The leading features informing prediction, according to the association filter-based method’s reliance on mutual information, were C-reactive protein, Alvarado score, the appendix diameter, white blood cell count, and neutrophil percentage for the numerical variables, and ipsilateral rebound tenderness, diagnosis, peritonitis, severity, and surrounding tissue reaction for the categorical variables. Here, CRP is linked to peritonitis.