Temporal Learning with Dynamic Range (TLDR) for modeling recurrent exposure and treatment outcomes.

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Title: Temporal Learning with Dynamic Range (TLDR) for modeling recurrent exposure and treatment outcomes.
Authors: Cheng J; Department of Medicine, Massachusetts General Hospital, Boston, MA, USA., Hügel J; Department of Medicine, Massachusetts General Hospital, Boston, MA, USA.; University Medical Center Göttingen, Department of Medical Informatics, Göttingen, Germany.; University of Göttingen, Campus Institute Data Science, Göttingen, Germany., Tian J; Department of Medicine, Massachusetts General Hospital, Boston, MA, USA., Azhir A; Department of Medicine, Massachusetts General Hospital, Boston, MA, USA., Murphy SN; Department of Biomedical Informatics and Medical Education, University of Washington, Seattle, WA, USA., Klann JG; Department of Medicine, Massachusetts General Hospital, Boston, MA, USA., Estiri H; Department of Medicine, Massachusetts General Hospital, Boston, MA, USA. hestiri@mgh.harvard.edu.
Source: Scientific reports [Sci Rep] 2026 Mar 24; Vol. 16 (1). Date of Electronic Publication: 2026 Mar 24.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Cheng+J%22">Cheng J</searchLink>; Department of Medicine, Massachusetts General Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Hügel+J%22">Hügel J</searchLink>; Department of Medicine, Massachusetts General Hospital, Boston, MA, USA.; University Medical Center Göttingen, Department of Medical Informatics, Göttingen, Germany.; University of Göttingen, Campus Institute Data Science, Göttingen, Germany.<br /><searchLink fieldCode="AU" term="%22Tian+J%22">Tian J</searchLink>; Department of Medicine, Massachusetts General Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Azhir+A%22">Azhir A</searchLink>; Department of Medicine, Massachusetts General Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Murphy+SN%22">Murphy SN</searchLink>; Department of Biomedical Informatics and Medical Education, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Klann+JG%22">Klann JG</searchLink>; Department of Medicine, Massachusetts General Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Estiri+H%22">Estiri H</searchLink>; Department of Medicine, Massachusetts General Hospital, Boston, MA, USA. hestiri@mgh.harvard.edu.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Mar 24; Vol. 16 (1). <i>Date of Electronic Publication: </i>2026 Mar 24.
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