CRP and primary peritoneal carcinoma: SHAP analysis identified serum calcium and C-reactive protein as the most important predictors, with low calcium and elevated CRP substantially increasing the probability of PPC classification.<h4>Discussion</h4>We developed and temporally validated interpretable machine learning models for classifying PPC development status using seven routinely available clinical indicators.