Neurologic injury occurs in approximately 20%–30% of pediatric patients receiving extracorporeal membrane oxygenation (ECMO) and is associated with increased mortality and long-term neurodevelopmental impairment. This exploratory study examined whether a deep-learning model combining clinical variables with quantitative electroencephalographic (EEG) data could identify patients with significant neurologic injury. The study included 43 of 73 pediatric ECMO…