ML readmission models saving $11.4 million annually
A 12-hospital system had a 30-day readmission rate of 19.8%, well above Medicare benchmarks.
StartDate built a real-time readmission risk engine using federated learning across structured EHR and unstructured clinician notes. High-risk patients trigger automated care-team interventions.
Readmissions dropped to 13.2%; penalties avoided and quality bonuses earned totaled $11.4 million in year one.