id	sid	tid	token	lemma	pos
eblip-30527	1	1	evidence	evidence	NOUN
eblip-30527	1	2	summary	summary	NOUN
eblip-30527	1	3	  	  	SPACE
eblip-30527	1	4	machine	machine	NOUN
eblip-30527	1	5	learning	learning	NOUN
eblip-30527	1	6	offers	offer	VERB
eblip-30527	1	7	opportunities	opportunity	NOUN
eblip-30527	1	8	to	to	PART
eblip-30527	1	9	advance	advance	VERB
eblip-30527	1	10	library	library	ADJ
eblip-30527	1	11	services	service	NOUN
eblip-30527	1	12	     	     	SPACE
eblip-30527	1	13	a	a	DET
eblip-30527	1	14	review	review	NOUN
eblip-30527	1	15	of	of	ADP
eblip-30527	1	16	:	:	PUNCT
eblip-30527	1	17	wang	wang	PROPN
eblip-30527	1	18	,	,	PUNCT
eblip-30527	1	19	y.	y.	PROPN
eblip-30527	1	20	(	(	PUNCT
eblip-30527	1	21	2022	2022	NUM
eblip-30527	1	22	)	)	PUNCT
eblip-30527	1	23	.	.	PUNCT
eblip-30527	2	1	using	use	VERB
eblip-30527	2	2	machine	machine	NOUN
eblip-30527	2	3	learning	learning	NOUN
eblip-30527	2	4	and	and	CCONJ
eblip-30527	2	5	natural	natural	ADJ
eblip-30527	2	6	language	language	NOUN
eblip-30527	2	7	processing	processing	NOUN
eblip-30527	2	8	to	to	PART
eblip-30527	2	9	analyze	analyze	VERB
eblip-30527	2	10	library	library	ADJ
eblip-30527	2	11	chat	chat	NOUN
eblip-30527	2	12	reference	reference	NOUN
eblip-30527	2	13	transcripts	transcript	NOUN
eblip-30527	2	14	.	.	PUNCT
eblip-30527	3	1	information	information	NOUN
eblip-30527	3	2	technology	technology	NOUN
eblip-30527	3	3	and	and	CCONJ
eblip-30527	3	4	libraries	library	NOUN
eblip-30527	3	5	,	,	PUNCT
eblip-30527	3	6	41(3	41(3	NUM
eblip-30527	3	7	)	)	PUNCT
eblip-30527	3	8	.	.	PUNCT
eblip-30527	4	1	https://doi.org/10.6017/ital.v41i3.14967	https://doi.org/10.6017/ital.v41i3.14967	PROPN
eblip-30527	4	2	    	    	SPACE
eblip-30527	4	3	reviewed	review	VERB
eblip-30527	4	4	by	by	ADP
eblip-30527	4	5	:	:	PUNCT
eblip-30527	4	6	samantha	samantha	PROPN
eblip-30527	4	7	j.	j.	PROPN
eblip-30527	4	8	kaplan	kaplan	PROPN
eblip-30527	4	9	research	research	PROPN
eblip-30527	4	10	&	&	CCONJ
eblip-30527	4	11	education	education	PROPN
eblip-30527	4	12	librarian	librarian	NOUN
eblip-30527	4	13	,	,	PUNCT
eblip-30527	4	14	liaison	liaison	NOUN
eblip-30527	4	15	to	to	ADP
eblip-30527	4	16	the	the	DET
eblip-30527	4	17	school	school	NOUN
eblip-30527	4	18	of	of	ADP
eblip-30527	4	19	medicine	medicine	PROPN
eblip-30527	4	20	duke	duke	PROPN
eblip-30527	4	21	university	university	PROPN
eblip-30527	4	22	medical	medical	ADJ
eblip-30527	4	23	center	center	PROPN
eblip-30527	4	24	library	library	PROPN
eblip-30527	4	25	&	&	CCONJ
eblip-30527	4	26	archives	archives	PROPN
eblip-30527	4	27	durham	durham	PROPN
eblip-30527	4	28	,	,	PUNCT
eblip-30527	4	29	north	north	PROPN
eblip-30527	4	30	carolina	carolina	PROPN
eblip-30527	4	31	,	,	PUNCT
eblip-30527	4	32	united	united	PROPN
eblip-30527	4	33	states	states	PROPN
eblip-30527	4	34	of	of	ADP
eblip-30527	4	35	america	america	PROPN
eblip-30527	4	36	email	email	NOUN
eblip-30527	4	37	:	:	PUNCT
eblip-30527	4	38	 	 	SPACE
eblip-30527	4	39	samantha.kaplan@duke.edu	samantha.kaplan@duke.edu	PROPN
eblip-30527	4	40	  	  	SPACE
eblip-30527	4	41	received	receive	VERB
eblip-30527	4	42	:	:	PUNCT
eblip-30527	4	43	12	12	NUM
eblip-30527	4	44	mar	mar	PROPN
eblip-30527	4	45	.	.	PROPN
eblip-30527	4	46	2024	2024	NUM
eblip-30527	4	47	                                                            	                                                            	SPACE
eblip-30527	4	48	accepted	accept	VERB
eblip-30527	4	49	:	:	PUNCT
eblip-30527	4	50	 	 	SPACE
eblip-30527	4	51	26	26	NUM
eblip-30527	4	52	apr	apr	NOUN
eblip-30527	4	53	.	.	PUNCT
eblip-30527	4	54	2024	2024	NUM
eblip-30527	4	55	     	     	SPACE
eblip-30527	4	56	2024	2024	NUM
eblip-30527	4	57	kaplan	kaplan	PROPN
eblip-30527	4	58	.	.	PUNCT
eblip-30527	5	1	this	this	PRON
eblip-30527	5	2	is	be	AUX
eblip-30527	5	3	an	an	DET
eblip-30527	5	4	open	open	ADJ
eblip-30527	5	5	access	access	NOUN
eblip-30527	5	6	article	article	NOUN
eblip-30527	5	7	distributed	distribute	VERB
eblip-30527	5	8	under	under	ADP
eblip-30527	5	9	the	the	DET
eblip-30527	5	10	terms	term	NOUN
eblip-30527	5	11	of	of	ADP
eblip-30527	5	12	the	the	DET
eblip-30527	5	13	creative	creative	ADJ
eblip-30527	5	14	commons‐attribution‐noncommercial‐share	commons‐attribution‐noncommercial‐share	NOUN
eblip-30527	5	15	alike	alike	ADJ
eblip-30527	5	16	license	license	VERB
eblip-30527	5	17	4.0	4.0	NUM
eblip-30527	5	18	international	international	ADJ
eblip-30527	5	19	(	(	PUNCT
eblip-30527	5	20	http://creativecommons.org/licenses/by-nc-sa/4.0/	http://creativecommons.org/licenses/by-nc-sa/4.0/	PROPN
eblip-30527	5	21	)	)	PUNCT
eblip-30527	5	22	,	,	PUNCT
eblip-30527	5	23	which	which	PRON
eblip-30527	5	24	permits	permit	VERB
eblip-30527	5	25	unrestricted	unrestricted	ADJ
eblip-30527	5	26	use	use	NOUN
eblip-30527	5	27	,	,	PUNCT
eblip-30527	5	28	distribution	distribution	NOUN
eblip-30527	5	29	,	,	PUNCT
eblip-30527	5	30	and	and	CCONJ
eblip-30527	5	31	reproduction	reproduction	NOUN
eblip-30527	5	32	in	in	ADP
eblip-30527	5	33	any	any	DET
eblip-30527	5	34	medium	medium	NOUN
eblip-30527	5	35	,	,	PUNCT
eblip-30527	5	36	provided	provide	VERB
