id	sid	tid	token	lemma	pos
amwa-180	1	1	v38	v38	VERB
amwa-180	1	2	n1	n1	PROPN
amwa-180	1	3	/	/	SYM
amwa-180	1	4	2023	2023	NUM
amwa-180	1	5	©	©	PROPN
amwa-180	1	6	2023	2023	NUM
amwa-180	1	7	american	american	ADJ
amwa-180	1	8	medical	medical	PROPN
amwa-180	1	9	writers	writers	PROPN
amwa-180	1	10	association	association	PROPN
amwa-180	1	11	.	.	PUNCT
amwa-180	2	1	all	all	DET
amwa-180	2	2	rights	right	NOUN
amwa-180	2	3	reserved	reserve	VERB
amwa-180	2	4	.	.	PUNCT
amwa-180	3	1	issn	issn	PROPN
amwa-180	3	2	2163	2163	NUM
amwa-180	3	3	-	-	SYM
amwa-180	3	4	5315	5315	NUM
amwa-180	3	5	amwajournal.org	amwajournal.org	PRON
amwa-180	3	6	45	45	NUM
amwa-180	3	7	abstract	abstract	ADJ
amwa-180	3	8	medical	medical	ADJ
amwa-180	3	9	writing	writing	NOUN
amwa-180	3	10	is	be	AUX
amwa-180	3	11	a	a	DET
amwa-180	3	12	process	process	NOUN
amwa-180	3	13	that	that	PRON
amwa-180	3	14	generates	generate	VERB
amwa-180	3	15	a	a	DET
amwa-180	3	16	variety	variety	NOUN
amwa-180	3	17	of	of	ADP
amwa-180	3	18	documents	document	NOUN
amwa-180	3	19	in	in	ADP
amwa-180	3	20	the	the	DET
amwa-180	3	21	biomedical	biomedical	ADJ
amwa-180	3	22	domain	domain	NOUN
amwa-180	3	23	,	,	PUNCT
amwa-180	3	24	including	include	VERB
amwa-180	3	25	but	but	CCONJ
amwa-180	3	26	not	not	PART
amwa-180	3	27	limited	limit	VERB
amwa-180	3	28	to	to	ADP
amwa-180	3	29	clinical	clinical	ADJ
amwa-180	3	30	reports	report	NOUN
amwa-180	3	31	,	,	PUNCT
amwa-180	3	32	regulatory	regulatory	ADJ
amwa-180	3	33	reports	report	NOUN
amwa-180	3	34	,	,	PUNCT
amwa-180	3	35	protocol	protocol	NOUN
amwa-180	3	36	documents	document	NOUN
amwa-180	3	37	,	,	PUNCT
amwa-180	3	38	patient	patient	ADJ
amwa-180	3	39	narratives	narrative	NOUN
amwa-180	3	40	,	,	PUNCT
amwa-180	3	41	plain	plain	ADJ
amwa-180	3	42	language	language	NOUN
amwa-180	3	43	summaries	summary	NOUN
amwa-180	3	44	,	,	PUNCT
amwa-180	3	45	and	and	CCONJ
amwa-180	3	46	so	so	ADV
amwa-180	3	47	on.1	on.1	PROPN
amwa-180	3	48	medical	medical	ADJ
amwa-180	3	49	writing	writing	NOUN
amwa-180	3	50	is	be	AUX
amwa-180	3	51	complex	complex	ADJ
amwa-180	3	52	and	and	CCONJ
amwa-180	3	53	time	time	NOUN
amwa-180	3	54	-	-	PUNCT
amwa-180	3	55	consuming	consume	VERB
amwa-180	3	56	because	because	SCONJ
amwa-180	3	57	a	a	DET
amwa-180	3	58	writer	writer	NOUN
amwa-180	3	59	must	must	AUX
amwa-180	3	60	refer	refer	VERB
amwa-180	3	61	to	to	ADP
amwa-180	3	62	multiple	multiple	ADJ
amwa-180	3	63	sources	source	NOUN
amwa-180	3	64	,	,	PUNCT
amwa-180	3	65	sift	sift	VERB
amwa-180	3	66	through	through	ADP
amwa-180	3	67	a	a	DET
amwa-180	3	68	large	large	ADJ
amwa-180	3	69	volume	volume	NOUN
amwa-180	3	70	of	of	ADP
amwa-180	3	71	documents	document	NOUN
amwa-180	3	72	,	,	PUNCT
amwa-180	3	73	maintain	maintain	VERB
amwa-180	3	74	data	datum	NOUN
amwa-180	3	75	integrity	integrity	NOUN
amwa-180	3	76	,	,	PUNCT
amwa-180	3	77	perform	perform	VERB
amwa-180	3	78	review	review	NOUN
amwa-180	3	79	of	of	ADP
amwa-180	3	80	literature	literature	NOUN
amwa-180	3	81	,	,	PUNCT
amwa-180	3	82	do	do	VERB
amwa-180	3	83	interpretation	interpretation	NOUN
amwa-180	3	84	of	of	ADP
amwa-180	3	85	results	result	NOUN
amwa-180	3	86	,	,	PUNCT
amwa-180	3	87	summarize	summarize	VERB
amwa-180	3	88	,	,	PUNCT
amwa-180	3	89	and	and	CCONJ
amwa-180	3	90	so	so	ADV
amwa-180	3	91	on	on	ADV
amwa-180	3	92	.	.	PUNCT
amwa-180	4	1	these	these	DET
amwa-180	4	2	challenges	challenge	NOUN
amwa-180	4	3	can	can	AUX
amwa-180	4	4	be	be	AUX
amwa-180	4	5	addressed	address	VERB
amwa-180	4	6	and	and	CCONJ
amwa-180	4	7	minimized	minimize	VERB
amwa-180	4	8	substantially	substantially	ADV
amwa-180	4	9	by	by	ADP
amwa-180	4	10	adopting	adopt	VERB
amwa-180	4	11	artificial	artificial	ADJ
amwa-180	4	12	intelligence	intelligence	NOUN
amwa-180	4	13	,	,	PUNCT
amwa-180	4	14	specifically	specifically	ADV
amwa-180	4	15	cognitive	cognitive	ADJ
amwa-180	4	16	search	search	NOUN
amwa-180	4	17	,	,	PUNCT
amwa-180	4	18	natural	natural	ADJ
amwa-180	4	19	language	language	NOUN
amwa-180	4	20	processing	processing	NOUN
amwa-180	4	21	(	(	PUNCT
amwa-180	4	22	nlp	nlp	NOUN
amwa-180	4	23	)	)	PUNCT
amwa-180	4	24	,	,	PUNCT
amwa-180	4	25	and	and	CCONJ
amwa-180	4	26	natural	natural	ADJ
amwa-180	4	27	language	language	NOUN
amwa-180	4	28	generation	generation	NOUN
amwa-180	4	29	(	(	PUNCT
amwa-180	4	30	nlg	nlg	NOUN
amwa-180	4	31	)	)	PUNCT
amwa-180	4	32	models	model	NOUN
amwa-180	4	33	and	and	CCONJ
amwa-180	4	34	other	other	ADJ
amwa-180	4	35	techniques	technique	NOUN
amwa-180	4	36	.	.	PUNCT
amwa-180	5	1	given	give	VERB
amwa-180	5	2	the	the	DET
amwa-180	5	3	recent	recent	ADJ
amwa-180	5	4	advances	advance	NOUN
amwa-180	5	5	in	in	ADP
amwa-180	5	6	language	language	NOUN
amwa-180	5	7	models	model	NOUN
amwa-180	5	8	for	for	ADP
amwa-180	5	9	nlg	nlg	PROPN
amwa-180	5	10	,	,	PUNCT
amwa-180	5	11	the	the	DET
amwa-180	5	12	time	time	NOUN
amwa-180	5	13	is	be	AUX
amwa-180	5	14	ripe	ripe	ADJ
amwa-180	5	15	for	for	ADP
amwa-180	5	16	a	a	DET
amwa-180	5	17	product	product	NOUN
amwa-180	5	18	in	in	ADP
amwa-180	5	19	the	the	DET
amwa-180	5	20	medical	medical	ADJ
amwa-180	5	21	writing	writing	NOUN
amwa-180	5	22	domain	domain	NOUN
amwa-180	5	23	that	that	SCONJ
amwa-180	5	24	integrates	integrate	NOUN
amwa-180	5	25	and	and	CCONJ
amwa-180	5	26	automates	automate	VERB
amwa-180	5	27	search	search	VERB
amwa-180	5	28	capabilities	capability	NOUN
amwa-180	5	29	,	,	PUNCT
amwa-180	5	30	provides	provide	VERB
amwa-180	5	31	cognitive	cognitive	ADJ
amwa-180	5	32	processing	processing	NOUN
amwa-180	5	33	,	,	PUNCT
amwa-180	5	34	and	and	CCONJ
amwa-180	5	35	generates	generate	VERB
amwa-180	5	36	content	content	NOUN
amwa-180	5	37	using	use	VERB
amwa-180	5	38	nlg	nlg	PROPN
amwa-180	5	39	.	.	PUNCT
amwa-180	6	1	this	this	DET
amwa-180	6	2	white	white	PROPN
amwa-180	6	3	paper	paper	NOUN
amwa-180	6	4	takes	take	VERB
amwa-180	6	5	scientific	scientific	ADJ
amwa-180	6	6	manuscript	manuscript	NOUN
amwa-180	6	7	writing	write	VERB
amwa-180	6	8	as	as	ADP
amwa-180	6	9	an	an	DET
amwa-180	6	10	example	example	NOUN
amwa-180	6	11	to	to	PART
amwa-180	6	12	provide	provide	VERB
amwa-180	6	13	insights	insight	NOUN
amwa-180	6	14	into	into	ADP
amwa-180	6	15	the	the	DET
amwa-180	6	16	way	way	NOUN
amwa-180	6	17	nlp	nlp	NOUN
amwa-180	6	18	and	and	CCONJ
amwa-180	6	19	nlg	nlg	NOUN
amwa-180	6	20	can	can	AUX
amwa-180	6	21	augment	augment	VERB
amwa-180	6	22	,	,	PUNCT
amwa-180	6	23	automate	automate	ADJ
amwa-180	6	24	,	,	PUNCT
amwa-180	6	25	and	and	CCONJ
amwa-180	6	26	expedite	expedite	VERB
amwa-180	6	27	the	the	DET
amwa-180	6	28	process	process	NOUN
amwa-180	6	29	of	of	ADP
amwa-180	6	30	writing	write	VERB
amwa-180	6	31	a	a	DET
amwa-180	6	32	wide	wide	ADJ
amwa-180	6	33	variety	variety	NOUN
amwa-180	6	34	of	of	ADP
amwa-180	6	35	biomedical	biomedical	ADJ
amwa-180	6	36	documents	document	NOUN
amwa-180	6	37	.	.	PUNCT
amwa-180	7	1	it	it	PRON
amwa-180	7	2	looks	look	VERB
amwa-180	7	3	at	at	ADP
amwa-180	7	4	the	the	DET
amwa-180	7	5	current	current	ADJ
amwa-180	7	6	limitations	limitation	NOUN
amwa-180	7	7	of	of	ADP
amwa-180	7	8	technology	technology	NOUN
amwa-180	7	9	and	and	CCONJ
amwa-180	7	10	ways	way	NOUN
amwa-180	7	11	to	to	PART
amwa-180	7	12	address	address	VERB
amwa-180	7	13	those	those	PRON
amwa-180	7	14	.	.	PUNCT
amwa-180	8	1	finally	finally	ADV
amwa-180	8	2	,	,	PUNCT
amwa-180	8	3	it	it	PRON
amwa-180	8	4	provides	provide	VERB
amwa-180	8	5	recommendations	recommendation	NOUN
amwa-180	8	6	on	on	ADP
amwa-180	8	7	how	how	SCONJ
amwa-180	8	8	these	these	DET
amwa-180	8	9	technologies	technology	NOUN
amwa-180	8	10	can	can	AUX
amwa-180	8	11	be	be	AUX
amwa-180	8	12	used	use	VERB
amwa-180	8	13	to	to	PART
amwa-180	8	14	create	create	VERB
amwa-180	8	15	a	a	DET
amwa-180	8	16	single	single	ADJ
amwa-180	8	17	system	system	NOUN
amwa-180	8	18	or	or	CCONJ
amwa-180	8	19	product	product	NOUN
amwa-180	8	20	.	.	PUNCT
amwa-180	9	1	such	such	DET
amwa-180	9	2	an	an	DET
amwa-180	9	3	approach	approach	NOUN
amwa-180	9	4	has	have	VERB
amwa-180	9	5	the	the	DET
amwa-180	9	6	potential	potential	NOUN
amwa-180	9	7	to	to	PART
amwa-180	9	8	expand	expand	VERB
amwa-180	9	9	into	into	ADP
amwa-180	9	10	multiple	multiple	ADJ
amwa-180	9	11	areas	area	NOUN
amwa-180	9	12	in	in	ADP
amwa-180	9	13	the	the	DET
amwa-180	9	14	biomedical	biomedical	ADJ
amwa-180	9	15	domain	domain	NOUN
amwa-180	9	16	,	,	PUNCT
amwa-180	9	17	with	with	ADP
amwa-180	9	18	medical	medical	ADJ
amwa-180	9	19	writing	writing	NOUN
amwa-180	9	20	as	as	ADP
amwa-180	9	21	the	the	DET
amwa-180	9	22	first	first	ADJ
amwa-180	9	23	challenge	challenge	NOUN
amwa-180	9	24	.	.	PUNCT
amwa-180	10	1	introduction	introduction	NOUN
amwa-180	10	2	current	current	ADJ
amwa-180	10	3	medical	medical	ADJ
amwa-180	10	4	writing	writing	NOUN
amwa-180	10	5	market	market	NOUN
amwa-180	10	6	according	accord	VERB
amwa-180	10	7	to	to	ADP
amwa-180	10	8	grand	grand	ADJ
amwa-180	10	9	view	view	NOUN
amwa-180	10	10	research	research	NOUN
amwa-180	10	11	,	,	PUNCT
amwa-180	10	12	the	the	DET
amwa-180	10	13	global	global	ADJ
amwa-180	10	14	medical	medical	ADJ
amwa-180	10	15	writing	writing	NOUN
amwa-180	10	16	market	market	NOUN
amwa-180	10	17	size	size	NOUN
amwa-180	10	18	that	that	PRON
amwa-180	10	19	was	be	AUX
amwa-180	10	20	valued	value	VERB
amwa-180	10	21	at	at	ADP
amwa-180	10	22	us	we	PRON
amwa-180	10	23	$	$	SYM
amwa-180	10	24	3.4	3.4	NUM
amwa-180	10	25	billion	billion	NUM
amwa-180	10	26	in	in	ADP
amwa-180	10	27	2019	2019	NUM
amwa-180	10	28	is	be	AUX
amwa-180	10	29	expected	expect	VERB
amwa-180	10	30	to	to	PART
amwa-180	10	31	expand	expand	VERB
amwa-180	10	32	to	to	ADP
amwa-180	10	33	us	we	PRON
amwa-180	10	34	$	$	SYM
amwa-180	10	35	7.77	7.77	NUM
amwa-180	10	36	billion	billion	NUM
amwa-180	10	37	by	by	ADP
amwa-180	10	38	2027	2027	NUM
amwa-180	10	39	at	at	ADP
amwa-180	10	40	a	a	DET
amwa-180	10	41	compound	compound	ADJ
amwa-180	10	42	annual	annual	ADJ
amwa-180	10	43	growth	growth	NOUN
amwa-180	10	44	rate	rate	NOUN
amwa-180	10	45	of	of	ADP
amwa-180	10	46	10.9%.2	10.9%.2	NUM
amwa-180	10	47	the	the	DET
amwa-180	10	48	cost	cost	NOUN
amwa-180	10	49	spent	spend	VERB
amwa-180	10	50	on	on	ADP
amwa-180	10	51	content	content	NOUN
amwa-180	10	52	generation	generation	NOUN
amwa-180	10	53	continues	continue	VERB
amwa-180	10	54	to	to	PART
amwa-180	10	55	rise	rise	VERB
amwa-180	10	56	.	.	PUNCT
amwa-180	11	1	existing	exist	VERB
amwa-180	11	2	medical	medical	ADJ
amwa-180	11	3	writing	writing	NOUN
amwa-180	11	4	process	process	NOUN
amwa-180	11	5	medical	medical	ADJ
amwa-180	11	6	writing	writing	NOUN
amwa-180	11	7	is	be	AUX
amwa-180	11	8	a	a	DET
amwa-180	11	9	complex	complex	ADJ
amwa-180	11	10	and	and	CCONJ
amwa-180	11	11	manually	manually	ADV
amwa-180	11	12	intensive	intensive	ADJ
amwa-180	11	13	process	process	NOUN
amwa-180	11	14	.	.	PUNCT
amwa-180	12	1	the	the	DET
amwa-180	12	2	process	process	NOUN
amwa-180	12	3	of	of	ADP
amwa-180	12	4	medical	medical	ADJ
amwa-180	12	5	writing	writing	NOUN
amwa-180	12	6	involves	involve	VERB
amwa-180	12	7	the	the	DET
amwa-180	12	8	following	follow	VERB
amwa-180	12	9	steps	step	NOUN
amwa-180	12	10	a	a	PRON
amwa-180	12	11	)	)	PUNCT
amwa-180	12	12	understanding	understand	VERB
amwa-180	12	13	the	the	DET
amwa-180	12	14	content	content	NOUN
amwa-180	12	15	brief	brief	ADJ
amwa-180	12	16	b	b	X
amwa-180	12	17	)	)	PUNCT
amwa-180	12	18	review	review	NOUN
amwa-180	12	19	of	of	ADP
amwa-180	12	20	literature	literature	NOUN
amwa-180	12	21	c	c	NOUN
amwa-180	12	22	)	)	PUNCT
amwa-180	12	23	collation	collation	NOUN
amwa-180	12	24	of	of	ADP
amwa-180	12	25	the	the	DET
amwa-180	12	26	results	result	NOUN
amwa-180	12	27	,	,	PUNCT
amwa-180	12	28	methods	method	NOUN
amwa-180	12	29	,	,	PUNCT
amwa-180	12	30	and	and	CCONJ
amwa-180	12	31	discussion	discussion	NOUN
amwa-180	12	32	sections	section	NOUN
amwa-180	12	33	deepak	deepak	PROPN
amwa-180	12	34	palasamudram1	palasamudram1	PROPN
amwa-180	12	35	;	;	PUNCT
amwa-180	12	36	karun	karun	PROPN
amwa-180	12	37	s.	s.	PROPN
amwa-180	12	38	karunakaran2	karunakaran2	PROPN
amwa-180	12	39	;	;	PUNCT
amwa-180	12	40	prakhar	prakhar	PROPN
amwa-180	12	41	gaur3	gaur3	PROPN
amwa-180	12	42	;	;	PUNCT
amwa-180	12	43	akshatha	akshatha	PROPN
amwa-180	12	44	miyal	miyal	PROPN
amwa-180	12	45	kamath2	kamath2	PROPN
amwa-180	12	46	;	;	PUNCT
amwa-180	12	47	pramit	pramit	PROPN
amwa-180	12	48	saha4	saha4	PROPN
amwa-180	12	49	;	;	PUNCT
amwa-180	12	50	tina	tina	PROPN
amwa-180	12	51	purushotam5/	purushotam5/	PROPN
amwa-180	12	52	1associate	1associate	NUM
amwa-180	12	53	vice	vice	NOUN
amwa-180	12	54	president	president	NOUN
amwa-180	12	55	,	,	PUNCT
amwa-180	12	56	architecture	architecture	NOUN
amwa-180	12	57	and	and	CCONJ
amwa-180	12	58	design	design	NOUN
amwa-180	12	59	group	group	NOUN
amwa-180	12	60	,	,	PUNCT
amwa-180	12	61	healthcare	healthcare	PROPN
amwa-180	12	62	,	,	PUNCT
amwa-180	12	63	insurance	insurance	NOUN
amwa-180	12	64	and	and	CCONJ
amwa-180	12	65	life	life	NOUN
amwa-180	12	66	sciences	science	NOUN
amwa-180	12	67	,	,	PUNCT
amwa-180	12	68	infosys	infosy	NOUN
amwa-180	12	69	limited	limit	VERB
amwa-180	12	70	,	,	PUNCT
amwa-180	12	71	india	india	PROPN
amwa-180	12	72	;	;	PUNCT
amwa-180	12	73	2architect	2architect	NUM
amwa-180	12	74	,	,	PUNCT
amwa-180	12	75	architecture	architecture	NOUN
amwa-180	12	76	and	and	CCONJ
amwa-180	12	77	design	design	NOUN
amwa-180	12	78	group	group	NOUN
amwa-180	12	79	,	,	PUNCT
amwa-180	12	80	healthcare	healthcare	PROPN
amwa-180	12	81	,	,	PUNCT
amwa-180	12	82	insurance	insurance	NOUN
amwa-180	12	83	and	and	CCONJ
amwa-180	12	84	life	life	NOUN
amwa-180	12	85	sciences	science	NOUN
amwa-180	12	86	,	,	PUNCT
amwa-180	12	87	infosys	infosy	NOUN
amwa-180	12	88	limited	limit	VERB
amwa-180	12	89	,	,	PUNCT
amwa-180	12	90	india	india	PROPN
amwa-180	12	91	;	;	PUNCT
amwa-180	12	92	3consultant	3consultant	NUM
amwa-180	12	93	,	,	PUNCT
amwa-180	12	94	life	life	NOUN
amwa-180	12	95	sciences	science	NOUN
amwa-180	12	96	domain	domain	NOUN
amwa-180	12	97	consulting	consulting	NOUN
amwa-180	12	98	group	group	NOUN
amwa-180	12	99	,	,	PUNCT
amwa-180	12	100	infosys	infosys	PROPN
amwa-180	12	101	limited	limit	VERB
amwa-180	12	102	,	,	PUNCT
amwa-180	12	103	india	india	PROPN
amwa-180	12	104	;	;	PUNCT
amwa-180	12	105	4project	4project	NUM
amwa-180	12	106	manager	manager	NOUN
amwa-180	12	107	,	,	PUNCT
amwa-180	12	108	architecture	architecture	NOUN
amwa-180	12	109	and	and	CCONJ
amwa-180	12	110	design	design	NOUN
amwa-180	12	111	group	group	NOUN
amwa-180	12	112	,	,	PUNCT
amwa-180	12	113	healthcare	healthcare	PROPN
amwa-180	12	114	,	,	PUNCT
amwa-180	12	115	insurance	insurance	NOUN
amwa-180	12	116	and	and	CCONJ
amwa-180	12	117	life	life	NOUN
amwa-180	12	118	sciences	science	NOUN
amwa-180	12	119	,	,	PUNCT
amwa-180	12	120	infosys	infosy	NOUN
amwa-180	12	121	limited	limit	VERB
amwa-180	12	122	,	,	PUNCT
amwa-180	12	123	india	india	PROPN
amwa-180	12	124	;	;	PUNCT
amwa-180	12	125	5digital	5digital	NUM
amwa-180	12	126	specialist	specialist	NOUN
amwa-180	12	127	engineer	engineer	NOUN
amwa-180	12	128	,	,	PUNCT
amwa-180	12	129	architecture	architecture	NOUN
amwa-180	12	130	and	and	CCONJ
amwa-180	12	131	design	design	NOUN
amwa-180	12	132	group	group	NOUN
