FBL and influenza: DCA confirmed the model's strong clinical utility.<h4>Conclusions</h4>A prediction model based on influenza season, Fib level, fever duration, and CRP provide accurate identification of children at risk for MPP co-infected with influenza, demonstrating strong discrimination and clinical applicability.<h4>Clinical trial</h4>Not applicable.