eblip-30527	5	37	the	the	DET
eblip-30527	5	38	original	original	ADJ
eblip-30527	5	39	work	work	NOUN
eblip-30527	5	40	is	be	AUX
eblip-30527	5	41	properly	properly	ADV
eblip-30527	5	42	attributed	attribute	VERB
eblip-30527	5	43	,	,	PUNCT
eblip-30527	5	44	not	not	PART
eblip-30527	5	45	used	use	VERB
eblip-30527	5	46	for	for	ADP
eblip-30527	5	47	commercial	commercial	ADJ
eblip-30527	5	48	purposes	purpose	NOUN
eblip-30527	5	49	,	,	PUNCT
eblip-30527	5	50	and	and	CCONJ
eblip-30527	5	51	,	,	PUNCT
eblip-30527	5	52	if	if	SCONJ
eblip-30527	5	53	transformed	transform	VERB
eblip-30527	5	54	,	,	PUNCT
eblip-30527	5	55	the	the	DET
eblip-30527	5	56	resulting	result	VERB
eblip-30527	5	57	work	work	NOUN
eblip-30527	5	58	is	be	AUX
eblip-30527	5	59	redistributed	redistribute	VERB
eblip-30527	5	60	under	under	ADP
eblip-30527	5	61	the	the	DET
eblip-30527	5	62	same	same	ADJ
eblip-30527	5	63	or	or	CCONJ
eblip-30527	5	64	similar	similar	ADJ
eblip-30527	5	65	license	license	NOUN
eblip-30527	5	66	to	to	ADP
eblip-30527	5	67	this	this	DET
eblip-30527	5	68	one	one	NUM
eblip-30527	5	69	.	.	PUNCT
eblip-30527	5	70	    	    	SPACE
eblip-30527	6	1	doi	doi	NOUN
eblip-30527	6	2	:	:	PUNCT
eblip-30527	6	3	10.18438	10.18438	NUM
eblip-30527	6	4	/	/	SYM
eblip-30527	6	5	eblip30527	eblip30527	PROPN
eblip-30527	6	6	    	    	SPACE
eblip-30527	6	7	abstract	abstract	ADJ
eblip-30527	6	8	  	  	SPACE
eblip-30527	6	9	objective	objective	NOUN
eblip-30527	6	10	–	–	PUNCT
eblip-30527	6	11	the	the	DET
eblip-30527	6	12	study	study	NOUN
eblip-30527	6	13	sought	seek	VERB
eblip-30527	6	14	to	to	PART
eblip-30527	6	15	develop	develop	VERB
eblip-30527	6	16	a	a	DET
eblip-30527	6	17	model	model	NOUN
eblip-30527	6	18	to	to	PART
eblip-30527	6	19	predict	predict	VERB
eblip-30527	6	20	if	if	SCONJ
eblip-30527	6	21	library	library	NOUN
eblip-30527	6	22	chat	chat	VERB
eblip-30527	6	23	questions	question	NOUN
eblip-30527	6	24	are	be	AUX
eblip-30527	6	25	reference	reference	NOUN
eblip-30527	6	26	or	or	CCONJ
eblip-30527	6	27	non	non	ADJ
eblip-30527	6	28	-	-	NOUN
eblip-30527	6	29	reference	reference	NOUN
eblip-30527	6	30	.	.	PUNCT
eblip-30527	6	31	  	  	SPACE
eblip-30527	7	1	design	design	NOUN
eblip-30527	7	2	–	–	PUNCT
eblip-30527	7	3	supervised	supervise	VERB
eblip-30527	7	4	machine	machine	NOUN
eblip-30527	7	5	learning	learning	NOUN
eblip-30527	7	6	and	and	CCONJ
eblip-30527	7	7	natural	natural	ADJ
eblip-30527	7	8	language	language	NOUN
eblip-30527	7	9	processing	processing	NOUN
eblip-30527	7	10	.	.	PUNCT
eblip-30527	7	11	  	  	SPACE
eblip-30527	8	1	setting	set	VERB
eblip-30527	8	2	–	–	PUNCT
eblip-30527	8	3	college	college	NOUN
eblip-30527	8	4	of	of	ADP
eblip-30527	8	5	new	new	PROPN
eblip-30527	8	6	jersey	jersey	PROPN
eblip-30527	8	7	academic	academic	ADJ
eblip-30527	8	8	library	library	NOUN
eblip-30527	8	9	.	.	PUNCT
eblip-30527	8	10	  	  	SPACE
eblip-30527	9	1	subjects	subject	NOUN
eblip-30527	9	2	–	–	PUNCT
eblip-30527	9	3	8,000	8,000	NUM
eblip-30527	9	4	springshare	springshare	NOUN
eblip-30527	9	5	libchat	libchat	PRON
eblip-30527	9	6	transactions	transaction	NOUN
eblip-30527	9	7	collected	collect	VERB
eblip-30527	9	8	from	from	ADP
eblip-30527	9	9	2014	2014	NUM
eblip-30527	9	10	to	to	ADP
eblip-30527	9	11	2021	2021	NUM
eblip-30527	9	12	.	.	PUNCT
eblip-30527	9	13	  	  	SPACE
eblip-30527	10	1	methods	method	NOUN
eblip-30527	10	2	–	–	PUNCT
eblip-30527	10	3	the	the	DET
eblip-30527	10	4	chat	chat	NOUN
eblip-30527	10	5	logs	log	NOUN
eblip-30527	10	6	were	be	AUX
eblip-30527	10	7	downloaded	download	VERB
eblip-30527	10	8	into	into	ADP
eblip-30527	10	9	excel	excel	NOUN
eblip-30527	10	10	,	,	PUNCT
eblip-30527	10	11	cleaned	clean	VERB
eblip-30527	10	12	,	,	PUNCT
eblip-30527	10	13	and	and	CCONJ
eblip-30527	10	14	individual	individual	ADJ
eblip-30527	10	15	questions	question	NOUN
eblip-30527	10	16	were	be	AUX
eblip-30527	10	17	labelled	label	VERB
eblip-30527	10	18	reference	reference	NOUN
eblip-30527	10	19	or	or	CCONJ
eblip-30527	10	20	non	non	NOUN
eblip-30527	10	21	-	-	NOUN
eblip-30527	10	22	reference	reference	NOUN
eblip-30527	10	23	by	by	ADP
eblip-30527	10	24	hand	hand	NOUN
eblip-30527	10	25	.	.	PUNCT
eblip-30527	11	1	labelled	label	VERB
eblip-30527	11	2	data	datum	NOUN
eblip-30527	11	3	were	be	AUX
eblip-30527	11	4	preprocessed	preprocesse	VERB
eblip-30527	11	5	to	to	PART
eblip-30527	11	6	remove	remove	VERB
eblip-30527	11	7	nonmeaningful	nonmeaningful	ADJ
eblip-30527	11	8	and	and	CCONJ
eblip-30527	11	9	stop	stop	VERB
eblip-30527	11	10	words	word	NOUN
eblip-30527	11	11	,	,	PUNCT
eblip-30527	11	12	and	and	CCONJ
eblip-30527	11	13	reformatted	reformatte	VERB
eblip-30527	11	14	to	to	AUX
eblip-30527	11	15	lowercase	lowercase	PROPN
eblip-30527	11	16	.	.	PUNCT
eblip-30527	12	1	data	datum	NOUN
eblip-30527	12	2	were	be	AUX
eblip-30527	12	3	then	then	ADV
eblip-30527	12	4	stemmed	stem	VERB
eblip-30527	12	5	to	to	ADP
eblip-30527	12	6	group	group	NOUN
eblip-30527	12	7	words	word	NOUN
eblip-30527	12	8	with	with	ADP
eblip-30527	12	9	similar	similar	ADJ
eblip-30527	12	10	meaning	meaning	NOUN
eblip-30527	12	11	.	.	PUNCT
