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Overlooked and underpowered: a meta-research addressing sample size in radiomics prediction models for binary outcomes.

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Title: Overlooked and underpowered: a meta-research addressing sample size in radiomics prediction models for binary outcomes.
Authors: Zhong J; Laboratory of Key Technology and Materials in Minimally Invasive Spine Surgery, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. wal_zjy@163.com.; Center for Spinal Minimally Invasive Research, Shanghai Jiao Tong University, Shanghai, China. wal_zjy@163.com.; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. wal_zjy@163.com., Liu X; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Lu J; Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA, USA., Yang J; Department of Biomedical Engineering, Boston University, Boston, MA, USA., Zhang G; Department of Orthopedics, Shanghai Sixth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Mao S; Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, China., Chen H; Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Yin Q; Department of Pathology, Shanghai Sixth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Cen Q; Department of Dermatology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Jiang R; Department of Pharmacovigilance, SciClone Pharmaceuticals (Holdings) Ltd., Shanghai, China., Song Y; MR Scientific Marketing, Siemens Healthineers Ltd., Shanghai, China., Lu M; MR Application, Siemens Healthineers Ltd., Shanghai, China., Chu J; Editorial Office of Journal of Diagnostics Concepts & Practice, Department of Science and Technology Development, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Xing Y; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Hu Y; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Ding D; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Ge X; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Zhang H; Department of Radiology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. huanzhangy@163.com., Yao W; Laboratory of Key Technology and Materials in Minimally Invasive Spine Surgery, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. yaoweiwuhuan@163.com.; Center for Spinal Minimally Invasive Research, Shanghai Jiao Tong University, Shanghai, China. yaoweiwuhuan@163.com.; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. yaoweiwuhuan@163.com.
Source: European radiology [Eur Radiol] 2025 Mar; Vol. 35 (3), pp. 1146-1156. Date of Electronic Publication: 2025 Jan 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: Overlooked and underpowered: a meta-research addressing sample size in radiomics prediction models for binary outcomes.
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  Data: <searchLink fieldCode="AU" term="%22Zhong+J%22">Zhong J</searchLink>; Laboratory of Key Technology and Materials in Minimally Invasive Spine Surgery, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. wal_zjy@163.com.; Center for Spinal Minimally Invasive Research, Shanghai Jiao Tong University, Shanghai, China. wal_zjy@163.com.; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. wal_zjy@163.com.<br /><searchLink fieldCode="AU" term="%22Liu+X%22">Liu X</searchLink>; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Lu+J%22">Lu J</searchLink>; Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Yang+J%22">Yang J</searchLink>; Department of Biomedical Engineering, Boston University, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Zhang+G%22">Zhang G</searchLink>; Department of Orthopedics, Shanghai Sixth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Mao+S%22">Mao S</searchLink>; Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Chen+H%22">Chen H</searchLink>; Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Yin+Q%22">Yin Q</searchLink>; Department of Pathology, Shanghai Sixth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Cen+Q%22">Cen Q</searchLink>; Department of Dermatology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Jiang+R%22">Jiang R</searchLink>; Department of Pharmacovigilance, SciClone Pharmaceuticals (Holdings) Ltd., Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Song+Y%22">Song Y</searchLink>; MR Scientific Marketing, Siemens Healthineers Ltd., Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Lu+M%22">Lu M</searchLink>; MR Application, Siemens Healthineers Ltd., Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Chu+J%22">Chu J</searchLink>; Editorial Office of Journal of Diagnostics Concepts & Practice, Department of Science and Technology Development, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Xing+Y%22">Xing Y</searchLink>; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Hu+Y%22">Hu Y</searchLink>; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Ding+D%22">Ding D</searchLink>; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Ge+X%22">Ge X</searchLink>; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Zhang+H%22">Zhang H</searchLink>; Department of Radiology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. huanzhangy@163.com.<br /><searchLink fieldCode="AU" term="%22Yao+W%22">Yao W</searchLink>; Laboratory of Key Technology and Materials in Minimally Invasive Spine Surgery, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. yaoweiwuhuan@163.com.; Center for Spinal Minimally Invasive Research, Shanghai Jiao Tong University, Shanghai, China. yaoweiwuhuan@163.com.; Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. yaoweiwuhuan@163.com.
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  Data: <searchLink fieldCode="JN" term="%229114774%22">European radiology</searchLink> [Eur Radiol] 2025 Mar; Vol. 35 (3), pp. 1146-1156. <i>Date of Electronic Publication: </i>2025 Jan 09.
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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/s00330-024-11331-0
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      – Code: eng
        Text: English
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              Text: 2025 Mar
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