Reliable Enough? Benchmarking LLMs for Clinical Concept Extraction.

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Title: Reliable Enough? Benchmarking LLMs for Clinical Concept Extraction.
Authors: Pignat J; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH.; Division of Medical Information Sciences, Hôpitaux Universitaires de Genève, CH.; Department of Radiology and Medical Informatics, Université de Genève, CH., Liakopoulos P; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH., Bonjour J; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH., Cheng P; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH., Varelogiannis S; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH., Lovis C; Division of Medical Information Sciences, Hôpitaux Universitaires de Genève, CH.; Department of Radiology and Medical Informatics, Université de Genève, CH., Bjelogrlic M; Division of Medical Information Sciences, Hôpitaux Universitaires de Genève, CH.; Department of Radiology and Medical Informatics, Université de Genève, CH., Gaudet-Blavignac C; Division of Medical Information Sciences, Hôpitaux Universitaires de Genève, CH.; Department of Radiology and Medical Informatics, Université de Genève, CH., Cuendet MA; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH., Michielin O; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH.
Source: Studies in health technology and informatics [Stud Health Technol Inform] 2026 May 21; Vol. 336, pp. 786-787.
Publication Type: Journal Article
Journal Info: Publisher: IOS Press Country of Publication: Netherlands NLM ID: 9214582 Publication Model: Print Cited Medium: Internet ISSN: 1879-8365 (Electronic) Linking ISSN: 09269630 NLM ISO Abbreviation: Stud Health Technol Inform Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Pignat+J%22">Pignat J</searchLink>; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH.; Division of Medical Information Sciences, Hôpitaux Universitaires de Genève, CH.; Department of Radiology and Medical Informatics, Université de Genève, CH.<br /><searchLink fieldCode="AU" term="%22Liakopoulos+P%22">Liakopoulos P</searchLink>; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH.<br /><searchLink fieldCode="AU" term="%22Bonjour+J%22">Bonjour J</searchLink>; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH.<br /><searchLink fieldCode="AU" term="%22Cheng+P%22">Cheng P</searchLink>; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH.<br /><searchLink fieldCode="AU" term="%22Varelogiannis+S%22">Varelogiannis S</searchLink>; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH.<br /><searchLink fieldCode="AU" term="%22Lovis+C%22">Lovis C</searchLink>; Division of Medical Information Sciences, Hôpitaux Universitaires de Genève, CH.; Department of Radiology and Medical Informatics, Université de Genève, CH.<br /><searchLink fieldCode="AU" term="%22Bjelogrlic+M%22">Bjelogrlic M</searchLink>; Division of Medical Information Sciences, Hôpitaux Universitaires de Genève, CH.; Department of Radiology and Medical Informatics, Université de Genève, CH.<br /><searchLink fieldCode="AU" term="%22Gaudet-Blavignac+C%22">Gaudet-Blavignac C</searchLink>; Division of Medical Information Sciences, Hôpitaux Universitaires de Genève, CH.; Department of Radiology and Medical Informatics, Université de Genève, CH.<br /><searchLink fieldCode="AU" term="%22Cuendet+MA%22">Cuendet MA</searchLink>; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH.<br /><searchLink fieldCode="AU" term="%22Michielin+O%22">Michielin O</searchLink>; Division of Precision Oncology, Hôpitaux Universitaires de Genève, CH.
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              Text: 2026 May 21
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