eblip-30527	13	1	the	the	DET
eblip-30527	13	2	feature	feature	NOUN
eblip-30527	13	3	of	of	ADP
eblip-30527	13	4	question	question	NOUN
eblip-30527	13	5	length	length	NOUN
eblip-30527	13	6	was	be	AUX
eblip-30527	13	7	then	then	ADV
eblip-30527	13	8	added	add	VERB
eblip-30527	13	9	and	and	CCONJ
eblip-30527	13	10	data	datum	NOUN
eblip-30527	13	11	were	be	AUX
eblip-30527	13	12	transformed	transform	VERB
eblip-30527	13	13	from	from	ADP
eblip-30527	13	14	text	text	NOUN
eblip-30527	13	15	to	to	ADP
eblip-30527	13	16	numeric	numeric	NOUN
eblip-30527	13	17	for	for	ADP
eblip-30527	13	18	text	text	NOUN
eblip-30527	13	19	vectorization	vectorization	NOUN
eblip-30527	13	20	.	.	PUNCT
eblip-30527	14	1	data	datum	NOUN
eblip-30527	14	2	were	be	AUX
eblip-30527	14	3	then	then	ADV
eblip-30527	14	4	divided	divide	VERB
eblip-30527	14	5	into	into	ADP
eblip-30527	14	6	training	training	NOUN
eblip-30527	14	7	and	and	CCONJ
eblip-30527	14	8	testing	testing	NOUN
eblip-30527	14	9	sets	set	NOUN
eblip-30527	14	10	.	.	PUNCT
eblip-30527	15	1	the	the	DET
eblip-30527	15	2	python	python	PROPN
eblip-30527	15	3	packages	package	VERB
eblip-30527	15	4	natural	natural	ADJ
eblip-30527	15	5	language	language	NOUN
eblip-30527	15	6	toolkit	toolkit	NOUN
eblip-30527	15	7	(	(	PUNCT
eblip-30527	15	8	nltk	nltk	PROPN
eblip-30527	15	9	)	)	PUNCT
eblip-30527	15	10	and	and	CCONJ
eblip-30527	15	11	scikit	scikit	NOUN
eblip-30527	15	12	-	-	PUNCT
eblip-30527	15	13	learn	learn	NOUN
eblip-30527	15	14	were	be	AUX
eblip-30527	15	15	used	use	VERB
eblip-30527	15	16	for	for	ADP
eblip-30527	15	17	analysis	analysis	NOUN
eblip-30527	15	18	,	,	PUNCT
eblip-30527	15	19	building	build	VERB
eblip-30527	15	20	random	random	ADJ
eblip-30527	15	21	forest	forest	NOUN
eblip-30527	15	22	and	and	CCONJ
eblip-30527	15	23	gradient	gradient	ADJ
eblip-30527	15	24	boosting	boost	VERB
eblip-30527	15	25	models	model	NOUN
eblip-30527	15	26	which	which	PRON
eblip-30527	15	27	were	be	AUX
eblip-30527	15	28	evaluated	evaluate	VERB
eblip-30527	15	29	via	via	ADP
eblip-30527	15	30	confusion	confusion	NOUN
eblip-30527	15	31	matrix	matrix	NOUN
eblip-30527	15	32	.	.	PUNCT
eblip-30527	15	33	  	  	SPACE
eblip-30527	15	34	main	main	ADJ
eblip-30527	15	35	results	result	NOUN
eblip-30527	15	36	–	–	PUNCT
eblip-30527	15	37	both	both	DET
eblip-30527	15	38	models	model	NOUN
eblip-30527	15	39	performed	perform	VERB
eblip-30527	15	40	very	very	ADV
eblip-30527	15	41	well	well	ADV
eblip-30527	15	42	in	in	ADP
eblip-30527	15	43	precision	precision	NOUN
eblip-30527	15	44	,	,	PUNCT
eblip-30527	15	45	recall	recall	NOUN
eblip-30527	15	46	and	and	CCONJ
eblip-30527	15	47	accuracy	accuracy	NOUN
eblip-30527	15	48	,	,	PUNCT
eblip-30527	15	49	with	with	ADP
eblip-30527	15	50	the	the	DET
eblip-30527	15	51	random	random	ADJ
eblip-30527	15	52	forest	forest	NOUN
eblip-30527	15	53	model	model	NOUN
eblip-30527	15	54	having	have	VERB
eblip-30527	15	55	better	well	ADJ
eblip-30527	15	56	overall	overall	ADJ
eblip-30527	15	57	results	result	NOUN
eblip-30527	15	58	than	than	ADP
eblip-30527	15	59	the	the	DET
eblip-30527	15	60	gradient	gradient	NOUN
eblip-30527	15	61	boosting	boost	VERB
eblip-30527	15	62	model	model	NOUN
eblip-30527	15	63	,	,	PUNCT
eblip-30527	15	64	as	as	ADV
eblip-30527	15	65	well	well	ADV
eblip-30527	15	66	as	as	ADP
eblip-30527	15	67	a	a	DET
eblip-30527	15	68	more	more	ADV
eblip-30527	15	69	efficient	efficient	ADJ
eblip-30527	15	70	fit	fit	ADJ
eblip-30527	15	71	time	time	NOUN
eblip-30527	15	72	,	,	PUNCT
eblip-30527	15	73	though	though	SCONJ
eblip-30527	15	74	slightly	slightly	ADV
eblip-30527	15	75	longer	long	ADJ
eblip-30527	15	76	prediction	prediction	NOUN
eblip-30527	15	77	time	time	NOUN
eblip-30527	15	78	.	.	PUNCT
eblip-30527	15	79	  	  	SPACE
eblip-30527	15	80	conclusion	conclusion	NOUN
eblip-30527	15	81	–	–	PUNCT
eblip-30527	15	82	high	high	ADJ
eblip-30527	15	83	volume	volume	NOUN
eblip-30527	15	84	library	library	NOUN
eblip-30527	15	85	chat	chat	PROPN
eblip-30527	15	86	services	service	NOUN
eblip-30527	15	87	could	could	AUX
eblip-30527	15	88	benefit	benefit	VERB
eblip-30527	15	89	from	from	ADP
eblip-30527	15	90	utilizing	utilize	VERB
eblip-30527	15	91	machine	machine	NOUN
eblip-30527	15	92	learning	learn	VERB
eblip-30527	15	93	to	to	PART
eblip-30527	15	94	develop	develop	VERB
eblip-30527	15	95	models	model	NOUN
eblip-30527	15	96	that	that	PRON
eblip-30527	15	97	inform	inform	VERB
eblip-30527	15	98	plugins	plugin	NOUN
eblip-30527	15	99	or	or	CCONJ
eblip-30527	15	100	chat	chat	VERB
eblip-30527	15	101	enhancements	enhancement	NOUN
eblip-30527	15	102	to	to	PART
eblip-30527	15	103	filter	filter	VERB
eblip-30527	15	104	chat	chat	NOUN
eblip-30527	15	105	queries	query	VERB
eblip-30527	15	106	quickly	quickly	ADV
eblip-30527	15	107	.	.	PUNCT
eblip-30527	15	108	  	  	SPACE
eblip-30527	16	1	commentary	commentary	NOUN
eblip-30527	16	2	  	  	SPACE
eblip-30527	16	3	this	this	DET
eblip-30527	16	4	article	article	NOUN
eblip-30527	16	5	was	be	AUX
eblip-30527	16	6	appraised	appraise	VERB
eblip-30527	16	7	using	use	VERB
eblip-30527	16	8	the	the	DET
