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Explainable machine learning for patient-specific quality assurance in intensity-modulated radiotherapy based on anatomical structures.

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Title: Explainable machine learning for patient-specific quality assurance in intensity-modulated radiotherapy based on anatomical structures.
Authors: Zhang X; School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai, China., Huang Y; Department of Radiation Oncology, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Wang J; Department of Logistics, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Zhang X; School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai, China., Chen H; Department of Radiation Oncology, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Luo Y; Department of Logistics, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Xie J; Yida Technology Service Company, Children's Hospital of Fudan University, Shanghai, China., Xu Z; Department of Radiation Oncology, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China., Xu Y; School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai, China.; Department of Logistics, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; Department of Shanghai Lung Cancer Center, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Source: Journal of applied clinical medical physics [J Appl Clin Med Phys] 2026 Jul; Vol. 27 (7), pp. e70667.
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: Explainable machine learning for patient-specific quality assurance in intensity-modulated radiotherapy based on anatomical structures.
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  Data: <searchLink fieldCode="AU" term="%22Zhang+X%22">Zhang X</searchLink>; School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Huang+Y%22">Huang Y</searchLink>; Department of Radiation Oncology, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Wang+J%22">Wang J</searchLink>; Department of Logistics, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Zhang+X%22">Zhang X</searchLink>; School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Chen+H%22">Chen H</searchLink>; Department of Radiation Oncology, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Luo+Y%22">Luo Y</searchLink>; Department of Logistics, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Xie+J%22">Xie J</searchLink>; Yida Technology Service Company, Children's Hospital of Fudan University, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Xu+Z%22">Xu Z</searchLink>; Department of Radiation Oncology, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.<br /><searchLink fieldCode="AU" term="%22Xu+Y%22">Xu Y</searchLink>; School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai, China.; Department of Logistics, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; Department of Shanghai Lung Cancer Center, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
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        Value: 10.1002/acm2.70667
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      – Code: eng
        Text: English
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        StartPage: e70667
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      – TitleFull: Explainable machine learning for patient-specific quality assurance in intensity-modulated radiotherapy based on anatomical structures.
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            NameFull: Huang Y
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            – D: 01
              M: 07
              Text: 2026 Jul
              Type: published
              Y: 2026
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