GPT and Pleural effusion: SHAP analysis highlighted fever duration, C-reactive protein, pleural effusion, alanine aminotransferase, and gamma-glutamyl transferase as the main contributors to model prediction.<h4>Conclusions</h4>We developed and temporally validated a clinical prediction model for necrotizing pneumonia in children hospitalized with MPP.