eblip-30527	16	9	ruling	ruling	NOUN
eblip-30527	16	10	out	out	ADP
eblip-30527	16	11	bias	bias	NOUN
eblip-30527	16	12	using	use	VERB
eblip-30527	16	13	standard	standard	ADJ
eblip-30527	16	14	tools	tool	NOUN
eblip-30527	16	15	in	in	ADP
eblip-30527	16	16	machine	machine	NOUN
eblip-30527	16	17	learning	learning	NOUN
eblip-30527	16	18	(	(	PUNCT
eblip-30527	16	19	robust	robust	ADJ
eblip-30527	16	20	-	-	PUNCT
eblip-30527	16	21	ml	ml	NOUN
eblip-30527	16	22	)	)	PUNCT
eblip-30527	16	23	tool	tool	NOUN
eblip-30527	16	24	developed	develop	VERB
eblip-30527	16	25	by	by	ADP
eblip-30527	16	26	al	al	PROPN
eblip-30527	16	27	-	-	PROPN
eblip-30527	16	28	zaiti	zaiti	PROPN
eblip-30527	16	29	et	et	NOUN
eblip-30527	16	30	al	al	PROPN
eblip-30527	16	31	.	.	PROPN
eblip-30527	17	1	(	(	PUNCT
eblip-30527	17	2	2022	2022	NUM
eblip-30527	17	3	)	)	PUNCT
eblip-30527	17	4	.	.	PUNCT
eblip-30527	18	1	the	the	DET
eblip-30527	18	2	data	datum	NOUN
eblip-30527	18	3	set	set	VERB
eblip-30527	18	4	seems	seem	VERB
eblip-30527	18	5	large	large	ADJ
eblip-30527	18	6	enough	enough	ADV
eblip-30527	18	7	to	to	PART
eblip-30527	18	8	train	train	VERB
eblip-30527	18	9	the	the	DET
eblip-30527	18	10	model	model	NOUN
eblip-30527	18	11	on	on	ADP
eblip-30527	18	12	this	this	DET
eblip-30527	18	13	task	task	NOUN
eblip-30527	18	14	.	.	PUNCT
eblip-30527	19	1	however	however	ADV
eblip-30527	19	2	,	,	PUNCT
eblip-30527	19	3	there	there	PRON
eblip-30527	19	4	are	be	VERB
eblip-30527	19	5	minimal	minimal	ADJ
eblip-30527	19	6	details	detail	NOUN
eblip-30527	19	7	provided	provide	VERB
eblip-30527	19	8	about	about	ADP
eblip-30527	19	9	who	who	PRON
eblip-30527	19	10	coded	code	VERB
eblip-30527	19	11	the	the	DET
eblip-30527	19	12	data	datum	NOUN
eblip-30527	19	13	.	.	PUNCT
eblip-30527	20	1	the	the	DET
eblip-30527	20	2	robust	robust	ADJ
eblip-30527	20	3	-	-	PUNCT
eblip-30527	20	4	ml	ml	NOUN
eblip-30527	20	5	tool	tool	NOUN
eblip-30527	20	6	specifically	specifically	ADV
eblip-30527	20	7	asks	ask	VERB
eblip-30527	20	8	about	about	ADP
eblip-30527	20	9	criteria	criterion	NOUN
eblip-30527	20	10	and	and	CCONJ
eblip-30527	20	11	procedures	procedure	NOUN
eblip-30527	20	12	to	to	PART
eblip-30527	20	13	label	label	VERB
eblip-30527	20	14	the	the	DET
eblip-30527	20	15	training	training	NOUN
eblip-30527	20	16	set	set	VERB
eblip-30527	20	17	for	for	ADP
eblip-30527	20	18	supervised	supervised	ADJ
eblip-30527	20	19	machine	machine	NOUN
eblip-30527	20	20	learning	learning	NOUN
eblip-30527	20	21	,	,	PUNCT
eblip-30527	20	22	unfortunately	unfortunately	ADV
eblip-30527	20	23	the	the	DET
eblip-30527	20	24	author	author	NOUN
eblip-30527	20	25	does	do	AUX
eblip-30527	20	26	not	not	PART
eblip-30527	20	27	indicate	indicate	VERB
eblip-30527	20	28	if	if	SCONJ
eblip-30527	20	29	labels	label	NOUN
eblip-30527	20	30	were	be	AUX
eblip-30527	20	31	provided	provide	VERB
eblip-30527	20	32	by	by	ADP
eblip-30527	20	33	the	the	DET
eblip-30527	20	34	sole	sole	ADJ
eblip-30527	20	35	author	author	NOUN
eblip-30527	20	36	or	or	CCONJ
eblip-30527	20	37	a	a	DET
eblip-30527	20	38	team	team	NOUN
eblip-30527	20	39	,	,	PUNCT
eblip-30527	20	40	if	if	SCONJ
eblip-30527	20	41	there	there	PRON
eblip-30527	20	42	were	be	VERB
eblip-30527	20	43	any	any	DET
eblip-30527	20	44	inter	inter	ADJ
eblip-30527	20	45	-	-	ADJ
eblip-30527	20	46	rater	rater	ADJ
eblip-30527	20	47	reliability	reliability	NOUN
eblip-30527	20	48	issues	issue	NOUN
eblip-30527	20	49	,	,	PUNCT
eblip-30527	20	50	missing	miss	VERB
eblip-30527	20	51	data	datum	NOUN
eblip-30527	20	52	problems	problem	NOUN
eblip-30527	20	53	,	,	PUNCT
eblip-30527	20	54	duplicate	duplicate	ADJ
eblip-30527	20	55	data	datum	NOUN
eblip-30527	20	56	,	,	PUNCT
eblip-30527	20	57	or	or	CCONJ
eblip-30527	20	58	discarded	discard	VERB
eblip-30527	20	59	data	datum	NOUN
eblip-30527	20	60	.	.	PUNCT
eblip-30527	21	1	for	for	ADP
eblip-30527	21	2	example	example	NOUN
eblip-30527	21	3	,	,	PUNCT
eblip-30527	21	4	the	the	DET
eblip-30527	21	5	number	number	NOUN
eblip-30527	21	6	of	of	ADP
eblip-30527	21	7	8,000	8,000	NUM
eblip-30527	21	8	chat	chat	NOUN
eblip-30527	21	9	questions	question	NOUN
eblip-30527	21	10	is	be	AUX
eblip-30527	21	11	likely	likely	ADJ
eblip-30527	21	12	an	an	DET
eblip-30527	21	13	approximation	approximation	NOUN
eblip-30527	21	14	and	and	CCONJ
eblip-30527	21	15	one	one	PRON
eblip-30527	21	16	would	would	AUX
eblip-30527	21	17	assume	assume	VERB
eblip-30527	21	18	that	that	SCONJ
eblip-30527	21	19	within	within	ADP
eblip-30527	21	20	the	the	DET
eblip-30527	21	21	8,000	8,000	NUM
eblip-30527	21	22	questions	question	NOUN
eblip-30527	21	23	,	,	PUNCT
eblip-30527	21	24	some	some	PRON
eblip-30527	21	25	had	have	VERB
eblip-30527	21	26	to	to	PART
eblip-30527	21	27	be	be	AUX
eblip-30527	21	28	discarded	discard	VERB
eblip-30527	21	29	,	,	PUNCT
eblip-30527	21	30	perhaps	perhaps	ADV
eblip-30527	21	31	for	for	ADP
eblip-30527	21	32	not	not	PART
eblip-30527	21	33	actually	actually	ADV
eblip-30527	21	34	having	have	VERB
eblip-30527	21	35	a	a	DET
eblip-30527	21	36	question	question	NOUN
eblip-30527	21	37	.	.	PUNCT
eblip-30527	22	1	the	the	DET
