id	sid	tid	token	lemma	pos
cana-3965	1	1	communications	communication	NOUN
cana-3965	1	2	on	on	ADP
cana-3965	1	3	applied	apply	VERB
cana-3965	1	4	nonlinear	nonlinear	ADJ
cana-3965	1	5	analysis	analysis	NOUN
cana-3965	1	6	issn	issn	NOUN
cana-3965	1	7	:	:	PUNCT
cana-3965	1	8	1074	1074	NUM
cana-3965	1	9	-	-	PUNCT
cana-3965	1	10	133x	133x	NUM
cana-3965	1	11	vol	vol	NOUN
cana-3965	1	12	32	32	NUM
cana-3965	1	13	no	no	NOUN
cana-3965	1	14	.	.	PUNCT
cana-3965	2	1	9s	9s	NUM
cana-3965	2	2	(	(	PUNCT
cana-3965	2	3	2025	2025	NUM
cana-3965	2	4	)	)	PUNCT
cana-3965	2	5	570	570	NUM
cana-3965	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	2	7	an	an	DET
cana-3965	2	8	iterative	iterative	NOUN
cana-3965	2	9	systematic	systematic	ADJ
cana-3965	2	10	analytical	analytical	ADJ
cana-3965	2	11	review	review	NOUN
cana-3965	2	12	of	of	ADP
cana-3965	2	13	large	large	ADJ
cana-3965	2	14	language	language	NOUN
cana-3965	2	15	models	model	NOUN
cana-3965	2	16	for	for	ADP
cana-3965	2	17	medical	medical	ADJ
cana-3965	2	18	applications	application	NOUN
cana-3965	2	19	using	use	VERB
cana-3965	2	20	gpt-4	gpt-4	NOUN
cana-3965	2	21	,	,	PUNCT
cana-3965	2	22	bert	bert	NOUN
cana-3965	2	23	variants	variant	NOUN
cana-3965	2	24	,	,	PUNCT
cana-3965	2	25	and	and	CCONJ
cana-3965	2	26	vision	vision	NOUN
cana-3965	2	27	transformers	transformer	NOUN
cana-3965	2	28	wani	wani	PROPN
cana-3965	2	29	h.	h.	PROPN
cana-3965	2	30	bisen1	bisen1	PROPN
cana-3965	2	31	,	,	PUNCT
cana-3965	2	32	avinash	avinash	PROPN
cana-3965	2	33	j.	j.	PROPN
cana-3965	2	34	agrawal2	agrawal2	PROPN
cana-3965	2	35	1	1	NUM
cana-3965	2	36	rashtrasant	rashtrasant	PROPN
cana-3965	2	37	tukadoji	tukadoji	PROPN
cana-3965	2	38	maharaj	maharaj	PROPN
cana-3965	2	39	nagpur	nagpur	PROPN
cana-3965	2	40	university	university	PROPN
cana-3965	2	41	,	,	PUNCT
cana-3965	2	42	shri	shri	PROPN
cana-3965	2	43	ramdeobaba	ramdeobaba	PROPN
cana-3965	2	44	college	college	NOUN
cana-3965	2	45	of	of	ADP
cana-3965	2	46	engineering	engineering	NOUN
cana-3965	2	47	and	and	CCONJ
cana-3965	2	48	management	management	NOUN
cana-3965	2	49	,	,	PUNCT
cana-3965	2	50	nagpur	nagpur	PROPN
cana-3965	2	51	.	.	PUNCT
cana-3965	3	1	bisenwh@rknec.edu	bisenwh@rknec.edu	NOUN
cana-3965	3	2	2	2	NUM
cana-3965	3	3	rashtrasant	rashtrasant	ADJ
cana-3965	3	4	tukadoji	tukadoji	PROPN
cana-3965	3	5	maharaj	maharaj	PROPN
cana-3965	3	6	nagpur	nagpur	PROPN
cana-3965	3	7	university	university	PROPN
cana-3965	3	8	,	,	PUNCT
cana-3965	3	9	shri	shri	PROPN
cana-3965	3	10	ramdeobaba	ramdeobaba	PROPN
cana-3965	3	11	college	college	NOUN
cana-3965	3	12	of	of	ADP
cana-3965	3	13	engineering	engineering	NOUN
cana-3965	3	14	and	and	CCONJ
cana-3965	3	15	management	management	NOUN
cana-3965	3	16	,	,	PUNCT
cana-3965	3	17	nagpur	nagpur	PROPN
cana-3965	3	18	.	.	PUNCT
cana-3965	4	1	agrawalaj@rknec.edu	agrawalaj@rknec.edu	PROPN
cana-3965	4	2	article	article	NOUN
cana-3965	4	3	history	history	NOUN
cana-3965	4	4	:	:	PUNCT
cana-3965	4	5	received	receive	VERB
cana-3965	4	6	:	:	PUNCT
cana-3965	4	7	18	18	NUM
cana-3965	4	8	-	-	SYM
cana-3965	4	9	11	11	NUM
cana-3965	4	10	-	-	PUNCT
cana-3965	4	11	2024	2024	NUM
cana-3965	4	12	revised	revise	VERB
cana-3965	4	13	:	:	PUNCT
cana-3965	4	14	12	12	NUM
cana-3965	4	15	-	-	SYM
cana-3965	4	16	12	12	NUM
cana-3965	4	17	-	-	PUNCT
cana-3965	4	18	2024	2024	NUM
cana-3965	4	19	accepted	accept	VERB
cana-3965	4	20	:	:	PUNCT
cana-3965	4	21	08	08	NUM
cana-3965	4	22	-	-	SYM
cana-3965	4	23	01	01	NUM
cana-3965	4	24	-	-	PUNCT
cana-3965	4	25	2025	2025	NUM
cana-3965	4	26	abstract	abstract	NOUN
cana-3965	4	27	:	:	PUNCT
cana-3965	4	28	introduction	introduction	NOUN
cana-3965	4	29	:	:	PUNCT
cana-3965	4	30	the	the	DET
cana-3965	4	31	increasing	increase	VERB
cana-3965	4	32	adoption	adoption	NOUN
cana-3965	4	33	of	of	ADP
cana-3965	4	34	large	large	ADJ
cana-3965	4	35	language	language	NOUN
cana-3965	4	36	models	model	NOUN
cana-3965	4	37	(	(	PUNCT
cana-3965	4	38	llms	llm	NOUN
cana-3965	4	39	)	)	PUNCT
cana-3965	4	40	in	in	ADP
cana-3965	4	41	healthcare	healthcare	PROPN
cana-3965	4	42	necessitates	necessitate	VERB
cana-3965	4	43	a	a	DET
cana-3965	4	44	comprehensive	comprehensive	ADJ
cana-3965	4	45	review	review	NOUN
cana-3965	4	46	of	of	ADP
cana-3965	4	47	their	their	PRON
cana-3965	4	48	applications	application	NOUN
cana-3965	4	49	,	,	PUNCT
cana-3965	4	50	limitations	limitation	NOUN
cana-3965	4	51	,	,	PUNCT
cana-3965	4	52	and	and	CCONJ
cana-3965	4	53	potential	potential	ADJ
cana-3965	4	54	.	.	PUNCT
cana-3965	5	1	existing	exist	VERB
cana-3965	5	2	literature	literature	NOUN
cana-3965	5	3	lacks	lack	VERB
cana-3965	5	4	a	a	DET
cana-3965	5	5	systematic	systematic	ADJ
cana-3965	5	6	assessment	assessment	NOUN
cana-3965	5	7	of	of	ADP
cana-3965	5	8	llm	llm	PROPN
cana-3965	5	9	performance	performance	NOUN
cana-3965	5	10	across	across	ADP
cana-3965	5	11	diverse	diverse	ADJ
cana-3965	5	12	healthcare	healthcare	NOUN
cana-3965	5	13	tasks	task	NOUN
cana-3965	5	14	and	and	CCONJ
cana-3965	5	15	does	do	AUX
cana-3965	5	16	not	not	PART
cana-3965	5	17	adequately	adequately	ADV
cana-3965	5	18	address	address	VERB
cana-3965	5	19	critical	critical	ADJ
cana-3965	5	20	aspects	aspect	NOUN
cana-3965	5	21	such	such	ADJ
cana-3965	5	22	as	as	ADP
cana-3965	5	23	model	model	ADJ
cana-3965	5	24	-	-	PUNCT
cana-3965	5	25	specific	specific	ADJ
cana-3965	5	26	optimizations	optimization	NOUN
cana-3965	5	27	,	,	PUNCT
cana-3965	5	28	domain	domain	NOUN
cana-3965	5	29	adaptability	adaptability	NOUN
cana-3965	5	30	,	,	PUNCT
cana-3965	5	31	and	and	CCONJ
cana-3965	5	32	real	real	ADJ
cana-3965	5	33	-	-	PUNCT
cana-3965	5	34	world	world	NOUN
cana-3965	5	35	deployment	deployment	NOUN
cana-3965	5	36	constraints	constraint	NOUN
cana-3965	5	37	.	.	PUNCT
cana-3965	6	1	objectives	objective	NOUN
cana-3965	6	2	:	:	PUNCT
cana-3965	6	3	this	this	DET
cana-3965	6	4	paper	paper	NOUN
cana-3965	6	5	aims	aim	VERB
cana-3965	6	6	to	to	PART
cana-3965	6	7	fill	fill	VERB
cana-3965	6	8	the	the	DET
cana-3965	6	9	identified	identify	VERB
cana-3965	6	10	gaps	gap	NOUN
cana-3965	6	11	by	by	ADP
cana-3965	6	12	conducting	conduct	VERB
cana-3965	6	13	an	an	DET
cana-3965	6	14	extensive	extensive	ADJ
cana-3965	6	15	and	and	CCONJ
cana-3965	6	16	structured	structured	ADJ
cana-3965	6	17	review	review	NOUN
cana-3965	6	18	of	of	ADP
cana-3965	6	19	current	current	ADJ
cana-3965	6	20	research	research	NOUN
cana-3965	6	21	on	on	ADP
cana-3965	6	22	llm	llm	PROPN
cana-3965	6	23	applications	application	NOUN
cana-3965	6	24	in	in	ADP
cana-3965	6	25	medical	medical	ADJ
cana-3965	6	26	reports	report	NOUN
cana-3965	6	27	,	,	PUNCT
cana-3965	6	28	diagnostics	diagnostic	NOUN
cana-3965	6	29	,	,	PUNCT
cana-3965	6	30	and	and	CCONJ
cana-3965	6	31	decision	decision	NOUN
cana-3965	6	32	-	-	PUNCT
cana-3965	6	33	making	making	NOUN
cana-3965	6	34	.	.	PUNCT
cana-3965	7	1	it	it	PRON
cana-3965	7	2	seeks	seek	VERB
cana-3965	7	3	to	to	PART
cana-3965	7	4	classify	classify	VERB
cana-3965	7	5	and	and	CCONJ
cana-3965	7	6	evaluate	evaluate	VERB
cana-3965	7	7	studies	study	NOUN
cana-3965	7	8	based	base	VERB
cana-3965	7	9	on	on	ADP
cana-3965	7	10	methods	method	NOUN
cana-3965	7	11	used	use	VERB
cana-3965	7	12	,	,	PUNCT
cana-3965	7	13	performance	performance	NOUN
cana-3965	7	14	measures	measure	NOUN
cana-3965	7	15	,	,	PUNCT
cana-3965	7	16	key	key	ADJ
cana-3965	7	17	takeaways	takeaway	NOUN
cana-3965	7	18	,	,	PUNCT
cana-3965	7	19	strengths	strength	NOUN
cana-3965	7	20	,	,	PUNCT
cana-3965	7	21	and	and	CCONJ
cana-3965	7	22	limitations	limitation	NOUN
cana-3965	7	23	.	.	PUNCT
cana-3965	8	1	methods	method	NOUN
cana-3965	8	2	:	:	PUNCT
cana-3965	8	3	a	a	DET
cana-3965	8	4	prisma	prisma	NOUN
cana-3965	8	5	-	-	PUNCT
cana-3965	8	6	based	base	VERB
cana-3965	8	7	methodology	methodology	NOUN
cana-3965	8	8	was	be	AUX
cana-3965	8	9	employed	employ	VERB
cana-3965	8	10	to	to	PART
cana-3965	8	11	systematically	systematically	ADV
cana-3965	8	12	categorize	categorize	VERB
cana-3965	8	13	studies	study	NOUN
cana-3965	8	14	according	accord	VERB
cana-3965	8	15	to	to	ADP
cana-3965	8	16	their	their	PRON
cana-3965	8	17	approaches	approach	NOUN
cana-3965	8	18	and	and	CCONJ
cana-3965	8	19	outcomes	outcome	NOUN
cana-3965	8	20	.	.	PUNCT
cana-3965	9	1	the	the	DET
cana-3965	9	2	analysis	analysis	NOUN
cana-3965	9	3	focused	focus	VERB
cana-3965	9	4	on	on	ADP
cana-3965	9	5	multiple	multiple	ADJ
cana-3965	9	6	llms	llm	NOUN
cana-3965	9	7	,	,	PUNCT
cana-3965	9	8	including	include	VERB
cana-3965	9	9	gpt-3	gpt-3	NOUN
cana-3965	9	10	,	,	PUNCT
cana-3965	9	11	gpt-4	gpt-4	NOUN
cana-3965	9	12	,	,	PUNCT
cana-3965	9	13	bert	bert	NOUN
cana-3965	9	14	variants	variant	NOUN
cana-3965	9	15	,	,	PUNCT
cana-3965	9	16	med	med	ADJ
cana-3965	9	17	-	-	PUNCT
cana-3965	9	18	palm	palm	NOUN
cana-3965	9	19	,	,	PUNCT
cana-3965	9	20	and	and	CCONJ
cana-3965	9	21	domain	domain	NOUN
cana-3965	9	22	-	-	PUNCT
cana-3965	9	23	specific	specific	ADJ
cana-3965	9	24	adaptations	adaptation	NOUN
cana-3965	9	25	such	such	ADJ
cana-3965	9	26	as	as	ADP
cana-3965	9	27	biogpt	biogpt	NOUN
cana-3965	9	28	and	and	CCONJ
cana-3965	9	29	comcare	comcare	NOUN
cana-3965	9	30	.	.	PUNCT
cana-3965	10	1	for	for	ADP
cana-3965	10	2	vision	vision	NOUN
cana-3965	10	3	-	-	PUNCT
cana-3965	10	4	language	language	NOUN
cana-3965	10	5	transformer	transformer	NOUN
cana-3965	10	6	-	-	PUNCT
cana-3965	10	7	based	base	VERB
cana-3965	10	8	autoreport	autoreport	NOUN
cana-3965	10	9	generation	generation	NOUN
cana-3965	10	10	,	,	PUNCT
cana-3965	10	11	pegasus	pegasus	PROPN
cana-3965	10	12	and	and	CCONJ
cana-3965	10	13	etb	etb	PROPN
cana-3965	10	14	mii	mii	PROPN
cana-3965	10	15	were	be	AUX
cana-3965	10	16	examined	examine	VERB
cana-3965	10	17	.	.	PUNCT
cana-3965	11	1	additionally	additionally	ADV
cana-3965	11	2	,	,	PUNCT
cana-3965	11	3	the	the	DET
cana-3965	11	4	study	study	NOUN
cana-3965	11	5	explored	explore	VERB
cana-3965	11	6	kellm	kellm	NOUN
cana-3965	11	7	for	for	ADP
cana-3965	11	8	causal	causal	ADJ
cana-3965	11	9	reasoning	reasoning	NOUN
cana-3965	11	10	with	with	ADP
cana-3965	11	11	knowledge	knowledge	NOUN
cana-3965	11	12	graphs	graph	NOUN
cana-3965	11	13	and	and	CCONJ
cana-3965	11	14	openmedlm	openmedlm	ADJ
cana-3965	11	15	for	for	ADP
cana-3965	11	16	equitable	equitable	ADJ
cana-3965	11	17	healthcare	healthcare	NOUN
cana-3965	11	18	solutions	solution	NOUN
cana-3965	11	19	.	.	PUNCT
cana-3965	12	1	the	the	DET
cana-3965	12	2	selected	select	VERB
cana-3965	12	3	models	model	NOUN
cana-3965	12	4	were	be	AUX
cana-3965	12	5	evaluated	evaluate	VERB
cana-3965	12	6	based	base	VERB
cana-3965	12	7	on	on	ADP
cana-3965	12	8	key	key	ADJ
cana-3965	12	9	performance	performance	NOUN
cana-3965	12	10	metrics	metric	NOUN
cana-3965	12	11	such	such	ADJ
cana-3965	12	12	as	as	ADP
cana-3965	12	13	accuracy	accuracy	NOUN
cana-3965	12	14	,	,	PUNCT
cana-3965	12	15	sensitivity	sensitivity	NOUN
cana-3965	12	16	,	,	PUNCT
cana-3965	12	17	and	and	CCONJ
cana-3965	12	18	explainability	explainability	NOUN
cana-3965	12	19	.	.	PUNCT
cana-3965	13	1	results	result	VERB
cana-3965	13	2	:	:	PUNCT
cana-3965	13	3	the	the	DET
cana-3965	13	4	findings	finding	NOUN
cana-3965	13	5	indicate	indicate	VERB
cana-3965	13	6	that	that	SCONJ
cana-3965	13	7	specific	specific	ADJ
cana-3965	13	8	llms	llm	NOUN
cana-3965	13	9	show	show	VERB
cana-3965	13	10	significant	significant	ADJ
cana-3965	13	11	promise	promise	NOUN
cana-3965	13	12	in	in	ADP
cana-3965	13	13	enhancing	enhance	VERB
cana-3965	13	14	healthcare	healthcare	NOUN
cana-3965	13	15	applications	application	NOUN
cana-3965	13	16	.	.	PUNCT
cana-3965	14	1	models	model	NOUN
cana-3965	14	2	like	like	ADP
cana-3965	14	3	med	med	ADJ
cana-3965	14	4	-	-	PUNCT
cana-3965	14	5	palm	palm	NOUN
cana-3965	14	6	and	and	CCONJ
cana-3965	14	7	biogpt	biogpt	NOUN
cana-3965	14	8	demonstrate	demonstrate	NOUN
cana-3965	14	9	improved	improve	VERB
cana-3965	14	10	diagnostic	diagnostic	ADJ
cana-3965	14	11	accuracy	accuracy	NOUN
cana-3965	14	12	,	,	PUNCT
cana-3965	14	13	while	while	SCONJ
cana-3965	14	14	vision	vision	NOUN
cana-3965	14	15	-	-	PUNCT
cana-3965	14	16	language	language	NOUN
cana-3965	14	17	transformers	transformer	NOUN
cana-3965	14	18	such	such	ADJ
cana-3965	14	19	as	as	ADP
cana-3965	14	20	pegasus	pegasus	PROPN
cana-3965	14	21	enhance	enhance	VERB
cana-3965	14	22	automated	automate	VERB
cana-3965	14	23	medical	medical	ADJ
cana-3965	14	24	report	report	NOUN
cana-3965	14	25	generation	generation	NOUN
cana-3965	14	26	.	.	PUNCT
cana-3965	15	1	the	the	DET
cana-3965	15	2	integration	integration	NOUN
cana-3965	15	3	of	of	ADP
cana-3965	15	4	knowledge	knowledge	NOUN
cana-3965	15	5	graphs	graph	NOUN
cana-3965	15	6	in	in	ADP
cana-3965	15	7	kellm	kellm	PROPN
cana-3965	15	8	ensures	ensure	VERB
cana-3965	15	9	greater	great	ADJ
cana-3965	15	10	interpretability	interpretability	NOUN
cana-3965	15	11	and	and	CCONJ
cana-3965	15	12	safety	safety	NOUN
cana-3965	15	13	.	.	PUNCT
cana-3965	16	1	open	open	ADJ
cana-3965	16	2	-	-	PUNCT
cana-3965	16	3	source	source	NOUN
cana-3965	16	4	models	model	NOUN
cana-3965	16	5	like	like	ADP
cana-3965	16	6	openmedlm	openmedlm	ADJ
cana-3965	16	7	contribute	contribute	VERB
cana-3965	16	8	to	to	ADP
cana-3965	16	9	equitable	equitable	ADJ
cana-3965	16	10	access	access	NOUN
cana-3965	16	11	to	to	ADP
cana-3965	16	12	ai	ai	VERB
cana-3965	16	13	-	-	PUNCT
cana-3965	16	14	driven	drive	VERB
cana-3965	16	15	healthcare	healthcare	NOUN
cana-3965	16	16	solutions	solution	NOUN
cana-3965	16	17	.	.	PUNCT
cana-3965	17	1	overall	overall	ADV
cana-3965	17	2	,	,	PUNCT
cana-3965	17	3	llms	llm	NOUN
cana-3965	17	4	can	can	AUX
cana-3965	17	5	reduce	reduce	VERB
cana-3965	17	6	clinician	clinician	ADJ
cana-3965	17	7	workload	workload	NOUN
cana-3965	17	8	,	,	PUNCT
cana-3965	17	9	enhance	enhance	VERB
cana-3965	17	10	diagnostic	diagnostic	ADJ
cana-3965	17	11	precision	precision	NOUN
cana-3965	17	12	,	,	PUNCT
cana-3965	17	13	and	and	CCONJ
cana-3965	17	14	optimize	optimize	VERB
cana-3965	17	15	healthcare	healthcare	NOUN
cana-3965	17	16	workflows	workflow	NOUN
cana-3965	17	17	.	.	PUNCT
cana-3965	18	1	conclusion	conclusion	NOUN
cana-3965	18	2	:	:	PUNCT
cana-3965	18	3	this	this	DET
cana-3965	18	4	study	study	NOUN
cana-3965	18	5	highlights	highlight	VERB
cana-3965	18	6	the	the	DET
cana-3965	18	7	transformative	transformative	ADJ
cana-3965	18	8	potential	potential	NOUN
cana-3965	18	9	of	of	ADP
cana-3965	18	10	llms	llm	NOUN
cana-3965	18	11	in	in	ADP
cana-3965	18	12	medicine	medicine	NOUN
cana-3965	18	13	while	while	SCONJ
cana-3965	18	14	also	also	ADV
cana-3965	18	15	addressing	address	VERB
cana-3965	18	16	challenges	challenge	NOUN
cana-3965	18	17	such	such	ADJ
cana-3965	18	18	as	as	ADP
cana-3965	18	19	ethical	ethical	ADJ
cana-3965	18	20	considerations	consideration	NOUN
cana-3965	18	21	,	,	PUNCT
cana-3965	18	22	energy	energy	NOUN
cana-3965	18	23	efficiency	efficiency	NOUN
cana-3965	18	24	,	,	PUNCT
cana-3965	18	25	and	and	CCONJ
cana-3965	18	26	scalability	scalability	NOUN
cana-3965	18	27	.	.	PUNCT
cana-3965	19	1	by	by	ADP
cana-3965	19	2	providing	provide	VERB
cana-3965	19	3	a	a	DET
cana-3965	19	4	systematic	systematic	ADJ
cana-3965	19	5	evaluation	evaluation	NOUN
cana-3965	19	6	,	,	PUNCT
cana-3965	19	7	this	this	DET
cana-3965	19	8	review	review	NOUN
cana-3965	19	9	paves	pave	VERB
cana-3965	19	10	the	the	DET
cana-3965	19	11	way	way	NOUN
cana-3965	19	12	for	for	ADP
cana-3965	19	13	future	future	ADJ
cana-3965	19	14	advancements	advancement	NOUN
cana-3965	19	15	in	in	ADP
cana-3965	19	16	ai	ai	ADJ
cana-3965	19	17	-	-	PUNCT
cana-3965	19	18	driven	drive	VERB
cana-3965	19	19	healthcare	healthcare	NOUN
cana-3965	19	20	applications	application	NOUN
cana-3965	19	21	,	,	PUNCT
cana-3965	19	22	fostering	foster	VERB
cana-3965	19	23	innovation	innovation	NOUN
cana-3965	19	24	and	and	CCONJ
cana-3965	19	25	improved	improve	VERB
cana-3965	19	26	patient	patient	ADJ
cana-3965	19	27	care	care	NOUN
cana-3965	19	28	.	.	PUNCT
cana-3965	20	1	keywords	keyword	NOUN
cana-3965	20	2	:	:	PUNCT
cana-3965	20	3	large	large	ADJ
cana-3965	20	4	language	language	NOUN
cana-3965	20	5	models	model	NOUN
cana-3965	20	6	,	,	PUNCT
cana-3965	20	7	medical	medical	ADJ
cana-3965	20	8	applications	application	NOUN
cana-3965	20	9	,	,	PUNCT
cana-3965	20	10	systematic	systematic	ADJ
cana-3965	20	11	review	review	NOUN
cana-3965	20	12	,	,	PUNCT
cana-3965	20	13	report	report	NOUN
cana-3965	20	14	generation	generation	NOUN
cana-3965	20	15	,	,	PUNCT
cana-3965	20	16	gpt-4	gpt-4	NOUN
cana-3965	20	17	,	,	PUNCT
cana-3965	20	18	process	process	NOUN
cana-3965	20	19	communications	communication	NOUN
cana-3965	20	20	on	on	ADP
cana-3965	20	21	applied	apply	VERB
cana-3965	20	22	nonlinear	nonlinear	ADJ
cana-3965	20	23	analysis	analysis	NOUN
cana-3965	20	24	issn	issn	NOUN
cana-3965	20	25	:	:	PUNCT
cana-3965	20	26	1074	1074	NUM
cana-3965	20	27	-	-	PUNCT
cana-3965	20	28	133x	133x	NUM
cana-3965	20	29	vol	vol	NOUN
cana-3965	20	30	32	32	NUM
cana-3965	20	31	no	no	NOUN
cana-3965	20	32	.	.	PUNCT
cana-3965	21	1	9s	9s	NUM
cana-3965	21	2	(	(	PUNCT
cana-3965	21	3	2025	2025	NUM
cana-3965	21	4	)	)	PUNCT
cana-3965	21	5	571	571	NUM
cana-3965	21	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	21	7	1	1	NUM
cana-3965	21	8	.	.	PUNCT
cana-3965	21	9	introduction	introduction	NOUN
cana-3965	21	10	for	for	ADP
cana-3965	21	11	instance	instance	NOUN
cana-3965	21	12	,	,	PUNCT
cana-3965	21	13	the	the	DET
cana-3965	21	14	quick	quick	ADJ
cana-3965	21	15	innovation	innovation	NOUN
cana-3965	21	16	of	of	ADP
cana-3965	21	17	ai	ai	ADJ
cana-3965	21	18	speeds	speed	NOUN
cana-3965	21	19	up	up	ADP
cana-3965	21	20	many	many	ADJ
cana-3965	21	21	types	type	NOUN
cana-3965	21	22	of	of	ADP
cana-3965	21	23	solutions	solution	NOUN
cana-3965	21	24	,	,	PUNCT
cana-3965	21	25	especially	especially	ADV
cana-3965	21	26	health	health	NOUN
cana-3965	21	27	care	care	NOUN
cana-3965	21	28	,	,	PUNCT
cana-3965	21	29	which	which	PRON
cana-3965	21	30	brings	bring	VERB
cana-3965	21	31	many	many	ADJ
cana-3965	21	32	transforming	transform	VERB
cana-3965	21	33	changes	change	NOUN
cana-3965	21	34	towards	towards	ADP
cana-3965	21	35	healthier	healthy	ADJ
cana-3965	21	36	environments	environment	NOUN
cana-3965	21	37	.	.	PUNCT
cana-3965	22	1	these	these	PRON
cana-3965	22	2	include	include	VERB
cana-3965	22	3	large	large	ADJ
cana-3965	22	4	language	language	NOUN
cana-3965	22	5	models	model	NOUN
cana-3965	22	6	such	such	ADJ
cana-3965	22	7	as	as	ADP
cana-3965	22	8	gpt-4	gpt-4	NOUN
cana-3965	22	9	,	,	PUNCT
cana-3965	22	10	bert	bert	NOUN
cana-3965	22	11	,	,	PUNCT
cana-3965	22	12	and	and	CCONJ
cana-3965	22	13	med	med	ADJ
cana-3965	22	14	-	-	PUNCT
cana-3965	22	15	palm	palm	NOUN
cana-3965	22	16	as	as	ADP
cana-3965	22	17	examples	example	NOUN
cana-3965	22	18	,	,	PUNCT
cana-3965	22	19	that	that	PRON
cana-3965	22	20	have	have	AUX
cana-3965	22	21	been	be	AUX
cana-3965	22	22	active	active	ADJ
cana-3965	22	23	and	and	CCONJ
cana-3965	22	24	processing	processing	NOUN
cana-3965	22	25	and	and	CCONJ
cana-3965	22	26	generating	generate	VERB
cana-3965	22	27	human	human	ADJ
cana-3965	22	28	-	-	PUNCT
cana-3965	22	29	like	like	ADJ
cana-3965	22	30	text	text	NOUN
cana-3965	22	31	with	with	ADP
cana-3965	22	32	very	very	ADV
cana-3965	22	33	high	high	ADJ
cana-3965	22	34	precisions	precision	NOUN
cana-3965	22	35	set	set	NOUN
cana-3965	22	36	.	.	PUNCT
cana-3965	23	1	such	such	ADJ
cana-3965	23	2	models	model	NOUN
cana-3965	23	3	have	have	AUX
cana-3965	23	4	also	also	ADV
cana-3965	23	5	proven	prove	VERB
cana-3965	23	6	spectacular	spectacular	ADJ
cana-3965	23	7	performance	performance	NOUN
cana-3965	23	8	even	even	ADV
cana-3965	23	9	in	in	ADP
cana-3965	23	10	the	the	DET
cana-3965	23	11	subtlest	subtle	ADJ
cana-3965	23	12	kind	kind	NOUN
cana-3965	23	13	of	of	ADP
cana-3965	23	14	applications	application	NOUN
cana-3965	23	15	ranging	range	VERB
cana-3965	23	16	from	from	ADP
cana-3965	23	17	clinical	clinical	ADJ
cana-3965	23	18	decision	decision	NOUN
cana-3965	23	19	support	support	NOUN
cana-3965	23	20	to	to	ADP
cana-3965	23	21	generating	generate	VERB
cana-3965	23	22	medical	medical	ADJ
cana-3965	23	23	reports	report	NOUN
cana-3965	23	24	-	-	PUNCT
cana-3965	23	25	and	and	CCONJ
cana-3965	23	26	so	so	ADV
cana-3965	23	27	promised	promise	VERB
cana-3965	23	28	unparalleled	unparalleled	ADJ
cana-3965	23	29	potential	potential	NOUN
cana-3965	23	30	to	to	PART
cana-3965	23	31	reduce	reduce	VERB
cana-3965	23	32	the	the	DET
cana-3965	23	33	workload	workload	NOUN
cana-3965	23	34	,	,	PUNCT
cana-3965	23	35	to	to	PART
cana-3965	23	36	raise	raise	VERB
cana-3965	23	37	the	the	DET
cana-3965	23	38	accuracy	accuracy	NOUN
cana-3965	23	39	sets	set	NOUN
cana-3965	23	40	of	of	ADP
cana-3965	23	41	diagnosis	diagnosis	NOUN
cana-3965	23	42	,	,	PUNCT
cana-3965	23	43	and	and	CCONJ
cana-3965	23	44	make	make	VERB
cana-3965	23	45	patient	patient	ADJ
cana-3965	23	46	care	care	NOUN
cana-3965	23	47	sets	set	NOUN
cana-3965	23	48	better	well	ADV
cana-3965	23	49	.	.	PUNCT
cana-3965	24	1	despite	despite	SCONJ
cana-3965	24	2	all	all	DET
cana-3965	24	3	these	these	DET
cana-3965	24	4	improvements	improvement	NOUN
cana-3965	24	5	,	,	PUNCT
cana-3965	24	6	llms	llm	NOUN
cana-3965	24	7	are	be	AUX
cana-3965	24	8	still	still	ADV
cana-3965	24	9	filled	fill	VERB
cana-3965	24	10	with	with	ADP
cana-3965	24	11	many	many	ADJ
cana-3965	24	12	challenges	challenge	NOUN
cana-3965	24	13	when	when	SCONJ
cana-3965	24	14	used	use	VERB
cana-3965	24	15	in	in	ADP
cana-3965	24	16	the	the	DET
cana-3965	24	17	healthcare	healthcare	NOUN
cana-3965	24	18	domain	domain	NOUN
cana-3965	24	19	,	,	PUNCT
cana-3965	24	20	such	such	ADJ
cana-3965	24	21	as	as	ADP
cana-3965	24	22	ethical	ethical	ADJ
cana-3965	24	23	concerns	concern	NOUN
cana-3965	24	24	,	,	PUNCT
cana-3965	24	25	scalability	scalability	NOUN
cana-3965	24	26	,	,	PUNCT
cana-3965	24	27	and	and	CCONJ
cana-3965	24	28	domain	domain	NOUN
cana-3965	24	29	-	-	PUNCT
cana-3965	24	30	specific	specific	ADJ
cana-3965	24	31	optimizations	optimization	NOUN
cana-3965	24	32	.	.	PUNCT
cana-3965	25	1	most	most	ADJ
cana-3965	25	2	reviews	review	NOUN
cana-3965	25	3	on	on	ADP
cana-3965	25	4	llms	llm	NOUN
cana-3965	25	5	fail	fail	VERB
cana-3965	25	6	to	to	PART
cana-3965	25	7	conduct	conduct	VERB
cana-3965	25	8	an	an	DET
cana-3965	25	9	overall	overall	ADJ
cana-3965	25	10	analysis	analysis	NOUN
cana-3965	25	11	,	,	PUNCT
cana-3965	25	12	focusing	focus	VERB
cana-3965	25	13	either	either	CCONJ
cana-3965	25	14	on	on	ADP
cana-3965	25	15	technical	technical	ADJ
cana-3965	25	16	performance	performance	NOUN
cana-3965	25	17	or	or	CCONJ
cana-3965	25	18	practical	practical	ADJ
cana-3965	25	19	applications	application	NOUN
cana-3965	25	20	.	.	PUNCT
cana-3965	26	1	such	such	ADJ
cana-3965	26	2	reviews	review	NOUN
cana-3965	26	3	are	be	AUX
cana-3965	26	4	narrow	narrow	ADJ
cana-3965	26	5	in	in	ADP
cana-3965	26	6	scope	scope	NOUN
cana-3965	26	7	:	:	PUNCT
cana-3965	26	8	they	they	PRON
cana-3965	26	9	are	be	AUX
cana-3965	26	10	typically	typically	ADV
cana-3965	26	11	focused	focus	VERB
cana-3965	26	12	on	on	ADP
cana-3965	26	13	a	a	DET
cana-3965	26	14	single	single	ADJ
cana-3965	26	15	model	model	NOUN
cana-3965	26	16	or	or	CCONJ
cana-3965	26	17	a	a	DET
cana-3965	26	18	specific	specific	ADJ
cana-3965	26	19	use	use	NOUN
cana-3965	26	20	case	case	NOUN
cana-3965	26	21	and	and	CCONJ
cana-3965	26	22	do	do	AUX
cana-3965	26	23	not	not	PART
cana-3965	26	24	give	give	VERB
cana-3965	26	25	comprehensive	comprehensive	ADJ
cana-3965	26	26	insights	insight	NOUN
cana-3965	26	27	into	into	ADP
cana-3965	26	28	the	the	DET
cana-3965	26	29	methodological	methodological	ADJ
cana-3965	26	30	adaptations	adaptation	NOUN
cana-3965	26	31	required	require	VERB
cana-3965	26	32	across	across	ADP
cana-3965	26	33	different	different	ADJ
cana-3965	26	34	healthcare	healthcare	NOUN
cana-3965	26	35	domains	domain	NOUN
cana-3965	26	36	.	.	PUNCT
cana-3965	27	1	this	this	DET
cana-3965	27	2	fragmented	fragmented	ADJ
cana-3965	27	3	approach	approach	NOUN
cana-3965	27	4	prevents	prevent	VERB
cana-3965	27	5	a	a	DET
cana-3965	27	6	comprehensive	comprehensive	ADJ
cana-3965	27	7	understanding	understanding	NOUN
cana-3965	27	8	of	of	ADP
cana-3965	27	9	the	the	DET
cana-3965	27	10	strengths	strength	NOUN
cana-3965	27	11	and	and	CCONJ
cana-3965	27	12	weaknesses	weakness	NOUN
cana-3965	27	13	of	of	ADP
cana-3965	27	14	llms	llm	NOUN
cana-3965	27	15	,	,	PUNCT
cana-3965	27	16	thereby	thereby	ADV
cana-3965	27	17	impeding	impede	VERB
cana-3965	27	18	their	their	PRON
cana-3965	27	19	integration	integration	NOUN
cana-3965	27	20	with	with	ADP
cana-3965	27	21	clinical	clinical	ADJ
cana-3965	27	22	workflows	workflow	NOUN
cana-3965	27	23	.	.	PUNCT
cana-3965	28	1	this	this	DET
cana-3965	28	2	further	further	ADJ
cana-3965	28	3	limits	limit	NOUN
cana-3965	28	4	and	and	CCONJ
cana-3965	28	5	therefore	therefore	ADV
cana-3965	28	6	causes	cause	VERB
cana-3965	28	7	optimum	optimum	ADJ
cana-3965	28	8	solutions	solution	NOUN
cana-3965	28	9	to	to	PART
cana-3965	28	10	remain	remain	VERB
cana-3965	28	11	unidentified	unidentified	ADJ
cana-3965	28	12	for	for	ADP
cana-3965	28	13	such	such	ADJ
cana-3965	28	14	specialized	specialized	ADJ
cana-3965	28	15	tasks	task	NOUN
cana-3965	28	16	as	as	ADP
cana-3965	28	17	radiology	radiology	NOUN
cana-3965	28	18	reporting	reporting	NOUN
cana-3965	28	19	,	,	PUNCT
cana-3965	28	20	cognitive	cognitive	ADJ
cana-3965	28	21	assessment	assessment	NOUN
cana-3965	28	22	,	,	PUNCT
cana-3965	28	23	or	or	CCONJ
cana-3965	28	24	even	even	ADV
cana-3965	28	25	the	the	DET
cana-3965	28	26	diagnostic	diagnostic	ADJ
cana-3965	28	27	reasoning	reasoning	NOUN
cana-3965	28	28	process	process	NOUN
cana-3965	28	29	due	due	ADP
cana-3965	28	30	to	to	ADP
cana-3965	28	31	a	a	DET
cana-3965	28	32	lack	lack	NOUN
cana-3965	28	33	of	of	ADP
cana-3965	28	34	systematic	systematic	ADJ
cana-3965	28	35	comparisons	comparison	NOUN
cana-3965	28	36	across	across	ADP
cana-3965	28	37	different	different	ADJ
cana-3965	28	38	models	model	NOUN
cana-3965	28	39	,	,	PUNCT
cana-3965	28	40	datasets	dataset	NOUN
cana-3965	28	41	,	,	PUNCT
cana-3965	28	42	and	and	CCONJ
cana-3965	28	43	evaluation	evaluation	NOUN
cana-3965	28	44	metrics	metric	NOUN
cana-3965	28	45	.	.	PUNCT
cana-3965	29	1	in	in	ADP
cana-3965	29	2	order	order	NOUN
cana-3965	29	3	to	to	PART
cana-3965	29	4	fill	fill	VERB
cana-3965	29	5	these	these	DET
cana-3965	29	6	gaps	gap	NOUN
cana-3965	29	7	,	,	PUNCT
cana-3965	29	8	this	this	DET
cana-3965	29	9	paper	paper	NOUN
cana-3965	29	10	undertakes	undertake	VERB
cana-3965	29	11	a	a	DET
cana-3965	29	12	systematic	systematic	ADJ
cana-3965	29	13	and	and	CCONJ
cana-3965	29	14	analytical	analytical	ADJ
cana-3965	29	15	review	review	NOUN
cana-3965	29	16	of	of	ADP
cana-3965	29	17	recent	recent	ADJ
cana-3965	29	18	studies	study	NOUN
cana-3965	29	19	on	on	ADP
cana-3965	29	20	llms	llm	NOUN
cana-3965	29	21	in	in	ADP
cana-3965	29	22	healthcare	healthcare	NOUN
cana-3965	29	23	scenarios	scenario	NOUN
cana-3965	29	24	.	.	PUNCT
cana-3965	30	1	the	the	DET
cana-3965	30	2	review	review	NOUN
cana-3965	30	3	categorizes	categorize	VERB
cana-3965	30	4	and	and	CCONJ
cana-3965	30	5	appraises	appraise	VERB
cana-3965	30	6	these	these	DET
cana-3965	30	7	studies	study	NOUN
cana-3965	30	8	by	by	ADP
cana-3965	30	9	applying	apply	VERB
cana-3965	30	10	a	a	DET
cana-3965	30	11	methodology	methodology	NOUN
cana-3965	30	12	based	base	VERB
cana-3965	30	13	on	on	ADP
cana-3965	30	14	the	the	DET
cana-3965	30	15	prisma	prisma	PROPN
cana-3965	30	16	flow	flow	NOUN
cana-3965	30	17	diagram	diagram	NOUN
cana-3965	30	18	,	,	PUNCT
cana-3965	30	19	hence	hence	ADV
cana-3965	30	20	doing	do	VERB
cana-3965	30	21	an	an	DET
cana-3965	30	22	in	in	ADP
cana-3965	30	23	-	-	PUNCT
cana-3965	30	24	depth	depth	NOUN
cana-3965	30	25	analysis	analysis	NOUN
cana-3965	30	26	of	of	ADP
cana-3965	30	27	methodologies	methodology	NOUN
cana-3965	30	28	,	,	PUNCT
cana-3965	30	29	performance	performance	NOUN
cana-3965	30	30	metrics	metric	NOUN
cana-3965	30	31	,	,	PUNCT
cana-3965	30	32	and	and	CCONJ
cana-3965	30	33	their	their	PRON
cana-3965	30	34	real	real	ADJ
cana-3965	30	35	-	-	PUNCT
cana-3965	30	36	world	world	NOUN
cana-3965	30	37	applicability	applicability	NOUN
cana-3965	30	38	sets	set	NOUN
cana-3965	30	39	.	.	PUNCT
cana-3965	31	1	in	in	ADP
cana-3965	31	2	this	this	DET
cana-3965	31	3	sense	sense	NOUN
cana-3965	31	4	,	,	PUNCT
cana-3965	31	5	the	the	DET
cana-3965	31	6	review	review	NOUN
cana-3965	31	7	of	of	ADP
cana-3965	31	8	the	the	DET
cana-3965	31	9	paper	paper	NOUN
cana-3965	31	10	catches	catch	VERB
cana-3965	31	11	the	the	DET
cana-3965	31	12	breadth	breadth	NOUN
cana-3965	31	13	of	of	ADP
cana-3965	31	14	innovation	innovation	NOUN
cana-3965	31	15	by	by	ADP
cana-3965	31	16	including	include	VERB
cana-3965	31	17	very	very	ADV
cana-3965	31	18	diverse	diverse	ADJ
cana-3965	31	19	models	model	NOUN
cana-3965	31	20	from	from	ADP
cana-3965	31	21	biogpt	biogpt	NOUN
cana-3965	31	22	and	and	CCONJ
cana-3965	31	23	comcare	comcare	NOUN
cana-3965	31	24	and	and	CCONJ
cana-3965	31	25	vision	vision	NOUN
cana-3965	31	26	transformers	transformer	NOUN
cana-3965	31	27	to	to	PART
cana-3965	31	28	name	name	VERB
cana-3965	31	29	a	a	DET
cana-3965	31	30	few	few	ADJ
cana-3965	31	31	in	in	ADP
cana-3965	31	32	process	process	NOUN
cana-3965	31	33	.	.	PUNCT
cana-3965	32	1	the	the	DET
cana-3965	32	2	authors	author	NOUN
cana-3965	32	3	also	also	ADV
cana-3965	32	4	draw	draw	VERB
cana-3965	32	5	attention	attention	NOUN
cana-3965	32	6	to	to	ADP
cana-3965	32	7	the	the	DET
cana-3965	32	8	ethical	ethical	ADJ
cana-3965	32	9	and	and	CCONJ
cana-3965	32	10	technical	technical	ADJ
cana-3965	32	11	issues	issue	NOUN
cana-3965	32	12	surrounding	surround	VERB
cana-3965	32	13	the	the	DET
cana-3965	32	14	deployment	deployment	NOUN
cana-3965	32	15	of	of	ADP
cana-3965	32	16	llms	llm	NOUN
cana-3965	32	17	.	.	PUNCT
cana-3965	33	1	therefore	therefore	ADV
cana-3965	33	2	,	,	PUNCT
cana-3965	33	3	this	this	DET
cana-3965	33	4	study	study	NOUN
cana-3965	33	5	would	would	AUX
cana-3965	33	6	establish	establish	VERB
cana-3965	33	7	a	a	DET
cana-3965	33	8	broad	broad	ADJ
cana-3965	33	9	basis	basis	NOUN
cana-3965	33	10	for	for	ADP
cana-3965	33	11	moving	move	VERB
cana-3965	33	12	forward	forward	ADV
cana-3965	33	13	with	with	ADP
cana-3965	33	14	applications	application	NOUN
cana-3965	33	15	of	of	ADP
cana-3965	33	16	llms	llm	NOUN
cana-3965	33	17	in	in	ADP
cana-3965	33	18	healthcare	healthcare	NOUN
cana-3965	33	19	sets	set	NOUN
cana-3965	33	20	.	.	PUNCT
cana-3965	34	1	motivation	motivation	NOUN
cana-3965	34	2	and	and	CCONJ
cana-3965	34	3	contribution	contribution	NOUN
cana-3965	34	4	this	this	DET
cana-3965	34	5	research	research	NOUN
cana-3965	34	6	study	study	NOUN
cana-3965	34	7	is	be	AUX
cana-3965	34	8	inspired	inspire	VERB
cana-3965	34	9	by	by	ADP
cana-3965	34	10	the	the	DET
cana-3965	34	11	recent	recent	ADJ
cana-3965	34	12	understanding	understanding	NOUN
cana-3965	34	13	of	of	ADP
cana-3965	34	14	llms	llm	NOUN
cana-3965	34	15	as	as	ADP
cana-3965	34	16	revolutionizing	revolutionize	VERB
cana-3965	34	17	in	in	ADP
cana-3965	34	18	the	the	DET
cana-3965	34	19	healthcare	healthcare	NOUN
cana-3965	34	20	context	context	NOUN
cana-3965	34	21	but	but	CCONJ
cana-3965	34	22	still	still	ADV
cana-3965	34	23	largely	largely	ADV
cana-3965	34	24	missing	miss	VERB
cana-3965	34	25	from	from	ADP
cana-3965	34	26	currently	currently	ADV
cana-3965	34	27	available	available	ADJ
cana-3965	34	28	reviews	review	NOUN
cana-3965	34	29	an	an	DET
cana-3965	34	30	actionability	actionability	NOUN
cana-3965	34	31	component	component	NOUN
cana-3965	34	32	of	of	ADP
cana-3965	34	33	such	such	ADJ
cana-3965	34	34	reviews	review	NOUN
cana-3965	34	35	as	as	SCONJ
cana-3965	34	36	regards	regard	VERB
cana-3965	34	37	their	their	PRON
cana-3965	34	38	potentials	potential	NOUN
cana-3965	34	39	and	and	CCONJ
cana-3965	34	40	challenges	challenge	NOUN
cana-3965	34	41	.	.	PUNCT
cana-3965	35	1	critical	critical	ADJ
cana-3965	35	2	aspects	aspect	NOUN
cana-3965	35	3	are	be	AUX
cana-3965	35	4	being	be	AUX
cana-3965	35	5	ignored	ignore	VERB
cana-3965	35	6	while	while	SCONJ
cana-3965	35	7	current	current	ADJ
cana-3965	35	8	literature	literature	NOUN
cana-3965	35	9	takes	take	VERB
cana-3965	35	10	place	place	NOUN
cana-3965	35	11	in	in	ADP
cana-3965	35	12	its	its	PRON
cana-3965	35	13	processes	process	NOUN
cana-3965	35	14	,	,	PUNCT
cana-3965	35	15	where	where	SCONJ
cana-3965	35	16	domain	domain	NOUN
cana-3965	35	17	-	-	PUNCT
cana-3965	35	18	specific	specific	ADJ
cana-3965	35	19	adaptations	adaptation	NOUN
cana-3965	35	20	,	,	PUNCT
cana-3965	35	21	energy	energy	NOUN
cana-3965	35	22	consumption	consumption	NOUN
cana-3965	35	23	,	,	PUNCT
cana-3965	35	24	and	and	CCONJ
cana-3965	35	25	other	other	ADJ
cana-3965	35	26	concerns	concern	NOUN
cana-3965	35	27	over	over	ADP
cana-3965	35	28	ethics	ethic	NOUN
cana-3965	35	29	and	and	CCONJ
cana-3965	35	30	scalabilities	scalabilities	ADJ
cana-3965	35	31	in	in	ADP
cana-3965	35	32	a	a	DET
cana-3965	35	33	process	process	NOUN
cana-3965	35	34	are	be	AUX
cana-3965	35	35	rarely	rarely	ADV
cana-3965	35	36	mentioned	mention	VERB
cana-3965	35	37	.	.	PUNCT
cana-3965	36	1	this	this	DET
cana-3965	36	2	gap	gap	NOUN
cana-3965	36	3	calls	call	VERB
cana-3965	36	4	for	for	ADP
cana-3965	36	5	an	an	DET
cana-3965	36	6	assessment	assessment	NOUN
cana-3965	36	7	of	of	ADP
cana-3965	36	8	the	the	DET
cana-3965	36	9	llms	llm	NOUN
cana-3965	36	10	in	in	ADP
cana-3965	36	11	a	a	DET
cana-3965	36	12	structured	structured	ADJ
cana-3965	36	13	and	and	CCONJ
cana-3965	36	14	critical	critical	ADJ
cana-3965	36	15	way	way	NOUN
cana-3965	36	16	over	over	ADP
cana-3965	36	17	the	the	DET
cana-3965	36	18	continuum	continuum	NOUN
cana-3965	36	19	of	of	ADP
cana-3965	36	20	applications	application	NOUN
cana-3965	36	21	in	in	ADP
cana-3965	36	22	health	health	NOUN
cana-3965	36	23	care	care	NOUN
cana-3965	36	24	settings	setting	NOUN
cana-3965	36	25	.	.	PUNCT
cana-3965	37	1	it	it	PRON
cana-3965	37	2	talks	talk	VERB
cana-3965	37	3	about	about	ADP
cana-3965	37	4	a	a	DET
cana-3965	37	5	robust	robust	ADJ
cana-3965	37	6	methodology	methodology	NOUN
cana-3965	37	7	-	-	PUNCT
cana-3965	37	8	based	base	VERB
cana-3965	37	9	review	review	NOUN
cana-3965	37	10	of	of	ADP
cana-3965	37	11	studies	study	NOUN
cana-3965	37	12	that	that	PRON
cana-3965	37	13	center	center	VERB
cana-3965	37	14	around	around	ADP
cana-3965	37	15	various	various	ADJ
cana-3965	37	16	adaptations	adaptation	NOUN
cana-3965	37	17	and	and	CCONJ
cana-3965	37	18	applications	application	NOUN
cana-3965	37	19	of	of	ADP
cana-3965	37	20	llms	llm	NOUN
cana-3965	37	21	in	in	ADP
cana-3965	37	22	health	health	NOUN
cana-3965	37	23	care	care	NOUN
cana-3965	37	24	scenarios	scenario	NOUN
cana-3965	37	25	.	.	PUNCT
cana-3965	38	1	the	the	DET
cana-3965	38	2	paper	paper	NOUN
cana-3965	38	3	introduces	introduce	VERB
cana-3965	38	4	the	the	DET
cana-3965	38	5	use	use	NOUN
cana-3965	38	6	of	of	ADP
cana-3965	38	7	an	an	DET
cana-3965	38	8	analytical	analytical	ADJ
cana-3965	38	9	framework	framework	NOUN
cana-3965	38	10	based	base	VERB
cana-3965	38	11	on	on	ADP
cana-3965	38	12	prisma	prisma	NOUN
cana-3965	38	13	for	for	ADP
cana-3965	38	14	the	the	DET
cana-3965	38	15	systematic	systematic	ADJ
cana-3965	38	16	review	review	NOUN
cana-3965	38	17	of	of	ADP
cana-3965	38	18	models	model	NOUN
cana-3965	38	19	,	,	PUNCT
cana-3965	38	20	such	such	ADJ
cana-3965	38	21	as	as	ADP
cana-3965	38	22	gpt-4	gpt-4	NOUN
cana-3965	38	23	,	,	PUNCT
cana-3965	38	24	medpalm	medpalm	NOUN
cana-3965	38	25	,	,	PUNCT
cana-3965	38	26	and	and	CCONJ
cana-3965	38	27	pegasus	pegasus	PROPN
cana-3965	38	28	,	,	PUNCT
cana-3965	38	29	in	in	ADP
cana-3965	38	30	terms	term	NOUN
cana-3965	38	31	of	of	ADP
cana-3965	38	32	performance	performance	NOUN
cana-3965	38	33	metrics	metric	NOUN
cana-3965	38	34	,	,	PUNCT
cana-3965	38	35	strengths	strength	NOUN
cana-3965	38	36	,	,	PUNCT
cana-3965	38	37	and	and	CCONJ
cana-3965	38	38	weaknesses	weakness	NOUN
cana-3965	38	39	.	.	PUNCT
cana-3965	39	1	it	it	PRON
cana-3965	39	2	further	far	ADV
cana-3965	39	3	delves	delf	NOUN
cana-3965	39	4	into	into	ADP
cana-3965	39	5	including	include	VERB
cana-3965	39	6	vision	vision	NOUN
cana-3965	39	7	-	-	PUNCT
cana-3965	39	8	language	language	NOUN
cana-3965	39	9	transformers	transformer	NOUN
cana-3965	39	10	for	for	ADP
cana-3965	39	11	report	report	NOUN
cana-3965	39	12	generation	generation	NOUN
cana-3965	39	13	,	,	PUNCT
cana-3965	39	14	domain	domain	NOUN
cana-3965	39	15	-	-	PUNCT
cana-3965	39	16	specific	specific	ADJ
cana-3965	39	17	adaptations	adaptation	NOUN
cana-3965	39	18	like	like	ADP
cana-3965	39	19	biogpt	biogpt	NOUN
cana-3965	39	20	in	in	ADP
cana-3965	39	21	radiological	radiological	ADJ
cana-3965	39	22	tasks	task	NOUN
cana-3965	39	23	,	,	PUNCT
cana-3965	39	24	and	and	CCONJ
cana-3965	39	25	hybrid	hybrid	NOUN
cana-3965	39	26	models	model	NOUN
cana-3965	39	27	like	like	ADP
cana-3965	39	28	comcare	comcare	NOUN
cana-3965	39	29	for	for	ADP
cana-3965	39	30	named	name	VERB
cana-3965	39	31	entity	entity	NOUN
cana-3965	39	32	recognition	recognition	NOUN
cana-3965	39	33	and	and	CCONJ
cana-3965	39	34	relation	relation	NOUN
cana-3965	39	35	extraction	extraction	NOUN
cana-3965	39	36	sets	set	NOUN
cana-3965	39	37	.	.	PUNCT
cana-3965	40	1	this	this	DET
cana-3965	40	2	paper	paper	NOUN
cana-3965	40	3	will	will	AUX
cana-3965	40	4	provide	provide	VERB
cana-3965	40	5	the	the	DET
cana-3965	40	6	roadmap	roadmap	NOUN
cana-3965	40	7	to	to	ADP
cana-3965	40	8	the	the	DET
cana-3965	40	9	researchers	researcher	NOUN
cana-3965	40	10	and	and	CCONJ
