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Acta Orthopaedica Volume 91, 2020 - Issue 6
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Research Article

Automated classification of hip fractures using deep convolutional neural networks with orthopedic surgeon-level accuracy: ensemble decision-making with antero-posterior and lateral radiographs

Yutoku Yamadaa Department of Orthopaedic Surgery, Graduate School of Medicine, Chiba University, Japan;b Department of Orthopaedic Surgery, Seirei Sakura Citizen Hospital
,
Satoshi Makia Department of Orthopaedic Surgery, Graduate School of Medicine, Chiba University, JapanCorrespondence[email protected]
,
Shunji Kishidab Department of Orthopaedic Surgery, Seirei Sakura Citizen Hospital
,
Haruki Nagaib Department of Orthopaedic Surgery, Seirei Sakura Citizen Hospital
,
Junnosuke Arimaa Department of Orthopaedic Surgery, Graduate School of Medicine, Chiba University, Japan;c Department of Orthopaedic Surgery, Oyumino Central Hospital
,
Nanako Yamakawab Department of Orthopaedic Surgery, Seirei Sakura Citizen Hospital
,
Yasushi Iijimab Department of Orthopaedic Surgery, Seirei Sakura Citizen Hospital
,
Yuki Shikod Biostatistics Section, Clinical Research Center, Chiba University Hospital
,
Yohei Kawasakid Biostatistics Section, Clinical Research Center, Chiba University Hospital
,
Toshiaki Kotanib Department of Orthopaedic Surgery, Seirei Sakura Citizen Hospital
,
Yasuhiro Shigaa Department of Orthopaedic Surgery, Graduate School of Medicine, Chiba University, Japan
,
Kazuhide Inagea Department of Orthopaedic Surgery, Graduate School of Medicine, Chiba University, Japan
,
Sumihisa Oritaa Department of Orthopaedic Surgery, Graduate School of Medicine, Chiba University, Japan;e Center for Frontier Medical Engineering, Chiba University
,
Yawara Eguchia Department of Orthopaedic Surgery, Graduate School of Medicine, Chiba University, Japan
,
Hiroshi Takahashif Department of Orthopaedic Surgery, Toho University Sakura Medical Center, Japan
,
Takeshi Yamashitac Department of Orthopaedic Surgery, Oyumino Central Hospital
,
Shohei Minamib Department of Orthopaedic Surgery, Seirei Sakura Citizen Hospital
&
Seiji Ohtoria Department of Orthopaedic Surgery, Graduate School of Medicine, Chiba University, Japan
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Pages 699-704 | Published online: 12 Aug 2020

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Katarzyna Kolasa, Bisrat Admassu, Malwina Hołownia-Voloskova, Katarzyna J Kędzior, Jean-Etienne Poirrier & Stefano Perni. (2023) Systematic reviews of machine learning in healthcare: a literature review. Expert Review of Pharmacoeconomics & Outcomes Research 0:0, pages 1-53.
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