eblip-30527	22	2	author	author	NOUN
eblip-30527	22	3	provides	provide	VERB
eblip-30527	22	4	no	no	DET
eblip-30527	22	5	detail	detail	NOUN
eblip-30527	22	6	about	about	ADP
eblip-30527	22	7	this	this	PRON
eblip-30527	22	8	,	,	PUNCT
eblip-30527	22	9	or	or	CCONJ
eblip-30527	22	10	what	what	PRON
eblip-30527	22	11	the	the	DET
eblip-30527	22	12	ultimate	ultimate	ADJ
eblip-30527	22	13	number	number	NOUN
eblip-30527	22	14	of	of	ADP
eblip-30527	22	15	questions	question	NOUN
eblip-30527	22	16	was	be	AUX
eblip-30527	22	17	.	.	PUNCT
eblip-30527	23	1	in	in	ADP
eblip-30527	23	2	the	the	DET
eblip-30527	23	3	data	datum	NOUN
eblip-30527	23	4	preprocessing	preprocessing	NOUN
eblip-30527	23	5	,	,	PUNCT
eblip-30527	23	6	the	the	DET
eblip-30527	23	7	author	author	NOUN
eblip-30527	23	8	does	do	AUX
eblip-30527	23	9	not	not	PART
eblip-30527	23	10	indicate	indicate	VERB
eblip-30527	23	11	if	if	SCONJ
eblip-30527	23	12	a	a	DET
eblip-30527	23	13	chat	chat	NOUN
eblip-30527	23	14	session	session	NOUN
eblip-30527	23	15	with	with	ADP
eblip-30527	23	16	multiple	multiple	ADJ
eblip-30527	23	17	questions	question	NOUN
eblip-30527	23	18	was	be	AUX
eblip-30527	23	19	split	split	VERB
eblip-30527	23	20	or	or	CCONJ
eblip-30527	23	21	abbreviated	abbreviate	VERB
eblip-30527	23	22	,	,	PUNCT
eblip-30527	23	23	so	so	CCONJ
eblip-30527	23	24	the	the	DET
eblip-30527	23	25	unit	unit	NOUN
eblip-30527	23	26	of	of	ADP
eblip-30527	23	27	analysis	analysis	NOUN
eblip-30527	23	28	is	be	AUX
eblip-30527	23	29	somewhat	somewhat	ADV
eblip-30527	23	30	murky	murky	ADJ
eblip-30527	23	31	.	.	PUNCT
eblip-30527	24	1	there	there	PRON
eblip-30527	24	2	is	be	VERB
eblip-30527	24	3	also	also	ADV
eblip-30527	24	4	no	no	DET
eblip-30527	24	5	raw	raw	ADJ
eblip-30527	24	6	or	or	CCONJ
eblip-30527	24	7	trained	train	VERB
eblip-30527	24	8	data	datum	NOUN
eblip-30527	24	9	available	available	ADJ
eblip-30527	24	10	for	for	SCONJ
eblip-30527	24	11	readers	reader	NOUN
eblip-30527	24	12	to	to	PART
eblip-30527	24	13	review	review	VERB
eblip-30527	24	14	.	.	PUNCT
eblip-30527	25	1	this	this	PRON
eblip-30527	25	2	is	be	AUX
eblip-30527	25	3	not	not	PART
eblip-30527	25	4	in	in	ADP
eblip-30527	25	5	accordance	accordance	NOUN
eblip-30527	25	6	with	with	ADP
eblip-30527	25	7	an	an	DET
eblip-30527	25	8	important	important	ADJ
eblip-30527	25	9	component	component	NOUN
eblip-30527	25	10	of	of	ADP
eblip-30527	25	11	the	the	DET
eblip-30527	25	12	robust	robust	ADJ
eblip-30527	25	13	-	-	PUNCT
eblip-30527	25	14	ml	ml	NOUN
eblip-30527	25	15	tool	tool	NOUN
eblip-30527	25	16	,	,	PUNCT
eblip-30527	25	17	which	which	PRON
eblip-30527	25	18	asks	ask	VERB
eblip-30527	25	19	if	if	SCONJ
eblip-30527	25	20	the	the	DET
eblip-30527	25	21	experiment	experiment	NOUN
eblip-30527	25	22	is	be	AUX
eblip-30527	25	23	reproducible	reproducible	ADJ
eblip-30527	25	24	.	.	PUNCT
eblip-30527	25	25	  	  	SPACE
eblip-30527	26	1	the	the	DET
eblip-30527	26	2	robust	robust	ADJ
eblip-30527	26	3	-	-	PUNCT
eblip-30527	26	4	ml	ml	NOUN
eblip-30527	26	5	also	also	ADV
eblip-30527	26	6	asks	ask	VERB
eblip-30527	26	7	about	about	ADP
eblip-30527	26	8	feature	feature	NOUN
eblip-30527	26	9	omission	omission	NOUN
eblip-30527	26	10	bias	bias	NOUN
eblip-30527	26	11	.	.	PUNCT
eblip-30527	27	1	the	the	DET
eblip-30527	27	2	only	only	ADJ
eblip-30527	27	3	feature	feature	NOUN
eblip-30527	27	4	this	this	DET
eblip-30527	27	5	model	model	NOUN
eblip-30527	27	6	utilized	utilize	VERB
eblip-30527	27	7	was	be	AUX
eblip-30527	27	8	question	question	NOUN
eblip-30527	27	9	length	length	NOUN
eblip-30527	27	10	.	.	PUNCT
eblip-30527	28	1	this	this	DET
eblip-30527	28	2	single	single	ADJ
eblip-30527	28	3	feature	feature	NOUN
eblip-30527	28	4	,	,	PUNCT
eblip-30527	28	5	along	along	ADP
eblip-30527	28	6	with	with	ADP
eblip-30527	28	7	the	the	DET
eblip-30527	28	8	label	label	NOUN
eblip-30527	28	9	of	of	ADP
eblip-30527	28	10	reference	reference	NOUN
eblip-30527	28	11	or	or	CCONJ
eblip-30527	28	12	non	non	NOUN
eblip-30527	28	13	-	-	NOUN
eblip-30527	28	14	reference	reference	NOUN
eblip-30527	28	15	,	,	PUNCT
eblip-30527	28	16	were	be	AUX
eblip-30527	28	17	the	the	DET
eblip-30527	28	18	only	only	ADJ
eblip-30527	28	19	components	component	NOUN
eblip-30527	28	20	of	of	ADP
eblip-30527	28	21	this	this	DET
eblip-30527	28	22	model	model	NOUN
eblip-30527	28	23	.	.	PUNCT
eblip-30527	29	1	additional	additional	ADJ
eblip-30527	29	2	features	feature	NOUN
eblip-30527	29	3	or	or	CCONJ
eblip-30527	29	4	labels	label	NOUN
eblip-30527	29	5	that	that	PRON
eblip-30527	29	6	could	could	AUX
eblip-30527	29	7	have	have	AUX
eblip-30527	29	8	informed	inform	VERB
eblip-30527	29	9	the	the	DET
eblip-30527	29	10	model	model	NOUN
eblip-30527	29	11	might	might	AUX
eblip-30527	29	12	have	have	AUX
eblip-30527	29	13	been	be	AUX
eblip-30527	29	14	question	question	NOUN
eblip-30527	29	15	duration	duration	NOUN
eblip-30527	29	16	length	length	NOUN
eblip-30527	29	17	,	,	PUNCT
eblip-30527	29	18	time	time	NOUN
eblip-30527	29	19	of	of	ADP
eblip-30527	29	20	day	day	NOUN
eblip-30527	29	21	or	or	CCONJ
eblip-30527	29	22	day	day	NOUN
eblip-30527	29	23	of	of	ADP