amwa-180	12	133	,	,	PUNCT
amwa-180	12	134	healthcare	healthcare	PROPN
amwa-180	12	135	,	,	PUNCT
amwa-180	12	136	insurance	insurance	NOUN
amwa-180	12	137	and	and	CCONJ
amwa-180	12	138	life	life	NOUN
amwa-180	12	139	sciences	science	NOUN
amwa-180	12	140	,	,	PUNCT
amwa-180	12	141	infosys	infosy	NOUN
amwa-180	12	142	limited	limit	VERB
amwa-180	12	143	,	,	PUNCT
amwa-180	12	144	india	india	PROPN
amwa-180	12	145	leveraging	leverage	VERB
amwa-180	12	146	artificial	artificial	ADJ
amwa-180	12	147	intelligence	intelligence	NOUN
amwa-180	12	148	,	,	PUNCT
amwa-180	12	149	natural	natural	ADJ
amwa-180	12	150	language	language	NOUN
amwa-180	12	151	processing	processing	NOUN
amwa-180	12	152	,	,	PUNCT
amwa-180	12	153	and	and	CCONJ
amwa-180	12	154	natural	natural	ADJ
amwa-180	12	155	language	language	NOUN
amwa-180	12	156	generation	generation	NOUN
amwa-180	12	157	in	in	ADP
amwa-180	12	158	medical	medical	ADJ
amwa-180	12	159	writing	writing	NOUN
amwa-180	12	160	article	article	NOUN
amwa-180	12	161	glossary	glossary	ADJ
amwa-180	12	162	natural	natural	ADJ
amwa-180	12	163	language	language	NOUN
amwa-180	12	164	processing	processing	NOUN
amwa-180	12	165	(	(	PUNCT
amwa-180	12	166	nlp	nlp	NOUN
amwa-180	12	167	):	):	PUNCT
amwa-180	12	168	the	the	DET
amwa-180	12	169	branch	branch	NOUN
amwa-180	12	170	of	of	ADP
amwa-180	12	171	artificial	artificial	ADJ
amwa-180	12	172	intelligence	intelligence	NOUN
amwa-180	12	173	(	(	PUNCT
amwa-180	12	174	ai	ai	NOUN
amwa-180	12	175	)	)	PUNCT
amwa-180	12	176	that	that	PRON
amwa-180	12	177	enables	enable	VERB
amwa-180	12	178	computers	computer	NOUN
amwa-180	12	179	to	to	PART
amwa-180	12	180	process	process	VERB
amwa-180	12	181	human	human	ADJ
amwa-180	12	182	language	language	NOUN
amwa-180	12	183	and	and	CCONJ
amwa-180	12	184	understand	understand	VERB
amwa-180	12	185	the	the	DET
amwa-180	12	186	meaning	meaning	NOUN
amwa-180	12	187	,	,	PUNCT
amwa-180	12	188	intent	intent	ADJ
amwa-180	12	189	,	,	PUNCT
amwa-180	12	190	and	and	CCONJ
amwa-180	12	191	sentiment	sentiment	NOUN
amwa-180	12	192	of	of	ADP
amwa-180	12	193	the	the	DET
amwa-180	12	194	text	text	NOUN
amwa-180	12	195	,	,	PUNCT
amwa-180	12	196	much	much	ADV
amwa-180	12	197	like	like	ADP
amwa-180	12	198	a	a	DET
amwa-180	12	199	human	human	ADJ
amwa-180	12	200	being	being	NOUN
amwa-180	12	201	can	can	AUX
amwa-180	12	202	.	.	PUNCT
amwa-180	13	1	natural	natural	ADJ
amwa-180	13	2	language	language	NOUN
amwa-180	13	3	generation	generation	NOUN
amwa-180	13	4	(	(	PUNCT
amwa-180	13	5	nlg	nlg	PROPN
amwa-180	13	6	):	):	PUNCT
amwa-180	13	7	the	the	DET
amwa-180	13	8	branch	branch	NOUN
amwa-180	13	9	of	of	ADP
amwa-180	13	10	ai	ai	NOUN
amwa-180	13	11	that	that	PRON
amwa-180	13	12	enables	enable	VERB
amwa-180	13	13	computers	computer	NOUN
amwa-180	13	14	to	to	PART
amwa-180	13	15	produce	produce	VERB
amwa-180	13	16	human	human	ADJ
amwa-180	13	17	language	language	NOUN
amwa-180	13	18	that	that	PRON
amwa-180	13	19	approximates	approximate	VERB
amwa-180	13	20	content	content	NOUN
amwa-180	13	21	generated	generate	VERB
amwa-180	13	22	by	by	ADP
amwa-180	13	23	a	a	DET
amwa-180	13	24	human	human	ADJ
amwa-180	13	25	being	being	NOUN
amwa-180	13	26	.	.	PUNCT
amwa-180	14	1	recommendation	recommendation	NOUN
amwa-180	14	2	model	model	NOUN
amwa-180	14	3	:	:	PUNCT
amwa-180	14	4	a	a	DET
amwa-180	14	5	system	system	NOUN
amwa-180	14	6	that	that	PRON
amwa-180	14	7	uses	use	VERB
amwa-180	14	8	machine	machine	NOUN
amwa-180	14	9	learning	learn	VERB
amwa-180	14	10	to	to	PART
amwa-180	14	11	predict	predict	VERB
amwa-180	14	12	content	content	NOUN
amwa-180	14	13	that	that	PRON
amwa-180	14	14	is	be	AUX
amwa-180	14	15	relevant	relevant	ADJ
amwa-180	14	16	for	for	ADP
amwa-180	14	17	a	a	DET
amwa-180	14	18	user	user	NOUN
amwa-180	14	19	in	in	ADP
amwa-180	14	20	a	a	DET
amwa-180	14	21	given	give	VERB
amwa-180	14	22	context	context	NOUN
amwa-180	14	23	.	.	PUNCT
amwa-180	15	1	the	the	DET
amwa-180	15	2	predictions	prediction	NOUN
amwa-180	15	3	are	be	AUX
amwa-180	15	4	often	often	ADV
amwa-180	15	5	combined	combine	VERB
amwa-180	15	6	with	with	ADP
amwa-180	15	7	a	a	DET
amwa-180	15	8	ranking	rank	VERB
amwa-180	15	9	system	system	NOUN
amwa-180	15	10	that	that	PRON
amwa-180	15	11	enables	enable	VERB
amwa-180	15	12	users	user	NOUN
amwa-180	15	13	to	to	PART
amwa-180	15	14	see	see	VERB
amwa-180	15	15	the	the	DET
amwa-180	15	16	most	most	ADV
amwa-180	15	17	relevant	relevant	ADJ
amwa-180	15	18	recommendations	recommendation	NOUN
amwa-180	15	19	first	first	ADV
amwa-180	15	20	.	.	PUNCT
amwa-180	16	1	named	name	VERB
amwa-180	16	2	entity	entity	NOUN
amwa-180	16	3	recognition	recognition	NOUN
amwa-180	16	4	(	(	PUNCT
amwa-180	16	5	ner	ner	NOUN
amwa-180	16	6	):	):	PUNCT
amwa-180	16	7	a	a	DET
amwa-180	16	8	process	process	NOUN
amwa-180	16	9	by	by	ADP
amwa-180	16	10	which	which	DET
amwa-180	16	11	text	text	NOUN
amwa-180	16	12	is	be	AUX
amwa-180	16	13	classified	classify	VERB
amwa-180	16	14	into	into	ADP
amwa-180	16	15	predefined	predefine	VERB
amwa-180	16	16	categories	category	NOUN
amwa-180	16	17	like	like	ADP
amwa-180	16	18	drug	drug	NOUN
amwa-180	16	19	name	name	NOUN
amwa-180	16	20	,	,	PUNCT
amwa-180	16	21	disease	disease	NOUN
amwa-180	16	22	name	name	NOUN
amwa-180	16	23	,	,	PUNCT
amwa-180	16	24	location	location	NOUN
amwa-180	16	25	.	.	PUNCT
amwa-180	17	1	also	also	ADV
amwa-180	17	2	,	,	PUNCT
amwa-180	17	3	depending	depend	VERB
amwa-180	17	4	on	on	ADP
amwa-180	17	5	the	the	DET
amwa-180	17	6	context	context	NOUN
amwa-180	17	7	,	,	PUNCT
amwa-180	17	8	it	it	PRON
amwa-180	17	9	can	can	AUX
amwa-180	17	10	differentiate	differentiate	VERB
amwa-180	17	11	between	between	ADP
amwa-180	17	12	“	"	PUNCT
amwa-180	17	13	apple	apple	NOUN
amwa-180	17	14	”	"	PUNCT
amwa-180	17	15	(	(	PUNCT
amwa-180	17	16	fruit	fruit	NOUN
amwa-180	17	17	)	)	PUNCT
amwa-180	17	18	and	and	CCONJ
amwa-180	17	19	“	"	PUNCT
amwa-180	17	20	apple	apple	NOUN
amwa-180	17	21	”	"	PUNCT
amwa-180	17	22	(	(	PUNCT
amwa-180	17	23	corporation	corporation	NOUN
amwa-180	17	24	)	)	PUNCT
amwa-180	17	25	.	.	PUNCT
amwa-180	18	1	large	large	ADJ
amwa-180	18	2	language	language	NOUN
amwa-180	18	3	model	model	NOUN
amwa-180	18	4	(	(	PUNCT
amwa-180	18	5	llm	llm	PROPN
amwa-180	18	6	):	):	PUNCT
amwa-180	18	7	large	large	ADJ
amwa-180	18	8	language	language	NOUN
amwa-180	18	9	models	model	NOUN
amwa-180	18	10	(	(	PUNCT
amwa-180	18	11	llms	llm	NOUN
amwa-180	18	12	)	)	PUNCT
amwa-180	18	13	are	be	AUX
amwa-180	18	14	artificial	artificial	ADJ
amwa-180	18	15	intelligence	intelligence	NOUN
amwa-180	18	16	tools	tool	NOUN
amwa-180	18	17	that	that	PRON
amwa-180	18	18	can	can	AUX
amwa-180	18	19	read	read	VERB
amwa-180	18	20	,	,	PUNCT
amwa-180	18	21	summarize	summarize	VERB
amwa-180	18	22	and	and	CCONJ
amwa-180	18	23	translate	translate	ADJ
amwa-180	18	24	texts	text	NOUN
amwa-180	18	25	and	and	CCONJ
amwa-180	18	26	predict	predict	VERB
amwa-180	18	27	future	future	ADJ
amwa-180	18	28	words	word	NOUN
amwa-180	18	29	in	in	ADP
amwa-180	18	30	a	a	DET
amwa-180	18	31	sentence	sentence	NOUN
amwa-180	18	32	letting	let	VERB
amwa-180	18	33	them	they	PRON
amwa-180	18	34	generate	generate	VERB
amwa-180	18	35	sentences	sentence	NOUN
amwa-180	18	36	similar	similar	ADJ
amwa-180	18	37	to	to	ADP
amwa-180	18	38	how	how	SCONJ
amwa-180	18	39	humans	human	NOUN
amwa-180	18	40	talk	talk	VERB
amwa-180	18	41	and	and	CCONJ
amwa-180	18	42	write.11	write.11	ADJ
amwa-180	18	43	eg	eg	NOUN
amwa-180	18	44	.	.	PROPN
amwa-180	18	45	,	,	PUNCT
amwa-180	18	46	gpt-3	gpt-3	NOUN
amwa-180	18	47	,	,	PUNCT
amwa-180	18	48	gpt	gpt	NOUN
amwa-180	18	49	-	-	PUNCT
amwa-180	18	50	j	j	PROPN
amwa-180	18	51	,	,	PUNCT
amwa-180	18	52	bart	bart	PROPN
amwa-180	18	53	,	,	PUNCT
amwa-180	18	54	bert	bert	PROPN
amwa-180	18	55	,	,	PUNCT
amwa-180	18	56	t5	t5	PROPN
amwa-180	18	57	.	.	PUNCT
amwa-180	18	58	natural	natural	ADJ
amwa-180	18	59	language	language	NOUN
amwa-180	18	60	query	query	NOUN
amwa-180	18	61	understanding	understanding	NOUN
amwa-180	18	62	(	(	PUNCT
amwa-180	18	63	nlqu	nlqu	NOUN
amwa-180	18	64	):	):	PUNCT
amwa-180	18	65	this	this	PRON
amwa-180	18	66	is	be	AUX
amwa-180	18	67	a	a	DET
amwa-180	18	68	capability	capability	NOUN
amwa-180	18	69	of	of	ADP
amwa-180	18	70	the	the	DET
amwa-180	18	71	search	search	NOUN
amwa-180	18	72	system	system	NOUN
amwa-180	18	73	to	to	PART
amwa-180	18	74	understand	understand	VERB
amwa-180	18	75	a	a	DET
amwa-180	18	76	search	search	NOUN
amwa-180	18	77	query	query	NOUN
amwa-180	18	78	written	write	VERB
amwa-180	18	79	in	in	ADP
amwa-180	18	80	natural	natural	ADJ
amwa-180	18	81	language	language	NOUN
amwa-180	18	82	.	.	PUNCT
amwa-180	19	1	this	this	PRON
amwa-180	19	2	is	be	AUX
amwa-180	19	3	achieved	achieve	VERB
amwa-180	19	4	by	by	ADP
amwa-180	19	5	llm	llm	PROPN
amwa-180	19	6	based	base	VERB
amwa-180	19	7	search	search	NOUN
amwa-180	19	8	systems	system	NOUN
amwa-180	19	9	.	.	PUNCT
amwa-180	20	1	eg	eg	NOUN
amwa-180	20	2	.	.	PUNCT
amwa-180	21	1	“	"	PUNCT
amwa-180	21	2	what	what	PRON
amwa-180	21	3	is	be	AUX
amwa-180	21	4	the	the	DET
amwa-180	21	5	second	second	ADV
amwa-180	21	6	largest	large	ADJ
amwa-180	21	7	land	land	NOUN
amwa-180	21	8	animal	animal	NOUN
amwa-180	21	9	in	in	ADP
amwa-180	21	10	the	the	DET
amwa-180	21	11	world	world	NOUN
amwa-180	21	12	?	?	PUNCT
amwa-180	21	13	”	"	PUNCT
amwa-180	21	14	http://www.amwajournal.org	http://www.amwajournal.org	X
amwa-180	22	1	amwajournal.org	amwajournal.org	X
amwa-180	22	2	46leveraging	46leveraging	NUM
amwa-180	22	3	ai	ai	NOUN
amwa-180	22	4	,	,	PUNCT
amwa-180	22	5	nlp	nlp	NOUN
amwa-180	22	6	,	,	PUNCT
amwa-180	22	7	and	and	CCONJ
amwa-180	22	8	nlg	nlg	NOUN
amwa-180	22	9	in	in	ADP
amwa-180	22	10	medical	medical	ADJ
amwa-180	22	11	writing	writing	NOUN
amwa-180	22	12	d	d	NOUN
amwa-180	22	13	)	)	PUNCT
amwa-180	22	14	authoring	author	VERB
amwa-180	22	15	the	the	DET
amwa-180	22	16	manuscript	manuscript	NOUN
amwa-180	22	17	and	and	CCONJ
amwa-180	22	18	maintenance	maintenance	NOUN
amwa-180	22	19	of	of	ADP
amwa-180	22	20	data	datum	NOUN
amwa-180	22	21	integrity	integrity	NOUN
amwa-180	22	22	in	in	ADP
amwa-180	22	23	the	the	DET
amwa-180	22	24	process	process	NOUN
amwa-180	22	25	e	e	NOUN
amwa-180	22	26	)	)	PUNCT
amwa-180	22	27	reviewing	review	VERB
amwa-180	22	28	the	the	DET
amwa-180	22	29	authored	author	VERB
amwa-180	22	30	content	content	NOUN
amwa-180	22	31	f	f	NOUN
amwa-180	22	32	)	)	PUNCT
amwa-180	22	33	copy	copy	NOUN
amwa-180	22	34	editing	edit	VERB
amwa-180	22	35	g	g	NOUN
amwa-180	22	36	)	)	PUNCT
amwa-180	22	37	approval	approval	NOUN
amwa-180	22	38	and	and	CCONJ
amwa-180	22	39	sign	sign	VERB
amwa-180	22	40	off	off	ADP
amwa-180	22	41	h	h	NOUN
amwa-180	22	42	)	)	PUNCT
amwa-180	22	43	electronic	electronic	ADJ
amwa-180	22	44	publishing	publishing	NOUN
amwa-180	22	45	medical	medical	ADJ
amwa-180	22	46	writers	writer	NOUN
amwa-180	22	47	spend	spend	VERB
amwa-180	22	48	2	2	NUM
amwa-180	22	49	to	to	PART
amwa-180	22	50	3	3	NUM
amwa-180	22	51	weeks	week	NOUN
amwa-180	22	52	researching	research	VERB
amwa-180	22	53	across	across	ADP
amwa-180	22	54	multiple	multiple	ADJ
amwa-180	22	55	data	datum	NOUN
amwa-180	22	56	sources	source	NOUN
amwa-180	22	57	and	and	CCONJ
amwa-180	22	58	a	a	DET
amwa-180	22	59	large	large	ADJ
amwa-180	22	60	corpus	corpus	NOUN
amwa-180	22	61	of	of	ADP
amwa-180	22	62	documents	document	NOUN
amwa-180	22	63	(	(	PUNCT
amwa-180	22	64	nearly	nearly	ADV
amwa-180	22	65	1	1	NUM
amwa-180	22	66	million	million	NUM
amwa-180	22	67	new	new	ADJ
amwa-180	22	68	articles	article	NOUN
amwa-180	22	69	are	be	AUX
amwa-180	22	70	added	add	VERB
amwa-180	22	71	yearly	yearly	ADV
amwa-180	22	72	to	to	ADP
amwa-180	22	73	just	just	ADV
amwa-180	22	74	pubmed).3	pubmed).3	ADV
amwa-180	22	75	the	the	DET
amwa-180	22	76	review	review	NOUN
amwa-180	22	77	of	of	ADP
amwa-180	22	78	literature	literature	NOUN
amwa-180	22	79	is	be	AUX
amwa-180	22	80	the	the	DET
amwa-180	22	81	most	most	ADJ
amwa-180	22	82	time	time	NOUN
amwa-180	22	83	-	-	PUNCT
amwa-180	22	84	consuming	consume	VERB
amwa-180	22	85	step	step	NOUN
amwa-180	22	86	in	in	ADP
amwa-180	22	87	the	the	DET
amwa-180	22	88	medical	medical	ADJ
amwa-180	22	89	writing	writing	NOUN
amwa-180	22	90	process	process	NOUN
amwa-180	22	91	.	.	PUNCT
amwa-180	23	1	this	this	PRON
amwa-180	23	2	requires	require	VERB
amwa-180	23	3	a	a	DET
amwa-180	23	4	domain	domain	NOUN
amwa-180	23	5	expert	expert	NOUN
amwa-180	23	6	to	to	PART
amwa-180	23	7	first	first	ADJ
amwa-180	23	8	search	search	VERB
amwa-180	23	9	for	for	ADP
amwa-180	23	10	and	and	CCONJ
amwa-180	23	11	then	then	ADV
amwa-180	23	12	read	read	VERB
amwa-180	23	13	through	through	ADP
amwa-180	23	14	the	the	DET
amwa-180	23	15	text	text	NOUN
amwa-180	23	16	of	of	ADP
amwa-180	23	17	the	the	DET
amwa-180	23	18	articles	article	NOUN
amwa-180	23	19	on	on	ADP
amwa-180	23	20	a	a	DET
amwa-180	23	21	particular	particular	ADJ
amwa-180	23	22	subject	subject	NOUN
amwa-180	23	23	area	area	NOUN
amwa-180	23	24	.	.	PUNCT
amwa-180	24	1	the	the	DET
amwa-180	24	2	goal	goal	NOUN
amwa-180	24	3	of	of	ADP
amwa-180	24	4	this	this	DET
amwa-180	24	5	step	step	NOUN
amwa-180	24	6	is	be	AUX
amwa-180	24	7	to	to	PART
amwa-180	24	8	synthesize	synthesize	VERB
amwa-180	24	9	the	the	DET
amwa-180	24	10	existing	exist	VERB
amwa-180	24	11	knowledge	knowledge	NOUN
amwa-180	24	12	in	in	ADP
amwa-180	24	13	a	a	DET
amwa-180	24	14	particular	particular	ADJ
amwa-180	24	15	subject	subject	NOUN
amwa-180	24	16	area	area	NOUN
amwa-180	24	17	.	.	PUNCT
amwa-180	25	1	in	in	ADP
amwa-180	25	2	the	the	DET
amwa-180	25	3	case	case	NOUN
amwa-180	25	4	of	of	ADP
amwa-180	25	5	writing	write	VERB
amwa-180	25	6	a	a	DET
amwa-180	25	7	scientific	scientific	ADJ
amwa-180	25	8	manuscript	manuscript	NOUN
amwa-180	25	9	for	for	ADP
amwa-180	25	10	a	a	DET
amwa-180	25	11	clinical	clinical	ADJ
amwa-180	25	12	trial	trial	NOUN
amwa-180	25	13	,	,	PUNCT
amwa-180	25	14	the	the	DET
amwa-180	25	15	review	review	NOUN
amwa-180	25	16	of	of	ADP
amwa-180	25	17	literature	literature	NOUN
amwa-180	25	18	must	must	AUX
amwa-180	25	19	cover	cover	VERB
amwa-180	25	20	several	several	ADJ
amwa-180	25	21	subtopics	subtopic	NOUN
amwa-180	25	22	in	in	ADP
amwa-180	25	23	the	the	DET
amwa-180	25	24	therapy	therapy	NOUN
amwa-180	25	25	area	area	NOUN
amwa-180	25	26	of	of	ADP
amwa-180	25	27	concern	concern	NOUN
amwa-180	25	28	.	.	PUNCT
amwa-180	26	1	all	all	DET
amwa-180	26	2	the	the	DET
amwa-180	26	3	subtopics	subtopic	NOUN
amwa-180	26	4	require	require	VERB
amwa-180	26	5	individualized	individualized	ADJ
amwa-180	26	6	search	search	NOUN
amwa-180	26	7	strategies	strategy	NOUN
amwa-180	26	8	irrespective	irrespective	ADV
amwa-180	26	9	of	of	ADP
amwa-180	26	10	the	the	DET
amwa-180	26	11	therapeutic	therapeutic	ADJ
amwa-180	26	12	area	area	NOUN
amwa-180	26	13	.	.	PUNCT
amwa-180	27	1	medical	medical	ADJ
amwa-180	27	2	writers	writer	NOUN
amwa-180	27	3	use	use	VERB
amwa-180	27	4	several	several	ADJ
amwa-180	27	5	literature	literature	NOUN
amwa-180	27	6	databases	database	NOUN
amwa-180	27	7	like	like	ADP
amwa-180	27	8	pubmed	pubmed	PROPN
amwa-180	27	9	,	,	PUNCT
amwa-180	27	10	scopus	scopus	PROPN
