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SHAP value analysis for the XGBoost model trained to distinguish surface atoms. (a) Summary plot showing the contribution of each feature across atoms labeled as surface (Cluster_Label = 1). (b) Heatmap visualization of SHAP values across surface atoms, illustrating consistent patterns in the importance of entropy-band features.