eblip-30527	29	24	week	week	NOUN
eblip-30527	29	25	.	.	PUNCT
eblip-30527	30	1	this	this	DET
eblip-30527	30	2	information	information	NOUN
eblip-30527	30	3	is	be	AUX
eblip-30527	30	4	typically	typically	ADV
eblip-30527	30	5	available	available	ADJ
eblip-30527	30	6	in	in	ADP
eblip-30527	30	7	chat	chat	NOUN
eblip-30527	30	8	logs	log	NOUN
eblip-30527	30	9	and	and	CCONJ
eblip-30527	30	10	could	could	AUX
eblip-30527	30	11	have	have	VERB
eblip-30527	30	12	an	an	DET
eblip-30527	30	13	influence	influence	NOUN
eblip-30527	30	14	on	on	ADP
eblip-30527	30	15	type	type	NOUN
eblip-30527	30	16	of	of	ADP
eblip-30527	30	17	question	question	NOUN
eblip-30527	30	18	asked	ask	VERB
eblip-30527	30	19	.	.	PUNCT
eblip-30527	31	1	the	the	DET
eblip-30527	31	2	author	author	NOUN
eblip-30527	31	3	does	do	AUX
eblip-30527	31	4	provide	provide	VERB
eblip-30527	31	5	sample	sample	NOUN
eblip-30527	31	6	labelled	label	VERB
eblip-30527	31	7	questions	question	NOUN
eblip-30527	31	8	but	but	CCONJ
eblip-30527	31	9	does	do	AUX
eblip-30527	31	10	not	not	PART
eblip-30527	31	11	supply	supply	VERB
eblip-30527	31	12	a	a	DET
eblip-30527	31	13	clear	clear	ADJ
eblip-30527	31	14	definition	definition	NOUN
eblip-30527	31	15	of	of	ADP
eblip-30527	31	16	the	the	DET
eblip-30527	31	17	two	two	NUM
eblip-30527	31	18	categories	category	NOUN
eblip-30527	31	19	,	,	PUNCT
eblip-30527	31	20	forcing	force	VERB
eblip-30527	31	21	one	one	NUM
eblip-30527	31	22	to	to	PART
eblip-30527	31	23	wonder	wonder	VERB
eblip-30527	31	24	if	if	SCONJ
eblip-30527	31	25	reference	reference	NOUN
eblip-30527	31	26	or	or	CCONJ
eblip-30527	31	27	non	non	ADJ
eblip-30527	31	28	-	-	NOUN
eblip-30527	31	29	reference	reference	NOUN
eblip-30527	31	30	were	be	AUX
eblip-30527	31	31	overly	overly	ADV
eblip-30527	31	32	simplistic	simplistic	ADJ
eblip-30527	31	33	.	.	PUNCT
eblip-30527	31	34	  	  	SPACE
eblip-30527	32	1	additional	additional	ADJ
eblip-30527	32	2	components	component	NOUN
eblip-30527	32	3	of	of	ADP
eblip-30527	32	4	the	the	DET
eblip-30527	32	5	robust	robust	ADJ
eblip-30527	32	6	-	-	PUNCT
eblip-30527	32	7	ml	ml	NOUN
eblip-30527	32	8	ask	ask	VERB
eblip-30527	32	9	about	about	ADP
eblip-30527	32	10	best	good	ADJ
eblip-30527	32	11	fitting	fitting	ADJ
eblip-30527	32	12	algorithm	algorithm	NOUN
eblip-30527	32	13	selection	selection	NOUN
eblip-30527	32	14	,	,	PUNCT
eblip-30527	32	15	bias	bias	NOUN
eblip-30527	32	16	-	-	PUNCT
eblip-30527	32	17	variance	variance	NOUN
eblip-30527	32	18	tradeoff	tradeoff	NOUN
eblip-30527	32	19	,	,	PUNCT
eblip-30527	32	20	evaluation	evaluation	NOUN
eblip-30527	32	21	bias	bias	NOUN
eblip-30527	32	22	,	,	PUNCT
eblip-30527	32	23	and	and	CCONJ
eblip-30527	32	24	algorithmic	algorithmic	ADJ
eblip-30527	32	25	bias	bias	NOUN
eblip-30527	32	26	.	.	PUNCT
eblip-30527	33	1	for	for	ADP
eblip-30527	33	2	the	the	DET
eblip-30527	33	3	first	first	ADJ
eblip-30527	33	4	,	,	PUNCT
eblip-30527	33	5	they	they	PRON
eblip-30527	33	6	indicate	indicate	VERB
eblip-30527	33	7	comparing	compare	VERB
eblip-30527	33	8	less	less	ADJ
eblip-30527	33	9	than	than	ADP
eblip-30527	33	10	three	three	NUM
eblip-30527	33	11	to	to	PART
eblip-30527	33	12	four	four	NUM
eblip-30527	33	13	predictive	predictive	ADJ
eblip-30527	33	14	models	model	NOUN
eblip-30527	33	15	is	be	AUX
eblip-30527	33	16	an	an	DET
eblip-30527	33	17	important	important	ADJ
eblip-30527	33	18	red	red	ADJ
eblip-30527	33	19	flag	flag	NOUN
eblip-30527	33	20	;	;	PUNCT
eblip-30527	33	21	this	this	DET
eblip-30527	33	22	article	article	NOUN
eblip-30527	33	23	only	only	ADV
eblip-30527	33	24	compared	compare	VERB
eblip-30527	33	25	two	two	NUM
eblip-30527	33	26	and	and	CCONJ
eblip-30527	33	27	it	it	PRON
eblip-30527	33	28	is	be	AUX
eblip-30527	33	29	difficult	difficult	ADJ
eblip-30527	33	30	to	to	PART
eblip-30527	33	31	determine	determine	VERB
eblip-30527	33	32	if	if	SCONJ
eblip-30527	33	33	there	there	PRON
eblip-30527	33	34	is	be	VERB
eblip-30527	33	35	enough	enough	ADJ
eblip-30527	33	36	information	information	NOUN
eblip-30527	33	37	in	in	ADP
eblip-30527	33	38	the	the	DET
eblip-30527	33	39	bias	bias	NOUN
eblip-30527	33	40	-	-	PUNCT
eblip-30527	33	41	variance	variance	NOUN
eblip-30527	33	42	tradeoff	tradeoff	NOUN
eblip-30527	33	43	.	.	PUNCT
eblip-30527	34	1	the	the	DET
eblip-30527	34	2	results	result	NOUN
eblip-30527	34	3	and	and	CCONJ
eblip-30527	34	4	analysis	analysis	NOUN
eblip-30527	34	5	section	section	NOUN
eblip-30527	34	6	does	do	AUX
eblip-30527	34	7	not	not	PART
eblip-30527	34	8	mention	mention	VERB
eblip-30527	34	9	or	or	CCONJ
eblip-30527	34	10	assess	assess	VERB
eblip-30527	34	11	for	for	ADP
eblip-30527	34	12	any	any	DET
eblip-30527	34	13	other	other	ADJ
eblip-30527	34	14	kind	kind	NOUN
eblip-30527	34	15	of	of	ADP
eblip-30527	34	16	bias	bias	NOUN
eblip-30527	34	17	,	,	PUNCT
eblip-30527	34	18	either	either	ADV
eblip-30527	34	19	.	.	PUNCT
eblip-30527	34	20	  	  	SPACE
eblip-30527	34	21	while	while	SCONJ
eblip-30527	34	22	these	these	DET
eblip-30527	34	23	reporting	reporting	NOUN
eblip-30527	34	24	issues	issue	NOUN
eblip-30527	34	25	are	be	AUX