amwa-180	27	11	,	,	PUNCT
amwa-180	27	12	ovid	ovid	PROPN
amwa-180	27	13	,	,	PUNCT
amwa-180	27	14	and	and	CCONJ
amwa-180	27	15	cochrane	cochrane	NOUN
amwa-180	27	16	.	.	PUNCT
amwa-180	28	1	this	this	PRON
amwa-180	28	2	also	also	ADV
amwa-180	28	3	introduces	introduce	VERB
amwa-180	28	4	the	the	DET
amwa-180	28	5	risk	risk	NOUN
amwa-180	28	6	of	of	ADP
amwa-180	28	7	missing	miss	VERB
amwa-180	28	8	out	out	ADP
amwa-180	28	9	on	on	ADP
amwa-180	28	10	relevant	relevant	ADJ
amwa-180	28	11	literature	literature	NOUN
amwa-180	28	12	,	,	PUNCT
amwa-180	28	13	making	make	VERB
amwa-180	28	14	this	this	DET
amwa-180	28	15	task	task	NOUN
amwa-180	28	16	not	not	PART
amwa-180	28	17	only	only	ADV
amwa-180	28	18	time	time	NOUN
amwa-180	28	19	-	-	PUNCT
amwa-180	28	20	consuming	consume	VERB
amwa-180	28	21	,	,	PUNCT
amwa-180	28	22	but	but	CCONJ
amwa-180	28	23	also	also	ADV
amwa-180	28	24	errorprone	errorprone	NOUN
amwa-180	28	25	.	.	PUNCT
amwa-180	29	1	the	the	DET
amwa-180	29	2	aforementioned	aforementioned	ADJ
amwa-180	29	3	tasks	task	NOUN
amwa-180	29	4	require	require	VERB
amwa-180	29	5	multiple	multiple	ADJ
amwa-180	29	6	individuals	individual	NOUN
amwa-180	29	7	to	to	PART
amwa-180	29	8	complete	complete	VERB
amwa-180	29	9	it	it	PRON
amwa-180	29	10	in	in	ADP
amwa-180	29	11	a	a	DET
amwa-180	29	12	reasonable	reasonable	ADJ
amwa-180	29	13	amount	amount	NOUN
amwa-180	29	14	of	of	ADP
amwa-180	29	15	time	time	NOUN
amwa-180	29	16	,	,	PUNCT
amwa-180	29	17	each	each	DET
amwa-180	29	18	one	one	NOUN
amwa-180	29	19	concentrating	concentrate	VERB
amwa-180	29	20	on	on	ADP
amwa-180	29	21	a	a	DET
amwa-180	29	22	particular	particular	ADJ
amwa-180	29	23	subset	subset	NOUN
amwa-180	29	24	of	of	ADP
amwa-180	29	25	the	the	DET
amwa-180	29	26	overall	overall	ADJ
amwa-180	29	27	document	document	NOUN
amwa-180	29	28	.	.	PUNCT
amwa-180	30	1	the	the	DET
amwa-180	30	2	final	final	ADJ
amwa-180	30	3	challenge	challenge	NOUN
amwa-180	30	4	lies	lie	VERB
amwa-180	30	5	with	with	ADP
amwa-180	30	6	the	the	DET
amwa-180	30	7	summarization	summarization	NOUN
amwa-180	30	8	step	step	NOUN
amwa-180	30	9	,	,	PUNCT
amwa-180	30	10	when	when	SCONJ
amwa-180	30	11	information	information	NOUN
amwa-180	30	12	gleaned	glean	VERB
amwa-180	30	13	from	from	ADP
amwa-180	30	14	several	several	ADJ
amwa-180	30	15	published	publish	VERB
amwa-180	30	16	articles	article	NOUN
amwa-180	30	17	is	be	AUX
amwa-180	30	18	summarized	summarize	VERB
amwa-180	30	19	.	.	PUNCT
amwa-180	31	1	the	the	DET
amwa-180	31	2	risks	risk	NOUN
amwa-180	31	3	here	here	ADV
amwa-180	31	4	are	be	AUX
amwa-180	31	5	missing	miss	VERB
amwa-180	31	6	the	the	DET
amwa-180	31	7	important	important	ADJ
amwa-180	31	8	points	point	NOUN
amwa-180	31	9	as	as	ADV
amwa-180	31	10	well	well	ADV
amwa-180	31	11	as	as	ADP
amwa-180	31	12	accidentally	accidentally	ADV
amwa-180	31	13	not	not	PART
amwa-180	31	14	including	include	VERB
amwa-180	31	15	a	a	DET
amwa-180	31	16	relevant	relevant	ADJ
amwa-180	31	17	reference	reference	NOUN
amwa-180	31	18	.	.	PUNCT
amwa-180	32	1	in	in	ADP
amwa-180	32	2	writing	write	VERB
amwa-180	32	3	the	the	DET
amwa-180	32	4	results	result	NOUN
amwa-180	32	5	section	section	NOUN
amwa-180	32	6	of	of	ADP
amwa-180	32	7	a	a	DET
amwa-180	32	8	manuscript	manuscript	NOUN
amwa-180	32	9	,	,	PUNCT
amwa-180	32	10	data	datum	NOUN
amwa-180	32	11	may	may	AUX
amwa-180	32	12	need	need	VERB
amwa-180	32	13	to	to	PART
amwa-180	32	14	be	be	AUX
amwa-180	32	15	collated	collate	VERB
amwa-180	32	16	from	from	ADP
amwa-180	32	17	a	a	DET
amwa-180	32	18	source	source	NOUN
amwa-180	32	19	document	document	NOUN
amwa-180	32	20	like	like	ADP
amwa-180	32	21	a	a	DET
amwa-180	32	22	clinical	clinical	ADJ
amwa-180	32	23	study	study	NOUN
amwa-180	32	24	report	report	NOUN
amwa-180	32	25	(	(	PUNCT
amwa-180	32	26	csr	csr	NOUN
amwa-180	32	27	)	)	PUNCT
amwa-180	32	28	and	and	CCONJ
amwa-180	32	29	adding	add	VERB
amwa-180	32	30	it	it	PRON
amwa-180	32	31	to	to	ADP
amwa-180	32	32	the	the	DET
amwa-180	32	33	manuscript	manuscript	NOUN
amwa-180	32	34	in	in	ADP
amwa-180	32	35	a	a	DET
amwa-180	32	36	particular	particular	ADJ
amwa-180	32	37	format	format	NOUN
amwa-180	32	38	.	.	PUNCT
amwa-180	33	1	this	this	PRON
amwa-180	33	2	can	can	AUX
amwa-180	33	3	involve	involve	VERB
amwa-180	33	4	aggregating	aggregate	VERB
amwa-180	33	5	and	and	CCONJ
amwa-180	33	6	summarizing	summarize	VERB
amwa-180	33	7	the	the	DET
amwa-180	33	8	data	datum	NOUN
amwa-180	33	9	,	,	PUNCT
amwa-180	33	10	creating	create	VERB
amwa-180	33	11	plots	plot	NOUN
amwa-180	33	12	,	,	PUNCT
amwa-180	33	13	or	or	CCONJ
amwa-180	33	14	writing	write	VERB
amwa-180	33	15	a	a	DET
amwa-180	33	16	narrative	narrative	NOUN
amwa-180	33	17	for	for	ADP
amwa-180	33	18	a	a	DET
amwa-180	33	19	particular	particular	ADJ
amwa-180	33	20	set	set	NOUN
amwa-180	33	21	of	of	ADP
amwa-180	33	22	data	data	PROPN
amwa-180	33	23	.	.	PUNCT
amwa-180	34	1	a	a	DET
amwa-180	34	2	great	great	ADJ
amwa-180	34	3	example	example	NOUN
amwa-180	34	4	are	be	AUX
amwa-180	34	5	the	the	DET
amwa-180	34	6	tables	table	NOUN
amwa-180	34	7	for	for	ADP
amwa-180	34	8	adverse	adverse	ADJ
amwa-180	34	9	events	event	NOUN
amwa-180	34	10	.	.	PUNCT
amwa-180	35	1	this	this	DET
amwa-180	35	2	step	step	NOUN
amwa-180	35	3	may	may	AUX
amwa-180	35	4	introduce	introduce	VERB
amwa-180	35	5	quality	quality	NOUN
amwa-180	35	6	issues	issue	NOUN
amwa-180	35	7	if	if	SCONJ
amwa-180	35	8	not	not	PART
amwa-180	35	9	done	do	VERB
amwa-180	35	10	carefully	carefully	ADV
amwa-180	35	11	.	.	PUNCT
amwa-180	36	1	obviously	obviously	ADV
amwa-180	36	2	,	,	PUNCT
amwa-180	36	3	the	the	DET
amwa-180	36	4	power	power	NOUN
amwa-180	36	5	of	of	ADP
amwa-180	36	6	using	use	VERB
amwa-180	36	7	a	a	DET
amwa-180	36	8	computer	computer	NOUN
amwa-180	36	9	to	to	PART
amwa-180	36	10	automate	automate	VERB
amwa-180	36	11	data	data	NOUN
amwa-180	36	12	analytics	analytic	NOUN
amwa-180	36	13	is	be	AUX
amwa-180	36	14	well	well	ADV
amwa-180	36	15	known	know	VERB
amwa-180	36	16	,	,	PUNCT
amwa-180	36	17	and	and	CCONJ
amwa-180	36	18	natural	natural	ADJ
amwa-180	36	19	language	language	NOUN
amwa-180	36	20	generation	generation	NOUN
amwa-180	36	21	(	(	PUNCT
amwa-180	36	22	nlg	nlg	PROPN
amwa-180	36	23	)	)	PUNCT
amwa-180	36	24	provides	provide	VERB
amwa-180	36	25	tools	tool	NOUN
amwa-180	36	26	to	to	PART
amwa-180	36	27	create	create	VERB
amwa-180	36	28	narratives	narrative	NOUN
amwa-180	36	29	summarizing	summarize	VERB
amwa-180	36	30	tabular	tabular	NOUN
amwa-180	36	31	data	datum	NOUN
amwa-180	36	32	accurately	accurately	ADV
amwa-180	36	33	.	.	PUNCT
amwa-180	37	1	products	product	NOUN
amwa-180	37	2	with	with	ADP
amwa-180	37	3	authoring	author	VERB
amwa-180	37	4	workflows	workflow	NOUN
amwa-180	37	5	that	that	PRON
amwa-180	37	6	allow	allow	VERB
amwa-180	37	7	collaboration	collaboration	NOUN
amwa-180	37	8	on	on	ADP
amwa-180	37	9	a	a	DET
amwa-180	37	10	single	single	ADJ
amwa-180	37	11	document	document	NOUN
amwa-180	37	12	by	by	ADP
amwa-180	37	13	multiple	multiple	ADJ
amwa-180	37	14	people	people	NOUN
amwa-180	37	15	have	have	AUX
amwa-180	37	16	been	be	AUX
amwa-180	37	17	in	in	ADP
amwa-180	37	18	use	use	NOUN
amwa-180	37	19	for	for	ADP
amwa-180	37	20	more	more	ADJ
amwa-180	37	21	than	than	ADP
amwa-180	37	22	a	a	DET
amwa-180	37	23	decade.4	decade.4	NOUN
amwa-180	37	24	in	in	ADP
amwa-180	37	25	addition	addition	NOUN
amwa-180	37	26	to	to	ADP
amwa-180	37	27	these	these	PRON
amwa-180	37	28	,	,	PUNCT
amwa-180	37	29	functionalities	functionality	NOUN
amwa-180	37	30	like	like	ADP
amwa-180	37	31	referencing	referencing	NOUN
amwa-180	37	32	and	and	CCONJ
amwa-180	37	33	text	text	NOUN
amwa-180	37	34	formatting	formatting	NOUN
amwa-180	37	35	according	accord	VERB
amwa-180	37	36	to	to	ADP
amwa-180	37	37	journal	journal	NOUN
amwa-180	37	38	requirements	requirement	NOUN
amwa-180	37	39	have	have	AUX
amwa-180	37	40	also	also	ADV
amwa-180	37	41	been	be	AUX
amwa-180	37	42	in	in	ADP
amwa-180	37	43	use	use	NOUN
amwa-180	37	44	.	.	PUNCT
amwa-180	38	1	these	these	DET
amwa-180	38	2	capabilities	capability	NOUN
amwa-180	38	3	can	can	AUX
amwa-180	38	4	come	come	VERB
amwa-180	38	5	from	from	ADP
amwa-180	38	6	various	various	ADJ
amwa-180	38	7	tools	tool	NOUN
amwa-180	38	8	and	and	CCONJ
amwa-180	38	9	techniques	technique	NOUN
amwa-180	38	10	,	,	PUNCT
amwa-180	38	11	which	which	PRON
amwa-180	38	12	would	would	AUX
amwa-180	38	13	require	require	VERB
amwa-180	38	14	integration	integration	NOUN
amwa-180	38	15	of	of	ADP
amwa-180	38	16	many	many	ADJ
amwa-180	38	17	products	product	NOUN
amwa-180	38	18	or	or	CCONJ
amwa-180	38	19	tools	tool	NOUN
amwa-180	38	20	into	into	ADP
amwa-180	38	21	a	a	DET
amwa-180	38	22	single	single	ADJ
amwa-180	38	23	system	system	NOUN
amwa-180	38	24	.	.	PUNCT
amwa-180	39	1	role	role	NOUN
amwa-180	39	2	of	of	ADP
amwa-180	39	3	artificial	artificial	ADJ
amwa-180	39	4	intelligence	intelligence	NOUN
amwa-180	39	5	in	in	ADP
amwa-180	39	6	medical	medical	ADJ
amwa-180	39	7	writing	write	VERB
amwa-180	39	8	a	a	DET
amwa-180	39	9	system	system	NOUN
amwa-180	39	10	that	that	PRON
amwa-180	39	11	can	can	AUX
amwa-180	39	12	automate	automate	VERB
amwa-180	39	13	and	and	CCONJ
amwa-180	39	14	assist	assist	VERB
amwa-180	39	15	with	with	ADP
amwa-180	39	16	these	these	DET
amwa-180	39	17	tasks	task	NOUN
amwa-180	39	18	would	would	AUX
amwa-180	39	19	help	help	VERB
amwa-180	39	20	mitigate	mitigate	VERB
amwa-180	39	21	many	many	ADJ
amwa-180	39	22	of	of	ADP
amwa-180	39	23	the	the	DET
amwa-180	39	24	challenges	challenge	NOUN
amwa-180	39	25	and	and	CCONJ
amwa-180	39	26	risks	risk	NOUN
amwa-180	39	27	described	describe	VERB
amwa-180	39	28	before	before	ADV
amwa-180	39	29	.	.	PUNCT
amwa-180	40	1	artificial	artificial	ADJ
amwa-180	40	2	intelligence	intelligence	NOUN
amwa-180	40	3	(	(	PUNCT
amwa-180	40	4	ai	ai	PROPN
amwa-180	40	5	)	)	PUNCT
amwa-180	40	6	has	have	VERB
amwa-180	40	7	several	several	ADJ
amwa-180	40	8	interesting	interesting	ADJ
amwa-180	40	9	possibilities	possibility	NOUN
amwa-180	40	10	for	for	ADP
amwa-180	40	11	transforming	transform	VERB
amwa-180	40	12	any	any	DET
amwa-180	40	13	industry	industry	NOUN
amwa-180	40	14	.	.	PUNCT
amwa-180	41	1	nowhere	nowhere	ADV
amwa-180	41	2	are	be	AUX
amwa-180	41	3	its	its	PRON
amwa-180	41	4	applications	application	NOUN
amwa-180	41	5	more	more	ADV
amwa-180	41	6	relevant	relevant	ADJ
amwa-180	41	7	than	than	ADP
amwa-180	41	8	for	for	ADP
amwa-180	41	9	life	life	NOUN
amwa-180	41	10	sciences	science	NOUN
amwa-180	41	11	and	and	CCONJ
amwa-180	41	12	pharmaceutical	pharmaceutical	NOUN
amwa-180	41	13	,	,	PUNCT
amwa-180	41	14	regulatory	regulatory	ADJ
amwa-180	41	15	,	,	PUNCT
amwa-180	41	16	and	and	CCONJ
amwa-180	41	17	medical	medical	ADJ
amwa-180	41	18	writing	writing	NOUN
amwa-180	41	19	for	for	ADP
amwa-180	41	20	creating	create	VERB
amwa-180	41	21	documents	document	NOUN
amwa-180	41	22	such	such	ADJ
amwa-180	41	23	as	as	ADP
amwa-180	41	24	scientific	scientific	ADJ
amwa-180	41	25	manuscripts	manuscript	NOUN
amwa-180	41	26	,	,	PUNCT
amwa-180	41	27	fact	fact	NOUN
amwa-180	41	28	sheets	sheet	NOUN
amwa-180	41	29	,	,	PUNCT
amwa-180	41	30	literature	literature	NOUN
amwa-180	41	31	reviews	review	NOUN
amwa-180	41	32	,	,	PUNCT
amwa-180	41	33	disease	disease	NOUN
amwa-180	41	34	awareness	awareness	NOUN
amwa-180	41	35	,	,	PUNCT
amwa-180	41	36	and	and	CCONJ
amwa-180	41	37	oral	oral	ADJ
amwa-180	41	38	posters	poster	NOUN
amwa-180	41	39	.	.	PUNCT
amwa-180	42	1	a	a	DET
amwa-180	42	2	canonical	canonical	ADJ
amwa-180	42	3	use	use	NOUN
amwa-180	42	4	case	case	NOUN
amwa-180	42	5	for	for	ADP
amwa-180	42	6	the	the	DET
amwa-180	42	7	application	application	NOUN
amwa-180	42	8	of	of	ADP
amwa-180	42	9	ai	ai	NOUN
amwa-180	42	10	is	be	AUX
amwa-180	42	11	the	the	DET
amwa-180	42	12	process	process	NOUN
amwa-180	42	13	of	of	ADP
amwa-180	42	14	the	the	DET
amwa-180	42	15	review	review	NOUN
amwa-180	42	16	of	of	ADP
amwa-180	42	17	literature	literature	NOUN
amwa-180	42	18	that	that	PRON
amwa-180	42	19	is	be	AUX
amwa-180	42	20	done	do	VERB
amwa-180	42	21	as	as	ADP
amwa-180	42	22	part	part	NOUN
amwa-180	42	23	of	of	ADP
amwa-180	42	24	research	research	NOUN
amwa-180	42	25	work	work	NOUN
amwa-180	42	26	.	.	PUNCT
amwa-180	43	1	in	in	ADP
amwa-180	43	2	the	the	DET
amwa-180	43	3	review	review	NOUN
amwa-180	43	4	of	of	ADP
amwa-180	43	5	literature	literature	NOUN
amwa-180	43	6	process	process	NOUN
amwa-180	43	7	,	,	PUNCT
amwa-180	43	8	the	the	DET
amwa-180	43	9	researcher	researcher	NOUN
amwa-180	43	10	is	be	AUX
amwa-180	43	11	required	require	VERB
amwa-180	43	12	to	to	PART
amwa-180	43	13	use	use	VERB
amwa-180	43	14	their	their	PRON
amwa-180	43	15	language	language	NOUN
amwa-180	43	16	and	and	CCONJ
amwa-180	43	17	domain	domain	NOUN
amwa-180	43	18	knowledge	knowledge	NOUN
amwa-180	43	19	to	to	PART
amwa-180	43	20	summarize	summarize	VERB
amwa-180	43	21	the	the	DET
amwa-180	43	22	various	various	ADJ
amwa-180	43	23	published	publish	VERB
amwa-180	43	24	articles	article	NOUN
amwa-180	43	25	on	on	ADP
amwa-180	43	26	a	a	DET
amwa-180	43	27	topic	topic	NOUN
amwa-180	43	28	.	.	PUNCT
amwa-180	44	1	this	this	PRON
amwa-180	44	2	is	be	AUX
amwa-180	44	3	done	do	VERB
amwa-180	44	4	to	to	PART
amwa-180	44	5	summarize	summarize	VERB
amwa-180	44	6	the	the	DET
amwa-180	44	7	state	state	NOUN
amwa-180	44	8	of	of	ADP
amwa-180	44	9	the	the	DET
amwa-180	44	10	art	art	NOUN
amwa-180	44	11	in	in	ADP
amwa-180	44	12	the	the	DET
amwa-180	44	13	field	field	NOUN
amwa-180	44	14	.	.	PUNCT
amwa-180	45	1	nlg	nlg	PROPN
amwa-180	45	2	models	model	NOUN
amwa-180	45	3	are	be	AUX
amwa-180	45	4	being	be	AUX
amwa-180	45	5	used	use	VERB
amwa-180	45	6	to	to	PART
amwa-180	45	7	automate	automate	VERB
amwa-180	45	8	this	this	DET
amwa-180	45	9	step	step	NOUN
amwa-180	45	10	;	;	PUNCT
amwa-180	45	11	at	at	ADP
amwa-180	45	12	the	the	DET
amwa-180	45	13	same	same	ADJ
amwa-180	45	14	time	time	NOUN
amwa-180	45	15	,	,	PUNCT
amwa-180	45	16	manual	manual	ADJ
amwa-180	45	17	intervention	intervention	NOUN
amwa-180	45	18	is	be	AUX
amwa-180	45	19	required	require	VERB
amwa-180	45	20	before	before	SCONJ
amwa-180	45	21	the	the	DET
amwa-180	45	22	machine	machine	NOUN
amwa-180	45	23	-	-	PUNCT
amwa-180	45	24	generated	generate	VERB
amwa-180	45	25	text	text	NOUN
amwa-180	45	26	can	can	AUX
amwa-180	45	27	be	be	AUX
amwa-180	45	28	submitted	submit	VERB
amwa-180	45	29	for	for	ADP
amwa-180	45	30	publication	publication	NOUN
amwa-180	45	31	.	.	PUNCT
amwa-180	46	1	many	many	ADJ
amwa-180	46	2	functionalities	functionality	NOUN
amwa-180	46	3	are	be	AUX
amwa-180	46	4	required	require	VERB
amwa-180	46	5	to	to	PART
amwa-180	46	6	automate	automate	VERB
amwa-180	46	7	the	the	DET
amwa-180	46	8	medical	medical	ADJ
amwa-180	46	9	writing	writing	NOUN
amwa-180	46	10	process	process	NOUN
amwa-180	46	11	that	that	PRON
amwa-180	46	12	are	be	AUX
amwa-180	46	13	elaborated	elaborate	VERB
amwa-180	46	14	on	on	ADP
amwa-180	46	15	in	in	ADP
amwa-180	46	16	the	the	DET
amwa-180	46	17	following	follow	VERB
amwa-180	46	18	sections	section	NOUN
amwa-180	46	19	.	.	PUNCT
amwa-180	47	1	cognitive	cognitive	ADJ
amwa-180	47	2	search	search	NOUN
