Decision curve analysis showed that the model had clinical value.<h4>Conclusions</h4>Early identification of these risk factors (CRP > 20 mg/L, pleural effusion, and elevated LDH) may facilitate timely bronchoscopic examination in children with RMPP at high risk of PB, potentially contributing to improved clinical management. Here, CRP is linked to Pleural effusion.