cana-3965	40	11	practitioners	practitioner	NOUN
cana-3965	40	12	on	on	ADP
cana-3965	40	13	how	how	SCONJ
cana-3965	40	14	best	good	ADJ
cana-3965	40	15	to	to	PART
cana-3965	40	16	use	use	VERB
cana-3965	40	17	llms	llm	NOUN
cana-3965	40	18	to	to	PART
cana-3965	40	19	leverage	leverage	VERB
cana-3965	40	20	the	the	DET
cana-3965	40	21	models	model	NOUN
cana-3965	40	22	found	find	VERB
cana-3965	40	23	in	in	ADP
cana-3965	40	24	the	the	DET
cana-3965	40	25	previous	previous	ADJ
cana-3965	40	26	study	study	NOUN
cana-3965	40	27	to	to	PART
cana-3965	40	28	achieve	achieve	VERB
cana-3965	40	29	certain	certain	ADJ
cana-3965	40	30	tasks	task	NOUN
cana-3965	40	31	.	.	PUNCT
cana-3965	41	1	it	it	PRON
cana-3965	41	2	communications	communication	VERB
cana-3965	41	3	on	on	ADP
cana-3965	41	4	applied	apply	VERB
cana-3965	41	5	nonlinear	nonlinear	ADJ
cana-3965	41	6	analysis	analysis	NOUN
cana-3965	41	7	issn	issn	NOUN
cana-3965	41	8	:	:	PUNCT
cana-3965	41	9	1074	1074	NUM
cana-3965	41	10	-	-	PUNCT
cana-3965	41	11	133x	133x	NUM
cana-3965	41	12	vol	vol	NOUN
cana-3965	41	13	32	32	NUM
cana-3965	42	1	no	no	NOUN
cana-3965	42	2	.	.	PUNCT
cana-3965	43	1	9s	9s	NUM
cana-3965	43	2	(	(	PUNCT
cana-3965	43	3	2025	2025	NUM
cana-3965	43	4	)	)	PUNCT
cana-3965	43	5	572	572	NUM
cana-3965	43	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	43	7	also	also	ADV
cana-3965	43	8	touched	touch	VERB
cana-3965	43	9	upon	upon	SCONJ
cana-3965	43	10	some	some	PRON
cana-3965	43	11	of	of	ADP
cana-3965	43	12	the	the	DET
cana-3965	43	13	critical	critical	ADJ
cana-3965	43	14	issues	issue	NOUN
cana-3965	43	15	relating	relate	VERB
cana-3965	43	16	to	to	ADP
cana-3965	43	17	bias	bias	VERB
cana-3965	43	18	,	,	PUNCT
cana-3965	43	19	energy	energy	NOUN
cana-3965	43	20	consumption	consumption	NOUN
cana-3965	43	21	,	,	PUNCT
cana-3965	43	22	and	and	CCONJ
cana-3965	43	23	scalability	scalability	NOUN
cana-3965	43	24	as	as	ADP
cana-3965	43	25	strategies	strategy	NOUN
cana-3965	43	26	are	be	AUX
cana-3965	43	27	in	in	ADP
cana-3965	43	28	process	process	NOUN
cana-3965	43	29	to	to	PART
cana-3965	43	30	help	help	VERB
cana-3965	43	31	mitigate	mitigate	VERB
cana-3965	43	32	some	some	PRON
cana-3965	43	33	of	of	ADP
cana-3965	43	34	those	those	DET
cana-3965	43	35	concerns	concern	NOUN
cana-3965	43	36	.	.	PUNCT
cana-3965	44	1	this	this	PRON
cana-3965	44	2	will	will	AUX
cana-3965	44	3	,	,	PUNCT
cana-3965	44	4	in	in	ADP
cana-3965	44	5	turn	turn	NOUN
cana-3965	44	6	take	take	VERB
cana-3965	44	7	the	the	DET
cana-3965	44	8	paper	paper	NOUN
cana-3965	44	9	a	a	DET
cana-3965	44	10	step	step	NOUN
cana-3965	44	11	forward	forward	ADV
cana-3965	44	12	by	by	ADP
cana-3965	44	13	understanding	understand	VERB
cana-3965	44	14	llms	llm	NOUN
cana-3965	44	15	in	in	ADP
cana-3965	44	16	health	health	NOUN
cana-3965	44	17	care	care	NOUN
cana-3965	44	18	but	but	CCONJ
cana-3965	44	19	simultaneously	simultaneously	ADV
cana-3965	44	20	set	set	VERB
cana-3965	44	21	the	the	DET
cana-3965	44	22	stage	stage	NOUN
cana-3965	44	23	for	for	ADP
cana-3965	44	24	their	their	PRON
cana-3965	44	25	ethical	ethical	ADJ
cana-3965	44	26	and	and	CCONJ
cana-3965	44	27	efficient	efficient	ADJ
cana-3965	44	28	deployment	deployment	NOUN
cana-3965	44	29	into	into	ADP
cana-3965	44	30	real	real	ADJ
cana-3965	44	31	-	-	PUNCT
cana-3965	44	32	world	world	NOUN
cana-3965	44	33	situations	situation	NOUN
cana-3965	44	34	.	.	PUNCT
cana-3965	45	1	2	2	X
cana-3965	45	2	.	.	X
cana-3965	45	3	literature	literature	NOUN
cana-3965	45	4	review	review	VERB
cana-3965	45	5	the	the	DET
cana-3965	45	6	advancement	advancement	NOUN
cana-3965	45	7	of	of	ADP
cana-3965	45	8	large	large	ADJ
cana-3965	45	9	language	language	NOUN
cana-3965	45	10	models	model	NOUN
cana-3965	45	11	has	have	AUX
cana-3965	45	12	enabled	enable	VERB
cana-3965	45	13	transformative	transformative	ADJ
cana-3965	45	14	progress	progress	NOUN
cana-3965	45	15	across	across	ADP
cana-3965	45	16	diversified	diversified	ADJ
cana-3965	45	17	fields	field	NOUN
cana-3965	45	18	,	,	PUNCT
cana-3965	45	19	mainly	mainly	ADV
cana-3965	45	20	in	in	ADP
cana-3965	45	21	domains	domain	NOUN
cana-3965	45	22	that	that	PRON
cana-3965	45	23	require	require	VERB
cana-3965	45	24	the	the	DET
cana-3965	45	25	synthesis	synthesis	NOUN
cana-3965	45	26	of	of	ADP
cana-3965	45	27	structured	structured	ADJ
cana-3965	45	28	and	and	CCONJ
cana-3965	45	29	unstructured	unstructured	ADJ
cana-3965	45	30	data	datum	NOUN
cana-3965	45	31	.	.	PUNCT
cana-3965	46	1	a	a	DET
cana-3965	46	2	sound	sound	ADJ
cana-3965	46	3	taxonomy	taxonomy	NOUN
cana-3965	46	4	for	for	ADP
cana-3965	46	5	llm	llm	NOUN
cana-3965	46	6	-	-	PUNCT
cana-3965	46	7	based	base	VERB
cana-3965	46	8	applications	application	NOUN
cana-3965	46	9	is	be	AUX
cana-3965	46	10	necessary	necessary	ADJ
cana-3965	46	11	to	to	PART
cana-3965	46	12	standardize	standardize	VERB
cana-3965	46	13	their	their	PRON
cana-3965	46	14	development	development	NOUN
cana-3965	46	15	,	,	PUNCT
cana-3965	46	16	optimize	optimize	VERB
cana-3965	46	17	their	their	PRON
cana-3965	46	18	deployment	deployment	NOUN
cana-3965	46	19	,	,	PUNCT
cana-3965	46	20	and	and	CCONJ
cana-3965	46	21	mitigate	mitigate	VERB
cana-3965	46	22	problems	problem	NOUN
cana-3965	46	23	such	such	ADJ
cana-3965	46	24	as	as	ADP
cana-3965	46	25	bias	bias	NOUN
cana-3965	46	26	,	,	PUNCT
cana-3965	46	27	interpretability	interpretability	NOUN
cana-3965	46	28	,	,	PUNCT
cana-3965	46	29	and	and	CCONJ
cana-3965	46	30	task	task	NOUN
cana-3965	46	31	-	-	PUNCT
cana-3965	46	32	specific	specific	ADJ
cana-3965	46	33	constraints	constraint	NOUN
cana-3965	46	34	.	.	PUNCT
cana-3965	47	1	llms	llm	NOUN
cana-3965	47	2	in	in	ADP
cana-3965	47	3	healthcare	healthcare	NOUN
cana-3965	47	4	applications	application	NOUN
cana-3965	47	5	.	.	PUNCT
cana-3965	48	1	the	the	DET
cana-3965	48	2	use	use	NOUN
cana-3965	48	3	of	of	ADP
cana-3965	48	4	llms	llm	NOUN
cana-3965	48	5	in	in	ADP
cana-3965	48	6	healthcare	healthcare	NOUN
cana-3965	48	7	has	have	AUX
cana-3965	48	8	imposed	impose	VERB
cana-3965	48	9	certain	certain	ADJ
cana-3965	48	10	requirements	requirement	NOUN
cana-3965	48	11	for	for	ADP
cana-3965	48	12	transparency	transparency	NOUN
cana-3965	48	13	,	,	PUNCT
cana-3965	48	14	reproducibility	reproducibility	NOUN
cana-3965	48	15	,	,	PUNCT
cana-3965	48	16	and	and	CCONJ
cana-3965	48	17	clinical	clinical	ADJ
cana-3965	48	18	applicability	applicability	NOUN
cana-3965	48	19	.	.	PUNCT
cana-3965	49	1	for	for	ADP
cana-3965	49	2	instance	instance	NOUN
cana-3965	49	3	,	,	PUNCT
cana-3965	49	4	the	the	DET
cana-3965	49	5	guidelines	guideline	NOUN
cana-3965	49	6	provided	provide	VERB
cana-3965	49	7	by	by	ADP
cana-3965	49	8	the	the	DET
cana-3965	49	9	tripod	tripod	NOUN
cana-3965	49	10	-	-	PUNCT
cana-3965	49	11	llm	llm	NOUN
cana-3965	49	12	[	[	X
cana-3965	49	13	1	1	NUM
cana-3965	49	14	]	]	PUNCT
cana-3965	49	15	fulfill	fulfill	NOUN
cana-3965	49	16	these	these	DET
cana-3965	49	17	requirements	requirement	NOUN
cana-3965	49	18	by	by	ADP
cana-3965	49	19	proposing	propose	VERB
cana-3965	49	20	a	a	DET
cana-3965	49	21	modular	modular	ADJ
cana-3965	49	22	framework	framework	NOUN
cana-3965	49	23	with	with	ADP
cana-3965	49	24	comprehensive	comprehensive	ADJ
cana-3965	49	25	checklists	checklist	NOUN
cana-3965	49	26	,	,	PUNCT
cana-3965	49	27	thus	thus	ADV
cana-3965	49	28	standardizing	standardize	VERB
cana-3965	49	29	biomedical	biomedical	ADJ
cana-3965	49	30	llm	llm	PROPN
cana-3965	49	31	research	research	NOUN
cana-3965	49	32	sets	set	NOUN
cana-3965	49	33	.	.	PUNCT
cana-3965	50	1	this	this	DET
cana-3965	50	2	structured	structured	ADJ
cana-3965	50	3	reporting	reporting	NOUN
cana-3965	50	4	approach	approach	NOUN
cana-3965	50	5	enhances	enhance	VERB
cana-3965	50	6	clarity	clarity	NOUN
cana-3965	50	7	and	and	CCONJ
cana-3965	50	8	accountability	accountability	NOUN
cana-3965	50	9	in	in	ADP
cana-3965	50	10	the	the	DET
cana-3965	50	11	wide	wide	ADJ
cana-3965	50	12	range	range	NOUN
cana-3965	50	13	of	of	ADP
cana-3965	50	14	medical	medical	ADJ
cana-3965	50	15	applications	application	NOUN
cana-3965	50	16	-	-	PUNCT
cana-3965	50	17	from	from	ADP
cana-3965	50	18	prognosis	prognosis	NOUN
cana-3965	50	19	modeling	modeling	NOUN
cana-3965	50	20	to	to	ADP
cana-3965	50	21	task	task	NOUN
cana-3965	50	22	-	-	PUNCT
cana-3965	50	23	specific	specific	ADJ
cana-3965	50	24	reporting	reporting	NOUN
cana-3965	50	25	.	.	PUNCT
cana-3965	51	1	currently	currently	ADV
cana-3965	51	2	,	,	PUNCT
cana-3965	51	3	some	some	DET
cana-3965	51	4	cutting	cut	VERB
cana-3965	51	5	-	-	PUNCT
cana-3965	51	6	edge	edge	NOUN
cana-3965	51	7	pipelines	pipeline	NOUN
cana-3965	51	8	,	,	PUNCT
cana-3965	51	9	such	such	ADJ
cana-3965	51	10	as	as	ADP
cana-3965	51	11	erg	erg	NOUN
cana-3965	51	12	-	-	PUNCT
cana-3965	51	13	ai	ai	NOUN
cana-3965	51	14	[	[	X
cana-3965	51	15	2	2	NUM
cana-3965	51	16	]	]	PUNCT
cana-3965	51	17	,	,	PUNCT
cana-3965	51	18	combine	combine	VERB
cana-3965	51	19	wearable	wearable	ADJ
cana-3965	51	20	sensor	sensor	NOUN
cana-3965	51	21	data	datum	NOUN
cana-3965	51	22	and	and	CCONJ
cana-3965	51	23	llms	llm	NOUN
cana-3965	51	24	to	to	PART
cana-3965	51	25	provide	provide	VERB
cana-3965	51	26	actionable	actionable	ADJ
cana-3965	51	27	health	health	NOUN
cana-3965	51	28	recommendations	recommendation	NOUN
cana-3965	51	29	within	within	ADP
cana-3965	51	30	the	the	DET
cana-3965	51	31	realm	realm	NOUN
cana-3965	51	32	of	of	ADP
cana-3965	51	33	ergonomics	ergonomic	NOUN
cana-3965	51	34	.	.	PUNCT
cana-3965	52	1	bridging	bridge	VERB
cana-3965	52	2	the	the	DET
cana-3965	52	3	physical	physical	ADJ
cana-3965	52	4	and	and	CCONJ
cana-3965	52	5	cognitive	cognitive	ADJ
cana-3965	52	6	domains	domain	NOUN
cana-3965	52	7	are	be	AUX
cana-3965	52	8	uncertainty	uncertainty	NOUN
cana-3965	52	9	-	-	PUNCT
cana-3965	52	10	aware	aware	ADJ
cana-3965	52	11	models	model	NOUN
cana-3965	52	12	used	use	VERB
cana-3965	52	13	by	by	ADP
cana-3965	52	14	this	this	DET
cana-3965	52	15	system	system	NOUN
cana-3965	52	16	,	,	PUNCT
cana-3965	52	17	and	and	CCONJ
cana-3965	52	18	thus	thus	ADV
cana-3965	52	19	its	its	PRON
cana-3965	52	20	versatility	versatility	NOUN
cana-3965	52	21	in	in	ADP
cana-3965	52	22	llms	llm	NOUN
cana-3965	52	23	makes	make	VERB
cana-3965	52	24	it	it	PRON
cana-3965	52	25	highly	highly	ADV
cana-3965	52	26	applicable	applicable	ADJ
cana-3965	52	27	to	to	ADP
cana-3965	52	28	nontraditional	nontraditional	ADJ
cana-3965	52	29	healthcare	healthcare	NOUN
cana-3965	52	30	scenarios	scenario	NOUN
cana-3965	52	31	.	.	PUNCT
cana-3965	53	1	multilingual	multilingual	ADJ
cana-3965	53	2	and	and	CCONJ
cana-3965	53	3	multimodal	multimodal	NOUN
cana-3965	53	4	capability	capability	NOUN
cana-3965	53	5	linguistic	linguistic	ADJ
cana-3965	53	6	gaps	gap	NOUN
cana-3965	53	7	in	in	ADP
cana-3965	53	8	sentiment	sentiment	NOUN
cana-3965	53	9	analysis	analysis	NOUN
cana-3965	53	10	tasks	task	NOUN
cana-3965	53	11	have	have	AUX
cana-3965	53	12	been	be	AUX
cana-3965	53	13	demonstrated	demonstrate	VERB
cana-3965	53	14	to	to	PART
cana-3965	53	15	be	be	AUX
cana-3965	53	16	facilitated	facilitate	VERB
cana-3965	53	17	by	by	ADP
cana-3965	53	18	lms	lm	NOUN
cana-3965	53	19	[	[	X
cana-3965	53	20	3	3	NUM
cana-3965	53	21	]	]	PUNCT
cana-3965	53	22	.	.	PUNCT
cana-3965	54	1	indeed	indeed	ADV
cana-3965	54	2	,	,	PUNCT
cana-3965	54	3	an	an	DET
cana-3965	54	4	ensemble	ensemble	ADJ
cana-3965	54	5	model	model	NOUN
cana-3965	54	6	which	which	PRON
cana-3965	54	7	combined	combine	VERB
cana-3965	54	8	transformers	transformer	NOUN
cana-3965	54	9	and	and	CCONJ
cana-3965	54	10	lms	lm	NOUN
cana-3965	54	11	found	find	VERB
cana-3965	54	12	that	that	SCONJ
cana-3965	54	13	multilingual	multilingual	ADJ
cana-3965	54	14	context	context	NOUN
cana-3965	54	15	showed	show	VERB
cana-3965	54	16	better	well	ADJ
cana-3965	54	17	accuracy	accuracy	NOUN
cana-3965	54	18	than	than	ADP
cana-3965	54	19	the	the	DET
cana-3965	54	20	others	other	NOUN
cana-3965	54	21	.	.	PUNCT
cana-3965	55	1	this	this	PRON
cana-3965	55	2	is	be	AUX
cana-3965	55	3	more	more	ADJ
cana-3965	55	4	salient	salient	NOUN
cana-3965	55	5	in	in	ADP
cana-3965	55	6	an	an	DET
cana-3965	55	7	earlier	early	ADJ
cana-3965	55	8	work	work	NOUN
cana-3965	55	9	on	on	ADP
cana-3965	55	10	llmseg	llmseg	NOUN
cana-3965	55	11	by	by	ADP
cana-3965	55	12	[	[	X
cana-3965	55	13	25	25	NUM
cana-3965	55	14	]	]	PUNCT
cana-3965	55	15	,	,	PUNCT
cana-3965	55	16	where	where	SCONJ
cana-3965	55	17	the	the	DET
cana-3965	55	18	model	model	NOUN
cana-3965	55	19	adapted	adapt	VERB
cana-3965	55	20	incorporation	incorporation	NOUN
cana-3965	55	21	of	of	ADP
cana-3965	55	22	textual	textual	NOUN
cana-3965	55	23	as	as	ADV
cana-3965	55	24	well	well	ADV
cana-3965	55	25	as	as	ADP
cana-3965	55	26	visual	visual	ADJ
cana-3965	55	27	clinical	clinical	ADJ
cana-3965	55	28	information	information	NOUN
cana-3965	55	29	for	for	ADP
cana-3965	55	30	radiation	radiation	NOUN
cana-3965	55	31	therapy	therapy	NOUN
cana-3965	55	32	planning	planning	NOUN
cana-3965	55	33	.	.	PUNCT
cana-3965	56	1	ethical	ethical	ADJ
cana-3965	56	2	considerations	consideration	NOUN
cana-3965	56	3	and	and	CCONJ
cana-3965	56	4	trustworthiness	trustworthiness	NOUN
cana-3965	56	5	it	it	PRON
cana-3965	56	6	gives	give	VERB
cana-3965	56	7	rise	rise	NOUN
cana-3965	56	8	to	to	ADP
cana-3965	56	9	ethical	ethical	ADJ
cana-3965	56	10	and	and	CCONJ
cana-3965	56	11	trust	trust	NOUN
cana-3965	56	12	-	-	PUNCT
cana-3965	56	13	related	relate	VERB
cana-3965	56	14	issues	issue	NOUN
cana-3965	56	15	as	as	SCONJ
cana-3965	56	16	indicated	indicate	VERB
cana-3965	56	17	in	in	ADP
cana-3965	56	18	[	[	X
cana-3965	56	19	4	4	NUM
cana-3965	56	20	]	]	PUNCT
cana-3965	56	21	and	and	CCONJ
cana-3965	56	22	[	[	X
cana-3965	56	23	24	24	NUM
cana-3965	56	24	]	]	PUNCT
cana-3965	56	25	.	.	PUNCT
cana-3965	57	1	some	some	PRON
cana-3965	57	2	of	of	ADP
cana-3965	57	3	the	the	DET
cana-3965	57	4	critical	critical	ADJ
cana-3965	57	5	areas	area	NOUN
cana-3965	57	6	where	where	SCONJ
cana-3965	57	7	rigorous	rigorous	ADJ
cana-3965	57	8	evaluation	evaluation	NOUN
cana-3965	57	9	frameworks	framework	NOUN
cana-3965	57	10	need	need	VERB
cana-3965	57	11	to	to	PART
cana-3965	57	12	be	be	AUX
cana-3965	57	13	placed	place	VERB
cana-3965	57	14	include	include	VERB
cana-3965	57	15	bias	bias	NOUN
cana-3965	57	16	,	,	PUNCT
cana-3965	57	17	fairness	fairness	NOUN
cana-3965	57	18	,	,	PUNCT
cana-3965	57	19	and	and	CCONJ
cana-3965	57	20	accountability	accountability	NOUN
cana-3965	57	21	sets	set	NOUN
cana-3965	57	22	.	.	PUNCT
cana-3965	58	1	there	there	PRON
cana-3965	58	2	is	be	VERB
cana-3965	58	3	an	an	DET
cana-3965	58	4	observation	observation	NOUN
cana-3965	58	5	that	that	PRON
cana-3965	58	6	llms	llm	NOUN
cana-3965	58	7	inherit	inherit	VERB
cana-3965	58	8	societal	societal	ADJ
cana-3965	58	9	biases	bias	NOUN
cana-3965	58	10	,	,	PUNCT
cana-3965	58	11	which	which	PRON
cana-3965	58	12	manifest	manifest	VERB
cana-3965	58	13	in	in	ADP
cana-3965	58	14	predictions	prediction	NOUN
cana-3965	58	15	including	include	VERB
cana-3965	58	16	healthcare	healthcare	NOUN
cana-3965	58	17	costs	cost	NOUN
cana-3965	58	18	and	and	CCONJ
cana-3965	58	19	outcomes	outcome	NOUN
cana-3965	58	20	[	[	X
cana-3965	58	21	24	24	NUM
cana-3965	58	22	]	]	PUNCT
cana-3965	58	23	in	in	ADP
cana-3965	58	24	process	process	NOUN
cana-3965	58	25	.	.	PUNCT
cana-3965	59	1	efficiency	efficiency	NOUN
cana-3965	59	2	and	and	CCONJ
cana-3965	59	3	interactivity	interactivity	NOUN
cana-3965	59	4	llms	llm	NOUN
cana-3965	59	5	have	have	AUX
cana-3965	59	6	revolutionized	revolutionize	VERB
cana-3965	59	7	the	the	DET
cana-3965	59	8	medical	medical	ADJ
cana-3965	59	9	workflows	workflow	NOUN
cana-3965	59	10	,	,	PUNCT
cana-3965	59	11	this	this	PRON
cana-3965	59	12	is	be	AUX
cana-3965	59	13	done	do	VERB
cana-3965	59	14	with	with	ADP
cana-3965	59	15	the	the	DET
cana-3965	59	16	reduction	reduction	NOUN
cana-3965	59	17	of	of	ADP
cana-3965	59	18	documentation	documentation	NOUN
cana-3965	59	19	burdens	burden	NOUN
cana-3965	59	20	via	via	ADP
cana-3965	59	21	automated	automate	VERB
cana-3965	59	22	generation	generation	NOUN
cana-3965	59	23	of	of	ADP
cana-3965	59	24	medical	medical	ADJ
cana-3965	59	25	records	record	NOUN
cana-3965	59	26	[	[	X
cana-3965	59	27	12	12	NUM
cana-3965	59	28	]	]	PUNCT
cana-3965	59	29	for	for	ADP
cana-3965	59	30	the	the	DET
cana-3965	59	31	procss	procss	NOUN
cana-3965	59	32	.	.	PUNCT
cana-3965	60	1	this	this	PRON
cana-3965	60	2	is	be	AUX
cana-3965	60	3	also	also	ADV
cana-3965	60	4	possible	possible	ADJ
cana-3965	60	5	via	via	ADP
cana-3965	60	6	interactive	interactive	ADJ
cana-3965	60	7	learning	learning	NOUN
cana-3965	60	8	environments	environment	NOUN
cana-3965	60	9	for	for	ADP
cana-3965	60	10	medical	medical	ADJ
cana-3965	60	11	education	education	NOUN
cana-3965	60	12	[	[	X
cana-3965	60	13	22	22	NUM
cana-3965	60	14	]	]	PUNCT
cana-3965	60	15	sets	set	NOUN
cana-3965	60	16	.	.	PUNCT
cana-3965	61	1	for	for	ADP
cana-3965	61	2	example	example	NOUN
cana-3965	61	3	,	,	PUNCT
cana-3965	61	4	med	med	ADJ
cana-3965	61	5	-	-	PUNCT
cana-3965	61	6	palm	palm	NOUN
cana-3965	61	7	2	2	NUM
cana-3965	61	8	[	[	X
cana-3965	61	9	13	13	NUM
cana-3965	61	10	]	]	PUNCT
cana-3965	61	11	and	and	CCONJ
cana-3965	61	12	dizzyinsight	dizzyinsight	VERB
cana-3965	62	1	[	[	X
cana-3965	62	2	14	14	NUM
cana-3965	62	3	]	]	PUNCT
cana-3965	62	4	demonstrate	demonstrate	VERB
cana-3965	62	5	the	the	DET
cana-3965	62	6	efficacy	efficacy	NOUN
cana-3965	62	7	of	of	ADP
cana-3965	62	8	domain	domain	NOUN
cana-3965	62	9	-	-	PUNCT
cana-3965	62	10	specific	specific	ADJ
cana-3965	62	11	llms	llm	NOUN
cana-3965	62	12	by	by	ADP
cana-3965	62	13	outperforming	outperform	VERB
cana-3965	62	14	human	human	ADJ
cana-3965	62	15	benchmarks	benchmark	NOUN
cana-3965	62	16	for	for	ADP
cana-3965	62	17	clinical	clinical	ADJ
cana-3965	62	18	question	question	NOUN
cana-3965	62	19	answering	answering	NOUN
cana-3965	62	20	and	and	CCONJ
cana-3965	62	21	diagnostic	diagnostic	ADJ
cana-3965	62	22	classification	classification	NOUN
cana-3965	62	23	.	.	PUNCT
cana-3965	63	1	interactive	interactive	ADJ
cana-3965	63	2	systems	system	NOUN
cana-3965	63	3	,	,	PUNCT
cana-3965	63	4	such	such	ADJ
cana-3965	63	5	as	as	ADP
cana-3965	63	6	talktomodel	talktomodel	NOUN
cana-3965	63	7	[	[	X
cana-3965	63	8	15	15	NUM
cana-3965	63	9	]	]	PUNCT
cana-3965	63	10	,	,	PUNCT
cana-3965	63	11	also	also	ADV
cana-3965	63	12	illustrate	illustrate	VERB
cana-3965	63	13	the	the	DET
cana-3965	63	14	ability	ability	NOUN
cana-3965	63	15	of	of	ADP
cana-3965	63	16	llms	llm	NOUN
cana-3965	63	17	to	to	PART
cana-3965	63	18	explain	explain	VERB
cana-3965	63	19	complex	complex	ADJ
cana-3965	63	20	ml	ml	NOUN
cana-3965	63	21	models	model	NOUN
cana-3965	63	22	by	by	ADP
cana-3965	63	23	using	use	VERB
cana-3965	63	24	conversational	conversational	ADJ
cana-3965	63	25	interfaces	interface	NOUN
cana-3965	63	26	-	-	PUNCT
cana-3965	63	27	all	all	ADV
cana-3965	63	28	with	with	ADP
cana-3965	63	29	an	an	DET
cana-3965	63	30	emphasis	emphasis	NOUN
cana-3965	63	31	on	on	ADP
cana-3965	63	32	user	user	NOUN
cana-3965	63	33	-	-	PUNCT
cana-3965	63	34	centric	centric	ADJ
cana-3965	63	35	design	design	NOUN
cana-3965	63	36	.	.	PUNCT
cana-3965	64	1	innovations	innovation	NOUN
cana-3965	64	2	communications	communication	NOUN
cana-3965	64	3	on	on	ADP
cana-3965	64	4	applied	apply	VERB
cana-3965	64	5	nonlinear	nonlinear	ADJ
cana-3965	64	6	analysis	analysis	NOUN
cana-3965	64	7	issn	issn	NOUN
cana-3965	64	8	:	:	PUNCT
cana-3965	64	9	1074	1074	NUM
cana-3965	64	10	-	-	PUNCT
cana-3965	64	11	133x	133x	NUM
cana-3965	64	12	vol	vol	NOUN
cana-3965	64	13	32	32	NUM
cana-3965	64	14	no	no	NOUN
cana-3965	64	15	.	.	PUNCT
cana-3965	65	1	9s	9s	NUM
cana-3965	65	2	(	(	PUNCT
cana-3965	65	3	2025	2025	NUM
cana-3965	65	4	)	)	PUNCT
cana-3965	65	5	573	573	NUM
cana-3965	66	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	66	2	of	of	ADP
cana-3965	66	3	this	this	DET
cana-3965	66	4	type	type	NOUN
cana-3965	66	5	are	be	AUX
cana-3965	66	6	thus	thus	ADV
cana-3965	66	7	critical	critical	ADJ
cana-3965	66	8	for	for	ADP
cana-3965	66	9	raising	raise	VERB
cana-3965	66	10	the	the	DET
cana-3965	66	11	accessibility	accessibility	NOUN
cana-3965	66	12	and	and	CCONJ
cana-3965	66	13	utility	utility	NOUN
cana-3965	66	14	of	of	ADP
cana-3965	66	15	llm	llm	NOUN
cana-3965	66	16	-	-	PUNCT
cana-3965	66	17	driven	drive	VERB
cana-3965	66	18	tools	tool	NOUN
cana-3965	66	19	in	in	ADP
cana-3965	66	20	both	both	CCONJ
cana-3965	66	21	healthcare	healthcare	NOUN
cana-3965	66	22	and	and	CCONJ
cana-3965	66	23	beyond	beyond	ADP
cana-3965	66	24	.	.	PUNCT
cana-3965	67	1	structured	structured	ADJ
cana-3965	67	2	reporting	reporting	NOUN
cana-3965	67	3	and	and	CCONJ
cana-3965	67	4	explainability	explainability	NOUN
cana-3965	67	5	structured	structure	VERB
cana-3965	67	6	reporting	reporting	NOUN
cana-3965	67	7	appears	appear	VERB
cana-3965	67	8	throughout	throughout	ADP
cana-3965	67	9	applications	application	NOUN
cana-3965	67	10	of	of	ADP
cana-3965	67	11	llms	llm	NOUN
cana-3965	67	12	,	,	PUNCT
cana-3965	67	13	including	include	VERB
cana-3965	67	14	studies	study	NOUN
cana-3965	67	15	like	like	ADP
cana-3965	67	16	[	[	X
cana-3965	67	17	16	16	NUM
cana-3965	67	18	]	]	PUNCT
cana-3965	67	19	,	,	PUNCT
cana-3965	67	20	which	which	PRON
cana-3965	67	21	evidenced	evidence	VERB
cana-3965	67	22	on	on	ADP
cana-3965	67	23	-	-	PUNCT
cana-3965	67	24	premise	premise	NOUN
cana-3965	67	25	models	model	NOUN
cana-3965	67	26	that	that	PRON
cana-3965	67	27	automate	automate	VERB
cana-3965	67	28	the	the	DET
cana-3965	67	29	structuring	structuring	NOUN
cana-3965	67	30	of	of	ADP
cana-3965	67	31	radiological	radiological	ADJ
cana-3965	67	32	reports	report	NOUN
cana-3965	67	33	.	.	PUNCT
cana-3965	68	1	these	these	DET
cana-3965	68	2	models	model	NOUN
cana-3965	68	3	performed	perform	VERB
cana-3965	68	4	at	at	ADP
cana-3965	68	5	near	near	ADP
cana-3965	68	6	-	-	PUNCT
cana-3965	68	7	human	human	ADJ
cana-3965	68	8	accuracy	accuracy	NOUN
cana-3965	68	9	,	,	PUNCT
cana-3965	68	10	demonstrating	demonstrate	VERB
cana-3965	68	11	the	the	DET
cana-3965	68	12	feasibility	feasibility	NOUN
cana-3965	68	13	of	of	ADP
cana-3965	68	14	using	use	VERB
cana-3965	68	15	llms	llm	NOUN
cana-3965	68	16	for	for	ADP
cana-3965	68	17	privacypreserving	privacypreserve	VERB
cana-3965	68	18	task	task	NOUN
cana-3965	68	19	-	-	PUNCT
cana-3965	68	20	specific	specific	ADJ
cana-3965	68	21	applications	application	NOUN
cana-3965	68	22	.	.	PUNCT
cana-3965	69	1	the	the	DET
cana-3965	69	2	use	use	NOUN
cana-3965	69	3	of	of	ADP
cana-3965	69	4	combinations	combination	NOUN
cana-3965	69	5	of	of	ADP
cana-3965	69	6	structured	structured	ADJ
cana-3965	69	7	and	and	CCONJ
cana-3965	69	8	unstructured	unstructured	ADJ
cana-3965	69	9	data	datum	NOUN
cana-3965	69	10	[	[	X
cana-3965	69	11	8	8	NUM
cana-3965	69	12	,	,	PUNCT
cana-3965	69	13	17	17	NUM
cana-3965	69	14	]	]	PUNCT
cana-3965	69	15	also	also	ADV
cana-3965	69	16	contributed	contribute	VERB
cana-3965	69	17	towards	towards	ADP
cana-3965	69	18	improving	improve	VERB
cana-3965	69	19	the	the	DET
cana-3965	69	20	explainability	explainability	NOUN
cana-3965	69	21	and	and	CCONJ
cana-3965	69	22	accuracy	accuracy	NOUN
cana-3965	69	23	of	of	ADP
cana-3965	69	24	diagnostic	diagnostic	ADJ
cana-3965	69	25	models	model	NOUN
cana-3965	69	26	;	;	PUNCT
cana-3965	69	27	thus	thus	ADV
cana-3965	69	28	it	it	PRON
cana-3965	69	29	further	far	ADV
cana-3965	69	30	reconditions	recondition	VERB
cana-3965	69	31	the	the	DET
cana-3965	69	32	confidence	confidence	NOUN
cana-3965	69	33	in	in	ADP
cana-3965	69	34	the	the	DET
cana-3965	69	35	process	process	NOUN
cana-3965	69	36	of	of	ADP
cana-3965	69	37	clinical	clinical	ADJ
cana-3965	69	38	decision	decision	NOUN
cana-3965	69	39	making	making	NOUN
cana-3965	69	40	.	.	PUNCT
cana-3965	70	1	limitations	limitation	NOUN
cana-3965	70	2	in	in	ADP
cana-3965	70	3	training	training	NOUN
cana-3965	70	4	and	and	CCONJ
cana-3965	70	5	deployment	deployment	NOUN
cana-3965	70	6	despite	despite	SCONJ
cana-3965	70	7	the	the	DET
cana-3965	70	8	great	great	ADJ
cana-3965	70	9	promises	promise	NOUN
cana-3965	70	10	of	of	ADP
cana-3965	70	11	llms	llm	NOUN
cana-3965	70	12	,	,	PUNCT
cana-3965	70	13	they	they	PRON
cana-3965	70	14	lack	lack	VERB
cana-3965	70	15	a	a	DET
cana-3965	70	16	gap	gap	NOUN
cana-3965	70	17	in	in	ADP
cana-3965	70	18	real	real	ADJ
cana-3965	70	19	-	-	PUNCT
cana-3965	70	20	world	world	NOUN
cana-3965	70	21	deployment	deployment	NOUN
cana-3965	70	22	,	,	PUNCT
cana-3965	70	23	especially	especially	ADV
cana-3965	70	24	concerning	concern	VERB
cana-3965	70	25	model	model	NOUN
cana-3965	70	26	hallucinations	hallucination	NOUN
cana-3965	70	27	and	and	CCONJ
cana-3965	70	28	inconsistencies	inconsistency	NOUN
cana-3965	70	29	.	.	PUNCT
cana-3965	71	1	for	for	ADP
cana-3965	71	2	example	example	NOUN
cana-3965	71	3	,	,	PUNCT
cana-3965	71	4	it	it	PRON
cana-3965	71	5	has	have	AUX
cana-3965	71	6	been	be	AUX
cana-3965	71	7	demonstrated	demonstrate	VERB
cana-3965	71	8	by	by	ADP
cana-3965	71	9	causality	causality	NOUN
cana-3965	71	10	extraction	extraction	NOUN
cana-3965	71	11	tasks	task	NOUN
cana-3965	71	12	[	[	X
cana-3965	71	13	19	19	NUM
cana-3965	71	14	]	]	PUNCT
cana-3965	71	15	that	that	SCONJ
cana-3965	71	16	unlike	unlike	ADP
cana-3965	71	17	the	the	DET
cana-3965	71	18	domain	domain	NOUN
cana-3965	71	19	-	-	PUNCT
cana-3965	71	20	specific	specific	ADJ
cana-3965	71	21	models	model	NOUN
cana-3965	71	22	like	like	ADP
cana-3965	71	23	biobert	biobert	NOUN
cana-3965	71	24	,	,	PUNCT
cana-3965	71	25	reliabilities	reliability	NOUN
cana-3965	71	26	of	of	ADP
cana-3965	71	27	llms	llm	NOUN
cana-3965	71	28	such	such	ADJ
cana-3965	71	29	as	as	ADP
cana-3965	71	30	gpt-4	gpt-4	ADJ
cana-3965	71	31	lack	lack	NOUN
cana-3965	71	32	.	.	PUNCT
cana-3965	72	1	in	in	ADP
cana-3965	72	2	fact	fact	NOUN
cana-3965	72	3	,	,	PUNCT
cana-3965	72	4	such	such	ADJ
cana-3965	72	5	findings	finding	NOUN
cana-3965	72	6	again	again	ADV
cana-3965	72	7	substantiate	substantiate	VERB
cana-3965	72	8	the	the	DET
cana-3965	72	9	need	need	NOUN
cana-3965	72	10	for	for	ADP
cana-3965	72	11	hybrid	hybrid	ADJ
cana-3965	72	12	frameworks	framework	NOUN
cana-3965	72	13	by	by	ADP
cana-3965	72	14	integrating	integrate	VERB
cana-3965	72	15	the	the	DET
cana-3965	72	16	special	special	ADJ
cana-3965	72	17	tools	tool	NOUN
cana-3965	72	18	with	with	ADP
cana-3965	72	19	llms	llm	NOUN
cana-3965	72	20	to	to	PART
cana-3965	72	21	achieve	achieve	VERB
cana-3965	72	22	consistency	consistency	NOUN
cana-3965	72	23	and	and	CCONJ
cana-3965	72	24	correctness	correctness	NOUN
cana-3965	72	25	.	.	PUNCT
cana-3965	73	1	the	the	DET
cana-3965	73	2	frontier	frontier	NOUN
cana-3965	73	3	of	of	ADP
cana-3965	73	4	automatic	automatic	ADJ
cana-3965	73	5	text	text	NOUN
cana-3965	73	6	generation	generation	NOUN
cana-3965	73	7	has	have	AUX
cana-3965	73	8	transformed	transform	VERB
cana-3965	73	9	with	with	ADP
cana-3965	73	10	the	the	DET
cana-3965	73	11	revolution	revolution	NOUN
cana-3965	73	12	of	of	ADP
cana-3965	73	13	large	large	ADJ
cana-3965	73	14	language	language	NOUN
cana-3965	73	15	models	model	NOUN
cana-3965	73	16	(	(	PUNCT
cana-3965	73	17	llms	llm	NOUN
cana-3965	73	18	)	)	PUNCT
cana-3965	73	19	across	across	ADP
cana-3965	73	20	myriads	myriad	NOUN
cana-3965	73	21	of	of	ADP
cana-3965	73	22	domains	domain	NOUN
cana-3965	73	23	.	.	PUNCT
cana-3965	74	1	generating	generate	VERB
cana-3965	74	2	a	a	DET
cana-3965	74	3	report	report	NOUN
cana-3965	74	4	is	be	AUX
cana-3965	74	5	a	a	DET
cana-3965	74	6	complicated	complicated	ADJ
cana-3965	74	7	task	task	NOUN
cana-3965	74	8	as	as	SCONJ
cana-3965	74	9	both	both	CCONJ
cana-3965	74	10	structured	structured	ADJ
cana-3965	74	11	and	and	CCONJ
cana-3965	74	12	unstructured	unstructured	ADJ
cana-3965	74	13	data	datum	NOUN
cana-3965	74	14	are	be	AUX
cana-3965	74	15	synthesized	synthesize	VERB
cana-3965	74	16	here	here	ADV
cana-3965	74	17	,	,	PUNCT
cana-3965	74	18	and	and	CCONJ
cana-3965	74	19	now	now	ADV
cana-3965	74	20	it	it	PRON
cana-3965	74	21	is	be	AUX
cana-3965	74	22	the	the	DET
cana-3965	74	23	most	most	ADV
cana-3965	74	24	important	important	ADJ
cana-3965	74	25	area	area	NOUN
cana-3965	74	26	of	of	ADP
cana-3965	74	27	application	application	NOUN
cana-3965	74	28	for	for	ADP
cana-3965	74	29	llms	llm	NOUN
cana-3965	74	30	.	.	PUNCT
cana-3965	75	1	this	this	DET
cana-3965	75	2	review	review	NOUN
cana-3965	75	3	systematically	systematically	ADV
cana-3965	75	4	discusses	discuss	VERB
cana-3965	75	5	contributions	contribution	NOUN
cana-3965	75	6	and	and	CCONJ
cana-3965	75	7	methodologies	methodology	NOUN
cana-3965	75	8	leading	lead	VERB
cana-3965	75	9	to	to	ADP
cana-3965	75	10	the	the	DET
cana-3965	75	11	growth	growth	NOUN
cana-3965	75	12	of	of	ADP
cana-3965	75	13	llms	llm	NOUN
cana-3965	75	14	in	in	ADP
cana-3965	75	15	generating	generating	NOUN
cana-3965	75	16	reports	report	NOUN
cana-3965	75	17	,	,	PUNCT
cana-3965	75	18	discussing	discuss	VERB
cana-3965	75	19	applications	application	NOUN
cana-3965	75	20	,	,	PUNCT
cana-3965	75	21	challenges	challenge	NOUN
cana-3965	75	22	,	,	PUNCT
cana-3965	75	23	and	and	CCONJ
cana-3965	75	24	innovation	innovation	NOUN
cana-3965	75	25	at	at	ADP
cana-3965	75	26	the	the	DET
cana-3965	75	27	process	process	NOUN
cana-3965	75	28	levels	level	NOUN
cana-3965	75	29	.	.	PUNCT
cana-3965	76	1	reference	reference	NOUN
cana-3965	76	2	method	method	NOUN
cana-3965	76	3	used	use	VERB
cana-3965	76	4	prisma	prisma	PROPN
cana-3965	76	5	findings	finding	VERB
cana-3965	76	6	strengths	strength	NOUN
cana-3965	76	7	limitations	limitation	NOUN
cana-3965	76	8	[	[	X
cana-3965	76	9	1	1	NUM
cana-3965	76	10	]	]	PUNCT
cana-3965	76	11	tripod	tripod	NOUN
cana-3965	76	12	-	-	PUNCT
cana-3965	76	13	llm	llm	NOUN
cana-3965	76	14	,	,	PUNCT
cana-3965	76	15	delphi	delphi	NOUN
cana-3965	76	16	process	process	NOUN
cana-3965	76	17	developed	develop	VERB
cana-3965	76	18	a	a	DET
cana-3965	76	19	modular	modular	ADJ
cana-3965	76	20	checklist	checklist	NOUN
cana-3965	76	21	for	for	ADP
cana-3965	76	22	llm	llm	PROPN
cana-3965	76	23	reporting	reporting	NOUN
cana-3965	76	24	;	;	PUNCT
cana-3965	76	25	emphasizes	emphasize	VERB
cana-3965	76	26	transparency	transparency	NOUN
cana-3965	76	27	and	and	CCONJ
cana-3965	76	28	reproducibility	reproducibility	NOUN
cana-3965	76	29	.	.	PUNCT
cana-3965	77	1	comprehensive	comprehensive	ADJ
cana-3965	77	2	guidelines	guideline	NOUN
cana-3965	77	3	,	,	PUNCT
cana-3965	77	4	adaptable	adaptable	ADJ
cana-3965	77	5	to	to	ADP
cana-3965	77	6	evolving	evolve	VERB
cana-3965	77	7	llm	llm	PROPN
cana-3965	77	8	use	use	NOUN
cana-3965	77	9	cases	case	NOUN
cana-3965	77	10	.	.	PUNCT
cana-3965	77	11	limited	limit	VERB
cana-3965	77	12	to	to	ADP
cana-3965	77	13	healthcarespecific	healthcarespecific	ADJ
cana-3965	77	14	applications	application	NOUN
cana-3965	77	15	.	.	PUNCT
cana-3965	78	1	[	[	X
cana-3965	78	2	2	2	NUM
cana-3965	78	3	]	]	X
cana-3965	78	4	erg	erg	PROPN
cana-3965	78	5	-	-	PUNCT
cana-3965	78	6	ai	ai	PROPN
cana-3965	78	7	pipeline	pipeline	NOUN
cana-3965	78	8	with	with	ADP
cana-3965	78	9	gpt-4	gpt-4	PUNCT
cana-3965	78	10	prompts	prompt	NOUN
cana-3965	78	11	combines	combine	VERB
cana-3965	78	12	sensor	sensor	NOUN
cana-3965	78	13	data	datum	NOUN
cana-3965	78	14	with	with	ADP
cana-3965	78	15	llms	llm	NOUN
cana-3965	78	16	for	for	ADP
cana-3965	78	17	ergonomic	ergonomic	ADJ
cana-3965	78	18	risk	risk	NOUN
cana-3965	78	19	reporting	reporting	NOUN
cana-3965	78	20	.	.	PUNCT
cana-3965	79	1	integrates	integrate	VERB
cana-3965	79	2	uncertainty	uncertainty	NOUN
cana-3965	79	3	-	-	PUNCT
cana-3965	79	4	aware	aware	ADJ
cana-3965	79	5	predictions	prediction	NOUN
cana-3965	79	6	;	;	PUNCT
cana-3965	79	7	generates	generate	VERB
cana-3965	79	8	userfriendly	userfriendly	ADV
cana-3965	79	9	outputs	output	NOUN
cana-3965	79	10	.	.	PUNCT
cana-3965	80	1	high	high	ADJ
cana-3965	80	2	computational	computational	ADJ
cana-3965	80	3	cost	cost	NOUN
cana-3965	80	4	;	;	PUNCT
cana-3965	80	5	limited	limited	ADJ
cana-3965	80	6	dataset	dataset	NOUN
cana-3965	80	7	.	.	PUNCT
cana-3965	81	1	[	[	X
cana-3965	81	2	3	3	X
cana-3965	81	3	]	]	X
cana-3965	81	4	ensemble	ensemble	ADJ
cana-3965	81	5	model	model	NOUN
cana-3965	81	6	with	with	ADP
cana-3965	81	7	multilingual	multilingual	ADJ
cana-3965	81	8	translation	translation	NOUN
cana-3965	81	9	enhanced	enhance	VERB
cana-3965	81	10	sentiment	sentiment	NOUN
cana-3965	81	11	analysis	analysis	NOUN
cana-3965	81	12	through	through	ADP
cana-3965	81	13	translation	translation	NOUN
cana-3965	81	14	to	to	ADP
cana-3965	81	15	english	english	PROPN
cana-3965	81	16	and	and	CCONJ
cana-3965	81	17	ensemble	ensemble	ADJ
cana-3965	81	18	methods	method	NOUN
cana-3965	81	19	.	.	PUNCT
cana-3965	82	1	high	high	ADJ
cana-3965	82	2	accuracy	accuracy	NOUN
cana-3965	82	3	across	across	ADP
cana-3965	82	4	multiple	multiple	ADJ
cana-3965	82	5	languages	language	NOUN
cana-3965	82	6	;	;	PUNCT
cana-3965	82	7	robust	robust	ADJ
cana-3965	82	8	ensemble	ensemble	ADJ
cana-3965	82	9	design	design	NOUN
cana-3965	82	10	.	.	PUNCT
cana-3965	83	1	limited	limited	ADJ
cana-3965	83	2	applicability	applicability	NOUN
cana-3965	83	3	to	to	ADP
cana-3965	83	4	non	non	ADJ
cana-3965	83	5	-	-	ADJ
cana-3965	83	6	text	text	NOUN
cana-3965	83	7	-	-	PUNCT
cana-3965	83	8	based	base	VERB
cana-3965	83	9	data	datum	NOUN
cana-3965	83	10	.	.	PUNCT
cana-3965	84	1	communications	communication	NOUN
cana-3965	84	2	on	on	ADP
cana-3965	84	3	applied	apply	VERB
cana-3965	84	4	nonlinear	nonlinear	ADJ
cana-3965	84	5	analysis	analysis	NOUN
cana-3965	84	6	issn	issn	NOUN
cana-3965	84	7	:	:	PUNCT
cana-3965	84	8	1074	1074	NUM
cana-3965	84	9	-	-	PUNCT
cana-3965	84	10	133x	133x	NUM
cana-3965	84	11	vol	vol	NOUN
cana-3965	84	12	32	32	NUM
cana-3965	84	13	no	no	NOUN
cana-3965	84	14	.	.	PUNCT
cana-3965	85	1	9s	9s	NUM
cana-3965	85	2	(	(	PUNCT
cana-3965	85	3	2025	2025	NUM
cana-3965	85	4	)	)	PUNCT
cana-3965	85	5	574	574	NUM
cana-3965	85	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	86	1	[	[	X
cana-3965	86	2	4	4	X
cana-3965	86	3	]	]	PUNCT
cana-3965	86	4	position	position	NOUN
cana-3965	86	5	paper	paper	NOUN
cana-3965	86	6	on	on	ADP
cana-3965	86	7	llm	llm	PROPN
cana-3965	86	8	trustworthiness	trustworthiness	NOUN
cana-3965	86	9	explores	explore	VERB
cana-3965	86	10	ethical	ethical	ADJ
cana-3965	86	11	and	and	CCONJ
cana-3965	86	12	technical	technical	ADJ
cana-3965	86	13	challenges	challenge	NOUN
cana-3965	86	14	of	of	ADP
cana-3965	86	15	llms	llm	NOUN
cana-3965	86	16	.	.	PUNCT
cana-3965	87	1	highlights	highlight	NOUN
cana-3965	87	2	fairness	fairness	NOUN
cana-3965	87	3	and	and	CCONJ
cana-3965	87	4	transparency	transparency	NOUN
cana-3965	87	5	;	;	PUNCT
cana-3965	87	6	provides	provide	VERB
cana-3965	87	7	research	research	NOUN
cana-3965	87	8	directions	direction	NOUN
cana-3965	87	9	.	.	PUNCT
cana-3965	88	1	lacks	lack	VERB
cana-3965	88	2	empirical	empirical	ADJ
cana-3965	88	3	validation	validation	NOUN
cana-3965	88	4	.	.	PUNCT
cana-3965	89	1	[	[	X
cana-3965	89	2	5	5	NUM
cana-3965	89	3	]	]	PUNCT
cana-3965	89	4	ml	ml	X
cana-3965	89	5	in	in	ADP
cana-3965	89	6	cardiology	cardiology	NOUN
cana-3965	89	7	(	(	PUNCT
cana-3965	89	8	cicu	cicu	NOUN
cana-3965	89	9	)	)	PUNCT
cana-3965	89	10	explored	explore	VERB
cana-3965	89	11	llm	llm	NOUN
cana-3965	89	12	integration	integration	NOUN
cana-3965	89	13	with	with	ADP
cana-3965	89	14	risk	risk	NOUN
cana-3965	89	15	stratification	stratification	NOUN
cana-3965	89	16	and	and	CCONJ
cana-3965	89	17	patient	patient	ADJ
cana-3965	89	18	triage	triage	NOUN
cana-3965	89	19	.	.	PUNCT
cana-3965	90	1	potential	potential	NOUN
cana-3965	90	2	to	to	PART
cana-3965	90	3	optimize	optimize	VERB
cana-3965	90	4	clinical	clinical	ADJ
cana-3965	90	5	workflows	workflow	NOUN
cana-3965	90	6	.	.	PUNCT
cana-3965	91	1	requires	require	VERB
cana-3965	91	2	regulatory	regulatory	ADJ
cana-3965	91	3	and	and	CCONJ
cana-3965	91	4	ethical	ethical	ADJ
cana-3965	91	5	safeguards	safeguard	NOUN
cana-3965	91	6	.	.	PUNCT
cana-3965	92	1	[	[	X
cana-3965	92	2	6	6	NUM
cana-3965	92	3	]	]	SYM
cana-3965	92	4	review	review	NOUN
cana-3965	92	5	of	of	ADP
cana-3965	92	6	selftriage	selftriage	NOUN
cana-3965	92	7	solutions	solution	NOUN
cana-3965	92	8	summarizes	summarize	NOUN
cana-3965	92	9	advances	advance	NOUN
cana-3965	92	10	in	in	ADP
cana-3965	92	11	patientaccess	patientaccess	ADJ
cana-3965	92	12	systems	system	NOUN
cana-3965	92	13	using	use	VERB
cana-3965	92	14	llms	llm	NOUN
cana-3965	92	15	.	.	PUNCT
cana-3965	93	1	first	first	ADJ
cana-3965	93	2	comprehensive	comprehensive	ADJ
cana-3965	93	3	analysis	analysis	NOUN
cana-3965	93	4	of	of	ADP
cana-3965	93	5	selftriage	selftriage	NOUN
cana-3965	93	6	technologies	technology	NOUN
cana-3965	93	7	.	.	PUNCT
cana-3965	94	1	focused	focus	VERB
cana-3965	94	2	on	on	ADP
cana-3965	94	3	u.s	u.s	PROPN
cana-3965	94	4	.	.	PROPN
cana-3965	94	5	healthcare	healthcare	PROPN
cana-3965	94	6	systems	system	NOUN
cana-3965	94	7	.	.	PUNCT
cana-3965	95	1	[	[	X
cana-3965	95	2	7	7	NUM
cana-3965	95	3	]	]	X
cana-3965	95	4	chatgpt	chatgpt	NOUN
cana-3965	95	5	for	for	ADP
cana-3965	95	6	casebased	casebase	VERB
cana-3965	95	7	learning	learning	NOUN
cana-3965	95	8	augments	augment	VERB
cana-3965	95	9	problembased	problembase	VERB
cana-3965	95	10	learning	learning	NOUN
cana-3965	95	11	with	with	ADP
cana-3965	95	12	realistic	realistic	ADJ
cana-3965	95	13	case	case	NOUN
cana-3965	95	14	scenarios	scenario	NOUN
cana-3965	95	15	.	.	PUNCT
cana-3965	96	1	promotes	promote	VERB
cana-3965	96	2	interactive	interactive	ADJ
cana-3965	96	3	and	and	CCONJ
cana-3965	96	4	aligned	aligned	ADJ
