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Impact of deep learning model uncertainty on manual corrections to MRI-based auto-segmentation in prostate cancer radiotherapy.

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Title: Impact of deep learning model uncertainty on manual corrections to MRI-based auto-segmentation in prostate cancer radiotherapy.
Authors: Rogowski V; Radiation Physics, Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden.; Department of Medical Radiation Physics, Clinical Sciences, Lund University, Lund, Sweden., Svalkvist A; Department of Medical Radiation Sciences, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.; Department of Medical Physics and Biomedical Engineering, Region Västra Götaland, Sahlgrenska University Hospital, Gothenburg, Sweden., Maspero M; Department of Radiation Oncology, Imaging and Cancer Division, University Medical Center Utrecht, Utrecht, The Netherlands.; Computational Imaging Group for MR Diagnostics & Therapy, Center for Image Sciences, University Medical Center Utrecht, Utrecht, The Netherlands., Janssen T; Department of Radiation Oncology, The Netherlands Cancer Institute Antoni van Leeuwenhoek, Amsterdam, The Netherlands., Maruccio FC; Department of Radiation Oncology, The Netherlands Cancer Institute Antoni van Leeuwenhoek, Amsterdam, The Netherlands., Gorgisyan J; Radiation Physics, Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden.; Department of Medical Radiation Physics, Clinical Sciences, Lund University, Lund, Sweden., Scherman J; Radiation Physics, Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden., Häggström I; Department of Medical Radiation Sciences, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.; Department of Electrical Engineering, Chalmers University of Technology, Gothenburg, Sweden., Wåhlstrand V; Department of Electrical Engineering, Chalmers University of Technology, Gothenburg, Sweden., Gunnlaugsson A; Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden., Nilsson MP; Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden., Moreau M; Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden., Vass N; Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden., Pettersson N; Department of Medical Radiation Sciences, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.; Department of Medical Physics and Biomedical Engineering, Region Västra Götaland, Sahlgrenska University Hospital, Gothenburg, Sweden., Gustafsson CJ; Radiation Physics, Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden.; Department of Translational Medicine, Medical Radiation Physics, Lund University, Malmö, Sweden.
Source: Journal of applied clinical medical physics [J Appl Clin Med Phys] 2025 Sep; Vol. 26 (9), pp. e70221.
Publication Type: Journal Article
Journal Info: Publisher: Wiley on behalf of American Association of Physicists in Medicine Country of Publication: United States NLM ID: 101089176 Publication Model: Print Cited Medium: Internet ISSN: 1526-9914 (Electronic) Linking ISSN: 15269914 NLM ISO Abbreviation: J Appl Clin Med Phys Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Impact of deep learning model uncertainty on manual corrections to MRI-based auto-segmentation in prostate cancer radiotherapy.
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  Data: <searchLink fieldCode="AU" term="%22Rogowski+V%22">Rogowski V</searchLink>; Radiation Physics, Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden.; Department of Medical Radiation Physics, Clinical Sciences, Lund University, Lund, Sweden.<br /><searchLink fieldCode="AU" term="%22Svalkvist+A%22">Svalkvist A</searchLink>; Department of Medical Radiation Sciences, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.; Department of Medical Physics and Biomedical Engineering, Region Västra Götaland, Sahlgrenska University Hospital, Gothenburg, Sweden.<br /><searchLink fieldCode="AU" term="%22Maspero+M%22">Maspero M</searchLink>; Department of Radiation Oncology, Imaging and Cancer Division, University Medical Center Utrecht, Utrecht, The Netherlands.; Computational Imaging Group for MR Diagnostics & Therapy, Center for Image Sciences, University Medical Center Utrecht, Utrecht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Janssen+T%22">Janssen T</searchLink>; Department of Radiation Oncology, The Netherlands Cancer Institute Antoni van Leeuwenhoek, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Maruccio+FC%22">Maruccio FC</searchLink>; Department of Radiation Oncology, The Netherlands Cancer Institute Antoni van Leeuwenhoek, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Gorgisyan+J%22">Gorgisyan J</searchLink>; Radiation Physics, Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden.; Department of Medical Radiation Physics, Clinical Sciences, Lund University, Lund, Sweden.<br /><searchLink fieldCode="AU" term="%22Scherman+J%22">Scherman J</searchLink>; Radiation Physics, Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden.<br /><searchLink fieldCode="AU" term="%22Häggström+I%22">Häggström I</searchLink>; Department of Medical Radiation Sciences, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.; Department of Electrical Engineering, Chalmers University of Technology, Gothenburg, Sweden.<br /><searchLink fieldCode="AU" term="%22Wåhlstrand+V%22">Wåhlstrand V</searchLink>; Department of Electrical Engineering, Chalmers University of Technology, Gothenburg, Sweden.<br /><searchLink fieldCode="AU" term="%22Gunnlaugsson+A%22">Gunnlaugsson A</searchLink>; Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden.<br /><searchLink fieldCode="AU" term="%22Nilsson+MP%22">Nilsson MP</searchLink>; Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden.<br /><searchLink fieldCode="AU" term="%22Moreau+M%22">Moreau M</searchLink>; Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden.<br /><searchLink fieldCode="AU" term="%22Vass+N%22">Vass N</searchLink>; Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden.<br /><searchLink fieldCode="AU" term="%22Pettersson+N%22">Pettersson N</searchLink>; Department of Medical Radiation Sciences, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.; Department of Medical Physics and Biomedical Engineering, Region Västra Götaland, Sahlgrenska University Hospital, Gothenburg, Sweden.<br /><searchLink fieldCode="AU" term="%22Gustafsson+CJ%22">Gustafsson CJ</searchLink>; Radiation Physics, Department of Hematology, Oncology, and Radiation Physics, Skåne University Hospital, Lund, Sweden.; Department of Translational Medicine, Medical Radiation Physics, Lund University, Malmö, Sweden.
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