce-278	44	39	from	from	ADP
globalce-278	44	40	class	class	NOUN
globalce-278	44	41	“	"	PUNCT
globalce-278	44	42	unit	unit	NOUN
globalce-278	44	43	testing	testing	NOUN
globalce-278	44	44	”	"	PUNCT
globalce-278	44	45	and	and	CCONJ
globalce-278	44	46	8	8	NUM
globalce-278	44	47	files	file	NOUN
globalce-278	44	48	from	from	ADP
globalce-278	44	49	class	class	NOUN
globalce-278	44	50	“	"	PUNCT
globalce-278	44	51	others	other	NOUN
globalce-278	44	52	”	"	PUNCT
globalce-278	44	53	.	.	PUNCT
globalce-278	45	1	discussion	discussion	NOUN
globalce-278	45	2	in	in	ADP
globalce-278	45	3	this	this	DET
globalce-278	45	4	paper	paper	NOUN
globalce-278	45	5	,	,	PUNCT
globalce-278	45	6	we	we	PRON
globalce-278	45	7	have	have	AUX
globalce-278	45	8	managed	manage	VERB
globalce-278	45	9	to	to	PART
globalce-278	45	10	introduce	introduce	VERB
globalce-278	45	11	a	a	DET
globalce-278	45	12	methodology	methodology	NOUN
globalce-278	45	13	for	for	ADP
globalce-278	45	14	identifying	identify	VERB
globalce-278	45	15	software	software	NOUN
globalce-278	45	16	skills	skill	NOUN
globalce-278	45	17	from	from	ADP
globalce-278	45	18	source	source	NOUN
globalce-278	45	19	code	code	NOUN
globalce-278	45	20	using	use	VERB
globalce-278	45	21	machine	machine	NOUN
globalce-278	45	22	learning	learning	NOUN
globalce-278	45	23	algorithms	algorithm	NOUN
globalce-278	45	24	.	.	PUNCT
globalce-278	46	1	furthermore	furthermore	ADV
globalce-278	46	2	,	,	PUNCT
globalce-278	46	3	this	this	DET
globalce-278	46	4	paper	paper	NOUN
globalce-278	46	5	contributed	contribute	VERB
globalce-278	46	6	to	to	ADP
globalce-278	46	7	the	the	DET
globalce-278	46	8	field	field	NOUN
globalce-278	46	9	of	of	ADP
globalce-278	46	10	software	software	NOUN
globalce-278	46	11	engineering	engineering	NOUN
globalce-278	46	12	by	by	ADP
globalce-278	46	13	demonstrating	demonstrate	VERB
globalce-278	46	14	the	the	DET
globalce-278	46	15	practical	practical	ADJ
globalce-278	46	16	applicability	applicability	NOUN
globalce-278	46	17	of	of	ADP
globalce-278	46	18	machine	machine	NOUN
globalce-278	46	19	learning	learn	VERB
globalce-278	46	20	for	for	ADP
globalce-278	46	21	software	software	NOUN
globalce-278	46	22	analysis	analysis	NOUN
globalce-278	46	23	and	and	CCONJ
globalce-278	46	24	also	also	ADV
globalce-278	46	25	to	to	ADP
globalce-278	46	26	the	the	DET
globalce-278	46	27	understanding	understanding	NOUN
globalce-278	46	28	of	of	ADP
globalce-278	46	29	software	software	NOUN
globalce-278	46	30	skills	skill	NOUN
globalce-278	46	31	identification	identification	NOUN
globalce-278	46	32	by	by	ADP
globalce-278	46	33	investigating	investigate	VERB
globalce-278	46	34	the	the	DET
globalce-278	46	35	impact	impact	NOUN
globalce-278	46	36	of	of	ADP
globalce-278	46	37	different	different	ADJ
globalce-278	46	38	features	feature	NOUN
globalce-278	46	39	on	on	ADP
globalce-278	46	40	the	the	DET
globalce-278	46	41	accuracy	accuracy	NOUN
globalce-278	46	42	of	of	ADP
globalce-278	46	43	the	the	DET
globalce-278	46	44	classification	classification	NOUN
globalce-278	46	45	model	model	NOUN
globalce-278	46	46	.	.	PUNCT
globalce-278	47	1	limitations	limitation	NOUN
globalce-278	47	2	while	while	SCONJ
globalce-278	47	3	this	this	DET
globalce-278	47	4	study	study	NOUN
globalce-278	47	5	demonstrates	demonstrate	VERB
globalce-278	47	6	promising	promise	VERB
globalce-278	47	7	results	result	NOUN
globalce-278	47	8	and	and	CCONJ
globalce-278	47	9	provides	provide	VERB
globalce-278	47	10	valuable	valuable	ADJ
globalce-278	47	11	insights	insight	NOUN
globalce-278	47	12	into	into	ADP
globalce-278	47	13	multi	multi	ADJ
globalce-278	47	14	-	-	ADJ
globalce-278	47	15	class	class	ADJ
globalce-278	47	16	classification	classification	NOUN
globalce-278	47	17	of	of	ADP
globalce-278	47	18	source	source	NOUN
globalce-278	47	19	code	code	NOUN
globalce-278	47	20	,	,	PUNCT
globalce-278	47	21	it	it	PRON
globalce-278	47	22	is	be	AUX
globalce-278	47	23	crucial	crucial	ADJ
globalce-278	47	24	to	to	PART
globalce-278	47	25	recognize	recognize	VERB
globalce-278	47	26	the	the	DET
globalce-278	47	27	limitations	limitation	NOUN
globalce-278	47	28	stemming	stem	VERB
globalce-278	47	29	from	from	ADP
globalce-278	47	30	the	the	DET
globalce-278	47	31	small	small	ADJ
globalce-278	47	32	dataset	dataset	NOUN
globalce-278	47	33	size	size	NOUN
globalce-278	47	34	,	,	PUNCT
globalce-278	47	35	the	the	DET
globalce-278	47	36	context	context	NOUN
globalce-278	47	37	-	-	PUNCT
globalce-278	47	38	specific	specific	ADJ
globalce-278	47	39	evaluation	evaluation	NOUN
globalce-278	47	40	metrics	metric	NOUN
globalce-278	47	41	,	,	PUNCT
globalce-278	47	42	and	and	CCONJ
globalce-278	47	43	the	the	DET
globalce-278	47	44	potential	potential	ADJ
globalce-278	47	45	constraints	constraint	NOUN
globalce-278	47	46	of	of	ADP
globalce-278	47	47	transfer	transfer	NOUN
globalce-278	47	48	learning	learn	VERB
globalce-278	47	49	with	with	ADP
globalce-278	47	50	a	a	DET
globalce-278	47	51	pre	pre	ADJ
globalce-278	47	52	-	-	ADJ
globalce-278	47	53	trained	train	VERB
globalce-278	47	54	model	model	NOUN
globalce-278	47	55	.	.	PUNCT
globalce-278	48	1	by	by	ADP
globalce-278	48	2	acknowledging	acknowledge	VERB
globalce-278	48	3	these	these	DET
globalce-278	48	4	limitations	limitation	NOUN
globalce-278	48	5	and	and	CCONJ