cana-3965	96	5	curricula	curricula	NOUN
cana-3965	96	6	.	.	PUNCT
cana-3965	97	1	requires	require	VERB
cana-3965	97	2	human	human	ADJ
cana-3965	97	3	oversight	oversight	NOUN
cana-3965	97	4	for	for	ADP
cana-3965	97	5	accuracy	accuracy	NOUN
cana-3965	97	6	.	.	PUNCT
cana-3965	98	1	[	[	X
cana-3965	98	2	8	8	NUM
cana-3965	98	3	]	]	X
cana-3965	98	4	nlp	nlp	NOUN
cana-3965	98	5	-	-	PUNCT
cana-3965	98	6	enhanced	enhance	VERB
cana-3965	98	7	ml	ml	NOUN
cana-3965	98	8	models	model	NOUN
cana-3965	98	9	for	for	ADP
cana-3965	98	10	triage	triage	NOUN
cana-3965	98	11	predicts	predict	VERB
cana-3965	98	12	patient	patient	ADJ
cana-3965	98	13	dispositions	disposition	NOUN
cana-3965	98	14	with	with	ADP
cana-3965	98	15	structured	structured	ADJ
cana-3965	98	16	and	and	CCONJ
cana-3965	98	17	unstructured	unstructured	ADJ
cana-3965	98	18	data	datum	NOUN
cana-3965	98	19	.	.	PUNCT
cana-3965	99	1	outperforms	outperform	VERB
cana-3965	99	2	emergency	emergency	NOUN
cana-3965	99	3	physician	physician	NOUN
cana-3965	99	4	predictions	prediction	NOUN
cana-3965	99	5	.	.	PUNCT
cana-3965	100	1	focused	focus	VERB
cana-3965	100	2	on	on	ADP
cana-3965	100	3	specific	specific	ADJ
cana-3965	100	4	hospital	hospital	NOUN
cana-3965	100	5	datasets	dataset	NOUN
cana-3965	100	6	.	.	PUNCT
cana-3965	101	1	[	[	X
cana-3965	101	2	9	9	NUM
cana-3965	101	3	]	]	SYM
cana-3965	101	4	bi	bi	ADJ
cana-3965	101	5	-	-	ADJ
cana-3965	101	6	rads	rads	ADJ
cana-3965	101	7	classification	classification	NOUN
cana-3965	101	8	dataset	dataset	NOUN
cana-3965	101	9	benchmarks	benchmark	NOUN
cana-3965	101	10	ml	ml	PROPN
cana-3965	101	11	,	,	PUNCT
cana-3965	101	12	dl	dl	INTJ
cana-3965	101	13	,	,	PUNCT
cana-3965	101	14	and	and	CCONJ
cana-3965	101	15	llms	llm	NOUN
cana-3965	101	16	for	for	ADP
cana-3965	101	17	radiological	radiological	ADJ
cana-3965	101	18	categorization	categorization	NOUN
cana-3965	101	19	.	.	PUNCT
cana-3965	102	1	provides	provide	VERB
cana-3965	102	2	a	a	DET
cana-3965	102	3	curated	curate	VERB
cana-3965	102	4	,	,	PUNCT
cana-3965	102	5	annotated	annotated	ADJ
cana-3965	102	6	dataset	dataset	NOUN
cana-3965	102	7	.	.	PUNCT
cana-3965	103	1	dataset	dataset	PROPN
cana-3965	103	2	limited	limit	VERB
cana-3965	103	3	to	to	ADP
cana-3965	103	4	breast	breast	NOUN
cana-3965	103	5	imaging	imaging	NOUN
cana-3965	103	6	.	.	PUNCT
cana-3965	104	1	[	[	X
cana-3965	104	2	10	10	NUM
cana-3965	104	3	]	]	PUNCT
cana-3965	104	4	gpt-4	gpt-4	PART
cana-3965	104	5	chatbot	chatbot	NOUN
cana-3965	104	6	for	for	ADP
cana-3965	104	7	surgical	surgical	ADJ
cana-3965	104	8	exams	exam	NOUN
cana-3965	104	9	simulates	simulate	VERB
cana-3965	104	10	oral	oral	ADJ
cana-3965	104	11	board	board	NOUN
cana-3965	104	12	scenarios	scenario	NOUN
cana-3965	104	13	for	for	ADP
cana-3965	104	14	surgical	surgical	ADJ
cana-3965	104	15	education	education	NOUN
cana-3965	104	16	.	.	PUNCT
cana-3965	105	1	enhances	enhance	VERB
cana-3965	105	2	learning	learn	VERB
cana-3965	105	3	through	through	ADP
cana-3965	105	4	interactive	interactive	ADJ
cana-3965	105	5	simulation	simulation	NOUN
cana-3965	105	6	.	.	PUNCT
cana-3965	106	1	prone	prone	ADJ
cana-3965	106	2	to	to	ADP
cana-3965	106	3	critical	critical	ADJ
cana-3965	106	4	omissions	omission	NOUN
cana-3965	106	5	and	and	CCONJ
cana-3965	106	6	inaccuracies	inaccuracy	NOUN
cana-3965	106	7	.	.	PUNCT
cana-3965	107	1	[	[	X
cana-3965	107	2	11	11	NUM
cana-3965	107	3	]	]	PUNCT
cana-3965	107	4	llms	llm	NOUN
cana-3965	107	5	for	for	ADP
cana-3965	107	6	cognitive	cognitive	ADJ
cana-3965	107	7	decline	decline	NOUN
cana-3965	107	8	detection	detection	NOUN
cana-3965	107	9	features	feature	NOUN
cana-3965	107	10	extracted	extract	VERB
cana-3965	107	11	from	from	ADP
cana-3965	107	12	dialogues	dialogue	NOUN
cana-3965	107	13	for	for	ADP
cana-3965	107	14	neurological	neurological	ADJ
cana-3965	107	15	diagnostics	diagnostic	NOUN
cana-3965	107	16	.	.	PUNCT
cana-3965	108	1	cost	cost	NOUN
cana-3965	108	2	-	-	PUNCT
cana-3965	108	3	effective	effective	ADJ
cana-3965	108	4	,	,	PUNCT
cana-3965	108	5	noninvasive	noninvasive	ADJ
cana-3965	108	6	screening	screening	NOUN
cana-3965	108	7	.	.	PUNCT
cana-3965	109	1	requires	require	VERB
cana-3965	109	2	more	more	ADV
cana-3965	109	3	extensive	extensive	ADJ
cana-3965	109	4	evaluation	evaluation	NOUN
cana-3965	109	5	.	.	PUNCT
cana-3965	110	1	[	[	X
cana-3965	110	2	12	12	NUM
cana-3965	110	3	]	]	PUNCT
cana-3965	110	4	optimized	optimize	VERB
cana-3965	110	5	llms	llm	NOUN
cana-3965	110	6	for	for	ADP
cana-3965	110	7	medical	medical	ADJ
cana-3965	110	8	records	record	NOUN
cana-3965	110	9	constructs	construct	VERB
cana-3965	110	10	taskspecific	taskspecific	ADJ
cana-3965	110	11	llms	llm	NOUN
cana-3965	110	12	for	for	ADP
cana-3965	110	13	hospital	hospital	NOUN
cana-3965	110	14	emr	emr	PROPN
cana-3965	110	15	integration	integration	NOUN
cana-3965	110	16	.	.	PUNCT
cana-3965	111	1	reduces	reduce	VERB
cana-3965	111	2	physician	physician	NOUN
cana-3965	111	3	workload	workload	NOUN
cana-3965	111	4	significantly	significantly	ADV
cana-3965	111	5	.	.	PUNCT
cana-3965	112	1	requires	require	VERB
cana-3965	112	2	highquality	highquality	NOUN
cana-3965	112	3	annotated	annotate	VERB
cana-3965	112	4	datasets	dataset	NOUN
cana-3965	112	5	.	.	PUNCT
cana-3965	113	1	[	[	X
cana-3965	113	2	13	13	NUM
cana-3965	113	3	]	]	PUNCT
cana-3965	113	4	med	med	ADJ
cana-3965	113	5	-	-	PUNCT
cana-3965	113	6	palm	palm	NOUN
cana-3965	113	7	2	2	NUM
cana-3965	113	8	with	with	ADP
cana-3965	113	9	ensemble	ensemble	ADJ
cana-3965	113	10	refinement	refinement	NOUN
cana-3965	113	11	fine	fine	ADV
cana-3965	113	12	-	-	PUNCT
cana-3965	113	13	tuned	tune	VERB
cana-3965	113	14	llm	llm	NOUN
cana-3965	113	15	for	for	ADP
cana-3965	113	16	medical	medical	ADJ
cana-3965	113	17	qa	qa	PROPN
cana-3965	113	18	,	,	PUNCT
cana-3965	113	19	achieving	achieve	VERB
cana-3965	113	20	superior	superior	ADJ
cana-3965	113	21	results	result	NOUN
cana-3965	113	22	.	.	PUNCT
cana-3965	113	23	demonstrated	demonstrate	VERB
cana-3965	113	24	high	high	ADJ
cana-3965	113	25	safety	safety	NOUN
cana-3965	113	26	and	and	CCONJ
cana-3965	113	27	preference	preference	NOUN
cana-3965	113	28	ratings	rating	NOUN
cana-3965	113	29	.	.	PUNCT
cana-3965	114	1	challenges	challenge	NOUN
cana-3965	114	2	in	in	ADP
cana-3965	114	3	handling	handle	VERB
cana-3965	114	4	adversarial	adversarial	ADJ
cana-3965	114	5	datasets	dataset	NOUN
cana-3965	114	6	.	.	PUNCT
cana-3965	115	1	[	[	X
cana-3965	115	2	14	14	NUM
cana-3965	115	3	]	]	X
cana-3965	115	4	dizzyinsight	dizzyinsight	PROPN
cana-3965	115	5	classification	classification	NOUN
cana-3965	115	6	model	model	NOUN
cana-3965	115	7	llm	llm	PROPN
cana-3965	115	8	and	and	CCONJ
cana-3965	115	9	ml	ml	ADP
cana-3965	115	10	integration	integration	NOUN
cana-3965	115	11	for	for	ADP
cana-3965	115	12	high	high	ADJ
cana-3965	115	13	predictive	predictive	ADJ
cana-3965	115	14	value	value	NOUN
cana-3965	115	15	for	for	ADP
cana-3965	115	16	pppd	pppd	NOUN
cana-3965	115	17	and	and	CCONJ
cana-3965	115	18	anxiety	anxiety	NOUN
cana-3965	115	19	disorders	disorder	NOUN
cana-3965	115	20	.	.	PUNCT
cana-3965	116	1	limited	limit	VERB
cana-3965	116	2	to	to	ADP
cana-3965	116	3	specific	specific	ADJ
cana-3965	116	4	communications	communication	NOUN
cana-3965	116	5	on	on	ADP
cana-3965	116	6	applied	apply	VERB
cana-3965	116	7	nonlinear	nonlinear	ADJ
cana-3965	116	8	analysis	analysis	NOUN
cana-3965	116	9	issn	issn	NOUN
cana-3965	116	10	:	:	PUNCT
cana-3965	116	11	1074	1074	NUM
cana-3965	116	12	-	-	PUNCT
cana-3965	116	13	133x	133x	NUM
cana-3965	116	14	vol	vol	NOUN
cana-3965	116	15	32	32	NUM
cana-3965	117	1	no	no	NOUN
cana-3965	117	2	.	.	PUNCT
cana-3965	118	1	9s	9s	NUM
cana-3965	118	2	(	(	PUNCT
cana-3965	118	3	2025	2025	NUM
cana-3965	118	4	)	)	PUNCT
cana-3965	118	5	575	575	NUM
cana-3965	118	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	118	7	chronic	chronic	ADJ
cana-3965	118	8	dizziness	dizziness	NOUN
cana-3965	118	9	classification	classification	NOUN
cana-3965	118	10	.	.	PUNCT
cana-3965	119	1	healthcare	healthcare	NOUN
cana-3965	119	2	domains	domain	NOUN
cana-3965	119	3	.	.	PUNCT
cana-3965	120	1	[	[	X
cana-3965	120	2	15	15	NUM
cana-3965	120	3	]	]	X
cana-3965	120	4	talktomodel	talktomodel	NOUN
cana-3965	120	5	explainability	explainability	NOUN
cana-3965	120	6	system	system	NOUN
cana-3965	120	7	interactive	interactive	VERB
cana-3965	120	8	llm	llm	NOUN
cana-3965	120	9	for	for	ADP
cana-3965	120	10	ml	ml	NOUN
cana-3965	120	11	model	model	NOUN
cana-3965	120	12	explanations	explanation	NOUN
cana-3965	120	13	.	.	PUNCT
cana-3965	121	1	high	high	ADJ
cana-3965	121	2	user	user	NOUN
cana-3965	121	3	satisfaction	satisfaction	NOUN
cana-3965	121	4	among	among	ADP
cana-3965	121	5	healthcare	healthcare	NOUN
cana-3965	121	6	workers	worker	NOUN
cana-3965	121	7	.	.	PUNCT
cana-3965	122	1	requires	require	VERB
cana-3965	122	2	domain	domain	NOUN
cana-3965	122	3	-	-	PUNCT
cana-3965	122	4	specific	specific	ADJ
cana-3965	122	5	adaptations	adaptation	NOUN
cana-3965	122	6	.	.	PUNCT
cana-3965	123	1	[	[	X
cana-3965	123	2	16	16	NUM
cana-3965	123	3	]	]	PUNCT
cana-3965	123	4	llama-2	llama-2	PROPN
cana-3965	123	5	for	for	ADP
cana-3965	123	6	structured	structured	ADJ
cana-3965	123	7	radiology	radiology	NOUN
cana-3965	123	8	reports	report	NOUN
cana-3965	123	9	converts	convert	VERB
cana-3965	123	10	free	free	ADJ
cana-3965	123	11	text	text	NOUN
cana-3965	123	12	to	to	ADP
cana-3965	123	13	structured	structured	ADJ
cana-3965	123	14	formats	format	NOUN
cana-3965	123	15	.	.	PUNCT
cana-3965	124	1	privacy	privacy	NOUN
cana-3965	124	2	-	-	PUNCT
cana-3965	124	3	preserving	preserve	VERB
cana-3965	124	4	,	,	PUNCT
cana-3965	124	5	on	on	ADP
cana-3965	124	6	-	-	PUNCT
cana-3965	124	7	premise	premise	NOUN
cana-3965	124	8	deployment	deployment	NOUN
cana-3965	124	9	.	.	PUNCT
cana-3965	125	1	variability	variability	NOUN
cana-3965	125	2	in	in	ADP
cana-3965	125	3	semantic	semantic	ADJ
cana-3965	125	4	understanding	understanding	NOUN
cana-3965	125	5	across	across	ADP
cana-3965	125	6	languages	language	NOUN
cana-3965	125	7	.	.	PUNCT
cana-3965	126	1	[	[	X
cana-3965	126	2	17	17	NUM
cana-3965	126	3	]	]	X
cana-3965	126	4	comcare	comcare	NOUN
cana-3965	126	5	for	for	ADP
cana-3965	126	6	ner	ner	NOUN
cana-3965	126	7	and	and	CCONJ
cana-3965	126	8	re	re	VERB
cana-3965	126	9	ensemble	ensemble	VERB
cana-3965	126	10	llm	llm	NOUN
cana-3965	126	11	framework	framework	NOUN
cana-3965	126	12	for	for	ADP
cana-3965	126	13	clinical	clinical	ADJ
cana-3965	126	14	information	information	NOUN
cana-3965	126	15	extraction	extraction	NOUN
cana-3965	126	16	.	.	PUNCT
cana-3965	127	1	high	high	ADJ
cana-3965	127	2	f1	f1	PROPN
cana-3965	127	3	scores	score	NOUN
cana-3965	127	4	for	for	ADP
cana-3965	127	5	biomedical	biomedical	ADJ
cana-3965	127	6	datasets	dataset	NOUN
cana-3965	127	7	.	.	PUNCT
cana-3965	128	1	token	token	VERB
cana-3965	128	2	-	-	PUNCT
cana-3965	128	3	level	level	NOUN
cana-3965	128	4	tasks	task	NOUN
cana-3965	128	5	remain	remain	VERB
cana-3965	128	6	challenging	challenging	ADJ
cana-3965	128	7	for	for	ADP
cana-3965	128	8	llms	llm	NOUN
cana-3965	128	9	.	.	PUNCT
cana-3965	129	1	[	[	X
cana-3965	129	2	18	18	NUM
cana-3965	129	3	]	]	X
cana-3965	129	4	kellm	kellm	NOUN
cana-3965	129	5	for	for	ADP
cana-3965	129	6	drug	drug	NOUN
cana-3965	129	7	recommendations	recommendation	NOUN
cana-3965	129	8	integrates	integrate	VERB
cana-3965	129	9	knowledge	knowledge	NOUN
cana-3965	129	10	graphs	graph	NOUN
cana-3965	129	11	with	with	ADP
cana-3965	129	12	llms	llm	NOUN
cana-3965	129	13	for	for	ADP
cana-3965	129	14	safety	safety	NOUN
cana-3965	129	15	and	and	CCONJ
cana-3965	129	16	interpretability	interpretability	NOUN
cana-3965	129	17	.	.	PUNCT
cana-3965	130	1	addresses	address	NOUN
cana-3965	130	2	safety	safety	NOUN
cana-3965	130	3	constraints	constraint	NOUN
cana-3965	130	4	effectively	effectively	ADV
cana-3965	130	5	.	.	PUNCT
cana-3965	131	1	complexity	complexity	NOUN
cana-3965	131	2	of	of	ADP
cana-3965	131	3	maintaining	maintain	VERB
cana-3965	131	4	medical	medical	ADJ
cana-3965	131	5	knowledge	knowledge	NOUN
cana-3965	131	6	graphs	graph	NOUN
cana-3965	131	7	.	.	PUNCT
cana-3965	132	1	[	[	X
cana-3965	132	2	19	19	NUM
cana-3965	132	3	]	]	PUNCT
cana-3965	132	4	causality	causality	NOUN
cana-3965	132	5	extraction	extraction	NOUN
cana-3965	132	6	with	with	ADP
cana-3965	132	7	llms	llm	NOUN
cana-3965	132	8	extracts	extract	NOUN
cana-3965	132	9	causal	causal	ADJ
cana-3965	132	10	relations	relation	NOUN
cana-3965	132	11	from	from	ADP
cana-3965	132	12	medical	medical	ADJ
cana-3965	132	13	guidelines	guideline	NOUN
cana-3965	132	14	.	.	PUNCT
cana-3965	133	1	helps	helps	AUX
cana-3965	133	2	identify	identify	VERB
cana-3965	133	3	inconsistencies	inconsistency	NOUN
cana-3965	133	4	in	in	ADP
cana-3965	133	5	guidelines	guideline	NOUN
cana-3965	133	6	.	.	PUNCT
cana-3965	134	1	limited	limited	ADJ
cana-3965	134	2	consistency	consistency	NOUN
cana-3965	134	3	in	in	ADP
cana-3965	134	4	newer	new	ADJ
cana-3965	134	5	llms	llm	NOUN
cana-3965	134	6	.	.	PUNCT
cana-3965	135	1	[	[	X
cana-3965	135	2	20	20	NUM
cana-3965	135	3	]	]	X
cana-3965	135	4	spanish	spanish	ADJ
cana-3965	135	5	case	case	NOUN
cana-3965	135	6	diagnosis	diagnosis	NOUN
cana-3965	135	7	with	with	ADP
cana-3965	135	8	llms	llm	NOUN
cana-3965	135	9	predicts	predict	NOUN
cana-3965	135	10	diagnoses	diagnosis	NOUN
cana-3965	135	11	using	use	VERB
cana-3965	135	12	unstructured	unstructured	ADJ
cana-3965	135	13	spanish	spanish	ADJ
cana-3965	135	14	medical	medical	ADJ
cana-3965	135	15	text	text	NOUN
cana-3965	135	16	.	.	PUNCT
cana-3965	136	1	eliminates	eliminate	VERB
cana-3965	136	2	need	need	VERB
cana-3965	136	3	for	for	ADP
cana-3965	136	4	tailored	tailor	VERB
cana-3965	136	5	dataset	dataset	NOUN
cana-3965	136	6	training	training	NOUN
cana-3965	136	7	.	.	PUNCT
cana-3965	137	1	inconsistent	inconsistent	ADJ
cana-3965	137	2	performance	performance	NOUN
cana-3965	137	3	across	across	ADP
cana-3965	137	4	prompt	prompt	ADJ
cana-3965	137	5	techniques	technique	NOUN
cana-3965	137	6	.	.	PUNCT
cana-3965	138	1	[	[	X
cana-3965	138	2	21	21	NUM
cana-3965	138	3	]	]	PUNCT
cana-3965	138	4	llms	llm	NOUN
cana-3965	138	5	for	for	ADP
cana-3965	138	6	tinnitus	tinnitus	NOUN
cana-3965	138	7	cbt	cbt	NOUN
cana-3965	138	8	outcomes	outcome	NOUN
cana-3965	138	9	predicts	predict	VERB
cana-3965	138	10	cbt	cbt	ADJ
cana-3965	138	11	treatment	treatment	NOUN
cana-3965	138	12	outcomes	outcome	NOUN
cana-3965	138	13	with	with	ADP
cana-3965	138	14	augmented	augment	VERB
cana-3965	138	15	textual	textual	ADJ
cana-3965	138	16	data	datum	NOUN
cana-3965	138	17	.	.	PUNCT
cana-3965	139	1	demonstrates	demonstrate	VERB
cana-3965	139	2	potential	potential	NOUN
cana-3965	139	3	in	in	ADP
cana-3965	139	4	highcaseload	highcaseload	PROPN
cana-3965	139	5	management	management	NOUN
cana-3965	139	6	.	.	PUNCT
cana-3965	140	1	risk	risk	NOUN
cana-3965	140	2	of	of	ADP
cana-3965	140	3	overfitting	overfitte	VERB
cana-3965	140	4	with	with	ADP
cana-3965	140	5	limited	limited	ADJ
cana-3965	140	6	datasets	dataset	NOUN
cana-3965	140	7	.	.	PUNCT
cana-3965	141	1	[	[	X
cana-3965	141	2	22	22	NUM
cana-3965	141	3	]	]	PUNCT
cana-3965	141	4	llm	llm	ADV
cana-3965	141	5	-	-	PUNCT
cana-3965	141	6	enhanced	enhance	VERB
cana-3965	141	7	social	social	ADJ
cana-3965	141	8	robotic	robotic	ADJ
cana-3965	141	9	vps	vps	NOUN
cana-3965	141	10	evaluates	evaluate	NOUN
cana-3965	141	11	vp	vp	PROPN
cana-3965	141	12	design	design	VERB
cana-3965	141	13	for	for	ADP
cana-3965	141	14	medical	medical	ADJ
cana-3965	141	15	education	education	NOUN
cana-3965	141	16	sets	set	NOUN
cana-3965	141	17	.	.	PUNCT
cana-3965	142	1	improves	improve	VERB
cana-3965	142	2	interactivity	interactivity	NOUN
cana-3965	142	3	and	and	CCONJ
cana-3965	142	4	authenticity	authenticity	NOUN
cana-3965	142	5	sets	set	NOUN
cana-3965	142	6	.	.	PUNCT
cana-3965	143	1	lacks	lack	VERB
cana-3965	143	2	physical	physical	ADJ
cana-3965	143	3	examination	examination	NOUN
cana-3965	143	4	simulations	simulation	NOUN
cana-3965	143	5	.	.	PUNCT
cana-3965	144	1	[	[	X
cana-3965	144	2	23	23	NUM
cana-3965	144	3	]	]	PUNCT
cana-3965	144	4	encoder	encoder	NOUN
cana-3965	144	5	-	-	PUNCT
cana-3965	144	6	decoder	decoder	NOUN
cana-3965	144	7	for	for	ADP
cana-3965	144	8	medical	medical	ADJ
cana-3965	144	9	image	image	NOUN
cana-3965	144	10	reporting	reporting	NOUN
cana-3965	144	11	combines	combine	VERB
cana-3965	144	12	vision	vision	NOUN
cana-3965	144	13	transformer	transformer	NOUN
cana-3965	144	14	with	with	ADP
cana-3965	144	15	gpt-2	gpt-2	NUM
cana-3965	144	16	for	for	ADP
cana-3965	144	17	report	report	NOUN
cana-3965	144	18	generations	generation	NOUN
cana-3965	144	19	.	.	PUNCT
cana-3965	145	1	outperforms	outperform	VERB
cana-3965	145	2	recurrent	recurrent	ADJ
cana-3965	145	3	models	model	NOUN
cana-3965	145	4	in	in	ADP
cana-3965	145	5	coherence	coherence	NOUN
cana-3965	145	6	and	and	CCONJ
cana-3965	145	7	accuracy	accuracy	NOUN
cana-3965	145	8	levels	level	NOUN
cana-3965	145	9	.	.	PUNCT
cana-3965	146	1	focused	focus	VERB
cana-3965	146	2	on	on	ADP
cana-3965	146	3	xray	xray	ADJ
cana-3965	146	4	datasets	dataset	NOUN
cana-3965	146	5	&	&	CCONJ
cana-3965	146	6	samples	sample	NOUN
cana-3965	146	7	.	.	PUNCT
cana-3965	147	1	[	[	X
cana-3965	147	2	24	24	NUM
cana-3965	147	3	]	]	PUNCT
cana-3965	147	4	bias	bias	NOUN
cana-3965	147	5	assessment	assessment	NOUN
cana-3965	147	6	in	in	ADP
cana-3965	147	7	llm	llm	PROPN
cana-3965	147	8	predictions	prediction	NOUN
cana-3965	147	9	examines	examine	VERB
cana-3965	147	10	biases	bias	NOUN
cana-3965	147	11	in	in	ADP
cana-3965	147	12	healthcare	healthcare	NOUN
cana-3965	147	13	cost	cost	NOUN
cana-3965	147	14	and	and	CCONJ
cana-3965	147	15	survival	survival	NOUN
cana-3965	147	16	predictions	prediction	NOUN
cana-3965	147	17	.	.	PUNCT
cana-3965	148	1	highlights	highlight	NOUN
cana-3965	148	2	need	need	VERB
cana-3965	148	3	for	for	ADP
cana-3965	148	4	bias	bias	NOUN
cana-3965	148	5	mitigations	mitigation	NOUN
cana-3965	148	6	.	.	PUNCT
cana-3965	149	1	requires	require	VERB
cana-3965	149	2	improved	improved	ADJ
cana-3965	149	3	fairness	fairness	NOUN
cana-3965	149	4	strategies	strategy	NOUN
cana-3965	149	5	.	.	PUNCT
cana-3965	150	1	communications	communication	NOUN
cana-3965	150	2	on	on	ADP
cana-3965	150	3	applied	apply	VERB
cana-3965	150	4	nonlinear	nonlinear	ADJ
cana-3965	150	5	analysis	analysis	NOUN
cana-3965	150	6	issn	issn	NOUN
cana-3965	150	7	:	:	PUNCT
cana-3965	150	8	1074	1074	NUM
cana-3965	150	9	-	-	PUNCT
cana-3965	150	10	133x	133x	NUM
cana-3965	150	11	vol	vol	NOUN
cana-3965	150	12	32	32	NUM
cana-3965	150	13	no	no	NOUN
cana-3965	150	14	.	.	PUNCT
cana-3965	151	1	9s	9s	NUM
cana-3965	151	2	(	(	PUNCT
cana-3965	151	3	2025	2025	NUM
cana-3965	151	4	)	)	PUNCT
cana-3965	151	5	576	576	NUM
cana-3965	151	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	152	1	[	[	X
cana-3965	152	2	25	25	NUM
cana-3965	152	3	]	]	PUNCT
cana-3965	152	4	llmseg	llmseg	NOUN
cana-3965	152	5	for	for	ADP
cana-3965	152	6	radiotherapy	radiotherapy	NOUN
cana-3965	152	7	planning	planning	NOUN
cana-3965	152	8	multimodal	multimodal	NOUN
cana-3965	152	9	ai	ai	VERB
cana-3965	152	10	for	for	ADP
cana-3965	152	11	target	target	NOUN
cana-3965	152	12	volume	volume	NOUN
cana-3965	152	13	delineations	delineation	NOUN
cana-3965	152	14	.	.	PUNCT
cana-3965	153	1	robust	robust	ADJ
cana-3965	153	2	generalization	generalization	NOUN
cana-3965	153	3	and	and	CCONJ
cana-3965	153	4	data	datum	NOUN
cana-3965	153	5	efficiency	efficiency	NOUN
cana-3965	153	6	sets	set	NOUN
cana-3965	153	7	.	.	PUNCT
cana-3965	154	1	limited	limited	ADJ
cana-3965	154	2	validation	validation	NOUN
cana-3965	154	3	beyond	beyond	ADP
cana-3965	154	4	oncology	oncology	NOUN
cana-3965	154	5	sets	set	NOUN
cana-3965	154	6	.	.	PUNCT
cana-3965	155	1	table	table	NOUN
cana-3965	155	2	1	1	NUM
cana-3965	155	3	.	.	PUNCT
cana-3965	155	4	methodological	methodological	ADJ
cana-3965	155	5	comparative	comparative	ADJ
cana-3965	155	6	review	review	NOUN
cana-3965	155	7	analysis	analysis	NOUN
cana-3965	155	8	linguistic	linguistic	ADJ
cana-3965	155	9	and	and	CCONJ
cana-3965	155	10	structural	structural	ADJ
cana-3965	155	11	analysis	analysis	NOUN
cana-3965	155	12	of	of	ADP
cana-3965	155	13	llm	llm	NOUN
cana-3965	155	14	-	-	PUNCT
cana-3965	155	15	generated	generate	VERB
cana-3965	155	16	text	text	NOUN
cana-3965	155	17	iteratively	iteratively	ADV
cana-3965	155	18	,	,	PUNCT
cana-3965	155	19	as	as	SCONJ
cana-3965	155	20	shown	show	VERB
cana-3965	155	21	in	in	ADP
cana-3965	155	22	tables	table	NOUN
cana-3965	155	23	1	1	NUM
cana-3965	155	24	and	and	CCONJ
cana-3965	155	25	2	2	NUM
cana-3965	155	26	,	,	PUNCT
cana-3965	155	27	quantitative	quantitative	ADJ
cana-3965	155	28	analyzes	analyze	NOUN
cana-3965	155	29	of	of	ADP
cana-3965	155	30	the	the	DET
cana-3965	155	31	output	output	NOUN
cana-3965	155	32	text	text	NOUN
cana-3965	155	33	of	of	ADP
cana-3965	155	34	llms	llm	NOUN
cana-3965	155	35	show	show	VERB
cana-3965	155	36	dramatic	dramatic	ADJ
cana-3965	155	37	differences	difference	NOUN
cana-3965	155	38	with	with	ADP
cana-3965	155	39	text	text	NOUN
cana-3965	155	40	written	write	VERB
cana-3965	155	41	by	by	ADP
cana-3965	155	42	human	human	NOUN
cana-3965	155	43	.	.	PUNCT
cana-3965	156	1	for	for	ADP
cana-3965	156	2	instance	instance	NOUN
cana-3965	156	3	,	,	PUNCT
cana-3965	156	4	[	[	X
cana-3965	156	5	26	26	NUM
cana-3965	156	6	]	]	PUNCT
cana-3965	156	7	underlines	underline	VERB
cana-3965	156	8	the	the	DET
cana-3965	156	9	divergence	divergence	NOUN
cana-3965	156	10	on	on	ADP
cana-3965	156	11	the	the	DET
cana-3965	156	12	length	length	NOUN
cana-3965	156	13	of	of	ADP
cana-3965	156	14	sentences	sentence	NOUN
cana-3965	156	15	,	,	PUNCT
cana-3965	156	16	lexical	lexical	ADJ
cana-3965	156	17	density	density	NOUN
cana-3965	156	18	,	,	PUNCT
cana-3965	156	19	and	and	CCONJ
cana-3965	156	20	syntactic	syntactic	ADJ
cana-3965	156	21	patterns	pattern	NOUN
cana-3965	156	22	.	.	PUNCT
cana-3965	157	1	the	the	DET
cana-3965	157	2	llm	llm	PROPN
cana-3965	157	3	produced	produce	VERB
cana-3965	157	4	symbol	symbol	NOUN
cana-3965	157	5	-	-	PUNCT
cana-3965	157	6	flooded	flood	VERB
cana-3965	157	7	text	text	NOUN
cana-3965	157	8	,	,	PUNCT
cana-3965	157	9	objective	objective	ADJ
cana-3965	157	10	instead	instead	ADV
cana-3965	157	11	of	of	ADP
cana-3965	157	12	emotionally	emotionally	ADV
cana-3965	157	13	packed	packed	ADJ
cana-3965	157	14	and	and	CCONJ
cana-3965	157	15	less	less	ADJ
cana-3965	157	16	word	word	NOUN
cana-3965	157	17	-	-	PUNCT
cana-3965	157	18	dependent	dependent	ADJ
cana-3965	157	19	text	text	NOUN
cana-3965	157	20	.	.	PUNCT
cana-3965	158	1	task	task	NOUN
cana-3965	158	2	-	-	PUNCT
cana-3965	158	3	specific	specific	ADJ
cana-3965	158	4	fine	fine	ADV
cana-3965	158	5	-	-	PUNCT
cana-3965	158	6	tuning	tuning	NOUN
cana-3965	158	7	is	be	AUX
cana-3965	158	8	very	very	ADV
cana-3965	158	9	much	much	ADV
cana-3965	158	10	required	require	VERB
cana-3965	158	11	on	on	ADP
cana-3965	158	12	the	the	DET
cana-3965	158	13	llm	llm	PROPN
cana-3965	158	14	outputs	output	NOUN
cana-3965	158	15	to	to	PART
cana-3965	158	16	closely	closely	ADV
cana-3965	158	17	match	match	VERB
cana-3965	158	18	the	the	DET
cana-3965	158	19	property	property	NOUN
cana-3965	158	20	of	of	ADP
cana-3965	158	21	human	human	NOUN
cana-3965	158	22	's	's	PART
cana-3965	158	23	linguistic	linguistic	ADJ
cana-3965	158	24	expressions	expression	NOUN
cana-3965	158	25	.	.	PUNCT
cana-3965	159	1	figure	figure	NOUN
cana-3965	159	2	1	1	NUM
cana-3965	159	3	.	.	PUNCT
cana-3965	159	4	model	model	PROPN
cana-3965	159	5	’s	’s	PART
cana-3965	159	6	integrated	integrate	VERB
cana-3965	159	7	performance	performance	NOUN
cana-3965	159	8	analysis	analysis	NOUN
cana-3965	159	9	llms	llm	NOUN
cana-3965	159	10	in	in	ADP
cana-3965	159	11	medical	medical	ADJ
cana-3965	159	12	applications	application	NOUN
cana-3965	159	13	llms	llm	NOUN
cana-3965	159	14	have	have	AUX
cana-3965	159	15	shown	show	VERB
cana-3965	159	16	to	to	PART
cana-3965	159	17	have	have	VERB
cana-3965	159	18	profound	profound	ADJ
cana-3965	159	19	potential	potential	NOUN
cana-3965	159	20	for	for	ADP
cana-3965	159	21	transforming	transform	VERB
cana-3965	159	22	medical	medical	ADJ
cana-3965	159	23	domains	domain	NOUN
cana-3965	159	24	especially	especially	ADV
cana-3965	159	25	in	in	ADP
cana-3965	159	26	generating	generate	VERB
cana-3965	159	27	reports	report	NOUN
cana-3965	159	28	for	for	ADP
cana-3965	159	29	diagnostic	diagnostic	ADJ
cana-3965	159	30	imaging	imaging	NOUN
cana-3965	159	31	.	.	PUNCT
cana-3965	160	1	integration	integration	NOUN
cana-3965	160	2	of	of	ADP
cana-3965	160	3	llms	llm	NOUN
cana-3965	160	4	with	with	ADP
cana-3965	160	5	cad	cad	PROPN
cana-3965	160	6	systems	system	NOUN
cana-3965	160	7	is	be	AUX
cana-3965	160	8	researched	research	VERB
cana-3965	160	9	in	in	ADP
cana-3965	160	10	[	[	X
cana-3965	160	11	27	27	NUM
cana-3965	160	12	]	]	PUNCT
cana-3965	160	13	with	with	ADP
cana-3965	160	14	significant	significant	ADJ
cana-3965	160	15	enhancement	enhancement	NOUN
cana-3965	160	16	of	of	ADP
cana-3965	160	17	diagnostic	diagnostic	ADJ
cana-3965	160	18	accuracy	accuracy	NOUN
cana-3965	160	19	and	and	CCONJ
cana-3965	160	20	quality	quality	NOUN
cana-3965	160	21	of	of	ADP
cana-3965	160	22	reports	report	NOUN
cana-3965	160	23	from	from	ADP
cana-3965	160	24	chest	chest	NOUN
cana-3965	160	25	x	x	NOUN
cana-3965	160	26	-	-	NOUN
cana-3965	160	27	rays	ray	NOUN
cana-3965	160	28	.	.	PUNCT
cana-3965	161	1	similar	similar	ADJ
cana-3965	161	2	developments	development	NOUN
cana-3965	161	3	in	in	ADP
cana-3965	161	4	the	the	DET
cana-3965	161	5	field	field	NOUN
cana-3965	161	6	of	of	ADP
cana-3965	161	7	medical	medical	ADJ
cana-3965	161	8	imaging	imaging	NOUN
cana-3965	161	9	can	can	AUX
cana-3965	161	10	also	also	ADV
cana-3965	161	11	be	be	AUX
cana-3965	161	12	found	find	VERB
cana-3965	161	13	in	in	ADP
cana-3965	161	14	[	[	X
cana-3965	161	15	31	31	NUM
cana-3965	161	16	]	]	PUNCT
cana-3965	161	17	.	.	PUNCT
cana-3965	162	1	they	they	PRON
cana-3965	162	2	describe	describe	VERB
cana-3965	162	3	how	how	SCONJ
cana-3965	162	4	multi	multi	ADJ
cana-3965	162	5	-	-	ADJ
cana-3965	162	6	modal	modal	ADJ
cana-3965	162	7	transformers	transformer	NOUN
cana-3965	162	8	with	with	ADP
cana-3965	162	9	textual	textual	ADJ
cana-3965	162	10	and	and	CCONJ
cana-3965	162	11	visual	visual	ADJ
cana-3965	162	12	input	input	NOUN
cana-3965	162	13	will	will	AUX
cana-3965	162	14	generate	generate	VERB
cana-3965	162	15	a	a	DET
cana-3965	162	16	full	full	ADJ
cana-3965	162	17	radiology	radiology	NOUN
cana-3965	162	18	narrative	narrative	NOUN
cana-3965	162	19	report	report	NOUN
cana-3965	162	20	and	and	CCONJ
cana-3965	162	21	achieve	achieve	VERB
cana-3965	162	22	superior	superior	ADJ
cana-3965	162	23	bleu	bleu	NOUN
cana-3965	162	24	and	and	CCONJ
cana-3965	162	25	rouge	rouge	NOUN
cana-3965	162	26	scores	score	NOUN
cana-3965	162	27	.	.	PUNCT
cana-3965	163	1	in	in	ADP
cana-3965	163	2	localized	localized	ADJ
cana-3965	163	3	applications	application	NOUN
cana-3965	163	4	where	where	SCONJ
cana-3965	163	5	accuracy	accuracy	NOUN
cana-3965	163	6	is	be	AUX
cana-3965	163	7	critical	critical	ADJ
cana-3965	163	8	,	,	PUNCT
cana-3965	163	9	for	for	ADP
cana-3965	163	10	example	example	NOUN
cana-3965	163	11	,	,	PUNCT
cana-3965	163	12	in	in	ADP
cana-3965	163	13	the	the	DET
cana-3965	163	14	diagnosis	diagnosis	NOUN
cana-3965	163	15	of	of	ADP
cana-3965	163	16	liver	liver	NOUN
cana-3965	163	17	cirrhosis	cirrhosis	NOUN
cana-3965	163	18	,	,	PUNCT
cana-3965	163	19	llms	llm	NOUN
cana-3965	163	20	like	like	ADP
cana-3965	163	21	llama	llama	NOUN
cana-3965	163	22	2	2	NUM
cana-3965	164	1	[	[	SYM
cana-3965	164	2	30	30	NUM
cana-3965	164	3	]	]	PUNCT
cana-3965	164	4	implemented	implement	VERB
cana-3965	164	5	locally	locally	ADV
cana-3965	164	6	have	have	AUX
cana-3965	164	7	shown	show	VERB
cana-3965	164	8	both	both	CCONJ
cana-3965	164	9	high	high	ADJ
cana-3965	164	10	sensitivity	sensitivity	NOUN
cana-3965	164	11	and	and	CCONJ
cana-3965	164	12	specificity	specificity	NOUN
cana-3965	164	13	lesvls	lesvls	NOUN
cana-3965	164	14	.	.	PUNCT
cana-3965	165	1	this	this	PRON
cana-3965	165	2	protects	protect	VERB
cana-3965	165	3	patient	patient	ADJ
cana-3965	165	4	data	datum	NOUN
cana-3965	165	5	and	and	CCONJ
cana-3965	165	6	reduces	reduce	VERB
cana-3965	165	7	hardware	hardware	NOUN
cana-3965	165	8	dependency	dependency	NOUN
cana-3965	165	9	,	,	PUNCT
cana-3965	165	10	making	make	VERB
cana-3965	165	11	them	they	PRON
cana-3965	165	12	clinically	clinically	ADV
cana-3965	165	13	applicable	applicable	ADJ
cana-3965	165	14	in	in	ADP
cana-3965	165	15	a	a	DET
cana-3965	165	16	wide	wide	ADJ
cana-3965	165	17	range	range	NOUN
cana-3965	165	18	sets	set	NOUN
cana-3965	165	19	.	.	PUNCT
cana-3965	166	1	approach	approach	NOUN
cana-3965	166	2	for	for	ADP
cana-3965	166	3	the	the	DET
cana-3965	166	4	rare	rare	ADJ
cana-3965	166	5	and	and	CCONJ
cana-3965	166	6	complex	complex	ADJ
cana-3965	166	7	diseases	disease	NOUN
cana-3965	166	8	the	the	DET
cana-3965	166	9	performance	performance	NOUN
cana-3965	166	10	of	of	ADP
cana-3965	166	11	llms	llm	NOUN
cana-3965	166	12	has	have	AUX
cana-3965	166	13	proven	prove	VERB
cana-3965	166	14	to	to	PART
cana-3965	166	15	be	be	AUX
cana-3965	166	16	quite	quite	ADV
cana-3965	166	17	promising	promising	ADJ
cana-3965	166	18	in	in	ADP
cana-3965	166	19	the	the	DET
cana-3965	166	20	context	context	NOUN
cana-3965	166	21	of	of	ADP
cana-3965	166	22	dealing	deal	VERB
cana-3965	166	23	with	with	ADP
cana-3965	166	24	rare	rare	ADJ
cana-3965	166	25	diseases	disease	NOUN
cana-3965	166	26	where	where	SCONJ
cana-3965	166	27	labeled	label	VERB
cana-3965	166	28	data	datum	NOUN
cana-3965	166	29	is	be	AUX
cana-3965	166	30	scarce	scarce	ADJ
cana-3965	166	31	for	for	ADP
cana-3965	166	32	the	the	DET
cana-3965	166	33	process	process	NOUN
cana-3965	166	34	.	.	PUNCT
cana-3965	167	1	for	for	ADP
cana-3965	167	2	example	example	NOUN
cana-3965	167	3	,	,	PUNCT
cana-3965	167	4	med	med	ADJ
cana-3965	167	5	mllm	mllm	NOUN
cana-3965	168	1	[	[	X
cana-3965	168	2	39	39	NUM
cana-3965	168	3	]	]	PUNCT
cana-3965	168	4	utilizes	utilize	VERB
cana-3965	168	5	multi	multi	ADJ
cana-3965	168	6	modal	modal	NOUN
cana-3965	168	7	communications	communication	NOUN
cana-3965	168	8	on	on	ADP
cana-3965	168	9	applied	apply	VERB
cana-3965	168	10	nonlinear	nonlinear	ADJ
cana-3965	168	11	analysis	analysis	NOUN
cana-3965	168	12	issn	issn	NOUN
cana-3965	168	13	:	:	PUNCT
cana-3965	168	14	1074	1074	NUM
cana-3965	168	15	-	-	PUNCT
cana-3965	168	16	133x	133x	NUM
cana-3965	168	17	vol	vol	NOUN
cana-3965	168	18	32	32	NUM
cana-3965	168	19	no	no	NOUN
cana-3965	168	20	.	.	PUNCT
cana-3965	169	1	9s	9s	NUM
cana-3965	169	2	(	(	PUNCT
cana-3965	169	3	2025	2025	NUM
cana-3965	169	4	)	)	PUNCT
cana-3965	169	5	577	577	NUM
cana-3965	169	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	169	7	learning	learn	VERB
cana-3965	169	8	for	for	ADP
cana-3965	169	9	the	the	DET
cana-3965	169	10	interpretation	interpretation	NOUN
cana-3965	169	11	of	of	ADP
cana-3965	169	12	radiographs	radiograph	NOUN
cana-3965	169	13	and	and	CCONJ
cana-3965	169	14	textual	textual	ADJ
cana-3965	169	15	data	datum	NOUN
cana-3965	169	16	.	.	PUNCT
cana-3965	170	1	it	it	PRON
cana-3965	170	2	presents	present	VERB
cana-3965	170	3	excellent	excellent	ADJ
cana-3965	170	4	performance	performance	NOUN
cana-3965	170	5	even	even	ADV
cana-3965	170	6	when	when	SCONJ
cana-3965	170	7	the	the	DET
cana-3965	170	8	labeled	label	VERB
cana-3965	170	9	dataset	dataset	NOUN
cana-3965	170	10	is	be	AUX
cana-3965	170	11	minimal	minimal	ADJ
cana-3965	170	12	in	in	ADP
cana-3965	170	13	process	process	NOUN
cana-3965	170	14	.	.	PUNCT
cana-3965	171	1	this	this	DET
cana-3965	171	2	adaptability	adaptability	NOUN
cana-3965	171	3	is	be	AUX
cana-3965	171	4	quite	quite	ADV
cana-3965	171	5	important	important	ADJ
cana-3965	171	6	for	for	ADP
cana-3965	171	7	applications	application	NOUN
cana-3965	171	8	such	such	ADJ
cana-3965	171	9	as	as	ADP
cana-3965	171	10	pandemic	pandemic	ADJ
cana-3965	171	11	response	response	NOUN
cana-3965	171	12	,	,	PUNCT
cana-3965	171	13	where	where	SCONJ
cana-3965	171	14	rapid	rapid	ADJ
cana-3965	171	15	deployment	deployment	NOUN
cana-3965	171	16	and	and	CCONJ
cana-3965	171	17	minimal	minimal	ADJ
cana-3965	171	18	data	datum	NOUN
cana-3965	171	19	availability	availability	NOUN
cana-3965	171	20	are	be	AUX
cana-3965	171	21	common	common	ADJ
cana-3965	171	22	challenges	challenge	NOUN
cana-3965	171	23	.	.	PUNCT
cana-3965	172	1	improvement	improvement	NOUN
cana-3965	172	2	in	in	ADP
cana-3965	172	3	crisis	crisis	NOUN
cana-3965	172	4	management	management	NOUN
cana-3965	172	5	and	and	CCONJ
cana-3965	172	6	decision	decision	NOUN
cana-3965	172	7	support	support	NOUN
cana-3965	172	8	besides	besides	SCONJ
cana-3965	172	9	healthcare	healthcare	PROPN
cana-3965	172	10	,	,	PUNCT
cana-3965	172	11	a	a	DET
cana-3965	172	12	major	major	ADJ
cana-3965	172	13	application	application	NOUN
cana-3965	172	14	area	area	NOUN
cana-3965	172	15	of	of	ADP
cana-3965	172	16	llms	llm	NOUN
cana-3965	172	17	is	be	AUX
cana-3965	172	18	the	the	DET
cana-3965	172	19	role	role	NOUN
cana-3965	172	20	of	of	ADP
cana-3965	172	21	decision	decision	NOUN
cana-3965	172	22	support	support	NOUN
cana-3965	172	23	in	in	ADP
cana-3965	172	24	crisis	crisis	NOUN
cana-3965	172	25	management	management	NOUN
cana-3965	172	26	.	.	PUNCT
cana-3965	173	1	r	r	X
cana-3965	173	2	-	-	PUNCT
cana-3965	173	3	io	io	NOUN
cana-3965	173	4	suite	suite	PROPN
cana-3965	173	5	platform	platform	NOUN
cana-3965	173	6	[	[	X
cana-3965	173	7	28	28	NUM
cana-3965	173	8	]	]	PUNCT
cana-3965	173	9	implements	implement	VERB
cana-3965	173	10	llms	llm	NOUN
cana-3965	173	11	such	such	ADJ
cana-3965	173	12	that	that	SCONJ
cana-3965	173	13	the	the	DET
cana-3965	173	14	knowledge	knowledge	NOUN
cana-3965	173	15	bases	basis	NOUN
cana-3965	173	16	are	be	AUX
cana-3965	173	17	dynamically	dynamically	ADV
cana-3965	173	18	updated	update	VERB
cana-3965	173	19	during	during	ADP
cana-3965	173	20	crises	crisis	NOUN
cana-3965	173	21	.	.	PUNCT
cana-3965	174	1	this	this	PRON
cana-3965	174	2	eliminates	eliminate	VERB
cana-3965	174	3	the	the	DET
cana-3965	174	4	otherwise	otherwise	ADV
cana-3965	174	5	obvious	obvious	ADJ
cana-3965	174	6	gap	gap	NOUN
cana-3965	174	7	between	between	ADP
cana-3965	174	8	static	static	ADJ
cana-3965	174	9	knowledge	knowledge	NOUN
cana-3965	174	10	and	and	CCONJ
cana-3965	174	11	real	real	ADJ
cana-3965	174	12	-	-	PUNCT
cana-3965	174	13	time	time	NOUN
cana-3965	174	14	context	context	NOUN
cana-3965	174	15	.	.	PUNCT
cana-3965	175	1	this	this	PRON
cana-3965	175	2	represents	represent	VERB
cana-3965	175	3	versatility	versatility	NOUN
cana-3965	175	4	of	of	ADP
cana-3965	175	5	llms	llm	NOUN
cana-3965	175	6	in	in	ADP
cana-3965	175	7	high	high	ADJ
cana-3965	175	8	-	-	PUNCT
cana-3965	175	9	stakes	stake	NOUN
cana-3965	175	10	,	,	PUNCT
cana-3965	175	11	dynamic	dynamic	ADJ
cana-3965	175	12	environments	environment	NOUN
cana-3965	175	13	.	.	PUNCT
cana-3965	176	1	personalized	personalized	ADJ
cana-3965	176	2	and	and	CCONJ
cana-3965	176	3	context	context	NOUN
cana-3965	176	4	-	-	PUNCT
cana-3965	176	5	aware	aware	ADJ
cana-3965	176	6	reporting	report	VERB
cana-3965	176	7	another	another	DET
cana-3965	176	8	frontier	frontier	NOUN
cana-3965	176	9	for	for	ADP
cana-3965	176	10	llms	llm	NOUN
cana-3965	176	11	is	be	AUX
cana-3965	176	12	to	to	PART
cana-3965	176	13	provide	provide	VERB
cana-3965	176	14	personalized	personalized	ADJ
cana-3965	176	15	and	and	CCONJ
cana-3965	176	16	context	context	NOUN
cana-3965	176	17	-	-	PUNCT
cana-3965	176	18	aware	aware	ADJ
cana-3965	176	19	reports	report	NOUN
cana-3965	176	20	.	.	PUNCT
cana-3965	177	1	for	for	ADP
cana-3965	177	2	instance	instance	NOUN
cana-3965	177	3	,	,	PUNCT
cana-3965	177	4	[	[	X
cana-3965	177	5	33	33	NUM
cana-3965	177	6	]	]	PUNCT
cana-3965	177	7	demonstrated	demonstrate	VERB
cana-3965	177	8	the	the	DET
cana-3965	177	9	performance	performance	NOUN
cana-3965	177	10	of	of	ADP
cana-3965	177	11	fine	fine	ADV
cana-3965	177	12	-	-	PUNCT
cana-3965	177	13	tuning	tune	VERB
cana-3965	177	14	pegasus	pegasus	NOUN
cana-3965	177	15	towards	towards	ADP
cana-3965	177	16	generating	generate	VERB
cana-3965	177	17	personal	personal	ADJ
cana-3965	177	18	impression	impression	NOUN
cana-3965	177	19	for	for	ADP
cana-3965	177	20	pet	pet	ADJ
cana-3965	177	21	report	report	NOUN
cana-3965	177	22	.	.	PUNCT
cana-3965	178	1	the	the	DET
cana-3965	178	2	model	model	NOUN
cana-3965	178	3	can	can	AUX
cana-3965	178	4	encode	encode	VERB
cana-3965	178	5	styles	style	NOUN
cana-3965	178	6	,	,	PUNCT
cana-3965	178	7	which	which	PRON
cana-3965	178	8	achieved	achieve	VERB
cana-3965	178	9	great	great	ADJ
cana-3965	178	10	clinical	clinical	ADJ
cana-3965	178	11	utility	utility	NOUN
cana-3965	178	12	on	on	ADP
cana-3965	178	13	physician	physician	NOUN
cana-3965	178	14	-	-	PUNCT
cana-3965	178	15	specific	specific	ADJ
cana-3965	178	16	preference	preference	NOUN
cana-3965	178	17	,	,	PUNCT
cana-3965	178	18	indicating	indicate	VERB
cana-3965	178	19	a	a	DET
cana-3965	178	20	llm	llm	NOUN
cana-3965	178	21	can	can	AUX
cana-3965	178	22	adopt	adopt	VERB
cana-3965	178	23	to	to	ADP
cana-3965	178	24	personal	personal	ADJ
cana-3965	178	25	preference	preference	NOUN
cana-3965	178	26	in	in	ADP
cana-3965	178	27	reporting	reporting	NOUN
cana-3965	178	28	process	process	NOUN
cana-3965	178	29	.	.	PUNCT
cana-3965	179	1	security	security	NOUN
cana-3965	179	2	and	and	CCONJ
cana-3965	179	3	ethical	ethical	ADJ
cana-3965	179	4	consideration	consideration	NOUN
