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SHAP-based interpretation of the best-performing models at the batch level. Panels show signed SHAP values (\(\phi _j\), MPa) per parameter and batch58. Orange bars (dashed lines) indicate reference levels from the baseline UHPC recipe. Abbreviations are defined in Table 1.
