Background: Assessing severity of illness using available electronic medical record (EMR) data on admission and predicting inpatient mortality is very challenging. Lacking standardized practices around end of life issues, hospitalists use their clinical judgment in making these crucial decisions. Prolonged discussions may be needed in medically complex patients to direct an optimal plan of care [...]