NOTE – At the core of the research was an AI system referenced as Targeted Real-time Early Warning System (TREWS). Initially developed at Johns Hopkins, Bayesian Health has commercialized and advanced the methodology, integrating it into a broader adaptive AI platform that enables integration, monitoring, and tuning to account for real-world variations in populations and workflows and scaling to multiple condition areas. Bayesian led and managed the deployment across all five emergency departments and hospitals in the study.