globalce-278	48	6	considering	consider	VERB
globalce-278	48	7	them	they	PRON
globalce-278	48	8	in	in	ADP
globalce-278	48	9	the	the	DET
globalce-278	48	10	interpretation	interpretation	NOUN
globalce-278	48	11	of	of	ADP
globalce-278	48	12	the	the	DET
globalce-278	48	13	findings	finding	NOUN
globalce-278	48	14	,	,	PUNCT
globalce-278	48	15	future	future	ADJ
globalce-278	48	16	research	research	NOUN
globalce-278	48	17	can	can	AUX
globalce-278	48	18	build	build	VERB
globalce-278	48	19	upon	upon	SCONJ
globalce-278	48	20	this	this	DET
globalce-278	48	21	work	work	NOUN
globalce-278	48	22	and	and	CCONJ
globalce-278	48	23	advance	advance	VERB
globalce-278	48	24	the	the	DET
globalce-278	48	25	development	development	NOUN
globalce-278	48	26	of	of	ADP
globalce-278	48	27	more	more	ADV
globalce-278	48	28	robust	robust	ADJ
globalce-278	48	29	and	and	CCONJ
globalce-278	48	30	versatile	versatile	ADJ
globalce-278	48	31	code	code	NOUN
globalce-278	48	32	classification	classification	NOUN
globalce-278	48	33	systems	system	NOUN
globalce-278	48	34	.	.	PUNCT
globalce-278	49	1	future	future	ADJ
globalce-278	49	2	extensions	extension	NOUN
globalce-278	49	3	furthermore	furthermore	ADV
globalce-278	49	4	,	,	PUNCT
globalce-278	49	5	beyond	beyond	ADP
globalce-278	49	6	identifying	identify	VERB
globalce-278	49	7	different	different	ADJ
globalce-278	49	8	technologies	technology	NOUN
globalce-278	49	9	in	in	ADP
globalce-278	49	10	the	the	DET
globalce-278	49	11	code	code	NOUN
globalce-278	49	12	files	file	NOUN
globalce-278	49	13	,	,	PUNCT
globalce-278	49	14	the	the	DET
globalce-278	49	15	next	next	ADJ
globalce-278	49	16	step	step	NOUN
globalce-278	49	17	could	could	AUX
globalce-278	49	18	involve	involve	VERB
globalce-278	49	19	recognizing	recognize	VERB
globalce-278	49	20	the	the	DET
globalce-278	49	21	specific	specific	ADJ
globalce-278	49	22	tasks	task	NOUN
globalce-278	49	23	performed	perform	VERB
globalce-278	49	24	within	within	ADP
globalce-278	49	25	the	the	DET
globalce-278	49	26	code	code	NOUN
globalce-278	49	27	.	.	PUNCT
globalce-278	50	1	this	this	PRON
globalce-278	50	2	would	would	AUX
globalce-278	50	3	involve	involve	VERB
globalce-278	50	4	a	a	DET
globalce-278	50	5	more	more	ADV
globalce-278	50	6	granular	granular	ADJ
globalce-278	50	7	analysis	analysis	NOUN
globalce-278	50	8	to	to	PART
globalce-278	50	9	classify	classify	VERB
globalce-278	50	10	code	code	NOUN
globalce-278	50	11	based	base	VERB
globalce-278	50	12	on	on	ADP
globalce-278	50	13	the	the	DET
globalce-278	50	14	functionalities	functionality	NOUN
globalce-278	50	15	it	it	PRON
globalce-278	50	16	serves	serve	VERB
globalce-278	50	17	,	,	PUNCT
globalce-278	50	18	such	such	ADJ
globalce-278	50	19	as	as	ADP
globalce-278	50	20	data	data	NOUN
globalce-278	50	21	manipulation	manipulation	NOUN
globalce-278	50	22	,	,	PUNCT
globalce-278	50	23	algorithm	algorithm	NOUN
globalce-278	50	24	implementation	implementation	NOUN
globalce-278	50	25	,	,	PUNCT
globalce-278	50	26	user	user	NOUN
globalce-278	50	27	interface	interface	NOUN
globalce-278	50	28	development	development	NOUN
globalce-278	50	29	,	,	PUNCT
globalce-278	50	30	or	or	CCONJ
globalce-278	50	31	database	database	NOUN
globalce-278	50	32	management	management	NOUN
globalce-278	50	33	.	.	PUNCT
globalce-278	51	1	by	by	ADP
globalce-278	51	2	incorporating	incorporate	VERB
globalce-278	51	3	task	task	NOUN
globalce-278	51	4	identification	identification	NOUN
globalce-278	51	5	,	,	PUNCT
globalce-278	51	6	the	the	DET
globalce-278	51	7	classification	classification	NOUN
globalce-278	51	8	system	system	NOUN
globalce-278	51	9	could	could	AUX
globalce-278	51	10	provide	provide	VERB
globalce-278	51	11	deeper	deep	ADJ
globalce-278	51	12	insights	insight	NOUN
globalce-278	51	13	into	into	ADP
globalce-278	51	14	developers	developer	NOUN
globalce-278	51	15	’	’	PART
globalce-278	51	16	programming	programming	NOUN
globalce-278	51	17	skills	skill	NOUN
globalce-278	51	18	and	and	CCONJ
globalce-278	51	19	aptitudes	aptitude	NOUN
globalce-278	51	20	in	in	ADP
globalce-278	51	21	different	different	ADJ
globalce-278	51	22	areas	area	NOUN
globalce-278	51	23	.	.	PUNCT
globalce-278	52	1	additionally	additionally	ADV
globalce-278	52	2	,	,	PUNCT
globalce-278	52	3	a	a	DET
globalce-278	52	4	source	source	NOUN
globalce-278	52	5	code	code	NOUN
globalce-278	52	6	analysis	analysis	NOUN
globalce-278	52	7	in	in	ADP
globalce-278	52	8	commits	commit	NOUN
globalce-278	52	9	from	from	ADP
globalce-278	52	10	repositories	repository	NOUN
globalce-278	52	11	could	could	AUX
globalce-278	52	12	be	be	AUX
globalce-278	52	13	introduced	introduce	VERB
globalce-278	52	14	as	as	ADP
globalce-278	52	15	an	an	DET
globalce-278	52	16	assessment	assessment	NOUN
globalce-278	52	17	tool	tool	NOUN
globalce-278	52	18	.	.	PUNCT
globalce-278	53	1	by	by	ADP
globalce-278	53	2	integrating	integrate	VERB
globalce-278	53	3	the	the	DET
globalce-278	53	4	commit	commit	NOUN
globalce-278	53	5	analysis	analysis	NOUN
globalce-278	53	6	process	process	NOUN
globalce-278	53	7	,	,	PUNCT
globalce-278	53	8	developers	developer	NOUN
globalce-278	53	9	would	would	AUX
globalce-278	53	10	gain	gain	VERB
globalce-278	53	11	valuable	valuable	ADJ
globalce-278	53	12	insights	insight	NOUN
globalce-278	53	13	into	into	ADP
globalce-278	53	14	the	the	DET
