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Post-deployment monitoring of foundation models in radiology: Why outputs aren't enough.

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Title: Post-deployment monitoring of foundation models in radiology: Why outputs aren't enough.
Authors: Sorin V; Department of Radiology, Mayo Clinic, Rochester, MN, USA. Sorin.Vera@mayo.edu., Klang E; The Windreich Department of Artificial Intelligence and Human Health, Mount Sinai Health System and the Icahn School of Medicine at Mount Sinai, New York, NY, USA., Korfiatis P; Department of Radiology, Mayo Clinic, Rochester, MN, USA., Williamson EE; Department of Radiology, Mayo Clinic, Rochester, MN, USA., Wald C; Department of Radiology, Mayo Clinic, Rochester, MN, USA., Collins JD; Department of Radiology, Mayo Clinic, Rochester, MN, USA. Collins.Jeremy@mayo.edu.
Source: European radiology [Eur Radiol] 2026 Apr 21. Date of Electronic Publication: 2026 Apr 21.
Publication Type: Editorial
Journal Info: Publisher: Springer International Country of Publication: Germany NLM ID: 9114774 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1432-1084 (Electronic) Linking ISSN: 09387994 NLM ISO Abbreviation: Eur Radiol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Sorin+V%22">Sorin V</searchLink>; Department of Radiology, Mayo Clinic, Rochester, MN, USA. Sorin.Vera@mayo.edu.<br /><searchLink fieldCode="AU" term="%22Klang+E%22">Klang E</searchLink>; The Windreich Department of Artificial Intelligence and Human Health, Mount Sinai Health System and the Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Korfiatis+P%22">Korfiatis P</searchLink>; Department of Radiology, Mayo Clinic, Rochester, MN, USA.<br /><searchLink fieldCode="AU" term="%22Williamson+EE%22">Williamson EE</searchLink>; Department of Radiology, Mayo Clinic, Rochester, MN, USA.<br /><searchLink fieldCode="AU" term="%22Wald+C%22">Wald C</searchLink>; Department of Radiology, Mayo Clinic, Rochester, MN, USA.<br /><searchLink fieldCode="AU" term="%22Collins+JD%22">Collins JD</searchLink>; Department of Radiology, Mayo Clinic, Rochester, MN, USA. Collins.Jeremy@mayo.edu.
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  Data: <searchLink fieldCode="JN" term="%229114774%22">European radiology</searchLink> [Eur Radiol] 2026 Apr 21. <i>Date of Electronic Publication: </i>2026 Apr 21.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+International%22">Springer International </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>9114774 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1432-1084 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2209387994%22">09387994 </searchLink><i>NLM ISO Abbreviation: </i>Eur Radiol <i>Subsets: </i>MEDLINE
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        Value: 10.1007/s00330-026-12572-x
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              Text: 2026 Apr 21
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