amwa-180	47	3	for	for	ADP
amwa-180	47	4	literature	literature	NOUN
amwa-180	47	5	survey	survey	NOUN
amwa-180	47	6	and	and	CCONJ
amwa-180	47	7	recommendation	recommendation	VERB
amwa-180	47	8	the	the	DET
amwa-180	47	9	review	review	NOUN
amwa-180	47	10	of	of	ADP
amwa-180	47	11	literature	literature	NOUN
amwa-180	47	12	requires	require	VERB
amwa-180	47	13	multiple	multiple	ADJ
amwa-180	47	14	subtopics	subtopic	NOUN
amwa-180	47	15	in	in	ADP
amwa-180	47	16	a	a	DET
amwa-180	47	17	disease	disease	NOUN
amwa-180	47	18	/	/	SYM
amwa-180	47	19	therapeutic	therapeutic	ADJ
amwa-180	47	20	area	area	NOUN
amwa-180	47	21	to	to	PART
amwa-180	47	22	be	be	AUX
amwa-180	47	23	comprehensively	comprehensively	ADV
amwa-180	47	24	covered	cover	VERB
amwa-180	47	25	.	.	PUNCT
amwa-180	48	1	this	this	PRON
amwa-180	48	2	requires	require	VERB
amwa-180	48	3	individualized	individualized	ADJ
amwa-180	48	4	search	search	NOUN
amwa-180	48	5	strategies	strategy	NOUN
amwa-180	48	6	for	for	ADP
amwa-180	48	7	each	each	DET
amwa-180	48	8	subtopic	subtopic	NOUN
amwa-180	48	9	,	,	PUNCT
amwa-180	48	10	with	with	SCONJ
amwa-180	48	11	the	the	DET
amwa-180	48	12	search	search	NOUN
amwa-180	48	13	itself	itself	PRON
amwa-180	48	14	carried	carry	VERB
amwa-180	48	15	out	out	ADP
amwa-180	48	16	across	across	ADP
amwa-180	48	17	multiple	multiple	ADJ
amwa-180	48	18	databases	database	NOUN
amwa-180	48	19	.	.	PUNCT
amwa-180	49	1	the	the	DET
amwa-180	49	2	next	next	ADJ
amwa-180	49	3	task	task	NOUN
amwa-180	49	4	is	be	AUX
amwa-180	49	5	to	to	PART
amwa-180	49	6	read	read	VERB
amwa-180	49	7	through	through	ADP
amwa-180	49	8	the	the	DET
amwa-180	49	9	top	top	ADJ
amwa-180	49	10	hits	hit	NOUN
amwa-180	49	11	for	for	ADP
amwa-180	49	12	each	each	DET
amwa-180	49	13	subtopic	subtopic	NOUN
amwa-180	49	14	to	to	PART
amwa-180	49	15	identify	identify	VERB
amwa-180	49	16	the	the	DET
amwa-180	49	17	relevant	relevant	ADJ
amwa-180	49	18	content	content	NOUN
amwa-180	49	19	in	in	ADP
amwa-180	49	20	that	that	DET
amwa-180	49	21	published	publish	VERB
amwa-180	49	22	article	article	NOUN
amwa-180	49	23	.	.	PUNCT
amwa-180	50	1	ai	ai	VERB
amwa-180	50	2	or	or	CCONJ
amwa-180	50	3	machine	machine	NOUN
amwa-180	50	4	learning	learning	NOUN
amwa-180	50	5	(	(	PUNCT
amwa-180	50	6	ml	ml	NOUN
amwa-180	50	7	)	)	PUNCT
amwa-180	50	8	can	can	AUX
amwa-180	50	9	help	help	VERB
amwa-180	50	10	in	in	ADP
amwa-180	50	11	automating	automate	VERB
amwa-180	50	12	the	the	DET
amwa-180	50	13	literature	literature	NOUN
amwa-180	50	14	search	search	NOUN
amwa-180	50	15	,	,	PUNCT
amwa-180	50	16	content	content	NOUN
amwa-180	50	17	extraction	extraction	NOUN
amwa-180	50	18	,	,	PUNCT
amwa-180	50	19	content	content	NOUN
amwa-180	50	20	enrichment	enrichment	NOUN
amwa-180	50	21	(	(	PUNCT
amwa-180	50	22	which	which	PRON
amwa-180	50	23	includes	include	VERB
amwa-180	50	24	named	name	VERB
amwa-180	50	25	entity	entity	NOUN
amwa-180	50	26	recognition	recognition	NOUN
amwa-180	50	27	[	[	X
amwa-180	50	28	ner	ner	X
amwa-180	50	29	]	]	PUNCT
amwa-180	50	30	)	)	PUNCT
amwa-180	50	31	,	,	PUNCT
amwa-180	50	32	and	and	CCONJ
amwa-180	50	33	intent	intent	ADJ
amwa-180	50	34	detection	detection	NOUN
amwa-180	50	35	in	in	ADP
amwa-180	50	36	the	the	DET
amwa-180	50	37	context	context	NOUN
amwa-180	50	38	of	of	ADP
amwa-180	50	39	life	life	NOUN
amwa-180	50	40	sciences	science	NOUN
amwa-180	50	41	and	and	CCONJ
amwa-180	50	42	pharmaceuticals	pharmaceutical	NOUN
amwa-180	50	43	.	.	PUNCT
amwa-180	51	1	this	this	PRON
amwa-180	51	2	enables	enable	VERB
amwa-180	51	3	advanced	advanced	ADJ
amwa-180	51	4	unified	unified	ADJ
amwa-180	51	5	searching	searching	NOUN
amwa-180	51	6	across	across	ADP
amwa-180	51	7	multiple	multiple	ADJ
amwa-180	51	8	data	datum	NOUN
amwa-180	51	9	sources	source	NOUN
amwa-180	51	10	and	and	CCONJ
amwa-180	51	11	databases	database	NOUN
amwa-180	51	12	.	.	PUNCT
amwa-180	52	1	secondly	secondly	ADV
amwa-180	52	2	,	,	PUNCT
amwa-180	52	3	once	once	ADV
amwa-180	52	4	trained	train	VERB
amwa-180	52	5	,	,	PUNCT
amwa-180	52	6	the	the	DET
amwa-180	52	7	recommendation	recommendation	NOUN
amwa-180	52	8	models	model	NOUN
amwa-180	52	9	are	be	AUX
amwa-180	52	10	used	use	VERB
amwa-180	52	11	to	to	PART
amwa-180	52	12	identify	identify	VERB
amwa-180	52	13	the	the	DET
amwa-180	52	14	relevant	relevant	ADJ
amwa-180	52	15	sentences	sentence	NOUN
amwa-180	52	16	or	or	CCONJ
amwa-180	52	17	paragraphs	paragraph	NOUN
amwa-180	52	18	in	in	ADP
amwa-180	52	19	the	the	DET
amwa-180	52	20	articles	article	NOUN
amwa-180	52	21	.	.	PUNCT
amwa-180	53	1	automation	automation	NOUN
amwa-180	53	2	of	of	ADP
amwa-180	53	3	this	this	DET
amwa-180	53	4	step	step	NOUN
amwa-180	53	5	can	can	AUX
amwa-180	53	6	enhance	enhance	VERB
amwa-180	53	7	efficiency	efficiency	NOUN
amwa-180	53	8	of	of	ADP
amwa-180	53	9	the	the	DET
amwa-180	53	10	most	most	ADJ
amwa-180	53	11	time	time	NOUN
amwa-180	53	12	-	-	PUNCT
amwa-180	53	13	consuming	consume	VERB
amwa-180	53	14	component	component	NOUN
amwa-180	53	15	in	in	ADP
amwa-180	53	16	the	the	DET
amwa-180	53	17	literature	literature	NOUN
amwa-180	53	18	review	review	NOUN
amwa-180	53	19	process	process	NOUN
amwa-180	53	20	.	.	PUNCT
amwa-180	54	1	in	in	ADP
amwa-180	54	2	addition	addition	NOUN
amwa-180	54	3	to	to	ADP
amwa-180	54	4	automation	automation	NOUN
amwa-180	54	5	,	,	PUNCT
amwa-180	54	6	the	the	DET
amwa-180	54	7	system	system	NOUN
amwa-180	54	8	can	can	AUX
amwa-180	54	9	perform	perform	VERB
amwa-180	54	10	citation	citation	NOUN
amwa-180	54	11	management	management	NOUN
amwa-180	54	12	,	,	PUNCT
amwa-180	54	13	an	an	DET
amwa-180	54	14	essential	essential	ADJ
amwa-180	54	15	part	part	NOUN
amwa-180	54	16	of	of	ADP
amwa-180	54	17	any	any	DET
amwa-180	54	18	medical	medical	ADJ
amwa-180	54	19	or	or	CCONJ
amwa-180	54	20	technical	technical	ADJ
amwa-180	54	21	document	document	NOUN
amwa-180	54	22	.	.	PUNCT
amwa-180	55	1	leveraging	leverage	VERB
amwa-180	55	2	ai	ai	NOUN
amwa-180	55	3	,	,	PUNCT
amwa-180	55	4	nlp	nlp	NOUN
amwa-180	55	5	,	,	PUNCT
amwa-180	55	6	and	and	CCONJ
amwa-180	55	7	nlg	nlg	NOUN
amwa-180	55	8	in	in	ADP
amwa-180	55	9	medical	medical	ADJ
amwa-180	55	10	writing	writing	NOUN
amwa-180	55	11	http://www.amwajournal.org	http://www.amwajournal.org	PUNCT
amwa-180	55	12	amwajournal.org	amwajournal.org	X
amwa-180	55	13	47leveraging	47leveraging	X
amwa-180	56	1	ai	ai	NOUN
amwa-180	56	2	,	,	PUNCT
amwa-180	56	3	nlp	nlp	NOUN
amwa-180	56	4	,	,	PUNCT
amwa-180	56	5	and	and	CCONJ
amwa-180	56	6	nlg	nlg	NOUN
amwa-180	56	7	in	in	ADP
amwa-180	56	8	medical	medical	ADJ
amwa-180	56	9	writing	writing	NOUN
amwa-180	56	10	narrative	narrative	NOUN
amwa-180	56	11	generation	generation	NOUN
amwa-180	56	12	the	the	DET
amwa-180	56	13	generation	generation	NOUN
amwa-180	56	14	of	of	ADP
amwa-180	56	15	narratives	narrative	NOUN
amwa-180	56	16	from	from	ADP
amwa-180	56	17	structured	structured	ADJ
amwa-180	56	18	data	datum	NOUN
amwa-180	56	19	by	by	ADP
amwa-180	56	20	applying	apply	VERB
amwa-180	56	21	nlg	nlg	NOUN
amwa-180	56	22	has	have	AUX
amwa-180	56	23	been	be	AUX
amwa-180	56	24	in	in	ADP
amwa-180	56	25	the	the	DET
amwa-180	56	26	life	life	NOUN
amwa-180	56	27	sciences	science	NOUN
amwa-180	56	28	domain	domain	NOUN
amwa-180	56	29	for	for	ADP
amwa-180	56	30	more	more	ADJ
amwa-180	56	31	than	than	ADP
amwa-180	56	32	a	a	PRON
amwa-180	56	33	decade	decade	NOUN
amwa-180	56	34	.	.	PUNCT
amwa-180	57	1	previously	previously	ADV
amwa-180	57	2	,	,	PUNCT
amwa-180	57	3	it	it	PRON
amwa-180	57	4	was	be	AUX
amwa-180	57	5	done	do	VERB
amwa-180	57	6	using	use	VERB
amwa-180	57	7	hardcoded	hardcode	VERB
amwa-180	57	8	text	text	NOUN
amwa-180	57	9	as	as	ADP
amwa-180	57	10	part	part	NOUN
amwa-180	57	11	of	of	ADP
amwa-180	57	12	code	code	NOUN
amwa-180	57	13	,	,	PUNCT
amwa-180	57	14	and	and	CCONJ
amwa-180	57	15	now	now	ADV
amwa-180	57	16	,	,	PUNCT
amwa-180	57	17	nlg	nlg	NOUN
amwa-180	57	18	models	model	NOUN
amwa-180	57	19	can	can	AUX
amwa-180	57	20	generate	generate	VERB
amwa-180	57	21	text	text	NOUN
amwa-180	57	22	up	up	ADP
amwa-180	57	23	front	front	NOUN
amwa-180	57	24	for	for	ADP
amwa-180	57	25	the	the	DET
amwa-180	57	26	structured	structured	ADJ
amwa-180	57	27	data	datum	NOUN
amwa-180	57	28	that	that	PRON
amwa-180	57	29	is	be	AUX
amwa-180	57	30	being	be	AUX
amwa-180	57	31	processed	process	VERB
amwa-180	57	32	.	.	PUNCT
amwa-180	58	1	the	the	DET
amwa-180	58	2	text	text	NOUN
amwa-180	58	3	or	or	CCONJ
amwa-180	58	4	narrative	narrative	NOUN
amwa-180	58	5	generated	generate	VERB
amwa-180	58	6	by	by	ADP
amwa-180	58	7	the	the	DET
amwa-180	58	8	nlg	nlg	PROPN
amwa-180	58	9	model	model	NOUN
amwa-180	58	10	can	can	AUX
amwa-180	58	11	,	,	PUNCT
amwa-180	58	12	depending	depend	VERB
amwa-180	58	13	on	on	ADP
amwa-180	58	14	the	the	DET
amwa-180	58	15	models	model	NOUN
amwa-180	58	16	used	use	VERB
amwa-180	58	17	,	,	PUNCT
amwa-180	58	18	involve	involve	VERB
amwa-180	58	19	ml	ml	ADP
amwa-180	58	20	algorithms	algorithms	NOUN
amwa-180	58	21	(	(	PUNCT
amwa-180	58	22	deep	deep	ADJ
amwa-180	58	23	learning	learning	NOUN
amwa-180	58	24	)	)	PUNCT
amwa-180	58	25	or	or	CCONJ
amwa-180	58	26	preset	preset	ADJ
amwa-180	58	27	parameters	parameter	NOUN
amwa-180	58	28	.	.	PUNCT
amwa-180	59	1	the	the	DET
amwa-180	59	2	output	output	NOUN
amwa-180	59	3	from	from	ADP
amwa-180	59	4	either	either	PRON
amwa-180	59	5	of	of	ADP
amwa-180	59	6	these	these	PRON
amwa-180	59	7	or	or	CCONJ
amwa-180	59	8	a	a	DET
amwa-180	59	9	combination	combination	NOUN
amwa-180	59	10	of	of	ADP
amwa-180	59	11	both	both	PRON
amwa-180	59	12	is	be	AUX
amwa-180	59	13	a	a	DET
amwa-180	59	14	narrative	narrative	NOUN
amwa-180	59	15	as	as	SCONJ
amwa-180	59	16	would	would	AUX
amwa-180	59	17	have	have	AUX
amwa-180	59	18	been	be	AUX
amwa-180	59	19	written	write	VERB
amwa-180	59	20	by	by	ADP
amwa-180	59	21	a	a	DET
amwa-180	59	22	medical	medical	ADJ
amwa-180	59	23	writer.5	writer.5	PROPN
amwa-180	59	24	summarization	summarization	NOUN
amwa-180	59	25	the	the	DET
amwa-180	59	26	most	most	ADV
amwa-180	59	27	recent	recent	ADJ
amwa-180	59	28	developments	development	NOUN
amwa-180	59	29	in	in	ADP
amwa-180	59	30	the	the	DET
amwa-180	59	31	nlg	nlg	NOUN
amwa-180	59	32	space	space	NOUN
amwa-180	59	33	have	have	AUX
amwa-180	59	34	enabled	enable	VERB
amwa-180	59	35	models	model	NOUN
amwa-180	59	36	to	to	PART
amwa-180	59	37	summarize	summarize	VERB
amwa-180	59	38	large	large	ADJ
amwa-180	59	39	texts	text	NOUN
amwa-180	59	40	.	.	PUNCT
amwa-180	60	1	the	the	DET
amwa-180	60	2	initial	initial	ADJ
amwa-180	60	3	models	model	NOUN
amwa-180	60	4	were	be	AUX
amwa-180	60	5	trained	train	VERB
amwa-180	60	6	and	and	CCONJ
amwa-180	60	7	built	build	VERB
amwa-180	60	8	using	use	VERB
amwa-180	60	9	news	news	NOUN
amwa-180	60	10	articles	article	NOUN
amwa-180	60	11	because	because	SCONJ
amwa-180	60	12	they	they	PRON
amwa-180	60	13	provide	provide	VERB
amwa-180	60	14	human	human	NOUN
amwa-180	60	15	-	-	PUNCT
amwa-180	60	16	generated	generate	VERB
amwa-180	60	17	text	text	NOUN
amwa-180	60	18	and	and	CCONJ
amwa-180	60	19	summaries	summary	NOUN
amwa-180	60	20	.	.	PUNCT
amwa-180	61	1	now	now	ADV
amwa-180	61	2	,	,	PUNCT
amwa-180	61	3	models	model	NOUN
amwa-180	61	4	are	be	AUX
amwa-180	61	5	being	be	AUX
amwa-180	61	6	trained	train	VERB
amwa-180	61	7	on	on	ADP
amwa-180	61	8	the	the	DET
amwa-180	61	9	published	publish	VERB
amwa-180	61	10	medical	medical	ADJ
amwa-180	61	11	corpus	corpus	NOUN
amwa-180	61	12	available	available	ADJ
amwa-180	61	13	as	as	ADP
amwa-180	61	14	peer	peer	NOUN
amwa-180	61	15	-	-	PUNCT
amwa-180	61	16	reviewed	review	VERB
amwa-180	61	17	scientific	scientific	ADJ
amwa-180	61	18	articles	article	NOUN
amwa-180	61	19	.	.	PUNCT
amwa-180	62	1	further	further	ADJ
amwa-180	62	2	refinement	refinement	NOUN
amwa-180	62	3	of	of	ADP
amwa-180	62	4	the	the	DET
amwa-180	62	5	models	model	NOUN
amwa-180	62	6	specific	specific	ADJ
amwa-180	62	7	to	to	ADP
amwa-180	62	8	diseases	disease	NOUN
amwa-180	62	9	and	and	CCONJ
amwa-180	62	10	drugs	drug	NOUN
amwa-180	62	11	are	be	AUX
amwa-180	62	12	needed	need	VERB
amwa-180	62	13	in	in	ADP
amwa-180	62	14	automating	automate	VERB
amwa-180	62	15	medical	medical	ADJ
amwa-180	62	16	writing	writing	NOUN
amwa-180	62	17	.	.	PUNCT
amwa-180	63	1	there	there	PRON
amwa-180	63	2	are	be	VERB
amwa-180	63	3	2	2	NUM
amwa-180	63	4	types	type	NOUN
amwa-180	63	5	of	of	ADP
amwa-180	63	6	summarization	summarization	NOUN
amwa-180	63	7	techniques	technique	NOUN
amwa-180	63	8	possible	possible	ADJ
amwa-180	63	9	using	use	VERB
amwa-180	63	10	nlg	nlg	NOUN
amwa-180	63	11	models	model	NOUN
amwa-180	63	12	:	:	PUNCT
amwa-180	63	13	extractive	extractive	ADJ
amwa-180	63	14	and	and	CCONJ
amwa-180	63	15	abstractive	abstractive	ADJ
amwa-180	63	16	.	.	PUNCT
amwa-180	64	1	extractive	extractive	ADJ
amwa-180	64	2	summarization	summarization	NOUN
amwa-180	64	3	involves	involve	VERB
amwa-180	64	4	identifying	identify	VERB
amwa-180	64	5	important	important	ADJ
amwa-180	64	6	subsets	subset	NOUN
amwa-180	64	7	of	of	ADP
amwa-180	64	8	sentences	sentence	NOUN
amwa-180	64	9	from	from	ADP
amwa-180	64	10	the	the	DET
amwa-180	64	11	original	original	ADJ
amwa-180	64	12	text	text	NOUN
amwa-180	64	13	in	in	ADP
amwa-180	64	14	toto	toto	NOUN
amwa-180	64	15	and	and	CCONJ
amwa-180	64	16	forming	form	VERB
amwa-180	64	17	a	a	DET
amwa-180	64	18	summary	summary	NOUN
amwa-180	64	19	comprising	comprise	VERB
amwa-180	64	20	such	such	ADJ
amwa-180	64	21	sentences	sentence	NOUN
amwa-180	64	22	.	.	PUNCT
amwa-180	65	1	this	this	DET
amwa-180	65	2	type	type	NOUN
amwa-180	65	3	of	of	ADP
amwa-180	65	4	summarization	summarization	NOUN
amwa-180	65	5	is	be	AUX
amwa-180	65	6	useful	useful	ADJ
amwa-180	65	7	if	if	SCONJ
amwa-180	65	8	the	the	DET
amwa-180	65	9	author	author	NOUN
amwa-180	65	10	decides	decide	VERB
amwa-180	65	11	to	to	PART
amwa-180	65	12	select	select	VERB
amwa-180	65	13	multiple	multiple	ADJ
amwa-180	65	14	sources	source	NOUN
amwa-180	65	15	from	from	ADP
amwa-180	65	16	the	the	DET
amwa-180	65	17	recommendations	recommendation	NOUN
amwa-180	65	18	and	and	CCONJ
amwa-180	65	19	to	to	PART
amwa-180	65	20	rewrite	rewrite	VERB
amwa-180	65	21	the	the	DET
amwa-180	65	22	text	text	NOUN
amwa-180	65	23	on	on	ADP
amwa-180	65	24	their	their	PRON
amwa-180	65	25	own	own	ADJ
amwa-180	65	26	after	after	SCONJ
amwa-180	65	27	the	the	DET
amwa-180	65	28	summary	summary	NOUN
amwa-180	65	29	gets	get	AUX
amwa-180	65	30	generated	generate	VERB
amwa-180	65	31	.	.	PUNCT
amwa-180	66	1	abstractive	abstractive	ADJ
amwa-180	66	2	summarization	summarization	NOUN
amwa-180	66	3	reproduces	reproduce	VERB
amwa-180	66	4	important	important	ADJ
amwa-180	66	5	material	material	NOUN
amwa-180	66	6	in	in	ADP
amwa-180	66	7	a	a	DET
amwa-180	66	8	new	new	ADJ
amwa-180	66	9	way	way	NOUN
amwa-180	66	10	after	after	ADP
amwa-180	66	11	examination	examination	NOUN
amwa-180	66	12	and	and	CCONJ
amwa-180	66	13	interprets	interpret	VERB
amwa-180	66	14	the	the	DET
amwa-180	66	15	text	text	NOUN
amwa-180	66	16	using	use	VERB
amwa-180	66	17	nlg	nlg	NOUN
amwa-180	66	18	capabilities	capability	NOUN
amwa-180	66	19	,	,	PUNCT
amwa-180	66	20	simulating	simulate	VERB
