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Why and How to Monitor Deployed AI Systems in Health Care.

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Title: Why and How to Monitor Deployed AI Systems in Health Care.
Authors: Keyes T; Senior Data Scientist, Stanford Health Care, Palo Alto, CA, USA., Callahan A; Data Scientist, Stanford Health Care, Palo Alto, CA, USA.; Research Scientist, Division of Computational Medicine, Stanford University, Stanford, CA, USA., Pandya AS; Senior Manager, Data Science Product Management, Stanford Health Care, Stanford, CA, USA., Ambers N; Director, Health Informatics Transformation, Stanford Health Care, Palo Alto, CA, USA., Banda JM; Lead Data Scientist, Stanford Health Care, Stanford, CA, USA., Fuentes M; Data Scientist, Division of Computational Medicine, Stanford University, Stanford, CA, USA., Lugtu C; Manager, Health Informatics Transformation, Stanford Health Care, Palo Alto, CA, USA., Masariya P; Lead Data Engineer, Stanford Health Care, Palo Alto, CA, USA., Nallan S; Senior Director, Stanford Health Care, Palo Alto, CA, USA., O'Brien C; Data Scientist, Stanford Health Care, Palo Alto, CA, USA., Wang T; Senior Program Manager, Division of Computational Medicine, Stanford University, Stanford, CA, USA., Alsentzer E; Assistant Professor, Department of Biomedical Data Science, Stanford University, Stanford, CA, USA., Chen JH; Associate Professor, Department of Medicine, Stanford University, Stanford, CA, USA., Dash D; Assistant Professor, Department of Emergency Medicine, Stanford University, Stanford, CA, USA., Eisenberg MA; Associate Chief Medical Information Officer, Stanford Health Care, Palo Alto, CA, USA.; Clinical Assistant Professor, Department of Computational Medicine, Stanford University, Stanford, CA, USA., Garcia P; Associate Chief Medical Information Officer, Stanford Health Care, Palo Alto, CA, USA.; Clinical Associate Professor, Department of Medicine - Gastroenterology and Hepatology, Stanford University, Stanford, CA, USA., Kotecha N; Senior Director, Data Science, Stanford Health Care, Stanford, CA, USA., Revri A; Vice President and Chief Enterprise Architect, Stanford Health Care, Stanford, CA, USA., Pfeffer MA; Chief Information and Digital Officer, Stanford Health Care, Stanford, CA, USA.; Clinical Professor, Department of Medicine, Stanford University, Stanford, CA, USA., Shah NH; Chief Data Scientist, Stanford Health Care, Stanford, CA, USA.; Professor, Department of Medicine, Department of Biomedical Data Science, and Division of Computational Medicine, Stanford University, Stanford, CA, USA., Jain SS; Clinical Assistant Professor, Department of Medicine, Division of Cardiovascular Medicine, Stanford University, Stanford, CA, USA.
Source: NEJM catalyst innovations in care delivery [NEJM Catal Innov Care Deliv] 2026 Jun; Vol. 7 (6), pp. CAT250372. Date of Electronic Publication: 2026 May 20.
Publication Type: Journal Article
Journal Info: Publisher: NEJM Group, a division of the Massachusetts Medical Society Country of Publication: United States NLM ID: 101760264 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2642-0007 (Electronic) Linking ISSN: 26420007 NLM ISO Abbreviation: NEJM Catal Innov Care Deliv Subsets: MEDLINE
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  Data: Why and How to Monitor Deployed AI Systems in Health Care.
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  Data: <searchLink fieldCode="AU" term="%22Keyes+T%22">Keyes T</searchLink>; Senior Data Scientist, Stanford Health Care, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Callahan+A%22">Callahan A</searchLink>; Data Scientist, Stanford Health Care, Palo Alto, CA, USA.; Research Scientist, Division of Computational Medicine, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Pandya+AS%22">Pandya AS</searchLink>; Senior Manager, Data Science Product Management, Stanford Health Care, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Ambers+N%22">Ambers N</searchLink>; Director, Health Informatics Transformation, Stanford Health Care, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Banda+JM%22">Banda JM</searchLink>; Lead Data Scientist, Stanford Health Care, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Fuentes+M%22">Fuentes M</searchLink>; Data Scientist, Division of Computational Medicine, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Lugtu+C%22">Lugtu C</searchLink>; Manager, Health Informatics Transformation, Stanford Health Care, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Masariya+P%22">Masariya P</searchLink>; Lead Data Engineer, Stanford Health Care, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Nallan+S%22">Nallan S</searchLink>; Senior Director, Stanford Health Care, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22O'Brien+C%22">O'Brien C</searchLink>; Data Scientist, Stanford Health Care, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Wang+T%22">Wang T</searchLink>; Senior Program Manager, Division of Computational Medicine, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Alsentzer+E%22">Alsentzer E</searchLink>; Assistant Professor, Department of Biomedical Data Science, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Chen+JH%22">Chen JH</searchLink>; Associate Professor, Department of Medicine, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Dash+D%22">Dash D</searchLink>; Assistant Professor, Department of Emergency Medicine, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Eisenberg+MA%22">Eisenberg MA</searchLink>; Associate Chief Medical Information Officer, Stanford Health Care, Palo Alto, CA, USA.; Clinical Assistant Professor, Department of Computational Medicine, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Garcia+P%22">Garcia P</searchLink>; Associate Chief Medical Information Officer, Stanford Health Care, Palo Alto, CA, USA.; Clinical Associate Professor, Department of Medicine - Gastroenterology and Hepatology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Kotecha+N%22">Kotecha N</searchLink>; Senior Director, Data Science, Stanford Health Care, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Revri+A%22">Revri A</searchLink>; Vice President and Chief Enterprise Architect, Stanford Health Care, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Pfeffer+MA%22">Pfeffer MA</searchLink>; Chief Information and Digital Officer, Stanford Health Care, Stanford, CA, USA.; Clinical Professor, Department of Medicine, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Shah+NH%22">Shah NH</searchLink>; Chief Data Scientist, Stanford Health Care, Stanford, CA, USA.; Professor, Department of Medicine, Department of Biomedical Data Science, and Division of Computational Medicine, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Jain+SS%22">Jain SS</searchLink>; Clinical Assistant Professor, Department of Medicine, Division of Cardiovascular Medicine, Stanford University, Stanford, CA, USA.
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  Data: <searchLink fieldCode="JN" term="%22101760264%22">NEJM catalyst innovations in care delivery</searchLink> [NEJM Catal Innov Care Deliv] 2026 Jun; Vol. 7 (6), pp. CAT250372. <i>Date of Electronic Publication: </i>2026 May 20.
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