globalce-278	53	15	changes	change	NOUN
globalce-278	53	16	figure	figure	NOUN
globalce-278	53	17	2	2	NUM
globalce-278	53	18	.	.	PUNCT
globalce-278	54	1	the	the	DET
globalce-278	54	2	evaluation	evaluation	NOUN
globalce-278	54	3	metrics	metric	NOUN
globalce-278	54	4	of	of	ADP
globalce-278	54	5	the	the	DET
globalce-278	54	6	pre	pre	ADJ
globalce-278	54	7	-	-	ADJ
globalce-278	54	8	trained	train	VERB
globalce-278	54	9	codebert	codebert	NOUN
globalce-278	54	10	model	model	NOUN
globalce-278	54	11	.	.	PUNCT
globalce-278	55	1	figure	figure	VERB
globalce-278	55	2	3	3	NUM
globalce-278	55	3	.	.	PUNCT
globalce-278	56	1	the	the	DET
globalce-278	56	2	model	model	NOUN
globalce-278	56	3	loss	loss	NOUN
globalce-278	56	4	plot	plot	NOUN
globalce-278	56	5	.	.	PUNCT
globalce-278	57	1	figure	figure	NOUN
globalce-278	57	2	4	4	NUM
globalce-278	57	3	.	.	PUNCT
globalce-278	57	4	classification	classification	NOUN
globalce-278	57	5	’s	’s	PART
globalce-278	57	6	confusion	confusion	NOUN
globalce-278	57	7	matrix	matrix	NOUN
globalce-278	57	8	.	.	PUNCT
globalce-278	58	1	figure	figure	NOUN
globalce-278	58	2	5	5	NUM
globalce-278	58	3	.	.	PUNCT
globalce-278	58	4	matrix	matrix	NOUN
globalce-278	58	5	of	of	ADP
globalce-278	58	6	tp	tp	PROPN
globalce-278	58	7	,	,	PUNCT
globalce-278	58	8	fp	fp	PROPN
globalce-278	58	9	,	,	PUNCT
globalce-278	58	10	fn	fn	PROPN
globalce-278	58	11	,	,	PUNCT
globalce-278	58	12	tn	tn	PROPN
globalce-278	58	13	.	.	PUNCT
globalce-278	58	14	http://www.globalce.org	http://www.globalce.org	PUNCT
globalce-278	59	1	http://globalce.org	http://globalce.org	PROPN
globalce-278	59	2	http://globalce.org	http://globalce.org	PROPN
globalce-278	59	3	77	77	NUM
globalce-278	59	4	j	j	PROPN
globalce-278	59	5	global	global	ADJ
globalce-278	59	6	clinical	clinical	ADJ
globalce-278	59	7	engineering	engineering	PROPN
globalce-278	59	8	vol.6	vol.6	PROPN
globalce-278	59	9	special	special	ADJ
globalce-278	59	10	issue	issue	NOUN
globalce-278	59	11	6	6	NUM
globalce-278	59	12	:	:	SYM
globalce-278	59	13	2024	2024	NUM
globalce-278	59	14	introduced	introduce	VERB
globalce-278	59	15	by	by	ADP
globalce-278	59	16	the	the	DET
globalce-278	59	17	commits	commit	NOUN
globalce-278	59	18	and	and	CCONJ
globalce-278	59	19	obtain	obtain	VERB
globalce-278	59	20	essential	essential	ADJ
globalce-278	59	21	information	information	NOUN
globalce-278	59	22	about	about	ADP
globalce-278	59	23	the	the	DET
globalce-278	59	24	source	source	NOUN
globalce-278	59	25	code	code	NOUN
globalce-278	59	26	.	.	PUNCT
globalce-278	60	1	future	future	ADJ
globalce-278	60	2	work	work	NOUN
globalce-278	60	3	could	could	AUX
globalce-278	60	4	involve	involve	VERB
globalce-278	60	5	exploring	explore	VERB
globalce-278	60	6	machine	machine	NOUN
globalce-278	60	7	learning	learning	NOUN
globalce-278	60	8	approaches	approach	NOUN
globalce-278	60	9	to	to	PART
globalce-278	60	10	automatically	automatically	ADV
globalce-278	60	11	classify	classify	VERB
globalce-278	60	12	the	the	DET
globalce-278	60	13	nature	nature	NOUN
globalce-278	60	14	and	and	CCONJ
globalce-278	60	15	impact	impact	NOUN
globalce-278	60	16	of	of	ADP
globalce-278	60	17	the	the	DET
globalce-278	60	18	commits	commit	NOUN
globalce-278	60	19	based	base	VERB
globalce-278	60	20	on	on	ADP
globalce-278	60	21	the	the	DET
globalce-278	60	22	analysis	analysis	NOUN
globalce-278	60	23	of	of	ADP
globalce-278	60	24	source	source	NOUN
globalce-278	60	25	code	code	NOUN
globalce-278	60	26	.	.	PUNCT
globalce-278	61	1	conclusion	conclusion	NOUN
globalce-278	61	2	through	through	ADP
globalce-278	61	3	the	the	DET
globalce-278	61	4	analysis	analysis	NOUN
globalce-278	61	5	,	,	PUNCT
globalce-278	61	6	we	we	PRON
globalce-278	61	7	have	have	AUX
globalce-278	61	8	obtained	obtain	VERB
globalce-278	61	9	valuable	valuable	ADJ
globalce-278	61	10	insights	insight	NOUN
globalce-278	61	11	into	into	ADP
globalce-278	61	12	the	the	DET
globalce-278	61	13	effectiveness	effectiveness	NOUN
globalce-278	61	14	of	of	ADP
globalce-278	61	15	neural	neural	ADJ
globalce-278	61	16	networks	network	NOUN
globalce-278	61	17	,	,	PUNCT
globalce-278	61	18	the	the	DET
globalce-278	61	19	benefits	benefit	NOUN
globalce-278	61	20	of	of	ADP
globalce-278	61	21	transfer	transfer	NOUN
globalce-278	61	22	learning	learning	NOUN
globalce-278	61	23	using	use	VERB
globalce-278	61	24	pre	pre	ADJ
globalce-278	61	25	-	-	ADJ
globalce-278	61	26	trained	train	VERB
globalce-278	61	27	models	model	NOUN
globalce-278	61	28	,	,	PUNCT
globalce-278	61	29	and	and	CCONJ
globalce-278	61	30	the	the	DET
globalce-278	61	31	potential	potential	NOUN
globalce-278	61	32	for	for	ADP
globalce-278	61	33	developing	develop	VERB
globalce-278	61	34	an	an	DET
globalce-278	61	35	assessment	assessment	NOUN
globalce-278	61	36	tool	tool	NOUN
globalce-278	61	37	for	for	ADP
globalce-278	61	38	developers	developer	NOUN
globalce-278	61	39	.	.	PUNCT
globalce-278	62	1	we	we	PRON
globalce-278	62	2	exploited	exploit	VERB
globalce-278	62	3	the	the	DET
globalce-278	62	4	power	power	NOUN
globalce-278	62	5	of	of	ADP
globalce-278	62	6	transfer	transfer	NOUN
globalce-278	62	7	learning	learning	NOUN
globalce-278	62	8	by	by	ADP
globalce-278	62	9	employing	employ	VERB
globalce-278	62	10	the	the	DET
globalce-278	62	11	pre	pre	ADJ
globalce-278	62	12	-	-	ADJ
