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Radiomics-Based Classification of Clear Cell Renal Cell Carcinoma ISUP Grade: A Machine Learning Approach with SHAP-Enhanced Explainability.

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Title: Radiomics-Based Classification of Clear Cell Renal Cell Carcinoma ISUP Grade: A Machine Learning Approach with SHAP-Enhanced Explainability.
Authors: Aymerich M; Diagnostic Imaging Research Group, Galicia Sur Health Research Institute, Hospital Álvaro Cunqueiro, 36312 Vigo, Spain., García-Baizán A; Diagnostic Imaging Research Group, Galicia Sur Health Research Institute, Hospital Álvaro Cunqueiro, 36312 Vigo, Spain.; Radiology Department, Hospital Álvaro Cunqueiro, 36312 Vigo, Spain., Franco PN; Department of Diagnostic Radiology, IRCCS San Gerardo dei Tintori, Via Pergolesi 33, 20900 Monza, Italy., González M; Diagnostic Imaging Research Group, Galicia Sur Health Research Institute, Hospital Álvaro Cunqueiro, 36312 Vigo, Spain., San Miguel Fraile P; Pathology Department, Hospital Universitario Álvaro Cunqueiro, 36312 Vigo, Spain., Ortiz-Rey JA; Pathology Department, Hospital Universitario Álvaro Cunqueiro, 36312 Vigo, Spain., Otero-García M; Diagnostic Imaging Research Group, Galicia Sur Health Research Institute, Hospital Álvaro Cunqueiro, 36312 Vigo, Spain.; Radiology Department, Hospital Álvaro Cunqueiro, 36312 Vigo, Spain.
Source: Diagnostics (Basel, Switzerland) [Diagnostics (Basel)] 2025 May 26; Vol. 15 (11). Date of Electronic Publication: 2025 May 26.
Publication Type: Journal Article
Journal Info: Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101658402 Publication Model: Electronic Cited Medium: Print ISSN: 2075-4418 (Print) Linking ISSN: 20754418 NLM ISO Abbreviation: Diagnostics (Basel) Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Radiomics-Based Classification of Clear Cell Renal Cell Carcinoma ISUP Grade: A Machine Learning Approach with SHAP-Enhanced Explainability.
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  Data: <searchLink fieldCode="AU" term="%22Aymerich+M%22">Aymerich M</searchLink>; Diagnostic Imaging Research Group, Galicia Sur Health Research Institute, Hospital Álvaro Cunqueiro, 36312 Vigo, Spain.<br /><searchLink fieldCode="AU" term="%22García-Baizán+A%22">García-Baizán A</searchLink>; Diagnostic Imaging Research Group, Galicia Sur Health Research Institute, Hospital Álvaro Cunqueiro, 36312 Vigo, Spain.; Radiology Department, Hospital Álvaro Cunqueiro, 36312 Vigo, Spain.<br /><searchLink fieldCode="AU" term="%22Franco+PN%22">Franco PN</searchLink>; Department of Diagnostic Radiology, IRCCS San Gerardo dei Tintori, Via Pergolesi 33, 20900 Monza, Italy.<br /><searchLink fieldCode="AU" term="%22González+M%22">González M</searchLink>; Diagnostic Imaging Research Group, Galicia Sur Health Research Institute, Hospital Álvaro Cunqueiro, 36312 Vigo, Spain.<br /><searchLink fieldCode="AU" term="%22San+Miguel+Fraile+P%22">San Miguel Fraile P</searchLink>; Pathology Department, Hospital Universitario Álvaro Cunqueiro, 36312 Vigo, Spain.<br /><searchLink fieldCode="AU" term="%22Ortiz-Rey+JA%22">Ortiz-Rey JA</searchLink>; Pathology Department, Hospital Universitario Álvaro Cunqueiro, 36312 Vigo, Spain.<br /><searchLink fieldCode="AU" term="%22Otero-García+M%22">Otero-García M</searchLink>; Diagnostic Imaging Research Group, Galicia Sur Health Research Institute, Hospital Álvaro Cunqueiro, 36312 Vigo, Spain.; Radiology Department, Hospital Álvaro Cunqueiro, 36312 Vigo, Spain.
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        Value: 10.3390/diagnostics15111337
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      – TitleFull: Radiomics-Based Classification of Clear Cell Renal Cell Carcinoma ISUP Grade: A Machine Learning Approach with SHAP-Enhanced Explainability.
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              Text: 2025 May 26
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