Related Experiment Video
Updated: Jul 20, 2025

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
Implementing a Serious Illness Risk Prediction Model: Impact on Goals of Care Documentation
Jane O Schell1, Yael Schenker2, Gina Piscitello2
1Section of Palliative Care and Medical Ethics (J.O.S., Y.S., G.P., R.M.A.), University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania; Renal-Electrolyte Division (J.O.S.), University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania; Palliative Research Center (J.O.S., Y.S., G.P., S.C.B., E.J.C., R.M.A.), University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania.
Implementing a goals of care initiative significantly improved documentation for high-risk patients. This quality improvement effort enhanced care planning for seriously ill hospitalized individuals.
Area of Science:
- Quality Improvement
- Health Services Research
- Palliative Care
Background:
- Goals of care conversations are crucial for high-value care in serious illness but are infrequently documented in hospitals.
- Improving documentation of these discussions is essential for patient-centered care planning.
Purpose of the Study:
- To develop and implement a quality improvement initiative to enhance goals of care documentation for hospitalized patients.
- To assess the impact of a novel intervention on the rates and providers of goals of care documentation.
Main Methods:
- A quality improvement initiative was implemented at an academic medical center.
- The intervention integrated a 90-day mortality prediction model, a centralized documentation note, and automated notifications with targeted palliative consults.
- Documented goals of care discussions were compared before and after implementation, stratified by patient risk score.
Main Results:
- Goals of care documentation significantly increased for high-risk (17.6% to 70.8%) and intermediate-risk patients (9.6% to 28.0%) post-implementation.
- For intermediate-risk patients, palliative medicine specialists increasingly performed documentation (52.3% to 71.2%).
- For high-risk patients, primary services completed more documentation (36.8% to 47.1%), while palliative specialists' contribution slightly decreased (63.2% to 52.9%).
Conclusions:
- A goals of care initiative utilizing a mortality prediction model substantially improved documentation, particularly for high-risk patients.
- Further research is needed to optimize strategies for increasing goals of care documentation among intermediate-risk patients, especially by non-palliative care specialists.
Related Concept Videos
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
Documentation in Long-Term and Home Healthcare Setting
Long-Term Care Facilities
Documentation of Nursing Diagnosis
In some settings, data-driven computerized decision support systems are in place, allowing for more accurate nursing diagnoses. The database within one of these systems includes diagnostic labels defining characteristics, activities, and indicators for nursing. A nurse enters...
Methods of Documentation II: POMR
Introduction to Documentation and Reporting
Nursing documentation records essential information and details regarding a patient's care and treatment in written or electronic form. It is a critical aspect of nursing practice that involves documenting assessments, interventions, outcomes, and other relevant details about a patient's health status.
Documentation maps the patient's health journey by creating a comprehensive...
Guidelines for Nursing Documentation I
Factual:
The following points emphasize the significance of upholding accurate and unbiased documentation in healthcare.

