Unrecognized clinical deterioration during illness requiring hospitalization is associated with high risk of mortality and long-term morbidity among children. In this podcast hosted by Maureen A. Madden, DNP, RN, CPNP-AC, CCRN, FCCM, Anoop Mayampurath, PhD, discusses a novel machine learning model that identifies ICU transfers in hospitalized children more accurately than current tools.