This retrospective cohort study demonstrated that a readmission risk score could prospectively identify patients at risk for readmissions for the four target conditions for nonpayment: acute myocardial infarction, chronic obstructive pulmonary disease, pneumonia, and heart failure. These results suggest that this algorithm can identify a high-risk patient group who may benefit from interventions to prevent readmission.