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Using Electronic Health Record Mortality Data to Promote Goals-of-Care Discussions in Seriously Ill Transferred
Neetu Mahendraker1,2, Esmeralda Gutierrez-Asis1,2, Seho Park3,4
1Department of Medicine, Division of General Internal Medicine and Geriatrics, Indiana University School of Medicine, Indianapolis, Indiana, United States.
ACI Open
|July 29, 2026
Summary
Sharing mortality risk predictions with hospitalists encourages early goals-of-care discussions (GOCD) for high-risk patients. This approach improved GOCD timing and was associated with patient mortality outcomes.
Area of Science:
- Medical Informatics
- Clinical Decision Support
- Palliative Care
Background:
- Identifying high-risk patients for early goals-of-care discussions (GOCD) is crucial but under-evaluated.
- A novel model predicts 30-day inpatient mortality, potentially facilitating early GOCD.
Purpose of the Study:
- To assess the impact of sharing mortality risk predictions with hospitalists on GOCD planning and timing.
- To evaluate hospitalist agreement with predicted mortality risk.
- To measure the association between risk predictions and patient mortality.
Main Methods:
- A nonrandomized quasi-experimental pilot study with a historical control group.
- Model-generated mortality risk was communicated to hospitalists on day two of hospitalization.
- Data collected via mobile communication system and chart review.
Main Results:
- Hospitalists agreed on mortality risk for all intervention patients.
- GOCD planning was significantly higher in the intervention group (p < 0.001).
- GOCD completion within 72 hours was higher in the intervention group (78%) vs. control (50%).
- Both model-generated and hospitalist risk assessments correlated significantly with mortality.
Conclusions:
- Communicating model-generated mortality risk to hospitalists promotes timely GOCD.
- This approach shows promise for improving end-of-life care discussions in high-risk patients.
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