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Development and evaluation of machine learning models based on X-ray radiomics for the classification and differentiation of malignant and benign bone tumors.

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Title: Development and evaluation of machine learning models based on X-ray radiomics for the classification and differentiation of malignant and benign bone tumors.
Authors: von Schacky CE; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany. c.schacky@tum.de., Wilhelm NJ; Department for Orthopedics and Orthopedic Sports Medicine, Ismaninger Strasse 22, 81675, Munich, Germany., Schäfer VS; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany., Leonhardt Y; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany., Jung M; Department of Diagnostic and Interventional Radiology, Medical Center-University of Freiburg, Faculty of Medicine, Freiburg, Germany., Jungmann PM; Department of Diagnostic and Interventional Radiology, Medical Center-University of Freiburg, Faculty of Medicine, Freiburg, Germany., Russe MF; Department of Diagnostic and Interventional Radiology, Medical Center-University of Freiburg, Faculty of Medicine, Freiburg, Germany., Foreman SC; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany., Gassert FG; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany., Gassert FT; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany., Schwaiger BJ; Department of Neuroradiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Munich, Germany., Mogler C; Institute of Pathology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany., Knebel C; Department for Orthopedics and Orthopedic Sports Medicine, Ismaninger Strasse 22, 81675, Munich, Germany., von Eisenhart-Rothe R; Department for Orthopedics and Orthopedic Sports Medicine, Ismaninger Strasse 22, 81675, Munich, Germany., Makowski MR; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany., Woertler K; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany., Burgkart R; Department for Orthopedics and Orthopedic Sports Medicine, Ismaninger Strasse 22, 81675, Munich, Germany., Gersing AS; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany.; Department of Neuroradiology, University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany.
Source: European radiology [Eur Radiol] 2022 Sep; Vol. 32 (9), pp. 6247-6257. Date of Electronic Publication: 2022 Apr 09.
Publication Type: Journal Article
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: Development and evaluation of machine learning models based on X-ray radiomics for the classification and differentiation of malignant and benign bone tumors.
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  Data: <searchLink fieldCode="AU" term="%22von+Schacky+CE%22">von Schacky CE</searchLink>; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany. c.schacky@tum.de.<br /><searchLink fieldCode="AU" term="%22Wilhelm+NJ%22">Wilhelm NJ</searchLink>; Department for Orthopedics and Orthopedic Sports Medicine, Ismaninger Strasse 22, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Schäfer+VS%22">Schäfer VS</searchLink>; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Leonhardt+Y%22">Leonhardt Y</searchLink>; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Jung+M%22">Jung M</searchLink>; Department of Diagnostic and Interventional Radiology, Medical Center-University of Freiburg, Faculty of Medicine, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Jungmann+PM%22">Jungmann PM</searchLink>; Department of Diagnostic and Interventional Radiology, Medical Center-University of Freiburg, Faculty of Medicine, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Russe+MF%22">Russe MF</searchLink>; Department of Diagnostic and Interventional Radiology, Medical Center-University of Freiburg, Faculty of Medicine, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Foreman+SC%22">Foreman SC</searchLink>; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Gassert+FG%22">Gassert FG</searchLink>; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Gassert+FT%22">Gassert FT</searchLink>; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Schwaiger+BJ%22">Schwaiger BJ</searchLink>; Department of Neuroradiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Mogler+C%22">Mogler C</searchLink>; Institute of Pathology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Knebel+C%22">Knebel C</searchLink>; Department for Orthopedics and Orthopedic Sports Medicine, Ismaninger Strasse 22, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22von+Eisenhart-Rothe+R%22">von Eisenhart-Rothe R</searchLink>; Department for Orthopedics and Orthopedic Sports Medicine, Ismaninger Strasse 22, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Makowski+MR%22">Makowski MR</searchLink>; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Woertler+K%22">Woertler K</searchLink>; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Burgkart+R%22">Burgkart R</searchLink>; Department for Orthopedics and Orthopedic Sports Medicine, Ismaninger Strasse 22, 81675, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Gersing+AS%22">Gersing AS</searchLink>; Department of Radiology, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Ismaninger Strasse 22, 81675, Munich, Germany.; Department of Neuroradiology, University Hospital, LMU Munich, Marchioninistraße 15, 81377, Munich, Germany.
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  Data: <searchLink fieldCode="JN" term="%229114774%22">European radiology</searchLink> [Eur Radiol] 2022 Sep; Vol. 32 (9), pp. 6247-6257. <i>Date of Electronic Publication: </i>2022 Apr 09.
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