Interpretable LightGBM model with SHAP analysis predicts non-excellent response to initial radioiodine therapy in differentiated thyroid carcinoma.

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Title: Interpretable LightGBM model with SHAP analysis predicts non-excellent response to initial radioiodine therapy in differentiated thyroid carcinoma.
Authors: Luo Z; Department of Nuclear Medicine, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China., Lei Y; Department of Nuclear Medicine, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China., Zhang Q; Department of Nuclear Medicine, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China.
Source: Journal of applied clinical medical physics [J Appl Clin Med Phys] 2026 Apr; Vol. 27 (4), pp. e70555.
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: Interpretable LightGBM model with SHAP analysis predicts non-excellent response to initial radioiodine therapy in differentiated thyroid carcinoma.
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  Data: <searchLink fieldCode="AU" term="%22Luo+Z%22">Luo Z</searchLink>; Department of Nuclear Medicine, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China.<br /><searchLink fieldCode="AU" term="%22Lei+Y%22">Lei Y</searchLink>; Department of Nuclear Medicine, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China.<br /><searchLink fieldCode="AU" term="%22Zhang+Q%22">Zhang Q</searchLink>; Department of Nuclear Medicine, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China.
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  Data: <searchLink fieldCode="JN" term="%22101089176%22">Journal of applied clinical medical physics</searchLink> [J Appl Clin Med Phys] 2026 Apr; Vol. 27 (4), pp. e70555.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Wiley+on+behalf+of+American+Association+of+Physicists+in+Medicine%22">Wiley on behalf of American Association of Physicists in Medicine </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101089176 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1526-9914 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215269914%22">15269914 </searchLink><i>NLM ISO Abbreviation: </i>J Appl Clin Med Phys <i>Subsets: </i>MEDLINE
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      – Type: doi
        Value: 10.1002/acm2.70555
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      – Code: eng
        Text: English
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        StartPage: e70555
    Titles:
      – TitleFull: Interpretable LightGBM model with SHAP analysis predicts non-excellent response to initial radioiodine therapy in differentiated thyroid carcinoma.
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            NameFull: Luo Z
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            NameFull: Lei Y
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            NameFull: Zhang Q
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            – D: 01
              M: 04
              Text: 2026 Apr
              Type: published
              Y: 2026
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              Value: 1526-9914
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              Value: 27
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            – TitleFull: Journal of applied clinical medical physics
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