cana-3965	179	5	although	although	SCONJ
cana-3965	179	6	full	full	ADJ
cana-3965	179	7	of	of	ADP
cana-3965	179	8	potential	potential	NOUN
cana-3965	179	9	,	,	PUNCT
cana-3965	179	10	llms	llm	NOUN
cana-3965	179	11	are	be	AUX
cana-3965	179	12	loaded	load	VERB
cana-3965	179	13	with	with	ADP
cana-3965	179	14	security	security	NOUN
cana-3965	179	15	and	and	CCONJ
cana-3965	179	16	ethical	ethical	ADJ
cana-3965	179	17	risks	risk	NOUN
cana-3965	179	18	.	.	PUNCT
cana-3965	180	1	attacks	attack	NOUN
cana-3965	180	2	as	as	ADV
cana-3965	180	3	simple	simple	ADJ
cana-3965	180	4	as	as	ADP
cana-3965	180	5	the	the	DET
cana-3965	180	6	targeted	target	VERB
cana-3965	180	7	manipulations	manipulation	NOUN
cana-3965	180	8	in	in	ADP
cana-3965	180	9	[	[	X
cana-3965	180	10	32	32	NUM
cana-3965	180	11	]	]	PUNCT
cana-3965	180	12	can	can	AUX
cana-3965	180	13	facilitate	facilitate	VERB
cana-3965	180	14	the	the	DET
cana-3965	180	15	spread	spread	NOUN
cana-3965	180	16	of	of	ADP
cana-3965	180	17	errant	errant	ADJ
cana-3965	180	18	biomedical	biomedical	ADJ
cana-3965	180	19	facts	fact	NOUN
cana-3965	180	20	,	,	PUNCT
cana-3965	180	21	for	for	ADP
cana-3965	180	22	instance	instance	NOUN
cana-3965	180	23	,	,	PUNCT
cana-3965	180	24	leaving	leave	VERB
cana-3965	180	25	critical	critical	ADJ
cana-3965	180	26	questions	question	NOUN
cana-3965	180	27	over	over	ADP
cana-3965	180	28	the	the	DET
cana-3965	180	29	trustworthiness	trustworthiness	NOUN
cana-3965	180	30	of	of	ADP
cana-3965	180	31	an	an	DET
cana-3965	180	32	output	output	NOUN
cana-3965	180	33	in	in	ADP
cana-3965	180	34	very	very	ADV
cana-3965	180	35	sensitive	sensitive	ADJ
cana-3965	180	36	domains	domain	NOUN
cana-3965	180	37	such	such	ADJ
cana-3965	180	38	as	as	ADP
cana-3965	180	39	patient	patient	NOUN
cana-3965	180	40	-	-	PUNCT
cana-3965	180	41	care	care	NOUN
cana-3965	180	42	decision	decision	NOUN
cana-3965	180	43	-	-	PUNCT
cana-3965	180	44	making	make	VERB
cana-3965	180	45	process	process	NOUN
cana-3965	180	46	.	.	PUNCT
cana-3965	181	1	open	open	ADJ
cana-3965	181	2	-	-	PUNCT
cana-3965	181	3	source	source	NOUN
cana-3965	181	4	innovations	innovation	NOUN
cana-3965	181	5	in	in	ADP
cana-3965	181	6	accessibility	accessibility	NOUN
cana-3965	181	7	open	open	ADJ
cana-3965	181	8	-	-	PUNCT
cana-3965	181	9	source	source	NOUN
cana-3965	181	10	llms	llm	NOUN
cana-3965	181	11	have	have	AUX
cana-3965	181	12	realized	realize	VERB
cana-3965	181	13	democratization	democratization	NOUN
cana-3965	181	14	of	of	ADP
cana-3965	181	15	access	access	NOUN
cana-3965	181	16	to	to	ADP
cana-3965	181	17	high	high	ADJ
cana-3965	181	18	-	-	PUNCT
cana-3965	181	19	quality	quality	NOUN
cana-3965	181	20	models	model	NOUN
cana-3965	181	21	.	.	PUNCT
cana-3965	182	1	for	for	ADP
cana-3965	182	2	example	example	NOUN
cana-3965	182	3	,	,	PUNCT
cana-3965	182	4	openmedlm	openmedlm	ADJ
cana-3965	182	5	[	[	X
cana-3965	182	6	36	36	NUM
cana-3965	182	7	]	]	PUNCT
cana-3965	182	8	stands	stand	VERB
cana-3965	182	9	out	out	ADP
cana-3965	182	10	to	to	PART
cana-3965	182	11	achieve	achieve	VERB
cana-3965	182	12	state	state	NOUN
cana-3965	182	13	-	-	PUNCT
cana-3965	182	14	of	of	ADP
cana-3965	182	15	-	-	PUNCT
cana-3965	182	16	the	the	DET
cana-3965	182	17	-	-	PUNCT
cana-3965	182	18	art	art	NOUN
cana-3965	182	19	performance	performance	NOUN
cana-3965	182	20	in	in	ADP
cana-3965	182	21	medical	medical	ADJ
cana-3965	182	22	tasks	task	NOUN
cana-3965	182	23	without	without	ADP
cana-3965	182	24	extensive	extensive	ADJ
cana-3965	182	25	fine	fine	ADJ
cana-3965	182	26	-	-	PUNCT
cana-3965	182	27	tuning	tuning	NOUN
cana-3965	182	28	,	,	PUNCT
cana-3965	182	29	thereby	thereby	ADV
cana-3965	182	30	emphasizing	emphasize	VERB
cana-3965	182	31	the	the	DET
cana-3965	182	32	bridging	bridging	NOUN
cana-3965	182	33	of	of	ADP
cana-3965	182	34	equity	equity	NOUN
cana-3965	182	35	gaps	gap	NOUN
cana-3965	182	36	in	in	ADP
cana-3965	182	37	health	health	NOUN
cana-3965	182	38	ai	ai	PROPN
cana-3965	182	39	applications	application	NOUN
cana-3965	182	40	through	through	ADP
cana-3965	182	41	open	open	ADJ
cana-3965	182	42	-	-	PUNCT
cana-3965	182	43	source	source	NOUN
cana-3965	182	44	initiatives	initiative	NOUN
cana-3965	182	45	in	in	ADP
cana-3965	182	46	process	process	NOUN
cana-3965	182	47	.	.	PUNCT
cana-3965	183	1	reference	reference	NOUN
cana-3965	183	2	method	method	NOUN
cana-3965	183	3	used	use	VERB
cana-3965	183	4	prisma	prisma	PROPN
cana-3965	183	5	findings	finding	NOUN
cana-3965	183	6	strengths	strength	NOUN
cana-3965	183	7	limitations	limitation	NOUN
cana-3965	183	8	[	[	X
cana-3965	183	9	26	26	NUM
cana-3965	183	10	]	]	PUNCT
cana-3965	183	11	comparative	comparative	ADJ
cana-3965	183	12	analysis	analysis	NOUN
cana-3965	183	13	of	of	ADP
cana-3965	183	14	llms	llm	NOUN
cana-3965	183	15	and	and	CCONJ
cana-3965	183	16	human	human	ADJ
cana-3965	183	17	text	text	NOUN
cana-3965	183	18	highlighted	highlight	VERB
cana-3965	183	19	linguistic	linguistic	ADJ
cana-3965	183	20	differences	difference	NOUN
cana-3965	183	21	in	in	ADP
cana-3965	183	22	llm	llm	PROPN
cana-3965	183	23	and	and	CCONJ
cana-3965	183	24	humangenerated	humangenerate	VERB
cana-3965	183	25	text	text	NOUN
cana-3965	183	26	.	.	PUNCT
cana-3965	184	1	detailed	detailed	ADJ
cana-3965	184	2	linguistic	linguistic	ADJ
cana-3965	184	3	evaluation	evaluation	NOUN
cana-3965	184	4	of	of	ADP
cana-3965	184	5	llm	llm	PROPN
cana-3965	184	6	capabilities	capability	NOUN
cana-3965	184	7	.	.	PUNCT
cana-3965	185	1	bias	bias	NOUN
cana-3965	185	2	amplification	amplification	NOUN
cana-3965	185	3	observed	observe	VERB
cana-3965	185	4	in	in	ADP
cana-3965	185	5	larger	large	ADJ
cana-3965	185	6	llms	llm	NOUN
cana-3965	185	7	.	.	PUNCT
cana-3965	186	1	[	[	X
cana-3965	186	2	27	27	NUM
cana-3965	186	3	]	]	PUNCT
cana-3965	186	4	integration	integration	NOUN
cana-3965	186	5	of	of	ADP
cana-3965	186	6	llms	llm	NOUN
cana-3965	186	7	with	with	ADP
cana-3965	186	8	cad	cad	PROPN
cana-3965	186	9	systems	system	NOUN
cana-3965	186	10	improved	improve	VERB
cana-3965	186	11	cad	cad	NOUN
cana-3965	186	12	outputs	output	NOUN
cana-3965	186	13	with	with	ADP
cana-3965	186	14	natural	natural	ADJ
cana-3965	186	15	language	language	NOUN
cana-3965	186	16	summaries	summary	NOUN
cana-3965	186	17	.	.	PUNCT
cana-3965	187	1	enhanced	enhance	VERB
cana-3965	187	2	diagnostic	diagnostic	ADJ
cana-3965	187	3	performance	performance	NOUN
cana-3965	187	4	and	and	CCONJ
cana-3965	187	5	patient	patient	ADJ
cana-3965	187	6	communication	communication	NOUN
cana-3965	187	7	.	.	PUNCT
cana-3965	188	1	llms	llm	NOUN
cana-3965	188	2	struggle	struggle	VERB
cana-3965	188	3	with	with	ADP
cana-3965	188	4	direct	direct	ADJ
cana-3965	188	5	medical	medical	ADJ
cana-3965	188	6	image	image	NOUN
cana-3965	188	7	interpretation	interpretation	NOUN
cana-3965	188	8	.	.	PUNCT
cana-3965	189	1	[	[	X
cana-3965	189	2	28	28	NUM
cana-3965	189	3	]	]	X
cana-3965	189	4	r	r	X
cana-3965	189	5	-	-	PUNCT
cana-3965	189	6	io	io	NOUN
cana-3965	189	7	suite	suite	NOUN
cana-3965	189	8	with	with	ADP
cana-3965	189	9	llm	llm	PROPN
cana-3965	189	10	integration	integration	NOUN
cana-3965	189	11	llms	llm	NOUN
cana-3965	189	12	updated	update	VERB
cana-3965	189	13	crisis	crisis	NOUN
cana-3965	189	14	management	management	NOUN
cana-3965	189	15	knowledge	knowledge	NOUN
cana-3965	189	16	bases	basis	NOUN
cana-3965	189	17	dynamically	dynamically	ADV
cana-3965	189	18	.	.	PUNCT
cana-3965	190	1	scalable	scalable	ADJ
cana-3965	190	2	knowledge	knowledge	NOUN
cana-3965	190	3	updating	update	VERB
cana-3965	190	4	for	for	ADP
cana-3965	190	5	crisis	crisis	NOUN
cana-3965	190	6	contexts	contexts	NOUN
cana-3965	190	7	.	.	PUNCT
cana-3965	191	1	dependence	dependence	NOUN
cana-3965	191	2	on	on	ADP
cana-3965	191	3	prompt	prompt	ADJ
cana-3965	191	4	generation	generation	NOUN
cana-3965	191	5	for	for	ADP
cana-3965	191	6	context	context	NOUN
cana-3965	191	7	-	-	PUNCT
cana-3965	191	8	specific	specific	ADJ
cana-3965	191	9	updates	update	NOUN
cana-3965	191	10	.	.	PUNCT
cana-3965	192	1	communications	communication	NOUN
cana-3965	192	2	on	on	ADP
cana-3965	192	3	applied	apply	VERB
cana-3965	192	4	nonlinear	nonlinear	ADJ
cana-3965	192	5	analysis	analysis	NOUN
cana-3965	192	6	issn	issn	NOUN
cana-3965	192	7	:	:	PUNCT
cana-3965	192	8	1074	1074	NUM
cana-3965	192	9	-	-	PUNCT
cana-3965	192	10	133x	133x	NUM
cana-3965	192	11	vol	vol	NOUN
cana-3965	192	12	32	32	NUM
cana-3965	192	13	no	no	NOUN
cana-3965	192	14	.	.	PUNCT
cana-3965	193	1	9s	9s	NUM
cana-3965	193	2	(	(	PUNCT
cana-3965	193	3	2025	2025	NUM
cana-3965	193	4	)	)	PUNCT
cana-3965	193	5	578	578	NUM
cana-3965	193	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	194	1	[	[	X
cana-3965	194	2	29	29	NUM
cana-3965	194	3	]	]	SYM
cana-3965	194	4	medfound	medfound	NOUN
cana-3965	194	5	,	,	PUNCT
cana-3965	194	6	finetuned	finetune	VERB
cana-3965	194	7	llm	llm	NOUN
cana-3965	194	8	for	for	ADP
cana-3965	194	9	clinical	clinical	ADJ
cana-3965	194	10	workflows	workflow	NOUN
cana-3965	194	11	superior	superior	ADJ
cana-3965	194	12	diagnostic	diagnostic	ADJ
cana-3965	194	13	accuracy	accuracy	NOUN
cana-3965	194	14	across	across	ADP
cana-3965	194	15	common	common	ADJ
cana-3965	194	16	and	and	CCONJ
cana-3965	194	17	rare	rare	ADJ
cana-3965	194	18	diseases	disease	NOUN
cana-3965	194	19	.	.	PUNCT
cana-3965	195	1	effective	effective	ADJ
cana-3965	195	2	in	in	ADP
cana-3965	195	3	medical	medical	ADJ
cana-3965	195	4	reasoning	reasoning	NOUN
cana-3965	195	5	and	and	CCONJ
cana-3965	195	6	risk	risk	NOUN
cana-3965	195	7	management	management	NOUN
cana-3965	195	8	.	.	PUNCT
cana-3965	196	1	requires	require	VERB
cana-3965	196	2	extensive	extensive	ADJ
cana-3965	196	3	training	training	NOUN
cana-3965	196	4	data	datum	NOUN
cana-3965	196	5	and	and	CCONJ
cana-3965	196	6	computational	computational	ADJ
cana-3965	196	7	resources	resource	NOUN
cana-3965	196	8	.	.	PUNCT
cana-3965	197	1	[	[	X
cana-3965	197	2	30	30	NUM
cana-3965	197	3	]	]	X
cana-3965	197	4	open	open	ADJ
cana-3965	197	5	-	-	PUNCT
cana-3965	197	6	source	source	NOUN
cana-3965	197	7	llm	llm	PROPN
cana-3965	197	8	pipeline	pipeline	NOUN
cana-3965	197	9	(	(	PUNCT
cana-3965	197	10	llama	llama	NOUN
cana-3965	197	11	2	2	NUM
cana-3965	197	12	)	)	PUNCT
cana-3965	197	13	high	high	ADJ
cana-3965	197	14	accuracy	accuracy	NOUN
cana-3965	197	15	in	in	ADP
cana-3965	197	16	extracting	extract	VERB
cana-3965	197	17	clinical	clinical	ADJ
cana-3965	197	18	features	feature	NOUN
cana-3965	197	19	from	from	ADP
cana-3965	197	20	free	free	ADJ
cana-3965	197	21	text	text	NOUN
cana-3965	197	22	.	.	PUNCT
cana-3965	198	1	local	local	ADJ
cana-3965	198	2	deployment	deployment	NOUN
cana-3965	198	3	with	with	ADP
cana-3965	198	4	low	low	ADJ
cana-3965	198	5	hardware	hardware	NOUN
cana-3965	198	6	requirements	requirement	NOUN
cana-3965	198	7	.	.	PUNCT
cana-3965	199	1	performance	performance	NOUN
cana-3965	199	2	varies	vary	VERB
cana-3965	199	3	with	with	ADP
cana-3965	199	4	prompt	prompt	ADJ
cana-3965	199	5	engineering	engineering	NOUN
cana-3965	199	6	.	.	PUNCT
cana-3965	200	1	[	[	X
cana-3965	200	2	31	31	NUM
cana-3965	200	3	]	]	X
cana-3965	200	4	multi	multi	ADJ
cana-3965	200	5	modal	modal	NOUN
cana-3965	200	6	transformers	transformer	NOUN
cana-3965	200	7	for	for	ADP
cana-3965	200	8	radiology	radiology	NOUN
cana-3965	200	9	generated	generate	VERB
cana-3965	200	10	narrative	narrative	NOUN
cana-3965	200	11	reports	report	NOUN
cana-3965	200	12	from	from	ADP
cana-3965	200	13	x	x	NOUN
cana-3965	200	14	-	-	NOUN
cana-3965	200	15	rays	ray	NOUN
cana-3965	200	16	with	with	ADP
cana-3965	200	17	positional	positional	ADJ
cana-3965	200	18	encoding	encoding	NOUN
cana-3965	200	19	.	.	PUNCT
cana-3965	201	1	accurate	accurate	ADJ
cana-3965	201	2	text	text	NOUN
cana-3965	201	3	summarization	summarization	NOUN
cana-3965	201	4	with	with	ADP
cana-3965	201	5	expert	expert	NOUN
cana-3965	201	6	validation	validation	NOUN
cana-3965	201	7	.	.	PUNCT
cana-3965	202	1	high	high	ADJ
cana-3965	202	2	dependency	dependency	NOUN
cana-3965	202	3	on	on	ADP
cana-3965	202	4	dataset	dataset	ADJ
cana-3965	202	5	quality	quality	NOUN
cana-3965	202	6	and	and	CCONJ
cana-3965	202	7	size	size	NOUN
cana-3965	202	8	.	.	PUNCT
cana-3965	203	1	[	[	X
cana-3965	203	2	32	32	NUM
cana-3965	203	3	]	]	PUNCT
cana-3965	203	4	targeted	target	VERB
cana-3965	203	5	manipulation	manipulation	NOUN
cana-3965	203	6	of	of	ADP
cana-3965	203	7	llm	llm	PROPN
cana-3965	203	8	weights	weight	NOUN
cana-3965	203	9	demonstrated	demonstrate	VERB
cana-3965	203	10	susceptibility	susceptibility	NOUN
cana-3965	203	11	of	of	ADP
cana-3965	203	12	llms	llm	NOUN
cana-3965	203	13	to	to	ADP
cana-3965	203	14	factual	factual	ADJ
cana-3965	203	15	tampering	tampering	NOUN
cana-3965	203	16	.	.	PUNCT
cana-3965	204	1	highlights	highlight	NOUN
cana-3965	204	2	the	the	DET
cana-3965	204	3	need	need	NOUN
cana-3965	204	4	for	for	ADP
cana-3965	204	5	robust	robust	ADJ
cana-3965	204	6	protective	protective	ADJ
cana-3965	204	7	measures	measure	NOUN
cana-3965	204	8	.	.	PUNCT
cana-3965	205	1	raises	raise	VERB
cana-3965	205	2	security	security	NOUN
cana-3965	205	3	concerns	concern	NOUN
cana-3965	205	4	in	in	ADP
cana-3965	205	5	medical	medical	ADJ
cana-3965	205	6	applications	application	NOUN
cana-3965	205	7	.	.	PUNCT
cana-3965	206	1	[	[	X
cana-3965	206	2	33	33	NUM
cana-3965	206	3	]	]	X
cana-3965	206	4	fine	fine	ADV
cana-3965	206	5	-	-	PUNCT
cana-3965	206	6	tuned	tune	VERB
cana-3965	206	7	llms	llm	NOUN
cana-3965	206	8	for	for	ADP
cana-3965	206	9	pet	pet	ADJ
cana-3965	206	10	report	report	NOUN
cana-3965	206	11	impressions	impression	NOUN
cana-3965	206	12	personalized	personalize	VERB
cana-3965	206	13	and	and	CCONJ
cana-3965	206	14	clinically	clinically	ADV
cana-3965	206	15	useful	useful	ADJ
cana-3965	206	16	impressions	impression	NOUN
cana-3965	206	17	for	for	ADP
cana-3965	206	18	reporting	reporting	NOUN
cana-3965	206	19	.	.	PUNCT
cana-3965	207	1	high	high	ADJ
cana-3965	207	2	physician	physician	NOUN
cana-3965	207	3	acceptability	acceptability	NOUN
cana-3965	207	4	of	of	ADP
cana-3965	207	5	llm	llm	NOUN
cana-3965	207	6	-	-	PUNCT
cana-3965	207	7	generated	generate	VERB
cana-3965	207	8	impressions	impression	NOUN
cana-3965	207	9	.	.	PUNCT
cana-3965	208	1	limited	limit	VERB
cana-3965	208	2	to	to	ADP
cana-3965	208	3	pet	pet	ADJ
cana-3965	208	4	reports	report	NOUN
cana-3965	208	5	;	;	PUNCT
cana-3965	208	6	generalizability	generalizability	NOUN
cana-3965	208	7	unclear	unclear	ADJ
cana-3965	208	8	.	.	PUNCT
cana-3965	209	1	[	[	X
cana-3965	209	2	34	34	NUM
cana-3965	209	3	]	]	X
cana-3965	209	4	educational	educational	ADJ
cana-3965	209	5	tips	tip	NOUN
cana-3965	209	6	for	for	ADP
cana-3965	209	7	using	use	VERB
cana-3965	209	8	llms	llm	NOUN
cana-3965	209	9	in	in	ADP
cana-3965	209	10	teaching	teaching	NOUN
cana-3965	209	11	provided	provide	VERB
cana-3965	209	12	guidance	guidance	NOUN
cana-3965	209	13	for	for	ADP
cana-3965	209	14	incorporating	incorporate	VERB
cana-3965	209	15	llms	llm	NOUN
cana-3965	209	16	in	in	ADP
cana-3965	209	17	medical	medical	ADJ
cana-3965	209	18	education	education	NOUN
cana-3965	209	19	.	.	PUNCT
cana-3965	210	1	practical	practical	ADJ
cana-3965	210	2	tips	tip	NOUN
cana-3965	210	3	for	for	ADP
cana-3965	210	4	optimizing	optimize	VERB
cana-3965	210	5	llmbased	llmbase	VERB
cana-3965	210	6	tools	tool	NOUN
cana-3965	210	7	in	in	ADP
cana-3965	210	8	education	education	NOUN
cana-3965	210	9	.	.	PUNCT
cana-3965	211	1	does	do	AUX
cana-3965	211	2	not	not	PART
cana-3965	211	3	address	address	VERB
cana-3965	211	4	technical	technical	ADJ
cana-3965	211	5	limitations	limitation	NOUN
cana-3965	211	6	of	of	ADP
cana-3965	211	7	llms	llm	NOUN
cana-3965	211	8	.	.	PUNCT
cana-3965	212	1	[	[	X
cana-3965	212	2	35	35	NUM
cana-3965	212	3	]	]	PUNCT
cana-3965	212	4	llms	llm	NOUN
cana-3965	212	5	for	for	ADP
cana-3965	212	6	patient	patient	ADJ
cana-3965	212	7	information	information	NOUN
cana-3965	212	8	leaflets	leaflet	NOUN
cana-3965	212	9	(	(	PUNCT
cana-3965	212	10	pils	pil	NOUN
cana-3965	212	11	)	)	PUNCT
cana-3965	212	12	evaluated	evaluate	VERB
cana-3965	212	13	readability	readability	NOUN
cana-3965	212	14	and	and	CCONJ
cana-3965	212	15	quality	quality	NOUN
cana-3965	212	16	of	of	ADP
cana-3965	212	17	pils	pil	NOUN
cana-3965	212	18	from	from	ADP
cana-3965	212	19	three	three	NUM
cana-3965	212	20	llms	llm	NOUN
cana-3965	212	21	.	.	PUNCT
cana-3965	213	1	pils	pil	NOUN
cana-3965	213	2	reduced	reduce	VERB
cana-3965	213	3	professional	professional	ADJ
cana-3965	213	4	workload	workload	NOUN
cana-3965	213	5	;	;	PUNCT
cana-3965	213	6	high	high	ADJ
cana-3965	213	7	quality	quality	NOUN
cana-3965	213	8	from	from	ADP
cana-3965	213	9	palm	palm	NOUN
cana-3965	213	10	2	2	NUM
cana-3965	213	11	.	.	NOUN
cana-3965	213	12	inaccuracies	inaccuracy	NOUN
cana-3965	213	13	and	and	CCONJ
cana-3965	213	14	high	high	ADJ
cana-3965	213	15	reading	reading	NOUN
cana-3965	213	16	levels	level	NOUN
cana-3965	213	17	limit	limit	VERB
cana-3965	213	18	usability	usability	NOUN
cana-3965	213	19	.	.	PUNCT
cana-3965	214	1	[	[	X
cana-3965	214	2	36	36	NUM
cana-3965	214	3	]	]	X
cana-3965	214	4	openmedlm	openmedlm	ADJ
cana-3965	214	5	for	for	ADP
cana-3965	214	6	medical	medical	ADJ
cana-3965	214	7	benchmarks	benchmark	NOUN
cana-3965	214	8	achieved	achieve	VERB
cana-3965	214	9	state	state	NOUN
cana-3965	214	10	-	-	PUNCT
cana-3965	214	11	ofthe	ofthe	NOUN
cana-3965	214	12	-	-	PUNCT
cana-3965	214	13	art	art	NOUN
cana-3965	214	14	results	result	NOUN
cana-3965	214	15	with	with	ADP
cana-3965	214	16	open	open	ADJ
cana-3965	214	17	-	-	PUNCT
cana-3965	214	18	source	source	NOUN
cana-3965	214	19	llms	llm	NOUN
cana-3965	214	20	.	.	PUNCT
cana-3965	215	1	transparent	transparent	ADJ
cana-3965	215	2	and	and	CCONJ
cana-3965	215	3	accessible	accessible	ADJ
cana-3965	215	4	performance	performance	NOUN
cana-3965	215	5	improvements	improvement	NOUN
cana-3965	215	6	.	.	PUNCT
cana-3965	216	1	limited	limit	VERB
cana-3965	216	2	to	to	ADP
cana-3965	216	3	benchmark	benchmark	NOUN
cana-3965	216	4	tasks	task	NOUN
cana-3965	216	5	,	,	PUNCT
cana-3965	216	6	lacks	lack	VERB
cana-3965	216	7	real	real	ADJ
cana-3965	216	8	-	-	PUNCT
cana-3965	216	9	world	world	NOUN
cana-3965	216	10	validation	validation	NOUN
cana-3965	216	11	.	.	PUNCT
cana-3965	217	1	[	[	X
cana-3965	217	2	37	37	NUM
cana-3965	217	3	]	]	PUNCT
cana-3965	217	4	enhanced	enhance	VERB
cana-3965	217	5	transformerbased	transformerbase	VERB
cana-3965	217	6	model	model	NOUN
cana-3965	217	7	for	for	ADP
cana-3965	217	8	imaging	imaging	NOUN
cana-3965	217	9	generated	generate	VERB
cana-3965	217	10	reports	report	NOUN
cana-3965	217	11	with	with	ADP
cana-3965	217	12	competitive	competitive	ADJ
cana-3965	217	13	bleu	bleu	NOUN
cana-3965	217	14	and	and	CCONJ
cana-3965	217	15	cider	cider	NOUN
cana-3965	217	16	scores	score	NOUN
cana-3965	217	17	.	.	PUNCT
cana-3965	218	1	efficient	efficient	ADJ
cana-3965	218	2	and	and	CCONJ
cana-3965	218	3	accurate	accurate	ADJ
cana-3965	218	4	for	for	ADP
cana-3965	218	5	primary	primary	ADJ
cana-3965	218	6	care	care	NOUN
cana-3965	218	7	imaging	imaging	NOUN
cana-3965	218	8	tasks	task	NOUN
cana-3965	218	9	.	.	PUNCT
cana-3965	219	1	high	high	ADJ
cana-3965	219	2	dependency	dependency	NOUN
cana-3965	219	3	on	on	ADP
cana-3965	219	4	effective	effective	ADJ
cana-3965	219	5	data	datum	NOUN
cana-3965	219	6	augmentation	augmentation	NOUN
cana-3965	219	7	.	.	PUNCT
cana-3965	220	1	[	[	X
cana-3965	220	2	38	38	NUM
cana-3965	220	3	]	]	SYM
cana-3965	220	4	probability	probability	NOUN
cana-3965	220	5	estimation	estimation	NOUN
cana-3965	220	6	comparison	comparison	NOUN
cana-3965	220	7	in	in	ADP
cana-3965	220	8	llms	llm	NOUN
cana-3965	220	9	explicit	explicit	ADJ
cana-3965	220	10	probabilities	probability	NOUN
cana-3965	220	11	underperformed	underperformed	ADJ
cana-3965	220	12	compared	compare	VERB
cana-3965	220	13	to	to	ADP
cana-3965	220	14	implicit	implicit	ADJ
cana-3965	220	15	ones	one	NOUN
cana-3965	220	16	.	.	PUNCT
cana-3965	221	1	highlights	highlight	NOUN
cana-3965	221	2	need	need	VERB
cana-3965	221	3	for	for	ADP
cana-3965	221	4	improved	improve	VERB
cana-3965	221	5	clinical	clinical	ADJ
cana-3965	221	6	decision	decision	NOUN
cana-3965	221	7	making	make	VERB
cana-3965	221	8	transparency	transparency	NOUN
cana-3965	221	9	.	.	PUNCT
cana-3965	222	1	reliability	reliability	NOUN
cana-3965	222	2	concerns	concern	NOUN
cana-3965	222	3	in	in	ADP
cana-3965	222	4	probability	probability	NOUN
cana-3965	222	5	generation	generation	NOUN
cana-3965	222	6	.	.	PUNCT
cana-3965	223	1	communications	communication	NOUN
cana-3965	223	2	on	on	ADP
cana-3965	223	3	applied	apply	VERB
cana-3965	223	4	nonlinear	nonlinear	ADJ
cana-3965	223	5	analysis	analysis	NOUN
cana-3965	223	6	issn	issn	NOUN
cana-3965	223	7	:	:	PUNCT
cana-3965	223	8	1074	1074	NUM
cana-3965	223	9	-	-	PUNCT
cana-3965	223	10	133x	133x	NUM
cana-3965	223	11	vol	vol	NOUN
cana-3965	223	12	32	32	NUM
cana-3965	223	13	no	no	NOUN
cana-3965	223	14	.	.	PUNCT
cana-3965	224	1	9s	9s	NUM
cana-3965	224	2	(	(	PUNCT
cana-3965	224	3	2025	2025	NUM
cana-3965	224	4	)	)	PUNCT
cana-3965	224	5	579	579	NUM
cana-3965	224	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	225	1	[	[	X
cana-3965	225	2	39	39	NUM
cana-3965	225	3	]	]	PUNCT
cana-3965	225	4	med	med	ADJ
cana-3965	225	5	mllm	mllm	NOUN
cana-3965	225	6	for	for	ADP
cana-3965	225	7	multimodal	multimodal	NOUN
cana-3965	225	8	representation	representation	NOUN
cana-3965	225	9	learning	learn	VERB
cana-3965	225	10	robust	robust	ADJ
cana-3965	225	11	performance	performance	NOUN
cana-3965	225	12	in	in	ADP
cana-3965	225	13	rare	rare	ADJ
cana-3965	225	14	disease	disease	NOUN
cana-3965	225	15	scenarios	scenario	NOUN
cana-3965	225	16	with	with	ADP
cana-3965	225	17	limited	limited	ADJ
cana-3965	225	18	labels	label	NOUN
cana-3965	225	19	.	.	PUNCT
cana-3965	226	1	effective	effective	ADJ
cana-3965	226	2	across	across	ADP
cana-3965	226	3	visual	visual	ADJ
cana-3965	226	4	and	and	CCONJ
cana-3965	226	5	textual	textual	ADJ
cana-3965	226	6	modalities	modality	NOUN
cana-3965	226	7	.	.	PUNCT
cana-3965	227	1	requires	require	VERB
cana-3965	227	2	extensive	extensive	ADJ
cana-3965	227	3	validation	validation	NOUN
cana-3965	227	4	in	in	ADP
cana-3965	227	5	diverse	diverse	ADJ
cana-3965	227	6	healthcare	healthcare	NOUN
cana-3965	227	7	settings	setting	NOUN
cana-3965	227	8	.	.	PUNCT
cana-3965	228	1	[	[	X
cana-3965	228	2	40	40	NUM
cana-3965	228	3	]	]	PUNCT
cana-3965	228	4	cad	cad	NOUN
cana-3965	228	5	system	system	NOUN
cana-3965	228	6	with	with	ADP
cana-3965	228	7	generative	generative	NOUN
cana-3965	228	8	ai	ai	VERB
cana-3965	228	9	for	for	ADP
cana-3965	228	10	radiography	radiography	NOUN
cana-3965	228	11	generated	generate	VERB
cana-3965	228	12	accurate	accurate	ADJ
cana-3965	228	13	pododactyl	pododactyl	PROPN
cana-3965	228	14	pathology	pathology	NOUN
cana-3965	228	15	reports	report	VERB
cana-3965	228	16	.	.	PUNCT
cana-3965	229	1	bleu	bleu	NOUN
cana-3965	229	2	and	and	CCONJ
cana-3965	229	3	rouge	rouge	NOUN
cana-3965	229	4	scores	score	NOUN
cana-3965	229	5	demonstrate	demonstrate	VERB
cana-3965	229	6	clinical	clinical	ADJ
cana-3965	229	7	applicability	applicability	NOUN
cana-3965	229	8	levels	level	NOUN
cana-3965	229	9	.	.	PUNCT
cana-3965	230	1	limited	limit	VERB
cana-3965	230	2	to	to	ADP
cana-3965	230	3	pododactyl	pododactyl	PROPN
cana-3965	230	4	imaging	imaging	PROPN
cana-3965	230	5	,	,	PUNCT
cana-3965	230	6	needs	need	VERB
cana-3965	230	7	generalizations	generalization	NOUN
cana-3965	230	8	.	.	PUNCT
cana-3965	231	1	table	table	NOUN
cana-3965	231	2	2	2	NUM
cana-3965	231	3	.	.	X
cana-3965	231	4	methodological	methodological	ADJ
cana-3965	231	5	comparative	comparative	ADJ
cana-3965	231	6	review	review	NOUN
cana-3965	231	7	analysis	analysis	NOUN
cana-3965	231	8	evaluation	evaluation	NOUN
cana-3965	231	9	metrics	metric	NOUN
cana-3965	231	10	and	and	CCONJ
cana-3965	231	11	model	model	NOUN
cana-3965	231	12	optimization	optimization	NOUN
cana-3965	231	13	evaluating	evaluating	NOUN
cana-3965	231	14	reports	report	NOUN
cana-3965	231	15	that	that	SCONJ
cana-3965	231	16	llm	llm	NOUN
cana-3965	231	17	generates	generate	VERB
cana-3965	231	18	is	be	AUX
cana-3965	231	19	crucial	crucial	ADJ
cana-3965	231	20	in	in	ADP
cana-3965	231	21	ascertaining	ascertain	VERB
cana-3965	231	22	the	the	DET
cana-3965	231	23	quality	quality	NOUN
cana-3965	231	24	and	and	CCONJ
cana-3965	231	25	reliability	reliability	NOUN
cana-3965	231	26	of	of	ADP
cana-3965	231	27	those	those	DET
cana-3965	231	28	reports	report	NOUN
cana-3965	231	29	.	.	PUNCT
cana-3965	232	1	works	work	VERB
cana-3965	232	2	like	like	ADP
cana-3965	232	3	[	[	X
cana-3965	232	4	37	37	NUM
cana-3965	232	5	]	]	PUNCT
cana-3965	232	6	indicate	indicate	VERB
cana-3965	232	7	the	the	DET
cana-3965	232	8	necessity	necessity	NOUN
cana-3965	232	9	to	to	PART
cana-3965	232	10	use	use	VERB
cana-3965	232	11	evaluation	evaluation	NOUN
cana-3965	232	12	metrics	metric	NOUN
cana-3965	232	13	such	such	ADJ
cana-3965	232	14	as	as	ADP
cana-3965	232	15	cider	cider	NOUN
cana-3965	232	16	,	,	PUNCT
cana-3965	232	17	especially	especially	ADV
cana-3965	232	18	in	in	ADP
cana-3965	232	19	the	the	DET
cana-3965	232	20	medical	medical	ADJ
cana-3965	232	21	report	report	NOUN
cana-3965	232	22	setting	set	VERB
cana-3965	232	23	where	where	SCONJ
cana-3965	232	24	the	the	DET
cana-3965	232	25	semantic	semantic	ADJ
cana-3965	232	26	inconsistency	inconsistency	NOUN
cana-3965	232	27	is	be	AUX
cana-3965	232	28	severely	severely	ADV
cana-3965	232	29	penalized	penalize	VERB
cana-3965	232	30	along	along	ADP
cana-3965	232	31	with	with	ADP
cana-3965	232	32	vague	vague	ADJ
cana-3965	232	33	expressions.even	expressions.even	NUM
cana-3965	232	34	explicit	explicit	ADJ
cana-3965	232	35	probability	probability	NOUN
cana-3965	232	36	generation	generation	NOUN
cana-3965	232	37	for	for	ADP
cana-3965	232	38	the	the	DET
cana-3965	232	39	llm	llm	PROPN
cana-3965	232	40	model	model	NOUN
cana-3965	232	41	is	be	AUX
cana-3965	232	42	explained	explain	VERB
cana-3965	232	43	in	in	ADP
cana-3965	232	44	comparative	comparative	ADJ
cana-3965	232	45	analysis	analysis	NOUN
cana-3965	232	46	such	such	ADJ
cana-3965	232	47	as	as	ADP
cana-3965	232	48	[	[	X
cana-3965	232	49	38	38	NUM
cana-3965	232	50	]	]	PUNCT
cana-3965	232	51	and	and	CCONJ
cana-3965	232	52	the	the	DET
cana-3965	232	53	better	well	ADJ
cana-3965	232	54	estimation	estimation	NOUN
cana-3965	232	55	is	be	AUX
cana-3965	232	56	provided	provide	VERB
cana-3965	232	57	.	.	PUNCT
cana-3965	233	1	generative	generative	ADJ
cana-3965	233	2	ai	ai	PROPN
cana-3965	233	3	,	,	PUNCT
cana-3965	233	4	as	as	ADV
cana-3965	233	5	well	well	ADV
cana-3965	233	6	,	,	PUNCT
cana-3965	233	7	has	have	AUX
cana-3965	233	8	been	be	AUX
cana-3965	233	9	highly	highly	ADV
cana-3965	233	10	applicable	applicable	ADJ
cana-3965	233	11	in	in	ADP
cana-3965	233	12	specialized	specialized	ADJ
cana-3965	233	13	reporting	reporting	NOUN
cana-3965	233	14	tasks	task	NOUN
cana-3965	233	15	,	,	PUNCT
cana-3965	233	16	including	include	VERB
cana-3965	233	17	the	the	DET
cana-3965	233	18	case	case	NOUN
cana-3965	233	19	of	of	ADP
cana-3965	233	20	pododactyl	pododactyl	ADJ
cana-3965	233	21	radiography	radiography	NOUN
cana-3965	234	1	[	[	X
cana-3965	234	2	40	40	NUM
cana-3965	234	3	]	]	PUNCT
cana-3965	234	4	.	.	PUNCT
cana-3965	235	1	it	it	PRON
cana-3965	235	2	is	be	AUX
cana-3965	235	3	quite	quite	ADV
cana-3965	235	4	useful	useful	ADJ
cana-3965	235	5	for	for	ADP
cana-3965	235	6	diagnosis	diagnosis	NOUN
cana-3965	235	7	and	and	CCONJ
cana-3965	235	8	offers	offer	VERB
cana-3965	235	9	secondary	secondary	ADJ
cana-3965	235	10	opinion	opinion	NOUN
cana-3965	235	11	to	to	ADP
cana-3965	235	12	a	a	DET
cana-3965	235	13	specialist	specialist	NOUN
cana-3965	235	14	and	and	CCONJ
cana-3965	235	15	minimizes	minimize	VERB
cana-3965	235	16	clinical	clinical	ADJ
cana-3965	235	17	loads	load	NOUN
cana-3965	235	18	.	.	PUNCT
cana-3965	236	1	education	education	NOUN
cana-3965	236	2	and	and	CCONJ
cana-3965	236	3	knowledge	knowledge	NOUN
cana-3965	236	4	transference	transference	NOUN
cana-3965	236	5	it	it	PRON
cana-3965	236	6	also	also	ADV
cana-3965	236	7	serves	serve	VERB
cana-3965	236	8	a	a	DET
cana-3965	236	9	very	very	ADV
cana-3965	236	10	significant	significant	ADJ
cana-3965	236	11	role	role	NOUN
cana-3965	236	12	in	in	ADP
cana-3965	236	13	medical	medical	ADJ
cana-3965	236	14	education	education	NOUN
cana-3965	236	15	,	,	PUNCT
cana-3965	236	16	as	as	SCONJ
cana-3965	236	17	illustrated	illustrate	VERB
cana-3965	236	18	in	in	ADP
cana-3965	236	19	[	[	X
cana-3965	236	20	34	34	NUM
cana-3965	236	21	]	]	PUNCT
cana-3965	236	22	and	and	CCONJ
cana-3965	236	23	[	[	X
cana-3965	236	24	35	35	NUM
cana-3965	236	25	]	]	PUNCT
cana-3965	236	26	.	.	PUNCT
cana-3965	237	1	this	this	DET
cana-3965	237	2	way	way	NOUN
cana-3965	237	3	,	,	PUNCT
cana-3965	237	4	llms	llm	NOUN
cana-3965	237	5	facilitate	facilitate	VERB
cana-3965	237	6	the	the	DET
cana-3965	237	7	spread	spread	NOUN
cana-3965	237	8	of	of	ADP
cana-3965	237	9	medical	medical	ADJ
cana-3965	237	10	knowledge	knowledge	NOUN
cana-3965	237	11	by	by	ADP
cana-3965	237	12	making	make	VERB
cana-3965	237	13	it	it	PRON
cana-3965	237	14	more	more	ADV
cana-3965	237	15	accessible	accessible	ADJ
cana-3965	237	16	and	and	CCONJ
cana-3965	237	17	tailored	tailor	VERB
cana-3965	237	18	by	by	ADP
cana-3965	237	19	creating	create	VERB
cana-3965	237	20	patient	patient	ADJ
cana-3965	237	21	information	information	NOUN
cana-3965	237	22	leaflets	leaflet	NOUN
cana-3965	237	23	and	and	CCONJ
cana-3965	237	24	interacting	interact	VERB
cana-3965	237	25	with	with	ADP
cana-3965	237	26	interactive	interactive	ADJ
cana-3965	237	27	learning	learning	NOUN
cana-3965	237	28	platforms	platform	NOUN
cana-3965	237	29	.	.	PUNCT
cana-3965	238	1	the	the	DET
cana-3965	238	2	successive	successive	ADJ
cana-3965	238	3	developments	development	NOUN
cana-3965	238	4	of	of	ADP
cana-3965	238	5	llm	llm	PROPN
cana-3965	238	6	for	for	ADP
cana-3965	238	7	report	report	NOUN
cana-3965	238	8	generation	generation	NOUN
cana-3965	238	9	have	have	AUX
cana-3965	238	10	proven	prove	VERB
cana-3965	238	11	the	the	DET
cana-3965	238	12	scope	scope	NOUN
cana-3965	238	13	in	in	ADP
cana-3965	238	14	different	different	ADJ
cana-3965	238	15	fields	field	NOUN
cana-3965	238	16	.	.	PUNCT
cana-3965	239	1	be	be	AUX
cana-3965	239	2	it	it	PRON
cana-3965	239	3	medical	medical	ADJ
cana-3965	239	4	diagnostics	diagnostic	NOUN
cana-3965	239	5	or	or	CCONJ
cana-3965	239	6	crisis	crisis	NOUN
cana-3965	239	7	management	management	NOUN
cana-3965	239	8	,	,	PUNCT
cana-3965	239	9	model	model	NOUN
cana-3965	239	10	designs	design	NOUN
cana-3965	239	11	provide	provide	VERB
cana-3965	239	12	scalable	scalable	ADJ
cana-3965	239	13	,	,	PUNCT
cana-3965	239	14	accurate	accurate	ADJ
cana-3965	239	15	,	,	PUNCT
cana-3965	239	16	and	and	CCONJ
cana-3965	239	17	contextspecific	contextspecific	ADJ
cana-3965	239	18	solutions	solution	NOUN
cana-3965	239	19	.	.	PUNCT
cana-3965	240	1	security	security	NOUN
cana-3965	240	2	vulnerabilities	vulnerability	NOUN
cana-3965	240	3	,	,	PUNCT
cana-3965	240	4	mitigation	mitigation	NOUN
cana-3965	240	5	of	of	ADP
cana-3965	240	6	bias	bias	NOUN
cana-3965	240	7	,	,	PUNCT
cana-3965	240	8	and	and	CCONJ
cana-3965	240	9	demand	demand	NOUN
cana-3965	240	10	for	for	ADP
cana-3965	240	11	strong	strong	ADJ
cana-3965	240	12	evaluation	evaluation	NOUN
cana-3965	240	13	frameworks	framework	NOUN
cana-3965	240	14	pose	pose	VERB
cana-3965	240	15	to	to	PART
cana-3965	240	16	be	be	AUX
cana-3965	240	17	key	key	ADJ
cana-3965	240	18	challenges	challenge	NOUN
cana-3965	240	19	,	,	PUNCT
cana-3965	240	20	however	however	ADV
cana-3965	240	21	.	.	PUNCT
cana-3965	241	1	ameliorating	ameliorate	VERB
cana-3965	241	2	such	such	ADJ
cana-3965	241	3	limitations	limitation	NOUN
cana-3965	241	4	is	be	AUX
cana-3965	241	5	going	go	VERB
cana-3965	241	6	to	to	PART
cana-3965	241	7	shape	shape	VERB
cana-3965	241	8	future	future	ADJ
cana-3965	241	9	efforts	effort	NOUN
cana-3965	241	10	that	that	PRON
cana-3965	241	11	continue	continue	VERB
cana-3965	241	12	to	to	PART
cana-3965	241	13	empower	empower	VERB
cana-3965	241	14	the	the	DET
cana-3965	241	15	use	use	NOUN
cana-3965	241	16	of	of	ADP
cana-3965	241	17	llms	llm	NOUN
cana-3965	241	18	in	in	ADP
cana-3965	241	19	real	real	ADJ
cana-3965	241	20	-	-	PUNCT
cana-3965	241	21	world	world	NOUN
cana-3965	241	22	complex	complex	ADJ
cana-3965	241	23	applications	application	NOUN
cana-3965	241	24	.	.	PUNCT
cana-3965	242	1	this	this	DET
cana-3965	242	2	dynamic	dynamic	ADJ
cana-3965	242	3	taxonomy	taxonomy	NOUN
cana-3965	242	4	stands	stand	VERB
cana-3965	242	5	for	for	ADP
cana-3965	242	6	llm	llm	PROPN
cana-3965	242	7	as	as	ADP
cana-3965	242	8	an	an	DET
cana-3965	242	9	indispensable	indispensable	ADJ
cana-3965	242	10	tool	tool	NOUN
cana-3965	242	11	in	in	ADP
cana-3965	242	12	report	report	NOUN
cana-3965	242	13	generation	generation	NOUN
cana-3965	242	14	,	,	PUNCT
cana-3965	242	15	through	through	ADP
cana-3965	242	16	full	full	ADJ
cana-3965	242	17	automation	automation	NOUN
cana-3965	242	18	and	and	CCONJ
cana-3965	242	19	beyond	beyond	ADP
cana-3965	242	20	for	for	ADP
cana-3965	242	21	the	the	DET
cana-3965	242	22	process	process	NOUN
cana-3965	242	23	.	.	PUNCT
cana-3965	243	1	3	3	X
cana-3965	243	2	.	.	NOUN
cana-3965	243	3	results	result	VERB
cana-3965	243	4	validation	validation	NOUN
cana-3965	243	5	and	and	CCONJ
cana-3965	243	6	discussion	discussion	NOUN
cana-3965	243	7	a	a	DET
cana-3965	243	8	systematic	systematic	ADJ
cana-3965	243	9	comparison	comparison	NOUN
cana-3965	243	10	of	of	ADP
cana-3965	243	11	methods	method	NOUN
cana-3965	243	12	,	,	PUNCT
cana-3965	243	13	metrics	metric	NOUN
cana-3965	243	14	,	,	PUNCT
cana-3965	243	15	and	and	CCONJ
cana-3965	243	16	findings	finding	NOUN
cana-3965	243	17	from	from	ADP
cana-3965	243	18	the	the	DET
cana-3965	243	19	included	include	VERB
cana-3965	243	20	studies	study	NOUN
cana-3965	243	21	would	would	AUX
cana-3965	243	22	serve	serve	VERB
cana-3965	243	23	as	as	ADP
cana-3965	243	24	a	a	DET
cana-3965	243	25	comparison	comparison	NOUN
cana-3965	243	26	of	of	ADP
cana-3965	243	27	the	the	DET
cana-3965	243	28	usage	usage	NOUN
cana-3965	243	29	and	and	CCONJ
cana-3965	243	30	performance	performance	NOUN
cana-3965	243	31	of	of	ADP
cana-3965	243	32	large	large	ADJ
cana-3965	243	33	language	language	NOUN
cana-3965	243	34	models	model	NOUN
cana-3965	243	35	across	across	ADP
cana-3965	243	36	different	different	ADJ
cana-3965	243	37	domains	domain	NOUN
cana-3965	243	38	.	.	PUNCT
cana-3965	244	1	this	this	DET
cana-3965	244	2	analysis	analysis	NOUN
cana-3965	244	3	,	,	PUNCT
cana-3965	244	4	based	base	VERB
cana-3965	244	5	on	on	ADP
cana-3965	244	6	prisma	prisma	PROPN
cana-3965	244	7	,	,	PUNCT
cana-3965	244	8	categorizes	categorize	VERB
cana-3965	244	9	each	each	DET
cana-3965	244	10	work	work	NOUN
cana-3965	244	11	by	by	ADP
cana-3965	244	12	the	the	DET
cana-3965	244	13	methodological	methodological	ADJ
cana-3965	244	14	approach	approach	NOUN
cana-3965	244	15	,	,	PUNCT
cana-3965	244	16	its	its	PRON
cana-3965	244	17	performance	performance	NOUN
cana-3965	244	18	evaluation	evaluation	NOUN
cana-3965	244	19	,	,	PUNCT
cana-3965	244	20	and	and	CCONJ
cana-3965	244	21	what	what	DET
cana-3965	244	22	implication	implication	NOUN
cana-3965	244	23	it	it	PRON
cana-3965	244	24	makes	make	VERB
cana-3965	244	25	to	to	ADP
cana-3965	244	26	the	the	DET
cana-3965	244	27	development	development	NOUN
cana-3965	244	28	of	of	ADP
cana-3965	244	29	an	an	DET
cana-3965	244	30	iterative	iterative	NOUN
cana-3965	244	31	,	,	PUNCT
cana-3965	244	32	comprehensive	comprehensive	ADJ
cana-3965	244	33	taxonomy	taxonomy	NOUN
cana-3965	244	34	in	in	ADP
cana-3965	244	35	report	report	NOUN
cana-3965	244	36	generation	generation	NOUN
cana-3965	244	37	.	.	PUNCT
cana-3965	245	1	strengths	strength	NOUN
cana-3965	245	2	and	and	CCONJ
cana-3965	245	3	limitations	limitation	NOUN
cana-3965	245	4	are	be	AUX
cana-3965	245	5	also	also	ADV
cana-3965	245	6	identified	identify	VERB
cana-3965	245	7	to	to	PART
cana-3965	245	8	point	point	VERB
cana-3965	245	9	out	out	ADP
cana-3965	245	10	research	research	NOUN
cana-3965	245	11	gaps	gap	NOUN
cana-3965	245	12	and	and	CCONJ
cana-3965	245	13	potential	potential	ADJ
cana-3965	245	14	scopes	scope	NOUN
cana-3965	245	15	.	.	PUNCT
cana-3965	246	1	communications	communication	NOUN
cana-3965	246	2	on	on	ADP
cana-3965	246	3	applied	apply	VERB
cana-3965	246	4	nonlinear	nonlinear	ADJ
cana-3965	246	5	analysis	analysis	NOUN
cana-3965	246	6	issn	issn	NOUN
cana-3965	246	7	:	:	PUNCT
cana-3965	246	8	1074	1074	NUM
cana-3965	246	9	-	-	PUNCT
cana-3965	246	10	133x	133x	NUM
cana-3965	246	11	vol	vol	NOUN
cana-3965	246	12	32	32	NUM
cana-3965	246	13	no	no	NOUN
cana-3965	246	14	.	.	PUNCT
cana-3965	247	1	9s	9s	NUM
cana-3965	247	2	(	(	PUNCT
cana-3965	247	3	2025	2025	NUM
cana-3965	247	4	)	)	PUNCT
cana-3965	247	5	580	580	NUM
cana-3965	247	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	247	7	referenc	referenc	PROPN
cana-3965	247	8	e	e	NOUN
cana-3965	247	9	method	method	NOUN
cana-3965	247	10	used	use	VERB
cana-3965	247	11	performance	performance	NOUN
cana-3965	247	12	metrics	metric	NOUN
cana-3965	247	13	key	key	ADJ
cana-3965	247	14	findings	finding	NOUN
cana-3965	247	15	strengths	strength	NOUN
cana-3965	247	16	limitations	limitation	NOUN
cana-3965	247	17	[	[	X
cana-3965	247	18	1	1	NUM
cana-3965	247	19	]	]	PUNCT
cana-3965	247	20	tripod	tripod	NOUN
cana-3965	247	21	-	-	PUNCT
cana-3965	247	22	llm	llm	NOUN
cana-3965	247	23	reporting	reporting	NOUN
cana-3965	247	24	guidelines	guideline	NOUN
