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Longitudinal Language-Model Reasoning Enables Automated Labeling of Lung Cancer Recurrence from Unstructured Clinical Records.

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Title: Longitudinal Language-Model Reasoning Enables Automated Labeling of Lung Cancer Recurrence from Unstructured Clinical Records.
Authors: Hoelzle CS; Department of Radiology, Massachusetts General Hospital, Boston, United States of America.; Chair of AI in Healthcare and Medicine, Technical University of Munich, Munich, Germany., Brandt J; Chair of AI in Healthcare and Medicine, Technical University of Munich, Munich, Germany., Mueller JC; Department of Radiology, Massachusetts General Hospital, Boston, United States of America., Klug M; Department of Radiology, Massachusetts General Hospital, Boston, United States of America., Westphal J; Department of Radiology, Massachusetts General Hospital, Boston, United States of America., Rueckert D; Chair of AI in Healthcare and Medicine, Technical University of Munich, Munich, Germany.; Department of Computing, Imperial College London, London, UK.; Munich Center for Machine Learning (MCML), Munich, Germany., Chevli M; Chair of AI in Healthcare and Medicine, Technical University of Munich, Munich, Germany., Fintelmann FJ; Department of Radiology, Massachusetts General Hospital, Boston, United States of America.
Source: Research square [Res Sq] 2026 May 21. Date of Electronic Publication: 2026 May 21.
Publication Type: Journal Article; Preprint
Journal Info: Country of Publication: United States NLM ID: 101768035 Publication Model: Electronic Cited Medium: Internet ISSN: 2693-5015 (Electronic) Linking ISSN: 26935015 NLM ISO Abbreviation: Res Sq Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Hoelzle+CS%22">Hoelzle CS</searchLink>; Department of Radiology, Massachusetts General Hospital, Boston, United States of America.; Chair of AI in Healthcare and Medicine, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Brandt+J%22">Brandt J</searchLink>; Chair of AI in Healthcare and Medicine, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Mueller+JC%22">Mueller JC</searchLink>; Department of Radiology, Massachusetts General Hospital, Boston, United States of America.<br /><searchLink fieldCode="AU" term="%22Klug+M%22">Klug M</searchLink>; Department of Radiology, Massachusetts General Hospital, Boston, United States of America.<br /><searchLink fieldCode="AU" term="%22Westphal+J%22">Westphal J</searchLink>; Department of Radiology, Massachusetts General Hospital, Boston, United States of America.<br /><searchLink fieldCode="AU" term="%22Rueckert+D%22">Rueckert D</searchLink>; Chair of AI in Healthcare and Medicine, Technical University of Munich, Munich, Germany.; Department of Computing, Imperial College London, London, UK.; Munich Center for Machine Learning (MCML), Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Chevli+M%22">Chevli M</searchLink>; Chair of AI in Healthcare and Medicine, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Fintelmann+FJ%22">Fintelmann FJ</searchLink>; Department of Radiology, Massachusetts General Hospital, Boston, United States of America.
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