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Performance of AI Approaches for COVID-19 Diagnosis Using Chest CT Scans: The Impact of Architecture and Dataset.

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Title: Performance of AI Approaches for COVID-19 Diagnosis Using Chest CT Scans: The Impact of Architecture and Dataset.
Transliterated Title: Leistungsfähigkeit von KI-Methoden zur COVID-19-Diagnose mittels Thorax-CT: Der Einfluss von KI-Architektur und Datensätzen.
Authors: Jaiswal A; Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany., Fervers P; Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany., Meng F; Department of Radiology, The First Hospital of Jilin University, Changchun, China., Zhang H; Department of Radiology, The First Hospital of Jilin University, Changchun, China., Móré D; Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, University of Heidelberg, Heidelberg, Germany., Giannakis A; Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, University of Heidelberg, Heidelberg, Germany., Wailzer J; Institute for Diagnostic and Interventional Radiology, Frankfurt University Hospital, Frankfurt, Germany., Bucher AM; Institute for Diagnostic and Interventional Radiology, Frankfurt University Hospital, Frankfurt, Germany., Maintz D; Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany., Kottlors J; Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany., Shahzad R; Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.; Philips Healthcare, Innovative Technologies, Aachen, Germany., Persigehl T; Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.
Source: RoFo : Fortschritte auf dem Gebiete der Rontgenstrahlen und der Nuklearmedizin [Rofo] 2026 Feb; Vol. 198 (2), pp. 185-198. Date of Electronic Publication: 2025 Apr 29.
Publication Type: Journal Article; Multicenter Study; Comparative Study; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Thieme Country of Publication: Germany NLM ID: 7507497 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1438-9010 (Electronic) Linking ISSN: 14389010 NLM ISO Abbreviation: Rofo Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Performance of AI Approaches for COVID-19 Diagnosis Using Chest CT Scans: The Impact of Architecture and Dataset.
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  Data: Leistungsfähigkeit von KI-Methoden zur COVID-19-Diagnose mittels Thorax-CT: Der Einfluss von KI-Architektur und Datensätzen.
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  Data: <searchLink fieldCode="AU" term="%22Jaiswal+A%22">Jaiswal A</searchLink>; Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.<br /><searchLink fieldCode="AU" term="%22Fervers+P%22">Fervers P</searchLink>; Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.<br /><searchLink fieldCode="AU" term="%22Meng+F%22">Meng F</searchLink>; Department of Radiology, The First Hospital of Jilin University, Changchun, China.<br /><searchLink fieldCode="AU" term="%22Zhang+H%22">Zhang H</searchLink>; Department of Radiology, The First Hospital of Jilin University, Changchun, China.<br /><searchLink fieldCode="AU" term="%22Móré+D%22">Móré D</searchLink>; Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, University of Heidelberg, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Giannakis+A%22">Giannakis A</searchLink>; Department of Diagnostic and Interventional Radiology, University Hospital Heidelberg, University of Heidelberg, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Wailzer+J%22">Wailzer J</searchLink>; Institute for Diagnostic and Interventional Radiology, Frankfurt University Hospital, Frankfurt, Germany.<br /><searchLink fieldCode="AU" term="%22Bucher+AM%22">Bucher AM</searchLink>; Institute for Diagnostic and Interventional Radiology, Frankfurt University Hospital, Frankfurt, Germany.<br /><searchLink fieldCode="AU" term="%22Maintz+D%22">Maintz D</searchLink>; Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.<br /><searchLink fieldCode="AU" term="%22Kottlors+J%22">Kottlors J</searchLink>; Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.<br /><searchLink fieldCode="AU" term="%22Shahzad+R%22">Shahzad R</searchLink>; Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.; Philips Healthcare, Innovative Technologies, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Persigehl+T%22">Persigehl T</searchLink>; Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.
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  Data: <searchLink fieldCode="JN" term="%227507497%22">RoFo : Fortschritte auf dem Gebiete der Rontgenstrahlen und der Nuklearmedizin</searchLink> [Rofo] 2026 Feb; Vol. 198 (2), pp. 185-198. <i>Date of Electronic Publication: </i>2025 Apr 29.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Thieme%22">Thieme </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>7507497 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1438-9010 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214389010%22">14389010 </searchLink><i>NLM ISO Abbreviation: </i>Rofo <i>Subsets: </i>MEDLINE
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              Text: 2026 Feb
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