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. 2026 Sep 14;13:1876065. doi: 10.3389/fmolb.2026.1876065

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Copyright © 2026 Ma, Wumaier, Maiamaituxun, Amuti, Damaola, Aji, Da, Qiao, Nijiati, Aihaiti and Jiang.

This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

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Three-panel figure showing SHAP value analyses of radiomic features for Ki67 classification. Panel A and B present beeswarm plots for Ki67 greater than twenty percent and less than or equal to twenty percent, respectively, with features ordered by importance and SHAP values colored by feature value. Panel C is a horizontal bar plot comparing mean absolute SHAP values for the most relevant features, with blue for Ki67 greater than twenty percent and pink for less than or equal to twenty percent. — (A) SHAP for Ki-67 > 20%; (B) Ki-67 ≤ 20%; (C) SHAP for combined.