globalce-278	62	13	trained	train	VERB
globalce-278	62	14	codebert	codebert	NOUN
globalce-278	62	15	model	model	NOUN
globalce-278	62	16	.	.	PUNCT
globalce-278	63	1	this	this	DET
globalce-278	63	2	approach	approach	NOUN
globalce-278	63	3	allowed	allow	VERB
globalce-278	63	4	us	we	PRON
globalce-278	63	5	to	to	PART
globalce-278	63	6	capitalize	capitalize	VERB
globalce-278	63	7	on	on	ADP
globalce-278	63	8	the	the	DET
globalce-278	63	9	vast	vast	ADJ
globalce-278	63	10	amount	amount	NOUN
globalce-278	63	11	of	of	ADP
globalce-278	63	12	knowledge	knowledge	NOUN
globalce-278	63	13	captured	capture	VERB
globalce-278	63	14	by	by	ADP
globalce-278	63	15	the	the	DET
globalce-278	63	16	pre	pre	ADJ
globalce-278	63	17	-	-	ADJ
globalce-278	63	18	trained	train	VERB
globalce-278	63	19	model	model	NOUN
globalce-278	63	20	on	on	ADP
globalce-278	63	21	a	a	DET
globalce-278	63	22	diverse	diverse	ADJ
globalce-278	63	23	range	range	NOUN
globalce-278	63	24	of	of	ADP
globalce-278	63	25	source	source	NOUN
globalce-278	63	26	code	code	NOUN
globalce-278	63	27	tasks	task	NOUN
globalce-278	63	28	.	.	PUNCT
globalce-278	64	1	by	by	ADP
globalce-278	64	2	fine	fine	ADJ
globalce-278	64	3	-	-	PUNCT
globalce-278	64	4	tuning	tune	VERB
globalce-278	64	5	codebert	codebert	NOUN
globalce-278	64	6	on	on	ADP
globalce-278	64	7	our	our	PRON
globalce-278	64	8	specific	specific	ADJ
globalce-278	64	9	multi	multi	ADJ
globalce-278	64	10	-	-	ADJ
globalce-278	64	11	class	class	ADJ
globalce-278	64	12	classification	classification	NOUN
globalce-278	64	13	task	task	NOUN
globalce-278	64	14	,	,	PUNCT
globalce-278	64	15	we	we	PRON
globalce-278	64	16	were	be	AUX
globalce-278	64	17	able	able	ADJ
globalce-278	64	18	to	to	PART
globalce-278	64	19	achieve	achieve	VERB
globalce-278	64	20	impressive	impressive	ADJ
globalce-278	64	21	performance	performance	NOUN
globalce-278	64	22	in	in	ADP
globalce-278	64	23	terms	term	NOUN
globalce-278	64	24	of	of	ADP
globalce-278	64	25	evaluation	evaluation	NOUN
globalce-278	64	26	metrics	metric	NOUN
globalce-278	64	27	,	,	PUNCT
globalce-278	64	28	indicating	indicate	VERB
globalce-278	64	29	the	the	DET
globalce-278	64	30	robustness	robustness	NOUN
globalce-278	64	31	and	and	CCONJ
globalce-278	64	32	effectiveness	effectiveness	NOUN
globalce-278	64	33	of	of	ADP
globalce-278	64	34	the	the	DET
globalce-278	64	35	transfer	transfer	NOUN
globalce-278	64	36	learning	learning	NOUN
globalce-278	64	37	approach	approach	NOUN
globalce-278	64	38	.	.	PUNCT
globalce-278	65	1	the	the	DET
globalce-278	65	2	successful	successful	ADJ
globalce-278	65	3	implementation	implementation	NOUN
globalce-278	65	4	of	of	ADP
globalce-278	65	5	the	the	DET
globalce-278	65	6	multi	multi	ADJ
globalce-278	65	7	-	-	ADJ
globalce-278	65	8	class	class	ADJ
globalce-278	65	9	classification	classification	NOUN
globalce-278	65	10	task	task	NOUN
globalce-278	65	11	for	for	ADP
globalce-278	65	12	recognizing	recognize	VERB
globalce-278	65	13	different	different	ADJ
globalce-278	65	14	technologies	technology	NOUN
globalce-278	65	15	in	in	ADP
globalce-278	65	16	the	the	DET
globalce-278	65	17	java	java	PROPN
globalce-278	65	18	programming	programming	NOUN
globalce-278	65	19	language	language	NOUN
globalce-278	65	20	lays	lay	VERB
globalce-278	65	21	the	the	DET
globalce-278	65	22	foundation	foundation	NOUN
globalce-278	65	23	for	for	ADP
globalce-278	65	24	the	the	DET
globalce-278	65	25	development	development	NOUN
globalce-278	65	26	of	of	ADP
globalce-278	65	27	an	an	DET
globalce-278	65	28	assessment	assessment	NOUN
globalce-278	65	29	tool	tool	NOUN
globalce-278	65	30	for	for	ADP
globalce-278	65	31	developers	developer	NOUN
globalce-278	65	32	.	.	PUNCT
globalce-278	66	1	references	reference	NOUN
globalce-278	66	2	1	1	NUM
globalce-278	66	3	.	.	PUNCT
globalce-278	67	1	feng	feng	PROPN
globalce-278	67	2	,	,	PUNCT
globalce-278	67	3	z.	z.	PROPN
globalce-278	67	4	,	,	PUNCT
globalce-278	67	5	guo	guo	PROPN
globalce-278	67	6	,	,	PUNCT
globalce-278	67	7	d.	d.	PROPN
globalce-278	67	8	,	,	PUNCT
globalce-278	67	9	tang	tang	PROPN
globalce-278	67	10	,	,	PUNCT
globalce-278	67	11	d.	d.	PROPN
globalce-278	67	12	,	,	PUNCT
globalce-278	67	13	et	et	PROPN
globalce-278	67	14	al	al	PROPN
globalce-278	67	15	.	.	PUNCT
globalce-278	67	16	codebert	codebert	PROPN
globalce-278	67	17	:	:	PUNCT
globalce-278	67	18	a	a	DET
globalce-278	67	19	pre	pre	ADJ
globalce-278	67	20	-	-	ADJ
globalce-278	67	21	trained	train	VERB
globalce-278	67	22	model	model	NOUN
globalce-278	67	23	for	for	ADP
globalce-278	67	24	programming	programming	NOUN
globalce-278	67	25	and	and	CCONJ
globalce-278	67	26	natural	natural	ADJ
globalce-278	67	27	languages	language	NOUN
globalce-278	67	28	.	.	PUNCT
globalce-278	68	1	in	in	ADP
globalce-278	68	2	findings	finding	NOUN
globalce-278	68	3	of	of	ADP
globalce-278	68	4	the	the	DET
globalce-278	68	5	association	association	NOUN
globalce-278	68	6	for	for	ADP
globalce-278	68	7	computational	computational	ADJ
globalce-278	68	8	linguistics	linguistic	NOUN
globalce-278	68	9	:	:	PUNCT
globalce-278	68	10	emnlp	emnlp	PROPN
globalce-278	68	11	2020	2020	NUM
globalce-278	68	12	,	,	PUNCT
globalce-278	68	13	16–20	16–20	NUM
globalce-278	68	14	november	november	PROPN
globalce-278	68	15	2020	2020	NUM
globalce-278	68	16	,	,	PUNCT
globalce-278	68	17	pp	pp	ADV