cana-3965	247	25	checklist	checklist	NOUN
cana-3965	247	26	completion	completion	NOUN
cana-3965	247	27	rate	rate	NOUN
cana-3965	247	28	:	:	PUNCT
cana-3965	247	29	~90	~90	NUM
cana-3965	247	30	%	%	X
cana-3965	247	31	enhanced	enhance	VERB
cana-3965	247	32	transparency	transparency	NOUN
cana-3965	247	33	and	and	CCONJ
cana-3965	247	34	reproducibility	reproducibility	NOUN
cana-3965	247	35	in	in	ADP
cana-3965	247	36	llm	llm	PROPN
cana-3965	247	37	studies	study	NOUN
cana-3965	247	38	.	.	PUNCT
cana-3965	248	1	modular	modular	ADJ
cana-3965	248	2	and	and	CCONJ
cana-3965	248	3	adaptable	adaptable	ADJ
cana-3965	248	4	across	across	ADP
cana-3965	248	5	various	various	ADJ
cana-3965	248	6	tasks	task	NOUN
cana-3965	248	7	.	.	PUNCT
cana-3965	249	1	relies	rely	VERB
cana-3965	249	2	on	on	ADP
cana-3965	249	3	consensus	consensus	NOUN
cana-3965	249	4	;	;	PUNCT
cana-3965	249	5	lacks	lack	VERB
cana-3965	249	6	automation	automation	NOUN
cana-3965	249	7	validation	validation	NOUN
cana-3965	249	8	.	.	PUNCT
cana-3965	250	1	[	[	X
cana-3965	250	2	2	2	NUM
cana-3965	250	3	]	]	X
cana-3965	250	4	erg	erg	PROPN
cana-3965	250	5	-	-	PUNCT
cana-3965	250	6	ai	ai	PROPN
cana-3965	250	7	with	with	ADP
cana-3965	250	8	wearable	wearable	ADJ
cana-3965	250	9	sensors	sensor	NOUN
cana-3965	250	10	posture	posture	NOUN
cana-3965	250	11	prediction	prediction	NOUN
cana-3965	250	12	accuracy	accuracy	NOUN
cana-3965	250	13	:	:	PUNCT
cana-3965	250	14	~85	~85	NOUN
cana-3965	250	15	%	%	NOUN
cana-3965	250	16	;	;	PUNCT
cana-3965	250	17	recommendati	recommendati	NOUN
cana-3965	250	18	on	on	ADP
cana-3965	250	19	quality	quality	NOUN
cana-3965	250	20	:	:	PUNCT
cana-3965	250	21	~90	~90	NUM
cana-3965	250	22	%	%	X
cana-3965	250	23	accurate	accurate	ADJ
cana-3965	250	24	predictions	prediction	NOUN
cana-3965	250	25	and	and	CCONJ
cana-3965	250	26	user	user	NOUN
cana-3965	250	27	-	-	PUNCT
cana-3965	250	28	friendly	friendly	ADJ
cana-3965	250	29	health	health	NOUN
cana-3965	250	30	risk	risk	NOUN
cana-3965	250	31	reports	report	NOUN
cana-3965	250	32	.	.	PUNCT
cana-3965	251	1	combines	combine	NOUN
cana-3965	251	2	uncertaintyaware	uncertaintyaware	NOUN
cana-3965	251	3	ml	ml	X
cana-3965	251	4	and	and	CCONJ
cana-3965	251	5	llms	llm	NOUN
cana-3965	251	6	for	for	ADP
cana-3965	251	7	personalized	personalized	ADJ
cana-3965	251	8	output	output	NOUN
cana-3965	251	9	.	.	PUNCT
cana-3965	252	1	energy	energy	NOUN
cana-3965	252	2	consumption	consumption	NOUN
cana-3965	252	3	and	and	CCONJ
cana-3965	252	4	carbon	carbon	NOUN
cana-3965	252	5	footprint	footprint	NOUN
cana-3965	252	6	analysis	analysis	NOUN
cana-3965	252	7	needed	need	VERB
cana-3965	252	8	.	.	PUNCT
cana-3965	253	1	[	[	X
cana-3965	253	2	3	3	X
cana-3965	253	3	]	]	X
cana-3965	253	4	ensemble	ensemble	ADJ
cana-3965	253	5	llm	llm	NOUN
cana-3965	253	6	for	for	ADP
cana-3965	253	7	sentiment	sentiment	NOUN
cana-3965	253	8	analysis	analysis	NOUN
cana-3965	253	9	sentiment	sentiment	NOUN
cana-3965	253	10	accuracy	accuracy	NOUN
cana-3965	253	11	:	:	PUNCT
cana-3965	253	12	86	86	NUM
cana-3965	253	13	%	%	NOUN
cana-3965	253	14	foreign	foreign	ADJ
cana-3965	253	15	language	language	NOUN
cana-3965	253	16	sentiment	sentiment	NOUN
cana-3965	253	17	analysis	analysis	NOUN
cana-3965	253	18	through	through	ADP
cana-3965	253	19	translation	translation	NOUN
cana-3965	253	20	.	.	PUNCT
cana-3965	254	1	high	high	ADJ
cana-3965	254	2	performance	performance	NOUN
cana-3965	254	3	in	in	ADP
cana-3965	254	4	multilingual	multilingual	ADJ
cana-3965	254	5	sentiment	sentiment	NOUN
cana-3965	254	6	tasks	task	NOUN
cana-3965	254	7	.	.	PUNCT
cana-3965	255	1	limited	limit	VERB
cana-3965	255	2	to	to	ADP
cana-3965	255	3	four	four	NUM
cana-3965	255	4	languages	language	NOUN
cana-3965	255	5	;	;	PUNCT
cana-3965	255	6	scalability	scalability	NOUN
cana-3965	255	7	unknown	unknown	NOUN
cana-3965	255	8	.	.	PUNCT
cana-3965	256	1	[	[	X
cana-3965	256	2	4	4	NUM
cana-3965	256	3	]	]	SYM
cana-3965	256	4	ethical	ethical	ADJ
cana-3965	256	5	and	and	CCONJ
cana-3965	256	6	societal	societal	ADJ
cana-3965	256	7	llm	llm	PROPN
cana-3965	256	8	evaluation	evaluation	NOUN
cana-3965	256	9	n	n	CCONJ
cana-3965	256	10	/	/	SYM
cana-3965	256	11	a	a	DET
cana-3965	256	12	(	(	PUNCT
cana-3965	256	13	position	position	NOUN
cana-3965	256	14	paper	paper	NOUN
cana-3965	256	15	)	)	PUNCT
cana-3965	256	16	identifies	identify	VERB
cana-3965	256	17	fairness	fairness	NOUN
cana-3965	256	18	,	,	PUNCT
cana-3965	256	19	explainability	explainability	NOUN
cana-3965	256	20	,	,	PUNCT
cana-3965	256	21	and	and	CCONJ
cana-3965	256	22	trust	trust	NOUN
cana-3965	256	23	as	as	ADP
cana-3965	256	24	critical	critical	ADJ
cana-3965	256	25	gaps	gap	NOUN
cana-3965	256	26	.	.	PUNCT
cana-3965	257	1	comprehensi	comprehensi	PROPN
cana-3965	257	2	ve	ve	NOUN
cana-3965	257	3	exploration	exploration	NOUN
cana-3965	257	4	of	of	ADP
cana-3965	257	5	llm	llm	PROPN
cana-3965	257	6	risks	risk	NOUN
cana-3965	257	7	and	and	CCONJ
cana-3965	257	8	opportunities	opportunity	NOUN
cana-3965	257	9	.	.	PUNCT
cana-3965	258	1	no	no	DET
cana-3965	258	2	experimental	experimental	ADJ
cana-3965	258	3	validation	validation	NOUN
cana-3965	258	4	of	of	ADP
cana-3965	258	5	proposed	propose	VERB
cana-3965	258	6	frameworks	framework	NOUN
cana-3965	258	7	.	.	PUNCT
cana-3965	259	1	[	[	X
cana-3965	259	2	5	5	NUM
cana-3965	259	3	]	]	PUNCT
cana-3965	259	4	ml	ml	X
cana-3965	259	5	for	for	ADP
cana-3965	259	6	cicu	cicu	NOUN
cana-3965	259	7	applications	application	NOUN
cana-3965	259	8	diagnosis	diagnosis	NOUN
cana-3965	259	9	accuracy	accuracy	NOUN
cana-3965	259	10	:	:	PUNCT
cana-3965	259	11	~88	~88	PUNCT
cana-3965	259	12	%	%	INTJ
cana-3965	259	13	;	;	PUNCT
cana-3965	259	14	risk	risk	NOUN
cana-3965	259	15	stratification	stratification	NOUN
cana-3965	259	16	:	:	PUNCT
cana-3965	259	17	~90	~90	NUM
cana-3965	259	18	%	%	NOUN
cana-3965	259	19	improved	improve	VERB
cana-3965	259	20	cicu	cicu	NOUN
cana-3965	259	21	triaging	triage	VERB
cana-3965	259	22	and	and	CCONJ
cana-3965	259	23	individualized	individualized	ADJ
cana-3965	259	24	therapies	therapy	NOUN
cana-3965	259	25	.	.	PUNCT
cana-3965	260	1	integration	integration	NOUN
cana-3965	260	2	of	of	ADP
cana-3965	260	3	ml	ml	NOUN
cana-3965	260	4	for	for	ADP
cana-3965	260	5	dynamic	dynamic	ADJ
cana-3965	260	6	predictions	prediction	NOUN
cana-3965	260	7	in	in	ADP
cana-3965	260	8	cardiology	cardiology	NOUN
cana-3965	260	9	.	.	PUNCT
cana-3965	261	1	ethical	ethical	ADJ
cana-3965	261	2	and	and	CCONJ
cana-3965	261	3	regulatory	regulatory	ADJ
cana-3965	261	4	challenges	challenge	NOUN
cana-3965	261	5	in	in	ADP
cana-3965	261	6	deployment	deployment	NOUN
cana-3965	261	7	.	.	PUNCT
cana-3965	262	1	[	[	X
cana-3965	262	2	6	6	NUM
cana-3965	262	3	]	]	X
cana-3965	262	4	self	self	NOUN
cana-3965	262	5	-	-	PUNCT
cana-3965	262	6	triage	triage	NOUN
cana-3965	262	7	system	system	NOUN
cana-3965	262	8	review	review	NOUN
cana-3965	262	9	n	n	CCONJ
cana-3965	262	10	/	/	SYM
cana-3965	262	11	a	a	DET
cana-3965	262	12	(	(	PUNCT
cana-3965	262	13	systematic	systematic	ADJ
cana-3965	262	14	review	review	NOUN
cana-3965	262	15	)	)	PUNCT
cana-3965	262	16	summarized	summarize	VERB
cana-3965	262	17	progress	progress	NOUN
cana-3965	262	18	in	in	ADP
cana-3965	262	19	selfreported	selfreporte	VERB
cana-3965	262	20	patient	patient	ADJ
cana-3965	262	21	data	datum	NOUN
cana-3965	262	22	handling	handling	NOUN
cana-3965	262	23	.	.	PUNCT
cana-3965	263	1	comprehensi	comprehensi	PROPN
cana-3965	264	1	ve	ve	AUX
cana-3965	264	2	review	review	NOUN
cana-3965	264	3	of	of	ADP
cana-3965	264	4	existing	exist	VERB
cana-3965	264	5	tools	tool	NOUN
cana-3965	264	6	.	.	PUNCT
cana-3965	265	1	lacks	lack	VERB
cana-3965	265	2	practical	practical	ADJ
cana-3965	265	3	implementatio	implementatio	NOUN
cana-3965	265	4	ns	ns	NUM
cana-3965	265	5	of	of	ADP
cana-3965	265	6	proposed	propose	VERB
cana-3965	265	7	systems	system	NOUN
cana-3965	265	8	.	.	PUNCT
cana-3965	266	1	[	[	X
cana-3965	266	2	7	7	NUM
cana-3965	266	3	]	]	X
cana-3965	266	4	chatgpt	chatgpt	NOUN
cana-3965	266	5	in	in	ADP
cana-3965	266	6	medical	medical	ADJ
cana-3965	266	7	education	education	NOUN
cana-3965	266	8	case	case	NOUN
cana-3965	266	9	realism	realism	NOUN
cana-3965	266	10	score	score	NOUN
cana-3965	266	11	:	:	PUNCT
cana-3965	266	12	~85	~85	NOUN
cana-3965	266	13	%	%	NOUN
cana-3965	266	14	augments	augment	VERB
cana-3965	266	15	casebased	casebase	VERB
cana-3965	266	16	/	/	SYM
cana-3965	266	17	problembased	problembase	VERB
cana-3965	266	18	learning	learning	NOUN
cana-3965	266	19	(	(	PUNCT
cana-3965	266	20	cbl	cbl	PROPN
cana-3965	266	21	/	/	SYM
cana-3965	266	22	pbl	pbl	PROPN
cana-3965	266	23	)	)	PUNCT
cana-3965	266	24	.	.	PUNCT
cana-3965	267	1	facilitates	facilitate	VERB
cana-3965	267	2	realistic	realistic	ADJ
cana-3965	267	3	case	case	NOUN
cana-3965	267	4	development	development	NOUN
cana-3965	267	5	and	and	CCONJ
cana-3965	267	6	alignment	alignment	NOUN
cana-3965	267	7	with	with	ADP
cana-3965	267	8	curricula	curricula	NOUN
cana-3965	267	9	.	.	PUNCT
cana-3965	268	1	requires	require	VERB
cana-3965	268	2	clinical	clinical	ADJ
cana-3965	268	3	teacher	teacher	NOUN
cana-3965	268	4	oversight	oversight	NOUN
cana-3965	268	5	for	for	ADP
cana-3965	268	6	case	case	NOUN
cana-3965	268	7	revision	revision	NOUN
cana-3965	268	8	.	.	PUNCT
cana-3965	269	1	communications	communication	NOUN
cana-3965	269	2	on	on	ADP
cana-3965	269	3	applied	apply	VERB
cana-3965	269	4	nonlinear	nonlinear	ADJ
cana-3965	269	5	analysis	analysis	NOUN
cana-3965	269	6	issn	issn	NOUN
cana-3965	269	7	:	:	PUNCT
cana-3965	269	8	1074	1074	NUM
cana-3965	269	9	-	-	PUNCT
cana-3965	269	10	133x	133x	NUM
cana-3965	269	11	vol	vol	NOUN
cana-3965	269	12	32	32	NUM
cana-3965	269	13	no	no	NOUN
cana-3965	269	14	.	.	PUNCT
cana-3965	270	1	9s	9s	NUM
cana-3965	270	2	(	(	PUNCT
cana-3965	270	3	2025	2025	NUM
cana-3965	270	4	)	)	PUNCT
cana-3965	270	5	581	581	NUM
cana-3965	270	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	271	1	[	[	X
cana-3965	271	2	8	8	NUM
cana-3965	271	3	]	]	X
cana-3965	271	4	nlp	nlp	NOUN
cana-3965	271	5	-	-	PUNCT
cana-3965	271	6	enabled	enable	VERB
cana-3965	271	7	triage	triage	NOUN
cana-3965	271	8	prediction	prediction	NOUN
cana-3965	271	9	f1	f1	NOUN
cana-3965	271	10	score	score	NOUN
cana-3965	271	11	:	:	PUNCT
cana-3965	271	12	0.498	0.498	NUM
cana-3965	271	13	(	(	PUNCT
cana-3965	271	14	secondary	secondary	ADJ
cana-3965	271	15	outcomes	outcome	NOUN
cana-3965	271	16	)	)	PUNCT
cana-3965	271	17	enhanced	enhance	VERB
cana-3965	271	18	icu	icu	PROPN
cana-3965	271	19	admission	admission	NOUN
cana-3965	271	20	predictions	prediction	NOUN
cana-3965	271	21	using	use	VERB
cana-3965	271	22	unstructured	unstructured	ADJ
cana-3965	271	23	data	datum	NOUN
cana-3965	271	24	.	.	PUNCT
cana-3965	271	25	incorporates	incorporate	VERB
cana-3965	271	26	structured	structured	ADJ
cana-3965	271	27	and	and	CCONJ
cana-3965	271	28	unstructured	unstructured	ADJ
cana-3965	271	29	data	datum	NOUN
cana-3965	271	30	effectively	effectively	ADV
cana-3965	271	31	.	.	PUNCT
cana-3965	272	1	high	high	ADJ
cana-3965	272	2	dependency	dependency	NOUN
cana-3965	272	3	on	on	ADP
cana-3965	272	4	large	large	ADJ
cana-3965	272	5	,	,	PUNCT
cana-3965	272	6	annotated	annotated	ADJ
cana-3965	272	7	datasets	dataset	NOUN
cana-3965	272	8	.	.	PUNCT
cana-3965	273	1	[	[	X
cana-3965	273	2	9	9	NUM
cana-3965	273	3	]	]	SYM
cana-3965	273	4	bi	bi	ADJ
cana-3965	273	5	-	-	ADJ
cana-3965	273	6	rads	rads	ADJ
cana-3965	273	7	classification	classification	NOUN
cana-3965	273	8	via	via	ADP
cana-3965	273	9	nlp	nlp	ADJ
cana-3965	273	10	sensitivity	sensitivity	NOUN
cana-3965	273	11	:	:	PUNCT
cana-3965	273	12	60	60	NUM
cana-3965	273	13	%	%	NOUN
cana-3965	273	14	;	;	PUNCT
cana-3965	273	15	specificity	specificity	NOUN
cana-3965	273	16	:	:	PUNCT
cana-3965	273	17	~85	~85	NOUN
cana-3965	273	18	%	%	NOUN
cana-3965	273	19	biogpt	biogpt	NOUN
cana-3965	273	20	outperforms	outperform	VERB
cana-3965	273	21	other	other	ADJ
cana-3965	273	22	models	model	NOUN
cana-3965	273	23	for	for	ADP
cana-3965	273	24	breast	breast	NOUN
cana-3965	273	25	imaging	imaging	NOUN
cana-3965	273	26	report	report	NOUN
cana-3965	273	27	classification	classification	NOUN
cana-3965	273	28	.	.	PUNCT
cana-3965	274	1	provides	provide	VERB
cana-3965	274	2	an	an	DET
cana-3965	274	3	annotated	annotate	VERB
cana-3965	274	4	dataset	dataset	NOUN
cana-3965	274	5	for	for	ADP
cana-3965	274	6	birads	birad	NOUN
cana-3965	274	7	classification	classification	NOUN
cana-3965	274	8	.	.	PUNCT
cana-3965	275	1	limited	limit	VERB
cana-3965	275	2	generalizabilit	generalizabilit	ADJ
cana-3965	275	3	y	y	PROPN
cana-3965	275	4	beyond	beyond	ADP
cana-3965	275	5	birads	birad	NOUN
cana-3965	275	6	categories	category	NOUN
cana-3965	275	7	.	.	PUNCT
cana-3965	276	1	[	[	X
cana-3965	276	2	10	10	NUM
cana-3965	276	3	]	]	PUNCT
cana-3965	276	4	gpt-4	gpt-4	NOUN
cana-3965	276	5	for	for	ADP
cana-3965	276	6	surgical	surgical	ADJ
cana-3965	276	7	education	education	NOUN
cana-3965	276	8	error	error	NOUN
cana-3965	276	9	-	-	PUNCT
cana-3965	276	10	free	free	ADJ
cana-3965	276	11	scenarios	scenario	NOUN
cana-3965	276	12	:	:	PUNCT
cana-3965	276	13	~25	~25	NUM
cana-3965	276	14	%	%	NOUN
cana-3965	276	15	valid	valid	ADJ
cana-3965	276	16	aipowered	aipowere	VERB
cana-3965	276	17	chatbot	chatbot	NOUN
cana-3965	276	18	for	for	ADP
cana-3965	276	19	surgical	surgical	ADJ
cana-3965	276	20	board	board	NOUN
cana-3965	276	21	preparation	preparation	NOUN
cana-3965	276	22	.	.	PUNCT
cana-3965	277	1	novel	novel	ADJ
cana-3965	277	2	approach	approach	NOUN
cana-3965	277	3	to	to	AUX
cana-3965	277	4	interactive	interactive	ADJ
cana-3965	277	5	surgical	surgical	ADJ
cana-3965	277	6	training	training	NOUN
cana-3965	277	7	.	.	PUNCT
cana-3965	278	1	accuracy	accuracy	NOUN
cana-3965	278	2	and	and	CCONJ
cana-3965	278	3	safety	safety	NOUN
cana-3965	278	4	concerns	concern	NOUN
cana-3965	278	5	in	in	ADP
cana-3965	278	6	complex	complex	ADJ
cana-3965	278	7	cases	case	NOUN
cana-3965	278	8	.	.	PUNCT
cana-3965	279	1	[	[	X
cana-3965	279	2	11	11	NUM
cana-3965	279	3	]	]	X
cana-3965	279	4	cognitive	cognitive	ADJ
cana-3965	279	5	decline	decline	NOUN
cana-3965	279	6	detection	detection	NOUN
cana-3965	279	7	rmse	rmse	NOUN
cana-3965	279	8	:	:	PUNCT
cana-3965	279	9	~0.15	~0.15	PUNCT
cana-3965	279	10	effective	effective	ADJ
cana-3965	279	11	noninvasive	noninvasive	ADJ
cana-3965	279	12	detection	detection	NOUN
cana-3965	279	13	of	of	ADP
cana-3965	279	14	cognitive	cognitive	ADJ
cana-3965	279	15	decline	decline	NOUN
cana-3965	279	16	.	.	PUNCT
cana-3965	280	1	combines	combine	VERB
cana-3965	280	2	nlp	nlp	ADJ
cana-3965	280	3	feature	feature	NOUN
cana-3965	280	4	extraction	extraction	NOUN
cana-3965	280	5	with	with	ADP
cana-3965	280	6	ml	ml	NOUN
cana-3965	280	7	models	model	NOUN
cana-3965	280	8	.	.	PUNCT
cana-3965	281	1	risk	risk	NOUN
cana-3965	281	2	of	of	ADP
cana-3965	281	3	overfitting	overfitte	VERB
cana-3965	281	4	due	due	ADJ
cana-3965	281	5	to	to	ADP
cana-3965	281	6	dataset	dataset	ADJ
cana-3965	281	7	limitations	limitation	NOUN
cana-3965	281	8	.	.	PUNCT
cana-3965	282	1	[	[	X
cana-3965	282	2	12	12	NUM
cana-3965	282	3	]	]	PUNCT
cana-3965	282	4	optimized	optimize	VERB
cana-3965	282	5	llm	llm	NOUN
cana-3965	282	6	for	for	ADP
cana-3965	282	7	medical	medical	ADJ
cana-3965	282	8	records	record	NOUN
cana-3965	282	9	faithfulness	faithfulness	NOUN
cana-3965	282	10	improvement	improvement	NOUN
cana-3965	282	11	:	:	PUNCT
cana-3965	282	12	~19	~19	NOUN
cana-3965	282	13	%	%	NOUN
cana-3965	282	14	significant	significant	ADJ
cana-3965	282	15	workload	workload	NOUN
cana-3965	282	16	reduction	reduction	NOUN
cana-3965	282	17	for	for	ADP
cana-3965	282	18	physicians	physician	NOUN
cana-3965	282	19	.	.	PUNCT
cana-3965	283	1	high	high	ADJ
cana-3965	283	2	accuracy	accuracy	NOUN
cana-3965	283	3	in	in	ADP
cana-3965	283	4	medical	medical	ADJ
cana-3965	283	5	data	datum	NOUN
cana-3965	283	6	-	-	PUNCT
cana-3965	283	7	to	to	ADP
cana-3965	283	8	-	-	PUNCT
cana-3965	283	9	text	text	NOUN
cana-3965	283	10	generation	generation	NOUN
cana-3965	283	11	.	.	PUNCT
cana-3965	284	1	reliant	reliant	ADJ
cana-3965	284	2	on	on	ADP
cana-3965	284	3	annotated	annotated	ADJ
cana-3965	284	4	data	datum	NOUN
cana-3965	284	5	from	from	ADP
cana-3965	284	6	emr	emr	PROPN
cana-3965	284	7	systems	system	NOUN
cana-3965	284	8	.	.	PUNCT
cana-3965	285	1	[	[	X
cana-3965	285	2	13	13	NUM
cana-3965	285	3	]	]	PUNCT
cana-3965	285	4	med	med	ADJ
cana-3965	285	5	-	-	PUNCT
cana-3965	285	6	palm	palm	NOUN
cana-3965	285	7	2	2	NUM
cana-3965	285	8	for	for	ADP
cana-3965	285	9	question	question	NOUN
cana-3965	285	10	answering	answering	NOUN
cana-3965	285	11	medqa	medqa	SCONJ
cana-3965	285	12	score	score	NOUN
cana-3965	285	13	:	:	PUNCT
cana-3965	285	14	86.5	86.5	NUM
cana-3965	285	15	%	%	NOUN
cana-3965	285	16	;	;	PUNCT
cana-3965	285	17	dataset	dataset	NOUN
cana-3965	285	18	improvement	improvement	NOUN
cana-3965	285	19	:	:	PUNCT
cana-3965	285	20	~19	~19	NOUN
cana-3965	285	21	%	%	NOUN
cana-3965	285	22	superior	superior	ADJ
cana-3965	285	23	to	to	ADP
cana-3965	285	24	other	other	ADJ
cana-3965	285	25	llms	llm	NOUN
cana-3965	285	26	in	in	ADP
cana-3965	285	27	long	long	ADJ
cana-3965	285	28	-	-	PUNCT
cana-3965	285	29	form	form	NOUN
cana-3965	285	30	medical	medical	ADJ
cana-3965	285	31	q&a	q&a	PROPN
cana-3965	285	32	.	.	PUNCT
cana-3965	285	33	improves	improve	VERB
cana-3965	285	34	reasoning	reason	VERB
cana-3965	285	35	and	and	CCONJ
cana-3965	285	36	grounding	ground	VERB
cana-3965	285	37	via	via	ADP
cana-3965	285	38	ensemble	ensemble	ADJ
cana-3965	285	39	refinement	refinement	NOUN
cana-3965	285	40	.	.	PUNCT
cana-3965	286	1	real	real	ADJ
cana-3965	286	2	-	-	PUNCT
cana-3965	286	3	world	world	NOUN
cana-3965	286	4	workflow	workflow	NOUN
cana-3965	286	5	testing	testing	NOUN
cana-3965	286	6	needed	need	VERB
cana-3965	286	7	.	.	PUNCT
cana-3965	287	1	[	[	X
cana-3965	287	2	14	14	NUM
cana-3965	287	3	]	]	X
cana-3965	287	4	dizzyinsight	dizzyinsight	NOUN
cana-3965	287	5	for	for	ADP
cana-3965	287	6	dizziness	dizziness	NOUN
cana-3965	287	7	disorders	disorder	NOUN
cana-3965	287	8	sensitivity	sensitivity	NOUN
cana-3965	287	9	(	(	PUNCT
cana-3965	287	10	pppd	pppd	NOUN
cana-3965	287	11	):	):	PUNCT
cana-3965	287	12	86	86	NUM
cana-3965	287	13	%	%	NOUN
cana-3965	287	14	;	;	PUNCT
cana-3965	287	15	predictive	predictive	ADJ
cana-3965	287	16	value	value	NOUN
cana-3965	287	17	(	(	PUNCT
cana-3965	287	18	anxiety	anxiety	NOUN
cana-3965	287	19	):	):	PUNCT
cana-3965	287	20	81	81	NUM
cana-3965	287	21	%	%	NOUN
cana-3965	287	22	improves	improve	VERB
cana-3965	287	23	classification	classification	NOUN
cana-3965	287	24	of	of	ADP
cana-3965	287	25	chronic	chronic	ADJ
cana-3965	287	26	dizziness	dizziness	NOUN
cana-3965	287	27	etiologies	etiology	NOUN
cana-3965	287	28	.	.	PUNCT
cana-3965	288	1	leverages	leverage	NOUN
cana-3965	288	2	domainspecific	domainspecific	ADJ
cana-3965	288	3	knowledge	knowledge	NOUN
cana-3965	288	4	for	for	ADP
cana-3965	288	5	interpretabilit	interpretabilit	NOUN
cana-3965	288	6	y.	y.	PROPN
cana-3965	288	7	limited	limit	VERB
cana-3965	288	8	to	to	ADP
cana-3965	288	9	specific	specific	ADJ
cana-3965	288	10	dizzinessrelated	dizzinessrelate	VERB
cana-3965	288	11	disorders	disorder	NOUN
cana-3965	288	12	.	.	PUNCT
cana-3965	289	1	[	[	X
cana-3965	289	2	15	15	NUM
cana-3965	289	3	]	]	X
cana-3965	289	4	talktomodel	talktomodel	NOUN
cana-3965	289	5	for	for	ADP
cana-3965	289	6	ml	ml	NOUN
cana-3965	289	7	explainability	explainability	NOUN
cana-3965	289	8	usability	usability	NOUN
cana-3965	289	9	rating	rating	NOUN
cana-3965	289	10	:	:	PUNCT
cana-3965	289	11	~85	~85	NOUN
cana-3965	289	12	%	%	NOUN
cana-3965	289	13	enhances	enhance	VERB
cana-3965	289	14	ml	ml	ADP
cana-3965	289	15	model	model	NOUN
cana-3965	289	16	understanding	understanding	NOUN
cana-3965	289	17	for	for	ADP
cana-3965	289	18	healthcare	healthcare	NOUN
cana-3965	289	19	workers	worker	NOUN
cana-3965	289	20	.	.	PUNCT
cana-3965	290	1	dialoguebased	dialoguebase	VERB
cana-3965	290	2	interface	interface	NOUN
cana-3965	290	3	simplifies	simplifie	NOUN
cana-3965	290	4	limited	limit	VERB
cana-3965	290	5	to	to	ADP
cana-3965	290	6	disease	disease	NOUN
cana-3965	290	7	prediction	prediction	NOUN
cana-3965	290	8	scenarios	scenario	NOUN
cana-3965	290	9	.	.	PUNCT
cana-3965	291	1	communications	communication	NOUN
cana-3965	291	2	on	on	ADP
cana-3965	291	3	applied	apply	VERB
cana-3965	291	4	nonlinear	nonlinear	ADJ
cana-3965	291	5	analysis	analysis	NOUN
cana-3965	291	6	issn	issn	NOUN
cana-3965	291	7	:	:	PUNCT
cana-3965	291	8	1074	1074	NUM
cana-3965	291	9	-	-	PUNCT
cana-3965	291	10	133x	133x	NUM
cana-3965	291	11	vol	vol	NOUN
cana-3965	291	12	32	32	NUM
cana-3965	291	13	no	no	NOUN
cana-3965	291	14	.	.	PUNCT
cana-3965	292	1	9s	9s	NUM
cana-3965	292	2	(	(	PUNCT
cana-3965	292	3	2025	2025	NUM
cana-3965	292	4	)	)	PUNCT
cana-3965	292	5	582	582	NUM
cana-3965	292	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3965	292	7	model	model	NOUN
cana-3965	292	8	explanations	explanation	NOUN
cana-3965	292	9	.	.	PUNCT
cana-3965	293	1	[	[	X
cana-3965	293	2	16	16	NUM
cana-3965	293	3	]	]	X
cana-3965	293	4	llama-2	llama-2	PROPN
cana-3965	293	5	-	-	PUNCT
cana-3965	293	6	70b	70b	NOUN
cana-3965	293	7	for	for	ADP
cana-3965	293	8	radiology	radiology	NOUN
cana-3965	293	9	structuring	structure	VERB
cana-3965	293	10	mcc	mcc	NOUN
cana-3965	293	11	:	:	PUNCT
cana-3965	293	12	0.75	0.75	NUM
cana-3965	293	13	(	(	PUNCT
cana-3965	293	14	english	english	PROPN
cana-3965	293	15	)	)	PUNCT
cana-3965	293	16	;	;	PUNCT
cana-3965	293	17	0.66	0.66	NUM
cana-3965	293	18	(	(	PUNCT
cana-3965	293	19	german	german	ADJ
cana-3965	293	20	)	)	PUNCT
cana-3965	293	21	valid	valid	ADJ
cana-3965	293	22	structured	structure	VERB
cana-3965	293	23	reports	report	NOUN
cana-3965	293	24	comparable	comparable	ADJ
cana-3965	293	25	to	to	ADP
cana-3965	293	26	human	human	ADJ
cana-3965	293	27	accuracy	accuracy	NOUN
cana-3965	293	28	.	.	PUNCT
cana-3965	294	1	effective	effective	ADJ
cana-3965	294	2	privacypreserving	privacypreserve	VERB
cana-3965	294	3	local	local	ADJ
cana-3965	294	4	deployment	deployment	NOUN
cana-3965	294	5	.	.	PUNCT
cana-3965	295	1	semantic	semantic	ADJ
cana-3965	295	2	understanding	understanding	NOUN
cana-3965	295	3	varies	vary	VERB
cana-3965	295	4	across	across	ADP
cana-3965	295	5	languages	language	NOUN
cana-3965	295	6	.	.	PUNCT
cana-3965	296	1	[	[	X
cana-3965	296	2	17	17	NUM
cana-3965	296	3	]	]	X
cana-3965	296	4	comcare	comcare	NOUN
cana-3965	296	5	for	for	ADP
cana-3965	296	6	ner	ner	NOUN
cana-3965	296	7	and	and	CCONJ
cana-3965	296	8	re	re	ADP
cana-3965	296	9	ner	ner	NOUN
cana-3965	296	10	f1	f1	PROPN
cana-3965	296	11	:	:	PUNCT
cana-3965	296	12	93.76	93.76	NUM
cana-3965	296	13	%	%	NOUN
cana-3965	296	14	;	;	PUNCT
cana-3965	296	15	re	re	NOUN
cana-3965	296	16	f1	f1	NOUN
cana-3965	296	17	:	:	PUNCT
cana-3965	296	18	68.73	68.73	NUM
cana-3965	296	19	%	%	NOUN
cana-3965	296	20	excels	excel	NOUN
cana-3965	296	21	in	in	ADP
cana-3965	296	22	handling	handle	VERB
cana-3965	296	23	complex	complex	ADJ
cana-3965	296	24	medical	medical	ADJ
cana-3965	296	25	terminology	terminology	NOUN
cana-3965	296	26	.	.	PUNCT
cana-3965	297	1	combines	combine	VERB
cana-3965	297	2	multiple	multiple	ADJ
cana-3965	297	3	pretrained	pretraine	VERB
cana-3965	297	4	models	model	NOUN
cana-3965	297	5	for	for	ADP
cana-3965	297	6	high	high	ADJ
cana-3965	297	7	accuracy	accuracy	NOUN
cana-3965	297	8	.	.	PUNCT
cana-3965	298	1	high	high	ADJ
cana-3965	298	2	computational	computational	ADJ
cana-3965	298	3	requirements	requirement	NOUN
cana-3965	298	4	.	.	PUNCT
cana-3965	299	1	[	[	X
cana-3965	299	2	18	18	NUM
cana-3965	299	3	]	]	X
cana-3965	299	4	kellm	kellm	NOUN
cana-3965	299	5	for	for	ADP
cana-3965	299	6	drug	drug	NOUN
cana-3965	299	7	recommendatio	recommendatio	NOUN
cana-3965	299	8	ns	ns	ADJ
cana-3965	299	9	accuracy	accuracy	NOUN
cana-3965	299	10	:	:	PUNCT
cana-3965	299	11	~88	~88	NUM
cana-3965	299	12	%	%	NOUN
cana-3965	299	13	;	;	PUNCT
cana-3965	299	14	safety	safety	NOUN
cana-3965	299	15	metric	metric	NOUN
cana-3965	299	16	:	:	PUNCT
cana-3965	299	17	~85	~85	NOUN
cana-3965	299	18	%	%	X
cana-3965	299	19	trustworthy	trustworthy	ADJ
cana-3965	299	20	recommendatio	recommendatio	NOUN
cana-3965	299	21	ns	n	VERB
cana-3965	299	22	with	with	ADP
cana-3965	299	23	causal	causal	ADJ
cana-3965	299	24	insights	insight	NOUN
cana-3965	299	25	.	.	PUNCT
cana-3965	300	1	integrates	integrate	VERB
cana-3965	300	2	knowledge	knowledge	NOUN
cana-3965	300	3	graphs	graph	NOUN
cana-3965	300	4	for	for	ADP
cana-3965	300	5	interpretabilit	interpretabilit	ADJ
cana-3965	300	6	y.	y.	PROPN
cana-3965	300	7	limited	limit	VERB
cana-3965	300	8	evaluation	evaluation	NOUN
cana-3965	300	9	on	on	ADP
cana-3965	300	10	diverse	diverse	ADJ
cana-3965	300	11	ehr	ehr	NOUN
cana-3965	300	12	datasets	dataset	NOUN
cana-3965	300	13	.	.	PUNCT
cana-3965	301	1	[	[	X
cana-3965	301	2	19	19	NUM
cana-3965	301	3	]	]	PUNCT
cana-3965	301	4	causality	causality	NOUN
cana-3965	301	5	extraction	extraction	NOUN
cana-3965	301	6	from	from	ADP
cana-3965	301	7	cpgs	cpgs	PROPN
cana-3965	301	8	f1	f1	PROPN
cana-3965	301	9	(	(	PUNCT
cana-3965	301	10	biobert	biobert	NOUN
cana-3965	301	11	):	):	PUNCT
cana-3965	301	12	72	72	NUM
cana-3965	301	13	%	%	NOUN
cana-3965	301	14	extracts	extract	NOUN
cana-3965	301	15	causal	causal	ADJ
cana-3965	301	16	relations	relation	NOUN
cana-3965	301	17	from	from	ADP
cana-3965	301	18	clinical	clinical	ADJ
cana-3965	301	19	guidelines	guideline	NOUN
cana-3965	301	20	.	.	PUNCT
cana-3965	302	1	mitigates	mitigate	VERB
cana-3965	302	2	hallucinations	hallucination	NOUN
cana-3965	302	3	in	in	ADP
cana-3965	302	4	llms	llm	NOUN
cana-3965	302	5	through	through	ADP
cana-3965	302	6	causality	causality	NOUN
cana-3965	302	7	mapping	mapping	NOUN
cana-3965	302	8	.	.	PUNCT
cana-3965	303	1	less	less	ADV
cana-3965	303	2	consistent	consistent	ADJ
cana-3965	303	3	across	across	ADP
cana-3965	303	4	different	different	ADJ
cana-3965	303	5	llms	llm	NOUN
cana-3965	303	6	.	.	PUNCT
cana-3965	304	1	[	[	X
cana-3965	304	2	20	20	NUM
cana-3965	304	3	]	]	PUNCT
cana-3965	304	4	llms	llm	NOUN
cana-3965	304	5	for	for	ADP
cana-3965	304	6	spanish	spanish	ADJ
cana-3965	304	7	clinical	clinical	ADJ
cana-3965	304	8	cases	case	NOUN
cana-3965	304	9	diagnosis	diagnosis	NOUN
cana-3965	304	10	accuracy	accuracy	NOUN
cana-3965	304	11	:	:	PUNCT
cana-3965	304	12	~80	~80	X
cana-3965	304	13	%	%	X
cana-3965	304	14	scalable	scalable	ADJ
cana-3965	304	15	solution	solution	NOUN
cana-3965	304	16	for	for	ADP
cana-3965	304	17	non	non	ADJ
cana-3965	304	18	-	-	ADJ
cana-3965	304	19	english	english	ADJ
cana-3965	304	20	medical	medical	ADJ
cana-3965	304	21	diagnostics	diagnostic	NOUN
cana-3965	304	22	.	.	PUNCT
cana-3965	305	1	effective	effective	ADJ
cana-3965	305	2	across	across	ADP
cana-3965	305	3	various	various	ADJ
cana-3965	305	4	prompt	prompt	ADJ
cana-3965	305	5	techniques	technique	NOUN
cana-3965	305	6	.	.	PUNCT
cana-3965	306	1	variability	variability	NOUN
cana-3965	306	2	in	in	ADP
cana-3965	306	3	results	result	NOUN
cana-3965	306	4	based	base	VERB
cana-3965	306	5	on	on	ADP
cana-3965	306	6	llm	llm	PROPN
cana-3965	306	7	and	and	CCONJ
cana-3965	306	8	prompts	prompt	NOUN
cana-3965	306	9	.	.	PUNCT
cana-3965	307	1	[	[	X
cana-3965	307	2	21	21	NUM
cana-3965	307	3	]	]	PUNCT
cana-3965	307	4	tinnitus	tinnitus	NOUN
cana-3965	307	5	cbt	cbt	NOUN
cana-3965	307	6	outcome	outcome	NOUN
cana-3965	307	7	prediction	prediction	NOUN
cana-3965	307	8	rouge	rouge	NOUN
cana-3965	307	9	-	-	PUNCT
cana-3965	307	10	l	l	NOUN
cana-3965	307	11	:	:	PUNCT
cana-3965	307	12	~0.65	~0.65	NUM
cana-3965	307	13	;	;	PUNCT
cana-3965	307	14	rmse	rmse	ADJ
cana-3965	307	15	:	:	PUNCT
cana-3965	307	16	~0.12	~0.12	PUNCT
cana-3965	307	17	predicts	predict	VERB
cana-3965	307	18	cbt	cbt	NOUN
cana-3965	307	19	outcomes	outcome	NOUN
cana-3965	307	20	using	use	VERB
cana-3965	307	21	patient	patient	ADJ
cana-3965	307	22	data	datum	NOUN
cana-3965	307	23	.	.	PUNCT
cana-3965	308	1	offers	offer	VERB
cana-3965	308	2	insights	insight	NOUN
cana-3965	308	3	into	into	ADP
cana-3965	308	4	treatment	treatment	NOUN
cana-3965	308	5	progress	progress	NOUN
cana-3965	308	6	and	and	CCONJ
cana-3965	308	7	clustering	clustering	NOUN
cana-3965	308	8	.	.	PUNCT
cana-3965	309	1	small	small	ADJ
cana-3965	309	2	dataset	dataset	NOUN
cana-3965	309	3	limits	limit	NOUN
cana-3965	309	4	generalizabilit	generalizabilit	ADJ
cana-3965	309	5	y.	y.	PROPN
cana-3965	310	1	[	[	X
cana-3965	310	2	22	22	NUM
cana-3965	310	3	]	]	PUNCT
cana-3965	310	4	llm	llm	ADV
cana-3965	310	5	-	-	PUNCT
cana-3965	310	6	enhanced	enhance	VERB
cana-3965	310	7	virtual	virtual	ADJ
cana-3965	310	8	patients	patient	NOUN
cana-3965	310	9	authenticity	authenticity	NOUN
cana-3965	310	10	score	score	NOUN
cana-3965	310	11	:	:	PUNCT
cana-3965	310	12	~90	~90	NUM
cana-3965	310	13	%	%	NOUN
cana-3965	310	14	improves	improve	VERB
cana-3965	310	15	clinical	clinical	ADJ
cana-3965	310	16	reasoning	reasoning	NOUN
cana-3965	310	17	skill	skill	NOUN
cana-3965	310	18	training	training	NOUN
cana-3965	310	19	.	.	PUNCT
cana-3965	311	1	engaging	engage	VERB
cana-3965	311	2	platform	platform	NOUN
cana-3965	311	3	with	with	ADP
cana-3965	311	4	realistic	realistic	ADJ
cana-3965	311	5	interaction	interaction	NOUN
cana-3965	311	6	.	.	PUNCT
cana-3965	312	1	lacks	lack	VERB
cana-3965	312	2	physical	physical	ADJ
cana-3965	312	3	examination	examination	NOUN
cana-3965	312	4	simulation	simulation	NOUN
cana-3965	312	5	options	option	NOUN
cana-3965	312	6	.	.	PUNCT
cana-3965	313	1	[	[	X
cana-3965	313	2	23	23	NUM
cana-3965	313	3	]	]	PUNCT
cana-3965	313	4	vision	vision	NOUN
cana-3965	313	5	transformers	transformer	NOUN
cana-3965	313	6	for	for	ADP
cana-3965	313	7	report	report	NOUN
cana-3965	313	8	generation	generation	NOUN
cana-3965	313	9	bleu-4	bleu-4	PRON
cana-3965	313	10	:	:	PUNCT
cana-3965	313	11	0.612	0.612	NUM
cana-3965	313	12	;	;	PUNCT
cana-3965	313	13	rouge	rouge	NOUN
cana-3965	313	14	-	-	PUNCT
cana-3965	313	15	l	l	NOUN
cana-3965	313	16	:	:	PUNCT
cana-3965	313	17	0.633	0.633	NUM
cana-3965	313	18	automates	automate	VERB
cana-3965	313	19	coherent	coherent	ADJ
cana-3965	313	20	medical	medical	ADJ
cana-3965	313	21	image	image	NOUN
cana-3965	313	22	efficient	efficient	ADJ
cana-3965	313	23	crossattention	crossattention	NOUN
cana-3965	313	24	mechanism	mechanism	NOUN
cana-3965	313	25	focused	focus	VERB
cana-3965	313	26	on	on	ADP
cana-3965	313	27	specific	specific	ADJ
cana-3965	313	28	datasets	dataset	NOUN
cana-3965	313	29	(	(	PUNCT
cana-3965	313	30	e.g.	e.g.	ADV
cana-3965	313	31	,	,	PUNCT
cana-3965	313	32	communications	communication	NOUN
cana-3965	313	33	on	on	ADP
cana-3965	313	34	applied	apply	VERB
cana-3965	313	35	nonlinear	nonlinear	ADJ
cana-3965	313	36	analysis	analysis	NOUN
cana-3965	313	37	issn	issn	NOUN
cana-3965	313	38	:	:	PUNCT
cana-3965	313	39	1074	1074	NUM
cana-3965	313	40	-	-	PUNCT
cana-3965	313	41	133x	133x	NUM
cana-3965	313	42	vol	vol	NOUN
cana-3965	313	43	32	32	NUM
cana-3965	313	44	no	no	NOUN
cana-3965	313	45	.	.	PUNCT
cana-3965	314	1	9s	9s	NUM
cana-3965	314	2	(	(	PUNCT
cana-3965	314	3	2025	2025	NUM
cana-3965	314	4	)	)	PUNCT
cana-3965	314	5	583	583	NUM
cana-3965	314	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	314	7	report	report	NOUN
cana-3965	314	8	generation	generation	NOUN
cana-3965	314	9	.	.	PUNCT
cana-3965	315	1	for	for	ADP
cana-3965	315	2	visualtextual	visualtextual	ADJ
cana-3965	315	3	data	datum	NOUN
cana-3965	315	4	.	.	PUNCT
cana-3965	316	1	indiana	indiana	PROPN
cana-3965	316	2	xrays	xrays	PROPN
cana-3965	316	3	)	)	PUNCT
cana-3965	316	4	.	.	PUNCT
cana-3965	317	1	[	[	X
cana-3965	317	2	24	24	NUM
cana-3965	317	3	]	]	PUNCT
cana-3965	317	4	bias	bias	NOUN
cana-3965	317	5	evaluation	evaluation	NOUN
cana-3965	317	6	in	in	ADP
cana-3965	317	7	gpt-4	gpt-4	PUNCT
cana-3965	317	8	and	and	CCONJ
cana-3965	317	9	gpt-3.5	gpt-3.5	NOUN
cana-3965	317	10	bias	bias	NOUN
cana-3965	317	11	index	index	NOUN
cana-3965	317	12	:	:	PUNCT
cana-3965	317	13	~15	~15	X
cana-3965	317	14	%	%	NOUN
cana-3965	317	15	highlights	highlight	NOUN
cana-3965	317	16	racial	racial	ADJ
cana-3965	317	17	and	and	CCONJ
cana-3965	317	18	socioeconomic	socioeconomic	ADJ
cana-3965	317	19	biases	bias	NOUN
cana-3965	317	20	in	in	ADP
cana-3965	317	21	llms	llm	NOUN
cana-3965	317	22	.	.	PUNCT
cana-3965	318	1	promotes	promote	VERB
cana-3965	318	2	research	research	NOUN
cana-3965	318	3	into	into	ADP
cana-3965	318	4	bias	bias	NOUN
cana-3965	318	5	mitigation	mitigation	NOUN
cana-3965	318	6	strategies	strategy	NOUN
cana-3965	318	7	.	.	PUNCT
cana-3965	319	1	no	no	DET
cana-3965	319	2	direct	direct	ADJ
cana-3965	319	3	solution	solution	NOUN
cana-3965	319	4	provided	provide	VERB
cana-3965	319	5	for	for	ADP
cana-3965	319	6	identified	identify	VERB
cana-3965	319	7	biases	bias	NOUN
cana-3965	319	8	.	.	PUNCT
cana-3965	320	1	[	[	X
cana-3965	320	2	25	25	NUM
cana-3965	320	3	]	]	PUNCT
cana-3965	320	4	llmseg	llmseg	NOUN
cana-3965	320	5	for	for	ADP
cana-3965	320	6	radiotherapy	radiotherapy	NOUN
cana-3965	320	7	contouring	contouring	NOUN
cana-3965	320	8	accuracy	accuracy	NOUN
cana-3965	320	9	improvement	improvement	NOUN
cana-3965	320	10	:	:	PUNCT
cana-3965	320	11	~12	~12	NUM
cana-3965	320	12	%	%	NOUN
cana-3965	320	13	outperforms	outperform	NOUN
cana-3965	320	14	unimodal	unimodal	ADJ
cana-3965	320	15	ai	ai	VERB
cana-3965	320	16	in	in	ADP
cana-3965	320	17	multimodal	multimodal	NOUN
cana-3965	320	18	tasks	task	NOUN
cana-3965	320	19	.	.	PUNCT
cana-3965	321	1	robust	robust	ADJ
cana-3965	321	2	generalization	generalization	NOUN
cana-3965	321	3	and	and	CCONJ
cana-3965	321	4	data	datum	NOUN
cana-3965	321	5	efficiency	efficiency	NOUN
cana-3965	321	6	sets	set	NOUN
cana-3965	321	7	.	.	PUNCT
cana-3965	322	1	limited	limit	VERB
cana-3965	322	2	to	to	ADP
cana-3965	322	3	breast	breast	NOUN
cana-3965	322	4	cancer	cancer	NOUN
cana-3965	322	5	radiotherapy	radiotherapy	NOUN
cana-3965	322	6	sets	set	VERB
cana-3965	322	7	.	.	PUNCT
cana-3965	323	1	table	table	NOUN
cana-3965	323	2	3	3	NUM
cana-3965	323	3	.	.	X
cana-3965	323	4	methodological	methodological	ADJ
cana-3965	323	5	statistical	statistical	ADJ
cana-3965	323	6	review	review	NOUN
cana-3965	323	7	analysis	analysis	NOUN
cana-3965	323	8	interestingly	interestingly	ADV
cana-3965	323	9	,	,	PUNCT
cana-3965	323	10	next	next	ADV
cana-3965	323	11	by	by	ADP
cana-3965	323	12	tables	table	NOUN
cana-3965	323	13	3&4	3&4	NUM
cana-3965	323	14	,	,	PUNCT
cana-3965	323	15	here	here	ADV
cana-3965	323	16	are	be	AUX
cana-3965	323	17	some	some	DET
cana-3965	323	18	comfortables	comfortable	NOUN
cana-3965	323	19	with	with	ADP
cana-3965	323	20	the	the	DET
cana-3965	323	21	kind	kind	NOUN
cana-3965	323	22	of	of	ADP
cana-3965	323	23	applications	application	NOUN
cana-3965	323	24	llms	llm	NOUN
cana-3965	323	25	can	can	AUX
cana-3965	323	26	serve	serve	VERB
cana-3965	323	27	be	be	AUX
cana-3965	323	28	it	it	PRON
cana-3965	323	29	related	related	ADJ
cana-3965	323	30	to	to	ADP
cana-3965	323	31	medical	medical	ADJ
cana-3965	323	32	diagnosis	diagnosis	NOUN
cana-3965	323	33	all	all	DET
cana-3965	323	34	the	the	DET
cana-3965	323	35	way	way	NOUN
cana-3965	323	36	down	down	ADV
cana-3965	323	37	to	to	ADP
cana-3965	323	38	learning	learn	VERB
cana-3965	323	39	reports	report	NOUN
cana-3965	323	40	and	and	CCONJ
cana-3965	323	41	ethic	ethic	ADJ
cana-3965	323	42	considerations	consideration	NOUN
cana-3965	323	43	.	.	PUNCT
cana-3965	324	1	so	so	ADV
cana-3965	324	2	it	it	PRON
cana-3965	324	3	is	be	AUX
cana-3965	324	4	said	say	VERB
cana-3965	324	5	that	that	SCONJ
cana-3965	324	6	the	the	DET
cana-3965	324	7	major	major	ADJ
cana-3965	324	8	improvement	improvement	NOUN
cana-3965	324	9	takes	take	VERB
cana-3965	324	10	place	place	NOUN
cana-3965	324	11	,	,	PUNCT
cana-3965	324	12	that	that	ADV
cana-3965	324	13	is	is	ADV
cana-3965	324	14	,	,	PUNCT
cana-3965	324	15	accuracy	accuracy	NOUN
cana-3965	324	16	,	,	PUNCT
cana-3965	324	17	along	along	ADP
cana-3965	324	18	with	with	ADP
cana-3965	324	19	efficiency	efficiency	NOUN
cana-3965	324	20	,	,	PUNCT
cana-3965	324	21	to	to	PART
cana-3965	324	22	include	include	VERB
cana-3965	324	23	chronic	chronic	ADJ
cana-3965	324	24	dizziness	dizziness	NOUN
cana-3965	324	25	classification	classification	NOUN
cana-3965	324	26	in	in	ADP
cana-3965	324	27	order	order	NOUN
cana-3965	324	28	to	to	PART
cana-3965	324	29	form	form	VERB
cana-3965	324	30	an	an	DET
cana-3965	324	31	image	image	NOUN
cana-3965	324	32	to	to	PART
cana-3965	324	33	work	work	VERB
cana-3965	324	34	on	on	ADP
cana-3965	324	35	that	that	DET
cana-3965	324	36	task	task	NOUN
cana-3965	324	37	in	in	ADP
cana-3965	324	38	structuring	structure	VERB
cana-3965	324	39	radiology	radiology	NOUN
cana-3965	324	40	in	in	ADP
cana-3965	324	41	process	process	NOUN
cana-3965	324	42	[	[	X
cana-3965	324	43	14	14	NUM
cana-3965	324	44	&	&	CCONJ
cana-3965	324	45	16	16	NUM
cana-3965	324	46	]	]	PUNCT
cana-3965	324	47	.	.	PUNCT
cana-3965	325	1	however	however	ADV
cana-3965	325	2	,	,	PUNCT
cana-3965	325	3	the	the	DET
cana-3965	325	4	studies	study	NOUN
cana-3965	325	5	also	also	ADV
cana-3965	325	6	indicate	indicate	VERB
cana-3965	325	7	persistent	persistent	ADJ
cana-3965	325	8	challenges	challenge	NOUN
cana-3965	325	9	like	like	ADP
cana-3965	325	10	bias	bias	NOUN
cana-3965	325	11	(	(	PUNCT
cana-3965	325	12	[	[	X
cana-3965	325	13	24	24	NUM
cana-3965	325	14	]	]	NUM
cana-3965	325	15	)	)	PUNCT
cana-3965	325	16	,	,	PUNCT
cana-3965	325	17	data	data	NOUN
cana-3965	325	18	dependency	dependency	NOUN
cana-3965	325	19	(	(	PUNCT
cana-3965	325	20	[	[	X
cana-3965	325	21	12	12	NUM
cana-3965	325	22	]	]	NUM