amwa-180	66	21	how	how	SCONJ
amwa-180	66	22	humans	human	NOUN
amwa-180	66	23	do	do	VERB
amwa-180	66	24	a	a	DET
amwa-180	66	25	review	review	NOUN
amwa-180	66	26	of	of	ADP
amwa-180	66	27	literature.6,7	literature.6,7	PROPN
amwa-180	66	28	abstractive	abstractive	ADJ
amwa-180	66	29	summarization	summarization	NOUN
amwa-180	66	30	mimics	mimic	VERB
amwa-180	66	31	how	how	SCONJ
amwa-180	66	32	an	an	DET
amwa-180	66	33	author	author	NOUN
amwa-180	66	34	would	would	AUX
amwa-180	66	35	write	write	VERB
amwa-180	66	36	a	a	DET
amwa-180	66	37	synthesis	synthesis	NOUN
amwa-180	66	38	of	of	ADP
amwa-180	66	39	existing	exist	VERB
amwa-180	66	40	literature	literature	NOUN
amwa-180	66	41	in	in	ADP
amwa-180	66	42	their	their	PRON
amwa-180	66	43	own	own	ADJ
amwa-180	66	44	words	word	NOUN
amwa-180	66	45	along	along	ADP
amwa-180	66	46	with	with	ADP
amwa-180	66	47	the	the	DET
amwa-180	66	48	references	reference	NOUN
amwa-180	66	49	used	use	VERB
amwa-180	66	50	.	.	PUNCT
amwa-180	67	1	examples	example	NOUN
amwa-180	67	2	of	of	ADP
amwa-180	67	3	such	such	ADJ
amwa-180	67	4	models	model	NOUN
amwa-180	67	5	include	include	VERB
amwa-180	67	6	gpt-3	gpt-3	NOUN
amwa-180	67	7	,	,	PUNCT
amwa-180	67	8	t5	t5	PROPN
amwa-180	67	9	,	,	PUNCT
amwa-180	67	10	berts	bert	NOUN
amwa-180	67	11	,	,	PUNCT
amwa-180	67	12	and	and	CCONJ
amwa-180	67	13	barts.8	barts.8	ADJ
amwa-180	67	14	abstractive	abstractive	ADJ
amwa-180	67	15	summary	summary	NOUN
amwa-180	67	16	is	be	AUX
amwa-180	67	17	useful	useful	ADJ
amwa-180	67	18	when	when	SCONJ
amwa-180	67	19	the	the	DET
amwa-180	67	20	authors	author	NOUN
amwa-180	67	21	want	want	VERB
amwa-180	67	22	an	an	DET
amwa-180	67	23	abstract	abstract	NOUN
amwa-180	67	24	of	of	ADP
amwa-180	67	25	the	the	DET
amwa-180	67	26	selected	select	VERB
amwa-180	67	27	recommendations	recommendation	NOUN
amwa-180	67	28	.	.	PUNCT
amwa-180	68	1	this	this	DET
amwa-180	68	2	kind	kind	NOUN
amwa-180	68	3	of	of	ADP
amwa-180	68	4	summary	summary	NOUN
amwa-180	68	5	,	,	PUNCT
amwa-180	68	6	along	along	ADP
amwa-180	68	7	with	with	ADP
amwa-180	68	8	reference	reference	NOUN
amwa-180	68	9	metadata	metadata	NOUN
amwa-180	68	10	,	,	PUNCT
amwa-180	68	11	addresses	address	NOUN
amwa-180	68	12	issues	issue	NOUN
amwa-180	68	13	related	relate	VERB
amwa-180	68	14	to	to	ADP
amwa-180	68	15	plagiarism	plagiarism	NOUN
amwa-180	68	16	because	because	SCONJ
amwa-180	68	17	this	this	PRON
amwa-180	68	18	is	be	AUX
amwa-180	68	19	not	not	PART
amwa-180	68	20	an	an	DET
amwa-180	68	21	exact	exact	ADJ
amwa-180	68	22	reproduction	reproduction	NOUN
amwa-180	68	23	of	of	ADP
amwa-180	68	24	text	text	NOUN
amwa-180	68	25	from	from	ADP
amwa-180	68	26	the	the	DET
amwa-180	68	27	sources	source	NOUN
amwa-180	68	28	but	but	CCONJ
amwa-180	68	29	a	a	DET
amwa-180	68	30	generation	generation	NOUN
amwa-180	68	31	of	of	ADP
amwa-180	68	32	original	original	ADJ
amwa-180	68	33	text	text	NOUN
amwa-180	68	34	.	.	PUNCT
amwa-180	69	1	figure	figure	NOUN
amwa-180	69	2	1	1	NUM
amwa-180	69	3	depicts	depict	VERB
amwa-180	69	4	one	one	NUM
amwa-180	69	5	such	such	ADJ
amwa-180	69	6	example	example	NOUN
amwa-180	69	7	of	of	ADP
amwa-180	69	8	extractive	extractive	ADJ
amwa-180	69	9	and	and	CCONJ
amwa-180	69	10	abstractive	abstractive	ADJ
amwa-180	69	11	summarizations	summarization	NOUN
amwa-180	69	12	.	.	PUNCT
amwa-180	70	1	key	key	ADJ
amwa-180	70	2	challenges	challenge	NOUN
amwa-180	70	3	in	in	ADP
amwa-180	70	4	applying	apply	VERB
amwa-180	70	5	ai	ai	VERB
amwa-180	70	6	to	to	ADP
amwa-180	70	7	medical	medical	ADJ
amwa-180	70	8	writing	write	VERB
amwa-180	70	9	the	the	DET
amwa-180	70	10	key	key	ADJ
amwa-180	70	11	challenges	challenge	NOUN
amwa-180	70	12	to	to	ADP
amwa-180	70	13	applying	apply	VERB
amwa-180	70	14	ai	ai	NOUN
amwa-180	70	15	in	in	ADP
amwa-180	70	16	medical	medical	ADJ
amwa-180	70	17	writing	writing	NOUN
amwa-180	70	18	include	include	VERB
amwa-180	70	19	•	•	NOUN
amwa-180	70	20	ingesting	ingest	VERB
amwa-180	70	21	documents	document	NOUN
amwa-180	70	22	from	from	ADP
amwa-180	70	23	diverse	diverse	ADJ
amwa-180	70	24	sources	source	NOUN
amwa-180	70	25	and	and	CCONJ
amwa-180	70	26	variety	variety	NOUN
amwa-180	70	27	of	of	ADP
amwa-180	70	28	formats	format	NOUN
amwa-180	70	29	.	.	PUNCT
amwa-180	71	1	apart	apart	ADV
amwa-180	71	2	from	from	ADP
amwa-180	71	3	a	a	DET
amwa-180	71	4	pharmaceutical	pharmaceutical	ADJ
amwa-180	71	5	company	company	NOUN
amwa-180	71	6	’s	’s	PART
amwa-180	71	7	internal	internal	ADJ
amwa-180	71	8	data	datum	NOUN
amwa-180	71	9	sources	source	NOUN
amwa-180	71	10	,	,	PUNCT
amwa-180	71	11	there	there	PRON
amwa-180	71	12	are	be	VERB
amwa-180	71	13	multiple	multiple	ADJ
amwa-180	71	14	external	external	ADJ
amwa-180	71	15	sources	source	NOUN
amwa-180	71	16	like	like	ADP
amwa-180	71	17	pubmed	pubmed	PROPN
amwa-180	71	18	articles	articles	PROPN
amwa-180	71	19	,	,	PUNCT
amwa-180	71	20	regulatory	regulatory	ADJ
amwa-180	71	21	documents	document	NOUN
amwa-180	71	22	,	,	PUNCT
amwa-180	71	23	clinical	clinical	ADJ
amwa-180	71	24	trial	trial	NOUN
amwa-180	71	25	documents	document	NOUN
amwa-180	71	26	,	,	PUNCT
amwa-180	71	27	protocols	protocol	NOUN
amwa-180	71	28	,	,	PUNCT
amwa-180	71	29	clinical	clinical	ADJ
amwa-180	71	30	study	study	NOUN
amwa-180	71	31	reports	report	NOUN
amwa-180	71	32	,	,	PUNCT
amwa-180	71	33	and	and	CCONJ
amwa-180	71	34	press	press	NOUN
amwa-180	71	35	releases	release	NOUN
amwa-180	71	36	.	.	PUNCT
amwa-180	72	1	this	this	PRON
amwa-180	72	2	necessitates	necessitate	VERB
amwa-180	72	3	dealing	deal	VERB
amwa-180	72	4	with	with	ADP
amwa-180	72	5	different	different	ADJ
amwa-180	72	6	document	document	NOUN
amwa-180	72	7	formats	format	NOUN
amwa-180	72	8	and	and	CCONJ
amwa-180	72	9	structures	structure	NOUN
amwa-180	72	10	like	like	ADP
amwa-180	72	11	native	native	ADJ
amwa-180	72	12	pdfs	pdfs	PROPN
amwa-180	72	13	,	,	PUNCT
amwa-180	72	14	docx	docx	PROPN
amwa-180	72	15	,	,	PUNCT
amwa-180	72	16	xml	xml	NOUN
amwa-180	72	17	,	,	PUNCT
amwa-180	72	18	html	html	NOUN
amwa-180	72	19	,	,	PUNCT
amwa-180	72	20	and	and	CCONJ
amwa-180	72	21	scanned	scan	VERB
amwa-180	72	22	documents	document	NOUN
amwa-180	72	23	.	.	PUNCT
amwa-180	73	1	•	•	NUM
amwa-180	73	2	understanding	understand	VERB
amwa-180	73	3	document	document	NOUN
amwa-180	73	4	semantics	semantic	NOUN
amwa-180	73	5	and	and	CCONJ
amwa-180	73	6	content	content	NOUN
amwa-180	73	7	,	,	PUNCT
amwa-180	73	8	extracting	extract	VERB
amwa-180	73	9	key	key	ADJ
amwa-180	73	10	entities	entity	NOUN
amwa-180	73	11	unambiguously	unambiguously	ADV
amwa-180	73	12	,	,	PUNCT
amwa-180	73	13	capturing	capture	VERB
amwa-180	73	14	synonyms	synonym	NOUN
amwa-180	73	15	based	base	VERB
amwa-180	73	16	on	on	ADP
amwa-180	73	17	scientific	scientific	ADJ
amwa-180	73	18	ontologies	ontology	NOUN
amwa-180	73	19	,	,	PUNCT
amwa-180	73	20	identifying	identify	VERB
amwa-180	73	21	contexts	context	NOUN
amwa-180	73	22	and	and	CCONJ
amwa-180	73	23	intents	intent	NOUN
amwa-180	73	24	from	from	ADP
amwa-180	73	25	medical	medical	ADJ
amwa-180	73	26	content	content	NOUN
amwa-180	73	27	in	in	ADP
amwa-180	73	28	the	the	DET
amwa-180	73	29	context	context	NOUN
amwa-180	73	30	of	of	ADP
amwa-180	73	31	life	life	NOUN
amwa-180	73	32	sciences	science	NOUN
amwa-180	73	33	and	and	CCONJ
amwa-180	73	34	pharmaceuticals	pharmaceutical	NOUN
amwa-180	73	35	.	.	PUNCT
amwa-180	74	1	this	this	PRON
amwa-180	74	2	requires	require	VERB
amwa-180	74	3	compositional	compositional	ADJ
amwa-180	74	4	semantic	semantic	ADJ
amwa-180	74	5	analysis	analysis	NOUN
amwa-180	74	6	that	that	PRON
amwa-180	74	7	includes	include	VERB
amwa-180	74	8	word	word	NOUN
amwa-180	74	9	sense	sense	NOUN
amwa-180	74	10	disambiguation	disambiguation	NOUN
amwa-180	74	11	and	and	CCONJ
amwa-180	74	12	relationship	relationship	NOUN
amwa-180	74	13	extraction	extraction	NOUN
amwa-180	74	14	that	that	PRON
amwa-180	74	15	is	be	AUX
amwa-180	74	16	relevant	relevant	ADJ
amwa-180	74	17	in	in	ADP
amwa-180	74	18	biomedical	biomedical	ADJ
amwa-180	74	19	literature	literature	NOUN
amwa-180	74	20	.	.	PUNCT
amwa-180	75	1	•	•	NOUN
amwa-180	75	2	reranking	reranke	VERB
amwa-180	75	3	cognitive	cognitive	ADJ
amwa-180	75	4	search	search	NOUN
amwa-180	75	5	results	result	NOUN
amwa-180	75	6	for	for	ADP
amwa-180	75	7	better	well	ADJ
amwa-180	75	8	search	search	NOUN
amwa-180	75	9	relevance	relevance	NOUN
amwa-180	75	10	.	.	PUNCT
amwa-180	76	1	this	this	PRON
amwa-180	76	2	requires	require	VERB
amwa-180	76	3	adoption	adoption	NOUN
amwa-180	76	4	of	of	ADP
amwa-180	76	5	learning	learn	VERB
amwa-180	76	6	to	to	PART
amwa-180	76	7	rank	rank	VERB
amwa-180	76	8	figure	figure	NOUN
amwa-180	76	9	1	1	NUM
amwa-180	76	10	.	.	NOUN
amwa-180	76	11	extractive	extractive	ADJ
amwa-180	76	12	and	and	CCONJ
amwa-180	76	13	abstractive	abstractive	ADJ
amwa-180	76	14	summaries	summary	NOUN
amwa-180	76	15	from	from	ADP
amwa-180	76	16	given	give	VERB
amwa-180	76	17	input	input	NOUN
amwa-180	76	18	text	text	NOUN
amwa-180	76	19	.	.	PUNCT
amwa-180	77	1	'	'	PUNCT
amwa-180	77	2	\	\	PROPN
amwa-180	77	3	extractive	extractive	ADJ
amwa-180	77	4	summarization	summarization	NOUN
amwa-180	77	5	:	:	PUNCT
amwa-180	77	6	psoriasis	psoriasis	NOUN
amwa-180	77	7	vulgaris	vulgaris	NOUN
amwa-180	77	8	is	be	AUX
amwa-180	77	9	a	a	DET
amwa-180	77	10	chronic	chronic	ADJ
amwa-180	77	11	inflammatory	inflammatory	ADJ
amwa-180	77	12	condition	condition	NOUN
amwa-180	77	13	associated	associate	VERB
amwa-180	77	14	with	with	ADP
amwa-180	77	15	significant	significant	ADJ
amwa-180	77	16	morbidity	morbidity	NOUN
amwa-180	77	17	and	and	CCONJ
amwa-180	77	18	mortality	mortality	NOUN
amwa-180	77	19	.	.	PUNCT
amwa-180	78	1	plaque	plaque	NOUN
amwa-180	78	2	psoriasis	psoriasis	NOUN
amwa-180	78	3	is	be	AUX
amwa-180	78	4	the	the	DET
amwa-180	78	5	most	most	ADV
amwa-180	78	6	common	common	ADJ
amwa-180	78	7	form	form	NOUN
amwa-180	78	8	of	of	ADP
amwa-180	78	9	psoriasis	psoriasis	NOUN
amwa-180	78	10	vulgaris	vulgaris	NOUN
amwa-180	78	11	and	and	CCONJ
amwa-180	78	12	classically	classically	ADV
amwa-180	78	13	presents	present	VERB
amwa-180	78	14	as	as	ADP
amwa-180	78	15	discrete	discrete	ADJ
amwa-180	78	16	,	,	PUNCT
amwa-180	78	17	erythematous	erythematous	ADJ
amwa-180	78	18	plaques	plaque	NOUN
amwa-180	78	19	with	with	ADP
amwa-180	78	20	an	an	DET
amwa-180	78	21	overlying	overlying	ADJ
amwa-180	78	22	silvery	silvery	ADJ
amwa-180	78	23	scale	scale	NOUN
amwa-180	78	24	on	on	ADP
amwa-180	78	25	extensor	extensor	NOUN
amwa-180	78	26	surfaces	surface	NOUN
amwa-180	78	27	.	.	PUNCT
amwa-180	79	1	./	./	PUNCT
amwa-180	80	1	"	"	PUNCT
amwa-180	80	2	input	input	NOUN
amwa-180	80	3	:	:	PUNCT
amwa-180	80	4	psoriasis	psoriasis	NOUN
amwa-180	80	5	vulgaris	vulgaris	NOUN
amwa-180	80	6	is	be	AUX
amwa-180	80	7	a	a	DET
amwa-180	80	8	chronic	chronic	ADJ
amwa-180	80	9	inflammatory	inflammatory	ADJ
amwa-180	80	10	condition	condition	NOUN
amwa-180	80	11	associated	associate	VERB
amwa-180	80	12	with	with	ADP
amwa-180	80	13	significant	significant	ADJ
amwa-180	80	14	morbidity	morbidity	NOUN
amwa-180	80	15	and	and	CCONJ
amwa-180	80	16	mortality	mortality	NOUN
amwa-180	80	17	.	.	PUNCT
amwa-180	81	1	plaque	plaque	NOUN
amwa-180	81	2	psoriasis	psoriasis	NOUN
amwa-180	81	3	is	be	AUX
amwa-180	81	4	the	the	DET
amwa-180	81	5	most	most	ADV
amwa-180	81	6	common	common	ADJ
amwa-180	81	7	form	form	NOUN
amwa-180	81	8	of	of	ADP
amwa-180	81	9	psoriasis	psoriasis	NOUN
amwa-180	81	10	vulgaris	vulgaris	NOUN
amwa-180	81	11	and	and	CCONJ
amwa-180	81	12	classically	classically	ADV
amwa-180	81	13	presents	present	VERB
amwa-180	81	14	as	as	ADP
amwa-180	81	15	discrete	discrete	ADJ
amwa-180	81	16	,	,	PUNCT
amwa-180	81	17	erythematous	erythematous	ADJ
amwa-180	81	18	plaques	plaque	NOUN
amwa-180	81	19	with	with	ADP
amwa-180	81	20	an	an	DET
amwa-180	81	21	overlying	overlying	ADJ
amwa-180	81	22	silvery	silvery	ADJ
amwa-180	81	23	scale	scale	NOUN
amwa-180	81	24	on	on	ADP
amwa-180	81	25	extensor	extensor	NOUN
amwa-180	81	26	surfaces	surface	NOUN
amwa-180	81	27	.	.	PUNCT
amwa-180	82	1	the	the	DET
amwa-180	82	2	most	most	ADV
amwa-180	82	3	common	common	ADJ
amwa-180	82	4	form	form	NOUN
amwa-180	82	5	of	of	ADP
amwa-180	82	6	psoriasis	psoriasis	NOUN
amwa-180	82	7	is	be	AUX
amwa-180	82	8	chronic	chronic	ADJ
amwa-180	82	9	plaque	plaque	NOUN
amwa-180	82	10	psoriasis	psoriasis	NOUN
amwa-180	82	11	,	,	PUNCT
amwa-180	82	12	which	which	PRON
amwa-180	82	13	is	be	AUX
amwa-180	82	14	characterized	characterize	VERB
amwa-180	82	15	by	by	ADP
amwa-180	82	16	stable	stable	ADJ
amwa-180	82	17	and	and	CCONJ
amwa-180	82	18	localized	localized	ADJ
amwa-180	82	19	erythematous	erythematous	ADJ
amwa-180	82	20	scaly	scaly	NOUN
amwa-180	82	21	plaques	plaque	NOUN
amwa-180	82	22	that	that	PRON
amwa-180	82	23	are	be	AUX
amwa-180	82	24	well	well	ADV
amwa-180	82	25	demarcated	demarcate	VERB
amwa-180	82	26	from	from	ADP
amwa-180	82	27	normal	normal	ADJ
amwa-180	82	28	skin	skin	NOUN
amwa-180	82	29	.	.	PUNCT
amwa-180	83	1	psoriasis	psoriasis	NOUN
amwa-180	83	2	is	be	AUX
amwa-180	83	3	a	a	DET
amwa-180	83	4	common	common	ADJ
amwa-180	83	5	inflammatory	inflammatory	ADJ
amwa-180	83	6	skin	skin	NOUN
amwa-180	83	7	disease	disease	NOUN
amwa-180	83	8	that	that	PRON
amwa-180	83	9	causes	cause	VERB
amwa-180	83	10	significant	significant	ADJ
amwa-180	83	11	stress	stress	NOUN
amwa-180	83	12	and	and	CCONJ
amwa-180	83	13	morbidity	morbidity	NOUN
amwa-180	83	14	.	.	PUNCT
amwa-180	84	1	abstractive	abstractive	ADJ
amwa-180	84	2	summarization	summarization	NOUN
amwa-180	84	3	:	:	PUNCT
amwa-180	84	4	psoriasis	psoriasis	NOUN
amwa-180	84	5	vulgaris	vulgaris	NOUN
amwa-180	84	6	(	(	PUNCT
amwa-180	84	7	psv	psv	PROPN
amwa-180	84	8	)	)	PUNCT
amwa-180	84	9	is	be	AUX
amwa-180	84	10	a	a	DET
amwa-180	84	11	chronic	chronic	ADJ
amwa-180	84	12	inflammatory	inflammatory	ADJ
amwa-180	84	13	skin	skin	NOUN
amwa-180	84	14	disease	disease	NOUN
amwa-180	84	15	characterized	characterize	VERB
amwa-180	84	16	by	by	ADP
amwa-180	84	17	erythematous	erythematous	ADJ
amwa-180	84	18	scaly	scaly	NOUN
amwa-180	84	19	plaques	plaque	NOUN
amwa-180	84	20	with	with	ADP
amwa-180	84	21	an	an	DET
amwa-180	84	22	overlying	overlying	ADJ
amwa-180	84	23	silvery	silvery	ADJ
amwa-180	84	24	scale	scale	NOUN
amwa-180	84	25	on	on	ADP
amwa-180	84	26	extensor	extensor	NOUN
amwa-180	84	27	surfaces	surface	NOUN
amwa-180	84	28	.	.	PUNCT
amwa-180	85	1	/	/	PUNCT
amwa-180	85	2	http://www.amwajournal.org	http://www.amwajournal.org	X
amwa-180	85	3	amwajournal.org	amwajournal.org	X
amwa-180	85	4	48leveraging	48leveraging	X
amwa-180	85	5	ai	ai	NOUN
amwa-180	85	6	,	,	PUNCT
amwa-180	85	7	nlp	nlp	NOUN
amwa-180	85	8	,	,	PUNCT
amwa-180	85	9	and	and	CCONJ
amwa-180	85	10	nlg	nlg	NOUN
amwa-180	85	11	in	in	ADP
amwa-180	85	12	medical	medical	ADJ
amwa-180	85	13	writing	writing	NOUN
amwa-180	85	14	also	also	ADV
amwa-180	85	15	know	know	VERB
amwa-180	85	16	as	as	ADP
amwa-180	85	17	machine	machine	NOUN
amwa-180	85	18	-	-	PUNCT
amwa-180	85	19	learned	learn	VERB
amwa-180	85	20	ranking	ranking	NOUN
amwa-180	85	21	.	.	PUNCT
amwa-180	86	1	this	this	DET
amwa-180	86	2	process	process	NOUN
amwa-180	86	3	re	re	VERB