globalce-278	68	18	.	.	PUNCT
globalce-278	69	1	1536–1547	1536–1547	NUM
globalce-278	69	2	;	;	PUNCT
globalce-278	69	3	association	association	NOUN
globalce-278	69	4	for	for	ADP
globalce-278	69	5	computational	computational	ADJ
globalce-278	69	6	linguistics	linguistic	NOUN
globalce-278	69	7	:	:	PUNCT
globalce-278	69	8	kerrville	kerrville	PROPN
globalce-278	69	9	,	,	PUNCT
globalce-278	69	10	tx	tx	PROPN
globalce-278	69	11	,	,	PUNCT
globalce-278	69	12	united	united	PROPN
globalce-278	69	13	states	states	PROPN
globalce-278	69	14	.	.	PUNCT
globalce-278	70	1	https://doi.org/10.18653/v1/2020	https://doi.org/10.18653/v1/2020	NOUN
globalce-278	70	2	.	.	PUNCT
globalce-278	71	1	findings	finding	NOUN
globalce-278	71	2	-	-	PUNCT
globalce-278	71	3	emnlp.139	emnlp.139	ADJ
globalce-278	71	4	.	.	PUNCT
globalce-278	72	1	2	2	X
globalce-278	72	2	.	.	X
globalce-278	72	3	kourtzanidis	kourtzanidi	NOUN
globalce-278	72	4	,	,	PUNCT
globalce-278	72	5	s.	s.	PROPN
globalce-278	72	6	,	,	PUNCT
globalce-278	72	7	chatzigeorgiou	chatzigeorgiou	NOUN
globalce-278	72	8	,	,	PUNCT
globalce-278	72	9	a.	a.	NOUN
globalce-278	72	10	,	,	PUNCT
globalce-278	72	11	ampatzoglou	ampatzoglou	NOUN
globalce-278	72	12	,	,	PUNCT
globalce-278	72	13	a.	a.	NOUN
globalce-278	72	14	reposkillminer	reposkillminer	NOUN
globalce-278	72	15	:	:	PUNCT
globalce-278	72	16	identifying	identify	VERB
globalce-278	72	17	software	software	NOUN
globalce-278	72	18	expertise	expertise	NOUN
globalce-278	72	19	from	from	ADP
globalce-278	72	20	github	github	PROPN
globalce-278	72	21	repositories	repository	NOUN
globalce-278	72	22	using	use	VERB
globalce-278	72	23	natural	natural	ADJ
globalce-278	72	24	language	language	NOUN
globalce-278	72	25	processing	processing	NOUN
globalce-278	72	26	.	.	PUNCT
globalce-278	73	1	in	in	ADP
globalce-278	73	2	proceedings	proceeding	NOUN
globalce-278	73	3	of	of	ADP
globalce-278	73	4	the	the	DET
globalce-278	73	5	35th	35th	ADJ
globalce-278	73	6	ieee	ieee	NOUN
globalce-278	73	7	/	/	SYM
globalce-278	73	8	acm	acm	PROPN
globalce-278	73	9	international	international	ADJ
globalce-278	73	10	conference	conference	NOUN
globalce-278	73	11	on	on	ADP
globalce-278	73	12	automated	automate	VERB
globalce-278	73	13	software	software	NOUN
globalce-278	73	14	engineering	engineering	NOUN
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globalce-278	73	17	'	'	NUM
globalce-278	73	18	20	20	NUM
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globalce-278	73	20	,	,	PUNCT
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globalce-278	73	22	,	,	PUNCT
globalce-278	73	23	australia	australia	PROPN
globalce-278	73	24	,	,	PUNCT
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globalce-278	73	26	september	september	PROPN
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globalce-278	73	28	,	,	PUNCT
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globalce-278	73	30	.	.	PUNCT
globalce-278	73	31	1353–1357	1353–1357	NUM
globalce-278	73	32	;	;	PUNCT
globalce-278	73	33	association	association	NOUN
globalce-278	73	34	for	for	ADP
globalce-278	73	35	computing	compute	VERB
globalce-278	73	36	machinery	machinery	NOUN
globalce-278	73	37	,	,	PUNCT
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globalce-278	73	39	york	york	PROPN
globalce-278	73	40	,	,	PUNCT
globalce-278	73	41	ny	ny	PROPN
globalce-278	73	42	,	,	PUNCT
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globalce-278	73	44	states	states	PROPN
globalce-278	73	45	.	.	PUNCT
globalce-278	74	1	https://doi	https://doi	PROPN
globalce-278	74	2	.	.	PUNCT
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globalce-278	76	2	.	.	X
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globalce-278	76	5	k.	k.	PROPN
globalce-278	76	6	,	,	PUNCT
globalce-278	76	7	li	li	PROPN
globalce-278	76	8	,	,	PUNCT
globalce-278	76	9	g.	g.	PROPN
globalce-278	76	10	,	,	PUNCT
globalce-278	76	11	jin	jin	PROPN
globalce-278	76	12	,	,	PUNCT
globalce-278	76	13	z.	z.	PROPN
globalce-278	77	1	what	what	PRON
globalce-278	77	2	does	do	AUX
globalce-278	77	3	trans	tran	NOUN
globalce-278	77	4	former	former	ADJ
globalce-278	77	5	learn	learn	VERB
globalce-278	77	6	about	about	ADP
globalce-278	77	7	source	source	NOUN
globalce-278	77	8	code	code	NOUN
globalce-278	77	9	?	?	PUNCT
globalce-278	78	1	2022	2022	NUM
globalce-278	78	2	,	,	PUNCT
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globalce-278	78	5	.	.	PUNCT
globalce-278	79	1	https://doi	https://doi	PROPN
globalce-278	79	2	.	.	PUNCT
globalce-278	80	1	org/10.48550	org/10.48550	PROPN
globalce-278	80	2	/	/	SYM
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globalce-278	80	4	.	.	PUNCT
globalce-278	81	1	4	4	X
globalce-278	81	2	.	.	X
globalce-278	81	3	sharma	sharma	PROPN
globalce-278	81	4	,	,	PUNCT
globalce-278	81	5	t.	t.	PROPN
globalce-278	81	6	,	,	PUNCT
globalce-278	81	7	efstathiou	efstathiou	NOUN
globalce-278	81	8	,	,	PUNCT
globalce-278	81	9	v.	v.	ADJ
globalce-278	81	10	,	,	PUNCT
globalce-278	81	11	louridas	lourida	NOUN
globalce-278	81	12	,	,	PUNCT
globalce-278	81	13	p.	p.	PROPN
globalce-278	81	14	,	,	PUNCT
globalce-278	81	15	et	et	PROPN
globalce-278	81	16	al	al	PROPN
globalce-278	81	17	.	.	PROPN
globalce-278	81	18	code	code	PROPN
globalce-278	81	19	smell	smell	NOUN
globalce-278	81	20	detection	detection	NOUN