eblip-30527	34	26	significant	significant	ADJ
eblip-30527	34	27	,	,	PUNCT
eblip-30527	34	28	the	the	DET
eblip-30527	34	29	study	study	NOUN
eblip-30527	34	30	still	still	ADV
eblip-30527	34	31	has	have	VERB
eblip-30527	34	32	value	value	NOUN
eblip-30527	34	33	to	to	ADP
eblip-30527	34	34	the	the	DET
eblip-30527	34	35	field	field	NOUN
eblip-30527	34	36	.	.	PUNCT
eblip-30527	35	1	as	as	SCONJ
eblip-30527	35	2	we	we	PRON
eblip-30527	35	3	are	be	AUX
eblip-30527	35	4	in	in	ADP
eblip-30527	35	5	the	the	DET
eblip-30527	35	6	early	early	ADJ
eblip-30527	35	7	stages	stage	NOUN
eblip-30527	35	8	of	of	ADP
eblip-30527	35	9	implementing	implement	VERB
eblip-30527	35	10	machine	machine	NOUN
eblip-30527	35	11	learning	learning	NOUN
eblip-30527	35	12	into	into	ADP
eblip-30527	35	13	library	library	ADJ
eblip-30527	35	14	work	work	NOUN
eblip-30527	35	15	,	,	PUNCT
eblip-30527	35	16	this	this	PRON
eblip-30527	35	17	is	be	AUX
eblip-30527	35	18	one	one	NUM
eblip-30527	35	19	of	of	ADP
eblip-30527	35	20	the	the	DET
eblip-30527	35	21	few	few	ADJ
eblip-30527	35	22	studies	study	NOUN
eblip-30527	35	23	to	to	PART
eblip-30527	35	24	do	do	VERB
eblip-30527	35	25	so	so	ADV
eblip-30527	35	26	and	and	CCONJ
eblip-30527	35	27	demonstrate	demonstrate	VERB
eblip-30527	35	28	proof	proof	NOUN
eblip-30527	35	29	of	of	ADP
eblip-30527	35	30	concept	concept	NOUN
eblip-30527	35	31	.	.	PUNCT
eblip-30527	36	1	the	the	DET
eblip-30527	36	2	author	author	NOUN
eblip-30527	36	3	also	also	ADV
eblip-30527	36	4	had	have	VERB
eblip-30527	36	5	to	to	PART
eblip-30527	36	6	balance	balance	VERB
eblip-30527	36	7	reporting	reporting	NOUN
eblip-30527	36	8	methods	method	NOUN
eblip-30527	36	9	while	while	SCONJ
eblip-30527	36	10	educating	educate	VERB
eblip-30527	36	11	the	the	DET
eblip-30527	36	12	audience	audience	NOUN
eblip-30527	36	13	about	about	ADP
eblip-30527	36	14	these	these	DET
eblip-30527	36	15	methods	method	NOUN
eblip-30527	36	16	.	.	PUNCT
eblip-30527	37	1	admittedly	admittedly	ADV
eblip-30527	37	2	,	,	PUNCT
eblip-30527	37	3	there	there	PRON
eblip-30527	37	4	are	be	VERB
eblip-30527	37	5	possible	possible	ADJ
eblip-30527	37	6	missed	miss	VERB
eblip-30527	37	7	opportunities	opportunity	NOUN
eblip-30527	37	8	–	–	PUNCT
eblip-30527	37	9	such	such	ADJ
eblip-30527	37	10	as	as	ADP
eblip-30527	37	11	using	use	VERB
eblip-30527	37	12	the	the	DET
eblip-30527	37	13	machine	machine	NOUN
eblip-30527	37	14	learning	learning	NOUN
eblip-30527	37	15	tools	tool	NOUN
eblip-30527	37	16	to	to	PART
eblip-30527	37	17	analyze	analyze	VERB
eblip-30527	37	18	the	the	DET
eblip-30527	37	19	transcripts	transcript	NOUN
eblip-30527	37	20	for	for	ADP
eblip-30527	37	21	trends	trend	NOUN
eblip-30527	37	22	to	to	PART
eblip-30527	37	23	inform	inform	VERB
eblip-30527	37	24	library	library	ADJ
eblip-30527	37	25	services	service	NOUN
eblip-30527	37	26	and	and	CCONJ
eblip-30527	37	27	policies	policy	NOUN
eblip-30527	37	28	or	or	CCONJ
eblip-30527	37	29	to	to	PART
eblip-30527	37	30	identify	identify	VERB
eblip-30527	37	31	hot	hot	ADJ
eblip-30527	37	32	and	and	CCONJ
eblip-30527	37	33	cold	cold	ADJ
eblip-30527	37	34	times	time	NOUN
eblip-30527	37	35	for	for	ADP
eblip-30527	37	36	the	the	DET
eblip-30527	37	37	chat	chat	PROPN
eblip-30527	37	38	service	service	NOUN
eblip-30527	37	39	.	.	PUNCT
eblip-30527	38	1	as	as	SCONJ
eblip-30527	38	2	the	the	DET
eblip-30527	38	3	work	work	NOUN
eblip-30527	38	4	is	be	AUX
eblip-30527	38	5	a	a	DET
eblip-30527	38	6	pilot	pilot	NOUN
eblip-30527	38	7	study	study	NOUN
eblip-30527	38	8	,	,	PUNCT
eblip-30527	38	9	it	it	PRON
eblip-30527	38	10	surprisingly	surprisingly	ADV
eblip-30527	38	11	lacks	lack	VERB
eblip-30527	38	12	a	a	DET
eblip-30527	38	13	clear	clear	ADJ
eblip-30527	38	14	step	step	NOUN
eblip-30527	38	15	forward	forward	ADV
eblip-30527	38	16	,	,	PUNCT
eblip-30527	38	17	calling	call	VERB
eblip-30527	38	18	for	for	SCONJ
eblip-30527	38	19	the	the	DET
eblip-30527	38	20	model	model	NOUN
eblip-30527	38	21	to	to	PART
eblip-30527	38	22	be	be	AUX
eblip-30527	38	23	used	use	VERB
eblip-30527	38	24	to	to	PART
eblip-30527	38	25	assist	assist	VERB
eblip-30527	38	26	in	in	ADP
eblip-30527	38	27	building	build	VERB
eblip-30527	38	28	a	a	DET
eblip-30527	38	29	plugin	plugin	NOUN
eblip-30527	38	30	or	or	CCONJ
eblip-30527	38	31	library	library	NOUN
eblip-30527	38	32	chat	chat	NOUN
eblip-30527	38	33	enhancement	enhancement	NOUN
eblip-30527	38	34	to	to	PART
eblip-30527	38	35	classify	classify	VERB
eblip-30527	38	36	questions	question	NOUN
eblip-30527	38	37	and	and	CCONJ
eblip-30527	38	38	forward	forward	VERB
eblip-30527	38	39	them	they	PRON
eblip-30527	38	40	to	to	ADP
eblip-30527	38	41	the	the	DET
eblip-30527	38	42	appropriate	appropriate	ADJ
eblip-30527	38	43	staff	staff	NOUN
eblip-30527	38	44	.	.	PUNCT
eblip-30527	39	1	it	it	PRON
eblip-30527	39	2	is	be	AUX
eblip-30527	39	3	unclear	unclear	ADJ
eblip-30527	39	4	if	if	SCONJ
eblip-30527	39	5	the	the	DET
eblip-30527	39	6	library	library	ADJ
eblip-30527	39	7	staff	staff	NOUN
eblip-30527	39	8	at	at	ADP
eblip-30527	39	9	the	the	DET
eblip-30527	39	10	institution	institution	NOUN