cana-3965	325	23	)	)	PUNCT
cana-3965	325	24	,	,	PUNCT
cana-3965	325	25	and	and	CCONJ
cana-3965	325	26	generalizability	generalizability	NOUN
cana-3965	325	27	across	across	ADP
cana-3965	325	28	domains	domain	NOUN
cana-3965	325	29	(	(	PUNCT
cana-3965	325	30	[	[	X
cana-3965	325	31	9	9	NUM
cana-3965	325	32	]	]	PUNCT
cana-3965	325	33	,	,	PUNCT
cana-3965	325	34	[	[	X
cana-3965	325	35	25	25	NUM
cana-3965	325	36	]	]	NUM
cana-3965	325	37	)	)	PUNCT
cana-3965	325	38	.	.	PUNCT
cana-3965	326	1	future	future	ADJ
cana-3965	326	2	research	research	NOUN
cana-3965	326	3	should	should	AUX
cana-3965	326	4	focus	focus	VERB
cana-3965	326	5	on	on	ADP
cana-3965	326	6	developing	develop	VERB
cana-3965	326	7	solid	solid	ADJ
cana-3965	326	8	,	,	PUNCT
cana-3965	326	9	transparent	transparent	ADJ
cana-3965	326	10	,	,	PUNCT
cana-3965	326	11	and	and	CCONJ
cana-3965	326	12	scalable	scalable	ADJ
cana-3965	326	13	llm	llm	NOUN
cana-3965	326	14	frameworks	framework	NOUN
cana-3965	326	15	that	that	PRON
cana-3965	326	16	cure	cure	VERB
cana-3965	326	17	these	these	DET
cana-3965	326	18	limitations	limitation	NOUN
cana-3965	326	19	but	but	CCONJ
cana-3965	326	20	still	still	ADV
cana-3965	326	21	excel	excel	VERB
cana-3965	326	22	in	in	ADP
cana-3965	326	23	performance	performance	NOUN
cana-3965	326	24	across	across	ADP
cana-3965	326	25	varying	vary	VERB
cana-3965	326	26	contexts	context	NOUN
cana-3965	326	27	of	of	ADP
cana-3965	326	28	healthcare	healthcare	NOUN
cana-3965	326	29	and	and	CCONJ
cana-3965	326	30	education	education	NOUN
cana-3965	326	31	sets	set	NOUN
cana-3965	326	32	.	.	PUNCT
cana-3965	327	1	the	the	DET
cana-3965	327	2	following	follow	VERB
cana-3965	327	3	table	table	NOUN
cana-3965	327	4	summarizes	summarize	VERB
cana-3965	327	5	a	a	DET
cana-3965	327	6	detailed	detailed	ADJ
cana-3965	327	7	prisma	prisma	NOUN
cana-3965	327	8	-	-	PUNCT
cana-3965	327	9	based	base	VERB
cana-3965	327	10	analysis	analysis	NOUN
cana-3965	327	11	of	of	ADP
cana-3965	327	12	different	different	ADJ
cana-3965	327	13	methods	method	NOUN
cana-3965	327	14	based	base	VERB
cana-3965	327	15	on	on	ADP
cana-3965	327	16	large	large	ADJ
cana-3965	327	17	language	language	NOUN
cana-3965	327	18	models	model	NOUN
cana-3965	327	19	(	(	PUNCT
cana-3965	327	20	llms	llm	NOUN
cana-3965	327	21	)	)	PUNCT
cana-3965	327	22	for	for	ADP
cana-3965	327	23	a	a	DET
cana-3965	327	24	myriad	myriad	NOUN
cana-3965	327	25	of	of	ADP
cana-3965	327	26	applications	application	NOUN
cana-3965	327	27	.	.	PUNCT
cana-3965	328	1	variations	variation	NOUN
cana-3965	328	2	include	include	VERB
cana-3965	328	3	the	the	DET
cana-3965	328	4	methods	method	NOUN
cana-3965	328	5	adopted	adopt	VERB
cana-3965	328	6	,	,	PUNCT
cana-3965	328	7	performance	performance	NOUN
cana-3965	328	8	metrics	metric	NOUN
cana-3965	328	9	,	,	PUNCT
cana-3965	328	10	and	and	CCONJ
cana-3965	328	11	key	key	ADJ
cana-3965	328	12	findings	finding	NOUN
cana-3965	328	13	,	,	PUNCT
cana-3965	328	14	also	also	ADV
cana-3965	328	15	strengths	strength	NOUN
cana-3965	328	16	and	and	CCONJ
cana-3965	328	17	weaknesses	weakness	NOUN
cana-3965	328	18	for	for	ADP
cana-3965	328	19	the	the	DET
cana-3965	328	20	process	process	NOUN
cana-3965	328	21	.	.	PUNCT
cana-3965	329	1	the	the	DET
cana-3965	329	2	analysis	analysis	NOUN
cana-3965	329	3	is	be	AUX
cana-3965	329	4	reflected	reflect	VERB
cana-3965	329	5	in	in	ADP
cana-3965	329	6	the	the	DET
cana-3965	329	7	steps	step	NOUN
cana-3965	329	8	undertaken	undertake	VERB
cana-3965	329	9	along	along	ADP
cana-3965	329	10	with	with	ADP
cana-3965	329	11	the	the	DET
cana-3965	329	12	issues	issue	NOUN
cana-3965	329	13	faced	face	VERB
cana-3965	329	14	and	and	CCONJ
cana-3965	329	15	the	the	DET
cana-3965	329	16	future	future	ADJ
cana-3965	329	17	way	way	NOUN
cana-3965	329	18	ahead	ahead	ADV
cana-3965	329	19	in	in	ADP
cana-3965	329	20	llm	llm	PROPN
cana-3965	329	21	research	research	NOUN
cana-3965	329	22	process	process	NOUN
cana-3965	329	23	.	.	PUNCT
cana-3965	330	1	where	where	SCONJ
cana-3965	330	2	results	result	NOUN
cana-3965	330	3	were	be	AUX
cana-3965	330	4	not	not	PART
cana-3965	330	5	presented	present	VERB
cana-3965	330	6	in	in	ADP
cana-3965	330	7	the	the	DET
cana-3965	330	8	papers	paper	NOUN
cana-3965	330	9	,	,	PUNCT
cana-3965	330	10	approximate	approximate	ADJ
cana-3965	330	11	metrics	metric	NOUN
cana-3965	330	12	have	have	AUX
cana-3965	330	13	been	be	AUX
cana-3965	330	14	assumed	assume	VERB
cana-3965	330	15	in	in	ADP
cana-3965	330	16	order	order	NOUN
cana-3965	330	17	to	to	PART
cana-3965	330	18	provide	provide	VERB
cana-3965	330	19	a	a	DET
cana-3965	330	20	comprehensive	comprehensive	ADJ
cana-3965	330	21	analysis	analysis	NOUN
cana-3965	330	22	.	.	PUNCT
cana-3965	331	1	referenc	referenc	PROPN
cana-3965	331	2	e	e	PROPN
cana-3965	331	3	method	method	NOUN
cana-3965	331	4	used	use	VERB
cana-3965	331	5	performance	performance	NOUN
cana-3965	331	6	metrics	metric	NOUN
cana-3965	331	7	key	key	ADJ
cana-3965	331	8	findings	finding	NOUN
cana-3965	331	9	strengths	strength	NOUN
cana-3965	331	10	limitations	limitation	NOUN
cana-3965	331	11	[	[	X
cana-3965	331	12	26	26	NUM
cana-3965	331	13	]	]	X
cana-3965	331	14	linguistic	linguistic	ADJ
cana-3965	331	15	comparison	comparison	NOUN
cana-3965	331	16	of	of	ADP
cana-3965	331	17	human	human	ADJ
cana-3965	331	18	vs.	vs.	ADP
cana-3965	331	19	llmgenerated	llmgenerated	ADJ
cana-3965	331	20	text	text	NOUN
cana-3965	331	21	morphological	morphological	ADJ
cana-3965	331	22	and	and	CCONJ
cana-3965	331	23	psychometric	psychometric	ADJ
cana-3965	331	24	features	feature	NOUN
cana-3965	331	25	(	(	PUNCT
cana-3965	331	26	toxicity	toxicity	NOUN
cana-3965	331	27	:	:	PUNCT
cana-3965	331	28	~15	~15	X
cana-3965	331	29	%	%	NOUN
cana-3965	331	30	)	)	PUNCT
cana-3965	331	31	llms	llm	NOUN
cana-3965	331	32	exhibit	exhibit	VERB
cana-3965	331	33	more	more	ADJ
cana-3965	331	34	objective	objective	ADJ
cana-3965	331	35	language	language	NOUN
cana-3965	331	36	but	but	CCONJ
cana-3965	331	37	increase	increase	VERB
cana-3965	331	38	toxicity	toxicity	NOUN
cana-3965	331	39	with	with	ADP
cana-3965	331	40	model	model	NOUN
cana-3965	331	41	size	size	NOUN
cana-3965	331	42	.	.	PUNCT
cana-3965	332	1	quantitative	quantitative	ADJ
cana-3965	332	2	insights	insight	NOUN
cana-3965	332	3	into	into	ADP
cana-3965	332	4	linguistic	linguistic	ADJ
cana-3965	332	5	differences	difference	NOUN
cana-3965	332	6	.	.	PUNCT
cana-3965	333	1	bias	bias	NOUN
cana-3965	333	2	magnification	magnification	NOUN
cana-3965	333	3	in	in	ADP
cana-3965	333	4	llm	llm	PROPN
cana-3965	333	5	outputs	output	NOUN
cana-3965	333	6	.	.	PUNCT
cana-3965	334	1	[	[	X
cana-3965	334	2	27	27	NUM
cana-3965	334	3	]	]	PUNCT
cana-3965	334	4	integration	integration	NOUN
cana-3965	334	5	of	of	ADP
cana-3965	334	6	llms	llm	NOUN
cana-3965	334	7	with	with	ADP
cana-3965	334	8	cad	cad	PROPN
cana-3965	334	9	networks	network	NOUN
cana-3965	334	10	diagnosis	diagnosis	NOUN
cana-3965	334	11	improvement	improvement	NOUN
cana-3965	334	12	:	:	PUNCT
cana-3965	334	13	~16.42	~16.42	NUM
cana-3965	334	14	%	%	NOUN
cana-3965	334	15	;	;	PUNCT
cana-3965	334	16	f1score	f1score	NOUN
cana-3965	334	17	:	:	PUNCT
cana-3965	334	18	~15	~15	NUM
cana-3965	334	19	%	%	NOUN
cana-3965	334	20	enhanced	enhance	VERB
cana-3965	334	21	diagnosis	diagnosis	NOUN
cana-3965	334	22	and	and	CCONJ
cana-3965	334	23	interactive	interactive	ADJ
cana-3965	334	24	patientfriendly	patientfriendly	ADV
cana-3965	334	25	reports	report	VERB
cana-3965	334	26	.	.	PUNCT
cana-3965	335	1	combines	combine	VERB
cana-3965	335	2	reasoning	reasoning	NOUN
cana-3965	335	3	and	and	CCONJ
cana-3965	335	4	vision	vision	NOUN
cana-3965	335	5	for	for	ADP
cana-3965	335	6	report	report	NOUN
cana-3965	335	7	generation	generation	NOUN
cana-3965	335	8	.	.	PUNCT
cana-3965	336	1	limited	limited	ADJ
cana-3965	336	2	applicability	applicability	NOUN
cana-3965	336	3	beyond	beyond	ADP
cana-3965	336	4	cad	cad	PROPN
cana-3965	336	5	use	use	NOUN
cana-3965	336	6	cases	case	NOUN
cana-3965	336	7	.	.	PUNCT
cana-3965	337	1	communications	communication	NOUN
cana-3965	337	2	on	on	ADP
cana-3965	337	3	applied	apply	VERB
cana-3965	337	4	nonlinear	nonlinear	ADJ
cana-3965	337	5	analysis	analysis	NOUN
cana-3965	337	6	issn	issn	NOUN
cana-3965	337	7	:	:	PUNCT
cana-3965	337	8	1074	1074	NUM
cana-3965	337	9	-	-	PUNCT
cana-3965	337	10	133x	133x	NUM
cana-3965	337	11	vol	vol	NOUN
cana-3965	337	12	32	32	NUM
cana-3965	337	13	no	no	NOUN
cana-3965	337	14	.	.	PUNCT
cana-3965	338	1	9s	9s	NUM
cana-3965	338	2	(	(	PUNCT
cana-3965	338	3	2025	2025	NUM
cana-3965	338	4	)	)	PUNCT
cana-3965	338	5	584	584	NUM
cana-3965	338	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	339	1	[	[	X
cana-3965	339	2	28	28	NUM
cana-3965	339	3	]	]	X
cana-3965	339	4	r	r	PROPN
cana-3965	339	5	-	-	PUNCT
cana-3965	339	6	io	io	NOUN
cana-3965	339	7	suite	suite	NOUN
cana-3965	339	8	with	with	ADP
cana-3965	339	9	llmbased	llmbased	ADJ
cana-3965	339	10	knowledge	knowledge	NOUN
cana-3965	339	11	enrichment	enrichment	PROPN
cana-3965	339	12	n	n	CCONJ
cana-3965	339	13	/	/	SYM
cana-3965	339	14	a	a	DET
cana-3965	339	15	(	(	PUNCT
cana-3965	339	16	qualitative	qualitative	ADJ
cana-3965	339	17	insights	insight	NOUN
cana-3965	339	18	)	)	PUNCT
cana-3965	339	19	enables	enable	VERB
cana-3965	339	20	dynamic	dynamic	ADJ
cana-3965	339	21	knowledge	knowledge	NOUN
cana-3965	339	22	base	base	NOUN
cana-3965	339	23	updates	update	NOUN
cana-3965	339	24	for	for	ADP
cana-3965	339	25	crisis	crisis	NOUN
cana-3965	339	26	management	management	NOUN
cana-3965	339	27	.	.	PUNCT
cana-3965	340	1	scalable	scalable	ADJ
cana-3965	340	2	and	and	CCONJ
cana-3965	340	3	adaptable	adaptable	ADJ
cana-3965	340	4	to	to	ADP
cana-3965	340	5	various	various	ADJ
cana-3965	340	6	crises	crisis	NOUN
cana-3965	340	7	.	.	PUNCT
cana-3965	341	1	requires	require	VERB
cana-3965	341	2	contextual	contextual	ADJ
cana-3965	341	3	prompt	prompt	ADJ
cana-3965	341	4	engineering	engineering	NOUN
cana-3965	341	5	for	for	ADP
cana-3965	341	6	optimization	optimization	NOUN
cana-3965	341	7	.	.	PUNCT
cana-3965	342	1	[	[	X
cana-3965	342	2	29	29	NUM
cana-3965	342	3	]	]	X
cana-3965	342	4	medfound	medfound	NOUN
cana-3965	342	5	llm	llm	PROPN
cana-3965	342	6	for	for	ADP
cana-3965	342	7	clinical	clinical	ADJ
cana-3965	342	8	diagnosis	diagnosis	NOUN
cana-3965	342	9	accuracy	accuracy	NOUN
cana-3965	342	10	:	:	PUNCT
cana-3965	342	11	~85	~85	NOUN
cana-3965	342	12	%	%	NOUN
cana-3965	342	13	;	;	PUNCT
cana-3965	342	14	risk	risk	NOUN
cana-3965	342	15	management	management	NOUN
cana-3965	342	16	:	:	PUNCT
cana-3965	342	17	~90	~90	NUM
cana-3965	342	18	%	%	NOUN
cana-3965	342	19	outperforms	outperform	NOUN
cana-3965	342	20	baseline	baseline	VERB
cana-3965	342	21	llms	llm	NOUN
cana-3965	342	22	in	in	ADP
cana-3965	342	23	common	common	ADJ
cana-3965	342	24	and	and	CCONJ
cana-3965	342	25	rare	rare	ADJ
cana-3965	342	26	diseases	disease	NOUN
cana-3965	342	27	.	.	PUNCT
cana-3965	343	1	extensive	extensive	ADJ
cana-3965	343	2	evaluation	evaluation	NOUN
cana-3965	343	3	across	across	ADP
cana-3965	343	4	multiple	multiple	ADJ
cana-3965	343	5	scenarios	scenario	NOUN
cana-3965	343	6	.	.	PUNCT
cana-3965	344	1	high	high	ADJ
cana-3965	344	2	computational	computational	ADJ
cana-3965	344	3	demands	demand	NOUN
cana-3965	344	4	for	for	ADP
cana-3965	344	5	large	large	ADJ
cana-3965	344	6	models	model	NOUN
cana-3965	344	7	.	.	PUNCT
cana-3965	345	1	[	[	X
cana-3965	345	2	30	30	NUM
cana-3965	345	3	]	]	X
cana-3965	345	4	llama	llama	NOUN
cana-3965	345	5	2	2	NUM
cana-3965	345	6	for	for	ADP
cana-3965	345	7	liver	liver	NOUN
cana-3965	345	8	cirrhosis	cirrhosis	NOUN
cana-3965	345	9	detection	detection	NOUN
cana-3965	345	10	sensitivity	sensitivity	NOUN
cana-3965	345	11	:	:	PUNCT
cana-3965	345	12	100	100	NUM
cana-3965	345	13	%	%	NOUN
cana-3965	345	14	;	;	PUNCT
cana-3965	345	15	specificity	specificity	NOUN
cana-3965	345	16	:	:	PUNCT
cana-3965	345	17	96	96	NUM
cana-3965	345	18	%	%	NOUN
cana-3965	345	19	high	high	ADJ
cana-3965	345	20	accuracy	accuracy	NOUN
cana-3965	345	21	in	in	ADP
cana-3965	345	22	detecting	detect	VERB
cana-3965	345	23	liver	liver	NOUN
cana-3965	345	24	cirrhosis	cirrhosis	NOUN
cana-3965	345	25	and	and	CCONJ
cana-3965	345	26	related	related	ADJ
cana-3965	345	27	symptoms	symptom	NOUN
cana-3965	345	28	.	.	PUNCT
cana-3965	346	1	efficient	efficient	ADJ
cana-3965	346	2	local	local	ADJ
cana-3965	346	3	deployment	deployment	NOUN
cana-3965	346	4	with	with	ADP
cana-3965	346	5	low	low	ADJ
cana-3965	346	6	hardware	hardware	NOUN
cana-3965	346	7	needs	need	NOUN
cana-3965	346	8	.	.	PUNCT
cana-3965	347	1	focused	focus	VERB
cana-3965	347	2	on	on	ADP
cana-3965	347	3	specific	specific	ADJ
cana-3965	347	4	conditions	condition	NOUN
cana-3965	347	5	;	;	PUNCT
cana-3965	347	6	generalizabilit	generalizabilit	VERB
cana-3965	347	7	y	y	PROPN
cana-3965	347	8	unknown	unknown	NOUN
cana-3965	347	9	.	.	PUNCT
cana-3965	348	1	[	[	X
cana-3965	348	2	31	31	NUM
cana-3965	348	3	]	]	X
cana-3965	348	4	multi	multi	X
cana-3965	348	5	modal	modal	NOUN
cana-3965	348	6	transformer	transformer	NOUN
cana-3965	348	7	s	s	PART
cana-3965	348	8	for	for	ADP
cana-3965	348	9	radiology	radiology	NOUN
cana-3965	348	10	reports	report	NOUN
cana-3965	348	11	bleu-4	bleu-4	NUM
cana-3965	348	12	:	:	PUNCT
cana-3965	348	13	~0.6	~0.6	NUM
cana-3965	348	14	;	;	PUNCT
cana-3965	348	15	rouge	rouge	NOUN
cana-3965	348	16	-	-	PUNCT
cana-3965	348	17	l	l	NOUN
cana-3965	348	18	:	:	PUNCT
cana-3965	348	19	~0.65	~0.65	PUNCT
cana-3965	348	20	effective	effective	ADJ
cana-3965	348	21	narrative	narrative	NOUN
cana-3965	348	22	generation	generation	NOUN
cana-3965	348	23	integrating	integrate	VERB
cana-3965	348	24	text	text	NOUN
cana-3965	348	25	and	and	CCONJ
cana-3965	348	26	images	image	NOUN
cana-3965	348	27	.	.	PUNCT
cana-3965	349	1	leverages	leverage	NOUN
cana-3965	349	2	pretrained	pretraine	VERB
cana-3965	349	3	encoders	encoder	NOUN
cana-3965	349	4	for	for	ADP
cana-3965	349	5	efficiency	efficiency	NOUN
cana-3965	349	6	.	.	PUNCT
cana-3965	350	1	dataset	dataset	VERB
cana-3965	350	2	scarcity	scarcity	NOUN
cana-3965	350	3	limits	limit	VERB
cana-3965	350	4	broader	broad	ADJ
cana-3965	350	5	application	application	NOUN
cana-3965	350	6	.	.	PUNCT
cana-3965	351	1	[	[	X
cana-3965	351	2	32	32	NUM
cana-3965	351	3	]	]	PUNCT
cana-3965	351	4	manipulatio	manipulatio	NOUN
cana-3965	351	5	n	n	PRON
cana-3965	351	6	vulnerability	vulnerability	NOUN
cana-3965	351	7	of	of	ADP
cana-3965	351	8	llms	llm	NOUN
cana-3965	351	9	accuracy	accuracy	NOUN
cana-3965	351	10	retention	retention	NOUN
cana-3965	351	11	:	:	PUNCT
cana-3965	351	12	~90	~90	NUM
cana-3965	351	13	%	%	X
cana-3965	351	14	post	post	NOUN
cana-3965	351	15	manipulation	manipulation	NOUN
cana-3965	351	16	demonstrates	demonstrate	VERB
cana-3965	351	17	susceptibility	susceptibility	NOUN
cana-3965	351	18	of	of	ADP
cana-3965	351	19	llms	llm	NOUN
cana-3965	351	20	to	to	ADP
cana-3965	351	21	targeted	target	VERB
cana-3965	351	22	misinformation	misinformation	NOUN
cana-3965	351	23	.	.	PUNCT
cana-3965	352	1	highlights	highlight	NOUN
cana-3965	352	2	need	need	VERB
cana-3965	352	3	for	for	ADP
cana-3965	352	4	robust	robust	ADJ
cana-3965	352	5	verification	verification	NOUN
cana-3965	352	6	mechanisms	mechanism	NOUN
cana-3965	352	7	.	.	PUNCT
cana-3965	353	1	no	no	DET
cana-3965	353	2	mitigation	mitigation	NOUN
cana-3965	353	3	strategies	strategy	NOUN
cana-3965	353	4	proposed	propose	VERB
cana-3965	353	5	.	.	PUNCT
cana-3965	354	1	[	[	X
cana-3965	354	2	33	33	NUM
cana-3965	354	3	]	]	X
cana-3965	354	4	pegasus	pegasus	NOUN
cana-3965	354	5	for	for	ADP
cana-3965	354	6	pet	pet	ADJ
cana-3965	354	7	report	report	NOUN
cana-3965	354	8	generation	generation	NOUN
cana-3965	354	9	clinical	clinical	ADJ
cana-3965	354	10	utility	utility	NOUN
cana-3965	354	11	:	:	PUNCT
cana-3965	354	12	89	89	NUM
cana-3965	354	13	%	%	NOUN
cana-3965	354	14	acceptance	acceptance	NOUN
cana-3965	354	15	;	;	PUNCT
cana-3965	354	16	utility	utility	NOUN
cana-3965	354	17	score	score	NOUN
cana-3965	354	18	:	:	PUNCT
cana-3965	354	19	4.08/5	4.08/5	NUM
cana-3965	354	20	personalized	personalized	ADJ
cana-3965	354	21	impressions	impression	NOUN
cana-3965	354	22	are	be	AUX
cana-3965	354	23	clinically	clinically	ADV
cana-3965	354	24	acceptable	acceptable	ADJ
cana-3965	354	25	and	and	CCONJ
cana-3965	354	26	time	time	NOUN
cana-3965	354	27	-	-	PUNCT
cana-3965	354	28	saving	saving	NOUN
cana-3965	354	29	.	.	PUNCT
cana-3965	355	1	customizable	customizable	ADJ
cana-3965	355	2	to	to	ADP
cana-3965	355	3	physicianspecific	physicianspecific	ADJ
cana-3965	355	4	styles	style	NOUN
cana-3965	355	5	.	.	PUNCT
cana-3965	356	1	focused	focus	VERB
cana-3965	356	2	on	on	ADP
cana-3965	356	3	pet	pet	ADJ
cana-3965	356	4	reports	report	NOUN
cana-3965	356	5	only	only	ADV
cana-3965	356	6	.	.	PUNCT
cana-3965	357	1	[	[	X
cana-3965	357	2	34	34	NUM
cana-3965	357	3	]	]	SYM
cana-3965	357	4	ai	ai	VERB
cana-3965	357	5	chatbot	chatbot	NOUN
cana-3965	357	6	tips	tip	NOUN
cana-3965	357	7	for	for	ADP
cana-3965	357	8	medical	medical	ADJ
cana-3965	357	9	educators	educator	NOUN
cana-3965	357	10	n	n	CCONJ
cana-3965	357	11	/	/	SYM
cana-3965	357	12	a	a	PRON
cana-3965	357	13	(	(	PUNCT
cana-3965	357	14	recommendation	recommendation	NOUN
cana-3965	357	15	-based	-base	VERB
cana-3965	357	16	)	)	PUNCT
cana-3965	357	17	enhances	enhance	VERB
cana-3965	357	18	teaching	teaching	NOUN
cana-3965	357	19	and	and	CCONJ
cana-3965	357	20	assessment	assessment	NOUN
cana-3965	357	21	with	with	ADP
cana-3965	357	22	llmpowered	llmpowere	VERB
cana-3965	357	23	chatbots	chatbot	NOUN
cana-3965	357	24	.	.	PUNCT
cana-3965	358	1	practical	practical	ADJ
cana-3965	358	2	guidelines	guideline	NOUN
cana-3965	358	3	for	for	ADP
cana-3965	358	4	llm	llm	PROPN
cana-3965	358	5	implementation	implementation	NOUN
cana-3965	358	6	.	.	PUNCT
cana-3965	359	1	no	no	DET
cana-3965	359	2	experimental	experimental	ADJ
cana-3965	359	3	validation	validation	NOUN
cana-3965	359	4	of	of	ADP
cana-3965	359	5	tips	tip	NOUN
cana-3965	359	6	.	.	PUNCT
cana-3965	360	1	[	[	X
cana-3965	360	2	35	35	NUM
cana-3965	360	3	]	]	PUNCT
cana-3965	360	4	llms	llm	NOUN
cana-3965	360	5	for	for	ADP
cana-3965	360	6	patient	patient	ADJ
cana-3965	360	7	information	information	NOUN
cana-3965	360	8	leaflets	leaflet	NOUN
cana-3965	360	9	(	(	PUNCT
cana-3965	360	10	pils	pil	NOUN
cana-3965	360	11	)	)	PUNCT
cana-3965	360	12	quality	quality	NOUN
cana-3965	360	13	:	:	PUNCT
cana-3965	360	14	~3.58	~3.58	ADP
cana-3965	360	15	;	;	PUNCT
cana-3965	360	16	readability	readability	NOUN
cana-3965	360	17	:	:	PUNCT
cana-3965	360	18	~14	~14	X
cana-3965	360	19	–	–	PUNCT
cana-3965	360	20	17	17	NUM
cana-3965	360	21	years	year	NOUN
cana-3965	360	22	pils	pil	NOUN
cana-3965	360	23	reduce	reduce	VERB
cana-3965	360	24	workload	workload	NOUN
cana-3965	360	25	but	but	CCONJ
cana-3965	360	26	require	require	VERB
cana-3965	360	27	clinician	clinician	ADJ
cana-3965	360	28	oversight	oversight	NOUN
cana-3965	360	29	.	.	PUNCT
cana-3965	360	30	includes	include	VERB
cana-3965	360	31	visuals	visual	NOUN
cana-3965	360	32	for	for	ADP
cana-3965	360	33	better	well	ADJ
cana-3965	360	34	comprehension	comprehension	NOUN
cana-3965	360	35	.	.	PUNCT
cana-3965	361	1	medical	medical	ADJ
cana-3965	361	2	inaccuracies	inaccuracy	NOUN
cana-3965	361	3	across	across	ADP
cana-3965	361	4	all	all	DET
cana-3965	361	5	content	content	NOUN
cana-3965	361	6	.	.	PUNCT
cana-3965	362	1	communications	communication	NOUN
cana-3965	362	2	on	on	ADP
cana-3965	362	3	applied	apply	VERB
cana-3965	362	4	nonlinear	nonlinear	ADJ
cana-3965	362	5	analysis	analysis	NOUN
cana-3965	362	6	issn	issn	NOUN
cana-3965	362	7	:	:	PUNCT
cana-3965	362	8	1074	1074	NUM
cana-3965	362	9	-	-	PUNCT
cana-3965	362	10	133x	133x	NUM
cana-3965	362	11	vol	vol	NOUN
cana-3965	362	12	32	32	NUM
cana-3965	362	13	no	no	NOUN
cana-3965	362	14	.	.	PUNCT
cana-3965	363	1	9s	9s	NUM
cana-3965	363	2	(	(	PUNCT
cana-3965	363	3	2025	2025	NUM
cana-3965	363	4	)	)	PUNCT
cana-3965	363	5	585	585	NUM
cana-3965	363	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	364	1	[	[	X
cana-3965	364	2	36	36	NUM
cana-3965	364	3	]	]	X
cana-3965	364	4	openmedl	openmedl	VERB
cana-3965	364	5	m	m	PROPN
cana-3965	364	6	for	for	ADP
cana-3965	364	7	opensource	opensource	NOUN
cana-3965	364	8	benchmarks	benchmark	NOUN
cana-3965	364	9	medqa	medqa	ADV
cana-3965	364	10	:	:	PUNCT
cana-3965	364	11	~72.6	~72.6	NOUN
cana-3965	364	12	%	%	NOUN
cana-3965	364	13	;	;	PUNCT
cana-3965	364	14	mmlu	mmlu	NOUN
cana-3965	364	15	:	:	PUNCT
cana-3965	364	16	~81.7	~81.7	ADJ
cana-3965	364	17	%	%	NOUN
cana-3965	364	18	achieves	achieve	VERB
cana-3965	364	19	stateof	stateof	ADJ
cana-3965	364	20	-	-	PUNCT
cana-3965	364	21	the	the	DET
cana-3965	364	22	-	-	PUNCT
cana-3965	364	23	art	art	NOUN
cana-3965	364	24	performance	performance	NOUN
cana-3965	364	25	on	on	ADP
cana-3965	364	26	benchmarks	benchmark	NOUN
cana-3965	364	27	.	.	PUNCT
cana-3965	365	1	transparent	transparent	ADJ
cana-3965	365	2	and	and	CCONJ
cana-3965	365	3	finetuning	finetune	VERB
cana-3965	365	4	-	-	PUNCT
cana-3965	365	5	free	free	ADJ
cana-3965	365	6	approach	approach	NOUN
cana-3965	365	7	sets	set	NOUN
cana-3965	365	8	.	.	PUNCT
cana-3965	366	1	lacks	lack	VERB
cana-3965	366	2	realworld	realworld	PROPN
cana-3965	366	3	deployment	deployment	PROPN
cana-3965	366	4	validation	validation	NOUN
cana-3965	366	5	.	.	PUNCT
cana-3965	367	1	[	[	X
cana-3965	367	2	37	37	NUM
cana-3965	367	3	]	]	X
cana-3965	367	4	etb	etb	PROPN
cana-3965	367	5	mii	mii	PROPN
cana-3965	367	6	for	for	ADP
cana-3965	367	7	medical	medical	ADJ
cana-3965	367	8	imaging	imaging	NOUN
cana-3965	367	9	interpretatio	interpretatio	NOUN
cana-3965	367	10	n	n	PRON
cana-3965	367	11	bleu-4	bleu-4	NUM
cana-3965	367	12	:	:	PUNCT
cana-3965	367	13	~0.61	~0.61	NUM
cana-3965	367	14	;	;	PUNCT
cana-3965	367	15	cider	cider	NOUN
cana-3965	367	16	:	:	PUNCT
cana-3965	367	17	sota	sota	NOUN
cana-3965	367	18	competitive	competitive	ADJ
cana-3965	367	19	in	in	ADP
cana-3965	367	20	medical	medical	ADJ
cana-3965	367	21	report	report	NOUN
cana-3965	367	22	generation	generation	NOUN
cana-3965	367	23	with	with	ADP
cana-3965	367	24	low	low	ADJ
cana-3965	367	25	complexity	complexity	NOUN
cana-3965	367	26	.	.	PUNCT
cana-3965	368	1	data	datum	NOUN
cana-3965	368	2	augmentation	augmentation	NOUN
cana-3965	368	3	enhances	enhance	VERB
cana-3965	368	4	performance	performance	NOUN
cana-3965	368	5	.	.	PUNCT
cana-3965	369	1	limited	limited	ADJ
cana-3965	369	2	evaluation	evaluation	NOUN
cana-3965	369	3	beyond	beyond	ADP
cana-3965	369	4	x	x	NOUN
cana-3965	369	5	-	-	NOUN
cana-3965	369	6	ray	ray	NOUN
cana-3965	369	7	datasets	dataset	NOUN
cana-3965	369	8	.	.	PUNCT
cana-3965	370	1	[	[	X
cana-3965	370	2	38	38	NUM
cana-3965	370	3	]	]	SYM
cana-3965	370	4	probability	probability	NOUN
cana-3965	370	5	estimation	estimation	NOUN
cana-3965	370	6	in	in	ADP
cana-3965	370	7	llms	llm	NOUN
cana-3965	370	8	explicit	explicit	ADJ
cana-3965	370	9	vs.	vs.	ADP
cana-3965	370	10	implicit	implicit	ADJ
cana-3965	370	11	probability	probability	NOUN
cana-3965	370	12	:	:	PUNCT
cana-3965	370	13	~5	~5	ADJ
cana-3965	370	14	%	%	NOUN
cana-3965	370	15	difference	difference	NOUN
cana-3965	370	16	implicit	implicit	ADJ
cana-3965	370	17	probabilities	probability	NOUN
cana-3965	370	18	outperform	outperform	VERB
cana-3965	370	19	explicit	explicit	ADJ
cana-3965	370	20	ones	one	NOUN
cana-3965	370	21	.	.	PUNCT
cana-3965	371	1	explores	explore	NOUN
cana-3965	371	2	probability	probability	NOUN
cana-3965	371	3	reasoning	reasoning	NOUN
cana-3965	371	4	in	in	ADP
cana-3965	371	5	llms	llm	NOUN
cana-3965	371	6	.	.	PUNCT
cana-3965	372	1	numerical	numerical	ADJ
cana-3965	372	2	reasoning	reasoning	NOUN
cana-3965	372	3	limitations	limitation	NOUN
cana-3965	372	4	persist	persist	VERB
cana-3965	372	5	.	.	PUNCT
cana-3965	373	1	[	[	X
cana-3965	373	2	39	39	NUM
cana-3965	373	3	]	]	PUNCT
cana-3965	373	4	med	med	ADJ
cana-3965	373	5	mllm	mllm	NOUN
cana-3965	373	6	for	for	ADP
cana-3965	373	7	multimodal	multimodal	NOUN
cana-3965	373	8	covid-19	covid-19	PROPN
cana-3965	373	9	analysis	analysis	NOUN
cana-3965	373	10	accuracy	accuracy	NOUN
cana-3965	373	11	:	:	PUNCT
cana-3965	373	12	~92	~92	NUM
cana-3965	373	13	%	%	NOUN
cana-3965	373	14	;	;	PUNCT
cana-3965	373	15	adaptability	adaptability	NOUN
cana-3965	373	16	:	:	PUNCT
cana-3965	373	17	high	high	ADJ
cana-3965	373	18	adapts	adapt	VERB
cana-3965	373	19	to	to	ADP
cana-3965	373	20	rare	rare	ADJ
cana-3965	373	21	disease	disease	NOUN
cana-3965	373	22	scenarios	scenario	NOUN
cana-3965	373	23	with	with	ADP
cana-3965	373	24	minimal	minimal	ADJ
cana-3965	373	25	labeled	label	VERB
cana-3965	373	26	data	datum	NOUN
cana-3965	373	27	.	.	PUNCT
cana-3965	374	1	supports	support	VERB
cana-3965	374	2	multilingual	multilingual	ADJ
cana-3965	374	3	and	and	CCONJ
cana-3965	374	4	multimodal	multimodal	NOUN
cana-3965	374	5	inputs	input	NOUN
cana-3965	374	6	.	.	PUNCT
cana-3965	375	1	retrospective	retrospective	ADJ
cana-3965	375	2	testing	testing	NOUN
cana-3965	375	3	may	may	AUX
cana-3965	375	4	not	not	PART
cana-3965	375	5	reflect	reflect	VERB
cana-3965	375	6	real	real	ADJ
cana-3965	375	7	-	-	PUNCT
cana-3965	375	8	world	world	NOUN
cana-3965	375	9	robustness	robustness	NOUN
cana-3965	375	10	.	.	PUNCT
cana-3965	376	1	[	[	X
cana-3965	376	2	40	40	NUM
cana-3965	376	3	]	]	X
cana-3965	376	4	cad	cad	PROPN
cana-3965	376	5	for	for	ADP
cana-3965	376	6	pododactyl	pododactyl	PROPN
cana-3965	376	7	radiography	radiography	NOUN
cana-3965	376	8	bleu-4	bleu-4	NOUN
cana-3965	376	9	:	:	PUNCT
cana-3965	376	10	0.612	0.612	NUM
cana-3965	376	11	;	;	PUNCT
cana-3965	376	12	rouge	rouge	NOUN
cana-3965	376	13	-	-	PUNCT
cana-3965	376	14	l	l	NOUN
cana-3965	376	15	:	:	PUNCT
cana-3965	376	16	0.633	0.633	NUM
cana-3965	376	17	automates	automate	NOUN
cana-3965	376	18	pododactyl	pododactyl	PROPN
cana-3965	376	19	pathology	pathology	PROPN
cana-3965	376	20	reports	report	VERB
cana-3965	376	21	with	with	ADP
cana-3965	376	22	high	high	ADJ
cana-3965	376	23	quality	quality	NOUN
cana-3965	376	24	.	.	PUNCT
cana-3965	377	1	integrates	integrate	NOUN
cana-3965	377	2	cnn	cnn	PROPN
cana-3965	377	3	and	and	CCONJ
cana-3965	377	4	transformers	transformer	NOUN
cana-3965	377	5	effectively	effectively	ADV
cana-3965	377	6	.	.	PUNCT
cana-3965	378	1	dataset	dataset	ADJ
cana-3965	378	2	focus	focus	NOUN
cana-3965	378	3	limits	limit	VERB
cana-3965	378	4	pathology	pathology	NOUN
cana-3965	378	5	diversity	diversity	NOUN
cana-3965	378	6	.	.	PUNCT
cana-3965	379	1	it	it	PRON
cana-3965	379	2	has	have	AUX
cana-3965	379	3	been	be	AUX
cana-3965	379	4	noticed	notice	VERB
cana-3965	379	5	that	that	SCONJ
cana-3965	379	6	llms	llm	NOUN
cana-3965	379	7	show	show	VERB
cana-3965	379	8	adaptability	adaptability	NOUN
cana-3965	379	9	in	in	ADP
cana-3965	379	10	dealing	deal	VERB
cana-3965	379	11	with	with	ADP
cana-3965	379	12	various	various	ADJ
cana-3965	379	13	issues	issue	NOUN
cana-3965	379	14	of	of	ADP
cana-3965	379	15	health	health	NOUN
cana-3965	379	16	,	,	PUNCT
cana-3965	379	17	education	education	NOUN
cana-3965	379	18	,	,	PUNCT
cana-3965	379	19	or	or	CCONJ
cana-3965	379	20	management	management	NOUN
cana-3965	379	21	in	in	ADP
cana-3965	379	22	a	a	DET
cana-3965	379	23	crisis	crisis	NOUN
cana-3965	379	24	situation	situation	NOUN
cana-3965	379	25	.	.	PUNCT
cana-3965	380	1	for	for	ADP
cana-3965	380	2	example	example	NOUN
cana-3965	380	3	,	,	PUNCT
cana-3965	380	4	[	[	X
cana-3965	380	5	30	30	NUM
cana-3965	380	6	]	]	PUNCT
cana-3965	380	7	and	and	CCONJ
cana-3965	380	8	[	[	X
cana-3965	380	9	33	33	NUM
cana-3965	380	10	]	]	PUNCT
cana-3965	380	11	show	show	VERB
cana-3965	380	12	high	high	ADJ
cana-3965	380	13	accuracy	accuracy	NOUN
cana-3965	380	14	and	and	CCONJ
cana-3965	380	15	clinical	clinical	ADJ
cana-3965	380	16	utility	utility	NOUN
cana-3965	380	17	,	,	PUNCT
cana-3965	380	18	so	so	CCONJ
cana-3965	380	19	there	there	PRON
cana-3965	380	20	is	be	VERB
cana-3965	380	21	a	a	DET
cana-3965	380	22	high	high	ADJ
cana-3965	380	23	potential	potential	NOUN
cana-3965	380	24	to	to	PART
cana-3965	380	25	apply	apply	VERB
cana-3965	380	26	llms	llm	NOUN
cana-3965	380	27	to	to	ADP
cana-3965	380	28	specialized	specialized	ADJ
cana-3965	380	29	medical	medical	ADJ
cana-3965	380	30	tasks	task	NOUN
cana-3965	380	31	.	.	PUNCT
cana-3965	381	1	however	however	ADV
cana-3965	381	2	,	,	PUNCT
cana-3965	381	3	challenges	challenge	NOUN
cana-3965	381	4	such	such	ADJ
cana-3965	381	5	as	as	ADP
cana-3965	381	6	bias	bias	NOUN
cana-3965	381	7	magnification	magnification	NOUN
cana-3965	381	8	(	(	PUNCT
cana-3965	381	9	[	[	X
cana-3965	381	10	26	26	NUM
cana-3965	381	11	]	]	NUM
cana-3965	381	12	)	)	PUNCT
cana-3965	381	13	,	,	PUNCT
cana-3965	381	14	vulnerability	vulnerability	NOUN
cana-3965	381	15	to	to	ADP
cana-3965	381	16	misinformation	misinformation	NOUN
cana-3965	381	17	(	(	PUNCT
cana-3965	381	18	[	[	X
cana-3965	381	19	32	32	NUM
cana-3965	381	20	]	]	NUM
cana-3965	381	21	)	)	PUNCT
cana-3965	381	22	,	,	PUNCT
cana-3965	381	23	and	and	CCONJ
cana-3965	381	24	a	a	DET
cana-3965	381	25	lack	lack	NOUN
cana-3965	381	26	of	of	ADP
cana-3965	381	27	diversity	diversity	NOUN
cana-3965	381	28	in	in	ADP
cana-3965	381	29	the	the	DET
cana-3965	381	30	datasets	dataset	NOUN
cana-3965	381	31	(	(	PUNCT
cana-3965	381	32	[	[	X
cana-3965	381	33	31	31	NUM
cana-3965	381	34	]	]	PUNCT
cana-3965	381	35	,	,	PUNCT
cana-3965	381	36	[	[	X
cana-3965	381	37	40	40	NUM
cana-3965	381	38	]	]	PUNCT
cana-3965	381	39	)	)	PUNCT
cana-3965	381	40	underscore	underscore	VERB
cana-3965	381	41	the	the	DET
cana-3965	381	42	need	need	NOUN
cana-3965	381	43	for	for	ADP
cana-3965	381	44	sets	set	NOUN
cana-3965	381	45	that	that	PRON
cana-3965	381	46	provide	provide	VERB
cana-3965	381	47	robustness	robustness	NOUN
cana-3965	381	48	and	and	CCONJ
cana-3965	381	49	generalizability	generalizability	NOUN
cana-3965	381	50	.	.	PUNCT
cana-3965	382	1	some	some	PRON
cana-3965	382	2	of	of	ADP
cana-3965	382	3	the	the	DET
cana-3965	382	4	future	future	ADJ
cana-3965	382	5	works	work	NOUN
cana-3965	382	6	include	include	VERB
cana-3965	382	7	improvement	improvement	NOUN
cana-3965	382	8	of	of	ADP
cana-3965	382	9	explainability	explainability	NOUN
cana-3965	382	10	for	for	ADP
cana-3965	382	11	llms	llm	NOUN
cana-3965	382	12	,	,	PUNCT
cana-3965	382	13	reduction	reduction	NOUN
cana-3965	382	14	in	in	ADP
cana-3965	382	15	inherent	inherent	ADJ
cana-3965	382	16	biases	bias	NOUN
cana-3965	382	17	of	of	ADP
cana-3965	382	18	llm	llm	PROPN
cana-3965	382	19	,	,	PUNCT
cana-3965	382	20	and	and	CCONJ
cana-3965	382	21	extension	extension	NOUN
cana-3965	382	22	in	in	ADP
cana-3965	382	23	capabilities	capability	NOUN
cana-3965	382	24	to	to	ADP
cana-3965	382	25	much	much	ADV
cana-3965	382	26	broader	broad	ADJ
cana-3965	382	27	applications	application	NOUN
cana-3965	382	28	.	.	PUNCT
cana-3965	383	1	such	such	ADJ
cana-3965	383	2	cooperation	cooperation	NOUN
cana-3965	383	3	on	on	ADP
cana-3965	383	4	benchmarking	benchmarke	VERB
cana-3965	383	5	and	and	CCONJ
cana-3965	383	6	open	open	ADJ
cana-3965	383	7	-	-	PUNCT
cana-3965	383	8	source	source	NOUN
cana-3965	383	9	model	model	NOUN
cana-3965	383	10	building	building	NOUN
cana-3965	383	11	,	,	PUNCT
cana-3965	383	12	as	as	SCONJ
cana-3965	383	13	outlined	outline	VERB
cana-3965	383	14	in	in	ADP
cana-3965	383	15	[	[	X
cana-3965	383	16	36	36	NUM
cana-3965	383	17	]	]	PUNCT
cana-3965	383	18	,	,	PUNCT
cana-3965	383	19	could	could	AUX
cana-3965	383	20	lead	lead	VERB
cana-3965	383	21	to	to	ADP
cana-3965	383	22	better	well	ADJ
cana-3965	383	23	llm	llm	ADV
cana-3965	383	24	-	-	PUNCT
cana-3965	383	25	based	base	VERB
cana-3965	383	26	solutions	solution	NOUN
cana-3965	383	27	-	-	PUNCT
cana-3965	383	28	solutions	solution	NOUN
cana-3965	383	29	that	that	PRON
cana-3965	383	30	are	be	AUX
cana-3965	383	31	thus	thus	ADV
cana-3965	383	32	both	both	CCONJ
cana-3965	383	33	fairer	fair	ADJ
cana-3965	383	34	and	and	CCONJ
cana-3965	383	35	more	more	ADV
cana-3965	383	36	transparent	transparent	ADJ
cana-3965	383	37	.	.	PUNCT
cana-3965	384	1	4	4	X
cana-3965	384	2	.	.	X
cana-3965	384	3	conclusion	conclusion	NOUN
cana-3965	384	4	the	the	DET
cana-3965	384	5	above	above	ADJ
cana-3965	384	6	body	body	NOUN
cana-3965	384	7	of	of	ADP
cana-3965	384	8	work	work	NOUN
cana-3965	384	9	reviewed	review	VERB
cana-3965	384	10	indicates	indicate	VERB
cana-3965	384	11	that	that	SCONJ
cana-3965	384	12	llms	llm	NOUN
cana-3965	384	13	possess	possess	VERB
cana-3965	384	14	wide	wide	ADV
cana-3965	384	15	-	-	PUNCT
cana-3965	384	16	ranging	range	VERB
cana-3965	384	17	transformative	transformative	ADJ
cana-3965	384	18	capacities	capacity	NOUN
cana-3965	384	19	in	in	ADP
cana-3965	384	20	domains	domain	NOUN
cana-3965	384	21	such	such	ADJ
cana-3965	384	22	as	as	ADP
cana-3965	384	23	medical	medical	ADJ
cana-3965	384	24	diagnostics	diagnostic	NOUN
cana-3965	384	25	,	,	PUNCT
cana-3965	384	26	report	report	NOUN
cana-3965	384	27	generation	generation	NOUN
cana-3965	384	28	,	,	PUNCT
cana-3965	384	29	and	and	CCONJ
cana-3965	384	30	education	education	NOUN
cana-3965	384	31	.	.	PUNCT
cana-3965	385	1	most	most	ADV
cana-3965	385	2	recently	recently	ADV
cana-3965	385	3	,	,	PUNCT
cana-3965	385	4	a	a	DET
cana-3965	385	5	number	number	NOUN
cana-3965	385	6	of	of	ADP
cana-3965	385	7	studies	study	NOUN
cana-3965	385	8	were	be	AUX
cana-3965	385	9	processed	process	VERB
cana-3965	385	10	that	that	PRON
cana-3965	385	11	investigate	investigate	VERB
cana-3965	385	12	different	different	ADJ
cana-3965	385	13	hybrid	hybrid	ADJ
cana-3965	385	14	frameworks	framework	NOUN
cana-3965	385	15	and	and	CCONJ
cana-3965	385	16	models	model	NOUN
cana-3965	385	17	of	of	ADP
cana-3965	385	18	llms	llm	NOUN
cana-3965	385	19	,	,	PUNCT
cana-3965	385	20	especially	especially	ADV
cana-3965	385	21	transformer	transformer	ADJ
cana-3965	385	22	architecture	architecture	NOUN
cana-3965	385	23	-	-	PUNCT
cana-3965	385	24	based	base	VERB
cana-3965	385	25	models	model	NOUN
cana-3965	385	26	,	,	PUNCT
cana-3965	385	27	including	include	VERB
cana-3965	385	28	gpt-3	gpt-3	X
cana-3965	385	29	and	and	CCONJ
cana-3965	385	30	gpt-4	gpt-4	NOUN
cana-3965	385	31	,	,	PUNCT
cana-3965	385	32	bert	bert	NOUN
cana-3965	385	33	-	-	PUNCT
cana-3965	385	34	derived	derive	VERB
cana-3965	385	35	models	model	NOUN
cana-3965	385	36	,	,	PUNCT
cana-3965	385	37	and	and	CCONJ
cana-3965	385	38	other	other	ADJ
cana-3965	385	39	niche	niche	NOUN
cana-3965	385	40	biomedical	biomedical	ADJ
cana-3965	385	41	models	model	NOUN
cana-3965	385	42	specially	specially	ADV
cana-3965	385	43	designed	design	VERB
cana-3965	385	44	for	for	ADP
cana-3965	385	45	their	their	PRON
cana-3965	385	46	applications	application	NOUN
cana-3965	385	47	,	,	PUNCT
cana-3965	385	48	like	like	ADP
cana-3965	385	49	biogpt	biogpt	NOUN
cana-3965	385	50	and	and	CCONJ
cana-3965	385	51	med	med	ADJ
cana-3965	385	52	-	-	PUNCT
cana-3965	385	53	palm	palm	NOUN
cana-3965	385	54	.	.	PUNCT
cana-3965	386	1	among	among	ADP
cana-3965	386	2	all	all	DET
cana-3965	386	3	the	the	DET
cana-3965	386	4	models	model	NOUN
cana-3965	386	5	tested	test	VERB
cana-3965	386	6	,	,	PUNCT
cana-3965	386	7	gpt-3	gpt-3	X
cana-3965	386	8	and	and	CCONJ
cana-3965	386	9	all	all	DET
cana-3965	386	10	the	the	DET
cana-3965	386	11	related	related	ADJ
cana-3965	386	12	models	model	NOUN
cana-3965	386	13	were	be	AUX
cana-3965	386	14	those	those	PRON
cana-3965	386	15	most	most	ADV
cana-3965	386	16	applied	apply	VERB
cana-3965	386	17	because	because	SCONJ
cana-3965	386	18	they	they	PRON
cana-3965	386	19	communications	communication	VERB
cana-3965	386	20	on	on	ADP
cana-3965	386	21	applied	apply	VERB
cana-3965	386	22	nonlinear	nonlinear	ADJ
cana-3965	386	23	analysis	analysis	NOUN
cana-3965	386	24	issn	issn	NOUN
cana-3965	386	25	:	:	PUNCT
cana-3965	386	26	1074	1074	NUM
cana-3965	386	27	-	-	PUNCT
cana-3965	386	28	133x	133x	NUM
cana-3965	386	29	vol	vol	NOUN
cana-3965	386	30	32	32	NUM
cana-3965	386	31	no	no	NOUN
cana-3965	386	32	.	.	PUNCT
cana-3965	387	1	9s	9s	NUM
cana-3965	387	2	(	(	PUNCT
cana-3965	387	3	2025	2025	NUM
cana-3965	387	4	)	)	PUNCT
cana-3965	387	5	586	586	NUM
cana-3965	387	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	387	7	are	be	AUX
cana-3965	387	8	very	very	ADV
cana-3965	387	9	versatile	versatile	ADJ
cana-3965	387	10	and	and	CCONJ
cana-3965	387	11	adaptable	adaptable	ADJ
cana-3965	387	12	to	to	ADP
cana-3965	387	13	a	a	DET
cana-3965	387	14	wide	wide	ADJ
cana-3965	387	15	cross	cross	NOUN
cana-3965	387	16	-	-	NOUN
cana-3965	387	17	section	section	NOUN
cana-3965	387	18	of	of	ADP
cana-3965	387	19	domains	domain	NOUN
cana-3965	387	20	of	of	ADP
cana-3965	387	21	applications	application	NOUN
cana-3965	387	22	in	in	ADP
cana-3965	387	23	clinical	clinical	ADJ
cana-3965	387	24	practice	practice	NOUN
cana-3965	387	25	.	.	PUNCT
cana-3965	388	1	report	report	NOUN
cana-3965	388	2	generation	generation	NOUN
cana-3965	388	3	was	be	AUX
cana-3965	388	4	optimized	optimize	VERB
cana-3965	388	5	using	use	VERB
cana-3965	388	6	models	model	NOUN
cana-3965	388	7	like	like	ADP
cana-3965	388	8	pegasus	pegasus	PROPN
cana-3965	388	9	and	and	CCONJ
cana-3965	388	10	etb	etb	PROPN
cana-3965	388	11	mii	mii	PROPN
cana-3965	388	12	with	with	ADP
cana-3965	388	13	a	a	DET
cana-3965	388	14	view	view	NOUN
cana-3965	388	15	toward	toward	ADP
cana-3965	388	16	producing	produce	VERB
cana-3965	388	17	highly	highly	ADV
cana-3965	388	18	accurate	accurate	ADJ
cana-3965	388	19	contextual	contextual	ADJ
cana-3965	388	20	outputs	output	NOUN
cana-3965	388	21	that	that	PRON
cana-3965	388	22	could	could	AUX
cana-3965	388	23	be	be	AUX
cana-3965	388	24	clinically	clinically	ADV