globalce-278	81	21	by	by	ADP
globalce-278	81	22	deep	deep	ADJ
globalce-278	81	23	direct	direct	ADJ
globalce-278	81	24	-	-	PUNCT
globalce-278	81	25	learning	learning	NOUN
globalce-278	81	26	and	and	CCONJ
globalce-278	81	27	transferlearning	transferlearne	VERB
globalce-278	81	28	.	.	PUNCT
globalce-278	82	1	j	j	PROPN
globalce-278	82	2	syst	syst	PROPN
globalce-278	82	3	softw	softw	PROPN
globalce-278	82	4	.	.	PUNCT
globalce-278	83	1	2021;176:110936	2021;176:110936	NUM
globalce-278	83	2	.	.	PUNCT
globalce-278	84	1	https://doi	https://doi	X
globalce-278	84	2	.	.	PUNCT
globalce-278	85	1	org/10.1016	org/10.1016	PROPN
globalce-278	85	2	/	/	SYM
globalce-278	85	3	j.jss.2021.110936	j.jss.2021.110936	PROPN
globalce-278	85	4	.	.	PUNCT
globalce-278	85	5	http://www.globalce.org	http://www.globalce.org	PUNCT
globalce-278	86	1	http://globalce.org	http://globalce.org	PROPN
globalce-278	86	2	http://globalce.org	http://globalce.org	PROPN
globalce-278	86	3	https://doi.org/10.18653/v1/2020.findings-emnlp.139	https://doi.org/10.18653/v1/2020.findings-emnlp.139	ADJ
globalce-278	86	4	https://doi.org/10.18653/v1/2020.findings-emnlp.139	https://doi.org/10.18653/v1/2020.findings-emnlp.139	ADJ
globalce-278	86	5	https://doi.org/10.1145/3324884.3415305	https://doi.org/10.1145/3324884.3415305	NOUN
globalce-278	86	6	https://doi.org/10.1145/3324884.3415305	https://doi.org/10.1145/3324884.3415305	NOUN
globalce-278	86	7	https://doi.org/10.48550/arxiv.2207.08466	https://doi.org/10.48550/arxiv.2207.08466	PROPN
globalce-278	86	8	https://doi.org/10.48550/arxiv.2207.08466	https://doi.org/10.48550/arxiv.2207.08466	PROPN
globalce-278	86	9	https://doi.org/10.1016/j.jss.2021.110936	https://doi.org/10.1016/j.jss.2021.110936	PROPN
globalce-278	86	10	https://doi.org/10.1016/j.jss.2021.110936	https://doi.org/10.1016/j.jss.2021.110936	PROPN
globalce-278	86	11	editor	editor	NOUN
globalce-278	86	12	’s	’s	PART
globalce-278	86	13	corner	corner	PROPN
globalce-278	86	14	biomedical	biomedical	ADJ
globalce-278	86	15	technology	technology	NOUN
globalce-278	86	16	and	and	CCONJ
globalce-278	86	17	clinical	clinical	ADJ
globalce-278	86	18	engineering	engineering	NOUN
globalce-278	86	19	in	in	ADP
globalce-278	86	20	greece	greece	PROPN
globalce-278	86	21	after	after	ADP
globalce-278	86	22	the	the	DET
globalce-278	86	23	pandemic	pandemic	NOUN
globalce-278	86	24	:	:	PUNCT
globalce-278	86	25	highlighted	highlight	VERB
globalce-278	86	26	works	work	NOUN
globalce-278	86	27	from	from	ADP
globalce-278	86	28	the	the	DET
globalce-278	86	29	panhellenic	panhellenic	ADJ
globalce-278	86	30	conference	conference	NOUN
globalce-278	86	31	of	of	ADP
globalce-278	86	32	biomedical	biomedical	ADJ
globalce-278	86	33	technology	technology	NOUN
globalce-278	86	34	aris	aris	PROPN
globalce-278	86	35	dermitzakis1,2	dermitzakis1,2	PROPN
globalce-278	86	36	,	,	PUNCT
globalce-278	86	37	*	*	ADJ
globalce-278	86	38	,	,	PUNCT
globalce-278	86	39	vasiliki	vasiliki	PROPN
globalce-278	86	40	zilidou1,3	zilidou1,3	PROPN
globalce-278	86	41	,	,	PUNCT
globalce-278	86	42	eleftheria	eleftheria	PROPN
globalce-278	86	43	vellidou1,4	vellidou1,4	PROPN
globalce-278	86	44	,	,	PUNCT
globalce-278	86	45	alkinoos	alkinoo	VERB
globalce-278	86	46	athanasiou1,3	athanasiou1,3	PROPN
globalce-278	86	47	digital	digital	ADJ
globalce-278	86	48	transformation	transformation	NOUN
globalce-278	86	49	management	management	NOUN
globalce-278	86	50	in	in	ADP
globalce-278	86	51	health	health	NOUN
globalce-278	86	52	services	service	NOUN
globalce-278	86	53	:	:	PUNCT
globalce-278	86	54	health	health	NOUN
globalce-278	86	55	professionals	professional	NOUN
globalce-278	86	56	perceptions	perception	NOUN
globalce-278	86	57	as	as	ADP
globalce-278	86	58	an	an	DET
globalce-278	86	59	implementation	implementation	NOUN
globalce-278	86	60	factor	factor	NOUN
globalce-278	86	61	theodoros	theodoros	PROPN
globalce-278	86	62	s.	s.	PROPN
globalce-278	86	63	tanis	tanis	PROPN
globalce-278	86	64	*	*	PROPN
globalce-278	86	65	,	,	PUNCT
globalce-278	86	66	chryssoula	chryssoula	PROPN
globalce-278	86	67	chatzigeorgiou	chatzigeorgiou	NOUN
globalce-278	86	68	,	,	PUNCT
globalce-278	86	69	ioanna	ioanna	NOUN
globalce-278	86	70	simeli	simeli	VERB
globalce-278	86	71	,	,	PUNCT
globalce-278	86	72	and	and	CCONJ
globalce-278	86	73	evangelia	evangelia	PROPN
globalce-278	86	74	stalika	stalika	PROPN
globalce-278	86	75	validating	validate	VERB
globalce-278	86	76	the	the	DET
globalce-278	86	77	id	id	NOUN
globalce-278	86	78	-	-	PUNCT
globalce-278	86	79	gaming	game	VERB
globalce-278	86	80	e	e	NOUN
globalce-278	86	81	-	-	NOUN
globalce-278	86	82	training	train	VERB
globalce-278	86	83	toolkit	toolkit	NOUN
globalce-278	86	84	for	for	ADP
globalce-278	86	85	people	people	NOUN
globalce-278	86	86	with	with	ADP
globalce-278	86	87	intellectual	intellectual	ADJ
globalce-278	86	88	disabilities	disability	NOUN
globalce-278	86	89	in	in	ADP
globalce-278	86	90	greece	greece	PROPN
globalce-278	86	91	niki	niki	PROPN
globalce-278	86	92	pandria	pandria	PROPN
globalce-278	86	93	*	*	PROPN
globalce-278	86	94	,	,	PUNCT
globalce-278	86	95	anastasia	anastasia	PROPN
globalce-278	86	96	barboudi	barboudi	PROPN
globalce-278	86	97	,	,	PUNCT
globalce-278	86	98	vasileia	vasileia	ADJ
globalce-278	86	99	petronikolou	petronikolou	ADJ
