In this retrospective study, researchers found that the diagnosis of systolic heart failure had been missed on first presentation for almost 50% of pediatric patients hospitalized with new-onset heart failure. Incorrect diagnostic labels frequently assigned to these patients included bacterial infection, viral illness, and gastroenteritis.