MKI67 and neoplasm: The analysis quantified the contribution of various factors, identifying the Ki-67 proliferation index as the most influential predictor (mean SHAP value: 0.129), followed by molecular subtype (0.064), surgical approach (0.025), pre-NAC tumor size, age, and clinical stage.