globalce-278	86	100	,	,	PUNCT
globalce-278	86	101	panagiotis	panagiotis	NOUN
globalce-278	86	102	antoniou	antoniou	NOUN
globalce-278	86	103	and	and	CCONJ
globalce-278	86	104	panagiotis	panagiotis	NOUN
globalce-278	86	105	d.	d.	PROPN
globalce-278	86	106	bamidis	bamidis	PROPN
globalce-278	86	107	novel	novel	ADJ
globalce-278	86	108	functional	functional	ADJ
globalce-278	86	109	electrical	electrical	ADJ
globalce-278	86	110	stimulation	stimulation	NOUN
globalce-278	86	111	parameter	parameter	NOUN
globalce-278	86	112	optimization	optimization	NOUN
globalce-278	86	113	for	for	ADP
globalce-278	86	114	neurorehabilitation	neurorehabilitation	NOUN
globalce-278	86	115	using	use	VERB
globalce-278	86	116	both	both	CCONJ
globalce-278	86	117	conventional	conventional	ADJ
globalce-278	86	118	and	and	CCONJ
globalce-278	86	119	ai	ai	VERB
globalce-278	86	120	techniques	technique	NOUN
globalce-278	86	121	arsenios	arsenio	NOUN
globalce-278	86	122	arsenidis1	arsenidis1	NOUN
globalce-278	86	123	,	,	PUNCT
globalce-278	86	124	alexandros	alexandros	PROPN
globalce-278	86	125	moraitopoulos2	moraitopoulos2	PROPN
globalce-278	86	126	,	,	PUNCT
globalce-278	86	127	alkinoos	alkinoo	VERB
globalce-278	86	128	athanasiou2	athanasiou2	PROPN
globalce-278	86	129	,	,	PUNCT
globalce-278	86	130	alexandros	alexandros	PROPN
globalce-278	86	131	vildiridis3	vildiridis3	PROPN
globalce-278	86	132	,	,	PUNCT
globalce-278	86	133	panagiotis	panagiotis	NOUN
globalce-278	86	134	bamidis2	bamidis2	NOUN
globalce-278	86	135	,	,	PUNCT
globalce-278	86	136	petros	petros	PROPN
globalce-278	86	137	stefaneas4	stefaneas4	PROPN
globalce-278	86	138	and	and	CCONJ
globalce-278	86	139	alexandros	alexandros	PROPN
globalce-278	86	140	astaras5	astaras5	NOUN
globalce-278	87	1	leveraging	leverage	VERB
globalce-278	87	2	web	web	NOUN
globalce-278	87	3	scraping	scraping	NOUN
globalce-278	87	4	and	and	CCONJ
globalce-278	87	5	api	api	NOUN
globalce-278	87	6	integration	integration	NOUN
globalce-278	87	7	for	for	ADP
globalce-278	87	8	efficient	efficient	ADJ
globalce-278	87	9	medical	medical	ADJ
globalce-278	87	10	device	device	NOUN
globalce-278	87	11	data	datum	NOUN
globalce-278	87	12	management	management	NOUN
globalce-278	87	13	agapi	agapi	PROPN
globalce-278	87	14	konstantina	konstantina	PROPN
globalce-278	87	15	liontou1	liontou1	PROPN
globalce-278	87	16	,	,	PUNCT
globalce-278	87	17	*	*	PUNCT
globalce-278	87	18	,	,	PUNCT
globalce-278	87	19	spilios	spilio	NOUN
globalce-278	87	20	zisimopoulos2	zisimopoulos2	X
globalce-278	87	21	and	and	CCONJ
globalce-278	87	22	aris	aris	PROPN
globalce-278	87	23	dermitzakis1	dermitzakis1	PROPN
globalce-278	87	24	human	human	ADJ
globalce-278	87	25	muscle	muscle	NOUN
globalce-278	87	26	state	state	NOUN
globalce-278	87	27	machine	machine	NOUN
globalce-278	87	28	using	use	VERB
globalce-278	87	29	electromyography	electromyography	NOUN
globalce-278	87	30	classification	classification	NOUN
globalce-278	87	31	with	with	ADP
globalce-278	87	32	machine	machine	NOUN
globalce-278	87	33	learning	learn	VERB
globalce-278	87	34	george	george	PROPN
globalce-278	87	35	lyssas1	lyssas1	PROPN
globalce-278	87	36	,	,	PUNCT
globalce-278	87	37	*	*	PROPN
globalce-278	87	38	,	,	PUNCT
globalce-278	87	39	konstantinos	konstantinos	PROPN
globalce-278	87	40	mitsopoulos1	mitsopoulos1	PROPN
globalce-278	87	41	,	,	PUNCT
globalce-278	87	42	dimitris	dimitris	PROPN
globalce-278	87	43	zantzas2	zantzas2	PROPN
globalce-278	87	44	,	,	PUNCT
globalce-278	87	45	anestis	anestis	PROPN
globalce-278	87	46	kalfas2	kalfas2	PROPN
globalce-278	87	47	,	,	PUNCT
globalce-278	87	48	panagiotis	panagiotis	PROPN
globalce-278	87	49	d.	d.	PROPN
globalce-278	87	50	bamidis1	bamidis1	PROPN
globalce-278	87	51	kinematic	kinematic	ADJ
globalce-278	87	52	and	and	CCONJ
globalce-278	87	53	dynamic	dynamic	ADJ
globalce-278	87	54	analysis	analysis	NOUN
globalce-278	87	55	of	of	ADP
globalce-278	87	56	lower	low	ADJ
globalce-278	87	57	limb	limb	NOUN
globalce-278	87	58	movement	movement	NOUN
globalce-278	87	59	:	:	PUNCT
globalce-278	87	60	towards	towards	ADP
globalce-278	87	61	the	the	DET
globalce-278	87	62	design	design	NOUN
globalce-278	87	63	of	of	ADP
globalce-278	87	64	a	a	DET
globalce-278	87	65	wearable	wearable	ADJ
globalce-278	87	66	rehabilitation	rehabilitation	NOUN
globalce-278	87	67	assistant	assistant	NOUN
globalce-278	87	68	device	device	NOUN
globalce-278	87	69	filippos	filippos	NOUN
globalce-278	87	70	margaritis1	margaritis1	PROPN
globalce-278	87	71	,	,	PUNCT
globalce-278	87	72	*	*	PROPN
globalce-278	87	73	,	,	PUNCT
globalce-278	87	74	konstantinos	konstantinos	PROPN
globalce-278	87	75	mitsopoulos1	mitsopoulos1	PROPN
globalce-278	87	76	,	,	PUNCT
globalce-278	87	77	kostas	kostas	PROPN
globalce-278	87	78	nizamis2	nizamis2	PROPN
globalce-278	87	79	,	,	PUNCT
globalce-278	87	80	alkinoos	alkinoo	VERB
globalce-278	87	81	athanasiou1	athanasiou1	NOUN
globalce-278	87	82	and	and	CCONJ
globalce-278	87	83	panagiotis	panagiotis	PROPN
globalce-278	87	84	d.	d.	PROPN
globalce-278	87	85	bamidis1	bamidis1	PROPN
globalce-278	87	86	a	a	DET
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globalce-278	87	88	dermatological	dermatological	ADJ
globalce-278	87	89	diagnosis	diagnosis	NOUN
globalce-278	87	90	support	support	NOUN
globalce-278	87	91	device	device	NOUN
