Fig. 4

SHAP summary plot for the ExtraTrees model (A). SHAP force plot illustrating feature contributions for a PNI-positive patient (B) and a PNI-negative patient (C). SHAP, SHapley Additive exPlanations; ExtraTrees, extremely randomized trees; PNI, perineural invasion