amwa-180	86	4	-	-	VERB
amwa-180	86	5	ranks	rank	VERB
amwa-180	86	6	results	result	NOUN
amwa-180	86	7	from	from	ADP
amwa-180	86	8	search	search	NOUN
amwa-180	86	9	engines	engine	NOUN
amwa-180	86	10	in	in	ADP
amwa-180	86	11	the	the	DET
amwa-180	86	12	medical	medical	ADJ
amwa-180	86	13	writing	writing	NOUN
amwa-180	86	14	context	context	NOUN
amwa-180	86	15	for	for	ADP
amwa-180	86	16	content	content	NOUN
amwa-180	86	17	such	such	ADJ
amwa-180	86	18	as	as	ADP
amwa-180	86	19	the	the	DET
amwa-180	86	20	mechanism	mechanism	NOUN
amwa-180	86	21	of	of	ADP
amwa-180	86	22	action	action	NOUN
amwa-180	86	23	for	for	ADP
amwa-180	86	24	drugs	drug	NOUN
amwa-180	86	25	or	or	CCONJ
amwa-180	86	26	disease	disease	NOUN
amwa-180	86	27	epidemiology	epidemiology	NOUN
amwa-180	86	28	,	,	PUNCT
amwa-180	86	29	etc.9	etc.9	PROPN
amwa-180	86	30	•	•	NOUN
amwa-180	86	31	combining	combine	VERB
amwa-180	86	32	multiple	multiple	ADJ
amwa-180	86	33	modes	mode	NOUN
amwa-180	86	34	of	of	ADP
amwa-180	86	35	intelligence	intelligence	NOUN
amwa-180	86	36	such	such	ADJ
amwa-180	86	37	as	as	ADP
amwa-180	86	38	natural	natural	ADJ
amwa-180	86	39	language	language	NOUN
amwa-180	86	40	processing	processing	NOUN
amwa-180	86	41	(	(	PUNCT
amwa-180	86	42	nlp	nlp	NOUN
amwa-180	86	43	)	)	PUNCT
amwa-180	86	44	,	,	PUNCT
amwa-180	86	45	nlg	nlg	PROPN
amwa-180	86	46	,	,	PUNCT
amwa-180	86	47	deep	deep	ADJ
amwa-180	86	48	learning	learning	NOUN
amwa-180	86	49	,	,	PUNCT
amwa-180	86	50	language	language	NOUN
amwa-180	86	51	models	model	NOUN
amwa-180	86	52	,	,	PUNCT
amwa-180	86	53	lexicons	lexicon	NOUN
amwa-180	86	54	,	,	PUNCT
amwa-180	86	55	and	and	CCONJ
amwa-180	86	56	ontologies	ontology	NOUN
amwa-180	86	57	into	into	ADP
amwa-180	86	58	a	a	DET
amwa-180	86	59	state	state	NOUN
amwa-180	86	60	-	-	PUNCT
amwa-180	86	61	of	of	ADP
amwa-180	86	62	-	-	PUNCT
amwa-180	86	63	the	the	DET
amwa-180	86	64	-	-	PUNCT
amwa-180	86	65	art	art	NOUN
amwa-180	86	66	ai	ai	NOUN
amwa-180	86	67	-	-	PUNCT
amwa-180	86	68	based	base	VERB
amwa-180	86	69	platform	platform	NOUN
amwa-180	86	70	for	for	ADP
amwa-180	86	71	medical	medical	ADJ
amwa-180	86	72	writing	writing	NOUN
amwa-180	86	73	.	.	PUNCT
amwa-180	87	1	•	•	PUNCT
amwa-180	87	2	removing	remove	VERB
amwa-180	87	3	biases	bias	NOUN
amwa-180	87	4	from	from	ADP
amwa-180	87	5	algorithms	algorithm	NOUN
amwa-180	87	6	.	.	PUNCT
amwa-180	88	1	potential	potential	ADJ
amwa-180	88	2	biases	bias	NOUN
amwa-180	88	3	can	can	AUX
amwa-180	88	4	creep	creep	VERB
amwa-180	88	5	in	in	ADP
amwa-180	88	6	at	at	ADP
amwa-180	88	7	various	various	ADJ
amwa-180	88	8	steps	step	NOUN
amwa-180	88	9	,	,	PUNCT
amwa-180	88	10	from	from	ADP
amwa-180	88	11	the	the	DET
amwa-180	88	12	curation	curation	NOUN
amwa-180	88	13	of	of	ADP
amwa-180	88	14	training	training	NOUN
amwa-180	88	15	datasets	dataset	NOUN
amwa-180	88	16	,	,	PUNCT
amwa-180	88	17	to	to	PART
amwa-180	88	18	feature	feature	VERB
amwa-180	88	19	engineering	engineering	NOUN
amwa-180	88	20	,	,	PUNCT
amwa-180	88	21	model	model	NOUN
amwa-180	88	22	choice	choice	NOUN
amwa-180	88	23	,	,	PUNCT
amwa-180	88	24	and	and	CCONJ
amwa-180	88	25	implementation	implementation	NOUN
amwa-180	88	26	.	.	PUNCT
amwa-180	89	1	detecting	detect	VERB
amwa-180	89	2	and	and	CCONJ
amwa-180	89	3	removing	remove	VERB
amwa-180	89	4	algorithmic	algorithmic	ADJ
amwa-180	89	5	biases	bias	NOUN
amwa-180	89	6	will	will	AUX
amwa-180	89	7	entail	entail	VERB
amwa-180	89	8	evaluating	evaluate	VERB
amwa-180	89	9	it	it	PRON
amwa-180	89	10	via	via	ADP
amwa-180	89	11	a	a	DET
amwa-180	89	12	thorough	thorough	ADJ
amwa-180	89	13	understanding	understanding	NOUN
amwa-180	89	14	of	of	ADP
amwa-180	89	15	the	the	DET
amwa-180	89	16	algorithm	algorithm	NOUN
amwa-180	89	17	’s	’s	PART
amwa-180	89	18	role	role	NOUN
amwa-180	89	19	and	and	CCONJ
amwa-180	89	20	the	the	DET
amwa-180	89	21	context	context	NOUN
amwa-180	89	22	in	in	ADP
amwa-180	89	23	which	which	PRON
amwa-180	89	24	it	it	PRON
amwa-180	89	25	is	be	AUX
amwa-180	89	26	deployed	deploy	VERB
amwa-180	89	27	.	.	PUNCT
amwa-180	90	1	bringing	bring	VERB
amwa-180	90	2	it	it	PRON
amwa-180	90	3	all	all	PRON
amwa-180	90	4	together	together	ADV
amwa-180	90	5	as	as	SCONJ
amwa-180	90	6	discussed	discuss	VERB
amwa-180	90	7	earlier	early	ADV
amwa-180	90	8	,	,	PUNCT
amwa-180	90	9	one	one	NUM
amwa-180	90	10	of	of	ADP
amwa-180	90	11	the	the	DET
amwa-180	90	12	objectives	objective	NOUN
amwa-180	90	13	of	of	ADP
amwa-180	90	14	this	this	DET
amwa-180	90	15	article	article	NOUN
amwa-180	90	16	is	be	AUX
amwa-180	90	17	to	to	PART
amwa-180	90	18	define	define	VERB
amwa-180	90	19	the	the	DET
amwa-180	90	20	architecture	architecture	NOUN
amwa-180	90	21	and	and	CCONJ
amwa-180	90	22	components	component	NOUN
amwa-180	90	23	of	of	ADP
amwa-180	90	24	a	a	DET
amwa-180	90	25	system	system	NOUN
amwa-180	90	26	or	or	CCONJ
amwa-180	90	27	product	product	NOUN
amwa-180	90	28	that	that	PRON
amwa-180	90	29	will	will	AUX
amwa-180	90	30	automate	automate	VERB
amwa-180	90	31	the	the	DET
amwa-180	90	32	process	process	NOUN
amwa-180	90	33	of	of	ADP
amwa-180	90	34	medical	medical	ADJ
amwa-180	90	35	writing	writing	NOUN
amwa-180	90	36	significantly	significantly	ADV
amwa-180	90	37	.	.	PUNCT
amwa-180	91	1	such	such	DET
amwa-180	91	2	a	a	DET
amwa-180	91	3	system	system	NOUN
amwa-180	91	4	should	should	AUX
amwa-180	91	5	have	have	VERB
amwa-180	91	6	the	the	DET
amwa-180	91	7	end	end	VERB
amwa-180	91	8	-	-	PUNCT
amwa-180	91	9	to	to	ADP
amwa-180	91	10	-	-	PUNCT
amwa-180	91	11	end	end	NOUN
amwa-180	91	12	ability	ability	NOUN
amwa-180	91	13	to	to	PART
amwa-180	91	14	ingest	ingest	VERB
amwa-180	91	15	documents	document	NOUN
amwa-180	91	16	,	,	PUNCT
amwa-180	91	17	identify	identify	VERB
amwa-180	91	18	the	the	DET
amwa-180	91	19	entities	entity	NOUN
amwa-180	91	20	in	in	ADP
amwa-180	91	21	those	those	DET
amwa-180	91	22	documents	document	NOUN
amwa-180	91	23	,	,	PUNCT
amwa-180	91	24	provide	provide	VERB
amwa-180	91	25	them	they	PRON
amwa-180	91	26	as	as	ADP
amwa-180	91	27	search	search	NOUN
amwa-180	91	28	results	result	NOUN
amwa-180	91	29	based	base	VERB
amwa-180	91	30	on	on	ADP
amwa-180	91	31	user	user	NOUN
amwa-180	91	32	queries	query	NOUN
amwa-180	91	33	,	,	PUNCT
amwa-180	91	34	and	and	CCONJ
amwa-180	91	35	generate	generate	VERB
amwa-180	91	36	summaries	summary	NOUN
amwa-180	91	37	based	base	VERB
amwa-180	91	38	on	on	ADP
amwa-180	91	39	user	user	NOUN
amwa-180	91	40	-	-	PUNCT
amwa-180	91	41	selected	select	VERB
amwa-180	91	42	documents	document	NOUN
amwa-180	91	43	.	.	PUNCT
amwa-180	92	1	these	these	DET
amwa-180	92	2	features	feature	NOUN
amwa-180	92	3	require	require	VERB
amwa-180	92	4	adoption	adoption	NOUN
amwa-180	92	5	of	of	ADP
amwa-180	92	6	the	the	DET
amwa-180	92	7	various	various	ADJ
amwa-180	92	8	ai	ai	VERB
amwa-180	92	9	techniques	technique	NOUN
amwa-180	92	10	discussed	discuss	VERB
amwa-180	92	11	previously	previously	ADV
amwa-180	92	12	.	.	PUNCT
amwa-180	93	1	ai	ai	AUX
amwa-180	93	2	horizons	horizon	NOUN
amwa-180	93	3	have	have	AUX
amwa-180	93	4	seen	see	VERB
amwa-180	93	5	a	a	DET
amwa-180	93	6	strategic	strategic	ADJ
amwa-180	93	7	shift	shift	NOUN
amwa-180	93	8	from	from	ADP
amwa-180	93	9	conventional	conventional	ADJ
amwa-180	93	10	ml	ml	X
amwa-180	93	11	(	(	PUNCT
amwa-180	93	12	with	with	ADP
amwa-180	93	13	a	a	DET
amwa-180	93	14	focus	focus	NOUN
amwa-180	93	15	on	on	ADP
amwa-180	93	16	augmenting	augment	VERB
amwa-180	93	17	intelligence	intelligence	NOUN
amwa-180	93	18	)	)	PUNCT
amwa-180	93	19	to	to	ADP
amwa-180	93	20	deep	deep	ADJ
amwa-180	93	21	learning	learning	NOUN
amwa-180	93	22	(	(	PUNCT
amwa-180	93	23	enabling	enable	VERB
amwa-180	93	24	higher	high	ADJ
amwa-180	93	25	accuracy	accuracy	NOUN
amwa-180	93	26	and	and	CCONJ
amwa-180	93	27	predictability	predictability	NOUN
amwa-180	93	28	)	)	PUNCT
amwa-180	93	29	,	,	PUNCT
amwa-180	93	30	and	and	CCONJ
amwa-180	93	31	now	now	ADV
amwa-180	93	32	to	to	ADP
amwa-180	93	33	the	the	DET
amwa-180	93	34	responsible	responsible	ADJ
amwa-180	93	35	,	,	PUNCT
amwa-180	93	36	transparent	transparent	ADJ
amwa-180	93	37	generative	generative	NOUN
amwa-180	93	38	ai	ai	NOUN
amwa-180	93	39	.	.	PUNCT
amwa-180	94	1	the	the	DET
amwa-180	94	2	key	key	ADJ
amwa-180	94	3	emerging	emerge	VERB
amwa-180	94	4	trends	trend	NOUN
amwa-180	94	5	for	for	ADP
amwa-180	94	6	language	language	NOUN
amwa-180	94	7	processing	processing	NOUN
amwa-180	94	8	and	and	CCONJ
amwa-180	94	9	generation	generation	NOUN
amwa-180	94	10	include	include	VERB
amwa-180	94	11	•	•	NUM
amwa-180	94	12	adoption	adoption	NOUN
amwa-180	94	13	of	of	ADP
amwa-180	94	14	deep	deep	ADJ
amwa-180	94	15	learning	learning	NOUN
amwa-180	94	16	and	and	CCONJ
amwa-180	94	17	transfer	transfer	VERB
amwa-180	94	18	learning	learning	NOUN
amwa-180	94	19	architectures	architecture	NOUN
amwa-180	94	20	driving	drive	VERB
amwa-180	94	21	accuracy	accuracy	NOUN
amwa-180	94	22	,	,	PUNCT
amwa-180	94	23	performance	performance	NOUN
amwa-180	94	24	,	,	PUNCT
amwa-180	94	25	and	and	CCONJ
amwa-180	94	26	speed	speed	NOUN
amwa-180	94	27	.	.	PUNCT
amwa-180	95	1	•	•	NUM
amwa-180	95	2	the	the	DET
amwa-180	95	3	nlp	nlp	ADJ
amwa-180	95	4	shifts	shift	NOUN
amwa-180	95	5	from	from	ADP
amwa-180	95	6	extraction	extraction	NOUN
amwa-180	95	7	of	of	ADP
amwa-180	95	8	isolated	isolated	ADJ
amwa-180	95	9	entities	entity	NOUN
amwa-180	95	10	to	to	PART
amwa-180	95	11	abstractive	abstractive	ADJ
amwa-180	95	12	reasoning	reasoning	NOUN
amwa-180	95	13	and	and	CCONJ
amwa-180	95	14	language	language	NOUN
amwa-180	95	15	models	model	NOUN
amwa-180	95	16	.	.	PUNCT
amwa-180	96	1	•	•	NOUN
amwa-180	96	2	using	use	VERB
amwa-180	96	3	models	model	NOUN
amwa-180	96	4	for	for	ADP
amwa-180	96	5	text	text	NOUN
amwa-180	96	6	critiquing	critiquing	NOUN
amwa-180	96	7	,	,	PUNCT
amwa-180	96	8	information	information	NOUN
amwa-180	96	9	retrieval	retrieval	NOUN
amwa-180	96	10	,	,	PUNCT
amwa-180	96	11	question	question	NOUN
amwa-180	96	12	answering	answering	NOUN
amwa-180	96	13	,	,	PUNCT
amwa-180	96	14	summarization	summarization	NOUN
amwa-180	96	15	,	,	PUNCT
amwa-180	96	16	gaming	gaming	NOUN
amwa-180	96	17	,	,	PUNCT
amwa-180	96	18	text	text	NOUN
amwa-180	96	19	generation	generation	NOUN
amwa-180	96	20	,	,	PUNCT
amwa-180	96	21	and	and	CCONJ
amwa-180	96	22	translation	translation	NOUN
amwa-180	96	23	.	.	PUNCT
amwa-180	97	1	with	with	ADP
amwa-180	97	2	state	state	NOUN
amwa-180	97	3	-	-	PUNCT
amwa-180	97	4	of	of	ADP
amwa-180	97	5	-	-	PUNCT
amwa-180	97	6	the	the	DET
amwa-180	97	7	-	-	PUNCT
amwa-180	97	8	art	art	NOUN
amwa-180	97	9	pretrained	pretraine	VERB
amwa-180	97	10	language	language	NOUN
amwa-180	97	11	models	model	NOUN
amwa-180	97	12	(	(	PUNCT
amwa-180	97	13	eg	eg	NOUN
amwa-180	97	14	,	,	PUNCT
amwa-180	97	15	gpt-3	gpt-3	NOUN
amwa-180	97	16	,	,	PUNCT
amwa-180	97	17	gpt	gpt	NOUN
amwa-180	97	18	-	-	PUNCT
amwa-180	97	19	j	j	PROPN
amwa-180	97	20	,	,	PUNCT
amwa-180	97	21	bart	bart	PROPN
amwa-180	97	22	,	,	PUNCT
amwa-180	97	23	bert	bert	PROPN
amwa-180	97	24	)	)	PUNCT
amwa-180	97	25	that	that	PRON
amwa-180	97	26	can	can	AUX
amwa-180	97	27	be	be	AUX
amwa-180	97	28	fine	fine	ADV
amwa-180	97	29	-	-	PUNCT
amwa-180	97	30	tuned	tune	VERB
amwa-180	97	31	for	for	ADP
amwa-180	97	32	the	the	DET
amwa-180	97	33	biomedical	biomedical	ADJ
amwa-180	97	34	domain	domain	NOUN
amwa-180	97	35	,	,	PUNCT
amwa-180	97	36	the	the	DET
amwa-180	97	37	system	system	NOUN
amwa-180	97	38	can	can	AUX
amwa-180	97	39	generate	generate	VERB
amwa-180	97	40	human	human	ADJ
amwa-180	97	41	-	-	PUNCT
amwa-180	97	42	like	like	ADJ
amwa-180	97	43	summarizations	summarization	NOUN
amwa-180	97	44	and	and	CCONJ
amwa-180	97	45	narratives.10	narratives.10	NOUN
amwa-180	97	46	consequently	consequently	ADV
amwa-180	97	47	,	,	PUNCT
amwa-180	97	48	the	the	DET
amwa-180	97	49	text	text	NOUN
amwa-180	97	50	summarization	summarization	NOUN
amwa-180	97	51	exercise	exercise	NOUN
amwa-180	97	52	and	and	CCONJ
amwa-180	97	53	the	the	DET
amwa-180	97	54	final	final	ADJ
amwa-180	97	55	document	document	NOUN
amwa-180	97	56	generation	generation	NOUN
amwa-180	97	57	can	can	AUX
amwa-180	97	58	be	be	AUX
amwa-180	97	59	reduced	reduce	VERB
amwa-180	97	60	to	to	ADP
amwa-180	97	61	a	a	DET
amwa-180	97	62	few	few	ADJ
amwa-180	97	63	days	day	NOUN
amwa-180	97	64	rather	rather	ADV
amwa-180	97	65	than	than	ADP
amwa-180	97	66	a	a	DET
amwa-180	97	67	few	few	ADJ
amwa-180	97	68	weeks	week	NOUN
amwa-180	97	69	,	,	PUNCT
amwa-180	97	70	even	even	ADV
amwa-180	97	71	after	after	ADP
amwa-180	97	72	accounting	account	VERB
amwa-180	97	73	for	for	ADP
amwa-180	97	74	the	the	DET
amwa-180	97	75	final	final	ADJ
amwa-180	97	76	manual	manual	ADJ
amwa-180	97	77	review	review	NOUN
amwa-180	97	78	and	and	CCONJ
amwa-180	97	79	approval	approval	NOUN
amwa-180	97	80	processes	process	NOUN
amwa-180	97	81	.	.	PUNCT
amwa-180	98	1	moreover	moreover	ADV
amwa-180	98	2	,	,	PUNCT
amwa-180	98	3	with	with	ADP
amwa-180	98	4	all	all	DET
amwa-180	98	5	workflows	workflow	NOUN
amwa-180	98	6	automated	automate	VERB
amwa-180	98	7	,	,	PUNCT
amwa-180	98	8	the	the	DET
amwa-180	98	9	scope	scope	NOUN
amwa-180	98	10	of	of	ADP
amwa-180	98	11	error	error	NOUN
amwa-180	98	12	is	be	AUX
amwa-180	98	13	minimized	minimize	VERB
amwa-180	98	14	,	,	PUNCT
amwa-180	98	15	contrasted	contrast	VERB
amwa-180	98	16	with	with	ADP
amwa-180	98	17	the	the	DET
amwa-180	98	18	current	current	ADJ
amwa-180	98	19	manual	manual	ADJ
amwa-180	98	20	process	process	NOUN
amwa-180	98	21	(	(	PUNCT
amwa-180	98	22	figure	figure	NOUN
amwa-180	98	23	2	2	NUM
amwa-180	98	24	)	)	PUNCT
amwa-180	98	25	.	.	PUNCT
amwa-180	99	1	to	to	PART
amwa-180	99	2	bring	bring	VERB
amwa-180	99	3	about	about	ADP
amwa-180	99	4	these	these	DET
amwa-180	99	5	efficiencies	efficiency	NOUN
amwa-180	99	6	,	,	PUNCT
amwa-180	99	7	the	the	DET
amwa-180	99	8	ai	ai	NOUN
amwa-180	99	9	-	-	PUNCT
amwa-180	99	10	led	lead	VERB
amwa-180	99	11	platform	platform	NOUN
amwa-180	99	12	for	for	ADP
amwa-180	99	13	life	life	NOUN
amwa-180	99	14	sciences	science	NOUN
amwa-180	99	15	is	be	AUX
amwa-180	99	16	envisaged	envisage	VERB
amwa-180	99	17	to	to	PART
amwa-180	99	18	encompass	encompass	VERB
amwa-180	99	19	the	the	DET
amwa-180	99	20	following	follow	VERB
amwa-180	99	21	key	key	ADJ
amwa-180	99	22	features	feature	NOUN
amwa-180	99	23	:	:	PUNCT
amwa-180	99	24	•	•	NUM
amwa-180	99	25	unified	unify	VERB
amwa-180	99	26	search	search	NOUN
amwa-180	99	27	across	across	ADP
amwa-180	99	28	multiple	multiple	ADJ
amwa-180	99	29	internal	internal	ADJ
amwa-180	99	30	and	and	CCONJ
amwa-180	99	31	external	external	ADJ
amwa-180	99	32	databases	database	NOUN
amwa-180	99	33	•	•	ADV
amwa-180	99	34	built	build	VERB
amwa-180	99	35	in	in	ADP
amwa-180	99	36	deep	deep	ADJ
amwa-180	99	37	learning	learning	NOUN
amwa-180	99	38	models	model	NOUN
amwa-180	99	39	for	for	ADP
amwa-180	99	40	article	article	NOUN
amwa-180	99	41	recommendation	recommendation	NOUN
amwa-180	99	42	in	in	ADP
amwa-180	99	43	the	the	DET
amwa-180	99	44	context	context	NOUN
amwa-180	99	45	of	of	ADP
amwa-180	99	46	pharmaceutical	pharmaceutical	ADJ
amwa-180	99	47	clinical	clinical	ADJ