globalce-278	87	92	based	base	VERB
globalce-278	87	93	on	on	ADP
globalce-278	87	94	electrical	electrical	ADJ
globalce-278	87	95	impedance	impedance	NOUN
globalce-278	87	96	spectroscopy	spectroscopy	NOUN
globalce-278	87	97	alexandros	alexandros	PROPN
globalce-278	87	98	moraitopoulos1	moraitopoulos1	PROPN
globalce-278	87	99	,	,	PUNCT
globalce-278	87	100	*	*	PROPN
globalce-278	87	101	,	,	PUNCT
globalce-278	87	102	konstantinos	konstantinos	PROPN
globalce-278	87	103	mitsopoulos1	mitsopoulos1	PROPN
globalce-278	87	104	,	,	PUNCT
globalce-278	87	105	christina	christina	PROPN
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globalce-278	87	107	,	,	PUNCT
globalce-278	87	108	panagiotis	panagiotis	NOUN
globalce-278	87	109	bamidis1	bamidis1	NOUN
globalce-278	87	110	and	and	CCONJ
globalce-278	87	111	alexandros	alexandros	PROPN
globalce-278	87	112	astaras3	astaras3	PROPN
globalce-278	87	113	software	software	NOUN
globalce-278	87	114	skills	skill	VERB
globalce-278	87	115	identification	identification	NOUN
globalce-278	87	116	:	:	PUNCT
globalce-278	87	117	a	a	DET
globalce-278	87	118	multi	multi	ADJ
globalce-278	87	119	-	-	ADJ
globalce-278	87	120	class	class	ADJ
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globalce-278	87	122	on	on	ADP
globalce-278	87	123	source	source	NOUN
globalce-278	87	124	code	code	NOUN
globalce-278	87	125	using	use	VERB
globalce-278	87	126	machine	machine	NOUN
globalce-278	87	127	learning	learning	PROPN
globalce-278	87	128	dimitris	dimitris	PROPN
globalce-278	87	129	bamidis	bamidis	PROPN
globalce-278	87	130	,	,	PUNCT
globalce-278	87	131	ilias	ilias	PROPN
globalce-278	87	132	kalouptsoglou	kalouptsoglou	PROPN
globalce-278	87	133	,	,	PUNCT
globalce-278	87	134	apostolos	apostolos	PROPN
globalce-278	87	135	ampatzoglou	ampatzoglou	PROPN
globalce-278	87	136	,	,	PUNCT
globalce-278	87	137	alexandros	alexandros	PROPN
globalce-278	87	138	chatzigeorgiou	chatzigeorgiou	PROPN
globalce-278	87	139	*	*	PROPN
globalce-278	87	140	improvement	improvement	NOUN
globalce-278	87	141	of	of	ADP
globalce-278	87	142	aortic	aortic	ADJ
globalce-278	87	143	valve	valve	NOUN
globalce-278	87	144	stenosis	stenosis	NOUN
globalce-278	87	145	classification	classification	NOUN
globalce-278	87	146	in	in	ADP
globalce-278	87	147	patients	patient	NOUN
globalce-278	87	148	through	through	ADP
globalce-278	87	149	computational	computational	ADJ
globalce-278	87	150	fluid	fluid	ADJ
globalce-278	87	151	dynamics	dynamic	NOUN
globalce-278	87	152	model	model	NOUN
globalce-278	87	153	ioannis	ioannis	PROPN
globalce-278	87	154	makropoulos	makropoulos	PROPN
globalce-278	87	155	,	,	PUNCT
globalce-278	87	156	dimitris	dimitris	PROPN
globalce-278	87	157	zantzas	zantzas	PROPN
globalce-278	87	158	,	,	PUNCT
globalce-278	87	159	vasilis	vasilis	PROPN
globalce-278	87	160	gkoutzamanis	gkoutzamanis	PROPN
globalce-278	87	161	,	,	PUNCT
globalce-278	87	162	anestis	anestis	ADP
globalce-278	87	163	kalfas	kalfas	PROPN
globalce-278	87	164	*	*	PUNCT
globalce-278	87	165	kinematic	kinematic	ADJ
globalce-278	87	166	and	and	CCONJ
globalce-278	87	167	dynamic	dynamic	ADJ
globalce-278	87	168	analysis	analysis	NOUN
globalce-278	87	169	of	of	ADP
globalce-278	87	170	the	the	DET
globalce-278	87	171	human	human	ADJ
globalce-278	87	172	hand	hand	NOUN
globalce-278	87	173	’s	’s	PART
globalce-278	87	174	articulation	articulation	NOUN
globalce-278	87	175	for	for	ADP
globalce-278	87	176	wearable	wearable	ADJ
globalce-278	87	177	soft	soft	ADJ
globalce-278	87	178	-	-	PUNCT
globalce-278	87	179	robotic	robotic	ADJ
globalce-278	87	180	device	device	NOUN
globalce-278	87	181	applications	application	NOUN
globalce-278	87	182	paschalina	paschalina	PROPN
globalce-278	87	183	-	-	PUNCT
globalce-278	87	184	danai	danai	VERB
globalce-278	87	185	sarra	sarra	PROPN
globalce-278	87	186	,	,	PUNCT
globalce-278	87	187	vasiliki	vasiliki	PROPN
globalce-278	87	188	fiska	fiska	NOUN
globalce-278	87	189	,	,	PUNCT
globalce-278	87	190	konstantinos	konstantinos	PROPN
globalce-278	87	191	mitsopoulos	mitsopoulos	PROPN
globalce-278	87	192	,	,	PUNCT
globalce-278	87	193	diamanto	diamanto	NOUN
globalce-278	87	194	mylopoulou	mylopoulou	NOUN
globalce-278	87	195	,	,	PUNCT
globalce-278	87	196	and	and	CCONJ
globalce-278	87	197	panagiotis	panagiotis	NOUN
globalce-278	87	198	d.	d.	PROPN
globalce-278	87	199	bamidis	bamidis	PROPN
globalce-278	87	200	*	*	PROPN
globalce-278	87	201	deep	deep	ADJ
globalce-278	87	202	learning	learn	VERB
globalce-278	87	203	classification	classification	NOUN
globalce-278	87	204	of	of	ADP
globalce-278	87	205	epileptic	epileptic	ADJ
globalce-278	87	206	magnetoencephalogram	magnetoencephalogram	PROPN
globalce-278	87	207	andreas	andreas	PROPN
globalce-278	87	208	stylianou1	stylianou1	PROPN
globalce-278	87	209	,	,	PUNCT
globalce-278	87	210	lefteris	lefteris	PROPN
globalce-278	87	211	koumakis2	koumakis2	PROPN
globalce-278	87	212	,	,	PUNCT
globalce-278	87	213	maria	maria	PROPN
globalce-278	87	214	hadjinicolaou3	hadjinicolaou3	PROPN
globalce-278	87	215	,	,	PUNCT
globalce-278	87	216	adam	adam	PROPN
globalce-278	87	217	adamopoulos1	adamopoulos1	PROPN
globalce-278	87	218	,	,	PUNCT
globalce-278	87	219	*	*	PUNCT
globalce-278	87	220	and	and	CCONJ
globalce-278	87	221	alkinoos	alkinoo	NOUN
globalce-278	87	222	athanasiou4	athanasiou4	VERB