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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Hui Jin

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Open access Aug 2026

MRI-based radiomics with SHAP interpretation for preoperative prediction of upstaging in ductal carcinoma in situ: a comparative study of intratumoral, peritumoral, habitat, and fusion models

Background Preoperative prediction of upstaging in ductal carcinoma in situ (DCIS) is crucial to avoid unnecessary sentinel lymph node biopsy (SLNB) in low-risk patients. We aimed to develop and validate an interpretable magnetic resonance imaging (MRI)-based radiomics model for this purpose and to systematically compa...

Yu Meng, Hui Jin · 0 citations

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