amwa-180	99	48	trials	trial	NOUN
amwa-180	99	49	,	,	PUNCT
amwa-180	99	50	regulatory	regulatory	ADJ
amwa-180	99	51	intelligence	intelligence	NOUN
amwa-180	99	52	,	,	PUNCT
amwa-180	99	53	and	and	CCONJ
amwa-180	99	54	medical	medical	ADJ
amwa-180	99	55	research	research	NOUN
amwa-180	99	56	•	•	ADP
amwa-180	99	57	state	state	NOUN
amwa-180	99	58	-	-	PUNCT
amwa-180	99	59	of	of	ADP
amwa-180	99	60	-	-	PUNCT
amwa-180	99	61	the	the	DET
amwa-180	99	62	-	-	PUNCT
amwa-180	99	63	art	art	NOUN
amwa-180	99	64	language	language	NOUN
amwa-180	99	65	models	model	NOUN
amwa-180	99	66	fine	fine	ADV
amwa-180	99	67	-	-	PUNCT
amwa-180	99	68	tuned	tune	VERB
amwa-180	99	69	for	for	ADP
amwa-180	99	70	life	life	NOUN
amwa-180	99	71	sciences	science	NOUN
amwa-180	99	72	for	for	ADP
amwa-180	99	73	text	text	NOUN
amwa-180	99	74	summarization	summarization	NOUN
amwa-180	99	75	and	and	CCONJ
amwa-180	99	76	nlg	nlg	NOUN
amwa-180	99	77	tasks	task	NOUN
amwa-180	99	78	•	•	ADP
amwa-180	99	79	real	real	ADJ
amwa-180	99	80	-	-	PUNCT
amwa-180	99	81	time	time	NOUN
amwa-180	99	82	data	datum	NOUN
amwa-180	99	83	ingestion	ingestion	NOUN
amwa-180	99	84	of	of	ADP
amwa-180	99	85	structured	structured	ADJ
amwa-180	99	86	or	or	CCONJ
amwa-180	99	87	unstructured	unstructured	ADJ
amwa-180	99	88	documents	document	NOUN
amwa-180	99	89	from	from	ADP
amwa-180	99	90	varied	varied	ADJ
amwa-180	99	91	data	datum	NOUN
amwa-180	99	92	sources	source	NOUN
amwa-180	99	93	(	(	PUNCT
amwa-180	99	94	scientific	scientific	ADJ
amwa-180	99	95	articles	article	NOUN
amwa-180	99	96	from	from	ADP
amwa-180	99	97	pubmed	pubmed	PROPN
amwa-180	99	98	,	,	PUNCT
amwa-180	99	99	regulatory	regulatory	ADJ
amwa-180	99	100	sources	source	NOUN
amwa-180	99	101	like	like	ADP
amwa-180	99	102	the	the	DET
amwa-180	99	103	us	us	PROPN
amwa-180	99	104	food	food	NOUN
amwa-180	99	105	and	and	CCONJ
amwa-180	99	106	drug	drug	PROPN
amwa-180	99	107	administration	administration	PROPN
amwa-180	99	108	(	(	PUNCT
amwa-180	99	109	fda	fda	PROPN
amwa-180	99	110	)	)	PUNCT
amwa-180	99	111	,	,	PUNCT
amwa-180	99	112	european	european	PROPN
amwa-180	99	113	medicines	medicine	NOUN
amwa-180	99	114	agency	agency	NOUN
amwa-180	99	115	,	,	PUNCT
amwa-180	99	116	csrs	csr	NOUN
amwa-180	99	117	,	,	PUNCT
amwa-180	99	118	and	and	CCONJ
amwa-180	99	119	protocol	protocol	NOUN
amwa-180	99	120	documents	document	NOUN
amwa-180	99	121	,	,	PUNCT
amwa-180	99	122	etc	etc	X
amwa-180	99	123	)	)	PUNCT
amwa-180	99	124	•	•	ADP
amwa-180	99	125	nlp	nlp	NOUN
amwa-180	99	126	-	-	PUNCT
amwa-180	99	127	based	base	VERB
amwa-180	99	128	automatic	automatic	ADJ
amwa-180	99	129	document	document	NOUN
amwa-180	99	130	structure	structure	NOUN
amwa-180	99	131	extraction	extraction	NOUN
amwa-180	99	132	,	,	PUNCT
amwa-180	99	133	content	content	NOUN
amwa-180	99	134	enrichment	enrichment	NOUN
amwa-180	99	135	,	,	PUNCT
amwa-180	99	136	and	and	CCONJ
amwa-180	99	137	sentiment	sentiment	NOUN
amwa-180	99	138	analysis	analysis	NOUN
amwa-180	99	139	•	•	DET
amwa-180	99	140	dynamic	dynamic	ADJ
amwa-180	99	141	document	document	NOUN
amwa-180	99	142	editing	edit	VERB
amwa-180	99	143	features	feature	NOUN
amwa-180	99	144	leveraging	leverage	VERB
amwa-180	99	145	scientific	scientific	ADJ
amwa-180	99	146	lexicons	lexicon	NOUN
amwa-180	99	147	and	and	CCONJ
amwa-180	99	148	ontologies	ontology	NOUN
amwa-180	100	1	•	•	NOUN
amwa-180	100	2	workflows	workflow	NOUN
amwa-180	100	3	for	for	ADP
amwa-180	100	4	collaborative	collaborative	ADJ
amwa-180	100	5	medical	medical	ADJ
amwa-180	100	6	authoring	authoring	NOUN
amwa-180	100	7	•	•	NUM
amwa-180	100	8	content	content	NOUN
amwa-180	100	9	citations	citation	NOUN
amwa-180	100	10	(	(	PUNCT
amwa-180	100	11	ability	ability	NOUN
amwa-180	100	12	to	to	PART
amwa-180	100	13	refer	refer	VERB
amwa-180	100	14	to	to	ADP
amwa-180	100	15	original	original	ADJ
amwa-180	100	16	sources	source	NOUN
amwa-180	100	17	from	from	ADP
amwa-180	100	18	a	a	DET
amwa-180	100	19	machine	machine	NOUN
amwa-180	100	20	-	-	PUNCT
amwa-180	100	21	generated	generate	VERB
amwa-180	100	22	summary	summary	NOUN
amwa-180	100	23	)	)	PUNCT
amwa-180	100	24	•	•	ADP
amwa-180	100	25	templatization	templatization	NOUN
amwa-180	100	26	of	of	ADP
amwa-180	100	27	the	the	DET
amwa-180	100	28	final	final	ADJ
amwa-180	100	29	document	document	NOUN
amwa-180	100	30	based	base	VERB
amwa-180	100	31	on	on	ADP
amwa-180	100	32	the	the	DET
amwa-180	100	33	need	need	ADJ
amwa-180	100	34	figure	figure	NOUN
amwa-180	100	35	2	2	NUM
amwa-180	100	36	.	.	PUNCT
amwa-180	100	37	automated	automate	VERB
amwa-180	100	38	process	process	NOUN
amwa-180	100	39	of	of	ADP
amwa-180	100	40	medical	medical	ADJ
amwa-180	100	41	writing	writing	NOUN
amwa-180	100	42	.	.	PUNCT
amwa-180	101	1	ai	ai	VERB
amwa-180	101	2	,	,	PUNCT
amwa-180	101	3	artificial	artificial	ADJ
amwa-180	101	4	intelligence	intelligence	NOUN
amwa-180	101	5	;	;	PUNCT
amwa-180	101	6	csr	csr	NOUN
amwa-180	101	7	,	,	PUNCT
amwa-180	101	8	clinical	clinical	ADJ
amwa-180	101	9	study	study	NOUN
amwa-180	101	10	report	report	NOUN
amwa-180	101	11	.	.	PUNCT
amwa-180	101	12	http://www.amwajournal.org	http://www.amwajournal.org	X
amwa-180	102	1	amwajournal.org	amwajournal.org	X
amwa-180	102	2	49leveraging	49leverage	VERB
amwa-180	102	3	ai	ai	VERB
amwa-180	102	4	,	,	PUNCT
amwa-180	102	5	nlp	nlp	NOUN
amwa-180	102	6	,	,	PUNCT
amwa-180	102	7	and	and	CCONJ
amwa-180	102	8	nlg	nlg	NOUN
amwa-180	102	9	in	in	ADP
amwa-180	102	10	medical	medical	ADJ
amwa-180	102	11	writing	writing	NOUN
amwa-180	102	12	medical	medical	ADJ
amwa-180	102	13	writing	writing	NOUN
amwa-180	102	14	typically	typically	ADV
amwa-180	102	15	involves	involve	VERB
amwa-180	102	16	authoring	author	VERB
amwa-180	102	17	contents	content	NOUN
amwa-180	102	18	like	like	ADP
amwa-180	102	19	medical	medical	ADJ
amwa-180	102	20	manuscripts	manuscript	NOUN
amwa-180	102	21	,	,	PUNCT
amwa-180	102	22	posters	poster	NOUN
amwa-180	102	23	,	,	PUNCT
amwa-180	102	24	or	or	CCONJ
amwa-180	102	25	clinical	clinical	ADJ
amwa-180	102	26	study	study	NOUN
amwa-180	102	27	reports	report	NOUN
amwa-180	102	28	with	with	ADP
amwa-180	102	29	predefined	predefine	VERB
amwa-180	102	30	templates	template	NOUN
amwa-180	102	31	for	for	ADP
amwa-180	102	32	each	each	DET
amwa-180	102	33	content	content	NOUN
amwa-180	102	34	type	type	NOUN
amwa-180	102	35	.	.	PUNCT
amwa-180	103	1	an	an	DET
amwa-180	103	2	authoring	authoring	NOUN
amwa-180	103	3	template	template	NOUN
amwa-180	103	4	is	be	AUX
amwa-180	103	5	not	not	PART
amwa-180	103	6	just	just	ADV
amwa-180	103	7	a	a	DET
amwa-180	103	8	bare	bare	ADJ
amwa-180	103	9	-	-	PUNCT
amwa-180	103	10	bone	bone	NOUN
amwa-180	103	11	skeleton	skeleton	NOUN
amwa-180	103	12	for	for	ADP
amwa-180	103	13	content	content	NOUN
amwa-180	103	14	authoring	authoring	NOUN
amwa-180	103	15	but	but	CCONJ
amwa-180	103	16	a	a	DET
amwa-180	103	17	composite	composite	NOUN
amwa-180	103	18	of	of	ADP
amwa-180	103	19	individual	individual	ADJ
amwa-180	103	20	sections	section	NOUN
amwa-180	103	21	,	,	PUNCT
amwa-180	103	22	the	the	DET
amwa-180	103	23	onboarding	onboarding	NOUN
amwa-180	103	24	of	of	ADP
amwa-180	103	25	which	which	PRON
amwa-180	103	26	entails	entail	VERB
amwa-180	103	27	data	datum	NOUN
amwa-180	103	28	ingestion	ingestion	NOUN
amwa-180	103	29	,	,	PUNCT
amwa-180	103	30	article	article	NOUN
amwa-180	103	31	recommendation	recommendation	NOUN
amwa-180	103	32	,	,	PUNCT
amwa-180	103	33	and	and	CCONJ
amwa-180	103	34	content	content	NOUN
amwa-180	103	35	summarization	summarization	NOUN
amwa-180	103	36	steps	step	NOUN
amwa-180	103	37	(	(	PUNCT
amwa-180	103	38	figure	figure	NOUN
amwa-180	103	39	3	3	NUM
amwa-180	103	40	)	)	PUNCT
amwa-180	103	41	.	.	PUNCT
amwa-180	104	1	let	let	VERB
amwa-180	104	2	us	we	PRON
amwa-180	104	3	illustrate	illustrate	VERB
amwa-180	104	4	this	this	PRON
amwa-180	104	5	through	through	ADP
amwa-180	104	6	an	an	DET
amwa-180	104	7	example	example	NOUN
amwa-180	104	8	of	of	ADP
amwa-180	104	9	the	the	DET
amwa-180	104	10	introduction	introduction	NOUN
amwa-180	104	11	section	section	NOUN
amwa-180	104	12	of	of	ADP
amwa-180	104	13	a	a	DET
amwa-180	104	14	typical	typical	ADJ
amwa-180	104	15	manuscript	manuscript	NOUN
amwa-180	104	16	.	.	PUNCT
amwa-180	105	1	this	this	DET
amwa-180	105	2	section	section	NOUN
amwa-180	105	3	includes	include	VERB
amwa-180	105	4	content	content	NOUN
amwa-180	105	5	primarily	primarily	ADV
amwa-180	105	6	from	from	ADP
amwa-180	105	7	pubmed	pubmed	PROPN
amwa-180	105	8	articles	article	NOUN
amwa-180	105	9	contextualized	contextualize	VERB
amwa-180	105	10	for	for	ADP
amwa-180	105	11	disease	disease	NOUN
amwa-180	105	12	description	description	NOUN
amwa-180	105	13	,	,	PUNCT
amwa-180	105	14	epidemiology	epidemiology	NOUN
amwa-180	105	15	,	,	PUNCT
amwa-180	105	16	burden	burden	NOUN
amwa-180	105	17	of	of	ADP
amwa-180	105	18	disease	disease	NOUN
amwa-180	105	19	,	,	PUNCT
amwa-180	105	20	and	and	CCONJ
amwa-180	105	21	a	a	DET
amwa-180	105	22	drug	drug	NOUN
amwa-180	105	23	mechanism	mechanism	NOUN
amwa-180	105	24	of	of	ADP
amwa-180	105	25	action	action	NOUN
amwa-180	105	26	.	.	PUNCT
amwa-180	106	1	the	the	DET
amwa-180	106	2	following	follow	VERB
amwa-180	106	3	activities	activity	NOUN
amwa-180	106	4	are	be	AUX
amwa-180	106	5	required	require	VERB
amwa-180	106	6	for	for	ADP
amwa-180	106	7	the	the	DET
amwa-180	106	8	generation	generation	NOUN
amwa-180	106	9	of	of	ADP
amwa-180	106	10	an	an	DET
amwa-180	106	11	introduction	introduction	NOUN
amwa-180	106	12	section	section	NOUN
amwa-180	106	13	of	of	ADP
amwa-180	106	14	the	the	DET
amwa-180	106	15	manuscript	manuscript	NOUN
amwa-180	106	16	.	.	PUNCT
amwa-180	107	1	•	•	NUM
amwa-180	107	2	for	for	ADP
amwa-180	107	3	data	data	NOUN
amwa-180	107	4	ingestion	ingestion	NOUN
amwa-180	107	5	,	,	PUNCT
amwa-180	107	6	pubmed	pubmed	PROPN
amwa-180	107	7	articles	article	NOUN
amwa-180	107	8	are	be	AUX
amwa-180	107	9	considered	consider	VERB
amwa-180	107	10	,	,	PUNCT
amwa-180	107	11	and	and	CCONJ
amwa-180	107	12	indexing	indexing	NOUN
amwa-180	107	13	is	be	AUX
amwa-180	107	14	configured	configure	VERB
amwa-180	107	15	for	for	ADP
amwa-180	107	16	relevant	relevant	ADJ
amwa-180	107	17	article	article	NOUN
amwa-180	107	18	sections	section	NOUN
amwa-180	107	19	like	like	ADP
amwa-180	107	20	“	"	PUNCT
amwa-180	107	21	abstract	abstract	ADJ
amwa-180	107	22	”	"	PUNCT
amwa-180	107	23	and	and	CCONJ
amwa-180	107	24	“	"	PUNCT
amwa-180	107	25	introduction	introduction	NOUN
amwa-180	107	26	.	.	PUNCT
amwa-180	107	27	”	"	PUNCT
amwa-180	108	1	nlp	nlp	ADJ
amwa-180	108	2	pipelines	pipeline	NOUN
amwa-180	108	3	are	be	AUX
amwa-180	108	4	used	use	VERB
amwa-180	108	5	for	for	ADP
amwa-180	108	6	the	the	DET
amwa-180	108	7	classification	classification	NOUN
amwa-180	108	8	of	of	ADP
amwa-180	108	9	sentences	sentence	NOUN
amwa-180	108	10	as	as	ADP
amwa-180	108	11	belonging	belong	VERB
amwa-180	108	12	to	to	ADP
amwa-180	108	13	categories	category	NOUN
amwa-180	108	14	like	like	ADP
amwa-180	108	15	“	"	PUNCT
amwa-180	108	16	description	description	NOUN
amwa-180	108	17	of	of	ADP
amwa-180	108	18	disease	disease	NOUN
amwa-180	108	19	,	,	PUNCT
amwa-180	108	20	”	"	PUNCT
amwa-180	108	21	“	"	PUNCT
amwa-180	108	22	burden	burden	NOUN
amwa-180	108	23	of	of	ADP
amwa-180	108	24	disease	disease	NOUN
amwa-180	108	25	,	,	PUNCT
amwa-180	108	26	”	"	PUNCT
amwa-180	108	27	“	"	PUNCT
amwa-180	108	28	disease	disease	NOUN
amwa-180	108	29	epidemiology	epidemiology	NOUN
amwa-180	108	30	,	,	PUNCT
amwa-180	108	31	”	"	PUNCT
amwa-180	108	32	and	and	CCONJ
amwa-180	108	33	“	"	PUNCT
amwa-180	108	34	mechanism	mechanism	NOUN
amwa-180	108	35	of	of	ADP
amwa-180	108	36	action	action	NOUN
amwa-180	108	37	.	.	PUNCT
amwa-180	108	38	”	"	PUNCT
amwa-180	109	1	these	these	PRON
amwa-180	109	2	create	create	VERB
amwa-180	109	3	labels	label	NOUN
amwa-180	109	4	and	and	CCONJ
amwa-180	109	5	do	do	VERB
amwa-180	109	6	ner	ner	NOUN
amwa-180	109	7	for	for	ADP
amwa-180	109	8	diseases	disease	NOUN
amwa-180	109	9	,	,	PUNCT
amwa-180	109	10	drugs	drug	NOUN
amwa-180	109	11	,	,	PUNCT
amwa-180	109	12	molecules	molecule	NOUN
amwa-180	109	13	,	,	PUNCT
amwa-180	109	14	and	and	CCONJ
amwa-180	109	15	so	so	ADV
amwa-180	109	16	on	on	ADV
amwa-180	109	17	.	.	PUNCT
amwa-180	110	1	•	•	NUM
amwa-180	110	2	for	for	ADP
amwa-180	110	3	article	article	NOUN
amwa-180	110	4	recommendation	recommendation	NOUN
amwa-180	110	5	,	,	PUNCT
amwa-180	111	1	natural	natural	ADJ
amwa-180	111	2	language	language	NOUN
amwa-180	111	3	query	query	NOUN
amwa-180	111	4	understanding	understand	VERB
amwa-180	111	5	pipelines	pipeline	NOUN
amwa-180	111	6	for	for	ADP
amwa-180	111	7	intents	intent	NOUN
amwa-180	111	8	like	like	ADP
amwa-180	111	9	classification	classification	NOUN
amwa-180	111	10	contexts	context	NOUN
amwa-180	111	11	are	be	AUX
amwa-180	111	12	defined	define	VERB
amwa-180	111	13	.	.	PUNCT
amwa-180	112	1	search	search	NOUN
amwa-180	112	2	ranking	rank	VERB
amwa-180	112	3	rules	rule	NOUN
amwa-180	112	4	and	and	CCONJ
amwa-180	112	5	boosting	boost	VERB
amwa-180	112	6	criteria	criterion	NOUN
amwa-180	112	7	are	be	AUX
amwa-180	112	8	refined	refine	VERB
amwa-180	112	9	as	as	SCONJ
amwa-180	112	10	required	require	VERB
amwa-180	112	11	.	.	PUNCT
amwa-180	113	1	•	•	NUM
amwa-180	113	2	for	for	ADP
amwa-180	113	3	content	content	NOUN
amwa-180	113	4	summarization	summarization	NOUN
amwa-180	113	5	,	,	PUNCT
amwa-180	113	6	based	base	VERB
amwa-180	113	7	on	on	ADP
amwa-180	113	8	the	the	DET
amwa-180	113	9	section	section	NOUN
amwa-180	113	10	specific	specific	ADJ
amwa-180	113	11	summarization	summarization	NOUN
amwa-180	113	12	or	or	CCONJ
amwa-180	113	13	narrative	narrative	NOUN
amwa-180	113	14	needs	need	NOUN
amwa-180	114	1	,	,	PUNCT
amwa-180	114	2	the	the	DET
amwa-180	114	3	platform	platform	NOUN
amwa-180	114	4	evaluates	evaluate	VERB
amwa-180	114	5	the	the	DET
amwa-180	114	6	available	available	ADJ
amwa-180	114	7	language	language	NOUN
amwa-180	114	8	models	model	NOUN
amwa-180	114	9	.	.	PUNCT
amwa-180	115	1	for	for	ADP
amwa-180	115	2	configuration	configuration	NOUN
amwa-180	115	3	initial	initial	ADJ
amwa-180	115	4	training	training	NOUN
amwa-180	115	5	,	,	PUNCT
amwa-180	115	6	samples	sample	NOUN
amwa-180	115	7	are	be	AUX
amwa-180	115	8	curated	curate	VERB
amwa-180	115	9	for	for	ADP
amwa-180	115	10	platform	platform	NOUN
amwa-180	115	11	-	-	PUNCT
amwa-180	115	12	suggested	suggest	VERB
amwa-180	115	13	language	language	NOUN
amwa-180	115	14	model	model	NOUN
amwa-180	115	15	fine	fine	ADV
amwa-180	115	16	-	-	PUNCT
amwa-180	115	17	tuning	tuning	NOUN
amwa-180	115	18	,	,	PUNCT
amwa-180	115	19	and	and	CCONJ
amwa-180	115	20	pipelines	pipeline	NOUN
amwa-180	115	21	are	be	AUX
amwa-180	115	22	defined	define	VERB
amwa-180	115	23	for	for	ADP
amwa-180	115	24	subsequent	subsequent	ADJ
amwa-180	115	25	active	active	ADJ
amwa-180	115	26	learning	learning	NOUN
amwa-180	115	27	.	.	PUNCT
amwa-180	116	1	figure	figure	NOUN
amwa-180	116	2	4	4	NUM
amwa-180	116	3	provides	provide	VERB
amwa-180	116	4	a	a	DET
amwa-180	116	5	schematic	schematic	ADJ
amwa-180	116	6	view	view	NOUN
amwa-180	116	7	of	of	ADP
amwa-180	116	8	the	the	DET
