Background: Hospitals across the country employ a readmission risk assessment tool such as the LACE score (L- length of stay, A–acuity, C- Comorbidity, E- Emergency department use) to pinpoint patients at heightened risk of potentially avoidable readmissions. However, at our institution, the LACE score proved inadequate in identifying individuals with mid to late-stage chronic illnesses [...]