eblip-30527	39	11	from	from	ADP
eblip-30527	39	12	where	where	SCONJ
eblip-30527	39	13	the	the	DET
eblip-30527	39	14	chat	chat	NOUN
eblip-30527	39	15	questions	question	NOUN
eblip-30527	39	16	originated	originate	VERB
eblip-30527	39	17	even	even	ADV
eblip-30527	39	18	desire	desire	VERB
eblip-30527	39	19	this	this	PRON
eblip-30527	39	20	.	.	PUNCT
eblip-30527	40	1	however	however	ADV
eblip-30527	40	2	,	,	PUNCT
eblip-30527	40	3	this	this	DET
eblip-30527	40	4	study	study	NOUN
eblip-30527	40	5	is	be	AUX
eblip-30527	40	6	important	important	ADJ
eblip-30527	40	7	for	for	ADP
eblip-30527	40	8	considering	consider	VERB
eblip-30527	40	9	the	the	DET
eblip-30527	40	10	possibility	possibility	NOUN
eblip-30527	40	11	of	of	ADP
eblip-30527	40	12	using	use	VERB
eblip-30527	40	13	machine	machine	NOUN
eblip-30527	40	14	learning	learn	VERB
eblip-30527	40	15	with	with	ADP
eblip-30527	40	16	existing	exist	VERB
eblip-30527	40	17	sources	source	NOUN
eblip-30527	40	18	of	of	ADP
eblip-30527	40	19	library	library	ADJ
eblip-30527	40	20	data	datum	NOUN
eblip-30527	40	21	to	to	PART
eblip-30527	40	22	optimize	optimize	VERB
eblip-30527	40	23	services	service	NOUN
eblip-30527	40	24	.	.	PUNCT
eblip-30527	40	25	  	  	SPACE
eblip-30527	41	1	references	reference	NOUN
eblip-30527	41	2	  	  	SPACE
eblip-30527	41	3	al	al	PROPN
eblip-30527	41	4	-	-	PUNCT
eblip-30527	41	5	zaiti	zaiti	PROPN
eblip-30527	41	6	,	,	PUNCT
eblip-30527	41	7	s.	s.	PROPN
eblip-30527	41	8	s.	s.	PROPN
eblip-30527	41	9	,	,	PUNCT
eblip-30527	41	10	alghwiri	alghwiri	ADV
eblip-30527	41	11	,	,	PUNCT
eblip-30527	41	12	a.	a.	NOUN
eblip-30527	41	13	a.	a.	PROPN
eblip-30527	41	14	,	,	PUNCT
eblip-30527	41	15	hu	hu	PROPN
eblip-30527	41	16	,	,	PUNCT
eblip-30527	41	17	x.	x.	PROPN
eblip-30527	41	18	,	,	PUNCT
eblip-30527	41	19	clermont	clermont	PROPN
eblip-30527	41	20	,	,	PUNCT
eblip-30527	41	21	g.	g.	PROPN
eblip-30527	41	22	,	,	PUNCT
eblip-30527	41	23	peace	peace	NOUN
eblip-30527	41	24	,	,	PUNCT
eblip-30527	41	25	a.	a.	NOUN
eblip-30527	41	26	,	,	PUNCT
eblip-30527	41	27	macfarlane	macfarlane	NOUN
eblip-30527	41	28	,	,	PUNCT
eblip-30527	41	29	p.	p.	NOUN
eblip-30527	41	30	,	,	PUNCT
eblip-30527	41	31	&	&	CCONJ
eblip-30527	41	32	bond	bond	PROPN
eblip-30527	41	33	,	,	PUNCT
eblip-30527	41	34	r.	r.	PROPN
eblip-30527	41	35	(	(	PUNCT
eblip-30527	41	36	2022	2022	NUM
eblip-30527	41	37	)	)	PUNCT
eblip-30527	41	38	.	.	PUNCT
eblip-30527	42	1	a	a	DET
eblip-30527	42	2	clinician	clinician	NOUN
eblip-30527	42	3	's	's	PART
eblip-30527	42	4	guide	guide	NOUN
eblip-30527	42	5	to	to	ADP
eblip-30527	42	6	understanding	understanding	NOUN
eblip-30527	42	7	and	and	CCONJ
eblip-30527	42	8	critically	critically	ADV
eblip-30527	42	9	appraising	appraise	VERB
eblip-30527	42	10	machine	machine	NOUN
eblip-30527	42	11	learning	learn	VERB
eblip-30527	42	12	studies	study	NOUN
eblip-30527	42	13	:	:	PUNCT
eblip-30527	42	14	a	a	DET
eblip-30527	42	15	checklist	checklist	NOUN
eblip-30527	42	16	for	for	ADP
eblip-30527	42	17	ruling	rule	VERB
eblip-30527	42	18	out	out	ADP
eblip-30527	42	19	bias	bias	NOUN
eblip-30527	42	20	using	use	VERB
eblip-30527	42	21	standard	standard	ADJ
eblip-30527	42	22	tools	tool	NOUN
eblip-30527	42	23	in	in	ADP
eblip-30527	42	24	machine	machine	NOUN
eblip-30527	42	25	learning	learning	NOUN
eblip-30527	42	26	(	(	PUNCT
eblip-30527	42	27	robust	robust	ADV
eblip-30527	42	28	-	-	PUNCT
eblip-30527	42	29	ml	ml	NOUN
eblip-30527	42	30	)	)	PUNCT
eblip-30527	42	31	.	.	PUNCT
eblip-30527	43	1	european	european	ADJ
eblip-30527	43	2	heart	heart	PROPN
eblip-30527	43	3	journal	journal	PROPN
eblip-30527	43	4	.	.	PUNCT
eblip-30527	44	1	digital	digital	PROPN
eblip-30527	44	2	health	health	NOUN
eblip-30527	44	3	,	,	PUNCT
eblip-30527	44	4	3(2	3(2	NUM
eblip-30527	44	5	)	)	PUNCT
eblip-30527	44	6	,	,	PUNCT
eblip-30527	44	7	125–140	125–140	NUM
eblip-30527	44	8	.	.	PUNCT
eblip-30527	45	1	https://doi.org/10.1093/ehjdh/ztac016	https://doi.org/10.1093/ehjdh/ztac016	PRON
eblip-30527	45	2	  	  	SPACE
eblip-30527	45	3	wang	wang	PROPN
eblip-30527	45	4	,	,	PUNCT
eblip-30527	45	5	y.	y.	PROPN
eblip-30527	45	6	(	(	PUNCT
eblip-30527	45	7	2022	2022	NUM
eblip-30527	45	8	)	)	PUNCT
eblip-30527	45	9	.	.	PUNCT
eblip-30527	46	1	using	use	VERB
eblip-30527	46	2	machine	machine	NOUN
eblip-30527	46	3	learning	learning	NOUN
eblip-30527	46	4	and	and	CCONJ
eblip-30527	46	5	natural	natural	ADJ
eblip-30527	46	6	language	language	NOUN
eblip-30527	46	7	processing	processing	NOUN
eblip-30527	46	8	to	to	PART
eblip-30527	46	9	analyze	analyze	VERB
eblip-30527	46	10	library	library	ADJ
eblip-30527	46	11	chat	chat	NOUN
eblip-30527	46	12	reference	reference	NOUN
eblip-30527	46	13	transcripts	transcript	NOUN
eblip-30527	46	14	.	.	PUNCT
eblip-30527	47	1	information	information	NOUN
eblip-30527	47	2	technology	technology	NOUN
eblip-30527	47	3	and	and	CCONJ
eblip-30527	47	4	libraries	library	NOUN
eblip-30527	47	5	,	,	PUNCT
eblip-30527	47	6	41(3),https://doi.org/10.6017	41(3),https://doi.org/10.6017	NUM
eblip-30527	47	7	/	/	SYM
eblip-30527	47	8	ital.v41i3.14967	ital.v41i3.14967	NOUN
eblip-30527	47	9	  	  	SPACE