amwa-180	116	9	platform	platform	NOUN
amwa-180	116	10	architecture	architecture	NOUN
amwa-180	116	11	.	.	PUNCT
amwa-180	117	1	the	the	DET
amwa-180	117	2	document	document	NOUN
amwa-180	117	3	sources	source	NOUN
amwa-180	117	4	will	will	AUX
amwa-180	117	5	not	not	PART
amwa-180	117	6	only	only	ADV
amwa-180	117	7	be	be	AUX
amwa-180	117	8	external	external	ADJ
amwa-180	117	9	in	in	ADP
amwa-180	117	10	nature	nature	NOUN
amwa-180	117	11	like	like	ADP
amwa-180	117	12	pubmed	pubmed	PROPN
amwa-180	117	13	,	,	PUNCT
amwa-180	117	14	ovid	ovid	PROPN
amwa-180	117	15	,	,	PUNCT
amwa-180	117	16	and	and	CCONJ
amwa-180	117	17	clinicaltrials.gov	clinicaltrials.gov	NOUN
amwa-180	117	18	,	,	PUNCT
amwa-180	117	19	but	but	CCONJ
amwa-180	117	20	also	also	ADV
amwa-180	117	21	figure	figure	VERB
amwa-180	117	22	3	3	NUM
amwa-180	117	23	.	.	PUNCT
amwa-180	117	24	section	section	NOUN
amwa-180	117	25	onboarding	onboarding	NOUN
amwa-180	117	26	in	in	ADP
amwa-180	117	27	medical	medical	ADJ
amwa-180	117	28	writing	writing	NOUN
amwa-180	117	29	platform	platform	NOUN
amwa-180	117	30	.	.	PUNCT
amwa-180	118	1	nlp	nlp	ADJ
amwa-180	118	2	,	,	PUNCT
amwa-180	118	3	natural	natural	ADJ
amwa-180	118	4	language	language	NOUN
amwa-180	118	5	processing	processing	NOUN
amwa-180	118	6	.	.	PUNCT
amwa-180	119	1	figure	figure	NOUN
amwa-180	119	2	4	4	NUM
amwa-180	119	3	.	.	PUNCT
amwa-180	120	1	a	a	DET
amwa-180	120	2	schematic	schematic	ADJ
amwa-180	120	3	view	view	NOUN
amwa-180	120	4	of	of	ADP
amwa-180	120	5	the	the	DET
amwa-180	120	6	platform	platform	NOUN
amwa-180	120	7	architecture	architecture	NOUN
amwa-180	120	8	.	.	PUNCT
amwa-180	121	1	api	api	NOUN
amwa-180	121	2	,	,	PUNCT
amwa-180	121	3	application	application	NOUN
amwa-180	121	4	programming	programming	NOUN
amwa-180	121	5	interface	interface	NOUN
amwa-180	121	6	;	;	PUNCT
amwa-180	121	7	ema	ema	PROPN
amwa-180	121	8	,	,	PUNCT
amwa-180	121	9	european	european	PROPN
amwa-180	121	10	medicines	medicine	NOUN
amwa-180	121	11	agency	agency	NOUN
amwa-180	121	12	;	;	PUNCT
amwa-180	121	13	fda	fda	PROPN
amwa-180	121	14	,	,	PUNCT
amwa-180	121	15	united	united	PROPN
amwa-180	121	16	states	states	PROPN
amwa-180	121	17	food	food	PROPN
amwa-180	121	18	and	and	CCONJ
amwa-180	121	19	drug	drug	NOUN
amwa-180	121	20	administration	administration	NOUN
amwa-180	121	21	;	;	PUNCT
amwa-180	121	22	ml	ml	X
amwa-180	121	23	,	,	PUNCT
amwa-180	121	24	machine	machine	NOUN
amwa-180	121	25	learning	learning	NOUN
amwa-180	121	26	;	;	PUNCT
amwa-180	121	27	nlp	nlp	ADJ
amwa-180	121	28	,	,	PUNCT
amwa-180	121	29	natural	natural	ADJ
amwa-180	121	30	language	language	NOUN
amwa-180	121	31	processing	processing	NOUN
amwa-180	121	32	.	.	PUNCT
amwa-180	121	33	http://www.amwajournal.org	http://www.amwajournal.org	X
amwa-180	122	1	amwajournal.org	amwajournal.org	X
amwa-180	122	2	50leveraging	50leveraging	NUM
amwa-180	122	3	ai	ai	NOUN
amwa-180	122	4	,	,	PUNCT
amwa-180	122	5	nlp	nlp	NOUN
amwa-180	122	6	,	,	PUNCT
amwa-180	122	7	and	and	CCONJ
amwa-180	122	8	nlg	nlg	NOUN
amwa-180	122	9	in	in	ADP
amwa-180	122	10	medical	medical	ADJ
amwa-180	122	11	writing	write	VERB
amwa-180	122	12	regulatory	regulatory	ADJ
amwa-180	122	13	documents	document	NOUN
amwa-180	122	14	like	like	ADP
amwa-180	122	15	those	those	PRON
amwa-180	122	16	published	publish	VERB
amwa-180	122	17	by	by	ADP
amwa-180	122	18	the	the	DET
amwa-180	122	19	fda	fda	PROPN
amwa-180	122	20	and	and	CCONJ
amwa-180	122	21	document	document	NOUN
amwa-180	122	22	sources	source	NOUN
amwa-180	122	23	that	that	PRON
amwa-180	122	24	are	be	AUX
amwa-180	122	25	internal	internal	ADJ
amwa-180	122	26	to	to	ADP
amwa-180	122	27	any	any	DET
amwa-180	122	28	organization	organization	NOUN
amwa-180	122	29	deploying	deploy	VERB
amwa-180	122	30	the	the	DET
amwa-180	122	31	platform	platform	NOUN
amwa-180	122	32	.	.	PUNCT
amwa-180	123	1	during	during	ADP
amwa-180	123	2	the	the	DET
amwa-180	123	3	ingestion	ingestion	NOUN
amwa-180	123	4	of	of	ADP
amwa-180	123	5	the	the	DET
amwa-180	123	6	documents	document	NOUN
amwa-180	123	7	,	,	PUNCT
amwa-180	123	8	document	document	NOUN
amwa-180	123	9	structure	structure	NOUN
amwa-180	123	10	is	be	AUX
amwa-180	123	11	extracted	extract	VERB
amwa-180	123	12	and	and	CCONJ
amwa-180	123	13	tagged	tag	VERB
amwa-180	123	14	with	with	ADP
amwa-180	123	15	metadata	metadata	NOUN
amwa-180	123	16	that	that	PRON
amwa-180	123	17	helps	help	VERB
amwa-180	123	18	in	in	ADP
amwa-180	123	19	indexing	indexing	NOUN
amwa-180	123	20	and	and	CCONJ
amwa-180	123	21	classifying	classify	VERB
amwa-180	123	22	the	the	DET
amwa-180	123	23	content	content	NOUN
amwa-180	123	24	for	for	ADP
amwa-180	123	25	future	future	ADJ
amwa-180	123	26	use	use	NOUN
amwa-180	123	27	.	.	PUNCT
amwa-180	124	1	such	such	ADJ
amwa-180	124	2	extraction	extraction	NOUN
amwa-180	124	3	includes	include	VERB
amwa-180	124	4	classification	classification	NOUN
amwa-180	124	5	of	of	ADP
amwa-180	124	6	sentences	sentence	NOUN
amwa-180	124	7	and	and	CCONJ
amwa-180	124	8	paragraphs	paragraph	NOUN
amwa-180	124	9	and	and	CCONJ
amwa-180	124	10	sections	section	NOUN
amwa-180	124	11	as	as	ADP
amwa-180	124	12	dealing	deal	VERB
amwa-180	124	13	with	with	ADP
amwa-180	124	14	different	different	ADJ
amwa-180	124	15	drugs	drug	NOUN
amwa-180	124	16	,	,	PUNCT
amwa-180	124	17	diseases	disease	NOUN
amwa-180	124	18	,	,	PUNCT
amwa-180	124	19	and	and	CCONJ
amwa-180	124	20	other	other	ADJ
amwa-180	124	21	biomedical	biomedical	ADJ
amwa-180	124	22	terms	term	NOUN
amwa-180	124	23	.	.	PUNCT
amwa-180	125	1	when	when	SCONJ
amwa-180	125	2	a	a	DET
amwa-180	125	3	user	user	NOUN
amwa-180	125	4	searches	search	VERB
amwa-180	125	5	for	for	ADP
amwa-180	125	6	documents	document	NOUN
amwa-180	125	7	,	,	PUNCT
amwa-180	125	8	the	the	DET
amwa-180	125	9	questions	question	NOUN
amwa-180	125	10	posed	pose	VERB
amwa-180	125	11	by	by	ADP
amwa-180	125	12	the	the	DET
amwa-180	125	13	user	user	NOUN
amwa-180	125	14	in	in	ADP
amwa-180	125	15	plain	plain	ADJ
amwa-180	125	16	english	english	PROPN
amwa-180	125	17	are	be	AUX
amwa-180	125	18	translated	translate	VERB
amwa-180	125	19	into	into	ADP
amwa-180	125	20	machine	machine	NOUN
amwa-180	125	21	-	-	PUNCT
amwa-180	125	22	readable	readable	ADJ
amwa-180	125	23	queries	query	NOUN
amwa-180	125	24	that	that	PRON
amwa-180	125	25	are	be	AUX
amwa-180	125	26	then	then	ADV
amwa-180	125	27	searched	search	VERB
amwa-180	125	28	against	against	ADP
amwa-180	125	29	the	the	DET
amwa-180	125	30	indexed	index	VERB
amwa-180	125	31	documents	document	NOUN
amwa-180	125	32	.	.	PUNCT
amwa-180	126	1	the	the	DET
amwa-180	126	2	results	result	NOUN
amwa-180	126	3	are	be	AUX
amwa-180	126	4	then	then	ADV
amwa-180	126	5	ranked	rank	VERB
amwa-180	126	6	according	accord	VERB
amwa-180	126	7	to	to	ADP
amwa-180	126	8	the	the	DET
amwa-180	126	9	rules	rule	NOUN
amwa-180	126	10	and	and	CCONJ
amwa-180	126	11	boosting	boost	VERB
amwa-180	126	12	criteria	criterion	NOUN
amwa-180	126	13	used	use	VERB
amwa-180	126	14	and	and	CCONJ
amwa-180	126	15	returned	return	VERB
amwa-180	126	16	to	to	ADP
amwa-180	126	17	the	the	DET
amwa-180	126	18	user	user	NOUN
amwa-180	126	19	as	as	ADP
amwa-180	126	20	recommendations	recommendation	NOUN
amwa-180	126	21	.	.	PUNCT
amwa-180	127	1	once	once	ADV
amwa-180	127	2	the	the	DET
amwa-180	127	3	user	user	NOUN
amwa-180	127	4	selects	select	VERB
amwa-180	127	5	the	the	DET
amwa-180	127	6	documents	document	NOUN
amwa-180	127	7	identified	identify	VERB
amwa-180	127	8	for	for	ADP
amwa-180	127	9	summarization	summarization	NOUN
amwa-180	127	10	,	,	PUNCT
amwa-180	127	11	nlg	nlg	PROPN
amwa-180	127	12	is	be	AUX
amwa-180	127	13	used	use	VERB
amwa-180	127	14	to	to	PART
amwa-180	127	15	generate	generate	VERB
amwa-180	127	16	extractive	extractive	ADJ
amwa-180	127	17	or	or	CCONJ
amwa-180	127	18	abstractive	abstractive	ADJ
amwa-180	127	19	summaries	summary	NOUN
amwa-180	127	20	of	of	ADP
amwa-180	127	21	the	the	DET
amwa-180	127	22	selection	selection	NOUN
amwa-180	127	23	.	.	PUNCT
amwa-180	128	1	conclusion	conclusion	NOUN
amwa-180	128	2	ai	ai	VERB
amwa-180	128	3	and	and	CCONJ
amwa-180	128	4	ml	ml	ADP
amwa-180	128	5	,	,	PUNCT
amwa-180	128	6	combined	combine	VERB
amwa-180	128	7	with	with	ADP
amwa-180	128	8	nlp	nlp	NOUN
amwa-180	128	9	and	and	CCONJ
amwa-180	128	10	nlg	nlg	PROPN
amwa-180	128	11	,	,	PUNCT
amwa-180	128	12	promises	promise	VERB
amwa-180	128	13	to	to	PART
amwa-180	128	14	benefit	benefit	VERB
amwa-180	128	15	the	the	DET
amwa-180	128	16	medical	medical	ADJ
amwa-180	128	17	writing	writing	NOUN
amwa-180	128	18	process	process	NOUN
amwa-180	128	19	by	by	ADP
amwa-180	128	20	reducing	reduce	VERB
amwa-180	128	21	the	the	DET
amwa-180	128	22	manual	manual	ADJ
amwa-180	128	23	aspects	aspect	NOUN
amwa-180	128	24	of	of	ADP
amwa-180	128	25	the	the	DET
amwa-180	128	26	work	work	NOUN
amwa-180	128	27	by	by	ADP
amwa-180	128	28	automating	automate	VERB
amwa-180	128	29	many	many	ADJ
amwa-180	128	30	steps	step	NOUN
amwa-180	128	31	,	,	PUNCT
amwa-180	128	32	in	in	ADP
amwa-180	128	33	addition	addition	NOUN
amwa-180	128	34	to	to	ADP
amwa-180	128	35	improving	improve	VERB
amwa-180	128	36	quality	quality	NOUN
amwa-180	128	37	and	and	CCONJ
amwa-180	128	38	reliability	reliability	NOUN
amwa-180	128	39	.	.	PUNCT
amwa-180	129	1	the	the	DET
amwa-180	129	2	time	time	NOUN
amwa-180	129	3	and	and	CCONJ
amwa-180	129	4	effort	effort	NOUN
amwa-180	129	5	thus	thus	ADV
amwa-180	129	6	saved	save	VERB
amwa-180	129	7	can	can	AUX
amwa-180	129	8	be	be	AUX
amwa-180	129	9	substantial	substantial	ADJ
amwa-180	129	10	to	to	ADP
amwa-180	129	11	large	large	ADJ
amwa-180	129	12	organizations	organization	NOUN
amwa-180	129	13	that	that	PRON
amwa-180	129	14	often	often	ADV
amwa-180	129	15	spend	spend	VERB
amwa-180	129	16	a	a	DET
amwa-180	129	17	considerable	considerable	ADJ
amwa-180	129	18	amount	amount	NOUN
amwa-180	129	19	of	of	ADP
amwa-180	129	20	both	both	PRON
amwa-180	129	21	during	during	ADP
amwa-180	129	22	the	the	DET
amwa-180	129	23	lifecycle	lifecycle	NOUN
amwa-180	129	24	of	of	ADP
amwa-180	129	25	a	a	DET
amwa-180	129	26	drug	drug	NOUN
amwa-180	129	27	.	.	PUNCT
amwa-180	130	1	author	author	NOUN
amwa-180	130	2	declaration	declaration	NOUN
amwa-180	130	3	and	and	CCONJ
amwa-180	130	4	disclosures	disclosure	NOUN
amwa-180	130	5	:	:	PUNCT
amwa-180	130	6	the	the	DET
amwa-180	130	7	authors	author	NOUN
amwa-180	130	8	acknowledge	acknowledge	VERB
amwa-180	130	9	the	the	DET
amwa-180	130	10	team	team	NOUN
amwa-180	130	11	’s	’s	PART
amwa-180	130	12	learning	learning	NOUN
amwa-180	130	13	from	from	ADP
amwa-180	130	14	building	build	VERB
amwa-180	130	15	the	the	DET
amwa-180	130	16	cognitive	cognitive	ADJ
amwa-180	130	17	search	search	NOUN
amwa-180	130	18	and	and	CCONJ
amwa-180	130	19	medical	medical	ADJ
amwa-180	130	20	writing	writing	NOUN
amwa-180	130	21	platform	platform	NOUN
amwa-180	130	22	at	at	ADP
amwa-180	130	23	infosys	infosys	PROPN
amwa-180	130	24	.	.	PUNCT
amwa-180	131	1	author	author	NOUN
amwa-180	131	2	contact	contact	PROPN
amwa-180	131	3	:	:	PUNCT
amwa-180	132	1	deepakpn@infosys.com	deepakpn@infosys.com	X
amwa-180	132	2	references	reference	NOUN
amwa-180	132	3	1	1	NUM
amwa-180	132	4	.	.	PUNCT
amwa-180	133	1	alexander	alexander	PROPN
amwa-180	133	2	l	l	PROPN
amwa-180	133	3	,	,	PUNCT
amwa-180	133	4	de	de	X
amwa-180	133	5	milto	milto	PROPN
amwa-180	133	6	l	l	PROPN
amwa-180	133	7	,	,	PUNCT
amwa-180	133	8	kryder	kryder	PROPN
amwa-180	133	9	c.	c.	PROPN
amwa-180	133	10	ultimate	ultimate	ADJ
amwa-180	133	11	guide	guide	NOUN
amwa-180	133	12	to	to	ADP
amwa-180	133	13	becoming	become	VERB
amwa-180	133	14	a	a	DET
amwa-180	133	15	medical	medical	ADJ
amwa-180	133	16	writer	writer	NOUN
amwa-180	133	17	.	.	PUNCT
amwa-180	134	1	amwa	amwa	PROPN
amwa-180	134	2	.	.	PUNCT
amwa-180	135	1	accessed	access	VERB
amwa-180	135	2	september	september	PROPN
amwa-180	135	3	2022	2022	NUM
amwa-180	135	4	.	.	PUNCT
amwa-180	136	1	https://info	https://info	NOUN
amwa-180	136	2	.	.	PUNCT
amwa-180	137	1	amwa.org/ultimate-guide-to-becoming-a-medical-writer	amwa.org/ultimate-guide-to-becoming-a-medical-writer	NOUN
amwa-180	137	2	2	2	X
amwa-180	137	3	.	.	X
amwa-180	137	4	medical	medical	ADJ
amwa-180	137	5	writing	writing	NOUN
amwa-180	137	6	market	market	NOUN
amwa-180	137	7	size	size	NOUN
amwa-180	137	8	,	,	PUNCT
amwa-180	137	9	share	share	NOUN
amwa-180	137	10	&	&	CCONJ
amwa-180	137	11	trends	trend	VERB
amwa-180	137	12	analysis	analysis	NOUN
amwa-180	137	13	report	report	NOUN
amwa-180	137	14	by	by	ADP
amwa-180	137	15	type	type	NOUN
amwa-180	137	16	(	(	PUNCT
amwa-180	137	17	clinical	clinical	ADJ
amwa-180	137	18	,	,	PUNCT
amwa-180	137	19	regulatory	regulatory	ADJ
amwa-180	137	20	)	)	PUNCT
amwa-180	137	21	,	,	PUNCT
amwa-180	137	22	by	by	ADP
amwa-180	137	23	application	application	NOUN
amwa-180	137	24	(	(	PUNCT
amwa-180	137	25	medical	medical	ADJ
amwa-180	137	26	journalism	journalism	NOUN
amwa-180	137	27	,	,	PUNCT
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amwa-180	137	29	marketing	marketing	NOUN
amwa-180	137	30	)	)	PUNCT
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amwa-180	139	1	published	publish	VERB
amwa-180	139	2	april	april	PROPN
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amwa-180	139	4	.	.	PUNCT
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amwa-180	141	3	.	.	PUNCT
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amwa-180	142	4	.	.	PUNCT
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amwa-180	143	2	.	.	PUNCT
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amwa-180	144	3	.	.	PUNCT
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amwa-180	145	3	.	.	PUNCT
amwa-180	146	1	wikipedia	wikipedia	PROPN
amwa-180	146	2	.	.	PROPN
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amwa-180	149	2	-	-	SYM
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amwa-180	150	2	.	.	X
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amwa-180	150	11	?	?	PUNCT
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amwa-180	153	4	,	,	PUNCT
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amwa-180	154	4	.	.	PUNCT
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amwa-180	155	3	.	.	X
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amwa-180	156	2	,	,	PUNCT
amwa-180	156	3	mckeown	mckeown	PROPN
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amwa-180	156	5	,	,	PUNCT
amwa-180	156	6	klavans	klavans	PROPN
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amwa-180	156	8	.	.	PUNCT
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amwa-180	158	8	.	.	PUNCT
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amwa-180	159	5	.	.	PUNCT
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amwa-180	160	3	,	,	PUNCT
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amwa-180	160	14	is	be	AUX
amwa-180	160	15	all	all	PRON
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amwa-180	161	15	4	4	NUM
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amwa-180	161	18	,	,	PUNCT
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amwa-180	161	20	;	;	PUNCT
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