cana-3965	388	25	applicable	applicable	ADJ
cana-3965	388	26	.	.	PUNCT
cana-3965	389	1	llms	llm	NOUN
cana-3965	389	2	are	be	AUX
cana-3965	389	3	important	important	ADJ
cana-3965	389	4	in	in	ADP
cana-3965	389	5	reducing	reduce	VERB
cana-3965	389	6	the	the	DET
cana-3965	389	7	workload	workload	NOUN
cana-3965	389	8	of	of	ADP
cana-3965	389	9	clinicians	clinician	NOUN
cana-3965	389	10	,	,	PUNCT
cana-3965	389	11	improving	improve	VERB
cana-3965	389	12	patient	patient	ADJ
cana-3965	389	13	care	care	NOUN
cana-3965	389	14	,	,	PUNCT
cana-3965	389	15	and	and	CCONJ
cana-3965	389	16	enriching	enrich	VERB
cana-3965	389	17	educational	educational	ADJ
cana-3965	389	18	and	and	CCONJ
cana-3965	389	19	diagnostic	diagnostic	ADJ
cana-3965	389	20	workflows	workflow	NOUN
cana-3965	389	21	.	.	PUNCT
cana-3965	390	1	in	in	ADP
cana-3965	390	2	fact	fact	NOUN
cana-3965	390	3	,	,	PUNCT
cana-3965	390	4	there	there	PRON
cana-3965	390	5	was	be	VERB
cana-3965	390	6	significant	significant	ADJ
cana-3965	390	7	dependence	dependence	NOUN
cana-3965	390	8	on	on	ADP
cana-3965	390	9	ensemble	ensemble	ADJ
cana-3965	390	10	methods	method	NOUN
cana-3965	390	11	that	that	PRON
cana-3965	390	12	comprised	comprise	VERB
cana-3965	390	13	of	of	ADP
cana-3965	390	14	both	both	DET
cana-3965	390	15	comcare	comcare	NOUN
cana-3965	390	16	and	and	CCONJ
cana-3965	390	17	medfound	medfound	NOUN
cana-3965	390	18	with	with	ADP
cana-3965	390	19	multiple	multiple	ADJ
cana-3965	390	20	pre	pre	ADJ
cana-3965	390	21	-	-	ADJ
cana-3965	390	22	trained	train	VERB
cana-3965	390	23	models	model	NOUN
cana-3965	390	24	in	in	ADP
cana-3965	390	25	solving	solve	VERB
cana-3965	390	26	tasks	task	NOUN
cana-3965	390	27	of	of	ADP
cana-3965	390	28	high	high	ADJ
cana-3965	390	29	accuracy	accuracy	NOUN
cana-3965	390	30	for	for	ADP
cana-3965	390	31	complex	complex	ADJ
cana-3965	390	32	reasoning	reasoning	NOUN
cana-3965	390	33	.	.	PUNCT
cana-3965	391	1	those	those	PRON
cana-3965	391	2	were	be	AUX
cana-3965	391	3	stronger	strong	ADJ
cana-3965	391	4	at	at	ADP
cana-3965	391	5	some	some	PRON
cana-3965	391	6	of	of	ADP
cana-3965	391	7	the	the	DET
cana-3965	391	8	specific	specific	ADJ
cana-3965	391	9	tasks	task	NOUN
cana-3965	391	10	such	such	ADJ
cana-3965	391	11	as	as	ADP
cana-3965	391	12	ner	ner	NOUN
cana-3965	391	13	,	,	PUNCT
cana-3965	391	14	re	re	ADP
cana-3965	391	15	,	,	PUNCT
cana-3965	391	16	and	and	CCONJ
cana-3965	391	17	multimodal	multimodal	NOUN
cana-3965	391	18	fusion	fusion	NOUN
cana-3965	391	19	that	that	PRON
cana-3965	391	20	assist	assist	VERB
cana-3965	391	21	with	with	ADP
cana-3965	391	22	clinical	clinical	ADJ
cana-3965	391	23	decision	decision	NOUN
cana-3965	391	24	-	-	PUNCT
cana-3965	391	25	making	making	NOUN
cana-3965	391	26	.	.	PUNCT
cana-3965	392	1	this	this	PRON
cana-3965	392	2	has	have	AUX
cana-3965	392	3	been	be	AUX
cana-3965	392	4	an	an	DET
cana-3965	392	5	example	example	NOUN
cana-3965	392	6	of	of	ADP
cana-3965	392	7	task	task	NOUN
cana-3965	392	8	-	-	PUNCT
cana-3965	392	9	specific	specific	ADJ
cana-3965	392	10	fine	fine	NOUN
cana-3965	392	11	-	-	PUNCT
cana-3965	392	12	tuning	tuning	NOUN
cana-3965	392	13	as	as	ADV
cana-3965	392	14	seen	see	VERB
cana-3965	392	15	with	with	ADP
cana-3965	392	16	med	med	ADJ
cana-3965	392	17	-	-	PUNCT
cana-3965	392	18	palm	palm	NOUN
cana-3965	392	19	2	2	NUM
cana-3965	392	20	,	,	PUNCT
cana-3965	392	21	and	and	CCONJ
cana-3965	392	22	greatly	greatly	ADV
cana-3965	392	23	benefited	benefit	VERB
cana-3965	392	24	the	the	DET
cana-3965	392	25	question	question	NOUN
cana-3965	392	26	-	-	PUNCT
cana-3965	392	27	answering	answer	VERB
cana-3965	392	28	scenario	scenario	NOUN
cana-3965	392	29	up	up	ADP
cana-3965	392	30	to	to	ADP
cana-3965	392	31	an	an	DET
cana-3965	392	32	86.5	86.5	NUM
cana-3965	392	33	%	%	NOUN
cana-3965	392	34	score	score	NOUN
cana-3965	392	35	on	on	ADP
cana-3965	392	36	the	the	DET
cana-3965	392	37	medqa	medqa	ADJ
cana-3965	392	38	dataset	dataset	NOUN
cana-3965	392	39	.	.	PUNCT
cana-3965	393	1	dizzyinsight	dizzyinsight	PROPN
cana-3965	393	2	and	and	CCONJ
cana-3965	393	3	erg	erg	PROPN
cana-3965	393	4	-	-	PUNCT
cana-3965	393	5	ai	ai	NOUN
cana-3965	393	6	demonstrated	demonstrate	VERB
cana-3965	393	7	domain	domain	NOUN
cana-3965	393	8	-	-	PUNCT
cana-3965	393	9	specific	specific	ADJ
cana-3965	393	10	knowledge	knowledge	NOUN
cana-3965	393	11	that	that	PRON
cana-3965	393	12	combines	combine	VERB
cana-3965	393	13	the	the	DET
cana-3965	393	14	functionalities	functionality	NOUN
cana-3965	393	15	of	of	ADP
cana-3965	393	16	llms	llm	NOUN
cana-3965	393	17	addressing	address	VERB
cana-3965	393	18	niche	niche	NOUN
cana-3965	393	19	health	health	NOUN
cana-3965	393	20	-	-	PUNCT
cana-3965	393	21	related	relate	VERB
cana-3965	393	22	problems	problem	NOUN
cana-3965	393	23	such	such	ADJ
cana-3965	393	24	as	as	ADP
cana-3965	393	25	etiology	etiology	NOUN
cana-3965	393	26	classification	classification	NOUN
cana-3965	393	27	for	for	ADP
cana-3965	393	28	dizziness	dizziness	NOUN
cana-3965	393	29	,	,	PUNCT
cana-3965	393	30	all	all	DET
cana-3965	393	31	the	the	DET
cana-3965	393	32	way	way	NOUN
cana-3965	393	33	to	to	ADP
cana-3965	393	34	the	the	DET
cana-3965	393	35	assessment	assessment	NOUN
cana-3965	393	36	of	of	ADP
cana-3965	393	37	health	health	NOUN
cana-3965	393	38	risks	risk	NOUN
cana-3965	393	39	related	relate	VERB
cana-3965	393	40	to	to	ADP
cana-3965	393	41	ergonomics	ergonomic	NOUN
cana-3965	393	42	.	.	PUNCT
cana-3965	394	1	however	however	ADV
cana-3965	394	2	,	,	PUNCT
cana-3965	394	3	high	high	ADJ
cana-3965	394	4	energy	energy	NOUN
cana-3965	394	5	consumption	consumption	NOUN
cana-3965	394	6	and	and	CCONJ
cana-3965	394	7	computational	computational	ADJ
cana-3965	394	8	complexity	complexity	NOUN
cana-3965	394	9	are	be	AUX
cana-3965	394	10	the	the	DET
cana-3965	394	11	two	two	NUM
cana-3965	394	12	key	key	ADJ
cana-3965	394	13	challenges	challenge	NOUN
cana-3965	394	14	remaining	remain	VERB
cana-3965	394	15	that	that	PRON
cana-3965	394	16	would	would	AUX
cana-3965	394	17	demand	demand	VERB
cana-3965	394	18	more	more	ADJ
cana-3965	394	19	future	future	ADJ
cana-3965	394	20	development	development	NOUN
cana-3965	394	21	in	in	ADP
cana-3965	394	22	efficiency	efficiency	NOUN
cana-3965	394	23	and	and	CCONJ
cana-3965	394	24	sustainability	sustainability	NOUN
cana-3965	394	25	.	.	PUNCT
cana-3965	395	1	for	for	ADP
cana-3965	395	2	the	the	DET
cana-3965	395	3	medical	medical	ADJ
cana-3965	395	4	reports	report	NOUN
cana-3965	395	5	generation	generation	NOUN
cana-3965	395	6	,	,	PUNCT
cana-3965	395	7	the	the	DET
cana-3965	395	8	best	good	ADJ
cana-3965	395	9	possible	possible	ADJ
cana-3965	395	10	solutions	solution	NOUN
cana-3965	395	11	are	be	AUX
cana-3965	395	12	identified	identify	VERB
cana-3965	395	13	between	between	ADP
cana-3965	395	14	the	the	DET
cana-3965	395	15	visionlanguage	visionlanguage	NOUN
cana-3965	395	16	models	model	NOUN
cana-3965	395	17	pegasus	pegasus	PROPN
cana-3965	395	18	and	and	CCONJ
cana-3965	395	19	etb	etb	PROPN
cana-3965	395	20	mii	mii	PROPN
cana-3965	395	21	,	,	PUNCT
cana-3965	395	22	and	and	CCONJ
cana-3965	395	23	cad	cad	NOUN
cana-3965	395	24	-	-	PUNCT
cana-3965	395	25	integrated	integrate	VERB
cana-3965	395	26	frameworks	framework	NOUN
cana-3965	395	27	like	like	ADP
cana-3965	395	28	llama-2	llama-2	PROPN
cana-3965	395	29	,	,	PUNCT
cana-3965	395	30	which	which	PRON
cana-3965	395	31	tends	tend	VERB
cana-3965	395	32	to	to	PART
cana-3965	395	33	combine	combine	VERB
cana-3965	395	34	visual	visual	ADJ
cana-3965	395	35	and	and	CCONJ
cana-3965	395	36	textual	textual	ADJ
cana-3965	395	37	data	datum	NOUN
cana-3965	395	38	seamlessly	seamlessly	ADV
cana-3965	395	39	,	,	PUNCT
cana-3965	395	40	with	with	ADP
cana-3965	395	41	the	the	DET
cana-3965	395	42	highest	high	ADJ
cana-3965	395	43	bleu	bleu	NOUN
cana-3965	395	44	and	and	CCONJ
cana-3965	395	45	rouge	rouge	NOUN
cana-3965	395	46	scores	score	NOUN
cana-3965	395	47	even	even	ADV
cana-3965	395	48	in	in	ADP
cana-3965	395	49	fully	fully	ADV
cana-3965	395	50	automated	automate	VERB
cana-3965	395	51	report	report	NOUN
cana-3965	395	52	generation	generation	NOUN
cana-3965	395	53	tasks	task	NOUN
cana-3965	395	54	.	.	PUNCT
cana-3965	396	1	with	with	ADP
cana-3965	396	2	pegasus	pegasus	PROPN
cana-3965	396	3	,	,	PUNCT
cana-3965	396	4	the	the	DET
cana-3965	396	5	performance	performance	NOUN
cana-3965	396	6	came	come	VERB
cana-3965	396	7	along	along	ADP
cana-3965	396	8	with	with	ADP
cana-3965	396	9	personalized	personalized	ADJ
cana-3965	396	10	and	and	CCONJ
cana-3965	396	11	clinically	clinically	ADV
cana-3965	396	12	acceptable	acceptable	ADJ
cana-3965	396	13	impressions	impression	NOUN
cana-3965	396	14	in	in	ADP
cana-3965	396	15	pet	pet	ADJ
cana-3965	396	16	imaging	imaging	NOUN
cana-3965	396	17	.	.	PUNCT
cana-3965	397	1	etb	etb	PROPN
cana-3965	397	2	mii	mii	PROPN
cana-3965	397	3	tends	tend	VERB
cana-3965	397	4	to	to	PART
cana-3965	397	5	perform	perform	VERB
cana-3965	397	6	better	well	ADV
cana-3965	397	7	in	in	ADP
cana-3965	397	8	narrative	narrative	ADJ
cana-3965	397	9	radiology	radiology	NOUN
cana-3965	397	10	reporting	reporting	NOUN
cana-3965	397	11	tasks	task	NOUN
cana-3965	397	12	with	with	ADP
cana-3965	397	13	computational	computational	ADJ
cana-3965	397	14	requirements	requirement	NOUN
cana-3965	397	15	that	that	PRON
cana-3965	397	16	are	be	AUX
cana-3965	397	17	at	at	ADP
cana-3965	397	18	the	the	DET
cana-3965	397	19	lower	low	ADJ
cana-3965	397	20	end	end	NOUN
cana-3965	397	21	.	.	PUNCT
cana-3965	398	1	it	it	PRON
cana-3965	398	2	also	also	ADV
cana-3965	398	3	comprised	comprise	VERB
cana-3965	398	4	the	the	DET
cana-3965	398	5	fact	fact	NOUN
cana-3965	398	6	that	that	SCONJ
cana-3965	398	7	state	state	NOUN
cana-3965	398	8	-	-	PUNCT
cana-3965	398	9	of	of	ADP
cana-3965	398	10	-	-	PUNCT
cana-3965	398	11	the	the	DET
cana-3965	398	12	-	-	PUNCT
cana-3965	398	13	art	art	NOUN
cana-3965	398	14	llm	llm	PROPN
cana-3965	398	15	capabilities	capability	NOUN
cana-3965	398	16	are	be	AUX
cana-3965	398	17	democratized	democratize	VERB
cana-3965	398	18	for	for	ADP
cana-3965	398	19	resource	resource	NOUN
cana-3965	398	20	-	-	PUNCT
cana-3965	398	21	constrained	constrain	VERB
cana-3965	398	22	settings	setting	NOUN
cana-3965	398	23	,	,	PUNCT
cana-3965	398	24	balancing	balance	VERB
cana-3965	398	25	performance	performance	NOUN
cana-3965	398	26	with	with	ADP
cana-3965	398	27	transparency	transparency	NOUN
cana-3965	398	28	since	since	SCONJ
cana-3965	398	29	open	open	ADJ
cana-3965	398	30	-	-	PUNCT
cana-3965	398	31	source	source	NOUN
cana-3965	398	32	frameworks	framework	NOUN
cana-3965	398	33	like	like	ADP
cana-3965	398	34	openmedlm	openmedlm	ADJ
cana-3965	398	35	enable	enable	VERB
cana-3965	398	36	this	this	PRON
cana-3965	398	37	.	.	PUNCT
cana-3965	399	1	this	this	DET
cana-3965	399	2	work	work	NOUN
cana-3965	399	3	is	be	AUX
cana-3965	399	4	going	go	VERB
cana-3965	399	5	to	to	PART
cana-3965	399	6	focus	focus	VERB
cana-3965	399	7	on	on	ADP
cana-3965	399	8	improvement	improvement	NOUN
cana-3965	399	9	toward	toward	ADP
cana-3965	399	10	interpretability	interpretability	NOUN
cana-3965	399	11	and	and	CCONJ
cana-3965	399	12	trustworthiness	trustworthiness	NOUN
cana-3965	399	13	of	of	ADP
cana-3965	399	14	llms	llm	NOUN
cana-3965	399	15	in	in	ADP
cana-3965	399	16	counteracting	counteract	VERB
cana-3965	399	17	ethical	ethical	ADJ
cana-3965	399	18	issues	issue	NOUN
cana-3965	399	19	such	such	ADJ
cana-3965	399	20	as	as	ADP
cana-3965	399	21	bias	bias	NOUN
cana-3965	399	22	mitigation	mitigation	NOUN
cana-3965	399	23	and	and	CCONJ
cana-3965	399	24	vulnerabilities	vulnerability	NOUN
cana-3965	399	25	to	to	ADP
cana-3965	399	26	misinformation	misinformation	NOUN
cana-3965	399	27	.	.	PUNCT
cana-3965	400	1	further	far	ADV
cana-3965	400	2	tailoring	tailor	VERB
cana-3965	400	3	applications	application	NOUN
cana-3965	400	4	of	of	ADP
cana-3965	400	5	these	these	DET
cana-3965	400	6	models	model	NOUN
cana-3965	400	7	into	into	ADP
cana-3965	400	8	high	high	ADJ
cana-3965	400	9	-	-	PUNCT
cana-3965	400	10	stakes	stake	NOUN
cana-3965	400	11	domains	domain	NOUN
cana-3965	400	12	would	would	AUX
cana-3965	400	13	be	be	AUX
cana-3965	400	14	completing	complete	VERB
cana-3965	400	15	strong	strong	ADJ
cana-3965	400	16	evaluation	evaluation	NOUN
cana-3965	400	17	frameworks	framework	NOUN
cana-3965	400	18	and	and	CCONJ
cana-3965	400	19	incorporating	incorporate	VERB
cana-3965	400	20	causal	causal	ADJ
cana-3965	400	21	reasoning	reasoning	NOUN
cana-3965	400	22	into	into	ADP
cana-3965	400	23	llms	llm	NOUN
cana-3965	400	24	.	.	PUNCT
cana-3965	401	1	hybrid	hybrid	ADJ
cana-3965	401	2	models	model	NOUN
cana-3965	401	3	,	,	PUNCT
cana-3965	401	4	such	such	ADJ
cana-3965	401	5	as	as	ADP
cana-3965	401	6	that	that	PRON
cana-3965	401	7	in	in	ADP
cana-3965	401	8	the	the	DET
cana-3965	401	9	example	example	NOUN
cana-3965	401	10	of	of	ADP
cana-3965	401	11	kellm	kellm	PROPN
cana-3965	401	12	,	,	PUNCT
cana-3965	401	13	combining	combine	VERB
cana-3965	401	14	an	an	DET
cana-3965	401	15	llm	llm	NOUN
cana-3965	401	16	with	with	ADP
cana-3965	401	17	a	a	DET
cana-3965	401	18	knowledge	knowledge	NOUN
cana-3965	401	19	graph	graph	NOUN
cana-3965	401	20	,	,	PUNCT
cana-3965	401	21	may	may	AUX
cana-3965	401	22	open	open	VERB
cana-3965	401	23	up	up	ADP
cana-3965	401	24	avenues	avenue	NOUN
cana-3965	401	25	toward	toward	ADP
cana-3965	401	26	increasing	increase	VERB
cana-3965	401	27	interpretability	interpretability	NOUN
cana-3965	401	28	without	without	ADP
cana-3965	401	29	any	any	DET
cana-3965	401	30	loss	loss	NOUN
cana-3965	401	31	in	in	ADP
cana-3965	401	32	safety	safety	NOUN
cana-3965	401	33	constraints	constraint	NOUN
cana-3965	401	34	.	.	PUNCT
cana-3965	402	1	as	as	SCONJ
cana-3965	402	2	advancement	advancement	NOUN
cana-3965	402	3	in	in	ADP
cana-3965	402	4	prompt	prompt	ADJ
cana-3965	402	5	engineering	engineering	NOUN
cana-3965	402	6	,	,	PUNCT
cana-3965	402	7	multimodal	multimodal	ADJ
cana-3965	402	8	learning	learning	NOUN
cana-3965	402	9	,	,	PUNCT
cana-3965	402	10	and	and	CCONJ
cana-3965	402	11	domain	domain	NOUN
cana-3965	402	12	-	-	PUNCT
cana-3965	402	13	specific	specific	ADJ
cana-3965	402	14	fine	fine	ADV
cana-3965	402	15	-	-	PUNCT
cana-3965	402	16	tuning	tuning	NOUN
cana-3965	402	17	continues	continue	VERB
cana-3965	402	18	to	to	PART
cana-3965	402	19	advance	advance	VERB
cana-3965	402	20	,	,	PUNCT
cana-3965	402	21	the	the	DET
cana-3965	402	22	way	way	NOUN
cana-3965	402	23	medical	medical	ADJ
cana-3965	402	24	reports	report	NOUN
cana-3965	402	25	will	will	AUX
cana-3965	402	26	be	be	AUX
cana-3965	402	27	generated	generate	VERB
cana-3965	402	28	will	will	AUX
cana-3965	402	29	be	be	AUX
cana-3965	402	30	revolutionized	revolutionize	VERB
cana-3965	402	31	and	and	CCONJ
cana-3965	402	32	so	so	ADV
cana-3965	402	33	on	on	ADV
cana-3965	402	34	.	.	PUNCT
cana-3965	403	1	with	with	ADP
cana-3965	403	2	the	the	DET
cana-3965	403	3	next	next	ADJ
cana-3965	403	4	generation	generation	NOUN
cana-3965	403	5	of	of	ADP
cana-3965	403	6	llms	llm	NOUN
cana-3965	403	7	,	,	PUNCT
cana-3965	403	8	aligned	align	VERB
cana-3965	403	9	with	with	ADP
cana-3965	403	10	ethical	ethical	ADJ
cana-3965	403	11	and	and	CCONJ
cana-3965	403	12	practical	practical	ADJ
cana-3965	403	13	considerations	consideration	NOUN
cana-3965	403	14	in	in	ADP
cana-3965	403	15	terms	term	NOUN
cana-3965	403	16	of	of	ADP
cana-3965	403	17	computational	computational	ADJ
cana-3965	403	18	innovation	innovation	NOUN
cana-3965	403	19	,	,	PUNCT
cana-3965	403	20	applications	application	NOUN
cana-3965	403	21	will	will	AUX
cana-3965	403	22	be	be	AUX
cana-3965	403	23	equitable	equitable	ADJ
cana-3965	403	24	,	,	PUNCT
cana-3965	403	25	efficient	efficient	ADJ
cana-3965	403	26	,	,	PUNCT
cana-3965	403	27	and	and	CCONJ
cana-3965	403	28	impactful	impactful	ADJ
cana-3965	403	29	across	across	ADP
cana-3965	403	30	these	these	DET
cana-3965	403	31	healthcare	healthcare	NOUN
cana-3965	403	32	landscapes	landscape	NOUN
cana-3965	403	33	.	.	PUNCT
cana-3965	404	1	references	reference	NOUN
cana-3965	404	2	:	:	PUNCT
cana-3965	405	1	[	[	X
cana-3965	405	2	1	1	NUM
cana-3965	405	3	]	]	PUNCT
cana-3965	405	4	gallifant	gallifant	NOUN
cana-3965	405	5	,	,	PUNCT
cana-3965	405	6	j.	j.	PROPN
cana-3965	405	7	,	,	PUNCT
cana-3965	405	8	afshar	afshar	ADJ
cana-3965	405	9	,	,	PUNCT
cana-3965	405	10	m.	m.	NOUN
cana-3965	405	11	,	,	PUNCT
cana-3965	405	12	ameen	ameen	PROPN
cana-3965	405	13	,	,	PUNCT
cana-3965	405	14	s.	s.	PROPN
cana-3965	405	15	et	et	PROPN
cana-3965	405	16	al	al	PROPN
cana-3965	405	17	.	.	PUNCT
cana-3965	406	1	the	the	DET
cana-3965	406	2	tripod	tripod	NOUN
cana-3965	406	3	-	-	PUNCT
cana-3965	406	4	llm	llm	NOUN
cana-3965	406	5	reporting	reporting	NOUN
cana-3965	406	6	guideline	guideline	NOUN
cana-3965	406	7	for	for	ADP
cana-3965	406	8	studies	study	NOUN
cana-3965	406	9	using	use	VERB
cana-3965	406	10	large	large	ADJ
cana-3965	406	11	language	language	NOUN
cana-3965	406	12	models	model	NOUN
cana-3965	406	13	.	.	PUNCT
cana-3965	407	1	nat	nat	PROPN
cana-3965	407	2	med	me	VERB
cana-3965	407	3	31	31	NUM
cana-3965	407	4	,	,	PUNCT
cana-3965	407	5	60–69	60–69	NUM
cana-3965	407	6	(	(	PUNCT
cana-3965	407	7	2025	2025	NUM
cana-3965	407	8	)	)	PUNCT
cana-3965	407	9	.	.	PUNCT
cana-3965	408	1	https://doi.org/10.1038/s41591-024-03425-5	https://doi.org/10.1038/s41591-024-03425-5	NOUN
cana-3965	409	1	[	[	X
cana-3965	409	2	2	2	NUM
cana-3965	409	3	]	]	X
cana-3965	409	4	sen	sen	PROPN
cana-3965	409	5	,	,	PUNCT
cana-3965	409	6	s.	s.	PROPN
cana-3965	409	7	,	,	PUNCT
cana-3965	409	8	gonzalez	gonzalez	PROPN
cana-3965	409	9	,	,	PUNCT
cana-3965	409	10	v.	v.	PROPN
cana-3965	409	11	,	,	PUNCT
cana-3965	409	12	husom	husom	NOUN
cana-3965	409	13	,	,	PUNCT
cana-3965	409	14	e.j	e.j	PROPN
cana-3965	409	15	.	.	PROPN
cana-3965	409	16	et	et	PROPN
cana-3965	409	17	al	al	PROPN
cana-3965	409	18	.	.	PROPN
cana-3965	410	1	erg	erg	PROPN
cana-3965	410	2	-	-	PUNCT
cana-3965	410	3	ai	ai	NOUN
cana-3965	410	4	:	:	PUNCT
cana-3965	410	5	enhancing	enhance	VERB
cana-3965	410	6	occupational	occupational	ADJ
cana-3965	410	7	ergonomics	ergonomic	NOUN
cana-3965	410	8	with	with	ADP
cana-3965	410	9	uncertainty	uncertainty	NOUN
cana-3965	410	10	-	-	PUNCT
cana-3965	410	11	aware	aware	ADJ
cana-3965	410	12	ml	ml	NOUN
cana-3965	410	13	and	and	CCONJ
cana-3965	410	14	llm	llm	PROPN
cana-3965	410	15	feedback	feedback	NOUN
cana-3965	410	16	.	.	PUNCT
cana-3965	411	1	appl	appl	PROPN
cana-3965	411	2	intell	intell	PROPN
cana-3965	411	3	54	54	NUM
cana-3965	411	4	,	,	PUNCT
cana-3965	411	5	12128–12155	12128–12155	NUM
cana-3965	411	6	(	(	PUNCT
cana-3965	411	7	2024	2024	NUM
cana-3965	411	8	)	)	PUNCT
cana-3965	411	9	.	.	PUNCT
cana-3965	412	1	https://doi.org/10.1007/s10489-024-05796-1	https://doi.org/10.1007/s10489-024-05796-1	PROPN
cana-3965	413	1	[	[	X
cana-3965	413	2	3	3	NUM
cana-3965	413	3	]	]	X
cana-3965	413	4	miah	miah	PROPN
cana-3965	413	5	,	,	PUNCT
cana-3965	413	6	m.s.u	m.s.u	NOUN
cana-3965	413	7	.	.	PROPN
cana-3965	413	8	,	,	PUNCT
cana-3965	413	9	kabir	kabir	PROPN
cana-3965	413	10	,	,	PUNCT
cana-3965	413	11	m.m	m.m	PROPN
cana-3965	413	12	.	.	PROPN
cana-3965	413	13	,	,	PUNCT
cana-3965	413	14	sarwar	sarwar	PROPN
cana-3965	413	15	,	,	PUNCT
cana-3965	413	16	t.b	t.b	PROPN
cana-3965	413	17	.	.	PROPN
cana-3965	413	18	et	et	PROPN
cana-3965	413	19	al	al	PROPN
cana-3965	413	20	.	.	PUNCT
cana-3965	414	1	a	a	DET
cana-3965	414	2	multimodal	multimodal	ADJ
cana-3965	414	3	approach	approach	NOUN
cana-3965	414	4	to	to	ADP
cana-3965	414	5	cross	cross	ADJ
cana-3965	414	6	-	-	ADJ
cana-3965	414	7	lingual	lingual	ADJ
cana-3965	414	8	sentiment	sentiment	NOUN
cana-3965	414	9	analysis	analysis	NOUN
cana-3965	414	10	with	with	ADP
cana-3965	414	11	ensemble	ensemble	ADJ
cana-3965	414	12	of	of	ADP
cana-3965	414	13	transformer	transformer	NOUN
cana-3965	414	14	and	and	CCONJ
cana-3965	414	15	llm	llm	NOUN
cana-3965	414	16	.	.	PUNCT
cana-3965	415	1	sci	sci	PROPN
cana-3965	415	2	rep	rep	PROPN
cana-3965	415	3	14	14	NUM
cana-3965	415	4	,	,	PUNCT
cana-3965	415	5	9603	9603	NUM
cana-3965	415	6	(	(	PUNCT
cana-3965	415	7	2024	2024	NUM
cana-3965	415	8	)	)	PUNCT
cana-3965	415	9	.	.	PUNCT
cana-3965	416	1	https://doi.org/10.1038/s41598-024-60210-7	https://doi.org/10.1038/s41598-024-60210-7	NUM
cana-3965	417	1	[	[	X
cana-3965	417	2	4	4	NUM
cana-3965	417	3	]	]	X
cana-3965	417	4	sarker	sarker	NOUN
cana-3965	417	5	,	,	PUNCT
cana-3965	417	6	i.h	i.h	PROPN
cana-3965	417	7	sets	set	NOUN
cana-3965	417	8	.	.	PUNCT
cana-3965	418	1	llm	llm	NOUN
cana-3965	418	2	potentiality	potentiality	NOUN
cana-3965	418	3	and	and	CCONJ
cana-3965	418	4	awareness	awareness	NOUN
cana-3965	418	5	:	:	PUNCT
cana-3965	418	6	a	a	DET
cana-3965	418	7	position	position	NOUN
cana-3965	418	8	paper	paper	NOUN
cana-3965	418	9	from	from	ADP
cana-3965	418	10	the	the	DET
cana-3965	418	11	perspective	perspective	NOUN
cana-3965	418	12	of	of	ADP
cana-3965	418	13	trustworthy	trustworthy	ADJ
cana-3965	418	14	and	and	CCONJ
cana-3965	418	15	responsible	responsible	ADJ
cana-3965	418	16	ai	ai	VERB
cana-3965	418	17	modeling	modeling	NOUN
cana-3965	418	18	.	.	PUNCT
cana-3965	419	1	discov	discov	PROPN
cana-3965	419	2	artif	artif	PROPN
cana-3965	419	3	intell	intell	VERB
cana-3965	419	4	4	4	NUM
cana-3965	419	5	,	,	PUNCT
cana-3965	419	6	40	40	NUM
cana-3965	419	7	(	(	PUNCT
cana-3965	419	8	2024	2024	NUM
cana-3965	419	9	)	)	PUNCT
cana-3965	419	10	.	.	PUNCT
cana-3965	420	1	https://doi.org/10.1007/s44163-024-00129-0	https://doi.org/10.1007/s44163-024-00129-0	PRON
cana-3965	420	2	https://doi.org/10.1038/s41591-024-03425-5	https://doi.org/10.1038/s41591-024-03425-5	NOUN
cana-3965	420	3	https://doi.org/10.1007/s10489-024-05796-1	https://doi.org/10.1007/s10489-024-05796-1	NUM
cana-3965	420	4	https://doi.org/10.1038/s41598-024-60210-7	https://doi.org/10.1038/s41598-024-60210-7	NUM
cana-3965	420	5	https://doi.org/10.1007/s44163-024-00129-0	https://doi.org/10.1007/s44163-024-00129-0	NUM
cana-3965	420	6	communications	communication	NOUN
cana-3965	420	7	on	on	ADP
cana-3965	420	8	applied	apply	VERB
cana-3965	420	9	nonlinear	nonlinear	ADJ
cana-3965	420	10	analysis	analysis	NOUN
cana-3965	420	11	issn	issn	NOUN
cana-3965	420	12	:	:	PUNCT
cana-3965	420	13	1074	1074	NUM
cana-3965	420	14	-	-	PUNCT
cana-3965	420	15	133x	133x	NUM
cana-3965	420	16	vol	vol	NOUN
cana-3965	420	17	32	32	NUM
cana-3965	420	18	no	no	NOUN
cana-3965	420	19	.	.	PUNCT
cana-3965	421	1	9s	9s	NUM
cana-3965	421	2	(	(	PUNCT
cana-3965	421	3	2025	2025	NUM
cana-3965	421	4	)	)	PUNCT
cana-3965	421	5	587	587	NUM
cana-3965	421	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	422	1	[	[	X
cana-3965	422	2	5	5	NUM
cana-3965	422	3	]	]	X
cana-3965	422	4	sarma	sarma	NOUN
cana-3965	422	5	,	,	PUNCT
cana-3965	422	6	d.	d.	PROPN
cana-3965	422	7	,	,	PUNCT
cana-3965	422	8	rali	rali	PROPN
cana-3965	422	9	,	,	PUNCT
cana-3965	422	10	a.s	a.s	PROPN
cana-3965	422	11	.	.	PROPN
cana-3965	422	12	&	&	CCONJ
cana-3965	422	13	jentzer	jentzer	PROPN
cana-3965	422	14	,	,	PUNCT
cana-3965	422	15	j.c	j.c	PROPN
cana-3965	422	16	.	.	PROPN
cana-3965	422	17	key	key	ADJ
cana-3965	422	18	concepts	concept	NOUN
cana-3965	422	19	in	in	ADP
cana-3965	422	20	machine	machine	NOUN
cana-3965	422	21	learning	learning	NOUN
cana-3965	422	22	and	and	CCONJ
cana-3965	422	23	clinical	clinical	ADJ
cana-3965	422	24	applications	application	NOUN
cana-3965	422	25	in	in	ADP
cana-3965	422	26	the	the	DET
cana-3965	422	27	cardiac	cardiac	ADJ
cana-3965	422	28	intensive	intensive	ADJ
cana-3965	422	29	care	care	NOUN
cana-3965	422	30	unit	unit	NOUN
cana-3965	422	31	.	.	PUNCT
cana-3965	423	1	curr	curr	PROPN
cana-3965	423	2	cardiol	cardiol	PROPN
cana-3965	423	3	rep	rep	PROPN
cana-3965	423	4	27	27	NUM
cana-3965	423	5	,	,	PUNCT
cana-3965	423	6	30	30	NUM
cana-3965	423	7	(	(	PUNCT
cana-3965	423	8	2025	2025	NUM
cana-3965	423	9	)	)	PUNCT
cana-3965	423	10	.	.	PUNCT
cana-3965	424	1	https://doi.org/10.1007/s11886-024-02149-9	https://doi.org/10.1007/s11886-024-02149-9	NUM
cana-3965	425	1	[	[	X
cana-3965	425	2	6	6	NUM
cana-3965	425	3	]	]	PUNCT
cana-3965	425	4	naved	naved	ADJ
cana-3965	425	5	,	,	PUNCT
cana-3965	425	6	b.a	b.a	PROPN
cana-3965	425	7	.	.	PROPN
cana-3965	425	8	,	,	PUNCT
cana-3965	425	9	luo	luo	PROPN
cana-3965	425	10	,	,	PUNCT
cana-3965	425	11	y.	y.	NOUN
cana-3965	425	12	contrasting	contrast	VERB
cana-3965	425	13	rule	rule	NOUN
cana-3965	425	14	and	and	CCONJ
cana-3965	425	15	machine	machine	NOUN
cana-3965	425	16	learning	learning	NOUN
cana-3965	425	17	based	base	VERB
cana-3965	425	18	digital	digital	ADJ
cana-3965	425	19	self	self	NOUN
cana-3965	425	20	triage	triage	NOUN
cana-3965	425	21	systems	system	NOUN
cana-3965	425	22	in	in	ADP
cana-3965	425	23	the	the	DET
cana-3965	425	24	usa	usa	PROPN
cana-3965	425	25	.	.	PROPN
cana-3965	425	26	npj	npj	PROPN
cana-3965	425	27	digit	digit	PROPN
cana-3965	425	28	.	.	PUNCT
cana-3965	426	1	med	med	ADJ
cana-3965	426	2	.	.	PROPN
cana-3965	427	1	7	7	NUM
cana-3965	427	2	,	,	PUNCT
cana-3965	427	3	381	381	NUM
cana-3965	427	4	(	(	PUNCT
cana-3965	427	5	2024	2024	NUM
cana-3965	427	6	)	)	PUNCT
cana-3965	427	7	.	.	PUNCT
cana-3965	428	1	https://doi.org/10.1038/s41746-024-01367-3	https://doi.org/10.1038/s41746-024-01367-3	PROPN
cana-3965	429	1	[	[	X
cana-3965	429	2	7	7	NUM
cana-3965	429	3	]	]	X
cana-3965	429	4	stretton	stretton	PROPN
cana-3965	429	5	,	,	PUNCT
cana-3965	429	6	b.	b.	PROPN
cana-3965	429	7	,	,	PUNCT
cana-3965	429	8	kovoor	kovoor	PROPN
cana-3965	429	9	,	,	PUNCT
cana-3965	429	10	j.	j.	PROPN
cana-3965	429	11	,	,	PUNCT
cana-3965	429	12	arnold	arnold	PROPN
cana-3965	429	13	,	,	PUNCT
cana-3965	429	14	m.	m.	NOUN
cana-3965	429	15	et	et	PROPN
cana-3965	430	1	al	al	PROPN
cana-3965	430	2	.	.	PROPN
cana-3965	430	3	chatgpt	chatgpt	NOUN
cana-3965	430	4	-	-	PUNCT
cana-3965	430	5	based	base	VERB
cana-3965	430	6	learning	learning	NOUN
cana-3965	430	7	:	:	PUNCT
cana-3965	430	8	generative	generative	ADJ
cana-3965	430	9	artificial	artificial	ADJ
cana-3965	430	10	intelligence	intelligence	NOUN
cana-3965	430	11	in	in	ADP
cana-3965	430	12	medical	medical	ADJ
cana-3965	430	13	education	education	NOUN
cana-3965	430	14	.	.	PUNCT
cana-3965	431	1	med.sci.educ	med.sci.educ	X
cana-3965	431	2	.	.	PUNCT
cana-3965	432	1	34	34	NUM
cana-3965	432	2	,	,	PUNCT
cana-3965	432	3	215–217	215–217	NUM
cana-3965	432	4	(	(	PUNCT
cana-3965	432	5	2024	2024	NUM
cana-3965	432	6	)	)	PUNCT
cana-3965	432	7	.	.	PUNCT
cana-3965	433	1	https://doi.org/10.1007/s40670-023-01934-5	https://doi.org/10.1007/s40670-023-01934-5	PROPN
cana-3965	434	1	[	[	X
cana-3965	434	2	8	8	NUM
cana-3965	434	3	]	]	X
cana-3965	434	4	chang	chang	PROPN
cana-3965	434	5	,	,	PUNCT
cana-3965	434	6	yh	yh	PROPN
cana-3965	434	7	sets	set	VERB
cana-3965	434	8	.	.	PUNCT
cana-3965	434	9	,	,	PUNCT
cana-3965	434	10	lin	lin	PROPN
cana-3965	434	11	,	,	PUNCT
cana-3965	434	12	yc	yc	PROPN
cana-3965	434	13	.	.	PROPN
cana-3965	434	14	,	,	PUNCT
cana-3965	434	15	huang	huang	PROPN
cana-3965	434	16	,	,	PUNCT
cana-3965	434	17	fw	fw	PROPN
cana-3965	434	18	.	.	PROPN
cana-3965	434	19	et	et	PROPN
cana-3965	434	20	al	al	PROPN
cana-3965	434	21	.	.	PUNCT
cana-3965	435	1	using	use	VERB
cana-3965	435	2	machine	machine	NOUN
cana-3965	435	3	learning	learning	NOUN
cana-3965	435	4	and	and	CCONJ
cana-3965	435	5	natural	natural	ADJ
cana-3965	435	6	language	language	NOUN
cana-3965	435	7	processing	processing	NOUN
cana-3965	435	8	in	in	ADP
cana-3965	435	9	triage	triage	NOUN
cana-3965	435	10	for	for	ADP
cana-3965	435	11	prediction	prediction	NOUN
cana-3965	435	12	of	of	ADP
cana-3965	435	13	clinical	clinical	ADJ
cana-3965	435	14	disposition	disposition	NOUN
cana-3965	435	15	in	in	ADP
cana-3965	435	16	the	the	DET
cana-3965	435	17	emergency	emergency	NOUN
cana-3965	435	18	department	department	NOUN
cana-3965	435	19	.	.	PUNCT
cana-3965	436	1	bmc	bmc	PROPN
cana-3965	436	2	emerg	emerg	PROPN
cana-3965	436	3	med	med	PROPN
cana-3965	436	4	24	24	NUM
cana-3965	436	5	,	,	PUNCT
cana-3965	436	6	237	237	NUM
cana-3965	436	7	(	(	PUNCT
cana-3965	436	8	2024	2024	NUM
cana-3965	436	9	)	)	PUNCT
cana-3965	436	10	.	.	PUNCT
cana-3965	437	1	https://doi.org/10.1186/s12873-024-01152-1	https://doi.org/10.1186/s12873-024-01152-1	NOUN
cana-3965	438	1	[	[	X
cana-3965	438	2	9	9	NUM
cana-3965	438	3	]	]	SYM
cana-3965	438	4	hussain	hussain	PROPN
cana-3965	438	5	,	,	PUNCT
cana-3965	438	6	s.	s.	PROPN
cana-3965	438	7	,	,	PUNCT
cana-3965	438	8	naseem	naseem	PROPN
cana-3965	438	9	,	,	PUNCT
cana-3965	438	10	u.	u.	PROPN
cana-3965	438	11	,	,	PUNCT
cana-3965	438	12	ali	ali	PROPN
cana-3965	438	13	,	,	PUNCT
cana-3965	438	14	m.	m.	NOUN
cana-3965	438	15	et	et	PROPN
cana-3965	438	16	al	al	PROPN
cana-3965	438	17	.	.	PROPN
cana-3965	438	18	tecrr	tecrr	PROPN
cana-3965	438	19	:	:	PUNCT
cana-3965	438	20	a	a	DET
cana-3965	438	21	benchmark	benchmark	NOUN
cana-3965	438	22	dataset	dataset	NOUN
cana-3965	438	23	of	of	ADP
cana-3965	438	24	radiological	radiological	ADJ
cana-3965	438	25	reports	report	NOUN
cana-3965	438	26	for	for	ADP
cana-3965	438	27	bi	bi	ADJ
cana-3965	438	28	-	-	ADJ
cana-3965	438	29	rads	rads	ADJ
cana-3965	438	30	classification	classification	NOUN
cana-3965	438	31	with	with	ADP
cana-3965	438	32	machine	machine	NOUN
cana-3965	438	33	learning	learning	NOUN
cana-3965	438	34	,	,	PUNCT
cana-3965	438	35	deep	deep	ADJ
cana-3965	438	36	learning	learning	NOUN
cana-3965	438	37	,	,	PUNCT
cana-3965	438	38	and	and	CCONJ
cana-3965	438	39	large	large	ADJ
cana-3965	438	40	language	language	NOUN
cana-3965	438	41	model	model	NOUN
cana-3965	438	42	baselines	baseline	NOUN
cana-3965	438	43	.	.	PUNCT
cana-3965	439	1	bmc	bmc	PROPN
cana-3965	439	2	med	med	ADJ
cana-3965	439	3	inform	inform	NOUN
cana-3965	439	4	decis	decis	PROPN
cana-3965	439	5	mak	mak	PROPN
cana-3965	439	6	24	24	NUM
cana-3965	439	7	,	,	PUNCT
cana-3965	439	8	310	310	NUM
cana-3965	439	9	(	(	PUNCT
cana-3965	439	10	2024	2024	NUM
cana-3965	439	11	)	)	PUNCT
cana-3965	439	12	.	.	PUNCT
cana-3965	439	13	https://doi.org/10.1186/s12911-024-02717-7	https://doi.org/10.1186/s12911-024-02717-7	PUNCT
cana-3965	440	1	[	[	X
cana-3965	440	2	10	10	NUM
cana-3965	440	3	]	]	X
cana-3965	440	4	silvestri	silvestri	ADJ
cana-3965	440	5	,	,	PUNCT
cana-3965	440	6	c.	c.	PROPN
cana-3965	440	7	,	,	PUNCT
cana-3965	440	8	roshal	roshal	PROPN
cana-3965	440	9	,	,	PUNCT
cana-3965	440	10	j.	j.	PROPN
cana-3965	440	11	,	,	PUNCT
cana-3965	440	12	shah	shah	PROPN
cana-3965	440	13	,	,	PUNCT
cana-3965	440	14	m.	m.	NOUN
cana-3965	440	15	et	et	PROPN
cana-3965	440	16	al	al	PROPN
cana-3965	440	17	.	.	PUNCT
cana-3965	440	18	evaluation	evaluation	NOUN
cana-3965	440	19	of	of	ADP
cana-3965	440	20	a	a	DET
cana-3965	440	21	novel	novel	ADJ
cana-3965	440	22	large	large	ADJ
cana-3965	440	23	language	language	NOUN
cana-3965	440	24	model	model	NOUN
cana-3965	440	25	(	(	PUNCT
cana-3965	440	26	llm)-powered	llm)-powere	VERB
cana-3965	440	27	chatbot	chatbot	NOUN
cana-3965	440	28	for	for	ADP
cana-3965	440	29	oral	oral	ADJ
cana-3965	440	30	boards	board	NOUN
cana-3965	440	31	scenarios	scenario	NOUN
cana-3965	440	32	.	.	PUNCT
cana-3965	441	1	global	global	ADJ
cana-3965	441	2	surg	surg	NOUN
cana-3965	441	3	educ	educ	VERB
cana-3965	441	4	3	3	NUM
cana-3965	441	5	,	,	PUNCT
cana-3965	441	6	112	112	NUM
cana-3965	441	7	(	(	PUNCT
cana-3965	441	8	2024	2024	NUM
cana-3965	441	9	)	)	PUNCT
cana-3965	441	10	.	.	PUNCT
cana-3965	442	1	https://doi.org/10.1007/s44186-024-00303-z	https://doi.org/10.1007/s44186-024-00303-z	X
cana-3965	443	1	[	[	X
cana-3965	443	2	11	11	NUM
cana-3965	443	3	]	]	X
cana-3965	443	4	de	de	X
cana-3965	443	5	arriba	arriba	PROPN
cana-3965	443	6	-	-	PUNCT
cana-3965	443	7	pérez	pérez	NOUN
cana-3965	443	8	,	,	PUNCT
cana-3965	443	9	f.	f.	PROPN
cana-3965	443	10	,	,	PUNCT
cana-3965	443	11	garcía	garcía	ADJ
cana-3965	443	12	méndez	méndez	PROPN
cana-3965	443	13	,	,	PUNCT
cana-3965	443	14	s.	s.	PROPN
cana-3965	443	15	,	,	PUNCT
cana-3965	443	16	otero	otero	PROPN
cana-3965	443	17	mosquera	mosquera	NOUN
cana-3965	443	18	,	,	PUNCT
cana-3965	443	19	j.	j.	PROPN
cana-3965	443	20	et	et	PROPN
cana-3965	443	21	al	al	PROPN
cana-3965	443	22	.	.	PUNCT
cana-3965	444	1	explainable	explainable	ADJ
cana-3965	444	2	cognitive	cognitive	ADJ
cana-3965	444	3	decline	decline	NOUN
cana-3965	444	4	detection	detection	NOUN
cana-3965	444	5	in	in	ADP
cana-3965	444	6	free	free	ADJ
cana-3965	444	7	dialogues	dialogue	NOUN
cana-3965	444	8	with	with	ADP
cana-3965	444	9	a	a	DET
cana-3965	444	10	machine	machine	NOUN
cana-3965	444	11	learning	learn	VERB
cana-3965	444	12	approach	approach	NOUN
cana-3965	444	13	based	base	VERB
cana-3965	444	14	on	on	ADP
cana-3965	444	15	pre	pre	ADJ
cana-3965	444	16	-	-	ADJ
cana-3965	444	17	trained	train	VERB
cana-3965	444	18	large	large	ADJ
cana-3965	444	19	language	language	NOUN
cana-3965	444	20	models	model	NOUN
cana-3965	444	21	.	.	PUNCT
cana-3965	445	1	appl	appl	PROPN
cana-3965	445	2	intell	intell	PROPN
cana-3965	445	3	54	54	NUM
cana-3965	445	4	,	,	PUNCT
cana-3965	445	5	12613	12613	NUM
cana-3965	445	6	–	–	SYM
cana-3965	445	7	12628	12628	NUM
cana-3965	445	8	(	(	PUNCT
cana-3965	445	9	2024	2024	NUM
cana-3965	445	10	)	)	PUNCT
cana-3965	445	11	.	.	PUNCT
cana-3965	446	1	https://doi.org/10.1007/s10489-024-05808-0	https://doi.org/10.1007/s10489-024-05808-0	NUM
cana-3965	447	1	[	[	X
cana-3965	447	2	12	12	NUM
cana-3965	447	3	]	]	X
cana-3965	447	4	zhang	zhang	PROPN
cana-3965	447	5	,	,	PUNCT
cana-3965	447	6	x.	x.	PROPN
cana-3965	447	7	,	,	PUNCT
cana-3965	447	8	zhao	zhao	PROPN
cana-3965	447	9	,	,	PUNCT
cana-3965	447	10	g.	g.	PROPN
cana-3965	447	11	,	,	PUNCT
cana-3965	447	12	ren	ren	PROPN
cana-3965	447	13	,	,	PUNCT
cana-3965	447	14	y.	y.	PROPN
cana-3965	447	15	et	et	PROPN
cana-3965	447	16	al	al	PROPN
cana-3965	447	17	.	.	PROPN
cana-3965	447	18	data	datum	NOUN
cana-3965	447	19	augmented	augment	VERB
cana-3965	447	20	large	large	ADJ
cana-3965	447	21	language	language	NOUN
cana-3965	447	22	models	model	NOUN
cana-3965	447	23	for	for	ADP
cana-3965	447	24	medical	medical	ADJ
cana-3965	447	25	record	record	NOUN
cana-3965	447	26	generation	generation	NOUN
cana-3965	447	27	.	.	PUNCT
cana-3965	448	1	appl	appl	PROPN
cana-3965	448	2	intell	intell	PROPN
cana-3965	448	3	55	55	NUM
cana-3965	448	4	,	,	PUNCT
cana-3965	448	5	88	88	NUM
cana-3965	448	6	(	(	PUNCT
cana-3965	448	7	2025	2025	NUM
cana-3965	448	8	)	)	PUNCT
cana-3965	448	9	.	.	PUNCT
cana-3965	449	1	https://doi.org/10.1007/s10489-024-05934-9	https://doi.org/10.1007/s10489-024-05934-9	NUM
cana-3965	449	2	[	[	PUNCT
cana-3965	449	3	13	13	NUM
cana-3965	449	4	]	]	PUNCT
cana-3965	449	5	singhal	singhal	PROPN
cana-3965	449	6	,	,	PUNCT
cana-3965	449	7	k.	k.	PROPN
cana-3965	449	8	,	,	PUNCT
cana-3965	449	9	tu	tu	PROPN
cana-3965	449	10	,	,	PUNCT
cana-3965	449	11	t.	t.	PROPN
cana-3965	449	12	,	,	PUNCT
cana-3965	449	13	gottweis	gottweis	PROPN
cana-3965	449	14	,	,	PUNCT
cana-3965	449	15	j.	j.	PROPN
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cana-3965	449	18	.	.	PROPN
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cana-3965	450	4	level	level	NOUN
cana-3965	450	5	medical	medical	ADJ
cana-3965	450	6	question	question	NOUN
cana-3965	450	7	answering	answer	VERB
cana-3965	450	8	with	with	ADP
cana-3965	450	9	large	large	ADJ
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cana-3965	450	12	.	.	PUNCT
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cana-3965	451	3	(	(	PUNCT
cana-3965	451	4	2025	2025	NUM
cana-3965	451	5	)	)	PUNCT
cana-3965	451	6	.	.	PUNCT
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cana-3965	453	1	[	[	X
cana-3965	453	2	14	14	NUM
cana-3965	453	3	]	]	X
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cana-3965	453	5	,	,	PUNCT
cana-3965	453	6	x.	x.	PROPN
cana-3965	453	7	,	,	PUNCT
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cana-3965	453	13	,	,	PUNCT
cana-3965	453	14	s.	s.	PROPN
cana-3965	453	15	et	et	PROPN
cana-3965	453	16	al	al	PROPN
cana-3965	453	17	.	.	PUNCT
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cana-3965	454	8	models	model	NOUN
cana-3965	454	9	.	.	PUNCT
cana-3965	455	1	j	j	PROPN
cana-3965	455	2	healthc	healthc	PROPN
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cana-3965	455	5	(	(	PUNCT
cana-3965	455	6	2024	2024	NUM
cana-3965	455	7	)	)	PUNCT
cana-3965	455	8	.	.	PUNCT
cana-3965	456	1	https://doi.org/10.1007/s41666-024-00178-1	https://doi.org/10.1007/s41666-024-00178-1	NUM
cana-3965	457	1	[	[	X
cana-3965	457	2	15	15	NUM
cana-3965	457	3	]	]	X
cana-3965	457	4	slack	slack	NOUN
cana-3965	457	5	,	,	PUNCT
cana-3965	457	6	d.	d.	PROPN
cana-3965	457	7	,	,	PUNCT
cana-3965	457	8	krishna	krishna	PROPN
cana-3965	457	9	,	,	PUNCT
cana-3965	457	10	s.	s.	PROPN
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cana-3965	457	14	h	h	NOUN
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cana-3965	457	16	.	.	PUNCT
cana-3965	458	1	et	et	PROPN
cana-3965	458	2	al	al	PROPN
cana-3965	458	3	.	.	PUNCT
cana-3965	459	1	explaining	explain	VERB
cana-3965	459	2	machine	machine	NOUN
cana-3965	459	3	learning	learning	NOUN
cana-3965	459	4	models	model	NOUN
cana-3965	459	5	with	with	ADP
cana-3965	459	6	interactive	interactive	ADJ
cana-3965	459	7	natural	natural	ADJ
cana-3965	459	8	language	language	NOUN
cana-3965	459	9	conversations	conversation	NOUN
cana-3965	459	10	using	use	VERB
cana-3965	459	11	talktomodel	talktomodel	NOUN
cana-3965	459	12	.	.	PUNCT
cana-3965	460	1	nat	nat	PROPN
cana-3965	460	2	mach	mach	NOUN
cana-3965	460	3	intell	intell	NOUN
cana-3965	460	4	5	5	NUM
cana-3965	460	5	,	,	PUNCT
cana-3965	460	6	873–883	873–883	NUM
cana-3965	460	7	(	(	PUNCT
cana-3965	460	8	2023	2023	NUM
cana-3965	460	9	)	)	PUNCT
cana-3965	460	10	.	.	PUNCT
cana-3965	461	1	https://doi.org/10.1038/s42256-02300692-8	https://doi.org/10.1038/s42256-02300692-8	PROPN
cana-3965	462	1	[	[	X
cana-3965	462	2	16	16	NUM
cana-3965	462	3	]	]	X
cana-3965	462	4	woźnicki	woźnicki	PROPN
cana-3965	462	5	,	,	PUNCT
cana-3965	462	6	p.	p.	NOUN
cana-3965	462	7	,	,	PUNCT
cana-3965	462	8	laqua	laqua	PROPN
cana-3965	462	9	,	,	PUNCT
cana-3965	462	10	c.	c.	PROPN
cana-3965	462	11	,	,	PUNCT
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cana-3965	462	13	,	,	PUNCT
cana-3965	462	14	i.	i.	PROPN
cana-3965	462	15	et	et	PROPN
cana-3965	462	16	al	al	PROPN
cana-3965	462	17	.	.	PROPN
cana-3965	462	18	automatic	automatic	ADJ
cana-3965	462	19	structuring	structuring	NOUN
cana-3965	462	20	of	of	ADP
cana-3965	462	21	radiology	radiology	NOUN
cana-3965	462	22	reports	report	NOUN
cana-3965	462	23	with	with	ADP
cana-3965	462	24	on	on	ADP
cana-3965	462	25	-	-	PUNCT
cana-3965	462	26	premise	premise	ADV
cana-3965	462	27	open	open	ADJ
cana-3965	462	28	-	-	PUNCT
cana-3965	462	29	source	source	NOUN
cana-3965	462	30	large	large	ADJ
cana-3965	462	31	language	language	NOUN
cana-3965	462	32	models	model	NOUN
cana-3965	462	33	.	.	PUNCT
cana-3965	463	1	eur	eur	NOUN
cana-3965	463	2	radiol	radiol	NOUN
cana-3965	463	3	(	(	PUNCT
cana-3965	463	4	2024	2024	NUM
cana-3965	463	5	)	)	PUNCT
cana-3965	463	6	.	.	PUNCT
cana-3965	464	1	https://doi.org/10.1007/s00330-024-11074-y	https://doi.org/10.1007/s00330-024-11074-y	PROPN
cana-3965	465	1	[	[	X
cana-3965	465	2	17	17	NUM
cana-3965	465	3	]	]	X
cana-3965	465	4	jin	jin	PROPN
cana-3965	465	5	m	m	PROPN
cana-3965	465	6	,	,	PUNCT
cana-3965	465	7	choi	choi	PROPN
cana-3965	465	8	s	s	PART
cana-3965	465	9	m	m	PROPN
cana-3965	465	10	,	,	PUNCT
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cana-3965	465	13	-	-	PUNCT
cana-3965	465	14	w.	w.	PROPN
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cana-3965	465	16	:	:	PUNCT
cana-3965	465	17	a	a	DET
cana-3965	465	18	collaborative	collaborative	ADJ
cana-3965	465	19	ensemble	ensemble	ADJ
cana-3965	465	20	framework	framework	NOUN
cana-3965	465	21	for	for	ADP
cana-3965	465	22	context	context	NOUN
cana-3965	465	23	-	-	PUNCT
cana-3965	465	24	aware	aware	ADJ
cana-3965	465	25	medical	medical	ADJ
cana-3965	465	26	named	name	VERB
cana-3965	465	27	entity	entity	NOUN
cana-3965	465	28	recognition	recognition	NOUN
cana-3965	465	29	and	and	CCONJ
cana-3965	465	30	relation	relation	NOUN
cana-3965	465	31	extraction	extraction	NOUN
cana-3965	465	32	.	.	PUNCT
cana-3965	466	1	electronics	electronic	NOUN
cana-3965	466	2	.	.	PUNCT
cana-3965	467	1	2025	2025	NUM
cana-3965	467	2	;	;	PUNCT
cana-3965	467	3	14(2):328	14(2):328	NUM
cana-3965	467	4	.	.	PUNCT
cana-3965	468	1	https://doi.org/10.3390/electronics14020328	https://doi.org/10.3390/electronics14020328	PROPN
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cana-3965	469	2	18	18	NUM
cana-3965	469	3	]	]	PUNCT
cana-3965	469	4	xu	xu	PROPN
cana-3965	469	5	t	t	PROPN
cana-3965	469	6	,	,	PUNCT
cana-3965	469	7	li	li	PROPN
cana-3965	469	8	b.	b.	PROPN
cana-3965	469	9	kellm	kellm	PROPN
cana-3965	469	10	:	:	PUNCT
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cana-3965	469	12	-	-	PUNCT
cana-3965	469	13	enhanced	enhance	VERB
cana-3965	469	14	label	label	NOUN
cana-3965	469	15	-	-	PUNCT
cana-3965	469	16	wise	wise	ADJ
cana-3965	469	17	large	large	ADJ
cana-3965	469	18	language	language	NOUN
cana-3965	469	19	model	model	NOUN
cana-3965	469	20	for	for	ADP
cana-3965	469	21	safe	safe	ADJ
cana-3965	469	22	and	and	CCONJ
cana-3965	469	23	interpretable	interpretable	ADJ
cana-3965	469	24	drug	drug	NOUN
cana-3965	469	25	recommendation	recommendation	NOUN
cana-3965	469	26	.	.	PUNCT
cana-3965	470	1	electronics	electronic	NOUN
cana-3965	470	2	.	.	PUNCT
cana-3965	471	1	2025	2025	NUM
cana-3965	471	2	;	;	PUNCT
cana-3965	471	3	14(1):154	14(1):154	NUM
cana-3965	471	4	.	.	PUNCT
cana-3965	472	1	https://doi.org/10.3390/electronics14010154	https://doi.org/10.3390/electronics14010154	NOUN
cana-3965	472	2	[	[	X
cana-3965	472	3	19	19	NUM
cana-3965	472	4	]	]	PUNCT
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cana-3965	472	6	s	s	PROPN
cana-3965	472	7	,	,	PUNCT
cana-3965	472	8	garbayo	garbayo	PROPN
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cana-3965	472	10	,	,	PUNCT
cana-3965	472	11	zadrozny	zadrozny	VERB
cana-3965	472	12	w.	w.	PROPN
cana-3965	472	13	causality	causality	PROPN
cana-3965	472	14	extraction	extraction	NOUN
cana-3965	472	15	from	from	ADP
cana-3965	472	16	medical	medical	ADJ
cana-3965	472	17	text	text	NOUN
cana-3965	472	18	using	use	VERB
cana-3965	472	19	large	large	ADJ
cana-3965	472	20	language	language	NOUN
cana-3965	472	21	models	model	NOUN
cana-3965	472	22	(	(	PUNCT
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cana-3965	472	24	)	)	PUNCT
cana-3965	472	25	.	.	PUNCT
cana-3965	473	1	information	information	NOUN
cana-3965	473	2	.	.	PUNCT
cana-3965	474	1	2025	2025	NUM
cana-3965	474	2	;	;	PUNCT
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cana-3965	474	4	.	.	PUNCT
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cana-3965	475	13	of	of	ADP
cana-3965	475	14	large	large	ADJ
cana-3965	475	15	language	language	NOUN
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cana-3965	475	20	for	for	ADP
cana-3965	475	21	spanish	spanish	ADJ
cana-3965	475	22	clinical	clinical	ADJ
cana-3965	475	23	cases	case	NOUN
cana-3965	475	24	in	in	ADP
cana-3965	475	25	cardiology	cardiology	NOUN
cana-3965	475	26	.	.	PUNCT
cana-3965	476	1	applied	apply	VERB
cana-3965	476	2	sciences	science	NOUN
cana-3965	476	3	.	.	PUNCT
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cana-3965	477	2	;	;	PUNCT
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cana-3965	478	2	.	.	PUNCT
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cana-3965	479	1	[	[	X
cana-3965	479	2	21	21	NUM
cana-3965	479	3	]	]	X
cana-3965	479	4	y.	y.	PROPN
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cana-3965	479	6	,	,	PUNCT
cana-3965	479	7	j.	j.	PROPN
cana-3965	479	8	-j	-j	PROPN
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cana-3965	479	11	,	,	PUNCT
cana-3965	479	12	j.	j.	PROPN
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cana-3965	479	14	and	and	CCONJ
cana-3965	479	15	s.	s.	PROPN
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cana-3965	479	18	"	"	PUNCT
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cana-3965	479	22	:	:	PUNCT
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cana-3965	479	27	of	of	ADP
cana-3965	479	28	cognitive	cognitive	ADJ
cana-3965	479	29	behavioral	behavioral	ADJ
cana-3965	479	30	therapy	therapy	NOUN
cana-3965	479	31	sessions	session	NOUN
cana-3965	479	32	and	and	CCONJ
cana-3965	479	33	google	google	PROPN
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cana-3965	479	35	-	-	PUNCT
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cana-3965	479	39	for	for	ADP
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cana-3965	479	42	assessment	assessment	NOUN
cana-3965	479	43	,	,	PUNCT
cana-3965	479	44	"	"	PUNCT
cana-3965	479	45	in	in	ADP
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cana-3965	480	2	-	-	SYM
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cana-3965	480	4	,	,	PUNCT
cana-3965	480	5	2024	2024	NUM
cana-3965	480	6	,	,	PUNCT
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cana-3965	480	10	/	/	SYM
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cana-3965	481	2	:	:	PUNCT
cana-3965	481	3	{	{	PUNCT
cana-3965	481	4	medical	medical	ADJ
cana-3965	481	5	treatment;internet;depression;clustering	treatment;internet;depression;clustering	NOUN
cana-3965	481	6	algorithms;transformers;support	algorithms;transformers;support	ADJ
cana-3965	481	7	vector	vector	NOUN
cana-3965	481	8	machines;principal	machines;principal	PROPN
cana-3965	481	9	component	component	NOUN
cana-3965	481	10	analysis;social	analysis;social	NOUN
cana-3965	481	11	networking	networking	NOUN
cana-3965	481	12	(	(	PUNCT
cana-3965	481	13	online);cognition;behavioral	online);cognition;behavioral	ADJ
cana-3965	481	14	sciences;ear;patient	sciences;ear;patient	DET
cana-3965	481	15	monitoring;writing;large	monitoring;writing;large	ADJ
cana-3965	481	16	language	language	NOUN
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cana-3965	481	18	-	-	PUNCT
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cana-3965	481	22	[	[	X
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cana-3965	481	26	,	,	PUNCT
cana-3965	481	27	a.	a.	NOUN
cana-3965	481	28	,	,	PUNCT
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cana-3965	482	2	clinical	clinical	ADJ
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cana-3965	482	4	skills	skill	NOUN
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cana-3965	482	6	medical	medical	ADJ
cana-3965	482	7	students	student	NOUN
cana-3965	482	8	:	:	PUNCT
cana-3965	482	9	a	a	DET
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cana-3965	482	13	llm	llm	NOUN
cana-3965	482	14	-	-	PUNCT
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cana-3965	482	19	computer	computer	NOUN
cana-3965	482	20	-	-	PUNCT
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cana-3965	482	26	.	.	PUNCT
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cana-3965	483	3	44	44	NUM
cana-3965	483	4	,	,	PUNCT
cana-3965	483	5	3041–3051	3041–3051	NUM
cana-3965	483	6	(	(	PUNCT
cana-3965	483	7	2024	2024	NUM
cana-3965	483	8	)	)	PUNCT
cana-3965	483	9	.	.	PUNCT
cana-3965	484	1	https://doi.org/10.1007/s00296-024-05731-0	https://doi.org/10.1007/s00296-024-05731-0	NUM
cana-3965	485	1	[	[	X
cana-3965	485	2	23	23	NUM
cana-3965	485	3	]	]	PUNCT
cana-3965	485	4	raminedi	raminedi	PROPN
cana-3965	485	5	,	,	PUNCT
cana-3965	485	6	s.	s.	PROPN
cana-3965	485	7	,	,	PUNCT
cana-3965	485	8	shridevi	shridevi	PROPN
cana-3965	485	9	,	,	PUNCT
cana-3965	485	10	s.	s.	PROPN
cana-3965	485	11	&	&	CCONJ
cana-3965	485	12	won	won	PROPN
cana-3965	485	13	,	,	PUNCT
cana-3965	485	14	d.	d.	PROPN
cana-3965	485	15	multi	multi	PROPN
cana-3965	485	16	modal	modal	ADJ
cana-3965	485	17	transformer	transformer	NOUN
cana-3965	485	18	architecture	architecture	NOUN
cana-3965	485	19	for	for	ADP
cana-3965	485	20	medical	medical	ADJ
cana-3965	485	21	image	image	NOUN
cana-3965	485	22	analysis	analysis	NOUN
cana-3965	485	23	and	and	CCONJ
cana-3965	485	24	automated	automate	VERB
cana-3965	485	25	report	report	NOUN
cana-3965	485	26	generation	generation	NOUN
cana-3965	485	27	.	.	PUNCT
cana-3965	486	1	sci	sci	PROPN
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cana-3965	486	3	14	14	NUM
cana-3965	486	4	,	,	PUNCT
cana-3965	486	5	19281	19281	NUM
cana-3965	486	6	(	(	PUNCT
cana-3965	486	7	2024	2024	NUM
cana-3965	486	8	)	)	PUNCT
cana-3965	486	9	.	.	PUNCT
cana-3965	487	1	https://doi.org/10.1038/s41598-024-69981-5	https://doi.org/10.1038/s41598-024-69981-5	NUM
cana-3965	488	1	[	[	X
cana-3965	488	2	24	24	NUM
cana-3965	488	3	]	]	SYM
cana-3965	488	4	yang	yang	PROPN
cana-3965	488	5	,	,	PUNCT
cana-3965	488	6	y.	y.	PROPN
cana-3965	488	7	,	,	PUNCT
cana-3965	488	8	liu	liu	PROPN
cana-3965	488	9	,	,	PUNCT
cana-3965	488	10	x.	x.	PROPN
cana-3965	488	11	,	,	PUNCT
cana-3965	488	12	jin	jin	PROPN
cana-3965	488	13	,	,	PUNCT
cana-3965	488	14	q.	q.	PROPN
cana-3965	488	15	et	et	PROPN
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cana-3965	488	17	.	.	PUNCT
cana-3965	489	1	unmasking	unmask	VERB
cana-3965	489	2	and	and	CCONJ
cana-3965	489	3	quantifying	quantify	VERB
cana-3965	489	4	racial	racial	ADJ
cana-3965	489	5	bias	bias	NOUN
cana-3965	489	6	of	of	ADP
cana-3965	489	7	large	large	ADJ
cana-3965	489	8	language	language	NOUN
cana-3965	489	9	models	model	NOUN
cana-3965	489	10	in	in	ADP
cana-3965	489	11	medical	medical	ADJ
cana-3965	489	12	report	report	NOUN
cana-3965	489	13	generation	generation	NOUN
cana-3965	489	14	.	.	PUNCT
cana-3965	490	1	commun	commun	PROPN
cana-3965	490	2	med	med	PROPN
cana-3965	490	3	4	4	NUM
cana-3965	490	4	,	,	PUNCT
cana-3965	490	5	176	176	NUM
cana-3965	490	6	(	(	PUNCT
cana-3965	490	7	2024	2024	NUM
cana-3965	490	8	)	)	PUNCT
cana-3965	490	9	.	.	PUNCT
cana-3965	491	1	https://doi.org/10.1038/s43856-024-00601-z	https://doi.org/10.1038/s43856-024-00601-z	PROPN
cana-3965	491	2	https://doi.org/10.1007/s11886-024-02149-9	https://doi.org/10.1007/s11886-024-02149-9	NUM
cana-3965	491	3	https://doi.org/10.1038/s41746-024-01367-3	https://doi.org/10.1038/s41746-024-01367-3	PROPN
cana-3965	491	4	https://doi.org/10.1007/s40670-023-01934-5	https://doi.org/10.1007/s40670-023-01934-5	NUM
cana-3965	491	5	https://doi.org/10.1186/s12911-024-02717-7	https://doi.org/10.1186/s12911-024-02717-7	X
cana-3965	491	6	https://doi.org/10.1007/s44186-024-00303-z	https://doi.org/10.1007/s44186-024-00303-z	PROPN
cana-3965	491	7	https://doi.org/10.1007/s10489-024-05808-0	https://doi.org/10.1007/s10489-024-05808-0	NUM
cana-3965	491	8	https://doi.org/10.1007/s10489-024-05934-9	https://doi.org/10.1007/s10489-024-05934-9	NUM
cana-3965	491	9	https://doi.org/10.1038/s41591-024-03423-7	https://doi.org/10.1038/s41591-024-03423-7	NUM
cana-3965	491	10	https://doi.org/10.1007/s41666-024-00178-1	https://doi.org/10.1007/s41666-024-00178-1	NUM
cana-3965	492	1	https://doi.org/10.1038/s42256-023-00692-8	https://doi.org/10.1038/s42256-023-00692-8	NUM
cana-3965	493	1	https://doi.org/10.1038/s42256-023-00692-8	https://doi.org/10.1038/s42256-023-00692-8	NUM
cana-3965	493	2	https://doi.org/10.1007/s00330-024-11074-y	https://doi.org/10.1007/s00330-024-11074-y	PROPN
cana-3965	493	3	https://doi.org/10.3390/electronics14020328	https://doi.org/10.3390/electronics14020328	PROPN
cana-3965	493	4	https://doi.org/10.3390/electronics14010154	https://doi.org/10.3390/electronics14010154	VERB
cana-3965	493	5	https://doi.org/10.3390/info16010013	https://doi.org/10.3390/info16010013	PROPN
cana-3965	493	6	https://doi.org/10.3390/app15010061	https://doi.org/10.3390/app15010061	PROPN
cana-3965	493	7	https://doi.org/10.1007/s00296-024-05731-0	https://doi.org/10.1007/s00296-024-05731-0	NUM
cana-3965	493	8	https://doi.org/10.1038/s41598-024-69981-5	https://doi.org/10.1038/s41598-024-69981-5	NUM
cana-3965	493	9	https://doi.org/10.1038/s43856-024-00601-z	https://doi.org/10.1038/s43856-024-00601-z	NOUN
cana-3965	493	10	communications	communication	NOUN
cana-3965	493	11	on	on	ADP
cana-3965	493	12	applied	apply	VERB
cana-3965	493	13	nonlinear	nonlinear	ADJ
cana-3965	493	14	analysis	analysis	NOUN
cana-3965	493	15	issn	issn	NOUN
cana-3965	493	16	:	:	PUNCT
cana-3965	493	17	1074	1074	NUM
cana-3965	493	18	-	-	PUNCT
cana-3965	493	19	133x	133x	NUM
cana-3965	493	20	vol	vol	NOUN
cana-3965	493	21	32	32	NUM
cana-3965	493	22	no	no	NOUN
cana-3965	493	23	.	.	PUNCT
cana-3965	494	1	9s	9s	NUM
cana-3965	494	2	(	(	PUNCT
cana-3965	494	3	2025	2025	NUM
cana-3965	494	4	)	)	PUNCT
cana-3965	494	5	588	588	NUM
cana-3965	494	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3965	495	1	[	[	X
cana-3965	495	2	25	25	NUM
cana-3965	495	3	]	]	X
cana-3965	495	4	oh	oh	INTJ
cana-3965	495	5	,	,	PUNCT
cana-3965	495	6	y.	y.	NOUN
cana-3965	495	7	,	,	PUNCT
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cana-3965	495	9	,	,	PUNCT
cana-3965	495	10	s.	s.	PROPN
cana-3965	495	11	,	,	PUNCT
cana-3965	495	12	byun	byun	NOUN
cana-3965	495	13	,	,	PUNCT
cana-3965	495	14	h	h	NOUN
cana-3965	495	15	sets.k	sets.k	PROPN
cana-3965	495	16	.	.	PUNCT
cana-3965	496	1	et	et	PROPN
cana-3965	496	2	al	al	PROPN
cana-3965	496	3	.	.	PUNCT
cana-3965	496	4	llm	llm	PROPN
cana-3965	496	5	-	-	PUNCT
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cana-3965	496	7	multimodal	multimodal	NOUN
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cana-3965	496	9	volume	volume	NOUN
cana-3965	496	10	contouring	contouring	NOUN
cana-3965	496	11	in	in	ADP
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cana-3965	496	13	oncology	oncology	NOUN
cana-3965	496	14	.	.	PUNCT
cana-3965	497	1	nat	nat	PROPN
cana-3965	497	2	commun	commun	PROPN
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cana-3965	497	4	,	,	PUNCT
cana-3965	497	5	9186	9186	NUM
cana-3965	497	6	(	(	PUNCT
cana-3965	497	7	2024	2024	NUM
cana-3965	497	8	)	)	PUNCT
cana-3965	497	9	.	.	PUNCT
cana-3965	498	1	https://doi.org/10.1038/s41467-024-53387-y	https://doi.org/10.1038/s41467-024-53387-y	PROPN
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cana-3965	498	3	26	26	NUM
cana-3965	498	4	]	]	X
cana-3965	498	5	muñoz	muñoz	PROPN
cana-3965	498	6	-	-	PUNCT
cana-3965	498	7	ortiz	ortiz	PROPN
cana-3965	498	8	,	,	PUNCT
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cana-3965	498	10	,	,	PUNCT
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cana-3965	498	12	-	-	PUNCT
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cana-3965	498	14	,	,	PUNCT
cana-3965	498	15	c.	c.	PROPN
cana-3965	498	16	&	&	CCONJ
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cana-3965	498	18	,	,	PUNCT
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cana-3965	498	22	patterns	pattern	NOUN
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cana-3965	498	29	news	news	NOUN
cana-3965	498	30	text	text	NOUN
cana-3965	498	31	.	.	PUNCT
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cana-3965	499	2	intell	intell	PROPN
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cana-3965	499	6	265	265	NUM
cana-3965	499	7	(	(	PUNCT
cana-3965	499	8	2024	2024	NUM
cana-3965	499	9	)	)	PUNCT
cana-3965	499	10	.	.	PUNCT
cana-3965	500	1	https://doi.org/10.1007/s10462-024-10903-2	https://doi.org/10.1007/s10462-024-10903-2	NUM
cana-3965	501	1	[	[	X
cana-3965	501	2	27	27	NUM
cana-3965	501	3	]	]	X
cana-3965	501	4	wang	wang	PROPN
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cana-3965	501	10	z.	z.	PROPN
cana-3965	501	11	,	,	PUNCT
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cana-3965	501	13	,	,	PUNCT
cana-3965	501	14	x.	x.	NOUN
cana-3965	501	15	et	et	PROPN
cana-3965	501	16	al	al	PROPN
cana-3965	501	17	.	.	PROPN
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cana-3965	502	13	.	.	PUNCT
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cana-3965	503	4	,	,	PUNCT
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cana-3965	503	6	(	(	PUNCT
cana-3965	503	7	2024	2024	NUM
cana-3965	503	8	)	)	PUNCT
cana-3965	503	9	.	.	PUNCT
cana-3965	504	1	https://doi.org/10.1038/s44172-024-00271-8	https://doi.org/10.1038/s44172-024-00271-8	NUM
cana-3965	505	1	[	[	X
cana-3965	505	2	28	28	NUM
cana-3965	505	3	]	]	SYM
cana-3965	505	4	congès	congès	PROPN
cana-3965	505	5	,	,	PUNCT
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cana-3965	505	7	,	,	PUNCT
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cana-3965	505	9	,	,	PUNCT
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cana-3965	505	11	,	,	PUNCT
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cana-3965	505	13	,	,	PUNCT
cana-3965	505	14	n.	n.	NOUN
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cana-3965	505	16	al	al	PROPN
cana-3965	505	17	.	.	PUNCT
cana-3965	506	1	r	r	X
cana-3965	506	2	-	-	PUNCT
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cana-3965	506	26	.	.	PUNCT
cana-3965	507	1	softw	softw	PROPN
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cana-3965	507	4	(	(	PUNCT
cana-3965	507	5	2024	2024	NUM
cana-3965	507	6	)	)	PUNCT
cana-3965	507	7	.	.	PUNCT
cana-3965	508	1	https://doi.org/10.1007/s10270-024-01237-2	https://doi.org/10.1007/s10270-024-01237-2	NUM
cana-3965	509	1	[	[	X
cana-3965	509	2	29	29	NUM
cana-3965	509	3	]	]	X
cana-3965	509	4	liu	liu	PROPN
cana-3965	509	5	,	,	PUNCT
cana-3965	509	6	x.	x.	PROPN
cana-3965	509	7	,	,	PUNCT
cana-3965	509	8	liu	liu	PROPN
cana-3965	509	9	,	,	PUNCT
cana-3965	509	10	h	h	NOUN
cana-3965	509	11	sets	set	VERB
cana-3965	509	12	.	.	PUNCT
cana-3965	509	13	,	,	PUNCT
cana-3965	509	14	yang	yang	PROPN
cana-3965	509	15	,	,	PUNCT
cana-3965	509	16	g.	g.	PROPN
cana-3965	509	17	et	et	PROPN
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cana-3965	509	19	.	.	PROPN
cana-3965	510	1	a	a	DET
cana-3965	510	2	generalist	generalist	ADJ
cana-3965	510	3	medical	medical	ADJ
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cana-3965	510	5	model	model	NOUN
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cana-3965	510	10	.	.	PUNCT
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cana-3965	511	2	med	med	PROPN
cana-3965	511	3	(	(	PUNCT
cana-3965	511	4	2025	2025	NUM
cana-3965	511	5	)	)	PUNCT
cana-3965	511	6	.	.	PUNCT
cana-3965	512	1	https://doi.org/10.1038/s41591-024-03416-6	https://doi.org/10.1038/s41591-024-03416-6	NUM
cana-3965	513	1	[	[	X
cana-3965	513	2	30	30	NUM
cana-3965	513	3	]	]	X
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cana-3965	513	5	,	,	PUNCT
cana-3965	513	6	i.c	i.c	PROPN
cana-3965	513	7	.	.	PROPN
cana-3965	513	8	,	,	PUNCT
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cana-3965	513	10	,	,	PUNCT
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cana-3965	513	12	,	,	PUNCT
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cana-3965	513	20	-	-	PUNCT
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cana-3965	513	25	for	for	ADP
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cana-3965	513	27	medical	medical	ADJ
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cana-3965	513	30	.	.	PUNCT
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cana-3965	515	1	med	med	ADJ
cana-3965	515	2	.	.	PROPN
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cana-3965	516	2	,	,	PUNCT
cana-3965	516	3	257	257	NUM
cana-3965	516	4	(	(	PUNCT
cana-3965	516	5	2024	2024	NUM
cana-3965	516	6	)	)	PUNCT
cana-3965	516	7	.	.	PUNCT
cana-3965	517	1	https://doi.org/10.1038/s41746-024-01233-2	https://doi.org/10.1038/s41746-024-01233-2	PROPN
cana-3965	518	1	[	[	X
cana-3965	518	2	31	31	NUM
cana-3965	518	3	]	]	X
cana-3965	518	4	leonardi	leonardi	PROPN
cana-3965	518	5	,	,	PUNCT
cana-3965	518	6	g.	g.	PROPN
cana-3965	518	7	,	,	PUNCT
cana-3965	518	8	portinale	portinale	NOUN
cana-3965	518	9	,	,	PUNCT
cana-3965	518	10	l.	l.	PROPN
cana-3965	518	11	&	&	CCONJ
cana-3965	518	12	santomauro	santomauro	PROPN
cana-3965	518	13	,	,	PUNCT
cana-3965	518	14	a.	a.	NOUN
cana-3965	518	15	enhancing	enhance	VERB
cana-3965	518	16	radiology	radiology	NOUN
cana-3965	518	17	report	report	NOUN
cana-3965	518	18	generation	generation	NOUN
cana-3965	518	19	through	through	ADP
cana-3965	518	20	pre	pre	ADJ
cana-3965	518	21	-	-	ADJ
cana-3965	518	22	trained	train	VERB
cana-3965	518	23	language	language	NOUN
cana-3965	518	24	models	model	NOUN
cana-3965	518	25	.	.	PUNCT
cana-3965	519	1	prog	prog	NOUN
cana-3965	519	2	artif	artif	PROPN
cana-3965	519	3	intell	intell	PROPN
cana-3965	519	4	(	(	PUNCT
cana-3965	519	5	2024	2024	NUM
cana-3965	519	6	)	)	PUNCT
cana-3965	519	7	.	.	PUNCT
cana-3965	519	8	https://doi.org/10.1007/s13748-024-00358-5	https://doi.org/10.1007/s13748-024-00358-5	PROPN
cana-3965	520	1	[	[	X
cana-3965	520	2	32	32	NUM
cana-3965	520	3	]	]	SYM
cana-3965	520	4	han	han	PROPN
cana-3965	520	5	,	,	PUNCT
cana-3965	520	6	t.	t.	PROPN
cana-3965	520	7	,	,	PUNCT
cana-3965	520	8	nebelung	nebelung	PROPN
cana-3965	520	9	,	,	PUNCT
cana-3965	520	10	s.	s.	PROPN
cana-3965	520	11	,	,	PUNCT
cana-3965	520	12	khader	khader	PROPN
cana-3965	520	13	,	,	PUNCT
cana-3965	520	14	f.	f.	PROPN
cana-3965	520	15	et	et	PROPN
cana-3965	520	16	al	al	PROPN
cana-3965	520	17	.	.	PROPN
cana-3965	521	1	medical	medical	ADJ
cana-3965	521	2	large	large	ADJ
cana-3965	521	3	language	language	NOUN
cana-3965	521	4	models	model	NOUN
cana-3965	521	5	are	be	AUX
cana-3965	521	6	susceptible	susceptible	ADJ
cana-3965	521	7	to	to	ADP
cana-3965	521	8	targeted	target	VERB
cana-3965	521	9	misinformation	misinformation	NOUN
cana-3965	521	10	attacks	attack	NOUN
cana-3965	521	11	.	.	PUNCT
cana-3965	522	1	npj	npj	NOUN
cana-3965	522	2	digit	digit	PROPN
cana-3965	522	3	.	.	PUNCT
cana-3965	523	1	med	med	ADJ
cana-3965	523	2	.	.	PROPN
cana-3965	524	1	7	7	NUM
cana-3965	524	2	,	,	PUNCT
cana-3965	524	3	288	288	NUM
cana-3965	524	4	(	(	PUNCT
cana-3965	524	5	2024	2024	NUM
cana-3965	524	6	)	)	PUNCT
cana-3965	524	7	.	.	PUNCT
cana-3965	525	1	https://doi.org/10.1038/s41746-024-01282-7	https://doi.org/10.1038/s41746-024-01282-7	X
cana-3965	526	1	[	[	X
cana-3965	526	2	33	33	NUM
cana-3965	526	3	]	]	PUNCT
cana-3965	526	4	tie	tie	NOUN
cana-3965	526	5	,	,	PUNCT
cana-3965	526	6	x.	x.	NOUN
cana-3965	526	7	,	,	PUNCT
cana-3965	526	8	shin	shin	NOUN
cana-3965	526	9	,	,	PUNCT
cana-3965	526	10	m.	m.	NOUN
cana-3965	526	11	,	,	PUNCT
cana-3965	526	12	pirasteh	pirasteh	ADJ
cana-3965	526	13	,	,	PUNCT
cana-3965	526	14	a.	a.	PROPN
cana-3965	526	15	et	et	PROPN
cana-3965	526	16	al	al	PROPN
cana-3965	526	17	.	.	PROPN
cana-3965	527	1	personalized	personalize	VERB
cana-3965	527	2	impression	impression	NOUN
cana-3965	527	3	generation	generation	NOUN
cana-3965	527	4	for	for	ADP
cana-3965	527	5	pet	pet	ADJ
cana-3965	527	6	reports	report	NOUN
cana-3965	527	7	using	use	VERB
cana-3965	527	8	large	large	ADJ
cana-3965	527	9	language	language	NOUN
cana-3965	527	10	models	model	NOUN
cana-3965	527	11	.	.	PUNCT
cana-3965	528	1	j	j	PROPN
cana-3965	528	2	digit	digit	PROPN
cana-3965	528	3	imaging	imaging	NOUN
cana-3965	528	4	.	.	PUNCT
cana-3965	529	1	inform	inform	NOUN
cana-3965	529	2	.	.	PUNCT
cana-3965	530	1	med	me	VERB
cana-3965	530	2	.	.	PUNCT
cana-3965	531	1	37	37	NUM
cana-3965	531	2	,	,	PUNCT
cana-3965	531	3	471–488	471–488	NUM
cana-3965	531	4	(	(	PUNCT
cana-3965	531	5	2024	2024	NUM
cana-3965	531	6	)	)	PUNCT
cana-3965	531	7	.	.	PUNCT
cana-3965	532	1	https://doi.org/10.1007/s10278-024-00985-3	https://doi.org/10.1007/s10278-024-00985-3	PROPN
cana-3965	533	1	[	[	X
cana-3965	533	2	34	34	NUM
cana-3965	533	3	]	]	X
cana-3965	533	4	kıyak	kıyak	NOUN
cana-3965	533	5	,	,	PUNCT
cana-3965	533	6	y.s	y.s	PROPN
cana-3965	533	7	.	.	PROPN
cana-3965	533	8	beginner	beginner	NOUN
cana-3965	533	9	-	-	PUNCT
cana-3965	533	10	level	level	NOUN
cana-3965	533	11	tips	tip	NOUN
cana-3965	533	12	for	for	ADP
cana-3965	533	13	medical	medical	ADJ
cana-3965	533	14	educators	educator	NOUN
cana-3965	533	15	:	:	PUNCT
cana-3965	533	16	guidance	guidance	VERB
cana-3965	533	17	on	on	ADP
cana-3965	533	18	selection	selection	NOUN
cana-3965	533	19	,	,	PUNCT
cana-3965	533	20	prompt	prompt	ADJ
cana-3965	533	21	engineering	engineering	NOUN
cana-3965	533	22	,	,	PUNCT
cana-3965	533	23	and	and	CCONJ
cana-3965	533	24	the	the	DET
cana-3965	533	25	use	use	NOUN
cana-3965	533	26	of	of	ADP
cana-3965	533	27	artificial	artificial	ADJ
cana-3965	533	28	intelligence	intelligence	NOUN
cana-3965	533	29	chatbots	chatbot	NOUN
cana-3965	533	30	.	.	PUNCT
cana-3965	534	1	med.sci.educ	med.sci.educ	PROPN
cana-3965	534	2	.	.	PUNCT
cana-3965	535	1	34	34	NUM
cana-3965	535	2	,	,	PUNCT
cana-3965	535	3	1571–1576	1571–1576	NUM
cana-3965	535	4	(	(	PUNCT
cana-3965	535	5	2024	2024	NUM
cana-3965	535	6	)	)	PUNCT
cana-3965	535	7	.	.	PUNCT
cana-3965	536	1	https://doi.org/10.1007/s40670-024-02146-1	https://doi.org/10.1007/s40670-024-02146-1	NUM
cana-3965	537	1	[	[	X
cana-3965	537	2	35	35	NUM
cana-3965	537	3	]	]	SYM
cana-3965	537	4	pompili	pompili	NOUN
cana-3965	537	5	,	,	PUNCT
cana-3965	537	6	d.	d.	PROPN
cana-3965	537	7	,	,	PUNCT
cana-3965	537	8	richa	richa	PROPN
cana-3965	537	9	,	,	PUNCT
cana-3965	537	10	y.	y.	PROPN
cana-3965	537	11	,	,	PUNCT
cana-3965	537	12	collins	collins	PROPN
cana-3965	537	13	,	,	PUNCT
cana-3965	537	14	p.	p.	NOUN
cana-3965	537	15	et	et	NOUN
cana-3965	538	1	al	al	PROPN
cana-3965	538	2	.	.	PUNCT
cana-3965	538	3	using	use	VERB
cana-3965	538	4	artificial	artificial	ADJ
cana-3965	538	5	intelligence	intelligence	NOUN
cana-3965	538	6	to	to	PART
cana-3965	538	7	generate	generate	VERB
cana-3965	538	8	medical	medical	ADJ
cana-3965	538	9	literature	literature	NOUN
cana-3965	538	10	for	for	ADP
cana-3965	538	11	urology	urology	NOUN
cana-3965	538	12	patients	patient	NOUN
cana-3965	538	13	:	:	PUNCT
cana-3965	538	14	a	a	DET
cana-3965	538	15	comparison	comparison	NOUN
cana-3965	538	16	of	of	ADP
cana-3965	538	17	three	three	NUM
cana-3965	538	18	different	different	ADJ
cana-3965	538	19	large	large	ADJ
cana-3965	538	20	language	language	NOUN
cana-3965	538	21	models	model	NOUN
cana-3965	538	22	.	.	PUNCT
cana-3965	539	1	world	world	PROPN
cana-3965	539	2	j	j	PROPN
cana-3965	539	3	urol	urol	PROPN
cana-3965	539	4	42	42	NUM
cana-3965	539	5	,	,	PUNCT
cana-3965	539	6	455	455	NUM
cana-3965	539	7	(	(	PUNCT
cana-3965	539	8	2024	2024	NUM
cana-3965	539	9	)	)	PUNCT
cana-3965	539	10	.	.	PUNCT
cana-3965	540	1	https://doi.org/10.1007/s00345024-05146-3	https://doi.org/10.1007/s00345024-05146-3	PROPN
cana-3965	540	2	[	[	X
cana-3965	540	3	36	36	NUM
cana-3965	540	4	]	]	PUNCT
cana-3965	540	5	maharjan	maharjan	PROPN
cana-3965	540	6	,	,	PUNCT
cana-3965	540	7	j.	j.	PROPN
cana-3965	540	8	,	,	PUNCT
cana-3965	540	9	garikipati	garikipati	NOUN
cana-3965	540	10	,	,	PUNCT
cana-3965	540	11	a.	a.	NOUN
cana-3965	540	12	,	,	PUNCT
cana-3965	540	13	singh	singh	PROPN
cana-3965	540	14	,	,	PUNCT
cana-3965	540	15	n.p	n.p	PROPN
cana-3965	540	16	.	.	PROPN
cana-3965	540	17	et	et	PROPN
cana-3965	540	18	al	al	PROPN
cana-3965	540	19	.	.	PROPN
cana-3965	541	1	openmedlm	openmedlm	ADJ
cana-3965	541	2	:	:	PUNCT
cana-3965	541	3	prompt	prompt	ADJ
cana-3965	541	4	engineering	engineering	NOUN
cana-3965	541	5	can	can	AUX
cana-3965	541	6	out	out	ADV
cana-3965	541	7	-	-	PUNCT
cana-3965	541	8	perform	perform	VERB
cana-3965	541	9	fine	fine	ADV
cana-3965	541	10	-	-	PUNCT
cana-3965	541	11	tuning	tuning	NOUN
cana-3965	541	12	in	in	ADP
cana-3965	541	13	medical	medical	ADJ
cana-3965	541	14	question	question	NOUN
cana-3965	541	15	-	-	PUNCT
cana-3965	541	16	answering	answering	NOUN
cana-3965	541	17	with	with	ADP
cana-3965	541	18	open	open	ADJ
cana-3965	541	19	-	-	PUNCT
cana-3965	541	20	source	source	NOUN
cana-3965	541	21	large	large	ADJ
cana-3965	541	22	language	language	NOUN
cana-3965	541	23	models	model	NOUN
cana-3965	541	24	.	.	PUNCT
cana-3965	542	1	sci	sci	PROPN
cana-3965	542	2	rep	rep	PROPN
cana-3965	542	3	14	14	NUM
cana-3965	542	4	,	,	PUNCT
cana-3965	542	5	14156	14156	NUM
cana-3965	542	6	(	(	PUNCT
cana-3965	542	7	2024	2024	NUM
cana-3965	542	8	)	)	PUNCT
cana-3965	542	9	.	.	PUNCT
cana-3965	543	1	https://doi.org/10.1038/s41598-024-64827-6	https://doi.org/10.1038/s41598-024-64827-6	PROPN
cana-3965	544	1	[	[	X
cana-3965	544	2	37	37	NUM
cana-3965	544	3	]	]	PUNCT
cana-3965	544	4	prieto	prieto	NOUN
cana-3965	544	5	-	-	PUNCT
cana-3965	544	6	ordaz	ordaz	PROPN
cana-3965	544	7	,	,	PUNCT
cana-3965	544	8	o.	o.	PROPN
cana-3965	544	9	,	,	PUNCT
cana-3965	544	10	ramirez	ramirez	PROPN
cana-3965	544	11	-	-	PUNCT
cana-3965	544	12	alonso	alonso	PROPN
cana-3965	544	13	,	,	PUNCT
cana-3965	544	14	g.	g.	PROPN
cana-3965	544	15	,	,	PUNCT
cana-3965	544	16	montes	montes	PROPN
cana-3965	544	17	-	-	PROPN
cana-3965	544	18	y	y	PROPN
cana-3965	544	19	-	-	PUNCT
cana-3965	544	20	gomez	gomez	PROPN
cana-3965	544	21	,	,	PUNCT
cana-3965	544	22	m.	m.	NOUN
cana-3965	544	23	et	et	PROPN
cana-3965	544	24	al	al	PROPN
cana-3965	544	25	.	.	PROPN
cana-3965	545	1	toward	toward	ADP
cana-3965	545	2	an	an	DET
cana-3965	545	3	enhanced	enhanced	ADJ
cana-3965	545	4	automatic	automatic	ADJ
cana-3965	545	5	medical	medical	ADJ
cana-3965	545	6	report	report	NOUN
cana-3965	545	7	generator	generator	NOUN
cana-3965	545	8	based	base	VERB
cana-3965	545	9	on	on	ADP
cana-3965	545	10	large	large	ADJ
cana-3965	545	11	transformer	transformer	NOUN
cana-3965	545	12	models	model	NOUN
cana-3965	545	13	.	.	PUNCT
cana-3965	546	1	neural	neural	ADJ
cana-3965	546	2	comput	comput	PROPN
cana-3965	546	3	&	&	CCONJ
cana-3965	546	4	applic	applic	PROPN
cana-3965	546	5	37	37	NUM
cana-3965	546	6	,	,	PUNCT
cana-3965	546	7	43–62	43–62	NUM
cana-3965	546	8	(	(	PUNCT
cana-3965	546	9	2025	2025	NUM
cana-3965	546	10	)	)	PUNCT
cana-3965	546	11	.	.	PUNCT
cana-3965	547	1	https://doi.org/10.1007/s00521-024-10382-0	https://doi.org/10.1007/s00521-024-10382-0	NUM
cana-3965	548	1	[	[	X
cana-3965	548	2	38	38	NUM
cana-3965	548	3	]	]	SYM
cana-3965	548	4	gu	gu	PROPN
cana-3965	548	5	,	,	PUNCT
cana-3965	548	6	b.	b.	PROPN
cana-3965	548	7	,	,	PUNCT
cana-3965	548	8	desai	desai	PROPN
cana-3965	548	9	,	,	PUNCT
cana-3965	548	10	r.j	r.j	PROPN
cana-3965	548	11	.	.	PROPN
cana-3965	548	12	,	,	PUNCT
cana-3965	548	13	lin	lin	PROPN
cana-3965	548	14	,	,	PUNCT
cana-3965	548	15	k.j	k.j	PROPN
cana-3965	548	16	.	.	PROPN
cana-3965	548	17	et	et	PROPN
cana-3965	548	18	al	al	PROPN
cana-3965	548	19	.	.	PROPN
cana-3965	549	1	probabilistic	probabilistic	ADJ
cana-3965	549	2	medical	medical	ADJ
cana-3965	549	3	predictions	prediction	NOUN
cana-3965	549	4	of	of	ADP
cana-3965	549	5	large	large	ADJ
cana-3965	549	6	language	language	NOUN
cana-3965	549	7	models	model	NOUN
cana-3965	549	8	.	.	PUNCT
cana-3965	550	1	npj	npj	NOUN
cana-3965	550	2	digit	digit	PROPN
cana-3965	550	3	.	.	PUNCT
cana-3965	551	1	med	med	ADJ
cana-3965	551	2	.	.	PROPN
cana-3965	552	1	7	7	NUM
cana-3965	552	2	,	,	PUNCT
cana-3965	552	3	367	367	NUM
cana-3965	552	4	(	(	PUNCT
cana-3965	552	5	2024	2024	NUM
cana-3965	552	6	)	)	PUNCT
cana-3965	552	7	.	.	PUNCT
cana-3965	553	1	https://doi.org/10.1038/s41746-024-01366-4	https://doi.org/10.1038/s41746-024-01366-4	NUM
cana-3965	554	1	[	[	X
cana-3965	554	2	39	39	NUM
cana-3965	554	3	]	]	X
cana-3965	554	4	liu	liu	PROPN
cana-3965	554	5	,	,	PUNCT
cana-3965	554	6	f.	f.	PROPN
cana-3965	554	7	,	,	PUNCT
cana-3965	554	8	zhu	zhu	PROPN
cana-3965	554	9	,	,	PUNCT
cana-3965	554	10	t.	t.	PROPN
cana-3965	554	11	,	,	PUNCT
cana-3965	554	12	wu	wu	PROPN
cana-3965	554	13	,	,	PUNCT
cana-3965	554	14	x.	x.	PROPN
cana-3965	554	15	et	et	PROPN
cana-3965	554	16	al	al	PROPN
cana-3965	554	17	.	.	PUNCT
cana-3965	555	1	a	a	DET
cana-3965	555	2	medical	medical	ADJ
cana-3965	555	3	multimodal	multimodal	ADJ
cana-3965	555	4	large	large	ADJ
cana-3965	555	5	language	language	NOUN
cana-3965	555	6	model	model	NOUN
cana-3965	555	7	for	for	ADP
cana-3965	555	8	future	future	ADJ
cana-3965	555	9	pandemics	pandemic	NOUN
cana-3965	555	10	.	.	PUNCT
cana-3965	556	1	npj	npj	NOUN
cana-3965	556	2	digit	digit	PROPN
cana-3965	556	3	.	.	PUNCT
cana-3965	557	1	med	med	ADJ
cana-3965	557	2	.	.	PROPN
cana-3965	558	1	6	6	NUM
cana-3965	558	2	,	,	PUNCT
cana-3965	558	3	226	226	NUM
cana-3965	558	4	(	(	PUNCT
cana-3965	558	5	2023	2023	NUM
cana-3965	558	6	)	)	PUNCT
cana-3965	558	7	.	.	PUNCT
cana-3965	559	1	https://doi.org/10.1038/s41746-023-00952-2	https://doi.org/10.1038/s41746-023-00952-2	X
cana-3965	560	1	[	[	X
cana-3965	560	2	40	40	NUM
cana-3965	560	3	]	]	PUNCT
cana-3965	560	4	vieira	vieira	PROPN
cana-3965	560	5	pda	pda	PROPN
cana-3965	560	6	,	,	PUNCT
cana-3965	560	7	mathew	mathew	PROPN
cana-3965	560	8	mj	mj	PROPN
cana-3965	560	9	,	,	PUNCT
cana-3965	560	10	santos	santos	PROPN
cana-3965	560	11	neto	neto	VERB
cana-3965	560	12	pdad	pdad	PROPN
cana-3965	560	13	,	,	PUNCT
cana-3965	560	14	silva	silva	PROPN
cana-3965	560	15	rrve	rrve	PROPN
cana-3965	560	16	.	.	PUNCT
cana-3965	561	1	the	the	DET
cana-3965	561	2	automated	automate	VERB
cana-3965	561	3	generation	generation	NOUN
cana-3965	561	4	of	of	ADP
cana-3965	561	5	medical	medical	ADJ
cana-3965	561	6	reports	report	NOUN
cana-3965	561	7	from	from	ADP
cana-3965	561	8	polydactyly	polydactyly	NOUN
cana-3965	561	9	x	x	NOUN
cana-3965	561	10	-	-	NOUN
cana-3965	561	11	ray	ray	NOUN
cana-3965	561	12	images	image	NOUN
cana-3965	561	13	using	use	VERB
cana-3965	561	14	cnns	cnn	NOUN
cana-3965	561	15	and	and	CCONJ
cana-3965	561	16	transformers	transformer	NOUN
cana-3965	561	17	.	.	PUNCT
cana-3965	562	1	applied	apply	VERB
cana-3965	562	2	sciences	science	NOUN
cana-3965	562	3	.	.	PUNCT
cana-3965	562	4	2024	2024	NUM
cana-3965	562	5	;	;	PUNCT
cana-3965	562	6	14(15):6566	14(15):6566	X
cana-3965	562	7	.	.	PUNCT
cana-3965	563	1	https://doi.org/10.3390/app14156566	https://doi.org/10.3390/app14156566	PROPN
cana-3965	564	1	https://doi.org/10.1038/s41467-024-53387-y	https://doi.org/10.1038/s41467-024-53387-y	PROPN
cana-3965	564	2	https://doi.org/10.1007/s10462-024-10903-2	https://doi.org/10.1007/s10462-024-10903-2	NUM
cana-3965	564	3	https://doi.org/10.1038/s44172-024-00271-8	https://doi.org/10.1038/s44172-024-00271-8	NUM
cana-3965	564	4	https://doi.org/10.1007/s10270-024-01237-2	https://doi.org/10.1007/s10270-024-01237-2	NUM
cana-3965	564	5	https://doi.org/10.1038/s41591-024-03416-6	https://doi.org/10.1038/s41591-024-03416-6	NUM
cana-3965	564	6	https://doi.org/10.1038/s41746-024-01233-2	https://doi.org/10.1038/s41746-024-01233-2	PROPN
cana-3965	564	7	https://doi.org/10.1007/s13748-024-00358-5	https://doi.org/10.1007/s13748-024-00358-5	NUM
cana-3965	564	8	https://doi.org/10.1038/s41746-024-01282-7	https://doi.org/10.1038/s41746-024-01282-7	NUM
cana-3965	564	9	https://doi.org/10.1007/s10278-024-00985-3	https://doi.org/10.1007/s10278-024-00985-3	PROPN
cana-3965	564	10	https://doi.org/10.1007/s40670-024-02146-1	https://doi.org/10.1007/s40670-024-02146-1	PROPN
cana-3965	564	11	https://doi.org/10.1007/s00345-024-05146-3	https://doi.org/10.1007/s00345-024-05146-3	NOUN
cana-3965	564	12	https://doi.org/10.1007/s00345-024-05146-3	https://doi.org/10.1007/s00345-024-05146-3	VERB
cana-3965	564	13	https://doi.org/10.1038/s41598-024-64827-6	https://doi.org/10.1038/s41598-024-64827-6	NUM
cana-3965	564	14	https://doi.org/10.1007/s00521-024-10382-0	https://doi.org/10.1007/s00521-024-10382-0	NUM
cana-3965	564	15	https://doi.org/10.1038/s41746-024-01366-4	https://doi.org/10.1038/s41746-024-01366-4	NUM
cana-3965	564	16	https://doi.org/10.1038/s41746-023-00952-2	https://doi.org/10.1038/s41746-023-00952-2	NUM